{ "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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0 \n", "W31109 0 0 0 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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Ifitm1Klf1Mpo
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" ], "text/plain": [ " Ifitm1 Klf1 Mpo\n", "W31106 0.386588 0.204911 6.906196\n", "W31107 0.069048 1.842155 1.859340\n", "W31108 0.358722 0.220514 6.932094\n", "W31109 0.070292 1.836956 1.820701\n", "W31110 0.385553 0.279038 6.595842" ] }, "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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"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": [ "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 smooth, we can reduce `t` a little from the automatic value of `10` down to a smaller value like `4`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "MAGIC(a=None, decay=15, k=None, knn=5, knn_dist='euclidean', n_jobs=1,\n", " n_pca=100, random_state=None, t=4, verbose=1)" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "magic_op.set_params(t=4)" ] }, { "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", "Calculated imputation in 0.23 seconds.\n" ] }, { "data": { "text/html": [ "
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Ifitm1Klf1Mpo
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\n", "
" ], "text/plain": [ " Ifitm1 Klf1 Mpo\n", "W31106 0.349993 0.157076 7.271613\n", "W31107 0.054520 1.920284 1.742820\n", "W31108 0.319655 0.174458 7.203946\n", "W31109 0.050937 1.923352 1.644619\n", "W31110 0.432638 0.205247 6.818374" ] }, "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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" ] }, "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": [ { "data": { "text/html": [ "
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PC1PC2PC3PC4PC5PC6PC7PC8PC9PC10...PC91PC92PC93PC94PC95PC96PC97PC98PC99PC100
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5 rows × 100 columns

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" ], "text/plain": [ " PC1 PC2 PC3 PC4 PC5 PC6 PC7 \\\n", "W31106 -9.606663 -1.254842 -1.197995 -0.399995 2.016637 -0.168163 0.530272 \n", "W31107 13.705696 -3.802666 -3.649699 -0.016491 -0.786361 0.334200 2.012262 \n", "W31108 -8.461833 -3.378733 -3.080018 -0.078943 -1.244610 -0.927475 1.381054 \n", "W31109 13.417903 -3.139802 -2.680504 -0.294071 -0.256292 0.626082 3.194289 \n", "W31110 -8.397781 -0.042554 -0.681211 -0.307829 -0.484909 -0.436022 0.496641 \n", "\n", " PC8 PC9 PC10 ... PC91 PC92 PC93 \\\n", "W31106 -0.616897 0.062178 0.006940 ... -0.016583 0.010978 -0.003914 \n", "W31107 0.534525 -1.171663 1.684013 ... 0.007798 -0.020315 0.025387 \n", "W31108 -0.899107 -0.835448 0.509959 ... -0.007312 0.009498 -0.011061 \n", "W31109 0.402886 -1.388443 1.849577 ... -0.000654 -0.011608 0.015622 \n", "W31110 0.292604 -0.219401 -0.023737 ... -0.000069 0.009932 -0.020350 \n", "\n", " PC94 PC95 PC96 PC97 PC98 PC99 PC100 \n", "W31106 -0.000028 0.012361 -0.001429 -0.003334 -0.000059 -0.001948 0.006962 \n", "W31107 0.006802 -0.000096 0.008198 0.008410 0.013426 -0.007335 -0.013598 \n", "W31108 0.001844 -0.004192 -0.010672 0.008679 -0.007215 0.003353 -0.011222 \n", "W31109 0.007184 0.000323 0.003034 0.015747 0.003601 -0.006513 -0.011841 \n", "W31110 -0.006858 0.019460 0.000298 -0.004705 -0.000336 0.007823 -0.009468 \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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\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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\n", 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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 5.34 seconds.\n", " Calculating KNN search...\n", " Calculated KNN search in 1.20 seconds.\n", " Calculating affinities...\n", " Calculated affinities in 0.08 seconds.\n", " Calculated graph and diffusion operator in 6.72 seconds.\n", " Calculating landmark operator...\n", " Calculating SVD...\n", " Calculated SVD in 0.29 seconds.\n", " Calculating KMeans...\n", " Calculated KMeans in 21.44 seconds.\n", " Calculated landmark operator in 23.62 seconds.\n", " Calculating diffusion potential...\n", " Calculated diffusion potential in 3.28 seconds.\n", " Calculating metric MDS...\n", " Calculated metric MDS in 28.53 seconds.\n", "Calculated PHATE in 62.17 seconds.\n" ] } ], "source": [ "data_phate = phate.PHATE(knn=4, decay=100, t=20).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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XLES6dGnuO5cyZQClShfzUGRJgFQs40hi+R/16tegXv0ang5DCCGEcCl/fz9at2ni6TBEEifr6gghhBACgAvnL1O9SkuaNOxAWFiEp8NJFLSW1YbuJYmlEEIIIQAYO+YXdu7Yx6aNO5g9S9apFM9OEkshhBBCAPBS5TKYvbxQShESUhwAp9PJDyPG07PHQNnK8VFkS8c4MsZSCCGEEADUb1CDfQdWYfYykyFDWgCWLlnDV/2/x2azY7PZGf7dl54NUiRoUrF8jGm/zObLfsMIDQ3j6JFTFMxTnZJF63P50jVPhyaEEEK4RdZsmeKSSoCgoEC01pjNJtKlDfJgZAmUBpxuPhIRqVg+wsaN2/jow8+x2WxcvnyN9Okycfnydby8zSxauJp332/r6RCFEEIIt6tYqQzzF07hxo1bNGla19PhiAROEstH8PPzRWuNyWQiIGUKGjWpwYTx0/Eym6leo6KnwxNCCCHiTeWXy3s6hIQtkVUV3UkSy0coVaoYf8yfzNmzF3itTTO8vb05f3kLBoPCbDZ7OjwhhBDimR09cpKO7buTPTgLk3/5Dh8f2QhEuJYklo9RtVql+7729vbyUCRCCCHEixv89Y/s33+EkyfPsnLFeho3qeXpkJKGxDVx261k8o4QQgiRBEVG3kXr+zOeGjUr4e3thcFooGixAh6KTCRlklgKIYQQSUyvHoPJlK4kNau1xun8dwDgm+1bsmvfMg4dXUvOnNk8GGESokE7lVuPxCTRJ5YXzl9hzMhfOX70jKdDEUIIIRKE6b/NQ2vNzh37uHnzzn3ngoOzEhQU6KHIRFKX6BPLJvXeZeAXo6lbrQN2u93T4QghhBAe17N3ZwIC/GnVuhHp0snak24n61jGSfSJpc1qx253YLc70DJ4VgghhOC9Tm9y5cZeJkz6BqWe/VXqz5N+p2njN9m5c68bohNJWaKfFf7H4jHMnrGU+o2qYjYn+u4IIYQQHnXlyjU+6vo5VquVEydOc+jIRk+HlPAlsnGQ7pToK5Z58+eg9xedSOGfgnNnLns6HCGEECJB0lozYfzvfNZ9IDdv3n5ku5QpA/Dz98XP34+8+XLHY4SJlEzeuU+SKPEtW7iRDzsOAmD6om8IKV/YwxEJIYQQCcumTTv5vNcwrFYrt26GMmnKtw9t5+/vx+49aziw/zBVqspOc+LZJPqKJcC+3cew2exo4PDBU54ORwghhHCbK1eus27tpodOWN2yaRd5gitTq1ob7t6Nuu9cYKoAtNaYvcykfcKEnsyZM1KnbnV8fHxcGnvSpGJfhbvzSESSRMXy7Q+ac2j/Sfz8fGjRWnYREEIIkTSFhoZRqnhNbDYbDRvXpn//T6ldszU2m50ly6cx/NsJXL9+i8jIKNb/tZ169avGXVukaAEWLZ3CubMXadairuc6IZK0JJFYpk2Xmml/DPZ0GEIIIYRb3bp5h5iYGCyWGA4dPMr8+cu5du0GdruDmTMW8lqbxqxdvRl/f19CQoo+cH258iUpV76kByJP4nTiqiq6U5J4Fe5p2zbvY9jXEzl/7oqnQxFCCJGE5c6Tgy/6f0KNGpUZP3E4detVw9fXFz8/X5o0qU2LlvU5f2ULR0+tI136NJ4OVyRD6r/7iLpDSEiI3rlzp9uf4wnhYZEUzd0Qq9VG3vw5WL/jN0+HJIQQIhlxOBwAGI1GD0cS/5RSu7TWIZ6MoXRWo978oZ9bn+HTI9Lj/XxaUrF8QQaDQhkMGI1GTLKOphBCCBfRWrP+r63s33/kse2MRiMxMVbio1AkxJNIYvmCUgT4s3DlWPr0f4/pfwz3dDhCCCGSiPE//UqLZm9TvcorbN2y65Htvv5qJBnTlqRq5ZbY7Xa01nzR91vy5KhE/lxV2bB+e/wFnVw5De49EpHEFa0Lbd+2j7E/TuP2rdAXvlexEvl5/8M2ZMiY1gWRCSGEEHDyxBmsVhsoOH/+0iPbTftlLlprDuw/yqVLV9myeRejf/yFa9ducvnKVfr3GxGPUYvkLkm+u42OstDx1S+4cPYKo6d+TrFS+e47f+3qTZrUfxunw8myJX+ycNkkD0UqhBBCPFzP3l24fTuUmzfvMHTIaCLCI+n4TpsH2vXo1YnePYZSo2YlsmfPgkEZMBoMKKVQykiTZrU9EH0yohPfWpPulCQrlhvW7mb39iOcP3uVkcMenEzjcDhAx/7TGmNz2XPD7kRSq9R7FEn/CpvW7XXZfYUQQiQ/adKkZtLk79i4YRtHj5zko6794ibq3KvDW69y5cZufp0+CqUU2bJnZvvuxcxbNImjJ9bRpWv7+A9eJFtJsmJZrFQ+vLxM2GxGXqr273pddrsdg8FA5iwZ+H32SLZu3k37ji1d9tztGw9w9dJNLNExTB27iErVSrjs3kIIIZKnUqWLsnv3QfLlzfnUM7+Dg7MSHJzVzZGJf2hZxzJOkkwsM2ZOy6L1P9Ko8od83XsSvr6+5MiTidZNPsbP35fl6ydSrUYFqtWo4LJnXr92i0zZ0pImXSDXr9yi7Tv1XXZvIYQQydeSZdM4fPgEBQvmear20dEWpk6ZRfbsWShatCDbtu2hdp2XSZkywM2RCpFEE0uAPduPEhNjw2a1s3zBJtJnS4nFYkUDf63ZzusdGj/2+l8mLmT+rNV80qc9laqUemzbg/tP0Ljm+zidmh8nfk6DJlVRSv72IoQQ4sV5eXlRokThBz6/fTuUt9/6BO3UTJw8nDRpUgPweZ+hTJ40E4NBYTSa0E5NsRKFWL12RnyHnnwkspnb7pQkE8ubN0Lp9/EYbFY7ASn9+ah3WzDA4vl/EhDgT616FR97/Z3b4fT7dBR2u4MP3x7MrhOzH9v+wN7jaA02m40tG/fSsGk1V3ZHCCGEYMf2fcyetZi2rzejeIlCTJ0yi7VrNgIwacJ0oqNiCA2NwBITjdZOwEiMJQa73cGVS1c9G7xINpJkYnnp/HXsdic4IU/erNidDvr3+JHWrzegyydtuXzpOukzpHlkVdGpnZjMRjSQv1COJz6vUbNqLFu0ntDQcN778DXXdkYIIUSy53Q6aVivHVFR0cz4fQHnL2+nRInCsWMulSIi/C7jf5qO3Wbn3ffb8nnfj8genAWz2cz8P5bj7e1F5vSl6NK1A736dPF0d5IUrUHLrPA4SXJLR601g3pPYs7kNURFxqDNdiLtYSgU/n7eWJwW3nqnBV8O+vCh1w8bPJ7vhkzCaDAxYOhHdPzf803w2bXlCLOmrqLlmzUJqVjoRbokhBAimVn/1zZWr17PpPHTSRHgT9RdC9HRFtKmC+Loib8AOHP6PFprLly4QqvmnVAKvhr0Ke+8+2+Rw+l0ktIvPwBms5k7EYc90h93SAhbOpbKbNKb3g106zP8vrzl8X4+rSRZsVRKUaNOOX4bvQKFApsJpYygnRDlg0WHsXH9Lu7cCmfVki2UrVSUHLkzx12fI0dWTF4m0JocObI8dxxvNe9PVKSFZfM2se/qDBl3KYQQ4qkcPnyC5k3fxma14nA4iYmxki17Zo4fP02dei/HtcuZKzsAuXIHs3DJJCIi71KjZqX77mUwGKhXvxorlv9Jk6aypqXryTqW90qSiSVAYJoUcX/28jdgu3sXE2Yq1CjMheupGDy8O28268OJo+cxmUzsPPU7Pr7eALR6rT5ZsmbA28eLkDJFH7j37h2H+fj9IRQtkY8R43piMj382xgYmAKnw0nKwBQPPS+EEEI8jDXGyj+pitFoJEUKf06cOA1oZs1YxA8jv3rgmnIVSj7w2T9mzf2J8PBIUqaU30fCvZJsYrlx/S4spgicDo3FYUPjxGm08/2kzwhKE1uyDr0diSXaipe3xmazxyWWAJUql37kvb/qO5YTx85x6cI1dnVoRLlKxR/abva6YWxcs5dK1UtItVIIIcQDtNZ8N/wnzp27xBdfdoub2e3UTr4c0I3bt0N5/4N2BAUF0qH9xyyYt4IuXd965ucopUiVSpYbchdZx/JfSTaxLBlSEINRoYzQ7t0WzJ6+hKxBOXmjYR+0n4VR4/oxcdYXTBm3kDqNKhKQ0v+p7129Vnn27jyKt7cXefIFP7Jd+oxBNG9b3RXdEUIIkQStWPEnQwb9iNVqw26zMWbcEKZMnsknH38Re371TNKmDQJg6i8/PPV9bTYbfft8w62bdxjyTe+4hFW4gUaWG7pHkk0sS5crzKYDv3LnVjgDe00gpcrIhWM3cTgdhHODgV+OZvJvwxg88uETeB6nyydtady8GkFpUj1TQiqEEELcK326NGit8fIykzlLRgD27zuM1WrFy8ubE8dPExLy8LdiAKdOnqNLpy/IkyeY70b2jRuaNW/uMn6eOAOr1UrqoFQM+/bzeOmPEEk6xc6QMQ0b1+1l26YDXL92Cwd2NGDyNlC+4v1jUe5GRjFs0ATKl2rO5ImPX7cSIDhnZkkqhRBCvJBSpYuxfOXv9B/QnSxZMhEaGs5nPT+gVu0qpPAP4N23e1K18iucOnXuodd/2fd7Nm/axexZS1m7enPc59mDs/6dsHqRJ0+OB66bM3sxVSo1Z+b0Be7qWrKincqtR2KSJJcbutfOLYd4vXFvLBZr3Ge/Lx1Excr/JpazZizh3bd6xc4cJ3YG3fWwHRgMSTrvFkIIkQDcuRNGgTxVcDqdlClbnKUrprF1y24a1muHxWIBoHKVcixb8Ss2mw2DwRC3Z/iPI6cysP9IlMHAxq1zyZ07e9x99+87TFhYBC9VLvvAOP+glIWwWm2YTEbuRBxJtPMAEsRyQ5nMekOHtG59RorBVz3ez6eV5DOnkAqF+XPfJIym2K5qNAEB91caJ4z9Pfbc30l2sRIF3JJUOp1ObDa7y+8rhBAi8bJZbTgcDmJirITeCQegWPGC5MiRDQAvby9y5w5m+7Z9ZM1QjhxZKnLixFkAOn/YjpVrf2P3viX3JZWx9yhE5ZfLPTRpLFQ4H75+PhQsmDfRJpUJh0Jr9x6JSZJPLAGMRgOlyxbCx9eL+k0rUbREvvvOf9S9IyaTCV9vH74a+CnL10xxeQy3roVRM19nyqd/iw0r9rj8/kIIIRIno8nI5/0+5O3/vcavM0YB4Ofny869S9l7cBW/z/iRESP7s2DeCqKjLdy9G83Qr8dit8cWKooVL0CmzOnRWtO/3wga1GnPoYPHH/vMVWtnsHDxFNb8Ncvt/RPJS7JILL/sPo7dW49i0ibav9uUo4fPcPXKzbjzDqsid7b8NGpYl1HDpvNSidcpnq8p73X4wmUx7Np0hMjwaGw2O/N++ctl9xVCCJGwaK3p/EEvgrOW4rdf5zy27ZHDJ8iZvRyf9xnKpUuXyZXr/qpjnjw5qFuvGiaTibZvNCN16lQ4HE6WLPyLkd9Nva/tnt2HGPPjL2xYv51uXQc89rm+vj5UqFgaPz/f5+uk+Nc/s8LdeSQiiSva55QufRCp7UH43U3Jt91+pVGVD6hSoj2nT1wE4Iseo7l4/hpL5q3nTsQtzp+/yPXLt1gwZy2rV2x+wt2fTvlqRcgSnI6AQD/adqrrknsKIYRIeK5evc7UyTO5fv0mn/ce8ti2EydMx+FwoLVm44btAJw7e5FRI3/m5Mkz97U9efJM7Gxxow8AFksMAJs27qTdGx9z9swFTCYjfn4+lChV2A09E+LJkuxyQ/dq/24Tlo/bjgbOHLyK1WjHVwXweaexTFn8JdVqlWH+rLV4+Zi4E2a579qMGdO5JIaUqVMwb8cwl9xLCCFEwpUuXRoKFMjD0aMnadqs3mPbpk4diCJ2Ik6unDkBqFm9FTdv3mbo4B+5cHlX3BjIr78aSURkON5mf15v9woffxq7UHrLFu8SER7JkkWr2XtwJZcuXKVMufuXKLp+7RZvvfEpRpORydO+idsoRLhGYpu57U7JomIZnDcjQelTAbFjWVL7pcHgNHJ033n+Wr6b4WM+Y93OyWzYO4306dOi0RgNRvy8UjLsiyk4HA4A+vcaTen8rzB35kpPdkcIIUQCZjKZ2LpjGSfPbOP7Hx7cevFe+fPnQimFUirud01MjBWr1YbNZufelVtefa0x3oYAjE5fzp++iq9vbOUyY4Z0+Pn5EhQUSJYsGSlXoSQOh4Nmjd4hOHMFlixaw9TJc9i6ZQ/D0aOOAAAgAElEQVRbNu3m919liSHhPskisVRKMX5NL2q+UgaDr8Jp5e//kSFv4ewopQjOmZl06YLInDW2QmnU3jisTrZuOMDpExe5dSOUiePmcuXyDfr3GuPhHgkhhEjIjEYjGTI8+Y1XhYql8ff3xdfXh5q1KwOwbOVvfNL9PZav+v2+FUrmzl5CjDMCiyOU7VsPxH2+at10Pvn0XZRS1K31OpGRd9m/7yibN+3izp0wBn89mjJli2M2m2Ins5Yp6voOJ2MaZFb4PZJFYgmQNVd6eo/pwF1rFHabA7+U3uQolJ5x382Km1kH0LBpVQDsOnbsitVqY9LoBQQGBZAnbzbMZhM161Z4oVhG9Z9FtVzv89uY5S90HyGEEK6htWblyj/ZuWMv0dEW7twJjZfnZs2WiZ17lrFg8c/0/+oTAAoXzs+AgZ9SsmSR++I7dPAYAE7sDB7eLe5cmjSp2bvnEJcvX2PvnkOsXbOZAgVzkzFTOoxGA6+/0Yyq1cuzc/8idh1YTIWKpeKlbyJ5SjaJJYB/Ch+GTepC7jzZCAsPZ8/Oo8yatpIGIV05svcMp45epEb1l/A1p/h7zEvsK4h1K7ZjNBpZuWkSm/b9zvDRnz13DNYYGxO/nc+t62H88OUMF/VMCCHEixg1agKvtuxIjerNyJ6lJDmylWbeH0vi5dmZs2Rg4fxVlChShyk/z3xoG6UUY38aQrFiBZn48ze0fr3Bfeebv1IPs9mMt7cXISHF8Pf3Y/f+pZy/so33PngDgCxZM5I5Swa39yfZ0Upmhd8jcUXrAnWbV+Tm5VAM2vB3/RpOn7xEi5c/o0WFHrSp/jkBKpCgwECyZsuI2WwkKszCV93HYzIZyZotwwstJmv2MlGyQn5MJiOV65RwXceEEEI8l0uXrrBj+16sVhvaCVabDavVxh9zl7r8WaNHTiVdYAnavNolbvzk2NHTGD3qF06fvkDXzv2JjrY89NrX2jZl8/aFtG7T9IFzr7RswLadC/nmu374+sWOvTQajQ9sCCKEuyWLWeH3uhsRjcPhwFv74jRonNoJChxOB9oBsbs6GnBGwO2wSJwaIqx3mTRuHqGR4Qwf1/2Fnq+U4uflfbl1PYy0GWRWnhBCeNLp0+coU7oWDoeT4sUL83KVCmzbuofLl6/Rrft7Ln/e98MnEhNjZfnSv7h65QaHDh2jV4/BaDRgIDB1Sry9vZ75vk6nkwZ13iIiIpLgHFmZM38sYaERFC6S78kXixcms8L/lewqljeuhuJEo9EY/p6JB+CNNwalyJYzA/kKZ8dkNmEwGnDgiLt25q9LuXnjzgvHYDAYSJcxtWyjJYQQ8WTnjj0sWLAsbub1P06dOovWmpiYGDJnycSQof1Y99c8jp3YTMmSrp/k8tbbrwJQrkJJNm/eQfMm76C1RmtNYGAK1m+e81xbCjscDm7fDiMqysLFi1cJKd6I6lVeY8rPs13dBSEeK9kllsF5MvJml3ook0Y5DRi1kS+++R9N2lQhX7Fgrl66xYVT12n3QUOGjO9Cuw8aoNE4ceA02PBP4efpLgghhHgGe/YcoEaNZrR7sxMD+n9z37nq1V/ijTda8vLLFRgy5HO3x9K7b2fe79yWzZu28cXn38W9DldKEXn3LtWrtCIqKvq+a06dOsfM6YuIiLj7yPuazWamzxpJk2a16NK1HUqBNcbK9q373NofEUtmhf8r2b0KV0pRo2lZxn475++6pSYmxspX49/j1zHLGNFvBmgIzpWJhq0q07BVZcpVKMbk8fMpVqQAN6/eIVvOjJ7uhhBCiKd048ZNlDJgtcZw8dLl+84ZjUZ+GDUoXuOZOP53HA4HZ8+eJ3eeHJjNJs6evUB0dDR37oRx4/otgnNkBSA8PJLK5V/B4XQwZdJs8ubKT2RkFN+M/JQ0ae8fTlWrTmVq1alMTIyVM6cvcOniVd7r1JY/5qyg8stlSJc+KF77KZKnZJdYAqQKvH8w85SxC2jxRg1efacWdpsDk8lIk9erxJ2v16QyA7tN5si21Sybs4VNp36W19hCCJFI1KpVlc/7duPUqbMMGNDTo7HMmrkIp1MDiqJF81OydFG2bd1FdHQ0Sinefue1uKQSwBJtwWq1YbVaOXv6Kkf3XcZmt5N7VDb69H/4GFBvby/GTYhNlksVacS1azcJCgpk/9Gl8rvLHf6ZFS6AZJpYZs2RgVG/fUbvzqOIvG0h9KKFeoW7Mm5eT9p3bXhf23PHrzBn/FosEbE7IURHPXy2nhBCiIRJKUX37p3j1oL08vImVaoAj8TyyUcDsNsdKKU4duw0R46cIm26QPz8fDEYDPTq0+W+9ukzpGXSlGEsW7qOGtUr89mH32E2myhUJM8jn2Gz2fjhu6ls3rCTs2cuAnDDfguttSSWwu2SZWIJULNJWRb9Xpx1i3cDcDfCQoc6X4G/k2w5MzB1UX8CgwL4uPkIjp85S6QhPPZCm5M9O45QqmwhD0YvhBDiWX3yUX+m/TIXf38/9h9eTcqU8Z9cFiman40bdgCxCa+3t5lXWzelZKlClCxVhJs3bjNqxGTqN6xOSJliADRpVpsmzWoDUKJUYSyWGIoWf/Rs7xm/Leb7YT8TbYkdq2kwKIb/0Pu5JgWJpyOzwv+VbBNLAB8fH5SCf7ZitTgs2MJtHD1whpULt9KqfS38A3yxGv6tUjocdprU6ErVWiH8MneQ/O1PCCESiQ0bthMdbUFrzeXL1+ItsdyxfR/dP/6aylXKMHf+eKZN/YM8eXOQNm0QFy9eoW69qhiNRs6fu0Sp0nWJsdj48YepXLy+DS+v+5ceyps/+InPC0ydCmVQmM1mNJqXKofQum0jd3VPiPsk68QyMjwapQ0owMtsIsrmBGUDpShdoSAAIxd2Y/w3fzBz9nJ8fLy4ceMWODQb1u7izq1wgtKmeu7nX714i95vjSFl6hQMmvQ+fil8XNQzIYQQ/zViZH+6dxtAteqVyJ8/t1uf5XQ6GfDFSM6cOs/RY6c4cvgEhw4dY/y4XzEYDKxaO52ixQpQvMS/b796fjYIa4wDH2MqsMOhAycoWbrwMz+7YeNq+EwbitVmo37DqlIAcbN/9goXsZJ1XdzXzwsDCgOKrLnS42Uw46f9ebdjc3Lnjx08nTpdSnoMa8/uMzPYfOQXuvZsi9nLRJ2GlUidJuULPX/qiCXs3XKcLav3s2LuVld0SQghxCNUeqkMW7YvYtCQnm5NtrTWzJ21lDEjf2HRgtXYrHZ8fX0wGBQxMVYsFgvLl//5wHUFC+XB2+QDKnb5oL27jz7X85VS1Kr7Eg0aVZOkMj7o2Ffh7jyehlIqSCk1Tyl1Vyl1TinV5jFtSyml1iulIpVS15RSXV317UjWFcv+4/5HluD0nNl9ET9vbyJORODEydb5B+C7+9ueOnAR7dR07t6Gzt0f+e/qmZSsmJ8/Jq9DKUWBYk9+vSGEEMK9wsLC2bhhGxUqhhAUlPq57tH+9U9YOG/137vpgDXGxsq1v+J0Omn7WuzknFdaNnjgus/7fUTBggUYNfxX0qQJpNkrtZ6/IyI5Gg1YgQxACWCJUmqf1vrQvY2UUmmB5cDHwBzAC8iKiyTrxNI/wJcW7arx/k+DsFpssSsG4KTGa2Xva7d95SH6tRkHwOdTOvJSQ9fs8V27eTkKFA/G29eLDJllfTEhRNIRGhqGj483Pj6Ja4hP1SpNOXf2AmnTpuHYiS3PVfFbvuwvnAB/J5apAgPiXnkfPrbukdcppXilVT1eaVVPZnAnKgqtPfsCWCnlD7QAimitI4GNSqmFwBvAf9fY6gas0Fr/9vfXMcARV8WSrF+FAwSk9oudwIMmzBnJNcKYPGUxkeFRcW3OHbuC06Gx2xzM+W0V0yYsxm53POauTy977oySVAohkpS5cxeQOVM+smUtyIULFz0dzjM5f/4SUVHRXLlyDafT+Vz36NOvM0FBAeTNm4tKlcpQvFR+ypaqz4b1257q+k8+HkAq/4K8+3aP53q+SJbyAQ6t9fF7PtsHPGyQbnngtlJqs1LqulJqkVIqu6sCSfaJZer0KRmy6EO00uT0SkUBczqiQqOplvM93ms6hIiwKBp2eImqLUqTuVQalq/eyMDeE5g+eZmnQxdCiARp9qx5WK1WYmKsbNu609PhPJOZsyZQp241Zs6agNFofK57fPhRB85c3MTOfQv59ofezJqxkMOHT9D94wFPdf3kSbPQGn7/bcEDe5uLBMqp3HtAWqXUznuO//0nghRA2H8+CwMetvRBVqAd0BXIDpwBprvqW5HsE0uAIhXyUK9ZGUzKiBcGggx+2CxOtq46yMCPJ+GbwofeEzvQ5J0qKKVQShFjsXHq6EWWzd3Ee80H0+PtUViirZ7uihBCeNynn31E9uxZKVGiKHXq1vB0OM+kZs2XWbBwGvUb1HTJ/bJmzUjKlCnw8jITHh5B755DnlgJrVmzMkZlxtvkw5pVmwGICL/LKw268nLI6xw/etYlsYlE5abWOuSeY/x/zkcC/51RnBKIeMi9ooF5WusdWmsL0B+oqJR6/mVu7iGJ5d/qv1sFo9kIKAxOM0aMGDBwaNuZuDbNWldn4IjOfNijDaO+nkG9sp35pMMPrF+5h5Xzt7F45gbPdUAIIRKAW7du0/GtTlitNr4fMYSAgBdbK3Lq1BmkCcpDs2ZvJrrqndVqZcyP03ijXStKlCzChQtXGDliEn37DHvsdZVeKoOXlxmj0cipk2cBWLF0I7t2HOLEsXOM+cFlxSXhIlortx5P4ThgUkrlveez4sChh7Tdzz8DgP8O/+9/umRQrySWfyv0Ul6+39OX604b9r+HXSsU1mh7XBuDwUCLNjXJmTsrWscurO5wxp5XCnIXcNmkKiGESJSWLlnJqVNnuXr1GqNHT3homzt3QrFYnm573K+//o6IiEhWrfyT5cvXcedOqCvDdZsb12/x4QdfMnzYeMaM+iVuIw6AyZNmMnjQqEcmym+98yqFCufB5rCxb99hAEqFFMJoNODlZaZ2vYrx0QWRiGit7wJ/AAOUUv5KqUpAE2DaQ5pPBpoppUoopcxAX2Cj1tol/3NJYnmPtFlSk7FAGizY0DjRaLLnyUDjgp9QPXMnDu08DUDV2qUpV7kIWbKlo1ipvDRq+TJ9hr1FyfL5PdwDIYTwrJerVMTX1wdvby9at27xwPlZM/8ga5YCZM9emEuXLj/xfh3faotSitSBqXn9tfcpUvBlbt9O2Mnl2TPnKVaoDjOnL8ZqtWMwKDp0fJVChfOBgsi7kXz37U8sWrjqodcHBPhz6tQ57HY7M35fRFhYBDlzZ2XPsXnsPDKHytVCWLdmKxERd+O5Z09v7Jhp5M/9Mt8OG+fpUNwvgaxjCXQCfIHrxI6ZfF9rfUgpVVkpFRkXrtZrgd7Akr/b5gFcs44iklg+oNWHNbFhR6MJTJuCCtWLcvt6OJGh0QxoP5Ftqw7i6+fNhDl9+fPwBGrULsfaBTsZ3PUXvv3sV/S9fy0VQohkJjg4O5evHOfW7XPUrl39gfOz5yzAarVhjbGyffuuJ96vR8+uhIadJjg4OxZLDNHRFs6ePe+O0F1i/Z9bKVqoFpF3I7A7bBgMBiZOHsYbbzZn+64lDBjYHW9vb7TWZMiQ9pH3ad2mMUopylcoSa2qb5IxdVn++nMb6dIHUavKm7Rt2ZWKIc2fe+a6u/XtPYzLl6/R/4vvE90QhsRKa31ba91Ua+2vtc6utf797883aK1T/KftWK11Fq11aq11I631BVfFIYnlf9y4cQebtxW7l428BbLi7W3G19cbH8xcPX2Lns1/5Obl2L8tX79ym59GzCXSepcwZyizxq9hy6oDHu6BEEJ4lslkeuT6lT16xE7sKVWqBLVqVXuq+/n6+vLdiAEUL16YN9u1okSJIq4M16UGDhh1z1dO3nnvVRo1qRW3JuVHH7/D1Gk/sGTZNCpUDHnkfb75rg+Xb+zgs56duHzxKjabnfFjpqO15vTJc4RH3ebMudMMHDDCzT16PlWrV8RsNlGxUshzz65PLPTf61i680hMkvUC6Q/T+q3aHN5/hpNbLnJ4y1mO77xI4VI5OLD5VGy5GzAYY/8lL/9jCzExNgAMGLDoaMze8i0VQohHCQkpyanT+575urJlS7J1R8Je5m39X1s5d/48CoVGU7lyGYZ+0/u+NgaDgfoNnm6mvL+/H2XKFSN7cBbOnL7Aux+0QSnFx591YPCgkWg0J0+cc0dXXtisOWO5eOEKWbJm9HQoIp4lrjQ4HgSk8uf7yd2oUrcUJrMJh93B4R2xM8MD06Vg0KxOBGWIndFfvkpRvH28MCiF0+jAZrbw69TFngxfCCFEPImOtnD48PG419EdO3Tj4sXLYHAy6seBhIZG0f71T7Babc/9jIAAfzbvnMOV29to0Ci2wtuzTyd6f96Fli0bPpC4utOJE2dZvuwv7Hb7E9saDAayB2dJ8tXKfySQMZYJgpTXHqHrsNYUCslJVISFn/r8gclkIHvODBQtnyeuTb4i2dly/mdOHTvPK7U+xRpj5dK5a0+8t93uYOnvm0mVJgVVGpR0ZzeEEEK4SFhYOEeOnKB06WIAhJSsw9WrN2jcpDaTp46gUOF8hIaGExCQgiWL13Lo4HFOnzrP/zr0on3HV6havbxL4lBK0bN3Z5fc62ldOH+ZyuWbA4rX2jbm+5FfxOvzReIhFctHuBsezaJJG5gzZg3BudJjcMDJXeeYPeL+WXw+vl4ULpGHvkPeoWGLl/nmp25P3O5x6vAlDOs2jc/bj5UxmY+hteba3tNE3fjvZgJCiMTi+PGT5MldgsKFyj7VLPCEymazUbJYderXeY1Wr7zD7dthXLx0FYslhr/+2kr1Kq1Yt2YL2qn4bfpoatd9GW9vL2wxNhbOX0XrFp25cf2Wp7vxzJxOJ1arjRs3bqN1bJX21KmEO3nKI3SCWMcywZDE8hFWz9rOvh0nuH36DmcOXyHUGU2EI4Y0mR6+MH2bjvX5YXIPfh+/gsKBLSkb/AYV8r3JoN4TH2hribLidMS+OomxyG49j7Jl6BwWdfie6fX6EXUz3NPhCCEeYdu2nVSoUJNevb58YGWMqVN/59y585w5c5bZs+d7KMIXt2TxGq5cuU50tIXt2/aQIUNaun/6Hvny5aJlq0bs2X0IrWMXRd+yeRfvvPsa2/cspGTpIpjNZgwGAyZT4npJGBYaQanCjcmarhJnTl2kT78uNG1Wmx9+/NLToYkELHH9Vx6PMudKh9PpRClFNDY0YFeabIUfPxB55s8rAbh5+zYAk8cs4L1uLQlK+29C2rFnY/xSeBOYJoAqDUu5rQ+J3fX9Z7BHWzH5eBF55TZ+af+7W5UQIiHo1Kkb+/Ye4OCBQ7Rt24oiRQrFnWvYsC4jfxiL0WikZs2qngvyBe3ZfRCDwQzaQatXmwLQt9/H9O33McePn2byxFnY7XYCU6eiWYt6AKRKGUDvvh9w/NhpKlQsReogl+yY91BnTp/no679KFgwL4OG9MJgePG60e5dh7h18w4Ou4NfJs9jwbKfXBBp0pTYqoruJInlI+QvGYzBaOSuw4oRcAD+KX3IkT/zA22jIi2c2HeeAqVzUqNBGZb+sQkDRpRRkzt/NlKljl0+yuFwcnjHGbLlSU+HTxvFb4cSocpftGHjVzPIUDIX6YoEezocIcQjVKxYjuPHTuLr60OWLPf/jKxQoSzXb5zGYDDg7e3toQhf3Dv/a8tf67bi6+dD3y8+vu9cvny5OHZqPZZoC5kyZwAgIuIuZUs0JTw8kuCcmWndtrFb4+vVYxBrVm9k86ad1K5Tleo1Kr3wPcuWL06Bgrk5eeIcXbu1e2L727dCmTxpNsVLFKRm7Zde+PkicZLE8hHSZEhFu+71mTp0KRqNAYXD6mDat0vpOqx1XDutNR0rfsWNy6HkLpKVwTM7YbppIDBjSt7s24CMWdLGzYob/L/JrF+wB28fMzOPDMYv4OHrvIlYafJnpcmv3T0dhhDiCX74YSjt27clR47spE4d+MB5X19fD0TlWlmzZeLPjXPivj5z+gKrV62naLGClK9QitSpU0HqfyuSN2/cJiw8ErvNzonjZ/mq/wiGf9/PbfEVL1mYNWs2ApAjh2u2F/b392XV+l+euv377/Rh7eotmMxGNm6bQ+48yacgkNhmbruTjLF8jHf6NqVem/Jkyp4GL28zNqudqxfuH3ztsDu4dOYGligrpw9fYnK/hRzaeIrtiw5y6fANzOZ/c/dju89hibISdTeG0JsR8d0dIYRwC4PBQOnSJUiTJsjToTzR2TMX6fHJUFYsW/9c1587d4kvPx9BSLEm9Oj2DQ3rtePIkRMPtMuZKxuvtq4PyonJrLl25RYzfl3itp1yevbqzKIlU9m5ezm5cnsmoTMYDCiDivuzSJ6kYvkYBoOBvhPfRmvNlKGL2bPxGO/2b35fG5PZRK9x7Zk3/k/e+LQel49ex8vbjNaa9NlS39e2x7h2jO09l/J1ipA5Z7r47IoQQiR4drud6dPnki5tGurWq+mWZ7Rr052DB47zy+Q/2HNoMRkzPf3P4ksXr1IhpBkWSwwOpxODMoJW3I2Memj7UeP689objRg7ahrrVu5m45oDGAwGWrWp56ruxInd/rG0y+/7LMZN/JppU+dRrHgBcubK5tFY4tM/O++IWPKdeILouxYGfvgzPw9fxPa/DvNB/aEc232OXwct5X8hA9m8aB+1WpalQe0iXNl8ksbvvkzeajm4bLvDzCmr77tXkXK5Gb3mM974rP4jnxd++y4ju81gxncrZN9xIUSCp7Xm+vUbLqnEDRkygg8++JRXX32LtWuer6L4JIGBKfH29sJoNODt7fVM1169cgOnduJwOPD19SE4ODPDvutDSJnij7xm+bJ1LF6yirCoazic9gS7t/fDHD92mtdadeHHkVOfqn2qwJR07tqOl6uWc3NkCYyWBdLvJRXLJ5g9cS0Lp20gjdOL1GY/Ll+OonONYdhi7PgYTIz88He6DmrGXxPX43Q4SZE6BSuXbUc7NTMnrKLnt+3i9oh9GpO+XMCyqZswe5kILpiZCvWKurF3QgjxYjq+1YXp0+cQElKS9RuWPtPPu/+KjIjEYXdgMhm5G/XwKuCL+mX6cObPW0WZMkWfeZZ2qZAifNTtLZYt+ZNTJ8+RPUcmXn+j+WOv2bZ1DzabDS8vM293esUt1Up36fx+P7Zt3cu6NZupVr0ChYvk83RIIhGQiuUTZMmRDrPRQCazD74GI6CwxtjRgDIrClfITaoMqUCB0WQkMEsgjdtUBqBx25ef+YdsmowpMXuZ0FoTmDaF6zskhBAutGDBUux2B9u37yYy8u4L3atvv0/p0bMrQ4f1p2HDOi6K8H6+ft4ULZ6HXHme/VVt7I43nQAID49k/fqtfN572GPfLg3/vh/lK5Tif++9Tr8BXdw+9nDsiJkUydaUAb3GvfC98uTNgZ+fLwajkbRpE/74WU+SBdL/peLjdWtISIjeuXOn25/jDhOHzmfcwD8o5BOIwQm3bDbC7A4cOPFK4cWKiyPx8jJxatsprNE2ClTJj1IKp9P5yB8gd26Es3HFfkKqFCRTtjT3nXM4nGxevI+gjKkoXC5XfHRRCCGe29gxkxgw4Bvavt6Sb7/9ytPhPFHN6q+wa9d+cufOwY5dK56rwjppwkw+6vIFmthd1iZN+Y69O49y9uwlvh3RkyxZH77ecXh4JDEWK+nSuy9Jy5ehAdFRMSilOH59CT4+z/a6/152u511a7aQN39Ol800dzWl1C6tdYgnYygW5K8X1yrs1mcEz9rh8X4+LUksn6BJse5cOHUNX6OZAKcPNq2xaQcx2DGZDPx1+ydMJuMz3fOVUj25fP4Wvn5erDwzCqNRCsdCiMTDarWilMJsNns6lEeKiopm756D3LkTTvUalfD1jV3eLShVPqKjLRgMirDIU4/cDefu3Sg+7z0Yg8HAwEG94q53Op3cunmHlyu24MLFSwCUKlWSU8cvYo2x0rxlXX76eeAD9zt54hzVX2qD1WZj0tShNGhUzS39/uh/Q5g3cy0VKhdn+qJhLzQ0ITFIKInloppF3PqMHLO3e7yfT0symid4v28LUgb6U6paQewK7NqBArwxktXsTeeQr9m+7MH9vs+fvMb7dYYypMtU9m4+zsEdp+LOhd6KJCbaSlSkJW5rRyGESAy2b99NurR5yJAhP4cPH/N0OA8VFRVN4UIvUbvGa7Rt/QEN63agTpUOfPBOf34cPZgiRQow8sdBj91iccJPvzL555lMmjCdl8q3oH7t9ly8cIVG9duTN1dl8hfKTZ7cuTAZvNi39zAxlhi8vb0pWuzh4xB3bt+Pw+HAGmNj5bINT92XrVt2U6ZUAz54v88jJ/44nU4+7TScSoXfoGHTKuw5Pfu5kkq73c7hQyeIiXn2rYYtlhg6dviERg3acenilWe+XiQdklg+Qd2WFfjz0jhGLfiU/GVyoAENGDEQEaO5fPoG4/7P3nmH53S2Afx3zruytxE7EnvvTVC1qb2Kovam6KDaqvnVrE2t2rH3HrEFsVfIICSRRHbe/Z7vj7TRNEFSgur5ud7r8p5n3c8JJ/e5n3uM9kk3bv53m/E/fY+dv/vS/dOJ9Gg4kcNbLwAwb/toWnWvw9yto1Cp5fgpGRmZfw+7dx9Aq9Wh0+o4ePDY+xYnQ56EhhEdHYskgclk5t6tEPwv32HvzuPkzpUHvyuH6PNlt1fOUaBgXhRKEUFSERjwmLOnL9P/y6/xPXkBs9nMmVN+nL6wDStrDUqlSCEvd7bvXcTg4d0znK9Zy/pUrFSaosU9XtonI74ZN5W7dx7gs2kPVy7fBCAxIZmOzUZTv1Jv7t8N4eH9UHb6HOfRozB6dZpAh6aj0Wn16eZ6FhHNL1N/4+RxvwzX6tBmEN51OtOgbpcsZyVZtWIjW3x2c/zYGRVNNwEAACAASURBVKZNnZ+lsf96pOyNCP+3RYXLimUWqPJJidS/iwiYAZVGSfn6xdL1LVPNC42VmiSzFjNm9BYD84auxWgwUbKiB+MX9ObW0ftM6bqMyNCYd7gLGRkZmX9Ot24dyJvXnXz58tCu3YdZmtariAd9+nQlR04nKlctR8/ebbGy0iCKIkWKFcrUHG3bNWfnrtWUKl085YIkceaMHwqFiL29LRN+GIGdnS0Hj67lx0mj2LN/JVWqlX2pldDBwY7dB5dz/vI2ihbzyPReGn5SG42VBmsbKwp7FgDg8L5zXL10lwf3H7F4ziby5s+Baw6n1LUfB4dx52Zgurn69ZzArGmr6N5hDE9CI9K1Xzjvj16n59bN+xgMxkzLCLBu7XZMJjOSJFGg4IfpjynzbpDNZVnAo1gerNUqTAYzCkFEEATmnhlH3iK50vX9fGQTqtQvyW6fU6yatxsAc4KJlZN30e/HtvgfucO+5acx6IyorJSMWdHrXW9HRkZGJssUL16EoOBr71uMVyIIArPnTGL2nBfBRD17t8PF1Qm3HM6vGJmW2nWq4bN9EZ94d+V5TBwGgxaT0UT3nu0YNrw3AOXKl6Rc+ZJvfQ9/8t2EYXTu2pqcOd1wcEjJFFK+cnFEhYhareKTptWxsbXm+JUVbPr9AD9/u5gSZQpTqpxXurmUSiWiKCAgZBhcOmvuBH6ZsZTefTq+NMdncrKWK5duUbZ88VR5APLly8OtW/cREOja9bO3tPt/BxL86yK3sxNZscwCtVqVp1mPWuxfcRpBEPAqk498RTOO/hMEgeIVClKsfAFyOjqwcdI+TJLE6pn7aT/4E4JvhGLQGlCoFBQskecd70RGRkbm48JisTBh/DTu3XvArNmTKFAgb5r2osU92LXjED6b9zJiVB8qVS6bqXl3bD9EaGg4QGqJ3jOnUnJTvovgJUEQiImO55PaPXFysufAiVV4eObl0v1N6HT6VEXZykpNz76t6Nm31UvnWrp6EpvX76Ni5VK450lfcahz11Z07vpifGJCEqJCgY2NVeq11k37cef2A3LkdOXKzd2pVtJlK/7HVp99lC1Xgrz53N/W9mX+hciKZRZQqhQMn9eVzwZ4c/9SCDVblyf49lM01mrcPdwyHCMIAj3GtmTrcl9in8QgKARO7LnClhkHUUiAyULbkdlTukxGRkbmQ0SSpLcerXz0iC+LFq1Cp9WhVqtYv2FJmvb4+ES+6DEKo9HIxYv+3Hvw+so+UZHPMZvNLy78IfL9e4EEB4VSpGjmj7TfhLWrd5KUmIzZbObY4bN07d4KO3sb7OxtsjSPi6sjA4Z2yVTfM76X6dRmGAqlggPHVlCiVIoF9N7dQJKSkkkISqBimWYcP70JJycH7Oxs6dmrQ5b39rEgl3R8gXwnskiA/yMmf76cc/uuc3bvNYbUmUbfyj9xxy/oleMatqqESqFAbaOkct3iFKlcELW1Gs9y+bOcrkhGRkbm30q/vqOw1uRl0MCxb3XeAgXyIVkkrKw0lC5dIl27RqPG3t4WGxtr8uVNa1EzGAz4bN7Npo27aNO6D4sXriHgfhDlSzZl0vfzaNGyIZ+1acT3PwxHo1FTs1alVH/Hd0HX7q2wsbHCycmBBp/UeCdrHjpwGoPBiMlk4sypK6nXl62aioOjLQDh4VGMGDqRVs2/4M6dgHcil8yHj5zHMot833YBlw7dxspGTam6Xlw9eAeAIlUKMevYV2n6Ht/ix/Lvd1KsUkHOH7iJyWBCo1GR3yMHk7YPJiE6ibxFc6LSZN9xikFvZME4HxJikxk+szOOrnI1HxkZmfeDJElYa/IhSRIKhUiyLvStzv/wQRBPnoZTp071VIuo38WrHDl8iq7d2qBSqbh4wZ+GjWpjb//iWThk0Lds2rgLnVaPJKUooVOmfsuP389Fp9XTuWtLFi5Ln5vyXfLn7+p3lZfy4YNHdG03AhtbazZtn0fOXC+KeRw+eIpuXYaTK6cbYRFP0Wn11KpdhYNH1r8T2f7Kh5DHsoyznbTdu3y2rlFkx5n3vs/MIh+FZ5Fqzcpy7eR9lGolxSsW4urBOwiCQOCVR1w6fIvKf8m+P/8rH2IjE3j2+DlKtQKLWUKXpCfg1hPmDF/PT5sHZvtD4pjPJfb/fhaT0YybuxODprbP1vVkZGRkXoYgCPT5shsrV2ygb7/Mp9zJLJ5eHnh6vTieTkpKplnj7uj1BjZv2o3/9UN81rZJunHPIqLQ6VKq1Wg0ajQaNa3bfMrJ4xcID4tk9Li+b13WrPKuE517ehXgwrVtGbY1alyHZ8+vEB72jPJlPsXGRszWACaZfxfyUXgWaf5lHVoPqU90bAI7fjuJQiEgAGokJnVYTFxUYmrfyg1LoFIryVckF5M2D8QiSVgAiyThd/QOoQHp0z28bfIUTnHQVqqVFCyecaCRjIyMTFY4c/oCv85bTmxsXJbHLlg4g2TdY+bOm/LavvHxCSQlvVn9cUEQEMX0UdDR0TH0+3IM47+dRus2Kcqm2WJm9Jh+XPLfj1anQxChWUvvd3rs/SFhMBiYOnk+UyfPx2BInzQ9t3tOLl/dz/ZdvzFtxrfvQcIPBDmPZRpki+U/YPOCoxgtFiLCYqlUxZOI6yllvZJNJoJuhVK+Xkres68Wfc6TR8+4f/sR/mfvU+ez8vju8EepELG21eCcy5HbfkEYdEbK18m4WsObUramF4tOfI02SU/p6p7ZsoaMjMx/h5CQUJo364LFYuHYUV+271yT6bE6nR61WpVhqpu/4+t7lhbNu6BQKDjpu4eyZbNuEbO1teHQ0Q0cO3qajp3SRktPm/IrmzbuQqVSYjSasFgsSJLE9eu3cc+Tizat+nLsyFmOHjlNnXpVqVa9QpbX/5CwWCzEPI/H1c2JsKfP2LRhD7XrVKZIUQ9s7awzrEK08rfNzPplKZIELi5O9B/4ebo+efO5y1HgMmmQFct/QJkanlw4ehtRFGjWvy6LBq7DLEnoLRLRT+P4qvFsHvg/In+x3AT4h6CzmPh92j4GTGrLuCU9CbkTRp7CObjjF8SEzotAEBg5pwuNu2WPU7ZnGTlZrYyMzNvBbDanVrTR6dNXd/kTk8nEjxN/IeJZJFOnjeeU7wV69xyNq5sL5y7uxM3NJU1/i8WCTqfHxsYagIMHjqHXG1CrVfiePPuPFEuA8hVKUb5CqXTXCxcuiFqtwmKxIIpiqg9ji5aNAChS1INzZ66g0+lp0qAH474diLOjK84uDnTo2uRfVYPbYrHQxPtLbl4LoFvPlvhdvsytGwEIggIRBXny5sT3wgbs7G3TjHN2dkx9CXBycki97rN5D+vXbeerMQOoVbvKO93Lh4icxzItsmL5D5ixazjXzgTgXtAVl1yO/D5+JxERcVgrRNb+upN7t59gb7Ll0e2n/BkaJQCP7kdgY2dFiSopPkAPrj7GZDAjAeEh0e9rOzIyMjJpuHXzHg6O9uTPnz7HbuHCBdm4eRkXL1xhwMAvXjrHju37WbhgJQaDETs7W0KCwjAaTcTHJeB38RpNm9VP7avT6ahZrTn37j1k6rRvGTaiH737fM6uXQewstLQoWPrt7a3oKDHNPLuRvTzWPLmzcWCJZNZOH81h/aew0q0JTQkiovnr+Pq5MZ3E4by/bczAYFZ01dho7FDVIg4OtnTuHntl66RmJjM+HG/ADB5xhhsba3fmvz/hNiYBG5eu4/ZbGH3juPkzGuPJFlAUmCWzERFPifgfjAVKqVVwDt0apGqbP7580pMTKJv7zGYTCau+d8m8NG5d74fmQ8bWbH8BwiCQPnaKUfXvw7fQExsMoIgohJEEm8lYMaITjCQw9oGs94ECgU121Sg349t0sxzZtsVBIuEKIp80qnqO5FdkiRunH2Ak5s9BYrJPpcyMjJpWbliA6NHTgRB4NTpXZQqnb5kbdOmDWnatOEr58mbzx2LJKFWqyhcuCBt2jTHz+86HoXyUbtOWivXg4BggoIeYbFYWLliI8NG9MPTsxA3bp5+q3sD2LXjMFHRMUgWC09Cn/EwIISO7T7j2L6LaM3xzJq5mCmT56FR2FG0WGFEUcRikZAsf+TelHhtirhVv21h4/o9ABQp5sHgYW8/UCkjls7zwe/cLb756UsKF3lxUuXi6kj3Xp+xa/tRvpnYn4afVmfVCh+2+OznUfBTylcqT+my6X/OgiDQrHmDNNc0GjUuLk4kJiXhUfi/6XuaEbLF8gWyYvmGPI+Ix2KyoBEELBJIAuTCiV/Oj2N+99VY9GaUGiXjf+uDUpX2YWRjb4WtlQZRFHBwtn3JCm8Xn1+PsHLSbiRJYv6xcXiVlY/JZWRkXnDh/BX0egNWVhpu376XoWKZGWrUqMzR41uIeR5Lg4Z1EASBR08uZNi3eAkv6tarwflzl/l2/Ig3Ef+1NG3mzfQpi0hK0qJWq6hVuzLBgY9INseAJGDWpvxaNGNEpVKwZsNsfp29it5fdkSrNeHs7ECDT6tnOPeK3zayYf12Gjaoh0KhACQ8CmffM9ZoNPHd6DmEPg6n76COzPx5DTqtntjn8fgcnJWm7/Q5XzF9zouUeB6FCxD29Blmi5lCnnlTqwq9jMhn0Rw+dJq69aqyfMX/iIx8TotWcnEPmfTIiuUbMmROZ34IiebxrbDUazbWVhQtVZCJu4dyfudVyjUonk6pBBi/vi++Wy9Tolph7F3ejWIZdPspBp0RtZWKsOBIWbGUkZFJwzffDSck+DHueXLRqnXjN5qrYsXMlU1UKpXs3J35IKA3oWixwoRGXCA2Nh6NRo2trQ1mixkrK/UflkkFSqWCPn06M/KrXuR2z0Hzlg2IjY1n3e878CyaN0P/yri4BEYOn4jJZOJBQDA79y8nIiwSpVKFwWBErX77+YqPHDjH1k2H0ev02NpaI4oCNjZWeHhl/Fy/ef0+232O8Fn7hlSuUgZRFFLqjX/68mP9P2n8SXeePnmGRTIDFlQqJQ0a1sLWNmvVfz5WZIvlC2TF8g1xze3IqKU9+L7lfEwGEyaDCbWtmpDbTylYMg/NB9V/6VgHVzta9Kv3DqWFPhNbkxyvI0c+Z2o2y9xDX0ZG5r9DwYL52H9o4/sW460gSRJTfp7HkUOnmPa/71Iju0VRxMXFKbVfyZJF2blnDXt3HaVTl9Z4ehVIk0AdYGDfbzl86BSiKLJw6WTu3gmge892FCyYosTZ2FiRI6crcbHxlCpdlEKF8tG+5RAki4WmLbxZvGLSK2W9fzeEiLAoantXzHRgkGeR/EiShFKppHS5IkyYNIiHAY+p06BShv3bNB1CfFwiC+euQ6lUsvi36VStXobc7unrhv+d59FxaLU6JMwp/plY8ejRE3LkdH3t2I8eScAil3RMRb4TbwGPMvn4PXgafX/pgEUQiI1MYvHITcSGZz7H29bvtzE8/0g2jNmUjZKCm7sTP67vz5AZHVHIpSRlZGQ+Yh4+DGH2zGX4+V1j8MBX51mcPWMFSxdv4NMG3TCbLenaDUZjakqiAX3H8b/pi2jfpn9q+4OAYCZP/prNW5awdftyYmPiMJlMJCfrCHzw6JVr370dRPO6g+jTeSJzpq/N9P6KFi9E0ZJ5MQt6li5ej3u+HNT/tGqqD+iBvaeoVaErU39cCoBGo0KpVGCxSBgMRjb+vidTSiXA1h2L6fp5a+b++iPVqlegb/+uVKxUJtOyyvx3kBXLt4itozVGvQmAW+cC6V36ex7dDc/U2FMrT2MxWTi79iwWS/qHmoyMjIxM1siZ0xVbWxusbayoWu3VJfdO+Z5Hb9CSrE1k+9b96dqXLp/G2G8GsmzldBQKEYVCmXq8HRj4iHq12zNsyPfs2XUUjUaDV9FCTPx5GM1aejN/6Q+vXDssNBJBENDrDTy8/zhduzZZR6cWo6lRuitXL99N0/b4cRg6nY7n0bHotLrU60cPnqd35/EEPghl4Zz1RIRHsefoUsZ89yX5C7ij0ajoM6BDurWOHztD40868fsanzTXK1Upw6Klk+nVpyNHjm9k8tRx/6qUS9mJBHKC9L8gH4W/RfRaI2prFQatEYskodOZ+H3Sbr5bl7YcWExYLIGXgilVvzhWdlYAVO9SjTO/n6Vy20qZSh4sIyMjI/NqHBzs8b9xiMCHIa+0rp329cPwh1EAIEdOl3R9XN2c+frbQQAUKpSPU74X6dCxOQBRkc+BlLRJISEv6p/3HdCJvgM6vVbOep9U5svBbQl6+ITxk/ula/c9dhl/vzskJ+uY97+1rNj4om750lWTmTVjBR27NMXe4cXx/fKFKYqhgICziyPOLo7kUqsYMaYnI8b0RJKkDBXDnt2HEhX1nHPnLtGmbTPs7N6N/7/Mx4OsWL5FarQqx41TATy8+ogH1x6jEBWUrZu2oo7JYOKn+jMwao3kK+nO1/tHYTKauXTsPnEmuH8zHKPBxNktl3HN40Rp738WkSkjIyOTWZKTtQzs/zVxsfEsWjodd/ecbzznvbuBjBr2MyVLFmHazLF/RElnP9HRMRw7eoq69WqQK1cOXFyc0vhT/h293kD71gMRBSUaQYNCUPH7kgM0b/HJSy1yf0+6XqVqOSb8MILrV2/TrEVDKpZrQvXqFZm/6OdMGQpEUWTs971f2l62YlHUGhV6g4EixQumUQpr1alErTrpfSp7D2jH2dNXyZXLld3HFqULHnrZ3oqX8OLKlRs4OTpgZaV5rewyKcjBOy+QFcu3iEqtZPDczgDERSYQExFPvmK50SfpCTj/kEIVCqJQKdAl6DAbzTx/EgvAhe1XiAiKAuDRzSdsnrSbIyvOAPDNtsEUrebxfjYkIyPzn8Bn02727D6M0Whk7uxlTJvxXZbGBwc/onWrrqhUKnbv2YC7e24mfDOLc2f8ueZ/l5afNaSu97vJ1Vu/XhuehIbh6OjAw+CLrzyuffr0GefPXMHKWoMgCChN9kgSnPW9ijZZh00mE5sLgsDQYb0AqFOzLQH3gwh9HEbf/l2pULH0G+/JPU8Olq3/ka5tRrNs0WZyubvQu3+7V45p1LQmwVFHUvcvSRIH9pzCzt6GOt6V0/WPjo5h3JgplCtXljFjB1O5SnmUSiWbN+1m1W+bCQ2NwMpaw8jRfejS9bM33pPMx4usWGYT4Q8jmdJmIUqVgrz5HIgJjkShUvDLg+l8uaQHF7depvGQlATDLu5OKFUiZpOFCk1Ko9caMZssKJQKdEkvL5kmIyMj8zYoVboYgiCgUqmoWCnr2SJWrVzP3bsBKBQK1q/fSvfunahStSxnTl1GEAUKe+bPBqkzJiIikuRkLSaTGYvF8lJLqdFopG71Tui0Ogp55KPfwM6Eh8ayYtF22nVulGml8u982rged24HYGdn+1YTiEeERyGIIgaDkYcBrw4G+pO/KtVzf1nDvP+tBQGWr/2ZBo2qpek7feoCtvrsRaVWUbVqeZydHYmOjqH/l2MxGlPcBERRzeAB46lcpRxFisgGj78iWyxfICuW2YTfnusYdUaMOiNPA3TYKkEymNj64046/dyOSi1eOJKXqFOE7/YMR5ego5R3MbQJeuycbHDL70KZ+tlzFB7+8Blnt1ymQuPSeJR/dw99GRmZD4/KVcpx6coBkrVaSpYs+voBf+OTRt7MnLkAURTYuH4HP0z4hY6dWrPv8Apy5XbLdOTx22Dr9hUsXriaL3p1fuXxu8FgIiE+EYPByKOQJxQqnJ8evdoxdkKfN1p//PfD6Na9DTlzur5V/8Tmrb25cukOUc+eM3LcFwDcuxPEhbPXad66Hq5uLz/u/+6r2axYug0ksLbW8OB+MFpdMg0b1Uw97vYq4oFKrUKSoEDBvADY2FhjMpn/mEVAQEBUgK3N+y1RKfNhI0iS9Ppeb0jlypWlS5cuZfs6HxKhd8IYV3MaAA5qUP/hZlOpW016/JKxM/fVY3eZ2WcVBUu48/22Qait3n5C3T8ZXnYiMU/jsCgEchRzp+VAbxp0eTdHVTIyMh8fcXHxJCdr8fKohsViwcHBjoio2+9brAx59CCcK2fuYlAl8+MPs4mIiEKhFDl11oeixQq/b/FSef48Fhsb61TlLykxmWOHL1C+UglcXBwo59UWs8lMidKF2XdiSZqxZ3yvcOHMdbp+0YIm9foQ9jQSUVTQZ0A7fl+zFYvZQh3vqqz3mQ2kHJWfPnURJydHypQtnjqPZ6FqPHsWjUqlYvKUr6lVuwply5V8dzfhNQiCcFmSpPRn+++QUg4O0vrqGVdjeluUP3z4ve8zs8gWy2wiXwl3mverzel156n9eXUSnydhAdp/3+qlYzbPOEBCdBIBVx5x72IQZepm3XKQWRQKEUEhEK81EX/1MfMGrcW7U2U5Il1GRuYf4ejogKOjA0OG9WH92q18N2Hk+xYpQ5KTdHxapT86s5ZyRUpRsVIp9u09DpKYeuT7KiwWC2fPXKJw4YLkyZsr2+T02bybfl+OwdbWhouX9pEnb256dPwa/8t3UCkVnLi4BrPJhMFgIjE+Oc3YZxHRfN5uHEajiWOHLzBh0iB++HY+jZvVZuCwzvy2fBMGvYGQoBcR7IIgUKduykvB5EnzCAkOpUkzb2JjE1AolAwb3oeBg3tm235lPh5kxTKbiA2P49LWS6gUAvbOttTuWRvXPE7YOKQ/QpAkic0Td6B9FoeoELF1ssaQpCPsXjjuxXIDcGLDRfYvPUnrYQ2p2abiG8v3zc4hXNhxlQPrLhARHEUuDzdZqZSRkXljps+YwPQZEzAaje9blAy5evkuCaY4JCTuBASiDBWwWCyYTEaCgx5TqvSrX+hHj5zE+rXbERUi124cImcut2yRc+uWfRgMRpQqA5cuXaNV3tw8ffIMbbIOs1qFWqNm1eapHD14ni/6tkkzVhRFBEFAIYoolQoUaom2XesxeGgvcuZ05Zc5X3PowGnGfvMitZEkSTx+9JRr124zd/Zv6HUmdu8+il6X8nPU6z/Mn+eHgIQg+1j+BVmxzCaiQqKwmCwYdUbObLrIullH0NiomX95Qrq64MFXH+G7+gwGrZGylfJy6+ETln2xHKVKwfDNg/GsXphFQ9ZhMUvMH7guy4qlxWLh4pYUV4Sq7VOskjkKuNJiWEMa9a1D4PVQCpeRa4bLyMi8HQb2H8fqVZto37Ela37/9b3JMe3nxSyY+ztdPm/JjNlfA1CsRCGsba0was0oBBUJic+RJAmTxcKRw2do3rLhK+e8cf0OyclarK2tCAt7lm2K5ZixA7l69RYFC+al4Sd1gJSgm/mz1tK0ZV1c3Zyo16AK9RpUSTfWLYczPntm43f+JuUqF6FV854YDEZu3rjH1h3L6NajNd16tE4z5scfZjJ39nIcHB0wGS1IEiTEJwCgVCrwrl8jW/Yp8/Ehm6iyicJVPKjRtRqFq3pgVKsx6IwkPE9iVp9V6SrruOZzQaFSorJW4eKVA3OSEQGwmC2EB4QjiiJ5i+ZCba2iYEn3dGv5H7nD7D6ruOcXlKEs5zddZN3Yzawfu5lzGy+madNYqylRrTAaG/Vb27uMjMx/m/XrtgKwZfPu11YSu33zAZ93HMWKpT6v7PdP+HX2GpKTdfy21AeDIcXi5prDiQs3N7Ll4GwKeOTGRuGIl5cHpUoXZcjw1x/1zpv/E/Ub1GTk6C8pW65EunafjQdo22wIvsffLK6gUuWy3L3vy8HDG7C1tQGgVBkvFq38gVZtG7x+fNVSDBjWiVy5Ump5q1RKbF8R6b5391EMBiOJCYkMH9X7j7KQKVY4Z2cnatVOr8DKvECShGz9/JuQLZbZhCiKdJrSHoB7F4OY0HwuJoOZW6cCeHw3nIIl86T2dchhzzf7R/FL16XcOfEQBwc7dIk6StX0olqHqsRHxNGiRzWs3Byo3DJtWTKjwcTULkswGcxcPXaXyXuGsvFrHwqUzU/7SW0QxZQ0RkgpZafMf0T4JUQlEHL1EUVrFkEtK5UyMjJvkcFDe7NowSp6fNHxtS42g/p+z60bAZw4eoEGjWpQyOPtnZ506NyU31ftoEmzumkShLu6OeHq5sT+y/Mw6I1YWadNBL5yuQ9nTl3hmwkD8fRKmzKoZKmi7Nq7MsP1kpK0jBgwGZPJzO2bD7n7KH1pyOxEkiR2bj+E2WyhbfsmCIJAYc+C7Nq7ips379Kpcyv8r9ykYKF86ZLGT5vxHcOGjqd2napMmDicnDnd+H78TERB5OepX8sVeGQyTaYVS0EQ2gIdgChgiSRJN//S5gRsliTp07cv4r8fja2GohUKEHolCLNk5sHZB2kUS4D7fkFEh8Zi0BkRRNBYa2jQrz5qGzVzWswkKigShUpJlb8plqJCxMbBGn2SAadcDviM30bgxSBCbzyh0mcV8aziQa2u1bGYLUiSRO1uNTAZTEzxnoZBayB/mfyM2DHsXd4OGRmZj5wpU79lytRvM9XXq0hBgh4+RqFQ4OTkkOW1fpmxmB3bDzDp5zHUb1grTducBROY+ssY1GoVer0BjSbtS7QoiumUynt3gxg/bjZ6vYHQx+EcOJaxEpkRVlZqcuR0IS42gSJFC2Z5LwtnbuKc73W+nfwlJUqnzxO5b9dJtm0+zOARXalQOX1k9uaNexg2ZCJIkJycTPeeKUnUa9SsRI2alRg+9HvWr9uOtbUV128dTXO/G35Sm1t3ThAfl8Bp30v07NWeUqWLYjAYafhJrXRryaTF8i+zKmYnmVIsBUHoDKwDDgIFAD9BEL6QJGnTH100wKsdU/6jRARHMbbBL7gKJvLZAAhc3elPwy/rpulXopYXSrUCk9GEUqVAkiRc8zoDYEg2kKg1IxolTCYTKl68eSsUIjNPjePWmQdUaFiCY0uOE+wfgqgUcSuQUu9WVIiUb1aWI4uP47/3GiW9i6ON02I2mYkKjnxXt0JGRkYmHQuX/8TJ4xcpWcoTJ+esKZbhYc+YPGkeRqORQQO+5U7AyXR9tMk6qpRtTXh4xMABZAAAIABJREFUJMVLFab/wK5079mWC+evcmj/Kbp2b4Wn1wsl0MnJHlEhYm2toUDBPOnm+5P4uEQ0Vmpu3Qjg0sUbdOjcFGcXR46f/53rV+9SpXrWEs0H3A1h7rT16HUGxg6azW7feWnaExOSGfDFDxiNJi5fvIX//e3p5khO1iJJKcdTSUnadO0XzvujTdYhWSTCwiJwcnIgKPAxE7+bTfkKJRnxVW+8a3XlWUQUxYoX5uipdVnag4wMZN5iORr4RpKkGQCCIHwBrBQEgb8olzIZkBib8p9bgYQAGCxw93IIk5rMYuSG/tg5pxwv5CzoyqL7kzEZTTzwC8YxlwMF/rBqlvisCrf+dwiFReDk+ovoY5LQ2Gj4dFB9RIWIax4n6nZISW/V6uvmVGhWDid3RxxyvnhIL++/mmunAtColfx0Yizd5nTl0rZLNB4uG5llZGTeH2q1ikaN/5lFzNnFETc3Z2Jj46larXyGfS773SA2Nh6j2cCN63cZOWwS3g1q0Kb5APR6A9u3HuLKzd2p/XPlduPkuQ3cuf2ARo1rZzjnnh3HGdBrItY2Vmj1SUgWif17TrB932KcXRyo1yDrOYHdcjijUikRRYHiGVgr1RoVdvY26HQG8ubPOM1R955tSUhIxGQy07FTizQ1xSHFP3TM6J/xrl+D4sW9ABg1bDK+Jy5y9PA5atWtzONHYZjNZgLuB2d5D/9l/m1+kNlJZhXLYsCWP79IkrRKEIR4YJ0gCAbgbHYI9zHgWT4/vSa34e6ZB8RfCyQqIgmjwUyQ/2OOrzpLy5GNUvuqNEpUGiVl6hdPM8eBFWexWCQki5mrB27y6GIgokLAMZcDNTqmdagWBIEC5dJX0nl4NwKdCXQmE1GhsVRpV5kq7f4VuVZTMScnow15jE0RT0Sl7B4sI/NfR6PRcPnaAR4EBFOufMZJu2vUrkTxEp5cvXoLUSFga2eDvb0tCoUCpUqZxvfyTwp75n9lGcodW4+i1SehNyejUqgwmy3o9YY32ouzqwNHLi0hMCCUarXLpGtXq1UcPbeKy3638H6J4qpUKhk2ojcDen1PKY/mNGpamzWbpqe2V61WgZOnt6YZU7SoBxfPX8NgNLJ39xEWLfuJlcu3MHx0rzfaj8x/l0xV3hEEIRJoLEnSlb9d7wYsA4YAyyRJyrB+1n+x8s7LuLznGvO+WIEA2Oe0x8bRhrjIREau/ZJi1TOu+DCo/I9EhjxHoRDoMLIhxxafAAGajWuOVm+mfucquObJuJyXNkFHQnQiaybs4PL+mwiiyKzz35C78IsSa08fPEMQwN0zZzbs+O1gMZm48XkfTHHxOFQsT5HJE9+3SDIyMtlMSPATWjT+ErPZzI69Syha7J/Xp54/dw3ffzebQoXycvqiD8FBTzh5/AKNmtTGbDJRtFjhNNa9V7HNZz89egwFoE7tGtSpXYNefdvjnif7nqF//q5+lYzjv5vB6hWbSIzXo8IeQRAIiz/9ygAqs9lMq+Z9OO17EbVGxaYtC2nQ8N/jU/khVN4pYe8oramcsXX7bVH1xL53tk9BEDLlWCxJUoZvH5lNN3QTSPcvTZKkdcAoYEm6ETLpeP40ljzF3bFXg4saLNEJRAZEoI9JYv2E9P4yf/L99sG0H9uY0at7cXK5LyBRvmkZVvy4m7WTdvNDu0UZjkuITmRUxZ8YV3MqhUrloefUtkzYMTiNUul/+DZja09nTK3p3Dh5721v+a1hSdZijH6OpNeTdPf++xZHRuajJDIympUrNxAYGJLm+tUrd1izYgeJCUnvVJ6d2w4TER5JRHgU23wOvNFcm9bvAQlCH4fzSd3PefI4jJ6929K8cU/q1GjPqOE/ZXour2KFsLLSoFQqyJHTiW8nDspWpfLsqasUydmUaiU7E/ns+V+u+zPtp2WEPo4gJDiUubOWExMTj9GsRxJN1K5f7rVR+QqF4g9rq4hBb37nP2OZD5K8mfxkSGYVy7VAtYwaJElaDHwLPM20yP9BLu29zpjyE5lQczJOLrYoRUD8481TgKJVX/4mntvDjU7fNMPWTgMSmA1mtPFakCQcFBLmp88ZVmoCK0dv4q8W6LCHkRi0Bkx6E7dP3qdJ37qUqOmZZu4HV0IQTCYks5mTm/2YP2oTYUFR2XEL3gilgz35+vXCpogXHuM+zFJxMjL/FrRaLR079KF2zWY8ePAi/23jRh0ZOWICNas3Ta2cE/Y0ks8aD2LC2DkM7P3DO5WzUZM6WFtbYW1tRdPm3m8019hv++PgYIfJbObunUAG9p1AeHgkz6Nj0en0HD92LrWvTqdn984jBAeHZjhXsWKeDBjYky/7dmPegsmcPXORBfN/Iy4u/o1kfBnrV+5FpzMQEx3P6RP+ADyPjqNrm6/4debvfNHpa67630nJKQeARLzuCQeP7iUqKhqj0ciShRtYs2pbhnlFCxTIiygKWFlpsHewz5Y9fNwIWKTs/bxLJEn6NKMP8Blw5i/fMyRTjmqSJP0G/PaK9v8B/8uq8P8lzvn4Ifzxnz48IokSFfNhNhh5cDMCezdb2n3T7KVjjToj2ybtwpBsoErbijwLiqLTz+0oUuMaB/+3D4vBgD7SgO/6C7QY/gk5CqQkxPWqVJAqLcoRePURnX9sneHcjy88xFYpIEkSe9ecwyJJ3D7/kIVnM5cq5F2Su0Nbcndo+77FkJH5V5OcrKVXz6Hs23sEk8nE1Clz+G3FXABiY2PRaVOihk0mEypVSpoeSZIwGEwkvGNrVomSngQ+OYkkSSjf0K+6ZeuGNGvhTaUyrYiMfE6ZcsXx8MhP3/5dOHzwFNNnvnjm9e45luNHzyKKAjfuHsbFxTHNXCOG/siObQeRJGjXoTnNmnbGYrFw5MhJtu9Y80ZyZsTnvVtwaO8ZXNwcyZnbmQbVelGgUG5EUUChUKDRqBk+6CeUojUSFpwcHUlK1KK2NWM0mmjZtDeXLt5ErdJgY21N+05N08w/dfo4NBo1RYoUwrt+9bcu/3+Bjyl4RxCEei9pcgEmCoJwFHgoSVJYRp0ym27IQZKkl76KCYKgAEpJknQ9M/P9F2kxohHX919HsoDRAnq1iuAroagVkBCdxG9D1zF4ZZ8Mx57bfJHTa89hMVtoNqox3Wd1AaBknaIcmX0QSPG/ccnrjFOuFw9AUSEyYHH3V8oV/TgaJCn1I4gCdk5yIlwZmY+Vmb8sZN++o5hMZpRKJd7eL7ycduz8nSVLVtOufUusrVOqtBTyyMuilT9y4ex1Bgzt/M7lVSgydN3PNGazGZ+N+7Gzt6FZC2927F1KRHgkFSqVQhAEpkwfx5Tp49KMeRTyhORkLRqNmoSExHSK5dMnEeh0ejQaNbHPY5EkMJnM6HT6N5L1ZVSvXY77ESm1w+tW/pygwFBCgp7w3U8DMZvNtO3YiM7th3HJ7xoCCozJAkpsKO7hyQ8T5nD+nD8WiwWFQolCmf5+5srtxqKlk7NFdpl/JcdIKbuUURCOBJwEJEEQRkqSlK5ma2ZfAWMEQXCXJOkZgCAIfkAbSZL+PCdwA/yBN3sCfMR4lC/AkNV9mP/Fb4gCeJTJR+TlQARAJcC13dcZVmoCBcvmZ+jKXqit/lIlIr8LCKBQirj9YY2UJAnfNWcxKxRU61SNRoMbEh0YwYxaP+BePA89fuuLUpM+2vHv9FnUkzmdF5Ecp8NNrSRnCXcmbuiXXbdBRkbmPePk5IhKpUSpVDBr9iS69+iY2la2XEkWLJyebkyzlvVo1vJlRowPm8UL1jP1p8UgQLlyxbnsd4tadSuxdfeCl45ZvnI60yYvpEGjmhQsmN6VbP7iSUz7eQGVq5alafOGrN+4BL+LVxg4qHd2boUNa/bw+NFTQCIpOZmCHnn5pHGKhbF7r1b4X7qJhIDepMXexok8+XISExOLxWIGBHr37cBnbRu9cg2Zf8bHZLEEXpYSwQ24+kd7S+A7IJ1imVkfy7/fseLA3+sAflR3NTso16QstrmcsRXhwirfNDdfo4TEiHjunA7g9qm0wSml6pdg1NYh9FnyBZFPYrnle5/oxzGc3XABXYKOy7uu4pbfhePzDpIYEUfIqTus7DwPk974WpkKVy7ErNuTKdO0DDnzO9NtQgtsHV9eT1ZGRubfzeAhvVm6bBabNi+jV+8u2b6ewWBgi89erl29la3rrP5tK2WKNmXaz4tp22IguZ2qsWzxJnRafYpfoQRXLt3GbDbje/wiRqMJSZKY8M1sGtT+nEt+N1LnKl7Ck1VrZ1KhfGmG9PuRPTuOpVkrf353Fiz5mV59UpTy5s0b8cOP48iVKwfZSY5cLhgtOpKMkejNCRw9+CLTX3BQKBJCyh9BQKURCAp8jJWVGgtmlGooV6FYqu+syWTi/LkrxMTEZavMMv8+JEl6mtEHCE9plp4A2wD3jMa/zWSAr89bJEPSszg0gNkCaiWYLGD6o00UQaFSUKBU2jfkp/fDmfv5MpLjdBhMZmxUAg52asxSStL1QpULAVD+s8o8ufQQAXh25wlBZ+9TpH6p18pk1Jm4eug2ZqOZlaM2U7FJ+hxqMjIyHweiKNK+Q8t3tt5XIyexccNOJEninN9uvLwKZcs6E76ZTVKSll+mLUepVGA0mpg/Zw0Xrm5DFEUO7PXl9s0HqDUq+g7ohEql5Ob1+6xc5oNWq2fMiGkcP5O20kyXtiN5FvGczev3M/PXcXTv1SZbZP87vicv0K/315QsXYQNm+enlqJs1rIeokaHRW9Eb4nj02Y1U8cMH9mH61fvEhz4FMGi5FFIGLGxCXg3rELJUl7Y2lgzY+pi+vX+hnYdmhIWHs65M5ext7clIOgM1tZW72RvHyMS/5mSjpHAn5HGiUCGqRTkLNPvEJPRjM5gQaUEURDIUTwPDYc0Yv/cQ4TfC0Mliozc0BeXv+Wk9F19lsSoRCykmIWtkDAm6rAWIQYl3l+mHFFVbFcFY1wSJ+bsR6FWkbtkPkwGE/N6/Ebo7af0X9ydYjW90smlslZh42iFIVGPW37nd3AnZGRk/iuEhT1L9UeMi82eqGmAOvWqcGCfLyIKXF1diHgWSb+BnREEkSM7L3PlD4tprtxujP9xMAC53d3QWKXUCq9Zu2K6OVPaJCQJdmw9nO2KpVarp3n9Ady9FYjOHE9MzCUunPenbr0XSVlq1KyM78lzuLm5UMe7MhaLhak/LOX2rYf8MmsCHp75aFCzB5ASVxEa+pT7tx+DZMEsWRAEgW1bDmCRjAgoiItNJDoqhnz5MzQ+yfwHEQSh56uagVWAGQjJqENmFUuJ9BZJ2UKZRRRKEce8zuiiE3B2tqb/+oE8ufGYmAfhKAFJpUCfmNb5+57vPfzWncZWBWaVmhrdqnN/rz+6BC3uRfPQfdinlK5blLDbT1jcZjYWi0SXBb3xrF0Mja2GO6cCuHv2AYZkA9um7eebXUPTyaVUKfAsk5eAC4HEPY7GqDeh0sjvHDIyMm/OvPk/MWXyr5QrV5JKlbNWPzsr/DR5JGeP3sKgN2ExCMz5dQLderbihv8DAu89QUSBBTNt2qdkSYmOisW7RjeSErSMG9+PEV+lz/U8YGgnvvnqFyyYyV8w9z+WbYvPPu7cCmDwsJ64uGRczALg9o0HhAQ+AUAlWKPXxePm5pqmz+YtS/H3v0mJEkWwWCTm/G8lyxb5oNcZqHnkNANHdmT5mp/5buxs7t8PZPuOlPyfgiAiSSYEFJQo6cXDgMeYjBYEUSA5WfeP9yYDSB+dj+WyV7T9qVg6/NFv9d87ZFZ7EIDTgiCY//huAxwSBOFPJz45aCcTCILANN+xBPgFU6KGJ1Z2GjYsP4lkkRAFEJUiPmM3oZnbjaK1iwIQfCkIszEl71ixWp50m9IO3bfN2Df/OApbDeUappR/fHjmPiajGclkIcgvEPeyBdDYashfKg9WthrMRjPV2lR4qWzhD55h0ptItmjRJehQaexS2yKCo7l3MZBKjUvL/pcyMjJZwj1PLn5d8HO2r1O4SH669mzOpo17iY2L57vRc8hfwJ3qNcvjWTQ/hpsmxk//kl4DPgPg1ImLxMbEYzabOXv6CiPHpA+8yZc/N1bWKiRJRdHiGVdGex3+V24xuP94jEYjDx+EsGrtrHR97t17wN27AdSvX4fipQpz7cpdJEmBi20enkeltfKqVCqqVk15lg/tN4ld24+h0+oxW0yYzTpmzljOhIkj+H3z/3B1eFE/XSmqEVFhEQzcvXsPUVIjCAqsrDRoZcVS5i9IkvT3GJqM+kSSPtYGyLxiKecheEvYOdlQodGLmra1e9Xlvu89DGaJ0Mhk4mKT2TV5N1/tHw1AlY5V2TF9HxJw8XhKUM/lg3fwmXMUi8nCudWn6fZTa8q2rMjlzReIC4tl36KT7FnkS8dJbajfuw4zr/6ALlGHvatdRiIB0Gdhd3ZO20vl1hU4NOcgd47d5rMf21CkVlG+qjMdk9GMR9l8TDkkJyeXkZH58BAEgcmzh6M3atm8+igYYNuGo9RrUJU9Z37FYrFw2e8mpb2akr+AOw+DAtEbDCiUYobWSoAmzeqxZMUUEhOS0uV+zCwajRqJlDycNrY26dpDQ59SrWpKpHaHDq3Ye3wxt28+5KshMyhRypMatcu9dO6nT55h0BvQWKlJ1CaBBCIKtFodNjbWDB/Vm9UrttC5S0uWL96CIAgIkhKzZERQmChe3JMRo/pQrkKJf7Q3mT9590nM3weCIKiAmpIknXxVv8wqlouAMCkzhcVlskSJT0pisNYQH6OlrDOoRChYIldqu0s+F/LUKMqtUwHUbJvygFGqFQiCgNloJio4mpk9VlK/bz0+m9qRJR3nYzSmpJa4duAG9XvXQaVRprFAZkSxml6M3TWcqJAoptWbislgYtOYTYw5Og6DzojJYCY2Ivv8o2RkZGTeBm06NGbHBl+MBhMxUQmp10VRZO7MVUSER5EQn0iSLhGj2YizgyO16lTKcC5BEGjesn7q9/j4BHbvOki1ahXxKpI5C2bJUkXYtnMp9+8F0qVb+kIVz5/HIkkSOp2eoKBHKWNKe7LvxOsrJc+YM4YxI2aQmJjAlcvxmCQjAgJms5n4+ET27DpCYmIiNWtXYvnSTUhmAQt65i/6majIGPoN6IadnZy3WCY9giBUJiVQ569WSUdgviAIPUiJDl+X0djMKpaPSQkrf/Ymgsqk59iCo+jj9TipBVRiypE4SUncOXoLawdrClUpzPjtg0mMScbOOeVtt2qLsgxe0JXdP20n/Ek8OhMcXX2W0rU80agErFQiChsNrb9u/tJ1wwIiuHrgJpValCOnh1vqdcdcjti62hIbFsfzZwl8W/knChV0JlfZ/LQd9dIKTjIyMjIfBDXrlqfvkHacP32dchWLcfH0DfR6I7UbVKB9p6YcO3wOaxsrfv7fKHbtPMywEV9keu62bb7g8qXrKBQiQSGXsbd/9Qv7n9SuU4XadaqkfjeZTKxauRlbGxs6d23N1KkTOHfuEj/+9HW6sdFRMYiiwLSpi7h9M4BZ876nSJFCQEok/LkzlzCZzIiCApVSoKCHO+vX7mbXzv2EBIdiNJpYtmQDW3YsYMH81fTt35XGTbwzvWeZ15MShPLxWCwFQZgFDH9Js0SKX6UAZKhYCpkxQgqCYAFy/5kgPatUrlxZunTp0j8Z+tFzeM5BfKbsQ0TC3caCUoTCjSty88gdQKL36v541ixC/LN4lvVaDhJ8ubIPjrkc0SfpWT58Axf23UShVDDr4rdIOgNBfoHcOHyLQhU98B5QP92akiQx1Osb9El67FztmH1rUpr2BxcC+V+7Beh1JkTA3lZFq/Et8e5dB4Uis6lPZWRkPiSCgh5jbaUht3vO9y1KtvMs4jm1S/XEZDIhWESsrDUMHdeFAaM6kJiQhMZKg0qV9QDFcmW8uXfvARqNmgeBfuTI4fr6QRkwZ9Yyfv5pLoIosmTZdNq2y/iY/cSx83RuNwQLFiTJgl5v4NMmddmyfTGRkdGU8myC9JfS34OGfU58YjyrVm3CYNCiENQolSrWbZpH02be/0jWDx1BEC5LklT5fcpQzM5ZWlou/e/at4n32e3vbJ+CIIQBA4Gdfz2pFgQhBxAhSdIrFQE59Pc9U39QQ87tuU7IjSeE6wRsrJXkt4DFaEZUiSREphzlXNh0gcfXH2MxS/zgPYNcXjkZtrYvg5b1pMnVx9g5aNjQZTa6mCSU7jkIvv6EO0dv41XTi3xl0ybRlyQJi9mS8jFZ0snkWdWDlqMb43/gJuE3Q0kwmFk8bhs7Fp9i5plxaaoCycjIfPhs37affn3GIYgCR49vokzZ4u9bpDfCbDYjiiKCkLGVKDE+Ga1eC4CAgKgXCQlMSb9jZ//Pj343blrKnDlLaNbsk3+sVMJfU6pIBAaEEvkshhw5nbFYLGxem1Kmt+PnjTl25CwGgxGFUkRvMACgEJRIksTZs35YBC1IVoiCCiVqPm1ch/XrtyGZJVSCNQgCdepW+WiVyg+JjywqPAdwOgP3x5eVeUxDVhTLtoIgvNLJTpKk9VmYTwZIitMSeOMpZpOERaXAojNz41wwJRqUwMrOijLNU/wqPat5olAq0JtMJEUlok3Uc2XvdWp3rY5nhQLs+Xo9kUHRgIStGI3aWg2SREzoc/KUzosoioQHhOO/y59yTcvy9Z7hXN5zjapt0uduEwSBFiM/pcXIT9HGa/mq3v+IC4wi8vFznoVEk6/YP0+7ISMj8+457euHwWBAo9Fw9eqtf7VieeakP1+0G4+jkx17Ty0kl7srMc/jGdjjJ7RaPYt/n4izqwNKpQKTyYydvQ1NW9Rl9MQeb7x2iZJFWbJ05hvPM2ToF9jYWHN493mWz9zD6l8P8OXIlkz9eRGSRcROk1KbvE+/jhw9cgaj3kh4aDxanY4Th65QNF9jtu2bh52NI4kJemxtNbTr2Iwr/tf5ond7fE9eIPRROBLge9yP+PhE7P9QqF+mjMvI/IU1gDaD61oySC/0d7KiWC58TbsEyIplFrFztiGXRw6ehURhbavGGK8l+Xkit4/fRRBFClXzpGa3mhSuWpgf/H7g5vE7rBqxEVEh4FnF48U8OR3++JtAqeYVcSvrwe7xm/EZ8TuPPq9F8+/bML/tryQ+T+TkkhNMuTuVAqXzIkkSx5YcJ/x+OC3GNcchdZ4UrB2s6TaxJctG+1C6ThHyFPn4j9FkZD42ho/sw/Vrt3FxdaZN2yaZGmM2m7lx/R6eXgVTlZK3xZJfN7F0vg99BrZj0IislZX0WXsIg95IYnwyZ07407bLJ2zbeAS/c7cwGk3UKPE55SoUY/aScRzef45BIzuhVCno0mYk9x7eRafXsWrNTJq1aPBW95QVVCoVn3dvx76Nfuh0BhBg4fx1GI0pddgsZhMWi4WChfJx5uJWDAYjw/tPZpvPISRJIj4ukVMnrqBNSgnWQZQ4eOgoYU+foVQq0JvjkdAgAIW98vPwQTAtmvRGrVFx9OQGChcu8N72/rHyMUWFS5KUYdF7SZISgAzb/kpWFMt/7GMp83IUSgWTfccSEx7H07thrB20BrVGgTZBh2Q0ExUYCUByTBK7J/igsdUw9cJ3WDvaYG1vRVhABGc2nMfOxY66I5tjZaumem9vQq89BknCqDUSej0l0lBQiIgKEeH/7J13eBVFF4ff2VvSQwhJSEJIQu+9d5AOShepiiAqithFVAQFUWx8AjZUmvQqvffeIYTeQgqkUNJz6873x8VgIJAAiRT3fZ77PNzdmdkzl5u9Z2fO+R3l5h/A+T3nWTl2BVazDVNyBv1/u/07U79TNep3urMGpoaGxqNNcEgR1m2aA8Cf0xaxb+8RPhj2KkFBd6628tKLQ1m5fCMFCxbgyPE1mWUF84LRn/6K3WZnzIhJDHqzxz2tovUZ8DQbVu3Gu1ABmrSoyYbVuxn98a/Y7Y6wHqlKTh2/SHBoAD9O+RiAfj0/5NChcCxqGgATfpjKuTNRTPzhT/oPfJahH7+S7bWklPy1eDXHw88SGhpMt+fa5snnsHDOGt54ZTRu7i5UrlmWBo2rkWy6xi8TZwECLz93nut78wHAaDTw4x+fsmr1RjJSrOh0Cs90bsaO7ftZu2obfft15rdJM7Hb7djtNqTOjtCbePX1Fxk16gM+G/E/UlJSMZoNrF65hdcG933gOWg8uQghNt3tvJTyrgGlWozlI4DeqMc3uBBR+8+jWKyY0s1IQK+Aq07l6IqD7Jixi8hdZ9DpdRStFkLt3g0A+KbjeJISUgHwL1WYL3Z+BEBQ1WDq929C1KGLPPNZVwCGLB7CkRVHqNi6IoriiL1183ZDSjA4GfAK1Mo5amg8yRwLP83bb47CarFy+NBxtu6cf8e2e3YdJCPDhM1m59rVRAIC8263okGjauzafpja9Svf89ZszboVOBq9OPP95J8XY7PZcXZxonP3FiycsZ5iJQMpX+mmHFCDxtXZuHYnNpMJIeCV13ozqP8ILBYrX4+ZxHsfvoROd3udj4ULVvDqwGFIqwGDwUDY4ZOM/X7o/U8cUFWVd4eMxW63k5qSRq/+rejR92muXrnO9CmLQUoqVSt5mz2KorBl12w2bdhFm3ZNUKWkQqVS9B/YleatGrBs6RouRlxG0atM/Pk7Cnp70qp1M4QQPNu9PVMnz8fJyYl2T+dvksl/E/GkxVieueW9AaiCQ35oYU6dNcfyEcFusxN3Og7VroIABVAlXJi3npiZJpJNBmw2Izq9QsGQm/JAQnfzy3w95jox24+y+cvFJEQlUrl7fbp+2R3v4g5dTN9ivrQY3CLLdf1L+/PW0re4FnmViq0r/itz1dDQeDgYjAasFgtSwrHjp+7adsLPo/j04+/o2KllnjqVALP++oaYqDiKFC2cc+Mc6D+oM7t3hFEkyI9PvhjIV+PfzHxw/puBg7rT9KnaFPQugHehAiiKwsI5a1i7ejv1G9bI1qmI3Q62AAAgAElEQVQESE83IaVE4ggNSLyeTEpyGmGHT1G9VgVcXJxybafdbmfu3Hl4uHtiNjsScVRV8s6Qr4iKusz+veG80K8rtepWpHW7xtmOERJahH4DugHQulk/DuwLB+D1N/uQEJuMThgIDgqgR69OWfpVrlKOqMt7cm2rxn8bKeXL2R0XQnwJ2HLqn1u5oW3AM1LKxHu2EE1uKCdMqSZGNv6KxMuJuOklCg5NLL1RTxnnRPRCYrYL9lxzI93ohNVsY+SS1ylfrwTxF66wfNwarkReo2b9IOLnrMButXPNbMSs6kBKbN4FCapekm7f9sLZw/m+7QxbfZQTm0/Q7OWm+BXXYi01NB437HY7JULrk5ycRsVKpdi6fXHOnR4DpJT3vPIppSQu9gp+hQvd5oj+jd1u55efp7NnRxjBIUG88/4A2jYdSFzcVcpVKMGqTXcrqZyVL78cy+jRYwB4e/BHbF5/mIsRMZjNFjw83UhJTsPZxYkVG36jUuXSt/Wf+MN0Jv82j7ff60/ffl3o0OZldmw7gESiCIGbqysSaN6yHlNmfk1MdCxms5XiJYreNtaTxKMgN1TazVv+WLFFzg0fgFZ75z/0eQohSgI7pJR3fSLMlSihlLLRnZxKIUSAEOITIcSF+7BTA7h0MpbUq6modkmB4gFU6FADm9CRblYxhAZhV3RcdSlE/f6NsZptWExWtszdB4BfMR+e/64HJeqW5OzKfdit9htaABIkuBtsFExNIGXLLhZ+fOdtr5xIjk9m6itT2TF9B3+8NDlP5q2hofHvotPpOHB4NbPnTWTVmmy1jR9LbnUqLRYrfy1YR/jRW3f0svbxD/C9o1MJjs/r9cEvMn32OEZ/9S7uHm5ERV4mI93EmZMR92RjYmIiNptjsad6ndJs2DmNeg2rEVjEj2o1yuHk7Ijd9PTMmii1aeNOihWty6cfjSPiQgwfvvcNAFNnfk2x4kE4ORkIDPJjwdKJ/PDjcH76/XMO7A+nTtUuNKr9HMuXbrwnOzU07kJD7lAf/J/c11a4cPwVtwVeBtoBMcD9ey3/cYKrFKV0vZJcPBJF5087sH7iBixmxw0o7HgyvccPosoz1bhy6Tp7VoaTnmyiVb8Gmf13ztvHugnr8NNZ8XMxYLVDZLoTbnqJuwF0wiE+pejuPwZE76RH0SsYFANuBbUSYBoajyuFChWkdeumD9uMfOX9IWP5a9F6kJKt+2YTEhqYJ+MajQZ++OVjpk9ewpB3c5cAExcXR6dO3bFYLAwa9ArFihWjU6eOKIrCvCU/sGvXftq27oHNInFxcmfQwE9YuW5KZv8xo8eTkHAVo94Ng95AvQaOREq9XscLA7pw7kwk82evoluHwazdMg0XF2eOHjmFlBKLxca+3WE83eHhZcD/V3iSYiyFEOtuPQT4A+WBL3Lqf0+OpRCiCDDgxssd8AK6SylzDObUuDN6g44hc17NfO8T5M2vL/xGUvRVdIpA76Rn3/y9zH1nFiXLBDBk9zCMLkaklETvO4dBASFARRBvdsa5cEGkLY0UKYmy6vEigySrnmrG+xc2T7mcSIC/GzqjgecnahmFGhoajy6xsQmYTRaMTgaSk1Jy7nAPPNuzLZ26tSAuLiFXW/DTp8/k4MFDqKpKp07P8Oabb2Q5H370BFJKbKqZDJPC2dMXs5wvWbI4u3YeQG+UrFw7marVygMweNBnrF21FdXu2J1SdAoH9odTplxxunZvw/q1O0hJTuPVN3rn6fw1/hNE3fLegEM0fRXwaU6dc+VYCiGeBl4BWgIbgPeApUAqcOIejNXIBQFl/Bm+/SMOLtyHk7szxWqEMKnbD0hV5cqFBC4fv0RIjVC2freM/VM2A9D/h55cPh6Dh4cT9QY05Wr0deLOxDFj8HRMNmcUBaRUSbyUiIevBzpD9sHqd2Lbz+tIir6GwcXIll83snneQco1Ls1LP/W561aShoaGxr/NuB8/5psxv1G1RnkqVSlz17Ynjp3nu9FTaNKiNn0HPJPj2FarlRrVm3P+3EVe7N+TCRO/umv7xo0botc7quU0aXJ7Uk7PXl3YtGk7Z09H4OMdwLBPXs9yfu3qbSjCiNUiCQ0NQqfTYbFYCDt8AqvVhtFgICS0KAEBPpkrkx4ebsyY+32Oc9HIO9QnqFb4nXQshRBfAcOBz+/WP7crln8B3wADpZSx/7hILrtr3Cs6vY5az9XFlJjGrFaf4Jphwc8FnEoHEFihCABxx6KxmiwYnI0UDvKiVtdaAFgzLJxbc4ir2w9QwTOVs0lGzAZXLBlWvqr/OT7FfXl77Qfo9Ll3Lsu0rMSxlUdQdIJdS4+SFJ/C/mVHeObd1gSUevDMTg0NDY2cuHzxCkd3nqVem0p43CUkJ7CIH+N+/DhXYw55aQwnws+zad1emjSvSXDoTW3PlKQ0+j49nNiYq/w8exjV6pQlPv4K589dxGq1snzZ2hwdyzp1ahMZeYaU5DS8vb1vO+/u7sas2b9mOZaSnEZycipFggrTqk1j5s9bScmSIURGRTNr1gL27z5FdHQMEknr9k8xaHAfnuv8Ok816snqDdPw8b39Ohr5h+TJ2gq/C78D28kjx3I1MAQoJYSYAqySUt5eZFojz7gScYUVo5dQqIgXNpMV1WqjRJVgui18N7NNyxHPsm7kfHzLBVK0VonM4zt+WsOBX9fgrphx1dsJdTMTlqTn1KaT2K12Es7Fs2fGDrb+uI5K7avSfmTXHO2p9HR1itUthcHFyIr/rWPlhA14B3rhU1S7gWloaOQ/FrOVl+p9gdVsI7RcAJO2f5Qn44YWL8LF85dQdAqeBdyznNu+6QjnT8eQkW7mjwlLmFinLIGB/vQf0Ivly9by1dc57gry119L+GvhGrasPoMA5i0fR806d5Z2e++NscyYsgwVC+07NmXS1C8Y9snr6PUK5crWxmyy4WbwR6BHb1B5qkU9/vh1LklJKVisVjZu2EX3Hu3vOH501GVeH/QRgUX8+WHCZxiNeSd8r/HEU59cJH3nyrGUUj4thAgCBgK/AAYhxN/lG3PWK9K4ZxYOncvZHacxOBto0KEG6RdiaPxZ1liZgqG+dJ/62m19LSkZSFUlVdVjk4JUq0Cq4FXMF4OTnkrtq7Jl/BpSr6Swe/o2mgxuhbuPR442uft4kJaQRNW6wTR9/hM8/b3Q3+OWuoaGhsb9YLPaMaWbsVnsXItLznW/6MhY3NxdKejtme35iZM/ZtvGA5StUAyvglnvgzXqlsXZxQmb1U6nnk0Bx07d+AlfMn7Clzle+8KFC/Tq9Tx6tRDuhqIoOoVN6/fc0bG0WKz8OWUJqrRhkyaWLllLo6k1cfdww2azoqoqCgaQAlXYCS4SxPP9uhISUoSlf63Dw92NRo1r3dWmMaPHs2njDpydnWnRshFdu7XLcR4aOSGeqJKOQohVtx7CkbxTGRiTU/9cJ+9IKaOBEUKIz4BncGSEC2CuEGIOMF9KeWdtB417wq+EHxcPRACSI+tOoJpteCzcT9EzlzG4OBNYvTjufgWy7Vu2bVWOzd2GaldJsihcM+swCEiIus6Yw44VbNVk5uDCvfgU88U1l1neNrOVGe2/wGqyULhSCM/OfDuPZquhoaFxd1zdnRk9exCbFu6n2+DmmcfPnLrI3l1htOvQhILenthsNvR6x0/bnBkrGfbW9xgMBtbt/IOQYrdnhzs5GWnRtl621/Tz92bn2SlcSbjGgAFD+PzLVGbO/oWiRYvkymZnZ2cURWAnGWc3BbtNMnzkcNKsCYwc+eFt7Y1GA42a1mDzpt2AI/N725a9rFm1FQT0fK4nJ06cIezwOZCSiEjHlnyTZnWJubIHRVFyDFGrUbMS8+ctR0pJmbIl7tpW4z9Lwi3vVSAMGCqlXJNT53uWG7qxBb4EWCKEKIrDwXwNGAVoy1d5RMdRXSnfqiJ2s43Fgyahk5L9UzZz2mBFAhcznPEsVpj6HatycM5OLOkW+s9+HWc3J1S7pOUXvVk3dimJ0akIIXB21lHn6UpkJKXjUsCVRi83pXqXmgTVLI6iy13yzdWzlzGnpKPaVJIib/3eaWhoaOQv9dpWol7bSpnv01LTadtkIFabjXFjp9GgaXXm/Lmc5q3qMXPht2xevw+z2Yqi03Es7Gy2jmVO6PU6li5dxfZtu7FYrEyc8Dtjvx6Rq74BAQFs3bqJ/fsP0LBhQ2rWeAq7tDJlyqxsHUuAV4f0YNfuA2Sk2yhVujghxYKw2+2oUvLXwg0IRSAESAlCKNhsdgwGwx2rB93KgIG9qFmrCl5eBQgJDcr156Bxd56kGEsp5fMP0v+BSjpKKaOA4TdWMZ9+kLE0sqLoFMo0LefY+pCSJKvArArS7UZc9SrpFpXUU7GsH7cKww19yh2/bSJiwxGEENQf1BK30AC4dBakxNUAR+bt4srJGJoNbsmS1x0VIzpPepXQBmVztCcuPJL5Pb9DAoXKFCGkXW1+7fUTTV5uRtmm5fLzo9DQ0NDIFovFhtVqw2Kxcik6nrl/rgBg0/o9JCel8s6HL3D29EWCivrTrFWd+75OrVpVEUJgNBpo3KT+PfWtXr0a1atXQ0rJM8+0Ye3ajXz80Tu3tduzPZz3BozDZszAalbR64y89kZfOnVtiZPRwMrlmwgPP4WzizNjv/uQI4dO0L3H07i43Hs1tSpVK9xzHw2N3JIntcKllDYcmeMaeYyiKHiVDiDuaBwgyLCDs05QpaCFJKtCilVBoGBwdSK4ajAXN4ZhM1u5ci6OXj/1Y/+c3VivJrLtj20AZCRnkHAyBtVmByFIOBmTK8fy2rnLjn+oksBqxVn+9SrsVjsR+y7w5Zlv8vET0NDQ0Miegt6eTJnzJQN7f4olwwYI7Fhp2rwOBbw8KODlwfqdD14prFr1ypw6sweLxXLbNnjYodOM/ex3nmpdlwGDutxxDCEEc+fd2ZZxn88kOuYyaVz7uwc9ej+NoigMG/46vV/ozAfvjqFUqWIMfLmnJvP2CCFx7BU/KQghXgCWSimv3+F8HyBVSpmt35dbHUsruUjSkVJq6WX5wEtLP2Bss6+4GnmVgGI+uMTFIAQUMKpgMFL5uQa0/exZkBLTtVSuXUyg8dvtObflBGWblWPFqz/jrrdjQ+GZz7tRuFwRLh2+gFAUKnfP3dN3qTbVidp5ivRrqdR+vQ27158hNSEF76KF8nn2GhoaGjcxmywc3n2GclVC8CzozlMt67B2++8Mf28iu7ceQVWdqVWzSpY+4WFniIq4TMt29TPjL++VwoV9sz3+5sAvOXPqIru2H6F1+/oEBfvfdRybzcbQd7/iePhpmjavT/+XnsXXrxDSyUI6SYDDCa1eq0IW5zE4OJA58yfel+0aGvfIFKAakK1jCZQA6nCHBcXc/oUN5KZjKYCfcaivx+faTI37xuBkYNjWjziyYC+JkQmQUow9M3aRoSp4Fi1Eu8+7OxoKQbMPOgAw77XJnN4YjgBqdKxG8qJdoKrERV8npG4pOv/yyj3ZoHcy0GrszbCLwYuHsH/aFip1rJlX09TQ0NDIkdc6jyX8wHk8Criy+sR49HodJUoX5avxb9G97bvEX43nUFgYideT8SroyZmTEXRo8TpCCJ7v34ERX76e80VywZEDp+jT4WOsVisuzk7ojYKFixdSu3YN6tWre8d+a1dtY/aMpWRkmNi7J4xVyzexeedcFL1ECAk3hLaPHj7JpZh4Aov45Ym9GvmIfLJiLHH4e3eb0GHg1TudzNVaupRyqpRy2o3XVMAGLPzHsWlSymn3YrXGvXHlTCxrPpvPrkkbiDp3jXRVBwiSo69m2z7tSgp2sw0pwatyCS7ZXYhJ17Hx2+WseHsyiRcfLPlm/bAZhM/YxNznvsOckvFAY2loaDyZnDsVzagPfmfXlrA8G/PsCYeu5NX4JAY//yVb1x8AIDg0gCEf9cAqTaxfs53x46YhpeR/n8zFNd0bma4QE5N3ayHz/lxLSnIaUkKfAR0pWc2ZYcM+okWLNly4cOGO/YqXDEZKxzqNqqqkpTnun2O+fYcWrevj5++NVTWRbk5j4/qdeWavhsY9clAIoWb3AhYBd6yMkicxlhr5i9VsY8Y7c4hNtFPABTz9PAmqFkrMoQiqdqud2c5usbF30jqsJit1+zWmUHE/QmqXoGybKiz9Yil2s42EqETC4vdz7WQUZdpVo8rzzXEqkDu5oX+SfPkatgwLOqMea7oZJw+XvJyyhobGPbBk+lZ+GbWIdj3r88bfOxiPAAO7jSIqIo45k9ew58J03PPgPjF2ymAmjV3M/gPhrF22i01r9nEsbhF6vY6QUEf8o8FgoGSpEOIuXWPXhnAUFAo5+zL6myEPfP2/6dKzBYtmb8TN3ZnqNcrx7fejMdnMODs7YTKZ7tivbLkS7D64mPVrdxAREc2LA54FICi4MFbSSEyNRyggVTiwP5w+L3TKM5tzw4kTJ4mLS6BJk4Zadb174EnSsbzBR0Dk/XTUHMvHgKiwKC6duuxYm/b0wC31Gk17VqfUwreySAUdmbOdXT+txm62gYDgJpWo0sXheDp5uGBKcjwZZ1gVToZf4ejR9RxccogBy4ZxOTyKgIpFMbjkLkz2mfEvsfvHVRR/qiLuhb3yfM4aGhq5Z9yw2aQkpjN93Er6vfs0HgVcH7ZJALh5uGB0MqDX69Dr8ybZpG6zitRtVpGWNV/FHmXF3cMV3Y37YOUq5ahZqRbJiak0alQbn8JehJYK5MLpS3R9oTl+hfMuJrxGnXIs2/4DURGXWT53Jz7GSjgbIhnwSg/Klbu7UkZIaBD9B3bnWPhZChZ06BHv3XOETRt3kpFhwt3NjdCQYrz2Rp88szc3hIWFU7/+UwghGD58KB98cHv2usZ/hlVSyiP301FzLB8DipQPxNPPk2vR1/A1mrm86zhx+09T9KmquPp6kXYtFZ1Bh5On641IWAkSYnafQErJ6g+mkxodT5pVh7cRhJDYVAUQXI5M5sdmn5OakIxX0UIM3pw7fTaf0oE8/cOA/Jy2hobGHTh3JgrVbqdU2VAAGrSqwvrFeylRPgg3j3uXn8kvpi4Zyeolu6jbqBLOLk55Ova8NV+zY/Nh6jSsmLmytnLxNk4djcBisfLHxL8Y+e2rzNs5hqSrqRQqnH1BifslMuISrRs67oGt2zbCp5APpX2K8/6w21dFkxJTmDxpAf4BvkRHXaJG7Ups23yAP36dj7OzkV2H5qPaVTIyHCudqWkZ9OzchVKlQ/PU5pyIiLiIEAKz2cyJEyf/1Ws/7si7hiQ+dkyDTHmCeya3WeG9bjmkAzoIIbIErEgpZ6GR58TsPI5fShwBhQ0ElvTmangSNouNuX1+oOrANiwcOhchoHLbStQb0pad/1uOtEtKNKnAmaV7iFi2k+LuEJku8C7sSUZCEkZFxaIqFC4TQNShSJz1kusXryClzLxJZ1xNJjXmCj4VQxGatIWGxiPBjq0H6dvVIa79y7QRtGrXgNGTX2Hw58/iG+D1SMnQFPL1ovdLbfNl7IKFPHm6a+Msx6rULINQBAaDnvpNHZnher0uz51KgLjYq0jAlGEmKSWFfRf/JPZyAt06vobVamP2wv9RNDiAo2Gn6dDqVdJS0wEQAoxOekqWKoYpwwxAdFQs27ceRCeMqFJFCMHiOZsZ8knWMr5Wq5XpUxdQqFBBOnZunWWrev26rYwe9T969+nCwJfvb6Wzffs2vPbaQC5cuMgXX3x2fx+MxmOPlLL/g/TP7YrljGyOfX+rLYDmWOYD59YcQtrsSJvC8YOxqFYDVjtYT17lwruzUKXEYoddCw/hseoobkX8afd2K8o/U5Oj0zeQYtOTYlHw8nKmVHlfzu+8jlUKbKok4lAUUkKGTVC6emDmjcqUmMripz/BbrFRqktD6n5867OFhobGw+D40XOoqoqqqhw7epZW7RoghCBAk/6ibIVQth2bgsVixT/QJ1+vVbNORYa825fwsNN8Ovo1ABbOW82pE+ex21Vmz1jGBx+9zJiRP2c6lQDKjXvssE9f4Zsxv1O7bmWKBBXm5/GzMepcsakWvIy+vD+y323X/PbrX/n+20koioKLqwut2zTJPDfgxbdJSLjKwQNhdH+uAwUKZF8bPTv+LoOp0+kYO3b0fX4i/13kE1Yr/EHJbVa4IqVUAFfA8+/3t7y0co75RLWXWuERVAjvkoGkmVTSbTpsUgEhkFJidDaQYReYVbieZuPyuSvEXLiOolOo0Ksp6dIICFKTLdT7oCs+IYUwGPWYpZKZnWh01vPCgvcyr5keex27xYrdZCEh7PxDmrmGhsat9OjbjpZt6/NUq7q88NK/m9jxOODtUyDfnUpwaE2+8W5vfp4yguBQR6nIho1rojfoMRoNNGnmqPTTrEVddDrHvVZV7QhFMHPBOFq1bci6bVP54pt3HCUb7SoChZo1qnL++lradWtw2zVtNtuNe7bEZrNlOVe5SnlcXV0o7O+Lm1vuY2y7du2Ds5MvQ4Z8cP8fhsYjgRDCWwixWAiRJoS4mM1u863tjUKIk0KI6Ly0I1eOpRCioBBiGZACJAkhdgghQvLSEI0741M2iL4bvqDRqOcRN+rBehbxJrBSEF5FCtJn8ssYnA0oOh1SCAwGhaTjFwhfvAe9k4E6/RzbReVaVcKvQlGe3zCajn+8gRUdLjqJs06lgNGOznhzAbtgmSDK922JX7WS1B/R96HMW0ND43Y8PN34bcbnTJ07Bu9Ceb/F+6CsXrmF4cO+JTo69mGbkq9ERFwkIKA4Xl6BbNu2A4Aq1cpx/Nxqjp1bTZ16jq34l197jh0H5mB0MmAlgzRLMvv2Hc4y1qZNu7CoGdixIowWxowen/nQ/0/eHzqIEZ+9zfc/jKRd+6eynFu4+A+WLp/O/oNrci0CbzKZWPKXowzmzz/9Ts0aTYiPfzApuv8qqszfVy75EbDgkALqDfwshLhb/c73yQc98twG44zBobI+4oYhhYFf89oYjbvjU8KPwqHeuOvtONvN2CKiCQr2wK+YD++veoee3zzHyL0jqFSzCBGbw1nz8Wyuno+j7fDOfBbxP3r99lLmVneJ+qXoMa43nkY7vs42qjxdhdS4myL7QghqvNWFdjM+pFB57RlCQ0MjZ6KjY+nX511+mjCDF3u/m+/Xk1KyYv52Vi3cma0jlp+sW7eRtLR0TCYTc+bMzzzu7uGGZwH3LG1Diwfx1gcvOLLjdTo2rN2JyWTOPL93zxGsNgtWNY0d2/cyZvQEOj99u/60s7MTb7zZn959OnNg/1G6dXmFmTMWA2A0GqnfoNY9bYE7OzvTv39fFMWxonry5CkWLVx6rx+FxiOAEMIN6AoMl1KmSim3A0uBbFeGhBDFgD7Al3ltS25jLNsCA6SUy24YtBoIE0IYpJTWvDZKI3usaWaUhAQ8nCT2xERsqsLlQ+eZ2nIkIQ3L0XGSI87Ho3AB4o16EAKjqyMT026yErUtDO8KoXgEOUqTVelci+K1i3P9Qhzrh03jVLOPqdijITVfaYebJiGkoaFxjxgNBhShYDAa8PB0z7nDA7Loz42MfncyCLBabXTocTOZJzUlg0N7TlK1Vmk87kOrNycaN2pM4cJ+pKen89JLL96xnaqq1K3WhXNnI3Fz9SAlLZn9e4/w59RFPPtce6xWG+++9xJnT1/g8uVYTpw4A0i2bz6AyeTQxcyOfs+/zcWIaDau30Gr1k3w9fW+r3lM+m08PXp2o8Mz3dHr9TRucvsWvEbOPAJZ4aUBu5Ty9D+OHQGa3KH9BBxalXle4SS3jmUR4MDfb6SUx4UQFiCA+xTQ1Lh3/k4AFELgWaQQ0ujEtbOx2Cx2zm88yubhM2k6qjeN3+/I5fAonDxdM7e3t7w1kfiDZxE6ha4bvsXo7hAq9ihSiPTrqaTGJ4OUHJu5lVMLd9Nl7gf4lA3KtW3JMVdRdDrc/TWHVEPjv4LVakOnUzIz0f0KF2LV+qkc2B9O12fb5Pv1TekWpFRBCkzp5iznnmv5IVEXYvEL8GbdoZ/yVOw7If4anVoOQZoCGfpeH6pVq5Jtu7S0DH77eQ5nzjji1FPT0gDH5zbqk18YNfxHVFUydfbXLF35B6qq0q/Xe6xavo3OXVvf0akEKFEihIT4qzg5GXF3fzDd0qeeaszl2DPodDpcXR8NDVSN2/ARQuz/x/tJUspJ/3jvDjeKzd8kCfC4dSAhRGdAL6VcLIRomteG5tax1AG3rkzabxzX+JcwerpSpk9zUi7G02z4s1gzrExuORJwpOSfW32ApqN6c3TRHq5HXUPRJXJ08V7qDHiKhPCLJKfYkEJgTk7LdCwBChb3R0oQEhyJbZKrJ6Nz7Vhe3HqMFa//Agg6T3uTgOol8nrqGhoajxhrVm7lxd5D8fEpyMadM/HxLQhAlWrlqVKt/L9iQ/cBLTGbLSiKoMvzWWMOI8/HYsowE3MxPouMWl5w/kwUJpMFs8nCwjlreXvoC7e1UVWVFg36EXkxGnEj0dLN1Q2LyQ6A2WRF0UvsdjubN+ymRasGKIrC9Dnf58reOfN/YvOmXVSrVgEXl6zapYmJSaxetYl69WsSEpK7+7iHx23+h0YukfwrlXeuSClr3uV8KnBrHIQnjtyYTG5smX8NtMtb825yLwLp82+sUv6NMzBdCJG5jCqlbJVnlmncxqF5u9n+x1YACtc5SkiN0H+cFdR+swMAwbVKstuwHoQgqHoxABJSFVIsjqo6h+buofHb7VGtNnZ8MYe02OsUa16Fs+vCsKtgVxVcg+9YBvQ2Lh86j2pTEYpC3NGLmmOpofEE89WoX5jy20KSE9Oxq5LExGT27j5Cu2ea5sn4c6et4eihs7wxtAdu7i688fJokpNSmfj7cAICfbO0NRj09H+zY7bjTPjzfSZPWEqfV9rlubZnzboVHZneSM6fi6ZHx3cJKFKITs+2xJSRwZLFG+j/cjciziwRHHgAACAASURBVMdgt6u4uXjy8Wev0LdfFzo2eIsT504jUChbMQirzcZLrz6XZfzcOMEuLs60bdcMgLi4K0ybMpc6davTpGk9nmnfl+PHTmE0GoiIOoCTU96K02vcgoR/OcQ3O04DeiFEKSnlmRvHqgDHbmlXCggFtt34nhmBAkKIWKCulDLiQQ3JrWM5LZtj2WlbauQjQrlxs5GSAz+tZGdSGr5lA3EP8Kbu620JqBLKprFLiA2PpOe01/EuXhh3X8cDTPGW1TiyaB9CEZnjRGw8wtmlu7GZrNjdHe1UCUnJKjt/38xzPxXLlV2VejYmZu8Z9E56ynaqk/cT19DQeCRITkpl3LdTkHYFgUCgUCTIn4aN77aQknvCD5/ls/d/xWK2cjk6gWbtq7N5/R4sFhu/TJjLZ18OzvVYTVvXpGnrvLHrVnQ6HXXqV2L7loNYLFa2bNyHlCrz56xGxYbNYmfjmr2M+GIwC+asplPXFiTEJRMdGcf0ZV8w94911GlSkfrNKj+wLVJKunTsz9GjJzEY9Bw9tpHY2HjS0zOw2WyYzRbNsfwPIKVME0IsAj4XQrwEVAU6AvVvaRoOFP3H+/rARKA6kCeSALlyLKWUd45M1vjXqPqsw2mzpJrY9fVCpF3l2qlLWFNMOHm6sPbTuRxdsBub2aFvVrlpcVKj4qjyRjfaf9MX/6rFsKSaqN3f8ZRbILSwI5PSoKdIzRKc23QMq02CXke51pVybZebXwG6ztRqympoPOm4e7hSpmxxTp+4iFShUtUyrNr0GwZD3lQH9vB0AyRGJwM+fl5UrFwKIQRGo57adStyJS4RKSU+N5IL83J7+25ERcSxdd0BmrWpRWBRx6rpH7O+YMqvixg76g9M5gx0Oh1GowGEDosVUq+bWbFoK6s2/06pwFZkZJiYP2sVYWeX8fbIvCs48d13P3HkyDGkdFQZEkIwf8HvjP/hN7p2expPTw+klERGRuHvX1hzMvMJ9eEn7wC8BkzGISF0FRgkpTwmhGiEo/a3u5TSBmRqgQkhrgGqlDLP9MHEvyHRULNmTbl///6cG2rkmjl9x3N518nMhB6rFJlaV4rBQGjdEsgT4agWGyFt61Lr0xdIioijYMlAFP3N0Ni4oxH83vMn7BY7DV55ijL1ihP+5wYq9GxC0ca5dy41NDT+G1itNqKjYvErXAhXV+c8d+7CD5/l7KkoQksEUjSkMCazmW0bDnF0z1nWztuHXaoorhKbzc6fK0ZRqXrJPL3+rUgpqVPsBdJSM/D28WTbyT+ynK9fswvnzkVSoIAHnwx/k78WbGTfjnDHQ7uA1dsn0anNa5hNFgoH+LD/2MI8ta9L536sXLEeo9GZz0cP5a23Bt7W5u23PuTXX6dQpEgA4cf2PFHOpRDiQA6xh/lOcRcf+XnJDvl6jb7hUx76PHNL3jxmavzr6FydMasCg07iJGyY1Rv/lRJSLJJTO85Q0sMOQsGm6FnYeTQpl64RWKcM7Sa9kTmOxQaqTcVmtnJu2yli5q/HnJRGzI7j9Ns/PotouoaGhobBoKdY8dwrRtwrFauWZM2ynXz4xv8wGPRMWzSaUe/9hjQL9NKIDSt2mw1VlSybvzXPHMuMDBOKIm5zuqSUmDLMWMxW0tNMt/W7eP4S0mIg+aqVoW99B4BO0SGlis4osNvtrNr0GxvX76F9hzspv2RFVVWGf/w1R8NO8t3/RlCq1J3Dkr788hMSrydRrnxp3ngj+xLPy5atwmKxEBNzmUuXYilWTNMmzkskILWSjploXsNjSrMPOpCakIy7txtJ+8JJTAK9AjYV7IpCmlUSSSFsKekcmxOGr2ICKYk9eDbLOEWqBFO5Uw2iD12k7Ygu7BkxFbvFisHVGUWftwHvGhoajxZms4Vx30xBpyi8+V4/x1buI8C+XccwZVgQQhB76SoAUm/H2VlPQto1VFXFw7UAHbo3ztJv8ZyNTBw7m+deaM3Lb3W76zXsdjuz/lyGoiiEFPOn4zP9MBgMbN62kLJlbzqriqLw54pRLJu3lc69HGFEO7cdYsiro6lSrQzOSgGEYgUkdhxhSBLJS4O7UblaGapUKwtAqTKhuZ7/ju37+O3XWaSnZzD0vdEsWnJzlfTokZPMnb2cLt3aUL1mRcqULcnGzYvvOt5334/h7beG0a5dK0JDg3Nth4bG/aA5lo8pPiX8eXHRe2QkpfNlnRHYsKKzqxQp4Y0x0A9LagbXjl3EZpU46WyO+A8hKFw5BPO1JJy8HaXgFEWh41c9M8f1+/N9oneeIKBmKUQeZ1JqaGg8Wkz5fQETx01HCIGPb0FeHHh3Z+zf4tOxr/DxmxOoVK0UbTrWx8fXi/DDZzFbzHz/xTQsFpVeA1tRsVrW1coR7/xEakoGX4+YyvOvPIOzy523fGdOW8LHQ79HALXqVcBkMiOlZNPGHVkcS4AqNUtTpWbpzPejhv9I1MXLJMRfx9XJFVVKVFUiVRVVVdEbdPR+oQOly4be1/xDQoIQAlxdXahSNWtFvg7tXiLxejJT/5hPZNyuu2a8jxj+LRPGT6FX706cvxAGOFZgP3h3DFs37+G7H4bToOFjsbv6iCP+DbmhxwbNc3jMsaSbUa02vHUmEBATkcilI5H4+HuAXcVg1FGpfTWcjAqFndOwhh1my3NDUW32bMdTVcnO3zcxq894rkfkeQlRDQ2NRwhvby8UnYJQBF4Fc18KML8pX6k4izeO4/PvXkNRFGo3rEj/wZ3o3KM5QcH+BAb50r1v69v61axXAScnA6XKheDkbMzVtSRQr35NigYHEhpalE6dchZ2b9+xGQajAU9PV+Yu/45PRr/KjiN/smDFD5SvWIL+L3ehVJn7324ODinC/kOrWbpiKp+OfDvLORcXZ4xOBpycnXKMb/1xwlQsZgtTJ8/DYnGoBZ44fpapk+dz/PgZ3nt79H3bqKFxJ7QVy8ecAgEFadixArFr95CcIrHbVMwp6cRu3I+zTgdurhQtYsC9jAtpEddBSqxJqUibDfS369ufXHWIuBPR2M02Znf9ioCygVTq3ZSS7bSnWg2NR4lLMfEYjYZMYfL74dkebfH0dEPR6WjZ+tEv5ecf6MOmQ5PveP63eZ9y/kwMwcUCcnS6er/g0L8UQtDr+Q689+HNpJeU5DTeGfwlqir5fuKHFPDKKh4++O3edOvRCs8CHthtdlb8tY31q3bzwssd2bBr6v1P8B8UDQ6kaHDgbcdXb5zO6hWbadWmcY5z7PN8V36fNIvOXdpgNDoc7aCiAXh4OEpcNm1WL09s1XA8oGg40BzLJ4ASjcqSsOUgIXo7btUrkLjzEG56FbDhX6oQ0fPXgpAoBj3SrlJh6AvYbSpbR84m/lgUT43qhe+NKjtBNUogbsgmyJQ0Lu8/S+zBcwQ3rpClWo+GhsbDY+2q7Qzo+xGKorB8/SQqVS6dc6dsEELQpn3uEkryG5vVxspZu/D286Rh2+xLJOaETqejVNncxRDqdDqe798l23Mzpi5h1fKtIGF69bK88U7f29qcPnWB57q+gaveE9WqYDDoKRriT/M2de/L9twSHBzIy4NyJ1f0v/Gf8e33w9Hrb/7Ue3q6cyh8NZdiYilTVitmoZH3aFvhTwAlOzWgyTcvU/edTiTtDkMnbjw7CbDaVXbGerExxptLfuVptugbTFYdf9Z5k6OztxJ75AJbx8zPHMu3TCADVn+Ml5cRnSIBCarKhXUH78km1WrDnJyeh7PU0ND4m21b9mO1WJGqysF9txbWeDyw2+3MnLycOdNXoaoqv3+5jG/fmcFHfX5m/5YTD9W2suWLo9Pp0Ol1lC1fPNs206YsxGyyYDKbHSuH8m8dTkcc4/vvjKFimZYs/Wtdtv0vnIumV+f3+GL4L6iqmm9z+adT+Teenu6ULVfyX9MBfdL5u6Rjfr4eJzTH8glACEHwU1U5umAPFpvAZDdgUQVGd2eswaUwqQogOHHgEkYPN07PWo+QdqQEnVFPYI2sgepewb68sGE0fiV8cdbbcNFbWTRsPtcu5k6U35SYxqzmw/izwTucnL8tH2asofHf5pXXe1C1ejnq1KtC524tH7Y598XMKSsY+eFPDH9vIgtmrcOcbka1S4QAc4Y1s92kbxfTvfEw9m51ONCqqtK9w5sEFmjIz+Nn5YttzVrUZe3WyazZ8gct22QfItD/pWdxdXXBN9CDkV8NYvK8UdSu79D+jYmJZerk+URFXebDD8Zm2//ToRPYsmE/kyctZs/OsGzbfDH6B2pWa8OqlRvzZmIaGv8C2lb4E4TRyy3z3zZVYE7JIHHHUQoZrdikwOjpxqqn3yM92Yyn0YZXES/qf/cGhSvdHmTu7OVG6z/e5c+2I7ly3Y5dqBxfeZiGg3L+Ebt6MgpragbSpnJm2R7KPtsoT+epofFfJ6ioP6s33znW8LFBwt8FS14e3hl3L1d8/b2of6PyV9yla/w4Zj5Wi42PB/3MumMTiYmOY+e2Q9jtKr9OnMugIXlXxeaflCl395K2DRrVJDphZ5Zjx8LOsXrpdtp0bEBQ0QCioy7Tpm32oQYVKpdk57bDCCCoaOHbzsfGJvDN2J+wWm0MGfwJZ87vvH0Q4MqVq+zYsZsmTRri5VUgd5PTyHPyb8358UNzLJ8Q7BYbSRHxiBvb4KpUSLcJrIlp+NxQ3FCtycReUQl0M+Oit0FKJF6F3bNshySeiSbx3CWKPlWN6IMXCG5eg+vLD+MhzVyYvBivyAOU/+xdlLvo3flXL4Ff1eJcP3OJGq8/na/z1tDQeDzp/WJ7dIqCTqejW6+WKIrCgA+zVi8pUNCdAgXdSU1Op3Itx85KYBE/6tSvws5thxj4WvfMtqlJ6YwfNg9nNyODRz+L0eneNTnH/zCJ0aPG0f25jkz88as7tlNVlbEjJnPudBQjv3kN/0Af+nQeyvbNBxEIZk5ewZ6TS4iNTaBo0QCklLdtOw8d/hLNWtShSJAfQcH+Wc7Z7XY8PFwJCChMfPwVGjSsfUc7atZowvXrSYSGBnMkbMc9z1lDI6/RHMsnBHNKOhlXU3A8/ju2kwRkqV4qJVikjuhUN9JseoI9UrNoVabFXmNVL4f8xOkl5Tix9Tx2mx3fAC8slzNITVa5sOkYAW33U6jxnbMJdUYD7SdrtcM1NJ5UEuKv0fe5d7GYLUyf+x1BRf1z7nQLOp2O3v3v/uDp7GJk+YFxXDhziYrVS2T2W7hiwm3O2qwJa1kxcwc6nUKJ8kF0fLHxnYYFIOVaGuNeno5UJW//9jyehdwZPWocyckpTP5jFmO+/BhPz6zZ4FJKpv60jIN7j7Nu1Q7MZgs6vY63P+7Lvl3h/5ibgtFowN/fl1ZNXuDI4ZN8+8Mwnn+xc2YbIQR16le+za5z5yJo3KAzJpOZ+Qsn4VfYl/LlS2U7h84dnycm5jIAkZHRd52vRv6iVd65iRZj+YTgWsiT2m88TYEQ31t0DyR2CYpQcZSFF5hVA2ZVz8VUD4yFvAj/32x2Df6alHMxICXCYsIUEQWAotdhybDe8FAFrk52XIuHYjVZSL58/V+f54NgyzBhyzA/bDM0NB57Fs5fzdEjpzgWfobpU+5e9eVB8fRyo0qtUuh0WX+ubl0BLBLqi96gAwH+wYVyHHfDjN2EbTpF2OZTrJniWOl7rkcnFEWhQcPaeHi439Zn48p9jPt8Jiv+2kqaKR29UU9AER+KlShCyTJFEULQom09Fq4dB8CpE+c5fuwsdrudXybePR708qU4vhrzI7/+MoMMkxmTycyqlRupWLFMtiLoqqqyes1GBHoUoWPRoj9znLOGxr+BtmL5BFHjlTY4qSbCZ27i4mUrHnobAoGLzoqLzso1iysqAlWCQBJcI4St7/xE/Ka9GHUqyWeiqPRSWy5OXoCSFE+1ZlW5Ljw5tuowqHrKNi9Lo6/7YFeM/NhoBKakdBq/0576r7bKlX1SVQlfvBeAip1r/6uVfa6FnWXby2MQikKTKcMp8ADixRoa/3Xq1a+GolMwCAONm9TK12tJKXmj99ds33CYD754gV4vZS9g3r5PAwJCfHByNlChVvaZ3P+keJUglBvOaslqDomiCRO/5IsxH+Hh4Z5txrSnlxs2uxWTmoYQkGZK5Y9fF1C8VBCrt0/CZrNjMNz8WS1TrjgVK5fm8METvP5mn7va06fXEA7sD0Ov1+Pv70dCfDwL5i+lQoVS9Ovf87b2iqLw3nuv8/tvf/LmW6/Q7Km7r9Bq5B9S8thlbucnQsr8l/WsWbOm3L9/f75f579O/IHTbB70HXazBZtdkGwxYFYdN04vgwVFUfGqWJKAeuUo3q4uZ+ds5PSCrUi7HXeDBQ9/L+p8/za7Bn6OtNnxf6oW4WdsRB88j16oFCrkRLFmlSjdvQkz+0zEZrISWDWEFxe/n6NtKfFJbPluOSeW7kMIQcsRz1Llufr5/ZFkcvznhZz6bQlCpxDYrAYFKxSjeI9W6JxyV51DQ0MjK4nXk7HbVQr5eOXrdWIi42lddTBWq43Cgd5sPfV7no0dF3EFKcG/mE+u+yxdsIU3Xv4cm82OKlVAElK0KLuPP1iGeqvmvdi/Lwy9XseBQyspU7o+UkrcPdxIuPpw5ZceZYQQB6SUD7WCR4izr/woNHtN1Lzi1VOTHvo8c4u2Ff4E4Vq4IAjQORvxrVoSJ4+bdXLtCIyKyrUTFwmoXpJCxQtjM5kROgWhKDjp7QRWD8arfHGqjHiFEv2eoeKH/QltUAa9kwFXg8SanM65NQfRISnVvBJeRQvx1NBOubJtWpdvObpoLxaTDalKVPu/m0MX8kwj3Ir64VyoAHHbDnLy5wWc/mPJv2qDhsaThFdBz3x3KgH8ixSifNXiCCHo9nyLPB27cKgP/sV8kFKS20WWDt2asHjNBBo2rc7fcUcJlxOJioh9IFtmzpnIyM/fYdnKqQQFB1K1WkWMRgP16tXi1x9nc/Z0xF37X7t2HZvN9kA2aNw/Mp9fjxPaiuUTRkpkHGmXrlK4dlki1+xl9du/o0qBl9GCVRVYpB4QeHg5YU3JwDXID7fUaFzUVBCC+mtmoHdzzRxPSkn0vjNsHvQ9aWkSRSd4fsd3JJ2/zPbh0/CtXIyGo/tlbindiW8qvoslzYxi0NHqky5U690oxz75Qdz2w+z7YDxSSkr370iZgblzjDU0NB4eUkosZmuu63/fC2dPRtK15btIKVmw7jtKl7tzmMzlSwm82P0ThICJkz/hozd/4NC+k7i5urItfCruHq537Hs3LBYLycmp+Ph4Y7PZUBQFVVWJiozh2Q5vcvlSPE7ORk5Hrs9W8Hzc9z8z/JOxFCniz4FDG3B3d8vmKk8mj8qK5bB8XrEc9BitWGoxlk8YHsGF8Qh2aKIFNa+Bs34SVpsgzarHKvXoFDuKkCRdM+OsqCRFJlCwciBEnsarVhV0rjfLNqZGx7Ox7+d422Io4WrnmnAh1eCLs5cb676eR9KFWFIvX6Nsj6b4Vbl7TFPPaa9zaM4OqnavT9FaD6+MmF+DKlQf9SqWpDSCn9H0NTU0HhYnwyL44/ultOxUm1ad7l4GUQiRp06l2WRBVSUurk6sWbaT1JR0pJSsWbaT0uVCMlcvb42znD9zDSfCz6GoelpWf5W6jSoxc8lXlChd9L6dyuTkFGpWa0Nc3BX69evOjD8X4eHhzvZdf1GseAhmswWLxYqiU1DV7BeCZs9ajM1mIz7+CqdPn6N69duzzTXyFy3G8ibaVvgTjCXNTJrNEWdpkXpHaShVwV1vwaDYSbMbyLDrOXEwkdOJvnh1657lRhqz8SBqSjICO0JAwYIKIbWLs7z+ADw8FBSjHr2LkQIht4v73kpQjeI8803fh+pUmhKus/X5EZyZsgz/RlVRDNpzlYbGw+DPCavo23QEq+fvYmj/iSRdS/3Xrn36+EXqhvajTsgLHNx9kjYdG1LAy50CXh607dCAqAtxNC72CnUDXiRs/xnSUjIy+9ZvVBWDQY+Qjp/OvTvCKVOhGN4+9y9MfurkOa5dS8Rms7F40SrMZgtpaels3uQQRF+wdCKD3+rL4hU/Y7yDfvDIzz7Az8+H5s0bU7ly+fu2ReP+kDgE0vPz9TihOZZPMM5ebqiKDoSKlBIbYJYKQoCXkwUQmcEbql1lx09rOL3qIDazo5xaYJOq4OpOht0Zm+KET4/uxG8/iN1kJvlgONWeKUPdj55Dysfjax+5fBtJJyNIOnWRyKVbH7Y5Ghr/SaIvxPPD8DlYzXZ0QoezixGj872Lmd8vOzeFYbXYsJgtbFq9nxKlgzgYMZdDF+dSsmwwW1cfIjU5nbRUE/3afEbd4H6sWuiQI6pZtyL7T8/nzY964+rmTNfeLfAs8GDbztWqV6R584b4B/gx9OPBeHt7USTIn1ZtmgKOzPIRo4dQs3alO47Rrn0LIqMPs2DR5Gy3yjU0/k20b+ATjBACj6K+eF89hbvBSnyGC7Hp7pjtenRYcdaZUdHjpNgQiiD+wFlWHz5P8acq8fSEgXiE+NNm+bf8WOsDVJuKyy+7KFcsiNTzURgUG+FLjqCuOIVzQQ+6rR+brTzHo4IjRkuCEAidQqEa5R62SRoa/zkiz8bSs/4n2Kx2/s/efUZHVbUNGL5PmZLeCAFCCD303jsIUqWIKIogiogigigoRQVFsCHSRRSsCAiiIL1Lkd4h9E4gIYT0TDvl+xENLx8dEgK6r7VGV2bO2WUWyTyzy7MtVpUS5SIYPaMvXt62W9+cTVo+Xpdfvl2B2+2h47NNrnrN5XJz5MRxdKsLm+KFbmpoHp0/Zq+nZcfMM8MDg/zoN7gL/QZ3yZb2qKrK7LlfZf1ctEghYmJiCQi4No/mjRw/fppzZ89Tv0HN6+a8FHKaJBKk/w8RWP7L1e7TknOj9iNJEGxzkuD0xiprGEj4WHRUKXOa223ImLqBqevE/BWN4fYgWy3IqoKvj4InXUNPTiXumBs/RcemetAcMqbLg+NSMqZhIikP7i9WzIb97P56GRh2ojo2IqRSydxukiD85+zZfBTDMJGAuk0r8NnPfa/K+3g/hOUPZvH28dd97fup85nx7UIkSaLv8M58M3o+HtNNl17Xz52Z3f7auJ1uXfphmibHj53mo08G3/Ke48dPU7tGWyQkevfpxrD3xalnQu4SX23+5Yq3roERlBfDBLeuUNA7DZtioEomCiZOTUY3wKllHgUJIGWksu+dzwHYN3UhXoYLH1VDkQzSXDIpLjvJLl987GC1SjQe1ztXdnjfDRMJxX7/RkcEQbiiUZsqlKoYSeES+ek74qnrBpWbluzj7XYT2Lr8wH1vX0CgH7IiI8kSW9bv5+KlBBxuB+M/u/sclbEXLpGUmHrTayaPm0HlqPb8PncVkpR5qo7L5b6t8mPOXUBCwul0cTD62F23U7g3Yo3lFWLE8l9OlmUa/PwJK1v2wTS1/9m5ZpKhW3DqKi5Dxyob+KgeNFPGT/UQt3YnZ1ZuR3dn5kWTZAnVqqLIBgYyipeBme5ElS2YZuZIp6QoudfRWwivV466I7rjTEylZCdxQoUg5Aa/QB++XfXeDV83TZPhz3yF5tbZu+EoSxKuP7J4u/bsOMzP3y7h8c6PULPelTWKhmHwybDpHNx/gg9Gv0rhYuEYhsGTzzYnOTGNlQs3o/7P3zOL5e7WgC6ev44+PUaiqgqL/5xC8ahC11xjmiYfvDsZ0zCZ8e1Cxk/+kKNHTnLhbBLDB49n6Ae9bzqqW79BTV597TkORh/j489uPcIpCDlNBJb/AdZAf0oN78vq/pPwVTUscmZqBN0ERTIxTBnQCbY5AQmrrGECSacuUuW19tiD/PAODaBYuzrErNyGJy0DvyIF2PL+D6SdjGdNn4mEBXuo9/1IfItG5HJvr0+SJIq0qpHbzRAE4SYkSSJvwWAuxyaTNyIYTdOZ8P5sEuKTGTiqKwHBt7/uEKBbh3dITkzj99lrOHBhHqqaGSxu/Ws/30+dj9PhYtjAyZBkZe+2Ywz85Fl+mrKY82fjUS0Kz/RoSXqag5HjX7ur/qxZsRWP24Miy+zecei6gaUkSdSuW4ltW/ZTp14lOj/TjuFDJjD/11VYLCrlKpbkic43noqXJIn3hve/q/YJ2cMEscbyf4jA8j8irGpJHJZAkjLc6IZJsM1BId90AFJdNgwkVMlE/jvQTPOo5KtSHMWqkidAQ089z/mVW9n53lQAjKBQ4k4moUoGdkUnPRWiJ/5CjTFv5mY3BUF4yH25fhD7Nx+nXO3iLP9tCzOmLMXj0fD192bQp8/dUVkBAb64nG68fbxQ/me5TnhEXkDCZrdRsGAYK9buxDRMfhi3mHwRISQmpGCxWnj345fuKX/mK/2eYveOQ+QJDaLFY/VueN3cheM5dzaOghGZqduKFC2IxWoB06RgRL67rl8QcoMILP8jfPL4033ZMOb3GE/MoVj8LR7++X6lyAaGoaCbErJkkqEpuLFwakM0W0b+iOPkGfIHpONXqw6YYGgaqWfjwLQieXth012YSJxZuw8xJigIwr3wDfSmVovMaet8BUMAsFotRBS9db7c/2/uys9Zu2wbdRtXviprRVj+EPKG5uHCuYvIikrFmiXYvv4g5y/EEVKoOJ9MeZ1K1aPuOSl70RIRrNh067PNFUUhsnCBrJ+79WhPsRKF8PP3oWLlUvfUBuH+uEHu+v+kh2PHhZAt/PIFElokD+HeadgV4+/he/AYMhIQ6JVBoHcaCR4LHt0k/ofZcOo4qU6VJIedvNVKEvViW7xVB5nLiU1KtqoCkoxpgtXfF93l4vLmXbiTUu66nSlxyaTG3/391xO7OZr9Xy3AkZB81fPJO3Zx6I3BXFq+OlvrEwThWonxKXw28Cd+nb7mtq6vUjuK75cPZ8LsATzTq/kd15c3LJgnuzX/e4TyivjYROIuJKDrJmuWbuXrJUPRLRoeQ2PX5sO0aFeHAgVD77i+RYkyuAAAIABJREFU7CJJEvUaVr1pUJlwKZE9uw/e9hnngnC/iBHL/5jKnaoRvWcNumbg8FhQMfBWNWTJwNvqAsCm6ARZNWQJwMRilSnapTX5O7QivySRuug3/FNSsRf0p8zATizdfZC0C0nUHdGLPf0+IHHfMZAVas/+Au8CdzbKcPyvI3zXbQqSJNFj5qtEVrv5UZG3IyP2MuteG4uh6cRujqbRpP6cW7uLkLKFOf7+x+ipaaTuPUBww7rINrFjXBByyidv/sjq+duxWFWKlylIxVolbnlP2cr3/jfg/ysQEcqT3R5l1ZKtDBnVA4CBI7sybex8uvRqma25IA3DyPbckpfiL1O5fCtcTo3mLRrw46wx2Vq+cOdEeH+FGLH8j/EuGIZiUbDYVJxYcRoqkgQmMmkuO4lOLyRDJjbDC82QQJGx5Q3FYw9EkmXSTsdxJkYmPt0HI6oqum4SdzqNlDSTlQOnkXrsLLrHRHdpHJ0487ptcCUksbXHULa+MBTXpcSrXju19QS6ZqDrBqe3n8yeTst/T4FJErIis/7NiWwd/i1LnxqOmr8Ast2GJTgISZxYIQg5KjDED4tFxTTB19/rvtUbH5fIvp3HrjoDfMQXr/LXoe9p1aE+AF17t2btkan0fLNDttX71eSfCfWvRrGCjXmx61DSUtOzpdzTp2NwZmgYHli2aAMb1+0g+sBRChesS4kiDTlx4ky21CMId0N8kv7H+BaLpNKXI0k6fJroDxbir18mQM4cqbyQ6kuglws/q4bdMAGTS2l23CmX2D5uPqWfasil3YcxPRpuIOnwOTSHG92jIWHiTknHq2kdXCvXIikK/lFFrtuG8wvXknLwBGByfuEainR/POu16k/X5sjag8iKRJVO2bNi0ztvEI2/GsClvccp2q4eq178FN3pRraqFBn6NsbFC/hEFX+g0yUJwsNC1w1+nrQMj1uja9+WWKxXPmZeH/UUeSMCqVC9BMXKFLwv7Yk9n0CLqn3QdZ0X+rSj/3vZc2LO7fhq8kxM0yQxMYklC/+kZu2K9Oz95G3d+79B8D90XUdRFKpULYevrzepKRmYpklaegZr1vxFUmIKqqqwcMEq+r7+fI70SbiWafI/qfwEEVj+B/lFFcMvqhg9mtVDc7g5OmUW+2b9Sbh/KqYp46VopLotxDtsKJKOr8VADfDl2MYjJO06gSTLYBgEl4nEr0Aw4cUCiT+RAEgcWLCLjvM+RU9NJ7DS9dcHBVUqhaQqgElgxauPVvQPC+CV37M/dUZolZKEVsk8bafuZ68QPW0RBeqVx69QPigkdl0KQnZZOGMDkz+Yi2mYqBaFbv1aZb3Wr8fHrFmxjfCCeVm5/WuUG3yZuxSXxEcDvicsPJg3PnwmK03Q3Th3Kg7DMHA63Ozaeviuy7kbr/XvxttvfIJpgKKolCpz42n9P9ds5cXnBlMyqjCjPhlAxzZ9AfhjxRRKly1G/9ff46svf+CJTm344aeJBAT4k5KcjqzKeHlb2bZtFzabFS8vO61aN75fXRSEa4jA8j/M4mXF4mWlwpAXMdLTSFyzjn/WgfvZ3IT5pmMCCRneOFNNlvX/Godpo1KJUKxWhfCm1QEoWLUwl09eQjdBxuDSxh0U6db+hmeHB1YsRf35k8E0sQYH3KfeXhFQtAC1R/a87/UKwn+Bl48NSco8VMHb137Va1s27sPldHP65HnSUh0EBF4/L+XED35h1YJtWG0qVWpH0bTd3c9eVKlVik7dmnFgz3Eee6IBz7UYToeujWjfpdFdl3k9TqeLHdv2U75iFP7+mf16vkcnnu/RiYMHjqOqCiWiCt/w/jGfTuNyQhJ7dx9m2tS5ZKQ7ME1YsnAdpcsW4/tvZwMwd85CBgx4leYt67N18x7aPd6MQW+NZO+eg1itVrZs+J3CRR7MfML/Zg/b6Tg5SayxFADI16AqFtkDkkGiy44s/T0NA+jAsWRfbIaGaRj41qpGyrlLrHtlNBc27EE5tpXCgZcI9UonzJbC0Ukz+anmaySdiL1hfdYg/1wJKgVByFnNHq/BiG9epv/7nTmx/Aiz3l+AYWR+7I4a15diJQryxjvP3TCoBChaqiBWmwVMCC+c94bX3YphGCTEJ/POpz2Ytfwjxg6bybYN0bz76lekpznvqsxpk+dRoVBHhg2YdNXzHVq/QufH+9Ko9jNZ/f1H6bLFbhpUAjz97GOoqkJAoC/dX3yc4JAAgkMCaNuhCQC9+zyPxaLS5dmOtH60Jz98+xtOp5vklCQsqgVvby+sVhX/AL+76pcgZBfpfqQqqFatmrl9+/Ycr0e4e4amcWDIp8T+tYfj8QEE29PJ4+3AbcgcSAjBpav4WzTy1SxN2cYl2D9xLhIGhVvX5sLyVYT6pOFw2vDoVkwTYhyBVHm9I5V63HmKEEEQHn6jn5nK7mUHsHpZeXPmS5Stf+sd4P8wTZMdGw8RnMefoqXC76r+8+djGdB9PLu3HuHRdrUY+/0AujUfxoFdJ/AP9GHlwclXJU2/XWULtCctNQNZlth37jd8/bwBiMzXIGtzzuzfxnPgwBEmjJ3OU0+3YeTHb99W2enpDux26w2XCACkpWVQMvIR3C4Pdi8bGc4UVFXl3eGv0eaxphQpeu3pPv9mkiTtME2zWm62oaAtr9kn/PbWzt6twScn5Xo/b5cYsRQAkFWV8p8OodmG2ZSrmw+baiBjkuG24W/R8FU92L0sVG2cn4z5MwgMMLGgE7NoPUcvh7DxTCTx6f5kuC2kua34W9wUfqRSbndLEB4qum6w8OcNrF+6O7ebcs8iy4Zj9cpMMJ6nYNAd3StJEtXqlb7roHL82KmUKlGP7ZsOousGa5ZsJzUlg4C8PkRVKcSPy9+/q6ASoHWH+siyTNWaZfHxvbKzfeiwV5D+zkDx7uAxvDd0NBcvXmb8uO9YsXzdVWVcTkji+LEzuN0exn3+PV9O+Bld1/Hx8bppUAng6+vNrwsm80LPJ3Brabg9TnRDp0XLxv+5oFJ4MIk1lsI1CtYti35oH+luK+keC4FWD74WD5HVwoibPQ+c6ZguH/755+Nv03AYVkBCN5XM9VWmQVr0UQIL3/lpGYLwX/X9mIV8/cl8JAk+n/k6tZuWz+0m3bUnhrSiXOMoQsKDyBsZcl/r/u23JXg8bhz2SwTa8xFRPJQvRvzEqsVbMQ2TF1p/iH+AD1/M6E9EkTv7G/XppDcZMqInAUF+V60j79zlMcZ+9h2JScnUqVuF6IOHARNJknG53FnXnTsbS/0aT6F5NJo0q8vq5ZuRZImAAD+e6fbYbbWhdt3KHD9+AuNbHYBGjWpSouT1s3AIOc9ErLH8X2LEUrhGUL0aaJKd2Aw/bIqJLEGw3YHr4AFcaR5cmkqeIoH4FgjGKmsUD0qhmH8iecpH4tZlPLqEwyOzf+ys3O6KIDxU0lOdGHrmR5Qjw5XLrbk3kiRRuk7x+x5UAoz4cBCFIiIoX7kEbt1N9L4TfDdlAR63hmwqxJ+/zOH9p5nx5dK7Kj8w2P+azYn+/r5s3/87m3f+yuhxQ/hg5BtERhZg4Ns9ad3mkazrDkYfx9ANnE43p0/GIMsykiTh7W3//9XcVOMmdfDz98Vut9F/gNiMKDw4xIilcA1boB+mrCJLBrJkZiZQN2VAxzDhQmogjoMKhUv6gCxjai58FA2rnookmTh1BZAIq1fxntqRfCGR77pPRZIlun/bC/98YrOP8O/24qB2WO0qQXn8aPxY1dxuzh37auRv/PHTel4a2oG2z9bPen7HxoO80XUskcXz89Xvg/HyztkTrurWq0EZ37rE7U/A1E1kZExMTHTadanP8jnbkGSZOo9UyNZ6vb29iCycOX3fr/8L9Ov/wjXXNGpSkxatG3Ds6GkmTBnGoeiTWKwqbdpdP0XQkcPHmTr1B1q3eZSqVStgtVqw2+2EF8zPidObMAzjltPnQs4TJ2teITbvCNeVEn2U6P6DuZxkkpzhi8uQCbZnkO6x49IsOA2FQKsTb4uGj9WFqoKlViNOLN2JalOo++GLRLSoeU9tWD1+GSvGLEGS4NEBrWn0arNs6p0gCNktI81Jg/wvYxomvv5e/HlhStZrvdp/xMaVe/DytjHmp9ep/2jlbKvX7fawf88RSpUpirePF5fik5gxbTFfjfwN1VDxsttJcF8CQJJg49HvsVmteNwaecICb6uOQ9EnaN+iN4qi8MeKKRQtfv/S+ZQtXY8TJ06jKAqKrODl7cWWbUuJjLw/CeYfdA/C5p1wW17z5QJP5Wgd752amOv9vF1iKly4LkV34mtz4WvzkOKx4dIt6BJYFY1gr3RsiguromFKMhHPdaL2gulc2HECAEOH4EolME0Tw+256zYUq1MCxaKgqApFaxfPrq4JgpAD7N5WSpQtiMWqUrNJ2azn9208Sh67P1ZFxdvXTtnKxbK13qfbv8kTrfvRrF4PDMOgd9eRTBg1Ew9unIqTKk1LIKmABM+98hh5w4IJCPK97aASYMFvq0lKTCUpMYXFf/wJwOIFf9L96UFs27wvW/vz//n5+WKzWcGUcLs9eNweNv0lBmqEB5eYCheuy6tUKXzKl0fbdwgl3iTUL5mSeWM5fTE/IJHP20mK20q6aSOsRSOsQf6Ue6kNO8f8QoE65fAKDeBQv7dI2xdN/i5PEtqhLRZ/X2SL5bbbEFmtKEO2jUCSwCvAO+c6KwjCPZNlmR/WDyf2bALhhUMB2LvpKG8+OgaACsWL8fX2d7FYsvdjZ9+eIzgcLk6diMHt9mQdhZj5P52L5y9jYKBaFfyD/Ojd6RNKlImg37DOyPLtja20adeYryf/gizLtGhdn4wMJy899y4ej8b2zfvYf3JRtvbpH6ZpMv+PH5n/+xLC8oby1sAPCMsXSstWTXKkPuHumIAhpsKziMBSuC7ZYqHIyFGYuo73uG+5+Pt84lL8cesKqmyAaZLPJwUUFe+QzETHUZ2bENU58w+e+1ICadGHMU04PWshh75dglfeYGrN/ALFfvvrq7wDRUApCA8Li0UlouiVXdYr527LDPQkcDnc2RpUJiYk4+vvw9gpQxj76fc8270tdruNyT8OZfwHM5n1/VJM0+TowdM0bVkLu5eVA1tPsmHFHjav3UedJhWo2bDcbdVVplwxjpxbBmRuStI0jYBAPzLSHQQE+fPuoC94putjlC6bObOSkeHAbrfdNHDdvHE3SUkpNG9VP2sjkGmazJm1mPj4yzRpVosmjdvjdLpYtuwXatSsQrsOLTl75jw9XxhI8RKFGTHyLbG+UnjgiKlw4aYkRaF43+64fcO5nBFAXIY38Rle+NmdKLKBKrnxJCZdc58lJJig+rWJcwZy7II/55O9cVxMxBETlwu9EAQhNzTvXAvdLiHZFYb+0CPbyp00ZhZVij9Jg0rP0bBxdZavn0a3Hu0ACM0bxBvDn828UALVpvDVz+8ybtrbFCkRjmmaOB1udm6+s3PDJUnKCgBVVWXN5h8Y++VQTp85w5SJP9Op3WsAfD1lNpFhDahVuSMZGY5rypk7ZyEF8lahVfNuvNT9XaZMnJn12splG+jf90M+eG8Cr7w0mPS0dDLSM/jll9+zrune9XUWL1rNl5N/ZNXKDXfUByHnmGbOPh4mIrAUbklWVerPGk3NT/sTUqIAqiohYWJVdSyyzukxE665R5Ikig8bjMMaik3NXJdpyhI+RcSCc0H4Nzl/7CL9qo5gUOPPSElIu+q1stWLsuLiRJbFT6BcrbtbJ+1yuhnRdxqDXphESmJm+fPnrEbTdC7FJ3Hi2Llr7klJScdmtyFLMr3furKpokHzylhtFkwM/lq1967aA3Bg/zGOHDpFq7YNsNmsWG2WrHRBP333O4ZhcD4mjsOHTgJw7uwF2rV5kZd7DqbPy++QkpKKW3PgdrnYsG47DWo/wY/f/4qsKBi6gcfjYd+u4/j6+hISEkTXrpmnuvy5dgtbtuwBwOP2sGXzw59IX/j3EVPhwm2x+PsS3qQajzepxsVFSzn8+XQw0pEkSNl3iIvbo8lbrUzW9YbLxf5X38LfdR67j56ZNF0ykG5zTZMgCA+HZV+v58KJeCxWlc3zd/PoC/Wuel1V722qduGsjSz4eT26plOgUB76Dn+Kt957gbf6fE7VmmUoU74oALqmM/KZb4jecoKaT1VAkiRMU+JI9JmssqrVLU1Y4UAOHznBngMHSIhPIiT05pt43nz1E2b+sAhviw8lKxegTv3KfD3pVyRJYvCwXiz/83vWrtpMq8caATBwcE9ee/l9qlQrS7nyJZg47gdGDJuA2+PCYpVR1cyPXUlSaPd4M36bvwin08lrvYdxKXk3BcJDOXH8HCbwWp/eDH6nd1Zbog8cQUIGJEDiUvzle3pvhewiYSDd+rL/CBFYCndES7xM4jdjCPbSyDCDMDKcmJqHI68PZp/qQ+HuTxDauDYLn/kEd1I6EX46kmSiKCaWPHd2rJsgCA++qi3LsfK7jUiyROKFZJLiUggM88+28gsVDcuc0rYoFIkqAEDTlrXYeXzOVdedPniBXWsO4XZ6OLTqBOUqFyc+LpEX+7UHYN2yXRzZf4aAkMx12x5N43D0Keo0vPHRs6Zp8vMPCwFIc6eyefNOtm/fg031Qdd0jh85w4svP0GPXlfOiW7Trglt2l3ZXDP646/xeDRAJsORjre3F9Wr1KBl60a8NbQnxxsdY9/ew0QWDkdRFE6fPo8kSRiGweWkOH79dQEdO7YFoEvXDqxdvZmtW3ZTpmwJBg/tc+9vsCBkMxFYCndEUlWQJQxTxeJJw1Qh3WnDNCUUt5MzX/9M/LodeDLcGKZEisebco2KkLFnF7gu4oqJwRZ+d+f/CoLw4KnQKIrJ+9/ntSofsGD8Krb8sYcxm4dkW/nVG5Thp9Xv43S4qVijxA2vCy+elzwFA4k9eYlmz9biif5X8t4eP3iO/l3GoGsGFWuVoGBkGFFlClOtdtkblgeZS3raPd6E+fNWIyFjV30w5MyUP3YvG9u27SYsoBatWzdh5Gf9KVgo3zVlPPFUS779Zi6+vl5cTkoH4N0PXqFRkzr8sWAV9RpUo/3jLXjhxSeRJIn8EYGcO5WAU09g0qSvmDpVxd/Pj2aPNsbf35fZv066y3dSyDEP4TrInCQCS+GOKH7+RH46kWNvD4HkFCTJJDPZwt+/VYaJ6XFj9fMCWSPqlSdRzuzE1DVk1Yr7YrwILAXhX8bL14bu0fG4NBypzmwvP6p8JIZhcPDAcSIK5cfX79psETYvK1O2v4sr3YW3v9dVr6WlOHA5M3PqujI8bNj/3W3X/d7IV1my4C90TScgwA8vP4Wzp2PRtcz2WPBixeLN7NnRm93H5l1z/+ixQxg2oh9Hj5zgpR5vUbpMceo1qMEXn3/DiPfHoesaNpuVKlXLomkezp45h8vjQjc86IaGqqoYhjiJWnh4iMBSuGP2YiUo+PrrnPn0M0xnGt42JwYy6Q47SDLWsuWp93RR9o6cxslvf6PMKx3wNw3skZH4VszeI9QEQch9Vi8rQ+e+wpY/9tK0e53bvi892UH8uUQiy+RHkiR0TefPOTvwD/Gh2qOZo4nL521h5qRluH3S2LRpN/4BPkz55n1OHr1A284N8PG7EkSmXE5jRK/p2L1tvDPlebx9MzfUOFJd+Fq9cbrc+Hv73lHf8hXIQ4PGVVm/Zgd9B3ShcPECDB0whoZNanDw4FF2bT0KQELCtdkx/uHn50OVquXZvnsJDoeTOb8s5K+NO9B1DQCPx4PD4eSNfsPwuA1kyYKCiSnJDBr8Bo82F3krH2QmIEL/K0RgKdyVwHp18S4cwYm+L2G6HSSl+KPIEmAgrfoZZ9DzWYmKsdiJHDyYgwOHc6HTi5QcMQi/MiXvW1sNTQPDRLbefnJ2QRDuTJl6JShT78ZT1f9fWlIGL1QcjjPdTZue9Xnpo47MHbOcOaOXgyTx7uxeVGhYknee/zJzB7h8Hg0NdOjV8SMANq7ew8SZb2WVOWvSCjav3I+iKCye8RdP9MoMyCrVLUnF6iU4deQCvYZ2uKN+ybLMj/M+zvrZNE28fayE5AkiLCyUaqU7oWk6lauWvq3yXuk1iIV/rMDpdCCZFkzA18+HJo/Uxfd/gmRFlQgICOXVV1/MSnMkCA8DsUVXuGvWgoUoMvl73G4r3vYMkHScmorDbSFh7VrytWlMiR7tiXy8CUnbdpF+9ATu+Euc//nXHGlP+uU0DP3q743Os+fY06Ezu9p2InX/gRypVxCETNHbTvJirQ/54vWfbzl9e/HsZZwZbtxOD3vWHQEgPcWJ/vfvsCPNhSRJRJbIh93bSunIUpQqU5Qnnm6OJGXuAnekO0lLdfB0syE0KfsyvkFeqBYFSYZi5a6kNrN7Wflq2WCWnRxP1fql7qmPE8f9QOeOr9G0QRfOnT3P0nVTeea51qRnpNPn5ffYvSuaEcPGs2rFxuven5CQiNvtxjQNJFRkZPx8ApEkiR49O6NYdGSLh5EfDeHAofUEBGTfRigh5xhmzj4eJmLEUrgnptuJrMqgg9Ow4/CoWBSdlJMXObR9E+WeakCURcW3TBSy1Yqp6YQ0qZ/t7Vg28nc2TVtLSJFQXlnyNqo18592yo5dGG4PpsdD4rqN+JW7+WJ9QRDu3oQBszm+7xznjl2kVbe6RFWJvOG1RcqF07J7XfauP0rv0Zm7qp8Z3Aqbl4XAUD9qti4PwPdrhxO98yRlqxbByydzavvRFlvZu/0IXXu3Zt3yHRzce5KMDAfz5q5k0tKBBAb7EVEs7IZ134jb7SEhPpGw/HkwTfOaU21SUtL4Y/5KnE4XdruVo0dPERjkx4zvFqDrBgf2HWXe3CW4nB4mT/iRHfsWYveysmjhSurVr0mRIoX4auonjP7sS8LyhTDxixm4XDojRr0JwPMvdCFPaB5sNivNxfS38JASgaVwTxQvbyTVAioE2Q0CUhMxDQVvq5v8fimcXLGDrZF5KVi9GFXnfYfhdqP6+mR7O/Yv3IWhG1w+fYnU2GSCCoUAEFivDnHzFmA4nIS2fDTb6xUE4YqqjUpxYn8MNi8L+SJDbnqtJEm88lmnq56z+9joMrTNVc95+9qp1uDqaeamj9Wg6WM1AKhUIwpZkTDQObj/BJPHzObLmUNv2dY/V+xg0CvjqFQ9igk/DsLldFG+UAd0j4ksKZimQURkPn5fMy4r12WfXu+xd/dhJEmiWo2KDHprFCnJqVjwx8TEMHUUKTN3p8ejMXLEBLZs3cKRw6cwTYPw8Hx8+dWnjBn7PgBvD+p7zXvStm2LW7ZdePA8ZIOKOUpMhQv3xBIaSrGx4wnr0plASzx2qztrp7jd4qa47Qh7JsxidpdxuNJdORJUAjR9+zF8Qnwp37YqgRHBWc9b84RQ/oevqTjnR7yKFM6RugUhtx3be449G45eWdecS3oMb8eU9YOZsW8EASF3tknmbhWICOXn5SOx2S2ZxzU63Te9Pu58AhNGzeaDAVOJj0tk/aqdHNx7glXLtqB5MqfhdUPDNE3OnL7ANxOu7PR2Ot3ouoEsK2z9ax9xcfE4nE4y9Mu8++FL9BnwFCvW/ESTZrUx8DBz5u8cPXwOQ5PRdZ0zZ2IYMmhUjr4fgpDbxIilcM+8ihbF4u9L6rxp2G0uZEXHoykUtXgwgWOGDia4zp3lzGvDSUvRUbQMfCIjKDZ2PLLNds9tqNi+GhXbV7v3zgjCQ+bAlhO82foLJEni5VEdadez4X2t//ies5w6cJ56HSpj87JSpEyB+1o/QKlyRRj77Vvs3XGE7r3b3vTanh0/5MiBM8iyhCkZZHjSWbtqK8883wpZljAME0mSsxIThuXLA8Ce3dHs3rMPJB0LvqCr2K1uAoK8+WT0EDo+0QqATZu2s33nNjy6A9OjIMsykgwYEqqq0LZ98xx9L4T7zwQMU2yw+ocILIVsoebJS8QXP3Bhzq9cmrcCb5sbWTYxTagRcZHA13vh2rGRsyc9xCQFIkt+lHWf4viYLynQ5Ul8Ct3/DyNB+De4cOoSIOFxa5w9Entf67545jIDm40BYMfKaN6a/vx9rf9/NWtTi2Ztat30ms1r93F4/2kwQTdNrL4KaWkuPh/5Pd6+XhQqmp+05Aw+/Lwvi+ZsJLxQXrr2ag3Al5N+JPZCPBISHpKxqz68895r9HylM97eV3Zzv9H/Xc6ejcFisWCxWjENidJlSvD2oN5Uq1GBggXz5+j7IAi5TQSWQraxFIjAmj8Cm5eCiQpogIkkSfiZyXjVrkfKxLWYyJgYODwWEhduJGbNPhou+0ak1BCEu9Do8aoc2nGK5PhUur7d+r7W7Uh3YRgmpltn82+72dPtMBUalsz232XDMJDlq1duRW89wRdvzKRivZK8+tET19SZnuJAVmS8fK7MiEz8dBaa6UZGxSpbqFSzBFs37sNmt/DuW+MAkJD5avwc5q8Zf1V5DerX4uef5mNiYqLhkTJ4rMMjVwWVAI0b1+Ng9BF8fHx46+2+nD19nreH9CE0NBjh30ucvHOFWGMpZCtLgD+SLGPKNoKeeBrJPwRr/vxI7hTOfjAA/whffMNDyFcxErcShKHLmOJUCUG4a6pFoc+nTzL02x4E5Lk/6xr/EVk6P21erI+iyhi6wZgXvqNT0Ov88vGSbCnf6XDRvvablA/qzG8z1mQ9HxuTwOi+Mzi88zTzv17L8X3nrrpv55+HeCzyDdoWfpMT0TFAZnC6acMeTMlElzxMmPEW38z8gPmrJ/y/oNSkZbv6pKdl8PP3i9i7OzMVUr36NcjvUwKb7IOiKFitFi5dTETTtKvqHjlqCJs2LyH60Ab6vf4io794TwSVwn+KGLEUslXwo01R/PyQVBX/6lUJf/EF4hfM59T4SdhtLsKMQ2juSJpO/5qMc7HErd5MWJNaYrRSEB5STw5sweYFe0iMTSb1cjqSCYunruPJQS3vuezD+081Zp8DAAAgAElEQVRz+tgFDN3gh0mLCA4NYP2yXfz67Rp88cJmt2LzspK34NWB28Yle/G4NUxg17ojBIT64PFolK1YjKOHzlCxakm2bTxIn86fUa9pRUqULkTSX6kYGPwwdxSPNK9N96eGsG7NdiRg456fiSicj1LV8rF1cxylSpbm2NEztHzkBVDczF80jXr1M3epS5JE6ft4AITwYBDDI1eIwFLIVpIkEVjnyjqn9H17iP96InabhsWi4W31EOSMJ/bXXwlr1ZRiPZ/MxdYKwoNr26YDqKpM5eq3d6JLbvEP8eHrA++jazqfdZ3OzuXRtHmlUbaUXap8YUqUKcTh/acpU7ko/bp+hsvpRtIVVLtCSEggHk3n/OlL+AdfyTjR/sWG/LV4L3YfK+GlQqhXrju6pvPa210Y8UVvSpYtTMNivQDYuHovS/eOY+mi9VSsUooatTPzZyYnp+J2ebBYVRLiE2nxyHOcOx2HJEkcij5J5pYNE49H45dZf2QFlsJ/j4mYCv9fIrAUcpSelIikKJiGhvn3rjmr1YW5bAxxy7/Au+tw0s8koFhl8rRti+rnl8stFoTc98evaxn4yueYwOQf3uGRFjVzu0k3JUkSqkVl8KyXsrVcm93KL39+zMkDMfzywwo0TUe1qASE+FE4Ipwz++NwOdzMnLCM96dfqTuieBgz934IwIzpi9F1A7dbY9xHP7FgzhrOHbuEj7c3VpuF5h1qEVE4Hz1fvTqn5sRv3mXKuFnUrFuBmJhY4i5cRDc9KFgoVDg/UaWKsnHDVlAUnu/xVLb2WxAeZiKwFHKUX5365Dl3FteJw3gObiQpwYqX1Y07Q8Ji9XD4w0mYpoRpSCRs2knZiZ/ndpMFIUedOh5DSGggfv43zul65uQFNE1HliXOnYm7j627/zRN53JsCqHhgdddErPgm3VMHjQHgMc6NCBvoSD6DH6KhNhknq05DEM3aPbEldHCmDMXebnTKCxWla/mDqXN4w34Y+6fbFy/E13TOH70LIpuxa25GTdjII1bXD9N2anD51n1yy7OHrjMJ9P6kDdvXmLOn6dth0ZMnjoSu/3e06QJ/x5iKvwKEVgKOUpSFEKf7pr1c3TbR9E8oKdZUO0OTENCkjKnEmJ2xVHs4mUki4ot6O7Ox9XdGot6jCX+wBkajexGsZYit6Xw4Jjw6QwmfPozXt521uycTnCegOte91yvdpw9HYvFovJU1wcv7+GJPWf5tMs3BBcI5J25L+Pt73Xrm65D03R61PyQc8fiaNm1DgMmPsv5M5dYNmcTdZpVIKpCJAc2H8ft9GDzstKidW0adqgKQL6IEBaf/AKPW8PH70r9c39YxdFDZ1EVhXk/rsZiV2jwSBW2bdmD260RUSSM5DgnEZFhVK977RGvpmky45vFTPlsLpcTUti7/Sinj8Wx+9BCNE3HYhEfm4JwM+I3RLivJNWC6dIxkNh/ojjlGkdwefchnJoVa2gwa9r3R5Jl6kwfjn/JG58zfCMJh89xcd8pdKeHXV8tEYGl8EBZu2I7LpcHWZE5cezcDQNLXz9vPp7Q/z637vb9NHIhe0+exXr2PFsX7aPR05kjhjvXHGLuxFW06VGfOq0q3LKclIR0zh6NRdcMNi7aw4CJz9Kr9SjOn7nE1E9+550JLxB97BSRZfJTskIhav+/Mq02C1ab5arn6jSqwLRxvyPJMju2RLNh9U50DDweHUWRadepEW8Mee6Gbdq4ZjefDP0Wl9uTuWY82JfSFQojSZIIKoXrM8EQayyziHRDwn1VdOwELmYEcCw+L25dxXN4NxWnjqHc8H6E1KqI4dEwTYOk/cfuqvzgEgXwD8+DJEuUefr+nkAiCLfyzqiXKFEqklbtG1C5eqncbs5di01NwYVOmuYmITU16/n3Ok9hy9L9vP/MVHRNv2U5wWH+tO/ZkDz5A3nloycAMAzz74fB0Be/ZN+240QfOUWP99tfE0T+wzAMdD1zMrJ6vbJsODqdjUen4R/og2mC2+1BMhVMXaJAeNhN2+Tn74OJidVqoVufNqw4MBm/gJw5ilYQ/o3E1y/hvrLki8A3wBfN4yCfXxJoHg6+1Jv87R6l2HNdSD54EhU3qicF3eFE8bLfUfmq3UqnhcMwPDqKVfzzFh4slauXZuW2r3O7Gfes+dO12bX1KLIkUaXBlV3rYYWCiT2VgH+wD7Jye+MWfT/vTN/PO2f9POWPQSyatZGUy+nMnrIyc52MW2Lw05OYtu6da+4/dfQCzzZ+D49HY/qSdylbpSj+gT643R7eG92LkmUimfn9Ek4ejwEkHOmum7anYrWSTJs3nNiYBFp3rI+iKLfVD+G/y/z7IWQSn7zCfaU7HJgZqfhbdRRJQtNVZAku/rGU0NYtqfLBSxzo9Trnph3DcfwkxYa8ccd1SJIkgkpByEHtujWgQs3i+Pp7E5o/MOv5cSsHsmf9EcrVLnbXuWkVWcbfx4dTBy8gIWFKJrIsoajXD/DWL9+NI8OFy+3m+0kLeX/CS8z6cSnD3ppIocL5+WPNRB5/9hH6Pv8JeUIDePr5FrdsQ8165e+q7YIggGTeh+RL1apVM7dv357j9QgPh9j5S4hfugrj5B7cbhVMCUXRKNS7J17lqxLdZwCGpmMvkJ88zZtQoHNHpBt8qAiC8O/SttgALsclo5saPpIFTTZp/lw9er3bgeC8127qizkdz7OPvMe5izFYrCqqYUF2W7hMHJrkxtfXm9Vbv6NgxM2nwIWHkyRJO0zTzNXF9HktYWankM63vvAeTI4bn+v9vF1ijaVw3+Vr15KSb/XCN8DAZnVhmuDRLOyeMAf3tiX4BMlY7CbO8+c5/+NsLq1cm9tNFgThf+TkgITHrWEaJgGSHR/JSoBp488520mIS77u9eGRoYyb3R+b3Yrb5cGtucEE+e8RU7fbTc2KHWnWoBsOh5M3e39KoYBHeHfghBzrgyD8l4nAUsgV1sLFCWjTCSxeSBJYVQ9h1gRif/4FNeMi3nISKm4AVP/7e/6xIOSED4dMpWRoGz54+8vcbspd03WDQa3H0TrwNX4dvzJH6pi0bCBhBYOzAkMAT6qbX79ec8216SkO4s8nUr5KCbr3fowqNUoTVbgI+cKDmTB9KAUK5kVRZZwuBwcPHmfHtgPM/nEphmHy07Q/cqT9wn+Taebs42EiAkshV0iSRJ6uLxPUsD4W1YNF1ZFlMHQVwwAJUBWDiB5PE1TnwT51RBBux7TJ83A53Uz/8vccHfHLSfFnL7N/03EM3eS3SdcGenfLNE22rz3IoZ2nKFomnDkHP6Zc8ygMQAdcik7Tx6tfdU/smQSejBpMl7LvsvSnTbzS/0lspxTUWJOnnmzCY50asv3gHEZ98TqKIhNeMIxKVUrTqUtzJEni2RfaZFv7BUG4QgSWQq7yq98URTWzdtVpukxqhh8Od+ZucO1CzD2VbzgdpK5bjjvmzL03VhDuQYenHgGgbadGd72xJbfsXnGARRNX4xPgRURUPiRZosOrjbOt/Hlfr2HgE+N5udnHzBi9hO5l3yMk0J+SrYpT7ZkKLD4zjmqNrj4z/diesxiagcetsXnJPi6eSSAjxclpx0XGTZnF9r+iAXjqmdacv7yJzTt/xdfXmy+mvM2Z5JWMGN0329ov/LeZZJ68k5OPh4kILIVcFVizGvneGoGZvwROlwWPJiGhYeoge3lzefcRzv3wy12XH/vZu1yc9AlnB/RAT7n+Gi1BuB/GfDWQowmLGD9tcG435Y6c3h/DuOe+5ZcPF/LR01M5fSwOyabgG5x9uR3PHY/H49YAiZmjlxJ/LpENv+3m5SGPo3qpTB+zAI9Hu+qe6k3LUKlBSSKj8tFtcGsKlwunXPMSpEoO0l1ORg6annWtqqpXBfMPW2AvCA8TkZNFyHWhjWtz5qOPyPyeIxEUkExquheuDA+exLNknJlNUNUyODYsxlayHH6NW9122VriZUy3G8liwXA5ULj+SSeCcD9YrddP8P0gM00TpMx1Xi6nB9MwMU2T1MSMeyp33tdr2L3hCC2fqkXHng1JTUwn9XI6e5YfAsDmZWXR3I3M+34NqqrgSdNIjEnl6f7NKV+rGDYvKx/92ueqMvuO7cKidX/hyHBRrXZp1i7cQc0m5fDyFud6CzlLnLxzhQgshQeCT+ko0vbvR5Z0Lif7Y1E1rIoDTfVDtqgkz/4SV/Ru0tYuxlYsCmuhYrdVbr43h5M47ye8K1XHEpovh3shCNdKS83grX6j0TSdT8cNIDDIL7ebdEcKly/Ia9O6E3MkjoZdavH71LUYukHblxpkXbNnzSFO7j1H02518A3yvmWZpw6dZ/zbs3E5Pfz56w7yBwQwafs7HNh8nP1rj+LRNco3K05ogSBUiwqGyeJvNqJrBtFbTvD7qdHXLXfwc5ORUlWiiudn+U9bWTx9E+WqF+WrxUOy7f0QBOHmRGApPBBKjh5F0rIFXJw2ifRUFYuauaokT0A8di8njugYZDkzl6Vkv/UH1z+s4YUIe018qAi5Z9aPi1k8fx2GaVK2fHH6Deya2026Y1ValKNKi3IAdBvc+qrXzh+/yEedp6LrBgc3nWDwrJduWZ5vgDeSIiPLMpKZuds89mQ89dtXJikhjVFvfceyhVtJTE1j7Mz+uF1uhj/9NcgQnO/aXJZOh5thvaeyZd1+JF3iZHQsFouC5tGJORWfPW+CINyEGLC8QqyxFB4IssVCUKsOuKUQDD3zn6UkmaiWzHVXVksG5xMC8X9lBJa8+XO3sYJwB0qUikSWJVRVIap0kdxuTs4xs/5zS3nyB/LDpmH0++hJqlQvSaPO1TGASxeSqdGiLCYmzgw3507FE3MqntnfruCiEs9l6TLFG4dfU96qBVtZs3A7pmkiSxIBdh/e/rwbjR6ryqc/vZat3RQE4ebEiKXw4DBNTKcDu82N1eLEYtVRFB0ACQkfJQ3Jnn0bBgThfmjYpDpL1mWO6JUpd3tLOB4mBYrlZdDPPTmx9xyPdq97W/fEHr/I0nGrKNcoiifXDmDS23MY1HockiLx3b4PGDy2OxuX7aFi7RJ8NvhHPG4NyVDQbR7qPVLpmvKKl4kAMjflyEbmF9OKNUvSsUeT7OuoINyAiVhj+b9EYCk8MCRFoejID0lYuAB951LMrBwLEibg0K04TpzAs2UxGVvWE/TsywS06JCLLRaE2/MwjVSapsnKbzdyLvoCj7/dgoDQW68JrfRIaSo9UvqW1wF899FCfvxoIT7IbP51ByVqFmHz77uRPAZoEluX7qf98w1p83Rd1i7ehebWwQNWbJQpWwofr2uXwkSVj2TBrs/Zv/UYcyaupnKDKIqVvXZkUxCEnCcCS+GB4le5En6VK3FmWhEu/jKLvMEXwJQwDYkCIZdwzBuL7lJRFQ+Js74RgaUgZLOjW08x453f0dw6KZfS6Pfd89lWtmmafDvyD0zDJAmDMEXG5m2jXO1ibJi3E0WRKVAkD5fjkulaYzipSRkUDAnlXFw8Gjp7tx/jpXajWH30SwKCrj6RK1/BEPIVDKHp4+JABeE+ewhPx8lJIrAUHkiFenTFmn6G5JVLkGUTSQJZNlAVN2kOOz4+Ov4Nm+d2MwXhX0HXdJLj0wjK5493gBcAqlXB/+/RytWzt7JpwR6eGtiC4pUi7roeSZKo0aws21dGU6J8QYZ/1xO/YB/6TuxCZOn85I0IpmLDKP5aspeMNCeaRycpNg1JAuWfLQEmyLLYHiAIDyoRWAoPrLy93iTl9GU4vgXTNHG51Kyd4RGTZmErIKa6BOFe6brBgAafEnM4jke61qbX2Kd454/XuHjyEjXaVSI5PpVxvWeguXVO7o9h/MZBSJKEl8+d54b0uDUat6lM0/bVeLRb7axE5V6+Njq/3TLruioNS2Fm/qpjlRScyCCZyIrEZz/1xS/g9jNDCML98LCdjpOTxNc+4YEl2+yEPPsSx+MjSEn1JT3Dl7R0X/LkTcC5ZuZ17zE9brSkxPvcUkF4eKUmpBFzOA5dM9iyaC8AxatGUueJqqgWBZu3FZuXFZu3FdWq8lj4G7SK6M/BHaduWu6Zw7HsWX/kqnPR53y2jGmD5vH1wLnsWnXwuvdtX3eQ55uMwDvEhinrSICXbKXWI+UYO+dNGrWsml1dF4Rs8c/mnZx8PEzEiKXwQAupHEWNycM5MeBN0HWsVhcZqT5k/PI73o92xRIalnWtnpbCmb5d0VOSydP9VQLbdMrFlgvCwyEwrz/Nnq/LlgV76PJ+22tet/vYmLR5CAe3nuDj579F1kwkDbatjqZ01cLXLfPk/hhea/QJSBLPDmpF5zczl6243RqmaWJg8ufvOwmPykdYRDAAc8YsZ83sbZy6fIm485ex2FS6DWpFzMlL5AkL5NVhT2C1PXwnFwnCf40YsRQeeMEVoyj33VRCipjYba6s5x3R+666zn3mJEZGOugaaRtX3+9mCsJDq+foTnxz5EMaP10j6zmPy8PIJ6fQu9L7JMYmU6tVBWRVQUJCtSg0f7rWDcuLPZOAJEm4nR5OHzyf9fwzg1vRZWhrnBgsmbGJfs0yT9BJvZzOjyMWcjr6As5EJz42KwVNH7Z9s52XB7Sn/6inRVApPNDMHH48TERgKTwU7OEFKPTZdPAOwTAkDEMidux7nFu55co1JcviVaEaakhegrv0zMXWCsIVp49dYO3iHXg8Wm435Y7sX3+M/euPEnvyErNHLcZqtzBmxRt0Hdqa6TuHEVYw+Ib31mhejjYvNqDuY5XoMeJK5gar3UL7vo8A4HHruJweALz97eQJD8LqZaFR00o891JzVEUmI9nJpvm7crajgiBkKzEVLjw0lOACqFYD06IhSZnf4c5M/54gSyz2inVRAvNQYMjH19yX/scU0hdNw167Df7PDbvfzRb+wy5eSOTJOplHijbvWIsPvuyVyy26fYXLh2OxqeiaTo02FQAoWSWSklUib3mvosj0+qjjDV8bs6Q/f87byaPPZI56pqc66ftVF3y8bRStEEHciXg2zt6OaZjUanttQnRBeNA8bOsgc5IILIWHiq1oFK49fwESYBLBFhKn78Sw5yH8/9i77zCpqvOB499z7522s72z9Ca9CQoo2CWJijWWRBN7fhpLYoyxxB4TS2IsMUYTK9ZgLygRGyKKUgXpfWnb+/R77/n9sbCwgoCwy+zC+8kzeTL3nrnzHp7MzLvnnvOeB1/BDAS2e01o0pMQjxCd+ipp5/wB5du+jRCtoaayHldr4tE461aVJjucHySrIJ3/LPoT4fooWQXb788N8MXb89iwrJQTLj2CYMbuf676jehOvxGNReND9RHOGHQjoZow2fnpTJhxO0W9C3hy1d0ATSvHhRDtg9wKF+1K9pm/AI+JUi6mZWMol5pKH6XLHBb88v+w6+u3e41/9EkAeAeNAa9/X4csDmAHDezCb+84h+NPHckdj/4q2eH8YL4UL1kF6YRqwrhu84Iqy+cU8/dLJ/Di3e/z+HWv/OBrL5u7loeveYkZkxcQqm28fmVJLW8/Mw1oTCglqRTthdat+2hPZMRStCuezr0I9B+GU1OBrlpLghSqqrMAcMsqWHzWaXT54814GlYReuNhvIPGkH7FP0j72fXg8ckPldjnRo0dSNfOhXTsmpfsUPbIS7e9xeRHP6HTgCLu/PBaTKuxwKRpNY5LGIZq+t8/xHUnPUxDTZi3n5iG6Sg0Co/XYsAh7Wf7SyHE9iSxFO1K9Qv/JLpwHsqyyL/+IdY9/19YvhIAjUE8brHp8X+Rm7sRnATx+Z/h1lZgZrbPH3XRvq1bVsJVR9+HUooTLhzDFfe1vxJYX746G9fVbFhSQm1pPdkdMwHoMbgTNz5/CRtXlHH8L0dv97pwXYSZHyyk36E9yO+y/UKflFQf8UiceMzGpyxSfSbPzL9zp4uChGiLNFIgfVtyK1y0K43zIxXacVH+FLJGjcLvj+LzxbCsBKCxMrMIHP0zADx9DsVIz0lqzOLAVVsZaiy7E0tQWlyZ7HB2SWvN0k8WsXb26qZjP/3jCaRmpTDq9IPJKspoOt5QHabXsM6Mv/wo/EFfs0LoNRtruGXoLbxy9XNcPfov1NeEmt1Kry6vJyUvhdT8VMadO5LM3FQuvv1USSqF2A/IiKVoVyIhi0jUj6sNXOUj56STqZ4+lezwZDat7oLGwHQaSBl/OSknXYaSPYVFEg0Y1YMLbhnP6oUbuOj2U5Idzi59+ew03rnrLSpDNsdcdgy9RvcivUMm/1pxd7N2axZs4Kbj/47raq589Fze/c9nLJyxikFH9KahLkrvThnoWAIvmrR4nHO7Xt94nS9vIi0rhckvfcmKb9fh2C7ZnUfy6tq/JqnHQrQMtw1MhFRKZQNPAuOACuBGrfWLO2h3HXA+0HVzu0e11i32IZTEUrQrbihEPG6hLAs3EkFrRe2S5eR0NvB6bLRWbFxUQ+Wlv2Hw/X/Bm5Ga7JDFAUwpxZlXH5fsMHZbzYZqNtUmqI/D6w9/gvOPT1Gm4tonzmf0+CFN7RbPWInrauy4w1M3vU51aR2W1nzz6TISrsv6+QY90z04CZeECz6lqKtsYNmctQw/th9F3XJxbBdlKA4+om8SeyzEfuWfQBwoAIYCk5RS32itF36nnQJ+CcwHegIfKKXWaa1fbokgZDhHtCtFl19O3umn0/HyywkOGkR4/lw65G3CMDWpWTVEHRMMl9pF61j8SIt8RoQ4YBxz1TgKexc0LcZxXRftamrKm1dbGHPGcHoM7UyXAR1Iyw6iFKAUmflpBAMe/MpkY0hTEoWEBu016dqvA/1H9QDgv498iNYa0zLJzt9xKSMh2pNk77yjlAoCZwC3aK0btNafA28Dv9guVq3v01rP0VrbWuulwFvA4XvW8+3JiKVoV6y0NIou3bqrTnx9MdFwGoFAFK01OZm15JlVOK6iasbb2NWnYmXlJjFiIdoHrTWvPPwhKzZUk9srl0vuPJUFn6/A8pgcd17z7RvTsoP85YNrAKjYUM1Hz33JgDG96XNod+484SFWzSlGu5qI7ZDVKYsXFv2p2evzi7LwBbwApKZLXVkhdkOuUmrWNs//rbX+9zbPDwIcrfWybY59Axy5s4uqxlIpY4HHWypQSSxFu5ZyyOGsf+MDGmoddNVGCvM3oQyNCfipouz3p1H48CSMoIyKCLHFusUbefn2t+l3eG9O2rzF4ox35vPK3z7AtV3WVIeJJmwu/NOpu7xWbscszr7hhKbnp//hxzz4yyfxBX3kFqRz8d2nb/eamx6/gLHvDqVH/47kdcxquY4JkQRa75Oddyq01iN2cj4VqP3OsVogbRfXvZ3Gu9dP73lozUliKdq11Y88TcPaCpRp0OnEY3HnvYiJA0AwtQGPFaXhpTtJu/ivUsNSiM2euPolVs0pZvHnKxg2bgAd+xbi8VsoGj8jruNSvqJsj649bNwAntl0/3aftw+f+5IJt73NqJMGc/lD53DsGYfsdT+EEE0agO+OoKQD2+8asplS6koa51qO1VrHWioQmWMp2jVPZjrKUOiETcmkT6mqyiIW8RFp8JGaW4fHH8eZ/zp1L96V7FCFaDM69u2AL8WL5TFJy21c4DZi3ADGXzqWoN+iMC2Ad3Mh9B+irqKeVfPW7fDc83e8Q11FAx89P4Oasu/9rROiHdKt/p/dsAywlFK9tzk2BPjuwh0AlFIXATcAx2qt1+/1P8E2ZMRStGs9f3cZTl0N9V/PRDuaRMLAtU1Ao7Vq2gsr+tmbZJx7S3KDFaKNuPiBsznsjOEU9S4gPXdr5YQL7z6dDl2ysWM24y7d6dSsJnbc5tk/vEpFcSWLZq4lFolT0D2XU353PPGozdHnHIIv4OWw04Yx+YnP6dK/qNl7CiH2ntY6pJR6HbhTKXUJjavCTwEO+25bpdS5wF+Ao7XWq1o6FqX3Qe2lESNG6FmzZu26oRB7wIlE2TjhRerXlVO2uJSOah4kYhimQzCrDmU4eFOieAb9hNRLHkt2uELsV2a8MYcnrnqReCRBne1i0VhmSQO2x+Dosw7hN/88F4C6ygaCmSmYptwsEy1DKTV7F3MPW12mma+PCp7dqu/xVv0ju+zn5jqWTwHHA5XADVrrF5VSY4H3tdapm9utBjoB297+fl5rfVlLxCojlqLdMwN+Ov/fRQD0Ll5GyS3nE633oE0/4VpNdpdNmKbGXfIeOhFDeXxJjliIlvHsn95h2ptzufTPpzHyx4OSEkOHXvkAOKYiEddYhkKjMZTCSDh89docFp87in6H9SQ9R0YqhWgtWusqYLsVd1rraTQu7tnyvHtrxiF/Nor9ilNbieVRBNNC5BwzksKb7kUphWMb1G7KpfgXR1A34Tbii78gPvc96u75CdHPnkl22EL8YJWbavjv/R9QvKSEh6/eWrO1cl0V//m/Z5n8yEd83x2pcE2Yp371NM9d/Tyx8N7N2e86qBN/nnYDx19yBABRV2MAAQO8lkEimmDiPe/t1XsI0da5rfxoT2TEUuxXfANHkXryxdglxaSffTVmRg5u328o+f3pJCJRAOqnvEVi5huYfhfiYaKv34Vv1Dkorz/J0Qux+9JzUskuTKemvIHBY7fO13/+DxNZ+MkS5k1eQO9RPek5ott2r/3kiU/55v35GKZB14O7csQFY5vOhWrDGIZBIG33Pw8F3XP52c0nsWltJWtmrSFW1cBBo3qyYtEmwnVRRp968F71VYi2bl9MK2wvJLEU+xWlFGknX9zsmJGSiW/YUYTe/QClNKaVgEQClVuIrncxsorA8iYpYiH2jMdr8Z/Zt1KyppKu/Qqbjud1y8Xj94DWpOftuIRdUd8iTI8JGgp6FTQdX/LFCv7603+hDIOb3/sN3QZ3ajqntaZ4SQn5nbMJpG4/ncSX4uXGFxo3L4iFYnhTvCRiNtFQTG6BC3EAkcRSHBCipSEcp7F8iovC9MXxdOuH96tIr/wAACAASURBVJirMAt6oQyZFSLan0DQR/cBRc2Onf2n0xhwdF/yu+WS1zVnh68bdtJQcrvmYnlNOvTp0HR8wSdLsOMOpkezZPryZonlI795makvfUWmAYU987j+7d/QUBfB4/eQW5TZ7Pq+YGPi6fV78Po9LdVdIdokTfu7Xd2aJLEU+71E2UbCs79gy5Ri7Zi4pOEZczFW54HJDU6IFmZaJkPG7fj/15H6KF+8/DWdB3bkoNE9m5+rixINxcgsTCc9L41Rpw9vdn7+1GV4HQelDCrXVfHafe8z5ZnP8Rtw5YRLGfY97ymEOLDIMI3YryWWTid073FkFpRiWgk83njjrXA7TmzG29T85Rwqrz6U+ILPkh2qEK3uySufZ+Idb/H3s/5F+ZqKZudeuPUNPnpqOg01Yc7982lkFjTfxOPSu08jPTcVZSh8AS/VZXXkmZp0Be/e8ea+7IYQbY7WulUf7YmMWIr9Wuyjf4MdxfJCSloYO+YFbaJdm/jXr+OGNaAIv/8E3kFHJDtcIVrNvHfnseLjhVi2i2NZOE7zm3e+gBdjc31Jj2/r7evq9VW8d/e7LP5yJZ5wFG3CWXeewsblZRQbCqUUhT3z92lfhBBtlySWYr/mPewc7JVfYGZ4cEPZYHmIhhXxqIeMojJcIwiuQsU24CZiGFLjUuyHqjdU8cKvn8VwXLwmHHbRmO2SwXNuP4WOfTuQ1yWbnsO7Nh1/7YaJLJu6hFBi66jJxBtfJZIAQ1kcd9HhDD/zUB654gWGHN2HsT9Naq1qIZJC5lhuJYml2K95howjrTILoqUEx+Vhjvov1W88R/3Ef1C7oRB/MIQyXGJrNqEePJXUSx7HyOqS7LCFaFH1ZfUYpoHjuJiWwXGXHb1dG4/P4pjzt+7+tm7+OtbOWUNGYQaOaVIXThD0GphKY/h9JBoa8Hg99BrTh0eueJFV89cx7ZVZ9B3Zg7zO2fuye0KINkTmWIr9mxOFyHpwo+iKr3FWTsXKzEa7gDaIR/2AAq1IrF5G9KGxOMs/TXLQQrSszkO7MObiI+lzRB+u/+RGsjav4nYdl0l/fY+JN75CpC7S1L6+op5/nvYQ79z5JuVrK1Ad8wjbUKctfvT7EwnVx0BDdqdMBh/fn6yCdHx+D6Zl4A/KqL84sGjA1bpVH+2JjFiK/Zqygqj+d+AufAB7ZQ167nlYxz2C1grYPDHaMdEaEq6BFbJJPH05qb99HyOrEAwLZcrHRLRvyz5byhdPf4YCPnpkCmUryhh/yylUbazh4399gpNw8Pg9HHfFsfzv/vdJz0vHdV2chEO0LsKYM0ewfvl7WD6TIeMGMPnhD1EpXgYe3RelFNc+cyFfv7eAHkM6kZYdTHZ3hRBJJL+YYr9n9LgU+9vFaHsS1s/OQueXEzK7EyuvAhRFnTZgWw7pqVFAoRJ1NDx4Ina1gyfbT+p172NkdtjV2wjRJrmOy+zXZuImHABmvzoL13H577UvccY9Z6O1xvSYZBZl8uYtr/PNu/MwvSbHXjmODx7+gE3fbsAT8PHAlzeSnhMkmJnCXdNvpHxNJb1H9wDAH/RxxJkyt1IcuDTta1SxNUliKQ4InnG3w+B8VJeOKDSuXY/WBiiNFYyQEoij1JbWimi5gxP1Yccc1P+eJ+3s65IYvRC7z47bVK+vIqdbLh8/9Tnv3zcJIxYHrel6cFdKV5aTiMbpMrQrvQ/rxZUTryBcG2bAsf15+443Mb0WaI0/O4WasEPMgYYvVpGRnUJKZgoA2R2zyO6YleSeCiHaIkksxQFB+dNRnQ8DVQy2Q1HfcioWWQQzwljBVOKRenz+BK5tEGsIYEcCKAV23KDm3bfxDj8RX6/+ye6GEDulteYfJ91P+Yoyeh/Zl88mLSTF0PgM8AW9HH/tT+g8qDPlq8rpPLRxkVqPQ7o3vf6km0+m68HdyOqczcu3vEHEbjxem4C6ynpSsuQ2txA7IqvCt5LFO+KA4TGPQOnROIsUnmgZHbpuJD0nhBOHSEU2sXofiXAAO+pDKU3jzY3NHxEtXxuibVkwdSlzPljYrHhyIpqgZMkm7LjNsqlLCAQsbAVWwMOhZ4/ioLF9SMkK0nV4t6aaldXFFVSsLAXAMA2yeuRju5q184oxNo/iG8DEP0zc110UQrRDMmIpDiim0RNzSE+8/c4k8e2HOCUrqZrwCtgusUQOadkb8KaHcCIelKlx/AUEzrgTX2/Zrk60HTMnzeehSyeggIv/eiZHnTsSAG/Ay4+uO4EZL3xB7cYago4GA3Q0wYznp3PKnaehNs/50FrzxdNT+eSet1BKccr95zH13YV88cZcvCleMlO8ZBDHTjgEAya+gDeJPRai7dJoXJlj2UQSS3FAUt4UvAefTHTK/Shtoy0Ls/uhGB018VmTML0JDI+DyXp09VJg+7p/QiRLbXk9uBrHdakuqyVU1cBzv3oa19Wc99gFHPXr47h3zJ9oKK8nFkmABjvuMO25L9hUXINhKIIexbR/TcGvbQxD8cKVEwjFND5HU19tc9odJzNobG9wXNYvWMfwM2RxjhBi1ySxFAc098tHye4exY56yfjt7ei6cmJzpmJYFZtvh4Pz8V9wj76Yio8+w5OZQdZo+YEVyXXUz0dSuaGaeNTmhP87ii8nfM7qWavB1Xz94pccdHhvaAiRU5BKWVhTv6kG24VlM9cw9dW5KAV9+uZTH3HQFpiGJpZwsZQi3QMNNiz7eg0n/+Y4ALpvMw9TCPEdmnZXa7I1SWIpDmjmkNNh5vN4ho5EBTMwUjPxDjuOxNzX8KY1FoxWtqLmxgHESlOoiaajbniYzBFDf9D7uJEwbiSElZ3XGt0QBxjLa3H2H09qep7VORtcjTIU3UZ056unPyVWF8FNOJz6x1OZ+9FSOvXKJVRcRsBwiWESD0VRStFgQ0VMk+cFjwGgyAyanPjro5LVPSFEOyaJpTig+U75K/ond4AngFKK6IqlVM9dh6cujXgohZTsOgxT4zHDpGS4eDwObvl6YPcTS7uyjA3XnIsbi5Fz6bWkH3dK63VIHJAm/f0DQgkHyzLJ79OBYWePZsmU+XiDPqY9/TllK8so+cwl00jQJwC9fjWer56bxpYKW3UJl6g26J5qYJgGv3nqYvod3iupfRKiPZE6llvJqnBxwFPelKYFDeXP/Ivo2k04toUd81JXnkW4rrHEiumJ40sPkdq74AddP75mOdq2wU4Q/npai8cvDlzVG6r55PFPcGIJUk1IUw4TzvsnvY7sx02L7ueyD26kdEUpru0Sjm99XaSynvMePg8MRUm0seJBYe8Crn3/91z73rUMOHZAknokhGjvZMRSCEBHS3BmnknB2CoqEgHSu1dR9VUh8RqTaF0aStl4PA4KTeTfP8fzp3ko3+7V9PMPGoF/4HASm9aRdc6lrdwTcSB59Ox/UrWuCqUUfgVKQdmSjcRDUbxBP2k5aYy96EjmvjWHIeP6881/p1MXNzisXwEDjunP9R9cx7SJM4mbJidcNIa8TlL0XIgfSoOsCt+GJJZCALp8CsTLMIwY+cd5UNEIvqII8bo0cDWG5cDmG4dKxXBLl2B2Gb5b1za8Pgpv+lsrRi8OVE7cwbEdLK+F9nsgHsdjKl46/1HOf/V3AJxy+2mccvtpzHv9a759cxapOsHXEz7nvTvfoMfo3lz04hVJ7oUQ7Z8kllvJrXAhAJVzJBgBMPyowh+D4SV7dIzMcePwp9m4MT9Wagi8CcI1Hah8+l9svPoE6iY9l+zQxQHs8pcv5/irjufK167i1nl/JuBRGNqlclXpdm0POnYgHYd2JbNTNqUrSnFsl+XTllK2vCQJkQsh9lcyYikEoFK6YB41B7SLMix0z19jeHPIUT5qDZv41+/QsKEAO+EB7cDSeYAm+uZfSBlxJFZBl2R3QexnKjbW8M5jUxkwugeH/mTQDtvk9cjnxBu2rg7/8Z/O5qMH3qPn0QNxXRfDMKhcX8V/zniQSEk1Iy86imVfrUFrMBRoDU9f/izXf3j9PuqVEPsjLYt3tiEjlkJsppSBMhr/1lIpXVBWEGVaeLv1BgXK0BiGg6uBLV8iCtxQNdC4k4lbsQIda0hOB8R+5b6Lnub1hz7k7l8+Renayp22rS+r46vnpzPlH1OoLaln1ktfsuCt2dgJh7uOuJvIpmrQ8NVTnxKLO9QlIGJDyIYNS2TEUgjRcmTEUohd8PQ5BFTj32CJmBfXNbECETyBGMpwKb75Bno8/Sb2Z3/F/vJx8KYS+M0MVCAjyZGL9syf4sP0mKDA8po7bfvvsx6men0VdszGpHERDyjqSmqIhWJoH6AhriFsgwt401Kw0Jx9x2mt3xkh9mOyeKc5SSyF2AVPl77k3D+F0IOnYS+rwfIqzGAKJrU0VGRi10eIrliKWvEp2DFQBrqmGBXY8e1LIXbH9U9fyCcTZ9J7WBdyOmTutG2kNoIdsxtH0DUon5fiOavZMH8tloLaBJhKoQGfAa7Hw5UTLqX3qJ77pjNCiAOGJJZC7AYzNZu0mz7Buf9SEou/wm2ow5NtoywXpTT+nr3RqXcRf/s6jK4jUQVSB1DsnWBGgJMuPWKX7SpWlZGoDWGiMbSm1jagIcHHT04jP8tLVkARjmka6xooLFPR45AuLH3pU9Yt3MBLd7xLtyGduP61X2N55SdBiB9MgavcZEfRZsi3iBC7SRkG/sPGk1g6E4WN6U0QzGzAGwyiYw2YXUcRuGprAfT49H/jfDsJ749uwuw2MomRi/2J67os+XQJa2av4cNHP6ZznwIUGr+lcbVC2Y1LCUwF8YYofp+Jz1RsagBTabypftxlq1i2IMHKt5YQDcVZNbeY4m830OPgrsnunhCinZPFO0LsBh0qxpl1Lb7Ompy/f0rGuRdD/ggS9X50tJ7qG48nvuSrpvZuXQmJyXfhrv2a2CtXJzFysa85tsMnL33N3I8Wt8r1J90ziWcufZoPHvgfiWictYs3kt0lG9CYSlPgt8nyOGR7bbQGN+GA1vgsqLcVuX06gFJYfi/9hhWhDEVup2w69u3QKvEKcSBw0a36aE9kxFKI3eBOvwAqZqJXPoNx4mzMo68ltF4RrvsvSrkEPXWEHv0ZkayOpP9xCsqfDv50iIcxOsht8QPJxPv+x5sPfYgGbn3tcgaO6d2i169YXU48GsdQmiJ/DPwBcrwJyrUJrouJIujReJXGb9gkAkFyu+czavyhlK+v5YSrjyNR20D16jK6HzWAy1yN6TGbtjUVQoi9IYmlELvDmw2mD1Bg+gGIrloFqMYyRB4bpcCt2Uhs9vv4R59GyjWf4ZYuxegyIqmhi30rUh/FcVxMyyRSH2vx65925+ls+nQOhmMTdy0i9Q6J5ZVEEx40BkHTxdaKiKPZEDbxuCbn3PVzug7pvPUiualk9ywE5LaVEHursYqlzLHcQhJLIXaDcfgz6OLXUNnDUIHGH+TM08+ndOEcXMdEO6AN0C5U/OtvFHQbjqdDF8zuo5McudjXfvbHE/EHvWQVpjPixy0/Wr3i86XUxyDHo/BYGr/pUBM30TSWPUlohVe7NCQMXGUQbYgx47XZzRNLIYRoJZJYCrEblCcV1fP8ZscCgw6h87PvEn9qKJZRSqwqSO3izviDNUSmvYhbmE9i9mt4hvwE3zFXJilysa8FUn38/OaTdt1wD71206vEHQPtcZvq9HsNTVw3Ltgp9EcpDgeIOYDWBNL8jDpj9/a1F0LsmfY2D7I1SWIpxB7SVXPRU36Ex6wFwJcVIpARxjA07uePE7U0Ck1s02KsfsdiduiX5IhFexSti/Dab5/DTtic8cAvyMhJoTwcozZukOZp/DkzDEhVGkNBg+MlmGISj2iOPOMQTv7jeP57y5tkFKbz01vGY1o7L7YuhBB7QxJLIfaQLv0MpW20zwSdgur3G4w1r0KkoXELyC1/wTo2Ki0vucGKdmvuq1+xYtoSXNvhxUv+jaeqklyfi0FjMXRbK6Bx4c2W//Y5cf48927S8tJ57rqJzHxrLpbXoufwbow4eWjyOiPEfkrqWG4l87aF2EOq29mQ2Q9VMBDjtA9QeUX4ugbxZIVQnjh2wsROmOiszhipuckOV7RDpSvL8GWnodAkHM2qOWupj0HMNTbvotM4SqmUxmNASlYKAN1GH0RaXjoABT3zsXwWoMnpnJW8zgghDggyYinEHlKBQswfTwfA/uxwnNXroDKMMgEs6styQIMvXIN/6UzQJt5eg1CWB7t0PaHp/yMwbAze7n2S2g/RNn378WIeOf9JQNMl4OJRLhFHkTAM0BqtDZTpolGYuOQP7cHFr1+L1rpZ6aDj/+9IugzsSDArhc4DOiavQ0LspxrXhMuI5RaSWArREhI1qKDTeAvc8OL4eoCObj7pUnnvFRhGAis7h6wbn6fsrl/jVJRS/9azdHzyI5TlSWr4IvmchEO4vJbUDlkopShesB7XdvApB2U7BEyNgSJoOWR5HeoTJvW2BQpsDHqO7QuwXT1KpRR9W7iWphBCfB9JLIVoAebw51HrX8IafRwqfTA+fxb6nguwi7/BFwwRrvJgBWJQG6bmxiOwjEwcKUgtNnNth/+edhc1a8roc8pIjv3zLznil4ex/OvVbJg6n3TLxlKaiKFI9bgoBSmWQ51toVDk9MznsF8dl+xuCHHAkhHLrWSOpRAtQGUOwxx4H0bHcai0QgyPj5xbXiJ17GiUCR5/80LZlhUm46zLyL/jP/vlaOWsDxZy1ai/MPFv/0t2KO1CtDZE9apS3ITDsg/mE64Jk5oV5MJ7TqdrqgMoYq6Bz9REHQOtIe4aGD4Pg386kl9/eAveoC/Z3RBCCBmxFKK1uBWrcZd/Ca7CmxJHu6A9abixBFaXPviLgqjQWrTbG2XsX3/j/eOKF6kqqWXd0hJ+dP5hZOSlJTukNsNJODx4xiOsmbOWc+45k8PPG40n6GfweUfx9cSvKCl1uH3ozYw6uhuVXy9qqlWpFI1JJQZx12D0eYeSe+Sh9DxCylgJkVyy88629q9fMyHaEHvpVEjEUIYLCgyfS/DM3+HJ8kDJTKITf0/k+auIT3082aG2uH6jeuANeMjukEkwMyXZ4bQpJctLKZ5XjJNwmPLox0y55y3+3Pdals/ZQPbw/ji2ixO3WfHZYrTjYGwuvey4Co3BlkwzWlFL76MHYJjyNS5EMmkayw215qM9kRFLIVqJNfBHxD/7DyoRwX/Bk6AgOv1N3FgMhYnCASeBW7Mp2aG2uOueuZA1326gqGc+lkcKcm+roFc+HQd0ZO28Yo751ZHMeHgSaFg9czX+nHRSswK4DSEyPTYahaGg1rVICXhwIjEU4DMcckf0T3ZXhBBiO5JYCtFKjIwOpN7YWI5Ix8M03DUENxImXJaDtlPwdc3H9IA3+yC0HUNZ+88cOdM06Cl7U++Q5bX4w/u/w3VdDMPAp22m3PMOiWgCt6qazilxvAUBYiGTaKLxNemWw9mv3cSMxz+gfmMlw352OAeNH5ncjgghNpNyQ9uSxFKIfUDHwrgNCXA9jQt5XAXlxTgoGl74M/HZr+MdfgZW39FYBT2SHa7YB4zN82pHXngURQfl8eT5T5Cq4ijAicWxNTTupaPJ7FFIdu8OnHj/BckLWAghdoMklkLsA8r0gG6cH+fxJRrny8W8gIvWEPl2GZEF92D4IeeeDzEyCpIdsthHojUhPrzyn/gciCuFa0EkpogkFJalGHTGKI698+fb1acUQrQdGifZIbQZMutbiH1ApWTgOeznkJKB6n00Kqcf3jybQGEV3sx62LzfsxsHHappep22E4Q+fZPo3GnJC17sNTdhs/Slj1nx+jS01s3OGZaB44LX1JhKURP3EE4YaBS2qzjypjMxLJmnKoRoH2TEUoh9JOXMu+DMu5qeh/82BOpqMX0JzJxc3HCYwNgTMIu2bvFY/+YT1E+a0FgE+/cPYmTk0jD5BQIjjsY/dEwyuiH2wOLnP+SbR94EpTD9Xrqf0Dg/MlYbonrpOg465VBmvzwT123c81t7PGig4/CeeFP9yQ1eCLFTsqVjc5JYCpEknjFXkvjfHVi9xpBz3otNtSwji75BeX148/NwohFwXTBMdDxG5d+vwSldR3jau3R49EOMoNSHbA+2rVO65Za2azu8e/ptxGoa0IkYGR6IuyZx/Jz50m/RrqagvyyAEkK0L5JYCpEknlGX4hl1KQA6VEbis9uJVzmUvLMcnbBJzawh0G8QqadcjJmVh2/oGIw3/oNTXYYyLLDk49te9D33WKyAF8vvpeuPDwEaF+hEKmrRjourDcK2Sef0OoojKfjTAmR1l3m2QrQXMmK5lfwyCdEG2J/ciLv4NUxMvCldIabx+iI4K78m86onMXyNt0Nzr3+EyKxP8fUZiuELJDlqsbsMy+Sgs45qet6wspiGVesoOGII6z6aR8QxqbctZpQVEMwKkpKXkbxghRBiL0hiKUQboNK7gOlD4eIfMhZz+UcoDRgGuqECfJ0AMILpBI88ObnBir0SLatk5sU3AZr0fn0IKz8YNt3SoriOw6qIonR5CV2GdUt2qEKI3aJlVfg2JLEUog0wx9yM6jACld6JvIIhRN57hOikhzDyOqHSc4HGFeIohTLlY9uWhSvqqF9XRv6QHijDoHZdOW/98gG0qznl2d/i0QnQLm7cxsLhvPdvY/UrH7HyhcloND26p9JxoMytFEK0T/ILJUQboAwTs/eJTc+9/UdiT9cQLyb2ym/R0RpCsxaCCpJ184tYHRqLqGvbRrsOhrf5rj2hqW/ibFpL6kkXYKTKbdV9JVpdzysn3Iy2HXqffjiH3/xzVr4/m1BpDdrVrJg0ixFXnEif319CzfwldL/wpwSK8uh+4mjWvPoxAMc9cAmmbIMpRLuhkTmW25LEUog2SMcaGlcPOwkScxv3kvalQLTWJP7tdKwOPUiUrGfDdRej43EKb7mfwMCDAYgtnUvthHvBSeDUlJN12V27eDfxQ9jROGVzV5DTvyu+jGCzc6HSGlzbxokmqFiwGoBofRTb1himouvRgwAoGn8MReOPaXpdZt+unPLZowAYHvlaFkK0X/INJkQbpIqG4BaOwbDisPIztmztZ2QX4Bt+PACRBXPQ8Tg6Eafhi4+bEksnlkDbCZQyUIHU5HViPzXlkr9TtaQYb3qQM6bci2FuLSWU3acTg84fR8nsZYy+8RwAFr36BQAaRTA/83uvKwmlEO2XlhHLJvJNJkQbVHH3r6heUA5Ax7PPxKj6Fu9RV5E+eHxTm5RDxlD71gvocDWpx269jV762iQiVemYXsg4ZPx21z4QuLbNwpsfoH7ZavrfeiWZQ/u32LVrV2/CjsRx4jZOLIGRsnUaglKKEb85FTdhM/tPT7OwtJpexw9hwX+nUzC4G4FsSfSFEPs3SSyFaIPsumjjxB0gRl9yrvwr2IlmbczUNHyJFWhi1P/lLBI9u5F69QSszExsgthxMNPSkxB98tV9u4zKr+bhRmOsfOxFhj/WctMBjrz/MuY/9i49Tx+DJ8W3wzar3pzGyndmoFyHHqdmc9ncB7ACXtnvW4j9ksaVVeFNJLEUog3Ku+lhnHtuQaVmkXHMj6i45jjcUC0Zl/8V//BjAXBDteh4DKVAuxqnbA2Jbz+h4xVXkDpoEL7OnfF33vPVxVrrdpsIBbt3xgz40Y5D3pEjd9q2btlaVj7/Hh2OOYTCo0bs8todRvWjw6h+O22z7LXPSSQATFI65X9vAiqEEPsbSSyFaIO8RT3o8vALAETnfIwbDYNjE/38rabE0szIxdNvJPbSmSjLRVlerN6HYni9ZB133F69/6q/Pkz5e1PIP/kndL/m13vdn33Nk5HGYa8/il0fwpeXvdO2M699gMjGcjZ+MINxUx7FkxbcaXto3DXH8Hq+N/H2ZgQxPCYoRbfxY6hatoGvH3iTjof1Y9Avjtnha4QQ7ZNG5lhuSxJLIdo4b79DsYq641RsJOUn5zc7l/2HJ3EjtYSfuhCnsp7Y5y/jGXAUnl67Hnn7Plpryt+bAlpT9s7kdplYAph+H6Z/1yOFvpwM4lW1KMvE8Hh22jZcWsXkU27AjsTI7NuV41+6vdk+4FuMve//WPX2F+QM6EawMJvJv/4zFYuKWf/FYrqMHUBGN9muUQixf5LEUog2zgikknPbyzs8p7XGeWM0Ps8qnFQv4Q+KiX78LBm3vIeZ2/w2eN3H7xFeOA+z6CCUx0fOCT9B7WC/caUUeScc3zhiOf7HrdKnfSVeVk7F5A9IHzaE1EEDd9hm5D/+QOm0eWQN7kXpzCV401PIHdJrh21Lpn2DHYkBULZoHZ/f/hzDrzqFlLzmq719GUH6/eL4pucZ3fKpWV2CMoztShQJIdo7jatljuUWklgK0Z5pBxVeBYbGTI3TtOLHbf4lF99QTPnjfyMRdonGP0NZHpxQiIKfnbP9JbWmelOU6lAKaXb73o98xc23E1m9hpKXJjJ44vNYaWnbtfGkBel0wuEsfWEK3zz0KgBHPXoN+SP6bte2cMxgPEE/0YYYMe1h2evTWT91PkWDuzDqTxfjy9zxqu+j77mQDV8uJqtXEf4sWRkuhNh/bX8PRwjRbijDQo36G6T1RA2+Df+PLif14ocwcjqhI3VN7YxACigDLIvGmpjfz43FKZ8+B1BsePfTVo2/tSnDAKUau7yLhUjhkipcuzEhD5fV7LBNSmEOp05/jJ+8fQ+G10IZBrHKOjZOm8+ylz/63mubXosuRw4irWPOHvdFCNF2adxWfbQnMmIpRDtnDrwSBl4JNH6gdSxE/a0j0OEaVF5f0m58Hys7l073/ZvYmhUkwi5uLE7uiSfs+Hp+Hx3HH8Wm/02n+y/adx3MXn+5g8oPPyZt8CCs1J2PFA741XjsSAxfVhpdxh3yve2UUmR2K+SkZ69j7YdzWPH8ZJQyyerbtaXDF0K0Cxot5YaaKK11q7/JBuwQFQAAEIRJREFUiBEj9KxZs1r9fYQQ4BR/Q8ODp6LQaFcR/P0knC8fg/QOeI//A8povg+101BH6d/vQLsOBb+9DSsza69jaFixloW3Poi/YwED/3TNbi2i2Zc2fbuO9259hU7DujHu5tOare6uXVPCt09OpuPYgXQbt+tFUHVrStCuS0aPotYMWQixA0qp2VrrPV+t2AI8ZlBnBlpuE4YdqQjNSno/d5eMWAqxnzE69sfI6YZbsRpy+mDPfBrnm9fB9GJ2HIw18MRm7es+eo/wgtlox6XspQnUrKgktX8fOl/08z2uY7n6yYmEVq8jsqmMqq++Ie/IQ1uiay3m/dteYf2c1ZQu3sDA8QfTcWi3pnOf/u4xqpetZ+W7M8gb0pNgwc4T7fRuha0crRCiLdOAq9vX7erWJHMshdjPKNND2h8/IXDJs7jVJURnfo5WPkCjMjtu197buRs64YCjqZo2k9qZ89j08puElqxo1s6Nx2j4ahqJ0k27jCH38OEojwdlGqQe1H27827Cxk3Ye9zHvdV5eA88AQ+GZZDZaeu8x+jKZehNqzCUBsehbtGKnVxFCCHEd8mIpRD7qdinz0IshNYuetApJOIWPm9e03knFGb5LXcRL9mEz/BjOFF8nighvw+UwvudwuIlf7+T8JyvwTDo/p9XdrpdZIeTjiHr0CFYKX6s1MbyOpVfzWXd3/6GFfBQuiqKNrwc+sSdpB/UrVX6vzPH3XgKA046mIyiLIK5W1eK10x6nT45a6nwpWEnLBbe/CAFU5/F2EFZJiGEaKTb3QKb1iQjlkLsp8zuI9AadDxKzSfTqf90KhUP3Nh0vnraF4QWLSa2qYw4aWB5KPjVlWQO6oU/BUKLFjW7nl2yER2Lgm3jhht2+J5uPEF4fQnR8iqiG0owA/6mc6vu/jue0CZURTHp3lqcaIyK6XNbp/O7oJSiaHAXjEgdC397M6sf/g/adUkbcwyW1yIvPQRWADMY2GEBdCGEEDsmf4YLsZ9ya6txExZYXkzTxcGPCm4dnQv278OWxXtGQWd6PfIKsfUbiCxaQIq/mvqnbyZ90ETMrMZdYgp+dyvlTzxMZPU6Vtz9IBsWVODNymDUE3fgzUzHtR2+PPf3RDaVo3DxeA3yjxtD35sad+4J9uqJXrSh8f2Ui4NJ4bjDvjd+u7aWRGUl/u7dW23P8jX/eJK6OfNpWLSU7MMPJWP4ofR8aRKJuhDpX39L9oiBklgKIXZOg5YC6U3kG1OI/ZT/iLMwsgox87qQfd2jZF1wLXm/uxftulS9+V8apk7Gl5+NUi6xNWuIri3G26GQQI6XjKxa/GYlDc/f2XQ9X5fuOEYasfIayueuxK4PEy2rpGLGfAA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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": [ "### 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\", operator=magic_op)" ] }, { "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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