{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python MAGIC EMT tutorial\n", "\n", "## MAGIC (Markov Affinity-Based Graph Imputation of Cells)\n", "\n", "- MAGIC imputes missing data values on sparse data sets, restoring the structure of the data\n", "- It also proves dimensionality reduction and gene expression visualizations\n", "- MAGIC can be performed on a variety of datasets\n", "- Here, we show the effectiveness of MAGIC on epithelial-to-mesenchymal transition (EMT) data\n", " \n", "Markov Affinity-based Graph Imputation of Cells (MAGIC) is an algorithm for denoising and transcript recover of single cells applied to single-cell RNA sequencing data, as described in Van Dijk D et al. (2018), Recovering Gene Interactions from Single-Cell Data Using Data Diffusion, Cell https://www.cell.com/cell/abstract/S0092-8674(18)30724-4.\n", "\n", "This tutorial shows loading, preprocessing, MAGIC imputation and visualization of myeloid and erythroid cells in mouse bone marrow, as described by Paul et al., 2015. You can edit it yourself at https://colab.research.google.com/github/KrishnaswamyLab/MAGIC/blob/master/python/tutorial_notebooks/bonemarrow_tutorial.ipynb\n", "\n", "### Table of Contents\n", "\n", "Installation\n", "
\n", "Loading data\n", "
\n", "Data preprocessing\n", "
\n", "Running MAGIC\n", "
\n", "Visualizing gene-gene interactions\n", "
\n", "Visualizing cell trajectories with PCA on MAGIC and PHATE\n", "
\n", "Using MAGIC data in downstream analysis\n", "\n", "\n", "\n", "\n", "### Installation \n", "\n", "If you haven't yet installed MAGIC, we can install it directly from this Jupyter Notebook." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user magic-impute" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing MAGIC\n", "\n", "Here, we'll import MAGIC along with other popular packages that will come in handy." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import magic\n", "import scprep\n", "\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib\n", "import matplotlib.pyplot as plt\n", "\n", "# Matplotlib command for Jupyter notebooks only\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Loading Data\n", "\n", "Load your data using one of the following `scprep.io` methods: `load_csv`, `load_tsv`, `load_fcs`, `load_mtx`, `load_10x`. You can read about how to use them with `help(scprep.io.load_csv)` or on https://scprep.readthedocs.io/.\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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"W31108 0 \n", "W31109 0 \n", "\n", "[5 rows x 27297 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bmmsc_data = scprep.io.load_csv('https://github.com/KrishnaswamyLab/PHATE/raw/master/data/BMMC_myeloid.csv.gz')\n", "bmmsc_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Data Preprocessing\n", "\n", "#### Filtering your data\n", "\n", "After loading your data, you're going to want to determine the molecule per cell and molecule per gene cutoffs with which to filter the data, in order to remove lowly expressed genes and cells with a small library size.\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ], "text/plain": [ " 0610007C21Rik;Apr3 0610007L01Rik 0610007P08Rik;Rad26l \\\n", "W31106 0 0 0 \n", "W31107 0 1 0 \n", "W31108 0 1 0 \n", "W31109 0 0 1 \n", "W31110 0 1 0 \n", "\n", " 0610007P14Rik 0610007P22Rik 0610009B22Rik 0610009D07Rik \\\n", "W31106 1 0 0 0 \n", "W31107 2 0 0 0 \n", "W31108 1 0 0 0 \n", "W31109 0 0 0 1 \n", "W31110 0 0 0 0 \n", "\n", " 0610009O20Rik 0610010F05Rik;mKIAA1841;Kiaa1841 0610010K14Rik;Rnasek \\\n", "W31106 0 0 1 \n", "W31107 0 0 3 \n", "W31108 0 0 3 \n", "W31109 3 0 8 \n", "W31110 1 0 1 \n", "\n", " ... mKIAA1632;5430411K18Rik mKIAA1994;Tsc22d1 mSox5L;Sox5 \\\n", "W31106 ... 0 0 0 \n", "W31107 ... 0 2 0 \n", "W31108 ... 0 0 0 \n", "W31109 ... 0 5 0 \n", "W31110 ... 0 0 0 \n", "\n", " mTPK1;Tpk1 mimp3;Igf2bp3;AK045244 rp9 scmh1;Scmh1 slc43a2;Slc43a2 \\\n", "W31106 0 0 1 1 0 \n", "W31107 0 0 3 1 0 \n", "W31108 0 0 3 1 0 \n", "W31109 0 0 5 0 0 \n", "W31110 0 0 3 0 0 \n", "\n", " tsec-1;Tex9 tspan-3;Tspan3 \n", "W31106 0 0 \n", "W31107 0 2 \n", "W31108 0 0 \n", "W31109 0 0 \n", "W31110 0 1 \n", "\n", "[5 rows x 10782 columns]" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bmmsc_data = scprep.filter.filter_rare_genes(bmmsc_data, min_cells=10)\n", "bmmsc_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Normalizing your data\n", "\n", "After filtering, the next steps are to perform library size normalization and transformation. Log transformation is frequently used for single-cell RNA-seq, however, this requires the addition of a pseudocount to avoid infinite values at zero. We instead use a square root transform, which has similar properties to the log transform but has no problem with zeroes." ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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Ifitm1Klf1Mpo
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" ], "text/plain": [ " Ifitm1 Klf1 Mpo\n", "W31106 0.494151 0.222772 12.653059\n", "W31107 0.041061 3.255028 3.048861\n", "W31108 0.479306 0.343226 12.553071\n", "W31109 0.033479 3.283794 2.841015\n", "W31110 0.908004 0.267707 11.953947" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bmmsc_magic = magic_op.fit_transform(bmmsc_data, genes=[\"Mpo\", \"Klf1\", \"Ifitm1\"])\n", "bmmsc_magic.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing gene-gene relationships\n", "\n", "\n", "We can see gene-gene relationships much more clearly after applying MAGIC. Note that the change in absolute values of gene expression is not meaningful - the relative difference is all that matters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=bmmsc_data['Mpo'], y=bmmsc_data['Klf1'], c=bmmsc_data['Ifitm1'], ax=ax1,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Before MAGIC')\n", "\n", "scprep.plot.scatter(x=bmmsc_magic['Mpo'], y=bmmsc_magic['Klf1'], c=bmmsc_magic['Ifitm1'], ax=ax2,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='After MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The original data suffers from dropout to the point that we cannot infer anything about the gene-gene relationships. As you can see, the gene-gene relationships are much clearer after MAGIC. These relationships also match the biological progression we expect to see - Ifitm1 is a stem cell marker, Klf1 is an erythroid marker, and Mpo is a myeloid marker." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Setting the MAGIC operator parameters\n", "\n", "If you wish to modify any parameters for your MAGIC operator, you change do so without having to recompute intermediate values using the `magic_op.set_params` method. Since our gene-gene relationship here appears a little too noisy, we can increase `t` a little from the default value of `3` up to a larger value like `5`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MAGIC(a=None, decay=1, k=None, knn=5, knn_dist='euclidean', knn_max=15,\n", " n_jobs=1, n_pca=100, random_state=None, solver='exact', t=5, verbose=1)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "magic_op.set_params(t=5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now run MAGIC on the data again with the new parameters. Given that we have already fitted our MAGIC operator to the data, we should run the `magic_op.transform` method." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating imputation...\n" ] }, { "data": { "text/html": [ "
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Ifitm1Klf1Mpo
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" ], "text/plain": [ " Ifitm1 Klf1 Mpo\n", "W31106 0.571219 0.225925 12.462381\n", "W31107 0.048972 3.234080 3.032480\n", "W31108 0.488668 0.324273 12.546968\n", "W31109 0.044142 3.250161 2.882082\n", "W31110 0.809720 0.317691 11.736192" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bmmsc_magic = magic_op.transform(genes=[\"Mpo\", \"Klf1\", \"Ifitm1\"])\n", "bmmsc_magic.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=bmmsc_data['Mpo'], y=bmmsc_data['Klf1'], c=bmmsc_data['Ifitm1'], ax=ax1,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Before MAGIC')\n", "\n", "scprep.plot.scatter(x=bmmsc_magic['Mpo'], y=bmmsc_magic['Klf1'], c=bmmsc_magic['Ifitm1'], ax=ax2,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='After MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That looks better. The gene-gene relationships are restored without smoothing so far as to remove structure." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "\n", "### Visualizing cell trajectories with PCA on MAGIC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can extract the principal components of the smoothed data by passing the keyword `genes='pca_only'` and use this for visualizing the data." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating imputation...\n", "Calculated imputation in 0.04 seconds.\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 PC7 \\\n", "W31106 16.575495 -2.205293 -3.173609 0.026191 3.379290 -0.328708 0.674083 \n", "W31107 -22.333830 -4.913148 -5.701725 0.174784 -1.623465 0.637437 3.213656 \n", "W31108 15.390584 -5.668019 -5.522961 0.227663 -2.733054 -1.363631 1.213853 \n", "W31109 -21.978137 -3.982899 -4.416052 -0.505503 -0.360550 1.144629 4.950204 \n", "W31110 14.850199 0.861441 -1.256983 -0.908274 -0.386235 -0.746003 0.790120 \n", "\n", " PC8 PC9 PC10 ... PC91 PC92 PC93 \\\n", "W31106 -1.337519 -0.374932 0.245162 ... 0.009891 -0.003240 -0.003957 \n", "W31107 0.733184 2.069290 0.922711 ... 0.027747 -0.005885 0.013527 \n", "W31108 -1.134904 -0.622052 2.129573 ... -0.009539 -0.013745 0.000618 \n", "W31109 0.519777 2.048395 1.303673 ... 0.028121 -0.008229 0.000845 \n", "W31110 0.760150 -0.285287 0.124876 ... 0.020111 0.005340 -0.026550 \n", "\n", " PC94 PC95 PC96 PC97 PC98 PC99 PC100 \n", "W31106 -0.004786 0.004371 -0.003623 -0.004191 0.009760 -0.007117 -0.000909 \n", "W31107 0.015552 0.019255 -0.001578 0.001951 -0.024956 0.001129 0.012197 \n", "W31108 0.004466 -0.000973 -0.006953 -0.000089 -0.004067 0.002934 -0.008200 \n", "W31109 0.020816 0.016570 -0.001894 0.005415 -0.023680 0.003067 0.013028 \n", "W31110 -0.000802 -0.016007 -0.018792 -0.010221 0.002298 -0.004076 -0.002220 \n", "\n", "[5 rows x 100 columns]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "bmmsc_magic_pca = magic_op.transform(genes=\"pca_only\")\n", "bmmsc_magic_pca.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll also perform PCA on the raw data for comparison." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "bmmsc_pca = PCA(n_components=3).fit_transform(np.array(bmmsc_data))" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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jwoH3gJaAG/gGGGHz2yRsERERuUj5bw0XTSkSERGRtLwHHAHKA42B9sADORqRiIiISB6gES4iIiJ5SrbfHboMGG+tjQEOGWN+AuplZwAiIiJyKch/I1zU4SIiIpKXWIv1+S1ZKWWMWZng+YfW2g+TlHkb6GmMWQAUB64D/u2vAERERCSf8G8Okyeow0VERCT/irDWNkunzG/AICASCAD+C8zI6sBERERE8jqt4SIiIpLXWK9/HukwxriAOcA0oBBQCmeUyytZ+vpERETk0pQN+UtuohEuIiIieUq2zn8uAVTGWcPFDbiNMZ8Co4HHsisIERERuRRoDRcRkUvamTNnOHnyJJUqVcrpUEQukAVfbPa0ZG2EMWYnMMQY8zoQBgwA/syWAEREJMdZazm4L4KyFUoQEBCQ0+FInpZ9OUxuoSlFIpJvHDp0iKpVq1G9ei3efff9nA5HJK+4DbgWOApsA7zAyByNSEREss21zR6kfd1BXN1gMNbanA5HJE/RCBcRyTf++ms9brcHj8fDd9/NZOjQITkdkkimWZu9w3GttWuBDtnWoIiI5Bpudyw7tuwH4MDeo7hjPIQWCMnhqCSvyu4cJjdQh4uI5Bvt27ejS5fObNy4kRdffD6nwxG5QBby2ZaKIiKSM4KDE/+6GBSsXx/lYuS/HEb/YkQk3wgODmb69G9yOgwRERGRPMEYQ3j1CuzafoDKVctoDReRTFKHi4iISF5i89/dIRERyTk/LH+bn2etoE2XxjkdiuR1+TCHUYeLiIhIXpPP5j+LiEjOub7xcA7siSA4JJDlBz9PNs1IJFPyWQ6jXYpEREREREQkRQf2RADgifFyaG9EDkcjkreoe1JERCQPMVhMPhuOKyIiOePowRO4rAsfPly4qBheJqdDkjwsP+Yw6nARERHJS/Lh/GcREckZUWdjCCQASwCFixckIEATJOQi5MMcRv9iREREREREJBmP24sr1IXP5aNW4yo5HY5InqMRLiIiInlK/rs7JCIiOaNmvcrUbRTOupXbObL/JHFxPo1ykYuQ/3IYdbiIiIjkKRaTz1b4FxGRnLNn22Hwwd4dhzkbGUWR4mE5HZLkWfkvh1H3pIiIiIiIiKRo8JO3U65iCe4acaM6W0QySSNcRERE8hIL+OJyOgoREckHpn38K+OfmkpowWB6D74mp8ORvC4f5jDqcBEREclT8t+WiiIikjN+/2ENsW4vAS4X65Zuo9NtzXM6JMnT8l8OoylFIrmQtRafz5fTYYhIrmSdu0P+eIiIiKTh/n/fRljBAliPZfyTU/F69d0hF8NPOUweog4XkVxm69atlC5djqJFS7J69eqcDkdERERE8qk6TcIJLRCCL84SceAk7ihPTockkqeow0Ukl/n++x84ffoMZ86c4euvv8npcEQkt7HxWyr64yEiIpKOZz66hzpNwxnxek8KFSmQ0+FIXuavHCYP0RouIrnMLbd047XX3sTtdtOnT6+cDkdEciGTx4bTiohI3tXymga0vKZBTochl4jsymGMMQ8CA4EGwBRr7cAMXPML0BEIstY/+1erw0Ukl7nssss4cGBPTochIiIiIoI7JpbAoAACAjQ5QvKUA8Bo4Bog3aFZxpg+ZEH/iP7ViIiI5CVWi+aKiEj2mDv1DzqWGcIttR7l1PEzOR2O5HX+ymEy1JSdZq2dARxLr6wxpijwLPDYxb3A5DTCRUREJI/RlCIREckOs/67kDivj8iTZ9m4cictu2pqkVwcP+UwpYwxKxM8/9Ba++FF1PcS8D5w6OLCSk4dLiIiIiIiIpJM/4ev5+81u6lcvQyNW1+e0+GInBNhrW3mj4qMMc2A1sBwoJI/6kxIHS4il7B58+ZjjKFz5045HYqI+I3VdCAREckWzTvWZd7+cTkdhlwyclcOY4xxAe8Bw621XmOM39tQh4vIJeqrr77m7rsHAfDppx9x55135HBEIuIPxlpNKRIREZE8JxfmMEWAZsBX8Z0tAfHH9xlj7rDWLrzYBtThInKJOnjwIHFxzn9ohw75fTqiiIiIiIhIrmSMCcTp7wgAAowxoYA3yXbPp4AKCZ5XBpYDTYGj/ohDHS4il6jBg+/nwAGno+W++wblcDQi4le56+6QiIiISMZkXw7zNM7OQ+f0Bf5jjPkE2AjUtdbuIcFCufGdMgCHk3TMXDB1uIhcokJDQ3n11TF+rXPOnLmMGvUoN998Iy+9NJqsmOcoIunIfcNxRURERNKXjTmMtfY54LlUToelcs0uwK+/4Lj8WZmIXBqio6P59NPP+OOPPxIdHzJkKBs3buTNN99i7969ORSdiIiIiIhI7qcRLiKSzODBDzB16rcArFu3mho1agDQsWMHDh36kpIlS1GmTJmcDFEkf9MIFxERyQa7/j7I0z3fo2jJMF7+dhiFixXM6ZAkr8tnOYxGuIhIMsePH8fj8WCtj7ZtO9Co0RUcPXqUiRMnsHz5UjZt+ovQ0ND0KxKRLGAxPp9fHiIiImn5etx89mw5zJa1e1g0a21OhyN5nn9ymLxEHS4ikszEiRMYNmworVq14tChw2zduo3vvpuJy+Wifv36hIWlOO1RRLKDxbk75I+HiIhIGlpf35CgkEBcAS7qt6ie0+FIXuevHCYP0ZQiEQHg2LFjdOjQiUOHDvP99zMYO/YNfv75FxYvXkJwcBAdOrTP6RBFREREJBu1vqER07a9SlBIIAXDNLpZJLPU4SKSB0RGRvL99z/QqlVLwsPDs6SNOXPmsmPHTqKionjnnXeZPPkqOnW6mmPHDhMYGEhISEiWtJuWM0cisVgKlyma7W2L5F42z93dERGRvKtoSY1sFn/JfzmMOlxE8oDrr7+JNWvWEhQUxMGDeylQoEC611hrATK8dfOVjZsTGhKK1+ulf/++548XKlTowoK+SHtW7mBSn/GApc9nDxDesmaOxCGSGxmbt+Yvi4hI3uWO9nBkz3Eq1iyDy6UVKeTi5LccRv9iRPKAgwcPEhUVRUxMNDExMemW37BhA8WLl6J48dJs3Lgx3fLuMzFM7f0Jw0r25ouh73PNNV0zFFdcXBwzZnyXbPtof9i7cge+uDh8Xh97Vu3we/0iIiIikjZvbBwPXvUSw1u/zFuDv8jpcETyHI1wEckDpk2byuuvj+W2226hePHi6ZafPv07Tp8+gzGGGTNmUrdu3TTLnz4SiedsDHHuOA6u3Xv+uLU2zREyL7zwIq+99gbWWn7//ReaNWuW8ReVjsbdr2LLz+uxPh9X3NnSb/WK5Hk2/w3HFRGRnHH6+FmO7j1OnNfHn79uzulwJK/LhzmMRriI5IBVq1bRqVNXXnvtjQyVb9SoEZMmfcatt94CgNfrZdSoR+jVqy9HjhxJVv6OO26nVKmSlCxZku7db0u3/pKXlabVoI5UaFCZbi/3BOC99z4gKKgAbdq0JzY2NsXr9u/fj8fjweUyHDlyNNG5WbO+55VXXuPUqVMZeo1r1qzh888nER0dDUChUoW5a+oI7v52FGFlimSoDpF8w+fzzyMdxpgzSR5xxphx2fAKRUQkFyhetgi3jehMhRplGDz2zpwORy4F2ZC/5CYa4SKSA+66617++ms9S5Ys5dZbu1GjRo1MXT99+gwmTJiI2+2mWLFivP/++ETna9WqxeHDBzJcnzGGLo/dRJfHbjp/bOzYt4mLi2PlylWsWLGCcuXKUa1atUTXvfzySwQGBlK1alWuu+7a88fXrVtHjx698Xq9rF27lilTJqfZ/u7du2nTpj1gmD37p3TLi0j2sNaeXynRGFMIOAxMzbmIREQku/V/9mb6P3tzTochkidphItIDmjYsAGFChWkQIFQSpUqlenrw8OrYq0lJCSEOnVqZUGEMGrUCAIDA2nQoD5du15PvXqNmDjx40RlSpYsyfvvv8sTTzyWaOrRub8bY3C5AtJt6+zZs1hriYmJ4ejRCP++EJFLjbXZNsIlie7AEWCh/1+UiIiIXPL8lcPkIRrhIpIDPvvsExYuXESdOrUpVqxYpq+vXbs2b775GpUqVeKGG67PgghhyJD7GTLkfmbM+I4+ffoTExPDvHnzGDTonnSvbdCgAdOnf8PGjRu59970y9etW5cJEz5g2bJlPPnk4/4IX+SSZvw3/7mUMWZlgucfWms/TKXsAOBze24LNBEREZFM8mMOkyeow0UkBwQGBtKxY4cLvr5du45s3LiJ0NAQtm/fckGjZDLquuuu5frrr2PHjh385z/PZvi6a67pmuHdjgD69etDv359zj8/evQoRYoUISQkJFPxikimRFhr013t2hhTBWgPpN+DKiIil7T0NlUQkX9oSpFINnK73Xz44UR++OHHi6rn77834/F4iIw8zY03dvNTdCkLCQlh6tQvWbVqOXXq1MnSts4ZN+5dKlasSnh4dY4fP54tbYrkHTkypag/sMhauzOLXpSIiOQBLw38mK5hD/Deo1/ndCiSJ+W/KUXqcBHJRk8//QzDh4/izjt7smjRoguup0ePf1aJz8iaJytXrmT06JfYuTNv/K701VdfExsbS2TkaTZs2JjT4YjkLpac6nD5b9a8IBERyQtiPV5+nerMQv3hkwvPYyUf81cOk4eow0UkG8XExODz+QCD2+254HrGjn2dunXrULp0ab76KvUdfXw+H7vX76Jdu6t59tn/0KXLdRfUntfr5Y47elK9+uUsXJj1X7CjRz9P5cqVuPrqjrRocVWWtyciqTPGtAIqot2JRETytaDgQLr0boErwEW3wR1yOhyRPEFruIhkozFjXqRs2bJUqVKZq6/umGq5c9NoSpQokeL54sWLs2HDunTbm3zfx6z/5S/i3N74HYOS97F6zsQQsfUgZetXISAo5R2Fli1bxo8/ziYqKoonn/wXixb9lm7b6Vmw4DeefvoZevS4k2HDhiY616FDe/bsyRujcUSyn83uuzsDgGnW2tPZ2aiIiOQ+j00cwGMTB+R0GJJnZXsOk+PU4SKSjcLCwnj66afSLLNs2TKuvtpZbHbevNm0bt36gtvbvmwbJhZ6l7mF6oPr0W9g30Tnfd44Pr9hNFHHTlOpeU1u+/TBFOupU6cOhQoVwuv1csst/lkzpl+/Aezbt5/ly1fQs+edlC5d2i/1ilzyLJCNK/xba+/PtsZERETk0pXNOUxuoA4XkVzmt98WEhsbi7WWBQt+T9bhsnr1agYNGkzTplfw/vvvEhCQ8qgUgG4v3MGSN7/lmi5X0vGZvsnOx0Z7OH3oJDbOx+ENe1Ktp2TJkuzatY0TJ05QsWLFC39xCTRu3JgTJ05QuHBhihQp4pc6RfIDg8Xks7tDIiIikvflxxxGa7iI5DL9+/elceNGNG7ciIED+yc7P2rUo6xevYbJk6ewdOnSNOuqViWIZqFbCf71G17rP4iIiMQL7IYULkCHf3WnbIMqXPNq8rYSKliwoN86WwCmTZvK7Nk/sGHDOm39LCIiIiIilxyNcBHJZcqXL8+KFctSPd+xYweWL19OcHAQNWvWTLOu6D37iYuLwxfrZcvCJTz00Ej+979Jico06d+BJv07XFTMXq+Xxx9/kgMHDvL2229SpkyZdK8JCgqibds2F9WuSL6Vz+4OiYiIyCUin+Uw6nARyWOeeeZpune/jfLly6e6qO45pa+9mt2/L2bG9z/w9cE99CmW+kK9F2PGjO/44IMPcbvdFC1ahA8+eA/g/EK7t912a4oL9orIBTi3paKIiIhIXpIPcxh1uIjkgNjYWL7+eiqVK1emXbu26Zb/7bff8Xg8dO7cCWMM9erVy1A7AQVCCQkJYfzOv/H6LBvXpr+z0YUID6+KtZaQkBBq164NwHffzaR3734AHDlylAceGJwlbYuIiIiIiORG6nARyQH//vezjBv3LtZafvvtZ5o3b55q2ZkzZ9Grl7Pg7YQJ79G3b58MtxMTE8OMdWuJ9fnwWsue/fsvOvaUNGvWjOXLlxARcYz27dsBcPLkSay1+Hw+Tp48kSXtiuRP+W9LRRERyRlRp6IZP3gSsW4vQz/oS7Ey2uhALkb+y2HU4SL53ocffsSyZct49tl/U7Vq1Sxv73//m8KPP87G4/EQHBzMyZOn0ix/4MABfD4fPp+Pffsy12EycOA9zFowH+MCAhZVAAAgAElEQVRy0al5c14Z/9bFhJ6m+vXrJ3ret28fDh06zNmzZxk5csRF179t2zZWr17DjTfeQMGCBS+6vu3btzNv3ny6dbuZ8uXLX3R9ItnGAj6b01GIiEg+8PtXK/jr183EeX3MmbiQHv+6IadDkrwsH+Yw6nCRfG3dunWMGDEKt9vNnj17mT9/Tpa29+eff3LvvffjdrsJD6/KqFEj6dy5U4plV65cydixb9O9++0MGzYUt9vDsGFDM9XeoUMHiXG7CQkJZvynE89P98kOAQEBPP74o36p68SJEzRp0hyfz0eHDu354YeZGb7WxkVBzBEoWBVjDOAs8tusWQtiYmIYO/ZtNm/e6Jc4RURERC4llzWshDGGgCAXNZpm/Y1JkUuNOlwkXytWrBjGGEJDQ6lYsUKWt3duZEZISAitW7di6NAhqZbt1u12Dhw4wDffTOPYscOEhYVlur3//vdTRo9+iTZtWmdrZ4u/nTlzhtjYWNxuN/v27Tt/fMeOHZQuXZrChQuneJ31nsW3oA3EnoCqdxFQ91kAfD4fMTExxMTEEBkZmaWxHzt2DJ/PR+nSpRMdj4tcii9iOgGl78RVuFmWxiCXoHw2HFdERHJGrRbVeOOPp4jzxlGuWun0LxBJTz7LYdThIvlalSpVWLZsEZs2/U23bjdneXs1a9bkl1/msmHDRnr37pVm2fLly3Hy5ElCQ0MJDg5Ot25rLTNnzsLj8dC9++0YY6hatSoTJ07wV/g5pnLlynz00Yf89NNP/OtfTwIwevRLjB79EoULF+bvv9dTsmTJ5BdG73M6W3xuOPoL4HS4BAcHM3fubL7+eir33nt3lsW9fPlyOnTojNfrZeLEDxgwoD8A1vrw7nwCrBffmdWENJyfZTHIpSj/zX8WEZGcU7pK2rtiimRc/sth1OEi+V6DBg1o0KBBomPWOnMLz01B8acWLVrQokWLdMvNnz+H2bN/ok2b1hnqcPnmm28ZOPAeAE6dOsW9995z0bHmJn379qZv397nn//442zcbjcBAQFs2bKFli1bJr8o7HKo1AMiFuKq+3yiU23btqFt2zZZFq8vJoZ5n31KTEw01sKgQfdz6623UKRIEcBAYCnwnsQElcmyGEREREREJOeow0UkiQ0bNtC6dXtcLheLF/9GnTp1ciSOYsWK0atXzwyXj4yMPL8r0KlTiRfiPR1xBp83jqLlivo7zBzz+uuvcM8999G8eXOuvPLKFMsYYwho8Eo2R+Y4+OZoOu3dxGjjIsb6MMaF2+0+H1dwrU/wnfkTV1iTHIlP8rB8uOCciIiIXALyYQ6jDheRJKZNm8Hp06cxxjBjxsxs63BZv349PXv2ITy8KlOnfkWBAgUydf2AAf05fvw4brebBx/8Z3Hdvev2MvaWt7E+y70f30O9TnUvOEZrLZMmfUF0dDT33HM3gYE5919Iq1at2LRpfYbKejxrcbt/JDCwGqGhd2KMK4ujA++JExQ3MKNTM6ZXuJyb7rgj0TouJrAoAcXaZXkcBw4c4Pjx48l2kZI8zuav4bgiIiJyichnOYw6XESS6N79Nt55Zzwul+H222/Ntnaff340GzZsZNeuXcye/RO33Za5tgMDA3n00UeSHd+5ehfWZ4mLjWPL4q0X1eHy5ZdfMWTIg1jrY//+/dx33yAqVap0wfVlF4/nVyAGr3cz1h7HmFJZ3mb5h5/m+NQvaFG/Edd07Jrl7aVk69at53d3euWVMZne5UpERERERC5c1t/mFclj6tSpw9GjBzl8+ACXX355trV7ww3XExISgssVQJMmjf1Wb7NbmnJZs8uo3LAy7e9u65c6vd44xox5lcsvr8vSpUv9UueFio32sOzD+WyYtTLVMkFBTQCDy1UKY4plS1zB5cpTbtijFI3vbDk3Oujtt985P7Uoq23a9DdgiYmJYdGixdnSpmQH6wzH9cdDREREJNvkv/xFI1xEMmnbtm1cf/1NhISEMGfOj1So4J/tpAcM6E+nTldTuHBhihZNvNZKdHQ0AwfezcGDB/n8888IDw/PcL0xX7/B7WFzCOszkKKVLm6V+Z49exATE8NXX01l/vyf8fl8rFy5KuUFa7PJz89/zdpv/sAVEEChkoUJb1UrWZmQkA4EB7cEgrJlOlFKZs6cxeDBQ/H5fJw4cZLnnnsmy9u87rprueOO7mzbtp0XX3w+/Qskb8iH859FRETkEpAPcxiNcBHJpE8++Yxt27azZctWvvrqa7/WXalSpWSdLQDTp8/g++9/ZPHipbzwwksZrs8XE03UgplYTwxnZn1+0fEZY7jrroF8+ulHtG3bmo4dO9CvX99Uy8fFxfHUU0/Tt29/jhw5ctHtp+TYktXYOB++2Fi8Z86mWGbRokUsXboqxzpbAAICAs7/3eXKeBwxkdH4vHEX1GZQUBCffvoxCxcuoEaNGhdUh+RSGuEiIiJZyFrLjrV7OX7wVPqFRTIjn+UvGuEikknXX38tb731Ni5XAJ06XZ0tbTZs6GxbHRwcTLt2/2xlHHM6mh2LNlO5aTUKlymS7DoTEkpI45a41y6hYLsb/RZP+fLl+fVXZ4TL0aNHsdamuIX2Dz/8yNtvj8PtdhMaGspHH33otxjOubxWQUzkcUKCLFWaVUt2furUbxg48G7AMGXKF9x8801+jyEjbrjhej75ZCLHjx/P8JbdKz79lV9emk6R8sW5Z/ZTBBcKyeIoRURERGDG2Hl8+9ocXC4Xry9+gjLhJXM6JJE8SR0uIpnUpk0bjhw5iMvlIjQklHUzV1OoZBjVW2fdei/169dn69ZNnD59mlq1/pky899e44jYdpiggsG0GXczf2/+m169ep7f4cgYQ+nH3sHGejBBwX6NyVpLx46dWbJkKd2738aUKZOTlalcuRLWWkJCQqhZs6Zf2z+n0SuPUnb2bxRtUIvgEsnXZ9m9ew9ebxzGGHbt2pUlMWSEMYYePe7M1DXrp/2BjfNxNiKSY9sOUb5R1SyKTvISa/PdAv8iIpLNtqzYhSc6lpCCwRzccUQdLuIX+TGH0ZQikQsQFhZGwYIFWfDuPL55ZDL/vWsCO5ZuTbGstZaXX36VXr36smfPngzV/+uvC2jduh3jx793/liFChUSdbYARB48SWy0h/3HDtK5yzU8+OBw7rtvSLL6LrSz5dChQ3i93hTPud1uFi5chNfrZebM71Ms06RJE/74YzFffPFfihcvzsaNGy8ojrQEFy9Kld43U7RB8rVbAIYMuZ+7776LQYPuYdCge4mKikqx3Pbt27nqqlbcfPMtnD2b8tSk7NZ2xA0UKFGIKi1qUqZu7t8NSrKRphSJiEgW6vd8N+q0qk67Hs1p0D7lHEvkgmRT/mKMedAYs9IY4zbGfJZGuQHGmFXGmEhjzD5jzKvGGL8NTFGHi8hFiDpxFp/XBxiiT0WnWGbJkiW88MKLfP31VB588KFk50+dOkWzZldRpkwFFi92dpLp128AS5YsZdSoRzh27BhejxdPtCfZtT0m3EvtaxrS8QlnupDH4+HkyRMpxvHBBxPo3v1ONmzYwL///Szt23dkzZo1qb62UaMeoUqVy2jQoAkeT/K2Q0NDefzxRylduhQvvvhCqvU0aNCAN998i+HDR3LVVa04dSp75wIXKlSI998fz7hxb9O//0DCworRt++AZOVeeeU1VqxYyc8//8q0adOzNcbU1OjUgOErX+HOTx4gIOifNWAmTvyYtm07MH/+zzkYnYiIiFyqKtQsy39+HM6gsT1wBehXRsmTDgCjgU/SKVcQGAGUAq4COgGP+CsITSkSSYfH4+Ho0aNUrFgx2bkuD19PQFAAYaULU6dr/RSvL1euHGAJDQ09v3BpxM6j/DVrNbU712fp38vZtOlvoqKieOONsbRu3ZrGjRtx4sRJihUrSvSRaN5o9Spej5f7/jeEGi3/Wfy0SrNq59ct+ahoLKtWreaxx5z/H6y1RO46TMGyxdl9YC8jRz5CTEwMGzZsYvfu3URHRzN48AP88UfK2zp/++00YmO97Nixg4MHD1K1alWstYwbN54tW7by7LP/ZsyYFxkz5sV038MTJ07gdruxNjjFzpuM8Hq9fPfdTKpVu4wmTZpk+nqfz8e3307HWstXX33NF1/8N9H5Dh06MGmSMy3qiisyX39C7rOz8Zz5nsCQJoQWvSfF9W0uVGRkJA888CBer5c+ffpz+PB+v9UteYQF8tlwXBEREbkEZGMOY62dBmCMaQakOlTcWvt+gqf7jTGTgY7+ikMdLiJpiImJoV69huzbt5+HHnqQ1157JdH5kLBQrnuqW6Jjp06dYvLk/9GsWVOuvPJKqlevzsqVf7Bjx06uvfYaAD7qOY7IQ6dY8N587p8/krCwMGJjY+nfvx8A06Z9w/Lly6lXrx6bZm2gSMApTvsM635Ym6jDJaHevXvRu3ev88+XjZ7MtmmLCSkeRvvPRxIUFIS1lgMHDgBQsGBBmjdvnuprf+WVlxk58mFuuOE6qlSpAsBvv/3Ok08+jcfjISLiGIcPH2b9+vVMnjyJrl27pFrX9Onf8Pbb47n++mspXbr0+eNRUVGEhoZmaNeeUaMe5eOPPwEsq1Yt5/DhI8TExNC1a5cMdWi4XC5GjhzOhAkTeeihB5Od7927Jy1bXkWhQoUoU6ZMuvWlxXN2DhCL170CbC8whS6qvoQKFixI2bJlOXnyBA0a1Mv09T/9NIfZs39i2LCh2rkoL1OHi4jIJc3GxYInClMg+e6VInla7s9h2gEb/FWZOlxE0rB371727z+Ax+NhxozvknW4pKRHj94sWPAbLpeLbdv+pkKFCtSpU4c6deqkWL5subLs37+b2NjY84vdBgcH06aNsxvR5cEbqNh4FT6fIfTm5OuzpObAko3EeWKJOXGaAr5A/vxzFbVq1SMyMhKXy8WCBT/TunWr8+XPRJzmyLbDVG12GQGBAfTseSc9e/6zyGt0dDQPP/wYZQBvgQL4fD6WL19BVFQUL7zwYpodLjVr1mT8+LcTHRs//j1GjBhFtWqXsWbNSgoVSrtTYt++fbjdbkJCQpg5cxb/+c9oAN57bxwDBvRP/voPHOCJJ/5FvXp1GTCgH6+++jpNmjThzJmTqbZx2WWXpRlD7L7tHBtzHwQGUerpTwgsXSHFckEF2hAbNZeAoNpgCqZZZ2YFBgby119r+PPPdbRs2SJT10ZERHDrrbfjdnv45Zdf+euvtX6NTUREJDvY2Fgif51DYKkyFLriypwOx+9s9ClixnXAnjlK0I0vEXTlP3mOtRbfnpWYYhVxFU05DxHJB0oZY1YmeP6htfait0M1xtwFNAPuvdi6zlGHi0i8EydOsGvXLho1anR+xEWNGjXo06c3c+fO4/XXX81QPVFRZ4mNjSU4OJjY2NgUywz6ahjrZq2hdud6BAQ6a3MEBjr/HGNjYzl69CgVKsR/ie5ZT6CJwxcczKyhb2GqNeHuLxKv6ZGSFk/34Y8xU6jUtj6FK5emiClD06ZX8Oef66hZswZt27bBWktERASFggvxWoeX8Lq91L+2Ab3GJe/AWLhwEeHHjvFO86swLkP4E4+xePESoqOjOXv2LBEREZQqVSr+PYiiTZsObNiwgc8//4wePe5IVt/HH39CXFwc+/fvZ+PGjWmOtgF49913KFGiBA0a1KNAgYJYa4mLi2PfvpSn1AwfPpLp078jICCA5557Ho/HQ0hICPXr172gKUkA0Ut+xBd5nMNuy9TRz3DzqH9Ttaqzc9CqVaswxnDFFVcQWrg7IWG34Mf1trDWYq3F5XJRvHhxOnRon+k6goKCCAgIJCTEULSo7pjlaVrvVkRy2KkNW9j0wruEXX4ZdZ8Zhisw7bzEnyImTeTkj9PBQKUXxlKgdsrTuvMi39kT+PasxEafBJ+XuLVTE3W4xM59mdglE8G4KDBiAa5iWlRf8hj/5DAR1tpmfqkpnjHmFuBloLO1NsJf9WoFJBGcdTFq1apL69btGTp02Pnjxhg+/vhD9u7dSbduN2eorilTJvPoow8zdeqX538ZT6pkeGk6DutK+TqJ14XxeDzUr9+Y8PAajBz5MABFew0nqFo9dp8uz65DhdizeheHtxxMN46Kretx2/ejufLxnuen3CxY8DMLFsxn2bJ/FuctV64SXa+5Dk+Um9hoDwc27OfUqVMsW7YsUYdR06ZXcEWJkgS7XAQFBhF64iRPP/0kISEh/PXXet58863zZVevXs3mzZvxeDy8+ebYFON75pmnKVq0KFc2u5LGjRun+3rKly/PRx9NYPjwhxg4sD8PPfQgQ4bcz4gRyRciBggPDyckJASPx0NMTAw+nzN+MaWRNNZaDh48iLVpfwOEXtkZE1KAW3/axmMTvqRp06vw+XzMnDmLtm070qZNB2bNcnZs8mdny+7duylbtgJhYcVYsmTJBddTtGhRli1bxFtvvcHMmbljYWC5ABasz/jlISJyoba/+wVRu/cTsXAFp/7anK1t+9zR2Dgv+OKIOx2ZrW1nJe/2Pzj9bEvOfvIQlK4LYaUJuvrRRGXi9v8JsdFgfdgT+3IoUpEL5Kccxt+MMdcCE4GbrLV/+bNudbiI4Ew/OX36DNHR0SxcuOii6qpYsSIvv/wSN954Q4rnt2/fzuxvZ7P62+VEn0q8RfH+/fvZtWsXsbGxTJ8+A4CgyjUo88IkXN1GgstFyaqlKF297AXFFhISwpVXXnl+6tL06d8RFxfHomWL6fBQZ6q1qE63l7tTt25Drr66K9dffyObNm0CoGTJkoyYOY1CDepRsm1rirVpRf369THGEBQUROPGjc63c8UVV1C9ejUCAwMZPjzlDpGrLm/GsDIDaL2/ITsXb8vU6wgODubll1/irbfeTHUq0ssvv8SXX07mqqua8sPsh9m99y2WL5/J5ZdfnqzsjTd2o0qValx77Q2sXbv2fEdT1LHT/K/7q3xx8xgiDxwnOLwO5T5cyNngMGLcbqKizuLz+diyZStxcXHExcWxZUvK24NfjDlz5p7/+fzii/9dVF3169fn/vvvo0SJEn6KTkRE8qOSrZpigoNwBQdRqGryjQWyStRfazjzx1Kszwcmjsi5M7Kt7azm3bIU4mLB5yWgdjcKPvEXATXaJSoTctNoXNXbEnjVQFxVL73pVCL+YowJNMaEAgFAgDEmNKXtno0xVwOTgduttcv9Hkd6d3T9oVmzZnblypXpFxTJIdZannrqaebOncc77zg7BWWFzZs3c0WT5sTGxNK6eHO6t+7G0JkPJ4rjvvsG8+OPsxk79k3uvLN7ouu97lgCggP9tuvNG2+MZcyYV7jrroG89trLxMTE0KtXX2bM+O58mQIFCvDppx/Ro8edKdaxefNmYmJiaNSoUbJz1tpUY1362e/88MIM4mLjaHp7UyLW7aJY5ZLc/sEggkKDM/U6jv6ymL2TZ1Cx+/WUvS7xouLeuH1Y8zsulwXKEUCnZNcHBoYSFxcX/3pDqV+/PlOmfMHJ33ax8LUZ2DgfVw65ltYjbwKc6UMfffQJvXv3om3bNpw+fZphw4YDhnHj3qJw4cKZij89+/fvp3Xr9kRGRjJv3myaNm3q1/rl4hljVvl7aGtqmlZx2WWPZu7fSGqCH3JnW9x5lXIYkdRFHzhMUNEiBBYqkGoZ79koAgoW8FvusnvU/cRs/RsAV4CPkOo1qfJGeru+5g2+Ewc4+9EgjCuQgoM+wgQG4pkzGhNWGso2hqhTBDW/DRMQlNOhyiUiO/MX8F8Ok5H8xRjzHPBsksP/wdkmeiNQ11q7xxjzK9AWiElQbqG19rqLDhSt4SICOFOHMrrFcWbtWraVyEOnqHdjE3bs2AnGEGu9HIw+wpmjp5PFMXHihFTrCgzx7xfsww+P5OGHR55//uWXX/Hjj7MTxePxeFixYmWiDpdjx47x9tvjaNiwAd27355q/WklV426NeXPmatxR7nxHI/k+M4jnD50kp0L/6Zm5wYcPXqU0qVLZyhB2zz6HXxuD5tfGk+Zru0wAf/MIw8IKIWPYCAWg7Pb0uTJ/+Pjjz/lqaeeoHPnTjz//HOMHfs2x44dIzo6hhUrVlK/fmMmvPo2rgAX1mUo2ajS+Q6kpk2bJur0KFy4MJ99lnXJXsWKFdm1K3OjgOQSp+lAIpILFKiQ9ojbXeMmcujbWYTVq0W9ca9gEuxK6D15khNzfqJAnTqENUx+0yY1Ya3aEbNzG67gEMKuvJKSPe8m9vABziz9jbMLZxNUriKlhz+HKzjkgl9XTnEVr0DhR384/9zz/b+IW/MVPl8gPk8wGBe+yEOEdh2eg1GKXKRsymGstc8Bz6VyOixBOb9tAZ0SdbiIZKHNM5fx9cgpmAAXR7YcoOvDN3D//YNYvWQ13evexG2PpDxq5EJEREQwePADFClShPfeG09oaGim66hV63JcLhcul4uSJUvSuHEjjDGJOmUABg0azKxZ3xMUFETNmjUSjW7xer3n60hLweKFGDxtBADrvl3G3mVbcQW6KFevMj169GLatBl06NCe+fPnpBt3oepVObt9D6EVyiTqbAEwhOLiVpwOl1CioqIYOPAevF4vf/65jmPHDvPUU0/w1FNPMGHChzz33AtEREQQGxvL5kM7+ffiMfz7ueeo16UFzZo1ZcmShQQEZN/CgCIiInlVxNxfwVrObNyCN/I0QcX+WbB9z0svcnb9X5iAAGp98hlBpUtnqM6S3ftQpGNXAsKK4AoJweeOYefAW8BzBhdxeA/uJWrVYuyJg/jOnqbwzQNxhWQ+J8oNTLHKEBAMPh9gnD897pwOS0QyQR0uIhdg6tRvufvue2jSpAnz588hKCiIefPmU65cWRo2bIi1lo/u+ogt89dRKMASF+vlrVfeZl3gDt588/VMt7d37146dbqG2FgPc+fOpmbNmufPWWsZN+5dPv/8C9auXUtwcDCtW7finnvuznQ7LVu2ZM2aFZw5c4ZmzVIfpVewYEECAwPx+Xy88854hg8fRsOGDVmyZAmdO19LgQIFWLFiKdWqVctQuw1vb0G1dnUJLhhCcKEQZs36gbi4OH755RdiY2MJCkp7ZE+j8aM5vWUHYTVT3tbZOFM3AWcdm3LlynHixAlq1Uq8nsv9999Hz5496NdvAFFR0QwbNpTQogWZ/NWX+Hw+1qxZy8GDB6lUSTsCSA6KX3BORCS3qzSwN3s/nkSJ9q0ILFokydkLX9YgqOQ/nTPW48HncWPifBBgwevm5KRx2BP7MAZsrJtivf0/IsSe2gohxTGhpfxe9zmBre/HVeZybIFixO3bjD17nJB292RZeyJZLh/mMFo0VyQNZ86coV27joSHV2fVqlWAs8Bunz79OHPmLMuXr2Dt2rWMGfMKt93WnRYt2rBmzRoiD0ey6ZeNxPoMJ2KjWX56HfNPLGP8+HcvKI6vv/6GXbt2sXv3Hj7//ItEu+nMnTuPp576F2vXrj1/rHbtWhf8mmvXrp1mZwvAhAnv8frrr+ByGT755DM6tOlA7MlTfPnlVKKjo4mKimLOnLmZajesdBGCCznDf1944TlKlSrJk08+kW5nC4ArJJiiDWoTEJr+8OGAgAD+/HMV06d/k+LomaJFizJz5gzmz59DuXLlAGdHpcKFC3P77bdSsWL2LQwokjLjDMf1x0NEJAuVu/1Gmv/4FdUfH55sinCVp56m7ICBhL/wYoZGt9i4OGdnogTiTkfic7sp98hzhLW7jsJdbwNXAN4jB/HFAVi8EYf8+Iri293wAXHfNCNuSm3s6V1+r/8cYwwBl19NYOUrCGnZi9DOQzHBeXO0jogj/+Uv6nARScOcOXNZvXo1u3fvYcyYVwESrXFyboHVbdu2ERPjxuUy7Nu3n8JlClOjZQ0whhZdGhBbPxCCDY8//mhqTaXpmmu6EBISQoECoVSs6GwPXKVKNQ4dOkSxYkXx+SwhISH079+XVav+yLJFf88pVKgQNzTpxB0lrubyApUI9MTy9xPPc889AyldujQVKlTI8DbaCVlr8a1+jpG1vuHI+m958cUX/B47QIkSJejSpTMFCxbMUPnBg+8jMvI4U6ZMPp8wrl+/njlz5p7fblokW1njn4eISA4JLFaMMj16Eta4cbpl3Xt2sKPfdezoex0x250tqN17d7PtrjvZcW9PzixbRMl+9xHW/hpnnZjAQEyAwYcLXMFYf0/D2f8LxMU4WzMf3+DfutNgo09x9s32nHmmOt6tv2VbuyJ+lc/yF00pEknDVVddSUhICLGxXu688w7mzZvPyZMnKVGiBKdPn+b772dSsGBBxox5kdjYWKpWrcoNN1yPy+Xiga+G4vP5cLlc9GLERcVRv359IiIOYa1l0KDBREU520nPmzeffv36MmfOj+zfv5/u3W8nMDBj/6yttUya9AWnTp3i/vvvY8mSpWzdupWOHTsyYcKHtGvXlptuujHRNSdOnODVV1+nZs2aHHtjHbWCK3N5uQrUKb0NX4ybRo0aceTIgXTbdrvdbNq0ibp16xIcnGCl8tPbsRvGQpwb35KhBNy6NvVKstCECR8yceLHPP30U9xyS7dk5zds2MBVV7UCDM/dM4RBDwymWO1wv7UfERHBK6+8Rt26dbnrrgF+q1dERCQn+Nxuov7eTFD58piAAIJLlsjU9VGrljmdJj4fZ5YuILR6LWK2/A0+H8bn4cxvc4jZsAZPXEFcoZWp+PCjeP5aQuTMSUQt+4WQWg0p3CX1Rf4zw8YcxdQegD2zF1O0BqZSF7/UmxFxO5diT+6H2Ghil3xMYM322da2iFwYdbiI4EwTKlq0KIUKFUp0vFKlSuzfv4fo6Gg2b97M1Vd3BeCBBwbz2muvnB/tULZsWSZN+m+yetNbODY1Pp+Prb9vpkiZIpSv60xhCQlxpsvcd9+9TJ8+nZIlS9GlS2cA2rZtk+k2Zsz4jiFDHsTn87F582Y++cSJv0iRwhw9GsH48R/kJ48AACAASURBVO/x99/rqVq16vlrRowYxZQpXxEUFMQLDYZggQKFgml6V2/Kdsv4zmnt2nVk3bq/aNy4EUuXLvrnRIGyEFQYcEGZlhxcsYWtM5dR+462lGmYfH2W0zv2cWLDDip0upLAghc3xHb69Bn8/PMvDB06hKFDhxEX52PgwHs4eTJ5h8v+/QcwxnBlaFmqLd7HohXPc9U7j1C6ed2LiuGcoUMfYtq06QQHB1GnTi1atGjhl3rlEpEP5z+LyIWx1rJr7mpMgKFqpyZ+25o5s7aOeoTonbuIjbGYwECq/etRSrTP+GjcsFYdODlzCr7IY5yY9gVRW3dQfsQThNapj+f/7J13XJXV/8Dfz3Mnl40MUVBwiyM37pGjsrRMMytN07RhppVlar9v01KzzLKyYeXKUeYuZ2qaOXDiFhUUUQGReffznN8ftzACFAgt83m/Xrzk3vM553zOgy/uh8/5jEOetu16VzJm2UpuViDWo8fxiohG0ukBgT44vFzOIXLPoK5sDsKF3Oh15LojymXdkqKLikXyqYDIdmGIffSG7q2hUS7cgjaM5nDRuOX55JMZPP/8C3h7+3D48AHCwgq2ODSbzZjNZqxWG5Ik4XK5yM3NKxejRVVVUlNTCQsLK7Dezx+uZePHG0AIhi9/jkoxV+qGtGvXlpycTLbP3caUFpOo2iSKp797Bp2hdJ1z/uwMUhQ1vwW0JMkYjUYkSSoYfQL4+fmj1+sRQtBm0r345pqo2rIm3hV8S7yvEILdu/egKAq7d+8pMCYZfJF7xUPOadSAhvzUbCSKw8XptXsYuOODArLOzBx+GfA/EIJza36j1fQxxe6pKAqXL18mOLjownbJyck8/PAAnE4nO3bspFq1apw7l0KTJkWHOXfp0pnRo5/H9OsJ9JkyAoE1+SL8xeGSnp7OqVOnaNasWamcb4GBARgMBoQAHx+fa0/QuPVQb2xGsCRJ/YBXgSrABWCQEGLLDVVCQ0OjVDhzbex8bzEnlm5DkiTavTWQ6t1b/CO6OJKSUB0uEDLC5SJrZ1y+w0UIQV7Cacxhoej9iv7M0/kHYdDl4JQVnLlmXHv2khu3g6oT3sd+/DC5W9fArpmgKvgGZODTuCnmatXQBYUi6Q2YajXIX8t99gjC7cQQXfJW1PlkHwWhgGJHXNgMN9jhIlkCsby4HYQo0GJbQ+Om4gbbMP80msNF4z/Bjh07WLduA/37P0xUVFSp5i5dugyHw4le7+DAgXi6dg0rUq5Tp45Mn/4hp0+fZvTo5/+2zkIIOnbszG+/bad3714sWPBt/tilxHTcDhcGk4Gs85kFHC7gKaK28bONqG6Vs/vPkHYqlYq1S3Z7Y7PZ+PnnjbRo0Zwvv/yMzMxMHn98CG3atObo0WM8/vhgli9fgaqqhdofT5kyiSZNGhEdHU1sh1bX3Cv1+HkAQmtd0U2SJGbM+ISpU6cVajcNIJkCwRSILAQGb0/Uism/cK0VxeFEqCqqy43zcnaxOiiKQvPmLTlwIJ4hQx7jqaee4Lbbbivg4DKZTMiyjMlkokKFCmzcuJ6DBw/SpEmTIteUZZnXXnsVV04e8e/OQWcxE9G94E1dRkYGtWrVxeFw8thjA5k+/cOrPKmCTJs2lZYtY6lZswb169cv8TwNjeuBJEldgUnAg8BOoHyuijU0NK4rPw2ZyqWjZ1BdCrJRjyvX/o/pUmXcy1z8diHOPAfujCxsJ09hO52IV3QUpz74gosr1yObzTRb+Cl6H2+Ey8W5qZNwnkum0vNjQFWxpqnIOhkQIEmYq0QBYK4VgymqGpePLkW1ZmFp3hXz710SzTEFP8ddR38j++MnATC27INjzyZMze/At99LJTtIxU5QpRdkH0Nu/EY5PZ3SIUkS/EORShoaGqVH+nO3k+tFs2bNRFxc3HXfR+PWJDc3l9DQSjgcDmrVqsmRIwdLNX/nzp088shAYmLq8t13CwpFdZQVxeni7Npd+EZVpEL9wu2RHQ4HZrPnJsdisZCXl5U/lpOazaq3lhFYpQJdn7+zyOiIrd9sYckri6napCrDFz9b4giXLl26sX37TsxmM8nJiZjNhVNx2rfvxJ49e/D29iE5OfGqnYJUpwtXdi6m4MAC7ydsOsR3T80E4IFPh1CjY70S6fdncs9ncG7bYSLbN8AS4p//vsvuYtbAGZw/eIbY9pVpM+4hvCOvOMpsWVaObjxKdItq2CQbVapUw+12I0kSZrOZoUOHMG3a1AJ7xcfHs2tXHH369MbP76+tK68QFxdHly53YLF4s337VqpUqVKkXHx8PLGxbbDZbDRp0pjdu3eW+vyKopCXl3dVfTT+HUiStFsIcfX2XuVE08p6sW14+UQ+mcdnXVNvSZK2ATOFEDPLZdObDM2G0SgvUo5fZPqQbwio6Mez3wzG7H3tznp/h287jsaamoUkSzR++h4aDbsbWV+6aNiSojqdpC7/CUOAP0GdOxQbBZx76AjHR49DdTjwbdSQ2u9PZM/AUVhPJiIbjcRMHk/y9E9Q8nLRuy4juez4tGxNQKfOXJj8KkIAEoQ9+zI+zVvjupCCuWYdJFlGteehpiYhV6qF9dtXcZ/ej9d9L6Dm5WCq3wbZrwL2XxaQ993boCooqhc47CDrCH5/I7Jf6erKaGj8F7iR9guUnw1TEvvl34IW4aJx0yNJEpLkiTooS82UFi1acOLEkULvZ2RkMGHCO9SqVZNhw4YWazwIITh79ixhYWH5dVYAdk+YzZnVOwC4Y+Eb+EZVLDDPZDLx8ssvMXPm14wf/3KBMd9QP/p9OOCqercd1I42A9uWOrXpxIkE8vLycDqdWK3WIh0uCQkJ5OVZcTpd2Gy2Yh0u7jwr2/uNwpWZTfTQvkQ9en/+WOqx86iKp4NP6tHzZXK4+IQHUbt34fo0Z/ecJnlfEi6bk6R0iW6RBaOSPu37MRcTLmIwG3ht75sMGvQo33//A3l5edhsNjZv/qXQmg0aNKBBgwaF3v8rs2fPIysrG7vdwcqVq3j66aeKlKtfvz6jRj3Lpk2b+fDDqUXKXA2bzUbjxs1ISDjJhAlvlrnDlcZ/E1F+FfqDJUn6szfhcyHE53+8kCRJBzQDlkuSlACYgaXAi0IIW3kpoaFxK7Bi2jrOHk7h4uk09q4+SKveTfPHFJeCLduGT4XySyPt8uFw4r9eQ/QdTVFz8ji3eR+RnZtee2IZSJk9nwuLliDJMjpfHwJii/k7SNaBJCGbTHjXrQ1AjdFPcnLq5wQ0bYj9ZAKOlPMIRQETGE1GfG5rgj4wCMloBLeC5bbG+MS25dSwhxEOJ34dOhPS5TYw+aKv0QbX6f044lYiHHaypj8HOj15/sEET1qNqeV9uM8cQjjtqG4Zx6416MKikHz8i9a3CIQzF2WTJ9JZ1/F9JKOW+quhURrK0Ya5KdAcLho3Pd7e3vzyy0bWrdvAI488VG7r/lEgVpZlXnrpZe666y7mfD0Tg5e5kNyMGZ8TEVGZw4fj850ujsxcVKfbE8ZrLRzG+9VX3xAff5BVq5bRvHnzMulYljoyCxbM46233qZv3wcICip4m3P69GnsdjvffbeACRMm0r//I1eNrrAmpeDOyUW43aT9vL2Aw6XJQ21IiT/j+f7h8m1THR4TgZe/F4rTTePehfPRs1OzcdlcqG4Vxa3wxRef8fnnM3jxxTFs3LiJ6dOnlXnvAQMe5uuvv/G0xr67OwDz5s1n5syvGDt2TH4hY0mSePvttwrNV1WV+Ph4oqOjr/psExISSEo6g6IofPPNbM3honG9SL/GDVEYYAD6AO0AF7AMeAUYf/3V09D4b3Bs+ykcNhd6ow5ZloluFIktx85HD83g8rnL6FUF2+U87nqpO52fKZ+uN6ENo+k89UkOfLyUI1//CJJE+2kjCG997VRVt82OzmwquZ0hSSD98W3Rc7L2HuTwi6+DkIge/hhhvTydEP0a1KHxV+8DYD15mpRZ80CWiXzxObxrVcNUORKAiDemomRn4t2iDc5zZ3BmO1Bc4Fy7Hu+LM5FlgfnRL9FVaohkMCPcCrhVT72V3EyPbkYzPv3fBDwXZmrvUcj+wUhyySN/1INfIo4t9HwfHIOuyd/rRKmhofHfRnO4aPwnaNq0KU2blu+tTYUKFTAajdhsNpxOJz98t5jWB+zc9erT1Hywc77c8uUrcTqdnE06y8JeL3Dn68MJbV6XZv83kMNfrCCwTlWCYqIKrH3x4kWeemo4TqeTI0eOcvLksXLV/Wq0atWKZUuWYP9LLvf27dvzuzDNmvUVw4Y9zvPPv0hcXBzvvfdukQaUb+1oKrRpSvahE1R/un+BMbOfF32mD74uZ/AKsDB622u47S5MPoUjdAZ//TibP9tEk/ubYrJ4HGCSJDFlyuS/vXfz5s3Jzs7IX9NutzNo0GDcbjf79u0nIyP1qvOfeOIp5s2bj7+/HwkJxwp1xvqDmJgY7rijG1u2bOWNN17723pr/Me4cQXn/ohi+UgIcR5AkqT30RwuGholJvdyHu/c/zGKSyG8Zhiv/jgS7wALccv2knwwGafNhV4nYUSwd+mecnO4/IHqciFUgaSTUF3ua8ofm/4tp+eswL9eDVp+8TqS7tq/byoNeAhDUCCGgAD8mhdd/yznyHGEoiAEuHLtRdoVlurR1Jn+PgefepETEz4g6pnHCHC7MVWNxivmShSqMaIqmHzAlYeqgMsKRguIvAxkn0CM/aeT9Pr/IUtuAmoGEDys8K8rSZLQVSh9SSopoIYnUgeQAmqWer6Gxi2PVjRXQ0MDYPLkiTRt2oR169Yzb958wow+BOu8OLV4YwGHy9SpUxgxfCT1XN54nctmz4RvuHPpJLyCA7h4WzCJtnSihShgWPj6+uLj443DYaBmzRo39FzWLCvvdnqH3Eu53DO+Jx2GdQIgPv4gQghcLhc7d+5iwYJFJCcn8/HHn/L886OIiIgotJak09Fgwgs3VP8/0Ol16HyKvpGq0qgqAz4deN32/vPP0mg0Eh4eTkbGJWrXrnXNub/8sgWbzYaqqly4cIHq1asXKafT6Vi6dHG56azx30HcwJaKQojLkiQlA9e/4JuGxn8USZKQkJAkCYNJj3eApxB8taZV0Rn16NwqUQ0rk5Nyme5j7yn3/es/eS9GP2/MQX5Ual+wM48Qgn3vfkta3FGajB9I8G01OLdqMwhB9pFTODIyMYdcu7aJbDQQ1qvHVWXC7u5CxhZPh52KPboVK5d34hQIFZ1qJ/PrD8iao6fSS6/iE3slWlaSJLyqRZF74CB6vYKw63C6ZMz+0b+fS4/bbQRFRvWLRjIXfblRFuRq90CfdZ7vw65PitYfqHlZZH8wFDUnA79nPkYfUfu67qehcb25kTbMvwXN4aJxS5KYmMiFs+eRj+YRFB1KjS4NC8kYDAb693+E/v0f4b13J7P/5S/IOppEzOM9C8jdd9+93HPHnfx0z4u4c62ENK0DeNJMhg17ApBIT7/EE08MzZ9jsViIj9/H3r376Nz59utyxrVr17F8+UpGjHia2rU9H9DJh1OYdPcHOKwOLDrYu3RPvsPl4YcfYv36DWRlZfPCC8+RlZXF7NlziYioTGho6HXR8WoIIYhfGkf2xSxaDGyP0at0xYwXLlzE6dOJPPPM02VqrXzmzBmEEFStWvWqcrIss3//buLidtOmTetrrvvZZ58yatTzdO9+F9WqFS6mrKHxL+RrYIQkSavxpBSNAlb+syppaNw8eAdYGL/8GY78mkDbB5sjhOBycgb+FQOYfOBNXA4XliK68RVFzvnLJKzbT1T7GAKqhnBu+zG8KvhSoVblYufozUZiBncvcizr+FlOfb8RxeFiz9uz6bbwDWoM6c2x6fMJadu4UEH8v4M14TS2hJMAXNq0lUvb4ghs3phKfQvaVYFtYkldsQb14mlwOxGKG/upEwUcLgDedWrhOHEYb8tl/vAJuxPicJ5JJGfue4Q2iEIymZGTN5Lx1kaCXpmPPqJ8IlJK4mhRU3biWj4IKagmhl4LkAxepd7HeWAz7pQEcNqxrZuF72Nvl0VdDQ2NfxDN4aJxy3H48GGaN2+F4nRzV1Bz2gc34qEFz1OxQdHdZgCCQ0Po/NW4Ysf1XibuXDaJvJQ0/GtEsGXL1vw0E6PRQEZGRqE5lSpVolKlSuVypr+SmZlJz569cDqdrFu3jmPHDgOwe8U+7FYHQhXYJDcth11xEHh7e7Nw4fz815999iljxrxI5cqVy61zU2k4tfUYy8fMx+1w8dtHP9JkQAdiB3fCJ7Rw3ZMDBw4waNAQ6tatwzfffMX27TsYPHgobrebxMQkZsz4uID8zp07WbJkGY8+2p+6desWWm/Tps10794DEKxYsYw2tzXh1NxV+MdUo3K3wu2wAwMD82u3/BUhBIvHLOTQ6gN0H9+Djg92YN++3WV7KBoaAEhwY2+H3gSCgeOAHVgETLiRCmho3KwIIUg/e5mqDSKo0SwKgPnPfcueH+IIjgpm9IYxWMwlc7YALHzofXJTs/j1gxW0fKILcZ/+BELQe/6LhMQUb8cUhyW8AjovT+ptaDPPhVGVPt2o0qf4CJSyYk04DarqaTYwayHOS1lkxu3HejaFyg/ei1eEJ71H7+NNvemTcGVkcOGjych6HYH33F9ovbDHhpGxagXWHAsmLzumajUwxfbk4vgBCFse4uwRLM1icZ11gsGEkplabg6XkuD+dSJkn0XYLqGe3YKuWumfqaFGEySdAaFXMDW94zpoqaFxo7nhNsw/juZw0bglmDVrDhMmvM0TTwyjWjVPuKnT7eKM7er1NkqDwceLgFoeY2ft2nUoioIsy3To0J7nnhtZbvuUSBeDAaPRgCRJ+PtfqbzfrGcjlk/7CYfiYH3uT3Rx3U7LYtaQJKnYdJcbgayTURUFEOTlOvn18w0k7khgyJIrKUxCVck7epyXR49h7959HD9+gp9/3oifny8gkGUZg6HgrzmXy0WnTl2xWq3Mnj2Xc+eSCu29a1ccbrcbIQQ7d+7CZ2kc6dvjkQw6/KpH4lu9cHpVcWSmXGbHt7+BgMUvLqRZ35ZlKnasofFnbmSFfyGEC3j69y8NDY1S8M2YxWyYtY0KlQKYsn0cBpOeIxsOobgU0k6lYc204hvsW+TcS6dSMViM+FUMyH/PZXeiON1IssTlUxdRHC50JgM5KRllcrgY/bzpvmIy1guX8K8ZWeZzloSQ7l3Ijj8EqkCV9WRu34VOtXFx2U9k7txDs4X5DdJwZ2VxdNgTqHlWwgc/hs638GWLpNPh07gpOTt3kn4hAp/IhgR4B4HRFyHSADA064Fs8UFfMQpjvWtHoZYncu1eKEmbQG9GDmtUpjV0IREEvfcLwu1C9tK6IWn8N9C6FGlo/AcZPnwEeXl5vPTSGLKyMhgw4BFOJpxiRNcBxDRreNXolrIwePAgfvhhCUajkVmzvi6y9XJRzJ+/kDVr1jB27Jj8NKCy4O3tzY4d29iyZSu9e1+5FapctxIDF/Tl3nvvp3JUJbp06XyVVcqGLcfO7DHfA/DopD54+Zbs7H8lunUtuoy+m21TV5Dr+L1uyu+/n61WK15eXpz55EvSV66m3rmLbDSZ0Ol0xMTUJTIykoUL55OYmMiQIQUL90qShF6vx2g0YjJ5InfOnz/PyJHPUbVqFBMnTmDw4EGsW7ceIQRDhw4h6b35SAYdICGbShft4xvih04CRQhMkkAoKpK++G4ImZmZnDt3jpiYGM0xo6GhoXGTs/ung7idCqlJl9i9cj/1O9Wh09Od2fDROprc36xYZ0v80l2sfHk+kgyPLX6BsLqelKE+s57l0Pe/Uat7U/wjglBdbnwrBRHVqXBqdEkx+nlj9Cu/GifFoff1ofZbnuK1isPOueH3o2Rl4HCasOoLXmTYz5xBtTuQhAP7TzPIEufx6zMcSS5YbDNy/GucHPUstuPHyd27h7zDhzA370r2ym8BMFWvh6HtndftTCI7GZGVjBQRW+gzW99wALoad4HRB0lfNlsIQDKYcKmHsWcuQa+Pxst7IJJ0axUd1dC4mdEcLhq3BG3btmHz5l+oU6c23t7ezJjxyTXnZGVlcfDgQZo3b17qlJro6GgOHTpQqjnJyckMHjwEu93B/v0H2Ls3rlTz/0rdunWLTJdp374dly+n/a21c3Nzyc7OLjIlatPsbexYsgchIDKmEt2fKXuNmtZPdSN2SCfO7kkkeW8ijfrE8tRTw/nssy/o1q0r79eog+pw8GBkFP3fn0Rk86b5ra7vuefuItfU6/Xs2PErq1ev4f77ewEwdux4Fi9egtlspl27NvTs2YO1a3/KnxPwv6Gc+6kefjUj8Y64dj0b2/FjnHtvEqZq1YkY/TJPLnqanV9soNmj7ZGv4my5fPkyNWvWJS8vj2eeGc67704szePSuFUQ3HIV/jU0bla6Dm7DgjdXYgS+eXo2sl7GYpTR6yTSTlwsJJ+XkcvBZbs5uysBxeVGZ9Rz4XByvsMlpHZlOo7vky9/x/uP36ijlBjV4SR+xDjyEhKpOW4kIV3aFZKR3C5EbiayJPDylYme+kaBce+YGPxaxiIdW4felY11zbeY67XAVC+24Do6HQGdu2A/dQrJYCD1u8X4NGlC6Nj30QeHYahY8ojU0iKyk3HMaAkIdM2GYrj9tcLntASXbK3LcWDwR/IpOuXJ6VgP2HG7T6Cqqeh0FcuuuIbGP8ktaMPcWqfV+E9x6tQp2rRpT79+D2O324uV+6P4aY8e97B16+YSRQ24XC7q129Et27due++wnnD1wOLxYJOp8disVCpUsE2hSkpKXz66QwSEhJuiC5XIyUlhSpVoqlWrSZffDGz0HjF6qHIOhmdXia8xt8vtqszGohqWZO2T3XFJ8SPuXO/pbqPmd9+/pmKTw7Bp2F9wnr3pGG3LvnOlmtRp04dRo0aSZUqnsim8PBwhBDYbLYi5fVeZqrefzuBDUqW+33hq89xnEki57dtWA/FE9WqNn2/eppqHetfdV5iYiJWqxW73c7GjRtLtJfGrYlQpXL50tDQuL506t+S4CAvvAwAAtWt4LS7cdmcZKdmF5Jf8PjnrH17KUc3HKRyoyhqdqpHTPfGN1zvq5EWd5QND/0fhz8pupNe7olTWE8lIVwuzi1YUqSM7O1L4CPDMUTVImTUG5hCKhQYl3Q6ol8ZT9C9fZGMnhozugpFOxmC7+tF7TnzMIRHkr19B+e/nInkG1JmZ4vITkLZPRmRtvfqcllnAQEuK+qF/WXaC0BJmo2ysx/Kr3ciMvcVKWMwNgckZLkCslyhSBkNjZuFW81+0RwuGjctb7zxFr/9tp0VK1axfPmKYuXGj/8f69dvYNWqH1m3bn2RMsnJyYwdO57Vq9cAngiOCxcuYLVa2b17L2PHjqdXrz7s2XP1D9/i2L17NxMmvENiYmKxMkFBQezZs5Mvv/yMRYsWFBjr2LEzzz//Is2bt+TQocOcOnWqTHr8gRCCte+v5stHPyM1ofAN29XYv/8ATqcLh8PJ0qXLCo03vrM+Y5cM58EXuhBWqXDOdan0dLtwnTmGcLvy3/u2f0+WdKzP1nta4F81gupv/B8On8pcPnS6zPuEhASj0+kQQrBjx86/pTOAb/NYJIMByaDHEB7BpcNJuG2Oa85r1KgRQ4Y8RsOGDfjoow/+th4a/1UkhCifLw0Njb/P1sW7GdP5PX5dsqfQmF+IL+PXPI9vqB8gIQMWs0ztDnV49PPHCsk7bU5Ut4JQBU37t6PdiDsxlKBLnxCC9GPncOZ6Lg6cuTbObj2MM7f4C6mysvfNr8g6msTxWavISy5cC8+7RjSmShVBktAFBKG6XEWsAj539kXXtCe5SekIRSlSxrf3UwSN/oiQtxeir1h810BDUBCmiAhksxlJp0PnV3SqVklwr7gHdcfruH/ojHAXfREDIEW0RNd0KFJ0Rwx3TC7zfuQeBeEEJIQ1sUgRk7kjvv5v4u37HJJkAEAIB9acr8nL/hhVzUSxHsZ9eSVCLV5nDY1/nlvPftFSijRuWjp0aM/Chd8B0KBB8ZEDzZo15YcffgCgVq2iIxT69n2IHTt28sEHH5KQcJTKlSvz/vtTmDdvHnXq1GHSpHcRQvDTT6u5fDkNL6+St/az2Wy0b98Jh8PJrFlzOH78cLGytWrVolatWoXez83NxW63oygKzZp58oTXrPmRdu3alliPP3N2/xk2fLwel82F0+rk6e9HlHhup04duf32jhw7dpzxL49l0xebqFirInU61MmXObhwK4dX7SXu87U8sXosQVVDyqTnpQmDcZ05jqFqbYL/NxuARr5GHDoZyaDHmpzEslEzMKXnodcbuOun9zAHld7J061bV1599Q0URaFHD08qksvmZOn/FuPIttNrYl+8A0ue3x7cuy9+rdui8/Pjl5e+5MKOI1jCAumx/G1kXfF+bkmS+OijaaXWX0NDQ0Pjn0EIwbRhs1HcKtOGzaZNryb5Y2fjk1n30Tr2bThCbpYDWZao6K8DIXHPuJ6E1Qhj96LtrHx1MdVa1+SRLx6n3+dD2TV3K9kpGawct8BTS2z5i4TWCr+KFrDp9QUcWfwbJl8vBqx7nR8enEhuSga+lSrw4KrXyvXMFRrXwpaagd5ixlTBv9C4zmwisFMHsr76jktxhzn/4yYq39u1kFz68pWcnzXHM8diocJdhbvwSJKEqW6zEukV+cJzWCIrQFYykssKlLGltRD80Wa6WBG3A/XQV8jBkShJ+3D+9BqmPjNAb0Q9vgYppDZySMlq8ck1nkN1pIMpGKli0e27ASSpoOPN5dyH23UUcGPPXYF0ztNpUs3dizHy/0q0t4aGxvVHc7ho3LQ89tggWrduhZ+fH+HhxRsiI0eOoE2bVmzZspWvv57FSy+NJiSkoAPAYrFgMBjyC6oCjBgxnBEjhvPee1Pz5YQQCHH1D+G/kpSUVOo5Gd2JwgAAIABJREFUf2XNmh/58suvyMrKYt68+eh0Ovbt21dmh4tfmD+SJGH0MlKx9tWNuL9iNptZvnwpAN88PYv9qw4gyRIvrn6B8N/XsmbkoTg9uefOvGtHdhSFEALX6cOgKrhOHWLWN7No2aolVYeMJHXGFMx1GvDut99jSUwi2hyIIkkId9E3ZNeifv36pKdfQFXVfGfaniW72btkN6pbIahKBbqP71mqNY3hnvo2aftPojhc5J5Lx21zYPQpubNOQ6NIbsH8Zw2NfyuSJFG5VhgXT1+iUs2CabQzH5/JpTMZ/GECqKrALelwWB1M7vYuje9tQtqBRJx5Dk5sPkpGUjomiwlZJ5NzIQu3w4XeZCA3LfuaDpdzO46jOFw4EOReuEz2mTRUl0LWmTSEEOVahL3J/wZT7cEu+ESEov+9pfRfMYUEIen1gMAUXHS6r2wywe96SaUsSO/KzCLz1+34NmqIuXI47suXsMXvwbnuC3C7yDh3jNAJ35ZqzT/Q91yJenwBUpWuSPqiP7OVHRMQez9EqAoiy4gQFtzxixHJO1GOeKKuzc/sQPIrXOvuzwjbOdTf+oJwIbdchCSX/DnodH+srUMnV0QFEG6E4zxqxkakwA5acV2Nfx+3oA2jOVw0bmpK2slHlmXGj/8fTqeTkydP8cMP3xUY/+67Bcyb9y2xsS0ICwtDVVUWLlyExWJh5MgRCKGya1cco0aNxGKxlFi/NWvWct99vRFCMHjwIMaNe7lU5/uDBg0aMG3aVNLS0khNTcNsNjNw4KNlWgsgIDyAlza+THpiOjVaF1+XJDcjj2O/JVCnTU28AwqfW3WrCFUgyRKqoua/f8/Eh9g6fQ3hDapQMaZsOdSSJOE3cBx5a+bySXwqk58egSRJvPTSaPoOG0OVunXRj3uNhDwHl12XaTOiF16hZbzNAkymgkZjaPVQJEBn0FGxbumcUn+m5RuPcWD6Uqrf10ZztmiUGzdb/rKGxn+Zietf4OS+s9RoXLDjYUClQHLSc3E53OhUlUo1Q7Gev5wfDr93+R56jrmLn9//idCaFQmMqMCc/tNJ2nkSWS9Tu2sDKjWoQnTrwpGvf6XT6w+x+c1FVGkbQ2C1inT9YBjxs3+mwaO35ztbbGmZnFi0kZBGNQhv06DM55VkmcC6UVeVCb+7E6aQIGSjkcDGMUXKVOh+J7KXF5JeR0D7woV1r8axF8ZhP5eCbDDQ8NsvSRz+KMJpw8voRJJ1SJayt1CW/KLQNbuGvSY8No8k6UBnALeEXOk23IeXgssOehPCnnVth8u5pWBNBKGgJs5Crvookk+0Z8x9CWQLkly07aDTR+ITMBYhnMj4oFQUqDm7kM4vRbkUh1zpMXSRT5X6/Boa15tbzYbRHC4atwTe3p50EKPRSEBA4fDXwMBAnnlmeP7rTz75lDFjxgEwb95sRo9+oUz77tixE5fLhU6no27dOkRFRRUpJ4TAbXNisBR9U/QHISEh/Phj8fVqSkNQZAWCIosvvCaE4I3OU8i+lEtQpQDe3j6+0Hi/yQ9SuV5lwmuHUzmmcv6Yb6g/d73Rt8h1ExIS8Pf3LxRlVBTenXrj3ak339e/Lb+g7ZtvTuCDD6Zx6VIqrZwRhPhWQ9LLNGnZuiTHLjHRsdV59sfROG1OEjJOMXv2HB56qB8Gg6FU61S5vQlVbm9ybUENDQ0NjZsSs7eJem1q5L/esXQvR7cl0HtCH478fJj6Xeth8beQdjKVGQ9+DHgCOyLrV6bt0NtRXJ4/3oWqovcyIut1SLLEna/1wT+8ZBcJlVvU4uEVr+S/ju7ciOjOjQrI/DpmBul7TiAbdNy9/B28w8uv+Ko714pk0KP7PVJFkiQqxDa6+iQhcGZcRsmz4t/SiWQq3gYSioLqcqMze2Tc2TkIhxNVFai5Oah2O7jd2FxeyAYZ675T5D37GJETp6OzlH/La13LV1C9w5AsocjBLZD0JmT/Skj3foh70ySkyBbIoYU7Rf4VKaQj4vgUEAocm4F6eDpS40mowZVxXfwIJCPm6M+QDEXbTLIcgMg9jDv+LkCgqzoSFRmEE+G4UM6n1tDQKAuaw0XjlqB27dps2LCGI0eO8vDDDwGgqirr1q0nMjKCmJgYVFWlf/9H+eWXLXTufDuKoqDTyaSnp3P//Q9w8eJF5s6dRXR0dIn3ffLJYfzyyxYMBgODBg0sVu7nUTNIWr+HanfH0nFy6Vs8xi3ZzeYvN3P7U7fT+J5rGDglRAhB5sUs3E6FjJTM/PcdDgft2nVkz569fPrpdIaOLLm+X375FSNGjESv17N37y5q1KiB2+nGaXVgCSjeIFq8eBHvvTeVhQsXkZOTi/J7NI1PaCAGsxEhBOaAst9mFUdYrYrs3LmTu+/2pBMdPHiIyZO1Vs0a/ywCbrqCcRoatwrnjl/g0yfnoLpV9i7fi2JzsnHmFu4c1ZV1039GUQQ6GQwy5Cam8tObS4j7bicIgdnPTO9pAzmwZBeVGlbBPzwQVVW5fDoVS5APisONT8WAYve+GJ/Eke+3UrtnLOFNaxQa1xn0SL/XEZPk8gvpT/t1D/vHTEFnMhI7exKWymElmpex6RdSvpqDUFWQJCoPfKRIOXeelf2DRuBMv0T10cMJvbsrtSa+TurSlQR1bIcxvDKhQ58lY8kCXGnpCLcbVCeu8+ewxe/FJ7Zs6ddXQ9Kb0TUuXP9ODqiC8b6PS76Ofz2kjr+hbn4ccreAUYWLP6OYa4BwATpU+0l0xThcANTM30C4QaiojktI4QPAlYGuSsnr82lo3ChuRRtGc7ho/OfJy8vjgQf6cfToUaZOnYLZbAbglVf+x7RpHyGEYM+enTidTpYuXY7NZmPnzjheeWUc3t7eGI1G1qxZi9VqpWbNunTvfhdLly5GLoGxEhoayvr1a64qI1SVpHWezganV+8qtcNFCMHcZ+eiulXmDJ9TyOFizbJybOsJasRWxze45E4JWZYZMWcoG7/eSueh7fPfP3LkCPHxB1EUhQ8++IihQ0uu7/r1G7Db7VgsFg4ciKdScDgfdnmHvIxc7nm9D7EDijaKateuzeefz+C550aycOF39Op1L7IsE/v8fYQ2jMInPIjgupHX3F9VVbZt20b16tWvWvfnz2Rn5yBJEi6Xi8zMzGtP0NC43gjplst/1tD4t3PhdDpnDp1jxw+7cTo89cSsGXnIEmSlZjN/7GJUt4pOLxMW7A1WGwhBUNVgTxkTScbLz4KXv4XGfVuSczGLjDPpfNz1HZw2F4EmNyajTNNhd9ByZI8idVg+ZBqOLCtHl25n2J5phYq0t3n3KU4v/5Wg+tFYwsqegmtPzyT+3Vl4hVUg5tmHSP15O8LlRpVlMvcfLeRwUd1uUpevRjYZCbmrS76zRyCTZ9VjMCjofYq/dEmdNwvnxVRA4uKKNYTe3RVL9WiiXrjiUAi461787+yJI+k09lPHSf1oMjpfP7zqlj11qiw4fv2C3AXvo7qM+Dz0Cl4dHrjmHLF3EiRvAlTwiUKqPQI54SNUXwOybz1k7yYoF79HZO1CF/kUkldUgflyyN2oacsRqh0yfkAA+lrTkQxF/4wVdgEJQE10lKwgsWq34jx1DGP1usgmc4nmaGgUyS1ow2gOF43/PD/8sIQ1a9aiqiq9ez9IQsJRoqKiOHHiBHa7HS8vMykp54mNbUFoaCgpKSk8+OADvPKKJ6Xo4MGD+WspisLq1Ws4e/YsVasW356wNEiyTL1B3Ti2aDP1BnQp/XxJIqxGGOlJ6YRVDy00PqXnh6SfuYTFz4t39r1ebOG8devW8/33P/DMM0/RoIHHQGnQuS4NOhcMiY2JiaFJk0bs2rWb0aOfL5Wur7/+P06ePElUVBR3392dlL1nsOfYUd0q+5fGFXK4ZGdns3HjJtq0aU1wcDB169Zl5EODsF/ORQiBrNdR/c6mJd7/2WdH8fXXs9Dr9SQkHC1RWlPnzrfz/vtTSExM5OWXXypW7sKRFJb973uqNo3ijjE9yrVAoYaGhobGvxPFrZCbaeXldpMRQmAw6gAw6zzNbgTQtEcjdv7eMtonyJtX973JmbjT+AT7EBQVQnD1MFSXQpVm0eSm5/BZ94nYsqxENKmG0+4CBHa3hEFSOLl2b5EOl7QDpzAJF4pRh8FiQpILfwYZ/byp3b/b3z7z0U8WceHnOGSjgaBGtanS724y4g5hDPQjpG3hz+QL3y/n7My5SJKMbDIR3KUDACcWbSXb7oXkgEYdOxa7n3JsFwa9G7eiJ7RLq2LlJEnCHFUNc1Q1/Dt0AVl33T+L7avexrVlJvrmffHq/Q7ONVNQbTrAjXXFJyVyuOAd4akDIwS61jNRU9YhJ/6IUdYhNe4FjhTU05NAOFEcyegbzCswXTJVxNB4Gcr52SgpM0CoiJzd4Ou5gBPCgTNvA7IuAJ25JUjHf595HErocLkwbjDu1PMYIqIInzir5A9IQ0NDc7ho/DeZNWs2CxcuYty4sUyZMhVV9aSg6GQ9eXl5AEyd+h46nZ6YmLp06tQRSZI4fvwwGRkZVKxYMX+t+vXrk5BwlMmTpzBt2kfExrYgIqJshWCLI/alB4h9qQQfyn9hz549GAwGnl/1HMkHkolsWDjK43JKJk6rE8WleG7XDLpCMnl5efTocS8Oh5PVq1eTlHSq2D2NRiO//rql1LqCJ1Jl167t+a9DYsKp2qIaF4+k0OWFwq0Q27fvREJCAgEBAZw5c5qMQ4msGzwJkGg0ohd1Hy3cQvJq7N69B6vVipeXF+fOnSvW4XLp0iX8/f3R6/VIksQTTwwtds2UlBSmTp2G/04juaeySN6fRP27GhFxW5Vi52ho/F1utYJzGhr/JuxWJ+vm/Eb2pVy+n7KWwFBfFLeCy+EmJLIiisONzuX6PXIF4n/cjx5wA7gVhBD4hvmzZ+Fv5FzMwhgSwP6lu3BezMTka0a1O1AcbrLPX8bL34I920ZwpB8GWdB2TO9C+qguN+sGT0ayuwjw8eLuxeOuq6PBp1oEklGPUBUsFSvgW7Mq7ZYVn0YjybJHH6lgKpPbZkcoKpJBD2rx3RyD+g1GSXsLU7VqhN5bso6Bku7G/Inj2vIlKC7c2+ci7nsTw21340hdhXDrMbUt/LMqCvm25xCBdZDMwUhhsUiOFISsBwnwqQZ6X5BkkMxgLD46V67QHeXyerAlox59F6yX0dUYjSNnGS7bJkDGS/ZDMkUDp4GCKfIqSQhSkYlB4krEkVBVXClnPF0jzxZvH2polJRbzYbRHC4a/zkuXbrEsGFP4XQ62bfvAJcuXQLAInlzR3gPYmI81fIjIiJYsKDgLYHRaCzgbPmD8PBwpk59j8mTJ5a6aOr1YvHiHxgwYBAAK1Ys5dixY7za4w369OnNp59Oz5d7atbjrJ+xkXYDWhdytqSlpWE0GjGbzZjNZmRZR2Bg2cOMS8O8efMZNGgw4eHh7N+/u8h9k5LOkJdnxel04Xa7yTufAUioLjdrFy5nszWRJ54YVmLD8rPPPmHUqBdo164ter2eOXPmcv/9vfKLKoMn1WzixMnUrFmDfft2F+pe9FcGDBjE5s2/cHtAG1oE3oas0+Ffqfgcew2N8uBWy3/W0Pg38enzC/ll/k7A4yfIybRx56OtyE3Ppc/Ld1GxejDfjJjHvp/iMZv12DOt6GWQBehRmTXoc078ctQT0SBDllPCW1YxyOCyu6jeqiYX9p4mqkkU90x+BFlf+KKkAJKErNcjDCqmAB98KxXdhrm8qHp/J459sQzF4SRh7hqavX31TjgV7++B7OWFbDIS1OlKJGuzSSM5vXAtwc1jMIcUb3t4N2+L9+zV5aZ/eaJv1hf3jnnoG96DpNNj7v0+xrv+D2QTstmCmn0Bx3fPInn5YerzIZKxYMdHoThQ4yYAElIzT2S1FNEdcTwU3DmI1BXI4Z3QN1yEsJ5ACmxfSAchVNSkDxH2c+giX8c2tyuyRWAUX0KN0SAZ8HhvAEmPjtYIWiJxxfklyEHwG6CgchkdVyKhJFmmwjOvkvPTQvx6DijvR6hxC3Kr2TC3VgKVxi2Bt7c3vr6+eHt7ExNTl9YtWyOjo4FXU1xZbtLS0sq89l+dLZ40pb74+QXx5Zcz899//fU3iY1tzdatW8u817U4ePAQLpcLIQRHjx5lxIhRpKenM2PGZ5w9mwxAeno6xkp6np49lAZd6xWYv2rVj0RGRhMRUZWTJ0+ye/dOPvrog2vWnCkvvvxyJm63m4yMDHbv9oRap+0/SXr8lduTH374jnvu6c6iRfMxGo1E3t6Y2g915kKg4I2fv+WFF15iw4afAY+R+tnAL3ir3QTOxnvOb7uUTfJvR1CcbgAaNmzIzz+v4+mnnyQ2tg1PPjmchx8uaDzMn78ARVE4fTqRM2fOFKv/xWPnWfHaYkKpgMFgYKt1Fz2n9WX05lfwDfED4JNPZuDrG0jfvv0QouDt3YEpc1neagiHPlr0N5+khoaGhsaNJOVEKr8Hr6CToGJUBTLTcshIzSE3I4/RMa+wZ+UBRnz7BM/Mf5KgSv64VFAE2GwKJ7YcQ1VUVFWgN+gwmA249Qb0ZiPV2tSicr0IFLuT46v3cmh53DX1kfU67pr/Ck2ef4BuXxef+lpeuDLzcNucKA43GQdPXlNe0usI63EHId06Fbgg8QoPJmbUw4S2+T31RVGwnk5EdTqvm+7ljVefifhMPI3XgE/z35Mtgchmj2PFteVT1FO/ohzdgHv/kkLzxaHPEfs/QN37Hu4V9yIuHwNHOrhzQHUi0rcgHBeRvKoiV+iCJBsLzlccqMcmoCZ9iUj7iby5o7DusZC71Yxb7QiAyacHJt9+eAUMRW+sA1DA2eJB96d/jfwVn7Z3ED7hK7xjO5XpOWlo3MpoDheNm47s7GxefHEMbdq0JyAgmKlTpxUYnznzayRJ4o477uD77xcyfMST9O86AKNsxFU/t0R1O8BTr+W++3oTHFyR77//oUiZpKQkVq5cRU5ODm+8MQGAkydP8s47k9i5cxePP/7k3zvsVXj22Wfo06c3/fo9yGOPDcLHx1MQV5IkAgMDOH78OFFRNahbtwFz5swrNP/HH3/C6XSiKCrbtv1G9erVGTJkMMHBwddN5z8zduwYAgMDqFu3DiNGjCTAN4jpD45m7WPvcnbTPgA6derIihXLuO++ewGPUdnk+Qc4Fmkk22HHaXOCw2O8Hdt6nONbj3MxIZUf3/0Rl83JortfY83Tn7Bu5GcF9s7Ly0NVVWw2GxcvXiwwNmHCW4SGhtC7dy+qV69erP5fDfiUbTM3UyMpnPffnczGjeto0b0lvqF++TJvvfU2ubm5LF26nHPnzuW/L1SVk/PWoNidnJj94997kL9zbO1+dn69EZf95jFUNcrIHwXnyuNLQ0Oj1PR94crtf2SdivR78U52/3SQQ78msPD1ZThtTlx2F78t2sXRXxOo2vJKxyCDxUj3cT3xC/On1cB2PPz547y+81WeWvQM4w9Nov9XT+AXHoDu96gW72DfEunkH12RugO64h1+faNbACyVgqk99F4C61ejyaul76xYHCf+7y0OP/kch4aNRKgqbqu90GVFWVDzcrkweTwXJo5Fyc0uB02vIITAvvgVct5qi+vIxkLjcmRT0BlBAjm8XuEFzCEIZFDccG4T7hU9wCsCooYhvKNAykbZ1hE1Y9uf9lQR51YgUjej7h8NJz5HykwFISOEF0g60HkhRzwGgCTpMVraoTfdVuw5JCzIdEOiOTJt/vZz0dAolvKyYW4itJQijZuOV155lRkzPsPlcgHw+utv8NxzI/PHx44dT05ODkuWLEGW4ccfVyNJEkeOxBMZeaXGidPpxG634+fnV2gPgEOHDrFmzVrsdjsTxk+kQXgDaraqXqA7UWRkJA0a1Gfv3n0MGeL5YAsLC8PPz4+8vDxatWp5PR4BAIGBgcyfPzf/dULCUT7++FMeeKAPPj4+7N27DyEEDoeDdevWM2BAwXaLo0Y9y+bNvxAYGEjv3vdfNz2Lo1u3rmRkpLFgwUKGDBmG1WplzcVD1DBWIGnLYSI7Ft/eulVgaxJ8TuPvFYBXphcAlWMqo9Pr0Bv11O9WH1euDWeeHdWlkHEipcD8atWqMXPmF2zatKlQIdx+/frSr1/fa+pv8jahN+nRGfUMHTYUvbHwr9PHHhvI229PRJZlEhJO5tf+kWSZSl2ak7J+FxF3/v3/I2fjTrJs1DcIVXA5KY07Xru2/ho3N7da/rOGxj/J8b1nkGWJGrd5bIjm3RswdsEwkg6m0PPZ27lwMg2hCvSyRGj1MJwZuVizbaiKytK3V6G4FNDJ1Gxelf5T+hFeqyJthxaMFPCpcKWLYONH2uEXHojRx0yV2JoIIcg4lYpf5UAM5sLRB/8EdYbeR52h95XrmrnxhxBOJ/azycS/9TlnV2whuEV9Wkx/+W/VpMnesBJr3FYQkLN2GQH3l19ajJp6ElfcEnA7cCx9E0Pdgj9XQ8Oe6MJjQG9CDixcZ0+q+SCy3oK6biCobnA7wJqKru54VEsY6snJoLoRmXEQ1BphT0E9NA5xfgOSKsC3BqhOJEmPFPIAvo89j279x+j9BfpajUt1FokgJK6/w05D41azYTSHi8ZNR0iIJ4VDUTyF5/r2LVhstmfPe1i48DuaN29GSsp5bDYbZrMpv1gueAqdNmzYhJycbObMmU3fvn0K7VOzZk0iIyNJTUyjRW5rPnrkc24f0o77/+9KwTa9Xs+uXdux2WxYLJ7wUR8fH44ePUhCQgJNm5a8g87fJSQkhNde+1/+6x497qFLl84kJyfzyitjC8nXrFmTgwf33zD9iqNjxw74+fnhdrtpGVSXbLvM5jk7iX2xT7GGZYcB7di/6iAWPy/qdfbU5AmsFMDrca9hz7ET+HsNlVYvP0Diun00G1m4yN7DD/fj4Yf7lVnvoQtHcGDlXpwuleSDyVRtXJW1a9dhMOhZtOh7qlevzp133sEHH3yI1Wpl/Pj/49dff8mfH/vusygOJzpTORjPf7oAFFcpPKihoaGhUTq2rtzHW4M8KcOvzR1GvVhP5GPzuxrQ/C5PR79KNUIxGHQ4XQpbFsXx2bE38Qn0ZtnEVfnrKAKqNIkmvFbhOnF/RZIkanS+0s545UtzObxiN94h/jy14f/QFeHg/y9Q9bnhpHzzLcF3dWX/Jz+CEKTvjEd1OJENejLWb0A2GQno0KFUDhhj1epIsi7/+7+DcNmxzhyEmnYKrwGfoKtUD8mnAiInDX29zkXOkUOuRDgJ4WniIEny7/9K6Kr1ROr1M+4FncCejev7+xDVB6HEvYrB5zKSUQ/NuwKg7B0I1lNg1iNycpAyD4FOByhw4lMIaoPZeza4FMThC9BgKgBq3kHcKZ8g+7dFH/rw33oGGhoapeO/+Rtb4z/NuHFjqVWrFqGhoTRu3IiAgIIFSufMmcWUKZMJDQ3l9OnTvPbam3To0J46derky+zYsRObzYbT6WLBggVFOly8vLw4ciSeAz8fZObQuThtTpKPnC8kJ0lSvrPlD4KCgmjRokU5nbhsWCwWli0rOhXq30TFihVJSTmDoih83n0yl5PS0JkM2K0u5r26Ap8gb+4f3Q1ZdyWyqFqzKD5ImFRoLS9fM16+5vzX9R/pRP1Hrk++sW+oHxdOX2LbvG0IAUF9gpj46STsdgcAJpOJ2bO/xtvbG7fbTa9ehW8Cy8XZAkQ2r07P9x4l61wGTR5pV+r5eXl5GI3Gf01BaI2rI7j1Cs5paPxTnD1+EcWtIkkScesPM7G/x/nyzqpn+W3JPn6Z/StGg86T4oonZVRv8JjXdz9/B/5h/hzbfhLfYD96vlC6znp/cPrXY7gdbnIuZpKblk3iliNIskSDPi0LdP0BcFkdbHv3B2SDjlYv9EJvunl+r1e4vQMVbve0jM5zGDn51VIqdW+LzmwibekyUv6olSdJBHboUOJ1Lbc1p/KUrwGBMSKqTLo5zyaiupzoHOdQzuwFpw3Huml4D52Dz9ifETnpSIGVr7qGSD+Ie3EnQEb/wGakoCt2qRRQExQdKE6EPRfHkol41c7ylLp1uiHxB2g4HoSCp92T3vOvTgLp9/7jqGA7C8IFqgORewjX+enIvq1Qzr6LcJxFsR5GF3A7kvHajj8NjevBrWjDaA4XjZsOnU7Hgw8WnzIhSVJ+p6Hq1aszZ843hWS6du1Co0a3kZR0hjFjXrzqXo26NKTz0A4kHzrHgxNK1uLvv8oLL7zIN9/M5pVXxhVI4/q7SJKEXq9n4LcjOLruANGta7Fs6vr/Z++8w6Mqujj8zr27mw3pJJAEAqFEegdBepGiIlUFFVSqoKCiiHQBsYF+itgA6Yg0EUSaoIB06b0FQkkCIZX0bLvz/bEQjCSQQpX7Pk8es/fOnJlZ1uzcM+ecH+tnbUM1KBR7pCgNOtcq8DiO5CSSNq4jtWgxjiWl0rhxI1xdnSlJX301mY8++pSePV9hwoRPcmUvKTYZu9WBwaQSeS4Si8XqPK1SVaSUlC1bhnPnTpOQkEDx4jffiBWUCk/mLXT4Gr/+uoIuXV7Aw8ODgwf33vF56twG5MMXjqujc69o36cJZ49dRFEE3t5u2G0OhIB9fx5n9dS/cFMkFosdJCiqQvtBj2N2d6rbJV1O5MTvBylcwpdWA5pz9I+jlG9cHg8/91uMmpUnPujCnx8vp3zrapzbfIwNH/6cea9alwZZ2h6av4mjS7YiFIFXcFGqdWtW4PfgXhDSoz0hPa5Hp0qbDaQEIZBWW57tmYKC8z2XtCP7uTjOuVcs2n8gwlgIabdiO3+B9D9/xPXx7ojCQbe0o4X9CtYUECpa2G+o/3S4mNwxPLsc7cwalMrdsXzZGc1hRFUsoCjgUxUZfwC15lxk1DIo3Bh5ZjZELgI0ZwXnYp0QwS8hhA3itmE3JSHjluKIX4HiWhtsMSBcQM0+lV5H566qKPQnAAAgAElEQVTwEO5hdIeLzn1JWloaoaGhVKlSBVW9hRxiPnB3d8+S3nEzhBB0Gvl0tvcsFguXLl0iODi4QPnFDwJpaWl8+eVXSCl5//2xt9Xhcg03Pw9qv+As1uYT6InB6HRceBXNXdHAW3FxwliSjhykxe87SVEM1KpVky1bNgHw3nvDsFptTJz4OV27PketWrd28Dw7/hncfd3wD/GnYtsKZLhbKFYskJo1axAcXJIaNZx1aP4dAXU/8dNPC7BaraSnp7Nt2/YbUvR07kcEUj5YBeN0dB5U3DxdGTHdWaMt9uIVdqw8xJXLSUSfjSUwuDBXLsRjUKFem4q8NLErfkHX5Y3XTFzN6W2hGExn2bPqENZ0K15FPRn39/s5DZct5VpWo1zLagAcXHBz9UOPwMIoV/dNHgHZSy3bM6wcXrAZd39vHnmqTp7mcq/w69gBhECYTPg83uKujm0NPw9SIjUH1ksx+I7eSfy7TZEJMdgXT8ClYScUs9st7Sghz6IdmgJCRQm5sXaeUqIxSglnlKrbsM1oB2eBexKKZwhye280JFQdjVrp6v6r1iRktY+Q4YvAoyKKX30A1OA+ENwH++n+YEkGVAwlR0DGGYS5FEK9f/ckOg8DD98eRne46Nx3OBwOatSoTUREJK1bt2L58qX5snPy5ElOnQrlySefwGDI+aM+fvxH/PDDdIYPH0bv3j3p27cfZ86EMXv2DEJCnHm3UkriIhLwDvDCYHRuZKxWK1WqVOfChXB69+7Jd999k6953oy0tDQiIyMJCQm55w4dV1dXmjRpzNat2+jc+eaF8hJORXB5/2lKt6mDi3feTvKu8dRrzQgoXQQ3b1cq1C9YzvU1NKsFi9VGvMWGXVo5efJU5r2goCDCws4ihGDv3n25crh4+Lnz3IfX09FmzZp+W+aZdiWNi0cjCa5dCqP5zoaDv/vuO2zZso3ixYvRpk3rW3fQ0dHReUjxK+ZNo/bVWfr5OnYv3YdBgBDOwIsj644zN2M+by8dkPl9XbJmMIdXH0QisaRYsFvtJMUkF2gOVbs0cDoerqYUgXOPsv3btVw+FkFASFHsGTZ8KwQR3KxqtjZ2fLGcIws2IxQF18IeBD1WvkBzuhsoRiNFn703UcaeLZ4g4+QRtIx0fNp3QRhcMJSqii10L4qnH8JkvrURQBQuj7FPeK7aqp5FURsPBUBGrnVmDDnSYf8IHJFrUB5fhVBUhMENUbpXlr7Sloh27lsMplpI7ydQ3KujGDzAPWcxAh0dnTuH7nDRue9ISUkhLOwsDoeDbdu237pDNpw/f55ateoihKB7925MmfJttu2sVitjxoxDSsm7775HsWKBLF36C2lp6YwaNYaFC51yylMHLmDbkj0EhhTl0y3voagKUVFRXLgQjtVqZdWq7KV9w8LCOHfuPM2aNc2ibpQbUlNTKV++MrGxsfTv/yqTJn2RtzfhNiOEYOPGP4iPj6dw4Zyr2FuS0lj14sdIhyRs5U6emjcs12NIKTM3qkIIaj9ZpcDz/ifmPm/yc9dnCPF0Q/MvluVzsW7dGtq374Sfnx/PPXdjTZ+7hcPu4POWn5J+JZ0SNUvy+pI37uh4jz76KBcvXrijY+jcAR6ycFwdnfsFvyAfVKOKsDkyr2kSFAFHt4Syf81haj3ljEZp3KsJpeuWwc2nEDFn49j643Yav5J3yd0Tq/ay/es1VOvagDo9W1D9+aw2IveGseP79dgzrFzaoiAlxJ++RHJkHF4li9xgL8sBzgP2p0RLS0OYzTfUrrmTKC5mAgaNynLNc+B32MOPYwi8XpD3jhHYEkp1hbD5oFkgZgekRYB7MNrJOWinl6DWHokIqI/UbDhCP4aoZSCMKNWnoZhL39n56ejklYdsD/NwxfPoPBB4eXnx0UfjqVy5EtOmfZ8vGzExMYAzQuT06dPs2LGD5OQbT5WMRiN16z6KwWCgZMkSBAYGAgKz2Uzjxtc3NPvWHsFhc3Dx1GVSrqQBTknofv36Ehxcki+//N8Nts+fP0+1arVo374j772Xe6fDNSIiIoiLi8VisbB27e957n8nEELg6+t702gbaXegOTQcNju2lIxc2949ZS3fVBjAr70mk5yURExoJNHHcncSlFuORlxkcmgEJxJTKF68GM2bN8u8V7ZsWY4ePcRff224oRDz3cSWbiM5OhlrupXLJ6Pu2Tx07m+kFLflR0dHJ/ekJ2ewafoWXFVB6erXa3YInIUgjQI2z9iSeT05JhmPIh74FC9MuUaP0GvKKzxSP+RGw7fg9xE/ERd6iU0f/4Itw3rDfXd/LwCMZhN+VUsjVIVidULwKO6brb3H3ulIgyGdaTmxB0H17v/olmvE/Tyf0y8+xfk3XkGzWu7pXITBiLF0NUQuUokKPJZiQK33DaLGByCM4N8U3EqgxfyNtuFVuLAex8qn0SJ+Q1teHMKXXS2qKxEGZ0q2lBqOw4Oxb26EFpt9Sr2UWVUOpZaBJelXbGn5O/zU0cmJh23/oke46NyXDB065KbFbG9F7dq1GT9+LLt37yUiIpyWLZ/A378ooaEnstSEEUIwc+YP1KpVl9DQ04wf/yGhoceJj4+ncuXKAJw7EI4tNR0B1GxTCU9f98y+kydPYvLkSdnOISIiAikl6enpHDlyNM9rKFeuHH369GbduvV8/fVXeX8T7hHmwh60mDyQyG2Hqfhi9hKJ2XFo7kaQkhW/r2Fwsf/RL6ANZrOZlh93p2L7mys+TZjwGb//vo7PPvv0plLcjRo1pHnzZhw5coTx48fmem7ZkZCQwO7de2jUqOFtrdFi9jDz7IQu7Fmym1aD8qdooaOjo6NzezhzKIIV322kdqtKeHmaiT4bi2axZwaGXPuvxBnpcvF4JADn95/ny05fI6Wk/5y+VGxWITvzuSKwRikid5/Bq4RvtqpD3iX86LVyGFfCYynVsEIWVb/sMLgYqf7y3a2DcjtI+nM1aBq2qEvYoi7iUvL2R25YTuzDcnQ3hZp1wOB7fyn5KBXfgIrXo161lFBnaJUmweCCPDcHqdkgLgYKlUB59EOEpzPaipSTyKjfQMtAOzkexW99Ftv244ORsWsQxXtgKPMeAJbEn7Cn/gVCQVF9UF0q3rW16ujcDoQQA4EeQFVggZSyx03avg0MBVyBpcBrUsrb4tnVHS46/zkSExOZP/8nGjZswDvvvI2fXwBpaWlcuBBOeno67u5Za4qYTCYURUFVVVTVQGBg4NVIFyfnDoZjMKigSYqV8cv1PBo0aMCQIYPZt29fthEwt0IIcd86WmJORPDzy5MxFnKh64J38AjMWpgvqHEVghrnLR2oRs/H2fHFrxwxROGruCMBh9VBzNHwmzpcTp06xdixH5CRkUGvXn05eHBf5j3r5SjiVyzHvVZtNl68TK9efahb91Hmzp3NjBmzcDg0mjTJu4yypmnUqFGHuLg4KleuxN9/397Tn3ov1KfeC/Vvq02d/xAPYYV/HZ17QXJCGm83nYi0a2xcsIvh83rj7uuG3Wqn3Tut2DR3B0c2nMjifElNtXJyWyhb523H4XAgHZLQHaczHS4Om4ND64/gX9afYuVz90D/7IzXiTl1kcJl/HOMMC1cuiiFSxe9Dau+f/F9sTfR332Oa+XqmIqXvO32tZREYj99Hex20vdsxP+Thfm2JTUN+36nmpSh5rPgsGBf1ReZchFj2+kInzJ5s2dJxLHqRWRGDMIcjzAIROOfkVW6QMIZlEYzEdYoHFHbwJIIGaeRx3+E4leVnlxLgtEbrPGIoq1xXF6GdvZzhO/jKGVGIGOdqfHy0gK46nARXJWeBuAOp03pPDzc3T3MReBDoA1OR0q2CCHaAMOAFlf7LAPGXb1WYHSHi859xT9rePybrVu38v330+jduyctWjTP0Ua3bi/x558bEUJw6tQx5syZydixH9CrV48szpZ9+/Zx+vQZOnXqyMqVv3LgwAHatn2Kbt1eolSpUowfPw5FUajXuRb7fz9CelI6bV7Ledx/I4Rg7Ni8KRHkBavVSnx8fKYE9q0IDQ3lzJkwWrVqWWDlp6NLd5Ien4I1JYMzfxyixktNC2QPoHbf1tTu25pa27fT9ZkXiDQn0fSxRtR59eaFXIsWLYqrqxlFUahevTqx5+MoXMIHRVEIHz+GjLAzxP+2nPfPRxMbG8emTX/x119bSE1NZeHCRaSkJOa5vo7VauXixYvY7XZOnQotyLJ1dPKMfAgr/Ovo3AtsVhtS05BIkGC12Pli/xiS4lI4+fdZmr7cgFZ9mvB1t2kA2AFh15j8/PdITWJ2dyGwbFEav9Io0+aCYUvYtXQvIBmzZQS+JXKuiXYNxaDiX6nEHVrl7SM1Ipq/B32GYjLy2OT3MPvd3vRcz8Yt8Gx8ByNzhIIQClJREGrBHpHs+xZhWXG17otmR3F3QQtbD/Z07NsnYGw7NVd2ZHq0U0Y6dBny4nZwWJBuBoSXirzwC2qNDxFuJZFSIk+tgKJ1IHULIJBGE9KWiDB6IQxuqI03gzUW4RqEbWdjsMUjLy9DBA9EFGmLjFmDCHwxc2yT9/MoxkCE6ovqUi5X89VkDFLaUZXAWzfWeSi5m3sYKeUvAEKIOsDNtNtfAWZIKY9ebT8emI/ucNH5r/Hd0MV8+sVHeBV3ZcPu3yhSJGuht7ZtO5CUlMQvvywjNTXnh+TU1FRsNhtGoxGbzUbbtk/Rtu1TWdqcOHGCRo2aIYRg8+YtfPPNZFq0aE7Pnr1ZtGgJZrML9es/xtNPt8XVw8zbP716x9adH9LS0qhcuRqRkRcZPnwo48aNuWn7c+fOUbOmU/qxd+/efPVVwQrwlnuqNocWbEE1GQhuXLAQ0+jTlylU2A33wk5nWIMGDQi/dD7X/b29vTl27DAnTpxkx8d/80Gjj6jSshKvzuqDYnZFGAygKLzc7QUOHz1GQEAADocDTdPw8vLK4uCzx0WRvOwHTCFVcGvWKccxzWYzc+bMYvr0GQwb9l7+F6+jo6Ojc99S2N+L92b34usB87Gl2Zg7chmJF68w74PfkHYNoQiefr0ZRhcDdpsd1ahS46mqHFhxAHBGaQ5Z/U4Wm3ER8dgsNgwuBlLiU3PlcHlQOL98IynnLiEMKpHrdlD2xSfv9ZTyhOLmgd/o6ViO76VQwwLOXXM45auu/V6kMo50FbRCKEG5K5ysRfyJtroDaDZwLwEGB2BAFCoEqgJhM9BCv4eqY1H8GyDDvkdo6cigqpARCbbdOHY/g6HBHwAI1QyuzmdO4dcGGbUQCpUFY2EMFT5Hlv8sy55ICBNG91a5XrJDi8DqWAOAUTbBoD449YF0Hkj8hBB7/vF6mpRyWj5tVQZ+/cfrg4C/EMJXShmX7xleRXe46BSIXbt2cfbsOTp37oTRWDD52unfzSbSfoqI8w7GjhnPt99NznK/aNEi2O12vL29blq0de7c2bRr1xGLxUp6enq2beLj4xFCYLFYuHjxUub1kJAQXFxc0DRJUFDxAq3nThIWFkZU1GVsNhtLlixl3LgxRJ24yJw+M/Eo6kGvOf0wFjKycOEivLy88PPzRUpIT0/n5MmTBR6/WM3SDDzwBUIRBVIK+GvqRlZPWIVqVBmyYRg+xX1u3SkbihQpwrkz5zl78BxGYeTEZqfcc4kxH3Bh1W/8euI0jVs0Jz4+Gjc3N2JiYli79ndatWqZ5bOUMG0c1qO7SN+2GlOZyhhL5nyi8+KLz9O1U02slydhiTqMyf8thNBDbnXuDnpKkY7O3aF6k3I40mwIKUmPSeansSvQNOlMtJBw4XgUHoHepCSkMnhRP0pUCGTw6kM47BruhW8sqNr98+f59ZNVlKpZkuDq93/USl7wb1CNsJ/WIITAr/aDWe/DVKYSpjKVCmzHUOcFcNidvz/6ItZtP2JLdkMgUeNyJw2uXfjdWZNFgrBEoLiboUx3lPqTkVEbkNu6QUYK7BmK1nAWMiERDAawhUIhF5AaWC5n2pMOK9rfo8GeivrYJ1DydTB6Ze5dctpbS+kAaUMoN5e/liThrGYkkSTmao06Dye3aQ8TK6WsczsMAe6Q5UN77XcPQHe46Nw7jhw5QrNmzgfWHTt2Fli2uM2zTTk4ewMG1Ui16s76H1JK9uzZS9GiRVi4cD4dOz6Ln58fMTExnDlzhkmTJvPyyy9liWA5dSqUkydPkZGRwaBBg1m3bs0NY9WvX5+JEz/h0KHDWaJDRowYRt26jxIQ4E/VqlULtJ47SaVKlXjmmU5s2rSZiRM/AWDTlA3Eno0hMeoKx/84wh+n/2Ls2HGAYMmShYwcOZz9+/czceKneR7v4v4w0mKSKNuyWqaDRTEU3LkQuvUUdosNRRVEn76cb4fLSy+9wvLlKyhkdKV36T60G+z8PBg8POk3Yx5btmxFmfg/zp4NxdPTk4CAAHr0eOUGO6q3H8LoAoBwdb/h/r+xxU5HWs/jsEWhebVBdXUWWr586hJbpm2kYqsqVG5TLV9r0tHJEckDV6FfR+dBJf5iIgajis1qRxHOShZ24QxeMJpU7EmpxEVewW618+vE3ylasjCPv94CR4aNJtlIQPuWKEyv7166+wu5C/jWqkib379DqAqGQtk/nFuT0rClpuMWmL2C0oOElpFOzFdj0JIS8HtrHMaixTLvCUXFWL8HABlrvyVj7dfgkFDIube17VmAbd2nqNXa4/L0+GztC9cSVx9MpfODp1khPQIhFPBvgiwUDBlHQDqQuz+G5HRQDOCmOqNiXLxQinREZsQizH7IUz8ij04B6UArFIBaZ1S24/4T6UghPeItpOMKJr/XMbjVw3J+GNIeh0uJcSiu5Yg+EYmrtxvu/uXRRBxgw6BUL/gbrPPf5P7cw6QAnv94fe333HlHb4HucNHJNwkJVzKjRA4dOkzduvVp1+5pRo8emS97n8waSrfBbUlMTKRhw4ZIKalWrSZHjhzFYFB56aWXiIyMJDo6mgULFvLRR58SExPD8uW/kpgYD0BkZCQ+Pj5kZDjliMPCzmY7lhCCAQNez/Z6q1Yt8zX/u4miKPz449ws1yq3qcqBX/ehqAola5Uief9KHA4NVVVJSUlhxIj8pSFeOnCWX17+CoSgTt9WPPZG29uxBADajmhHcmwy/o8EENLgkZu2jTx2kUnPfYvBxcCQFW9ROOh6GPa2bTtIT0/Hbrfz1uoBFCt2fdNzLcXMZDJhtd4op/lPfPqMJq1aA3aEXeT86fPUL1Lspu2VQrXQMk6BMKIYr6eGzus7g9iwaPYv282IPR/i5nPnZSPtdjsxMTEEBATcNAJMR0dHR+fmnNx7jnU/7qTli/WoUKcU7Qe2YOPc7VyJTcGkCFp1e4yXPu7M4EojiDwYgUOCalQ5vvkkx+waqArPj++If4h/Frt/fL+Bv2ZuofXAljTOxhnzX8DokbNqX0pkLL91HoNms1NvVHdCOue9aP39giM2krivh5F+Igw0jcRl8/DrNzTbtrbjm53RLgYjpgbdcGnWj7RPakBaPPYdszC1eBtRKGtqmbSmIoo1BtxBsyFKtAPFglJnIgBCMYFdAgKECoWrQmIYAEqd/yFTTsPxKci4L5BnFqF0OICMnAXeKiRLZNQ2tONTESVaI9xzVnvSrGFILQVwYE/ZgJAK0nIWpAV73BIO/dmQDRN+RQhB75XDKFz6wf031XmoOQpUBxZffV0duHw70olAd7joFIBGjRoyYcInHD9+nNWr13Du3HkOHTrMyy93Jzg4OF82q1S5rmyTlpaWKadstzvw9y+Ki4sLiqLQpEljZs+eS2pqKm5ubkgpqVq1BhERkXTu3AkXFxcsFgs+PtkXbEtNTmVAg14kxl7hla9eo2OXjjnOyWKxkJaWho9P/qIv7hZVn6zO6L3jMZoNmAq5MHz4UAwGAz4+Pjz77DP5tpsenwJC4LDZSYm+vSGigRWL8faad3PVdufPu0mOTUE1qexffYjHX22WeW/69KkMHTqczp07ZXG2ACxevIBvvvmOJk0aU6LEzcO3hdHElJ0neP/9sYBk7drVNG7cKMf2Jt8XMHg0QajeCPW6U8Xd153ESwkoioLBdOf/zNpsNmrUqE1oaCj9+/fLUapc57/DfXg6pKPzn2Ho05NJS8pg/fy/WR71Pxo8Uws3dxMrvlgHQM02lbFm2DCZTSiqgxJli/LcuI580eV7JIBDIzk2NYtNzaHxy7hfQcKS0b/8Zx0uNyP++AWkpqFZ7URuPfxAO1yS541Dhh8EhysYTJgr18yxrWun4aTNH4ZasirmdsMRioqh0hPY9y5EahrJn3fE473VCLMzsla7dISMae1ASkzPTUcpURPFM5t9dfJp0DQQAqXpVAhqhfAsjQhsiLSloB350tkuNQItchnEHkRIidTscHED2sUN4OOF2mYbwjP7Qy/FpTyKSwia9QIm7y4IYwAIIxIHDpmIKtdit1gxml2IPRP1n1fK0rk93K09jBDCgNPfoQKqEMIM2KWU9n81nQvMFkLMBy4Bo4DZt2seusNFJ98IIRg40Bkl0r37K0RHx+Dh4X5Dsdv84ubmRrduL7Bw4WIqV67EqFEjePfdd1BVFW9vbzZu/IN169bTqFFD4uLiCA+PwGq1snXrVhYvXsCGDRt5++23srW9+utfCEoqTAmTL0vH/Zijw+Xy5ctUqVKDxMREpk+fyssv399hwG7/yBd3dXXl/fdvHi4qpURKeVOVntLNKlNvwJMkX0qg/ltPY7VaMZlMuZqPxWJh3br1VK1ahVKlSuWqT06ENC7D1P/Nx9NahEJFPLLca9WqZY6RSUFBQXz66ce5Hic8PDyz6HJUVNQt2yumG2v99Jjdj6PrDhNcuxQubi65Hju/REVFERp6GpvNzi+/LNcdLg8Beg0XHZ3bz4VTUexadxQXVyN2qx1XNxNTh/zMunk7MLu50P+zLqQnZzC53zw0uwNv70KUqFWCgTN64OHrTrHyAUQcvYhqUHikbqksthVVIbhGSS4cCMdgUIgKjSLgkdypDP5XKN64KoGPVSIlIoZqr7W/19MpEGrRkijmfbga7XgP+g6XirWzbaelJiF8SuA5cm2W66ZOn2Pf+xNCkaiWU1hP7cKlmlOByXFmC2h2cNiwLeuDWtQXY489CFPWvY9oOBPt73dBE4hLG1HKdwdApkehbXgWVFeQdjC6wq5hYLeDouCMilGcNV4QkHoW/uFwkdIBjgyEwQ2huOBa7KMs45rLLcZyaTxa+kHKNTJysVNVpBJC2aaVC/iu6jws3MU9zCjgn8oi3YFxQoiZwDGgkpTygpRyrRBiIrARp3z00n/1KxC6rqTObWHOnJls3LieEyeOUqhQzuGk/2Tv3r0sX/4rDocDh8PBlClTmTJlKg6HI7PNjz/OxW7PoEuX5/Dw8OG5557H09OZVuft7U2XLs9RrFgxihcvzoABr1G6dGm++upL2rdvx6RJX2RG2mzbto3du3dn2q1YpwpCCDSpUadZvRznuGzZcpKSkrDZbCxcuCg/b819y+nTpylSJAAvL1/27duXYzuhKDzarw3N3u/Ck5064OLixsiRo3M1Rvfur/DCC92oVq0W8fHxBZrvs726siHpNzYkLWPTT7tv3SGfjB37Pn379mbo0Hfp3DlnpaKbYfZ0pfazdfG7Syc9QUFB9Oz5CoGBAZk1fXR0dHR0co/D7uD1pp/y/fCfiY1JoskztZn813sc2XYaa7qNjBQLpWuVJCPDht1qR3FoJMelcnxLKLHhCQDUaVcDk6sRo9lIUKUbU1Jb9GmC2VXFkW7lz2/+uNtLvOeoLkaaf/0G7ZZ9gM8jN1Novf9xf34Ynv0+x3fskhydLbbwUKIHtSH67SfJOLgl87rj8mkc5/aC29U6NsKIsWytzPtqtU4IvxAwGlFMGZAeh0w4fYN9EdAYUqIgNRxtc//M6/LMTxB/EBwWKNkRXAPBEgfCAN6VUFovQNR5H8o0R5TtCf6PX+9rT8WxsxWOLTVxRMy9YUxwpjMppiAQJoQQPPlJf56e2B3VqAsH6NxfSCnHSinFv37GXnWyuEspL/yj7RdSSn8ppaeUsqeU0nK75qFHuOhkIS4ujqNHj1G//mN5Uh1SVZW6devmuv2BAwdo3Lg5QggGDXqTkiVL8M47QwDYsmUrlSpVYvDgtzGbnUXXvv32O6SUbN26jYsXLxIUlPWLWgjBF198zhdffJ7l+uzZc/j88y84ffoMqqqwdOkSnniiDVVa18RjyWDSElOo8Hj2RU3tdjtDhgzDZrOhqiqjRo3I9fpywyefTGD27LmMGzeG55/vUiBboaGhmM1mSpQowf79+5k69QdeeOF5mjZtkmOflStXkZycgtVqZfHin6lVq1aObQGio6PZtm07AD/8MIOPPsq+yNs/OXPmDKmpaZjNZq5cuULhws4c5SuXE7Fn2PELzl3RPE3TOBsehgMHiVo8DZ/NfnOTE1arle3bd1CtWtXMOeSEt7c33377dZ7s30127dqFw+Ggfv36mdeEEEyd+j1Tp35/D2emc7eQCKTUz0t0dG4nUoLd5kDTnFK+O9cc5r1przDgy658/+4SqjctR1A5fyb3nYfNLlEVuFYuy7OIMxWk3eDW1GhTGS9/T7yKet4wRqnapTAYVIQZKrZ4MFV8dJwI1YBL9WY3bWM7fRCpaeCwYTm8HXP1xjgijpD69bOAwKX1QNQixVHKNEJxu54Cr3gG4PrGRrSz67D//hq4B2Jf8yJq5R44lBC08M2ocb+AyQMUVwQ2hP9jmf0dx39FaFczJs6vQlTsDclnoVAgSuuNCIMbskR7ZFh5UFRntMs10k6DNRrQkJeWQtDL2a7N6NcHtVAthDEAxfhwRWrpFIyHcQ/zcK1W56akp6dTqVI1nnzyabp2ffGOjhUdHZNZcDc8PBxVdXrFHQ4HP//8Cx988CGjRl2P5Bo8+B1MJhOtW7e6oUZHTiQlJdG3b3/Cjp+hpnaRAA8AACAASURBVCmEoooPZ89eL6Ib/GhZKrasfhMZPImmaQAEBATQoEGDPK3x2LFjNGnSnDffHJRp5xrJycmMGvU+p06d4vXXB+bJ7r/55ZdlVK9ei/LlK7Nr1y7atGnL1Kk/8MQTbUlPT+fJJ5/Gy8uXhQsXZ+nXsWMH/Pz88PX1pVu3F245jr+/P506dcDV1ZXhw7MvDPdv5s2bTadOHZk06X+UKVMGgAuHIxhVdzxjGn/M3pUHcmVHURRmz55B7dq1mDVzOk26PnrLPlJKUs5cYHeP92hVuQ5t27YnJKQ8sbGxuRrzfmTlylU0b96Sli3bsHTpL/d6Ojr3CukMx70dPzo6Ok4UVfDF6rfx8fPARVUpUtidzUv2UKl+WT5Y9jqJMcnMHbOCiCMRmFWwaqAJqPFkVWLPx/F+409ZMPIXSlQpnq2zRUqJzWJn2F/DGb3jfWp1yNvBgc6Dh7lua4xlKmMo8QhurbsBoMWeBwTYLWjxkRiqdURx98u2v1K6Nab+ZxCppxDJZ7H/9RGWpcOQJ+dARgwyMQwtzoo9xQ+lxXwAHIenIaN2oSVJtAQJDgfCpzrKM6EoHQ4jDM7Uc3liDtqG3mh/9ECe+TlzTJl4CoQPqB4IcyUch0cgLVn3TVKzQ9oFlEK1UEz/LWlznbvAbdrDPEjoES46mSQkJHDlyhWsVisHDhy8o2O1atWSMWNGc/r0acaMGc369X/w+uv9sdvtfP/9VKxWK199NZmnn36KZs2aMnjw2wwe/HaexnB1daVIET86KPUJNPqiqCrPd3ou1/2NRiObNv3B8uUreOmlbnldIm+/PZgtW7ayd+8+nnmmc5ZoEzc3N8qXL8fZs+duWpQ1N2zfvgOLxVlX5cCBg/j4eJOSkoKrqyvHjx9n06a/yMjIYOTg4bhtTqDhux0pXMafUqVKERl5PtfjCCFYvHhhnuZWvHhxAgL8iYy8iN1ux2AwcOFQuPMk0eogdPsZaj9dI1e2unfvRvfu3ciIimZP9zcRBgNVPhuFS5EbI1ZeeqkH8+f/RNfqdelrDuB4+DnSLOmkpaXRrf6zDOzQm/qvtcKv7IN1KhMWFobDoSGl5PTpM/d6Ojr3kLtZNFcIsQl4DLhWZC5SSln+rk1AR+cOs3LOVj4fOI+yVYKYf3Q8I5+YxPkjkXw7YD7lHy3Fgk/XsHnJXlxMKmajgnRI/ALcaf5yAxo8U4vP2k8mJSGN6HOxNH25AcUrBN4wxoKhS9ixaBeunq6M33lrOV6dBx/FzRO/kTOzXDNUbY0xrAsy6TIubQblyo4o3gR5YT14l4b4VLQMd6S7DdCQNgOYXBGK85FORm7B+e2gQCFXhG95RNBTCJeswg9awgYo7gYpNrAmOfvGbEYeHIyQDgh4Es7PB82KlhGD+ugPmX0de7tC4mHwroOhzk/5fXt0HmIetsL/usNFJ5NixYoxYcLHLF26jI8//vCOjiWE4L33nOo0o0a9zxdfTAIkNWvWxGq1IoRASsm2bdtp1qxpvsYwGo0cPnyAuZ2/ID0iCdWoYjLmrtjrNR599FEeffTW0RTZUb9+fbZu3YaqqpQtWybLPUVR2LdvN2fOnKFChQr5sn+Nd94ZxL59+/H09OSFF56nfft2rFy5iscfb0FAQAClS5fm5MmTVNdKcGb9QdLikum6KHfKQAXlww8/Zvr0mRiNRipVqsjzz3elToea7F99mLQrabR6vXmebUat/JO0cxEIVSF6/WZKvJi14LHdbufHH50nPUuP7KVfg46MrFSf9w7+hVm40NBekcO//M3lY+H0WX1708T+iZSSxQuXcP7IBXr174lfidylT92MPn16c+zYcRwOBwMGvJYvG19//Q0LFy7mww8/oHnzZgWek85Dw0Ap5fR7PQkdnTvB0m//RHNILpyK4vzJKIoE+XDxdDRCCFzcXAgsUwSjiwGHpmFyNaHZHTz1WjPaDWrFxPaTSbuShiLA5GqkcHHng+2xzSfZMGsbLXo2olKTcpzcGootw4aUkiuXE/Evo6u5PIwI1Yhr53F56qO2XQxXToNnKdSwXWjxFzBUewqZeAElbANKxev7ILXe+ziSzoNXKdSW0xFqDvveK1sgLQ1cXeCRrlcvXkt8EKCaAQmKCVyu71+k1ODKPue9K3mrpyelBUv6BoRww2RunGOEuY7Ofw3d4aKThUGD3mLQoOyVfW43kyd/zZAhwwgMDMhUhdm+fQfgdMjUq1eX3r17FmgMX19fes5/h30/bqF0w/K4+XrcutNtYsyY0bRr1/ZqlMeNkRRms5nKlQte0b1YsWJs2LA+87WHhwd9+vTOfH306EFiL0SxuP1EpJT4lPYv8Ji5JSgoCKPRiJSSwEDniZ/Z3cwb81/Nt02fujWImL8cFIF3rao33DcYDPTq1YM5c+YxYODr1H17MA29PCjx5x98N+lbTDEmFEXBvahXvueQGxYvXsLLL/dEc2j8Pu0PVpxaipuP26073oRChQoxZcp3+e4fExPD4MHvYbPZePnlHoSHnyvQfHTuHQ/b6ZCOzp2k66DWfPb6PMpWDaJMleK8PaMHf686RJlqQXgX8aDLkDYElvZj5Td/cuHIRUpUDOTpt5zKeO6+bhhdjaBJhq8ahKuHGSklX774A7YMGwfXH2Na+Ge8MOE5Fo1cSuXmFSha+vaoOeo8HAihgE85AAyPOKOiZVIEjr/Gg2cJhKdTLdFxbAYknEB5eiki6RSkXQSPUtnbTE4CzYa02UFxqimKIo1Qan2HzLiECH4JSvVApp5DFL+uKCWEgig3CnlhFqJU3vZylrTfsWZsBFQU1RujKfsaijr/fR62PYzucNG5K2za9BerV6+hdu2aHD16nF69ejBhwudYrVYuXrxE//6vUrlyZXbu3MnChYsZOnQI48Zdr+GSnJyMxWLBzy/7PNeb4R3kS4th2cs+30mEENSufe9ztIUQFAkOpPvKkcSHXSa4YcEiapYs+ZmzZ88xYMBruLlldSDYbQ4+6/I9Z/dfoPdXL/DWW29Qrtwj+Ph4U79+fZKSkvDw8MhyqnHo0CHOnTtP27ZPZdbyuRle1Sry2G8zQSgY3FyzbTNjxg/MmOEMf7106RLH9+6hfft2dO7cifiz0Vw6fIFHWt7orLmdpKeno2nO9B+rzUJKfGqBHS4FxdPTEz8/XxITk6hZM3epXDr3IfKe5C9/IoT4FDgJjJRSbrrbE9DRuVM88WJ9nnjxeiFyXKBpl+vRrTHn45j91kIsGVZUIOrYRRKjk/H296T3ty+xd8UBgioVY9HIpZzYEkrn0e3wKupBUmwKXkWc33kVGpdjzObhd39xOg8MUkpk4iWERxGEenPhCvumD9HC/gSDGa1McxRPX+T2d5EWK9r+eSguGQgXBbXjboRn2etjZCTg2DoOme6BcE1FmLwz05EARLGnyfx2KVwHUbjODWOrwb0huPcN12+JMHEtikaQt4hznf8Q92YPc0/RHS46+SYyMhKTyUSRIjc/qUlMTOTJJ9tisVgBpwNg2bLlDBjwGqNGvU/9+o8xadIXqKpK//6vMnv29XxXKSV79uylRYtW2Gw2lixZSLt2T2fet9vtKIqCouj1n3MiJSWFPn1eJT09gxkzpqEY8i/bt3XrVnr06I3dbics7CxTpnyb5f6FI5Gc3nUOa4aNX/+3jnodavLUU08C0LdvP2bOnE2zZk3544/fEUJw7NgxHnusEUIIBgx4jYkTP83VPAzuuXNcJCYmUqlSNWw2Kx06tGf+/HkULl2UwndBrrl7927s/mU75w+f57WBb+Bf9t6Hj7u4uHD06CGOHj1KvXo5y6HrPFT4CSH2/OP1NCnltH+1GQocA6zA88BvQogaUkq9kJDOQ8HFU5ex2+1I6VQmUhTBlh930G5wG1wKmWjwfF3iIuI5ue00mkPjjymbGLPxPY5vDaVio0fu9fR1HhAsy4Zj37MI4VsK84v/gyunUR7pgDC4ZLbRrkRgmdUFmZGAIkwIKRGFQ0BxgJRoaQrIVLQ0ifAxYJ/ZFEEihlaTUCv3xrH1A7RDs0ExopTvj1LjjbuW2uPi2gpFLYwQbhhMBTv809F5kNCfUnXyxcqVqwgJKU+pUiEcOJCz0syECZ9RvnwlHA4tU2ZaVVWMRiMjRgzDZkvnr7825BjZ0LFjZ+rVa0B6ehoWi4XffluZeW/Tpr9wd/cmICCIiIgIpk+fQd++/QgPD79aVPQ06enpt3fhDyBz5sxl+fIVrF69hsmTvymQLee/k0QIgSEbx03x8gH4BvkgFEHzl+pnubdo0WI0TWPjxk2kpaUB19WqMjIyOHfuXIHmBqDZ7Zz6fCqH3/2QjMuxxMbGkpGRTmpqGocPHymw/bxwbvMJypxxo4mpPKbUvH8O44+dI+LPvWgOjZSUFE6cOIGUssDz8vHxoVGjRhiNRiIiIvjzzw3Y7fZbd9S5b5A4w3Fvxw8QK6Ws84+ffztbkFL+LaVMllJapJRzgG3AU3d52To69wQpJaVqlqTcY2VAgABUAcUrZE0V9inmTbn6ZRGK4PFXm+Lh607dDjXx8HW/NxPXeeBwHFsPDhsy9iz2n9pgWfomKSPKkTbjZae8NOA4tAyZcB7SEhEVu2HquwOlSEWEbxXUdmvAPRAMZjC4oCV7QmoKMlXFsftz5yDuxUAxgnRg2/kjttm1se/58q6sTwgVk0tdjKaCp9PrPLjcrj3Mg4TucNHJFxs2bMRisaJpGn//vSvbNlJKRowYxeXL0TgcDj777FN+/30Vn3zyEatWrQCcD/BSSsLCwjIfwv/Z/7ffViGlxOHQqFChPO+8c72i+5w5c7FYLMTHx/PVV5N58823mTlzNr169WXgwDepUqUGFSpUydbpMmvWHIoVK8ngwUNyXKOUkqizMVjSrPl5i+4bqlSpgqIoGI3GXKeROOwO9qw6xLnDEVmu169fnwUL5jNx4id89tmEG/q5FDIxYecIpl+YSKu+TbLcGz16JG6F3KlapA7rfnDW6mnatAnvvz+K7t278dVXBf/Cj9u6h8trNhG/cz/npi+gbNmyfPjheFq2fJzZs2fk2o7dbuett96hffuOhIeHA5BwMpz1fT7j0JQVuXJ8mNydefyKqmD2zD71KSeunApnQ8+P2TliKvu+XEC5cpWoWfNR3nrrulJXQkICY8aMY9GixTexlDOxsbFUrlydDh068eqr/bNtkxKXTEbyjf//rFmzFg8PH+rUqUdqamq+xtcpGFIqt+Unv8MDD9ZuR0cnn3zVdy59yo1CUw2ENAhBMxloP6IttdpWz9JOURTe/nkAUy59SZuBj9+j2eo8yJieHo3wDMBQ7SlQwJGsgtRwhG5FXnHux9RHmoPqAgYXDLW7I3xKZfYXAfUx9fwbtcEQRKnHwJ7MtT/VokwnZHwoaVvXknzGk+TzRRDyMlhi0baNRqZF3/0F6zy03MP9yz1BTynSyRdvvjmQLVu24uXlRdeuXbJtI4SgVauWbNiwkRYtmvPmm28A0KpVqyzthg8fyaRJkylcuDAnTx7Fw8Mjs/+IEcP49tvvGTToTcaMGZ2lX7t2bZk9ey4Oh4MNG/5CCGch2mLFAlm7dh0Wi4XLly9z6dIlypTJqhI0ZMhQ4uLi+Oqrrxk5cjiFC98oLTxv9HLW/rAFj8JuTNo9Cld3lxva5IZjx45hMBgoV65cvvoDREdH4+vrmxkJJG1WRC4Vl5o2bcKBA3uw2Wy5LtK7YOxv/Dl7G2iSDze+S/Hy10/y2rdvl2O/efPms2vXboYPf49irsWy3Bsy5F2OfhdHcnwqP32wktY9G+Lm5crQoTk7vW5Geno606fPoGTJknTo4Czo5loiEKREMZlwL+f8N8+PpPiaNWuZPn0GGRkZeHqO5Mcf57Jz7Gzijpwl9sBpSrSohU+5oJvaKFk3hGemvkpqbDKV2uWtlk9GfBII0Kx24s9dJCEhgYyMDNav/yOzzYABb/Lzz0sxGAyUKVM6z2pa0dHRWK1WMjIyso3+Ob7+MPP7z0I1qAxY9S5FQ64XW54w4TNSUlI4fvwEO3bspGVL/eHiv4oQwhuoB/yFUxa6K9AEyJ2eqY7OfYLd7uCPpbvwC/CmTtOKmdePbD3NzPeX81jbanQZ3Bq7zcE3r84l4kQUA6Z0Z+eKg0hNcnDDCRbFfonBePO0XF15RedW2C6EcmXWxxjLVMar2zvIK5ewn92LsVILjDWcNQcdhx9D2z4f++njqCVrIrydhXGVwCq4jjgGSITxxsMcmRiG3Pspwp6GMAmkxQwItKN/YNs7DRctA+nqRXrMVZloKUA1Ie1pyOMzESVaI9xvvr/R0dHJGw+We0jnvqFUqVLs3r2TP/74nRUrfqNBg8asXLnqhnarV//G2bOhrF79W462Vq1ajcVi4cqVhBvSSj788AMSEmJucLYA1KtXj0KFXHF1daVEiSB27NjKjBnTmDZtCl9/PYmQkLL069eX0qVL39C3ffunMRqNVK1aBW9v72zntW/9MWwWO8kJqcRGxN/iHcmeX39dQZ069ahRow6bNv2VLxtvvPEWxYsHU6dOPRwOB8nzxhL3eg0SvxmQaxvlypXLdLZcuXKFt956m08/nYh2NUT138RFJmC32EARJMWm5GqMg/sO0Lf3q3z37ff06tknyz273c6vv66gWCU/TGYj/qV8Mf/DgbV48c+UK1eJ8eM/AsCy9C3SxpXCumlSjuMNGzaCIUOG8eKLL7Ft2zYA3MsGU2feJKp/8wFFnmqZ7xScMmVKAxKz2Uz16s5TTJ8KJVHNJhSDimuR3CkclW5ckSqd6ua5bo5/vUpU7teB0h0a03jcq/Tr15eyZcvw7rvvZLYpVKhQpgPOxcX5XqYnpKDZHbkao1KlSowd+z5t2rRm5swfbrh/4s+jOKx2pKZxYe/ZLPf69++HwWAgIMCfRx+9saCezp1Hk+K2/OQCI/AhEAPEAm8AHaWUJ+/g8nR0bjtfj1zE+F4zGPTk/1g5bysACdFJTOg1i5O7zzH/41XERCRwbGso+9cdI+JEFAs+WMlzQ5/AzcuV9m+2IOpMDLOGLOHIJv3jr5N/rsydiPXUQdI2/IL1xF6SJz5N2oLhpHzfI7ONWvVlXPv9jvuEsxR6fSnYMkid1IKU0aWxn9qEMLoiNQ3bhRNoacnXjafHAQKJAJuC1FSk6opw9QZHBigSU+FkTEW4XpjXLRDt1xZoW9/B8Uuj25K+rKNzM+7S/uW+QY9w0SkQVquVXr364nA46NbtJRITszomFEWhePHiN/S7JgMNMGnSF/TvP4DmzZtSpUqVXI9dvHhxNm/eyP79B3j++a64u7tTrZpTYu6pp57MLNaaHTNm/MD48ePw9/fPseBuz0+fYfrgxVRtVp6g8jfKOueGAwcOYrPZUVWVQ4cO06RJ4zwX+F2yZCl2u50jR44SExODYYczHct2cGOeIl2uMXr0WKZOnYbRaKRixQqZ0SH/5OVPOmN2cyGoQgAVGpTNxsqNxG09grQ7MCBwScv60D948HvMmDEDTYO1P6+lXrPaqOr192HAgDeIjY1l3LjxDOz7Mi4HloDUsG/5FlOz7A/SHQ5H5qbA4bjuOHItHsDa+QdY/tm3lKxSnDHr3sFizSAhIYGgoNyd2lSuXJmDB/cRHR1N/frOWjR1R71E6baP4VGyKGafOysvLoSgYs+2ma+7dn2OadOm88Ybg/Dw8KBLl+f4+utJ1KlTi3LlylGtWjV2fPUbu6esxVzUA9m1NF1f7JqjM/EaQ4cOyTHCqFHf5pzbdQZXbzcqP5FVuvH557vwzDOdMBgM+mnuveAuVviXUsYAeQuf0tG5j3A4NCwZVnb+fgTl6iZ96shfCN19ge0/7yM9NQNUgZuXKx6F3VArBKIaVYwuBmq2qsiT/ZvxzNXIlz7B72HLsLNxznb6fdeNqYMWUbJSIO+veAOT+eaqMjo61zCFVMN25iioKmrhIkhrGjhsaEk3pvUIxXmw4gjfh4w/D3YLtq3TMFZ+gsTJvbEc3odwdaPI//5AuBRCBLdC1HgDbfdnaGlmpxEpEJ1mov1QDoEAITGqic5aLpodbGkgk8GRDlbFqZZ0dhUYPVBKNL2bb43Ow4CuUqSjkzeMRiOlSgVz6VJUrtNV+vbtx/TpM+nS5VkWLVrA44+3IDT0eJ7H3rJlK8eOHaN79243yBPfCiFEto6ga0gpiVi9mxCRSv2Gwfl+qBww4DX27duPw+Hgo48+YdiwEaxbt5pGjRrl2sYnn3zE0KHD6dy5I/7+/qS16UX67zNxqd8+z84WgMDAAIxGI1JK/Px8M68nXEpk0YcrCaoQSNuBzen3zYt5sls6OJgPKj5FeHoCA98amuXe+fPnSU/PwGw2I9ztRJ+6RFRaNMtXreD557vQrFkTVq5cRXBwKTz8ArGVaYJ2ZhPhSkMesTtQs4kQmTDhE4KDgwkOLkmTJo2z3Nv8006kJok8cYkzR8Jo1LoJSUlJfPLJR1nqAN2MkJAQQkJCMl8rqoJ/nfJ5ek9uF0eOHEVKic1mY/fuPXTp8hyXLl0iPDwi8/+7Uyv3IB0aSRfjmTx0HouXLuXPP9fle8wiZf15e8PIHO9fc5jq6Ojo3G9kpFt5teNHhJ2MxCAMJManUOsff79TEtJYOWsLZqGS5nAWDe/6ahM2LtjF2lnbePnTzlSqX5aiwde/I88ficRmsSOlRNMkK7/bSEaKhfNHLnJq11lWfP47YfvO0/OLrjTsovso7xQZ0fEYPd1QzflL874f8Ow6ENe6j6P6+qN6+VKox9fYDqzGpXmfHPuoJZxpRTLuHMYGvZFSw3Z8J2hGZFoyjsQ4DEULIYRAbfA+2qXdkLQThAFcfTB6BREbEYC5cCLJF/zxLBYN1lRAQGoMStfVyNOLECU7YF/7Npz5EaEATy9ECW6V47x0dHRujbgbYWN16tSRe/bsuXVDnQeS5ORk9u8/QN26j+Li4sKlS5cICAjIEskhpaRjx2dYs2YtmqbhcDgjIGy2dAyGvPv9Tp48Sc2ajyKl5JlnOvPjj3M4f/48Li4uBATkLxrlnyRdTGBK87FoNgfu/l4M3PFRgezNmjWbAQPeJD09nV69ejJjRlYhkHXr1vPee8N45pnOjB6d80Pu7UDTNJYv/5WiRYtkcfxMemUmu1cdwuhiZOjiflRsGHITKzcipSRi/W4QgqCWdbI4qSIiIhgxYhTVq1ej8BEPQrecJD41gemX5+Pl40VMzCVOnjxJ6dKlMZvNrJmyiZ/HL0eTBl76pDNNutVFVdVcO77+mr+T+SN/oUrT8lTv+Qhtn25HamoajRs3YvPmjXla1/1Aaur/2Tvr8KrqN4B/zrm5ThgLRsfobh0hJa2AINKISvwACVEJERAQ6VJpGCmNpHR3d8PYGNtY7/Y95/fHleHcxgaMkvt5nj3P7vm+3zq7u/c97/eNZLp2/ZyEhATmz5+Lj48PxYqV5MqVq2g0Gh4+DOPhoRvsHL6Uo/cvsOjBLsqWK8uJE0df99LfGQRBOCnL8iuJryrh7iKveb9stoxVZOP+V7butxW7DvP2cXDnWf7X9hcMOhMqUYkkySgEEY2kwS+3F7GhCQC4OGtJ1hmRJBlnFy3obKV1HV0dWBE2HlmWOb39IhpHDQXL52FA9bFE3X1Ei/718Mnnza89l5Iznze9Z33G2I9mYDaY8S+SizGHvn3Nd+C/yd1lm7g2fSlKJweqr5yI2t31dS/plWA+/yfS3aOo3vsKwdUXQRCQZRndxNLob5pReWtxHXEqjY4kxYcj3dyJouAHCK6+GC4dJX7BMLSqi2g94hB4/AwooGi6EEXhj9FPqGRL0CtYUOY0o6wzAzHo2Q7g7LxdvEr9BbJPh3mb9Be7h4udF8bFxSXFw6BZs4/YvHkLwcHvs2PHthSZyMhINm/egsViwcHBAVmW6dKl03MZWwCMRiNgyw2SlJTE+vUbaNOmHaIosn//bsqVK/fMY8bExPDTT2MpVKgg3bp0wauAD9HXI5454Wl6NGhQHx+fnMTExPL5513StHfrZitnfenSZbp164Kvr+8Lz5kRoijy0Uct0lz3zu2JWqNClmRcvZ+9jKUgCOSuVyndtoCAABYtWgDAj2WGYNabcRIccVA5oFarkCSJyZOncuXKVWbP/hUHZy0SShAEDp7dT/1udQgMzM3Jk8cyDZMBCG5XheB2VQBb+FrDhg04ffoMY8emNpzFn79C6NL1+DQIJkdwFS5evMjx4yf4+OOPUpI3vwk4OTmxfPnSVNc0Gg0qlQpRFBFFkUINylGoQTkC/tyE245i9O37v9e0WjuvgretJKIdO6+S4mXy4+TigNlowSunO4lxySgsClSiEr/8OUh+qMNitlKkUj7iohK5ef4+5iQTCkFEFAUKlskNwM4FB1kyZD0g02dBF6acHILZaEHjoGZK5/kASGYruUv44VswB6EXH1Cna9Y9WN8VJEl65nDq9Hi4+xiy2YLVYCLp1n08yxXLhtW92UiPbmP6o5ct5Cj8AtpuqzHdvoioklHXHIzosgzp3hnMO35BXTd1iLDo5odYrn3Ka22xymhGLMMU8gEkGkA2gSwBAoJPBVsoUXy47ZosIOSsilAk/cIYduy8CO+aDmM3uNh5LubOnceXX/bE1dWVq1cv4u3tDcDWrduwWCzs2rU75QvWYrHg6elJ7dq1+OuvHQwaNIAffhj2QvOXKlWKhQvncfr0Gb7+ui8//TQWk8mEWq3mxImTz2Vw+frrgSxZshS1Wk2RIkXovHEwxkQ9Du7PFq6UHr6+vty+fSPD9urVq7JhQzQeHp7pVkx6FXw6oilFquYnZ6BXqqpEz4ssy/zxxyqioqL4/PNuqNW28KfWEz9ly7hN5K4RiJ9jfpo3b8rOnbtYsmQpyck6Bg36lrVrV6F10qBQinw5+HMsFgvh9x9w/PgJ6tb9IM1cZ8+e5d69UD78QPsRRgAAIABJREFUsCHbJv/FwZDDNOxXjxodqqNSqfjjjxXprvHit+Mwx8YTc+gE8tLJVK5cDUmSWbHiD7Zs+fOF70FmPHjwgOrVg4mLi2Xr1k1UqpS+wSo9Nm/eyPLlK6hVqybOzk8MZI0bN6Jx40ZP6WnHjh07/23cvVzYeWUmR/dcoO+nE5FlmTotKlLlvZLUbVWJ439d4uqpu7TsVYef28/lgai01ToXIH+pAH5Y2wOA+MhEJKsVUSESH5WIKIpoHGzfZUc2nAUg+n4sd86GMnLPIKwWKdMqRu8aq/uFcGb1Mcq3rUrzcW1faKxCPdty4YcZuBTOi3up56/8+CYiSxLJR/YiqDU4Vaj2pEGpBUEEhRrBwZWERWPRHViPYDHgEphgy7siC5gPzUZddyCyZAVTIoI2/cMp6dZfkHgfLAZw1IKoRvzgdwTXQARBQFW7J5Z9kxG0EkK++gii/VHRjp0Xxf5fZOe5GDz4eywWCzExMUyePJVRo34EYPToH/nll4n06PEVDx8+5OHDh7z3Xi0ADhzYQ8mSf2bLKQdAq1YtadWqJQD9+vXhyJGjuLm50abNJwDs3LmLvn3706hRQ8aMGZ1pOIqnpwdqtS23iaurC6JCzBZjS1YICVnE2bNnKVSoUErFmewiOTmZxMTETEOtRIVIxUalnirzLGzbtp3OnbshSRIREQ8ZOXIEAEVrF6No7dSnUrb3hICDgwNVq1ZBEASqtLC5G/p3yc154QLOkjMlihenadPmREZGsWxZCPny5ePixYtUrfoeoijQ88seJIboQIbVw9dRo0P1p65R4+ONVW9AodVgMJttyRWNRqKjo7PtPjyNLVu2EhERgV6vZ/bsuc9kcPH19aVfP3tl3neVd+10yI6dZ0WlUqJW23JNSZKMs7sDzTq/D0Bwi3KUea8w107dJexaBAps1XHrdqxG28ENUamVyLJMst4Ezloq1CtOjdapPdeLVsnH5UO3UGuU5C7mhyAIdmPLv5AkiTOrjwFweuXRFza4eJQuyntrp2XH0t444ret59HCGQD49BuOc2Wb57jo5ou2+1qk8AsoSzUncWQXMBmRBZAMZhROTshGHcpK7ZEtesyLK0H8HaTcHZFdSqB9rx2CwxOPXTF3dVA5AgYEyYgxUsQwYSCKXL/i/v0qlMGDUfgWRTYlIRb/FOuF35CPDoW8TRDfm4qofja9WLYaQFQjCPbCuHae8K7pMHaDi53nokmTxsyfvwBBEGje/EmVmwED+jNgQH+6dOlGYGB+fHxyotPpANi4cVNKid30uHXrFjdv3qJ27Vop5W6zSu7cuTl0aH+qa19+2ZMbN25w/fp1unfvRv78+Z86xrhxYyhbtgx58+Z9Lg+ZF0GhULyUOcPDwylRogzJycnMnDmdrl07Z/sc/2Tt2nX06NGbWrVq8umnbQD+TjCYfvnpx2g0GtauXUWOHN6UKVMmVVvNGjXJcyofuQr5sP2vv9ixYxdGo5Hx4ycwc+Z0Hj6MRBAEDAYjd+7dpVyZ8ty/EEaR9zNPcFt66ghij5/DrWQR1F4eLF68gB07djFoUP9UckajMZUhzGK2olCK6RrxLCYLYefu4VPEF62Lw1Pnr1v3g79Dl2Q6dGj/VFk7dlKQBSTZrrzasZMZFd8vxg/Tu/MgNJp2XzVIuW4xW/ii8ih0CQZy5vYkdw4XgltXoGTNIgii7XM94nY062fswWy0cOHorTTJ24dv6kPUvUe4eDmjdXp7E7i+TERRpEK76pxacZjKHd7LvMM7jJScAJIVBBEpOSlVm8K/NAp/m/7s1nkICSE/o/R2R+VtQR38P4ScRRBEESnqPCSGIRkEDHu3grgDKewKTp0np4wluAag7nkDOfoC1tX1MMW5AWB9dB9rxC2UgcUQijwJO5ePjwRTPPLVECwXV6NssT7LlYukOyHIZ/uDUx7EmrsQlM8erm7nP8g7qMPYDS5vGbIsM3jwd2zbtp0pUyYRHPx+toxrtVpZvnwFnp6eNGhQn9DQUPz8/DLMsTJv3mwGDuxPzpw58PLyStO+fv0GLBYLDx5E4OtrS/DVpk3GcaChoaGUKlUOkOnSpQtTp0564T3VqhVMWNh93N09spRIV6VS4eLiQr9+/enevRvdu3/+wmt43Zw+fQaTyYTJZGLt2nXZZnAxG8xMbP0r9y+H0/3XDpSsEwTYPJ8iIiJYu3YdQ4Z8y++/zyIqKoqvvvoyw7Fu3bpFyZJlkSSJUSNHID/S2MKaCuUEoM/KHjy4FoFPQR+uXLuMIAio1Wpq1rR94deqVZMhQ77jypWrjB07mpw5chIbFodnbo9M96F0ciRHzSopr1u2/JiWLT9OJdOq1SesWrWGLl06MXfubHbO2ceK79cQUNyPb7d8jUqT+n9kcdfZ3D56E0cPRwYeHJ5uhaXH5M6dm4iI+0iS9MxGxsdIkkR4eDh+fn7Z5j1m581GhneupKIdO1nh/KkbJMYnU7VmKQRBQBAEGn+SOqfKsnFbCBm1CUmWQZYJvxFJuRqFWTF+G4vHbEalVvLbyaG453TF0VWLIclI0cr50p0vR2Ba/cdOapqN+YRmYz553ct443Fv0gbZbEHUaHAJrpehnLpASbyHL063TfAqhpC3Ltw6jKASEAQTSOa0cqISvEsh5fsKrXkfhtsxKPKUR+FfKJWcbDVjFQogylEgi2A1Il1fl2WDi3x3ESCBIQISLoFnai9e2RwL1iQEbe4sjWfnv8G7qMPYDS5vGdevX2fq1OkYDAa++qonly6dz5Zxf/75F0aNGg0IVK1ahX379lOsWBCnTh1PeYgbMGAQK1f+wZgxo2nX7lOCgopmON64cWMYOnQ4rVu3wt/fDw8PTwoUKJChfHh4OF6iG3H6BC5fvvTC+3n48CE//zyW3r17kjdvXhwdHbPUr2PHLiQkJNCjR286dGiPVqt94bW8TurUqU1w8Ptcu3adH34Ymm3j3jp1l9un72HSm9jwy9YUg0ubNq346adx+Pv7kS9fPooVyzyh3YIFi1K8oHbOPsWR+DCQZaYe/hbf/DlQqBQEFLeV8C5ZsiS3bl1Dp9ORL59NARYEgW+/TV2G2jtP9ijBVquVVavWABASsoS5c2ezZ/4BZFkm4vpDHt54mLK2x4SdD8WsN5FosmDWmVC4pu/l8vBqOCGdf8fRw4mOIT1w9Hjiprt9+1/odDqaNWuaaShc48bN2LFjJ8HB7/PXX1tfcMd27Nix83Zy4tBlujYfgSAI9B/RnvZffpjSFh+dxLpZuylUNpANs/YgyzKiKGCWJMwWM5cOXMckSUiAQqng4d1HFK/mwawTQ3lwO5oCZQJe38bsvBOIGg1ebbu+0BiCqEDVdAWKhAis4yuDZEE03UWKuongnT+VPiHdPYL1+EIw63EsVxtt+7lpxjOd2kry6Viw5kbppEPjL0COUsjJEQhOmR9kCoX7IZ/qCW4lwC21h7tsuI/lbEuQrYj5BqHwafVCe7dj503Gfhz6luHn54ebmysODg4plYEyIiYmhhs3Mk7U+k/i4+OxWGylmo8ePYrZbObChYskJNhKJ27YsJEJEyYRGnqfvn2/xmAw0K5de+rUqcu9e/fSjNetW1cePLiPq6srw4aNoG/fr1m/fkOG8ws3zHTwakYvv3b8NOjHNO137txh2rTp3Lx5M9O9/PHHKvLkKUBgYH7Onj1H//4DOXXqVJbuQ9myZXB0dCR//nwpSV7fZrRaLZs2beD69ctUqJB9ldNyl/DHxdsJUSHy3uNqQAYzjcs14/SBk1y+fAEHh6eH0zwmNDQUgCBfkQKuTpgMZhAEHj2IT1fex8cnxdjyslEoFPTq1QMHBy39+38NwId96qJ2UFGgUj5800ku3HpyewJKB9Loh4/QZmBsATg8by9x92OIvB7Blb+eGE43bvyTFi1a0q5dB37/fU6ma/zrrx2YzWZ27dqNLMuZytv5byDLQrb82LHzXyEiLBoQMJsshN6JSNX2y5eLWP7LNka1n0OeEv4IokDp4MKgEJEASQC1UkGOAA8+7FKDoCq2EGRnD0cKlQt8qvfgg5tRDK47gV86zbN9f9mx8yYgiLbwpPDz6KZ+gHH9d6mb3f82Iqq0iL4l0x1C9PQDZFvFIqUVrHqk3QMwLyyHbEpMJSubE7HurIF1vT/yA9vhj+jbEEWjWyhqbEBQpA67k3XXAQlkI3LckWzZsp23h3dNf7F7uLxlODs7c/XqJe7cuUPJkul/QILtIbZEiTKYTKYUT4+nMXTo92g0Gry8vHBycmL48BG0a9c2pQTvihUrU2SLFQti7dp1rFu3AYPBwMiRo5k9+zcADElGNE7qFCu6RqNJUVSelgz2/qk7CLKARqtBa1Claa9ePZjo6Gh+/HEUkZEPnnrqv3HjJoxGIwqFSJcu3TCbLWzYsJGIiLCn3gOAbds2c/r0aUqWLGkPz8iAWyfvcO/8fX7YPQilSoHm79j12T1COPfXJQQBxp0chipH6r+jyWSiT59+PHwYyaxZ0/Hx8QFgwICvOX/yALu+ukei7k8WbqlL/rqfEGN9QOXKHWjU6EOGDRvyUvYSHh7Oli1bqV+/HgEB6Z9gTps2hWnTpqS8rtq6IlVbV8xwTK+SOdkmHmDXxmOU+KgMrq6u6coV/7AMZ1YfR6FSkKfSE++v6OjolLw3WUneO2bMKCZOnEzv3r0y9YbJDu4fv0HC/UcUaVQehdr+FfK6eNuUDTt2XjYNWlTjyvk7xEQn0LlnU/ZtOE3xSvnx9HHlxoUwTBYrAnDh8E0+6vMBNVtVoP6Nh2yYt58iZQP5pG9d3LxcOLDuNNN6LeOjPnXI/S+j+qHVJ9k+ex+NetWmYmPbif2KcVu4dvwOdy+Ec2LLBar9nfDdzsvDpDNy59BV/ErlwTmn2+tezmtDliSixvbFcPEkHu374NLAFrovuuZC22kJlis7MB+aC1Yj1ut7U/UVPQLR9j6AHB+GGPgk1EeWZaRbBxCcvFEVKI9zn/lYVrdFlHRglUCSsYUJxYL6STJeYk9A8l2QDEg3ZiHmCAZkBGX6HuaCe3UE9/eQjWEocj/9GcXOf493TYexa8tvIW5ubk9NPgtw8eIlrFYLBoOBbdu2Z2pwcXJyYsSI4Smv/53ro3v3z1m7dj3u7u4sX7405UFQo9FQtarNw2HZkDXs/H0fBSvnY9D63oiiyODBg/D1zYWnpycNGzYgI2r1bUjojVD2PThKkO4mJUmdQFav12MymTAYjOn2l2WZqKgovL29+eabARw/fgJf31ycOXMWg8GAh0fm+Twe76dKlSqZC76jxITFMr7FdCRJ5tyOS/wvpPuTtvBYTAYTKrUSfYIe1xwuqfquWrWaRYtCMBqN+Pn5Mn36VACKFy9OuzYfITKRHK7RDPrqPMqPF1CkSHGuXbvG2bPnaN++3UvxaqlatQZRUdG4ubkRHn4vWwwWM2f+ypYt2xBFkXnz5tO3b5905QoFBzH49GgUKiUq7RPjVPv2nxEWFo5Op6Nfv/T7/pPHiaolg567QwZhjook4NvhaPNm//2KvBjKms7TAIHIi/eoOcTuAmzHjp03A6VSQaceTdi+5iiDWk4j9PpDHBw1LDg8jEcP4p4IWiRunbvPquk7sJqt1GhShu4jPwIgJiKeX7otxGy0cPXkHWYe/T6lmyRJzPoyBMkqMaP7YhaE2/SwEjUKcmT9GQDylPB7dRt+h1nReSYRF0JRalX0PjQKpSbtQd27gDXqAYaLJ8FiJmHD4hSDC4AifzXEfFXBasFybReaxiPT9BfdA8A99WGTef90LLsngiyj7b4R4f4ORGsCWJUgmEHrhPjeDwiugakH8ygPDr42o4v3B1iX+oMso2i4DSFn2gqMgqhGWWRC9twIO3becOwGl/8otWvXokmTxly5cpUxY0ZlqY/BYKBOnXqcO3eeRYvm06JF85S24OD3SU6OT3kg9fX15cqVCyQkJFC8eHEADq88jizL3Dx+G12cHmdPJ5RKJV27dsl0bo/cXuyQjrD19Ha2dN5FsRLFUsYF2LVrOyEhS2nRojmXLl2iaNGiKUlG4+PjKV68FGFh4VSoUJ5jxw5z+bItROPOnTvs2rWbxo0bpYwlSRI3b94kb968qFTv5pf05YM3MCQbKVO32DMZGSwmq+30w2LFmGxK1dZtejtCvpyLj4cCd4+03kyFChVElmU0Gg2lSj3xzop5EM/UURvZW1hB/ZIWuk2yJYMrX74cN27cQJIkTCZTmvGyg7i4ePR6PYIgIMtythhcypYtk/K+yswwml4VI6VSyZAh32EymJ+pxGjS8aPoLl1ANhqIXhFCwDfZl7PnMcYkPQgCVpMFQ7wu28e3k0VkkN6x0yE7drLCV83GcefaA8wmCxISgkkg7lEibjmciY1IwFmlQhAEHt6KwmKyhVEf2XSe6PA4vP3cUWtVKFUKRFHAPWfqQwNBEMiVPwfRYbH4FsiRcv2DDtUoVq0gDi5aPHzS92i0k73EhT7CrDdhtVixGM3vpMHFGh2Kad88HAJ90N8Ow7lB6gMQWZaxnNuC4B2E44dDERRZu0dy9C2wmECpQYoPA1FpC08SFeDkhbLRb4h566TpJ6hcUdQ9hixLyOcnIVtNIEtIYX+hSMfgYucd5h3UYewGl/8oarWaZcuWpLpmNptRKpUsXhzCkiXLGDr0O2rUeJK9/+TJk5w5cxadTseYMeNSGVyANA+juXOnzirepH991o3dTLlGpXHySO1COHHiZIYMGUbTpo1ZtmxJug+2Tk42A40syxiNqT1ZypQpQ5EiRciZ05fkZB01a9Zk167tACxbtpywsHAATpw4SXJyMs7OttJzefPmpUuX1N46H3/cmi1bthIUVJRTp46/kjCMN4mzOy8zof1cQKD96GbU7Vwj0z6PyZnPmy9+78SNY7f54It/Zal/8IDCultIcWYuTFlB+RHdUzVXrFiRU6eOER8fT+XKlQEwmyx8XW0s5bS1eHSjGBv99HzlbUu0W7t2TdasWYvZbGbmzF9pULQZK0dvonyDEvSc3SFb/m7bt29mzpx5dOrUIdtCyBo3bsSpU8dQKBQUKlQo8w7pcHLTOaZ3WYCThyOj9w3CLWfmSry2kK0sJCoVzpWrPde8mRFQqRDB331M3J1IKn2VsceanZeLzNsXv2zHzqvAqDdhMVtAAGRQqhWM67eYuw8iUSuUuIoaLBYrGq0a//w5iLj7CJ/cHrh523QGZ3dHpuwbxNUTd6nSuFSqsQVBYOTO/tw6c48C5fKkavMrmPNVbdEO8NGMrhyauY1iTcqjdc1aUYT/CqbQm5jvXsd6YCZS+GVUChWadgORk+KRkhMRnWyGQvPZregW90dQyEhJj9DW7ZVqHFkXi2FxJ2RjEtrP5iF62t7T6nrfYbIYENwCEAvUQBaTocbXoHBC8CmPkOfpxhNBECF/a7i+yJYQt0Dbl3If7Ly9vIs6jN3g8o4wc+av9O7dh6Cgoly9eg2LxcKFCxc4d+40t2/fply5cpQuXZqAgABu3rz51DK+YLOcf//9UI4cOcq0aZMpXrw4db+oSd0vaqYrP2bMWPR6PatXryUqKooDBw5y584dvviiO05Otuosc+b8jkbzP5YtW07Nmh9w5swJ8ufPnzLG5s1bSEpKBuDAgQMp18uXL4dKpcJsNtOsWZMUY0tG7Nq1C6PRyLlz59Hr9VmuYPRfIfahLRGyZLUSF5HwzP3LNixJ2YZp8wdpvd1BlhHVKpz8cqTTE4oWTV3ZymK0oEs0gFWgoH9hZm964vJarlxZFAoRUVRTrVpV1n2/HWOyiSPrztB+zEe4/Stk6XmoXLlyivEnO/n3Pp+V/cuPYbVYMSYbuX7sNhUaP91TBkCdy5dCi1ZgSdaxec4xEv9cQcuhTXB0y773tyAIlG779GTdduzYsfO6mL52IGsW7ME3txer5u+kfI0gti4+jIyM0Wqm9fAGPLoXR/NetfErmIPwm1F4+7uj+kc+Kv9CPvgX8kl3fK2zhmI1ns+Qbif78C+bj1azn66n/hexxkbz8PvOIINTLjOiwlbcIXH1bGSrhDUxDs/uQ5ElK0lLf0JKAkEpo7Gm9RK2nN+AFHYWLCbMh+ehaTQCAME5B5rWswAwr2uJHLoHAFO0C8gi6vqDUVf//KnrFJxzo/z4bDbu3I6dtxu7weUdYebMWUiSxK1bt3BxccFkMpEvXz4KFy6GwWCgc+eOTJ8+lStXLmA2mzOt0HP8+HGmTJmGTqejVas2CIJI584dGTDg63TlP/+8G2PGjKNGjepcvXqV9u07YbFYuHHjJjNnTgdsCYGNRgNmsxmVSsXp02dSGVyqVq2CVqvFaDTy2WefplyvWLEid+7cwGg0ZinPx5Qpk/nxx5F06dL5pRpbhg//gV9+mZRyb183CY+ScXTVUqNVBR7ejsaQZKRJ77Ruoc+Le1Be3p83FEN0HD7VU58MGvUmNA5p31MOLlr6ze3IgVUnadanDiaTiQ8+qMfZs+dZuHAeV65cRK/XU7hwYaRLWjZO20mhSnlx8XJKM9Z/iYY9a3H96C28Ajwo/n6RLPdTODpxcvs1ts3cg9VsQaVR03Z0i5e4UjuvizfldEgQhPlZkZNluXPmUnbsvBiBBXLRd2QbAD7pXheAy0fvcPXsPRRKkSbdg3H6RyinfwaeKcnxejb/thf/Qj72JLh23hgkgw5ZksBixqQuikfzhsgKF5J//QlBoUjxbpGNOqTEWNvvoiOaOj3SjKUIrAiCApRqFPmqolvSGzk+Aoc2E7Fc24tpx1RUHg8RLDoQlIAMFiNSxJUsr1eWrFiOTAdTIsrqXyOo3q0DTjsZ86boMM/Ci+g7wqsoI1qhQgX5xIkTL30eOxmzZMlSunf/ikqVKhISspBz586TI0cO3n+/Fnq9njJlSnP6dPp/I7PZjMFgwMXliUfBgwcPKFKkOCaTCUmSMJvNKBQKYmOjUsn9E5PJhEql4tChQ9Sr1xCrVaJbty6pjBH79u2nQYNGKJVKRo36kUqVKpDbKx/DG01DEAUGruiMylV4ZWWBXwQHBxcMBgMAJpPuteaLWT3pL5aO/BMvP3emHPkOB+eMK0ZlNz93nsf+Vad4v1V5Bs57+jPXoUOHqFu3ITqdjooVK3Ds2OFU7Sa9CZVW9c6Fgf2T+Ph4Dh48RLVqVVOqiP2Ta4dvMqH1LARBoOk39fmw5wevYZXvHoIgnJRlOftqrz+FYq5u8uKK2RM2VmHX1hdatyAI27MiJ8tyveed43Vj12HeDs4evk6/ppNw9XRizp7v8fa1fT7GxySxc90JylQtRP4gf84dvI4kyShFkYlfLCJ/qdwMXtglVc6sKd0XcWDNSRRKBT+s74VJZ8KvYE68c3u+ru3ZsQNA0t5NGC+fwu2jLihz+gNguHQCa3QEjtUaIChtZ+mJS0dgOrMDxxYDUPsFILjkRPRMnQpA1schxUeiWz8B67XdyBYrukQ/XLxCEbAiOupROFmQcUYo0hE5MQJ1k9EIiffBwQPRq0Ca9f0T6/kVmDf3A9mKovrXqN775uXcFDsvxKvUXyD7dJgX1V+elRfRd+weLu8I7dp9Srt2T7xC/P39kWWZPn16s2vXbqZOnZRuv8jISEqWLEtsbCyLFi2gTRtbBnRfX18GDRrAqFE/YbVaUavV5M2bNyU8KD0ee81Ur16dkJBFKSFF/+T48RNYLBb0ej0DBgxCqVQyrOto4qISkYGVo7fTe+ZnL3g3Xg3t2rVl7tz5NGvW5LUn59238gRWi0RcVCIPbkaSv3TuzDtlA7Isc2DNaQD2rz5Fz19a4eiZcchXqVKlUsLa/v3eAFCn4yWTGZIk8dtvs4mPj+Ozz9rh7+//XAYbWZY5MHQhoXvPU3lwawo0yv5QpKxQrdp73LlzFz8/X65fT3vSVLhqAQau6cnnfbrTqNdk+t3sw8SJv7yGldp5F8jIkCIIgiMwUJblEa94SXb+49y+EUarugORJInlW8dROMiWe2LR+M3ok41IkszRnRdp9Fl1ANw8nfmoS00ADmw8w6jO80CAwNzePLwbQ1xUEleO3qZEjYIpcyg1ypS8Xhum7OTi3msIosCUU0OzJZzVjp3nxTm4Ec7BjVJd0xZL/cwpxT3EfHQVgmTFvHMCVsMDABz7bEPM8cRzXHBwR7fgG8wX9oIsYzZqkHQGzA5KVI4SoEZKEkEB2sY/IChUmI/+jmXnSJBB020rok9x/o1sNWNY3hMp/BgKWQJRgaC1GyvtvN28iL6TPVki7byVCILAmDGjOXr0UIZ5LI4ePUZychJms5mQkNRJePV6/d9VZ9QMHz6UM2dOZDnxaIsWzenXry+Ojo7Ex8czd+48Lly4wHvvVUeptCk6kiQhCAK+xb3QOKgwWayc3HGZUZ/8+sJ7fxXMmfM7en0ia9euft1Lod2wxrjndKFsnSDylPB/ZfMKgkDz3rXROKrJ46VmepXvODp7R4byzs7OXLlyAZ0uIU1p8udl9eo1DBgwiO+/H0ZgYH6aNfvoucZJDo/h5sYjGB4lcGJC1v+mhw8fpmPHLuzdu++55v03t2/fQafTcffuPSRJSlcmV1AO9h7ZC8CcOXOfa55r166xatXqFC8tO28Wsixky8+LIghCcHo/QH1guCAINQRB8H3hiezY+ZttGw6REJdEfEwSqxfvRJZl9m08zfFdlwDQOKioVLtYun0j78ciSRKSRSJXfi8UKhGto5rAoFyp5LqNa0nHUc35JuRzEiITMepMSBaJhOikl74/O3ZemMfRC7IMhnhkk+173HDtFPfnLCTp4uUUUUHjBEoVMiKyZMs2rY9xBayQuxqKMp+g+WxpSpUjKfwsWIwgCMiPbqU7vfX2YaxXdyHHRCK7FkfVZBaKCl1f5o7tvGW8CfrLs/Ii+o7dw+U/wqZNmwkNDaVz505oNM8fLmK1Wrl79y6BgYEolUpq164x2zHLAAAgAElEQVRFmTJluHnzFt9+OwiA8PBwlixZRv36ddHr9bi7uzFo0ACUyvTfThaLBVEUMzTGfPxxaw4dOowoCty7d5v79+8QHR3NtGkzyJcvHx2+aEtcYgw7Rl22JRLVm597f68arVb7upcAQKWGJal0I22i21dBl1EtaNiqHEvaTsZikLi04QSVP884zEUQhExzCGXE1atXMZlMlCz5ZK8ODrZ4/cfGiU2bNj9XCWjHnG64BuYk/s5D8tYvn+V+DRo0JiEhgZUr/yA5OT7LRklJkkhMTMTNzS3V9dWrVzJ58lR69eqR4VjOzs60a/cpK1eupF+/Plle62MiIyMpV64Ssizz4YcN+OOPFc88hp2Xhyy/UfHPu0ipCZMGGdgLyIIg9JNledorXZmd/yT1Glfl10mrsSTILJuxA0OChaKFbV4uSpWCToMakcPPI92+jTpVJ/x2FLoEA0c2ncMsSXw+/mNcvVJ7Xmoc1XzY3VaJz9vfnaU/bCCoWkFyB9lth3befESPXLh89SuGI2uxnNoEshPasg25NmMzpohIIv5YR9n1y1BotTi1G4WycCWMF09gObEb1zxxKBTJyJKIJdaCtvlgFN62gzrzuQ2YT6xH1GpQlmiBWMRWrVA2GzCu6IEUcxdt6xmIPkVBqQJJjaL0pyiCmqVZoxRxASnyKoqgRshR5zGvbAYaV9Sf7UJw8Xul98vOq+UN02GehefWd+wGl/8ABw8epHXrNkiSzPXrN5gwYfxzj9W4cTN27dpNpUoV2b9/D05OThw4sDeVzIcfNuHSpcsolUoePgxLlbPl9OnT1KvXEBcXV/bv301oaCh16tRHo9Fw7NghChYs+O8piYmJwWAwoNGoMRgM+Pn54enpybRpUwC4cuUK3w7/FkeTF6VzV2DI8h+fe392Xg8+xQPI914Q4WfvEDyw6UuZ43H+H4BFi+bTsuXHADSoX595s+ew/I8V7N27j759//dcIUWiSknztcMxxiXj4J15mebHeHl5odfrMRqN9O8/kEmTJmTaR5IkqlatwYkTJ+nTp3eqkKCGDRvQsGHmJZkXL17A4sULsrzOf5KQkIDVasVoNHL37r3nGsPOO0NG8YnewJm/25sA3wN2g4udFyZ/4QB2n/6d4AJfIlkldm44xuDLHbl7LQKA5l1rZthX46Cm18+t2bf2FPtXn8RitrJ/3WlqtayIJEnpGrFzB/nyzYovXtZ27NjJEFmykrh1BbLJiGujdgiqrB9GqYpWx3RyE1gtoNIi5q2BqNqOoFAgKESEv9/rgsYRbY02aKp/glPDqxi2TENKDsN04zbE3iT+l454jrV5JluOLwFJQjI7IBZpnuL1Yr2+B+v1vWDWYdr5C9p2c3D65jiyLg7RIyDN2qS4UIxzPrT9fn0ngosaTIkgmZFubUNR2p5j3c4byXPrO/aQov8AJpMZEJAkKVP3f1mW+fPPTanKKv+T3bv3YDKZOHDgIMuWLU9XxmKxYLVakWU5TUjDvHkLiI5+RGjoPebPX8jKlavQ6XTodDq2bNlK167dyZUrgKVLlxEfH0+5chW5e/ceLVo048cfR6R4I/wTDw8PRFFBghhJhOM1nL1tXiMHDx7khx9+5N69l/NAOGvWr7Rv34nbt2+/lPHfJUSlgo9/607vIz+R//30Xb1flIsXLyLLMmazmdOnzwCQFJtM79I/sqHPIfq1HkRMTCTDhg1J09dqNBG+8xhJ9yIy3cezGFsADh/eD9j+9yZPnorRaMy0T1RUFKdOnUaSJEJClj7TfNlBwYIFmTFjKp9+2oaQkIWvfH47mSEgydnz86LIshye3g8QYWuWw4A1gN01wM4LExeTyE/fzmPejA207FQLV3cn6nxYif1bz/DNtA4Mnt4RB6fMvXzL1wkiTzE/vHzdaNWnLmun7qS5+//4pt5ErBbrK9iJHTsQd/AgN/r3J+7gwXTbdQe2kbB8Fgmr55C4+dl1AW2tToheASh8C6IqVYciv4wmoHsngqZPQPyXJ7EgCJjPb8d8YReWO9ds5/WyZDPY/I3q/R6gdUXMWQhFviepCETf4iCKoNSgKFTTNp7GOV1jCwDGRJubg8WInBSJonhbUDmCxg0xX91n3qedt403Q395Vl5E37F7uLwljBs3nj179jJ+/FhKlCiRqq1WrZr8/vss7t69x//+1ytN31OnTjF48Hc0aFAfpVLFt99+jyzLbNq0gVq1aqaSnTBhPAMHfoPRaKRr1+4EBRWlTJkyqWQ2bdrA/PkLqVnzfRYvDsHb25tPPmmNIAgEBNg+XC0WKwsXLmb16hWEhCzFycmJcuXK0bdvfyRJon37TowfP5arV6+h0+k4efIUW7duZ/z4Cdy6dQ1n5yfuvT4+Pgwd+h3Dho3g+vUbTJo0hV69evDBBw0wGo2MGDESlUrFli1/UqdO7Wy53+fOnaN//0EYDAbCwu6za1fGeUfsvBl06NCe/fsPotPpUsJobp0JRRevx2qR2LvsGO+3rZRu31NDZxF58CwI8MHGyWg8ns2o8jR8fHxo0+YTlixZSu3atbIU8pczZ07atfuU9es38OOPP2BK1HFz0zG8S+QlR4m82ba2p9GlS2e6dHn6KVNycjIjR47G3d2dgQP7o1AonipvJ/t4C9xxo4DH5eSSALtrop0X4tqluzR/rz9mkwWVWom/jw/JSXrWLdnLjtXHQYZ6LVPno9v75ynOHb1Bmx51yeH7JMzIydWB6XufVEz5peN8ZBmunbzHw7sx+BXI8cr2ZefdRJZl7o0ejWyxoLt8GbdNm9J43wpaLQggICJo0h5IPnV8SSJ2dQjGaCc8WwxEdHJH7QS5WrVIJWdJiEcQRBQuLij8CoNCiQA4txmMNe4RmsqNUsKwlYWCcei8FEHjgqB+UuJZ9MiN46DjyIZERI+MizLIkoR07xiiVz6UjcYi3z+FMvhrRDd/1H1tB17vchXKd4m3QId5FjLVd+wGl7eAixcvMmLESPR6PTExMRw9eiiNzD8rEP2bTp26cv78BfbtO0CHDu0xm82oVCoiIp6c5ptMJoYOHU5ycjLNmzdl7dr1QPo5SPLkycMPPwxj+PAR/PzzL4iiiKurKx9+2JDRo8ekyKnVKnbs2MnBg3spVKgQv/76e4pHjCRJ3L8fhpOTE2azGbPZjE6nw2w2ExkZmcrgAlCsWLGUHDHe3t4IgoAgCDwua242m5kxY1a2GVw8PT0RBAEHBwfy5MmTLWOmR2RkJLdv36ZixYpZzu3xLiPLMv369Wf58hV4KB35qnh93m9en9JfNsbJyYmlSxenyEUtmIXzhYvkLZqbB/cS+Ghg/QzHTbobjtVgRFQpMSfq0hhcTp48yeLFS2jXri0VK1Z85nUvWjSfqVMnpcnHkhGCILBgwZNkt1u7T+bBsasgCnyybQyOObI2TnJyMp9+2p7IyEiWLl38XOXUH39epMfYsT8zadIUlEolgYG5+fTTts88vp3n401RVgRB6Pi0ZmABYAXuvpIF2flPER0Vy4qQLVSoXIKr5+4hWW3f+bJV5sG9RylysgwGvSlV3/u3Ivm+4yzMZisXT9xi+KxufF1vAlazxOcjm+Pt70GZmkUQBIEWfeow99s1lKheEJ+8Xq90j3beTQRBQO3vjykiAnWuXOkaGhwq1sKzp4BsMuJYLd0CKRliDr2J/uhuZLORuCVTcSibugyvLFlJOryH0HG/gCCQb/wkHMo2QPQORFCoUPgVAkC3I4TkoU1RFiyLU3A9TH+OAGQcuq9EEVjuyX4c3EHthGw1p4Qa/RvTpm+wnvkDRAUOfY8ilGuX6n7YeXd4U3SYZ+FF9B27weUNYsGChezbt58hQ74jf/4nZdty5syJUqnEycmREiXSll/7N5GRkVy9eo1q1aqiUCgoWbIEN2/eQq1WMWTIdwiCQFhYWKo5QkKWMG3aDKxWK/3792PKlIkEBQVRtGjRDOd5bOz45+958+bh+vUbaLUaIiOjGDz4e376aSxRURF4eLij1WowGIyo1WqWLFlG2bJlWLFiKR07dmbjxk3Iskx4eHiqtQE0adKYtWtt4UnNmjVFEAT27dvFRx+1IjT0PoIg8NVX2RdjHRAQwIkTR7h8+QqNGzfKvMNzEB0dTZEixTCZzHTp0iklZ82bSPzdSJLCovGrUjQl7vdVsXLlKnr06EXNmsGMHz+WWbN+w2Qy8ZF/MM6hOs7N3kzOsgXxqxKU0sd44ypxf65BNhnpWkEicOfMp86hSHiEQrSiUsg4+nmnaa9Tpz7x8fHMmTOPNm1ak5SUxMyZ0/H0zLzMYXx8PDNmzCIoqCgtWjR/9hsAmJINSBYrokrJzl27kbQiTZs2yVRBWbNmLTt27MRgMDB27M/89tusLM8pyzLNm3/Mhg0b6d27J1OnTk4j4+3tnWIIzcq9sPOfZPZT2h4rIK5/y9nj0+w8E59/NoyTxy+iVCjZtPtXChYNIDYmga+HfUZSrJ6lv22jeOkCVKxejEafVk/pl5yoJ/xeFGBLpOvorOXAutPERiYiWaxM7bUUpVrJ/6a1pdYnlWj8RTCNvwh+Xdu0845SaMoUdFeu4JiBri0IAo6Vaj3X2EqfAEQ3D6yx0ThUTnsYmTS1HTHHbyKbXUGpJPnCORwKF0GZO3XYt37HYpAlLLfPYw30AKsJFCqk6FupDC7W8AsYfm8GCGi/WI8UE4ZxWU/EnAVx+HI1gtoROfwcmHWg1CInPkRwSqtv2bHzBvPc+k6WDS6CTbMvBkTLsvzwX20qoKosy9lT9/Qd5OrVq3z1VS+MRiPXrl1Plag2R44cXLp0jqtXrxEc/P5Tx4mPj6do0RIYjUZatvyYhQvnsWDBPPbvP0ChQgUJCAjg7t077N27n127dnPr1jVy5cqFv78/ggBKpZICBQpkqSTv999/i7e3F97e3nz4YUMA9u/fw549e6lRozqFCxfDYrFgNtviP1u3boVGo8FkMjF9+kz27z/AwYOHOHXqNIGBgWg0GpvLYgbVjurVSx3XWaFCBW7evMbly5cpUqTIC1VnSo+goCCCgoIyF3xOwsLCMBpN6PV6jhw5+tLmeVESQqNY08LmHVfs01pUHvAxer2e7dv/omzZMgQGBr7U+YcMGcajR4/YtGkTQ4d+R0CAP3fu3CXKkoQFGRWk8fhQeudEUCpBAG3hzHPGKB3VOGpB1CiwfWamxsnJCYPBgCiKLF26DLPZQoECBRg9emSmY/fo0Zs//liFUqnkwIE9lCtXLtM+/6bOhO5cWLyTy5ZI2nSxGdjHjx9Hjx5fPrVf2bK2cEC1Wk1w8NMfJhITE9m48U8qV65EgQIFMBgMbNiwEYB58+ana3Dp3bsnAQH+uLq6UrduxpWn7GQvMryW+OX0kGU50yyOsixHAc9XeiwbsOsvby+SJP1d4VbG09uNP49MSdVWrWZp/PJ64+TyJNwiOVFPs1IDSErQU6tRecq/F0SDT6oS8yCeJT9vwaw3IwgiVovEo/D4V78pO3b+RuHoiMtz6ARZQdQ64DdlNVJiPAqP1IaN+G3riDtyEwfXRNxyRGMQ8uFeO/V3uGzUYY0JQ1unLbo/JqLMXwpV1Y7IhjhEN1+UpZqkkrde3QFmAyBj2j4WOTkJzHqkyBuYj/wKV+ag8CmLbCoCai2y6tlCpOz8d3iTdJhn4UX0nSwZXARB8AO2ACWxlTtaBXSTZTnxbxFPYDdgD+B/DhYvDuHLL3tiMpnQarX4+6cthxYQEJCSH+VpREZGotfrMRgMnDp1CgCVSoXRaKRgwaLkyOGNr68vJpMJtVqdksCzfv16bN++heRkHStWrGT27DksXDiPIkWKZDiXRqPhf//rneqam5sbzZrZqtDs2bODZctW0Lp1y5ST+ObNbaXhYmNjOXLkKM7OzpQuXYqqVatQtGgR8ubNS5UqVbJw10jZW6lSpbIs/yZRqlQp+vb9H/v27Wfq1EmvezkZkhwRC4DFYCL2ZjgAH3/cin379qNUqggNvZ2qUlV206HDZ/zww4/kzZuXIkWKcPHiOe7fv4/RYMQhQo9HXl/cC6T+n1F6eJJ3VgjmyIdoCwchyzIRERHkysBtt9yMEUTuPoJXlTKIyrQfY4cP7+fPPzfh6elJly6fo1arKFYsa8Y4lUqZEi72vDlOnHJ5UnlgK64uWowsy1itViIjIzPtV6JECW7evIpOp0vjNfZvmjZtwbFjx1EoFISF3cXFxYUuXTqxdOly+vf/Ot0+oijy8ccfPdee7LwAb0FJxb8NGdVkWd6bqfDLXYddf3mLmR3yI8sWbaZilRL45Eod6jOqx3y2rzqCq7sTa87/jNbBpuNGhD4iOUGPyWDmxuX7jJr/FQqFiLOrA2vu/4LJYGbJT5uxmCw0/iKYBT9tZN+G03Qb3pybt8LwyuFGw1ZV7SEOdt5azI+iuT9hPEpXV/z7DUjVZomLJWrOZLBosMYq8HaOwFG4jcLNPUVGSogm4cfaYNSBWoPX+F1Y7hxH9+snIIg49V6HoEx9yKks1RzzwdnIulgs1/YhO+RFAEQnT+SrCxAS7iElPoRkLVjNmP/4HMWXO1/F7bDzpvEW6DDPQlb0nax6uIwCTEAFwB2YAOwQBKGuLMsJj+d7kcW+y4waNQadTodGo2HEiOH07t3zmfo/TmYFUKhQIYYNG8KiRYtRqVT07z+Qy5cvo9frMZlMxMbGMWTIdwQHv09w8PvkyZOHK1eusGzZCpo1a8Lx4yeYN28BAC1btub8+bMATJgwiREjRvLJJ62YPfu3TNeUlJSEu7s7P/00KuWaUW/i67oTuXMxnAG/t+fBg1CcnZ1TPFN69uzxTPt+G7lz5QHXz4ZSo3FpHJw0qe7Pm0quCoUo2bkeMVfvU2VwawBu3bpDcrLtPZuYmJgtBpfDG84wZ9AqytUtRp2e5Th9+gxNmzZhyJDv6NWrBy4uLikGi5Ty4iUyHk9080BQOSMIAg0aNGLnzl3Ur1+PP/9cn0ZWmysHgW2bpDOKjcDAQHr0+AqA4sWLYTAYspzLZcaMaZQtW4aiRYtSunTpLPXJiGrFalDKsTyoJb7o1D1LfXLlypUluQcPIlI+hwwGAy4uLsydO5u5c5/mQWnHDgiCUAFbwrh/nuq4AdMFQeiALXv/kteyOLv+8laT08eLPgPbp9t26sAVjHozcdYkoiPiCMiXE4vFSnxMMh+2rcG5o9cpGOBHA9ee1PusKh+0rcSO5cdo9kUwXUfZEodGhcWy6OfNWExWvus8gySzHlEh4urhRI26L/Z5bcfO6yJq+TKSz5xGUKlwLr8Xj7pP8r+IDo6IDk7IJiMqNxUID1GWbACAJSoChbsn1vCrYDIgy6B7qCb5u65opOvIZgUKRwnT6U04+KU+dBK98qJu+hPGVV8jG8HyMBqsDqhyl0BRMCfSmd9A6w16PQgigqM9DNnO28fz6jvCP/NwPGXwUOATWZYP/f3aCdgIaIG6gDMQLstyuidEFSpUkE+cOPFsO3qHmDBhEoMGfUOJEiU4duxwlkNjZFnm22+/Z/z4CTRr1oTVq/9AEIS/H5Y8sFielHLz8fHBYDAQEODP/v178PDw+EebH5GRUQiCQL9+fZg40RY6UK1aVQ4etHlZu7h4kJSUBEBcXDSrVq1h+/a/GD58CAULFkSlUqUYfSIjIwkKKklycjLjxv1Enz7/A+DS0Vt802gKRr2ZQmUDmXFg8IvfvLeIuKhEPilmqxBVvmZRxqx6NsPam8SZM2f48cfRNGvWhI4dO2TLmF+U/IGHdx9hVZrZZVwGQO3atdi4cd0zj2VINjIk+Gei7j2i7Y/NadSzPpIkoVQqMZv1aeQlSSI5To+js4Y7B6/iXdgXN/9nUwYWLVrMb7/9zjffDKJp0/SNN6HHbnD3yDVKtaqK6z8qZmSV+X2XsT/kCCqtis9+bsl7n2bdGywzLl68yM8/T6Bp08Z2r5XnQBCEk7IsV3gVcxV19pB/L10zW8YKPrTuhdYtCMJEoE9mYrIsv5as4C+qv4Bdh3lTiI9J4vNmo4mNSmDaH4OIj0pi0jdL0cUbiL4fz5cjPuLqxbvs23QajVbFqHlfMqzFrJRDKUElYjFZcfd2ZvXd8QAYDWbaFv+exLhk3PO6cvtOOKJCYPKyr6lW5+30nrVjJ3bnDsKnTARBIP8vk3AoVDhVuyUuBuPt6zgUL4MgW0DtSMyiqSRuWYXSwxvfCYvQ/f45ugsX0cU7gyTj6JqEQmVBobYgqLU495iH4OGP8egGVEHVUeUrhSzLWM6uRYp9SNL635ANRlCqcek2EXW+QuCUE/nRbaTw0yiCmiBoX553tJ2s8yr1F8g+HSYr+osgCJ7AXKAeEA18K8tymhrrf4cejwQ6Y9MLTgM9ZVm++A+Z59Z3sqoAeQEPHr+QZTkZaAxIwGbAMYN+drJA//790OkSOXPmZIbGlidJL2cjyzJGo5GyZSswbtx4JEli/fqN7N27ly5dPufgwUP4+/vj4ODwd7JdJ0qVKkFcXDQXLpxNZWyxjW0LK5JlGVdXV9q3/4yGDRuwadOGFBmVyuYMJQgC165dp1ev3qxc+Qf16jXEwcGFsmUrpIQn/Z+9sw6P4uri8Dsr2ShRQoJDgOBaHIq2uJVS3KFIcSlOcYeiRYq7+1cIVhyCBwgeCBAgEIgn63O/PxYCIQkEKdLu+zw8Dztz7p07Q9icOfec3wkMvIJer0Ov17Nt246EObIXyEiGHJ4olAoa/PJ+ImBfM9p4PbLJjEFrIOxhBN98UxIXF3f27Nn7ydag1xqY1WUlE5v9SdTTmLcPSIHChQuzefOGjxZsAShZpyAqtRJnLwfMZjNarZaHDx8msTNoDRxfepgbB6+mONfDG4+JCI1CNguOrPFnxIjheHp6Mnr0yCS2siwzqMo02uUYzNBy49jabRGLqo8lPjw2webWrVs8ffo0xesZDAbatevI8eMnadEieRFzbUQs61rP5tjMXWz6+e1ZYslRquE3RCnCORy9lwem++81R0rky5ePZcsWfxHBliNHjrJgwZ/Ex8d/7qV8kQhAIH2UPx+BpkBDQCWEUL74A3hhcTyUnyvY8hyr//Iv4eDuc9y+9oBHIc9Y9ccuSlbOx9T1vYgMjUGJxJ+/beH8wWvo4g3ER+sZ2PgPzAqBQqmgzs/fYqNRIxBEhMdy75ZFykdjq2bF+ZHM2T+A5UdG0HdsM8bM62wNtlj5qnGtUhWfmXPIOX9RkmALgMrFDYciJVHYaJA0DkiShPb0ETAZMUU+xXDnNo491+AyaIOldOi5Jp6kECBJIEnIUWFEz+qIdsdMoqe1ROjjkSQJdeEf0FTqgmP76aDSgNGAdtd8JOfMSCpbFOnyoCrS7K3BFvPV9RiXl8V8+XMlR1r5p/hYPkwqmYMlyzUd0ByYK0lSch1oGgHtgPJYSo1PACtes3lvfye1JUUhQG7gzosDQoh4SZJqYql9Xp/KeaykwNuyWsaPn8jEiZNRKpV4eLhz6dJlLl26nHD+hx/q06hRU54+fcrq1Wu4d+82ly8Hkj17dq5evUrFikkFM5cuXU7fvv0oWrQwx4+fRKVS8cMP9SlQoABAgu5F2rRpKVSoEP7+p1CplM+7JqnRaCA09DGyLHP9+g38/f2Jjo6hbNkyVK9enYsXLzJu3EtRUVt7G+adHJKoBOq/hHcWD36d24qzB6+RuaQja7tPJi4unsmTpyQRBP6nOLL+DMc3n8dkMrNtxgFaja73Sa6bGtqMqc+OwDXsOX6Un3/uQExMDIMGDUhit2P4Rs5vOYMkSXTe0osM+TMlscmcPwO+pXy4ff4eDX6twTe1CjJs2JBkrxsbEc/tgBBksyA4KBzhEIFQS+gi47B3c2TBgoX07NkblUrFhQtn8PHxSTKHWq0mW7asPHz4iHz5khfplRQKkCQkhYSkfL/3zzzlc+KvPsyDsIe0+bkNdRrWxMHBIUX727dvkzZt2n9UY+djc+3aNapVq4kQgmPHjrNs2ZLPvSQrbyYtcFQkTZeVsPhVnxur//IVYTKZGNx3CocPnqFNu4Z07vmy1XyxMrkTOiL+tfY4j0PCmbGuL2ncHIl6EoOEhJOjA5l8vXB1c8LfLxCTQqbFwFq0HVib8OhY9qw+iVKl5Oyhq2TOkQ4AhzR25CpsEX9v2rnap79pK1b+AWyzZnurjTAZkKPCULilx7VNT8IXTsUYZ+T2gH44V6hMxv6DSP/7SuSIMNTZciE/CMJ4eiOSkzvqItVhxxxLACYZbHIWR+GSDvlZCOp8ZTFcOoA6X0UkhQLT1T2Ybx1FXe5nFK7J61Oad3cBsx6zX1cU+ZoiSZ8zbm/la+R5RmtDIL8QIhY4KknSdqAl8HqZRTYsvszt52NXAr1fs3lvfye1AZcDWKI6u149KISIliTpe+BIKuex8p7Y2dklCG/GxcUxfvwEZFlGkiSWL19CixbNyZ07H3FxcTg42OPu7k7lypYskqxZsySZb+PGzXTs2AmTycTx4ye5cuUiWbJkSdQhqG3bDqxatZqiRYuwZ88udu78HyVLliBLlswEBJylWLGSREZGAlCqVEmaNGlBdHQUefPm5dSpEyney38x2PKC75qU5LsmJYmIiMB9hAd6/UM6duzwya6fMbdFz0OlVpK1QFJx5pSIi4zHEG/ANb3L243fwI4dO5k2bTqhoaHMnj2TKlVetiq8fv06u/fsQqfTs3u3HzduJJ/BYjKYEGaBpJKQjXKyNiq1kl83dknVmtK4O1K1VWkObT5FfOYQpp7YhlKppPi5OvyYvSH791vaKjs42HPp0uVkAy5ntp6jtrkOziWd6be1V7LXsXW2p9mantz3v0W+BiVStbbk8EznSURkJBqNBrVanaLd2LHjGT16LE5OTly7dhl398SCkyEhIQghyJQpacDqc6LT6QDLi1dMTOxbrP+7fEGCc8uBpHV6lmNfQhtoq//yFbFn1w6AhjYAACAASURBVFGWL92K2Wxm1PA5fFOyAN+Usoh1ZczqSRqNI8+0URiNJi6cvMHFU7eYtLEbXSpNRMiC5n2qcf/mEzLm8CRjNk8MOhONu1m6r7ToXZ2zh6/hmMaOCnX+mc4wVqx8yWhv3iD2zGmcK1dB7eZG1KgamMMfYHbJi/vQVaSfuoprjeqDkInxPwlA/OoxGAKPoyleDefOk1H7vMz+StNjEYZT21HnKYOkSZwsKNk64DpqF6bgAGJntsIgSdhWbY+mXCN0qzuB2YD53hnsf/kr2bVKafMjnl4B1xzWYMu/kI/kw3hIkvRqve8CIcSCVz7nAsxCiBuvHAsAkmvbuRZoLElSLiwbNK2B3a/ZvLe/k9qAy1gg2XY1QohnkiRVBqzbAh8BWZYTtCZepV+/PqRL54mLiwtVqlSmR4/eqNUmKlWqQIsWzQE4fPhv/vprF5UrV3prN5Q2bdolaLzkypUzSbAFYNu27ZhMJs6cOQtApUoVuXUriGzZspE9e3Zy5cpJYGAgdnZ2bNu2GXf3dJhMJk6fPkPZsuX5++/9CZ2QatSoxfnzASxbtjiRvoUQgo0bN2E0GmnSpHFCUOkFoaGhTJ36O998U4zGjX96v4f6BeLq6kpw8C2MRiM2Np+uW2ruktmZfORXDFoD2Qul7kX7cdATxn03GbNJxrdaAe5dfUyz3+pQ5Lu3t1t+wbP7z1jcYzFr9q/jfIxFiLlr1+5cv55QGkm2bNnInDkLQUFByLJg+fIVtGqVVCyx3uhGeGT3JK1POjIVSRpMfB86TW/MmbgDbFi6HZNsxixkTpw4yY8/NmTkyN+4ffsO2bJlpUaN6smO3zNzL4Z4A5G3Iwm/E4FjIcdk7dIXykr6Qlnfe53x8fGULVuGrFmzMHnyxBR/dg4ePMSqVavR6/UolUpu3LhB6dKlE84fPnyE6tVrIgTs3LktUeDrc1O4cGEWL/6TgICL9O37+uaClRd8KS0VhRDtUjgegyU993Nj9V++IjJnfbkRoFAocXBK/BJXv01FlkzfgZBkHNLY4VsgMy7uThyMngfAiNZ/cnDrWZRKJT91q0LbEXWwd7QFwCdfRrbfmPLpbsaKlc+EMJvRBvijSuuFTSZLh0JZr+dO/14Io5HIfX64/tQM6dkDJGQIu0b4ti2kbdIM9x9+JOrAPtK2bIMwmzBcPgqA7owf8vhHaMo0ROGaHk2BEijdvLGr3inFdUgKBWhjLFkwJgPyswdISg1IClDaINmmSXGsqokfIuwSkscbuiNY+Wr5SD7M07douDgCUa8diwKSS/t+hGUD5jpgBu4DiZzjD/F3UhVwEULcf37hlM6H8mXsZH3VhISEUKxYSaKjo9m1a2eiMiCVSkXbtm0SPl+6dJ7z5y8kKkXx9PSkTZuX+hFCCPz9/UmfPj2ZM2dOdK0Xu8gAx44dRqVSERwczN69+6hduxbe3t6MHz+W/v0HkCOHD35+e+jQoRM6nQ5vby9WrFjG3r272bdvP6VKlcTR0ZFVq1bQvn0HYmPjOH8+gMuXL1O0aFHOnj2Lv/9p4uPjGTNmXKKAy7p162nf/mdAEBsby88/dyQiIoJz585Tpkxp2rfviJ/fXmxsbMifPx/58iVXdvd1IknSJw22vCBjrnTvZH/3wj2ELDDojBzdeB4hBHO7rWbB9dR3WNo0dBP3/UMoaleEizGXQCklZGC9wNbWlitXLpIpUzaCgoLo0KETderUTqI5ZJvGjio9kw98fAhCWNocK5VKihQpnPCynzt3bk6fPvnGseVblWX9kE14ZHHH67Xnq3/yFP2TZzjly/XB2V3Tpk1nwYKFKJVK6tSpnWy2zfbtO2jatAWyLOPl5UXVqlUoUSJxRs2pU6cxmczPvyNOfVEBF4AmTRrTpEnjz70MK6lAkqS/33ReCPFZBbus/svXRf4CuThwbAXbNh6gyvdlyJMvcTv7nmMb02X4D2jj9Ng72qK2eakvF/k0Bm2cDqVKgUlnYsPs/dy+/IBJW3p8jluxYuWzEbFmLjG7NoIQpJ+8HHWGxJtT2lgzIeNXkD6dOy5pIoiNccfl0UmiF5zF86eBeHV4GUSxq94W3aH1oI/FFHQe463zGIyupGnUiTR1ku8g9iqqvOWx/b4z8tN72NXvj+Tojl3nbcghAagKptwdUlLZInmnrhukFSspEAu8HtVLAyQnYvkbUBzIBIQCLYADkiTlE0LEw4f5O6kKuEiSVASYDtQVQkS9ds4F2Ar0EEJcTM18VpJn//4DxMTEoNPpWLZsebK6Ky/IlCnTW0sBxo4dz9ix4xEynDx2nMLfFEg4V69eHbZv30mhQgVxcnJClmWKFy9FbGwcEyZMJijoOlmyZEaWZQICLtK4cbOEsffu3adhw0aEhYXy/fffUaJEaW7evMXKlcuZNm0KnTv/Qt68eRKCIwULFsTb24vg4Lu0bduabdu2kzu3L76+vsTHxyOEQAhBXFw8ZrOZQoWKER7+jMKFC5MpU6aEoIStre2HPN5/FCEEOp0OOzu7z72Uj06h6gU4ueE0kaFRSKGxxEVpyfnNu2WWpMuRjhtHb6IwKhjcZxB1m9amWLFiSeyUSiW5c/vy7Gk4KklFVGhckoDLP8X06VPJnduXHDl8qF//3bRtvm1bnjLNS6NUKxOCKucPHOfaiGV4m5+itFGTsVldsnVs9paZ3oxFP0kFCNKmTZuszcOHDxMy5Xr16s6AAb8msWnbtjW7d/shyzIdOnwJSQhW3g3pSyopuvnaZzVQCEs99KZPv5zEWP2Xr4dLATfQaGzImz8nefPnTNHORqPGRpO4nNJoMNG4+BDiYrR4ZfQg/F4kJqOZmMh4bl68z+0rD6hQryi2dp9+k8OKlU+NKfQBwmBAsrHBFPEUdYYsKDQask2eTuzZ0xg17jybsZIHDzMjCjQmfUFHDH5zMJj0xKk1OLUdlzCX0099cazXhbBfSjz31yWEyYjp0X1LV6J711C6eaFwsvhqppDr6M/twSZvGXT/mwZmIw7tZ6FwtmxGmcNC0F86g02hCm/McLHyb+aT+TA3AJUkSTmFEC98lUJAYDK2hYB1QoiQ55+XSpI0HcgLvChbem9/J7UlRX2AQ687KwBCiEhJkg4+t2mTyvmsJEONGtXJmDEDT58+o0uXlFP0kiMsLAyNRkOaNJYvr507/8ewYb8BIKFkeMdZbD9vKWu7du0aR48ex9XVlZUrlyPLMiEhIcTGxqLT6YmKsvwzu7u7JQRDXidjxoxotVpq1KjN9es3kGWZWbNmcfToYVq0aM769Rs4ffo05cqVw9HRkRs3rqLT6ejZszf9+w9ACLh27TKtW7ciJiYGg8HIL790Qa/X8+jRI0wmE1evXsPP7y8qV65IgQL5k93N/xIwmUyUKlWWc+fOM3LkbymKs36taBw09Fhr0UPRxuh4eOsJWQtkeKc56gypQ67yvrhncsPTx/ONtuMHTKHPuZE4mFxYMeJ/DFv3bv8XksMQE8/jMzdIWyQHti5Jy33WrFnH3LnzGDCgP7Vq1XzrfLJZZk3rOdw9eZMqA+tRskMVVDYvv05Hjx7LmFFj0QiJ5UUq4oog5mrQB99Hx47t8fb2wt7ePsWslLZt23DnTjBGo5Hu3bsla+Pu7s6+fX4fvB4rnwchvqiSop+TOy5J0njA9ImXkxxW/+UrYPP6vfTtNhGANVumUqpsoVSPFUJwcOdZop7FYjbLxMVrGbH8Zy4cuUHlH7+hYyXLy+Ox3QGMWvrhv0+sWPnScWvbG5QqbDJlwzbfS70iu5y5sMuZCyHLmE0CY1QMWVrUQ4TdwbB7Nqg0KL2yJ5nPcCsAs6xGkmUU2Ypg75EF5yZdiNkwg/i9a0CpwmPCVpTOHkRNboHQxaLz+wOlUgYE+iNr0AddR3/pBChVSMKI4n/zcZ9+zFJ2ZOU/xafyYYQQcZIkbQZGSZLUASgM1APKJGN+GmgkSdJaIAxLRyM1cOuV+d7b30ltwKUU8Psbzm8DNqRyrv8kZrOZ+vUbcuTIUebOnUPTpknT5T09PVMUCk0JWZaZPn0mgwYNwcZGzalTJ8iTJw9Dhw5PsFGjwVX1si56/fqNhIWFoVQq2bJlK5s3byEg4CIeHh6o1SpKlSpJ7959GTt2NHv37mLIkOEcPnwESZJQKpUUKlSQ/fv3sH37Ds6ePYcsyygUCsqXL49Op6Nfv19ZsmQZQsisW7eaunXrolAosLe35/bt28THa9FoNMyaNYd69erQs+fLdF8bGxsWL/6TRYuWMGTIIBwcHD6pqOz7cO/ePS5duowQgoULF//rAi6vYudki0+RzG83fA2FQkGeirlTZZslVwa8NVlBAz6p1Jl5G7tbTSLm/hM0zo403DcxUWmPyWSiZcvWmM1mzp+/QExMxFvni34Uwb1TtxBmGf9Ff1OyQ5XE19vth8FkBIWS2zoTFQoXIEfPD88kkSSJOnVqv9FGo9EwceL4D77W50aWZVauXIVKpaJp0yb/abHtr5RFwDFg2Gdeh9V/+Qq4GhiEyWhCpVJy68Zd0jg6sX7xPmo1Kkfxcm/WC1u/YC8T+61ACPDJlYHBs9pStJwv39Ytwp2rD0EIDAYT4Y+jP9HdWLHyeVG5e+LZe3SK5yWFgkyNaiR8Fhl9sWs9Cf39+0h5LZs5sk5HyJQJmKOjcM3tggIZbNQ4lq+BfeXGmJ6GErtvK+YYEyajxIOezUk/dSU8D6AIs4yQzEgqGxRps6LfshTZKAAjktKMpNRbrhMbiTAZUbokn7VrxcoH0hVYDDwBngFdhBCBkiRlBq4AeYUQ94CJgCdwAXDAEmhpKISITMU13urvpDbgkvH5IlMiHHi3Le//GNeuXWPfPku3kxEjRiUbcHkfOnbsxLJlKzCbzUiSxPHjloBLnTq1CQiwZEg3r9ueMdN/SRjToEE9pk79HUkCZ2fnBFHcR48eoVAo2LRpC0qlknTp0jFw4K/8/fc+jh49Rvr03omyTAoXLpTwEmQJ/Mzg6tVrODjYYzAYMJvNNGrUlMWL/6RBg/q0bt2OqKhoataswZ07wcycOZvZs//g2rXLiTRmWrZsQcuWLT7K8/kUZM2alZo1a7Bv336GDRv8uZfz1eOVzYM/Tg/l2cNIcpd8e1vD1BD78CkmrQGzMQphlpFUL0WllUplQkvn3LkTa2vKsszKoVu5de4e7ac0Ikt+y9dcGm9XMn3jwz3/m5RoZynZfPz4MZs3b6Fy5UpMnTqJDh06U/ybYnSfPxe1Jvk0dj+/PTx9+pQmTRq/Veg6Ojqahw8f4uvr+1mCDyaTiUGDhvLkyWOmTZuSpOvRx+bPPxcytt94dEKHLMsJ4uBWLHzqkiJJknICl4CNQojUfEGXA76E+g2r//IV0Ll7E27fuk90VByRETF0qDuaiGcxbF5xgF0XZpEhc1qCrodgZ68hfabEL2b+f19Bli2ZuM7pHCla7uX3eLY86ek/syWX/YNoM+DNwWorVr4GhBBE/28t5mdhuPzYDoVD8iL970LkttU8XroYfbwCaclGso8cStTiUcQEGwAJTboK2HhnR7J1wLaERWM8ev0fyHFxmM0qQELo9YQvmIAiWzWU0VeQQ4MwSwLn3itQZcqLYuN85McPLbZmBaTLiynkFs9GtwQh49JtKraFv018r2YjkjLlboxWvl4+lQ8jhAgH6idz/B4WUd0Xn3XAL8//vCtv9XdSG3CJAnyAuymc9yGpCrCVV8iRIwc+Ptm5evUa7du3eaPt2bNn+eWXHpQuXYpp06Ykerm6ceMGq1evpW7d2hQtWpQTJ05iNpsBMBqN5MuXj2XLVjB16u9oNBr27dtNuXLlEsavW7eBLVu28Pff+5g4cRK9evVJOCdJEiqVCiEEKpWKDBnS8+jRI4YNG0HBgvkpU6Y0x44dI3v27Hh7e+Pr68uECePo1+9XDAYDOp2ec+fOs27dau7fD+Ho0WMYjUZatWpLiRJzuHjxMlqtlrZt26DX67l+/TpqtTqhW9LXikKhYMuWjZ97GZ+c8JBwHN0csbH/+O9Unpnd8MzsBliCHtu2bcfTMy1ly5Z9r/kqzfiFwKV7yPXTtyhUiQMbkiRx9uwpTp8+Q+nSpRKdu3XmLvuXnUAfb2DpwE38ttOSjaVQKmixugdCiIT/n999V52bN2+hVqsJCQnGwcGeZctXcObsWU6fPplEg2j//gP88EMjQBAcfJchQwaluP6IiAhy5cpLbGwsvXv3ZNw4i2CxyWTCaDRiZ2eHEIJrR28ScjWU4vUK45Lu49ZGb9q0mT/+mIvBYMDZ2ZmZM6d/1PlfJ/RQKLUcagKCmIfJ6Zv9t5H55EG3OVhSbhMhSdLe1w8BXljqnsd+gnW9Dav/8gUTHRWLUqnA3cOFXr+2pt533Th94jLuNulQKpWYDDL1ivel16gmTBi6FEmCNX7jyF8kR8IcdVuW59CucyCg0WvZhgC1WpSlVov3+91hxcqXhvbsMSLXzEeYTAijAfcO/T54Tv3VS5j0MqBAGA1E7dqIQhcKuCApVNgXLYNLpcSb9+qsuZFOHUCpEJixQ2GjQXvpDAiBc8PWpKnrgzJdVhSeWQlfvxyjU37UHtkwBJ4EWYFDzXYYgwIs9SUmI4bAkwkBFyHLRE9rienWGexqd8e+dvLl0Va+Xj6DD/PBfIi/k9qAyzGgA3AghfMdgeOpnOs/iUaj4eLF82i1WhwcHN5o261bT/z9T3HmzFliYmL488/5CS91VapU48GDB0yZMpWIiKf8+ec8GjT4kbCwp9ja2nLz5k38/f3R6/XY2toSHHw3IeDy7NkzWrVqg8FgYPfuPRgMBoxGI2Ap5ZkxYxqlSpUkMjIKo9FI7ty+VKtWk8DAK9ja2nLkyFH++ms3KpWKmzev4unpSZMmPzF37jzu3w/B3t6esLAwqlatxunTJxk4cDA7duxECEFAwCUkScLWVkOFCt9Srdp3zJkzl5IlS5A9e9J6UStfNn9N3Y3fjD3YO9sz/NgQ7NK8n1iwyWRCCIFabdnB2LvqJGf3XqHZgBpkzuMNwIQJkxg7djwg2Lt3N2XKJFd6+Wa8S+XBu1SeFM+nSZMmWU2UtJndUCgV2NipyVUiabbNq8HQmJhYdDodQggOHz7K6dNnEEJw+XIgM2bMYsCA/onGxsTEPH8G5gTdpJSwlOLFo9Pp2LBhI2PGjOLx48cUKlSMyMhINm1aT8iGR1z0u4wA9i89yoTjKWdbxcbG0r//QGxtNYwfP/aNgtRGo5EGDRpy8qQ/JpMJGxsbcuTIkaL9xyKDXXqeSc+Q1BLlCltfll5F8GkzXCRJagJEYvk9//o//usdgNRAWmAXMJzPj9V/+UI5dvgcTRv0QalU8L8Df/JCLk4gKF41F49uRHMz0CLMefLgJYwGE2obFVcvBScEXLYuP8S4XkvRaNTM2forRcok2wHcipV/DQpHJxACSaVCkcblnccbI6MJnr8cWy9PMrb8EUmhwK1VF2IDr6J9GoukVGKXKy9y6EE8Mkbh2GYiDmUsgUztsW3Erp2EKuc3GNOVxKn1EOzzFkCVLiPx544TNmUQKBSo03qjLlCReL+VaK/+QeTx8wiDHpWdElsbM9iosMnmi8LeCZ2/H3J8LPbfv2wqIEc9wXTnAgC6w2utAZd/GZ/ah/mIvLe/k9qAyxTgsCRJEcBYIcRDAEmS0gNDgR+BlFvqWAEsmRBvC7YAlCtXllOnTmM2m1m9ei2tW7eifPlyzJkzl7CwsOcveRKSJFG2bFnWrVtDtWo1MZmM+Pr6UqlSRW7evIWnpycNG/6QMK+dnV1CF52YmJgEMVyFQkGXLp3x9fUlKOg2DRrUR6FQ4Oubj1u3biHLMiaTmdP+Z4mPjwegcOFvOHXqOBkzZuTKlUsAfPttJY4ePYaNjQ19+vSlXLlyFCiQnyVLljJ06BAaNKhHTEwMuXLlAmDUqBEf8elaSQ0hISG0bt0ODw93lixZhL29/XvNc9HvMiaDGW2sjie3w8hS+N11XW7cuEGJEmUwGAzs3++HT0ZfZvdYg1Fv4v61UOactAQMHj16hNFoRK1W8+RJ2Hut9wVCCLZv34GNjQ01ary9tbSrlzO/nxnCsweRZC/8Zj2Zv/7azrx5C2jQoD558uRGo7FBp7PUKK9cuTpRwGXNmnUsX76CDh3a4eTkxKBBA944d5EiRahSpQo7d+7k/v0Qpk2bTtasWYiLi8NoNLJs2QoynMlk2S8QEBbxhB07dlKt2vfJth6fOXM2ixcvef7/PBd16tTGzs4ONze3JLZnzpzh778PER8fT758+Zg583cqVar41mf3odQbVh9dtJ60PmnJW/nNGg5WPggPSZLOvPJ5gRBiwYsPkiSlAUYBVYD2rw8WQiQrTiRJ0gQs9cyjPu5y3xmr//KFsn/PCQwGI2q1ihNHz1OpaimyZMmAvb0tE2b2IfxJNCN6LMAnTyY69K1HVHQsjk721PyhLDFR8aya7cexvQEY9EYUShvCw6waLVb+/djmLkS6Ib9jjnyGfankxfPfRPD85TzZtR+FWo1Djmy4lS2OTYYsZPn9Tx5NH4fK2RWX+i2Q6jcDBJLmpZ8Yt2UWIi4Kw4UDhD+9hFDYknutpTmLfdEypBs6A2HUY1uwBIarp4jdNBuzwYQwOyJpbFF7eSDFxqNwckHp7IFko8Ft4ELk+GiELj7hOgqXdKjzV8B45Sh21ZLVKbVi5ZPzIf5OqgIuQogTkiT9DPwBdJYk6cVvtTSAAegshLDuEH0kJk2awJMnT9i4cROSJJExYwYeP35Mnz79MBgMgCUzYPHiJbRq1ZLz588DYDSa2Lp1G+PGjWHv3t1J5rW3t6d+/XqsWLEyQehWpVKhUqmIioqidu26gMTw4UEMGNAfg0H/3E5JfpuKnL//MpPq2bNnbN68lUOHDnHypD9Llixi6dJFjBgxioCAi+zdu58jR46xa9dOxo59Kdzl7e39xnsXQjB79h88fvyYgQN/xdHxw2tTrbxkwoRJHDx4CI1Gw4YNG2ndutV7zfPDb/VY1WcN2YpnI1OBjG+0lWWZoUOHc+3aNaZPn5ag1+PntwedToder2fz5q0MH/wbKrUShVKBZ6aXL/6jR48EJNKn96Zu3Trvtd4XLFmylO7dewGwYsVSfvihwVvHuHimwcXz7eU5efLkYcaMl9qcwcFBFC9eiocPH9G6dcuE47GxsbRu3Raj0ci5c+d5/PjBW+dWKBS0atWc/fv3YzQaefDgAR07tidXrpw8ePCQvn17YbhmYuekXThmcGLKyUmsa7qUOnVqsWbNqiTzZcmS+Xl7abhwIYAePXpjY2PDqVPHyZs3cXAjb968uLm5YTQa+fnn9lSuXOmt6/0YpM3qQbcN71NK+19A+pgK/0+FEN+84fxoYJEQ4v47agctBI7ymQMuVv/ly0OvN/Dn/DUYzXrc3J3xSOtK3R8qM7jPDG5dv4tCoaB03uaMm96T5X4jE8als/Pg6M6LjOu6FJWtit3rT6BQSGT2SUf2PBkpVy31nY2sWPmaedF56MnqFTzbuB6XajXw7tQ1dWPTpUWhVoMQqN1fZsio03qSeeybS4VtS9UmftdiZKFBNiuQXmswZJu3cMLfFY4uCAQKGxUetb5DU6w6tvkLIz+5h8LdC8lGA1jaREeOaoAwGXFsOQLbMvWRJIk0Xf5I1f1Y+Rr5qD7Ml8Bb/Z3UZrgghFgiSZIf0A7wxlK3dB3Y8GLHyMrHQZIklixZROvWrfDySocQAicnJ5ydnYmIiMBkMqHX6+natTtr1qxj3rw5jB49DpPJRKNGDd849549e5FlGQCVSsUvv3Qhb948RIVpWaFdhUAm5J7lBdDP7y86derKwYOHCIq7gISEUqVClmUcHBzIlCkDu3fvIT4+nkGDhnD27CmWL19Kv36/EhQUhBCQPv2bAyyvs23bdgYOHPz8Hg1Mnjzh/R6ilWQpXbo0ixdb6uBz5MjBoUOH+eabYqnKvHqVXGVzMtI/ddUC+/cfYObMWWi1OpRKJRs2rAOgQYP6zJgxi/h4LW3atMLJ1Z7ZJwYTFHCf4tXyJYx3cXFh1qyPoxfy7NkzzGYzCoWCZ8+S19E8cuQo8fHxfP/9dx8kTpsuXTpu376Jn99eRo8eg9FoZNCgAdja2uLm5kZsbCw+Pm8up5NlmYMHD5E1axYaNKjPtWvXefz4CSNGDMfZ2Znz519JTCgNFdqW5+bNm0woOA6dTsfNm7eSnbd582ZkyJCBwMBAevbsk6ADNW3adEaPHpkoMOrs7Mzt2zeIiYlJNgPGyufhU6TjSpJUGKgKFHmP4WWAL6Lfp9V/+bKYNmUh0yYvRDZKKJUKFGoZhaTEXmOPjdoGvcFAfIyecT2Woo+QadypKkIIjvwVAMDBbeeo1bosSqUCJImJy7qTp0jWz3tTVqx8Bp6uXYUwGgnfugmv9j8jqd78WieEwLN6BeyzZ8bG0wOn3DmT2Dw8cJo7a/eSpWYJYneuwxin59E9E27fFKDY7wNQZCmIIfgWHloVTiVKo7BNvqRcndkXt4GLkMND0RSthKS0rE2RPnvCWgCMty9gjDOCWUZ3di+2ZZLom1r5F/KVlhSlxFv9nVQFXCRJcgOWAdWfT+gPNBNCBH/gAq2kgEKhoHTpUuTJk5/Q0Md06tSRwMAA9u7dx4QJk7h06TJmsxl//1P4+voSHv4EIQSKt/SznzRpPF26dCMuLg4hBMWLF6dSpQosHPY/MioLIasMFMtZHpPJRK5cubh+/QYAsdJTBnYfhktGW9q0aYW7uztxcXEJO99NmvyUcI2JE8dTtWoVsmbN8s5aD2nSWDIJVCoVLi7O7/jUrLyN5s2bUqxYEezt7alVqy63b98hZ84cXLhw9h+7ZubMmRBCYGtrS758L7MnMmbMyK1b1xPZemfzwDubxz+2FkdHJ9zd3alcuSJt2rROcn73bj8aNmwEJa+kdAAAIABJREFUSMycOZ327du+97Vu376Ni4sLvXr15tatIC5cuEDTxo1J5+nF+fOnqVfvBwIDr7BmzVqaNm1CVFQUHTt2QpZlFi5cgIuLCwMGDOKPP+YhSRKXL19g6NC3d8HKmTMnU6dOYt++A4wZMzJFu4oVKxAYGIhKpcRsNmM2m1m1ag27d+8hJCQ4ka1arbYGW/6bVASyAveeBx8dAaUkSXmFEEUBJEna9dqYFyJyBYFxn2ylKWD1X748VCplog6HJpOZRlX68SQ0AjcndxxcbXh6Mw45DmYOW0uewlkoVCoXLfvUYPPCgzTt/h2t+tbEt1AWMmbztAZbrPxnSfNtRaIO7MOxWPG3BlsA7k2dTsS+/WgyZiD3/KQZJEKWOTNwNsJkxnz9DGk08Rb/TbLj2elAYs6dImbOMIQQ2Jephn3uZCssErDxKQA+BZIc112/ROjIHijs7HGt96Ola5EAoXi3zT8rVj4lH+LvpDbDZSxQEvgN0GHpaT0PiwNj5SMwZco0Vq9ew9ixoxO0JR48eEBo6GP0ej1btmzFxyc7P/3UiEKFClKkSHFMJhMVKpQHLFkxb9qNDw8PZ/duP3x8stOmTSvmzVuAEIJ27dojBIwePJ5sjkW4bzpPh37NmTDPh4CAc/Tp05OBA4dQpUplRv8+KFFAx8nJiaCg60RFRZE27cs2jXq9nm++KYaHx7u/OFeuXIktWzby9OlTGjf+KVmbiIgI0qRJ89Y2ulaSJ3fu3AghuH79BkajkatXr/2j1/P19eXChbOEhDygYsUPl0q47H8do85IkQr532mcVqule/eemM1mdu78K0Go91UePnyIEGA2m7h//3VtrJfcvXuXBg1+xN7enq1bNyX5WZ8/fwG9evVFrVZTsWIFHj58hKuDKzPrLSLmaSxVe5fn0qXLz9vEj6Zp0yYsXLiYbdt2IIRg3rwFDBz4K5cvB6LVarGzsyMkJISsWbOm6l67du1C165d3mrXunUrjh49hlarY8+evWi1WiIjIxJ1X7Ly5SEA+dNcagGw9pXP/bAEYF794XpdWEkGLgIDhBB+/+jqUofVf/nC6NWnHe7urkRHxRIXq+PHxjVoXGUgOq0eIcscv7mU8b2WsXv9CYSANK6W0uJuYxrRbUyjhHkatv805Y1WrHypZOw3EO+uPVDYpa5xQbS/P8JkQnc/BFN0DGrX10R3JQn79GnRPYkAN2ck/V0QAoNZjUvBHGicHYkBkGWEydJ0w3j3BpLGFpXX27X8hMmEpFIRe3AXQq/DLAtM8QZQ2wACTaHyL23NZlAorL7Iv5BP6MN8bN7b30ltwKUG0F4IsQNAkqTdwEVJktRCCOO7rtYKmM1mRo0aw5MnT/j1134MGjQEk8lE27YdCA0NAcDHx4f27dvy11+7CQ0NpX//gSxatISAgHP4+f3F1atXEzQ4Ll68iLu7OxkyZEj2ehUqVObateuYTCbSpHFCCIHZbE5oyXzQfw9+oZvJkzc/5ttmgoPvcvfuXfr160u/fn1TvA8bG5tEwZaQkBAKFixKXFwcS5YsolmzJu/8bL7//rsUzw0fPoJx4yaQK1cuLlw4k6wgqJW3I0kSK1cuZ8aMGfTu3StVY3aM38mp9aeo0a8GZZqXfqfr5cyZk5w5k6auvitrF2ymRafmgGDm6D/oOvTNuyuvotFoyJIlM6GhjylY8OWOy/XTwQQeu0WlpiVo0aI5N27cJC4ujn79+qQ419y58wkIuIharWbNmrV0755YQd/Pby86naWEql27NgwePABFuJpFndZgNpq5ffgeOXx8iA/S0rxGUwAKFMifEEQsUMASTJo9ewa9e/clZ86cGAxGDAZDqn/mo6OjKVeuAqGhoWzduilJd6fosBj8N51lwsAJKNwgV668qFRKataskcjBOXbsGLNmzaFt2zZUq/Z9steSZZkLFy6QI0eOhCw1K/8g4tOk4woh4oEEJUNJkmIBnRAi7BWb9xOC+nRY/ZcvDLVaTbsOLzdUZFnm90X92LHhEA1bVOXPmZuIV8bQf3ILfAtlJZtv+s+4WitWvmyU79D8IEPnn3n452JcKpRPGmzB4htWWDmKiEtBuBbMgWQ2IimVKOzskBQKhEGHQ+X6CFng/FNX4o7tInLhKCTAfdA8NLkS6ygJWUZ6vlH7aMpIYo/sw6lKTVxr1CX26B4Udg7Yl6uG4f4dJJUa2+IW/z/q4D4eTRuLyt2DrNPmo3K1Ztj+q/hEPszH5kP8ndQGXDIACTUHQogrkiQZsNRC33vfi/9XWLduPY8ePaJTp58TugRt2rSZKVOmYTQasbHRkD59esLCwrCxsaFYsRJ07Niezp07MWfOLGJiYvD0TI/RaESr1QJQqVJFKlWq+FwXYigzZsxEoVBw7twpoqKiGDJkODVr1qBJk5/w8vIiNPRxQnBFq9WRKVMmgoODE9a4f//f3Lt/l/Hjx9K1azfy5MlNunTp3vleT58+g8Ggx2AwsHDhIurVq/PO+iBvYtWq1ZjNZm7fvs3du3c/ykv8f5WffvqRn376MVW2+jg9+2bvQ8iCrSO3vnPA5WOxd+9+ZCx6I+NmjWHotIHMmjWd5s2bvWWkpUzvwoWzBAQEULx4cQBiwuMYXHMGZrOZY1vPM/VgfyZMeHsVRJUqlZkxYxYKhYJy5ZK2LB49egTBwcH4+PhQo0Z1NBoN09svJTzGgMZGSb3+NShwJjd7Zu0jbEskt1sE8/3333H2rD+yLJMvn0XDxsfHh7VrV5Mliw9z587Hyysdzs7OzJ//ByVKlHjjGjt27MylS5cBGD9+Ijt2bEt0fmaLP7l/OQSFUkHTJfVQKBSYzTIRERGJ7OrUqU9ERCRbtmwjLi4qQWz3Vdq27cCGDRtxcXHm1q3r7939ysqXjRBixOdew3tg9V++EMxmM+fPBuKTIwvOLk4APLj/mK7NxhN4MQi1Wk3mHF7Mm74eo8GINlZPaHAEcZFaileydiqzYuVDcatSGbcqb+5spHa0x7N0AZ7t2EbUgX14tmyNY1GLrnrEgt/QnT+MBKSp1wbT3etgMiGUKkwPbicEXIQs82RcD/SXT5OmYQecG7Yn9sg+AGIO+uHVYxDphs1Cd+s6oSN6Yo54giRJaHLmw7l2EyL/txnZDIYnz7jTrzs5FyUV/7di5WsitYJ2SuD1nSDz8+P/WXQ6HSdOnEholZwc+/btp127jgwYMJhevV5minh7eyOEQK1W4+HhzunTJ2jZsjkhISGcO3eenj374O/vD1hKd/z8/qJ//7789dcOrl69yuDBQzly5AjFi5di4sRJzwMxgmvXrtOiRWv27t1H7959yZw5O5MmTWbHji18+2150qXzpEOHdmzZsiFhJ1qhUKBQWCKN9evXBQTnzp2nevVa7/xMvv/+O0qUKIGdnR3Hj5+gcOFiCYKcH4OxY0fj4eFBgwb18PHx+WjzWnkzNvY2ZMyfEaVa+UEten/9dSBOTq4MHjz0vcYPGd+f9O4ZcU+TlrCIUCIiIhg27LdUj3dycqJcuXJoNBZ1fCEEAoGQBWZz6hMcv/uuKnfvBnH//h2KFEmqJ5ovXz7OnTvNhg1r0Wg0XLhwgaObLQK3sXotMbbRRIZGYjKakSSJmKcxgKXT0YtgywuioqKIjo5Gq9USHHw3oavQ27hy5UrC3ytUSFrKZTKYMJtkhCwoUrgIAwb0p1atmvzxx2wePXpE27btmThxMl5eXtjb2+Pq6pqiRtSxY8fQarU8exZOWNiHte62kjpkIX2UPx+KJEmtJUlyfcP5FpIkfU4VRKv/8oXQrfNv1K3RgaL5apMzw/fkSP895Yu2JPBiEBJKzEbBot+3I8sClVrFqf1XWTJlO30aziD0/jNOHrzMsydRmIwmfu+/hiHN5xL+OOqd13Fo81nqpO1Fr8pTMOitSU5W/lsIIYg+cYzoY0cThGtfxxwXS+j8OWivXSHkleYVcuRTMOotvpMuHsdarbAtXA67klWxL1vjpV10OPrAsyAEsXs2IikUOJQsB4AqjRORu7dwf3BPwhbOxhweZqkxEQJVWi8A3H5oikUeA4xhT1Jcp5Wvly/Bf3lXPsTfSXWXImDD812hF9gCyyVJ0r44IIRIPt/8X0qFCpW5fPkyPj4+XLx4PlkbSZKQZRmDwcCiRYspUaI47du3pXz5chw4sId16zYwZsxYZsyYydChQ1AqlQmZKK+m5n/7bXm+/dZS2+jllZHHjx8zfvzERNcqX748ZcuWIW/evNy7dx+dTofRaGT9+o38+mt/Dh06kGAbGRlJbGwsYPny7d+/Hzly5CAmJoaYmFgMBgNXL90g6lkszu6pa80cFRXFsGEjqFq1ChcuBBAREcGdO8HEx8czd+48RowYTf369Vi1avl712Q2adKYJk0av9dYK++PJEn0+V9vokKjcM2Q4nfNGxFCMGXKNIQQTJo0hZEjf0OtVnNyZwCzuq0hT8lsDFrVAaUq5feg7DmyEvL0NgaDgaJFi3Pt2nVatmzxvrdFGndHRm3pxqUjN/iu1btl7Xh6eqZ4buvWbUyYMIkuXTrRunUrOnbsTEy8TE5NQY7I29hTaTU1q9fgx1Y/4uLtQoHv86U4l7e3N1OmTGLduvVcunQZo9GYqtbMY7oPYc74WbgXz0Tv3j2TnO+2vAOHlx8nbwVfnNwdGT58KFqtlsDAQAYPHsaWLVvRaDSsXr0CrVZLxYoVUgy4LFgwj27delCqVMmEtt9W/lkEX0w67hIsXYwiUjjvg0VDZesnW1FSrP7LZ8b/5AX2+R1Bq9VhNoIkZCQJlAoVKpSoUCEhodcZWbZzDJtWHmDHuiMIScYDd0b2+pNTRwKxsVUzdEJ7ti85jF5n5OTBy+QsmJmp63vg4JQ6HYt1U/egjzcQdPE+QQEh5CmR7R++eytWvhyiDv7Ng+lTAUjfvSeuVZN+9Ql9PAq1EgHYZn/ZTdGl82hity5E7VsElXdWANz7/o7h0QNCZ07CLl9BXGrUx/A4FFwzIkc8wLl2cwDksPuoVEaIe0zEkt9BViHMAskzPZJJh1OlGjiUrAiAU+nyZBgwjPCtG3Gr19Cq4/Iv5AvyYd6F9/Z3Upvhsgy4Azx45c9K4NZrx/5TXLx4ifh4LVeuXE1otfw6VapUpkePbtjY2GA2m/nrr78SzpUqVYrr169jMBjR6fTkypWTbds2M3ToIA4fPkCePHmSndNgMCQ55uXlxeHDRyhZsgxr1qxk8+YN1KpVk0yZMiZbIuHi4kKLFpYyDCEEU6dOAywZAA1qW1pLx8bFMqbr/FQ/j99+G8m8efMZO3Y8HTu2p2DBAkyZMhEnJycmTpyMVqtl/foNhIeHp3pOK18OSpUSt4xu7/2LT5IkfvzxByRJQghB2rTe3Lx5k1Vj/kdMeBwX/r7O3SuPiI6O5ttvK5Ejhy8XL15Mdi4bGxsuXjzPs2ePGTky9RkuLzDrDVz4fR3np64l9zeZaTqoJh4pBJKu7LnI2EKDWNZ6HmZT6rK1WrZsg7//Kdq3/xmj0UjhwoW4r7rOITYTb4hDq9Vy0t+fij9XonqP71AoFCxduhxHRxdq1KidJCusdbPWHPz7AMHBtzh16jhjx45+4/XDrj/k5vTjfG9XjPLqfMyaNTuhHPEFHpnc+GFIbXKXs5TlCSEoWbIM335bmRMnTqDRaBBCkDNnDpo0aYyXl1eK10uXzpO7d++ybt0Gpk79PVXPyMq/BgFv9Jwu8H5tpT8WVv/lM/M0LJz6NTsSERGFg4M9rTv8gLuHC+4erhQvWZDcBbPSa2hT0qZzpVPfhpT+thDxsXqEkFGpVXQd05A7Nx+ijdcTH6vD2c3RssOuEERHxhF4OohDO86lej11O1VAUkh4ZfUgW/7kde+sWPm3IsfHgRAgC+TYuGRtYjbPx8k+DEeXeDxrV004rvJIj0uH4TiUr5PIPnTGeGIO7yNs4Sx0d27x8LdeGB49Qmjcca5nkb2w+6YM9s6xODrHYmsXg0fz9rjW/4lME+aRdclO3Fv9kmhOTXpvvNp3xLnCm0ugrFj5hLy3v5OqDBchxPv3Rv0Xs3TpYiZPnkKPHt3e2I555MjfuHr1GkePHuPWrSACAwMTygZ++20YV69eI316b/Lnz0fmzJmpWbNGinMBdO3amYkTJ2F65eUvNDQUgDt3gnF2diNr1qycOnUCZ+fErZWFEMyaNZsbN24yefJE/v77IPfvh6DV6ti6dRtFihTmzIVTL6yJMj5J9fPw9vbGxkaNLAtq167F+PFjGT58BE2aNKNx48bMnTuPSpUqWtvL/odZv34tXbt2Y+7c+ej1evbt20+lpiVYPmIHbt5p2H/CjwvzL3DmzFm0Wi2TJk1h5crlyc6lUCiS/HynlqBNh7i5ei8A9p6u+LaslqLt/qm7iI+I4/aJmwSfC+J+/COKFSuKk5NTimPy58/HxYuXyJAhAyqVinnz/qBFi+bkypWTxYuXsmr5GtKH+dK/zAT6LGtLke/zMXbsOOLi4jh48CA3btxICLhu/X0v68b+D1cvZ6adHEz+/G/vzqSP1QGWsqHjB46xcdMh7t8PoXv3X2jXrgMZMmRk4cL5CaVVYNFXCAy8gizLhIeL59oxmcmb9+0lZEFBt5EkBVqtloCA5INkVj4egs+TTvsGzr0hEPs2B+Ufxeq/fB4s3yOR3LoRzNDBkzEYDUgo8M2dnbz5cvJtxRJUr1mB8rnbEhsTz7EDFzh+a0nC+F9HtSIqIpbsOdPT5Odq2KexZcOi/ZStWohchTKx5Ohw/t5+hoUTt6NQKshXPPUlxtVbleG7ZiVRKK0dUKz893CtVgNTTAzCbMa1Vu1kbVTps4JShWQ2gI0tskGPMSQYm8w+idpPCyF4Om8CpuBAFEoZIevRXb+MpFYjzGYkm5c+hmuDFoQf+gMEqB1VuDW0ZL4IWUY2GlG80jky/uJZHo39FQDbElVwqdEAh7zJb0Jb+fr4An2Yd+G9/J13KSmy8hqNGzeiceNGiY7Fx8dz8OAhYmPjiI+Po3nzZtja2tK7d0/27dvHxYuXaNy4GZcvBwBQsmRJunTpzIgRo8ifvzCBgQEYDAaePHlCqVKlErIBXv3HHT58KAaDgd9/n4HJZEKSJNRqNUWLFiE2No7Lly/z4MEDjh49Rq1aNRPGjRkzjlGjxiDLMpIkERkZSc+e3RkwYDBms5kGDX7Ezs4OnU6HhEThAkWYunRYqp9H//598fXNhYeHO+XKlWP3bj+mT5+BTqenceNG6PVx/6quQkIIti88zL0bobQcUAsXj9SVXv3X6dq1M9u27cDJyZH69evh7e1NtTZlWbl2JT179074ebexseGHHxq88/yyLPMwKAzPTG7Y2CZt/Qxg5+mSoJxvlzapUv+rFPmxBLvHbSONpzPNu7bl0tXLZMiQnuvXr6TorP/99z5Onz5DkSKFkSQJpVJJhQrfAjBkyCCKepRh1fDtmI1mbp65S5Hv89Gp088MGDCQ3LlzJ9InOrbpHGaTTPSzWB7eekL2wpne+gwyFstO1eE/cv7AaaasXpdwfOTI0Rw6dARbW1vq1KnFTz+9/P5SqVTMnTub2bP/YNCggdStWye5qRMxf/4CRo0aS5s2rWjXri3BwXcYN+7N2TfJIYQgKCiIDBkyJAiLW3kz8pdV0j4YqwCtlefIskzF8g25cCEQRwdnYmPiUKlUdO/ZCoPBzJBfpyJJEsNH9CL8aRRms8ztmyGJ5siaIz2rdo0BYMPyvYzq9yfCBNcC7rJk+k6W7v6NdgPqUrf1t9ja2eDo/G5C3W8qXf3YHD3wf/bOOzyKqovD72xPJQmkEQKhhN57D016FwUERHqvigIKgnQQpUoPHQQFadJb6BB6kdAS0ntPNltnvj9WF/MFBBREZd/n4XmSmdvmkp2999xzfuc6l87cpnu/lnj7FPjb+rXx3yUj+DIJO36iQLs2uNSr+/wKv0NQKPDo9uxEA7q4BMzuZRBNMhAl0retIHrpEshIwqlcabymfmcta4yJIDvoIJLBCMgQAN0v1yk0ZyXaaxdxqPUkzbPM3hm71gPRX9yHfYcRAJgyMng4ZDDG1BR8J0zEpYFlnWRKiAVAMhhIDzpG0okLlAlcjeoPQrlt/Lv4h61hXoY/td6xGVxeMa1bt+PixUvodDo0Gg0hIfeYPXsm/v4l0OstoUAhIfeIjIzE19eycQoKOkVOTg6CIDBlyld8//12AKZMmUxISAhr165n4MD+LF9uecmpVCrmzp1NlSqVOXbsOD4+PpQrV5ZPP51AWloaAG5u+fNkT5k3bz5Go0Ugzs7ODk9PTwYOHMCsWXNJTk4GsI7Dzt6OM5eOo9FoSE5OxtHRMddp+NOQyWR07NjB+nuhQj5IkoRaraZUqVJPNbZIkkRwcDBeXl7/Ou2Hm2cfsHTCj5gMJtKSspi0tt+bHtK/gvLlyxMdHZ7rmkM+O8xmE2AxtsyfP5euXd/P4w0lSRIpKSl/KOC6YNBGzu66TgEfV74+NAK5Qo59/typin2b1UDl5IAkSXjVfrZ+CkD9AY2p3q02Kns1U1y+QavVEhoahtlsJjsuA5lKjpNHbk8bjUZDgwb1c137zdApCAIB3Wpy6+Q9jDoTLQZYFiSffDKWESOGoVKpchlyekxpx7JhW/CvWRS/Cj652vkjKnerR+Vu9TDVcCQ1NY2RI4ezYcMmtm37AYBy5fJ6rgwcOICBAwf8Ybu/Z9y4z8jMzGLWrDlkZaX96exEw4aNIDBwHV5enoSE3EGj0fypdmy8MQ5IknTjTQ/Cxj+D1NR0rl+/g9lsRqfLwd7eDjs7DYOG9WDujJVIooBcVDN38nokJIr5F2LawmHMmhDIsf3BTJzVh1oNK7Bj81H8yxQm5NZjjAYTCpSYzGZUMoFfroVSoVpxCnjlNpgHLvuJBbM30vH9pnw1b9gzRvj3kRCXwuCuMzAazJw7eZMfj89900Oy8R8g7KvpiDk6Mq9dp/L+PQjyV2NA1IZHcb3vWATJiI8noFBiTM8m+ZEJsIdfQvh9cLGigCcyFzfElCTkzgVAqcK1Uw9UBX1RFcx9OGTKzCLqUgbIGlK8nEWHThtyF1NmBpjNpB44YDW4OAU0Rxd6n+RDRzFqjSAzY0hIQOnubvNKs/Gm+VPrHZvB5RXz4MFDdLpf3flNJjIzLdlHChUqRLNmzTh16hQqlYrw8AgePQolIKAhs2bNYP/+A0iSxLp1GyyxyZLEqVOn+Plny/WVK1ezenUgnTt3ZNu2rQiCQPfu3ejevRsAQ4YMIzz8ySbW3t4+V7iFJEk0a9aEnTt3UadObUaOHI6/fwkAZs2azqBBQ5EkiSpVKtOpU0dat26JRqNh1ICJLF49H0d7J8Ii7uHs7Mz58xcoV64s+fPnf+ocpKenExMTQ7ly5QgOvkBMTCxNn5GGbvbsuUyfPhNBELh+/TIlSpT46/8JfxOO+ewtqupKBfls3i1/mYEDB1iyUyjktAxoiz5DhP+LPuvffyDr12+kTp3anDp1Al22gcsHblG8amEKFrecfFw/HoJRbyIuLJE1TSajlkOHwJHkL1OYbWO3oNfq6fZtDzxrWQwOiY/iib8fR+mm5VCoFISFhTFgwGCKFSvK0qWLUSqVaH4VY9y8eSNz585jyJAhhAXdZeewQBCg1/ejKVipyDOfLfjAbWb1XE2BQq58c3Icjq72fLp1YJ5yTzNqVm5WlhX3LCe9Z8+epXnz1jg7OxEcfIFChQr94ZwGBq5jxIjR2NnZ8cEH3Rg4sD9169bGxcXluXVfhJYtW7Br1x4qVqzAihUrqVKlCgEBDVm0aDFhYY/58stJuLo+X2T54MHD6PV64uLiiI2NpWhRm4jl8/gHCc6tB2zCXDas5M/vSt9+3di5Yz9fTB5N2bKlcMnnTJ0qXdBm56AS7FEIGkxGS1h0eFgsdvYaNq7cj9FgYuonq6hapyQHdp9FJhNYt3Ma0RGJaOzUJEdn4OhsR5v36z2176+nryMzI5v1K3fx6eQ+ODq92RT18l/DlhQKGWr10z0ubdh4WVReXuhjY1G6uMAfSBo8D8lsxhgZisLbF5laQ05kDJLRiCiKpKY7UXRYb5JuxcL9IAQkHJq/n6u+TK3BZ+FWdNcvofIvi9KtAOlnzpBx9Sb527RB1OWQsGkD6sJFyMk0knrxMgICUavX41qtHOakKASjFkkmJ38Hy4GtOSsTyWRCXrAEouEIMpmA4GjPo3HjUHl54VizLh6d2qP28vxLc2jjzfIPWsO8DH96vWMzuLxitm/fwrRpMylY0BsfHx8+/fQT673du3dw5MhRTCYTzZu3QhAE5syZxfDhQ6latQp374bg7u5ORITFU8nZOR8DBvRjzZq1yOUyDAYjO3b8RGZmZq4MRgCdO3di7dr1GAwGVCoVjRo1zHV/3rz5HDx4GDs7OxYsmM+yZSvp23cArq6uPHwYQvfu3VCr1SiVuRcEmzZuRkIkU5vOyOFjSctI5eTJIBwdHXn8+GEe9//k5GRKlSpHdnY2Y8eOZsaMaX+oAREcfJmcHMsJ2MOHj/5VBpfiFQrxzf4xxIYl0fjd6m96OP9YMhMzCL8ajn/9kqgdnu0lpVAoGD58KGf3XmdY/TkgwNx9oyhX+0l4zY8/7sRsNnPu3Hmys7P5pud6Qi6EIshlrLwzFQcXe95pVIgDP/2Ct72EUpQQJYGYyw95fCeeO0duI5pETq8OovX4tmTEpbO49TwkCcq3rkTXBb2YOHESx4+f4MKFC7Rt2yZXaE379u2svx+fvQuz0YRMKSfmZvgzDS7Hjh1n4ZCtYNSQGp/B3Quh1Gj1fB2Wp7Fu3Qa0Wi2SJHH48BH69s0rTxEbG8vGjZsJCGjAnj170ev1KBRyrl69RqFChZAkibp1G+Dq6srRo4dwd3f/U2MB2LZtK1FRUQwfPorx4y1Z1pYuXczEiZMwGAxkZ2fQtMfkAAAgAElEQVSzatXzhbcXLfqW0aM/pm3b1vj5+f3p8bwtSPCPiX+WJKnvmx6DjX8e7Tu0wMfHm+4fdMLJyYEjB89gNpsxiyIG9KiU9jg42qHXGdDYqfAt4omHlxuJ8anUb1qZlJQ0zGYRmUyOk4sDy7dNfKF+W3dswI+bD1OlRhkcHN98eGJ+dxc27Z/OtUv36NA14E0Px8Z/hJIL5pN16zYO5cr+JY+PxPkTybl+AblrAXwWbcOtdjUcXMCYZcDeTo9D/ZbYN1CCyg61hzveH7xrrStJEglBwWSePIR05xQyhRz30V8SPmcOiCL66GjE7AwyTp9CUCop0KMPMrkcSZTIOPoz2qCfUTmpsLfPQVCpUed3Rh8RRuS4QZj0IvKiFREREJQKzOmW9O/6qGiyw38i7fwlKmxY9Zfn0cab4Z+0hnkZ/sp6x2ZwecXUqlWLvXt35TFcAL/qJrRl69bvEQQBg8HAoUOHsbPTEBR0nAcPHrBgwWI2bNgIwOHDR4iMDGPFimVMnPgFc+bMo1OnDjg5ObFv38/ExsbSu/eHqFQqGjdu9GtaVy2dOnWkShWLSLIkSdy9e5dz585bjTFRUdGcOnWanJwczGYzCQkJFCny9M1i+dIVOHUjBoBtP2xDoVCg1+sxmUykpaXlMbiEhYWRk5ODTqfj6NFjz8ymIkkSJpOJefNmk5mZSalSJXnnnWZPLftPpnyt4pSv9eJifW8bZqOZOU3nYNAaKFimIKP3jnlunXuXwzEZzcgVMh7djMplcJk2bQpTp06nV68eODo6khqfgT7HiEIlZ//KU9TtWIX671ZHfuMWoghyn4Io7NWU6VyX+MdJFj0VpRzfSr5IkoQ2LRtRlDDpjaRFWozWtWrVZPfuPUgSlCpV8pnjrP5RIyKvhKKyV1O+w9MNbiajmTGdJiAzqvFRlMXd15Oydf/830v//n3Zvv1HXF1daNWq5VPLtGvXkRs3bqJUKjlwYB9374ZQokQx6+fru++WExkZRXR0DF5ehahbtw5Hjx56bsjg0xAEAV9fX0wmE6IoIpfLcXKyZBBRqVQvbMxp27YNbdu2een+31okS5IJGzb+iVw4f5W2rS2CmGvXbOOX+ycJaFKLps3rcfTgOdArETGzZd9MQu6EcTH4GufOXeHg5cXERSdTpLg36alZlCq3h4IF3bl54SEO9nYULvbsTGm/8fXST5g4dQAubk65NqKSJDF+5LccPXiBSTMH0fG9pq/t+f+fStVLUqn6s79LbNh4WeQODuSrXesvt6MLuYFk0GNKjEPM0SJ3dKbMNzNJ/SEQh9qNkOezuBkXGzs0T93HyzfwcN3PALjnA0cXE+bUJ4f/xvQs5Eo5glIJEuSrWY0KtWuTffM68auWIhrMKPzKI4RrURUvjcqvJBnHDyCZzWRlqOBmCEo3V/xGDSL7wSMSv/8eawJH2xfgv5u3cA1jM7i8Qm7cuEHt2vWRJImgoGPUqvX0l2GXLu9y+fIVbt68xbFjxzl27DhhYY8ZNGgAW7ZstZZLTU1l3br1DB48iJkzpzNjxjQEQeDEiZN07foBkiTx+HE4M2ZMY9269UyfPhNJkihQwJ3y5cvTsGFjLl0KtoqQVq5ciVatWtKhQ3vy5cvHiBGjqFmzhlVL5ml8G/gV9eoGodPrEEURX19fvLw86dKlM97e3nnKV61alQ8/7Mm5c+dZuPCbp7ZpNpsJCGjCuXPn+eqrKRw5cvAlZ9rGvwWTwUROeg5mo5nkiOQXqtNpaGPuXwtH46CmWffcn6GRI0cwcuQI6+8fr+vDT98e4fqxu+z8+hB7Fx8nMHQWLsULkpqiJc1oYP2OQCI2BuLjUxCxrYK+PT9CduwYp6dPwatdM9pM6sjjS6E0/8QiMD169Ejq166NnU7Av4T/M8fp7OVC7x/G/uGzHF4RREVlDUSFyH3NTfZdWvaHp1F6vZ5PPvmMjIx0Fiz4Jk84Ts2aNWnduiUHDx5i//6D9OuX18NFFEWkX7/JKlQoz8cfj2bz5q1cvHiJRo0C6NLlXQID11nTy589e46dO3+yhif+GdavD2TZshVUq1aV1q1b4eXlSXR0DO++2/lPt2nDho1/D1ev3OS7pet5r2s7tm3dbb0eERFJbGwCcdHJ1KtbA5XMnhOHL4IEBTxc2TppAefOXGHbln2cuvg9xUtYtNxc3JwYPbEHrSuNJi46GY1GxenwVcjlzw+fcCuQN3tdTFQCP2w+jNFoYuak1X+rwcWGjX8q+QdPIG3LchwatkTuaPGcV5cog9eEec+tm3n1CgJm1EoTOLqQr3VjXFq0RuaYj7RL14jdHwSIFHqvI26NGqDxK0rS9+tJP3sKySwgIUPm4ErhDYetbTrWbUT6sf2QGg6CgExjR776DclXvyFujQJI3LEDSWmH5+8SlqSeu0TM9zvx7NSGAo0bPGWkNmy8eWwGl1fIsGEjrfotixcvzWNwEUURURRRKpXMnz+PAwcOcu7ceUwmE1qt1vrzbygUCooVK2b9/beNml6vByyGi5ycHAAcHBysQpqOjg7cunWLq1evWTdekiQhk8msHicVKpQnOjqGbdt+4NChwwwdOoRJkz7P80xVq1Yl7PEDDh06zM2btxgxYtgfuvzLZDKWLVv6h/MUFRVlNQQtX76CL754MVdhG/8+1A5qeizuyeUfL9Ns+It5MLl6OjN7z8gXKluolBcjlvdiUNlJmAxmZHIZkiSRJSmY0HEFwRnHiTCEoFAqAAlRlIhKjGZwRDYAcfuO0eD0UOp8+ORLWjSLhH21h6zYFKLrXKT5d8Nf+rl/j1qtRpREZs+ekcvYMmPGLFauXM0XX0xgwID+AGzZspU1awIxGo14e3sze/ZMVq5cxYwZsxk8eCAffNCNHTt+wmg0MmXKVPr164MkSezevQez2Uznzp3Ys+cn1q3bQOPGAQiCwPDhozAajfTo8SHR0eE0bdqEuLgoypWrSGxsHHK5nDJlSj/3OaKjo2nXriMAe/fuwsfHx3qvQIECud4f9evXz1PfxqtF/HfGP9v4j9KxQ1+Sk1L5futOTGYTAgKCIEchs+eDd0cT/jAJs9lM5aqlmbfkE0qVLYqPrydOzg4oFQoEUc7lC3esBpff0GblYNAZEbC8m1/E4PI0PLzyU6SoN49DY2jZzvZ+smEDwKFmAA41/1yoW/FhvTF9YvneFwwC+XsMQBAE8tWvT3ZUIpLBAEhkXr9BoUEDMMbHkrR1IzqtgEwAQYCMS8GYsrJRODoAIHd0ovCcZeS//4D0S1fI36yxtT9N0WJ4fNgHhaMDcvsn3vUPvpyDZNSRdes2bvVqIfsPZUP9L/O2rWFsBpc/idFoJCUlBU/PJ6JNXl5P3F2Vyicf+NWr1xAUdIr9+w+g1eZw8ODPBAQ0pGXLFixatIDY2FjGjBnF5s1bkMlkiKIIWAwrgYFrKVnSP5eRo0WL5ixZspCYmFhGj7ZsTLt164pSqcRsNvP+++/Ro8eHmK2+dxaaNGlM167dsbd3YMCAfhiNRnQ6HXFxOqZPn0H58uXIly8fjRs3yrUx9PLyonfvD/PMgSiKPH78mCJFiiB/CYV0X19fWrVqyZEjR5kwYfwL17Px76Rq+6pUbV/1tfbxxc6hnNxyiZptK6JQytk9Zi3GHANKUY1M9tvfpoBcLsPe3h5dPX92/7CTzl3fy+NxYtIZyIhIRBJF4q89fOmx3Lp1i7lz59OhQzs6De6IxkGFyk5Fva41rGX0ej2TJn2JJEmMGfOJ1eDym4FVpVJRsmRJkpKSGDVqLDqdjs8/n8To0SOpUKE816/f4MMPewHw/ffb6N9/EACZmZl89FFvqxHTYDBQoEB+0tMzqFDhSTYmV1dXoqLCuXjxIl5eXi8kUrthwyZu3rwFwPr1G5k40fbZfVNIgPQvjH+28d/EZDKRlpph+dlsBiQkJJQyR9QqjdUQbjaJmEzmXN4lS1ZMYWifaVw4dYtJHy/Bt7A3dRtWZv2yfWxYvo+OHwWQnaanZefaKFV/fsmqVCo4cnE1yUlpeHo9XfDfho23HdFkQjKZkWueH2LsULkaKg93jAmW9dLvY0Tc6lYlds0qJFFEmRMHgDyfC6JMDRgxmQUEmUBOikjEhh8pNrR37rZL+iPP54o2Oh6VhzuCTEbczn2Ef7cGmUZDxXVLkbTZKN0LILdTYTbpEIC0C8G4NXy6oLaNfw5v4xrGZnD5E2i1WsqVq0h0dAwTJnzG1KlfAtCnT2/27NmD0WgiLCwMgKtXrzJq1BhycnQIgoAoimzatJkaNaojl8tzhQR89FFvZs6ckyvb0PbtP3Lo0BHi4qKsGguCINCnz0eAZaHTqVMXLly4SGDgKquuw6NHj6yGG7B4nhw5cozbt2+jUCioUaM6bQI6s/fQLvRSNmazSI8eHyIIAl9/PYchQwZb6ybFpJESm45/1cK5Nqdt23bg2LHj1KhRnTNngl54/kRRpH37tnz4YU86d+70wvVs2HgWvqW96fWVReFel5qF/HEkBe0EXO2qM27KEMpU9Een03P//n169/4QX9+ipKen893sKZTds42LF8/h6GjJNKVy0GCqXZCEkyHoCzq89FjefbcrDx48YNu27dy9e4smffKepqpUKqpXr8aNGzdzZfAKCGjI2bNBZGdnU7hwYYoVK4nBYEAul1O9ejU0Gg3BwRfIzs7GyckJgIyMDOtnPSMjg4sXL/LoUShduryLSqXi9u0b3Lhxk7p16+Qag0wm48aNm0ybNpNp06ZQrVo1670TJ04yevRYWrZswezZlixijRsHWFO7N26c90Tsm28WMHv2XAYO7M/06V+99LzZsGHj38mqlZsxm0WQQCYoKV+xBKJZYtSoIaSnZdK1e1vu3gnlwpkb9Oz7RIR85qRVLFuwjcJFva3euHqdAVEUmTF+DZIoseLbHSxcO44iJbyZPjqQ1ORMPv+mD27uzs8azjNRKOQ2Y4sNG8/AkJTCjT4jMWdr8Z8yjvwN6zy1nDElhei1G7Ev5kfx2TNJOXwEwaglcfM6CnTtidzeHrVvYXy7tyH70lnc+1m8hGUaO/zmfkvoxEmYTAJZaSLIZag93cm8coXMa9cp0L4dKg8P9EmpXPxgNJIo4d22MaU+7k/q2YtIRhOS3ET4giVkBQcjqNUofUtgvh+CIBNQe3r8jTNmw8aLYzO4/AlCQ0OJi4vHaDTyww87rAaXZs2a0qRJY27dumO95uzsjCRZBHPBYmzw8PDAzc0DtVpNcPB5Spa0iKmpVCoWLfqWDh2e6B5IkkRmZibXrl2jdu3aecZy/fp1Dh06TE5ODhMnfmE1uAwePIhLl4Kt5URRtBpbBEEg7qqR9EuO1NC8y1XDLt7r2YEfftiBwWDg0aNQa7348GSG1pqJJIp0GducD8a3st47ceIEBoOBc+fOYzabX9jLZf78b5k61aJHo1arbWKZbwlHjx6jfftOFCpUiAsXzuDg4EDPnh/y8OEjNm5cR/nyuTP3RD9MwCGfHS7uTi/Vj9rFgeItqiAcvY7He5Vp07e71VjZtGkTRFHEaDRaPcAePw7n8uUrNGr0xIgw+YfVNKAN8mNGhnX4BKcyKr78clIekeinUbCgN2FhYRiNRqpXr01IyO1cnnBgMZqeO3eaiIiIPCF6vwleHzx4yBqGKAgCSqUSo9GISqWyGlsA+vbtQ2pqGmazmYYNG1K3boNf2z9P7dq16N9/EFWqVObkyWO5+omKimL06I/R6/WEhoYSEnLHem/IkOHcu3eP+/fv079/X/z9/alduzYxMZYMai4uLnme+/PPJ6HT6Zg5cxZffjnpqcLhr4q0tDSL63K+vFoNbwfCv1Lh38Z/g8zMLCZ9MYtHjx5zL+QRBoMRUTRiObcUGDy4N337fWAtH3z+NlvW/Uy3Xq0p6PNkQ7RxzV4AIh/HMvyTDyjs502jd2ogCAKVqvnzy80wZMj4dOBCHBztMGaIGA0m3D1dGP91b2zYsPHqyLwTgqjXI5lMJB0++UyDS8TCpaSdu0CKUknJkv44lfUn+utZSGYTksmE14ChCIKAR99h0HdYrrr2/iUp/8M2ADJu38OUrcXR34+7PXshGY0k/rSbol9OJiMsCqUp02KYeWA5hPbt3wt9XAJ2foXRhvyCZDIhGk1ob95FWSA/Zed9gX2JYnnGa+OfyNu3hvnzydvfYsqWLUvnzh0pWLAgc+bMtF5Xq9UcPLif6OhwAgIsaZlLlCjB6dMnWLToW0wmE3q9nkWLlqDX6zEYDJw4cTJX2xkZGdafBUHAzs4OURR5551WzJ37NWvWBFpPggBKlSqFu7s7SqWCDz7oRkJCAvfu3UOpVCCTPfljlsvlaDQa9u3bRXDwefQpoM8xYm9vz+G9R1m1agXvv98FlUrFgQOHSExMBCDucRKSJKHPMXLv8uNcY/3663n4+hZi1qwZLxVSpNPpcoVN2Xg7WLx4KTk5OcTERHPyZBBHjhzlwIGDXL9+g0mTpuQquz/wDENqz+Cj8l8SE5r4Uv0IgkDzBQM5ViaFD2aNoWrVGnm8vYKCjtG5cyeUvy4YatTInWXonVotkAkyZIKcOycesGDBIhYv/mNtot/Yu3cX/v6W9OYGg4H79x8Alqxj3t6+tG/fEaPRaNVoksme/hpu2rQJHTt2QKPRIEkSV65c5datW3nKZWZmsmHDRubNm8+5c+cQBAG9Xk9iYiLz5s1Hr9dz48bNPHXz5cuHvb0dDg4OlClTJte9gIAG2NnZ4eLikksc28XF5anGFoC2bVujUCgICAh4rcaW8+fP4+3ti7e3L5cuXXpt/fzTkV7RPxs2XpZFC1eyetVGjhwOIiIiiri4eKu2iiBI5M9vEftOS83k6MFzdGo9lB9/3EuPzh/Tus4wtgQeAKDf0E4IgoCDnQOt2jWg24etrF60Ww7NZNfp+QDkaPVkpGcjAUqVghLlni30b8OGjecj6vWknziMLvRJ2HS+6pWx8yuM0tWFgt2e7X2uLJAfmcryHa9wckLu6ARICHI5cue8hyDmHB3a0DAkUST5bDCXOvfj3rQF2Pn5kq9SWWQKOQiCJVWwXk/4vPnEbf4BGSIqhRn/4T1JvXKLyB/2U/Sz0ZSa8Tn2laoiSgImswxJkCF3cLAZW/5lvG3rF5uHy59AJpOxefPGFy5frVo1ypUrx7hx4zEYDPj5+ZGRkY6zszOdOllEKH/LJJSVlY0gCEiSRJMmjQkJCSEuLh6DwcDkyVOQy+W4uLhYs384OTnx8GEIGRkZpKenU7x4KcxmE7Nnz+Tjj8cSGLiO5ORkBEFg/vx5NG1qiZ0eMbcAJoOZYuV8qNOiEjKZDI1Gg1arJTQ0lD179tKvX18qNPCnea86hN+NZeCs3BlHhg0bwrBhQ156/saP/xR7eztcXV1tIUVvEUOHDubQocN4eHgQENCQrKwsZDKLIbBFi3dylb0RdA+DzoTaXsbjOzEULPZi6YV/z4kTJ9Dr9dy7d5/MzMxc3hBVqlRhx47tucqbjGYuH/sFvzLerNn9HfM+WEHkvRhORtxALpfj+X+uqsnJyWg0GhwccocdOTk5sWrVCgYMGEzVqpWtoTyffz6JuLg4jh07wZUrV57qsfZ7lEolmzatp0GDegwdOoISJYpTtmxZwBIyuGnTFtq0aUVoaBjh4RFotVpOnAjim2/mcfv2HSZN+px9+/YzcOBgSpculceDyMnJidu3b3Dz5i0aN26U696yZUsZNmwIfn5+1lCr37NmzVqWL1/BxInjre+w7du/Jz4+Hg+P1+vSe+zYCYxGI4IgcPz4SWrWrPla+7Nhw0ZufAoVRC6XYzI9MWSbzBbB/2JF/WjStAGSJNGiYT+iI+MxmyyeLzqzlru3w5g8ZildejZDo7JDIanQa00M7zmboDtrrO0plQr8yxRm2bYJbFl1kF6DW+Ph6UZWZg6Vaj47e1xOjp73243m3t0wvlszmWYt676uabBh419L7MI5ZF08C0Cx5RtRunugcLCn4sr5Ty1vPeiVJPI3aYi9f3HsixdHU9gXCvtS+MsZmNLTca7XMFc90WjkTp9BGNPSca1fl9S7ERgSkkk6fpqIQxdBrqL2mmkUnzeHX8ZOQhBNOJcqidIkJ+PqDZRurjiWLMbZFj0RDUaSTwdT/8hmio4axENRhqg34FymOB4tGz9l1DZs/HMQpL8hEXb16tWly5cvv/Z+3hSW0+creHt74+PjgyRJxMTE4OHhYT3p1el0bNiwCa02m48+6v1rqJHEssk7mDT3E9LN8Xz99RxycnL46qvpyOVylixZSKlSpVi+fCUGg569e38GJIoVK0Z4eATDhw9l1qwZ1nFs3/4Dffr0R6vV0q5dW/bs+YlFi5YwevRYJEnCzc2Vx48f5QpH+D1Hjx6jbdsOqFQqevb8gICAhlSsWIGjR4/x7rudKViw4DPnQKfTMXbsJ2RlZbFo0YJnnoLbeLv5zbD4GykpKaSlpeXKxgUQeT+eeQPW4+WXn09WfohK/fIeE1u3bmPy5C/p1asnkyd/8dzyM/sFcnrPdQSZwJbb062hTIcPH8FoNNK69ZPTV0sa5Z6o1Wq6detKlSqVGDx4EIIgEBMTQ4UKlUlJSUUmk7FkyUKGDBnMwoWLGDduPJ6enty5cwNn5ycaBClRKeiy9BQsnTfVOmD1iPmt/2LF/AkPj0Cj0XD37i3q1KlPUlIye/b8RIsWzXPVFUXxmV40fwa9Xo+DQz7MZjOOjo5kZqa+srZfhMjISNq27YBMJmPfvt25siW9SQRBuCJJUvXnl/zr+Nm5S5OLdnwlbfW7u/pvG/e/lf/6GuZlMZvNFPQuT3a2FmcnR1JS0gEQkBEddwM3N1dEUaSwW2OrtosgCLjkd0TKViG3E2nQrApVKldk9ueBANSqV5GtB2f95bGdO32Nnl0+JUero0bt8uw5suwvt2nDxn+NiIlj0N66jqBU4rdwFWrfIk8tl33nDrp0LZcnrUYyi/g3LozhxjlkKhUl1mxG7mA5kEm/c58bo6ejcHKk2soZqAtYvNyMKSnc7NYbyWRGWSA/+Zq1JHrLTlRyHYIkkmVywLtLByS9geh9J5BMJpx9XHAqXRyf99viULwoMo2aCx36Y8rSoirgSq3t3/1t8/S28HeuX+DVrWH+TesXm4fLK2DGjFnMmjUHkPD390en0xEaGkaJEiW4efMqCoWChg2bEBwcjEwmo1q1arRv3wmTyUghUy3STfFIiCxYsIiQkNukpaXj4GBPo0YBlC1b0Rp24+3tTVxcHHfu/ALA7NlzOXz4CHXq1EGnyyEwcJ3VCr1//wHWrVtP584dmTv3a6Kjo8nMzOLkySDatWv71Odo1qwpycnx9O7dl1Wr1rBu3QYEQcBsNvPddyu4e/fWMzdvGzduYt26DZhMJooUKcK0aVNfz2Tb+Ffz/xmB3NzccHNzy1POt6Qni4I+feF2E36JZGfvRSg0St7f9gnOBd3o3r0r3bt3feE2Ih8koNMaUGmUZKRko5JMGLP1NG/+Tp6yu3btwWAwYDabCQxci1qtxt/fn2bNmhIcfBmtVgtYjB2BgesYMmQwo0aNpFevnjg5OeUKuYm8HcXXbReABMoyGpafWkrtOjU5cHCftdz/h+jIZHJkMhmCIODp6UlUVDhmsxmFIu8r/VUaW8CiNVW8eHGioqKoXLniK237RfD19eXGjat/e7//NMTnF7Fh47VgNpvJysrCaDRiMKisXrmCAEajxdNFJpPR86MOrF+zC5kgo4ifDycur2XNsh3MmbmCXTuOoNao+OqbocRGJTH6ix4v1PfVK7cJCXlE53dbonlKJpUKlUri7u5KdFQ8PT5q/0qf24aN/wreYyaQvH0jmtLl8xhbRL2ejMtX0Ec8JnHrFtIzVZiyHJAkibgzN3FV6TEbDBhTUqwGl5jdxzBlaRGNJhJOXCDp4k2MqWmUHNkL947tybh8lUID++JSuwb5KpYkbOp0JIMBhSASs+MAZqOIJIFS0GOMjSElNha3WlVwLm8Jd64aOI+0K7dwrVnpb58rG6+Ht20NY9NweQWcP38erVaLVpvDjRs3uXfvPkajkbt37zJ+vCVH/e3btwHLBmzNmrVkZGSQlZVNtOwa0q9Cc2PGjMLe3p5582YzZcpkIiOjMBqN1n5iY2P5f4+kq1evsXTpd7mMLWBZEE2Y8DllylQgKSkJJyfLS7Fr1w/+UPfAwcEBZ2enXzduEiaTCYPBgFabTePGzVAoNL8alyyn7j//vJ9Hjx5RvHhxwLIxLFWq5F+eUxvPRpuRQ2ps2mvvJ+TMAxZ2X86Vfddfe19/lbu7LqJLyyYnJYvQYzdZsyYQLy8fRo4c88JtjF/Zm3ptK1G1Q2GCft7FrtYT+bnLFB7tOceDK48ZXWcmi4duwmwWGTduLCVKlMDb2wuVSoUkSTg7WzximjVrSs2aNdFo1Dg7OzNlymRrH25ubnmMJzEhsQiAUW/i5vlrZOdkcfrUGa5efbZR4dixQ0yf/hVnzwahVqsRBOGpxpbXgSAIXL16iaNHD3L06GFMJlOe95INGzb+u6hUKn7csZYOHVqxe88mhgzpi1ymQpIENm/aCUBiQgo//LAXZEYK+rqz8/BC1GoV9RtVQZIkVGoVxUr40nNAG8ZN7Y1S+fz3V2hoBK3e6cWYEVMZPXzKU8s4OTtw/ub3PIo/QtcerZ5axoaNtx2luwdewz7GpWmLPPceT59BxOw5xG/ciGQ0Yq8xIbdTonSyx0mTBUgImFHmf5LxK3/tSshUShQOdhhSM0g7f4mcuyHcGPo5MTv249n1PVxq10AymUkNvoGgsUemUWNfpgyiwYRMKcelXHHkst+24RKPN+8l6UwwkiiiLuCGZ4sAlM7OhG3ax8PVOzDrDX/PZNmw8QqwGVyeQ0hICMOHj+LIkaO5roeFhTF16jROnDhB8eLPFr785ptv2bt3H/ocUToAACAASURBVBMmfIYgCHh7ezFy5DCriGemNhWwnAyNHj0yV90GDerz/vvvoVQqrVlW/p/fxGolSUImk6FWq63XUlJS0el06PV6MjOzrNlOIiOj/vCZlyxZxIIF89m/fx/Hjx/mk0/GsnbtGs6ePYckSSxZYnHnGzJkGF27dqdSpWqULl2Ks2eDOHLkAD17vthJlY2XJzE8mbEVv2Rc9Wmc3Rb8/Ap/geV91nDn2F1WDVyPUW96rX39VUq1qY7CToXSXk3RgPJ89tlE4uMTWLx4Cd7evhw+fOS5bRQp7Y1PI4F5Gybx8YQJHIq7jdlgIuHKA9ZO/ImIX2I599M1Hlx+TIUKFXjw4C6hoQ9YuXIZBw7ss2qJODg4EBR0nJycLNLTk2nTpjWSJDFgwCB8fIrw4487c/VbpU0lKrasgE85HzIxIyDgms+NcuXKPXusRYrw2WfjqFTpzZz2ODg4UKdOHQ4fPoK9vTN+fiVITk5+I2N5W5Ek4ZX8s2HjZQgPj+TSpSt8PWcZ+/ed5ML5q7i4uGEy6xAlI5O+sIQ5R0XGYjSYMJlNuHs74+VdAICKlUtz4MRqNmybS/eebWnZuA+Nan9ARHjMc/vOztICAgaDgaTkZ4cyWtZCqlfyvDZsvG3oY+MQdTokSYZTjRp4tHmHd44up/nxFRT8oCsKtRyXps0xZubweO0PxPy4l8ezv8ZOpaf81OHYF/JEQIJfv15Eo4mUc5eQJInk0xeI330YbaoO58YtKDN5FK7Vy+PdogFVl07GtWwRFHIzZlFAFx7B3UnzCF/zvXVsMQfP8GDFdh6t/YnHW/e/oRmy8Sp429YvtpCi59CuXUcePnzE6tVriI+PtgpvtmjRhkePHiFJEkqlRVtBJpMhk8kwmXJvTrt2/YDz508zfvyn1lPo5s3f4ciRoxQuXJjIyEjatWubK9zi0aNHNGnyDhqNhoSEGNatW8/YsePynCT37fsRLVo05/jxE4wYMQxvb2/69h3Azp0/YTQacXBwICsrC6VSSY0a1QgICKBjxw5/+Mz29vYMGjTQ+nu9evUQRZFmzZpy7Nhxxo0bC8CDBw/RanPQaDQkJiZa09naeH08vhmJKEqY9CZuHLlDva41XltfBYrkJ+5hAvbOdsiV/2zbrFclP4Zd/wYEAUEQ6NSpA2vXrkcUReLi4pg48QuaN38HSZJYtGgxd+78wldfTcHLyytXO2vXrsdsNpNozmJrbDB1q1anwsA2RNoF8+haBEq1Au/iTwR8r1+/TmJiYi7dFK1Wy+3bd9i4cRPdur1PvXr1CAsLY8OGTRgMBsaN+4wuXSwC1MePWwRg+yz7EEEQaB/UgbjoBBq9V4vs7GwWLFhIlSpVrFnP/mmsWLESo9FIcnISZ8+eo337dnnKGAwGZDLZcz1wTp06Tbt2HSlY0JuzZ089NdTMhgVJ4q1LqWjjzXPp0hXq12uFJIFKYY8kwYJvV7LvwGYWLFiKTpeDn58lg1DlqmX5qF9ngi/dYvY3ucNDy5W3iN6u/O57bt24h8lkYv2anUz6avgf9l+hYmm+XTSZa1dv8/G4QQAkxCejVCpwdXtbU8TbsPFq8ft8AnEbNuJcqxb5W+b2gCnQ/SMKdP8IgOAPPyY7NAKlwoxCbgZAe+8hdqVKIVMpkQxG5HZqNG5qss6e4mqzILw+6g1IyJRKNEV8sCvoQdXFT7yAy69cRNTuozyYuxI5RiSjiZzIJ8ZYhYOdZa8kl6FwtH/tc2Hj9fA2rmFsBpfn4OLigkajQalU5AoFkMufGFcMBiMeHu6sWxdIfHw8w4aNRBRFNBq1NevQb0aP3zh48GemTp3GvHlf0717VzZuXA9YQo4MBgO9en1EREQkANWq1WT9+kDUahVms8j773dh8+atgCVbSKtWrZg7dzZffjmV5ctXkJ1t0Y+QJIns7GwUCgVGo5GkJMsJdGJiovW5XhSZTMb+/XtzXVu9egUTJnxOvXp139hJ+9tGxaZlKV23OMlRqbT/uPnzK/wFPtk1gvvnHlK0mt8r1wF5HQi/G+PKlcv59NNPaNz4HRISEujWzaLlcubMWSZOnIReryc1NY0ffvg+Vxv+/v4EB1vEMeUqJW2XfYKjTwHeH9+K+l2qkc/dCYd8dgAkJSURENAUs9nMjh0/ceZMEEFBp2nRopVVd2n16kAyMlLw8fGhVrES1BFluNe3ZCfatWs3PXp8CMDy5Uvp1asnFQJKUgFLSN6HH37EoUNHkMvl3Llzg6JFi/6l+YmOtqTjbtmyBfl/5wr8VxgzZjSnTp3Bz6/IU41Cp06dpkWL1tjZ2XH58oU84si/Z/HipWRkZGAymTh69Bjvv//ec/tPSkoiPDycqlWr5tEHsmHDxqtl755D1lNFk9mIQq4iPT2Dd5q8z549m8jIyqBuXcshgCAIfDX72SGdZ4OusWf7aWSSEqVSIKDx87ONxUTHY2enZtKU0Tg7O3LsyDl6dh2DTCbj4LF1VKhU6tU8qA0bbzF2RYtS9MvJzy0nyAQEAUyiArmzM8bMHBSe3gjGHJSCAUEDHi3rIWakkn42HlGEuJ0/kyH3RDSaKFWqFGZtDnJ7u1ztFurQDI+AmkRv34suKpZiI/pa73kEVKfSjJGYdQa8mtZ65c9uw8brwmZweQ4HD/7Mjh07adiwAfb2T6yphw8fYOvWbURHR3P27DlmzZrBO+80A6B06VK0atWWzMwsWrduSVpaOu++25XFixfw3ntdAMti5NtvF6LV5rBly/cMHDgADw93GjRoTFJSUq4MJhERkVSsWJF7937BbDazd+8+q8FFFEU6d+5CIZ9CpCZmkW3Q5nmG3zxu7t9/wLx585k792ucnZ25ceMKN2/e4rPPJtK163tMmvT5S82Nv78/P/64/fkFXwGxsbEYjUYKFy78t/T3T0Vtr2Ls94NzXcuIT2fX+O9xyO9Ihxnvo/gTGX2ehsZRQ8XmllTC0dHRvPvu+9jZ2fHjj9te2Yb9dSEIAv7+/oSG3ic9PR13d4tXSoEC+ZEkCbVaTaFCubPbHDlylLi4OHr16kGRIkXo2fMDfHx8MJvMmIxmCpbIne7YbDYjSRado98MLJOHzrb+LJfLsbOzQyaToVQqWVSzHrrHkQjh8RjT0omNjUUURSRJIjY2Ls8z6PUGq0i12Wx+5rOaTCY+/XQ8UVFRLFq0II/Xzm9jrVKlOtnZWooW9eP27RsvM53PpGnTJkRHhxMdHZ3rnfUb27ZtR6fTAZYsaAMHPtvg0r9/X/bs2Yurq8sLefSkpKRQsmQZ9Ho9/fv3Y+HCb//8g/wLsanm2Pi7admqCXPmLAJAQkSUTEgmJaJeQ7dOY1iy6kve7dSHm9fv0bhhEz7+rD+16uY+jJEkCYPByNDe00hJzkCu0HDm2noKFc773vo98fFJVCzXDFEUqVipLCdP/8DJ4xcwGIyoVEouXbxhM7jYsPE3UnrSCG4O+hTJqEeXZAIEHi1Zj1tRF+SSHkmUkXToKK4N61m9GdLjteh0Ekq5iV+GT0CuUVN5zXzsfHNnQVW5OFN0YF55AkEQ8GhQ7e94PBuvmbdtDWMzuDyH/PnzM3DggDzXfX19+fTTT55aJzU1DaPRiNlsJiUllbNnzwHQu3cfq8ElMTERZ2dnMjIyAAgIaIJarbZu1jIyMvD19SUqKgqTyUTx4qVISIhBEARu3bqTp8+o6CjsZQXwUJbCrqCO2rVrUbNmdT79dIJ1syaTyRBFEVEU0ev1XLx4iVGjxhATE8u0afcZNGgA7u7ufPvtQu7du8dXX03B09Pzr0/iX+TSpUs0atQMSZLYsWM7rVvbhPB+z8lFh7h/4hcUagXF65WkcqdXH2a0bNkKgoMvo1Ao2Lx5CyNHjnjlfbwOVCqV1dgCUKZMGc6cOUlY2GM6dMidwaJLl65kZGSgUCjQajNQKpUkx6Qxst5scjJ1TNw8gOotnuiqeHp6sm/fbk6eDGLgwP4AeBiKYi84ATKKqssy/ZvPrZpKynzO6NUqBJkMQaGgb98+REZGYTAYGD58KABh1yPZ9MVPVGhUik2b1rNs2QqqV69GiRIlAItQdU5OTi7jxu7de1ixYhV6vR5n53zUqlWDFStW8cUXE63hgyaTifT0DAwGA/HxCa9sfjMyMihZsgzp6RkMHz6MefNm57o/YEA/duz4iXz5nJ8abvR7WrRojlabYc2+9DwiIyPR6fTk5ORY37FvE2+bO66NN0tOTg6lSvnTuHEDTpw4gwwFIEOt1KCQyzGZTBzYd5Jr124hN7oRdOwKF8/eJjT+qPUdaDSaaNXEYpAp6lscuxwN+fI54O3j/sedA19N+Qb9ryKZoY/CkSSJ9p2acerkJRydHOjcJa/4pw0bNl4fqcHXkYwm5BgxCSokCewKOOHevi3pN36xlks4fhFwRCVoUcsNZKFBrTCDKCKZzWTcuovMzuJxry5gCyV+W3jb1jA2g8v/IUkSt27dwtPT808bGxo2bEDFihV58OAho0aNsG4GcnJ0DB06nLZt2/DTT7uIiYmx9glYjS2/UbNmdaKiLAK3SUlJREREUKRIETp1as+aNYF59Fy0YhKFvYvyS9gt64YlMjKK7dt/YM6cWbi7u/PoUShz536Nr28hWrZsQYMGDdizZy8eHh64urpy6tRpJk36Er1eT0ZGBlu3bv5Tc/AqCQ6+jCiKGI1GTp06bTO4/B8FK/iiUCmQJHAv/noMZAEBDZk//1sEQaB27X++G6fJZOLgwUMUL16MMmXK5LpXtWpVqlatav19/foNLF++Ejc3V3Q6Hfb29tbP1p1zjzBoDZgMZk5su0SZ+n7odDry57d4ynh5efLxx2NwcXEBYMr60bgMLkBiZCqCADmxTzxTSs34gpRT53EqVxqFowMKYObM6SQnJ3P9+nVq1qzJypFbibgdzaOr4dRsX5nJk7+w1k9JSaFChcokJCQycGB/zp49x4gRw6hSpbLVa6dkSX+GDBmO2Wymd+++pKYmcu7ceSRJYs+en9iwYRMjRw6ztpmQkMCVK1dp1CgAO7vcbr0vQnh4OBkZmeh0Og4fPpzH4FK5cmXi4v5YpNtoNPLFF5NJT89gzpyZVp2s51GxYkWGDx9KUNAplixZ+NJj/zcj8falVLTx5ggPj6RqlQbk5OQgmhXIhSepoHWGbNw8ClClSgXGfzGY0+dPkRhhQKGUY++gyWU8jQiP4e4di/adUcpm1ZYpVKxS0mqQ+SN8fLxRKhWYzWamzxzHpx/PJHD1NvyK+nIkaAMqlU0k14aNvwtDWgZhy7aASURSavCs6IUkShT+bAR2voWofng3GVdvkHb1DlHbf0Y0mciR2yOJBmQyEcea1ZHFhqJyc0Xh4sKl94aAIFBh/iRcqpRDkiQy7z4gO81AxLkQireqQYFyudNX61MzufjZd0iSRK05Q9G4WQ6iJFHMFWJu45/H27iGsRlc/o+5c79m6tRpKBQKbt++/sIhLNnZ2YSGhlKuXDkcHBw4ffok165dw8/Pj2LFihIaGgZYPAVWrw5EJhP+8BRXoVBw9+49KlQoz+3bd9BoNJw9ew4PDw+uXr2OXC63eqv8Hg8/e44fP0FAQEMUCgWxsbEkJCSycuVqgoKOIwgCQ4cOJikpialTp9GiRXMmTvyM4sWLo1QqyZ/fzbp58/Hxecbo/l569PiA3bv3otVqGTFi2PMrvGVU71YH73KF0DhpyO/3/JPCP8M77zTj0aN7KBQKPDw8nl/hDTNmzMcEBq4D4Nata3m0Q7RaLfb29uj1evr1G4jZbLZqGuXk5LBs2QpGjRpB1aZlyOftQGJ0Chp/IwULFkan07F16yYuXQpm0aIl2NnZ8eDBXdzc3ChXtwTfnvqUbwZuIDoxgmkbxvPj5XVs2bIRtZMjHm3eyTWOrKwsSpcuj1arpVOnDjSo2JK40EQUSjn5PJwQzSIHVgZhNoqo/UXS0y0aJ999txyA/v0HkZWVxpUrF0lMTKJevbqsXh1IdHQ0pUuXIl++/GRlZaFWq1m7djWbN2+w9q3X6ylfvjJarZZatWpy7Njhl57n8uXL06dPb06eDGLRogUvXR9gy5atLFmyFKPRhJubK9Onf8WAAYM4deo0y5d/R9OmTZ5aTxAE5s6d/dR7NmzYeDWYTCbq1G5GRkYmgGXtgpwn5z0SA4e/R5UqlZg08WtWrPiGIkUKEXQ8mIAmNXPpf/kV9aFR01qcOXWFj8f3I6Bp9Rcex2cThlK2nD+enu7UqVuNMv5NMBpNPA6LIj4uCd/CBZ/fiA0bNl4Jphw9kkwOSjX2JYvi0L4dcfuOcLPfWBTOjlRevwSXmtVwrlIR0Qxhm/aQlaXALCoREIg7cxvX8sWosXwqDxevRTRZDqdSgm+S/DAO/YMHpBw9yb04J0RJ4O73p+gdvDDXvunx7tMkXr0HkkTYziD8uzbmxoCP0ccnUnr6eNzqPV8XyoaNvwubweX/OH36DDk5Odjb23Pv3v08BpeQkBCcnZ0pWPDJl7vBYKBcuYokJCTSqVMHNm/eSPfuPdi5cxcqlSqXJ4ogCJjNZpRKNVOnTmHJkqVERUXTtGkTnJ2d2bt3H35+RQgPj+Du3bvkz58fZ2dn9Ho9AwYM5ttvF1CtWjUUCgUmk8naXtGiRalYsQLHjh2nQ4fOvPtuZ9avD2Tv3n2YTCZOnz7D/fv3KVXKEuPcqVMXzpw5i0Ih5+zZUzg4OACWDdTp0yd4/Dg8T8jFm8LFxYXDhw+86WH8o/Gp4Pva+/j93/w/ndDQMHQ6HRqNhvj4+FwGl969+7Bx42Y6derAjz9up2hRP2JiYvH29iYmJgaDwcCBAwcZNmwIDi52bPhlPkajkZ8nyVGr1f9j77zDo6jeNnzPbEtvhNBDNfTeoxC6FKU3wQ7SVKqI0gTpSBHpoFKkq/Tee++kkBAIpJCQXrfPzPfHwkJMQFTk0597X1eua3fmnJkzJ7uzM++87/NgNpvZunU7N2/exGAwIAgCUVFR+Pj4kJCQQETELcas/4iOHbsQdjOM6JhoDh06nCszS1EUhgwZxs8//0paWhqSJHHx4iVWh6wkqHd9ipQtiKuXC4d/OsP6iTtRFIVuY1pTt24dQkPDSE1NtWszpaamUrFiRR4l8ly5coEbN25w5sw5Pv/8C8CWRRIVdde+/8S7KSwfs4G01DSskpWIiFt/ap4FQWDhwvl/qE9ISAidO3enSJHCbN++heLFiwOg0WgoWbIkwcHBrF+/EYPBwPDhn3Ht2uU/Nbb/bf59logO/p3s23uIpKRkHnm8qtUiQwb3p0bNqoSGhNO4cQMaN2lIQZ8aWM0Wjh09x/Klc1g5bzcpcdkMHftYh0GlUrH259xaS5Ikcfv2PUqVKv7MLBWVSkXHTq3t76dMG8mXo2bQpGlDzp25hk6nw6/QP1tbzIGD/wVCF2wgctVO3PyL8kqPJrhWqsDxPlNxF9NxVkvIBiPZ4ZF416+NqNFQetA73Np8Cn2OLYtfLcjoRBDUarJu3uL+L7uRJRltQR9urdmHbDRikVR46MyoRIkCWjMIJswZ2ei83O3j8KlaBkElggIZdxO4NHYhlrgHCCjc/3WXI+Dyj+a/dw3jyLn6Dd98M53AwIb06vUWzZo1zbVuxYqV1KpVj1deqUho6OP6xNTUVO7fj8dgMHDs2Alu3rzJ5s1bkCQJg8GA0WhEEAS6du3C4sUL6NevL926daVQIT9iY+MAOHToMKtW/Uh4eAjp6RlYLBYURSE5OZn09HQMBgN6vZ5Ll67Y9RoeWVG3bduGHTu20KJFc6xWCzk5OYSE2HReOnbsaB/n3Lnf2V9fu3YdAKtVIi0tPddx1q5dmy5dOv+ujasDB/9UFi9eQM+e3Zk48SsaNGiQa92GDRtRFIUtW7YhyzKLZi/FSylMTEwMlSpVRJIk9u3bT9WqNbBarVgsFsB2Y1C7di3KlSvLyJHD+e67uVSvXo0PPniPmjVrPgx8VKFNmzfo338g7dq1QafToVarqVataq4xxMfHs2TJMhISEnBxcSEwsCE//LAMUSVSoWFZPP1sqbFaZ63NCUAUcPNw5ciRgzx4EMfGjesoUaIEw4cPpVixYuzZs5erV68C4OrqSoMGDejatTNFihTGycmJzp07MnjwY8vVpUM3cH13OFWd6+Nf3J/PPx/BL7/8ypEjR/+W/4csywwc+Al16zZg1KgxREREcOHCRXbu3EXz5s04dGg/W7f+Sr9+fSldujReXl7odDratWv7t4znfwH5Bf05cJAfsiyTlZVNuVfKPJGlImCxWNmx8wCfjZhIy1ZNaNaiEf0/GItackYnuIHRmVGD5nLv9n1mz/iBcv5BjP585lP381b3jwms14GmjbrnKZN+Fp27tiH89lEunA5h+CdTeb3J+3/tgB04cPBcxO46BbJCTmwiBRrVx9mvAGosmCUtWSZndKVKYRKckSXbL4wgCFT47ANErQZBFHDWmvFwNlBtRE9Cx3yDYrEioGDJtiAbTaCAWpRxLV+OslUKoBFltGqF+ANnc42jYO0KtN4+k0JNanF39zmij4ZglQQUBXyaBf1/TI2DP8B/7frFcUf9GypWrMipU8fzXXf8+AmMRiPOzs5cv36DSpUqAeDi4kL79m9w/Xowc+fOYsiQYUhS7o+CIAisXr2CWbPmkJyczLZtO1i16qdcbb799ju6detCdnZ2nn0XL16M5OQUu+OHoij2G8F3332bDz7oS3BwCCaTGZVKRfny5SlfvjIffvgeW7e6IMtyLueP7t27snr1Gry9vWjcuNGfnzAHDv6B+Pv7s3btT/muGznyM7799jvatm3Nge1HWNJ3O9XEJtyVQtBqBbs2we3bd7hz5w6tWrXgwIFDtG3bmp07t+fa1tWrl+yvExISMBpNGI1Grly5ytSpk7l79y5BQUH2LI5HFCxYkLJly3Lnzm169erJkiWL8h3rq11qoVKLSBaJwC6PdWc6d+5E586dAJg0aQrTp89EURROnz5OjRo1AJuwd3R0VL7bLVzal4jzUdxJDCNLn86wYZ+h1WoRBNi5cztNmzbJ1T4+Ph5RFPHz82PhwkUEB4cwYcL4fB2R8uPs2bOsXv0Ter2eSpUqotPpUKlU1K9vewL1ZFDM3d2dyMibPHjwgFKlSj3X9h04cPDiMJlMVChfj9jYOHQ6HU5O7hj0BhQk2rZtzZFDp7FYrLRu/jZ16tQk5NpdBEGFVuWGIglkGjJx0bmRbkwjO1li6eJ1vP1eFz7+cCIpyems3jSDGrVtKXknjp/HZDJz48ZNjEYTzg/FM5+XlOQ0DAYjyclpKIrisId34OBvpsLAroTMWYtfYDWcC/uSHXwTb28FfbqEonEm/GIKwWdm4VGuGO23TAKgZJsGWI1mLk5cQbZJhyCacSrghSEhmSyzDieVFVERkBQVyDIIYMy2UmH4e1wcMQcAS7YeRZJtWS0PcSnkg87LA0EloihqEg2euPkXJikmB9WlCArVDvh/mSMHDn6LI8PlDzB+/FhefTWQN99sZ3f/AAgMbMyOHbtISkqkUKFCHD36OGDj5OSEKIpUq1aVkSNHMWnSFLZs2WYPljxZ3zxx4iQaNWqC0WhEpVLZLxxUKhWVKlWyB1t+y+jR47h37x4GgwFFUZAkifXrNxAREcH06TO5fTuc4OCrvPVWD3uf5cuXcv36Ze7cufWnxDIdOPg3YbVaWbduPceOHWfSpInMmDyDXbv28OHbAwFQCWoKuRVj+fIlDBo0AJVKRWBgA8qWLcvevbtJSXnAhg3r7GU8+VGxYkXGjPmSpk2b8P33S+natTszZ86mXbv2rFq1ismTp3LhwgXAVj5z/fplIiPDWbx4Ya7tbNmyFW/vgrRq1dqmn9CxJq91q5PrXPGInTt3sWDBIoxGI6IoEBd3/7nm48NvujLkh/fwL1/Ufq6xHZtAampqrrZHjhylTJkASpd+hWXLljNq1Gi+//5HPvlksL3NsWPHeffd9zl58mS++ytTpgwajQZnZ2e6dOlMTEwU9+9HU7Zs2VztwsPDSUlJwcXFhdKlSz/z5mnAgEG4unry8cefPvP/8r+IAiiK8EL+HDh4EkVR6N9v6EPBfgWTyYSnpwsatZYmQUE0a9oEi0VCQIVK1HL1SiiuHppc23BxdWL7qXl07dkWtVpF2bIlaRr4FteDQ3jwIIXli34mPPQu234+ypTpoyhVugTjJwz9w8EWgPWb59G5++ts2DzPEWxx4OBvxBgbR+jHI7BcPcvr+xdSe+onCIJA2OcTEfWZuGrNeFSvgNlie+CceSc+9wYsZlBkBAH0Jg3Jt+JJ9a3C/RwPorIKUKhNU8SHmfWCopBz7z5uZYqj8nDHbLISOn8TVycuRZFlZIuVxIs3OfzhNDxKFaL252/RaMEw2u2ehTk9m5tLfmV/3zkYU7Ne9jQ5eA5e1DXMvwlHhssfoHDhwsyePZPq1auj0+nIycmhb99+9vKdRzd1ZrPZ3udRkOTq1WtcvXoNsAniVq9ejfT0DIKCGrN9+w4yMjKQJInk5BQAuy5LdHQ0oijmSfX39/cnOjoagEqVKhIY2JCvv56M1WpFp9NRqFAh7t+/T6NGjfJ9Ci0IAhUqVHjhc+TAwT+R8eMnMG/efBRF4fPuU1m3cR0GoxGrNp4yQb4U0BWmz7TOFC7ly4IF37FgwXe5+m/fvoO+fftTqFAhbty4gre3d559CILA2LGjGTt2NGBzJXuUIv/RRwORJIlp06aTmBiPq6srarWa2NhYPv54MG+/3Zvu3W2W8V9/PZn09HROnjzN1atXqVv36Tbfb73Vm+zsHAC6dOlCmzatn9r2SbKysyhZpzD7D+1h3br11K1bh+3bd+Ln50enTrYyRFmWSY1O5fixE1gsFkRRJDLytl1Uu0gRm6aPoii0afMGBoOBLVu2kZWVlmd/hQsXJjLyJvfv36dq1ar53hjN1NVKNwAAIABJREFUmTOXMWPGo9VqCQm5licr6EmMRiNLly4HYNGiJdy6dYv9+/c+17H/ryA/f/WFAwfPzZUr19m4cXOuZV27tic2Jpl9e49x+VIoTho3BFmLjO3BkUajZtXGyaxYtI3rV8KZtWgkZcuXYP7iiXRs34aDB06wMvIXAEQVNGvZgI5Nh4ICzdrU40bowT893sDXahH4Wq3fb+jAgYM/jSk+gZuDR2BNz8Bw+w7pZ8/j0/hVAERnZ2SLBWRIuhCGp5uWzBwI6Jlb8N6zpB8alYxFEtFb1BwevBhNoYIoioCoUVOi6+uYUjKIO3AOEQU8vLl/6DzGlHTbHTqQdC6Y3c0/xqo3YrGALMkkXw6n/eHvUDlpOT38O6wZmQgIqGXzbw/DwT+Il3UNIwiCD/AD0ApIBr5UFGXdU9qWAb4DggAT8KOiKJ+/iHE4Ai7PiaIo1KvXkNu371C7dk1OnDjGkiXL+OWXxxcmoiiycOEie0nC06hTpzanT58gOjqa2bO/xWKx4O3tRWpq7huVu3fvoigK3t7epKamotFoEEWRSpUqkp2VjYdYBAt6mjYNYu7c7zAajWi1WsLCbuDn50dkZCQVKlRAURTu379PwYIFHdaJDv7VZEXGIKhF3Er9MQetlJRULBYLGo2Gm2eiKSZURK/KxFnU8WbPVjTt/rikxWQws2f5cTx93WnyVj0EQWDFilVYrVbS09O5fPnKU51znmT9+jVUq1YTSZKxWq0Pzwm2kqX5n6zlwOozHJM2kKnPYO/efbRp8zru7u7UqFGDq1ev4eXlZS9bfBrlypWzB3KPHDmSbxbMb7l27RqBgY2QZZmtWzczfPgwABo1yl1auKrfCsIOheBS0pV69eqiVqv5/PPP6NmzO5GRt8nOzmb27Ll8/PFAfHx8SEtLw9f36aKVvr6++Pr6PnX9wYOHH2b3iYSF3XxmwEWn09GmTWv27LEFWU6fPvvUtg4cOHh+/P2L5wqIOjk54+Lsxu5dG5FlBavVSkEfP7IzLIgPLyFTk7MY/skUwqJyO52N/ngB+7adQVSJFCtWBCdnDZu2LkSfbSJTn4FFNnD50o2XenwOHDj448T/tBYpI8OmnS3LuJQuBUDCiSskxCtoBR0Wq4AiyYCRSr3bkhOXSE58Cq5FCmDJ1nNt0vc4qa3Izt4oGWYEUcDX04qTWzY+zgai5v+ALGkI6NeFpMsRVBrUBY2rEyqtFsloQpIhKzELlUZl031RQCUIgELMnjOk3Usm/lw4yLbrIJUaUP5tSh8O/gYWAmagEFAD2CUIwjVFUUKebCQIghY48LB9D0ACXlhNmiPg8pxIkkRoaBiyLHP58hUA/P1L2HUPVCq1PZtFo9HYS4byY9q0Kbz77gds3LjJ3i4nJwdRFHPZPCuKggodGenZds0WQRAID4/A01KO0rqaCAhMHjuXzr1as2bNOooXL0ahQoXQarVUrlwZgJEjRzFv3nz8/UsQHHzNbn/7iEuXLuHt7Z3HOteBg38SCUcvcGWMrfym/Nf9mbFpNZIkc+3aNdq3f5MvvxzFnDnfYjAYGDVqpP1zrigKkydPxMPDnZIlS9KwUlOmf/AjrulN0KlEts7YR+nyxShV3eb0tGn6HnYsPopKJeLh60btVpUZO3Y0ISGhVKxYgcDAhvYxpaWlkZ6eTunSpfOMt1y5cty+HUHVqjVJSUlBFEW2b99MQkICC5bPx6pYwGpzPnJzc8PJyQmr1cpPP60BICMjnVOnThMU1BidTgfAqVOnuHUrklq1ahEcHExsbBwajQa1WkWVKrbvuyzLJCUl4efnlyeTRJIkOnXqil5vAGDfvv28/nqrfOf71olwJLNE9u0sjkYcQutsC9YWLFiQ2Ng4PvzwIyRJIjMzkwsXznDw4CFatWqZ77aeh+nTpxAeHo63tzf16j09qwds2US7dm1nzpy5fP/9CsaM+eK59/PDDyuYNm06gwYNZPjwoX96vP/fOBJcHLxoLBYLQwZ/Tgn/ophNFu7HJWIySixevBJFsZURAVgk25NjAQFvHy/MJgulSucNkN68cReD3oRGqybDmIKEhY3rduLl4Y1BScMiGwmNukZGRhaenu55+jtw4OCfgfMr5RCOHEcAXpk+GacStode2VH3UWQwyFqyBBHFbKGQq5monw9itSqonXU0nDGQrFvRWNKzUGQB35LeuLsUQM5IQ5sajZ9zlq3M6MI50gyuyJJMo6WPf9ObrJ/MyV5fkPVI3lIUUbk4IeuNoIAggFVvwJSUhqQIoAioBNsvpErneMj8T+VlXMMIguAKdAGqKIqSDZwUBGE78A7w2wvH94H7iqLMeWLZ9Rc1FkfA5TlRq9UsXbqYhQsXMWqULbuoW7euxMcnMHLkqFz6Kr8Ntjg7O1OzZg1MJhPvvNObJk2C6NChc552TwZbACqXrYMcXxwEmWjrcXJM6SiKgl6vp4Bai4CIgoKrkwdffPE59erVpWfPHnmyWLZs2YrFYiE2No7Y2FjKlStnX7d48VJGjBgJwJkzJ6hevfpfnywHDv4GMsOjUaxWBJXIpgXL+XHneiRJQlEUIoNvcXPTVX4O3YmgFjGkGZk0fQJZ+ixq1qzL/fv32bBhLV26dAZgbfhUBrcfza4jO9l9OQ65v5H5Z6cBoNKoEB/pJ6ltNxjlywewZ88OateubQ9iREdHU7VqTUwmE99+O5sBA/rnGXORIkVo2LABhw8fwdPTA1lWqFixqr3sUK3SoEKkcOFCrFu3njp1alOmTGliY+Mwmy107tyVxo0bsXv3Tq5cuUKLFq0xmUyIoohWq8VgMKDValm6dDHdu3dDURRefbUxFy9eolevnqxatSLXeBITE4mJibXtW63mk08GPXW+O0zszIG5e6nXs4E92PKIRw5moiiiVqspUqQI77zzdp5thIeHExISyhtvtLOfl+Li4sjIyMiTvZOVlUVCQgKxsXGMGjWaJUsW5tnekwiCQI8e3Vm7dj1z586jWbOmz2Vd/umnQzAYDIwcOYpPP/0YjUbzu33+aSgKyP+y+mUH/3xmz17Azz9vRZZlGgbWJyU5C7PZQk6OHm8vbzIzDQgIqFRqrLIeZ2cnlq6YhNUq82qj2nm2N33xp8wYuxIXTzXb9t7DbLQwd/oK3Jy90KmcsEgGRFEgLS3dEXBx4OAfSvyW3dz5diU6Hy8qz5uMs38J+7qSnZuSfvMu14LTOHk2CUVWeKNUErJFQkBA66xCURQ8KpXBs1Jpsm7FUGlQV2LWbSc95iYWQO2iBcmK/LDGRNTYri8ybtxEHxWD4OSERiWhEgRMspqkbB3ergpl2wdhTs/EydsDrY83D07vRiWCQdKgFqHYa9WJ3HkOrzJFKFKv/P/H1Dl4Ci/wGsZXEISLT7xfpijKsifeBwCSoigRTyy7hq1k6Lc0AO4KgrAHqAsEA58qivJC0jD/E6K5X345Bl/fwsyaNef3Gz+Dvn0/5MqVi/Ts2d2+7O7du1gsFtRqNS4uLvle8BctWoTLl69w9eo1bt++Q0hIKFlZNiEnd3c3vLy88t1fxL3rmORMnJ1dqFUlMNe6REIpWd0Ds0cc5aoXoUaNOgwY8DHe3gXtafaPmDVrJsWLF6d37155RCovXbpst5gOD4/AgYN/KqV6tMKvUS0KNamLVLUUWq0WURTR6XTU9K6ENdlmJ6hYZc6susDU1nM4c+YsKSnJWK1Wli59fA5OSIzn+8PzibVGYsRAhutjodhun7fmg2md+XByR8pUKUpkZCQVK1YlKKg5M2fOsre7cSMYSbJiMpnYu3ffU8e9efPP7N27i5CQ61y7dt0eWFWpVMiKhMlk4tatSAYO/IT69QPZv38Pa9asQhAEcnL0hIaGAZCRkWkvV5QkCVmWUavVlC1bhqCgxhw/foLY2FjOnTuP1Wpl27btecZSuHBhKle2BTqaNWtKyZIlkSQp33HX79mAsecm0GpYXl2Ytm3bsHLlD8ydO4svvsi/vDUuLo7atevzzjvv8+GHHwEQGhpKQEAl6tRpwPLlP+Rqbzs2HtrdP98P8apVP3H9+g2uX7/B6tVrnqtPo0avodPpqFWr5r8y2OLAwd9BXNx9xo2dbD8/xcUkIMsKimLLEszIyMG/RFFq1qpMamoKKq1M4yb1aBRUl1atX8PVNa/4fuUaZVm9cxLfLPmMxkH1KFOmJM5aN6wWie4936Rps0AmTx1JqVIl8vR14MDBy0f/IA3JbCHp+DkuvDeC2F92k7jnMMgylmwDlozcLqoaNxfqTP0YTcUKyIiIGhVC5Wr4epjx8bTgXsCJg837crBFfwL6d6XJ5jn4vVYTfWwCj5QXCnXvgsfrrUk0eGFStBRt8xppV0K5OnA0t2YuJvnIKbwql6VgSQ/iTe54CHpURj33tp2gdJem1J7QF9lisVUFqASq9G5CreHdwGrm/IyN7O8/j7TI5zMUcPCvI1lRlDpP/C37zXo3IOM3yzKA/CL8xYGe2DRcigK7gG0PS43+Mv/zGS5ms5np02cCNuHMzz4b/kK337//R2zbtgONRk1MTCwpKSm5NFxKly6NwWCwZ8DMn7+QVat+sq/X6w3Exd2jcuXqpKSkoNVq6d69K5s2/oLZYsbilkitBo2Zt2EEO3Zu55133sdisWCy6jkVuYWUlBTCk2w3J4qioCgK3323IJd4ZseOHXK5Kj3JhAnjiI+/T9GixXK1uX37Ns2bt0IQBA4d2u8oN3LwwkhNTeXnn3+hYcMGVKtW7bn7ab3cqTPL9v2tIctUq1uLggULolKJeCnurH9nOWpBRbpFoiiluB8Wz6uBAwgIKM+dO7cZOfIz+7bS0tJQq9VIkoROq2P66q/s6zRaNQULuLBmyFr2TtlG/S/rA2AwGDh37ry9XYsWzWnTpjUREbeYNGniU8et0Who1Og1AD788H0OHTpMSkoKb7zRlnLlXmHz5i3cuBHMrVu30Ol0qNVqWrRoTteunYmMjGTWrG9o1qwlJ0+eolu3Lty7F018fDyTJk2kVauWD4MuARiNJmRZtme/TJ06Jc9YBEHg5s1wAPbvP4CPT0EUBU6ePJrv/2Lo0OEsW/Y9Q4Z8yrRpU3Jtp1u3rvker8FgIDCwEdev30ClUmG1Wrl37x4AISGhgE309uTJU3z0UR97v8DAQNavX0NUVBT9+n1kX3758mWmTZtBly5dcgW7AZo2DWLKFNtvYZMmj23vFUXhxo0bFCpUiEKFCuXqs3v3DiIiInJl+v0beZmV6YIgrAGaA65AAjBTUZTvX+IQHPyNjBs3iW+/XfzwnQCIxMUl4unpSVZWFooCTjonChTw5sqVYBQULFYLouxEw2pvsejH8dRr+PRzudloITNRxlnlzfsftUEQBYZ/+R6ubs92SDx96iKXL9+g99ud8fb2fHEH7MCBgzxcnvsLYav341zQi4IkIGXnEPntCqpMGc7tbxbiGlAWtwr5/252+rw12el6vPw8qB1UktDlJooEFCB6w14UqxVZEjj38QwUoMaE/lSZNITgr+bjWqooJT/owqHeEzFZRAS1iMloJXXvaZAVFCDnXjz11n6LIAgUOxbCxZHfgsmWJWzJtt1blenSBHOmnozbcWh0KuJXbcKSrccFNXrBFdn833Iy/Dfwkq5hsgGP3yzzAPKzrzIAJxVF2QMgCMIsYCxQEVtWzF/ifz7gotFoaNq0CcePn6B9+zf+9HZMJhMWiwU3N7dcy8uXL09k5E3GjfuK2bPnYjabKVasGMnJyfj6FiA+Ph5FUXIFYTIzM+39q1e3XaQ8eBBHTk4OsbFxvPZaEGaLGREVXkopxs7pg4urEz16dOfOnShGjx4LQHJyMvBQ60WlwtnZGavVyqeffvzcx1W8eHF27dqRZ/mGDZuIiYlFEAQ2bNjE6NHPr5HgwMGz6NSpK+fPX0ClEomJuZvL8efeiVDOfreDCh0bUL13fhl/NkRR5M03c3+fP78wGVmSuXEojN3zDtDkg9fw8vbk8uXzefpXr16duXNncebMOSZNmkDRYkUx5phIik2jeEAhbp2JRLJIqLVqSriX4L333iE8PJxvvplu34ZOp+PnnzfmOz5FUVixYiVnz55j3LgxlChhe4Lr4+PDnj07GT16LFOmTMfb24uIiDCSkpIYP34ibdu2pnjx4nTs2IW9e/chiiIWi4XTp89gsVjYvn0Hmzf/QsuWLez7+vDDvnbB7UfnmbJlyzBo0IB8x9ahw5v8+usWSpcuTVRUFIqiMHz4SLKyshg6dDDz5y+kWLFirFr1I999twBFUZg1aw5Tp07m9u3bFC5cOM958Elu3LhBeHgEsixTtGhRGjd+ja+/ngBA+/Zv0rFje2JiYpkwYZx9rh6NvUOH9nm217VrD6Ki7rJ9+05atWqBj4+PfV1gYCBhYcFMmjSZ7dt3Urt2bTQaDTNnzmLixEmo1WqCg6/i7+9v76NSqahYseJTx/9v4SVbIk4D+iiKYhIEoQJwVBCEK4qiXHqZg3Dw4klPT2fq1EeZeyKiICJgy/zKyMhEpRIZN34EXl7edOnajiWLV7F08U+0bduKI7uvoNcbmT1tJRu3559BHB0dS7vmfUhLsCIgIMsKE6YNBODkyXP8smkHH/bpRbXqj0sMf/l5J2NHT+f+/QeoVCoOHzzB5m0//q3z4MDBf52YQ1eQLRLGlExcahcn51YUuoIFKNCoPr5BDZ/Z172AG4OWvovVZGF1/cHIZis59+7joxEQAEGlRhEEZJOF2L2ncCngjnOVqohFCpF0PpScu/cBBSQFrZsL7i0Cidt+GEGRiQszcLP6AKxaZ16fP4BG3w3j7KiF6Hy8MOqtyFYJlUZN0aAahCzfCZIFd40ZZBkvP1fqDPuQApX8nzl+By+fl3QNEwGoBUF4RVGUWw+XVQdC8ml7HXj17xrI/3zARRAEDh7cR0pKyjMdMn7LtWvXaN78dVxcnFm37idef70dJpOJbds2065d21xt586dx5w532I2mylfPoAtW37l3r17zJu8irupRvTKAxKdrmMwGPLsJyMjg+LFSxEQEIC7uxsBAa+Qk2OzeS2oCcBV9OH4yeNUSC9N3bp16dSpA9OmTScrK9suzvvoiXZIyDVKlSqFIAjcu3ePSZOmcPLkKRo1asSSJQtRqVTPffzt2rVh2rQZ9tcOHLwoMjIyMJvNaDSaXBbqAPs+X4khJYvEkGgqtK+Hzv3ZT0CfxMnD1rZ+1zrU71rnd9sPHDiAgQNtQQmj3sxHNSaSkZJDiYBC9JnYnvuh93HzcaNW+5o07Nngd7ZmQ59pYHTLOSTcTuKc4QDRxkiiou5y4EDuMr/ly3/AbDaTmJjEzZs3OX36DL/+upldu3YzcOAnmM0mLBabxXvRokWoWbMGZ8+eIzs7hzff7EhWVhoajYa7d++yYsUq+3bbt3+D4OBQ5s6d/dQxbtiwjpSUFNLS0mjSpDlWq8Tx4zbr5379BpKTk4OzszM7duykW7cubNr0C71792LMmHHMnfstnp5ehIeH4OmZ/xPn6tWrU61aVa5cucqMGVPp1est+zqdTsfatT/Z38fHx1O3bgNSU1PZs2cXQUGN82zP39+fxMRENBotzs55Pw9Lly5j9eo1aDRq3NzcyMzM5MSJkxgMBlxdXYmIuJUr4OLgj/MbNX/l4V9ZwBFw+Rczbdosxo37GicnHUajBQFAEWxJLgAoyLLCzOlLGDykL+7urnw1YQRfTRhB5K277NnxFoqo0L5L06fuY/iwccTExOKmLoyCQomShQFb9vGbbd/GaDSxZctu7sVctvcZNmQcKSm2ILKigNnieDrtwMHfTa2R3Tk/aQ1FGlSkxvi3yYmMxrV0cYQn3A/1KVlkxKZQuKp/ruWPEFUiGmcdJrOV7GyJIjVKULBORYq2b87h7qOxyCqijwSjEq3orVoEUSSlfiW0bloMqWZAIDMskkofd6fJzsVcmruZhC2nUAApW8/evnOp17cZdSYP5PCQxSROXU92bBJFapfFyceWyKCIKrRFi2BOzyRNUwD3MkXIjE0hOTyWko0qodI6Son/KyiKkiMIwmbga0EQ+mJzKeoABObTfA0wQhCEFsARYDA2G+mwFzGW//mAC9iehhcsWPAP9fnpp7WkpKSQna1j1KjR6PV6AKZNm46fX0EWLVrCO++8TbNmTQkPD8dsNuPk5MTXX09kyZIlzJ+/iJLaRrip/PAQSzB0Qi+GfTYk1z5KlvQnOjoGq9VKaKgt1f7ixUv4+vpiMpl4/63eHL2wm48GbkAUVezdu4sRI0aSk6NHq9VSpEhhHjxIZPjwoXTr1iWXU0rHjl3sdrExMTH07v0WTZo8PWPgt9SoUYPU1EQAh5W0gxfK5s0/M3/+Qlq1apmn3KNgxRLcvxSJk5crGufn+9zJssyR9bYslqZv1Xsua+TfkhqfTmZqDlazlajgOKb3WcWm2G/s661WK2FhYQQEBNgdg/Lj1qV7JMekIVlliguvcFeO4PDhI6xYsZIPPnjf3u6R6KwgCPj4+LBt23ZMJhOSJGG12gItLVu2YNCgAfiovGmtDyJcG06GNROVSmU/xkfOZYqi4Onpwdatm/MbVi4EQbBbNF+8eI5jx44zePAwcnJyqFy5Eteu2UTZq1WrSo8e3Vm9eqVNJ6dmnYdlS2nUr/8qXbt2ZvLkr/NsX6fTcfbsqeea94MHD5GWlo7BYOSHH37MN+Cyc+c29u3bT716dfMNuJQoUfyhFostEyctLQ0nJycaNmxAlSqVadq0yXON5d+EwgtNx/090TkABEFYhE3F3xm4Aux+cUNw8P/B99+vfOyA+DDKoiAhCI9uSFSIghrJqjBv7g9IksSUaaMAGDfmG/SmDNRqNbXqVsBstvD5iKk8eJDM3HnjKVzEds0VEFCOY3ttmoOCKODu4QLYrsucnZ2QJJmszGw2bthKj54dAWgc1JDduw/h6+vDe+91p9+Ad17irDhw8N+kRFB1SgTZjDOSL4dzd/MRSnVuim8tm+CsIT2HH1tOQDJLVO7agBYTetr7Zt1NIC3sLkWb1KTVgoEc/WgGatmCPstK+aHvkXw5HINZRC3KCIKCotiuYQSViD7HTGiaGz6WTARB4fqyXVQc2BWnAp6UeaMBt7efAUlCp7IioBC2cjd1XikFgCLJRKzeQ/gqBZ/yJWg8fwiZd+JR+fmyd8QKrHHJnJj2Kw+uRqHIMiUbV6bt/H4vd2Id5OEFX8P8HoOAH4FEIAUYqChKiCAI/kAoUElRlGhFUcIFQXgbWAL4AZeB9oqimJ+24T/Cf0I098/QoUN7+43VrVu37MsbN25M27ZvsnLlatq2fROj0Ujnzp3o2LEDgwYN4Pr168ybtwBZlrlnPIVJySZZfYWrNy5y9uxJOnR4E4BChfxITEzK41RUoEAB7t+PJjCwIbOWfcW5i6cxmczIskx0dDSyLCPLMmazmfj4BEaP/oIpUyZRo0aNXNtxcnKyZ7SoVGoCAl75w3Og1WodwRYHL5wyZcowd+7sXDpDj2i/ZCCvTnmXauN6Iaie7/R0aM05Fg3byOJhGzm05ly+bSwWC336fETz5i2JiorKs75ImYK07dsIUSWg1qhwcs39uW/Xrj316gVSr15DewlMfgTUKYVVbUJSJMIk2z2sLMt89tkokpOTOX/+PLIss2jRfIoXL06fPh9QtmxZpk6dwiuvlKNx49dwc7MJaS9duoj27d/k6vbL5KRm4ym627//VapUp1q1Wmi1Wr7+egJ169Zh795dzzVfT85J9eq16dOnH/7+JTh0aB+nTh3n+vXL3L4djsVioVWr1syaNQdFUZg9+xsKFy6MWq0mPDycWbPmcOfOnT+0z19/3YyHhw9BQc0wmUwPg25+uLu7069f33z7uLm50aVLZ3tZ1m8ZMKA/mzf/zMGD+3B3d0er1eLkpOPEiaMsW7bkD2X2/ZuwiZn+9T9+X3Tu4f6UQdiE5hoBmwHTSztYB38LY8Z8jiCokGXQ6tQEBb1K27ZtaNOmOVu3r8bZyQUBlV2oe++ew5w9fRVZltHqtKhUKgRBQKVWsX3bAdau2crunUd4rUFXDAabtsLkKV8yb+lYypUvTq165Wn95mvIsszePYdZvHQmGq0avUFPnw+H2u3qf1q7gLPndhEcepSx44fh5/f82ckOHDj4ayiKwumPZxKz6xSnP3n84Ck7IQ3JbMVqNJNw9a59uSk9m/09x3Nhwg+cHbUIv1oBVH7/dbwCSlBzzAcA+FQrh1l+/FvsXqIgr379HjWHdSP4VjYpKQa7TbDRquH+adtD6KhdZ9EKZpzUEk4aBRmRLKsTlxfvos6IzpRtWxerWUayyCQF38MqQUCvFvhVtmXgqHQa/Cr7I1utWA1mMqKT/vb5c/B8vKDrl+fYj5KqKEpHRVFcFUXxVxRl3cPl0YqiuCmKEv1E282KopRTFMVDUZQmv8nu/Uv8JzJcnoebN29y6dJlOnbsgKurK/36DcBksl1PJiWZKFjQl9Gjv+CTTz5m8+Yt5OTocXV14d1332fXrj14eXkxceJ4Rg+bgogaGStqrYh7mQwSQg2sWrWGffv2U6BAgYfbTM5jA63T6Zg8eSJ37tzh0KFDudxD2rRpTY8e3YmPj+fq1Wv2oMuMGd9Q0qsGBQt706bb4wyp7du3sGbNOooWLULz5s3+UDmVAwf/X8THpjLsfZsWZ+9hrek7Jn+x5yeRrJLNnejR63zYtWs3GzduQq83MHbs+FxlLWDL+ug/oysdBzVl5/fHyc4wEhUcR+kqxQA4ffo0RqOR4OBgzGbzU7NcnN2duKQ7QGTmbdRqtT37pFGj1wgIqITJZOK9995h0aIFdOrUkczMTCpWrEJU1F02bVpPhw7tc2maXLp0iXm/LqSK+hWKuBQiUUjGYrVy+/YdJEli2bLvmTJlEmPHjv7deUpPT6d9+06kpKSyceNavLy8SU9Pt1s/FWtaAAAgAElEQVTGV69endmz5+Dr68sHH7xP+/aduHDhIidPnqJjx/acPHnSXg6m1Wrx9vbKk6H0e0yZMo2srCwuXrzI1atXqV+/Pnfu3MrT7qef1rBr1x7GjRtN5cqVn7lNQRB4/fVWABw/fpgtW7bSpk3r/9lAyyNkXr4ttKIoEnDy4VOggdjU/B38S7lxIxhFkQERs8nKmLEjadbMlgnbrvW7WC0ygvD4c3b7Vgw9Ow6l17tvsmDRJBo0qEnlKgEEBJQhJ1uP5aEwZXp6Bpcu3qBhYC26dhrAqRMXkAUD8m2ZTz8VqFChHN/MXPhQb6oUd6Ki8fRwR6ezBbpFUaT8U8Q5HThw8Pej9XTDpGSj9Xys1+Zbvhi13m9G7LkImo5/LGCfnZBKTo6EGgn9gzQEQaDK4B5UGdzD3kZUq3Dx0ECOGVGExivG4+TrxfkR31JRjsVYQCFKKkAxlR7FauXm+iNcXH+GnOthCKgACRc/b8zZYEnLJuNeImXa1sPnlWLc23UGRbYFYzKiEij+amXci/jw9q6x6FOyKVy1JB7FCxBzMpT6Q958mdPo4Bn8f1zD/H/iCLgAKSkp1KnTAEVRWLduA7t2bc9lkazT6ejQoT1DhgwG4MSJo+zevYdmzZrSsGEj9Ho9er2eKlVqIKKipLYhVsHAkrXTGf/BCkrripFkvcWDpBt2n/nfBlsEQcDJyYkDBw5StWpVqlWrxoULF+37f+utHmg0Glq2bMG4cRPswaCCHiWY99VGVGoRb193GjStaltesCDDhuUuYXLg4GViMBg4efIUtWvXyiV0+izi79mEoE0GCwc2nmPHwmN0/bQ573zZDkmSGDbsMyIiIli8eIG9hK7le4FIkmx/nR8VKthSYh+VmjwN3+LebFtyDKPezKntV9h01+ZwtmTJIiZPnkb//n2fWVIEsHDhfIYMGUabNq0ZOLA/iYk2t4969QIxGAycPWvLwtm06ReGDBlGcrLNtvq77xbQoUP7XDc4ffr049q16xxxOs7FC2eJu38fg0FPr17volKpaNWq5fNMKwCbN2/h4sVLGAwGatWqZ7ezr1WrFgsWfMukSVOYM+dbVCoVvr6+VK9ejdDQUFQqNYUKFSIrK8fm6qTTMWXKJD744D1cXV2fe/8AAwf2Z+DATyhRwp8qVark2yY2NpaPPrIFvIODgwkOfn5x+JIlSzJ0qOO89xJQY9NwcfAv5uTJM/bXCgpvvtGdqLs3OH36PEePnnx4o2M7HwmCgE7til5v5MflvxAdHceq9d/YA5vLl6xHFAUkSaFY8cKULu1P5xZDuXwxEpPFilnRoygKly9fx83VBbPZglar4cvRQ3F3d6V2nRr/80FSBw7+DQiCQJM1E0k8G4xfgyq5ljf67PFDMMlkJmzxr4RsPEG6SQ1oqNc5b1lw+r1Eok+EImq1WHMMoFKjdrOVFqZci0CQJVy0Il3HdOHsuBUIAph1TmTtP42igKTRUf+LtynfpRF39l/izJQNFKjkz+1tp0gNu0fVge2J2ncRzwB/AjrbHCGTQqPZ0msWiqzQYdUwqvZsRNWejf7eiXPg4Bk4Ai5ATk4OVqsVk8lEVNRdwOamsW3bdjw8PMjJyeH773/k++9tKvn9+vXlrbd6kpmZabeBhoe2zCiIWpkA39qcOnEWSZIQUaET3JEkiaQkWzqbRqNBlmXKly9P0aJFOXToEBkZGfz886/8/POvFCjgw6VL5+jffxB37kQxYsTnbNmylS1btmGx2J4wm81mjKkarForKrU2X+2KnJwcgoKaERFxi02b1tO69esvZ1Id/Odp0+YNLl68iKenJ/fu3bHrljyL2kEV6NyvKXdC47i6PxxREFgzYw/vfNmO/fsP8OOPP6LXG/j88y/sDkEqlUi7j/L+yD9JhQoVCAsLJiUlJU/53ZMIAqi1atRWCY3usbBa79696N27FwCJiYmIooivry93795l8+YttGvXlvLlbUGdVq1aEhYWbO8bHR3Dnj2bqFGjOjExMcyf/y0AgwcP4cGDxzpJ+QVIa9euxa1bkeh0WooWK0rFShUxm83cvx/NpUuX+OSTwVSvXo2VK3/83flt2LABomg7Vz0qZbRarRiNRho2bMj+/Qft5xCdTseSJYvo3bsXAQGv4Ovry4QJ43Bzc8XPz48BA/rlCgw9Lx991Jd3330HrVb71P5ubm4PNVmwZwT+loSEBBo0eJXk5BT27Nlpt93+r6AA8nOm0/5VBEHwA5oBO7HZJrYA3gJ6vZwROHiRKIrC/v2H8PT0ZNmyBbRr14XEBykoKMiyxIABwzh48DASFlydCmO1SCiKQpt2TalSsQrLF23EYDRw9NA57kTG8Er5UgCcPn0Jq9WKRqNm687lHDtwiZvBUYhocFJ50KxFXdIz0pk6bQwBAWVBEPD3L0anzm3/lO6WAwcO/j6cfL3wf+PZv6tRvx7h9vr9aMxWXNVasq0a1B65HQxlSWZTl+lYjRacfdyo0rkG/q/XR+2kxWqykJCuxk1RofItQtKlCFBAUKtwcrE92MqRNMhWhSNf/0JA59eQjBYsOUYSLoSTdCEMlSJRpGElOm7NrScXe/omskVClmSiT4RQuGaZFztBDv4SL/Ma5p+C41cOmwtGQMAriKLI7du3OXfuPL/+uokZM6aRmZmZq7QHYNmy72nevBWvvdYEo9GIoii4uLggCAIurs7M/XEspZpJzFgwgXjzDdKkaGIttmyVR+UCFSqUp1q1qqxYsZwJE8bmebKTlpaOi4sLw4cPxWg0Ehsby8aNP2MymZBlhaZNg9DpdKTKERSqBFOXD6JeUN7U+1OnTnPz5k2ysrKYOXNWnvUOHPxdhIXdJCdHT2JiUr4OXb8lJuw+8RGJfDq1O3O3DiOwTVUEUSDwDZuIW9myZVAUcHZ2platWn94PCVKlHhmsAVsqezzj33OR5M7MffgiDzrjxw5SsmSZfH3L8P58+dp3LgpX3wxhgYNXs2TtQa2wMAbb3Rg6tTpnD17jqSkZM6cOQtAy5Yt0el0BAQEkJOTwRtvtMvTf9myJezbt4uwsGBEUaRs2QDc3b3ZsWMnU6ZMJzg4hK1bt3HixMnfPf6KFSsSGhqc6+ZGEAQGDuwPwOjRXzBv3hzWrFnF66+3QqVS0aRJEEWLFgXA1dWVr74ax8CB/Z8r2LJ69U9UqFCF+fMXALZzX+fOXfH0LMCcOd8+tZ+Xlxft29ssvy9evER0dHSeNgcOHCQpKZmcnByWLfvevtxgMHDq1Cm701twcDArVqwkKyvrd8f7b+MFarj87q6wlQ/FAmnALGCooijb/r6jc/B3sXjx93Tt+g4tWrxJfPwD9u/fznfzv0Gj1mCxSFy+fJWcHD1Wq5UCBbyRZRm1Ws29u7EcO3GCfp/0QBQF/EsVw8n5cbbfvAUTqFqtAkOG9yEny8CYUbMxGk1otGpWrJ3Olm0rOHJ0Cw0b1qFAAW8WLprBqC8GO4ItDhz8S3Hy9bLppGg1eBYvQN13GlGydf1cbRRZQTJbkcw2++a6X31IoQaVSYt6QOimk2RlS8Rlu5KaJSI6Odn6WCWc1AqKIGKVRUBAsUqk303g1PRfkCxWZIvtvkwQBZLD48iMya3N8sobdfEs5YdnyYKU7/R8LpMOXi4vS8Pln4Ijw+UhoijadVGaNWvJuHFj+Prryfblj7QYHiHLMunp6fb3q1b9SJ06tenQoTMderRDFEUkSeIBoXn2JQgCERG3MJlMfPLJEM6dO83YsV9y7NgJrl27RmpqGk2aBFG+fHmcnJzQaDS5bnAEQaB58+Z8/PEgQkPDGDCg31MtWuvVq4ufnx8xMbEMGND/Bc6YAwfPZsOGtUyaNIX33nsHd3f3Z7a9si+YBR+uBGDomr5UbVqByb8MIjtdj5uXLfU0ICCAkJBrJCQkUL/+4x/1g5vO8+uiw7w1rBWNO/zxQMxvKVbOj07lmtnfG/Vm7t9OpGSlohw9egyz2YxKpeLUKZugtcViwWq1snnzFo4fP8Hw4UMpVaoUYDuvCIKASqVClmVUKhVeXl4ArFz5A+XLB+Dl5Wn/fl+9ehWr1UqdOjZba5VKxWuv2Z4yHT58hKSkJKxWK0uWLKNDh/acPn0arVZLxYoVnuvY/P1LMG7cGH76aQ1ffz2B7t27odFoOHToMDNnzqJfv7506tTxL88hwIABH2MwGBg6dAQDBvQnOTmZHTt2YbVamTlzFiNGDMu3X2xsLBERt+zOb0lJSfj7+zNjxjds3ryZGTOm07JlC3x8fFAUhY8+6mPvGxTUjJCQUEqXLsXRo4eoX/9VFEVh48ZN7N3rMNX5MyiKkgQ8v8Wdg380N2/ewmg0IIoi7783AL1ej9UqIUkygiCSnGBEp/ZBls0kJaYgiAJWq4XQkFuoVCratmvGzgM/0OWNQTSs2ZWV62fSotWrBDVpwKlzNpe0mVO+x2AwIooiAwd3o23Hxlw4f4WBA0ZSr34tFiyc7gi0OHDwD0CRZEKnLyfr1j0qj+mP+ysln7tv8Vb10T50HfNrUNW+XLZYOT99PYJKoM5nPei4cgi39lymYucGmHNsYtqbukxFtsposKDSgH9JJ1yL+IBWC4JA2q04UMAiK1hlEVEUOPDpEsx6C8gCaictNQe/wcXZv6BPzOTAp4vosvUr+xjcCnvz1q6vcODgn4Ij4ALs3buPJk2aEBV1l8zMTBRFxmDQAwo6nY7587+lT58PGTp0OPPmzc/TX63S0qFDe2KiY7lxI8Su6P80FEVBrVYjiiJBQUEIgsBXX43n6tWrBAbaSiP0ej1r167jq68mMmTIJ/To0YMvvvjSnvZ/+fJlatSozqhRI595bF5eXty+HfEw1dfhPf9f58rJCE7vuUb7DxpTotwfEzz9ozRt2uSZlryKopAWl4aHnwcxYfFIVhlBhNiweKo2rYAgCLh6OjO25xIuH73J4Fk9aPNOoD2YAbbA55Q+K5AlmUkf/EiLUYc4cOAg33wznZo1a/7lY5AkmU8aTiU5Lp2azSvw0ew+7N69B51Ox9tv96ZVq5asmroa6wkz2wZtZVPKr5w9e46lSxcxcuQXtGrVgqNHD3Lq1BkKFvTFycmJLl06A7YMkKlTpwOQnZ1DWFgYGzZsQqVS8dNPK+3tHtGwYQOKFClCZORtrl69ytq1q2nYsAG+vgUoXLgwACa9idO/XGLpyF8oXr4QU/YOQ+eS23FpwoTxTJgwPteyLl26k5GRweHDR8jJyXgh7mQNGzbg9OkzVKxYAbXapgPTqNFrHD16jAED8rdljI6OpnLl6litVsqXL0/fvh9Qq1Yt4uLiGD9+AmazmZ49e7Nv3y5iYqJQFCVXMPrGjWCMRiM3b4aTk5ODLMuYTCaSk1P+8vH8sxD+c4JzDv4asbFxvN7qTW6G20SqZVkiLS0VRXmk0fIoACIiCipUaq3tKaIsI8kWVKIWtVpF9RoVOXnc5rZmsVg4cfQCLVq9at9PZORd1q3fiFFOx8etEP/H3llGV3G1bfiaORoXEhISiOHu7i5Fi7sUp0CLFWkpLS3uDi3u7u6BBA0JDgGCJiQB4nJ05vtx4NC8QEu/t/K2OddaXavM2bNnzz6SPc9+nvtu17kxACOGj+f69Vs8ePCQHj06UKHifx8ct2HDxn9HYsRtnh8OQdLpuTt3LeUWfP27zv9loOUNwd+sIXr/GctfKEGk4phOeBb1Y+OnU0m4/xwHOzBmWp6RRMBJaUBp1lO0az1U9hqUdhpcAr043HUyHnYmDKgxGM1k6sw0WTKQOztCCaxfBl1KOpIsgGxxUDKk6bi89CCOXq4U71yL2KsPuTB/P3kblKJ4e5t+y/8W2W8Nk20DLmazmZ9/Xk5U1EPmz19AZqYOhUKBj08uvvtuAj17dn+dSi/Qs2cPAAYO7M++fftJSEjAZJRIS0tDRsJkNhAdHUPXjr0RJBEwo1SoMJmNH7y+yWRi/frVNGvWjCVLljFu3NeUKlUalUqJINhTpkxpBg8eSlJSMj/8MJmRI0ewe/dOtm3bzvTpM9m+fSe7d+/h6tUr5M//65bPgiDYgi02yEjT8WXz2Rj1Rk7vCWfL9Ul/+RhSE9MZ334J6Sk6KpT05faha7jncWfwzqE8iniKqBCp1aWytX1M1AsuHLmBUW9i9eR9NO6aVRRXFEXy5M9J7JMEvPxcmTDhe3Q6Hb169SE8/PJHjSkpKYm2bS2aTGvWrLRqsQDo0vTEPnqFZJa4EnKd3kIzLl06b33d09OTPJm+PDA9wFnhhJ9DHtzc3OjVqw8REVcJCQnl6tWw9+qzCIKAIFjSIpcuXcaTJ0+RJJnS2hqsG3KaILfClK5T2NreUkpVmvv3HyDLsGLFKqZNm4EgCBw5coALIZcYN/YbgjSBlNHWJPpePJGXH1G8RoEP3vsb/aq8eYO4ezcSd3e3j9La+TX69u3PgQMHmTFjGnPmzKRAgQKv71XgxImjmEwmkpKSePjwoVX4+A2PHj1GkiR0Oh3+/n4MHz4MAHd3d9zd3Xj1KoGXL19SuXJ1goNPWDOB3rB69UpmzJjJ4MGD8Pf3Z9261Rw/foIRI4b9V/f0P8c/MJ3Wxt/LrFnzuHPnLiBYxKoAZxcnJLNAepoeBIEC+Qrz6OEzQEYQRbr1aE1AoC+HD51k6NC+5M6Tiwb125KRoaNwvhI4OTlRqGggx4+dpW49Sybe/DkruH//ESCTkPqMK+ERBOXLQ+261YmIuIlGo8HD051pU+dRsFB+WrRo/HdNiQ0b2R57v1wIChFRo8a9bJH/dz/GtAyU9loEUST9laWEVwb0GZbnoJSnL0l6FI8syWRkSDgoTMhKJRrZhKBQkK97M6KDr/JwxykCW1TDs0Re2gbPwZihZ9+Qn4m+/ISYSB0Bt+NwL12AvcPXIAgCOQNyY4iNp9LINpyfs5sbm4IRlQqcc3tw4rtNmGPjeXXuGmRmUrxHgz9iymz8EWTDNUy2yumcO3cetWvX5dy5cyxfvoIvvxzBnDnzML22kjWbzbi4uNC7dy8UCgXHjh2nf/+BDBgwCICAgADKlClDenoGyAoKelVDLTrQsH5j1q5dx4UrIZix/LiIooCnp6f12vb29qxY8TPly5dDoVAgiiI3btwiZ85cDBgwiISERE6cOMGUKZNZt241RYoUpkKF8mg0GooUKYxWq0UQBNq2bUOuXLle95q1zMmGjV9DFAUUChGlSolG+/cE4E7tuMKdsMdE3XjGqf3XMBvNJDxNQDKZGbKqF9V7VyX4QAQmo8Ve1NvfA/+C3giiQJNuVbP0dffuXVq3bkepju5M2zmYaXsHodFoyGtflhxR5Zg1eP1HjWnTps2cOXOWixcvUbhwcX78cbL1NQcXO7p92wxNbjOHX6wmX75CHD16LMv5NXrXRKFS4OHnwYjJwxky5HNu3bptcfXQqLP8DvySbt26Mn/+XObNm42XlxcKhYib0pOcSn8MKWbmfbnunXPGjh1N/vz5qVy5Emaz2VrOdOHCJX6cPBm9pOdO5l1EhQEPX1fylfbLcn5ERAR3794F4NatW3h5+eLh4U3btm3YsmUjERFhH0z17927HxqNPaNGjf7gXJ45c5afflpOdHQMPXp8RvHixd9xdYqKiiIgIB9FipRg9eo1WV6rVq0qAwf2p169OsydO8t63M7Ojtu3b9CkieXhTBAEnj599s7127Vrw8WL5+jatQsArVt/yqJFCwgKsgnm2cjevC+QmpSUQVpaJoKgQKlQk/Aq0fqaZJYY+Hl3hg3vz+Gjm2nStC4xMc8xGI0YDHp8Apzp2bclg/p9S5vmg6hfpxOxsS+o16D6a006AUG0WEQXLFCew4eOsnrtAq7dOM13303nu++m063rAMKvXPsLZ8GGDRu/ROvpTvWd86i0ahJBPT/97RPew525azle7zPO9RiHbJaoOakH6sIFcSxXgsrjOqJPTCH99j38KwahUCuwE82oFDLF21fDs6gfAU2rkLtBBc5/vZy4G88I/XELp0YsQ+Vkz55Je7l76RHOSgl/rZ4bs7Zy9vtNmA1GTAYjXuUL0fPKQgq2robG2R5RoQBZRu1oh7OXC6Jg8Vm7t92icycZTYR+vZzDXSeR/PD5HziTNmz8Otkmw+XZs2eMGjUGg8FAt269+OqrEYBFI6Fz5468epXAjRs3uH37Dh4eXri4uBIVFQXA6tVrGTduDJ06dSU09ByyLGMwGHAvpOKlwQUXFxd++OFHTCaT9XqCKLB06SK6detJWloabm5uDBo0GJApXboUly+HMWHC91bXkDccPHiQ/fsPIooiDg729O3bmwULFlG2bAUuXTqPWq1m1arlLF36E6VLl6JAgQ/vXtuw8Uu09hqWnRrLleA71GlV7rdP+BMoWjEIURRQqpU06VuTe3vDKdawOC7eLtyNeMzQpjMBgTvhjxg6tQNKlYJ8LVTsureTyLScwFth2V69+hAaeo6DBw+xanY+Ik6aOX/mHMPqzEOfYeLAqhD6T2qNvZM2yxgMOiMXD90gqLgvPnlz8uBBFAaDAbCUOa1YsZJx48ZY27cb1oAY8TYHvpIxGU2cPRtC/fr1AItIa/FGxWk+qzPRD+Jp0bUWHTp3tOqPfPrpp/Tq1Ztvv/3mHcFeURTp2bMHsizTrFlT1qxZx/o1mzBG6REEgZC7x9Bo5lC0aBGCg0/i6OhIyZIlCQ4+QWTkPfLmDeLMmbMoFAq6d+/K40dPWLBgIbkdffl6z0jyV8qXpdxmw4aN9O5t0XE6evQg16/fIDMzE0mS+Oabb7ly5eIH7buNRiPLl1tc2ubNW8C0aVPe2+6NeLgsy+TIYenr/PnzDBjwOTVqVGfOnFlcvXoNWZbR6/UcPXqc7t27ZZmT6dOnvrdvV1dXfvppCcOHj8TX15fmzZu9t112QAbelWi2YePDXL924z+OKBCQLCVFwusSo6RERMESjBcEmUcPn3Hk4BlatKqPf0BuatWuSq2aVbh3L4pvxg9n/Zo9r3UW0gkJCSVfYCUOHtxM6IU9XLx4BV9fb3bs3ENU1COioqB9u57kzRtAhYrlrWsfwablYsPG34ra1Rm1q/NHtZVlmesTl/Ly3DXy9W9LclQssXtPgiSTev8J+oQkHD3dabvl7cbMqS7jyHj+Eq1Ww6BrC4k9dwuFVs29dYeRDQYKdq6HqBBxK+xP6vn7AEQduky8lx/bN0ZgNigo7WbGVS0jyKAQLA43ooMdFQe8dV4tP7AJrgE5sfd0wadcPpr9PJi9HSaT9iSe4r0s7WLO3eTJkUuYMg1cnrqRWvOHolDZ7Oj/arLjGkb4KzIkypUrJ1++/HHp/X8W6enp+PvnRafLpGHDhmzdusm6u9q9ezeSk5PJnTuAjIwM6znOzs4YDHqGDfuSgwcPER4ekaVPAREZ6XW9s2i1Wn2DSqXKckypVCIIAn5+eXjwIOqdMb6xen6DVqslV65cPHz4EI1Gw7VrV2wBFht/OleO3iR4axhN+9ciXxm/3z7hd7Jo/lJ+XrGcbyd8TYsWzZFlmefPn/P0zitGt1uE0WCiftuKfLu8NwAajT0GgxFBEDAaM62OXt2792L79u1oZEcqaVpjNkmUrFGAXPk82ffzGcpVzUt5bRrGTD2Nlg7BNdCic/JDl5+4dOQWgiAw6Ug/ylQsi16vx97eHqVSyfz5c+jWrWuWMb969Yq2bTug1+vZunUTPj4+rF69ht69+5E3ZxHy6aohmSXqdKhA/sYutG3bgRw53ElISMRgMFCwYEHu3Mn6wBN29Cbj2y0BQWD28RGYtelUqFCFjLRMVIIGvWz5LbK3t2fXru3Ur1+PxMREgoIKYDAYaNu2DatWLc/SZ0pKCk5OTu91ERo1ajSzZ89FoRARBBEvLy+SkpJITk5Gq9Vy8uRRKlX6sJp/x46d2bRpCwMH9mfhwrdaVpIk8fjxY/z8/FAoFGzbtoPg4GAmTBiPu7s75cpVJCzsCqIoMnHi9wwZMoj69RuTmprCjh1bcXBwQJIk8uTJ87Efof9JBEEIk2X5L4lk5lJ7yT282v8hfU15Nv8vG/c/lf+FNcz/l4yMDHr3HsjmTdsAGY1WiySB0WhGQAAERFGFQnibiSYjvy53lLFXu+Pj482NyCNM+HYyy5atYviIzxk+fDDx8a8omq8B6foELEtocLP3w8HenpDwDXjmdOfwoeM0bdrB2rdSqSQ8Ipgjh09SoGBeGjWq+9dOiA0bNv7fpD+N5Wz7kUhGEyaVHSaDhFKU0Doo8KpRjuITBr6z/jhctx/GpDREtZJGwcsRVUpigiMIHbUIc6YBu9w5ef4wBY+ifjg4qXl++T4F21TjaqKKI6tDEQWBYm4SboIBhYhV+cMxhwPNVn5JjoK5P3r8qU/j2d/mW0w6IxkmBVo/H7rs/RpRmb2DLn/l+gX+uDXMP2n9km22FhwcHLh9+zp79+5m06b1pKam8ujRYxQKBQkJCeTNW9Aa7HiTUp+Wlsbo0V/RqVMH9HrDO33aKd0QUKBWq3FwcHjndaPRaP3hEQTBKjInSbJVV6Vp009QqSyJRm+uLwgChQoV4ujRg3z33XhcXFxo3LgR+fLl+1PmxoaNN+gzDEzp9BPBmy8xqcPSP75/vZ4hXw4lPCKcrl17ADBs2AgCAvLRbUAH+k/8lLYD6vLFtLcL9ObNm6FQKGjQoH4W+/Sff17Kpk0bOHxkP4IooFCKqLVKvpjTkb1xs+narTRJj+JIffaS21vOWM+Le5KAPsOAZDbz8kka9vb2ODg40LhxI5KTX70TbAHIkSMHJ04cJSQk2GqTvHz5SkwmE4lJCUiyhCAKqNQKWrRoTlpaEnfu3MTOzg4HBwfy5Xu3pGXe5xswGswY9SYOLD9DjRp1SEtLQ8KMUw57q+6Sg50jG749zPD6U3lw5xE6nY6MjAzCw8Pf6dPZ2fmDls0jRw7nk0+a4Ovri06nIzo6mhPTSikAACAASURBVEGD+jNq1AgWL174q8EWgI0b12My6bIEWwBatPiUQoWKUaNGbQDatPmUefPmWLNl3ggnWzJpxjN27Ndcv36Nhw8fER4eQf78hSlQoMg7pVq/RmhoKLNnz+HVq3+bGK4NG38s06fNZvOmrbwJiPjlyYNSoUBAQBQFRIWIQvhliakAyNZyZYMxE7PZjMlk4scfZ/DixUvGjZ1Ig3ptOX7sFDm93VAKWgRENKIzksmSCfjkkSVdv2Gjuvj45EIQFAiCSM+enShYMB9Dhva1BVts2PiHofXKgdbbA0GpwN4nJ4JSgSSqqbRqEiW+G5Rl/ZEa/ZLQCWvwadMYz+plKDnxc6LDHpAYFYtrQT9EhQJRreTpgxReZSq4czmax6F3kU1mHuy7SK6UOPy0RkoG2dPim1Yo7bT41SxO0ZblEJHJeJXG3p5zPzjWkDl7WVFvAveOvN0sd8qTkxb7p6CzcyHTKJL8OJ7MxLQ/c8ps2ACyUUkRWAQu3yz+hw8fyZo161CpVMycOc0qHpk/fz4eP36CwWBAFEVWrlzFDz9MQvkf0U9RFBnzzRcEB4fwaZtmrF69hvPnL2Rpkzt3bho0qI9Wq+HSpctcumTZIXv48CFTpvzIqFEjkWWZKVOmMWHCdxiNJjQaDRUqlOfMmbMsW7acNWtWWvUIIiMjadeuI15eXmzfvgVHR8c/f9JsZCsUKgV2jloMmUbccn5ciunvQa1WExQUSHR0DCVLWtTtd+7chdFo5NGjR1RqUgB//6y2hFu2bOLly5d4eHhkOf4mYAkwdd8Q7oU/oX4nS9DAzkGDT8VCKFQKBEEgoHYJ63mjfu7Bukn7uXv1Cd93W0Gzwn3xrGLg2rVrnDt3jsqVK/NrmM1mVq9eS2ZmJnZ2duQv7ceYUT2YNPMHVp85R7WwgpQtWxa1Ws316+GEh0fQoEH9d/oJKOJDbLRFM6FuxwqMWPJWP6Fatar07dubA5tOsW/DIV5cy+AFT/ihzQrGj/+aI0eO0qtXD2rUqEW9evUYP97iLGA0GgkLC6No0aLvWHF7enrSv39fFi5cTFTUQ0wmE8uWLefFi4+vY/5lwAssJVVHjhzFYDBw7tx5jEbjOwLd06ZN4eDBQ0RFPcTb24uLFy9adLCAw4ePYDabMZvNnDt33lqq9WvExMRQt25DTCYTu3bt5vTpkx89/n8TNvUuGx+Du7sbokKB9No5MT4+nm8njOVqxHXq1K1FcHAoTx5Hk55mQpepIzk5GZVSTXTMc5RKBc2bN2L8hGEolUpq165OcHAoyCInT50iODgUlcIOBBUe7l74+vqgkDTUqF2B0uXeCn6/2bBSKBR89/2YDwaFbdiw8b+NQq2i+pbpGJPSUDra8/TgOZwCfXDyz4Usy5z+cRuPg29R65u23Fy2h/jwB0gISIjcOPkAnWx57OywYwzNDs/i1c0otvZdhqw3IQAmSUApyBhSM0k4d41SrkB6PLmK+tB5x0gOdJxEssGEQpAxyyIIAia9EaXGsu54GHyLMzP2kLducS4uOYxkktj/5Ur6nf0ROzfLM5OdhwvVxnUgZPoO8jUojYOny980m9mb7LaGyTYlRf/J0KFf8tNPlnT8Pn0+Y9GiJZjNZlq1asH+/QeRJAknJycSEhIAS4BFpVKh1+sBywPR5cth6PV6607QJ5804cKFCyQmJqFQKHB0dEStVpOcnIzJZMpSXuTl5UVs7FvRx1u3bvHkyVMKFixA3rwFrdbRRmOmtU2vXr1ZuXI19vb2LF26iC5dOv+ue05NTUWr1doci2z8Ki+fJXIz9D5l6hXByf3dzK3/lrS0NK5evUrZsmXRarVs2bKNL78cTtOmTViyZNEfuhg36QzIZgmVg/ad1+q5DcKoNyEIAudMazEYDPj7+/Ho0QMA4uLikGXZarn8hvHjJzBp0hTMZjNarZY9e3bi5ORI3boNycjIoGrVKpw9e/o3x2bQGQk7cpOAYr6Y1XpatWrLjRvXMRpNSJJE1apVkKJceRB3i3JaS8DGIBg5kroMgFKlynL16jW0Wi3h4ZcoVKgQjRs3JTj4DJ6enixYMBeTyUSLFs0RBIGEhAR8fPzQ6y0aMWq1GkdHB3788Qf69u39u+ddp9NRsGBRYmJi0Gg0jB07mrFj3y+om5GRwblz5ylXrizt23fi8OEjgMV9qGTJEsiyxKZNG/Dy+m2r8qdPn+LvnxdZltFoNOh0/xu7U39lSq632kvulrPDbzf8CKZHz/vHpOT+XfwvrmE+Br1ez9ChI4iIuMajh49JSk5m3ryZ9O3by9pm/75jzJ+3kgEDuzH+68lERlrKne20Lmzeuoj6Dd/aqUqSRGjIRRo37ohOl45G6YokGZFkI6KoQpKNKBQKjp/cQaVKZa3njRo5gblzl1KlagWOH9/5QWFuGzZs/HOJ3BXKiXHr0BlkXAO98Cuck+gz1zHojPDafj5DViBqNHwyvy8BNYpyuOP3xF17xCuDBpMEqSaL4LYIeNkbQZLQqkCRwx39yyS0KpBMJrwrFQFHJyKP3UAG2q77glylAllUeQzp8SmIShGtsx26xDRkoHSPOtT9us3fODv/2/zVJUV/1Brmn7R+ybZ/9aZNm8LcubPYvXuH1QHIzs6OFi2a069fXwYNGkDDhg2wt7dHo9HQokVzIiNvc+/eHcxmPTt2bH1n0ZCQkMDz589Yt241Xl45SUhIIDY2Fp3OYjldtmxpa9u4uDg2b95i/XeRIkVo1KghgYGBDBnyOVqtlsGDB2Xpv1GjRmg0GkRRoHz5cqSlpbFly1YePXr0m/e7bt16cuTIiZ9fIC9fvvzvJs/GvxZJkvDI7UbNduX/lGALgKOjI1WrVkWr1RIWFkZ6ehr37t1m6dLF1of+AwcOUr9+I/bs2ftfXUupVVuDLbGxsZw5cxbz653eITPa4xPoSd8fWuLk5ISDgwOFClksoc+cOUtAQD4CA/MTHHwmS5/Pnj1DkixyX7IskyuXN0FBQWg0auzs7KhTp/ZHjU2tVVG5eSlyBXnSp09/rly5AlhKDe3s7MiTJw+de7XDQ/Qj1vSMRPMruk56a2tYrlxZ7OzsUKvVeHt7k5yczIkTJ8nIyODp06e0a9eRdu06Uq1aTe7fv49arUYULfbM7u7u1K5di9TUNIYNG8HWrduYO3ceq1evsZYs/RbPnz8nLi4Ok8mEl1dOa7DFaDTSvXsvqlatQWRkJGDRoalbtw4uLi4MH/6l9X3OyMhg9uwZnDx5/KOCLQB58uRBrVYDWHUmbNiw8S6LF//E8p9XcemiJViUkfHKGmzZtnUv9eq0oc2nnxF8OoSunT+nXv2a1nMzdcnEx8dn6U8URapVr8TVqydp1bIpCoWIWdYjI2GWLJtPgiAwauS3FCxQkdOnQwCYNn0CiUkPOHFily3YYsPGv5CY0Jtc/mEN9oIOV60RV7WBcl+0ovL4LihFQJARBBmXnE6U7FoL/2qWDDinAG80Dip83WXciufF8lgqICOTblKSKWhxLF0UXXIGRpOMrFSCUoW9vw/3Q++jyzRh1BmJPGQpsc5VMgClnRoHD2caz+wOKhWCRo17oBcmvZH0F8l/2xzZyN5kq5KiX6LRaOjTxyLKWalSRYxGIzly5KB48WKUL1+OwoULk5qaSps2n1K1ahVOnDjJjRtvbUk9PT0JCTnNzz+vYOHCxQDcvRtJfHw8u3fvIS3t7a6rLMtUqlSREyeO4uvrz/PnlhT+06eDUSpVfPHFMJo0aWTd3VepVJjNZjZs2MiECeNxdraUdrRr14aqVStjb2+Pm5sbderU58KFiyiVSqKjH/9qidGaNeswGk2kpqZx+XIYjRo1/GBbG9mT9XMPs2jcVjzU9ji7OTD54BfkLvBxD8H/Hx4/fkz16pbgxOHDR9i0aYP1tdat26HT6QgOPoNOl/ZfZ728evWKwoWLYTAY6dy5I8uWLaH5ZzVo/lkNAOp2ukp4eAS1atVElmWmTZthLSs8ezaEGjXe7vJOmzYFpVKF0Wjgiy+GUKxYMQDu379LTEwMRYsW/ehxybLMzp27kGWLSLYsy+zatZ2kpCRatGiOWq1mf9hmQs+FsmTJQtq3f7tD880349i0aQt6vf7199toDQQVL16MO3fuYjQaCQ09R5cu3Tl/PgRvb4sId1paGoUKFeT06WAA9uzZx/btOwAYOHAwZrOZ/fv3ULdunQ+OPSAggAED+rFv34EsFs4bN25i82bLuMaO/Zpt27ZkOa9+/Xrs3buLfv0GUK1aVev8/R4OHtzHokVLGDCgX7YtT7DFmWx8iJcvX9KsWWsuXQpDkiQEBF68eMHly1coV64M33z9I7NnL0Z6vZssySbMBiPNWzYkU6djzaotKJVKFO8Rknz6JJoB/UZhZ2/H5m2LademN3pDJgIKChYsQOGieTl06CgZGZmMGT2R0HOHAEvQ1YYNG/9ODMnpgEVLTyNI6J/GcGniKuquGMOT41eIPHoNZAisUoiCTctb3ckqfd8L/8YVkSSZ/YN/ep3bAu4aIwazAgmw83DGmMuNtOeJJGdIZOgF4lYFIwsiIiDJAgcWBaPy8aLFgt7E3XxKjrzeqB21dNk+An2qDs+CPvxU8xt0yelUH9mSMt1qIZklaymSjb+e7LaGybYBl1/i5OTErFkz2LlzF1WrWnZ4Nm1aT79+A0hISKRevbqcOmUpEdi2bTOFChVk7tz5VKpUkWbNPrEGXBISEihQoAiSJKHT6cifPx8PHz5CkiRUKhWvXr1i4cK59OzZBzs7LZUqVWLgwM+Jj49n1ao1jB49Cn9/f+bNW4DRaCQuLp7atesRHHzSKsrr6+trHfezZ9FkZGSg0WjIzMz81YDLuHFjuHbtOgUK5M/y8Ggje/LmQV+SJFq3/hRBENiy+BhqWcRsNJP8Mo2QXeG0H9XoT7l++J4rnNp9ElmWMRqNvHqVkOX1oKBAHj9+jK+v73sfqE0mE2lpabi6un7U9WJjY9Hr9WRm6rhyJavY7MaNm+nRoxclS5YgOPgkhw4d5vjxE0iShCRJrF27jgIF8uPg4ECjRg3x8PBg2bLF6HQ6Tp48RVJSMkFBgeTJk8cqFKvT6bh27RolSpRAq81aziTLMhs2bCQlJQWzWeKrrywW1J9/PpDOnTtSosRbvZkrV65w8tRJRFHg9u3bWfq5c+cuYCkbOHz4CEOHDkalUqFSqZg48TtCQ0OZOXMOKpXKKvTbokUzlixZirt7DiZMGE+JEsVxd3fn+vXrANZ7NhgMbN26nbp167B8+UqWLl3G11+PzWLFLAgCs2fPZPbsmYAla+/LL0ewc+cu9Ho9oihQo0aN974fn3zShGfPHr9z/MqxW8zrt5a8pfIwZlM/lB+wa6xdu5ZVjyu7kt0sFW18PCtXruHy5TBkSX7tRASCIDJhwhQ0ag2HDx+zBJQFDaKg5k01fdvWvYh6FIarizMuLk60bfeu9XqD+u159PAJAF5entSrU58Tx0MQUPAiNp3TZ6dTrGg1TCYzzZv/OX8/bNiw8feQHp9M8NQduAXmpOKgJtb1mV+DcqTHvCL5USyPd1uel2JuRANwK+QRT1LtAEjZdY1r+67RfuMwvIv7I6qU+NYoyd1tZ1Ai4aY2oxQsmXKiaEbtrKXed+3ROttzZPhywnddwSQJyAhEp4v4OgvoZAVGk5mwHZfJGWTR+svlaFl3eRWxuB9Ghz3AkK5DMpq5vfsiZxYcwZCuo+1P/QiqUQSA5OeJaBy0aJ3t/roJzcZktzWMLeDyC/bs2YtOp0OlUnH6dDApKakYDAZCQkIxGAyYzWZatmxtdRNatuznd9yJ0tPTEUURURRo1aolGzdu5unTpxw9egxPz1yAZSd75szp9O8/EKPRUvPs55cHHx8fDAYDJpPJ2t/du3c5evQYLVu2eGe827ZtYvLkabRo0RxPT89fvbeaNWtk0Yyxkb3ZsGEjffsOACyaKj16dKfLF42YP2ozoihiZ69BqRSJOH6bUnUL/0Zvv4+EZwlsHLoek8FEm4ItcavhwVdfjeDhw4fMmDGL2rVrce7cWUJCQqlS5V0B2/T0dEqUKM3jx0+YMmUSI0YMAyDu4Us2f7eHfOUDqNenGt9/PxGlUsVXX42kSJEiDB06hDNnzrJgQVZV+xkzZmIwGLhx4wbh4eG4uVmCOIIgIMsy9+8/oEuX7pjNZurWrcP69WvIkSMHLVu25sSJkxiNRtRqNRcvhlKyZEkAqlatwc2bt/Dz8+Pu3ZsYDAZ++GESYMk+6dt3AJIkUb16NcxmM6IoUqRIYWuwJf5pAk5u9qxYsQqdTgfAkydPs4y7Tp3aNGv2Cbdv32HSpImULFmSsLALyLJMkSJFaNasKd26deXq1Wu0aNGcH36YxP79B5kyZTJ9+nyGvb09PXv2AKBJk8Z4eHggiiILFy4mMTGRQYP6o9Pp6NdvAGazma5dexAVFUmOHDne+76OGTOOzZu3WLNscub0YsiQz99pJ0kS+/btx8MjB1WqVMny2qYf95PyMo1bIfd5EP6EghUCP/Apyt7IZL/dIRsfT8WKFVAqFRjMJhQKBZ6e3sTFveTI4eNZ2smybPVYlZFJTk4BYNKUce/0+fx5HLpMHepfaMDlzuNDrVr+XDwfgckkUaZsMU4cP42vryelShVi0aJlODrZ8/nnff+8m7Vhw8ZfRvCU7UTuD0OhUZGrZCD+1S3BClEhUvSzxpj0RsJ3hyOaDGhcPLiw6CApaSarQKpeL6FRKUiNSYDMTC5O3oRPlSKUGNCMvWM2YZZk9ICDQkKlVVL9q5ZoHLWcW3SYe6dvozPJKF5nx5gEgZIDmhB96QHPb0XD81h2dJ9Hpqji09ndKd70rYyDd4kAAqoVJu7mE/yrFyHm5xNIRjN7hq6i/+kJ3Dh4lT3jtqJUKxl8ZDRuud3/4pnNXmTHNUy2Crikp6cTGRlJiRIl3nHbMBgMbNy4GVmWMZvNbNy4mXz58nL9+g0yMjKQJAlZlq3BFrA8OLwvm12WZWQZ5s1bQNOmTYmNjc0imKvT6ejffxAmk+VYxw4dkTETEhJKnTq1Wb58GZMmTSUqKgqtVou9vT1Lliylfft2uLm5WfspUaIEGzeu+4NnyUZ2IDU11fpgnJqaCkDb/nVp3ac2+2cc5OKRW2ybdhiAsVv6UbxGgT/s2mo7tUWEWqOiRvFq9JnXD4AKFSpz+XIYK1as4u7dmzRu/P7d0bt37/L8eSxms5k1a9ZZAy4rvtzErbP3uHrsFt8sGMeVO5cRBAGDwUD79m2ZN28BZrOZ589jKVXqbX8tWzbnypVwdDo9yckpNGrUkMOHD7Bp02bWr99Injy5uXXrNpIkceTIUUaPHstPPy0lMvKe9XttMBhYMGIxHdt2oHr3qkREXEWSJO7du8eqVatJS0tjxgxL2U2nTm+FwqpUqYwgCKSmplnvd9vcY6ycsAc7Rw37YlYjyzKiKDJ16uQs86BSqdi4cX2WY4ULF0aWZY4cOYpCoaB27VoULlyY5ORkJkz4HrPZzPDhIzl48BDbt1vKBr7+ejw6nY7Jk3/E0dGRvn37WPuTJInAwACio6NJT0/Hx8ePjRvX8emnrd55X/LmzYtWq8VoNFKlSqV3xvuGGTNm8d13E5FlmcOHD1C9ejXra7U6ViDq2jOccjiSp5D3e8+3YcPGr1OjRjWOHz9E7VoNMZnMxMbGIPzC+llAabFpRokkmxAEM7IMtWvXxMHBUvoTF/eCDu36YTZLfDthOO3a9EaSJGbM/JaVK7dw/epd1qzaSWzcEwxGA/nz5WfH3sV45AgkM/Ot2P+Y0RNsARcbNv4luOTxRKFRgSzj6P1uhrFSo6L9ttE8DrnDi4fxHJ+xD0kGO7USn7L5yOVth5tfDvLWK8mqKsNJTcwk+k4c+dpUR+NkR0ayRT9OkgVMJnh05g4ZaSaCZ+0BGZSvN8KiMwRc/T2o3rkSrsMb8vDMbbZ/tggBUJlNpMRl1WpRqBS0WGxZa2YmpXN57RkMBjNGnYGHwbe5e/wmZoMJUSny/NYzW8DFxh9Otgm4mEwmihcvRWxsHI0aNWTGjKls3bqdpk2bULRoUURRtNYY6/V6nj9/zosXL1Cr1VZnIgEFMhbBzTe73y9eZBWgfZNep1QqEQSBhQvn8tlnPfjqK0tJz9vxvAnACOzecZAMQxK7du0hPT2ZHj2606NHdxITE7l8OYzGjZsiiiKbN2/l5Mljf+o82cgefPZZL5KTkzGbJfr1e7sYvrI3guOLT5GQZsBkBpVWRWaqjluh90lLzKBc42L/teihYw5HvjgwjKfXnlKiSUnrcQ+PHFYB6/8sw/klJUqUoF69upw7d56JEydYj3sFefIgzFKm8iDKUm4jyzJqtZrQ0HPWUpljx47TuHEjIiIiuHjxEiqVCrVajclk4syZszRq1JDq1atRvXo1pk6dTGZmJn5+Qeh0OgRBsJbnbNq0js6du3P//n2CNHnhqsjOO3vQZxjo1q0Lq1evRRRF4uPjyZMnj3Xe6tatQ82aNUhJSSEwMJDp0y0ZNmPHfs3PPy/j3IFrGA0mFDqR0gXLE/HwAuXLl/3NLDawBHPr129ESEgosizj5ZWTO3du4uTkRP78+YmMjMRsNnPmzFn27z9AYmIiCxcuxmw24+3tzbhxY7L0J4oi4eGXmTlzFlOnziAzM5OdO3e/N+Ayduxoypcvh7e3V5ayqP8kJibGah/9n6KcTfrWpGb7Cmgd1O/Vj5g3bz4rVqxiwoTx1KlTm+vXr1O+fHmriG52Irul49r4OJ48eULPnv3w9PTAbH7zKREABSAhCEpEQYWAiCAImCSD9Xdy/sLJ1jXM+rXbuRJ2DUmS+WnZutcbTkYO7D9OwqtUJAkSE5Jea72I+Af4oFarKF6iCDeu30KWLQLa9et/WAfKhg0b/ywqD/0En7JBOHq7kSO/z3vbeBTwwaOAD6taTQcEREHGP48DtfpWI2+Dt1kn6akGQECSJLY1nYB/ufw8OX8PhSBhkpQoVErs3Bx5cDgMZBkZAaUooxZlCruAT347XLyceXz+HjdO3UFnlEEW0Ds5UbRxSYw6IyqtJdBs1BmIvx2DVxFf7FwdaD6rOzsH/ozaTkPucnlxy+vNywfxuPnlIH+NQn/BTNrIbmuYf6Ut9Lx585kxYzZffDGEYcO+ACz6Kl5evphMJpydnXB2diE2NhY7OzsSEuJRKpVERUVx7Nhx1qxZx8WLl6hRozoODg5ZnFKU2GMiq4OHSqVCFEWryOb69WuIiYmhQIECpKSkULNmDURRxNfXH0mSEEXRml3w5nyVSoWrqwvPnj3Oolnh5xfI06eWUqCSJUsQERH2Z06djWzOvXP3WdBxCbIM3mUDKdmwGH6Fc/FjuyUIgkCHsU1oMbjun3Lt1NRUtm3bTrlyZSlevPjvPt9sMnP95B1y5c3Jsk+asTDqFsWd3TgQc5/U1FRatWpDSkoKO3ZsxcHBgcDA/EiSRKVKFcnMzESn07F79w78/f0BWL58Jf37D8TR0YGkpLe7JSaTzpohZzQaKVWqLJn3ddR1qYeAQLTLM5bsW8TC2UvA1cy3336DVqvl4EGLeGTjxo2s3/Ft27bToUNnFAoFw4Z9weTJP3LrQhTT+6whb8ncDFvSmXv3IylcuDCz+63jwoHrdP+2OS0Gvt8JadWq1fTp099alqhWq6hXrx7ly5dj5MjhdOjQhX379qFWq7l9+zq3b9+hXbsOgMCkCZPIofOn4iclyF/GD4BJk6awceNmxo8fx4IFi4iJiWH79i2/GlD5T9785r169Yo+ffqjVCpxd3fD19eXcePGfHQAz6LZ44HZbMbNzQ1nZ2devHhBlSqVOXr00EeP58/ir7RV9FJ5ye09/hhb6Pmx/xxbxb+Lf5ItdOfOPdi0aQsajRq12o7UlBRAQBS1qFRqNGo7MjIyARFBEJEkIzImAgP92bt3M6tWbSAorx8B/gG0bN4dWYZhI/qzdtVukpPTEEVLZq+TkxMNG9Xk86HdiYi4QatWn+Do6IBOpyMs7CrFixcmKSmFPHner8Nlw4aNfw8mnYHzM3YgGU1UHtUGlYOWVbVGE/ckFVGQsFODUq2iycL++FWzlCGd/H4TV9YE46yRQJIQFCJFu9UlLiwSv3plsPd0J3+TMtzZfZGT49eiFGQkWcRksjgUCqJArWk92T9sNZlmeJYm4KoWEAUBpQLsXewYcmQMzt4u/NRkMgkP4/Es6EOvXSMBMGYaEJUKFB/QivtPjs85RMTuMBqNbkbRhh+/Bvon8FfbQv9Ra5h/0vrlX5nhMnz4KEwmEyNHfsWXXw612qAOGNCPBQsWkZmpw2QyYzZb/ps6dTqBgQF06tSRvn2D6N37Mw4dOszo0eO4efOUNZsFeCfYAuChKImTypsX0m0SjQ8YMuRLZsyYSuvW7V6LR4ocO3aYN8J0giAQEXGZ8uUrYzQaMZlMLFw4n2bNPnlnYZInTx7i418gyzKbNq1/59o2bPyR5K+cj6FbB5GRnEHRukUQBIHQneGWnVCjmcTYlD/t2o6OjvTo0f2jF+e6ND3ze64g5UUq/Zd1w7eAN6XqWxyCWjZuhOGghIN/7tcP+O6cPn3Ceu64cV9brY8zMjK4cCH0nf5Xr16DyWQiJSXVeszOzi5LOWJ05AuqOrYm0uMmoamhmAxGElKS+L7uLARBQFnJSMmSZRny+WC6dOqCq4dTlmvMmDHLquHStWtnAIpUDGLltQnWNiVLliQhLpkzO8ORTBKLRm9gxeF5bNu2BZUqq8J+wYIFUKmU1t8rV1dXDh8+wqlTpylevBgHDx4EwGw2ExgYSFBQEFu2bGLjxk1sn3Uctwxfdi88ycan00hMSuDbb7/DZDIxdOgwYmKefNT78gZZlmnWrCUHDhxk9OhRKJVK9u7dh1KpZObMaQwcOOC95y1b9hPLl69kwhENEwAAIABJREFU/PivqV69GufPX6By5Uo4ODgQFBTIs2fRlC1bhpMnT2E2mwkPj/hd47Jh499McPBZZFlGp9OjUb8R0pdBNmIyKTGb35T7SCALiKISETuOHttFmVJ1SU55gSgKlClTxlpjv2nDbgx6E7IkYzLLqNQC48YPpkzZolSv1hCFUkn58qUoVKgAWq2WqlUrAlgdFm3YsPHPQpeYSvTZm3hXKIiDl9sH293cfZHkp6+wd1Bye+tZZEnCydeD0n0bIael46I2YpYFECzrJslktp6rsLMDhRK9ZEIjSEgIXFkbTNH21cj/SQXibzxBEAUKNq/AxYlrMRsljGYZCRFRFjDJIheWHkGWZbQC5NQKGCXL2iPdAPefZDClw1ImHhvGi7sxyJJM/O1o6/VVdh+fGZuemM7xuYeQTBI7R2/+1wVcbPz5/CsDLrVq1SQ4+IxVHwEsu+d2dlrUajWSJFGrVk1CQkJJSUlh/PgJaLVacuXKRe3atRBFkT59+hMTEwNY0urfPMD8sqwIQCFocFR4gSzgoS1AovEB8fHxfPZZX6u+gyRJdO3SE6VSicFgxMfHh5IlS9Knz2csXryUWrVq0rt3L/R6PXPmzMXT05Pq1auxePFSRowYjk6XSeXKlQgICPhrJ9JGtiSofFah0orNSxLzIJ6Ul2m0++rPcZ1IeZnG13VmkPIilREb+1KsVsFfbW82m6lTvT6Xrl6inF01bpR/jG8Ff2bsGsLlzRc5LgnMfHwH4cldcq/fQJcunbOcv2HDZsDy3Z427f1aI998M462bTtYNW4cHR05dGhfljY/jdvBk5vxuNj7kqOCHTuOb8BB64BJNiLp4OdtS5CRGTL0C3Z9e51JWwdRod5b2+iAAH+uXr2GyWTi2bNnFClS5L1jcfV0onD5QG6cu88j3U0i91ziu+++Z8yY0VmEuytWrMi3336DTmegUkAdjh4/wuLts5FlGV9fH6pUqcT58xepVq2K9bdxzZq17NixC9kM1Z1akVP0QRAswZrcuX2Ji4unatUq7x3Xr5GUlMShQ4eRZZnFi5cya9Jsiqurk0jsB62z09PTGTRoMCaTRaQ3Z05Pnj59RlBQINevRxAefpnbt29TsmRJli9fwcqVq5kwYfzvHts/HRnIZnpzNn4FWZYZOHAw+/cfwmAwICAgigpSUixWrQASIgpAliWwtEAGFIKKFi3r4+7u+lqjTkaSZO7euf963SMTEJib8MuRyLKMyazH09WL7j3aMnHidDIyMlEqlRw8cJRChf44rS8bNmz8fezvNp206Feo7DV0DJ5htXH+JU/OR3Jo3EYkk5l81QogCAKCQoFT7hzoUjMp2r85UTuC8a1UCHsfD+xzOONfs5j1fJfc7ogqBUZZpMLQllyavw+T3sjTc3eJWBuM0QTOuVzpc3oiCnstsXFGJMAkC0iygLPSjMbZAVEhIpkklMjIAgj2GtyNGTgrBR7cjCHxeQqfTO3MpVWnqNTn/5ehrXXS4urrTkpsMoEV8/5/p9XGa7LjGuZfGXA5dGg/jx8/tpYGAHTq1JVjx44jyxL9+/ejXbvWNGjQmF+WVKlUb6fD0fHtQ0z58uW4evUaKpUKNzdXoqNjUKvVlC5divPnL5AuxWGSDKB4K6hrNBpRimrLcSA65hn29vYYDEbi4uKIjIxk4cL5TJ06GQcHBwRB4Pvvf2DWrDkoFApy5/bl/v0HqNVqoqIiyZUr1585ZTZsfBCFQqTNiIZ/6jVunblH6qs0jHoTx1eF/GbAJSoqirBbYZhkE9d1YbjY5eXWxYfsGLeN63vCuZJ6zVrK8kaDKSQkhLVr19O9e1fq1q3N2rXrqVOnNtWqVXun//DwcEaO/IqGDRsQGnqO58+fM3v2TKpWrZqlXbGq+bgRch9RIfA47j4AkiBhdNShMdnjqc5JopSAg5wDo8HE/g2nGf7dIMqVK8vMmdNZvvwnduzwxGQy0alTV16+jHvv/V68eBH7KqnciTzGoycPAZg+fRZr1qynY8f2eHp6Mvjzz/l+zFTmLJlBkFCeS5o41GoVU0bMplLT4vj7+3Pjxk0EQaB27bclSW9+f1DINO5TjQ6ftUKhVKBAwY0bV7l37x7FihUjJiYGLy+vdwTHwaLL0qpVG0RRZOfObXh7e+Pq6kr9+vU4evQY/fr15db2OHwVBfBXF0bQqQgMzIezszNHjx4iZ86cgMXBLU+ePMTFxVOyZAlCQkIxGo3cv//AOtZy5SzZo/3796N//36/+jn5NyNlt9WKjQ/y6NFjVq5caxX1F0URQRQRZIt9qiXoIiFJJstDEUqUCjtARkLPV2MG4eTkyLYdK/nxhxncuH6LzAwzICEqIfjMGZSiHQIKTHI6T2OiuHPnPp06tWHVynWoVCpaffquhbQNGzb+mehepWDWGZDNErJZem/ARZZka8aKc4A3lQc1RjZL5CwVxPRq35OekE5AuUCqj7dseKXGJRP600kCK+fDp7gfBRuV4tbyAyREJ3Fh1k5cArwQlCokZ2dS9fFoFTIpzxPZ9uVa7sdJqF+b3IuAGZCVClrM6s71nRcImbkXR5WMJIC7l4a05xkoRZkiBXLh6GZHjsCc9Ng+HKVG9c59fAwKpYIvjo4m4fFLcua3Cfr/EWS3Ncy/MuCiUCgICgrKciwlJQWDwYBareaLLwbj7+9P8+bNCQ4+Q4sWzWjSpDFOTk506dKNRo0a4ehoScUVRZFcuXJx8uQxFAoFiYmJHDhwkHr16qLXGyhQoDAxme+v7VYrNZisrkYijo4OZGRkYDQaOHs2hAIFCliv8+Zab3adNRoNKpXKUpag/Fe+TTb+ociyTFhYGLly5cLX1xcAg97IF61nc+/6UyYu70elesV+o5esFK2RHzdvF5LiUqj3WfXfbB8QEECJEsUJC7tCk3otSbgoUqFuEZRqJbcTdBgNQbSrG0iFxqXo0aM7kiRRv35jMjMzWbVqDQqFAoVCweTJP7w3gPDVV2O4evUa9+/fZ8eObVSpUjnLd/UNHUY0pGLj4rjndObsxWB69uxNhQrlyZseSExiLC0829BmQXO2zzmPPt3I6dt7OHs+hCtXwsmbNwiz2YyzsxMZGZlZHMh+SXp6OnXqNECv1xMQ4M+QIYNYvXodycnJPH36lJkzZ6NSqQjbfY/bEffwN1fERZmHVL0eN6WCEsVLUL58OUJCQtDrDRgMBo4ePco331isX7t06cS6dRsAuP3qCmF3fEgx5+OTT5qTlJTMoUP7qVGjNhcvXqJChfKEhAS/U/a1cuVqwsKuIAgCq1atYfToUeh0OkJDQ1GpVBw7doxW+T9Do1WBILBxy0YePXqMVqtl167dVmckhULB1atXuH79OuXKlWP//gPMn7+QL78c+pufid/i1q1bNGjQBHt7O06ePGb97Nqw8U/HxycXfn55iIp6aNWHc7C3IyVVD9aAC1j2FAVE4c2aQgBZ5NSpYEqVKkHVquVYuWo+X4+dytEjpzFLRvQGi1i4UqXAbHy7Qj5/7hJ9+3Xn6bPbf+Gd2rBh46+g/uIh3N5wknwtKiOq3v8McmPnRZAFZGSKtKyId7E8AOhSM0mJTUYyS8TcfGZtv67XUuLuPEehFBl56QdizlzHnJCIZJYxSiIv78djXySIp6EPkCURhWDCLAlE7LmCKEmYRMjh64ZZEPEq7EvOIrl58fgV51ectmRLCCAKEBOThsIs4uKq5vPtn7Ou9QySn70iZ+HcNJnTi6SYZILKB/xubSm1nRrvQu8XCrZh47fINk/yGzasZfbsufj7+9G9ey+CgoJYsmQhrq5vbc1y57bYn65fv9HqelG0aBGWLFmInZ0dAF5eXvTs2QOAHTt2ZsmQ+U8xXLNgIIdDHrRGb5JMT4mPjwUs3uODBg3h2LHjDBjQH1dXFwoXLszNm7fQajUMHDiAYcO+YOPGTVSuXOmj3ElsvEtkZCR370bSqFHDd7QubPz/mTjxR6ZOnYYoKrhxIwJ/f39uXo7i+oX76DIM/DRp1+8OuDjlcGRW2Dcf3V6lUnHx4jkMBgMajcZ6/PaFB2QuPYMgiChjc/H55wMBS5DIycnJ+v96/f+xd9bhVRxtH753jychCQkQgrsXdwvuFIcWirR4cS0Ud4pbobgWLRTaQnB3C1ASnAAxQtyO7+73x4FDU6Dwvi9tv9JzX9e5rmR2dnZmCHtmnnme32NBp9OlE8P9LfXr1+fUqTNOw8xvw3Z+iyAI5Cvh2Lg3a9aUmJgoAJ7ej2bv/EMUr1OE4LhfOfBoDb169cAtvCAnLxzFZDIxbNhIBEGgTp1atG3bhqZNm6RrOzk5mUaNmhIeHu5MDa3T6Zg5cwY7duwkKSkJb29vEhMTkSSJZ5FxZJULkqI2IaJCVIl8+lVjarQuC0DlypVp164tV65cYc6cWQAkJCSg0+nRaNTY7RKbNn3Ppk2b8PDIgMViwWQyMXjwUC5evATA+fMXePToMSEhIdSqFeCcl5o1azgNxDVrOjyGbDYbFosVi8VCQkIi9QaWwZwhgU96tCI6NYK1369Bq9VQq1ZAunFnyJCBqlUdIUytWrWkVauWb/lreDfWrdtAREQEWq2WnTt3MXDggPfS7t/FX6B37+Ifgk6n4/vv11GzZj0sFguyLJOcnIyHuy+pxjRwhkELiKIAgh1ZEVGQkeQ0ypcvx4wZC5g7Zwlms5khQ/vSqvU3TBj/DXFxsajUaipVrICgUgjcd5AcObJTvERh6tdvQbVqlZkwYZRLGNeFiw+ILKXykaVUvj+sYzNZUWQFUaPit//79RkMfDylLZe2nqNcizJINgmVRoVkk1BkGUVx6GL6VSiMxqAlJcFOkk2NQSWjSkxFpVVhM8nEW9UoCOQu5EvKo2cIKoHmczqTp0ohlrddyKU5B4ADuGsU3AQQRIhFj8FmRUIkVe2GzkNP/MNoFFkhIjicidVnoChQv29tWoxq8qahufgL+LetYf63/K7/ILJnz86cObP45Ze9nD59hg0bNpIzZ16iox0u/GFhYcTFxTnrW61WNBoNERGRFChQhOPHT7zSZvHixZwZNgRBoH37duh0OtRqNYUKFWLgwP4Uyl6RDJpsryxGzGYz27f/QL16DalUqRrr1q3n4MFDz0+UD+Dr60v//v0oV67cnzgrHy7h4eGULVuRTz/tRN++/f7u7nxQXLhwEaPRhKIozlCPgiVy4uXjgUot0rRTtbe08H4QBCGdsQUgf6lc5C6WDUEUaNknIF3dS5fOOdMZCwL07duHgICar217xIhhHDwYiKJA8+YtmTp1+n/Ut6wF/Oj+7WdUblOeQYOG8PjxY8aOHU+OHNmd74wXot0qlZovvvgcPz+/dG0EBu7n+vUbhIWFExBQk+nTp3LwYCD3798nISERwKkTpdPp6DXuEyo1LknXoR9TrnYRvpzRlnZD6xMVFYWiKKhUKtatW82vv16jYsWKDBs2gsyZ/Rk4cDDff7+RkiU/wm63Y7dLJCcn4+npiZubGxERL0Xm8vgXpFChorRo0ZoGDRo7y2vUqM6TJw958uSh01ji6enJzz/v5ssv+7Bhwxrq1KvLnI1TGTxmIHXq1CYuLproaEc2t7+CVq1aYDAY0Ov1NGhQ/y955p+FgiOl4vv4uPgwyJUrJ3anIKUKQdBhNJlw/LU4Dhw8PNzJlj0ziuwwtoiCiiFDhrB9+09MnTKX5ORUrBYb+wOPcPbMRR4/Cic1xUJSQhoHDxzn6IFLaDVqEhJj6d1rEMeOnmTWNwuoXaspx46d+ruG7sKFi7+BhlM6UKlPfZrO+szp3fKCCh0q4ZYQy/Vvf2bfgOUAfLamNzUHNKDLpn6Y41O48G0gZcd2JVUwoCBglFS0W9SVpuNa8lHLciCK+BfLRpHaxVBpVWh0GsyJaQBE3n2KXVawywoZ8viRuXwhctUvi9rsCCFXgFRZZESjBVQc2oKsH+WiXM8GKIqCbLESejn0L50rF+l5X2uYfxL/Gg+XpKQkWrRoTUjILacniiTZCQm5hZ+fH+3afYLZbAYgo6YAOpUXKcoD4uPjAejWrTuPHjk0Gk6fPk1ampEGDeozduzXzJo1B0EQUKlEp6Fm6NDB9O7dk6X+61gwdheZdIXo2asDNQOqc+HCJWbPnuPccKnVas6dO0/GjN7YbDY6dGj3t83Th0JsbCyyLGM2m3n48OHf3Z0PirlzZ5GWlsZHH5Vweid4eLmxO3g2ZqMVD0/D39Y3rV7DinNjkOwSKnX6UKFcuXLh7e2FzWZDp9NRrlyZPzyVdbwjJEwmEydPngTGYLPZSElJwcfH5537VLlyJU6cOEHx4sUpVqwI4NDFmTp1MmazhX79Xp+tp2rVKuh0Oux2O71793R6evj7+9OkSWNOnTrNhAnj+OWXvZQuXYr2XVshdEs/ngYNGnPs2HEaNKjP3r0/pbu2efMWJEnixo1fqVixAi1aNCco6BqSJOHt7U1IyA28vb1p1KgpUVFPUWQF61MBu+xIOX3zZjA3b97kq6++pl69OgwZMviVMdSvX4/69esRHh6OLCtYrVaSkx2Zrt7kNfR7EhISqFevIc+ePeOnn36kTJky73Tf76lSpQqJibEIguDyeHPxwfHkSTgqUY8i2wAB4XnYkEPo34aAmtTUFPLly0NURCJqtYosWTLxzayxDBk8BklyGGtEQUOD+nUJqFWNdWu3YrXanc+wSWasljQwKbi7uaHX6zGbzZw+fY42rTsRn/CfZTJz4cLFPxdDRg8Chr3UbpKsNkJ+OIvOy40H+y5jjk9GlhVib4UTezcCrYeBukObYopPZU31kSiSzO0fz5GtSB6e/BpOweqFSIuM48o3W9EYtIw6+hU++f24c+wW9688plDVAhRuWAqAsh+X4cjq0wAkPoym0aD6XNl1GZUoIAngWSI35y8+wXYvnkzZvek0rj1b+65BJ9lBLZAaEffaMblw8Wfxr/Fw2bXrRy5evERMjCPFsiAIBATUpHp1x2m8h4cHer0evcoLrZgBg8oXb/GlcKe/v0Mk6ccfd1O7dn0+/rgV06fPwMcnI5s2refq1YsMHToEURSRJImzZ8+xecV+ju4KYcHGEdxJ2Me8+bNp2bIFM2ZMZcKEsWi1WgRBQJIktmzZRufOnxEWFsrIkSNeO4bY2FgKFSqKt3cmTp8+/edP2j+Y0qVLM336VNq1a8vKlcv/7u58UBQpUoTjx4+wePHCdPonarXqTzO2hD94xtGdlzEbrW+vDE5jy8SJk3Fz86RPH0do0fjxY2nduiVffNGNjz9uzp49P3Hu3DmaNm1Op06dMRqNTJkyjRIlShEbG0enTp9SsWIF5s6dTWJiInnzFsDPLztLlix9p37YbDauXg1CrXZ4y7Vu3R5JktBotGTPnp0JE8bh4eHB8eMnSExMTHdvzpw5iYoK49mzyHRhNSqVip07t/PsWST9+vUlMPAX6tatQ5069dm06WXqeFmWOXLkKHa7nYMHD73StylTJuHjk5FOnTri7+/Pli3bnCGRCQkJtGzZBpvNxrZtm5k9eybtyvciqyEfjrAEkRkzpvL55z3Yty+Qr78ex+3bt984Dzly5GDHjq0MHjyQHTu2prsmyzKbN2/hhx92OrKg2O0kJb0M9frll73cvn2H8PAIFi5c/E7z/ia0Wu0HY2yRlffzcfHPx2az0bBhC2w2KwoKCjKCIKQLeQYBvc6DBw8eIclW8hfIxfmL+x2C/VNGIShqRNQIgkhCQhINGtZix67VVKteHrVKjb+/P1mz+uPh4YFarWLGzImULv2Rs/XMmTP99QN34cLFe8GcmEb09VBk6b/3Gzi/8GdOz/yBIyPX8fjETQQgg583BZuWZ1vbb9jYaCIxt8MJnLQD2S6jKCBLMqbQcHzdFLLn8uT+gavINgnJJhF3N4LoO1Gs7raK+5eeEHTwllO89+Mp7WjQO4CMbiJ6UeHS+pM0m9CGvFUKUu2LWrSd1habWUIA7h4KZkX3NSRGJqHICoqsYEkxc3LnFdpkHsLQgFlYTI61pd1qZ9vgTXzXdjFxj2P/94l18Ub+beuXD9bDpW/ffmzatJlRo0YyZsxoqlSpjEolpluEeHt7OxffO3ZsZeHCRUyZMoNnlhvobJ5kdMtFjhw5qFOnNnPnzuLChQuMGTMWu91x4jN58jQADAYDn3zSnrZt26DVah1eFfdDmbZ7DbIkM2ngKpq0Ti8EOmLEcFJS0ggNfcjevYHY7XYSEhJfCSv4LQcPHiIiIhKj0cjSpctfm13FxUsGDx7I4MED/+5uuPgfSUlIo0eVqSiyQumahfhm17trb8yePReTycTy5StZsGAeWbJkYft2x4a/U6fO7NnzExaLFUVRnJnHJk2agiRJtGvXgfv3bzsFuM+cOUNCQiJ2u53vv9/s1Id5QXx8PL1790Wn07N8+VLc3d2x2+0YjUYsFgtWq9X57lEUhfz58zF37nxGjPgKURTJli0boaH3nEasBw8eYDKZKFHi7Xo4HTp0JD4+ntOnz9C6dSvc3NwQRZHhw4cye/ZcZFlm27Yd6bznevToTo8e3Z2/JyUlp+vflStX2bt3H61bt2Lo0CFEd4ilRvVaaG0a5s6dxZdf9uX8+YvcunUblUpFpkwvN1yXL1/GaDRRs+bL916zZk3JkSM7YWFh5MqVy1m+fPlKhg8fCUBqairjx08iKiqKxYsX0KdPb2rUqI5Wq8Vut9OhQ/t3+Ff/d/APW2u4+BOJiIgkKSkReG4AV0CSHZsNBQUBNaKgwWazI8kOo+2gQb3IksXxfzZDhgwULVqU27fvoigyv94MJjExiQ7temA0mgBISU5j989rqFylLNu27aRXz0EYDHr0er3j/bJ93d8ydhcuXPxvWFPNbGs8HrvJSr7G5ag9o9t/3EbU+Vs82HwIrWTHImgRAJVOTaF21Tm/4ggqqw21XkPc3Ugi7seRYhOwKyokRUAUZdz1Ilp3PSU71+TZr48x+HmzfvwvJEYlopYV1KJCctTLQylBEGg4qjnh5+8S9zCaKr3qkrmAHz22OdaHl36+BoqCm1pAK0nEP0tBi4AiiuQumYM209qycPB2bBY7Ybef8vBGOEUr5eP2kWBu7L2OzWzl4Jx9fLq4y3uaZRe/59+2hvkgPVyMRiPLl68kNTWVSZOmsGPHDxQsWJDw8McMGvRyA16nTh1atGhNz559cHNz4/r1G8iyhIKEWU4k1hLCxYtnWb9+DQ8ePKRq1ZrcunXHeb/V6sj4kZSUxMqVq1m0aDHTpk2mdeuWLFqygIyZ3NHpNRQrnY+ffvqZRYsWExMTQ79+A5g5cxbTpk1m+/atzJgxjQED+jFz5rQ/HJefn99zzQcV3bt//qfNnwsX/58wpVmx2yTMRisx4QmvXDcbLdwJevwb/YKXdOnyGQAff9zMuTH47uudfNVyMaG3IpybiReZwCpWrJAuPfylSy8zkFWoUIFatQLImjUrkydPfOVZCxcu5scf97B16zYqVazGwGbTWT3+J3bv3unUexJFkbp163Dx4lmqVKnC7NlzUBQFSZKIiIhg1KivmT59JqNGfU2BAkUoVaoc33+/+Q/n58GDB+TNmwd3d3eyZs2aTtemcuVKznFv3brtD9vZt+8n+vbtzdChQ9Dr9YiiSMmSL0+w7z+6Q8SzMKxWKxs2bAJgzZqV7Nq1g5s3rzkNLkeOHKVGjdo0bNiEdevWO+8/fvwEVavWpEGDJqxfv8FZbjSmIcsyiqJw9+494uLisNvtrF+/EXBkpHr6NJy4uGgaN270h2Nw4eLfxNGjx1m06Ft8fDLi65MRkNMpEQqCiCioUKu1vFjeSnbw8cnMF90/+009gcPHtpLBU4+s2LBbZTJnKkhKaiKC4LjPZrOSN18OALp374/JZCIxMZGhQ/tx4eJRSpcu+ZeN24ULF+8PU3wKtjQzdrOVZ9f/O22TG6sCka1WVIqMQSVTeXR7PIrm5dD8gySn2LEhIikCB4avJXtWPYpKDQioBIenQv76pQgY8TFZSuSm69FpVB3bkZSYFBRJQSU4squpdRoSohKxPw9zTAyLI/5RDIJKJDEsfYjQ/kVH8NGq0KpVqDUqVFo16szepJhlbl+LxD2TB837BiCqRPx83UgMdUQ/vEj5rNFpyF0+7/8yrS5cpOOD9HAxGAyo1WpsNhs2m41u3boTEnKLCRPGMX/+HDp1+pSMGb1ZsGARe/fuQ6fTkpKSzO7dLzUOMmb0pkePL/D39wdgypTp6TIQveCFx4xGoyFDBk/OH4gg+IqNDkGfERUdiachM12G9qZZ8xZIksS4cROdGgbTpk3nhx+207dvHyIex+Dp6fna8Tx9+pQ9e35i/vxFWCwW9Ho9efPmeae5kCSJKUNX8+B2OJMX9yZvIVcqVBf/LMxyCh8PrEjSYxudRzVNd02SZLpUmkRMZAJlaxZh7o/p0wcvW/YtCxbMIy4ujkWLFpPdKz97Vp7AbLJSoUYjcrbLSq1ajtBCNzc38ufPT5UqVTh27DhAOuOFVqt9RQflt5QqVRJRFLHZbISEhBB/ZzNFj9dAs1qNydOC3W5Hr9ezcOE8ihcvDsCXX/ZlwoRJeHl5ERBQk0WLlqBWqxAEhy1clmWOHTtOp04dX/vMn3/+hfbtP0UQBGbOnEbnzp+lC/OqX78eHh4emEwmHj9+7AynfB0lS5Zk6dIlAPTp0xNvb28yZ86MyWRiw4aN5MqVi7x583D79h3at2+LLMuo1epXBGh//nmvUw/r0KHDdOvWFXAYhsBhqL59+6XhesCA/kiSjF6vo2fPHly+fJlr124wceJ4Zx2dTveKQPK/GYV/njuti/fL7dt3aNq0JXa7nWPHjtOjx+fMnj0fWZZweLrIvDhTkyQ7oijiZjAAAv5Zs7zS3tOoZ5jNjhTQV4Ou88JAoygSdslCijGNrl368fMvm1+GLikCQ4b2J2NG71fac+E5jtAkAAAgAElEQVTCxT8Dr1yZKd2rEWEng6kyqu1/1UbB1tWIOheMKACSlXNTt5BgUSMCNkSMgh6t4hD5DzsdjIcIyYgoCIgIhBy8iS7jTzSZ5PDC9c6SAb0gYRQUBMGR6EDWaxlddiKKpJDZz53WE1qAIGCz2AgOvEaptpVw93Vko6zRuQqPb4Tjm9OHHks6otao2DPnAInRKVgtNkY2W8R3F8aScDeSE6tPsX30Drz8PClWuygjT47BmGjEv6grBfSfxb9xDfNBGlwEQaBixQpcuHARu92OyWQiMjLSeb18eUfmn9KlS6HValEUOHXqTLo2Zs2ayfHjJ1Cr9TSv04WTJ684r7m7u5OW5lDKVqvVqFQq2rVrw48/7COTWA5BEAlPeIRNMmOxmrDaHLGBiqI4jS0AdrvEjBmzGN1jJWnGFHIVzkjgyY14eHik60tAQB2ePAlDkiTc3NxQq9XvLNp5/viv/LTlBCajhdljNrJ0x6j/YCZduPh7iYiIoHjxUsiyTJ8+vchTpEe662ajlchHsciSTPDF14sj63Q66tZtwMOHoWg1WqrqO6I3aCldrSifjx3prJeSksK1a9eoXbsWp06ewS7ZORZ4lgIF8uPp6ZkuDOZ1tG7dipEjhzNjxjcosoJJTuaccRsFbJUpX6g+OjcNdevWoVixYs57xo8fy5gxo1GpVHz77TIOHz4CQPPmTdm6dTuenp5MmPDmdNnnzp3HZrOhVqsRRZGMGTOmu+7h4YHRaAQgKOga0dHRZM2a9bVtmc1mtFotoihSsGBBZ3n//oPYuHETiqJw6FAgAwYMZuzYCVy4cJEdO156zZw6dZru3Xvi5uYGON7DhQsXYevW7fz88y906fIZn3/eleTkZEaOHO68T6vVpvv94MH9fzjPvyU2NpZPPukEwJYtm8icOfM73/uPRvn3pVR0kZ7Y2FgsFkdGjkOHjnLs6DlA/RuDqojjXNiBoigcPrqTe3dDadCw1ivteXplcIZX6vRaTCbH5kit1mKXHM8JCb6FTqdjy5a1rFy5jpEjB7uMLS5cfACU79+c8v2bv70ijncJiuLUUwHI16QSCfefErzCcSglIyBqVIiKQu7SeWi1pDuBA1YQdS0UUFAU0IoKglrEbBewm21EXn/sbC8tJhk/dwG7SsYmg9o7A08exyNLji++1Ng0Noz8ATdBQZQhMjiCtZ8sof+h0QDU6lKVkvWKIqpEvP28AOi7+nN6fzSeZ9FmxPBEIh/GOLNGgoAgOt6WXv7eePm/+b0WeTuKmNAYJEkiS94s5CjuOsj+j/kXrmE+SIMLwKFD+6latQbXrl1HFEUaNmzwSp3u3b+gVKmS6PV66tV76aouiiLr1q3nzJmzAFw9/ZAUiyN9dJYsmQkLe8S9e/fJlMmXJUuW4ufnh7u7Gz/8sAurnIxO5c2APiO59fAiXbp0pmHDBqxbt5rHj59gsViYO3c+sixjMpnI4OFJdJqVMNM5woKgS5fP2bVrR7p+JicnYzabny90NlGmTGm8vd9tkZM7vz+CIDg2mJX+mvSrLly8C+Y0C7N7rCcpNoWRqz8nS65XjYhhYWHIsozRaCQo6BphD6PpVnMy9gQ72fNlZunRr/h8VFMObb9I3ylt3vgsk8mEzWZDFEW+OzOK1HgLJSrnf9kXs5miRT8iPj6epo2bokgACotWzGfFhqWIosi5c6coWfKP3eaXLfsOUVajoJCkRKMgc892jqVfT6P6x4sJCgoiW7aceHt7c+jQfnLkyIEgCIzpsIyrx24xqscUKjYpQsOGDVizZhV6vf4PMykNHNifixcvYTAY6Nz5szfU6ceMGbMQRZF+/Qayc+f2V+qsWbOOXr36kCdPboKCLpMhQwbntcePHzvTTzdr1hKj0ejYvB0+mq6NkSNHce/efQwGAzVqVMfX15d27dpQpkx5LBYLmzdvYciQQWzcuJ73xerVazl58hSKorB69VpGjRr59ps+EP5pKRFdvF8KFy6EVqvBarVhMpoRhBd/EQKOV4aAIKhQFAW1WkWpkiUoV6405cqVfm17GTN6oSh2ZMXxPsydOw/FihamR8/OtG3bCVmW+XrMMBRFoW3blrRt2/K17bhw4eLDxZJiYmubmSSHx9F4YXcK1H+ZNbDsgI85v/oodpMFE2rqjG5J4Qal8MyWkWd3oijepR4N5+RkR98VPLgegaDWkD2nD+aHMQiiQLay+ZjVcA4FqxagxbiPKdclgAfHg8lSIjdh4SlIkbcd2jCCgqSAlGbBgoCCQEZJwvQ8ZXRUcDjrv1jB3dBkRLWKtuOaoXfT4ZU7I5FxKaBAoeLZyFk4K9lHNME7qzcZMmegaECRt44/+sEzvmk4F8kugQIqjYqvj4zAr8Cb9TddvJ5/2xrmgzW4GAwG5Of+SpIkkSmT72vrlS9fnrlz5xMTE+MsUxSFM2fOolarsdvt+Of15EmI41pCQiLjxk3gm29mAI5MH+AQe9yyZRtxcfHs2L6YfPnzpXtOu3Yv3fTGjBntfM727Tv48vTzE2zBccr+e/bv38vKlatp375dOhHKdyFHHj8Cry0iJjqRYqVc8Ygu/v9wencQV4/cwmaxs2PeQfot+OSVOpUqVWLIkEFcunSZhQvncXJvEOExd0iQwjA+LMXuVSfYMD8QWVZITTG98Vn79+9lzZp1tGjRnNwFs7NkxHaWjd7J0IUdKVAqJ3FxccTExGC1Wrl4+SKeel+SzLGo1KIzPGbkyFHs378PWZZ59jCGB1H3adfhU3LnzsW6xWu4tO0auTMUJqO5CAoQIh0nXo6kc7cOVP/YsShZtmw5T59GEx39jFy58rF8+VKa1G3BhQM3sVnt3DwQxbiFDp0pg+HtGZ+yZs3K4cMH/rBOly6dWbBgkUMwU3pV5wZgxYqVSJJEVNRTrl+/nk6Qu1OnTzlyxGFcSUtLo3z5csTGxjF58gTGjZvAvHkL6N79c5o3b0ZQ0DU8PDzYvXsnPj4+JCYmolarnSfxP/64h3nz5rx1XL/lhW7V66hYsQIqlcrp1ejCxb8Fm81OJt8sREZFARoUh5M2AiKK4jC6KIoMCCjIjBz1x2Lj7u7uzF8wja++mozFYuXZs2g0Ghg5cgxXg04RHBxM1659mL9gMZcuHX/nQx8XLlx8ODy9FkpqdCKyXeLGphPpDC6CIKDxz0JaWBwGDz2W+BRWBIwjS/FchN+JRhAEijcvS/0pnQhptQjFJmFR6dDoHclLrh4K4em9Z6TefcL93edos/hzao9yGHZPbTpH8Jn7GNSgtdtItjmehwIaNw0lmxQn7t5TZlUYS+Z8mYkOS0CWRWSrne3jdiOoBGQELFYrVmSCrz+k/Uej6D2+NbHJJuo2dCQniI9IQKPXkMHX49XBA8nPkh3hTXaHuUCtVZESl+oyuLh4Kx+kaO4LfhtG9GLT9Dq8vDzTpU988bMsy9jtZs7d3EnfPr0BR/rFOXPmvZLCNSjoGqdPn+HWrRDuP9cqeEFKSgrLln3H2bNn05ULgkCHDu25fGs/K1ctY9iwwWzYsPaV/pUqVYolSxb9x8aWF2Tx96F46Xx/eFLuwsVfTf5SOREQ0GhVlKheIN21mzdvUqhQUQIC6jBy5HAOHNhHkSJFKFE5N/esp4iRHhJsPoIhgw4UsFlsnNh1+bXPMRqNfPZZV5YsWUp09DNuX35E4Iaz3LoUyqLhjpCY7NmzM3r0V5QsWZJVq5Zz9/F1Vn+3igsXTzsFdQ8ePEy/fgPpVqQXU2p9w9ou3xMVFcWvv/7K6A7jObn+DHmTSiAKanQaHfOnLSIk5DrLly9z9uWTTzqg1WpQFAVFUVi2bDl+OX3IWywbgiDQpGs14uLiWLVqNQUKFEal0tG//wAiIiJo3/4Tvv56rFNLKiIiglq16vDxxy1JSUlBURSGDRtB/vyFWblyFYsWLebevXsUKVKEH37YzogRw+jY8RNMJodhavHiJfj4ZKFv3/6MGTMaLy9PypYtQ/ny5TGZTIwZM47p02dQr15dtFot4PD+GzlyOKGh9+jc+TNmz56L0Whk8eJvGTlyOHfuBBMaes8Z8ujl5cWpU8epXTsAf39/5syZ9U5/GykpKUydOp3ChYuj0RiYNWs2ZrPZmSHuBbVr1+LOnWBu375JnTq136ntD4EX8c//trSKLl7ySYfOREXFIKB5/t2u8Nu8D7JsR5YtyLIFRZIYMXw8/lmLcvjwiTe2+WW/HnzRvTMAOp2WsLBwHj58xIb1m1m79ntsNhvR0dGcPXvxTx6dCxcu/j/iXyYfXjkyodZrKNOt7ivXO28bQuWu1SletwjXVx9ALUhEh4Q51mlmG0/vPSNroaz45siIIitE3ntGwykd+GL3cNKSzGgFBVFWMCUYObkw0Nlujc+qMPnM14w5PRZRLaJ+vp3x8vNkxtVJlGpelvjHcaREJ2NOMeOudoQs8cIUbZfBLmF/7ldhttmJeZTAjB7rWDn+RwY1nMuqgZsZXHIiQ4qPI/LO09eOv0Dl/DQe2pBSTUpS9uPSNB/VlPwV8722ros3877WMP8kPlgPF4AiRQpz5kwcarWaokWLOssdKVK3o9Vqad26Fd27f8GuXT9y6NCRdAt6tdoRDy0IAu4ebk6B3Bw5sr8icHvp0iUkSUKSJM6fv5BOSLJLl8/Zv/8AgiAQHHydvHnTe5rkzZuX7t1f732iKAo2m8254XHh4kMhb4nsrLoxAYvRin++9Nobs2bN5d69+0RERPLLL3vp2PFTAAoUy0UGTw/sdjvly5WiRfcA9q8/RdjdpxgvPWLa1zPY8tNWvvpqhDPE5vLlK9y6dRuTycTs2XPZu3sfKrUKnUFDyaovDT0TJ45PJ9QaEfuEqe0mU716NU6fPkPu3LlZtWo1HT07I4kSarsGg8aAweBGAf+CJBmTMUgQJSdSOH9BGn1WjYx+6d8TderUJjY2mkaNmnL1ahC1a9ciNS2FFWe+xmq2oTNoKVbsI+7cues0rHz77XdERjqEsw0GPTVqVKdx40bMn7+QU6fOoNVq2bx5C02aNGbJkqVYrVb69u2PSqVi4sQpxMY+pV69unTr1h2j0UjFihU4evQQEyZMJiEhgZUrVzFjxlQSE+M4deo0p06d5sKFi8ydO9+Zrvru3RAuXLhI2bJlKFDg5ZyVK1eGs2fPU7NmddRqNblz53Zek2WZ6tUDuHDhIoMHD+To0cPv/LcxdOhw1q/f6AxlmjNnPuPHT8Ld3Z2rVy+me87btHU+VP5haw0X7xm94UW44YuDFMfPCjZQHFKVjlItvpkyExsbj8lkYeKEWXy3dBPx8XFUqVKGseOHYzAYUBSFsLAItm3ZjYCKtFQLWp3DmNOsWSPq1A3gzJlz5MmTm+rVK/9No/7fMButTO+xloSYFMas/pysuV7v+ezChYtXCb98n0trj1FlRGvy1yr+2jrxd8K5seaQU6BDLUK2snnJ16QCB5Yd5+bFMMaWn0SlVmVICE/Aw8eDEk3KYDVZSYlNw/v5rlRWoHAjR/jj01sRmJJN5KmYn7hHsQiCgEEF7lkyMPjQV5zecgE3D4enjGSzU6VnHVaP+AGb0QTP93CypCADGkRkQcFDJaIRRUx2h0nmaVgcZ7Y7Du2sNpn7F0PJVvhVvTtBEGg4sP4r5S7+c/5ta5gP2sNl164dTJs2hQMH9pEzZ05n+cqVq+nRoxddunzOjh0/cO7cObp3/4I+fXo5RXALFSqAKIpkzZqd0NBQxo79mi+/7MPgwQO5e/cWKSkp/Prrr05vmG7duhIQUJOAgBr07t3T+ayhQ4eze/cep4fNC9f6d0GSJGrUqIVO587EiZPf06y4cPH/B5+sXk5ji6IoJEUlIssyrVq1QKvVolarqFy5krO+u7s7169fYc2alUycNI4uXbuQKaeJkl7u6NUi42dOJDg4hF69+jrvKVu2DLly5USlUjFgQH98/DzZdGMyiw+PoPvEFq/tV2pqKuPHT+TBg4dcu3adsLBQZs+eidVq5UzKKYxCGi2+akp0XASRkU8Yt+crEvLGsidpK5fte9gSPJeP2zYnMTGRgIA6+Plld2Y+UhSFhw9DMZvNLFq0hICAOgiCgM7gMKo+fRqdLiOaKIrkyZP7eXpnhVy5HO+y6tWrodVqEQSBsmXLkDlzZnx9fVGpVKjVqudp6y0oioLRaCQxMZG0tDTu3r0LQIcO7VGpVFSqVBFPT0/27t1Ho0ZNadmyDffu3XeG6vj4+JA7d27at2+Xztjy7NkzLl1yiIk/fvyEffsCWb16jdNIEhMTw6VLl5FlmY0bv/+P/i5eiPeKoohWqyV//nxYLBZMJhPHj7/5hN6Fi38L27ZtpHjxorwwtAgIOJZ0AvDy4EhB4bPOHfDx9UGtVmPQu7M/8Bjnz19j3rzVlP6oDoqi0K1Lf4oWrkpqahqioEKRFaZNG0fU07vUDKhGo0b1SEl5yo0b59+YUfH/Oyd2X+X8gV/59ex9Ns0OfPsNLly4cLKz13Lu7r/Grj7LkWyvD09+fPzXl2qoAqj1GupP60jBOiVISjAj2SXS4tNw9/Ni1PHRfH16DFo3Le4+7lTuUBFBJYIokmAXWfnVbvpkGcis+rOY13IxO77aSqa8mak9sAG5yuWhy4ov2DMrkF3T9rJ57I/kqJAPSZLZPWYHvlm98MuXmf5rv2DMvkGgElCLUCRPZsp7uVPEw0Bug4787loKuOtwU0Gxmo5kAe5eBiq0LPPa8blw8d/yQXu4ZM6cmdGjv3qlPC0tFUmSEUWRY8eOs27dBkRRpEWL5mg0Dnf/3LnzcPfufcxmM3PnzmfJkkUsWbIIgKSkJArlL43ZaKNbz3YsXDgfHx8fDh589Qt87dqXApErViyjSJG3izK9IDIykosXLz2/d1W603cXLj40NvVaze3DN8lVNg+9dw4mMvIJer0eU4KVJ7eiyFXUkaI9T5485MmTh+zZcxMZGYlGo2Hll0vxy5WVIxtPcPv2HTJnzsSECZMYM2Y0Hh4e3Lp1E1mWnYr03pkz4J05wxv74ubmRrFiRbl37z61a9cia9aslC1bBr1eTxiPqdmsOo2HvBTiThFS2H8zEBMm1KJDs+TKlSA2bvyeK1eukJZmZOrU6dSuXYsHDx6QlJQEgN1uJyIiIt2z69atw86du/D19aVKlUp06dKZNm1aUyhnSTZNOcTMTttZemwkDRrU5+LFs/j4+CDLMjly5CYuLh5BEMibtyDNmjWhffu2qFQqvL29WbVqOZs3b2XcuK8BWLJ4IdOnT8HLywtRFImMjERRFCRJokCB/GzatB5ZVpg8eSo9evTmxx93UK1aNWc/PT098fLywmQykjVrVtq1+wRFUQgNfcTUqZPJkiULHTt+yu7de/4w09LrmDNnFsWKFSVfvnw0btyIK1eu0KxZC3x9fWnatMl/1NaHyj/NndbF+yVjxoxUrFSe4OA7OM8KFQBHDlWVoEeWZQRRw3fL1tC2bQt8fTKjUolcvBCEzWJGFFSEhUVhNJrYv/8odrsdQXDoJSmKzMyZ8+jXv+ebuvCPo8BHOUAQ0OjUlKxW4O03uHDhwomHnxd2qx2dhx5QeLD/Cm5ZvHDP6sP2TguQrDZqj26NRqtClmUqDGrB3QPXWFF3KmZBjdruSO+sPPc6yZQnk7NtQRD4bP6npI5pxpFFB9m7/BSgIApgeW4/vrT7Gu1nfUqdQY2wJ6YSOOp7yOEPAmiQeXD4V1SKgj3NREKcGTMiKwZspuXwhuhVIrIkI8angQqH4K0INtlhovZUawi5+AhZo6JM85JY0iwYMujfaV7MqRbCb0eRp2QO1NoPelv9Xvm3rWEE5S/Iy1S+fHnl8uXX6yv82Tx9+pS0tDTCwsKpVKkiBoMBq9XKvHkL+PbbZURERDi9VARBoH79ehw6dNjhgvb8lLlYsaIEB9/g++83c+XKVcqXqcKovktRAENGM3fDzrzx+bNmzWbSpKm0bdua9etf1Wf5IxRFoU2bduzff5BZs2bQv3+//3oeXLj4/864gsOwmx3eEVMfzkelUfHoZgSj680DBXrMbUfdz166sleqVJWbN4MxGPRERoah1WqxWCyMHTuexYu/RRAE5sz5hn79vvyv+mO1WgkNDaVgwYJOQ01ISAh37tylWbOmaDQaZ927d+9SqlQ5zGYzOXPmICIikmLFihIY+Atly1YkLi6OBQvmMmBAf2RZpnv3Xhw4cJCCBQswffqUdIYMP7/sPHv2DLVaTXj4I/z8HGJso9os4Vzgr2j1GtqNqcKQ8V+iKDLlypXjxo1fSU1Ndb6zSpcuRcGCBbh06TJfftmHESOGpxtX39rTeHTtGZ8Ma0DPya2c5ePGTSAlJQW1Wo0sy9SoUZ0vvuiJ0WikRYuP2b17p7OdBw8eIAgCoaGPSEtL49NPP8Nut9OvX9//WBj3Q0AQhCuKopT/K57lq/ZTGmZ4VWT6v2FL4qK/rN//VP7ONcybmD1rAaNGTwCE5yfKDoFcUBBEDQ3q16d8+bLMn78Ui8WCm84bu11Co9FgtD7Dbnd422byzUqhQvmpW68O8+Z8h91mBwQk2cKQob2Z+c2kv2+QfwIxEQmY0izkKvRquIALFy7ejDnJyKMzt8lRIT+3t50kaOUBbDYJnyK5iQoJR7bL+Ob2xb9CQZ5ee0TCgygepWnQiaB7rnsviCKFmpen/awOTrHc35MSm8rXFSaRlmIFFNzVDiNN1Y6VcdcKZMqXhdNzf8ZusZExXxYKdQhASjFycflBJIsdwaAjJk0mySg9fyZ4eeiwGC3YJXDXCXh4aEmQZFITzAhAkSaluLE/mESTmRxuOrRaFZ1mtad6xz8On5QlmWEVppIYnUzhyvkYtfO/W2/+3fyV6xd4f2uYd1m/CILgA6wGGgCxwGhFUTa/5Z6jQG1AoyiK/Y/qvisftCnu6NFjNG36MRaLBa1WS+nSpTh37jQnT54iIKAmX3899hWx3IMHDzl/FgQBURSpXr0aN27coGfPPlitVsqVDEKlViNLMqU/+uPMGCNHjmDkyBH/Vf8FQWDXrh/+q3tduPin0eirZhxfepiKnaqh0ji+ncNuRSEAVquduxdD0xlcDh3az4EDB6latYpT40in01G6dClnVhtfX19SUlK4ceMG5cuXR6fTvXN/tFothQsXTldWrFgxihUrhqIoBAUFkStXLnx9fSlUqBBTp07m0KHDzJw5jRIlSqBSqTCZTBiNRtRqNWvXrmfAgP6Iosjatave+NypUycxatQYWrZsQZYsWZzlKc9SAbBZ7NwPD8FicYQLXbhw0RnGAw7tqWLFirFly1YURWHUqDHUrVuHsmXLAtD5ky+IueaOgMgvq085DS5arZZvvpnBvHnzGTFiFLIsc/jwETw8PLDZbHTt2tn5jNmz5zB+/EQMBjcOHgykSJHCLFw4n6ioKIYOHfzOc+zChYt3x2HQHEJIyF1u3Lj5vPTFGuZFGKIGATWHD5/gp5+/x2hM49Sp88THphEXm4DFYsVuf/m+iItL4vz5IK5cuo7B4InNakdUydStW5WDhw6xLzCQn3/+gdy5PwytpMzZM/7dXXDh4h+J3suNIk0c6whjbDJWi4QsQ9ztMFQqEdkOqWHPuPkkDhQw2gVHmnkJdBpH0KNKI1Lz8+pvNLYAZMjkQfNRzdg6cQ8GWUIlKKgy6LkbGERKksNQ7JdZhxqFjAWzk6OwH4VqFCJLzowkRSZQuXstwkOiWDtyB09uRiJLkJBsIUchP6IfxmDT6wgY0ZQJg9dilyUMBh0bNvTgi7ITSX1gBUXBbpW4vv/mWw0uVpON2LB4ZEnh4bWw9zbXLt4r3wJWwA8oDewVBOG6oijBr6ssCEIn/gT7yAet4XLy5ClsNhuKomCxWAgJucWSJUtp0aI19eo1oG/fXnh5eaW7p1y5ss6fFUVBrVazceP3JCQkAKBSqbhy4wwptjDKVCrIwpVjAEfGkNat25EtWy7y5SvIzZs3ceHCxbtTrUdtxlydRv1hL0NGKjUvRcVmJSlerQBtRzRMV9/T05N27dqSPXv2dOUdO37K9u1b2LFjK23btqF06XI0aNCExo2bvnNfQkND04X6KL/RVAGoUKEyZctWJEeO3MTGxgIwbNgQ9u/fS+nSpZ2C23a7IxWzzWZ7bcr319GzZw/i4qIZNmwwFy5ccJYb9Bo81Bq8DXo+ad+BggULkC9fXjJlypTu/hw5stO2bet02dZ+m8L19v0QntlDkRU7941XqFGjFnFxcc7r/v7+Tk+Zu3fvERHxmKSkOFq1aumsExh4ALPZgtFopFq1mhQsWJSPPirOuHFjcHd3f6dxuvjveeHP8D4+b0MQBJ0gCKsFQXgsCEKKIAhBgiA0fs9DcvEODB8+hlWrNnD27HlSU1NfXhAE6tarjyDoEUUNoNCnTzfUajVz5k7mwsWDHD/5A2PHDwLBjFr0QEQLzgxHYLXbkWUZBQWrzcjBg4e5eTOEW7fusG7dpr9lvC5cuPj/SaWhrchZtQiiRoWoVtNwZmd8fHXoDI53ikqrxkMvYnDXonHX03FdX5pP70DHVT3JWSbPW9v/af4h7FaJFDvEWgSexppISjTzwsBcsVd9fMoU4PL+YJZ3WcHESlN4fPcZAYMaoc9gIGMOH/qu6EqrEQ0c35cyPA2NJU/JHKSmWlk9YgdZRAMAbpLMnql7aN2nNnaViFUQyJTbl+YjGr21n3oPHZ2ntyZPqRz0XtLxf5jRfxfvaw3zNgRBcAfaAOMURUlVFOU08BPQ+Q31vYAJwMj/dmxv4oM2uPTs2Z3y5ctRqFAhKlYsz+bNG3n48CFWqxUQqF69OomJsYSG3uPIkYPYbCaOHTuMRuMwbOl0Oux2uyNTkFmgbds2aLUOq2ySNZRS1fzwz+4Q/Bw8eCi7d+8hKiqK0NBHLF787d81bBcuPhi0eg2DV3Vl0i8DyJzTx1l+/fAtluYJQRgAACAASURBVPTcwP3Lj165RxAEmjZtQpMmjbFarTx+/ASj0ciFCxf/MD38C/bs+YlixUpSqFBRLl26RMjuCywqOoCNTaZgM1mx2+1cuXIVALPZwpMnTwCHYePpkzgk6eXXgEOM9icGDRrAL7/sQZZlHjx48Pwd9GbOnz9P+fKVqVu3IcuWLaddu0/YH7mRih0KMnpDd8pWKcmtWze5d+82jx8/oG/fPmTK5MuCBfMIDb1Pq1Yt8ff3R61Wo9Pp6Nu3P2FhjtOX9RvWoC2ewEnLBkISz3L27Dk2bNjofPYnn3Sga9fOeHh40L375w6hTYMhXf+++WY6xYsXI3/+fNjtdux2O/XqNaJkyTLEx8e/dY5d/O/IivJePu+AGggDAgAvYBywXRCEPH/a4Fy8luDgW+l+F14s4RSZs2euoFbrEAQVLVo0YdHimenqZs/hz9DhvTl7IRBBtCMIOlSCwzNQUWRUgpY+fbug0dmRFSuiKKJWq9FqtdStW+uvGJ4LFy7+Ieg83Wi+eiBNl/ah6bI+FG5ekTY/jkPMnw/Fx5c8dUuRrVxBAlqXYmbwNIoEFKFI3eJEXw/l8TmHcP/jc3e5c+DaKwdaAFXblUMQBbLmd+yxMmpBK4AoCHzUqATn15/i4em7aCQ7VouduLB4jq88QfS9aB79Gs6wClMZU2sOWfL7UbtrVbR6NaJd4nHQE9R2CUVWUAsC3nodxdzcOb3iBA8Db9CsTQU+m96G5hNakGa2vdKv19GgZ02mHRtBucYfARB6PYyYJ6510Nv4i9YvhQBJUZS7vym7Drw+zRZMB5YBr88L/j/wQRtcsmfPzvnzZ7hzJ5gLF87RrFlTxo0bQ+fOn9G//5fUq1eXVq3aUqpUOUJCQlCr1Zw6dQqbzRGu5e+flWHDhlCzTCs6tRjGxo2bSE1NQ5IkChYswIABLzVVChYs6AxXeJFu2oULF+8fm8XO3E4rOfvDFWZ/uvIP67q5uTFixFAEQcBms/PVV6NfW+/KlSvkzJmHSpWqcuTIUaxWK7KscOXKVa5vOIYiKySFxRFzKwy1Wk2NGtUBKFKkCGXKlEGWZWoXb0PFAg1oVq4bRYuWYMKEiQCUKVOauLg4lixZyqefdqJYsZKUK1cxXSai3/L06VOmTJmOJElYLBYCAwMJDAwkOCSYoJgTVGryUbr6Go2GpUsXExPzlEGDBjjLg4Iu0bx5U6xWKwcPHmLixCkAlC5dmrlzZzs1aERRpEqVl26zgiAwaNAAJEli8+atfPvtslf6WKFCBW7evM6hQ/upXr0amTL5kpqayoMHD9m//8Af/pu4+GehKEqaoigTFUV5pCiKrCjKL0AoUO7v7tu/CUVRMJmMOM4GHR9BEBEFFQaDHlEUkSQLOp3I8BH939hOqVIfMXvOVETRkd1IVkyoRA0qlY4li9dz7uxR1q5dzoULJ3j69CGRkfepXr3qXzRKFy5c/FMQBIE8ASWwppnZ3vYbrn5/isiQSJKiErnx8zWenL/Lnb1XuBMYhN1iY22jyRyf9wsrP11C0Laz/NBjKT8NWsPUCuO5uCcIcLznwm+E0XxgXZY9mMGUEyNRALVDCxyDm5o6/eqhc9eh0qpRaVT4F/ZHrVOj1mvxyurFpT3XsJps2Mw2bhy5Rfd57Rm160sy+HqgddOi99RjExSsehUjFnZGq1MjqETuBkdxYXcQm77+kZnd1jCi8Xxuv+ZQ74/Yv+IkExovZFjl6YTdinr/k+7i92QSBOHybz69fnfdA0j6XVkS8ErWDEEQygPVgMV/Rkc/aIPL6/Dx8WHNmpWoVCr8/XOye/cekpOTnZuR775zbOBUKhVpaWksXfodB89t5ZnlBgIqZzsJCYn4+Lw8cZ86dTI//vgDV65cICYmioYNHRlM4uPjuXTpknNzlZyczPXr19+42XLh4s/iyZ2n/LzmFElxqW+v/P8YlVrEzdOA1qDBO8ubMw29oHHjxk4PjTd5uMybt4Dw8Ahu3gymSJHCVK9ejbp1a9Ox46eU61EflU6DbyF/shR36BicOHGU5OR4bt36FUEQWLx4CSdv/0KY7QYHrm/j9u07zJgxi+joaGbNmsPWrdtZvXote/cGYrVauXXrNsnJya/tS7du3dm//wCSJFGnTm3Gjx+HJMloNGrq16+fru7Zs2e5dOnSa9vx8/Pj2LHjztAiH5+X2gVVqlSmd++e9O3bh0eP7lO5cvo45Xv37jvn603tA2TLlo0TJ46ydu1qtFot7u5uBATUfGN9F+8P5T19ePuCJR2CIPjhODV6bfyzi/fP3bv3yJIlF+fOnefFv1ymTJnQaNTIsg2TKY28ebOjUokYTalUr16XzJlzM2rU+HQ6dWvXbqJC+QCSkxKp3yCAsmWL4zDcONY2kixz+vQFunTpSJkypZyZyFy4cOHiTRwavo7oG4+4seoAap0jQkAjvNzj+ObPypNzdzAlm3mSpibGCLsXHAHAZpEID0vi254bSIlP46fJu5nfeC4TS4/n6e0odAYtjfvVJs4ikCaB70d5yVU2L9239KfJuJYMOvAVg/cMxGYwEB1vZvWIHYReD0P13EBzJ+gJUz5ZDiqRDrPbYdWqEHUavpjUgrZdq3Pjp5u0n9eJ5mObU6haQTQ6hz6n1ezwQo6P/v1e/Y95cPUJNosdQRCIuv/sPc3wh8l7Wr/EKopS/jefFb97TCrg+bsyTyBdjL8gCCKwFBj0vkRyf88HKZr72/SvvyUoKIjly1fSoEF9Zs+eiyS9zCOfLZs/t2/foWPHT9m//wBqtZqYmNjf3K2gIJIjR3bCwyOIiYmhWbMW7Nv3M+A4JW7UKL3GREpKyv+xd97xNd3/H3+eu7MjiBGEGLG32qP2VrX3VnvTGjVqFfVVq7UpSlHUXrXFTGxiJUgkESSyc9c55/fH5ZImRq3+cJ4eHrm557Ove3zO+/N+v974+hYiKSmJ1q1bMWfOLHx9CxEbG0vbtm1YsmThe5n/84iiSLt2HTlx4iRLly6iZs0a771Phf9/JCea6FVlKqJVYsfyYyw4mranx/smMS6Z4MAw8pfIifYN0+ep1CqmHB7OteNBFK3x6jTrVapUZvHiBQQFBTNo0IA0y7Rq1ZINGzai1xookqc0Pf/ugeZJaKFr/VLkq//sMN9kMjFx4mRkWWbs2DHo9XrOnTtvvy4jodfr8fLKislk4v79+2g0tgeagQP78/vva2nfvm0KXZXncXNzRafTIQgCCxbMZ+7ceVitVlQqFQbDM9Hf6dN/snvszJ79PwYM6J+qLQcHB2JiYu3r8JSRI0ezaNESVCqB1q1bsHTxMh6djqZ526+p3K4STZo0RniSuvHMmYA0x3ns2DG6devJF198wYoVS4mLi8ZsNtO0aXNu377NunVrKF1aSX7zPpDld5pS8dHrZicQBEEL/A78JsvytXc2AoWX8ssvi4mKikJAgy3tM2zbto6hQ8Zy/PgRALp0bc+kidN5HGNElm2HPXPmLKBz5/aEht5jypTpHDlyApA4e+4sKkH3xBijwiLGoRGcEVQQeu/efzlVBQWFj4z0+bISdTMclywe9PzzW0KPX+fmtlNkKZUHN5/M3Dx4hRxf5EbrpIc4KzICagc9FTrUY/3UXSRYbYocC/uuJurCXbuR+Niyw/h84UO1duXYt+QoUUYrDuG252TXTG5U6Gw73Ll+MojkeBOSKOG3IQCrWoWzQc3jBAsJgfe5fTWCwFN30LrpkaKTsAoCmybuQJZlZCDo9G0W3JlGufYV2Th5B38vOYLBIqBRC0xtswDfSnmYvKk/eoOOpNhklgxZj1qrottPLTE4p0zE0HJUfWIi48iYw4OSdQt/yI/ho+Id72Fexg1AIwhCXlmWbz55rxipD4xcgdLAuie6Zk89LO4JgtBCluWjbzuQT87DZfz4H9BoDNSuXS/FyQ5A3boNWbhwMW3bdrBf0+l0qNVqLl26TJEixThz5gxRUZFs3brZnunkqfFGp9NQrVpVBEFAFEUOHjz40rHcv3+fhIQEkpKSOHHiJJGRkTx+/Jjk5GSOHEn52YmiiNn8evGC/4bz58+zbds2QkJCGDHiu3fevsLHgWiVsFpEzEYLCbHJ/8kYrFaR9l+MY0CDmYxo8XYeex5Z3anQvBTO6V5PoLVt2zYMGNCPNm3aUb16bYJv3UlxvW7dOhTIX4AcxoqMbr6YQQ1mvbCtRYsWM3PmLGbOnMXChTZj+ogRw+z3C71ez6pVK7h8+QLVqtXkjz/Wo9PpOHr0EJMnT+S3n9fhFpOX/buOcuPGjVTtL1u2hNmz/8eBA3uJiIjgl18W2sV3n/eMW7p0mf31tm070hzrnj07KVKkMB07dqB+/Wc6p7aQKVsa2X379rN39n5MAWbWffsnV/6++iQEy4IoikREpO0WO3z4d9y4cZNNmzZz5swZuzfPiRMnCA6+zaRJU164hgofH09OgFZhU/t/ccyKwjunYcN6T8RwbcYWgN2797N+wwqat2iFm3tG/jdzHsnJJjRqW6igIAiYjEk0btSMVq06cuSIH8/LDNoeNp79njVbekp/UZTevbt+wJkpKCh87Hy9ejBNlvan1abvMDgbyFu7GPXn9qR4py/ZPGAFR2fv5M9eSyjUrDxZPTQUrJCLPsu7Ub5PHTJ4OmMLboRz+wIJfZCIRQJBJVC2dXkAdAYN5ZqWwMs3E52mN0/Vf+6S3uQp7Y1Gr8GKLezcbLSiU2F7sgdc0jlQuFxuRMHmGZEuq5vNS0KWSUwwkhiXjNVspUq7siBJREnJ3E6IJkxM4PDhi0zuuxyAPUuPcmrbBU5sPs+B1SdSjSVjDg9Gb+5Dz9mt0WjVqa4rfFhkWU4ENgE/CILgJAhCRaAJtr3M88QCWbFlMSoOPM3eUQo4xTvgk/Nw+eWXBciyzMGDh4iMjCRz5sz2a+7ubsTHxyMIArIsI4oi5cuX49Sp04iiiNUqsmXLVmbOnEHNmjWIiAjF3z+AlStX8ccf6zGbzaxevYbs2bMRHh5B4cJFEEXR/qD1T/LkycOIEUPZvXsv//vfDHLlysWQIYPYuXMXs2bNtJe7FxJJw8p9SUpMZsWmyVSoUvydrUfevHlxd0+HxWKlWbOv31m7Ch8Xzm4OTNnQh+M7L/JVz2r/yRiMiSYehj9GtEpcO3fnteqcP2/zHCle/NXfiStXrrB58xaaNWtKgQIFUl3/Zc5C9u0+gI+2Js2Kj2HEjI606W0L/QsKCuLGzRuUFEogWWUCA24DcOfOHYKDb1OtWlW74TVjxoxIkoTFYsHf3+b9UbBgQW7eDGT06O8pU6YMLVo0586dO0RFRWE0GhEEKF68GIH+t5nQeQmRycGM/OUIOoOWXbu2pwjDcXJyomfPHgDs2/c3Go0GURSpXLkiXbt2sZd73vjyzTc90lyTIkWKcPHiuVTvT5s2lWzZsuHtnYNMmTJxYN4hwPaQJqgEdDod69evZdmyFS9M89ywYQPOnTuPk5MTmTJlokiRElgsFqxWKzqdTrnfvFdkZD7M8RCAYDvyWYotrWJ9WZbf/emAwguJvH/ffhoryDajS2DgTTw9M+Cdw4v4uHiSEpNQqQQEQcOA/j25fOUSB/Yf4e7d+2TOnIG4uDj7QZOLkwfJyWZEyYiMjFar5cjRnWTPnu2/naiCgsJHh8agI2vpPGleE1RPYnsEOLP8MFoBzNfvksE7PQBfT2rGxu/W45IrE6eP30WUwCOfJ2Wq5SOzbyauHL7OnHY2qYeBa3pQsHLeVH2E3Yjkhv9dREmmSOW8XD9+C40kgSAgqsHBQcv4Db3J7JOBwC4VsSSYKVDehyNrTrJo1F+IksSQYuMRk8zkr+qLNZMziUG2zI1WRIyY2LTuAJW/LEL2/FlQq1UggFfeTO9pRT8HPugepg+wDHgARAG9ZVm+IghCDuAqUFCW5RCeE8oVBMHw5GXkuwoxEv7pBfI+KF26tOzv7//e+wGYPn0G338/jnr16rF585/2lIcAhw4dolWrdjx4YIur0+l0bN++Bb1eT7duPQkKCsLZ2Zk7d26l0GfJmDEzjx49S5v61GDj6OjIoUN/U6ZMmbca87qVuxk7dB5Go5nWneoybd6Qt2rvnxiNRqKjo8maNes7bVfh80SSJFq1asuBAweZO/dn2rZt89p1/1ywn52rj9Pj+68oX6fIS8vu3LmL5s1bAbBu3RoaNWpIQEAA6dKlw8fHh0OHDnPw4CF69OiGl5cXHh6exMXF4eHhQXhYKCqVgFrzzBjaqkxXtgRsJre+OlqVA/mLefPH8ckEbDjN6T9OciDyKKfPBlEkcyX6TWpD4SrZKVCgCLIs0bFjB+bPn2v/7uv1TlgslieeIMmo1WoWLVrCqVOnGTduDI8ePaJSpWpIkkT58uWYOHE8gQce8fvM3YhWkXvSBe6aLqDTaZk5czp9+/ZJcw1kWWb58t8ICQlh6NDBuLg806z588+NdO7clTx58nL69HF0Ot1rfw7/5OCBw1zZdoVyVctSqknJFPfNFzFnzlymT/+JgQP707JlC3x9C2EymShYsACHDu0nY8aMbzyejxFBEAJeNzTnbXFXe8rVnFq9k7a2xM975bgFQViA7dSnpizLH7cI1BvwIfcw/yQ+Ph6fXAWIin5s05ETbOfBapWWwYP7MXfOYixWIy4uThgMOhISEln7xzK0Wg0N6rcGbAbUosXycenSZSxmDYJsO2uTsSJKFq4GniRfvrQfmBQUFBTelKigSK7tOY9vnWLsHb+BuyduUKBBSb6a3SVFua1jNnBk1XFEtQZ3tYhkFclW3Jus1Yrw19SdIAh8PbIB9QaklEWwWkSmtV7E5cPXQZIpUbsgN4/fwppsxkGvodGohpT9qgRumVyRRClFKLsoSjRO158kUUQtQFa9DhVwx2gkGRMaQUWSYMb85HyhfvUvmLF1GHcu3UMQBLwLe7339ftQfMj9C7y7Pczr7F/+v/DJebiMGDGcESOGp3lt8uSpdmOLXq9n8+Y/qVWrJmDzfpFlGbPZzNatW+ncubO93vDhQxk9eiyiKCLLMhUqlMff3x9XVxfy5k1tbf231KhXloWzNxDzOJ723Ru9dXv/xGAwKMYWhXfGrVu32LZtOyaTibFjx/8rg0vzXjVo3uv1dIQCA6/ZdZauXbtOaOg9hg0bAcCOHVupX78RZrOZnTt3cfq0zbVTEAREq0Sn7CPQO+r48eBwMuVMT3R0NH+dX49VtnLPcoqinvXpNfprzEkmNgxfi2SVyGPwpvdvI6jewmZAPXXqFJIkkZSUxK+/LuTI/pNkevwFdVqXo0qVyvj5+VG0aFFkGXpUmcg1/zvcspwkNPQbOnRohyAIWK1WChYsQKVKlVg0eDxWi4hWr2FI34HsPrseF1cnOnXq+MI1EASBrl07238XRZFvvumNv38Abdq0Rpbh5s2bLF26nN69v3mtdV28eAmzZ89l6NAhdOnSCYAvq1fly+pVX6s+2AxBQ4YMRxRFRo4cw7BhQ5k792d27tzFhAnjPjtjy3/Bh5JdFwTBG/gGMAH3nzPGfSPL8u8faBifHbIsI8sykyZNJzr6MQI2A8lTF3lJEjhw4DAmSzxqlZbmzZvwxx9rSUxMYs6c+ezZs438+fNx924oOp0O/zMXkGUZlaDi6UcoywIuzu74+OT8z+apoKDw6ZI+dyYq9rHpW7ZZ2Y/kx4k4pBEKHnTsOnpZRK2y7XvUWjU6Jz1VO1Tgut8tBEGgcnubuL8sy+yaup3A/VdQZfLg/P5AVIBGqybo4FWQwEEFKklETjYiqAS+yT+GxJhkRqzpQYlaBQG4cPAalqf3UwSSRAlJltGhwlNrEwu3SBJJiCRpTNRva9PBy1kkpSdgXFQCaybvJEvujDTuU+21DqwUPtwe5v8Ln5yGy8uoUKGC/RS4UKGCVKtme8DYs2cvJUoUx9s7B6JopU+f/qxfv8Feb8SI4VgsyTx8GMGDB+EcO3aYGzcCCQq6kUr48uTJk7i6euDt7fNC7YN/kiFjOg4ELOVs8HqKFH97A46CwvskZ86c5M6dG7VaTfv27d5bPz17dqdVqxa0aNGcb77pQUDAWUwmE4IgcPv2bQRBQKPR8OhRFD169GLz5j8ZOLA/AxoOx2KyYko2c+nwdcAmdCuoQRYksuVJz9HwRVRrUAqNXotLRlcEtYrYBBPT+6xiVP+J5M7ty6FDR1Jos1y5cYH4+AT+WnqEuT/PoW/fvsyfP5fQG5HcvhiBCg05tMXw8spK8+bNaNr0K2rUqM6oUTbtpP4/tiSzd3qqNCnOnD8msmfvHho1aoizszPbt++gXLmKLFmy7IXrATYj0Nq167hw4SJLly63h0YmJDwTXA8LC2PVqtU8fPgwVX1Jkujdux9XrlylV6+0vWpeRHR0NN9/P45169YjCAJVqlRGr9dRpUolBEGgR4/ubN68kaJFi/6rdhX+fyPL8l1ZlgVZlg2yLDs/91cxtrwn7t+/T/bsPjg7p2Pzpm1plpERiXwQDkiIkokVK1YjSQIqlZ7Aq0HEx8dz4OBW5s2fQbbsmezhRJIsIslmJNmMjAiywPnzSsIpBQWFN0OWZXaO28Dcaj+wsNZEZhYcxNVtZ/BfdZRNA1YQfde2FxEEAUcP5zQNEo0mtiBjnkyU7VCZrhsGUnv0V1izZGTh8A1UaFYS6VEM/utOAhAdEsXRxYcIuRJB0KGraATbw7taFtEIoFGDoAKNTkOBagW4ejwIY6IZq0Xk4O82OQ5TspkJ7RfbQ7MNDlpQq7FK4KDWoBIEBECvVuGi0pBRcmLRwPUc2eCPaBVTjH3JdxvZs/wYqydu5+Lh1Lp8CgrwCXq4vIzx48fSpEkjvLy8yJTJFnsXFBRE06bNsVgs5MmTG41GiyhKBAUFp6qfPn16++scOXKk2cfSpcuJj4/HarWya9fuFJoL74qHDx9y7tx5qlSpjMFgeHUFBYV3RNjZYDZ+s5ihudvQcE9nPLNlfnWlN8TFxYWVK1fYf58wYSwRERF4eXnRvn07ChcuxMqVq1m2bAXLl69g585dREdH4eOdm/IZGuLs7kipJyrxWbJk4bvvRrB48RK69exsb1OlVjF437fM77eKC7suIQOzfpmJUUpk5MjR+PkdxsHBwOTJP1LQuxQEaXH0lGnQqCH3wsJYsGAh4WGh5CrkxY3zIRSqlpVBgzvi4ODA6tW/pZhPmRoF+TPwRw4dOsxPGyIQRZFff11Au3Zt6dChMzExMfj7B1C3bm3mzfuFwoULpTJo5cmTB71ejyRJtG3bGhcXF4xGoz1DkSRJlCz5BQkJCWTPno1r11I+SKlUKkqUKM6VK1cpUaIY9+7dIyDgLLVq1cTR0fGln0fv3n3ZtOkvdDotefLkZt++3dy+fZtcuXKlKmsymYiNjcXT0/NVH7PCG/IhwoEV/hv27z9ITEwMRqORdOlcUasN6HRaTGYjomh6UkpNunTuREREIEkSoiRhSyIlEhsbx5nTZ6leoyqOjnquXbv5XOuyzdCCgFbjgEqtJlMmxSNNQUHhzYgKfsDZtcexmqwIAhjUEn5zd/EoNAaryUJcxGM6bxj80jbyVPZl0IHR9t9Dbkezd9UWLCYrV3ddxEMQ2TV1O2XblsfF0xW9qwOPk+JBlHHVC7jmy0q2zC7c9LuB3jMdglpN6/GNcEjvjI+bA27pnUjSa6jbszKyLBMblYAp2YwaFRpBoG7rsuxbeRKdk57yjYth0Ko5tuY0KoQnOuUyFrOVmT1WsvnXQ8w6MAywhSVdPnIDQZIRzRZcPF4vkYPC57eH+WQNLrdv3+bgwUM0atTQ7t4uCAIlS5ZMUe75TEQ5c+bkyy+rYbVa6dfv353+PqVz546sWfMHbm6u1KlT++0mkQZGo5GCBYuSnJxMpUoV2L175zvvQ0HhRZxavJ+kqHgsSSYeX77/xgaXQL9bqNQqfMv5vHadbNmy2dOwA3zxxRe4ubmxfPkKDAYDUVFRmM1mrt+6zunY4zg7O6eoP2fOXB4/juHbb0fRp09vu7HS0d2RgUu6knelHx5ZXDnW+jdIst0TkpKS7WGKsbGxZMnkTfKdRLuQrUajQaNVs9hvNBMnTuHHH6fxR7lFnD59nMKFU6YEjI9NYvHUzbh6OFC4cCGuXg3k229tIVJFihQmIOAsmTNnYujQEWzatBmdTku+fHnJmTMnBoMBV1dXPD09CQ6+wf3798mfP3VKbEmSiI2NxWQy/SOtvY1Lly5RsmQJunfvRsuWzfHxyYfFYqZChQrs3bvrpevv5OSERqNBlm0hmWq1mjx5Uus+xMbGUrBgUR4+fMjUqZMZOvTlGy2Ff4/M5+eO+zlRu3ZNsmTJzIMHD5k0eRxtWncnNjYOWQZf3wLExSVitVqYMGE0yclGOnXshSAIeHll5u7dUNQaDfonKeT79RuC1WIB1KjVWry9s5EtW1YWL5lN0K275M6dk+zZlZBjBQWFN8M1izsO7k4kxSTi4KRDSkikWKuKHJi5E61Bh3v29K9u5B945kiPLMto9Rqy+KRHiojGNZMbemcDKrWK4YdGMqzQGCSrhIRAn3ntyFU0GwG7LjOn+2+Yksz81HEZVrWKLC5a9Mikz+TKz1/PI3MeT0bvGUqtduX4e9VJZBkOrPdHkmQSkk3s23gGtUZNtbqFOL/nKvqMOgp+kY/TOy9jsopcO3Mb0Sqi1qiJfRBP/CObrJmzqwM+RRXh8dfhc9zDfJIGF4vFQqlSZYmLi0MQ+vDXXxtp0KA+siwTGhpK1qxZ0WhsU7937x4//TQNo9FIly6dSZcu3Vv1XbFiRRISYgDeSxxfQkICsbGxWCwWAgOvvfP2FRReRuGmX3DrwGW0Djq8Sr2+seR5jm8MYPGAtQD0X9aZknUKv6LGi/H19eXYscMEBQUTFxfHxIlT6NKlUypjy9Oyly5dJn369KkEZnUGrT17U2DgFYYOHYZGLIuiKQAAIABJREFUoyV37mdz1Ol0aPVqUDmQJ08emjZtQv36de2eIdeuBWI0GjEYDNy9G5LK4PLrxI38uWQ/Gq2aacvnUq1hKfu1fft2c+bMGYoVK8aQIcOfGHQkTp48TZUq1dFqtfj7n8TX1xd3d/dUoYxP0Wg07Ny5jRUrVuLpmYF27TowadIPdi+UBg0aExp6D5VKxYwZM0lMTMRisRAcfPuVaz1v3hy++KIM+fPnTzW35wkMDCQmJgaLxcL69esVg4uCwr8kY8aM3LwZCMDGjX8RFxfzRLpFIDj4NjqdHlEUadGiIzqtC2PGfIejk4Ed2/dz89YtzLEmunTpxcGDO4l5HG/LbgRIkszdu2EULlwARwcHatep9t9NUkFB4ZNA56in/6HvibsfS/pcGZElGZVahU+1wjy6dZ+8Xxbi0l9nuLjpNJX61Ma73KulE/KUzMH0A8OIj06kQLlcRF6/T8bcnqjUNiUMp3ROVOhcmb+XHkXv4oCnty3RiXcRryeZkcAqSlhEkdg4EXeNQMTdKGKMVsxBDwm9HEaf6S24ePgmD+895stWZTiyPgCTbCUxwYTeQSB7aW8EVwOth9Zh2+/H0GZ3Qpck0bxvDdZN2clVv1t0+bEZ5b8qQcCey7QZ0+C9rrPCx80naXARRZHExES74Oa3346iQYP6tGzZhi1btlK8eDFOnTrO+vUb6NrVlk51w4Y//rWx5fDhIzg6OqTKUvQ+BZMyZMjA/PlzWb9+A+PHf//e+lFQSIt8tYsx+PwM1Fo1Kk3a6dBfxaPQaCRRQhAEHoU+fusxlShRghIlSgC8NIRv//69HD9+glKlStpTPKdF9uzZOHToCLGxsRw4cJDIyDAAHBwcOHv2NEePHqNJk8Yp7hcWiwWj0YSbmxvNmjWlbt06qdr1yOiCRqtGlKycPHuUzHmc7F4qer2eSpUqAfDtt8P5/fffkSSZ1avXYDKZUKlUnDhhM7i8iurVv8TDIx3ly1fGZDIRFhbOoUP7AXB3dycy8gFms5mgoCB0Oh3169dj4sTx9vq//baKUaPG0Lp1S2bOnGF/39HRkV690hbmjQyNoveX0zAlmZmxdQB16tTmzJkzTJky+ZXjVXgzPjd33M+NqKgo2rbpzIGDR2w6AzKAjNUiY7WIPFW+tZjNbN60kxW/zWPCuJn2+mq1mlWr1mK1ik+c4m1nipIksXuHH1UuNOVm8In/YmoKCgqfGDpHPRl8bCHEgtp2b8qQOxMZcmfCnGhi6/DVSFaJyKthDPGf8lpt5iz0zPPOq3Bqz5H2k5tSs1sl3D1dcXCxeSxnyJYOnwo+nNltC6f2KZKNpt0qErj/Kmf8Q0iMjyEpwYJjBmccnA0suzgeU5IZRxcDA+e0JeT6fRZ+v4mc+bOwavIOLGYrl08HczskElOymUKlfShVzZfRdX5GtIgsGryOaYfSTtSi8HI+tz3MRymau3LlKjJkyESHDp3T/MAMBgObNm3A2dkZjUbD11835cqVK+zevQeLxYK/fwDJyckEBQVjtVqRJIk7d+78qzGsWPEb9es3omrVGvz99/53NLPXo0ePbuzbt5uKFSt+0H4VFAC0Dro3NrYA1O5ehWodylG9c0WqPVGd/xA4OjpSs2aNVxpWZVnm8ePHWCwWHjx4wNmzZ+3XcufOTefOnVK1sXfvPvbs2cvjx4+Jioq2hyo+JTAwkIqNfJmwsCfaPPf44cexlC5dzp41DWxGmwsXLnDr1i1UKjVmsxmdTkPBggUoU6Y0TZt+9dpzdXd3x2QyIcsyly8/03HZv38vP/00zT4+Wx+6FKGWw4ePIDw8nNmz5zJ16o/ky1eAJUuWvrS/Y9svEBuVQHxMEvvXn2HTpg2Eht6hRo3qrz1mhX+H9I7+Kvz/ZNnS3zh06AiSKD4xtsCzFyIgo1bpUKnU9OvfjXy+Pri6OiGgRSVouB18h0kTpyA/+QPPDoIEQUVykgkFBQWFt0GWZW4dCST07Iu9ZDV6DQ7pnNE66PDI9Wq9qGsHrnJ8xVEsyeZU16JCo3h01xYuLQgCWXJ72o0tT8mWLzNagxaNXsOIZV34sktl+qz+Bi/fLOgMWnQGDY4uDgCo1Socn6ufLa8nk9b1ptXAWqg1avQOOjJl80CrVWNw1FGwdC52rTyB1SIiAxmye7zOMimkwee2f/moPFxMJhPVq9fk+HGbUvX69RuYNGkC3t7eqco2aFCfqKhIHj9+zFdfNWPGjJ/Inj0bSUlJdO3aBUdHR/r378udO3fQ6XT/Wtw2KCgYi8WM1SrSpUt3/PwOpxLS9ff3x2QyKYYRBYXnMDjr6TKj5QfrLzAwkDFjxlKrVi169er5yvLXr19PYci9fv1GKu2nf1KwYAEkUUKr0VKujM2IFBcXx7BhI3j48BG7d+9BEAR+mjCfCwFXSRaT0en0xMfH24Vl69dvhJ+fH97e3uTNm5e4uFjmz59LsWLFUvUnSRLBwcF4e3uj1WpTXc+SJQsqlQpRFLFarfb3M2bMSP/+/di3bz/btm1/UjalDk+DBg34/fc15M/vy5gx45AkiX79BtK9e7cXzr983SKsmLIds8ZCzZZlX7pWCgoKr6ZEyeKo1Wrb91dQgfwsM4agEpBlGd/8OfHz24+rqysAx0/upmqVuty/H4nZYkKW1QiC7aFIq1UjWgUEQSB3nhysWDn7v5qagoLCJ8LpVcfYO2ULyDLtV/QiV/nU4UIqjZpeu0cSfikE7y9S674BGBOM7J+1h5uHrvIwKBJJUBF54z5Np7Swl7l5/CaL2i8EoOuybhSoViDNtjqNb0zhinnwzOFBtnyZ7O+PXNmNIxsDyFfaG3dPFwDiHyeydckRfAp7odFpGNl8Pk4uBpxdHan8dUlKVMlHdp+MDM7syqMHcRQqnYtfBq/HItiMNbW7V3rjtVP4vPioDC6XL1/m3LkL9t/z5/cla9bUYm/x8fHUqlWXu3dD2LhxHadPn0GSJO7eDcFkSrSXc3FxYeLECezZs5fo6Og023oRw4YNYe/efZw5409YWBhLly5nwoRx9ut79+7jq6+aIQgCixcvoG3bNm84awUFhTclISGB4sVLYzab2bJlG2XLlrGHH72IrFmz4ubmRmxsLPny5aVZs69f2Y/GaKCsoRaRxjAST9scB3/66X+sWLESWZaRJAmNRoP/kcvkdqhImOkSzZo3Infu3PY2Tp48RXKykWvXrqPVatFoNJw/fx5fX99U2chatGjNjh07yZ/fl7Nnz6QKkdLr9axZs5qlS5cxYsSwVOPduHE906bNQKfTMmRISo2VZcsW88MP48iSJQsVK1bhwoWLVKhQ/uVrlisjW0NmIsvyS8O1FN4NMiB9Zu64nwsWi4XGjZuzZ89eBFSABlkWEVAhCLbXsiTi4GDg99+X2Y0tAH/9tYWQ0KcZFtXYspfKaDQacnh7cz80Gb1ex4CBPSlZqsh/MDsFBYVPiZiwaESLiFqrIi4i5oXlHD2cyVO14Auvb5/wF6fXnkCSZbQCoBawmq0pyty7GIokSsiSTMi5kBcaXC7tD+TGkRvk/KYqyYkmRtT7mXu3HjB6ZTfqda2ExWTlpv8dchTMyk/9VnN8x0XUGhUFy/pgMVmJsyQSF5XIg3vRJN+L4c7ZEDy83JlxahQqlYrWI+sS9ughhUvlpljVV4d5K6Tmc9zDfFQGl0KFCpE/vy8XLlxk1qyZ9OvXJ83N/d9/7+fy5cskJiYxffpM5s6dzc8/z2H48CGpypYvX4n79yNxd3cjLCzktfVX3NzcmD9/DlWqVEeW5VSu88HBwciyjNVq5datoDebsIKCwr/GaDQSHh5Orly5iIiIsGs5SZKEm5vbK+u7ublx69Y1goODKVny5XovABEREYSGh3AkZgcSIgsOhjGBwfj45EKr1SLLEoUKFCa7dzbGzujP9AFr0GjL021oHerUqU/BggWYOXMGCxf+yuTJU3F2duLixUsYjUZ69uzNnDnzCQg4naLP/fsPYDKZuHTpMklJSWmKBLds2ZyWLZvbf4+OjsbFxQWtVotWq2XMmFFpzkcQBLJnzw7AkSMHCQoKIl++fK9cN0EQ3qt+lUJKZD6vzcrnwpgxE9izZx+gRkYCZAQEBEH75Ptl+4599VUjihZ9ZjSJj4/nu+/GPtfS038fAmqVmj/WLqd18/44OzvSsFGNDzQbBQWFT5kqfWphikvGwd2Rwo1f7AkcfuEu8Q/iyFejEEIaeyq1TmO/21lkqNy5EnWGpxShLdu6HDf9biKJEjnL5yEi6AFZcnumKBNzP5Y5nZdhNYtcPxFEk9ENuBsYgTHJzLqZeyldsyATm8zjzsV7eHqnxyVvegRBQJIkkqKTbHfXJ7dO0Spy+VQwaqvEgzuPMCdZMDjrGd3nV84cvcLefaep37ES6TK4ovDv+dz2MB/VUaTBYODs2TNYLMkMGNDvhQ9CKtkJY7IFQVDRonlz+vTpxY0bV+nRozuHDx/hf/+bRXR0NGATpktOTiYmJobvvhuFXu9Ez569Xms8pUuXJjw8hLCwu1SpUjnFtc6dO9GtWxc6dGjPoEED3m7iCgoKr4XRaMTHJx++voXo0eMb8uTJw9Chg8mePTvDhg3lyLZL5PMpQoYMmTlw4OAL2/Hw8KB06dKvNLb89ttKcuXKS92m9ZCwGXYexkUSERFBp04d2bxpI4Xdq3Hu7AX27z2EWifzy44RzPlrKON+GMe+fX+zePES9u8/QNu2rbly5QIHDuyjefNmyLKM2WzhwoWL9hAni8XCqVOnmDZtCjlz5mT8+LFpGlueMmXKj7i7Z6BatRpkzuyFj08+4uLiXmstBw0agoODCz/8MMme1U1BQeH9ERYWzq+/LgE0CIIa0GBLyiE90ciVbX8FFbn/kZJ97NiJmExmbAYZgee3dyazCa1Ozd4DKwm4uIPMWV6to6CgoKDwKhzcHGk8tTW1vm2M+gXafhGXQvit9Ww2D1zBkbm77e8/Dotmx5RtXD98jYbfN8HRw7aXUenUlG1XEYNzSs9eR3dHeq76hpJtKzLxq18YXnEaV/1upSij1mkQ1CqbboyrA/lL58Q1vTNqjYoG3WzhP3cu3sOcbCHsRiSDf25L9wlN0Gg03Lx4D7WgwkWtRg2oZYE4o4UEQaZy9wroHLUc23aeyNtRmIwWRFEiOQ2dmeQEI/OGrGPhqI2YTZa3WV6FT4iPyuDylFc9BG34fR8ZHUqRM30lPNM/03e5e/cu9eo1ZOTIMbRv3xGAXbu206lTB3bv3sns2XMxm80sXrwUi+X1viTu7u54eKQWTTIYDMybN4elSxfh6urK6dOn2blz12enyqyg8CG5fPkKERERWK1Wfv99LYIgMHHiBERRZM7sufQf2oug27eIiopi6tQfU9SNCHnE2vl7OHvy8mt/T7du3YbJZEKSRPLmzYNWq8XNzQ1XV1cEQaBogRKER4UgYiEhKZ6dO3fZ65YsWQIHBwdAwMXFmYSEBEJCQvjuu9E8evTI7jHStWtnu+dIs2YtqV69NpMmTeXGjat8//3ol45v0qTJxMbGcvjwESwWK2FhYZQvX8lucAYICwtj1qyfuXTpUoq6ixYtRpZl1q3bgMn0YoHNqKgo4uPjX2u9FN4dimjup0fVqnVITEiw664AiJKIIGjtaaE90rvToEEdBg7snaKu37HTT+4ZaoYMGUS5cmV5aqBxMDhTuWITiherwdEjJz/0tBQUFD5jEh7FIwgCosVKXPizsKMV3Zdx8Nf9LOuymOS4ZJqM+wq9k568lXzx/IfnyvPcvhCK1SoiyzIhV8NTXHPxcGLc7kG0n/I1A1d2xdndkZVXf2DLg1lUa14agF7z2+JdxIseP7fC1cOZZn2rY0p6ZjhxSe9MgbI+aDRqZEkmyWRm8dydTOiymMldl5EcYqRmnS+YuqgvWbNnSDW+JeP+YsuSw2xZcIi9q5X77Yv43PYvn+SxZdtODTlyMIB0HukoWeZZzKAkSfafVltwMxUqVKBChQoAdOnSiQULFtGyZQtu3LjB33/vp0WL5v9K2yUtTpw4QY0adVCpBMaNG8vw4UPfqj0FBYW0yZw5E2q1GlEUyZYtG127dmfLlm3ExDxGkmQkVGhUOkRkunRJKZTdrfokHt5/jFUyk7OOBWdnZ/z9A1i2bBHly6fUMFm0aDFbt26nXbs2XLkSSK5cOVm7djVnzvhTtGgRnJycAMiU3YMWX7dg3ropuLm7Ur9+PXsb338/msePo9mwYSOVKlXDxcWFvHnz4O8f8ETkUkuDBvWZPXuWvc6ZM/4kJSVhsZiJi4sjffr0L12PZs2asWbNWkqUKM7Vq4EkJycTHHybLVu20qVLZwBq167HrVtBaLXjefgw4okRCPr168usWbNp27YNer0+zfa3b99B8+at0Om0nDnzemmrFd4eGRnpM3PH/dQZNXIst4ODAQFZfpr1WQBZzfMZhjzSZWDLlnWp6sfFGxEEPTqtFhdnVyLCI8mSJTNeXllpWL8h06fNQ6VSERBwkcpVPlx2OAUFhc+bPFULUKlfbWLuRVN9WCP7+1oHLWqNGkEloNKoKNWsDKWalXlle/W+qcKdS2FoDRqqtv4ixbX7wQ85vPY0JWoXwsnNEbAd0vttOE2g3y2afVuX8l+VwCO7B57ZPXgUHsPAKtNw1GpxyuhEsar5GDa/A9vmHyTpfjwhIQ+RZZkMsiPn/r6G1SKi0ar5uv2XFKrgw4P70Xhm9mDdz3tZ+sNWSn1ZAP/9V7GKEpIsY7VYWTd3H8ZEM5UaFCN3kdTprT9HPsc9zCdhcLl58yaXLl2mQYP66PV66jeuwq37u9Fo1Cm8YXLlysXmzX9y+vSZNLOV/PLLPKpWrUJ8fDxly1bEYrGwaNESrly5+FbjCw+PQBAETCYzISEhb9WWgsKngNlsYeX8HTg46mnTo847E1rNli0bW7du5sCBg7Rs2ZxKlaphsVhwdXWlQIECNK7eksIFilO9aclUoTgmowVZAgEVO3fuRKPRkpSUxPDh33Hs2GF7uXv37tGnT39EUeTatWvcunXdfq1WrZop2hQEgVlrx/C/NaNT6ZvEx8czb96v9ixCT73qnmYXUqvVNG7c0G4AAVixYiljxoylbdvWKYwtoaGhdOjQCQ+P9KxatcJu8Fm1agVz5/6Mm5sbu3fvoWnT5uh0WipXrsTVq1fp1q0noaH3MJvNqNVq1q79g+Dg2wwdOpjp039k+vSUXkD/ZNu2HZhMJlQqFcePn1AMLgoKb8iGPzfZXggCwnMGFidnJ5KSkp8I6ApIkm2T6ud3EqPRSPXqVREEgV9+mcGwod9Tt15NJk/+CVmW0em03Lt3nYcPozh9+hxqtZpOnT9chjgFBQUFQaWiUp86qd7vsqQ757YE4F0qF84eLw6N/ieuGVz49o+0M07+2GohEbcesHvxURbfmIyjmwPhNyNZPHQ9JpOF+8EP8SrtzZaFh1FrVHQb24jE2GREi8gX1QsyZEEHkuONrJm4DUmUcVRrMFslBEHAGmuica+qpMvkinNmB6oV6gnILP7ze9bO2ovFZOX0viuoNQKCAJlzZmDOmA1Yk60IwJr/7WZH2Cw02k/i0VvhX/LRf+qRkZGUKFEGWZZp3Lgha9f+DoBOlzpVKkCdOrWpU6d2mtc2b/6Lbt16PtFOMCNJEsnJxrce41dfNWHYsCFERESkyGSkoPC58tu87cybvB6VSsDZ2YH0IQ9JfpxApZEtcEiX9n+8MTEx3L59m2LFiqVpoElOTiYqKor69etRv349rFYrhQoV5NKly3Tv3pWZM2cAYDab+euvLbYsZxlz8PB+DPmLe/PLjhGM6T+Tk1f3MXrAKObMmYcoijRsaBNuS0hIIDo6mgcPHtiFeGNjX08P5cGDB3Tt2oN06dKxePECHBwccHJyInv2bERE3EelUlG5ciVWrlzO7NlzmTt3PhkzZkjhEQMvvn9Nn/4TR4/6odfrWb9+g917BWxhjwD16tUlMjIMrVaLwWAgR45chIWFo9fraNOmFdWqVaV//4GYzRZu377D77+vfOW8Bg8ewJEjR0ifPj1Nm371Wmuh8A6QPz+F/08dq1XieU8WAGSZxIR4unXvTPly5Zn64088fHifdu26sWHDJgRBxdy5P9GzZxeqV6/M2XOH2LFjDwsWOJKYkEzpMjYRy4wZ07Ntx+oPPykFBQWFF+Dk4USlLlXeaZsGJz1qnQaVWoVKrUKWZc6fuEnok7DnTPFJxJ4KxpRsRqNT8/eWAGLNRiRBYuPqI3jmy0DbQXXIktuTByFRGJNMmGQRvaDGp0R2MufKQPM+1Vk2dwuSKCFJEgEnAmncrQqrpu2kWKW8fNWrGucPX6dCw2IMazbnSXiogCzJKP9tP+Ez3MN89AaXmJgYRFHEZDJx587dt2rLplMgI8sy3bt3xd3dna5dO7+wvCzLWCwWdDrdS9tVq9WKoUVB4TkMDnpUKgEEgejAUCK2nUGyWjG4O+FUNw9374bQuHEj1GqbCFtcXBz58hUkISGBjh3bs2DBLynai4mJoUCBwkRHP2bs2DGMHj0SjUZDQMBpYmJiUugs9erVh3XrNiDLMkUcG6LFmU5D6tNj1FdsODLHXm7w4IE8fPgQR50bPwxYyMwVozCZjQwbNhSDwYAkSVSrVvW15jt9+k/s2bMXnU7Hl19WpVu3rqjVai5ePMfVq1cpUaIEWq3NSDxp0g9MmvTDv1rPSpUqsmTJMgRBoHjxYmmWiYyMpF+/gWTOnJkOHdoRHh4BgMlkZtKkH4iPj0eWQavV4uLyeqdN+fPnJzDw8r8aq8K74XNT+P/UuXcv7GkcEQaDDqPRth8Bmd9WrGX1qj+RJCsWq5k//lhvrzfrf3O5fPkiJ0+eYfTo72jVqrPdW85kSvwPZqKgoKDw3zByQy9ObD5HwYp5MDjrmTF4NVuXH7X/b+meIx1dRzWib7VpmCxWLhy7aTOIPNHNWj/vb9oPqcfMo9+y7qfdrP1xNwaVhmS1SODFEG4GhpEttyfpDG44GxxJn8WNlp1r4ZnZg06jGtiFg6s0LgHAt/M64LfzIpmypqN2m3JodR/9Y/c743Pbw3z0n7yvry+zZ8/i0KFDdqOGJEmcPHkSo9HEl19We2Gq0jlz5vLrrwsZNeo7OnRoT6tWLYmJiSUxMYH+/fu9ULcAbMaZcuUqcvHiJWbOnM6gQQPfy/wUFD5F2vasg4ubIw4Oeopkz8DWbadRaTU8VCdRp5LtO9unT29mzLCFtISHhxMfH4/RaOToUb9U7d24cYO4uHi798ro0SMBW3jOP0Wtw8LCMRqNaLU6zKIJyazj4qlbqdp0cXHBxcWFLtUncuLkcRKSE5EQ8fPzw8/vMBcvXqJlyxavNd/SpUuh0+mQZZlChQrZ33d2dqZYsWIcPHiIwoULvbFeVKtWLSlZsgSOjo54eXmlWWb8+Ils3vwXer2ekiVL2EOXnv4sVqwYO3du4+bNm3To0P6NxqHwYZDhs4t//pQxmUw0bdqYjRv/AmzZ1gRsJ7QajQGzWUQUzTZRXIQUG9UbN69z/UYgAM2bt0GSnnr/ySQmJn3oqSgoKCj8Z7hldKFuz2deMxdO3MRstqBVqylQIid9pzQnU470JFrMSKKECgGtXoNntnSE3XlEqwG1ANAZtDz1OJRlGb2gRlTZXju6GPh12J+4iE6oRTWemW17zLSyNNVrW4F6bSu8/4l/ZHyOe5iPMkvRP+nZsztr1qwmb968TJgwCYPBmYoVq1K/fiOWL/8tzTpms5nBg4dx7dp1evXqC9geznr3/oZhw4a+1NgCcOvWLa5du44kSfz666J3PicFhU+VpLhkIoMf0aRNVeo0LU/W0nlp9scIGi7si3sZ7yd6RyZCQ0PtdXx9fRk0aAAlS5Zg4cL5qdosVaoUTZo0IleunHbdkbi4OAoVKoqDgws7duy0l12yZCGdO3di1qyfaNvlK4pXzMeQaW1fOF4nVwec1Z64qr0wqFzp02MQJUuWpHPnTjg6Or7WnNu0aU3r1i0xmUy0bNmGixdtulCPHz8mc+Zs1KlTHy8vb7Zv35miXnh4OLt373lplqCn5M2b94XGFoDChQuh1+ttnj1FCjFz5nS0Wi3Vq3+Jj48PANWqVaVHj+4YDIYXtqOgoPBu6dGjLzt2PMlgJj/9ISFKIiazkaeeLgaDnipVKtoOkWQZWbYiy89yNTwNddRoNPTu3YO//kotrqugoKDw/52Q83f5ofQ45jb5GWPCm0s7fDunIwVK5qTVgNosOjwKLx9PLp8MQgBUgkCHwXWYsb4flSrk58flPWk3qK69bv2uFVFr1IjIiBaJHD6ZGL+yJ5mypSNzDg8Mjjq882d5B7NV+BwQPkSa4tKlS8v+/v7vvZ+TJ09SpcqXWCw2EUpBEBg16jsmTfqBJUuWMnHiFHr27M7o0SORZZkSJUpz/foNKlWqyL59u1/RekqsVisNGjTGz+84v/wyl44dO7ywrCiK3LsbSTbvTPYQCQWFz5GEmCQGlpqIMdFEgz5f0nZsoxTXZVlm5sxZXLt2ncmTfyBTpkxv3Nfu3Xto1qwlSUlJ1KxZnX379rxRO/GxSfRuMI1rF+4iCDJhqlN8P3UwvXr1ZMWK30hKSqJnzx72kKAXkSVLdu7fvw/YPFtiYh7x668L6N9/kL2MLTRoIb6+viQkJJAjhw9ms5kaNb5ky5bN9nKyLLN8+QpiY+Po06cXOp0O/0OB6AxaipXPm2b/sixz4sQJ0qVLR4ECBd5oLRRejCAIAbIsl/4QfTmrMspFDU3eSVsnkpd+sHF/rLzvPUyVKrXw8zv5xNgikDLhpYAgaPDyyoqLizNBQbcxW8zIspmn1hmVSkP27DkIDbGlSHV0cmTJknm0bNn0vY1ZQUFB4X0QGxnL+mF/ELj/KloHHe3mtqdo/bRDpd+EPjV+5PyJWwhA4fzZcdKSEAdhAAAgAElEQVTrCA2MQKvXMO/8ODyyuNnLBl28R99KUxFF2z3Z4KRDtEr0nt6CrLk98dtxntuBEQz5uS3Z89r2qzGP4rl16R5FK+RBp097X3g5IIghrX8mXUZXlu4ejbPr6x3evS8+5P4F3t0e5mPav3wSHi5PcXd3tyv4AxQqVNCegnnQoKGEhITw/ffjbO66gsCpU8c5dcqPXbu2/+u+NBoNe/bsJCEh5qXGFoB2DUdSs8w3dGgy5l/3o6DwKfHgziNMSWYsRisXDz7L7hMQEMDWrduQZZlhw4awZMnCtzK2AJQvX45s2bzQarX069f3jdtxcXNk/JIuJGe8yuXEHUTEBjF27HjWrVtPv34DGTbsW2bPnvvKdsaN+94e3ihJErIsU7bsF3YNKLVajb9/ACVKlOHKlSvExsaSlJRIYmIi165dT9HWxo2b6N9/EKNGjWHGjJ/YvuoYw1rMoX/DmZzYeynN/gVBoEKFCoqx5ZNAfmd/FP57KlR46nJu07VCUPHUqwVArVYx6+ep5MnjY/dieXpNEATq1qlFdFQMti2dmqREI1069/6wk1BQUFB4S4JOBvFD2R8IPHwNlUaFVq8hRwnvd9pHg46VEAABgdrty6PVa5AEGZMoonNIaSDJXTQb9bpVQkbGrLJisliwmKxc8ruJSi2wbflRTh+8woyBqzm17zJREbF0KDWO4V/PoWPZ8cTFpK2jtWDyZh6EP+b6hbuM7PxLmmU+bT6//csnZXDJnz8/ixb9as/CsXz5EtzcbJbKGjWqo9PpKF26lD1cSK/XU7RoUTSa9ydlI8syp49fxmK2csov7QchBYXPhZxFs1GlVRmy5c9M56lfA3Du3DkqV/6SNm3aM2HCxLfuY+/efQwf/h2PHz/m+vWrmEyJNGnS+K3aXLF6GTdCL2GS4xAEgTZtWtkzJQkCr5XWulevngQGXmLs2DEcPXoQjUZDmTJluH37JjVr1gBkjEYjKpWKO3fu4uXlxezZs6hXr649Y1B4eDjr1q3HbDY/6VtAq9URdieSq3EHOBe7hYAz599qrgoKCh+WmTPn8Px2rEKFcvZ7ilar57vvhhIZ+RBBBTlzZUOvf7Zn0Wj07Nr9NwmJ8cjINp0XQUXhwophVUFB4eMi2P82oighyfBlv1qMPzcR9yzu77SPBp0qsevez+y4+z+aDalN6K1IIkxJhCclsHpW6mgH16zOJKjNJEkW4kxG9OkMWHUyJ/ZfJs6YhFmwcvrYFUa1/oWuFX4gNjoBi8lKyI37jOyWOgQeoGSFfPbXj8Jj3un8FP5/8tGL5v6Trl270Lx5MwRBwMXFxf7+5s1/cufOHXLkyPFCEd33gSAIjJ7Sg6Xz/6J7f8W9V+HzRqVS0fPn1inei4x8gEolYDKZuXs3BIDLly8zbdoMGjRoQKtWLTh+4CLp0rtQsLjPS9t/8OABTZo0xWQys2/fPvbs2Ymnp+cLy8fFJKDRanB0erlmScGCBWyGXK0zVX3aEnHckQqDq7JgwXySkpLo1q3ra83f19c3RcYyWbYZWQ4fPoIoShgMBvr06UXdunWQZRkvLy+6dOlEyZIlsVqtFC9emsTERPLmzcOyZYuJi4ujS5fO/LVpK3FyGGbRzJ6TG1ldbgHXr99g3bo11K5d67XGpvDx8DkKzn3KODgYSExItH2ishU/v2Oo1QZARhRlrlwJZOqPM7BajQiC+jndFgGrRcZmrJFAkAA11atXZsvWNf/RbBQUFBTejHKty3J1/1VkWaZyl0po9G//mBp0PoRV32+hWHVfmg6uDYCrx7NMjOmypeNO9GMALp8OSlH3+M6LrP1xD84aB+KtSahRERebyPbfj9lSPNsyPiOKEkarGatFxDWHEw9vx2AWzEQ/ik1zTF2GNiIqMo4r/sF8+7+Obz3Hj43PcQ/zyRlcAFxdXVO9p1Kp7MKQH5pufZvSra9ibFFQeErg7gvcDwyjbJeq1KlTm9GjRxEcHMyUKZMAaNGiDdeuXWPDho2E30jm/9i77/Cqiq2Bw785LQ0CoYSOIF26gnRQOihFRAGpinQsqCAdREREREEBQeFSBBWlSu+9IzVITSCUUEIJqaft+f44GMlHCUpISLLe+5znSc6ePXvt4yWZrL1mZs53a9FaM2PFcMpUKJygr40bNzFr1my6detCkSJFMJnMWK1WTp8+Td68BejUqQM//DDlrhi2rj9At9c/w2Ixs2DTWAoVy3vfeN94ow1FixZh08Ij/DZpCy5nBItmbqL38P++m4/D4aBq1Rrs37+fAgUKEBJyhoED+zNkyCAAFi5cRLt2HQG4du06HTu2JyIiAofDQVhYGK1avR7f13MVy2PztmFymcifPx8bNmwkOjqa0aPHJJpwOXPmDGFhYVSuXDlZk9HiESgwlJF4O/HE++KLr4iOirw99PT8N1VAQEBmrl+7idlsJkfOHLhcnsVzEy67d8e/V6Xw8rIwefI3dOzYNrnCF0KIJJMxW0beW/juvzon8no0l09f5eln82My311tPLnXXM4GXeTE7hAqNSlH7sIJH8INnd+d4W/+QFy0g/fGtGbjon3Y45wc3X6a5bO347C7sFjNPF+jJMf2nyHO6UB7iowxW01YrBbavtOA47vP8lKHalgymend5gsyZczAlzPufS9KKfp+mY53g0yHY5g0mXARQjy5Lh+7yPz3ZmK43Fw+dpHWU95mwICPE7TJkyc3oaGhKKWYNnsiNyI1uTIW59L58AQJF7fbTaNGLxMXF8eiRUu4fv0K27ZtYvXqNQwcOAS3283ChYvvmXBZt2w3DrsTpRR7tgU9MOESFhbmWSj7tRdYMHUbyqSoUqc04NkN6ejRozz33HOJLpw7Y8YsevbsTbVqVfnqqy85ciQIw9CYTCYcjpgE0xsjIiLQWmMYBhEREfj4+LBgwW9Mnz6DDz98P0G/BQsWJDj4BNevXycwMJClS5djt9t5++3OD4zn1KlTlCv3HFrDwIH947fTFkIkjx9/nHk72eLEs6qAGZPJTN06L7BkiWfnoo4d2xAUdIht27ZiGG60NgMGJmUib97cxMTEsnXbaooWvfeC2UIIkRbFRdnpX/kz7DEOKjYpR7fJniSGI9aB2WrGbDFToExeLoWEY7GayZQtQ4LzoyNjeaPKMOJi7dR/tRLnTl3m0y7TPOMyF+C6/dPZ6eLdsa9TpHR+Kvp3wkCjUAz8thM1GpUjIHvCB/1Hrs+TB1gigTSfcNFaExkZec+qFyFE8rM77Z41SDRo5flldvrYeTau3Ef9ZpXJVzAHixbNZ+nSZXzzzQT27N5HHu/KOLUd/wC/BH2ZTCb8/f1RSpE1axYAypUrR7ly5bhw4SK//DKPzz4bcc842nVtzJZ1+/HP5EeDZlXuG29YWBjFipXE7XbTq1cPVgdPwHAbZMzsh9PppFSpcly7do3atV/gjz8WP/DeR40aTWxsLFu3bkNrg5o1q7N163YGDOh/11pS7du34+rVq8TGxvHee+8AcP78eRYvXsK+fX9y6NCfCX6uZc+enezZswMQEnISh8OR6PbOwcEhgCI2NoZ9+/58YFvxZElv5bhp1eDB/ejatRdOpxPQePv44HZrFiz4A9CYTGaWLVvFunUr2Lx5C506vsulsKsY2onWTi5dvky/vu/z8kutyZMnN4uXzMXfP2NilxVCiCfajbCbLBy5lDzP5KZ+zxfvmcC4FR5JbJQdl91F8P6zAOxedoivO07H6m1l5Jo+9Pi2DS+2rUSeojmIibbT95VvAc2AqW+CCWKi4nDFuVgzdzeXTl/DMDSG20C7wapMuLQbk4+J3AU846v3R7XhpwkraNOzPk071LwrpthoO6P6/I91K3ZRsGxOfvh1GMf2n6HvG9+Sp2Ag3y/7GN8M/4zNtNYcP3KGLNkzEZgzy+P5MJ9A6W0Mk6YWzf3/DMOgZs0XCQjIzjvvvJdoe601rVq1wcvLj1GjRidDhEKkP0s2LefX8FWsvbmTUzkuYxgGbeoM5Ovhc2lX37OTV4YMGWjduhUlShQnk08uvEyZsMe5mPLVggR9KaXYt28XkyZ9y9atmxIcGz/+ay5fvnDfKo9CxfKy9sBkFmwaS0DW+ydkR4/+ksjISGJiYti1azd+GX3ImNkPu93Or7/OIyzsIjExMaxZs5ZChYqxc+fO+/bVq1d3TCYTJUoUp0SJEqxevZKYmFu89VYnwFOxExwcjNvtxmw207fvRwwdOjg+cfLttxNxu91cunSJw4fvvwi3yWRKNNkCnsXE3377LerXr8fYsV8k2l48GTzr8xtJ8hIpq3Tpknh72/AMx0zExtpxOl2YLYpixYpgGG6++mo8s2b9jN3u5FLYVbQGhQWNwulwM2rUOEJCQtm37yDLlq1O6VsSQoiH4na5WfrFMuYN+I3YyLgEx+b2/51d8/fyx5gVnN4dEv/+lbPXGNt6Kj8PX0K2/Flo+kF9ClUoQOfxbQBYP2sHbpdBXJSdse2mYbaYKVm9CJkD/VkybTPHdodwYvdZulb8FFeci459GuPr5Y3hMvhrbwitetelTMVCWLXp75pDzE4zF09fBaBt7wasOPENHd5vzO71QcyZsIrFP28k6IBn/ZeZXy9jxdwdxF13c2j7aTat3ceMr5Zx81oUp49eYO+WY/H3EnziAj1bf87rtfvToFxvzp25/Lg/8idCUo1hUpM0nXC5efMmO3bsxDAM5s79OdH2169fZ/78hTgcDr76alwyRChE+lO0aFHOuS9z0HmCEqU9O2m43QaG28DtMti9JogpQxdw5fwNpk79nm+/H03W7JmxWMw0a1Prrv7y5s1Lp04dH3kb6XsZOXIUEyZ4tnxWSvHBB/8kbtu160i3bj0xmcwUKvQ0oAgODmbYsH8qatxuN/qORRfee+9d4uKi2Ldvd/x20HeqXbseJUqUplGjl+8ZT1hYGOBZ/+WZZ5555Pszm8188804Vq5clmJrXAmRnn3yySgiI6Nuf6dQGFitVjJkyEhQ0ElcLoO4WAc//fQLzz5bFrcRjcu4icuIQqFQSnmmHmoXJpOJSpWeS9H7EUKIh+G0uxjfbAJrxq9h+0/bWT0+YbI4a74sWL2taDQZ75gK9NOghRxYE8SaH7dwdMtJmn/UgGGr+lC0kmcMU79z9fi21v+36G6ZakUwm5RnW2iT4uT+ULoPacFrPepgtZnJkjMTnQc0peuwV/D2tmIyeX7Gmkyw5Y8DuN3//JEf/NcFPnptAmMGz2RAj+94o/4gTh07R0B2fyxWz3XNFhNlni3CS22rYbGY8cvoTekKnjhdLjevvtiXDSv2Yo9zorUm5OSF+P6nT15Eqdyv0q/X10nzgYsUlaanFGXJkoWKZety6vglGje8/5SBO9vXq1eXVatW061b12SIUIj0p379emzfvhmXy0WFChUA+Gn1p6xZsouqNcvQv/lEXA4Xf248zpTNA2jbvhWt2rQkLtZBhow+yRrr4sVL4r8uUqQwDRs2jP/+zJkzxMTE4O3tzU8/zeTll5uhtaZFi+aAZzHfRo1ext/fnz//3E2ePHkA7rvOi2EYbN26DcMw2Lhx0z3bFCxYkLg4Oz4+3mTIkOGebUT6kN7KcdOar7+ewIcf9r9nmbzTYeda+E2UMsUnbDdu3Iqvry8Wq8KzK7wbjRVPuYtnz4eZs77j6acLJOdtCCHEf/LXhr84H3Te8zNOQ0DuhNs/vza8GcWrFSHbU1nJUeifhW4DcmXGbPP8+Zo9f9a7+n22fkmGLO7N4U3HqdepWoJjFes8wzerP2LC+z+TJVcmqjcrD0Cvz1ryWs86BGTPiM3LStkaRfn93Fgunb3KWy98RmyUg1ljlrFn/VEmrf+YiOvRrF+01zP9SLsx3AYKxaL/bcJmszJsyttYvcxUrVuG6KhY+vceT5zLSe365YiIjCIguz+GYeByunBrA5vVysuv1aB8pWJ0azOCXVuOEBMTi8PpYv6ctQwY0fmBldipUXobw6TphMutiChCTl5HYWH7xmOJtldKsWLF0vhyfiHEw5s+fQYTJ06iX7++tGr12gPblitXLsH3JcoUpESZgty4cgulwGw14+X7T2LCYjEnmmyJiIjAMAwCAgL++03c4dSpU1gsFvz8/KhatTLLly+NX2dly5atnD0bSvbs2Rg6dAiVK1cmNDSEW7dukTNnTgBmzJhJXFwcSinWrl1Hx4733vrP5XLx5ptvc/DgQXr37sHChUv46KM+92y7du0qVq5cRbVqVRMkbm7dukWNGi8QEhLC/Pm/Ua9e3Qfe2+XLl9m5cxe1a79Ixoyy3kNqlN5W+E9r+vUdiGfXIc+g09vLB7PZQkxMHCiFZ8ciE1arFZfLhc1qIXPmvFgtFuD2FhkY8RsVKWXiypXw5L8RIYT4D3IVz4XZYkYbmqrtqlDjzRoJjpstZso1Kp3gveAD59gwZyeGAa8OaEiOgtnu2XfpWkUpXaso6+fs5M/VR3mtX0OeKpkbgJJVCjFl1+AE7ZVS5MibcP0UHz8vXG6Nw+3ChMJwa4J2BXNg6wnG9pvD2ZNhKIvirR7NuXwtHF9vHxZO34TL6eaFJs/S76v2+Pp5M3/2WuKiXKAUC3/axLxfVzBz4WdUf+FZZv0xglVLdvBquzoUKZGf2T8uZe3y3WhDo0wKk1I8+3wJMgWkvQds6W0Mk6YTLhky+lK2fHEOHzxOw5drJH7CbZJsEeLfcblcdOnSDcMweOutzvdNuNy8eZP27TvicrmZPXsG2bIl/GUZEOjPhFV9ObonmHqtKj309ffv30/16i9gGAYrVizlhRfunnr0b/Xu/R47d+4CYNOmLbRt254iRYowfPhQPv30M65evYqfny9Finh2TfL19cXX1zf+/O7du7JkyR9kyZKFhg0bcPr0aZo2bUHGjBlYunRx/L1v3bqNhQsXER0dTfbs2QkNDb5vTJkzZ6Z161Z3vb958xZOnz5NdHQM48Z988CEi8vlomzZ54iKiqREiRLs2XP/NWeEEI+Hl7cXMTEx8d8bhpv8+Qty8tQp/s6iFC9emDVrF7F06Qq6d38frTUOpwuFFXCDdtG+QzuOHTtBpUoV6dChTcrcjBBC/EvZC2Rj6M6hxEbEEFgoMPETgPPHLmG4NW6nm6uh1x7Y9tqFG0ztMw+n3cX545f4ZufAfx1j/iI5yODvQ0RsFFbMaKDvKxPwzuKFPdaJzctC90Et8PHz4tCuU6ya4xkzrl68k7VrdrJk17j46eOeiUwmcJpZvmAr1V94lrwFclCiTEGyZPNn59ZD3IqIRplAG2CzWVm06WuKlnhKdjxKA9J0wsVkMrF8/Q+Eh98kMDD9rPwsRHIzm82UKFGc4OAQypUre992//vfDFavXothGEyePIUhQwbd1aZEhQKUqFDgX11/8+YtuFwunE4nq1eveaiEy7p16zEMg7p169zzl1mpUiVZt249LpcLwzCYP38hXl42ihUrStR1A1DExTkoVarkPfuvXLky169fjf/+iy++5K+//sLLy4vffvudHj26A1C8eDFsNitutzcNGtR/6Hvu0qUb//vfTLp374qfnx9mswWr1Uq3bl0eeN61a9cIDw/H7XZz9uzZh76eeHJ4lptLX0+H0pp9+3bw7rsfsHnzNhwOF25DYbfb8QzLPT+PvL29yZkzB5fCwhKsBeU5bCEwMBeDBvWjSJFCKXELQgjxSDJmy5BgfZbEZM7mB4YbkwkyZvZ7YFvvDN5YbGZMZhPZ89099ehh2LysmC0mHDgxMLApK74ZvBk7/z1+m7KOuq9UxMfPC4AylQozenYvvh42h7+CQvAxvDh9/DyRkZ7Euuf3thsTFhbP2cKQ0V15qco7RN2KIWMmX25FRoGCnh++TunyRahYpRSZs6TNCuT0OIZJ0wkX8PwhmCPHf/uHJoR4OEopdu/ewaFDhyhfvvx925UvXx6z2YTZbKJixQr3bRcbG8ukSd+TK1dO2rRpnWh2v02b1syZ8zNxcXF07fp2ovHOn7+ADh3eBODHH6fQpk3ru9qMGTOaqlWrMG/eb8TF2Vm9eg1ag6+XPzeOZaSITyPcxBEbG5vo9QAaNWrIpEnfYzabqVHjn0XdcubMySefDGP48E/vmQDRWt91/4Zh8OOP0wGYPHkKXl5euN1uRowYRvPmzYiIiOD33+dTuXIlSpZMmBBq1qwFFosFk8nEL7/MfajYxZMnvQ1W0ppixYqSM2cOXC434KlwCT13jr+rW/z9/Zn90xQAHE6NSdlut3MAnnOuXLnE6M+/YeKkLx9qVzIhhEgNtNZcPBZGlrxZ8Mn4z8+2uBgH3l4WDLeB4XQ9sA+/TD6M29afkEPnKVe3xH+KI+J6FFcuXQcFLu3GYrFQscEzZArIwKDv3kzQ9mrYDQa9PZno6FjyFAikQrUSREfGEnEjEu9MJuyxDnLlykb4lQi8vKzMnb6C8Ks3AHDfcKMsCrfLjTKZqPeSZ93RS2Hh7N9zlJq1K+CXwfeu+FKz9DaGSfMJF/CU0Gut77tYpRDi0fn6+lK5cuUHtnnhhVoEBR3C7XZTuHDh+7YbNmwEEyZ8i9lsJmvWrIlWfgQGBrJ7946HjjUsLAzDMNBac+nSpXu2MZlMtGjxCi1avILWmpUrV+Hvn5EypcrzqfcvxMVpAgIzx+/uM2nS9xw4cIBhw4bEL5B7p3r16nLxYigWiwV//4SLn3366Wdcv36dKVN+YPjwoWTPnh3w7JI0bNgnNGzYgKVLF8cnXkwmEx07dmDWrNnUrVuHrVu3YbFY4tePeeWVluzcuQuTSREaGkKWLP9U+J07dx673Y7NZntg0ks8yXSq2xJReFy8eJG33+5GYGAgISFnMAw3CTeM1NSuXYvVaxYDMHTIML77bnr8Uc9Cup6vzSYv5s1bTFDQcXbuku2ghRBpwy+DF7Bl9g68M3jx2a4h8UmXCi+XIfxcY6KuRdH0gwaJ9uOIcxKQKxNePnfvCnl0bwjvvvwV2m2QL092PprUnlJVE45LM2XJwLPVi7N3818opXC7DFb+spM/t5xg4dEvErQ9cTgUp8OF22lQtEgBWnWuT6cmw3C53JSuWIhGr1TlhfoV2bHxIFVfLMc3o35CKYVSUL9JZTJn9cdqtdD13VcBiImJpXalTjjsTkqVLcKi1d/914/zCZT+xjBpPuESFBRElSo1MAw3mzat57nnZMtEIVJSwYIFE21jsZjjkwuPY02lLl3eJjT0PIbhpnv3bncd3759O+fPX6BFi1ewWCwopWjU6J8dipbu/YajB4KpUb88JpOJPXv20LdvP+x2B2FhYfzxx+J7XvfOxMedWrR4hWnT/kfp0qUStJkw4VsMw2D16jVcuXIlwdbXM2ZM43//+xGlFKtWrcbhcPDyyy8Bni3u4+Li8PLyuj1N4R8LF/7Gl1+O4403WsuCuUIks88+G83q1WuxWCx06tSRvXv3Exdnx2LxVKlZrVa+GT+an376hVkzZ7N27TrPicoLs8mG1m7AgsVqwaQs2O0ODh4MumclnBBCPEmunr3GsW0nKdegFBmz3n8q0bEtJ3HGOQG4cfEmPsU8D5NMJhONe9V+qGsNbvotQZtOYLGY6PLV69S/vWNRXIyDo7uCWTlvJ9G3YrFh5tyJy4zr9RMNOlXj6O5gun7agjxPZ0cpxZTlA7DHOYmNiqNZ8X7YYx047M67rlex1jM8/2JJzhy/SK+hLXG6PFs9uw0X+3YFsX/3MUb1n0GmzBl4sdHzfDikA9eu3OTUqVDWrNyOyWRi4MgutGr8EceOnrk9dtO4cXE+9N4PBkXqkeYTLsuXryQ2Nha3282SJUsl4SJEKuCpEslNzpw5qVu3zr8+f8eOHezcuYsOHdqTNevdUwq9vLwYM+bze567b98+6tZteLufnYwbN/auP2TyFggkb4E7tikMCEBrT7/3qm5JzOTJE/nkk2Fky5YtQYLpvffeZdiwT2jQoD6BgXcvKvd3XP+/Auj333/l66/HU79+PXLlypXg2PPPP89vv/3yr2MUTw5N+lvhP60oX74chmHgcDiYNXMOdocLpUyYTFCixDMEBGTi2Wer4XQ6ub1bquffubajtUIpz88Ht8vA4mWiaNFCfPBhT0m2CCGeaC6Hi2G1v8Rpd7Hq+42M3Nz/vm3bftGSnwfMp3jNouQqmuO+7e7n5J9nObDhGNbbVSlngy7GH+vb+GvOBF3EJ6M3PjYbJqdGoYiJiuN/ny7BHuck8kYM45Z7dou8cvEGvZp8icVqZvTcnvy55TiN21a965o2Lyvj530Q//2+nUexu+MwMDBbzBhO0IZBXKydP3cdo1HzqsxcPJKXqvfkfOgllEkx6P0JgKf+A8BkMvNMqacZPf6Du66XmqXHMUyaTrhMnjyFESNG4uXlRebMmWnbVlbwFyI18PLyolevngDYYxwc3HicwuXzkyVXpkTPDQsLo06dBrjdbpYuXc66dQ8utV++fAX9+g3g9ddbMnToYK5f98ypjY2NZfz4b7l+/QYzZ05/YB+FCxdm+/bNnDhxkubNmz3kXf5DKZWgeuVvgwYNYODA/v/6j6nChQszceK3/zoOkVqkvwXn0or27dvSo/u7uA0Du90BKFCKrFmyMnfudMqXr4Lb7f5/Z2k8W0g7Ueqf0niL2cpvv/2PosVk0VwhxJPN7TJwxDpxOVxE34h5YNuiVQozbOPH//la47v/hNae1a5yFczKa/3+qVA+d+IycTEOnA4XM/cOo2e1z3G7DOq0fp4F32/E28dGnjt2TRrQdiIhxz0Jm3WL9zJk0lsAXLscQfsXhxESdpayVYowadYgsmTLxI3wW/TpMI6jR0/jcrkxmRW1Gz6Pj48329YdJHe+7FSvXY6wC1dZNG89vfq2Yczw6YScOo8GzGYTDrcDjUZrEy+1qEn5Cv9tDZonV/obw6TphMuIEZ8SFRWFxWJhz54ddz3pFUI8+bS7OycAACAASURBVEa1nsKJPWeweln44a9PiYmLZsmSP6hRo3r8+il3crvdnjJOtxun05Fo/127dufChYuMHHmCbt26ULduHT75ZBj9+vVHa838+QsSTbgAlCtXjnLlyv2ne7zTiSOh/DBmES+89CwvtaouT66FSEO8vLyoU7c2a1av86zHgkJh5saNW9Ss0ZCWLZvz66/z8fX1wcvmRbbs2RkypB/Ll63kavgN/tx3kMjIGJSy0Lt3Z0m2CCFSBS9fG31+7sruRfup07nGY71Wlpz+XA4JR5kV4zZ/jF8mn/hjg2Z05pevVtH4rerkK5KTmYdGcP3yLQqVyUvjTtUJPXmZ5+s+E9/+atjN26WGUKjEPxXMQ96ZRMjZUGJUNDu3HmTKhN8YMOJtFs7ZwJ6tQbgNNyjIXyAXu7Ye5ub1SJRS1H25Ehn9fWlW5x1CTp3HavNsYmDcrmrJmS8LZ89cRKNxaxefD59K5+6v4ueXthbNTW9MiTdJvdq3b4fJZOK55569Zzm+EOLJExcXl+AJ7+WQcOwxDuKi7NhjHDRo0JgePXpTvnxF4uLi7jo/b968LFmykMGDB/Lrrz8ner0aNarj4+ND7ty5CAgIQClF374f0qfPe2TJEsAnnwxL0P6PP5by/vsfcObMmUe+13vp22ECqxbsZFjPqVy9dOOxXEOkfhp3krwSo5TqrZTaq5SyK6VmPP47S/tmz55Gly5vkjdvPv7elcjhcBAbG0eP7p2xWDQx0RFER0cSevYCvXv1Y968Jaxfv4WbNyMwDDc2m4lSZYql7I0IIcS/ULJWMd78ujX5S/37qdf/Rp6iOXG6DazeVpQp4UOrivVL8taI5iydsZUFkzeQJWcmCpfNh1KKPIUCqdKwNGbLP1O7b1yOxIwJszbxeo+6gGenyBXLt6LwtLPaLPj4evHZoKlkzvb32ngKm9VGjdrluXHtFlprDMNg3ozVREZEY7jdGIaB4TawWi2el83MhdArmEi4duHQj9NexXJyjF+eJGk64TJmzGgiIq6xY8fWx7LwphAiaS1atBh//yzkyfMUly9fBuDDGW9RsXFpen73Bv5ZM3D1ajixsbHY7XYcjntXsNSrV5fhw4c+VFXbnDmz2blzK0FBh7DZ/inXHzduLNeuXeHDD/vEv3fhwgVef701EyZ8x2uv3b2VdGJCQ0MJCwt7YJtc+bLh7WvD5mXF10+2ehV307fLcZPifw/hIjASSLzMSzyU7Nmz8/2U72jbrhVms6fQ2GQy0filesyY8RNOhwOtNXZ7DHH2KOLi4tAaFAqlFGazmbfeakvLlv9++qIQQqR1h7ecxO10Exft4Oq563cdH9V5Ogc2n2DywN8JD7t513HDMIiK8Ex7atenId4+XrzWtQ4Wi5kLZ67wRtUh5MmUC4c5luq1n+O3VV/x/bh5TJ3wOyMHf0/vwa0wm8yYDDMRN6Ox3E7gKMxUrFaSDP6+zFrwOe993J7MWfy5duMGdqcDHz9vDMOzALr5jkTRrYiox/RJpYykGsOkJml6ShFAhgz3XwVbCPFkmTFjFk6nk6ioSLZv38ErrzSnyHNPMeDnrvFtlixZwDfffEvLli3u2l75vzCZTJQpU+ah2np5eWEymfHy8sLHx4cuXbqRL18+Bg8eiMn04Pz1ihUradHiNZRSbNy4lueff/6e7cbNfZ9taw7xTPmC+GX0uWcbIZKL1noBgFKqApA3hcNJU0aOHIq3lzejR4/DbnewYsVyvL29AR80sbdrX1zkypWNihWfZ+3ajTRsWJchQ/tRvHjRlA1eCCGeUN3GtmTyB/MoU7Mo+Uvc/eDNpdxoNC6nm5jIWK5bTJwMCuXZqsVRCt6s/inBRy/Qrk8jeox4le7DWsSfO2/KWk4eOYfVZmbQ8K506tMErTVWLytutxtvHxuXzl3H0AZ2dyzLF26hfpOqdO7dnMLF85Mhow9KKfIXyMUHAzswbvQMPCkIN38PI/9eNNeTYFesXrmZubP/IDBHVp6rUJKALImvZyg8lFJZgGlAfSAcGKC1nnuPdh2Bd4EiwC1gLjBQa+1KijjSfMJFCPFg4VdvsnDuOipUKUn554unaCwfftiHrVu3kT9/furUuffWf6VLl2batKn37WP5b9s4czqM9j0akzHTP3Ne7XY7FovlkardsmXLxvbtm9m1azfbtm1nxoxZ2Gw2ypcvR5MmLz/w3M2bt+BwOLBarezevee+CRdfP2/qNb/3sb/t27ePqKhoatasIWu8pFOp7emOuJtSiiFDP6ZU6RK0bduR2NhYYmIiAQtKWdHahQJ69urKRx+9n9LhCiFEqlC6RlEm7Rl83+Pnwy9jwQIafhi+mI3b/yQuxs7ztUoyeOxbnDkWhuHWrPxlBz1GvJrg3Eq1S/HrlLWYzIpqdcuyYeVexgyZScvXG5C/cCD1X64GWnFg9zGOHj+JYRj8deQ0/ft8xfv9O9CoScL1a56rVII9O48AkDGTH9HRscTExaANA4vFjIHGHuukT89RaK3J6O/DvqDFZA549AeOKSkZxzATAQeQAygHLFNKHdRaB/2/dr7A+8AuIDuwBPgIGJ0UQaTpKUVCiMR1bzOSLz+ZSduXBnA9PCJFY6lRozrh4Zf488/d/6l6Zf/O4wzuOZnvv5jP5x/PiH9/6dJlZMyYmZw583Lx4sX7d/AQypYtS9euXShSpAheXja01uTKlTPR83r37kmVKpWpWbMGbdu+8Z+vv2HDRmrUeJHGjZswbdr//nM/IjXTSbmGS7bba7T8/eqa2NVF0nrllaZ8/vmnZM6cBYUNpayAGavVh7VrV0qyRQghklCrLvVQKExmE0+XzE1URAyxMXZOBp0jZ/6s1H6lAv4BfnQd+spd51apW5rFh8ey8sQEipZ5iqHvf8/p4+f55X+rebnFC+TJF0ie/NlZvGscXd5tgUIRcvIixw6d5YPuY7hw7jI3rv0z1v5q4sf4+HqjlOLGzQjyPRWI1p5khMViJiBLRiwWM1prNJq4WDsXLlxOts/q8UiaMUxilFJ+wKvAEK11lNZ6K55ESvu7ItJ6stZ6i9baobW+AMwBqiXVHUuFixDpnMvlxjA02gyG1ikdziOxeVkBz7Z6Xre/hr+nKrkIDw+nfv1GHDly8JGvNXBgf8qVK0vOnDmoUKFCou3z5MnD1q2bHvm6Z8+eBcDpdHL69OlH7k+ke+Fa68T/Dyweq/fe680HfQahlCW+nLx69arUrv1iCkcmhBBPPsMwWDNzBwB1O1TBbL5/TcG7I9rwasc63AyP4pnnC+Kd3Ys1i3bRe0grlFJ8MiPhc4ejfwYzf9p66r1amXED53LyyDn6jmnHGz0b8Hz1kqxavAMvbwtnTl/kUthVpk1aQLPXalOyXGG8vGy4Y+KwmKwE5gigZvkOmC1mVm6ZwtNF8vHr7JX4+foSExPHzeu3uHn9Vvx1G7xcnQaNq5M3X04G9/uG8+fCaNm6Ic+ULPx4PsTUJ5tSau8d30/VWt9ZAl8UcGutT9zx3kGg1kP0XRP4/1Uw/5nSyfAHVoUKFfTevXsTbyiESHaXLoYzb9ZqKlUvTaXqpVM6nEe2bd1BzgVfpnm7F/D28SyCu337dqpV++fnq8sVl2Bq0bLftvLb9HV0/qAZNeo9+tbOSenMmTOEhp6jRg3PFtEOh4OPPx5ARMQtxo37ksyZM6d0iAJQSu1LrsSFzeyvc/g+eNrZwzofte6h4lZKjQTyaq07JcmFU5HkGsNkzZKHmzejAAOTWbFx4yqqVavy2K8rhBCp3eqZ25nS9zfQ0HVMSxq8+d+LE04cCuWHzxdTo3E5mravwYv5ehBxPQqrzYIbA6fDRcGiuVm0/0sMw6D+sz04d+YSVpsFs5/mWvhNzGYTh88uYvzIOcz6YSlmi5kceQI4HXwWH18vxk7sS+36lSiZrxlOwwG3E+2eShZPhUuW7P5ER0Xj6+dN0OmVj20DmOQcv0DSjWESG78opWoAv2mtc97xXhegrdb6hQec9ybwKVBOax3+yIEiU4qESPdy5s7Gu/3fSBPJFoBqdcrSukv9+GQLQNWqVfnqqy/JmTMHw4YNSfBLy+Fw0b/Ld+zeEsSHHb9OiZDv68yZM5QqVY5GjV5m8OChANhsNr7++iumT//hsSRbrly5QnBwcJL3K5KWxkiSV2KUUhallDdgBsxKKW+llFTHPoJdu/Yye/bP7Nixm78fehmGgV8GP5TJAAWGofn66+9SOFIhhEhdNJql07YwsNl3XL/8z9SdKxdu0PXFUbzT+Esirifc9cce5+TYn2dxOjzrow5oN5ENS/Yy+t2ZXA27gX+AH17eVnz8vDC0gVaa/EVzEhMdx4FdJ7DaPL8SDUMTGRHtmTDjNjj+VwivtK2D1WbB5XTh7e2NXwYfChXOR/3GVfHL4EPJMoX4O9kCkDtfYPzXETeiiI2N41ZEFC5X6toGOTHJMX4BooD/vz6BPxB5vxOUUs3xrNvSKKmSLSAJFyHSnVk/LKH3m6M4c/pCSoeSrD744H3Cws4zfPjQBO9brWZy5s6Kj68XBYvkTqHo7u3s2VC01sTGxnLgwKNPg0rMsWPHePrpIpQsWZZZs2Y/9uuJVGEwEAv0B9rd/vr+qxGKB1q7dgO1azemU6fuvPhiI8aPnwR4Ep0XLoRxZ9FxjRpJNn1cCCHStLrtK9N97OtUbV6es8cucWDjMRZ8uz7++IKpGwjaE8zB7adY/euuBOf2qD2aXnW/4J0GY/lrfwihIZfRgNliwtvXxsttq/P8iyUZOqkzZqvngd3F0Ku8Xqs/nZuO4Or5W2QPzILL6UY5rViVDS9vC7lyZ6dUucL0H/kWzVvV5tyFi0RHxfJXUDChZ8PQWrN04yQGftKd/E/lolOXV9i6bw61alfEarPgdNkxm01orVmycC0A+/cFsWzJetzutJWAeUxOABalVJE73ivLfaYKKaUaAj8ATbTWh5MyEEm4CJGOHD8awmcDp7J0/kY+6vFVSofzWERHxdKs0geUydKaNUt2JdpeKcX87WP49te+zFgx/D9f99atW5QpU54MGTKzevWa/9zPnWrWrMG77/amYcMGTJjw+Ktv9u8/gNaeHZ02bNj42K8n/iuNgTtJXoleSevhWmv1/17DH/89pk2hoecxDE9Wxel0MfbLCTidTmJiYjDFbzim8PXNSJEiMk9fCCEehslkol6HKrzUpSYosFgtFK9QIP54uepFsdgsaENzePspblz1FDkYhsGpw+ewxzk5vv8s+7Ycx2Q2oZSiaaea7NoQxLSxS9i+7jCH95zmpder8VThnHw0qi0hJy8SF+sg+lYsV8Mi0AYoFFkzB7B6+zQ0sGTBelq0qcPYqR/wdJE8+Ph44TQcvPB8Bxq/2AWz2cw7H7Rl9dZpBJ8O5dXG7xAdHYvL5am2cbsNXC43y//YyOGDx3ip/pt0fas/oz6dmAKfclJJmjFMolfROhpYAIxQSvkppaoBzYC7nigqpWrjWSj3Va317iS+YVk0V4j0JHOAPyaTCW8fL/IVSHxnnSdVVFQUAwYMwtfXl08//QSb7Z/pQ4f2nCT4xAVcTjc/fr2Iek0r3bOPNWvWEhwcTMeOHfDP7EfVF8s8UkxbtmwlODiY6OgYxo37hvr16z1Sf+BJBn3++WeP3M/DatasKfPm/c7FixcZNGhAsl1X/DsaHracVjxh2rVrRVDQUSZN+hGHw8n16zfo0f0D1q7dAIDVYqZSpUpUrlKJBg3qpHC0QgiRupR4viBT9w7BGeckX7F/xrmV65Vi5MxuDO/0A5sW/Yk2NJ/O6Y7JZKLvt+35beI63ujTgAq1S7By3g6cThft3mnImZNhoD2bMWTM7EeJ5wrw+5w1DO41iSFfvc3MSX9w+lQoAEqBMine7NWMqMgYmlXqhVsbZMsawLS5n1KgUA6OHz+NZxMixcE/TxAZGc23X8/i9IlQdmw9gN3+93ouKsF9vfvhm1y9eh2lwOFwcjEV71SUzGOYnsB04ApwDeihtQ5SSuUHjgLPaK1DgSFAJmC5UvGf/RatdaOkCEISLkKkIzlyZWXZ1kmcPHaWFxskzaKbKWHcuG+YOvVHzGYzRYoU5u23O8cfi4mOw+3y/CC/c6eiO+3bt49mzVqgtebQocNMnPgtYWFhnDx5imrVqhIZGcnSpcuoVq0qBQsWfKiYqlatQmBgIOfPX6BHj26PfpMpwNfXl4ULf0/pMESiNIaWcuLUyOVy0bNnF54uWJD33++P0+li5sy5AJhMNiwWxbTpkyhcuFAKRyqEEKlTzqey3vP9jYv+xB7rxGQ2kTl7xvj3m3SqQZNONXC7Dfq3m8jVCzcY9N2b5MqfjYN7TpKzQFaq1i5Dh/ca83qtj3G53Fy6cA1MmnJVinDq9FlsVgtN29Tiz13HmDZxEZMn/EqsIxbQhF26QusmfYl1RuNwODDd8ef32x0GsGXjXkwmExgm3Np1e8tjE3nyZCfiZiQ5cwdSqHA+tM5Lv4HdCQk+z+BhvR/zp/g4Jd8YRmt9HWh+j/dDgQx3fP9YtwSUhIsQ6czTRfLydJG8KR3GI8mbNy8WiyX+6zvlypcNL28rSinKVy52z/Pj4uJQSuFyuYiJieXatWuUKFEap9NJ27ZtOHToMIcPH8FqtRIWdg4fH59EYwoICOD06RMYhvHYVpIXQqRe0dHRPPNMRa5eDad7985M/WECvXv19QzATYrnnivHdxO/lGSLEEIkMa11/Not2tC888Xrd7U5deQcO9Ycwh7rZFSfGfw+ex2bVxzAcBuEnr7EtVs3OHo4GA243G4++XAKFpsJi8WM3eFkzqwl2PDBbRi4tZP4nYdwkzGjH96YuHzpGgYuPBUsiiMHT2KxmHG53ajbbT0M8hfIw4XzYVSpVpbiT9dGG5qFy6by3gdvJcMnJpKSJFyEEKmCy+Vi6tQfsFgsdO78Fvny5cXHx5vq1asnaPdM2aeZtXIEYefDqfNyxXv2Va1aNaZOnczJk6fo0+c9zp07h8NhJzY2jv37DxAefo2YmBhsNht2u/2hEi7gmQKUFMkWp9PJunXreeaZEuTPn/+R+xNpj0wpSn3OnbtAeHg4drudFSvWMHLkEFatXMeyZcuIi4vj4MH9FCjwVEqHKYQQaY5SivqtKrHq5500aFMZ2z0qoPMXzknWwExcOn+Ni5evcn7pZaxmCyaTwuF0smjOBkChlcaEwu6MQ2PDjZso4zoajVJWz+9nBWZtxeptovHLL+CfKQORUZEsnL8aw6UwYQYFEddjqVyjLJs27AHthttpF4Dt2/YCMGvGAsxmhWFoNq7fSeUq5ZPvg3tM0tsYRhIuQohU4fvvp9Kv38copbDZbHTq1PG+bUs/V5jSzz14wcm2bd+I/9rf358BA/qzYcNGxo37EqUU48aNp2XLFo9l6+XEvPVWFxYuXIjJZCY4+ATZsmVL9hjEk0zf8RRMpBbFihWhU6d2rF27gWLFCpM3T3G6dO1E8eJFOHToCEop7pg7LoQQIgkNmdaZAd93xGK995+/Pn5ezD/0BTeuRtK80kfERtrJXyQHp46fw40btMLqbcFud+DCjVPZMUwOTHYbXhYffDPZiIt2Yrc7UJiwKBu5AwO5fj2CJQvX43DHYDabUGYTyvA8nLOYzVwLj8CtHZgwYzFb6Ph2c2ZOW4DTaeD5fe9ZFNjlcuLn93APAJ9s6W8MIwkXIUSqYDab+LsEM6mn7CilGDJkEEOGDIp/b+bM6Ul6jX/j2LFjREfH4O3tTXh4uCRchEgDlFJMnDiOa9eukyOwEBrNV2O/ZeOmZezYvpOatWoQEBCQ0mEKIUSadb9kS/xxi5nsuTJTtHh+9m87zpmgS+QtFMi5s5fwtnmjbNxe2BZs+GGYY6hUowxe3lb27QnC4YgBPBUcGoPr4bfIlisTFosZh9uz69DThfJQrHgh8ubLRdHiBfh+0k9orXHjwnC7mTN7MY2b1GLJwrVoNG3aNGHRwtWAkwW/reSd9zs95k9JJDVJuAghUsTly5d54432eHnZmDv3p0QrSbp27YLNZsNisSSoTrmXmJgYvv32O/LkyUPbtm+kuqfGM2ZMo3//QdSp8yLFixdP6XDEE0YDhk5f5bhpSebMmciYMQORkVGYzWYCAwPp2++DlA5LCCHEbWdOhMXvFVS9Tnlu3YritU51OHokmFH9p6O1xj+zD6MmfUT9RtUoHtgUu8MRf77GTZyOxXA4GDX2Kw4dOM7gQWOJjogj5NRFgk+fw8vbRs7cWW/vcuT5na6UGTSsXrkZL28r5Z8tybjvhnDq1BmOHD7B+x91vme8qUl6HMNIwkUIkSImTfqeTZs2Y7FYmDlzFu+99+4D25vNZjp3friFwgYPHsrEiZOxWCzkyJGDevXqJkXIyaZkyZL88ceilA5DPLF0upv/nJaYzWbWrF1C06atCMyenezZpYJNCCGeJCOmdKNfx2/JGujPsvlbiboVw5bVB9geOo3Wbzbg3JnLPF00DyaTCYfDidYahcKMFZu/gdOpccVoHK44RgyexG/LvmHMqKnE3ro9lUaZsFgsFCtRiJDg8xiG53d6nrw5aPZKPaZMmoPT6eLy5at4e3uxeuNPKfhpJLX0N4YxpXQAQoj0qXLlSlitVkwmRYUKz92zTWxsLJs2bSYyMvJf9e3p1xT/tRBCPEnmzPmVK5evcvLkKeb9uiClwxFCCHGHSi+WZMG+L/jj4DjQYLg12vAsZuvlbaNw8Xzx40ybzcqsRaMo81xh3JY4IiOjKFq84O2eFA67E4Amzevwd8G1xs2wke8wZFhvrGYb6vaf5OdCL/Lj1F/o9FZLGjd5kWkzxyTrfYvHQypchBApolGjhhw9egiLxUK+fPnu2aZ27XocOnSY3LlzceLEXw89NeiNN1rHV7jkzp0rKcMWIuVp0Dp9LTiXlrjdbpYuXYHGwOVyUbnKvXdTE0IIkfzsdieNKvXkQugV2r7dmNmrR7Bq4XbqN6t833Fo1ZrlGPFVL5o27IbNbOXDjztzIfQKRw+H0Kd/ezZv2s3ps6fJlMWb8PAbuA0nn4+cyJETqylWvBB/BZ3GZcR5fi84XeTJl5MxXw9M5jtPJulwDCMJFyFEiilYsOADjwcFHSUmJoaQkDM4nU5sNttD9bt48R/ExMRgNptZsGAR/fv3S4pwhXgieIpx01c5blpw5MhRmjZpha+fL2fPngMgU2Z/ypYtncKRCSGE+NuVsGtcOHcFp9PFmmU7GTqmG4VLvJ7oeeWfK8neI4vYu+sQnTv2w9fPl/VbfiJv/pxUqtCUqKgYTMoMWqPR3Lh5k4rlmvD7oskEnwqlV/chWCwWXqhdhTfffp2P+nzGmlVbGD22P40av/D4bzyZpMcxjEwpEkI8sX76aSZVqlRm+vQfHjrZAtCiRXP8/TOSMWNGmjdv+hgjFEKIh/P95GmEhp7n2F8n0FqTJUsAY8Z8mtJhCSGEuEPep3LQsl09cubJxqBRb/+rc3PkyMaG9TuJjbUTFRXNujXbAciTJye+vj5kyZoJb28fzBYLbrfB2bMX+HnuEho0rsWp0M0cC17P9z9+xrVrN5g5Yz5nzpynf9/Rj+M2RTKSChchRLKx2x3YbNaHnhrUtGkTmjZt8q+vU6pUKW7cCAdIdTsUCfEwdDpb4T8teKVFU378cRYulwttQPPmTejUqV1KhyWEEOIOSik+G9/7P5/frmNzFvy+iowZ/ajfqCYAq9bPZsum3VSt9hwhIef5K+gU/fuNxm24adio1l195MoVSI4c2bh8OZx69Wv851ieVOltDCMJFyFEspg19Q+G951M4WL5WbJpPN4+Xo/1epJoEWmXRpO+5j+nBXXq1CLo6C7q1mnGzZsRdO7cIaVDEkIIkcTKlX+G4PObErwXEJCJps3rAZAtexYqPl+G19u8hGEY+Pr63NWHt7cXew/8QVjYFQoUyJsscSef9DeGkSlFQohkMWfacgxDE3omjFMnzqV0OEIIkewKFXqakDOHuXEzlMqVZbFcIYRIz06eCMHhcNzzmLe3FwUL5pMHiGmAJFyEEMmid9/W+GXw4dmKJSj2TIGUDkeIVE1rI0leQgghhPh3gg6fJPRs2D2PrVy+ic9HTuLqlWvx702eOJtsmcryavNuGIZB0JHj5M35PLWqvc7LDd9MrrCfGOlt/CJTioQQyaJJy1o0aXn3PFUhxL/lWeNfCCGEEMlr9vRFDP54PApYtuEHSpYqDMDpU2dZ9scGRo34Drfbzb49h/l98WQAxo+bhsPhZOP6nZw7F8aY0ZOx2x0oFPv2HUnBu0kJ6W8MIxUuQgghRCqiAa3dSfISQgghxMP7c+9RHHYHKMWJv0IAiIqK4cVqb/D5yMk4nW7MZjNeXjZiY+MA6NL9DZRSPF+pLHnz5uSll+tgNptQJsUnn76fkreT7JJqDJOaSIWLECLVcLvd3LoZTUBW/5QORQghhBBCpDMfDezMhfOXyZEzG42beiq37XF2HE4XDruDPHlz0L3XG/w0az65slVg8LB3+KhfN/p8+DYmk6fW4fXWTahZqxK+fr74+2dIydsRyUAqXIQQqYLT6aJxtd5UKNSGzwdPS+lwhEhBWtZwEUIIIVJAnrw5mLdkPN9OHYKXlw2ArNkCmD7rC9p1aM5viyZSv1FNTp06i2EYzJoxHyA+2fK3nLkC02myJWnGMKmJJFyEEI/Npk2badmyFatWrX7kvi6HXSP4xHncboMlv2989OCESMU0RpK8hBBCCPHoGr/8Am91fY0Rw8eze9cBatepSoYMfnw8oEdKh/bESW/jF5lSJIR4bJo2fYVbt27xxx9LiYm5hdls/s995ckXSJPXarFx1R76De+UdEEKIYQQQgjxiN7s8BHBp0NZs2oLQcfXEJgjW0qHJJ4AknARQjw2uXPnwuVyERCQ+a5Syn9LKcW4KR8lUWRCpGKaVFdOZ4QsOwAABRZJREFUK4QQQqR1TxXIy6Wwq1itFvwy+KZ0OE+mdDiGkYSLEOKx2bZtM+vWradWrZoopVI6HCHSiPS3paIQQgjxpJv763g2rNtBufLP4OcnCZd7S39jGEm4CCEemyxZsvDaay1TOgwhhBBCCCEeK19fH15qUjulwxBPGEm4CCGEEKmIBrR2p3QYQgghhBD/Snocw0jCRQghhEhVNKSzclwhhBBCpAXpbwwj20ILIYQQQgghhBBCJDGpcBFCCCFSmfS2wr8QQggh0ob0NoaRhIsQQgiRqqS/Ff6FEEIIkRakvzGMTCkSQgghhBBCCCGESGJS4SKEEEKkOunr6ZAQQggh0or0NYaRhIsQQgiR2qSz+c9CCCGESCPS2RhGEi5CCCFEqpL+5j8LIYQQIi1If2MYWcNFCCGEEEIIIYQQIolJhYsQQgiR6qSvp0NCCCGESCvS1xhGKlyEEEKI1EbrpHk9BKVUFqXUQqVUtFLqrFLqjcd8d0IIIYRIq5Jp/PKkkAoXIYQQQjzIRMAB5ADKAcuUUge11kEpG5YQQgghxJNNEi5CCCFEqqLRJM/THaWUH/AqUEprHQVsVUotAdoD/ZMlCCGEEEKkEck3hnlSKJ0MJTlKqavA2cd+ISGEECJlPKW1zp4cF1JKrQSyJVF33kDcHd9P1VpPveNa5YHtWmufO977CKiltW6SRDE80WQMI4QQIg1LtvELJOkYJlxr3TAJ+nnskqXCJTn/IwohhBBpWTIPMDIAEf/vvQggYzLGkKJkDCOEEEIkjdSSJElKsmiuEEIIIe4nCvD/f+/5A5EpEIsQQgghRKoiCRchhBBC3M8JwKKUKnLHe2UBWTBXCCGEECIRybKGixBCCCFSJ6XUL4AG3sazS9FyoKrsUiSEEEII8WBS4SKEEEKIB+kJ+ABXgJ+BHpJsEUIIIYRInCRchHjCKaVmKKX07ZdLKXVWKfW9UirrHW2qKKUWKKUuK6XilFKnlVI/KaWevaPNIKXUFqXUrdt95U2ZOxJCpCZa6+ta6+Zaaz+tdX6t9dyUjkkIkTrIGEYIkd5JwkWI1GELkAsoALwLvArMAlBKvXn7uBNoC5QAWgFngPF39OEFLAE+S6aYhRBCCCFkDCOESLeSZVtoIcQjc2itL93++rxSqhQwQimVB5gM/Ki17n5H+xBgr1Iq4O83tNZDAZRSLyRTzEIIIYQQMoYRQqRbUuEiROr0f+3cP2oVURjG4d/prETEUgTBKovwzwa0txFsFVdgJW5CtLfQDbiEVDY2ARURxU5BhBAQjsW9QooQmyHx5j5PN8MZ+JqBl3c+Zr/V+3u/1Vefp0cdmnP+OMmhAAD+QYYBtobCBTbMGGOnelDttlrR/Tnn/HK6UwEAHE+GAbaNwgU2w80xxq8xxn71rvpY3a3G6Y4FAHAsGQbYWv7hAptht7pX/a6+zTkPqsYYe9X5McZlX4gAgP+QDANsLRsusBn255zv55yf/gaVtVfVQfX4qIcO/3AOAOAUyDDA1rLhAhtszvl1jPGwejbGuFA9rz5UF6s71a3qetUY48r6/rX14ztjjEvV5znn9xMfHgDYWjIMsA1suMCGm3O+qG5U56qX1V71urpaPTp09En1tlWgqXqzvr59YsMCAKzJMMBZN+acpz0DAAAAwJliwwUAAABgYQoXAAAAgIUpXAAAAAAWpnABAAAAWJjCBQAAAGBhChcAAACAhSlcAAAAABamcAEAAABY2B9E0dz0oLvfmAAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter2d(bmmsc_pca, c=bmmsc_data['Ifitm1'], \n", " label_prefix=\"PC\", title='PCA without MAGIC',\n", " legend_title=\"Ifitm1\", ax=ax1, ticks=False)\n", "\n", "scprep.plot.scatter2d(bmmsc_magic_pca, c=bmmsc_magic['Ifitm1'], \n", " label_prefix=\"PC\", title='PCA with MAGIC',\n", " legend_title=\"Ifitm1\", ax=ax2, ticks=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also plot this in 3D." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from mpl_toolkits.mplot3d import Axes3D\n", "\n", "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6), subplot_kw={'projection':'3d'})\n", "\n", "scprep.plot.scatter3d(bmmsc_pca, c=bmmsc_data['Ifitm1'], \n", " label_prefix=\"PC\", title='PCA without MAGIC',\n", " legend_title=\"Ifitm1\", ax=ax1, ticks=False)\n", "\n", "scprep.plot.scatter3d(bmmsc_magic_pca, c=bmmsc_magic['Ifitm1'], \n", " label_prefix=\"PC\", title='PCA with MAGIC',\n", " legend_title=\"Ifitm1\", ax=ax2, ticks=False)\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualizing MAGIC values with PHATE\n", "\n", "In complex systems, two dimensions of PCA are not sufficient to view the entire space. For this, PHATE is a suitable visualization tool which works hand in hand with MAGIC to view how gene expression evolves along a trajectory. For this, you will need to have installed PHATE. For help using PHATE, visit https://phate.readthedocs.io/." ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "!pip install --user phate" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [], "source": [ "import phate" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating PHATE...\n", " Running PHATE on 2416 cells and 10782 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 5.65 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 0.81 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 0.03 seconds.\n", " Calculated graph and diffusion operator in 6.66 seconds.\n", " Calculating landmark operator...\n", " Calculating SVD...\n", " Calculated SVD in 0.30 seconds.\n", " Calculating KMeans...\n", " Calculated KMeans in 24.72 seconds.\n", " Calculated landmark operator in 26.40 seconds.\n", " Calculating optimal t...\n", " Calculated optimal t in 6.88 seconds.\n", " Calculating diffusion potential...\n", " Calculated diffusion potential in 2.86 seconds.\n", " Calculating metric MDS...\n", " Calculated metric MDS in 37.48 seconds.\n", "Calculated PHATE in 80.29 seconds.\n" ] } ], "source": [ "data_phate = phate.PHATE().fit_transform(bmmsc_data)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scprep.plot.scatter2d(data_phate, c=bmmsc_magic['Ifitm1'], figsize=(12,9),\n", " ticks=False, label_prefix=\"PHATE\", legend_title=\"Ifitm1\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that the structure of the data that we see here is much more subtle than in PCA. We see multiple branches at both ends of the trajectory. To learn more about PHATE, visit ." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exact vs approximate MAGIC\n", "\n", "If we are imputing many genes at once, we can speed this process up with the argument `solver='approximate'`, which applies denoising in the PCA space and then projects these denoised principal components back onto the genes of interest. Note that this may return some small negative values. You will see below, however, that the results are largely similar to exact MAGIC." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Calculating MAGIC...\n", " Running MAGIC on 2416 cells and 10782 genes.\n", " Calculating graph and diffusion operator...\n", " Calculating PCA...\n", " Calculated PCA in 5.97 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 0.72 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 0.73 seconds.\n", " Calculated graph and diffusion operator in 7.58 seconds.\n", " Calculating imputation...\n", " Calculated imputation in 0.03 seconds.\n", "Calculated MAGIC in 8.77 seconds.\n" ] } ], "source": [ "approx_magic_op = magic.MAGIC(solver=\"approximate\")\n", "approx_bmmsc_magic = approx_magic_op.fit_transform(bmmsc_data, genes='all_genes')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, (ax1, ax2) = plt.subplots(1,2, figsize=(16, 6))\n", "\n", "scprep.plot.scatter(x=bmmsc_magic['Mpo'], y=bmmsc_magic['Klf1'], c=bmmsc_magic['Ifitm1'], ax=ax1,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Exact MAGIC')\n", "\n", "scprep.plot.scatter(x=approx_bmmsc_magic['Mpo'], y=approx_bmmsc_magic['Klf1'], c=approx_bmmsc_magic['Ifitm1'], ax=ax2,\n", " xlabel='Mpo', ylabel='Klf1', legend_title=\"Ifitm1\", title='Approximate MAGIC')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Animating the MAGIC smoothing process" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To visualize what it means to set `t` in MAGIC, we can plot an animation of the smoothing process, from raw to imputed values. Below, we show an animation of _Mpo_, _Klf1_ and _Ifitm1_ with increasingly more smoothing." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", "\n", "\n", "\n", "
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\n", "\n", "\n", "\n" ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "magic.plot.animate_magic(bmmsc_data, gene_x=\"Mpo\", gene_y=\"Klf1\", gene_color=\"Ifitm1\",\n", " operator=magic_op, t_max=10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Using the MAGIC smoothed data in downstream analysis\n", "\n", "\n", "Finally, if you wish to use the full smoothed matrix in any downstream analysis, you can extract it with the keyword `genes=\"all_genes\"`. Note that this matrix may be very large." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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