{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Author: *Davide Cittaro* \n", "First compiled: *February 9, 2018.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Cell-Cycle Scoring and Regression\n", "\n", "This is a _Scanpy_ demo that shows how to regress cell cycle effect, following the approach showed in [Seurat's vignette](http://satijalab.org/seurat/cell_cycle_vignette.html#assign-cell-cycle-scores). As for the R example, toy dataset consists of murine hematopoietic progenitors from [Nestorowa et al., Blood 2016](https://doi.org/10.1182/blood-2016-05-716480). The files of the Seurat tutorial - used here for reasons of benchmarking - can be downloaded [here](https://www.dropbox.com/s/3dby3bjsaf5arrw/cell_cycle_vignette_files.zip?dl=1). A more recent version of the dataset can be downloaded [here](http://blood.stemcells.cam.ac.uk/data/nestorowa_corrected_log2_transformed_counts.txt.gz)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running Scanpy 0.4.3+7.g2bc93a6 on 2018-02-15 09:34.\n", "Dependencies: numpy==1.14.0 scipy==1.0.0 pandas==0.21.0 scikit-learn==0.19.1 statsmodels==0.8.0 python-igraph==0.7.1 louvain==0.6.1 \n" ] } ], "source": [ "import scanpy.api as sc\n", "sc.settings.verbosity = 3 # verbosity: errors (0), warnings (1), info (2), hints (3)\n", "sc.settings.set_figure_params(dpi=80) # low dpi (dots per inch) yields small inline figures\n", "sc.logging.print_version_and_date()\n", "sc.logging.print_versions_dependencies_numerics()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load data" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "adata = sc.read_csv('./data/nestorawa_forcellcycle_expressionMatrix.txt', delimiter='\\t').T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load cell cycle genes defined in [Tirosh et al, 2015](https://doi.org/10.1126/science.aad0501). It is a list of 97 genes, represented by their gene symbol. The list here is for humans, in case of alternate organism, a list of ortologues should be compiled.\n", "There are major differences in the way _Scanpy_ and _Seurat_ manage data, in particular we need to filter out cell cycle genes that are not present in our dataset to avoid errors." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "cell_cycle_genes = [x.strip() for x in open('./data/regev_lab_cell_cycle_genes.txt')]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we define two lists, genes associated to the S phase and genes associated to the G2M phase" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "s_genes = cell_cycle_genes[:43]\n", "g2m_genes = cell_cycle_genes[43:]\n", "cell_cycle_genes = [x for x in cell_cycle_genes if x in adata.var_names]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Standard filters applied. Note that we do not extract variable genes and work on the whole dataset, instead. This is because, for this demo, almost 70 cell cycle genes would not be scored as variable. Cell cycle scoring on ~20 genes is ineffective. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "normalizing by total count per cell\n", " finished (0:00:00.148): normalized adata.X and added\n", " 'n_counts', counts per cell before normalization (adata.obs)\n" ] } ], "source": [ "sc.pp.filter_cells(adata, min_genes=200)\n", "sc.pp.filter_genes(adata, min_cells=3)\n", "sc.pp.normalize_per_cell(adata, counts_per_cell_after=1e4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Log-transformation of data and scaling should always be performed before scoring" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": true }, "outputs": [], "source": [ "sc.pp.log1p(adata)\n", "sc.pp.scale(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We here perform cell cycle scoring. The function is actually a wrapper to `sc.tl.score_gene_list`, which is launched twice, to score separately S and G2M phases. Both `sc.tl.score_gene_list` and `sc.tl.score_cell_cycle_genes` are a port from _Seurat_ and are supposed to work in a very similar way. \n", "To score a gene list, the algorithm calculates the difference of mean expression of the given list and the mean expression of reference genes. To build the reference, the function randomly chooses a bunch of genes matching the distribution of the expression of the given list.\n", "Cell cycle scoring adds three slots in data, a score for S phase, a score for G2M phase and the predicted cell cycle phase." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "calculating cell cycle phase\n", "computing score 'S_score'\n", " finished (0:01:16.410) --> added\n", " 'S_score', score of gene set (adata.obs)\n", "computing score 'G2M_score'\n", " finished (0:01:04.165) --> added\n", " 'G2M_score', score of gene set (adata.obs)\n", "--> 'phase', cell cycle phase (adata.obs)\n" ] } ], "source": [ "sc.tl.score_genes_cell_cycle(adata, s_genes=s_genes, g2m_genes=g2m_genes)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here comes another difference from _Seurat_. The R package stores raw data, scaled data and variable genes information in separate slots, _Scanpy_ instead keeps only one snapshot of the data. This implies that PCA is always calculated on the entire dataset. In order to calculate PCA reduction using only a subset of genes (like `cell_cycle_genes`), a trick should be used.\n", "Basically we create a dummy object to store information of PCA projection, which is then reincorporated into original dataset." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... storing phase as categorical type\n", " access categories as adata.obs['phase'].cat.categories\n" ] }, { "data": { "image/png": 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RGkqbwkREJHwG3Qrbv3PfvsslNhHuNwH6jINNs2HzXMhKh/gku5Gq44UQFeT5mpxM+OIv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\n9UfMfVqE8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lI/btec2t1XEIQGQezQCrWSU1zB6ewSLDaZxkFGmkfY/yUd4HP1f6vd0DqC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\n2Je8T1KfI7eOIDkrGQ2cGkiej4joSayZQvXC2ktr8creV3SW3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"text/plain": [ "" ] }, "metadata": { "image/png": { "height": 318, "width": 346 } }, "output_type": "display_data" } ], "source": [ "adata_cc_genes = adata[:, cell_cycle_genes]\n", "sc.tl.pca(adata_cc_genes)\n", "sc.pl.pca_scatter(adata_cc_genes, color='phase')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As in the original vignette, cells can be easily separated by their cell cycle status when cell cycle genes are used.\n", "Now we can regress out both S score and G2M score." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "regressing out ['S_score', 'G2M_score']\n", "finished (0:00:43.387)\n", "--> after `sc.pp.regress_out`, consider rescaling the adata using `sc.pp.scale`\n" ] } ], "source": [ "sc.pp.regress_out(adata, ['S_score', 'G2M_score'])\n", "sc.pp.scale(adata)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, we reproject dataset using cell cycle genes again. Since we regressed the scores, no effect of cell cycle is now evident." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "... storing phase as categorical type\n", " access categories as adata.obs['phase'].cat.categories\n" ] }, { "data": { "image/png": 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csP1LWPc+nNwHpgkJbaD3rdD5GrDpx19ERGoH/Y8mUhslr4LZv4aM5NLPp++B3QsgrimM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\nZqw9vtanPg2jGxIeVvnRsn1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ykGa3kW2z8a/Us1Ud9obbub9REocq2UxnmCZjsnJYFhPN\nR/H+zVKeftHwxwF/pEdSDz7Y+gHb07eXahMXEcfodqO5u+fdJEQlnHn+iz2eN5+VtbBODNlp6VaZ\ntjoxHLXbsAFtCosYtvJNIv1IaAe3HEzD6Iak5KV43ceR2Z2Y1q8SFl75hq010VHc0rQR7x49Tpsi\nK6l1AH9rkMCcuFjIL/1zvT9zP/9c/U/e2PgGLw9+mYQ6Z9dGRyT8gGF4fzDDO5vfqbaEdumhpTy2\n9DGcnl4seuntzW8zruM4msY2Dch4IlK7KaENJf4mO0Zgill8uutT3tn8Dvsz95d6/uV1L9O/SX8m\n9Z5EjyT/TwybtXNWwP4zLOlUwSleXf8qc3fN5bUrX6Nt+yHWaVeH18KOryE/AyLqWOsa2w22ttsH\nSIGzgG/2fcOMHTOs9cBAmBHGwGYDGd9pPAObDSTMCMOs15I5iY0hP63K95wVG8/wnLPrQdsm9eTz\nPnfwfXwCM3d/yubUDRQ68klwOrk6O5dBuXk80qgB6X7MzJ7Wp2GfM5+PajeKUe1GsTF1I9vTt1Po\nLCQpJolBzQcRXUHViOM5x8s954nDMPhTUiI/REeVexHwfwWbuX7Fs9zX75Ezs8DesIfZeaD3Azz1\n01NetXfmtiS8/iq3yexp6TYbkxomMffwUcKAvzRI4NM492uVTxWc4jff/YbxHf/BT3vAsGVhr+vD\ngSfAtvRtbErdVKWfS0/S8tKYvWM2r298PaA/vy7Txayds5jUp5qW/ohISFNCG0qSuvjexwiDBh2q\nfOsX1rzA1C1TK7xmYrLy6Ep+nfJr/nPFf6y6r35YkrykKiF6dCTnCPd+dy/TR04nMToRmvW1PoLk\nYOZBJi6YyMGsg6Wed5kulh5aytJDS+nfuD//ucJad3o8AMkswIqw5lxR8AjRFNC7Uzv+/qvhhANX\nAVe1uwYO/ARTz5Zbu7dRUpWSWQMY33BAued7JvWkZ5Lno23D/HzBtaBOxTviT9lsvL1jOhtO7eK1\noa+dXXLihTEdxnAi/wQvrXO/DteZ14zCE4OIbjHN67H3RYSzLDqKaNP0mMyelufIY3XW28RF3k5e\n9FYMw/eEcUPqhqAltEsPLeWRJY+Q56hCiUA3vt73tRJaEfGK6tCGko7DIc77ckoAtBtinapUBZ/s\n+qTSZLakfGc+kxdPJjkz2a/7+FoD1B9Hc47y4bYPg36flNwU7vz2znLJbFmrjq3igYUPkFeVmsFl\nmNjYZzZhq9ma5WkVJHPxzc98mmy381O09wlfRYbk5NL63dFW7eMC92u8d6dk8exX27j3g7VMnLaW\n577eTkJ41b4/K7Pm+BqeWf6MV233p+Xwj6+2cevUpXy5KpIO4TfSLq47BqVn612FCeQfH0Hugd9g\nj9/gc0wz68bxsZfJ7GlbTmzimkuOEdXwS5/vB9bPZTCsOrqKSYsmBS2ZBTiR5+eBKCJy3tEMbSix\n2eHCO2HR37zvc9G9VbqlaZq8s/kdr9vnOnL5aPtHPNb/MZ/vVV01KD/Z9Ql3dLuDBQcXsOb4GvId\n+dSNrMvgFoMZ2GxgQHZW//fn/3Is55hXbdelrOO7A99RJ7wOOUU5Vb63q6DRmc8LnRWst6zX0lpe\nsf8H5sbWwazC19szv4C/pZ4ATKv2cdYxuP3zcgdZJKfn8ticjfy0p3yCYtjjiWtvxzT8O23Mna/2\nfcWDvR+sdB3miewCfj97I4v3biW8/o+Ex6/DsBdAEVAEYa54LmjQl9VbG1CQn4grryUUJ7llS2Z5\nY3tEOCf8mA1fmPoKhs3HGsrF6kfW96ufO6Zp8tcVf8Xh5wlx3vJlyYiInN80QxtqBv7W+x3cA38L\nHXzfHFPS8qPLOZBZvg6mO5/t+cyvWZuLmlzkc5/uid197nMi/wRXzr6Sp356is/3fM63B75l9s7Z\n3LfwPkZ+OpJv93/r85glZRRk8M2+b3zqM2vnLEa2GVml+57mctTBXnc9hOWSFFfJkbj97wbgqN2/\n17R1nC5uzchkyrEU6pgldtwfWgWL/l6q7d7UbMa8+lOFySyA6YilMKOXX3F4cnodZkVOZBcw7vXl\nLEn+gZg2LxORsBzDVrpygissg5/Tv6d+syXYzVgoOWPrx9v/hcWVKHzl7yxoeFg4V7S8wq++7qw4\nuqLcWvpg6N7A959vETk/KaENNTY7TJgOfW6HsEqSkYg4uPIvMPTpKt9u7fG1PvfJKsxi98ndnhuW\ncWOnG33u0z3Jv//wchwVz4QmZyXzyJJHeOKHJ3hz45u8veltlh5aWq5mpjsLDy70+W3ePRl76Ne4\nn099KhOZuIzoZh8T2+FZIpvMrPgFSZdR0P16wvDviNRpR4/xaPopos0K+v887cyxyy6Xyd3vryEt\nu4ISWyXkH78WZ74Xy2kqup8H646vq/D5R2Zt4ED2dqKbT8MIcz/7meU8TtPO02jdsEQoRb5XhEhw\nBkIFO5MAACAASURBVH7ToztXtrqyVEWJQPlyr3/LH3zlz+8EETk/aclBKLJHwKiX4fI/wLr3rKNp\ni3Ks4zU7j4ReEyAyLiC3KnC4T0Qq48+6vbbxbRnWahjfHvBuhvTSZpfSKq6Vz/fxxMTki72lS0nZ\nDTsd6nfg0X6PcmFj96eHpeR6X/appJjwGO7ucTdvbXrLr/5lGWEOtmR+z01frubVIa+WPn3JMGDM\nG7SePRby9/s0bh2Xq8KaqmfknYStn0GvCSzemcKeVC+WUbiiyD3wG6KazCKi7lbMyhJtP2Y3swpy\neeG7nWw6dIoCh4vE2Ej6t0lg8c5Uopp/hxHm3UEbJwqO8sCQQ3SLuZ7P1h9ma/ZADvKRT7GMysrh\n/XgbJ+z+b8LzVnxkPPddcF9Qxk7LC8wGRnda1W3F5c0vD/p9RKR2UEIbyuo2gcsftz6CJD4y3q9+\n/p669LeBfyM9P501x9e4bdczqSf/N+j/SM7ybwOarxymg23p27hj/h10T+zOi1e8SOM6jStsa69s\n5twDu2HnoT4PEWaE8ebGNytP6nyUVZjFA98/wKxrZtEktsQsqC2c60ZN5ZVZQ3H4UG7pmuwcIj2F\ndsKaoZ+2wv2muFJcUeQfvpWBiTa6dtzKlhNb2H8yheP5B7w6SKAy2484WHdwV6nnvthwBCP8BLY6\nuyrpVbHZu2Zz19i7GNihAdmF7Rg861OvlwNEulxcn51Dti2Mt+r593PlrfCwcN4Y+gat6gb+Bd/p\n8YMpMSqR/w3+H7aw4Cf+IlI7aMlBiEvNTeX1Da8zefFkHlz4IM8sf4Y1x9wng74Y0mqIz31a121N\nx/od/bpftD2aN698k/svuJ+GMQ3LXU+MSuSenvfw9rC3iY2IpUtiF69KQwXS5hObue3r2yqdie1U\nv5PPY9oMG+3qtQPggd4PMG/MPG7vejuJUYkYGNgNO10SunBb19voWOdSnLmtMZ2VrI+tQEZBRoXV\nHRpEN2BY66u8HifMNJmQ6cVpdcVLNLYcyfB67NP2Ho1i8oWTefuqt+nWsG2VklmAosyKl6XY47b6\nPPaxnGNsOWHVgo2NiOWxft5vfpycfop4l4sbMrOJ9GHphB+rLBjWahjdGnTzvaOXOiX4/j1+WrQ9\nmgFNBlT4wu90jeYPR34YkMNaROT8oRnaEJVTlMNfV/yV+fvm4zBLv/07e+ds2tdrz1MXP0Xvhr2r\ndJ+28W3p///snXd4FGXXh++ZLdn0QkJIo4WmSBGQXpQmggVEiijqK9jF8trwxc+GBQvYEFFRQFEp\nIohSFaT33kNLgHTSs0m2znx/LAkpW2ZSEHTv6+KCnXlawu7Oec5zzu806MzO9J2K+4xoMaJGSgE6\njY5H2z3K+Dbj2ZS8qUz6KjYglt5xvat4h8ZfN56n/rq8JTLTitJ4Y9sbfN7v8yr3esT0ICYghhRj\niuLxesf2JtL/kjpBw6CGPH/D8zx/w/PYJTsSEsXWYny1vrxwg551p/fz9Oaxqta89PRSJnSYgI+m\noiH8vy7/43jOcc7kn/E4xkvZuTSzXjqiNwuw2t+fo3o9VgHC7BKDi4poclEqzmpXb41ZLpZ6zSjK\nYGNyzbSJZbsP1nznnwFBU+z0uicKLAVl/x7eYjhWycqUnVNcFhUQEHguuh9jGjo2aFFhTZgSEMgL\nW16p8tmtjL0kFtluQBugLib91vhbVbVXy10t7mLWoVmqCyl0qN+Bl7u8TKuwVmSVZLH01FKS8pOQ\nkYnyj+KOZncQFxhXR6v24sXLPxmvQXsVYrQYeXD1gxzLOeayzam8U4xfPZ7P+n1G9+juNZrv6Q5P\n8+DqB8tqzbsjPjie4S2G12i+UrSiVlGG9k0Nb+K5js8xdc/UWplXKZtTNnO+8HyVB7AoiIxpNYYP\ndn+geKx7r7m3yjVJlticspkFCQvYnLK5LDGtXUQ7ov3VlwPNN+dzOOswHSMrFpMI9glmzqA5vLTx\nJbalbXPaN9Au8UJOLsOMjnhYOzAzJJj5QQHkVZKhmhkaTJfM9byQ042IAB9yitTJTdW/qMywM31n\njStPmS8MANmFJ1uqniRU5Wpno1uNpnt0dxYmLGTp6aXkmx1e6dJSv6NajqribewPTDeE8M6Od5xq\nFcuyiK2gLaa0YWj9T6kyaGMDYukRXb3iJkpp4N+AAY0GsCpJmZqHXtTz9cCv6RB5qaJcuG8449uM\nr6slevHi5V+GIFfnPOsKRxCE5JiYmJjk5GTPja9CJm6aqDjLOEAXwIo7VxBqqKRFKUlwcjUcWgTG\nTNDoIaoddHwAQqvG3W1K3sRzG55zGy8YHxzPzAEzXcaW1jV/nv2Trw5+5dbQr20eavMQT3Wo6h2W\nZZmXNr7EyqSVHsd4usPTVR7sBZYCnv3rWVWecSV83u9zesf2dnn/RO4JFiYs5EjWEcySmTBDGLfo\nGzB4w/QyRQMb8Gz9cNa7qNRVir/Onw7651mxu2q5W3e8eUdr7uvWmAXHF/DWDhWay5UwX+iPJcu1\nbJ3GNwm/xjNVjemv82fdiHUuNZPtkp1CSyEyMkH6II8xoLIsszV1KysSV5BVkoVeo6dpYEs+/bUe\nsq00Dl3Ct+G3aP09G7UCAtNunEb/RjWT61NCoaWQ/6z6Dwm5CW7bGTQGpvebXi1ZPi//TmJjY0lJ\nSUmRZTnWc2svXhx4DdqrjMziTG7++WaPR5XleabDM4xrM+7ShRNrYPlzkO8kYUcQodWtcMd0MFRM\nXDlXcI4fj//IslPLKLRequrVKKgRI1qM4K4Wd+Gv81f9M9U2By4cYEfaDlacWcHp/NN1OtfARgOZ\neqNzz7AkS3y27zN+PPYjxbaqx9v1DPWYcP2EKh5ts93MQ2seYl/mvlpf7/QbZ5GUEklqXgmCINA0\nwp9b20bhp3dzWCPL8MtDjs0PMC00hNkhypL+ZLsfRaf/i2xXVh3LX69hx6T+BPhoWX5mORM3qU94\nDBbiSUvqh724qef5mnyMaFBWAANgVItRvBLeFVL3gs0E/hFw7R0QpN5j7gpZlun27jrSC8ophYgm\nfGO/Q+vvLixEoFFQQ0J9QqnvV5/b42+nV2yvapcWVoLRYmTy9smsSVrj9DupZWhLXun6SkWFDS9e\nPOA1aL1UB69Be5Ux88BMPt9fNW7THTEBMay8c6UjrvXIUvj5QfB0lBvZBv6zvIpRC1BsLeZU3ilM\nNhPBPsG0CG1RK9W1apMcUw79F/XHKimTZKouAxoNYNqN09y2MVqMLDu9jF3puyixlRCkD+KmhjfR\nv1F/p9ni847O471d79X6WnUEUnTqZczWigZOoEHLyE5xvHBzSww6Fx5Fuw2W/5fifd/Rt2EMRaJy\nI8mcOQhL9o2K2k65sw2jOzvib6vzf6hBTy+fT/htf7lkNMGGoC0AZGRbAMg+1CeXe7R/ci5yG2uC\nlIcePFkCj6RX2giKWkdZ6n6vQUT1kiEr8/GfJ/j4z8oKDDa0wfvRh25H43vpu02WBZfJbTH+0bzR\n4806945mFmey+ORiTuaexCpZifCN4Pb4272GrJdq4TVovVQHbwztVcbxnOOq+6QYUzBajQSW5MOS\nRzwbswAZh2D58xhv+4hVSatINTrKfDYKasTAxgMvu7KAWranbq9zYxYcmwVPBOgDGHPNGMZcM0bR\nmAsSFtR0WU4xZnXAYq1qiBaabHyzOZE9Z3OZN74LAT5OvhY0Wrj9U36PaUHR4S9VzasL2YEluzee\nRFXax4UwotOleOQwQxj9G/VnZaLnsI1STHltKA52xMwKuiz0odvQhexB0Di8nbKkIdgYx7uF++ll\nKeB2g4JiDuVYI1p4pPJFyQbHf4ekTXDvEojt6KyrU/JMefx+5veyBMJGQY0Y3HQwYzo3ZOaG05is\n5Qt6aLHld8KW3wlBfwFRn44h6ldErWvViZSiVB5dPY5PI/vSq+ckCIx02bYm1Perz2PtHquTsb14\n8eJFCV6D9iqjukaaVbLC7tmOY1Jgh8GHZQH+ZGi1iMjEW6yMKDTS1Oo4NiwQBT5JW8vvi/pSXClu\n9r1d7zGs2TCevP7JKgkyVwpGqwJpqVpgWPNhtTre4azDdVJSVLIFYM11nxy4/3weLyw6wBf3ujbI\nDpSkqZ5b1OciaI3lYkJdzz/596O8frtDbupoagFHjnRCNqz1WMkLHIoGluw+7MjJQRu8C0PUEgSh\nYoU3QbRTEJTEE0Eh9CvSk6RXp6d6wkfPQR89bc1O1mPKhx9HwhM7wD/c7Ti5plw+3P0hqxJXYZEq\njjVtzzQGNxnMlLvG8vyCBGxSVe+rbIlA38C9MVuKTRB4IX0tqz9ZQPDtn0Hbq7T6VlGWo5DM0WVQ\nkgNaX2jYBW4Y74j/9+LFy78ar0F7lRHhG6G6j4/Gh0CtH+z9jv0+el4Nr0dipQf5Nl9f5gUH0a2k\nhOezc3mxfjin9XpwkgRWaCnku6PfsS9zH18N+IoAvbL4yMvJ5Yjl7dKgC02DPcdpqqG6VcbcIdn8\nKTn/ALLNs5j/qiPpJGYV0STc+e9PidKFUwRlG7HvtiUxrmcTLhjN3PfNToxmfzR+Y/GN/R5B49qo\nle0+lCTfh2SpjylwD4aoXzxqzK71kNTmirM6rXODFqA4C/Z+B73+67L/heILPLDqAafqBgAlthIW\nn1zMgZADfHLPB7z7+zmScyt+DkV9hqIksVKKRJGlfjru/+VhR4jEdXcq7ntFsOF92PghVH7/ZSU4\nft/xfWH4N+BX+2V+/26skpU/kv5g8cnFJOYnYpftRPtHM7TZUG6Lv81lgqIXL/82vIUVrjKGNB2i\nus/NjW9GV5LPLns+4xvUr2LMlmebry93R0c5jFkPHMo6xMubX1a9nstB5wadq12xSwlhhjBe6/5a\nrY9b3TU3N1vQVoqH95ckmtvaUpz0BJJJWSiaLMO87Wdd3g/1CXV5z/WYArJd2UNXkmHO1iQemrsb\no9lxWmAvbk5x0pNY8johSxXfu7Kkw5J7A0VJT2Ivjgds+DT4rcbFGNyuEQ/x4ntmO1REXPD0X0+7\nNGbLcyrvFEtT3mPjCzfxzf2duLVtFF2ahNGreTjXX6deyePnwABAht+fBauy6mZXBGtegb/ermrM\nluf0Oph7G5gKXLe5Cjlw4QCDfh7ES5teYmf6Ti6UXCDHlMPh7MO8teMt+i3qx5okZaXCvXj5p+P1\n0F5l3NDgBpqFNONUnnLvzKiWoygyF/BM/XDMCpJ5LKLyBK/159dzOu90WZWrK4UIvwj6xvVlzdna\n/7JvHNSYz/p+VicC8M1DmiMKYpnmrFKez80j3mJln8GHEkEgSJLoWmLiMflhZKs6r9X2M9ll/z6Y\nnMe87Wc5llaI1S7hF9QQVFYjtRc1B0l5aMqv+1LIrqRdK1nqY067C3PGYLR+iSBakCUfh5KBZChr\npw06rOgYviZE2zwojOSdcyiIhDaucmtn2k4OZR1SPNf2tO0czz1Gv2uupd81l+Jfx6/+GlTapEl6\nHTZAa8qDw4vh+qrax5Wx2C1oRW2dKiW45cwG2PqZsrYZh+HP1+FW90maVwuHsw7z0JqH3EolGq1G\nnt/wPO/zPoMaD7qMq/Pi5crDa9BehUzqMolH/nikSuydM0a0GEHbiLbMP/I9BZq6qYs+f/v7TMrJ\ng8xjINkdEkbtRkPbUeDz94UjjGszjg3JG6p1TH5j3I0E6ALYnb4bo9WIQWugVVgrRrUcRe/Y3nX2\ngI8KiKJnTE82Jm9U3CfOaqVbiQkBGFRUTh5MEEm0uY/ldEZSVhHp+SYm/LSXXUm5FW+mh+HXJBKN\nIUPxeJbcrqrmzy1xE54g+WEzui7pqgveo2outTSyWulkqvp+Mguw0t+f1f5+5GlE9JteoF1MN0a2\nGEls4CXveHUS/hYmLOT17q9XuJZrznXe2ANl26QD810atIn5iSxIWMDvZ34n35yPgEB8SDwjW47k\n9vjbL680386v1LU/uAD6vw4GZbJyVyqlOtbujNmytsi8uuVVukV1I9jHc1iRFy//VLwG7VVIpwad\n+LTvpzy34TmKrEUu241oMYJJXSYBsOj00jpbz57z6yGlnJZnQTIk77zoLfkI2txVZ3O749p61/J+\n7/d5ceOLqo3arlFdueeae+poZe6595p7VRm09xQUOj8EbzYAy9lIKFD3sxdZ7Nzx+WYyyvXTYEeP\nlRIMmDNvxTdudpWEK2fYjC2wG1upmt/uJAlKKaKPckO7OowsMFb5XS8J8GdqWAj55TeMucfZm3uc\nuUfmMqDRAN7s/iZ+Oj/2X9ives79mZf6pBel89S6pziRe0L1OGF2O2WBRAVVyzLLssyn+z5l1qFZ\nFa8jcyrvFO/seIcPd37K3Y1e5cnuA11LvNUWxkxIUK5wAYDFCId/hk4P1s2aLhObUzYrCksppcRW\nwtJTS7m/9f11uCovXq5svDG0Vyk9Ynqw4s4VPN3h6QplUH00Ptwefzs/DP6BV7u9ikbUIMuyqhAF\ntZhcadCaC2DxeDhQNzJUSujbsC9zb5lL/4b9ETzFPpbjw90fkpDjvgJSXdEtuhtPtH9CUdtbjEWM\nKXBxxN75YQa1rl7VtowCMwbMjNL8xW/6/3HaMJZjhgc56vMf3jWvIyK1L7Lkfj9sMzanJPkeLt/X\njB1RU41wA4Va3F1KTNxdUFjh2tygQF6NqFfRmC2HJEusTlpddnRcndMCk92hTHKh+AL3r7y/2pXw\nbi8st/l1on/80d6PqhizlbHIRuacmUSXqbOZtiahRpsPj+SeVSYxWJkcd8Unrg6WnFqivs9J9X28\nePkn4fXQXsWEGcIY32Y8464bR6G1EKvdSpA+CJ2m4sPKLttVx2SqIdhNAgzIsOxJiL8JAurX2Rrc\n0bpea6beOJVBiweRVqRMdsom2Zh3bB6Te0yu49VdIteUyy8nf2F54nKyS7IJ1AdispmcSrX5ShL3\nFBQyITffuZne+RFo3p+7AwqYu811kpcrrhWS+Fb/AQ2EikfbfoKZkdoNjLRs4ItzPfgkMA7/8ANY\n5EvGUsfIjoxqOYojJxox/Xyi6rkNOrGS/qoyRH0WiOr7hdvttLZY2eDnOs63f1Ex71zIpvwn64CP\njg/DQhTNcTDrIB9teoVQu518z80rUJqI9+7Od0ktSlXZ24Egy4wsLGfsR15b4X5CTgKzD89WNpZo\nxRq6gM+3mdmQvoyRnWKI9K9Pr9he+Gh8qrW+WuUfUCwouVB9UaBSLWMvXv6teA3afwCCIBCkdx0z\nphW11DPUI9uU7bJNTehX5CHOy26BPXOhzwt1Mr8StqRsUWzMlrIqcRXPd3r+ssSl/XDsB6btnuYy\nLtpf50/zkObU0wfSOeUYt5/bR4CzB7eogx5PQ99XAGjsQn7LHfFCCj/q3yZEcB3OAvCYvIX6ub2Y\nUvIqvzzeHKtkJcwQRgN/h1f4libQrH4wzy08gF2hkdE9vh6N6vnx087zitoL2nxEfSYIEjqxeslg\nTa1Wpmdc4LBez/ygALb6GigSRQIkiV4lJkYVFHKNpeqmYlJEOKiokLc0aRUjCwpJClH3fhrYeCAZ\nRRmsO7dOVb/yTMjNJ658MlvH/1S4rza2V2NIx6/xTM7IMGWX41qITwhDmw1lfJvxtfOZCYlzlOJW\nuxl3koz3b+BKq9boxcvlxmvQ/ku4Pf52Zh9R5oFRg16SubNQgSGx97vLY9CajXBoEWQcAckKgVHQ\nZgSHsw6rHspkN3E67zQdIjvUwUIvMffIXD7c/aHbNkXWIs4VnuOdwfMc6gqp+2HX13Buu0OCyTcU\nrr0DOtxfoRqUQach0EdDoVn50e3r2rkejdlShms2sbSoB5G+AwgyVDwZyC+2su98rmJjFiDYV8eQ\nNtEeDVqN3yl0YVvQBiQoiuV1R+uLmrLXWSy8lZWjqE+SVsNZrbqvzxJR5LROjyjLSAqNDx+ND8Oa\nDWPhiYXYq3H8LsoyT+bm81B+OTmr+q2haZ+yl3bJzvIzy1WPXZk8cx5zjsxhQ/IGZg2cRX2/Gp7I\nBDaAZgPg5GrlfbS+f1vMfm3SMKih6tCS8smHXrz8G/EatP8SRrQcwZwjc5Cp3eO4cfkFhLkNObhI\n/jmw2xwlVOsCmxnWvukwnM2VtCjXT8HcpE21hq12IQGFnMk/w9TdUxW1zTHl8NrW1/j25m8huj3c\n8bmifsM7xjFna5Kitk2ENHqIRxS1LWWs5g9+2TuaIIOOlg0CySgw8f22s6xPuKD63bbycDp/Hssg\nzE9HTrFztQN9+J/4RPypcmTXDPB0wuCEecGBqryzpWz296W+zUamQmP4kbaPEGIIqdYRNMCX6Zl0\nLa/K4B8Bo76v0MZoNVJsK6a2SMxP5Mm1T/LjkB9rrgXd+SF1Bm2b4Y7N3VXOnc3vZHWSip8bGN58\neB2txsvlQBCEG4CRQA+gBRAEFAMZwG7gd2CxLMue5Y0qjhsBHAf8ZVk2eGp/NeM1aP8lxAXG8UT7\nJ5i+f7rHthpBQ+cGndmWts1tu3vzC3g8T21EYO1gsplYmbiSZaeXkVGUjqYwnfjiAkaIFrpDpbhS\nmXrZiVBP/YMu7PxeiO5WS6uuyoLjC1RtMnal7+KdP9ajsTfAJmRj1G/FJmYiIxMTEMOwZsNoHNy4\nQp97uzZSbNAO1WxGVFmUoK+4j47LdpJPAGBHG3gUXfAefJvkASKSORJrbmfsJU0UjWe1yy6NWV3o\ntlo1ZlubzdQz+WMTbGhVeHqP6TwXHnFFplZLpM1Ghgejdnyb8TzU9iGg+sfJDWzlvLpxXWDYlxBW\n8f9BI9S+WsGxnGOsP7+e/o3612yg5gMcigW7v/XYVK7XHGHA5Yt5r0u6RXWjSXATEvOVxaD7af24\nI/6OOl6Vl7pAEIQWwBdAXye3gy/+aQGMAc4IgjBBluUVCscWgBlAGFC33pkrAK9BW02skpU/z/7J\n6qTV5Jpy8dH40DaiLXe1uKsshvBK45F2jyAjM2P/DJdGlJ/Wjw/6fEDv2N78efZP5h+fz470HWX3\nRUGkpyaEu5OP07PEpHzy4Lha886uPbuW17a9Rr65nDEtQJK/H2v9/WhqsfJR5gWaWi/FDA4sKmZa\nWAg2FYZBvMVCy5WTwC+yTo4xbZKN307/prrfdwkzEABNwPEqFbFmH55N16iuvNb9NWICYgBoVj+A\nx2+MZ8b60x7HjhaUHbmXRytIRAh5GP3SMEQtQtRV9JBrDKnogvdhN0VRknwPslW9Ni4AghWf8D+q\n19cJWlnmqZx8HrC+QbocygjNRoZrNtJKOO/RqJdrGK+YodXydHYuBw0+bPTzxX5xPK0g0rdhf+5u\ndTedGnQqa1+dIh4GBOrHdYd6zaHj/RDVzmm7AH0ADfwbkF6U7vR+dZmfMF+xQZuQk8C8Y/P44+wf\nFFsd3mKdqKNZSDPGtxnHTTpfNNtnIrgIu9grNWNSwUs8nFDMsOuv/vK3giDwfu/3eWDVA26lGcGx\nIZnSa8oVWYLci3sEQegPLAVKkx0SgEXATuAC4IvDmL0TGAg0BZYJgjBWluWfFEwxFbj6Y3AUIsj/\ngIzQygiCkBwTExOTnFy9YzpPrDizgvd3ve80yUojaLilyS38X9f/u2JrbCflJ7HwxEKWnV5WZhTG\nBcYxosUIhjUbRoihYuZ2ijGFVGNqWbsG2Unw7c3qJr1pEvR5scZrX520mhc3vuhRtSHYbuf7tAya\nlDNqn6kfzlp/5f8nL2flMKbQCDo/eO44GGo3OSy7JJsbF95Yq2OWUs9Qj7m3zKVRUCPAoTH6/uoE\nvnBj1PrpNfzaaCHNzy9WPV937QQKYn9HENzHeUo2f4qTHquWUasN3o1v9M+q+zlDJ8u8dSGbeoUN\nGWV5tcK9tsJpvtB/TIzgIonSEMIz13Zjba660IzK9C0q5pPMLLJE8aK3Via69UhC75hRod2m5E3M\nOjSLvZl7VY1/R/wdvNXzrbLXR7OPsvTUUtKMaQiCQJPgJgxvPpyGQQ358sCXik5v1CAgsG/sPjSi\naw+w1W7l1a2v8vuZ392OFekXSXz+KNokbeIWcSdhQiEl6NkjteB72wB2yteUtX39tmt5oIey04Ar\nnWPZx3h2/bMuFQxCfEJ4u+fb9I7tfZlXVrfExsaSkpKSIsvyPzYwWBCE64AdgB9gAZ4FvpRl57s2\nQRD6AT8DIUARcI0sy06TDQRB0AMzgfLZn+Z/esiB16BVyaITi5i8bbLHY+J2Ee2YNXAWBu2V/f4p\nsZWgFbRVpL48MrMnpCss4anRwzOHKyQrVYdcUy4Dfx5YpsvpiWvNZhakXhLaP6PTMjYqUlHFtNZm\nM7PTMvEt/XwMeg+6Plqtdbsix5RDnwV9PDesJk2Cm7D0jqUVqpolpBfy/fYklu5LxWh2GPuxob6M\n6dKQUZ3i2P/ze/RLUhbTW0oq/gxsGI2gUXaiZS+JoThpgqo5AAyx36ELPKqukyxXiHU1SBKDioq5\nt6CQWLPIKMv/cVhuWnY/iCJu12ylsZBGYyGDxkIGvpgJ9tMRUL8JtL8H2tzF7+fX8vKml1X/DOXR\nyjJ7k85XDI9pNwaGfVH28quDX/HZPoWlXysxquUoHmv3GLmmXF7b+hoHsw5WaSMg0COmB890eIax\nK8cqqkylhm13b3PpOZRkiWf/epZ155WpN8h2H4rPPoZkdn8CJgrwy+M9aB+nTFLtSkeSJTYmb+Tn\nEz+TmJ+IXbYTHRDN0GZDubnxzVeGVFot83cZtI0nLvcD7gHuA+JweE4LcHhOvwJ+S5oypBriyBW5\nGAqwE+gEyMDtsiy739VRZtSWxlzNkmX5ISdt2l5ca5eLlyQcYuBeg/ZqpK4M2pO5Jxnx2wjF2cZj\nWo3h5S41e+hdsWQec3hpTQpiaId+Ae3H1HjKWYdm8cneT1T1mZeaTjvzpRj6w3o9TzSIIMeNUdvW\nZGZ6xgVCyye7NWgDj25WvWZ32CU7fRb2qRg6UctM7zudPnFVjWZJkik029BpBPz0l0JBXpm/fWUA\nwAAAIABJREFUmf8duxM/QXm41YSAG1gfoa5CV1HSY0gljTy0ktH4n0Tjl4ioy0HjdwpRp0x9oTxz\nUjMoFgUMskwLi4VgSSZf9uMR63/ZLjn0WIMoYqL2R4Zqtlb52UtkPZp2I9APegv8HMfZVruV/j92\nI0eqWVjajqTz+JX/Du4+AQY6vKpLTi7h1a2vuuipDJ2oQytqPRqq0f7RPNLuESZvm4xNtrltqxRR\nENk3dp/LMtHLTi9j0uZJqsZUuhkadn0MH41qr2psL1cOl9ugbTxxeSjwGvAAjphVV5zHEZP6YdKU\nIdX+oAiCMAz45eLLmbIsP6ai7wrgFiAPiCyfJCYIwgTgI6D0AfcdjtDSMfwLDFpvpTAV/HT8J1XS\nOUtPLcVoqZ425hVP/WvggRXuNR/1AXDn17VizAL8cvIXz40qsTiwonfoOouFX5PTeDYnlxhrxe+j\n9iYz72ZmMScto6IxC5BXtQyl2W4mqySr2v/HGlFT54kcrvRFRVEg2FdXwZgFsOmCWCcpNwSssoZN\nQc4TuNyhD9np9r4uZAf+8R/g1/BbfML/Qhd8oFrGrCBDO5OFXiUmbjCZMdrD+MA6kn7mqWXGbCgF\nLNK/wRjtX04NeV/Bgv7gD44NnPGCY30aHc+2rZnHXpBlDJUdCq2HAY7NzowDM5z0UodVsiryuqYW\npfLrqV+Z3m96hcqDNaFHdA+XxizA/OPzVY+p8U1BNHguCbv8UBq5RaqSwb38S2k8cXkjYAvwNO6N\nWXB4bd8Ffms8cXlNgpYfufi3BLytsu/XwCpgElXzoDriMGZzgftlWb4fUP8FfZXiTQpTSLG1WLVW\nY7HN0WdUq1F1tKq/mQbXwYS9cGIV7J4NF46DZIOgaGh3N7QbDT6BtTKVJEvVki46q6v6Fg+RJB7M\nL+SB/EIyNBpKRIEgu0S4O/mxizG7siyzOWUzCxIWsCllU1ksb4vQFoxqOYpbm97qNHbaareiETVV\nHvCjWo5i3rF5dVbJTa2WZX9hFz3FPYraSrLAy7bx2PSrVRQVdiDqs6pcu0Y4y72aP9kbcYY1ITU+\n1QPAWtyEDuZXCBWMmGUdmYQiVdrHf677lJaigvdW1glYcC+MW02hycqh890ZmvUty+oVKNaVLU9n\nk7niSqKvh5iOAKxPXl/rSVqe2Ju5lxCfEFYOX8maxL94a8MPZJsugKxFMtdHF7wbQaPcSBzdarTL\ne6fzTnMoS2HIUiV0Ibswpzd028ZikziTVURH/+qrUXj559N44vIIYC0Qr7LrIOCXxhOXD1brqRUE\nwR+46eLL3bIsq3qwybK8BHBV57gI+BR4U5bluqmkdAXjNWgVkmpMrZZW46m8U3WwGhxH/ft/hAPz\noTANRC1EtnZUAGoxCMTL5HwXNdBqiONPHVIXoTEiEGW3gxLbSdBSZC3i6XVPV1B9KOVE7gkmb5/M\nVwe/Ykb/GbQIbUFifiILEhaw/Mxy8sx5iIJI85DmjGw5sszwbRjUkImdJ/LOjndq/ecDsNhVeKnO\n76TfkYkIgufvZ7ss8D/rOH6WehOAOr1MAMpJZEWQy6e6z+mmOcrCwADWhNRelro1txslokix/wUQ\nzYhSCnJxU2S7w7nSVjhNd42KuNzz23nk7emsLnQkHQXxDG+bJrMx2MiqAH9V2rSjCgovvdD4wM3v\nlr3clLxJ+ZpqkYUnFvJG9zcY1LQf/RvdxOojGXy/PYnt53KQrcH4RK5UNM719a+nZ0xPl/fVVu0r\nj6jP9dwIsNrrrty3l38Ms1FvzJYyAHgdeEVlvxuA0p3WmmrO7YoJslyHde6vcLwGrUKqU6UHqLV4\ntArsmwcrXgBrJQO7IAVOroHQJjD6xyr12q9mNKKGBv4NVD8IY6218/u3aPQM/3U4KUXu66VnFGcw\nfvV4+jfqz6ITiyrck2SJhNwEJm+fzPR90/m076e0r9+eu1vdjV7U8/6u92tV4B4g1KBCe/evdxAU\nGsAaQSZOvACSgGwNRlBoZJQiWR3riiCXxfrXaSheQAK+DXZdwlktkiUM/4CDEL0ASbz0+ZUlDbbC\n67Bk9+Feu3pN21tMy1nNkwAU4M/x4q6MEH9lTYA/Sp8kLcwWbiq+GAqg84cRc6CRQ+/YaLax6XTd\nKLR44njO8bJ/azUiQ9pGMaRtFBcKzeQW9+a7hGB+TXQfKtC6Xms+velTt+EGYk2i3RTubSOD/tHh\ngl5qSOOJy1sAg2s4zKONJy5/K2nKEBUalrQo92/PWooq+Dcbs+A1aBUT4ReBKIiqj4Yj/WqW2V+F\nPXPgt6fdt8lNhNm3wLg1ENGyduevBfZk7GFj8kaKrEX46fzoHt2drlFdPfYb1nwYM/ariyscalQf\nd+mMR0J9PBqzpeSac6sYs87aPPzHw8wZNIdr613L8BbD6R7dnSFLhmCVai/kKdw3nC8OfMGKMyvI\nKslCJ+poFdaKkS1HclPcTZcklbJPw5n1qsYepVnPx7bhWPM7qi52YM1zHK1/oPuKhqIjLnWzr4EU\nJyEi1UFj80WvycESUlVXVxDt6IIPoA08ipRRDGoeRUBH4WTZv0dp/uI53UIGR0QrDzuQZV7Lysas\nDUHb9T+OwgEhjiN0o9nG3V9tJ9kuof8bCl65eu9FBPoQEejDW5GT6NOoM/OOzqsiIxbtH82IliMY\n02qMR8nChkENERCqVblQstbz2KZ9XAhNwv09tvPyr+YxKtfgUU89YATwvaeG5Sh/BJXpqpEgCL6A\npwd4uizLlzc26QrGa9AqJMwQRo/oHmxKUX4UKAoit8XfVnuLyE+G5c8pa2vKgyWPwsN/1d78NWTd\nuXVM3z+dk7knK1yffXg2TYKb8Fi7x7ilyS0u+49oMYKvDn6FTVLmdW1msXBD+bKfEa0ccb4q+S3A\nj90qVc2UUGIr4Y1tb7Dg1gWU2Ep4bsNztWrMgmPzsCejYkzstrRtbEvbRlxgHNP7TqdpSFNHHDQy\nEpCg11EgihdVAayXpMsqESHk0144xZ68zujD//KoQVtKgMVAZLEfdiGN3uIlKam9hprLD8mSjkhj\nPYwBqRR7CLsRRCsfRGppk6ajtUX5790gOLzYPliYqP1JvSEuCIz3uR1r4XC29h6Er/6S4sZrvx7h\nUEo+2sDmELpL+Zi1RIRvhMc2AxoNYECjAZzOO83JvJPYJBuRfpF0jOzo1itbntjAWLpGdfVYjdAZ\n1rzOHtuM7epJQcPLv5nGE5f74FA0qA0eRZ1BW/5D4s6gbgns8zDWGzjCHrzgVTlQhbskB2f0jOlZ\nVq2pVtg925F0pZTUvZCiLMGnrllwfAHP/PVMFWO2lMT8RF7c+CKzD892OUa4bzivdlUmY+QvSbx7\nIRsQIL4fjP4Jxv4KonrL9JtaPAavzNHso2w+t4cfjv1Q7SSZ6nK+8DwPrHqAswVnKSjO4pvgQAbH\nRjMyJorxUZHcG92AfnExvBcWwnmtc5mzIKEY2RaEOf12RXP6SBJfZCXxp89L/KB/u0JFLnMNq2/J\nkkCIsQEdhdMejdlSLKLA1yHqCmbkyo7421vF7YQKRn4NUO8JLApOINcE6xMuOWguFJr57YCjgImt\nsDWStXYSKtVwa9NbFbeND4lnUONB3Nr0Vm5ocINiY7aUMdeoVz+xFzdEMrn/Tu3dIoI72teOUoOX\nfyxxOAoU1AZtVLYvX0qxfi2twQteg1YVvWJ6MaSpsuSnMEMYE2+YWLsL2KdmE3iRvd/V7hqqwa70\nXbyz8x1Fx4vT9kxjY/JGl/eHNR/GWz3ewlfr67JNA79IPunyOjv6Ps+Lve7j6Zg43sjdxc6ic9Dl\nEZf9nHFEr+e0vm4zpZ9Z8TXzjzuX16prcs25vLzpZcZkrOHjsNAqnsZCjci84CBGxESx1VA1JrEY\nxzVrXhdMacOQJdf6vqF2OzMzLtD+oi5w5TK7Qe5UJhQgiDL5QedZFaCuQt96P18yFBTbKGWl5NAr\nH6xxJAc6qnypQ9AWAhJZ5aSlFu05j6UskUmDJdtZafe65Vj2sTrVRS7PjXE3cs819yhuH6gNJrho\nrNs2/VrVZ+a9HdBqvI82L26pzbKPgY0nLlfzhiufKe5y5yXL8n5ZloXKfwDPxyj/UrwhByoQBIHJ\nPSajE3UsPbXUZbso/yg+7/c5cUHq66+7xFoCRnXi9QDkJtXeGqrJ3CNzVcUezz48220pxzua3cFN\nDW/i11O/suz0MtKL0tEIGpqFNGNo86HszdjLk3vfr1JR7OcTPxMf3JSXrh1Et6OrFK3lpE/dV+Ep\nls9jLv77wqCUeIaLRJFnIsOZk5bBtReP5wtkXw5Il6psCYVdKSpsjS5kFwHB2xF1uWiAplYrIwqM\n3FJU7DJ8AWBAUQkzQmvuNJFVenrtgsBWXwPDFMRbW2UNP9ochmaY4FAp0FQjDtRx0ijgo730HDyW\nVlihhTW3G4I2H5/w9dUYv3p8f+x7Nqdu5usBXxPpX8vx/06Y2HkiwT7BfH3wa7fhNk2CmvBJ30+I\n8mvIsgOpfL/tLIdSHIa3VhTof00k93VrRPdm6ksqe/lXUpsl8cxJU4ao2Y3v5lL1rv6o16H14gKv\nQasSnahjco/JjG41mgXHF7AqaRUlthIEBK4Lv47RrUZfYeUIaxrzXjNSjamq4o4Bdmfs5lTuKZqF\nNnPZJkgfxNhrxzL22kseG4vdwuN/Pu5UVquU0/lneFzU8uFNz9Jv/xL3Br8+EHvnh+DMz6rWrxZZ\nYezp302JKDI9NIQZGY4krrTGQxkfcx0aUaBlZCDXxQTT54O/sGTfxOSCAwzRqAuhaGa10rHExB7f\ny5+dblQYovCVfQgZF3M6TLLDcx9vsbLXiffaHZI5AhBoF3vJgLc5kZmyXBiEZIpBH7YJjV/FggKy\nXQeiDUGoXUm7xPxEnlj7BD/d+hO6aoToqOWxdo8xptUYFp1YxJKTS8gszsQu2/HV+tI2vC1jW4+l\nW1Q3hIsblZGd4hjZKQ6T1Y7JaifAR+v1yHpRSwYOvYzaeECqkt6RZTlLEITtQHeglyAI4bIsVxXm\n9qIar0FbTVrXa82bPd7kzR5vYrKZ0Gv0qmPIVKHzhcAoh+asGsKa1M16FHIw62C1igYczDro1qB1\nxkd7PnJrzJZik2xMPL+cpeNWEJOV5AjLSNoIRdkOXd2weOh4P7QdRWT2wbo3aG3BgDIFhb+bLb4G\nkrUaYjX+tLzjRVqGXfLQHksrQJIdUlwDFRZnqMwzuXmMM0RiqWE8rVr8PYQ7mASBH/zq85mvBV/x\nK5D0zDYFc22xwIhCI4uC1MW7WvO60LlxGC0bXOrnSmbKVtgGW2EbRJ9UNIYUEG3ItgBsxuZoDGmE\nNl6AmTxV83siITeBtefW0ie2DysTV3Is+xhWyUq4bziDmw6maXBTz4OoINgnmPFtxjO+zXjFfQw6\nDQad8lARL15KSZoyJLvxxOWrcRRIqCk/VqPPTBwGrQZ4C0dimZca4jVoawGD9jJ5lDrcBxveU9nn\n/rpZi0LMturVuv9g1wecyTvDqJajFIVuGC1GVaVxTXYTCxMW8mzHZ6FxD5ftukZ1pb5vfTJLXKqr\n1AiNLFOc0wVdoApx/78RSRBYFxjCfbfNhrCKRs3j8xxGbGcxAV01vc7tzRY+yrjAf+uHY75MxUFE\nWaZbiWvtrh+CAvgiJJh8jQYdl/6ftgVCfymG0QVGrjeZ2KfQSyvbDVjzOzD+1oqbzaHXxzBna1KV\n9oI2D0GXD4IVNIWOMsA+FwAZ2RZEQVZH2jW2cNy4WdH8Spm6aypvbnuTQkvFUIgvD35JlwZdeLHz\ni7QIbeGitxcvVzwzqLlBawe+rEa/H4H/Au2BRwRBWCPLstIHWJ9qzPevwHtOczXR8QF1WfqxN0B0\n+zpbjhJUCfuXw2g1MvfoXIYsGcJHez7yWCns9zO/qy5KsPTUUqx293JNWlHLnS3uVDUuKqqa9Sy2\nYC9uib1EXby1XvBFcPLxFQURrVi3+9Rj8cOxN64Y4/zL3mQSsx2/fz9BpbBrJXqXmFicks7QQiPa\nOqgQV2W+4hJHxTgnfBYSzJR6YeS7SBoziSJzQoIIskvUt3lWIJElLSXJ9/Bs37YMbN2gwr32cSG0\niSnNVZHRBh7Gt+Es/Ju9h3/jL/BvNAtD5Bo0hgwEQUIQZERdPj7h6zheuJWRLUbSJ7ZPrZ0UpRen\nVzFmS9mRvoP7V97PgQsHamWuukCWZfLN+WSVZKmrmOfl38Jy4GxNx0iaMuSc52YVkWXZDtwDlH7A\nFgmC8IYgCC4f8IIgNBAE4QugvMh53X9BXkV4DdqriaBouO0TFIX9+IbBsOpsHGuXLlFdCPapfkKp\njMy3h7/lw90fum1XvsKRUnJMOWQUe060+0/r/9AyVHmBih7FJWgUGGJNLFaGZTpiKC053RWPD1CQ\nOojCky9Qz3orner1Z0jTITzS9hGWD1vOPa2UZ45Xh8XHZHq+t45P156k0OTYEHy29pIcW75cc0H7\nRjYbk7Ny2HI2mZmpmfha6yaWUyfLPJRf4PTeZl8DX4Uqe+9u8PdjeKGRDibXxrxoCcY/9zHeHTyc\np/s3d9pm8tDrMOhkDNEL8I2dh9b/lLIYWUFi4YmFdIvuxqo7V/FF/y/oUL+DorVXF6PVyIS1Ey6b\nKoJSskuy+frg1wxaPIie83ty08Kb6PpjV17a+BL7Mj3Jenr5t3AxketRoLrlJLOBF6o7vyzLR4GB\nQBYOW+xVIFUQhE8EQbhbEIQegiDcJAjCg4Ig/AIkXlxvqQEwC/i4uvP/E/EatFcb198Dd34FPm60\nUcNbwIOroV51S1TXHj4aH4bGD63xON8d/c6tN6i6BQkskmfPjZ/Oj3YR7RSPucXfj0dz84ly4bET\nZJnexSXMTctgqWUAALaC6+kVqUwDtEOBge+LVzFXmMltiZkc2dKRZjzMk9c/SWxgLKNajkIj1F1s\nob24CWn5Jqb9cYIRM7dx4HxumXcWYIt0HUa55mE4uXIAc6y38WL+e+Rm36y6vyfvrk6WmZKZRVuz\n8/fAPJVxsb8F+DMnLZNFKWmMLCikY4mJ9iYzfY1mrknvx+CwGfzx2H8Y2cm1N759XAjt2q9FF7xf\n1dylfLjrQ0RBpGdMTx5v/3i1xlBDrjnXreLL5WZrylaGLBnCp/s+JbUotey6VbKyInEF9628j1e3\nvKq4OIuXfzZJU4asAsbjCB1QQz5wW9KUISdqMr8sy9uB64AfcCgfhANP4QhJ2AysA74BhgGlX6qr\ngd6yLD8ky/KVtZv8m/EatFcjbUfCf4/BkGkQ2xmC4yC0CbQcAvcshid2QsSVE9v2wHUPEOUfVeNx\n5h93XUO+nq/ncpiVEQWRegbP/UpsJaxMWqlq7MMGH1aeT+WTjAsMKCqmg8lElxITY/MLWJacxucZ\nFyiyh7FSclQ9io/w5/Ob3+Gxdo+51Nj1kWQezMtndvYJuooJ9NYc4jndz2zRP0Xgmmf546Dj9Cwu\nKI5Xur6iaJ1+WnWarXZTA+wljcteH08vZMJPFY2vInxZancdl6yUmbbbeN82mhQisOZ3QpaUe2lF\nWeaTjExuMRahq2TYamSZfkXFzE3NYGCxc/WeFK2GrSrVFpJ1Orb6GmhlsfJ/2bnMSc/k+7QMPrmQ\nwazi+RzavYFu765lwS7XJ5Qnck9w1KiujHB5bLKNn086khi7RHWhWYi6xMrqsOjoPI8hQZeDfZn7\nmLBuAkVW9/JrS04t4c1tb16mVXm50kmaMmQucAduytBW4jjQI2nKEPVl7pwgy3KGLMv3As2BScBa\nHMoJFqAYSAL+ACYC18qyPEiWZXXSQf8ShCvhi6i2EQQhOSYmJiY5OfnvXoqXiyTlJ/Hon4+SYqx+\nNr9e1LNp9CandeITchK467e7VI3XK6YXM/rP8Nhu2ellTNo8SdXYoiyz5nwqkXY7p3Q6Fgf6k6zV\nIgsCsVYbAwtsTCr6H8fkRui1IvPGdaFzE4ccVKGlkGWnlzFn30pS8nOJlgsZazrDUKORYMn15/WA\nti3tJq4Frb5s3VN2TKHQ6jwOsm1EW671Gc1P515DEJV5uEtSRmMr8ByXHStc4Ff9K9QTnM+thCnW\n0cy0X6pApgvbhCFyuaK+Y/MLeDHHkfmfLYps9TVgFEX8ZZnOJSYauIiZLWWDr4EnG6gv4vN8di73\nFzj/mdPkMPqYP8KCjsl3tGZst8ZV2kzeNpmFJxaqnrc8Uf5RrLlrDQAnc09y/6r7XcbC1habbQ0I\nHvZllUTBy8nwZcM5kavcYfbdLd9xff3r63BFXqpLbGwsKSkpKbIsx16uORtPXK4H7gIeByrvyO3A\n78DnwJ9JU4b88wynfwBelQMvl4XGwY1ZeNtCfjnxCwtPLOR84XnVY1gkC9mmbKcGbcuwlrSPaM/+\nC8qPap2WMjblw/6fYP8PUJACgoak8AjVZxmSILDX4MPPgQHsdOLp+yEYbEWrCMwexYzRA8uMWYBA\nfSDDm43m/YURxJsSWKr/PzQK4ijb2Q6SsexVIu+cAsDt8bczoNEAVpxZwe9nfierJAudRsc1Ydcw\nsuVI/jrgy8d/nEQTcDe+MT8iiO6PYW1FTbAVtFX08yfLETxgeYn5+sn4C9VTukiWKxbEseb0QhDN\n+ES492COKCjk+ZxLMlb1JInbitQlDNqqKRtmddMvSshhsLiDpVJPXlt2hF7NI2gcXjHe+M9z1ffO\nlpJRnIEsywiCQPPQ5kztM5WXNr5Erjm3xmO7wpS6h+BZAxyhTuF17xWuzN6MvaqMWXCc+HgNWi+l\nJE0ZYsFx1P9j44nL44FYwB9HqdrTSVOGqNTM9HK58Rq0Xi4bQfogHrjuAe5vfT9PrXuK9cnrVY/h\nLjZ0YpeJ/GfVfyixeS4C079hf3rF9Kp48eAi+O1pqHRkKevNEKI+se2t6MYU2Iwu72v9EwkJ+5LY\n+t2pXM3wcEo++SVWntAtVWTMlhJ89Ee47TWHbjHgq/VleIvhDG8xvEK79QmZfPznLgDsxmsxpd+G\nIWqp2wQkrX8ivrHfU5J8Lw75RPcckpsy2TqWKfpZitdfSp7sxxqpU5Xrlqz+2Iqaow/dijbwMILo\n8LTKssgNxXbGF16ghxsJLqVE2qonOxZpd78puEf7J0stPZFkGP3VdqaNbFehulWeueZ6sqIgIggC\nyYXJTN09lfXn12OT6zBmVJZZ52dgqDEb3wX3wOPbQeGGILkwmXXn1lFgKcCgNdApshPt66tXZll+\nRpnnvjx/nP2DyfbJ6DV1W9ray9VH0pQhp4HTf/c6vKjDa9B6uewIgkDbiLaqDdpAfSDhvq5LW7au\n15oZ/Wbw9F9PU2BxnrkOMKDRAN7t9W5Z5SEADsyHJY/iTAUlRoEckzPcGbOl5JlzeWrdU/w69NcK\nckvFFjujxLXcLO5WNafBlg9HlkD7MW7bfbM58dILsRif+msUZdNrA4/hU3815szBjq5IdBaPU48C\nzOg4JDUpq6QFsEjqwzPyYhoI6ryD8+39sOA8ZlYqaYSppBGIxYj6XEAmwirxmDibzpqaG7MA11ks\nNLFYSdQrj9v1lyT6FbnfTF0jXIqfTS8wce83O3j/rnbc1dFxsuqj8VG0IXNHfHA8p/NOM271OLJN\n2Yr7SdYgbEXx6ENUKgEIAu+E12NaWCjdS7K4ces73NLlObf63EezjzJ933S2pG6pUnilVVgrxrUZ\nx6DGyiVCL5RcULdmHIli+eZ8IvwiPDf24sXLFY83KczL38LQZkNVZ+K3D2np0ZvSqUEnfh/2O892\nfJaYgJiy6xpBQ7+G/fhqwFdM7TO1YmnioixY9hSuJP0GGYvx9VBJqiYkFSSxOaWiKH5M5l+8o/tG\nqaOrIpnH3N4+m13E5lNZ6LEShBGfkJ2IWveJNOXRhWwnUMzhac1itvg8xXz9W3yu/5RZ+qls8XmK\nL3XTuEFwyKjZ0fC9bYCq5Z+RIvnENsxzQ8mPcJMfn9sXsUX7PzprElTN44lRheriTm81FuHnSVmh\nkkKQJMPExQfZlZQDUCtH4EObDeXxPx9XbMzaiuIpPjuOolMTMaeNRDK73jS6wySKrPP349VT8+m3\nqB9f7P/CaZXAralbeWDVA2xK2eT0/vGc47yw4QVmHpipeO7qlui9HKV9vXjxcnnwGrRe/hYi/CLo\nEKlOJ3NHxi5eXDmeH4794DbJJdQQyoPXPcjKO1eycdRG/rjrD7aN2cbHN31Mt+huFT2z4Ch9a3cd\n5xkgy9xqVG7wVYcFCQsuvZDsNN35OprqVn91J0lkM5O//Xt+0b3KCcP9HDA8THzY76qGFzQWHg57\nl2d1i4kScirc0woSN2t2M18/mXs1fwAw034bf9mVyZ6ZZQ2pcgRDNDvwwb2kWgwX+MXnNW7R7EIr\nqN9wFMmOTc1RvY6364XyZGQEE+qHMzU0hLNaLSMK3OvKlifOauXxXM8KOply1UIjNklm5nrH6eao\nlqNU/ARVCdIHoRW1FSSrPKHxPYtkjsLxOBAwZdyGLNfs0VBgKWDGgRm8vOnlCgoI5wvO8+xfzyry\nQn++/3NWJipTF2kV1kr1GqP8o2qkke3Fi5crC69B6+Vvw5U8lSssgsDKzB1M2TmFfov68d7O99zq\nzwqCQKghlAb+DdzPte97j3M/nZtHE4syJQBB9vHcqBKHMssVhkhYiVBQfTUIgqKdX88+DTO60nbX\nS1wvngIgRxQ5r1MfeZTq697Q0wgyb2rnMEjciR0ND1uf4wdbPyyye6+8j2Cnp+YwH+q+ZLvPk4zQ\nrHfRUuZr/TRihSzVawfYaG/DLTzD8KhYRsVEMT8okA1+vqz392NOSBC3xUbxVGQEr8vhdI1w7zVt\nZrHwbVomYQq8+Esk53Jm645ncjA5jyOnYvAXYpy28YRe1DPtxmn8eupXVf0E0YYu5FJoi72oJaaU\nUchSzSPSViSuYM6ROWWv5x2bp6qi36xDHuKvS3Ih/RDDglqhFdStd0SLEVU3t168eLnaLB4kAAAg\nAElEQVRq8Rq0Xv4WrJKVrSlbq92/xFbCvGPzmLB2gqqiCsXW4qrHnHmeKxcGSzLfpmXQ1uQ+Y/+2\nxndht6kz1B3rKjfu4cWq+5chaqHNiKrXC1Jh7m2Qc6bCZbNYvQe6WYEhIAoyL2gdnmcrWibZxtHD\n/BlTrXex3d6KYtl9+EioYOQD3Vfcp1ld5V4v8RDXiuqrViZKkUy23sM48V5yGi3hhMH5V6AsCGzx\n8+URPytvZmbwpRRBX20YmovORkGWuaHExIcZF1iUku5RBgzAJov8aOvnfD5g6OdbmLrmFBkn7kWy\nhKj6uSRLGDcGv0KH+h04nH1YVV8AjW9SxbUWtqPozDP0cR2Krph5x+Zhk2wUW4v57fRvqvqeyD3B\n3oy9VW+c2wE/j4MPW8DMnoTPuZXBhcoX66/z587mKktae/Hi5YrGmxTm5W+h0FJYK5nXW1K38Nm+\nz/hvx/+6bLMjbQcLEhaw/vx6rJIVURDpGNmRUS1H0a9hP8UfgnBJ4uG8fF6JqEeexrmnMbHgDLLN\nD3TqstX1lDNgitQnuJTRaggENqh6fe1khwxZJYLtEqIsI6n0VIUoMOAA4sU0uouH2SpdB8AFQvjM\nficxQhZdBWXlil/TfscO6RoS5IZl1+7VqJe32mBvy/3WlwAJ/yYfIChIIEuTzTxvTuSHtAy64zA8\nD8nRHLS3oJ2YRKRgRkMJNgH+8vNlcWAASTpHXGa0zcYwo5GbjcXogWm2EaTjupBHqcSwbAul+Ozj\n+NRfcVHJoeLnRJZFZJsfsjUEyRaGNa8j9qIWLD4t0Dkm0cnICnCiQyxbw9HktYeg6lUtKyWzOJMN\n5zcQ5hvmUhPZHbvSd1UMT1r3Nmx8v0q7SVnZnNFpOOzj/oREL+qZ2meqomIsVruVNWfXsD1tO0XW\nIgL1gfSO6c2NcTeiEeuuGp8XL17UU+sGrSAI/sBwoCsQiqNO8TbgN1mWFX2bCYLQA5gMyLIsO3dp\neLmqMWhqXhq1lEXHF/Fo20er6NMWWYt4bv1zbEndUuG6JEvsSt/FrvRdNAtpxox6TYi6cNLjPH/4\n+fJC/XDsboy/wzl7EZzo5HqikU85CbHqyggFRMLAt6teL86BI7847eIvy3QvMbHZT51X+WYVuq4D\nxD1lBi1AMEaGara46VERjSBzn+YPJtnGlV1rJ6pX1IkWsgEBbdBhRBUbjoMGHw766GlrtiAAbYVU\nmmhyudsyicNyU270W05K9F+kVwrdSNFp2eVr4MMwOx3SrmWJ6Q7Fc8q2IEypoxE0RrTBe9D6n0Q0\npCFqixAECUFnxG4Nw1bYCntxPKXl3eduSUMbolW9WZTt/k6vr7N3BGpm0AIcyT5CpwZVZdiUUCHe\ndvPHyBvfZ6uvgRN6HTYEIux2+hUVEyjLfJOWydv1QlkR4O9US7h5aHMmdZlEx8iOHuf9/uj3zDo0\nixxTxTjxX07+QqRfJE+0f4JhzRUkL3rx4uWyUKsGrSAIdwIzqCyq6ai8kScIwtuyLE9TMFQ4cCOu\n0s69XB3YbY5CBRodGIIq3PLT+dEytCUJuTXPTDfajLy57U2m9J5Sds1qtzJh3QR2pe9y2/dU3inG\nhQYxL1t0GwOZpRF5OaKeW2O2FFFbjCwLimSwAGRJx6hW5Y4/o6+H02sV9S1Do4cHlkNIXNV7R5eC\nzbU3cnRBoSqDtonFShcPoRflCRQqJgAN12zCICgPEwG4Q7OFt2z3UHKxnLkP6vo7+jiSzHQh21X3\nXRgYQFvzJcMmUCjhK/00+gjPsztuB4Lo+qs0R6Phj5iTaM4nYC9qqW5i0YQ+dCeivqpigcbvHL5+\n57CbNlFy/j/ItiCOphoJ0LRGCDigapogewfMgsMsDjToyC9x/H4LLXEESyKSWDOVD4vdQrC+eglY\npYlbclE2P+z+mB9io0jWVVQneKdeKIONxTyZl8fbWTk8m5PHkqBAjre+FYtGQ4RvBEOaDlFkyAK8\nt/M95h2b5/J+RnEGr259lWxTNuPbjK/Wz+XFi5fapdZiaAVBuA9YiMOYFZz8CQU+EAThD0EQqqcL\n4+XqIGUvLH0c3o2BD5rClDj4uC1s/tjhLbzIyJYja23K5YnLeXfHu2WvF59c7NGYLeW8tYB3IyKw\nAGd0Wo7pdWRUCilYFBiAWVTzcVG+F/MtHMptbcpVV+r4AKiUNGPg2xDe3Pm9AvcFbnqVmOhZrEz7\nVCPLvJCjTlO2qFySXDRZPKhZoao/QIBgIrpcAli2HOSmtXOycRhGGoP6gj8n9FW95g2EHEJivkMQ\n3asxAAiChG/MTyB4blvWR1OIX6NZTo3Z8mgMafjGfQOiY9NSkt1Z8RwAAgJrH3+Y028P5vQ7gznw\n2kCe7tccvVYEyQezWiPcCVpRy3dHv1PdT5Bl+qYcR5IlXlo1jvdCA6sYswAlosjioAD+n73zDo+i\nWv/458y2bHpCCoSE3kFBEEQQGyAWEFQEEQQbigX7vbarxnLVa/vptResgAZQFAuCoFjoIIpIl5pQ\nkpCebJ/z+2MSkpDN7syyQbzu53nyJJmdc+ak7O4773nf73d8i+bkmk2kqCqTS0p51pTBi2e/yIOn\nPqg7mP1yx5cBg9m6vPDzCyzN07/bECFChKYjLAGtECITeL16PhV4ARgAdEErP/i6zulnA0urx0T4\nX0L1wRd3wJtnadaxdbOCJbth0UPwQk/441sAhrcbTnpU+O5tZm6eSc5mrQmpngyWDr6OtjGwdSYj\nMzMY07IFQ1q1ZFKLNL6KicYLzImLNTSfEOCt6BhQ/khKgfPACG47ZRKmus1ZiVnQTf/2NDFpcNL4\nxh83BdbaVIBn8wsZECSotUjJ4wWHGGTQiaum3KC1OMBc24NkKvrF/uvygeUJ+glNY/cLtb/h8Z/7\nTtW+EMZdwDx+EvM/2O04rfpLL4TJiSVBv2mBNWWx7tIIU9RBrMnVWsYGfz6JZMGuBSiKONz1P+Ws\nLO645ABZJ7yEJS6wrnEwBIKPt33MVzuN38ic4nTSevlr/PenbOZXBC8z2Wcxc2N6Wm3+/ve5hq/5\n3u/vGTr/g43BVVIiRIjQ9IQrQ3sLYEMLZi+TUt4upVwhpdwqpZwrpTwfGAXUvDp3BJYIIRrRF4rw\nl+Srf8CaaYHPcZXBzMtg93KiLdG8cs7rJOuwUdXLO7+/w4bCDWwv2W54rPOIDOzPUVHcnZbCtc3T\nyDcbr86xmixU/nEXrsIzUL21NYrSG4370CAq/7iL63pNZPwprRsOvvC/0EKHBagtAS7/CKz+ayAB\nSO/R+GPVREvJywcLeCq/sIH2aqyqMq60nDl5+znfQO0swD6ZzDdqHxRUplmeIV3UD9BcAj6Pjea5\npESeSk7k3fg48htpuMtQivnA+iQDlA3M9A7GE0QCrC5V0sYc3+kAKN4Av6tGSPXTBPdxnPF5LIna\nroEFL0OVNUw0LWC8adFhI4rDCJeh4FebexXgO3wNI8zZOufw18XOYq76+ipeXv8cJd6jkI+rWZfJ\nEpKlr01Vubm4lHIhmLlznu5xO60WFsRU17FXGbt5+q3gNzYVGQvgl+1bxt6yvYbGRIgQIfyEq4Z2\nKNoe62dSSr+aQ1LKeUKI/sA3QBbQDlgkhBgkpQwtZRPh+CF3bfBgtgafC768A25cTqekTkzv/yjP\nfns7S+xRumpUA5FXkceSvUuOao4jWWsPrYGtT+tE0tN68dkvqVQWDDu8JYwaRc+sZCZf2pbhJzZy\nT2eL02piv74b1s/2b/zQeiCc/wykdwu8kE7DIL6lX5WDupiB8yqrOK+yigMmE4UmExYpaeX1Yvfj\ngLXHbGZ2XCxbbBY81c05wysqOc3hPHyn/Ip3JCoKQ5U1dFBqxf49wCtJCcyOi6X0iAD2heREzqpy\ncGdRMS299QNJm/DwiuUFBrhe5CXvKG636JM4W6KeyCTTApxYWVGWxq4UYwHW8IqGgXwo+r2KtZB/\nmD9irGkJKaK+zNRWtSXv+s5lpu9szHGbESb9dcoAiqUMU/ROFKtxlYzdZZoEmkf1cPPim/n90O+G\n5/CHzWTDFcC0pDHsqsrT+YX0dLmZER+LQxrLOufExzG8sgoC2O/6Y+OhjYbOBy3Dvfm9YWS5JSS3\ng94TofsoMBvXo44QIULohCugbVv9OaCti5RymxBiEPAjWlDbBfhKCHGWlNJY6ifC8cXqN42dn78R\ndi2FNgPJ6jyC552VHPhiKvOjbay12fg+xrhSQA27SneFPDactE7M4KHzTuC+87uweFM+hyrd2MwK\nPTMTOSFTR4OMLRZGvgxDHoFfZ8LBjaB6NOOEnuMgrauudTi8QO9rsC95RPfam/t8jWqrligK/0pt\nxg/2KOQRNyDzY2PI9Hh4sLCIXyvOYbpPs72tK7PlBm5qnsoKu/9GNK8QfBMTzTqbjWkHDtLOU79j\nP1FUcpHpJ17wXUKcqOJac2A3KZ8UnG9azfkmLXOZX2VimMzw2wXvj0Sfj3PD5BQXi4ObzP6zjZ2U\nPB5XptFX2czdphNDml+YKwill9ZXrc38za5vWF+4PqRrH0mSLQmb2caBygOGxvWvcnBvUfHhv/uq\nKOM3lL9EaS2A1kxjygpuVX+Nc11czmKorILyfbD7J1h4P4x+G9qeHtJ8ESJEME64Atqad6agaQ8p\n5V4hxBC0oDYNOBmYI4QYIaXB2/AIxwc+T0i1aqzPgTbVzkk9L6N5XAuu+v4pJu3+iVvTUlgSYlBr\nt9hRhOLXJ/5YMjI/F3we4qIsjDopNPcnAGKawYCphoaUVnmYvXYvM1buYWdhJYJOvG7rxzliVejr\nQAtmJ7ZIZ6e18brcXIuF65s3pzK3J1Rox+rKbD3RLKnRYLYuhWYTN6an8VnePmxHxGjXmb7gbGUd\nZyq1klJSarXLAC5pRkFiET5MR6hNpPl8TC0u4f+SG9rQHomQkvsPFeNPSC3T6+MPgwprrbzB1Rku\nMi1lsaLyvbGpNaQJ6UmCqIOGhqVFadrFRmvPgQZqJZmxmYzpPIYBGQMY/flow/Nler31bmIcIZp/\nOBQFa19jCgQp9tBq+lOOvPmrLIDpl8CET6DtIP+DIkSIEFbCFdAeAtKpzdQGREq5XQgxAliCFgwP\nA6YBV4ZpPRGOJY6SgLJQjVJxxJtuuzOg3Rko+Zt5eut8bsr9klUuY2/MAC1jWzIgYwA/5f1kfE1h\noqvLTa91s6DsEFyeE7QxK5ws+6OQKR+spcxZGxRIFKa4buEe84dMNC00LJtVQ3ZKcsBg9vD1hMTe\n8kMqt9+N9MUeltkqVBQ+M9Bgl2cxsyAmhguPyJC2VvJpTX69YzXBbJW0IBHEBFAUuLq0HB+CF5MS\nGmSZazBLySOFhzi3kbrh4WUOvjeo33txeYWu8670rOf7ACYM/pBS4HNmAAJznD7TihrObXMhJc4S\nfs7348oVhJ6pPZk2bBqlrlKizFGk2lMRQrCjdEfwwX5wHFHLHu8zfmOqSIktvQdLbRbytswCoHV8\na/o17xfQ7vaMzDOwm2Jw+PRn5NO8Xk72J2Pnc8PH18BtG8AcorZ0hAgRdBOuprB1aNJcE4ROc2wp\n5RpgHFojGcAVQoj/hmk9EY4lphDvi+pqd3oc8Nsc+OEZ2PwFUUlteeuSL2kR08LwtENbD2VC1wmh\nrSkMRKsq2YXVZeF/LGbVO3fx3MItzFy557C+Z1OxdncxV7+7ul4wW4OKwuPe8fRzvcL3vhMMz51n\nNvGdgQBOKJ7DDUqH0GS25sbF4jFYJ51jUGEiWngCBrM1TC4t49O8/YwvLSeuTtCU4vVxXXEp8/fu\nY4Sf2tkavisbi+rRb1Ebq6qM0Fm6cLK7kiSnsZ/bV9kR6WmGt7wbqseA5qtqZXz30ZS7jbt4AZS5\ny0iwJdAqvhVp0WmHA8Z4q3FpNYC4I/Sgz9QpKVeXVj7BhUlWpiyawqMrHuXRFY9y7cJrGT53OB9s\n/ACf2nAzcPWuIsa8tpbSAmPlHqPLKxrPDFUchE36G9oiRIgQOuEKaGs6M3oArwshdEU4UsrP0RQS\nat7hbhJCzAGMGZlH+HOJSoSEVsHPO5LmJ4CrAhb+C57rqmUzvn1U+5g9CfF8d66y+LFxDcDJ6SfT\nPrE9A1sO5LoTrzO+piBM6Doh4JMm2efjzQP5dHPXBq4d987h9W83ct/c3+j/+GLunrOewgrjjTJ6\nuH/ubzg9gTNaZcQwyXMvr3pHGJr747hYwxa5lqSVAHxRLZn1c5TxRpn1UTaO3iTZP+08Xu4pKuan\nPbn8tDuXpbv38u3ePKaWlDZaQ+yRJu73XE2ObzCOvHFINfjLnala8izGT3NdY7TwGdv1cBedVv2V\ngnPfWF3rklIwOPVmkqISiDLYQFWD3ez/JifFnsIJKcZvnM6qrB/ADqiQ4DVWfrTLDPsd+Q2O7ynf\nw1Orn+KW727B46t9jn63JZ/xb61kQ14Z7sKzdd+odHC7mVAa5EbgZz8yYB4HHNigNdMW79J1rQgR\nIgQmXAHtB8BGtMD0GmCLEOLfQogrgg2UUr4K3ENtUHsR8FqY1hXhWCAEnHylsTGKGbqNgnfOg2Uv\ngsOPWH9lASN/mUcnqS8DbDPZuLX3rYe/n3rSVEZ1GGVsXQFItiXj9TqxH+koJiVJPh83F5Xw9d59\nnOiqnx1MEhWMMC0HwOHxkbNmLxe9spS8EuOZp0Cs2VXE5gP6s2z/8Y7jhXav4+h8sa42om1+BO2D\noVhKQHEy3TcYnxS4QlSxCHWcXhQgQVWJVyWNXWm/TOYF70UMcT1Fju9MAFRHaxx7rkX1xjU6t/RF\n8fzBQs4ykGn8MiaajTH6w3h3SW98lZ0Of++raodj71WoAQJBqVpQCsfzrzMvB7QAtE18G93XrKFv\n876NPja281hDc7Vxezi1jmycS5q53XMLzoJhhtcViB9yf+CRFVqT5P5SBzfN+Bm3V3teS18cVbuv\nRXUHLvno4nLz+oEC4oLdpNQNWIt2wNf3wbNd4LWB8NbZmjb3G2fCuungDa0pLcJfHyFEXyHE00KI\nZUKIQiGEWwhRIoTYIoSYIYQYJ4QIWrsihEgVQjwihFgrhCgVQriEEHuEEB8KIU4LMG6JEELW+bjT\nwNoTqq9TM3aJ3rHhJCwBrZTSA1wM7EULTNugBanP6hz/FDCV2vKDSMHRX43ek8Da+Jt6A7qNgvn/\nhAOBO6qjpeS1vbvoJAJnj+xmO8+d+Ry90uprtz506kOk24+iIasOVd4qPto2h8ojHcOEoNhkYlpi\nPAui7VT6Cb66ij31vt9b5ODqd1bjU8Pn7vzJOuOaoa9sTcB81j8bDeLqEqqk2oliO7kyjdd9I0gM\nYC/cGFZVEm0gsxlu3vUO5TzXEyz09eEq0wK+j7qT7VET+cb6D640fU20I43KbXfjyLsMb2U7km0p\nJNma4atqhXP/xVRsu49Tq4zlmN9PMPBcAtItexoc81W1p3L7vTj3XYLPkYX0RSF9NnzO5jgPDIc9\nDzJt9GRSYrWs+faS7STajG2OJdmSGNam8WDzvLbn0TVZnxqHkJJbiksO/y/uUtMZq1zL0jgvUipY\nHI0HzqEw74955JbnMmPFHqrcPoS1AFv6PGLaPUN0m9dBgreyPT5XfSf3E50uHs8vZMa+A6Q1ksX3\ny+av4NWBsOJlcB7RP71vHXx2E7w3wv/NfYT/WYQQnYQQi4FVwF3AqUAzwAIkAJ2Ay4GZwCYhxPkB\n5joT2AQ8APQG4tHiqSzgMuBHIYSuuAzNO0AvIzgO4rZwNYUhpdwqhOgDPAZMAKKBXAPjXxZCrEPL\n9upqLotwHBGTAmPehQ8v96+ZWpfmJ8BJE+ADfc+XVJ/KBzu38en52eTkfVev2STOGsfI9iO5vMvl\nZMVnNRhrVszc2uNJ7ll+A4pZX0NOYziDbAE7FIUH0lJ4WEqGVVZxWVk5vaqztRY/m+ZbDpbzzcaD\nnNtDK6uQUvJrwa/8kPsDm4o2YRZmku3JnNL8FIa2HoolSGNZflmQLWpTJeaY7QjFgVRt+Kra4vIm\nUuHyEbzfH9K8xkVI7KrKh+anmSpv5SnvWMaWFUCMscB7cFWVroC7qYjGzXzbvQ2Od1TyyFbe5zbz\nx1zvvoOVZb24vPtIHhnZgz2Hqpj49kp2lWg1uN+pvTjXpM/w4HerlY02Y6UZxdEF9Ev4EK8vDrNq\no8DRlZ0yE6QFT2lfPKX1g8FBHVO4bWgrMpt5yC3P5bGVj4Vk4Tox/VSspsbfx6wmK68MeYXrv7me\nrcVbGz1PSBhbYCeuog2fyiTeislkR+JeTPavDkvoeNAC6ARbArvLdiPr7Cu0S2hHrCXWkOSYKlU+\n2pzDh6u7E5XxEZaEX+qfYAbFptXCe8p64Co4h7eUVxlMw5uHgCS30yQKZ0/SGsUCsXcFfDgOJn1+\nTBtJI/w5VCs+fQrUuLRsAWajBbcFaE3zndAShueg6ffPE0JcIaX88Ii5OgLzgDjACbyI5tJaCfQC\n/lk9/g4hRL6U8j9BljdACJEqpdQjbH2xjnOaHCGbIPMhhLADpwE2KeUXBsdagKuqP3pIKY2lKrQ5\nclu2bNkyN1d3PB0hXOxaqpkmFPjpsq4pMxj+f/DVXZpslxH6XQ/nP8X24u2UukuJMkXRLrFdozV8\nNWw5UM65L3/KyS2eZ0u0q9Gu9qbgypIy7igu4TnPaF70NXzOD+zQjGlX9mLWllm88/s7FDoK/c7T\nLKoZV/e4mondJzZ6rSkfrOXr3xtqfgprAbZm32GOX49Q6igfSAVvRRdOjj6Pt3bfFVT54GebjUkZ\n6QHPOZLRZeU8dKiYKmljuPvf7JDpJHZ8FJ9Zf33o+/sOcJLrz9mKPSCTaC6CZ8wc0so7Hf7LhNGj\nufeT3/hqw37qvrQOUDYw0/q4rmvOjovhkRRjCgdHEq2qDCizUFVwDgu8Z9R5xEevLrkkt1jD6gPG\nHcXqckl5BdmVEu7YBJbAz8FKTyU5W3KYtWUWeRW1NzRSmvCWd8ddNBDV0RqQ2Fp8jDVxTcD5OiV1\nYvIJk7GZbKRFp9E9pTtDZg/hYJUxVZS2cR3Ztl9gjm082K7BW9GJYXnteN76hqFrMPptWPYS7DOg\nIHHxm3DiGGPX+R8iMzOTvLy8PCll5p+9lqZCCNEDWImW/HMDtwOvNyZfKoQYDNT0GFUCXaWUe+s8\nPgu4FO3eb7CU8scjxieiyaX2AKqAtlLK/DqPLwHOQFOtSkLbwb9WShnQMUkIEY0WfNf8HFbgeynl\nmXp+D+GkSQLaP5tIQHscsPNHLWCtyNcyDc1P0Bx04qudsZ7tqomQGyGtG9y43PBSVFVy8VNzmOO4\njv0Whc9iY1gVZWNdiA5gRplcXMqcg9nskQ2DQYvFQb9T57K+QF9maXzX8dzT7x6/jz2/aCvPL9pW\n75jJvhN71nsIU+MBpJQmLjmYxMOO4G+4l2Q0Z6tN/87SnLz9dK5ukHvfO5QHvVdhjv8Ze8tZusaf\nU1HJswV/jpFgmYwiXugPvNW07lwsn+aXvf7luGdY/s1AU3AHrplxsTyRkqz7uoGI86lcsTeLpxw3\ngakKe9Z7mOxHZ9Pa2uPhitJyxtZIkF34EvQO2i4BaFnR3wp/Y8bqjXy89gCqswXSV5uzsKYuxJby\nra65+sS25p2+DyJa9QNgwMxTKfcY24WJsyRQ7inVfb73wHn8WPVhA5e3RoltDmM/gGlDDa2LrFPg\nmoXGxvwP8acGtNkJLdC2+LPQMqdlaJnTD8kO1gGoj2o1qFVoOvwSuFBP8q86qK1xqXlLSjm5+ng8\nWlBpRQuKp+gYP1lK+Vadx5agBbRbgEJgIPCFlDJg97AQ4mI0YYBdaIF2d/6kgDZcTWERItSn7SAY\n+RKMnwWXzYAz76kNZgE8ITgvuUNza1IUweQO5ZiFSpbXy80lpZzgPnYZv7cSE9jrd1tWxdziPd3B\nLMCMTTO47Ys3yC+vbGAccVnfVvW25oXlUNBgFkAIH5+kF7FWxzb3Q4eKGjbFNcJVJWWHg1mAi0w/\nEYMDb1lvnAdGIGXgTPlZlVU8XvjnBLO5MoUfVWPyTUr+75hzV5BEGRNM33CXOYfbzXM4V1mFGS83\neG7jZ7VD0HmaGanLDEK5SeGDrL3cYnsPe9Y7Rx3M9q9y8Hnu/tpgFmDdB7rHK0KhZ2pP7jnjEkyu\nLvWCWRQH1uQfGx98BGsrdrN85ggqnu2NOv9uYpw6g8w6OH3GDCqVpNXc7LkZr9BRDmCywaXvwGZD\nm5Qae1dCmcEb/ghHR3bCWWQnzAH2AM8AtwLXAncArwP7yE54leyEHmG42ii0YBa0AFTXP4mUcjG1\njqyj6zSJ9aG2hvXLAFN8D9S8wAT6OWqckoYIIWICnAe15QafBDmvyWmygFYI0UcIcZKO864VQrxT\nXcwc4e9CVAjKbFEGtDWP4Mx29StXPMewKlOKWvmquphiN2OO2WV4vkWFLzH4k/70fL8XIz+9iJmb\nZlLhriApxoLZVPtzWZN/ChrMHkao3JfQMehpJ7rcPLDfi81nCnjeVSVl3F5cP1MZJxx0FbsB8BQP\npGrXTXhKejeQl+ruUHk6v5Dn8wsbOIQdK77y9eNM5VfD4562vM4K21Qes7zDzebPuNX8Ca9Zn2ep\n7RYmmhYy3n0fOfVKABpyusNZTxf3aCk3KazOWI/Jbrxp8EjWRdkaNj2WGKwpBZJjrNw5tFO9Y5aE\ntQjFmE5zTnwsseV/oKx8jdMqjd/welRj11NshayOimbvee9DTFrjJ8amw8RPofUAqArxpqyqKLRx\nEYyRnWAiO+E14FvgEhrvLYoFpgC/kp1w81Fe9frqzyrwb4Nj30Srjb2f2rXuAx4B3kZrCgtEzRM4\nUAajJqCNAs5tdCKtRHR49bcfN3besSJsTWE1CCG6oRUjnwm8Re0frjFGAecBE4UQP6HVbGwLMibC\nX50uF8CKVwyOGR78nEaISaqvZ5saxiyYHizx63EX1H9dsCb/ENJc4rCVq2RH6fio0P8AACAASURB\nVHaeWPUEL//yMnef9AQeX/VjwoUlwZjrU150OXdzMdnyC+yNGBOsUjvzSNmtXO78ivTEJcyOi+UP\nq5YYiPOpDK+o5LLy8nrWpXWxCzc1vTyqMxPn/jFwcDiK9RAIFemNo5u6knMt+rN+TcFk01eEUmrd\nVvFfw5kuSrjLMpteyvagc9il5MKKSmYYVDoIxAYDZSKBcCkK+81mOnrqBoL+f1GHHIf4ZNsnzPtj\nHgcqD2BSTLRPaM/oTqM5r+15XH9Ge5welf9bpNWv6qljPZKf6lgoWwyWzwlEvcYyvbROd9C23/nQ\newhs/EzTmS3erf0aktpqpVXdRtY2dQWp8W+UIHXJEcJAdoIApqMpAOhFAV4kOyGG7NJgjVUNqM54\nnlX97RoppaHaSCnlXGoDzppjW4CHdAwfQG0is9HrSil3CCHWAyeixWiNBauD0ZQY9gHG6wHDTFgD\n2mo725loxcECrR4j0PkmYBC1r4iDgLVCiEuklN+Ec20RjjNOvgZWvAp631AUC/SZFPr1Wp0KcRmH\n63bPrazkpaQEw0YBoSLMR2yHCi+m6F1hm7/MXcbDq29HsV+D6miNKXo3wmTMvEEIySf2DOYXv8Sl\npu8ZYVpOM8pxYeFX2Z4PvEP5RXZAEVDlS2B8WQXjyyrwAl4h+M1mZavVwg92O5usPs6qcjSQ2yqR\nftyv1GhUZ61e6mzO4Frzl2SIPy9D1di/RZGiUGxSsEpo7vVitA99iGkdHhk4uw0wuaSUJdF28izh\neYkOZyNkg9xxs/YNzpm1ZRZPrnqyfgbUB+sL17O+cD3P//w8z5/1PBWu2iSRUIzbZ7sVgQdQBcyP\nDbYzWp+WsS3JrTDeZ3Fhr+rSKbMVTrxU+whEVj9Y/aaxi8SmQ2IIZjURjPIwxoLZujxBdsI2skuN\nbrX3pbY84FgXStfVll0c5Ny5aAHtBUIIs5TSX5aiptxgrpRS6jSKbTLCFtAKIfoBOWhpbAGUU1t8\n7BcppU8IMRQYjWbIkISW1p8rhDhVSvlbuNYX4TgjpYOWyfDnouOP/jdAnDHXsHqYzFpAvOQJALK8\nPgY4nPxkwMr1aBCKF3vrV3HmTkD64hCKK6QMYCDcqht7i4+p3HEHQgnNiUwoLsqIZZrvAqb5Lqj3\n2Nld0vhj4smYFMG+ne2Q781EIJkbF8P0+Hh2WOuHd7GqlrGdUlxKM1Vlr5rKBtkm6BrKieZK993M\nsD5OqtDfsNNU+IAl0XY+io9lZVTU4eAw2efjovIKxpZV0MJAxt8igp/bTFV568BBbkhPY5f1+JFv\nMktJ+pE/a+/6N5o5m3N4bOVjAecpchZxzYLJlPxxDaAFblI17iJnkRILMC8mhhJT8BuFuriCyQs2\nwsDWnY0N6DYSvr4XqvwrmPil98SIbFdTk52QgFYfGyoCyMZ47WjdWps/juL6hhBCjAEurP52tZRy\nRZAhn6JlfZPQkpP1AmAhhAKMrP72Ty83gDDV0FZnWt9Cq7cQaFnadlLKoHUmUspVUsp/Ah2Bz6oP\nRwMBpSIi/A9wwXPQXYd8Xe+JMPSRo7/eKddDs9o60X8UFeuuVVTC8FQxR+8muvXrYKpEqk2jQa3Y\n8rEkf49UQ1NwqBknTBVYm31LTPuniO1yH7Fd7mODuJ/pm96n1FVKRtuu0P5sHkxJ5pGUZg2CWYAK\nReGj+DgmZKSTZzYx0zcYqfP3uFVmcZH7ET72DcIpG869Rc3kS2+/kH5GI1QJwdT0VG5LT2WF3V4v\n01lkMjEtMYGRmS34vgkUMzK9PmbvO8AjBYfo7moaq2SjnFnlqG+OEZuuBWzVHKw8yJOrntQ1l0d1\nYc+YRc0ujbeyU+ABfhhY7b4WiqVygaOAlrHGTFfaxLfh5PSTg59YF7MN+vttOvePLQFOvtrYNSKE\nwiRq9V9D5QSyExp132qEuhImDf2ZqxFC2IUQvYJ86MryCCF6UxtT+dAkwgIipfwFTbkA/JssDALS\n0BQRQqufCzPhagobjtYxJ4HXpJQTpJSGKuGllEVoBdnzqg/1EUKcE6b1RTgeMZk1jcaL3+T3zJP4\nNDaGj2Nj+MEehQegzSAY8z5c+GLje8BGsCdpjRqpXQBo5/Hy5oF8mgUxDBhkTeWmk246+uujNZVE\npX0J0hK0yz9UbGnzUaz5SJ+xN3kpBd6KjpgT1hDT4QlsaQtRrEUIoSKEioP9PLPmGYbOGcriPYt5\nrmVX5sb5KSE4glyLhWvTM5iuBm6GajBOpnKn5wb6u17ibs9knvKM4VHPeMa4HmCY+ynu917jN9gN\nFyrwj7QUfgySxXcoCrenp7I6hKAqGFFSclFFJR/tO8hPu3NZuCePC8pDMAgJkzxjsaLwfnwcpYqo\n7uJ/V9t6r2bOtjl4/e5M+kexFWKK0eqKPSUnI1Vjf89x1b8LR4ivDx0TgzdC1mVs57GEtK066C44\nQYeurCVak/mqqwgToam4IUzz3Gjw/LpxV6B/ps7AuiAfQe+UhBDd0ZQRal6sH5FS6nVRqanVHenn\nsZps1KeNaecea8JVclBTRLQfHZF/Y0gpVSHENWh3BdFotS1/XzG+vwFf7PyS6Xs+4XfLIUitFZNP\nsSVxcedhXN1xyFHfQtcjIRMmf6tp5C56mO7OEj7P3cdncbHkxMUe3t5VpGSQw8nYsnJOc+zhX5bg\ngZtezPHrIf8CVFc6pqiGRghHixBgS/8Cb3lXLPEbdY/zVXbEFL0be8acgOc5vA7uXHInZqF/izfX\nKnDE7YCyoMInDSghjhzfWQ2OSwS5MoUOYr/hOfXwfbSdH3SWpHiE4OnkJGbtC//fs4YEVSUBuL24\nlC9jY4zd5IWpvmWtPYq19iheTE7k4szB3JXZt14d8afbPzU8pyVhDb7KjqDacRedhi3lO13j7KpK\nD6eWuY4PwVIZ4Mc8/TJhadFpnJByAiv3ryRnSw7L9i2jylNFjCWGQS0HcVmXy+id3tv/YCHg4jcg\nvZvWO1Dhp3mwzSBtJ6plI3NECB/ZCVlAlzDNZjTxVrehIoBUxtEjhOiFFkPV+De/DzxqYIq5aDFd\nlhCij5RybZ3HLqr+fFyUG0D4Atq+aNnZHCnlUe2NSSkPCSHmoG0HnBKOxUU4PnlsxWPkbPHvFlbo\nKuaN9W8wZ+scRrUfRZ/mfTit5WkoIgybCtYYTbi82k89TkomlJUzoaycUkXBKQRxqnq4oalSCBaU\n7wAlPEGBULxY4tfhKhxMdOaMsMzZ4BpCIsyVSJ8dYXIEPV+qJtxFA7FnTtc1v0/68Bm8KbcmLccb\nQkBbQyexl4tNP5IhDqGgcorYRKpiXHtULzk6ss912WSz8qvNSk8drmalpmQSfPqa3rarGXRQajVJ\n030+erpc/Bqls8xByrAFtDU4hWBm3rfs/nYqLw5+EYtiQZUqByuNOXUBKJZaeTdP0QCszb5HiOAB\nqkNReCwlmacKDjG4soqP4o2pQiTZkih2BXeBqyG/Kp8J8yc0OF7hqWD+rvnM3zWfgS0H8uwZzxJj\n8XMbLgScdjucejNs+hzy1oLXpdmGd78IUgPX5npUDw6vgxhzDCbFWL1whAaEx7lEI5HsBEF2qd5t\nkLpSJ42m4qu3/Bs8cYUQKWgmCgGplkL9DIivPpQDXC2NuWktRSuLSEMrO1hbPXdfNOOJEoI3lx0z\nwlVyUFPHYVy40T818g/GCpwi/GV4evXTjQazdSlyFvH2729z0+KbOP+T83n/9/cJi7vdKv9dxwmq\nSrrPV687/6DZhCtMwWwNivUQvvLu4Arn62p9zNG7ce4fifQFDnykasK5byyKtcCwDqgRTNF7IIi9\nrj86ilxyrI+w0HY3U8xfcKFpOcNNK5s0mC1VBMtCqIv9OiY6+ElA7PkPQ9vgJRjveIcx1P0U93qu\nYaPa+vDxlw8WkOTVsbUvJd1pmnptgKX7lvLyupcBTQYrlO14Wec925K4RlcwW8M3MdEcNJno73TR\n1m3sf6vMHf7/n6V5S7lx0Y24fQFuakwW6HExDPs3XPCMZjrTSDDr8Xn4asdXTJo/id4f9GbghwPp\nM70PU7+dytK8peF5LYxwrFlDrVjIkKa4gBDiQjSt2ppgdjow3mhpgJRSpbYMtG4dbU25wedSyqZ7\n0zBIuALamlf+0KycGlJTf6vv3SHCXwK3z83cbXMZ8/kY3t/4vuHxeRV5PL3mae796d4GLlmG2fKV\n7lOb6i1jiLKOD/O3IprwTUmYnFTuvBm3n/pEKRU8ZT2o2j0Fb/mJWBLXNjJLGNdjUH2hu9jJHGs2\npyibm2hF/ilRTCFJXR3S02kfk4qp52Uw4WM4/xlI7drglOW+blzvvp2HvZOQKHzoG8z57icY4XqM\nm91Tuc85legd19AmpnHnMauU3JnYi1O7jzf8cxhh9tbZOL1OhBC0jm8dfMARqO6U6q8klsSGBiSB\n8ArBJ3FaNvT24hIUnc+lNrFZhncY9PJz/s/M3DTzqOfZV7GP0Z+P5u4f7+bn/FpNaZ/0sWTvEqYs\nmsLkbyZT7g6LG+vfjXBqApYYyM4ipSwEahQGBlVnXMOGEOIytDKAmqL+V4CJR1HnWlNH20MI0a76\n6+Ou3ADCF9DWaOuEK91UYwkVQvdDhOORUlcp1y68lgeXPcimomBGJoH5cseXvPrrq0e3IKd+Oag0\nr8+waHsw2nmcvGb5P7ZEibBqhDZAcSM9Kbj2j6Zi2304csfj3H8xjrxxVG6/B2feBFRnlnaqpSTI\nZEeHlCKo+kLdRLgNN29bnyZBGLMnDQe2EP/eusYNflBrpDJZoN9kuGkF6jXfcp/1n0x238HZrmcY\n5/kXC9S+DYb+JtvxhXoqX6r9IbUfn4+ey+dD3mRYSm8yzbGkKXY6WpO4v9UIVl6+iitHTeekFg3n\nCSdl7jK+3vU1AJd0vMTweE9xdWWZ4kSxGv8f3FJt7HFWlYOHC4swB/kbnCCimXRC06oI5GzJOars\naaGjkKsXXM2O0h0Bz1u5fyU3L745cEY4QkOyS/cC4bpLDqXP57XqzyYgsMadAYQQ5wIfUFtO+m8p\n5U0GywyOZDGaDCvAhUKILmgNaxXAgqOYN+yEK6DdUv05XNXsNbooR2c8HuG4wKN6uOXbW1iXvy5s\nc87YOAOHN3htaKMc4cKzw2Lm8eQkRrRswVlZLRnRsgX/SU5kt9lMnJQMrQxfUGVRrLziXIJZqFpz\nT1Piq/Nzqna85SfgKemHt6wn0htf71Qpm8wJW1tKZQeQjZftp8ZZyUyqXe+FpmWki6YNshtdi89H\nmp4t/SM4IWD9rNCafnpPbPCIktWHVgMv4xv1ZHZIfR3u97b7A94fSZs3z+WZ1Z8yf9tGFu/8g0+U\nVlzW5jzMVm2D67SWpxmWpzLKliLtLWBUh1FEm/VvrNnVtodvqIQOfV5/uOq8jY2qqGTmvgOMLK8g\n6ohGsQ5uN/cXFvH2gH+TEdO0KgK5FbmsObgm5PEv//IyeRX6rIp/zv+Z2Vtnh3ytvzFHmRU5jEHL\nS0CTNv2l+uvrhRA69CsP47dWSQjRHphNbTB7v5TyXyGsrR7VfVE1W5oXUqtl+5WU0rgbShMSrnew\nH9GKly8WQhxVwZYQwo5mtCABY96dEY5LFu5aWG/LLByUe8r5cseXoU/QZhCgNbf8M7UZIzMz+DAh\njl1WC4VmE7usFqYnxDMiswX3pyQzuix823rnJXSmrapliAsMisEbQZECb4X+Rl7V1aQNt3iK+zf6\nWIuEKArK3ewpqr1JmWAK6MvSpJiA0QblsWKqjST84cPElv5PwsBbGx1/zWltGdQx+O6jgsrMlHc4\n4+fbYMcS6hXFqF6t4ei94bBYa2ZWhMLVPZo2I+n2uXH73Gwp2sK4LuN06TYnRyUz/cIXOLuL9n8n\nfXbDsl0ArozzUVvUNht2dXt4rLCIRXvzeG/fQd7Yf5CPc/czN+8Al/WcTFSHIfRp3odEW6Lhaxnh\nQGVoihcV7grDr22ztswK6Vp/c97j6Msk15Nd+pPRQdXb/+OpzXzOFkI8LIRo9AkghGguhHgVLWg9\nPFWdr9+mVprrRSnl40bXFYCasoNBwOXVXx9X5QYQvoD2o+rPKcDR3hHcVz0P1BYjR/gLo6f5KxTW\nHjyKms++1+IBpqanBLTMlEIwLy6WdxMSsBYe/dZtm/g2/KO4NutoabIKXUitTMaSvAx71lvYW79G\nVMsPMMf9iqar3RBPSdOJiviqWuOtaFgr2isrkZNbJ7G/9MgbfUkPsbPJ1qOHS8sriDUgB3VpWUUD\nq98aTPg4sGwGb/zQuDGQxaTw5sSTubBn49lDIWBGxmwGVOhwBv/xGVj6AgBjOo9hfNemq6XdVrKN\nIbOHcM3Ca5i2YRpqQ4PcenRN7soH531Ap2ZtefvKvsyecioX9sxCVvQ0fO2bTp2IMmkedD6/3vEE\nVdLb5eJUp4tO0qyVegzJBsBmsjGqgz+t+PBhREGhLov3LDa8+7SjdAe/F/4e0vX+tmSXlgLPHsUM\nEs0pLLTBUm5Ek/wqRIvFHgT2CSFeEEKME0IMFEKcJYS4WgjxCbATTXe2pjDrLeB5ACHEYOD06uP7\ngRk6TBmMeCt/BbjQsr89ASe1WdvjhrDIdkkp1wshFgDDgPuEEH9IKXV6mtYihJgA3Iv2j7KDSED7\nl6fQURjWUoO6HFXJQbszmNGqOytM+jKvP8TYcZa3QBQMxZrybUjbo5mxmdx58p089fUtbMtojldA\nqdI02/wmKTkYU4Qttr6mpyX+d1RPHK6Dw/GW1w8evGU9UNPiUCz6fidt3R6GVVbxWlJCwPMSnXHs\nzZ1I3fvnzEQ7r13RByHggv82THCY8WESTdvBHUzNKsWncucBycPNzaAELj8YVOXgluLA5RGDxG88\nOH8JaXFRjDrJfwlAlMXEf8edxC2DOzJ9xW5+2FZAlctHbJSZs7ukcWVHNxkzPvM71i9LnoQ+V0JU\nAvf0u4d2Ce14e8Pburez9RLoOa4IheYxzUmwJtAusR1jOo1poNfat00yfdsks6HwTsZ9OU73dTsm\ndaRPeh/tm3EfQv5mWDMN9iwHjwPsyZqT2UnjNWOVOkzqPon5O+dzsMq41Jge6mapPT4PFp1WtgWO\noIpMfsmvyqc73UMa+zcmG82lVP8/XS33kF06N/hpjSOlXCGE6IEWWI9DS+bdUv3RGAvQamPriijX\n3YJpQW3TWSDeA67Uuc5yIcRioOaucYGU8rjrcQqXDi3AVLSaEDvwthDiLDRHisBV7YAQogPwADAB\n7e7DB9xwvLhPRAidEmfT1UDGW+ODn9QIqlTJiY+DSv2lBJakFVTtuANPcT8sSaswx61HmMsRJqcu\nqaHcilymfjsVTUWp6aSUFCnxCUFj+gyKpZyolh/hOuDCU1LXPtaMI/cKolu/GVS+K97n4//yC2jv\n8dLT5WJ6fBzL7FH1GtwyPR5GlTl5qeBekLVZ8LgoM9Ou7Evn5nHc+8lvfuf3YqZExpAowiWc0hA9\nvXijXXnY9mWRk+LmVz9OYHE+lUvLy5laXBr0xVQRkguUlTz3TTtG9soIKHHVIS2W7Av9BCfz7w6+\n6Lp4quCXmdBfM0Ua03kMozuN5qe8n1iwawHz/mj6nIEqVYocRTx3xnN0TwkccPVI6cFlnS/joy0f\nBTwPtCzrA/0fqH8wrQuc/7SudaXYU3h96OtMWTQl5PKAQDhzV/PPgz+zZN9POLwOzIqZvul9Gdtl\nLGdmntmolqzJgGFJXcxKON/O/yZkl0qyE65A01PV6xzmA24huzSU2tkGSCkPAhOEEA+imUmdDXQD\nmgFeNB3YbWjNWfOklP66qo1vbRhnLrUB7XFXbgBhDGillNvryEWYgSvQ/ki/Ad8D69FS65VAEtqd\nSDc0HbYaEb6ad+GpUso/r4AuQtiwmcNvB1rD4FaDQx67cv9Kciv3BT+xDiZbPop9N6qjNe7CwbgL\nB2NJWkZU82O3kRDtU1EFOP1kdm2qSpbXy3Zr8GBZCImt+af4qlqjutMPH1edrajafR32jBwUW6H/\nNagqnV1ultvtpHkrOM3h5DSHk71mM1utFrxAqk+ll8vFh97BlMvaDG56vI1pk7RgFmDxpsazY/N8\nA5ho1rG1Xo0XqFAUrFI2uvUfCiM8exmxHzZbLXwVE8Mhk4JNSrq73JxfWYXdwLWSRRl7iqpYsrWA\nszqHULO86XPDQ+SvOYj+te/VilA4PfN02sa3PSYBLYDT5+TVX1/lpcEvBT333lPuBQgY1MZaYnnu\nzOc4KS10ow6A9ontmTV8FjlbcpizdU5Ys7Uv7P+23vde1cvy/ctZvn85nZM68/Lgl0mPSW8wrmOS\nMTte0P6m7RPbh7zWvzXZpT7gRrITctBsbC8C/KXTy9EUBF4mu1S/BaNOqpN/j1d/GB3bIwzXPzPI\n42+hlTk06TqOhrDe0kkpvxBCnIPWwdcCLUA9sfojEDWpioPAtVLKo+j2iXA8kRGTQVp0GvlV+WGd\nt2VsSwZlDgp5/N7y0AQ0FGshqqNWa9OSpGdnJzyYfFbe2HeA9r5Kvou2k28yUWA2kerz0cPlpo3H\nw/BM/d3bQqhYkpbic7TDkrgKxVoAQiI9ibiLBqJ6ErAk/IrJvhthKTucha5SFFZH21kdbee/SQmM\nKyvn1uJSsrxesuooA2xUW/O4V+sf6JWVyIT+rTmvezpLthby0Lzf2Z5fTqmj8a38D3xDdQW0i+x2\nXk+KZ6vVilqd9Wzr9jC2vJyR5ZXEhim47eL20MV9dDsOrur3ye8254cW0FYZl8/07V/P6l82cGqv\nHji9TpxeJzHWGLLis+jerDu/Hwqt9lIgkAZqwH/M+5F9FfvIiG34P7q9eDv5VfmYFTPtEttxf//7\nGdVxFDmbc5i/cz5On1ZjnRWXxZhOYxjVYRSJUYlUurxs2l+G06OSGG2he0a8YXOHpKgkpvScwuQT\nJrP6wGru+fEeDjkPBR94FGwp3sI1C69h+nnTSYyq35w2IGMALWNbGioLGZgx0O/vNYIBsku/B74n\nO6E5WuNTJlqTVSmwFfiQ7NLjbps9Qi1h36OQUn4vhOgM/BO4nloP4UDsBN4AXpJSNt0eY4Rjjkkx\nMbrjaF75NSy7M4D2Rnpb79vCY4N7NOuwFGGyhTdQbwy1qjUV+0dzl8fFVPNchlWsxiZqg0GfFDwa\n1wmnYqyu2JK0CmvyqvoHzRWY7LlInw1vZceA2qAOReHtxAT2m838p+DQ4TvT730nMtVzM5XYeWB4\nN645rS1rdxdx+tNLOFSpTzNzm8zkHe8wrjL7lzrcZjFzQ3oaBy0NX8Z2Wi082SyZ1xMTePFggS47\n2mPBr6qWRSt3GpcEA8ASBQZrx71C5bOFt/LotkT2Vm0FtG3t0zNPp096H8MBbduEtvRv0Z8PN39o\naJwqVb7b+93h5jSP6mHe9nnkbMmpp01tFmbOanUWE7pO4JGBj/DQqQ9R4anAoliItmiSYDsKKnj2\n6w3MXZdHhav2d9m6WTSX92vF5ae0Ii7KmGKCSTHRP6M/D/R/gNuW3GZobCjsLtvNS7+8xL/61++j\nVoTC5V0u5+k1+konACZ0bWjJGyFEsksPAM/92cuIYJwmKbqpLhZ+UAjxCDAQOA2trKAZmntFJbAP\n+B34UUoZLsvcCMchl3a+lOmbpofFalJBYUrPKfRv0bgElB6y4rJCGlfragRCaToJPkVKerpcdHL5\nWF40nt+d2s+7DbjFM5VmlHKG8isJopJKoliudiPfvAwrxpyWAiWzhMmFJX6Drnnmx8bQwhFDWklH\nPvANZbPUGmjjo8yM7pPJ2t3FXPbGCjw+Y9nSR7xXYEJtkKndYLVwRYt0vEGa6opNJqY0T+PdfQfp\n7PlzHRrzZDMWqVoDU4wtRLm2VqcacrnbYTFzY3oaeZZ8qLNL4pM+vturNQzGWeIo9wSvJY8yRfHq\nkFdJtXRl4kdv1woEGWDmpplc1EEzGbrl21tYeaDh/6tXevlm9zcs2r2I2/vczlU9riLBVlu2snjT\nQW6euQ6Hp2GLxe5DVTwxfzOz1+by/tX9yEi0NzgnGAt2HTut+C92fMEdfe44HKjXcEW3K1hfuF7X\nWm7seSMDWg5oqiVGiPCXQfwvekELIXJbtmzZMjc3989eSoRq1hxYw02Lb6LKG9ig4Lw253FS2knM\n2jqL7SXbDx83CRNRpigqvbUJ/JPSTmJs57Gc0/oc3R3ENahS5YJPLiC3Qv//iM+VRtWOOw5/LyyH\niO2gP4tilDifpNkfk/jN103X+bYWc7Amhi7mfrSorhQqd9xJTQWRRRHcc14Xzj+hBSNfXkp+uTHb\n27r0EVuYZP6aEcpKykyC8zIzKDeg4dvH4eTdA8cmm94Yj3omMM2n9VS8fkUfhnVvbnySbYtghj43\nrv0mE+Mz0ikwB89bBAtqbSYbz57xLO1i+nLxq8soUjcQ3Wqa7mXXZWDGQCSSZfuW6Tr/4QEPc3FH\nTXd+7e5ixr25Arc3eBNmx7RY5t40kFibGSkly/ctZ8WBFTg8DuKscZyRdQY9U+v30hQ6Cjlnzjl4\n1GN38/Pv0/7Nhe0vbHDcp/p44ecX+GjLR34VXRJtidzY60bGdQmlQf/4JjMzk7y8vDwpZeafvZYI\nfx2aJKAVQiQDvdDKDUqBtVLK0LRIQrt+JKA9DtlctJnn1jzHiv0rGtTepdnTGN9tPFd1v+pwDdyW\noi38kv8LL/3yEiWuxre9T0w5kRcHv0hylDHn5Xc3vMuza/XLEDoPjMRTfGqdI5KY9s+gWJuu3q7h\nNRvHmvINttTFTbYWPVTtvgZfVf2mFkWAGoaXmatNX/GgZTrvxcfxTLOk4AOOYG7ufjr8SVnaHO+Z\n3O29DoCMhCh+vPtsTEoIlsdSwgs9oWR30FP/mdosoMbykYxsP5Lvc79v9LlmN9uJc5zHH9v7geIk\ntuPjCKXpSzmaRTXjm9HfYDFZuOyN5azYob+O+F8XdCUtYwNvrH+D3WUNwMXOfQAAIABJREFUf2dd\nk7sy9aSph+vxF+1exO1Lbg/b2vVwy0m3MPnEyY0+XuYuY972eaw8sBKHx0G8LZ6zss5iWJthWE1W\nSl2l5FflY1JMtIhpgd1sPCt9vBEJaCOEQlhLDoQQbYBngBFHzl2tYXaPlDLi/vU3pUtyF944R3tj\n+Xrn1xS7irGarPRo1oOzW53dQHYmxhLDK7++EjCYBVhfuJ4bFt3Au+e+6/fF3KN6WHdwHcWuYqJM\nUXRP6U6KPYXx3cazbN8ylu9fHnTt3vIutZ7zhxG4S3oTlaa/E98olsQVugNaT2lvrCmLdclRNRWK\n7WCDgDYcweylpiXcZ56BBHLiQ9jrBj6Pjeb24tKjX4wBpITfZWtm+U4/fOzmszuGFsyCViNy+j9h\n3k0BTzukKCyK0W9BC7Bw98KA2s4OrwOH5ROsqUW4C87FU9oLa9KqRs8PF4ech/hm9zd0ih1kKJgF\nePO316jaMb/RxzcVbWLqt1N5eMDDjOww8ui0rUOkMfmuGuKt8UzoNoEJ3erXyS7bt4yPNn/ED7k/\n4KtWuIw2RzO83XAu63JZSGoJESL8lQlbQCuE6A8sBGKoVS2oy2BgmRDiainlzHBdN8Jfj9bxrbm+\n5/VBz3tx3YsUOfW9gW08tJE5W+dwRbcrDh8rcZbwwaYP+GTbJxQ6aiWozIqZwa0GM6nbJF4c/CIP\n/PQA83f5f9MTCGzOfhTkjcCfsV5WTAcKaLqAVrHlA6rfa6fH23h4RDdumLEOCUhfbPV5+t2twk4I\nhhPBGKys5UnzmyhCsshuZ6/FuD0qQKHJFNRMIdwIAT3Ebj62PUKO90zyBj3O5acYMejxQ7szqFU4\n9M+CmGg8Bn9QvcGcLWUJvsoOuIsGYUn45ZhkaRfvWcwO1ViAZo77jaqYxoPZGnzSR/aybNoltDsq\nbetQ6ZDYodHH9pbvZX/FfhSh0Dq+NanRqfhUH9nLs/l0+6cNzq/yVjFr6yw+3vYx951yH2M6j2nK\npUeIcFwRloBWCGEHPqG2TcCL5lSRCyQCpwIJaGry04QQv0opIz59f2e8bjA3rpda5Czim93GAsVZ\nW2YxoesEhBDsLd/LdQuv81sj61W9LNi1gMW7F/PQgId46oynmNJrCrO2zGJp3lIqPZXEWmMZ1HIQ\nYzuPpVV8K5ZtL2TWmr3kFjsQAtqmxHBZv1Y4TUlc34SKyUJIGgtoFSHITI5haLd0Fm48iCXhZ10G\nD02J9AZ2DQuFO8yzmJkQS058LLtDDGYB9qmpCGFc9qouqtRKKEJhrHkJOF8BXj6qNZCYBZ2Gwdav\nGz2lwBxi05lOLMnLcOZOxJE7HnvWu9X/p01HmbuMErexchFrs+91n+uVXt7f+D4PD3iYWEssFZ5j\no87UIqYFp7U8rd4xKSULdi3gw80f8nN+7YZmjTKFT/r4IfeHgPP6pI9HVzyK3WxnRPsR5FXksfrA\nahxeB/HWeAZmDGwgFxaIKk8VZe4yokxRhsZFiHAsCVeG9kqgOVrKYBFwtZTysIhedcD7OHArWlB7\nB3BNmK4d4a+A6tPegFe/BTt/BNUDlmjofB70vRZa1+/SXbR7keHGjF1lu9h4aCOt41tzw6IbgjZ8\neaWXh5Y9RLOoZgzKHMQ9/e5p9NwBHVIY0CGlwfEtRc0MrdEo0htNY0/T/aVOxry+nLuGddYC2uQf\n/Z53rJA+G95yfQ1sgakJyhX6ig282sLJ99HGa2aPpLPn6DKJ+2Uy4933Ms70HcPNq0gzV2Gy2sHn\nBpdOx7l10+GkK6DV0al00P9G5NYFiEaytOYm7vU1x25GmMvwVXbGW9EZS9zmJr2e3WzHjv4gXYnK\nxWQ31kOxaM8i7u53N8PbDdflVBYOxnYeW09+0KN6uPfHe/2qG9RVptDLk6ue5KudX7Fs3zJUWXuz\nazPZGNZmGNeecC1tE9r6HatKlZ/yfuKjzR+xdN/Sw+PbJrRlTKcxjOwwkjhrnKH1RIjQlIQroB1W\n/XkHcIGUsp7IopTSAdwuhOiIZp3WsKUzwv8uZfth5hg4sL7+cU8VbPhY++g4DC59B6xaE8shR2iN\nVoech1h7cK3fBhB/qFLlxXUvhmzSkBmXSXJUsu7SCKN4ygI7IVW5ffx38Tas8etRLE2zBr0MqfBw\nueUJtqmZzPANZqNso3usMJdiSVyFJXENiqUUKQXSk0yRWsXmqKNvcpGqmXPKjy6gfcM8jtSME0g7\n5QKa9WiByazA7uXwzrnGJlr91tEHtO3OQAzJhkUP+X24s7tpywCEUFEsRfi88fgqujR5QNsnvQ/t\nrPqbPk12fc//unhVLxsPbeSqHlexYNcCil3FhucwwplZZ3Jl9yvrHXt42cNhlQ0rc5fxU95PDY67\nfC7m/TGP7/Z8x8tDXm7guFblqeKOJXewdN/SBmN3lu7kP6v/w7QN03hp8Et0bxbYzjhChGNFuJTp\nT0DLzk47Mpg9ghp1/eTqBrII/+tUFcF7wxsGs0eybQF8dDn4tKysURmuGszCzOytsw2N2VS0ifUF\nQdbnhz1le7j080ubLJiVEqTPiil2E5p9uH/KvHlYW8z6U5vBWnk8PFSyh37KFsabF/OV7T4+sT5I\nC4LfmFgSVxLT4T/YUhejWLSmLSEkivUQ+VHhadIxV52CRejv+K+LRMCQh3nogcfJuf5URvZqidVc\n/dK5Psf4hBs/A2/oEmaHOe02dp/+LPtlw12CM6scNNMhbXVUVJe3eEpPQvqazuI6yhTFqA6jOK1D\nCm1T9P0NhRKamoXT6yQjNoNXh7xqWDVFL2ZhZlz7UTxnaYNp3i0wdwp8+2+27vqWz/74rEmu2Rjl\nnnJuXnwzueW12Wyv6uW2727zG8zWpdBRyHULr2NH6Y6mXmaECLoIV0Bb4+EY7La4rkhmxKfv78CS\nJ+HQ9uDnAexYAj+/DxDSXb9ZMRNljmJX2S7DY5fsXWLo/EJHIZMXTjZsoRttjsakc+tUCLClfkd0\n1nvEdPgP1pRFIBq+UVuSliOUEJ2ngiClwOcMbNHawe1m2v58klSVbRYLjzVL4vzMFtzexkFihydI\nTp+FsPpX7bMkriKqxdwmrf1V3QmU5J7LQvcJhsd6YlogJn4GpzXiHFURgratzx2Sha0/Wp99LbmT\nVnK7+AezvGcw39eXj32D+Kd7CgeLhoblGo2heqprKaUNd7H+jHO8NZ6MGP0v/5d2vpQEWwJCCG44\no72uMdIb2s1Lok37mbqndCdneA6Tuk2qZ+oQDrzSy94NOXi+fRR+mQ6/fgg/PEXO539OFV6Zu4zp\nm6Yf/n7+zvm6lF9qxj63JmKqFeH4IFwBbc2eYGDVfOqlayLFN//ruCu1F2sjrNbE2vu36E/r+NaG\nhg5tNbSB9JdejLqYvb3hbfZV7jM0JjkqmTeHvsVJUbchVWMZaMVShi11EdGt3gSlTnZPuLAkNI0S\nnpQKvqq2KFY/wZeUZHi8/OdgAbPzDpCgqtyZ2oyLM1uQEx/HXouFIpOJXIsZT/LPxLZ/lqiMHKhj\n14upElv6vCZZe118zgyQFj7ynY1bGmuWsoybXq0q0Agh7iRgDl9Gs2+7VB695x5cF/yXF5o9yF3e\nG/hEPR1T5TCsLn1BvNHnjbeyHdJTm8F0F5yDt7xr0HF2s50XznqBN855g7TowDdKAGdnnc0dfWrN\nTMb0zWKKjqDW7OyBWRj726TaUznp/9k77/Coqq0Pv+ec6em9EkqA0ELvTXpRQEWaCgJ2sV29dq9X\n/az32vUKdkFEmoiVLqDSO4QWOiQhhZCeTKae74+hJJkkc84k2DLv8/AAM3vvsydlZp211/r9oi4f\nvUf7RfNIt0dYM24Nnw77lLcHvk2vGGUSep7YYNTzQFQEFW9Pfzb9cfqx3x/7/pLKhdr64d8yfuNs\nibr3Qh8+rgT1FdBeXKfWVgRZliuem165Myoffw4O/QgWlXa3OQfg7B4EQWBK6ymex19AFEQmt5ns\ntah4VevJ2ii3l/PdMXVHg3pJz4JrFvDdNol1uyMoPfY4lpzhOK3qOoYl0xmMsZdvEkR9LoJUD8fX\n1SA7tWj8TlSf/RUEzmo1fBfgjwW4PyqCVR5E/LVBuzHGz0W40PSlDdpxxTLLFdH4HwfgHMF84Rim\nfGKL4RDftfYx0eqzvgQ1AmPdm9wq4q/XMKVXE1b8oz/HX7qaDyZ3xu6A8ycmYT3ft8YbqCBtGC/1\nfYnRzUarul6wvWqQL2FOn4wldyCyo/rfwa5RXZk9YjZdo7vSOLAx866ex5jEMegl94+CSFMkD3Z+\nkDcHvOkWbD8xshWvjWtPYoT7z5sgQP+WESy6YyjDm6r4XgNjW4xFK7p/nQwaA91jujM4YTD/G/w/\n+sV5V29fla1GA98GXH4NhVJ9fRyrp9hWzL5z+0gvTlddfuWUnSw7qdyO2YePK0W9Giv48FGJIi+d\n2ooyILYjE1tNJCU3RVFd2ZPdnqR9RHvsTjuRpkhyytQdBfeMUX5kuunsJtUZXYvDwrpT2/li3350\nEdmAE9keSNmp+0Aqxq/ZO4prYDUBhxEN6TjL4ytnPOsRWRYQFQTKm0xG7oiJIsWg7P5U459Kj46p\nhDsHsbb49/FYcemkuqTPXrbfTLhQyHWSB9vVxn1g3GeeF+98i6usRo0iR5dpV1QM92BmEQ8u2IPF\n7gQkLDmjsOQORhu0E8l0EkG0ITuM2IvbIVvb02ZIf/rF9WNn9k7OFJ/xuP7IJiN5ue8/+PlwDvO2\nnuFwZhF2p0xkgJ6xnR/k2k4vsjl7LQfPH8TqsBJmDOPqpleTGFw5sxrtF81LfV/i0a6Psur0KrLL\nstGIGlqGtGRA/IBKhgObjufy86EcisttmHQa+jQPZ/VDV7H5xHl2nMrHbHMQYtIyol00jcNcQeI9\ngfewIe0XChVIcDUKaMTk1pM9jtNJOt4b9B7zD89nQeoCt+ZTAcHNBbE2FgYEML7YZedtkGVK/sBC\n+FJbaSW9bjV4O8+Hj/rEF9D6uHJ4efx/cZ7FYVFco3q80JWF04gaxrUYx8y9Mz3MuEzjwMaqjhK9\nbQJ7becLGOLKKz0mRy7DaQtRHd9oQ7ZgyRznda2gJ9Toiqboa9YTro4y/W88O+Q+fltS9LtYQMgO\nHRcPkZyI/MN2L5ucbZkmraKNWKXsP6QJdL0VetytrCzAPxKSx8NehV4xugDoPFXV/tXy/rpjF4LZ\nCjiN2PL7YsuvrHlagsxHvx7nv+M68Nnwz7h/7f0cyjtU49pjW4zlXz3/hUYUGd42muFto6sdd13A\ndVzX/DpF+w02BNdoALBifxavr0rlWE7loHT2plPEBRu5b1BzHhxSveFC48JsPsjM4t4QI3lSzaUm\njbWBzBr6oWJ9VUmUmNxmMje3vpkd2Ts4U3QGGZmThSf54uAXita4SKpeR6pWS5LNRpdyC7/8gWUH\n/lp/r5txdaK69wAfPq4EvoDWx5UjwnNNnTsChLcE4IO9H1QSFq+NBakL6B3bm4EJAxmfNJ4FqQsU\nB553tr8TQUVEWd0RqRLslLs9Joh2JH31DVO1ofE7igWQbeE4zPGqNTfrFZXR+MmiE/R881OM8QLC\n7/AOZC9tVeURgUWOgSxyDKSDcIxmQiaS4OSmYX3p3H+0+uzp1a+RdzqF0IKU2sdJepgwG/wjPK95\nZiukbwe7GUxh0GqUK3j2QFZhOasPZlf/pGBB0LpOFmRbEMiuIOT7vWd5+po2RPlFsXDUQjae3cjC\nwwvZmbOTcns5QfoghiQMYVKrSW5Z1rpQZivj5zM/k12WjSiINAtqRr+4fpcys3O3nObf3+1HruHe\nKqPAzJPfpJCeX8ajw6t8j4vOwlcTaWfOY0mpyOJAf74O8CdHc/kHronVxvjiEq4vTiPg9HZo10jV\n/gVBoFt0N7pFdwNg1p5ZquZfJEcjkWSzMaGo+A8LaIP0QZdOuIwao2oL4FahVX/HfPj4/fEFtD6u\nHM2HQFACFHo+xrxE4kAIbYrVYeWbo9+outz8w/MZmDCQcGM4MwfP5K41d1FoKax1zowOMxiTqE4W\nuV14O1XjrwRChcawNv7DSXV8+gfuRj2CNg+HNRKN5tQVv5atlg78vXJz9sou69EhYV0UB7M2h5Pl\n+7NYtD2NlIwCrOaHeEE7mzHiRnTV2P8ecjbieNf/Y1TzIbUvvG8RbHwXsqsEx8seg9ajYeDTEF6z\nVepvR89hd1aOAEVDGrqQzWgC912qWZadWuxF7bHm96K8PJ4tJ84zvG00giDQN66vm3tVfVJoKWTW\n3ll8f+x7im2VDSmi/aKZmDSR9v7X8mwtwWxFZq07SrtQGNmp2WX3wW0fg9l1QxvudHJPQRF3FBRx\nUqulTBQIcDpparNf9mj/9XVoN7ZOr6tiiYQaNBdeZF9zOa0tVg4pPPGIMEZwvvx8JcMEcDXeBegC\nVJVdXZt4LQaNAYBrml3D10e+Vjw31BDK0MZXVlHDhw8l1HdAO0gQBKVdLorGyrKs7gzHx58HUYTu\nt8Pqfyuf0+NuANaeWav6aH9L5hbSi9OJD4inbXhb5l09j1l7Z7H61GqszspC8+3C2jG93XSGNVHX\nOAIup5we0T3YmrVV9dz6QnZc+PBpH8N/bhjMvWt3K85m/zkQsOX3QGM6dUWvYi9pjqOsmaKxUYHK\nMu9bTpzngfm7ySmuWGNs4BHb3bzKjUyQ1tFGPI0eOzlyMN86+rBdboWwEYKTcunbwt1xDoA1z8GG\nt6p/zmmDA9/A8bUw+RuI71LtsBJL5ZrqphHzyQ3f6zZOEG1og3eiDd6J5dxQSso7KHjldSfXnMtt\nK2+rUbs0qzSLd3a9QwjrccrjqfkjSqaPuJ8p0hoGi7vQ/uSAn4C4Lq4a5d3uHxsaoIWthlrnnANw\nepObY6EaWgRXX/pQG5Is08zm+p6JwHvZ57g1JpIzHiyeO0d25oOhH5BrzuXH4z+SVZaFJEgkBicy\nOnE0R/OPcvuq27E7PdfYh+hDKtUP39TqJr499q2iuQCTkiZ5Xargw0d9Ut8B7f0Kxly851Y61hfQ\n/pXpdZ/r+DT1J89j+zzo8qgHThadVH0pGZkzxWeID4gHXLWxr/Z7lce7Pc76tPXkW/LRS3o6RnSk\nbXjd3G2mtp36hwa0Jq2JpyaGcVPHTgiCwH/7vc2N393NOfvBP2xPanDaQnGWx+G0LUPUKrONlZ0a\nVaoIjrLGmDM8N/oANAv3o2Mjz/fim4+fZ+rn27DWYFqQSxAzHddV64Mhy/DxbyeqD2h3zqk5mK1I\neYHLdW/G5mpLEPz1GkDmJmktQWEr+TLMc+e8PmI12/ObcoOit2TvccpO7vv5PkVC/PnsRR9twJJ1\nvdtzJsp5X/sOAyX3QJ2Mna4/3nBifZ0C2v7x/YkyRZFdVkPJR3VzysxEOS7/sEQ5HHx5Npu3Q4NZ\nHhiEWa78gxSsD2Zsi7HM6DgDvaSnUUAj7ul4j9u6XaK68ErfV3hyw5O1BqbB+mDeH/w+Mf4xlx5r\nEdKC53o9x783/dst+1uVgY0Gcmf7O5W+XB9VEAShM3ATMASIAwKBXCANWAkskGW55qJ2H5Woz4D2\nD/Qp8vGnRZRgwhew8knYOdslKl8VfSD0f8QV0F7ESy96uZozyhBDCNe3cP9grAv94vvxj87/4O1d\nb9frukopF87yWsrd6PyeZnjCddz++QFOZNyMJuAA4aE/U2q6/KEaa7MzsqSUT0PqVyDeWxzlUTjN\nLo1hc/oUTI0/uaBEUDNOux9lp+9GEM2IuvMkhBppEW/mt/QNSMaMymOtodjye2DN7w2ysszRTT0S\nPNZRW+1O7p+/u8ZgVgm/Hj3HmfNlJIRVkIlzOuG3N5QvUpbr+l266jG3p/okhvKWdhb9tZsYGhqn\neMnVmXN4onyK4sYob9iQsYED5w8oHq8N3o41dzCyPfDSYxrsfKR9g76S8nUUYy2t03RJlLix1Y2q\n3hMmF7nfzIU4nTx/voB/jv+eFQWHyCzNRBREmgY1ZWjjoYpr+Ec0HUF8QDyf7f+MdWfWYa9g4mnS\nmLim2TVMbzedRgHutcPXNr8Wf50/b+x4o9rGXJPGxISkCTzY+UGvSy0aMoIg6IH3gNtxj51iL/zp\nATwtCML7wCOyLHtnf9eAqK+Adk49rePj74ikgatfg/6PuY4CT/7q+vAwBEPSSGg/EfT+labEBSj/\nMK5IrP/vZ0B3W/JtRJoimbV3lmrHsPrAITt4YfMLzN2YRUpGM0DCWNycVdZ3cUjlFEgiBqdMlMNB\niShcsYDW4HRSLirX0HRaIhH1Z3FaYnGWJ1B2+k4MsYuQ9NXX/DnMjTBnTES2hSMDzvIEzpQIPDeo\nKys3dELUZyDqz+GSQgvCUdYUNRLbnRKCmdzTs4nHspRMckvqpvkry7AnvaByQHtsNRR4MlmsjHnL\npyyUxqLRaGkbG0inBJeubezO17he2sAnAYHYVDS3WZ0Wlh5byvR201XtQw0LU9XZBAuCE23wNqy5\nl+uOx0q/XZlgFsBQ99+PaW2nsffcXtalrfM49r78ArqX1/Dz1Pt+AqOS6esXxtH8o9iddsJN4arV\nBNqFt+PNAW+SU5bDrpxdmG1mAnWB9Ijpgb/Ov9a5gxMGM6jRIDad3cSq06soKC9Ar9HTKbITo5uN\n9jjfR618hiszC/AL8BVwGJc5VQjQHbgLaAQ8AIQCyoXZGyhCdRmtvzqCIKTHxcXFpaf/gZ3fPupE\nma2MwYsHU6JAQ/IinSI78cXI+qlQKSgvYM2ZNeSac9GKWtqEtaFnTM9qs3iyLLPx7EY2ZGygxFqC\nv86fBYcX4JCrOXe+AjhtAZQeewKQmC4t51nt3GrHTYiNVtxwooanc8/zRVAgaR7q/qriKEvAcn4A\njpI2AEim42iDdyBo80EWcFrDsRV0x1leffe5RhTcGqDU0r1pKA8PaYnZ7kAniSRFBxDuX30GbOKH\nm9l6su6Wtf8d154JXSu8ppVPw+b/qV5nsOU1jsuuG7+2sYHc3SOM0asHgd3MDbHRHFH5vW4d2ppF\noxep3odSus/rrrp73l7aFPOZuy79/wfdUySLp+p5Z2ADMqd8jTW0KaHGUEINoR7n1ITdaeeNHW+w\n+MhiLA73gDXY4eDe/EImFdfw3tZzBlvaj2HuoS/ZkLGh0rF/iD4Eg8aAKIgYNUY6RHRgUqtJfzuV\ngfj4eDIyMjJkWY7/o/dS3wiCMARYfeG/L8my/K8axgUAPwL9Lzx0tSzLy3+HLf5l8akc+PhTYtKa\nGJM4hq8OK9T3xNWcUFcySzL5357/sfLUSrcPo8aBjZnSegoTW02s9HjVznBZlpl/WKXl70XMjdGZ\nzmOVlQfyorYYTcAB7MXtuUlaW+O4iUXFPBcRpnhdWRYRhJqP12VZwJoznPeMhynSnlK87kUk0xlM\npi8ozx6JLe8qHGWJOMqUy0J5G8yKAvRtHk5ssJFtJ88z6eMtl57TSgLD20YzvU9TujSu7OZ1Js+T\ns7cywvyqBJo279b1qyADd+BsEXu+X8BorStgPF+L7mpNeKuvrARZllUHs0ClUpREIaPeg9mzGomF\nAf4sDQomf4PLYldAoGdMTya1msSARgMQBXUOXhpRw+PdH+eu9nex9NhStmdtx2w3E6QPYlDCIIab\nGqPf9QXsXQjWCyUHkg5aj4Fut/Nx4X7eXV19XWq+JR8qvC0dKzjGkqNL6BXTi9eueo0g/Z+jrOiv\nTvKc5Oa4sqMmoBg4ljI1pb78fW+98Hc6UGPHtCzLxYIgTAGO44rVZgC+gLYWfAGtjz8t93W6j21Z\n2zhWcMzj2BFNRjCy6UjV19iTs4dvjn7DmeIzmO1mjhccrzarAnC66DQvbn2RA+cP8Hzv52usuRQE\ngXBjuGq3MoCH+0xk1r73QKUBmCZwL87idoi6HN4MCCZDIyEACXY7NxSXEGd3cHVpGZ8GK8+kWs8N\nxmkLRReyBcl0+UhcliXsRW2x5vdBYzpJUeApdZutgiFqObItBHtx+zqto4R2sYF8Nq0bd8zdya/b\n3ctEbA6ZH/dlsiwlk+fHtGVKryaXnquPw6xgk5Y+zas0hXl51F1IZVONPuL+S//We7FZb/WVlSAI\nAv5af1UnLkAlG91ooX4D7nUmI49HhGEWRSoW7cvIbM7czObMzQxoNIDX+r+GQWPgcN5hjuQfweF0\nEGmKpEdMDzdb3ooEG4KZ3m569WUc17wBw16E4iyQna4GP30Ai48s5t3d76p+LZszNzN95XTmjJhD\ngC5A9XwfkDwnWQ+MxxU4VnXacSTPSf4JmAmsSpmaUpd3g4sC7SdlufauO1mWzwiC8CswCPjj9SL/\n5PgCWh9/WgJ0AXw6/FMeWvdQrZJUY1uM5Zmez6gyRziWf4ynNjxVqytSTSw9tpT4gPhau3tHNRvF\nZ/sVWKdWYe7Bz73KZInaQgwJn3CdX4zbc58GBdK/zMyz5/OYlXWO22MiydLU/qtvze+G9fwgQMBe\n1AlBm4uoLQJZxGkNR3b4Aw60cV+q3mt16MLXXvGA1qiV+L9r23HPvF3sTSuodaxThn9/f4AQPx2j\n2rvqshNCTWQVuZtjqGF8l3gM2irZ06SrlSkcVCDVGc9pubJLl59weW/tLBbOatW9vddV+aMihWU2\nVh7I4lyJBa0k0DY2iAGNBvDjiR9VrWMvuWzOYpfr7+Nqm0HPw5Hh2D28Z6xPW8/U5VMRRZH9ufsr\nPRdpjOSGljcwte1U/LReOPZpjRDa9NJ/bU4b7+9+X/06Fziaf5Q3drzBc72f83qNhkrynORRuOpa\na3I9kYAxF/6kJs9JHpcyNWV/DWOV0k4QhABZlj3JvDwHfABk1vF6f3vUnaX48PE7E2oIZc7IOXw+\n/HNGNBlBmCEMk8ZEjF8MN7e+me+u+47nez9fa6akKkfyj3DLilu8CmYv8sXBL2rM5AJMSJqg+qgS\n4Fz5OQQvBENEfSaSX/VySE5BYL2fickx0RhkmXlns7mhqASj0z2xIqudAAAgAElEQVQ54LBEUp55\nPZasG6jYfCvbwnGUNcNhbnIhmAVNwEHFkluekAxZSEb1Um1KCTJqmT29G5mF5ew8na9ojizDf1Yc\nxnmhtGFCN3VOUlWJCzZyZ/9qSioadYdodcH8V46Bbo8Vy5ezmRNrqs+shYlJEz0P8kBmoZlHF++l\nxytreGzJPl5bmcrLyw5z8ydb2bCrpaq1BATC/TUguJq7j8mxWGUvOupbjQJT5az4q2EhHoPZixzM\nO+gWzALkmHOYtXcWU5dPrZdyjTWn13C+/Hyd1vjpxE8UWYvqvJeGRPKc5GnAt9QczFYlCdiQPCfZ\nW423i3pzIcACQRBq7WSWZfk3WZYXy7K8wcvrNRh8Aa2PvwRdo7vy2lWvsX7ierbevJVV41bxRPcn\naBakTDT/Ik7ZyT/W/YNia90CsUJLIctP1lzOFOcfxz0d3PUhleBNtkcQPTegZWg1PBwZTqTDwXPn\n8/j5TAYvnjvPgwnX0EK6ibLTd1B24mFsBT0UXVM0ZHgepALJz3NpiTf0Tgzjl0cH0KNZGHO3nFI1\nNy3PzPojrtKRUe1jCK1a/6qQhFATX97eg4iAGo71Bz8LgvJg7V7N9zykWUwUlwOpdc5Ol/7dvdxC\na0vtUmgVSQ5PpktU9WYNSjl+roTr39/E4p3plNvcb5bSMiOxFSnPAsvIlPgvJanjPFrGSJwniH1O\ndb/vBMTA+Dnw8CG45TsY9zk7G3XgqK7+miNT81O5/+f7PWq2ekKJMoInyh3l/HhcXRa8IZM8J3kk\n8AmuDKwagoAfkuckJ3lx2feBiz8sVwOnBEH4QRCEOwVBUPkD7qMivoDWR4Pil7Rf6k1ia3vW9lqf\nv7vD3apldgB0osHbLXlkn0HPngvd7wGyzGA5lNsHvEKkPExVQxaAIKgs9PVAQPhejPGz0UUsR9DW\nLVNVkSPZxfjpNRSV29hyovZMWjiFDBR3M1LcSg/hEBIOVh1wafoatBLvTOqIVlKeQW8W4cczo9rw\n4wN9aervcFmyLp4OX02Cb2dA6nKXDm2LIXDt/0DhSUOkUMiDmqWs0/+ToeIOAJY6+lJUIUv7bvY5\nYm2ev0dx/nG8NUBdyUNVyqx2pn2+zWNJRvnZidhL1DlqnS0/TEzL+Wy8NZLOapsPu93ukg3U6KDZ\nAGjUnRVl9S+xty93H7+k/VLtcxaHhZOFJzmaf7TWTG5db7IvcqZYhdV4AyZ5TrIIzEJ9MHuRUOA1\ntZNkWd4OPF7hIS0wCvgQOC4IwmlBED4XBGGcIAimahfxUS2+GlofDYqvjyr3KPdEmYLudL1Gj9Wq\nPFMGYJL8ybXZEbW113l6y8LAADqeO49F1rCsydNMEARC/NRbV14sPagvrEIumoBcNAGH0YX9iqMk\nifLMcXW+Tm6JlaxCV6AlmY6h8T+EIJUjO3U4yhKxF7ehg3CC2zXLGC5uRydcznZnySHsSrsGcu4H\nYwj9moXx2bRuPLhgD3ml1X9fg4xaHh2eRL8W4TQO8wOnA35+HrZ/CtYqpQB75kFQAgx9HjreBBGt\nYMtMOPhd9SYkVTAJFt7XvsOttsfY4Exmlv1aHtcuACDa4eDLzCxeDgtlncmIo8oRuyTDoMZDeKrn\n04Qba7DjVcjS3Rmk5Smo/ZZ1mNOmERCxC23k99icyrTid+Xs4kDJa8QpHA+APoCMjhM4nbEJGZlY\n/1ia7vmaPPHKeAAtTF3IwITLpSCni06z4PACvjv+3aVgVUCgT1wfJiVNon98/0p1/yZN/cQuf0cp\nzivENYBnAWoPayTPSW6cMjVFlZC0LMuvC4JwFPgfUFWaLAGYduFPkSAIbwCvyrKs7oOkAeILaH00\nKI4XHK+3tQL1gR7HNA1syr7cfarWbRLUlNT9HTAmfIyoqd29yJO0VnUc1mkpko3MsP2DjoGdARjR\nLob529RlrmxF7dFFrEQQ6v8DVBBkNAGHMelnUXbqnjoHtb+kr2X+sQ8xNT5V+YnQzehtBiYWZDG6\nxL32MFrI5+qCL2HmheY3QzD9Ot7M5jun8X2akYXb0y7JeTUOMzGpWwLXtI8hp8jCV9vOcOhsATPO\nvUCP8lrK3wrPwNe3umxtu94KN3wCHW6EL8cqem06wcHzmtkMtr7OLMcYIoQCbtWsACDC4eStnFyy\nJInvAvxIv9AMKFmDWJJ3H8O6jqpzMAvw5RblWUFBW4BNdxjUBKfAwry9DFM4dr3RyFdBBrYsHYVc\nQcGgoxSI4IWkmRI2nd2Ew+lAEiV+OvETz2x8xi1gl5HZkLGBDRkbGN5kOK/0fQWt5LqZ7B7dnVWn\nV9V5H7+nucxfnBn1sIaIywDhKbUTZVn+ThCEn4ARwA3AcKBqV28g8DxwvSAIg2RZVtYA0EDxBbQ+\nGhS1+ZqrZWAj98acqtzQ8gbVAe3kthPJPga7T92DIepHJP9Ut6BRduixFXZBG7QTJHXuVVkE0dfy\nAkX4MSrEdUTdv0U4sUEGzl7IZIr6LDT+h0AsB1mHvbT5JbvaS3uwheIoSUITcFjV9dUg6s5jiF2E\nOe1Wz4NrQBu8hf/s/o6a/JQt2nJeiQgmSyvycL6HrHh5AWx5H/3WDxg/8j+Mv+eOSk8XlFl5YP5u\n1hzKxinDDOk7emiV9HLI8NMjENvJ9SdlsbIXd4FEMZO+4n42OJP5P/stbHO2YrpmBT1E1/cm2uHg\nroIizjgjmOcYwmzHcCzomLvlFCPaRXtYvXYKyqwcylTWiCT5H8IY9xWCqN7Fc5tBR5EoEOhBf/iV\n0BC+CrooXVV57B5HERivTEmPjEyZvYyd2Tt5esPTHo1VVp5aiYjIf6/6LwCjE0fz1q63KLV5b8Gr\nFbWMThzt9fyGQvKc5DBcAWR9cBNeBLQAsizbcZkn/AggCEJbYDCuIHcQcLHoviOwCBha183+nfEF\ntD4aFFF+UWSXZdd5nVi/WPrH9/c47uqmV/PWzrcosCgrH2gS2ITesb3J7pnBrkUFmNOnIWjz0Abu\nRrgom2WJwlbUCZx6JL8jSCoD2gJ7FGb88NNJXNPelRAQBIHk+CCyrQfRRaxG41dZcUAfsRpHeQzW\n3EHYi5MvPW7JGYlkOoEgXbnTMI3/EURdDk5rpOq5ovE0+uiag9mKfB4cSEurlVGlCowOZAcsewQ0\nBujscqQsKLMy/oPNHM1xlRVIOJiqWal8s7IDtn4I174PB5Yqn3eBa8WNbHC6vjcrnN1ZYe1OcyGd\nlkI6GhxkyaFsl5OQK7RObDp+nrS8MhqFen/cXWZV5ognGU9hjPtSUQNjTRSJIoHOmue/HxxUIZj9\nfREQMEgGXt32qmKXwOWnljO86XAGJwzGpDUxpc0UPtj7gdd7GNZkWJ1czhoQUeCFnEz11O2OsAKy\nLB8ADgDvCoIQCjwJ/BPXXocIgtBbluVN9XW9vxu+pjAfDYoxzcbUyzoPdH5AkSyXQWPgjaveUNQc\n5q/15/WrXkcQBEa1j6VbE5dTlWwLxXp+MJas67FkX4utoCc4XTfusl39h7e9sCMA13eOI8BwuXY2\nX9iOsfGnbsHsRSRDJsb4eWhDLze/OK1RmM9OUL0HtWhDtngeVA260N9UlUR8EeS5jKQSK54EiyuA\nfWppyqVgFmCouJMoQWUd9IGlkH8a7Or1biOEQrfHjsnxLHP25HtnH7bJrSsFs+CSJkurowNagEFZ\nXkQf9VOdglkAYy3Z2XxR5DO13796pGdMTzZnbiajRJ36x0PrHuLpDU9TZitjRocZjEn07j0q3j+e\nR7s+6tXcBojR8xDF6C80mHlEEASjIAjNBEHo7mmsLMt5siw/CjxT4eHB3m6yIeALaH00KEYnjq6z\nI9LVTa/mmmbXKB7fPaY7Hw79kGi/mm/kmwQ2YfaI2SSFulRgdBqRT27pdimorQ5BKkEyqetolh1a\nbIWdaB7pz6PDL/u/H847zGHHRwiC54DDELUcyf/gpf87StrhKHc3dKhPRH2W6jmCpghNwEHPAytw\nSK9jr16FMoW1GPYtIKPAzMoDlTP/bbyxabWXQ6F3XfihgV7WGdcxTxVg0NKzWe1ZQdGQgWSsm7pA\nU7tMWDXayRf5JsAP6xVq+FLCxFYTWXlKRUb+AjIy3x//nltX3orZbubFPi/ydI+naRLYRPEabcLa\nMHvEbMKMyq2tGzjud3/eU5wyNUVpI8ObuKxstwqCoPSb9V6Ff/sKpGvBV3Lgo0Fh0pp4pucz/Gvj\nv7xeo01Ym0v/djgdbMvaxjnzOTSChpYhLWke0txtTtforqwYu4L16etZenQpGSUZiIJI48DGjGs5\njl4xvdyczoJMWubd3pMf9p5l7pbT7KngbhVg0BAQtZdiBQFoRRzmxnRuFMVHt3QlyHg5OzvnwBxk\nFX67+rD1lJVc/jrY8nojxS5RtRdVqHyd4Aqi1DbMAaTo9XRQoeHKvsUszO+Ho0r2UIeX2UhBhNBE\nyFPXwKiJ6wgq1c4EwaWRW1em9GxSqySaJiClzteYGNkN0moOitea/jiFo3Zh7RgQP4DFR9TVPlfk\nwPkDvLT1JV7q+xKTWk1iYtJEtmZtJTUvFZvThlbUklOWw/q09eRb8jFIBjpEdGBiq4n0jOlZj6+m\nQZAG5OMyN6gran64K4ptDwPmK5hjBhy45MXOqrhWg8MX0PpocFzb/FoO5x3my0Pe2bYaNUZKbaV8\ncfALvj7yNTllOZWe7xzZmSltpjCk8ZBKj0uixOCEwQxOUH5qpNOI3NAlnhu6xJNRYGbnqXzeWnOE\nk7mlOIQ9qgUUo8KK+WZSn0qP5Zfns+qUuu5qyXQGUX8Wp8WVMLAVdUIbsq3OWbiakO3qj5K91cm1\nqE3ylWRzKKuyhmgAZRhQV9t8eXI0dLsNVqroMxE1NB0+g8AjBygqV/66+zYPJz6k7oHg8LZRdEoI\nZveZ6kssBKluZQ2RpkjG9H8eTu6BvOod8YrEP+bAsUVIC94b/B6SKKEX63b6s/zkch7q8hDhxnAE\nQaBnTE+3YPXRbr6ygrqSMjXFkjwneQ7wj3pYTk3R80/A6xf+/aQgCN/KsuxJ724Il7Vyf1O7uYaE\nr+TAR4MhNauYb3dnsHhHGr2Cb+WRLuo/GAQEkkKSmLZiGjP3zHQLZsGlmfnQ+od4Y8cb9bHtSxSU\nWXl6aQonc11d0IKoQPezChanewd1Sm4KVqf6pi7JVKHWVtZgTpuGw1w3e9iasBV28jyoCrJdveMa\nQKhDZVZXo7+UnW0ppPGK5mO26u9lmsYLCabYThDeAjreDIZg5fPajsUYFs+4Luq+/rf0aqJufzWg\nkUQ+ndqN9vFB1Q+Qvc+dhBpCmTl4JgFBCTBlKYRWb6ZkvIL6qwE691r1MEMYdyTfwRcjvrgkfZYc\nkew2Tg02p42lR9U3BPrwilko6RatnVxc6gOKkGX5MLDwwn+Tge9qs74VBCEJl+ECwC5Zltd7uc8G\ngS9D6+Nvz7KUTD7dcJKdpytL+EUFxtIksRenyjcrXqt7dHf+s/0/HM7zLFU1+8Bswo3hTG07VfWe\nq+Jwytw1dyfFlsvZN1lWb4Zg1Lj3QpR70YAEuEkvyQ4/yk7fhSZwN7qw9Uj6+nH78hMjGNJiMCfO\nlbE3XXnpm8PcBKctEFGr3Nte73QyqEzljUJ0MlGCgWvELbypnYm+Lg5qXW9z/W0Mhklfwbxx4MnA\nI7YTjHI5ff1zWEu2nTrP/gzPr/mmHgkMbRPl/V6rEOqnY8GdPZm35Qzztp7m1PnL+5bLGwPqm7OH\nNh7KQ50folHghUA9pAncsQ52zYEdn0H+qUtju9jhUN0SpDXyQKcHaBfejqP5R7HLdiKNkfSO641W\nrPw7eH3z65m5Z6Ziw4jqSM1Pret2fSggZWrKkeQ5yctwGSx4ywcpU1PUHsXcAbQEOuGS4TosCMLX\nwEogHVeQnYBLVuwmQIerPOLGOuyzQeALaH38rXnpp4N8/Fv1XfvZRRbOHeyOX9MdIHj+AJIEiS5R\nXZi5d6bi63+c8jETkyZi0NRN+3L1wSzS8ysHWo6ypkiGTFXrdI3q6vZYkL6GrJoHZEc1jcKyBnth\nN+yF3dCFrUMfsbJOTUcaQcObg16kd1xn8kqt9Hh5DTaH0qSKiK2gB/qI1YqvN7y0jKBaGo+qJTCW\nGWXfEK19H60Xtb6XaNIPOkyq8P8+MO1H+OmfcHa3+3hJB8njYeR/Qe9qCPPTa5h3e08emL+bX46c\nq/YyGlHgtr5NeWJkq2qfrwsmnYY7+jfj9n5N2ZNWQE6xBZ1GpHlkf6asWsX5cuU3OTe3vpknuj/h\n/oQxGPo8CL0fgOz9YC4AnYmJBn/m/Ti+kpFCfWDSmBidOBo/rR/twtvVOjbMGMaYxDEsOep9PblS\niT8f9cI0YDPg3vjgmVW4TA9UIctysSAIQ3A1iE0FAoDpF/5Ux25gqizLR7zYY4PCF9D6+Nvy8a8n\nagxmL+K0xGBOn4Qpfj5yLZk1SZB4ovsT/HD8B1V7KLQUsvzkcq5vcb2qeVWZt9VdzcCa3wtdqLqs\n18RWE90e6xzZmVBDaK0+81WRZQl7Setax1jPD6R3eSGm8HVsNBpwCuoiW6PGyKv9XqV3XG/AlQFs\nFGLiRK5y4XlrXm80gXuQ9NUHdxUJdTi4p8CL5ueN79AI6qYW0GwgTJwLUpWse1wXuHM9ZOyCfQuh\nONMVyEa1g06Twc/d5SvIqGXOrd3Zn1HIl1tOs+1UHmargyCjluFto7mpRwJRgVfGXOAigiDQKaFy\nv82UNlN4e9fbiub7a/2Z1naap4tA9OUj/ia4dFi9URqojcltJuOnVV6+8mSPJzlddJod2Tu8ut7W\nzK3cuepOXur7EhGmCK/W8KGMlKkpuclzkgcDy4E2nsZXYDkwIWVqilfHMbIs5wHTBEF4C7geV51s\nPBCBK0ObCezCVc7w3QUDBh8eEP6Ovs+CIKTHxcXFpaen/9Fb8fEHUW5z0POVnykoU3b0JxrO0KXD\ndo4U78QpV87QJYcnE2WKYmvmVoptxTWsUDNDGw/lzQFvKhoryzJbMrewKHUR+3L3YXVYCTWEkpbW\nkvzszm7NUYa4L9EG7le8l7cHvM3gxoMxWx1sPpFLodmGUSuxq/gr5h+ZrXgdW3FLrOeuRrb7ITtq\n1sK9WVrDS9rPSNdI7DboOarVssegJ0Wvx14hwBVl+VLAG2O3Mz52AGMHvOgmQzTts22sryHzWBOC\nphBTo88QDTUbakRqA5hZKpKUUfdufOUbE6H5EOh2h+vvP6ip6fdClmWe3vA0P5yo/abQqDHyzsB3\n6BXbS/U1ymxl3PNlH3aJtX/+N7ZasQkiZ7W153RGNxvNS31fclMg8YTFYeHtnW8z//B8xSYLVYn1\ni2Xu1XOJNKk3FPmrEx8fT0ZGRoYsy/G/x/WS5yQHA8/iytjWVrx+BpgJvOFtMOvjyuELaH38LVm0\nI43HvlZnOduneRivTozjt/TfKLGVYNKYEASBt3e+TbnDuzpTgN6xvflw6Icex2WVZvHA2gc4lHeo\n2udlWcSaOwhrbgX1BMGKX/NXETXKusj1kp6hAW/z0+7SSt3wWl0pQYkzsSjQfZJlV3LsIvbSptjy\ne2IvbgdVdBeuEbfwvu5dtzXyRJGTWi12ASIcDpra7BSLAhoZTLIME+ZCG3eB+bvn7mTFAfWatAhW\ntEG70YZsqVSmEesXx6RWExnbYqyr9CJ9J6Rvh6IMOLICcq/gKd+MbRCZdOXW/xMiyzKzD8zmy4Nf\nkmN2b6jsFt2Nh7s87PFo/xKWYlf22lbmaqKL74p18/t8sPNNlgT4kydV/nn0dzoZU1zKffkF2ASB\nWSFB/OjvR0mVm4kmgU2Y3HoyE5ImqA5mK7IxYyN3r7nb6/ldo7ry+YjPvZ7/V+X3Dmgvkjwn2YSr\nVnUqroypH1AEHAE+An5MmZpSN3cQH1cMX0Dr42/JjHk7WZaiLvARBEh9YSQ6jevDbVvmNu5acxd2\nZ91uxAcnDObtgbUftZ4rO8fkZZM5W+pZZtCSOwDruRGuPWsK8Wv+qio3LMu5wVhz3S3BBd05/Jq8\njyB5F7zbS5thTr8FnJePswMoY6v+XkyC8r4Ji2gi7+59xES6H7e+veYIb6856tX+LiJoChCkcmSn\njuSoJiy8szdGXQ0CaOdSYfdcyDsFx9eATb2yRI3c+QvEdnR72OmUWZeaw69HzlFssROg1zCgVSQD\nWkbUKbj6M2F32ll7Zi0puSmU28sJNYQyvMlwmgVXr2DgRu4x2PI+7FsE1svubPhHueqKt32CzVHO\nz34mTmk1yECs3cHQ0jLXDVMFyiQda8e+zTnZilbU0jKkJd1jPBo5KebfG//N0mPeKxd8PfrrS4Yr\nDYU/KqD18dfGV0Pr429JsQotzovIMpRY7IRqXE5Rr+94vc7BLLiC1erYm1ZAZmE5kiiwJP1lRcEs\ngD58PfaS1jjNjdEGb1cVzAJog7dhzR1MVdU+XfBWr4NZAI3fCYzxX2A+cxsgIYlgEf35ztGbGzXr\n3MZnShIpeh0WUSDY4aSHuRwdsNjai7c+3MPn07vRPr7y6d+kbgn8b+0x7LVYoHpCtgdzsSJtX3oR\nn208yb0Da+gJiUiCYS9C6nI4rK5+2iNad/3XxTvSeOfno24NgHM2nyYh1MRDQ1twfaf6+4y3O+1s\nPruZzNJMREGkWVAzOkd1rrf1a0IjahjWZBjDmgxTP/noGlh0C9iqqaUuyYbN/wNDEFpHOSNKPZ9c\nmPo/yqi2N1f7nN1pJ9eci0N2EKIPwVTN98wT/+71bwRB4Juj36ieC7AodRHP9HrG80AfPho4voDW\nx98Spf7yVfHTuzJ1e3L21Hj0r5Z9ufs4UXiCZkHNsNqdzN92hrlbTnMsx5VZcmVZ16Mm+aYL2Uy5\nuTGivua60JoQtcUIkhnZcbnRRTIdQxe2QfVaVdH4nUATuA97USc6Nw5h+8l8ZgpjGC5tJ1Rwvd4d\nBj1zAgP41WSs1CgW4nAwrNjGsnNDOF9qZdrn2/nu3j40quBkFR1kYGRyDD/srT/DnK+2nuGeqxIR\na7NNPbam3q4HUG6IxFBFT/W9n4/yxuqaSxzO5JXx0MK9ZBdZuPuqxDpd32w3M/vA7GqNQRKDErmx\n1Y11Pm6/IpzdDQsng91Dpry8EPSBYPEgX9b3YbjqMffLlJxlUeoilh5beqlZUiNqGJIwhIlJE+ka\n7a4WUhMaUcPzvZ/n+ubXc8vyW1SrMBwrOOZ5kA8fPnzGCj7+nvRrob47uGezUPQaV0C76rQXovi1\nsCh1EaUWO7d8tpVnvz9wKZgF0AbtUm3RqgnYB2K5V5awgNs8bYhyLV5P6EK2ALD9pEv3N02OYpr1\ncXLlQBYG+HNbdCTr/Uxuqgf5ksTCYAOFjecjaHPJK7Xy0a/urlAvXd+OVtE1N6KpJaPAzJYT1dcO\nl1rsbDlxnqwc93rPuvBxWT/2nL38M7D6YHatwWxFXl1+mPWp3u+nyFrEbStvq9EY5HjhcV7c+iKP\n/vooDuefrFxw3Sueg9mLWIqg0xSXSUVF/WVJD+0nwm1rYMizbtNWnFrB6KWj+XT/p5WUP+xOOytO\nrWD6yuk8t+k51V+bDhEdVI2veF0fPnx4xpeh9fG35LqOcbyy7JAqG9ApPZtc+ndBef1qQf6S9guH\nDwyq1u9e0CqXy7o0R3RijJ2P06bCTeoCslOD7Lic9RSkEjQB9ZONBpBMpxE0Bcj2y3vbJycyXDcN\na9i3HuWtRF0BpoTPKD15P0t3Z/D4yFb46y+/VQUatCy8qxdPfrOPFfuz8FR9kCScoY94ACMWijGy\n1tmJdLly53hmYeVSi1O5pXy28SRLd2VQbLHzfxozt9TTu2W+7M8X1kHsXXuMT6a6Mn0fVxO418Yn\nv51kQJJ33e8Pr3+YlFzPag4rT60kwhjB490f9+o69U7+aTimXFMYgKOr4KEDLq3e4kxXXVFANBiq\nt1L+Nf1Xnvj1CY/KBEuOLkESJFWlAGX2MvSSXnWDaUNUOfDhwxt8Aa2PvyVGncTdAxL57wplrjtt\nYgIZ3vaya5JO0tXrfvLLiziU6l5LK2jPI+q96NoHNAGpOMoSVM+zF7WvZEUqaPNVZ4g9IWhKke3B\nSIKA40ITjjl8M5LCE2xRl4c2eAclef3YdCyXYW2jKz0fZNQy8+YupOeXsWBbGocyi7A6nJSU29md\n5roZ6S/u5T7Nt3QXK/8MPCt/wS/ODrxtv4F9suvoXlNhYxuO5nL3lzspqeDK9quzPbegMpiqhiLZ\nyO3Wf3KOENal5pBRYKak3M62U+puajYez+XEuRKaRfirmrcjawdbM7cqHr8wdSG3Jd92ydr1D+XI\nCpBV/pyWZLtUKxr3Bn2LWoc6ZScvb31ZsczWoiOLGNdyHK3DatdjBii2FnPrylu9UksZlThK9Rwf\nPhoivpIDH39bZgxozi29Gnsc1zzSn8+nd0MjXf518PZ4sCbs9soBsmhIx9joM/wSX0djSvN6Xcl0\nhmhTtOeBFbDmq9f3VI1TQ4BBQ69El46sZDyBVIsObHXogrcCcq1Z9vgQE48MT+LTad2Ye1sP/jXK\nFVzcJP3M59r/ugWzAJIgM0jawyLd/zFI3AVAyyhXCcPBs0XcOXdHpWAW4GdnJ9Jl74M6uyyy2tGF\ncdbn2Cm7OtYdTpnfjpxjb7r60wBZhpQM9SYQC1MXeh5UAZvTxpLVD0O5cvvgK4a5+q+TDVhjMjI7\nMIA5gQH8bDJiVzCvKr+m/0pGSYaqLSn9ev5rw78U2WVXJdovmgHxA1TP8+GjIeLL0Pr4W/N/17aj\nU0Iwn2045RYAhPnpGN+1EfdclUiQqbJD08imI3l9x+sUWevng7ys8HIDkOR3BGP8XATRe7/3ioii\niEEyKM7+aPyOYS1vdOn/si0EWRbrLUsry6AN2cLYZvdzS6+mDH7zFyR/9f70oj4XQZeLqSZJrWro\n0jiUm8KO8kLJZ0ge1B+cop2BoR9zOCSJ29e/jCAIOCxh2E23LmsAACAASURBVEwdwdYR5Ms3ITIi\n79jH8pr2I0X7yHIGs8gxAElwkicHstzRnbO4B8QlFjt6rfLXVxGLTf33a+PZjarnbMrczF2fDYfJ\n30BgjOr59YaussJAuSDwcVAgSwL8Oa+p/DWMsNsZX1zCbQVF6La8D4Gx1UqkVWTZyWWqt7Ts5DKe\n6/1crWNOF51mXZq7yocnNIKG53o9hyR69/Phw0dDwxfQ+nDD5rBhdpjx0/j9Ld5Mr+8Uz/Wd4tmb\nVsDhrCJsDpnIAD1XJUVcagKrikFj4MZWN/LhPs+GCEqwliQQQBnRumNkxy1GrqdgFlwd2RHGCMrN\nygJafeRKHOZGOMpcUlWywx97SSu0AQfrZT+CALrQzRT4hRLu/wICIEjKdWgrotVY6NokxPPACvxD\n/wNSae3B7DqTkaciwi4I6meB9eIzhRhiTqCPXI45YxKO0sv6n4sdA4ghj4e1X9e6droczs22pzgt\ne86c++k1BBu1HsdVR6if+rKYMpsyA46KlAoi5ByEeePh9tWgNXqedCVo0q/CngTuio5kr0Ff7dBz\nGg0zQ4LZajAw8/RGTJ8Ogxs+hjbX1rj8ebNnU5GqmO1mymxltcp5LUpdpFrZQETkzQFv0ieuj+o9\n+fDRUPEFtD4AsDqsrDy1koWpC9l7bi8AkiDRL74fk5Im0Tu2959PwkclHRoF06GR8iaqezrcw4nC\nE6w+XffaSWPc1yRG2Ai3O8iSDJ4nqOScWZ0drC50I+ay5iCWow3aiSDWo2HABdZm/ETHIz2R0YLT\nu5rkPolxRAbU/vUqLrdx4lwpNoeTWNtpYvN21Dp+ncnIQ5HhOGr5eRYkM8ZGczCnTcNR2vLS4+86\nxnJQbswdmp/oIVY+Qi6U/fja0Z9Z9jHkEuTxtYkC9GsRTqifjgCDRpV2cohJS98W4TicDtanr2dR\n6iL25OzB4rAQYghhaOOhTEqa5GZU4Kf1U33q4HexbjU7BVIWQ+dbVM2vN2I7QlwXyNjJY5HhNQaz\nFdlpNPCviDDezMmFJbdDQCw06lbtWK3k3Y2Fp3n7c5VbU19EI2kYmDDQq/348NFQ8QW0PkgrSmPG\nzzM4VXSq0uMO2cH6tPWsT1tPr5hevDngTfx16ppQ/spIosTrV73OR/s+Yv7h+ZUkfLzhuE7LcZ13\nH5r1jeR/CH3012iD9iGIVs8TvGTFmSXAJOylLdCF/apqrmwL4R+Das5QHc4qYvbGU3y35yxmm6uR\nZ4q0ihdq+RKbBYGnw8NqDWYvIghODLELKT36JBXfKtc4u7DG2oUWQjrthRPc2jOati2a8/r+KObu\nVH5jMahVJPEhrszeDZ3jmb3plOK547s2Irc8k3t/vpcThZUVEnLNucw/PJ/5h+czMWkiT3Z/8tJJ\nS9+4vqqP1vuVVcj8b//0jwtoAfo9wsFvpvKrSXmWeLWfiRNaDc1sVvj1v3Dz4mrHtQltw8YMdSUZ\nzYOboxVr/522ONSfTtgcNmRZ/ssnEXz4+D3xNYU1cM6VneO2Vbe5BbNV2Zy5mfvX3o/NUX9H5b83\n5fZyMkoyOFtyFqtDWRAnCiJ3d7ibNePW8Gq/V13+7i0ncHeHu1kyegkPdn6QGL8/sK7QSwQBdCE7\nrmgwC3Awfw8mvzwcpc1xWtQ1VY1IuI4OjaovN1i8I41R725gwfa0S8EsgInag4ef/E0US8rf9kRN\nKZrA6iWujsrxLHH2J7fVZGg9mmkD2lSSF6sNnSRWciebMTCRuGBlQVqjUCNju/kzfeV0t2C2KgtT\nF/Lspstaq5NaTVJ0jUv7dMqMLa5gLZu5B4rqz9RCNa2uZlHrAaqnLQi4oFt8bA3kn6p2zPiW45EE\ndSVWE5MmehwTaghVtSZAiCHEF8z68KESX0DbwHlv93tklmYqGrsje0edPMn/KA6cP8AzG5+h34J+\njFgyguFLhnPVwqt4eevLHC84rmgNraTlmmbX8Hj3x3mm1zPc2/FeWoa25Pbk21lxwwpmdJxxhV/F\nH4QMglNAtBtwWD0fo1dHryQZELDkDlY8J0gbxtP9p7s9XlBm5b21R3ns633V2t8WU7s16VJ/9ScM\n2uCaSxgMWpGOF+x5EyP8+WhKF49BrU4SeWdSRzolXA7WIwMMzL2tOwmhte+/abgf827ryScH3yGr\nVJnc23fHv+PXdFd2vFNkJ1V1mTcVFRPqrNJ8plA14EqxxVmses5W44WyFdlZo+tbjH8MQxsPVbxm\nqCGU0YmjPY4b0XSE4jUvzWmifo4PHw0dX0DbgCmyFrH85HJVcxakLrhCu7kyvLf7PSb9OIlvj31b\nSQWgxFbC/MPzGfv9WOYdmlena4iCSMo5z0L1f0kEkEUZp6YcSadeJgpcR+uiAPaiTlhyhnscrxOC\n+HTEh4QYLgd8+zMKeXjRHnq8/DNvrDpSY4vNWkdH7HLNb2tnNeqrrERtfo3PjekQW0kho3fzcJbO\n6M31neLQaSrvQyMKjGwXzeK7ezGodSRma2W902YR/vz0QF+eG92G5pGVA++kqABeuLYtP97fF6Ox\nlJ/P/KzqNSw4fPn39o2r3qBzZGePc8YUl/BQfjXBq87P/bHfEbNSp7AKlFW0NbbUHBA/2+tZWod6\n1pX10/rx7qB38dN6/lqMaDKCYL06AxQlmV8fPnxUxldD24BZfWq1aqHvo/lHOZx3mFahra7QruqP\nD/d+yEf7apdZcspOXt32KgbJwA0tb/D6Wpsz68869u9G++hmPDNKy/M/HMR6fiAOSxS6sF/RmE5V\nGic7dfjbujF33FO0CL1sGPH1znSeWFJ9RrYqWYTxs7Mzw6Xqs6qCym5zAEFThF/iqwA4beHYCrpi\nL2qHJGoZ3tZdyaBFVABvTezIM6PasOFYLsXlNvx0GlpFB7A2NYf75u8iLc8VlIWYtNzQOZ7JPRvT\nJNyPAIOWaX2aMq1P00umC/4GTaVyhMX7f1Jth7rx7EZyzbmEG8Px0/rx8bCPmbf+KRae/IkMbeWP\ngdYWKzcVFXNdSan7QiFNIFi9mUd9EqALUF3P7l8xy1xLH4C/zp/PR3zOK1tfYdnJZdic7iVWHSM6\n8nTPpxW/B+okHY91e4ynNjylaPxNrW5ya+bz4cOHZ3wBbQOmOh93pfP+7AFtdmk2H+z9QPH413e8\nzsimI2uV36kJi8Pi81uvAXtZY4KkeKb3MeGn0/DSskMUlrTBXNIGUZ+FZDwDgg3Z4Uen8J58MqU/\nQRVkrNYezuaxr/d6tLetyDv2sfQTUzAJ7vW0jW12zqnM0gqiHUHnylSKugI0fsdwRgVQnjGJ2+bI\n3DMgkceGJ7nVPIb66RjTIRaA1QezuX7mpkr1vgD5ZTY+2XCSTzee5JFhSZXqamuqqT1bqr6G1Sk7\nyS7NvuT4pZN0TB/wKlP3/MgOWzaZGg2iLNPMZqettZa66q63ugqw/0Cuir+KLw5+oWrOwLKLWV0B\nEgfVOtZP68eLfV/k4a4Ps/ToUo4VHMPutBNpimRM4hiSQpNqnV8doxNHU2or5dVtr9bqRDa+5fg/\nj9WwDx9/MXwBbQNGI3r37fd23u/J10e/xi4rDzJLbCX8eOJHJiRNqHFMfnk+S44u4YfjP5BTloMk\nSiQGJTIhaQJaUVttNqehY8vvdenofUK3RoxMjuafi/ay9nAOdks0TsvlDOf2onLumruDBwa1oHdz\nV+D1n+WpCoJZJ4LuPIJgQ3YYOWhvwl22h5ilfRt/ofIJxA3FJeww1l02TdQUY2z0Oea06cxaD05Z\n5smR1R9Vr0/N4Z4vd9aaYZZleG1lKqIgcM+AxFqvrbZx6dKehSqlGJIGse9DdF/+GHhopgPAPxo6\nTfHq2vXJxKSJzD04V7G2qyTLjC+60NjWbACE1f71vUioIZTbkm/zbpPVMKnVJLpGdWVB6gJ+PPEj\npTZXBlwjuCS6JiVNontM93q7ng8fDY0/f2Ti44rhTaZBElxB3J8dtbXBAD8d/77GgHZR6iL+s+0/\nWJ2Vs1e7cnaxK2cXOsk7ndW/M7bCjoTK3YkIcOmFpuWVMf6DzWQV1VzmsuVEHttObuW/4zrQKMRI\nanbN9Y6CVIw2ZCva4G2I2svaqg5zHFsKejC66DluF1dzrbTxUmA7vLSM1x1OzqtQOqjx+qIdQ9x8\nSo8+wYe/nOC6jnG0jgmsNMbucPLEkhRF5RIAr69KZUzH2FoVD5oGNVW9V52oI9Y/1v2JHne5uv63\nzKx9AVO4S+7KpL5jv75JCExgbIuxLDm6RNH4CUUlxDgcIGqg/6NXeHe10zykOf/q+S/+2fWfZJdm\n45SdhJvCCdQFep7sw4ePWvE1hTVg+sb1Jdavmg+5Wrgq/iqi/KKu0I7qD29cf/Jy9oPNPdhacHgB\nL2x5wS2YrYhSGbCGgCwLWPN7Un52ApIoYrY5yCkuZ9wHm2oNZi/ilOGRxXt5Ysm+GseIxtOYmr2F\nPmJNpWAWQDJmYIj5huzG3/IveQI3BnwOU5bCxC/R3vI9bwz/BL3kWZRfCaKmBE2gSzh/7pbTbs+v\nOZSt6DVfxOGUmb/1TK1jrm56NSaNutKYYU2GEaSvQaVixCtw7UyIbOP+nKSH9hPh9jUQ017VNa8k\nT/d8WpEiwdUlpTyelw+iFq6bBU3+HM5bRo2RJkFNaBbczBfM+vBRT/gC2gaMKIjc2OpGVXMmt5l8\nhXZTv3iTMdXazLDpvUqPZZZk8uq2V+trW39LnA4DslOD7NTgtAdgL2mFvagdIJJZWM6D83fzxsoj\nZBepE5g/eb56m1ZRl42p0eeImtptXCXDWYwJnzGqRxNX3WTr0dDsKrrE9eKjoR8RZaqfGzNt8HYA\nvtudgaNKJvabXRmq1/tmV3qtz/vr/BmTOEbxegKC59/zTjfDjM0wfTn8P3v3HR5VmT1w/Ds1vRcS\nkkCA0HuXjoAiiEoTrIi9d9fVdd3VdS27uq7tZ0WRFRREUVSwoCggopTQpbcUSCCk92m/Py4IIVPu\nncykns/z5FFn3vfeAxJy5r3ve86F/4Qxf4VLXoYHdsHUtyFa+6qwP5n0Jl4Y9QJPDXuK7jHda73f\nq7KK+/ML6F5t4e0O/Zk35h72pfRtgEiFEPVFthy0cLO6z2Jb3jZV7V3v7XcvAxOct41sbLrGdNXc\n9adbVTVsmgsjHoBTnZUW713s9hCHAL3hzAqkTl+CPmwXprBd2KriqTw6nVXHNmAOOkFAvA27NRJr\nUR8ctjCv72eO/xadQd2qpyHwGPrw9UDN1cd+rfrxzbRvWJW5iiX7l5BZkokOHdml2Zo7O+nNytOA\nsmobxRUWokLOfJjK1bA6e1pOcaXHLlH397+fHXk72HHSc1vVe/vdS684laurbYcqX02AXqdnctpk\nJqdNZk/+HrJKsqCqhNLsDXyZl85/A099MLCfgAOL4cBi+sX349betzK0ddP4NQoh1JMV2hZOr9Pz\n/Mjnmd19NkFG5/v2ogOjefy8x7mp5031HJ33ZnbSXsdxZnEpFGfD/jM1Pj/f/7nm63StqqK1pfFX\nPXDY/ft51hBwnODU1wlq/SmGqNWYY9YS2GoZIR2fI7D1h+iM2uva6oyFGEN3a5rzxcFPcThq72E1\n6o2MbTuW/xv7f3wx+QuWTl6quV6o4sy1DYaaSahBr70igNGg99glKtgUzJzxc7ig7QXocD42zBTG\nY4Mf8+nBpsaqc3RnxrYdi8UcyBNZy/mt3Pkqd/rxdG7//naW7FtSzxEKIfxNVmgFBr2BBwc8yM29\nbmbp/qVsyNlAhbWCcHM457c5n/Ftx2MyuO9X3tiMTB5JakA0h6vU1avsV1lJz9PligqVvZAWm4UT\nFSc03zvU7mDh0aNsCAwg12gk16DnlWjnLVz9JaXaQolBT6Gh9ol4h0OPvTIRa1lHcOgwhu/EEKCU\ncNM5HDh8WJbJ2aV0OhumiG0Ygg9TfuRWHJYY1dczhu1Ap7N7HniWw8WH2Z2/m64xngvmp4SlkFue\nq+n69mol/sSIQMLO6RLWOSGc9AxtnbU6twqjympj2bZjrN1/kvJqK2GBRsZ2bcW4rq3+SJJDTCG8\nOPpFjhQfYdGeRWw7sY0qWxURARGMTx3Pxe0u9qoMXZNQlAUb58K2RVByDPRGdiZ05i/mYqwenqjY\nHXb+se4fpISlNJknTkIIzyShFX8IN4dzbbdrubZbw5fmqSuD3sBr7a/kuu2vcNLovsxRssXCC8fz\nzrxwOgvzMq/ToTz6GFxZBVSxy2ziFe8u5bXjRgPLM7NZFxzMquAg9plMZBnNWPUOdDo7hqBsDEHK\n/k5rWTuqcq7jfcc82uuzuSmxFUdM/v8AozcVE5TyPuUH7wPUlaLSGZ0U+1ehoNJ1t6+zTe04lY25\nrlvdOmMpVJKiKwe1qbWyevXgNny03v0hr3MlRwUx5NmV5JfVPGj48cYsWkcE8sCFnZneP/mP19uG\nt+XhgQ9rukeTtuZFWPlPODtxtVuZW5WFRUXnLgCbw8a729+VhFaIZkS2HIhmq23yYBYcy2FYeQU6\nJ4+cDQ4H48rKmX80lzjbWat+0UpZMpPeRFJokub7plpq1qNtbbVicnJ/f6rS69keGMhlpWXEWW0c\nNpuw6p3HYAw5hDllAc9EXU1CVBpzjh2nU1X9VG0wBJzAGPa7+gkO7z6DBxjVVTUYnzqe6ED1pans\n1lCsJT0JNOm5YlBKrfd7JEUwKFX99QKMer7ekVMrmT3taFElDy3eylurDqi+pieV1ko+3/851yy/\nhmEfDWPoh0OZ9sU0Pvj9A4qriz1foD6tfgF+eLJmMgvkGfT8EKJtNfqXo7+QWZzpy+iEEA1IElrR\nfLXuS1Jsd97MPcFXWce4ubCIiaVlXFxaxh0FhXyTeZT/Hs8j5uy2mFGpSvH1U6Z3mq75ttNLSmv8\nd4RdSZzrW7lex8dhoXwY4fkAlk5v5WjkJ2TMeI+EIfcwv9Bas12oH5mi1LcNtlXUTho9CTIG0TGq\no6qxZoOZ50Y8p6p5iMNhoDL7Cow6Ey9f0Zf4MOcNG16+so/burKnmQw6qqzqfs+f+2Y3v+zP8zzQ\ngw05Gxj/6XgeX/s4W09spbi6mBJLCXsL9vLvDf9m3OJxLDu4rM738Ym8/crKrBPpAQFYNW6VceDQ\nvBovhGi8JKEVzdugmwFoY7VyT0ER/zpxkudOnOT2wmISbE722g28qcbGz6kdpxJoUN9ZqndcL7oO\nuhsCataWvLLYdYMAf8kxGJirIpk9zeKo4qPDy2HcE+Tc9DWl+vr568EQpP6RvK2s4x97VtW6KPUi\nTbU+h7QewutjX3e7Umu3hlCRcT0J5p7MuW4A47snuBybGBHEp7cPZVia67g7xoeSGOE56T3N4YB3\nfz6kerwz6bnKAan8Stf7zCusFTy65lG+OvhVne7lExvmgIvuYJVe/lktt9b/B00hhH/IHlrRvPW9\nFg78CDtVnGrueCGcd0eNl6IDo/nn8H/y8OqHsTvcr55FB0bz7IjnICwFRjwI2z+GjN/AUk7f4Ghu\nCTHyduZ3dfnVaPJaVCR2jatWH+/+jMjKy+jWVlvpqrrQ6a2AHXWfr3VUnxxJYOJnqq5t0pu4uuvV\nmmMa0noIK6av4NvD3/Lpvk85XJRBebUNvTWWCOsw2gcPY9r0VMZ0iUevopJBQkQgC246j325JXy4\nPoP9x0uxOxwkRgQxvX8yBr2Oy99Uv1IN8OOe42QVlJMcpf3gl91h59E1j6oqUebAwZO/PMmIpBGu\nmzOolbMdDqyEqhIICFO+5+I9H9bD4YCtH7p8O8zLpwnS1ECI5kMSWtG86XQw9R0IiYUN79bae6eM\n0UPvK2HSf/+oP3u28xLPY2K7iSw/uBw7zn9wdo7qzIujXyQl7NQj8YBQGHCD8nXK3UDIjvd4fcvr\nmmudekNrMgtQ7SjjXytXobdFEJTmh6CcUMqHqV9hsxQORh9wDHP0r27HGXQG/jnsn161eAZl+8El\nHS7hkg6XeDXfmY6twvj7JbUbAbznxWqr3QG7jpV4ldCuylzF0bKjqsdX2pR9ttd1v07zvQClFN6q\nf0HmbzVfX/E3aDsMRj8C7Ua6nl9VApWuy7wNrqgkxG6nTMNKrVlvZnjScNXjhRCNmyS0ovkzGGHi\n8zDsPtj0Puz7FiqLlaSzwxgl6YxKdTo1syST21bcRkaJ68fiZoOZe/vdS5vwNh5DuaHHDUzrOI0P\nd33Ioj2LOFmpvUWvv+l01VgtYVjLUzEGH/b/DR3qDmyZjXqeuqw7mfkVFFbcQ6a1Cweqv6LIUnsv\nadfortzX7z6GJjWNAvoWm3crjNUq99yey5v6ykv2LfEuoU3/H3x5L7h6wnFkLXwwRWlN22uG8zE6\n94lqsMPBpNIyFoWr32JzYeqFRAXWbzk9TuyFinwwBUFcF1B5WFEI4ZkktKLliEiCMY8pXyoUVRV5\nTGYBqm3VPPDTA8y9aC49Ynt4vG6FtYJlh5Y1ymQWwBy/HHt1AtaytHpJaHWGMnqklrLjcKjLMcFm\nA69d1ZcxXc5uV9sTq/1efsr8iU25m5TayQHhjG0zlt5xvf0ety/FhXmX2Hg7L7tUe0veo6XqV3T/\ncPhn+PI+18nsaXYrfH4HRLWDFCeltAJCITwZil23Bb6hqJjvQoIpcFJ7+VxhpjBu7nmzx3E+UVUK\nWxYoT4jy9px5PTgG+lyt7POP9PxhWAjhniS0QriweO9ij8nsaZW2Sl7b/BpvXvCm23EWm4Xbv7+d\nI8VHfBGiXxiDsyBYSRwctgB0Bv9vj7hnfCzF+Z354NcjbM0804ggKtjE5QNSuPa8tqRE1360btQb\nGdd2HOPajgOgymrjq63HeOmr9eSXVRNgNNCnTSRXD25D2xh1NUobwrhurQg2GyivVt9mOSkyiAFt\nvVth9NSJzFdz+Pm/zrf5OGO3wC8vw8z5zt/vfx38+LTL6a2tNt7IOcEdCXHku0lqw8xhvDrmVdpH\ntlcXV10UH4X50+C4k9J05Sfhl1eUp0Yz50P7Uf6PR4hmTBJaIZywO+ws3r1I05xfjv5CRnGG260H\nK46sYH/h/rqGV290hiocDr3b7lw6hxGrJQS9qRSwo9Npr7lrNhqY3j+Z6f2Tycwv50D+UY5VHCQ6\nVE+rkCqSojxXmvhkUxbPLN9Vq4br+sP5vLPmIOO7JfD85b0IC2x8Xe/CA01c1qc1H61XXxf1qsFt\nPB9IK8uD/d9DRSGYgyF1OKWh8S7b5bqTGp6qbUL+oRptpFXZ87WSBIa3rv1ev+tgzX/AWulyevfq\nahZl5/BheBifRUZSeNae9zBTGJemXco1Xa8hOSzZ5TV8pqrEdTJbY1wxfHQlXL8cWvfxf1xCNFOS\n0Apxrpzt7Fr7AkfLczRNc+BgZcZKZveY7XLMoj3akuTGQKezY7eGYK+Kwxhy+I/X7dZQLIWDsBQM\nxmFVTr8bQ3cSlPKB5nuc/hCw+fhmPvj9A37M+BGrw/rH+8mhyVze+XKu6HyF03au/1t3mL8t3eny\n+g4HfLMzh6zCchbdMoSQgMb3V9994zrx054THCtynbCd1jUxnOuGproecGIPrH4efl8KNiXBr9LB\nf6Ki+DwinAoX5a/c0VyT+cgvuCqz5ZLdChnroMe02u+FtYIpb8InN7pd9U2w2XjAHsadl37Btqrj\nlFnKCDYG0zOuJ0FG9aXR6mzTPM/J7GmWMlj5FFzzqX9jEqIZa3x/qwvRkDbOhWUPUhRggsR4zdOL\nql2fxK60VpJ+PL0u0XnN5HBg8eaR8Sl6YxlVx6ZSmX01OmMZDrsRhyWKc1vWWku7YLeEozep7zDV\nv1V/2ke056PdH/Hc+ueclkfLKs3iv5v+y/s73qdbTDcCDAG0CW/D1I5TqaqI4YkvXCezZ9uRXcw/\nl+3i2ak9VcdXX1qFB7LgpsHMnruBjHzX9VF7JkXw3uyBhLpKyg+vhY+uUFb+TqnU6bg1IY70wEA0\nJ5koj+kntZ+kbZLFyxqv1W7mdZ8CxkBlX26piw+cbYbC9HcJCG/NQNp6F0NdORyw8V1tc/b/APkH\nIboetkII0QxJQivqLv+Q8pf3vhXKYzZzCLQ/X2lSENepoaNTb8en8NX9gIMgh+eDJc64WwGqsFZ4\nGVjdWXQ6+lZUst9spsTgXRF6U9SvWEu747C5O0luwFI4mIC4Faqve2WXK/nm8Dc8+9uzODwkWwVV\nBaw9uvaP/35/5/vEGnriMFwM1khV9/tscxaPTOhCRFDj23rQPi6Ub+4bweebj/LBr0fYdexMUjow\nNYprzmvLhB6JmI0u/h/mH1IeX1fV/EDxbEzUqWRWO6PeyPMjn3e6Mu5WkJcVBDzN6zwB0sbBri9h\n2yIoOQZ6E7TqrlQsaQyP7XO2K8mpJg74/QsYfp9fQhKiuZOEVnjPZoFlD8LmD2qfYs7bC+vfUh4d\nXvZ/Spmaxsxug+8e5/TqVedqi+a6lqCsNroSYgpBh85j0uYvWwMDiNSZAKvHsc4YQg6gMxbi8JA4\nVueNwhB8EGPIAY/XjLGPZHTSOKZ8eYnXvy95tu0Epx6h/MhtOCyuu3udVmmxsyQ9i+uHtfPqfv4W\nbDZy1eA2XDW4Dfll1ZRVWQkPNBERrCIB//UNqKr5lCBPr+fLUO8OxMUFxfH08KcZ0nqI9skdxoAx\nCLR8kDOHqTscZTBBj6nKV2NU4br7mvt5Bb6NQ4gWRFrfCu/Y7fDJ9ZA+z31Jnh2fwoczleS3Mduz\nHIrPlDIy4CBCY23QjlEd3Sa0ZoOZwYmDvQ6xruw6HfleJrOg7KUNavMe6D3t8TRSkTkbS1EfHA7n\n2xwcdgNVeaM5vGcC9yz9iMwS9YehnNGbiglKVr93d9/x0jrdr75Eh5hJiQ5Wl8xWl8HWhbVe/iws\nVPN2kyBjEM+Pep5vp3/rXTILEBytPeHsNUPpINbUebtXt7F/8BeiEZOEVngnfZ7yyE+NQ6tg3Wv+\njaeudtYsNP9oXCxHTdoeYNzU4yaPY67ofIWmazY2aD16sAAAIABJREFUhoDjmKPcd+gCwGGi8ugV\nlB14iOqTI7BVJGGvisVWkULV8Qsp2/8I1ScuAnSsyV7tm9gCj2EI9rwqDGC3N8wquV9lbay1Oguw\nI8Cs+VIV1gpGJo3EpK/jtowRD0Kguq0gBMfCsHvrdr/GolU3ZbVZq5RBvo9FiBZCElrhnQ1zNI5/\nT1nVbazOekSYHhDAihBt+wVv6XkLE9tP9DhudMpoesX10hxeY2KK/BVctAAGMBvOrAY6LDFUHb+Y\n8sN3U3bwIcoP30n1yTE19uHadV4eHnIWW9RvngcBiRHNcCWs2vmqc5WXhwGrbdWeB3kS0wGuXux5\nX2xIHFzzCUQ10CEuXwsIc931zJWYNOXsgRDCK5LQCu2yNkHuDm1zijLg4Er/xOMLZz0iXBjuumOV\nK+0i1e3HNOgNvDbmNWICYzTfo7HQmwvRu1kJrbZpW/10OHx3OMsQ4LmblV4HU/sl+eyejUZAuNOX\nY2zqmzWcZtKbCDVr/z5wKmUQ3LoGhtxVO7ENjlVaUt+6Glr3VX3J48WVrPg9ly+3HuXnfXletwD2\nq/Nu17b1YNi9UIdKJEK0dHIoTGhXcMi7eflezqsPKYNgzzIAfgjWeJob+P7I96rLGkUFRvHGuDeY\n8ZXGFZxGJCDuOyqOdPTJtWxlHSByo0+uhc5z8ja6c7zTrmPn2p5VRHZhOXqdjvZxoaTF+yjB85fk\ngUrCeM7BovFl5XwRpi32cW3HYdT78MdDZAqMfxrGPA5HNyvVUALDlSTWqL59b3pGAXPWHOS7nblY\nz9o2EhsawMyBydw4vD3RIdq3WPhFbEeY/h4sng02D932htwF/WbVS1hCNFeS0ArtHM1w/2Hfa+HH\nZyi3V1PtqfuSE4VVhZ4HnaVrTFeGJA5h3bF1mu/VGBiCMtGZ8nBYYut+reLORCbYKfSynNjZHFb3\n+xZjQ808cUl3l+9bbXYWbczkg3VH2J1TUuO9QanRzB6WysSeiXWO0y9MgdDn6lr71YdXVJJksZKt\nYU+43/Z6mwKhrXeHzBZvzOTRJdtrJLKn5ZVW8X8/HuCLrUeZf+PgxtPmuMtEuO4L+P5JyPil9vtR\nqcoK9YDr6z00IZob2XIgtIv2stxRVKpPw/CpkBjody0BDgc6LxL2QKP2Gp9/G/I3ogM9l5nyFYPO\nu9q6zuh0qDscpsIk/UZuLHTdkEILS7Hrx9Yp0UEsvOU82sQ4X52ttNi46X8beeyzHbWSWVBa6N6x\nIJ3HPtuOo7F+qDvvDuUx/ln0wKMn8zGojHliu4n0a9XPD8F578c9x/nzp9ucJrNny8yvYNZ76ymu\nbERVVdqcBzd8Dbf/AqMfhcG3wfD74epP4J4tkswK4SOS0ArtkgdAfDdtcyJSlLqUjdn4ZzF0GEOv\nKu2HYfrFq0wAcncqDSgOrCTZoWfeRfNIDU/VfL+zqclTIgIiuLrr1XW6z7n0QVk+uc5Ew2/MLi5h\nZnHtJFKLYGMwn1xzF7OGtP3jsbPZqGdQajQvX9GHHx4YTVq86xXcBxdv5ac9JzzeZ8FvGby4Ym+d\nYvWbiCTlEFZwzT3aoyoqefbESUwe/rBMSJ3AP4f9058ReuU/3+1BbWGKIyfL+XhD3crA+UWr7jD6\nEZjwLxj3BHS8QPbMCuFDsuVAeGfgTbDsAfXj+88Gve9WCP3CaIarPmbmstvYWrBe9TST3sTUjm7q\nbdossHm+0k0tZ/uZ13UGUjuN5/NBD7DaBIv2LmLXyV1UWysJqbLRqrqEbUHu9wM6HDqsZWnojaXo\nA3LQ6Wr/1O/fqj9/H/J32oa35VjZMVYcUd/Fyx2dzvuatmeL1imJ7F9PFtC1qpr/RYRz0Kz9oNif\nB/2Z3kkJ9E5K4B+X9cBud6BXuX1kR3YRy7YdU32vt1cf5IZh7YhqLPs1z5bUD275Cda+otSlrVZ+\nfyeUldPDYmdh2558TinF1jIA9Do9I5JGMLPzTIYnDUfXyJKs9IwCdmSrb6UMyoeOG4e3a3S/FiGE\n/0hCK7zTfzbs/15pSOBJ6ggYeo/fQ/IJg4nxF7/BG59fRmapuhXIyWmTiQ1ysZe0ugwWXgUHf6r9\nnsMGe5Zj2LOc80f/hfPHvQkn9sD/LlPaeQJLQkOYExlOpsl5gqfTOTCF7jt1OTO26njslghAx+W9\nezKr5+V0jDpzeOv5kc/z8uaXWbh7YZ1b8Tps5+5TtGMI2Ys+IBedzoHdEom1pBs43Cd9lWe9P620\njGmlZWwIDGCn2Uy1Tsces4kVIcE4XCQnBp2BRwc9WutDhdpkFuB/6w6rHgtQZbXz8cZMbh3VQdO8\nehPZBi5+QVkJPLQaKovAHExKmyH8KTSee23V5JTlYLVbiQ6MJlJtrdgGsHLXcc1zDuWVceBEqdsV\neSFE8yIJrfCO3gCXz4Mv74WtH4GrtqVdL4Upbymrn02E2WDm9XFvcOO3N3K8wv0P0yGJQ3hk0CO1\nXi+oLOBExQmMy/5E60Or8LjD9qdnlAMz69/5I5kFmFpaxpTSMtYGBfJjcCBfhYZS7qIdr85QjSEo\nCxx6uukf4qmRtWtaGvQGHuj/ADf3vJk/rfoTvxz9xeuWs5ai3qf+zY4peg3mqHXozTUPxzlsgViK\n+lF1YhzYne9dTXekMYTfa7w2sLKKgZVnToYfKizi47BQloaGUnLq8FhkQCST0yYzo9MMUsJTvPo1\nnPaDF0nTD7uON96E9rSAUOVg0jnMBjNtwts0QEDalXi5H7aowjdPEIQQTYMktMJ7RjNMeUPpBrTx\nXdj7LVQVgzlU2S878CalY04TlBqRyoKLF/DixhdZkbECq73mD8eogCgu73w5t/W+7Y9uSg6HgzXZ\na1i4eyFrj67FfqolcFhKEpeUlnFFSQntLG5+yP70HFhqNxnQAUMqKnkhOtJlMns2Q3AG5sjFgOsi\n7W9tfYu1R9d6vJYrdmsI1pJegI3A5PmYwnY5HaczVGKO/gVDyD4qMm7GYa1dK/VD61huM3yJwcl2\nidPaWaz8Ob+Qh/ILKdLr0V3yMuG9r8bgZhuLze7AoHKVtqRSe/JTVNGIDh41Y0Fm735MhQQ08i1O\nQgifkoRW1F1sGlz0rPLVjCSEJPDvUf8mryKPrw99zfHy4xj1RjpEduDCthdiNpxZdbbYLPzl57/w\nzeFval2nxKDnw4gwPg4P5cm8fC4tLXN+QyfJ7GmrgoM4YFa/yr2j8GcySzJJCau9crn+2Hrm/T5P\n9bWcqcq9GBxGAlotdZnMns0QcIKg5HmUH76Tc8+iZhPHV/YhXGZwUtbo3OsA0RFtodeVTvdk/3rw\nJB/8eoQfdx+nvNpGgFHPsLRYrh3SltGd4lzuqQwyG6iu0FacP1gSpnoxPC2WN1epa2l8WkJ4IGlx\njbxusBDCpyShFc1XRYFyGGvzfCjMVE4Ux6RB/+ug10wwq6tVGRsUy7XdrnU75vFfHneazJ7NqtPx\neGw0IXY7Y8u17V/9WGNhfAcOPt7zMQ8OeLDWex/u/lDTtWpc16GnKucyrMX90BlKMEWpPzxnCMrG\nELoXW2mXWu89YrmJZN0J+uv3ub9IaIJyit9Qc09xaZWVOxeks2pvzSoFVVY7K3cfZ+Xu4/ROiWTO\nrAHEhdUu5D+0Qwxf78hR/WsBGNah7jV4hWfD0mJoHxfCwRMuPgg6ccWgFIw+qGsshGg65DteNE/b\nFsN/usJ3f4UTu8FSpvS6P7YFvrofXuwGB3zTinfL8S0sO7hM1Vi7Tse/o6PQ2qhzc6D6bkpnx3Wu\ngsoCfsz8UfO1HHYDAeUjaF36GJbCwQCYItejU9GZ62zmKOeNJCoIZG77l2DQrWB2cpBHZ4Auk+Cm\nFUoHprNUWW3cMHdDrWT2XFszC7lmzm9Oa5ReO6St+l8EYNDruGqw6z2oVruV/Mp8iqqKGm/NWj+w\n2uws336Ma9/9jWHPrWTYcyuZ8dY6PtmURaVFewteAJ1Oxz1j1Heliw01c/Vgbf8/G1xRFuz4VPnw\nvXu5cphUCKGJrNCK5mfbYlhyMy4PqgFUFsKCGXDNp9B+VJ1ut3DPQk3jj5qM/BgcpGmVtsqL8kNV\nTtptHi07+sfeXi3sVfHkHbmYlJRIrh0cynfp+ygL8bCa6oQh2Pmj44GpUfzrykEQMBzGPg7bP1Eq\nPtitSm3VnjOUfzox/9cM1h/OV3X/Pbkl/N/K/Tw6sWuN14d2iGVQarTq60zrl0TryKDa18/fw0e7\nP2L5oeV/VJGID4pnWqdpTO80nfjgeFXXb4o2ZxRwx4J0jhVV1ng9u7CC9YfyeXrZ77w4sw/nd9b+\nezC5bxJZBeW88J37+r9RwSbemz3Q6Sp8o5Txq1Jebe83StWT0wLCofcVMOxeiEhuuPiEaEJ0zXH1\nQKfTZSUlJSVlZfmm8LtoQioK4cWubvej1hCWCPftAIN3n+3sDjsD5w+k2q6tGUOg3c5TeflcVKYu\nzlFtksg3aNuzOThxMHMunFPjtZ0nd3LFV9rbmtotYSQcmM01hu+5NugXjJYSrkpsxXYvVo5Ldj3D\n6YdD8WEBXDmoDbeP7kCgSfueVIfDwdj/rOJgnvoVrahgE+seHVvrfgVl1Vw15zd2HXNf83RUpzje\nntWfAOOZ+Q6Hg5fTX+bdHe+6nBdgCOCZ4c9wYeqFqmNtKrZkFnLl279S4WEV1qjX8fas/ozp0sqr\n+3yzI4c3Vx1gS2bNahpmo55JPRO5Z2xHUmMbSdtbTzbPhy/uqZnIniu0FVyzBBJ61F9cjUBycjLZ\n2dnZDodDsnmhmqzQiuZlywL1ySwoJbJ2fwXdJ3t1u5LqEs3JLEClXs/DcTGU6HVcXnIqGdMblRVJ\nJy4oK2dRuLaamhe2rZ04JQYnao4VIJQqVpgfRq9zwKkn9mF27Su9Afog7p7Qjd25Jew6VkxhuYWF\nGzJYs+8E0/unMLlva4I1nGpPzyjQlMwCFJRbWLn7OBN71vy9iAoxs/i2Ibz6wz4+3phJQXnNrQmt\nIwK5ZkhbbhnRvtb+zFc3v+o2mQVlxfzh1Q8TYAhgVErdngo0Jna7g7s/SveYzAJY7Q7uXbiFXx8d\nS0iA9h8/F/VI4KIeCezILiI9o4BKi43IYDMXdG3VOJtcuLL/B8/JLEBpLsyfBretgdDmu7ovhC9I\nQisalWpbNScrTuLAQUxQDAEGjSuAmxdov+mWBV4ntJrjO4tDp+PpmGh6VVXTudoC/a5TiuCfrP0o\nf2ZxqaaENtQUyqT2k2q9Hh0UjUlvwmLXVnKqh6VISWbPMrq8gl+Caz92d6df3HDm/nK41mPp3OIq\n0jMKefbrXTw/vTcX9UhQdb2jhZWeBzmd53y7R2iAkUcnduX+Czrx/a5csgsqMOh1tI8LYVSneKdl\nwI4UH2HO9jlOrlabzWHjqV+fYnjScLclx5qSlbuPk5mvfvtMSaWVzzZnc8153u9z7ZEUQY+kCK/n\nN7gfn/GczJ5WmgMb3oXzH/VvTEI0cXIoTDQK+wr28dS6pxixcAQXfnoh4z8dz4iFI3hy3ZPsyd+j\n/kJFXvRwL/S+73ugMbBGJy6tbDodH4aHQeeJMOHfcM0nENWu1riOFgvTiktVX/fuvncTbHLeyGB4\n0nDNcU5ysjXi0tIygjWu0v68qVOtZPZsJZVW7liwia+3q2tDq7bO7LmMHuYFmgxM6tWaW0d14KYR\n7RnTpZXLey3as0hTc4rc8lx+yvxJS7iN2sIN2r9/Fnkxp9k4ugWyN2qbkz4PbNIoQgh3JKEVDe79\nHe8z7YtpfLz3Y8qtZxKnCmsFn+z9hOlfTuedbe+ovJoXCY6ubt8GMzvNrNP8r8MjKZ3yprKPNyoV\nbvoBhj8AIXE1xv01v5BJutqNCc7VNborveN6u3z/3n73aoovzGZjgpOENsTh4OZC9/tNz+Yo60Z5\nieeOXnYHPLh4q6rGBZ1aeVdrtGMr37VEVVvh4mxfHvzSZ/dvaEdOaj+R782cZmPfCu1zSo5Bzjbf\nxyJEMyIJrWhQC3Yt4D+b/uNxheuVza8wb6eKZgCxadqD8GbOWS7pcAmxQd7XJK1wWMkoyz7zQkgM\njPs73P+7UoVhyltw+fsY79nMs7PW8vL5L9MlqnYt19N25e/iimVX8Nz655xWNOgQ2YGZndUn4Q/l\nFxLo4vDoTUXFXFfkOam1lnakNFP9YbTyahufbPJ8qDMtPoxBqdGqrwvQLjaEoR1iNM1xxWa3kV+p\nrjLC2fIq8nxy/6aq+R1F1qBK/YdAn8wTooWQhFY0mKKqIl7a9JLq8a+kv+I5eeg/W3sg3sw5S7Ap\nmNfGvkaYs/qpKjnd02o0Q9o4pXxP9ynK6i0QaAhkf+F+j9dcsGsBz2943ul7jw56lClpU9zOdzh0\nPJBXxFRXnc1OeSi/kFdzTnBeRQW6cxJfW2UrKo9NpiJzNji0HdpZtCFD1bjZw1I1XXfWkLYuO4Zp\npdfpMei074U93S65OWgb43xri6/nNBsBnp+yOJ/nu6cKQjRHktCKBrN023tU2tQf6qm2V/PZvs/c\nD+p5OQRpWLGL6Qjtz1c//rTDP8MnN8Ibw+H1IXT/+m/MT5tFGyetZtWID1J3gtnhcPDUr09hdajb\nTzd/13z2FtSu3WnQG/jHsH/w5rg3aRs4EIfjzF8FDruJ6sIBlB+6ixnF6v7/jK6o4J2cE3yVdYwH\njumpyLyWskN3UX7ofiyF56E0rdUmI19dtYqJPRO5TmVjhIk9E7huSKrmWFzR6XR0iuqkeV7n6M4+\ni6GhzRig/c/8zIGum1I0ex3GaJ8TEg+tevo+FiGaEUloRf3LTocPpvD15jc0T11+aLn7AaYgmDEP\n1FQfCIiAGf9TWuKqdfIAvDkc3r8YdnwCudvh+O+w/3vaL/szcw7vR69xH2+PmL4khqorp/Vz9s9k\nlWqrr7xo9yKX7w1LGsZXM99jZqt3KDt4D2UH76N031+pOjYde1USuxzaTqK3sVoJLG2HtbQ79sr6\nKyH55GU9eOCCTgSbnSfOZqOe64el8uqV/dB7eZDMlRmdZ2if00n7nMZqbNdWJDlpMuFKWICRKX2d\nN8loEZL7Q+u+2ub0u1Z5YiOEcEkSWlG/9v8AcyfCgZXkaWwUAHCy4qTnQe1GwqzPIdxNQhXbGW74\nBlp103DzA/DeeMjZ7nJIYnEuI8s11MEFNm7rwo3vb2Cjii5Vyw5pP4CkZs7jEwax+IZpXNK1H2bd\nmeTkY8c4zfebb9M+x5nUGG0F8u8Z25Hf/jKWJy7pxoiOsfROiWRYWgwPX9SZdY+M4e+XdNdcFaHa\nVs3WE1tZd3Qd209sx+qkTvDF7S8mOlD9U4FhScNoH9leUxyNmUGv45Ur+xJo8vzjxKDX8eLMPoR6\nUYO2WRn1CKoPsAbHwsCb/RqOEM2BdAoT9Sf/ILw5AqqV8lMXJyeSYdK2lzAxJJHvpn+nbrDdprSU\n3DwfCjMAnXIArP9saD9a030BePt8OJrucViG0cg1rRMoMHj+AW8t6UJF1ixAj1Gv47lpvZje33Ui\nfuO3N7I+Z72WqAH47arfXJbxOldxpYWcU6W1EkJ0hL81QDllrcJ6e2dmVP9dc3zO/P2Sblw/rHYJ\ns/qQU5bDgl0L+Hz/5xRWnelKdbqN7czOM4kJOnOwbOuJrdzy3S01qnQ4kxqeyrwJ8zQlwE3FpiP5\n3LEgndzi2i2XASKCTLw4ozdju3rXJazZWf8OfP0wuGtFHRStlPJL6l9/cTUC0ilMeEMSWlF/vn4E\nfjuzzeBPcTF8E6ptFW6MPYCXq4OVVYvuU6DndGWbgb9lbYQ5Y1UP32MycWdqGrlW1weqLCXdqMy+\nEhxnknqDXse86wcxvKPzqgm3rbiNtUfXqo/7lPRr070/iJSdDvMuheoSt8OyHLFMq3qCXJwna9Eh\nZvLL1HVVCzEbWPeXsYQH1v/hqS3Ht3DXyrsoqipyOSY+OJ63xr1FWtSZChm7Tu7iiXVP8PvJ32uN\n1+v0jE4ezRNDnyAqMMovcTcGFpudr3fksHB9BofyyrA7HCRHBTNjQDKX9Unyqr1xs3bwJ/j5JeWf\nZ9d+MAVDj2kw4kGIbpgPdQ1JElrhDUloRf2oLocXu0DlmSRhQ2AANyRqW615K+c4QyvOOqgUGAkX\nPgX9ZvkqUueW3gWbP9A0pTwmjWXjH+GV9fMotB0BwOHQYy3pjqXgPGzlHZzOG5gaxeLbhjp976VN\nL3lssXqu9hHtWTp5qaY5teTsgKV3wrEttd6yO3SssffkT5ZbOY7zZO2yPq25aXg7rnj7V8qq3XdI\n0uvgjWv6M767um5hvnSo6BBXL7+aEg/JOyirtR9N+oj44JoH+raf2M7SA0vJLcvFoDfQPqI90ztN\np3Voa3+FLZq6kwcgYx1YKiAoSqluEhTZ0FE1GElohTda+EYmUW+O/14jmQUYWFlFt6oqfg9Q1z62\nY3U1QyrOOXVfWQhf3A1VpTDkDl9FW9tJz2WyzhWcf5BLUqfwzMIISirKQWcBewCeTvxvOFzAnpwS\nOifULtMzvdN05u6c67S+rCveHFqqJaEH3LoKsjbBlvlKdzW9garIDvzr+GA+3G+mktoxhZgNzB6W\nyoMXdEav1/HRLedx+/x0sl20no0IMvHC5b25oFvDPJZ+c+ubqpJZgOMVx/nfzv/x0MCHarzeM64n\nPePkRLrQIKaD8iWE8JoktKJ+VDt/9P5ybh6zWrfimNH9H8V4q5VXck+4Pkbx3WOQOhwSe9UtTlc0\nJJBn5jjYnl1IQbkFMNXYWuDJT3uOO01ok8OSOT/lfH7I+EHVdSICIrisw2Wq7+tRcn/l65QA4G/A\nI1Y7y7cfY8WuXIorLASbDQztEMvUfkmEnbVtoFdyJKsfPp8Vv+fy0foMDuaVYrdD68hALu+fwqV9\nWjfYY+n8ynxWHNHWxenzA59zd7+7CVBTVUMIIYTfSEIr6keQ80fRCTYb84/m8lRMFKuDg7CfU0JL\n73AwrKKSv+Xlk2Bz86jaYYcN78Clr/oy6jMi20Dmb9rmhCdRWuVFIgyUVbmuM/vk0Cc5UnzEY3OF\nIGMQL41+iVCzd+1htTAb9Uzum8RkFeWYDHodF/VI4KIe9b+lwJ1VmaucN7hwo6iqiA05GxieNNxP\nUQkhhFBDynaJ+pHQ849OV+eKt9l49Xgey7OOcltBERNLy5hQWsYtBUV8lXWU13NPuE9mT9v+ibL1\nwB/6XK19Tt9rCA307jNjiJuyRhEBEcybMI/xqeNddqnqGt2Vdy98lwEJA7y6f0tUXO1da1F3h8eE\nEELUD1mhFfVDp4MBN8CKv7kckmS1cWdhHZIDSzkUZUJ8V3XjbRalnJelAkJiIczNimH70UpXsZP7\n1F1bb4T+s+kVHEFUsOnUtgP1Rnd23zks3BzOC6NeIKcshyX7lrC/cD8Wu4VWwa2Y1H4SfeL7aLqf\nr+zM28mWE1uoslURFRDF6JTRTeZUf5DRu2oZ3s4TQgjhO5LQivrTfzakf6AuKdQZwKFiVfZcdhVz\nirJh43tK1YLS3DOvtxkCA26E7pPBcM5+V50OprwF8yYpibMnE/4N4YkEoLQGfWv1QdW/hIGpUU73\nzzqTEJLAHX3OHIY7WnqUzcc3c7DoIBHmCM5rfR4hJm2l0byx4sgK3tv+HjtO7qjxullv5oLUC7ij\n9x20CW/c7U77xffTPMeoN9Irzk/7toUQQqgmCa2oP4ERcO0S+GCq+6TWFAxdL4VtC7VdX2eAcA+l\nkQ78CB/Pgionj5cz1ilfm96HKxbULpuT3B+u/RwWXQ1lJ5xf3xAAE/4FA67/46XZw1JZvClLVQ1W\ng17HvWM7eRx3rvTcdObumMvq7NU1KiCEmEKY1H4SN/a4UXV7Xa3e2PoGr2953el71fZqlh1cxtrs\ntbw57k26x3b3Swy+kBaVRv9W/dmUu0n1nHFtxhEb5LxmsBBCiPojdWhF/assgo1zlVXSwiNnXg8I\nh14zYfBtYAyAl3trW6XtMklJRF3J3gRzLwar85JRNbQdBrOW1l6pBbBUws4lyq/hxB6wWyEiCXpf\nqdTDDamd4GzJLOT6uevdbj1Q0ynMmSX7lvCPdf/A5ub3KiYwhjcveJMu0V00XduTpfuX8te1f1U1\nNjowmk8v/bRRJ4A/Z//MHd/fgQPPfy8a9UbmT5jfqJN0AHJ3QtYGsFZBcAx0vBACwxs6KiFckjq0\nwhuS0IqGY7dDzlaoKFBWZVv1gICzTuR/dBXsWab+etcsgTQ33bzmToQjGrpsTXkbes9UP96DjJPl\nvLFqP0u3HKX8rOYCeh2M6RLPbaM6MCBVW0vUn7N/5s4f7lRVlzY2KJbFlyz2WULpcDiY9NkkMkoy\nVM+5o88d3N77dp/c318W7FrAv9b/y21Sa9QZeXr400xsP7EeI9No93JY+zJk/lrzdXMo9LwcRj4E\nEZIviMZHElrhDUloReNVmAFzxtXc5+pKv1nuS3bl/g5vDNF2/+RBcJO2uqRqFFdaWLM3j6JT9VoH\npEaRHBXs1bWuWnYV2/O2qx5/a69buavvXV7d61y/ZP/Crd/fqmlOfHA83077FqO+ce92Wpmxkje3\nvsmu/F213usX3487+9zJoMRBDRCZSqufh5X/dD8mNEF5ChHv21V7IepKElrhjcb9U0W0bJFtYPZy\n+PByyHdzqGrgzcq+VXd2LtF+/6z1UJTl81Ws8EATF/eq+37WnSd3akpmQdmecGvvWzHp1Td5cOXX\nnF89DzrH8fLjHC46TFpUWp3v709j2oxhTJsxbD+xnXXH1lFuKSfUHMqo5FF0jOrY0OG5t+Ujz8ks\nQGkOzJ8Gt//ssk60EEI0FZLQisYtNg3u3AC7v4QN7yr7YK2Vyl7A7lNh4I0Q19nzdcryvLt/WV6j\nfSz7c9bPmuecqDjBnvw99IjtUef7l6up9uBsntW7eQ2hybWxdThglYcPd2crzlIqjwy7x38xCSFE\nPZCEVjR+BiN0n6J8ecsYWL/z6kGZxXk7YU8DmRWYAAAZ6klEQVRKLb5pPhFmVlda7Fz10bmsxdr/\nAxQc0jZn43sw9G6lNJ0QQjRR0ilMtAzJXnTMCoqG6Ha+j8VHvK0vG2L0TV3aUcmjNM9JDU+lXXjj\n/T1t8g6s1D6n4JD7LT1CCNEESEIrWoaul0JInLY5fa9Wyoc1UsOShmmeExMYQ5cY3xwC6hPfh67R\nKruynTKj8wx0shLoP9UlXs7zU8toIYSoJ5LQipbBaIbBGk7km4Jh4E3+i8cHesT2oHuMthqoUztO\n9cmBsNPu6nsXep26v0bahrdlSlodto0IzwK8rC8b4N32ESGEaCwkoRUtx/AHocc0z+MMATB9LkSl\n+j2kurqjzx3oULfiGR0YzZVdrvTp/Ucmj+SJIU9g1Lnfjp8cmswb496Q/bP+1vEC7XNiO0F0e9/H\nIoQQ9UgSWtFy6PUwdQ6c/5hSJcGZpP4w63PofFH9xualnLIcVeNCTaG8Pu514oI1brtQYUrHKcyb\nMI/xqeNr1ZeNDYrl1l638tHFH5ESluLze4tztB+tJKhaDLjRH5EIIUS9ksYKomWyVsHOz061BD1d\nBmwKtO7b0JGp9kv2L9z+w+2quoSZ9WYWTVrk9/qveRV57MzbSaWtkqiAKPq26uvTLQ5ChZ2fw+LZ\noKJ9L9Ht4ZZV0gpXNCrSWEF4QxJaIZqo67+5no25G1WPn5w2maeGPQUFh5VSTXu+hopCMAdD6ggY\ndDMk9vZfwKL+/PomfPMIbpPayLbK0wjZbiAaGUlohTekDq0QTdCBwgOaklmArw99zcBje9Ed/plQ\nu41BFZWEOBxQhpLkbv4AOl4I096VFbum7rzboFU3+OVV2P89nL2KHxwDfa+BIXdDqO+3oAghREOQ\nhFaIJmh9znrNc6psVTxW9jvERQMQYrczqbSM2UXFJFttyqB938EHk+G6r5SVW9F0tRupfBUchuz0\nU1trYqH9qEZdjk4IIbwhCa0QTZC3bWfPVqbXsyg8jG9Dgnk95wQ9q6uVN7I3wep/w7gn6nwP0QhE\npTaJih1CCFEXUuVAiCYo3Nt6o04UGgzckRDHUaPhzIvpHygH59SyWeHQGuVA0p5voCTXZ/EJIYQQ\nnsgKrRBN0IikERh0BmwOm0+uV2gw8EF4GH/OL1ReKM+D3cugx1T3E8vz4be3IH0elBw787reBF0n\nwZC7vGs7LIQQQmggK7RCNEEJIQmMSh7l02suDQ2l4uy2tAWH3E8oOAJzxsGq52omswB2i1IW7b3x\nymqv8E5ZHmRthMwNUKKu5rAQQrREskIrRBN1e5/bWXdsHRXWCp9cr8SgZ0uAmSGVp7cauOlAVlUC\n86dB/gH3F7Vb4ct7IDQeOo33SZwtwqE1sP4tpbSa3aq8ptND2gVKeTVvOoIJIUQzJiu0QjS0Q2uU\nQvgv94YXu8FbI2HtK8rjfDe6RHfhpdEvEWz0XTWCUv1ZfyVEt3M9cPMCOLlP3UUddvjhqboF1pKs\n+DvMmwS7vjyTzILy+7jvW1gwHb66H+yeG2oIIURLIQmtEA2lMBPeGqUkLzs/U8orFWfDsa2w4nF4\nsSv8+obbSwxNGsqiSYuY0WmGTxLb4NONVoJjofPFrgdufFfbhXO3Q8Zv3gfWUqx+Ada+5HncxveU\nPyNCCCEA2XIgWiCL3cLqzNVklmTiwEFKWAqjkkdhMtRji9biY/DeRVDsppudtVLp9mSthOH3uxyW\nGpHK40Me5/7+97M9bzvl1nJKq0v569q/agop2G6nz+ntBv1mgdHsfODJA5C3V9O1Adj7NbQZrH1e\nS1GeD6v+rX78r6/D4Fshso3/YhJCiCZCElrRYlTZqnhn2zt8uu9T8iryarwXExjD1I5TuaXXLQQa\nA/0fzLIH3CezZ/v+SWXvZEIPt8NCzaEMaT3kj//+8sCX/JajflV0UmmZ0jkseRCMetj1wMoi1des\noaLQu3ktRfr/wKahVJrDrqzUjnvCXxEJIUSTIVsORItQbinn5u9u5q1tb9VKZgFOVp7kne3vcON3\nN1JaXerfYAozYO83GiY4YMMczbe5pdctGHQGzwOBULudWUUl0HkiXLsETEGuB5tDNMdSp3ktxe9L\ntc/Z+bnv4xBCiCZIElrRIvzl57+w+fhmj+O2ndjGI2se8W8wmxcoq2tabF8MFm3VDAYlDuLJoU9i\n1Ll/EBPsgJciB9D25tVw5UcQEOb+wjFpEJ6sKRYA2p+vfU5LUuH+EKDzOQW+j0MIIZogSWhFs7ev\nYB8/ZPygevyqrFXszt/tv4DyD2qfU10KpcedvmW1WymoLHDaDveytMuYM34Ow5OGo9fV/HY36U1M\nSJ3A/MuWMHjKPGjVXV0segP0n60t/qhUSBurbU5LY3SzKu6Ku5V0IYRoQWQPrWj2Fu1ZpHnOwt0L\neWLoE74PxkvlOh1fHlrOj5u2UlJVQpAxiKSwJAorC1mTvQaL3QJA+4j2zOg8g8s6XEaoORSA/q36\n079VfzJLMtmQs4FySznhAeEMbT2U2KBY7wIacD2sfxvKnCfZtYx4CHRu6toK5cDciV3a5qQM8k8s\nQgjRxEhCK5q9345pLxe1Pme9HyI5xV19VyfeDw/jzagIyra/XvMNJ42jDhYd5Ln1z/H2trd5bcxr\n9Izr+cd7KWEppISleBNxbSGxcPXH8MFUz4/KR/4J+l3rm/s2ZwNvgk3va58jhBBCthyI5s+bTlrO\nHt/7TJ+rla5PKrwUFcF/YqIo02v7Vs2vzOfWFbewr0Bl8wNvtO4LN30PvWaCIaD2+4l9YPpcGKOt\nfFiLldATOmjYlpHUH9qN9F88/mazat4XLoQQrsgKrWj2wsxh5Jbnap7jN1FtoeN4pS6rG2uCAnk3\nMsLr25RYSnnum1t496L3lXv6Q0wHmPo2jH8W9iyH8pNgDITkgZDc3z/3bM6mvwvvX6I0onAnugNc\n8WH9xORLVSWwdSFsnAvHdyqvBYRDz+kw8GZo1a1h4xNCNFmyQiuavdEpo+tljiaTXoTwJLdDFoTX\nPaleX53HwTkj4eCqOl/LrZAYZVvB8PvgvNskmfVWUBTc8DUMuBFO7YGuwRgIfa5RVsbDEuo/vrrI\nXA8v94HlD51JZgGqipV6um8MgW8elZa+Qgiv6BynW102IzqdLispKSkpK0tl4XrRrB0rPcZFSy7C\nrrJUlg4dy6Yu891+U1cKM2DhVZBTezXuqNHARcmtcfjgINXNhUXcU2pVEqXE3nW+nqgnlcVKubbT\nVTEi20DPyyE4umHj8saxrTB3olKtw5NBt8JEDR3TRLOTnJxMdnZ2tsPh8KI+oGipZMuBaPYSQxOZ\n0WkGC/csVDV+WqdptZPZ/EPKI/WKQqVUUurwup8wj2wDt/0MB3+CDe/CsS1grYLQeA62Pw/HsW/r\ndv1TThgMYCmClU8rB7lE0xAYDgNvbOgofOOr+9UlswDr31L2ZcsqvxBCA0loRYvwyKBHKK4uZvmh\n5W7HjU8dz2ODHzvzQnY6/Pg07P8BOOdpRkIvGPEgdJ9ct+Daj1a+zmLLXAU+SmiNp5/C7F8BBUf8\nt59WCGey0yF7k7Y5G+ZIQiuE0ET20IoWwaA38NyI53h2xLP0iutV6/2esT15evjTPD/yeYz6U5/z\n9n2vPCbd/z21klmAnG2w+DpY/YLP400I8d3+yM7VSo1aHHbY9aXPriuEKlvVPRmpYecS5WmFEEKo\nJCu0osXQ6XRMaj+JSe0nsb9gP5klmThwkByWTKeoTjUH5+2Hj2eBmpJfK59STvt3n+KzWDtHd6ZL\ndJc6dyzTOxxU65TGDMEOh7RKFfWv5Kj2OdZKKM+H8ETfxyOEaJZkhVa0SGlRaZzf5nzGtBlTO5kF\n+O0NsJSpv+CaF30X3CkzO8+s8zXsOh3Px0Qzpk0S34QES6tUUf/0Xq6bGEy+jUMI0axJQivEuapK\nYavGdrk525SyRD40OW0yQ1sP9cm1yvR6Ho6L4etAeSgj6lm8F7VlQ1spJcyEEEIlSWiFONexrVBd\non3e4Z99GoZRb+Sl81/i/JTzfXI9h07H3/YuoKiqyCfXE0KVvtdqX6XtNwv0Bv/EI4RoliShFeJc\n3rbj9EO73CBjEK+MeYUPJnzAxYQSdKrovMnhYGh5BReXqCyFdEqlrZLP9n3m8ziFcCk8EbppqARi\nDIT+1/svHiFEsyTPH4U4V1Ckd/MCvZynQp/4PvSZMBfeuxBrZdEf37gPxcVovtaS/UuY3WO20/fS\nc9P5+tDXnKw8SYAhgO4x3bk07VLCzeHeBy/Exf+B478rX+7oDDDlLYhw30VPCCHOJQmtEOdq3Vdp\nS1ucrWGSDrpM9FtIAMR3gVlLMX44E0pzAcgyaf8Wziqp3UFvQ84Gnlv/HHsL9tZ4/auDX/HK5leY\nkjaFBwc8iNlg9i520bIFRcL1y2HpXbB7GU7L4EW0URLfThfWe3hCiKZPElohzqU3QL/r4Kdn1M/p\nMAai2/svptNa94W702HbQtjwLjpO1vmSqzJXcf9P92OxW5y+X2Gt4MPdH3Kg8ACvj3tdklrhnaAo\nuGKB0nVv43tKy2dbNYTGK53BOo4HveyCE0J4R+dwOPmk3MTpdLqspKSkpKys2itRQqhSng9vj4bC\nI57HGgNh9vIG6Wz08E8P8vWR7zTN6RDRgc8nfw5ATlkOl35+KRVq6u0C13S9hj8P+rPmOIUQQq3k\n5GSys7OzHQ5HckPHIpoO+TgshDPB0XDtZxDpoU2sKQRmfNBgbTqndZ6hec7UjlP/+PeP93ysOpkF\nWLJvCaXV2g6iCSGEEP4mCa0QrsR0gFt+gtF/gbDWNd8zh8GAG+HWVQ26529w4mA6RHRQPT7IGMRl\naZcBYLVbWbJviab7lVvL+fKgtM8VQgjRuMgeWiHcCY6G0X+GkQ9BdrrSOtYcDIm9ISCsoaMD4F8j\n/8Xsb2ZTanG/cqrX6Xlm+DNEBEQAcLz8OCcrte/B3XVyl1dxCiGEEP4iK7RCqKE3QMpAZTU2dXij\nSWYBOkd3Zu5Fc0kKdV3qKNwczn9H/5dxbcf98Vq1rdqr+1XbvZsnhBBC+Ius0ArRDHSJ7sKyKctY\nnbWaT/Z9wqGiQ9gddhJCErisw2VMaDeBQGNgjTlRgVHodXrsDrume8UEaq99K4QQQviTJLRCNBMG\nvYHz25zP+W3UtcqNCIhgWOthrMleo+k+F7e/2JvwhBBCCL+RLQdCtGBXdLlC0/hesb3oFtPNT9EI\nIYQQ3pGEVogWbETSCMa1Ged5IBBoCJQatEIIIRolSWiFaMF0Oh3PjXzOY1IbZgrj1bGv0iuuVz1F\nJoQQQqgne2iFaOECDAG8OPpF1h1dx8I9C1mdtRqbwwZAYkgil3e6nCkdpxAbFNvAkQohhBDOSUIr\nhECn0zE0aShDk4ZSbimnoKqAAEMA0YHR6HXyIEcIIUTjJgmtEKKGYFMwwabghg5DCCGEUE2WXoQQ\nQgghRJMmCa0QQgghhGjSJKEVQgghhBBNmiS0QgghhBCiSZOEVgghhBBCNGmS0AohhBBCiCZNEloh\nhBBCCNGkSUIrhBBCCCGaNElohRBCCCFEkyYJrRBCCCGEaNKk9a1oOWxW2LMMjqwDawUERUHXSyGp\nX0NHJoQQQog6kIRWtAzrXodfXoWSozVf//m/0LofXPAPaDeiYWITQgghRJ3IlgPR/H15H3z7aO1k\n9rSj6fDBFPj9i/qNSwghhBA+IQmtaN7WvwOb5noeZ7fAkpvhxF7/xySEEEIIn5KEVjRfdruyzUAt\nayX89qb/4hFCCCGEX0hCK5qv/d9D4RFtc7Z9DFUl/olHCCGEEH4hCa1ovrLWa59TXQIn9vg+FiGE\nEEL4jSS0ovmyVtbvPCGEEEI0CEloRfMVHFO/84QQQgjRICShFc1Xt8mATtucuK4Q39Uv4QghhBDC\nPyShFc1XdDtIG6ttzsAb/ROLEEIIIfxGElrRvI17Asyh6sYm9oY+V/szGiGEEEL4gSS0onlL6AlX\nLYLACPfjEvvA1Z+CObh+4hJCCCGEz0hCK5q/1OFwx28w8mEIbVXzvcTecOmrcMO3EBrXMPEJIYQQ\nok6MDR2AEPUiPBHGPAajHob8g2Aph6BoiGrb0JEJIYQQoo4koRUti8EEcZ0bOgohhBBC+JBsORBC\nCCGEEE2aJLRCCCGEEKJJk4RWCCGEEEI0aZLQCiGEEEKIJk0SWiGEEEII0aRJQiuEEEIIIZo0SWiF\nEEIIIUSTJgmtEEIIIYRo0iShFUIIIYQQTZoktEIIIYQQokmThFYIIYQQQjRpktAKIYQQQogmTRJa\nIYQQQgjRpElCK4QQQgghmjRJaIUQQgghRJMmCa0QQgghhGjSJKEVQgghhBBNmiS0QgghhBCiSZOE\nVgghhBBCNGmS0AohhBBCiCZNElohhBBCCNGkGRs6ANEIVBZDURbggLBECI5u6IiEEEIIIVSThLYl\ny94E69+BnZ+BtVJ5TW+ELhfDwJuh3YiGjU8IIYQQQgVJaFuq1c/Dyn/Wft1uhd+XKl+Db4eLngWd\nrv7jE0IIIYRQSfbQtkTrXneezJ7rtzfghyf9H48QQgghRB1IQtvSVBbByqfUj1/7MhRm+C8eIYQQ\nQog6koS2pdnyEVjK1Y932GHjXP/FI4QQQghRR5LQtjQ7P/NizhLfxyGEEEII4SOS0LY0ZSe8mHPS\n93EIIYQQQviIJLQtjSnIizmBvo9DCCGEEMJHJKFtaZL6ezFngO/jEEIIIYTwEUloW5qBN3ox5//b\nu9dQS6syDuD/Z5xRdDK10WwIE0RSTJySLkhBQhfKykwFK6JIJ7QM+hQEEhQZ0oeIMBC6qISlQdpN\nCbOkqChJxVsQZfYh0y5mWI7WaPP04WxpO47O2eOZs/ea+f1gc9ZZ71prP+fL4c/ifd+1eeXrAABY\nIQLt3mbjpuSok5c//vDjk6Nft7uqAQB41gTavdEZlyaHHbvzcQcdkbzrSieFAQALTaDdG63fkJx9\nfbLp3ck++z31+pq1yXFvTzb/MDn4RatfHwDADNbOuwDmZP+Dk3dckrzxwuSOq5K/3510J4ccmZzw\nzuS5G+ddIQDAsgi0e7v1G5KTzp93FQAAu8wtBwAADE2gBQBgaAItAABDE2gBABiaQAsAwNAEWgAA\nhibQAgAwNIEWAIChCbQAAAxNoAUAYGgCLQAAQxNoAQAYmkALAMDQBFoAAIYm0AIAMDSBFgCAoQm0\nAAAMTaAFAGBoAi0AAEOr7p53DSuuqrauWbNm3caNG+ddCgAwg/vvvz/btm17rLv3nXctjGNPDbRb\nkqxL8td51wIAzOT5SR7r7vXzLoRx7JGBFgCAvYd7aAEAGJpACwDA0ARaAACGJtACADA0gRYAgKEJ\ntAAADE2gBQBgaAItsCKq6vKq6p18/ltVD1fVPVX1nar6UFUdMMN3bKqqi6rqZ1X1t6raWlX/rKrf\nVtXXquq0qlr7LP6GUyZ13rarawCw+hysAKyIqro8yft2Yeqfk5ze3b94hrWPTnJxkjctY727kmzu\n7ptmKaKqDk9yS5IXJrm9u186y3wA5meXdzIAnsHFSW7cQX8lOSDJkUnOSXJUkhckuaGqTujue54y\noeqtSb4xmZckDyS5JsmtSR5Msj7JpiRnJdmY5PgkP66qs7r7u8sptqqel+T7WQqzAAzGDi2wIrbb\noX1/d1++k/H7Jrk2yRsmXd/q7tO3G/PaJDckWZekk1yU5FPd/e8drLd/ks8lOXfS9UiSV3X3XTup\n4yVJrk5yzFS3HVqAgbiHFpiL7t6a5Owkj0+63lZVhz5xvaoOTHJllsJssnQbwQU7CrOT9R7t7vOS\nfH3SdUCWdop3qKrWVNXmJDflyWEWgMEItMDcdPe9SX45+XVtkuld0Y9m6RaCJLmiuy9d5rIfSfKv\nSfvkqnrF9gOq6sQkNyf5UpZuWUiST85QOgALRKAF5u3eqfZhSVJV65KcN+nrzBA2u/uBJFck+V2S\nryTZtoNhpyZ52aT9xyRv7u5PzFQ1AAvDQ2HAvB081X5o8vPVmYTbJHd2990zrvnh7t5RkJ22JUv3\n3H6mux+ecX0AFohAC8zN5B20J0113TL5+Zqpvp/Muu4ywuw1ST7f3f+YdW0AFo9AC8zTp5McNGnf\n2N1/mbSnH9K6Y6W/tLtXfE0A5kegBVbN5BSvDUlenuSDSd4yufRYko9NDd0w1X5gdaoDYFQCLbA7\nXFZVly1z7NYsvZLrV1N9+021t6xcWQDsiQRaYF4eTPK9JJ/t7ju3uzYdYg9ZvZIAGJFAC+wOT3f0\n7X+y9I7Y+3Z0zO2U+6bahz7tKACIQAvsHrd297efxfxfT7WPm3VyVVWSfbr78Z0OBmB4DlYAFtFP\np9qv34X5r0zyYFVdV1UfWKGaAFhQAi2wiG5P8odJ+5iqevGM889IcmCSU/Lkd9oCsAcSaIGF092d\n5ItTXR9f7tyq2pBk81TXV1eqLgAWk0ALLKovJHnioIX3VNV7dzahqvZJ8uX8/80IP+/uH+2m+gBY\nEAItsJC6++Es7bT2pOuyqrpwclzuU1TVoUmuTnLapGtLnrxTC8AeylsOgIXV3ddW1flZ2q1dk+SC\nJOdW1TeT3JzkoSydKnZSkjOTrJ9MfTTJmd39m9WvGoDVJtACC627L6mq3ye5JMlRWXov7XnPMOXW\nJOd0922rUR8A8yfQAguvu39QVccmOXXyOTHJEUmek+SRJH9KclOSq5JcP3moDIC9RPm/DwDAyDwU\nBgDA0ARaAACGJtACADA0gRYAgKEJtAAADE2gBQBgaAItAABDE2gBABiaQAsAwNAEWgAAhibQAgAw\nNIEWAIChCbQAAAxNoAUAYGgCLQAAQxNoAQAYmkALAMDQBFoAAIYm0AIAMDSBFgCAoQm0AAAM7X/Y\nI9m0QrhnKAAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": { "image/png": { "height": 318, "width": 346 } }, "output_type": "display_data" } ], "source": [ "adata_cc_genes = adata[:, cell_cycle_genes]\n", "sc.tl.pca(adata_cc_genes)\n", "sc.pl.pca_scatter(adata_cc_genes, color='phase')" ] } ], "metadata": { "anaconda-cloud": {}, "kernelspec": { "display_name": "Python [default]", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 2 }