{ "metadata": { "name": "", "signature": "sha256:39d1452f6031a990e355ba9601cd737ba16c4085551a9c327198b5fbdb2ad706" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "heading", "level": 5, "metadata": {}, "source": [ "Imports" ] }, { "cell_type": "code", "collapsed": false, "input": [ "%load_ext autoreload\n", "%autoreload 2\n", "%matplotlib inline\n", "\n", "\n", "%run nb_init\n", "# This imports leg_joint as lj\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-21 17:38:51,998 -leg_joint - -- INFO -successfully imported leg_joint\n" ] } ], "prompt_number": 1 }, { "cell_type": "heading", "level": 1, "metadata": {}, "source": [ "Parameter management" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Although the core paramter of the tissue are stored in an xml file, the paramters for the leg joint formation simulation\n", "are stored as a json file and implemented in dictionaries.\n", "\n" ] }, { "cell_type": "code", "collapsed": false, "input": [ "params = {## parameters to retrieve the apoptotic cells sequence\n", " 'seq_kwargs': {'num_cells': 1., ## The number of apoptotic cells\n", " 'width_apopto':2, ## The width of the apoptotic ring\n", " 'amp': 0.4, ## Aplitude of the dorsal/ventral bias\n", " 'seed': 10, ## Seed for the random number generator\n", " 'num_steps': 10, ## Number of subsequent steps for one cell to complete apoptosis},\n", " 'random': True}, ## If True, (biased) random distrbution of apoptotic cells\n", " ## paramters for the dynamic of each apoptotic step\n", " 'apopto_kwargs': {'vol_reduction':0.7, ## Cell volume reduction\n", " 'contractility': 1.2, ## Cell increase in contractility\n", " 'radial_tension': 0.1}, ## Increase n amplitude of the apico-basal force\n", " ## paramters for the increase in contractility after apoptosis\n", " 'post_kwargs': {'max_ci':2., ## Maximum value of the contractility of the neighbouring cells \n", " 'rate_ci':1., ## Rate at whihc contractility increase\n", " 'span_ci':2}, ## Span of the contractility increase (in terms of distance w/r to the apoptotic cell)\n", " }\n" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 2 }, { "cell_type": "code", "collapsed": false, "input": [ "all_kwargs = lj.get_list_kwargs(0, params)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 3 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Simulation\n", "\n", "#### Initialisation\n", "\n", "Grab an epithelium" ] }, { "cell_type": "code", "collapsed": false, "input": [ "eptm = lj.Epithelium(lj.data.before_apoptosis_xml(),\n", " save_dir='saved_graphs',\n", " identifier='single',\n", " copy=True)\n", "eptm.isotropic_relax()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-16 12:30:45,335 -leg_joint.epithelium -__init__ -- INFO -Instanciating epithelium single\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-16 12:30:47,104 -leg_joint.epithelium -__init__ -- INFO -Initial cells\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-16 12:30:47,105 -leg_joint.epithelium -__init__ -- INFO -Initial junctions\n" ] }, { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-16 12:30:56,300 -leg_joint.epithelium -__init__ -- INFO -Update geometry\n" ] } ], "prompt_number": 4 }, { "cell_type": "markdown", "metadata": {}, "source": [ "and get apoptic cells sequence (here only one cell will die)" ] }, { "cell_type": "code", "collapsed": false, "input": [ "seq_kwargs = all_kwargs['seq_kwargs']\n", "apopto_kwargs = all_kwargs['apopto_kwargs']\n", "post_kwargs = all_kwargs['post_kwargs']\n", "\n", "apopto_cells, fold_cells, apopto_sequence = lj.get_apoptotic_cells(eptm, **seq_kwargs)\n", "\n", "print('%i apoptotic cell(s)' % len(apopto_cells))\n", "print('surrounded by %i fold cell(s)' % len(fold_cells))\n" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "1 apoptotic cell(s)\n", "surrounded by 157 fold cell(s)\n" ] } ], "prompt_number": 5 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now grab our apoptotic cell, and have a look at it's surroundings" ] }, { "cell_type": "code", "collapsed": false, "input": [ "apopto_kwargs" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "pyout", "prompt_number": 6, "text": [ "{'vol_reduction': 0.7, 'radial_tension': 0.1, 'contractility': 1.2}" ] } ], "prompt_number": 6 }, { "cell_type": "code", "collapsed": false, "input": [ "a_cell = apopto_cells[0]\n", "eptm.set_local_mask(None)\n", "eptm.set_local_mask(a_cell, wider=True)\n", "neighbours = [neighbour for neighbour in eptm.cells.get_neighbor_cells(a_cell)]\n", "\n", "## Let's define a neat plotting function\n", "def show_apopto_surroundings(eptm, a_cell):\n", " eptm.set_local_mask(None)\n", " eptm.set_local_mask(a_cell, wider=True)\n", " is_apoptotic = eptm.ixs.copy()\n", " is_apoptotic.a[:] = 0.\n", " is_apoptotic[a_cell] = 1.\n", " ax_zs, ax_xy = lj.plot_2pannels(eptm,\n", " edge_kwargs={'c':'k', 'lw':0.5, 'alpha':0.5},\n", " cell_kwargs={'cell_colors':is_apoptotic,\n", " 'cmap':'Reds',\n", " 'alpha':0.5})\n", "\n", " eptm.set_local_mask(None)\n", " return ax_zs, ax_xy\n", "\n", "### And use it straight away\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "/home/guillaume/anaconda/envs/python3/lib/python3.4/site-packages/matplotlib-1.4.x-py3.4-linux-x86_64.egg/matplotlib/figure.py:1644: UserWarning: This figure includes Axes that are not compatible with tight_layout, so its results might be incorrect.\n", " warnings.warn(\"This figure includes Axes that are not \"\n" ] }, { "metadata": {}, "output_type": "display_data", 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rC3KB4uJihkdGaG5qtrBiIcR0IEFfWC4QiO3tNQf6+zh/4SILFiycnrP5l4Vn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jH49RqlxiYsau9j8GuaSpPJSGFLA0mjcvj6975LYlbW4JYvCQUXN3dyRozkg7VriYmNZs/evWzb\nvo3HZaU2k/BrFgu79+wmJSmZxKRkx0ryn+pK9hfNn8+2LZtlsv8GhBBhQoi/EUIcEUI0CSFUIcSk\nHtbzEEJ8WwixXwjxSAjRKIS4JIT4phCO+Ec1wIQgd8RIzl248FxLfFBwCKZ2E83Njc+vrijMXbmM\nkvpaOoxGUiOjKSrvbNXX6hoJ9PHh0L7PZau+JL2C0x+omhrqcXd3w8XFfspABpSikJQQz+3bt60d\nSbf6ulp279nLe0sW4elgk5k9HYP/mz/4PmNmzuCeauKRsQmLaulO+DVNw2zu4H5rI8ZgP778ja8y\nZf5c3L29rRq70OmIi09ixfIVTJyQx5WrV/n0s3UU3rjWOaGNtU6+qsrhw4cINRjIys52zCT/KSEI\nCApi4bx5Mtl/M6nAj4Bw4GrXsp6usBOAf+p67e+B/wbcB/4F+M+BD9PxhEdEkp6eTmHRTXjaqCEU\nRuTmcPHipZeOG4kjczFERvDwzh0Cff1pbW/H2G5CNZuZPWYsu/buo/bhQyvsiSTZBwc+A/bNjevX\nyEhPk2U7z0hJSaH49i2bKN9paqhj+45dLFo4Hx8/O+9I+QquHh7kThjPRz/8AZl547jd3kKVqQUE\n1La3ccfcxoQ5s/jwm18lLCYWm2pMFAqBwQbmzJnDe4sXU9/QwB8+/pjTp09hbG0Z3IRfVTlz5jSK\nTmHU6NGOneQ/Qyb7b+wCEKhpWirwy1es9xjI1DRtlqZpf69p2q81TVsK/BfwoRAiYTCCdShCMHZ8\nHvkXLmE2d3QvjotNoORh6XPLAPRubsxdtoRb5aVYzGaSI6IoflQGGnRU1RLqH8C+nTsHey8kyW44\nx1mwN5rK3Tt3SIiXx+pneXn5YDK2Y+7oeP3KA6ilqZEtW7czf+4c/P2dY8zwp2Pwf/SD7xE7Yhj/\nlX8Kn6Q4vvG975CTNx69Sz93tu1PQsHd04uxY8fxwdq1BAYGsmXbNvbs2UNNVeXAJ/yqSkHBZWrr\n6pg8eYrTJPlPPZvs19dUWzscm6ZpWrOmafV9WK9G07TCHl7a1vWc2r+ROQe9iysjR47i7Nlz3a36\nQqcjMyOdGzeuv7R+zrQp6Ly9qC4rIzQgkNqmJjrMHWiqyuzRo9m2ezf1ZaWDvRuSZBec60z4gtKH\nDzFbzOh7mDXUqSkKcbEx3H9gvU5OxtYWNm/dyuyZMwgKDnGICZvehHdgINPmz2PRwvkseX8FvsF2\nMInZU0JB0etJTc9g9apV5OQM4+Tp02zYtIF7d24NzPCcqsqtW0XcvXefOXPmIBTbnFthoAUEBbFo\nwXy2b90ik/2BFdb1LH/Jb0MI0rKyeFheTvMzwzlnZWVx9dqNl44RHv5+TJ07i8J7dwFB4pBI7lQ8\nAg1MVXVEhxjYuXnLIO+EJNkH58qeXuDq6orR1M7Nwhtf1ApKAKSlpVJUZJ3ynXZjG5u2bGHa5MmE\nhoU7XZL/lKaquLq6odhz0ioUwoZEsmjRIubOnk1pWRl/+PhjLuafo8Nk7J9WflXl4cMHXLpyhYUL\nFqLobHtuhYHmHxAok/0BJIRwBX4A3APyrRyO3RKKjsmTJ3P46NHu86+Lqyvh4aFcu1bw0vqTFi6g\nSbPQVF1NZIiBR7W1WFQzoDFz5Ei279pF46NHg7sTkmQHnDOD6hIaPoSvfu0blDws59DhQ6h2NhHQ\nQPL3D6ShoXHQfyfmdhObt25lwvixRERGOW2SD9DY2ICfn69j/A6EgrevP5MmTWb1qvfR6134bP0G\nDh06SGN97dsn/KpKZcVjjp04yXuLl9jV3AoDyZmSfdHJvS+PfvqR/wdIA76jaTbQkcmODYmKAQSP\nnyboQiEmOpr/5x/+EfWF0tHAqAg8w0LZdfIYaBAbGs6DqioAjFV1JAyJYOv6z2SjnSS9wAEyiHej\nc3FhzoKFBAUb2Lh5E22tLdYOyWaEh4VSVFQ4aK36lo4Otmzbysjc4cTExDtGgvsOampqCAx0sA7I\nQkHv6sbQ4TmsXbuGxMQE9h88yJatWyh/WPLGCX9dbQ179x9g6ZIluLp7DFDQ9smJkv1JQGtfHkKI\ndxpHWQjx34GvAj/RNG3vu7yXBAjBlGnTOXzsWPcQmUlJyWSkp3H8xPHnjwdC8KOf/4Ra1UzZndvE\nhoXxoKoSVVURAqYNHc6uvftoqHh54i1JcmbOfY/7KSEYNmIkhlADGzZtZvbM6YSGhjv1SDwmk5Hr\nhYUcOnKMzIxrhIeHERMdRVRUNC6urv3e0VE1m9m+YztZGRkkJqY4fZIPUFtbR1Cg43ZCFoqOmLgE\nYmLjqK+r5Xz+BY4eP8HQ7EzS0jLQ6XSv/Dtobqxnx67dLF60wOGGXe0vzyb7i5a8h3+QHfX16LtC\n4Mt9XLfibX+IEOLLwN8A/6pp2l/3ZZsf/vCH+Pn5Pbds1apVrFq16m3DcDg+fv5Ex0RTWHST9LQM\nUHQsnj+fjVu3kp2VRWCIoXvdIYkJTJo5nXPHTzMvPJwhgcGU11QTFWLAWFNPclQUWz77jD/6/g/k\nOUSyGevWrWPdunXPLWtoaBi0ny/6OhunLRJC5AAXL168SE5Ozru/oabR0tTI9m1bGZqVQUZ6pvMl\n+6pKTfUTdu35nCmTJxIdHYOqqjx+9IiShw8pLS/H3GEmLCyU2JhooqKicXXrGgnmLZN/TbWwa9cu\noqMiGTp0uDxAd9n7+R5GjsglKCTU2qEMDk2l3WTiypUrFBXfIj4ultzcHDw8vF76mzC2trBh0ybm\nzJpJiCHU6UbYeVMN9XVs27Hztcn+pUuXyM3NBcjVNO3SoAVoRUKIZcAGYLKmacd7WWcRsBnYomna\nij68Z/+emxycud3EJ7//HWtWvY/exRVLRzu//o/f4O3tzZrVqxG6L/opFV6/xm/++u/QP6ll5Nix\nnCq8zuTMoQhFoPfx4ndHD/Gr3/wH/uFDrLhHkvRqg3mslWfHZwmBl68f769eS1l5BQcOHnSuun1V\n5fbtYvbs28eSxQuJjokFRYeidyEiOoZxeRNYuXwFq95fSXpqGlVVT9i2YzuffPIpBw4c4PatQkxt\nrZ2lPn0s99FUC/v37yc8LFQm+c/SVOrr6/H3d7DSnVcRCq7uHowaPZoP1q7FYAhh+85d7Nq9iycV\nj7tv45vb29mybRtTJ0+SSX4f+fkHsHjhArZv3UJd9RNrh2NXhBATgc+Ao8Aa60bjmPQurowYMbJ7\nuE2dTk9CfBz+/r7k559/roQnOSWFxDEjaHHR8ejefQJ9fKlsqAOgo7GZlKgoNnzysc3M0i1J1iZL\nd3qg6PXMmjefq5cusn7jBhYtWICnl3VnIR1omsXCqVMnqamtZdXKlehdexmvXVFQFIXwyEjCIyMZ\nq6pomkplRSUlD0u4UnAVk7EdgyGEmJhoYqKjcffw7Nz2xYRMUzl69Ag+3t6MGDFKJvnP0kBVO094\nTkcoCB0kp6aTnJJKVWUFZ8+fp6W1lWFZWVy5eo3RI0cQGRUtk/w38DTZ37ZtKwsXLyEgKNj57lg+\nQwjxk65/ZnQ9f9iV1KNp2l91rRMD7ABUOlv0V4rnf2cFmqZdG5yIHZgQpGdn8+kffs+w5ia8fXwZ\nPmwYZ86d4/aduyQlJRIQFAKATq8nOiGO+DUr2fCr3zBxxAiulZcR5h+IEIJRMQl8dvwkS99fRVBk\nlJV3TJKszwmziD4SguycXEIMIWzcvIVZM6YTFuaYdfvtxjZ27t5F5JAIFi5c+GZjkCsKAoWwiAjC\nIiIYrapomsaTqioelDxg1/U9GNtMBAcHERsTQ3R0VOdFkwanTp8CDcaNGy+T/BeoqgVFcby/tTcm\nFAxhQ1iwYAGtLc38529/j8ViJiExSSb5b0Em+8/5BaABouv5j7uWa8Bfdf07DvDtWvbPL2yvAT8H\nZKLfD4SiY8qUKRw5dowF8+YTHGKgsbGJ6VMns3f/Ad5fsbKzhEcoDM3O4saNm4wcN4brF67gHm6g\ntqmRQF9fLK1tJEZGsuHTT/joT38kzy2S05PfgFcRgvCoGJa/v4ojx09w7fpVxxq6S1Wpq37CZ+s3\nkDt8OKPHjHn3iYYUBaHTYQgPZ9SYsSx7bxlrVq8md/hwmpub+HzfPj7++GP+7Kc/paqysnMGU3kg\nfkl9fR3+/v7yd/OUUPD09uWrf/xlIobI2tt38TTZ37FtK3U11Y51THsDmqYpmqbpXnhWNE3TPbPO\n0R5eV55Z9gtr7oOjGRIVg6pqncNtKgrpaSlUVFYRGxPNpUsXustxhgyJpKKyihXf+xYmT1e8jR0U\nlZeCBkIIhoVFkp9/karSh1beI0myPplF9IGntw8rV62horKaffv3O0bdvqpy795tdu7Zw8IF84iN\nix+YFtKuxD8kLJwRo8awdMlS1qxew6QJ4wkODkbIVuse1dTUEORoQ2v2A3d3T4xGU/dQfNLb8fMP\nYMmihezYtpXa6idOm+xLNkYIpk6fwZHjx9FUlYyMTG4WFjF61GgKi2/R0FWLLxRBbGwMdW3NfOlb\n3+RWxSPaW9toauscHlu0dxAfGsqGdZ/KWn3J6clEv48UvZ4Zc+YSERnF+o0baHlm2m57o1ksnDlz\nmoKr11m1ciX+gcGDVwbRlfjPmDGL+w9K6GhvH5yfa2dqamsJdOChNd9FcFAQ1bJD6Tvz9fNnyaKF\n7Ny+TSb7ks3w8fMnKjqKwqKbuLq64e3tRX19HbNnzuDzffvQLBYQCtlZmVy7foNhM6YyZnIerdW1\n3HxY0t2qnxYUyo1rNyi7f9fauyRJViUT/TchBJnDhjNl6jQ2bt7C40fldndy7DAZ2b5jOxqwePFi\nXNz6a7LINyN0OoYPy+bSpUuDNiGX/dA6x9APCrJ2ILZHUYiNjaakRN6S7w8y2ZdsjhCMGZdH/oVL\nmC1mhg3N5vKVAoKDDURFRlFQcBlUFf+AQFpaWjGbO1j53W/jHuhP6YNS2tqNALhaVKJDQtiyfr1s\n1Zecmkz035QQhEVGs3L1Go6dPEXB1QL7ODmqKg11NXy2YQNZmRmMGzfu3evx31FGRhZFxbcwvzDV\nudPTNBoaGvH19Xv9uk4oOjqaktKH8gKxnzxN9jduWE+ZrGmWbICLq1v3cJuRkdGUlz9CVS2MHTOW\n6zcLaWpqAKGQmpJMUVEhvqEGvvy9b2PsMFJQXNzVxVqQ4OXPg3v3uVt0w9q7JElWM6CJvhDiqBBC\n7eXR3sd1Px/IGN+Wh5c3K95fTXVNHZ/v3YvFbLZ2SL1TVUpK7rNt+07mzZltMyOWKIrC0OxMCgoK\nZNL2LA00TUOx8oWYrfL09Kat1Yim2sEFtp3w9fNnaFYGj8sfWTsUSeoebrOkrIyWlmYSE+K5c+c2\nil7PzOnTukt40tPTuVlUDKpK1pSJzJo9i8uFhRhNna367kIQ4u3Lzq3b0SyyQUlyTgOd7f0VsPaF\nxze7XtvXw/qlPaz/twMc41tT9HqmzZpNTGwc6zdu7Kzbt7HWfc1iIT//HPkXL7Lq/ZUEBhtsIskH\nQFHIyhrK9Rs3bftCaZCZzR3odDbyGdmowMAAamurrR2GQzF3WIiMirR2GJIEPDPc5vHjDM3OpuDa\nNdBUDKFhhIWGcu1aAe7u7ri46GlqakDR6Vj+3W8RYjCw7/jx7lr9aDdP8i9c4Mbly9beJUmyigHN\nJjRNO6hp2qfPPoDWrpc/6WGThhfX1zTt6EDG+M6EID17KNNnzmTTlq2Ul5fZTLJvbm9n1+5dtBmN\nLH1vKa7uHtYO6SU6nY6M9FSudR3EJairqyVADq3ZO0UhNkbW6fe3hqZGvH18rB2GJHV7OtxmY2MT\nQgiamxpBKIwfl0fB1es0NzeRlZnBtWvXAfAJCeZP/sePuFJeSnVlRecyvSttjU1s3bwFVQ7+IDkh\na2QSq4FmYHsPrwkhhE4IYV/T0AqBITyCFatWc/LMWS5fuWzdZF9VaWqo47MN60lOSmLixElWr8fv\nlaIwbNhwCq5eQ7XIRB/o6ogrR9x5lZiYGEoeyjr9fqNpNDU24eXgM4BLdubpcPccS2cAACAASURB\nVJsnTpCdkUnB1c4GIZ2LCzOmT2Xv/v3Ex8Zx99797g632dMm8+GypWw5cQxLRwdCEUxLSOHq1atc\nzD8jO+ZKTmdQE30hRAgwA9imaVpbD6skAy1AoxDisRDiF0IIu5m918PLm+Xvr6KuoZE9n39unXIU\nVaW0tIQtW7cze+YMUlJTbadUpxd6vQupKcncuHHd2qHYhJraWjnizmt4efnQ0tIq6/T7kappKPIu\nkmRjfPz8iYyKosNs5u7de93f+bDwIQQHBVFcfIuQ4GAqKzpb8IWi8JUf/ynu/n6cOX8eNAjz8cff\n3YPNGzbRYewp9ZAkxzXYR/WVgI6ey3bu0FnT/z7wAXAO+Anw8aBF1w8UnZ6pM2YRF5/AZxs2dN5q\nHKzWfVXl0sULnDl3jpUrlhNsCLP5JB8ARSEnJ4fLVwo6x0h2ZppKTU2NHEO/D/z9/aivr7V2GA5B\ne3pnRMgJ7CQbIwRjx+dx4fIVwsNCKS0t6VquMCFvIhcvXyExIa5zBLyu1nqvwEB+8rOfcubBPWqq\nKnH1dCfdxZOS+w84ceyIbNWXnEqfs0DRyb0vj1e8zWqgCjjw4guapn1V07S/1DRtm6Zpn2iathj4\nNbBCCDH6jffMmoQgLSubmbNns3nrNsrKSgc82bd0dLBnzx4amhpZvmw57p5eA/rz+puLiyuJCfEU\nFt60dihW19TUjI+Pr7XDsG2yTr9ftbW14eFpe314JAm+GG7TbLFwpeBqd8ne0xKegmvXqaisRH0m\ngc+eMon3Fsxn6/HOEp7I0HCC3dzZumUbbc2N1toVSRp0b9LcO4nOjrSvfQghkl/cWAgRD4wB1mta\nnwtr/77redobxGkbhCAkbAgrV6/h9LnzXRNDDUCyr6q0NDXw2Yb1xMXFMmXKVNutx38VRWHEiBFc\nvHTZuVv1u/5EhD3cibGymJgYHpSUyDr9ftBQ34C/f4Bs0ZdsU9dwm7X1DdTU1GIyGrtfCh8Sgb+/\nH4qicP/enS82URS+/j9/hM7Xm/z8C7j7ehPeZsHY3MyO7dtkq77kNN6k/r0Q+HIf163oYdnqruee\nynZ6U9b1/Mo6hh/+8If4+T0/udCqVatYtWrVG/yogeHu6cXy91dx7PAhdu3ezexZs9C7uPTPm6sq\nj8rL2H/wEHPnzMIQaielOr1wdXUjNiaaW7eKSUlLt3Y4VtHR0Y6Lq910S7EqHx8/mptbuibHsXY0\n9mfd+vWsW78RgOamRiyaZtfHD8mxCUXHlKlT2bRhAzdu3CBnxMinLzBp4iR+/ZvfkH/xEgmJyd0j\nlnkGBPAXf/lzvvut75KakEBCXDxVZfc5eOAQs2fPxi8kzIp7JEmDo88ZhaZplcDv3+FnrQbuaJp2\n/g22ie96fvKqlX75y1+Sk5Pz1oENNKHomDxtBsU3rvPZhg0sWjC/szTjXVrPVJWCgssUFhezcsVy\nPBxhtAxFYdSoUWzctJnklBT7vDPxjmprawn0D5BDa/aRr68PDQ11+AXIzstvatXKlaxauRKAs2fP\nYAgbQn1zC7m5uVaOTJJ6NiQqhojISE6fPUdObm73hane1Y2F8+bxD//0T7y3eDGuHp7d22RNymP+\nnNlsO3KMD+YvwLexFe+IMH7729/x/T/5U9A533lGci6Dkk0IIYYDqcCnvbzuI4Rwe2GZoLMzrkbP\nk2vZFyFIychk9ty5bNm2nYcPS966lEc1m9m3by9VT6pZsWyFYyT5Xdzc3ImMGMK9Z27BOpPOjrgB\n1g7DPsg6/X5T39CAn7+/tcOQpFcTgpmzZlNSWkpV5fOFAxFRUURFRPK7P/zh+U0UHd/+8/+JxdOd\ny5cuk5aSSsOdBxTevEnZg7uDGb0kWcVgNRuu6XrurWwnF3gghPh7IcS3hBD/DTgBrAD+XdO0K4MR\n5IATguDQcN5fs5bzFy9x4cIFtDesE2xtbmL9xg1EREQwY8YMFL2DlXkoCqNHj+bsuXw01flq9Wvr\n6uTQmm9A1un3A02joV4m+pJ98PEPYOyY0ezYtfv5771Q+PKXPqSpuQXzCxNjefr787Nf/AXH7t+h\no92Et7GdrLh4/uVX/wYWOSu75NgGPNEXnb0KVwIXNU273ctqD4DjwBLg74CfA67ANzRN+2igYxxs\nbh6eLF2xklaTiV27d2Pu6Hj9RqpKRXkZGzZuYvLECWRmZTlsPa2HhyehISGUlNy3diiDSw6t+cb8\n/AJobGzq7sQsvR2LqqLX91PfIUkaSEIwf+Ei9h88TEtLy3Mv+QcEMH3qFPLzz7/U2XbYlInMmjmd\nXefOkBqXwPWjpzCb2jlz/NhgRi9Jg27AM0VN01RN06I0TRv5inUeaJq2UtO0eE3TPDVN89Y0bZSm\nab8e6PisRSg6Jk6ZRmpaOp9t2EBjQ33vpTyqyo0b1zh87BjLl71HeESUwyb5ACgKY8eO4czZ807X\nUtvS0ipnJ31D3t5eNDU1WDsM+ydH3JHshKu7J1/5yh9z5uy558+bQiErO5u79+/T2tr83DZC0fH9\nv/hzTG4uPCgrxbvDQrLBwLoNG9AsfWhskyQ75cDZoh0QgqS0dObMm8/W7TsoKXnwUrKvms0cPHiA\n0rJyVi5fgZePX8/v5WC8vHwI9Pen9GGJtUMZPHJozTcn6/TfWXu7CVc3t9evKEm2QghmzplLTV0d\nNdXVz7+k6JiYN55jx0681Krv6e/Hn/3spxwvuUekfwAX9h9m4bRpXD7/8h0ASXIUMqOwNiEIMoTy\n/pq15F+6zPnz57vr9o2tLWzcvJHg4GBmz56Nrr+G5bQHisK4cWM5ffas07Tqm0xtuLo50WfcT2Sd\n/rupr6vvHJ5YtuhLdkQoOmbOms2Bw4de6usWHRNLq7GV6idVL203csZUJk6eyPmSe7gZO6i7fZ/r\n16/RKifRkhyUTPRtxNO6/XaLhR07d/Co7CHrN2wkb9w4hg0f7tilOr3w8fHDx8uHR+Vlr1/ZAdTW\n1hIUECiH1nxD/v6B1NfL0p231dDYgL/siCvZoYCgYCIiI7lx8/pLJTxTJ0/m8LGjL7XUC0XHn/7l\nX9Dk5oLObObI/oOMysrm8IH9slVfckgyo7AhQtGRN2kKiYnJ/OmP/4yl7y0mItLB6/FfRVEYP34s\np86ccYrW2pqaWoKCZEfcNyWEwNPTg5bmJmuHYpfqG7pmxZUkeyME4/ImcvHSFYzGtudeCggMIsA/\noMehmr0CAvjR//wx19uaUBuauJt/CVVVKX9wb7Ail6RB46QZpA0TgrjEBFYuX4a3r7/zJvld/PwC\ncHdzp7LisbVDGXA1tTUEBshE/40pCjHRUbJO/y3Vy6E1JTumc3Fl4qRJHDl67KVW/Ql5eZw8dQbV\n/PIQmnnzZjNq/DjqTG3s3baTscOHc/jwYdSO9pfWlSR75txZpI0yGk24ucvOcQAoCnnjxnHy9GnH\nbtXXVGpr6wgKlmPov43YmFhZp/82NK2zdCdAtuhL9isuMRlTezuPHz96brm7hwdpqSlcuXKph7Ic\nwX//+U8xeXtSXVnJ1aMnSUtN5uK5s7KER3IoMtG3QSaTETdXV2uHYTMCAoPQKTqeVFVaO5QB1dZm\nxMPDy9ph2KXAoGBqa+usHYZdam/vwFUebyR7JgTTZ87i4OEjqJZnJloUCrm5I7h+oxCTyfjSZn4h\nIXznh9+n1mJm+4ZNpCcmUXyrmJbG+kEMXpIGlkz0bZDJaMLd3d3aYdiOrlb9U6cduFa/tzkUpD4R\nQuDh6U5rS/PrV5ZeJkfckeyct68fqWlpXLx48bnjqaLXM27saE6ePNljq/60JQvJGTOawgcPuHTw\nKFMnTeTgftkxV3IcMtG3QUajETc5rvVzgkMMqKpKbU3161e2Q21trXh4yIu7t6YoREdG8vBhqbUj\nsStmcwd6vR6Qib5k54Qgd+Roim7fpvmFjvmJSck8qammvr62h80U/uQv/gw3P19++5//RbC/Py56\nPQ/v3h6syCVpQMlE3waZjLJ05yWKQt648Zw85UC1+poKmoqlo50rVwowm81yaM13IOv035CmUVVZ\n2TlBm2zRlxyAotczffp0Dhw61ONwm0eOHuuxpT4kPJxvfvdb3Cwt5eznB5gyaQJHjx5FbZcdcyX7\np7d2ANLLTO0mvP2dYwbcN2EIDaW9o536ulr8A4OtHc6b0VTQOifFqqiooKKikorKSpqbW9DpFCxm\nM6VljzC3m9C7yrs5byM4xEB1dY21w7ALmqpSVFzI8ZOnycnJsXY4ktRvwiOj8fAo4P79e8TFJ3Qv\nN4SG4erqSlnpQyJjYl/YSjB3+TJ2f76Xj/d+zsT3FpKdmcG50ycZO3GybICR7JpM9G2Q0WjEzTXU\n2mHYHkVh/JixnDp9hnnz5tnu0KOaiqZqNDU1dCb1lVVUVlXSburAzd2V0BAD4eFhZGSk4+3t273Z\n3bu32PP55yxYsACh6Ky4A/ZJCEFdfR2Vjx8RGj7Edv8+rEnTaGioZ//BgwSHGPjK174uLywlxyIE\nU6ZP57NPPiYqKhr90xnlhcLkSRPZun0HayKjELrnj7GKTsfP/+//xT/87/9NaVkpQ7Oz+HTDRjKz\ns/Gxt4YlSXqGTPRtkMlows1Nlu70JHxIBC2nT9HYUI+vv5XHnO8qEVEtFmpqqrtb6aura1BVFR8f\nb8JCQ4mLjWH0qFG4uXXV4PfSOpSQkEx5+WMuXbxI7ogRMlF9Qy0tTVQ9ecKuPXvx8fUmIy2d5ORk\nXFxd5e+Szr/Tc+fOcf/hQ2bOmkWwIUyW7EgOyc3dg9zcEZw+c5qJEyZ2/517efsQGxPDzZvXycjI\neulYbBgSzqQJeXyyfiM/+uEPmD55Egf27eO9latkq75kt2Sib4NMJiPusmNmzxSFcaPHcPrMWWbP\nnj14CVxXUt/R3k5l5RelNw0NjQghCAoMIDw8jKFZ2QQFB6HT6bvj7TNFYcKEiWzasomwsFDnnhX5\nDVk6Oti+cxff+eY3CQ0Lp7W1mRs3brBh4yZ8fLzJzs4kJjoOoQjn+51qGuXlZRw6cpTs7KGsWvuB\nvGMkOTYhyBg6lPWffkJdbS0BQV3zkwiFMaNH88mn60hJSe3hbpZgxrRpnL9wgdNnz5E3bixenh7c\nKy4kPi1j0HdDkvqDTPRtjabJUXdeIzIqmpNnztDc1Ng5e3B/66qnb2lp6i69qaiswNhmwsVVT2iI\ngbCwMJKSEvH19UcI0W+tPUKnY8G8+azfsJFlS5fg5SP7aryWprL/wH6GZWcRGhYOioKnty8jR49l\n5MjR1NZUc+36dY4fP8WQIeEMzc4ixBDq+Am/pmEyGTl85CjtHR0sXb4CLx9f2YovOQWh6Jg5azb7\n933OimXLEV3HaL2LCyNyczh79ix5eRNeOnbr3dz5cPVq/s+v/o3hQ7OYPHECn23cTHRcPHp3D2vs\niiS9E5no26COjg5cntYVSi9TFMaOHsWZs+eYMWPG2ydsXa30mqpSV1fb3UpfVVWFxaLi5eXZ2bI+\nJJyc4cO+mMxqgG/hunt6MWfWTHbs2s3K5StQ9PJr2itN5crly7i6uJCenvnyZ6MoBIYYmDRpMpqm\nUV5WSv6Fi9TU1JKYGE9mRgY+vn4Ol/Q/7Wx7Pv8iEydNIi4xWSb4ktMJDA4hNCycwqKbpKdldH4H\nhEJ6RgaffPopw1uaemxMiUtMJDszg882beYrX/oSucOHcebkCSZMnS5LeCS7IzMIGyUcLPHobzEx\ncZw6c5bWlmY8n+nQ2quupN7c0cGTJ1XdSX1dXecMiAEB/oSFGkhLSWXihAno9V0XWlY6qBtCw8jK\nSOfQ4UPvdjHjyDSV8rJSim/fYvnS5a/+rBQFAUTGxBIZFY3FYubOndvsP3iQjg4z6amppKam4urm\nZt+/a02jvr6O/QcPYggNY82HX5KdbSXnJQR5Eyfxye9/R0J8Am5dLfJC0TF54gSOHjvOvLnzejh2\nCFYuX86Pf/pTHpQ8ICM9jc82bqa+5gn+IXKgDMm+yETf5sgZUvtEURgzaiRnz51j6tRpzydnXaU3\nRmNrV+lNJRUVlbS2tqHTKYQEBxMWFsroUSMJCAj84qLKllpqFIXMzGzKy/dy88YN0jMy7DsBHQDN\nTY0cPHSElSuWv9ldD0VBp7iSkpZBSkoaRmMbhYU32bR5Cx4e7mRnZxIXG4+i09nV71y1WDh79iwP\nSkuZOWs2wYZQ2YovOT29qxt5eZ1J/ayZM7u/E5FR0eRfuEhVZSWG8PCXtnP38uLD1av4t9/8lv/1\nF3/OjKlTOLB/H8tXrbWtc4UkvYZM9G2NzPP7LC4ugdNnztHW0kx7R0dXQl9BZVUV5g4Lbu6uhBlC\nCQsLJSszEy8vn84N7eUgrShMnz6D9Rs3EBISTEjoyycjZ/W08+3c2bNw9/R6+zdSFNw9vRieO5Lh\nw3NpaKjj2rXrnDp1ltBQA9lZmYSFD+nsh2GrSb/sbCtJr5SQkkrB1StUPH5M2JAhnQuFwtQpk/l8\n3z7eX/F+j636OTm57Dt4iINHjjBz2jQC/Py4ffM6SZnZg74PkvS2ZKJvczRktt83QqfDw9ON//HT\nnzF96hTCQg0kxMUzbuw4XFy6hie1l6S+FzoXFxbOn8fmLdt4f+UK3Dw8rR2S9Wkqe/ftJXf4sM5O\ntf1FUfALCCIvbwLjx+dR8fgxV69e5cDBw8THx5GVmYGff4DtJPyahtHYxuEjR+kwm1m2YiWe3j6y\nFV+SXiQEM2bOZvvWLaxZtaq7Y66ffwAhwcHcuVNMYnLay9spOj762tf48U//nPFjRjMxbzzrNmwi\nNiERF3ksluyETPRtjKZpMs/vK03F3c2dn/74/yIoxGD3SX1vvL19mTplEjt372Lpe0udu7VWU7l4\n4QJenp6kpqYPzGfeVc8fHhlJ+JAhqKrK/ft3OXzkKG1tRtJSU0hLS8Pdw8NqSb+mqhQW3ST/wiUm\nTZ5MbEKSTPAl6RV8/PxJSk7m0uVL5ObkdnfMzRufx/oNG4mPT+qxBNA/KIj5s2fyb7/5L/7ke99l\n1IhcTp04xuTpsxz2nCM5FvlXamPaTSZc5WRZfaKpKrW19Q6d5AOgKERFxRAdGcXp06e7OxY7HU2l\n9GEJ9x7cZ9KkyYPzmSsKil5PQlIKSxYvYdnS99DpFLbt2MHmLZspLryJpaN98D4TTaO+rpaNmzfx\npKaONR9+iVg5oo4kvZ4QjBw9lpuFRbS0NHcvdnN3JzMjnYsX80Ht6XssmDd3PmWPHlF0q5jUlGQq\nKyqofVI5eLFL0jtw4OzIPplMJtzd3eWJuw/Ky8uIjBhi7TAGh6IwcuQonjx5wr27d5wy2W9sqOfw\nkWMsnL/gpenrB4Wi4OruQfawHN5fsZKZ06dTW1vLp+s+Y8+ePZQ9fIBmsQzYZ2Mxmzl9+jR79u1n\n6vSZTJo6XY6oI0lvQNHrmTptGoeOHAGt69a5UBg2bDiFRbcwGtt63E7o9Xzvo4/451/9Gk3Tujvm\nahbzIEYvSW9HJvo2xmg04iZP3q+nqRQWFZOWmubYrfnPEDod8+bO5eSpMzTU11k7nEFlbjexY9du\n5s+dYxv9FBQFH78Axo7P44O1axmRk0tRUTF/+Phjjh07Sm11Vf8l/JpGWelDPlm3Di8fX1at/YDg\n0DDZGCBJbyEiOha93oWSkgfdyxS9nry8sZw4caKXVn2IjYsjPS2VzVu3ERgYSGhICEXXCnpdX5Js\nhXNkSHbEZDLi5ipLd15HUzUqKioJDQuzdiiDysXNnflz57Bz9x7M7SZrhzMoNNXC53v3MmpELkHB\nIdYO52WKgiE8nOnTZ/DB2rXEREdz8tRpPvnkU/LPnaW1ufHtkn5Nw9jWyp7PP+fSlQKWrXyfobkj\nnLuPhiS9KyGYOmMmR4+fwGL+okU+Pj6RuoZ66mpret5O0fGVL3+ZA4ePUFtbw/ixYzh/Pp/2Xu4C\nSJKtkIm+jTEZTbh7uFs7DJtXVVVBqCGkc9hDJxMYFMyoEbns3bfP8Ut4NJUL+fn4+/mRnJxq23dv\nFAWh0xEbn8jCBQtZsXwZnp4e7Nqzh42bNnLz+rXOi7M+fGaaqnLj5nXWb9xEemYmC99bJkfUkaR+\n4u7hyfDhOZw5c+a5Ep6pkydz+NjRXlvpXT08+aMP1/KP//wrXFxcGDdmNMePHJat+pJNs+GzpnMy\nGo24ucnSnVfSVAqLikhLs/HEb6AoCsnJqXh7eXH50iXHTfY1lZIH93lYVkpe3gT7+qwVBRc3dzKy\nhrJi2QrmzZlDc3Mz6zdsZOfOnZTcv9tzPX9XZ9sNmzZSU9cgO9tK0kAQgqzhwyl99Ij6Z8ogg0MM\neHp48vDhg143HTt2HJqmcj4/n6TEBOrr66iueDQIQUvS27GjM6dzkKU7fVNaWk5kZLS1w7AeRWHS\npMncunObR+Vl1o5mQDTU13Hs+EkWzJtvnc63/UVR8PT2ZdSYsaxZvZpxY8Zw//4D/vDxxxw+fJjq\nqgrQVCxmM6dOneLz/QeYPnM2E6dMk51tB4gQIkwI8TdCiCNCiCYhhCqEmNSH7fyFEFVd6y8djFil\ngSEUHTNmzuTAoUPPtepPmjiB4ydOdV6I90TR8f1vf4vf/O5jOjraOzvmHtiPZukYvOAl6Q3IRN/G\nmEwm3N1k6c6r1FQ/ISDA3ynLdp4ldDoWzl/AgYOHaW1usnY4/arDZOzufOvq7mHtcPqPohBkCGXy\n5Cl8sHYtSYkJnDufzz/+0z/xk5/9DB8/f95fs5YgQ6hsxR9YqcCPgHDgateyvsxg8gvAAzmzoUMI\nNoQRFBxCUXFhd7Lv6eVNQkIc117R0TY4xMCUyRP4ze/+gJ+fH1EREdy4clmW8Eg2SSb6NkaW7rxe\nUfEt0lJT7KuUY4B4eHkza8Z0duzaiWp2jKHeNNXC7j17GDdmFIFBwdYOZ2B01fNHxcQxb+48Pli1\nmoz0NLKH58jOtoPjAhCoaVoq8Mu+bCCEyAS+CfwtIK/CHIEQTJg0mXPnL9D+dHADoTByxEguX7lK\nR0d7z9spOlYsW86Nm4U8KClh7OhRXLx4EVNby+DFLkl9JDMlG2MyGnFzl4l+rzSV+/cfEBsbZ+1I\nbEZY+BDSUlI4cvSw/dfrayrnzp3FEBJCQkKyc1zMKQqBwcEIocj0cZBomtasaVr9G272/wFbgBMD\nEJJkJS5u7owbN55jx090t+rrXd0YNXJEZ2fdXlrpFb0L3/zaV/jnf/s1Qggm5o3n6KFDslVfsjlO\ncBa1L90TZkk9amyox9vbC53u5anKnZaiMHTocEzGdooKC+032ddU7t29w+PHFYwdO845kvwuQggU\nIVB7qwuWrEoIsRwYS2e5j7wcczBJaek0NDVRVfnFbLepaWmUPXpEU1NDr9tlZGQSFmpg7/4DxMXG\n0tLSTGX5w8EIWZL6zHnOpPZA0zCZTLjKzri9KirqnILcmZLAPlEUZs2axcXLl6mpfmLtaN5KXW0N\nJ0+dYf68efbd+fZtCEFgUCC1Nb2M4S1ZjRDCA/g74B80TZNZnCMSgpmzZnPg8GG0rhZ5oeiYPHEC\nR44e672VXtHxta/8Mbv27qO+vo4ZU6dw8OBB2TFXsikyW7Ixqqqic7Ykp680lbv37pOQkGjtSGyS\nzsWFhfPnsXvPXrubxKXDZGTnrj0sXDAPFyftjB5qMFD5uMLaYdgd0cm9L4+3/BE/BnTAX/dj2JKN\n8fUPID4hgYKrBd0lPEMiItE0jYrHvQ+f6evrz4K5s/n3//wt3t7exMfGUnDhgizhkWyGTPRtytNB\nHOSd4Z60tjTj4qrHxUXe8eiNj48fEyeMZ9v27XSY2rB0tGPpaEc1d6CaO9AsZjSLGVTLOzzUfn1o\nFjM7d+1kQt5Y/P0Drf0rtJrQEAOVVTLRfwuTgNa+PIQQyW/yxkKIWOBPgT/TNK21/0KWbI4QjB47\nnqvXrtPa2tWpVihMmTyJI8ePv2K4TYWZM2ZS39DIpSuXGT1yBFevFtDW4lgjoUn2SxY62xI5WNsr\nFRffIiUpSZbtvIqiEBsTx69+/RsqKqsINYQAoHW1UGk2+Dd2s6iQ4KAg3luy1Kk/2xBDCMdPner8\nkOTQmm+iEPhyH9d90yupXwDlwLGupB8grOvZ0LWsRNN6/mb98Ic/xM/P77llq1atYtWqVW8YhjQY\nFL2eKVOncujIERbMmw9C4OvnT3hYKLduFZGSltHjdjoXV77ypQ/511//B+mpqUyeOIHDB/Yzb7Fz\nH9OkTuvWrWPdunXPLWto6L3vR3+Tib7NscFMzBZoKrfu3GHRggXWjsTmdZg7yExPY+2aNXaRMJqM\nbWzess3aYVidXu+C2WyWif4b0jStEvj9AL19FJAI3OvhtX/pevYHGnva+Je//CU5OTkDFJo0EKJi\n4ym4coXS0odERceAUBg3dhzrPltPYmIyOheXHrdLSEwiJSmRv/rb/5f3ly3l6vVreHl6MXn23EHe\nA8nW9HRxf+nSJXJzcwfl58tLTZuiyTy/FyajEU3TcHekyZMGSFFRIWmpqaDoQCg2/3Bz98DLy5O6\nWtkR1c3NFWObrBCxIT8BFr/w+GnXa3/b9X/5gTkSIZg2cxZHjh3vHgXL1c2NodlZXLiQ/4qOuQor\nly/j7r0H3H9QQt7YsVy4dIn2luZBDF6SXiYTfRtiNptRZEfcHt2+fZvkxAR5G/R1VJXrNwvJzMy0\ndiR9JxSGDc3mSkHvM1E6BSEIDTFQVVX5+nWldyaE+IkQ4ifA0q5FHz6zDABN005pmrbj2Qdwquvl\n/K5ljjFTndTNw9OL7OyhnDt3rusOm8LQocO4dfsOba+4EPf1C+Cjr3+FqzduMHzoUJYuXsjePbud\n+7gmWZ3MmmxIS3Mz12/ceOWBxClpKsW3b5GSkmLtSGxeXW0Nnh4euNnZXAzR0bGUlpWjOvkJMTTU\nQGWF7JA7SH4B/BxYSee91D9+ZtnryHuvjkwIhubmcq+khIaGznnVhE7HVt+YqgAAIABJREFUhAnj\nOH78+Ctb9fPGT8DP15dtO3cRGxODl6cH1y/LUXgk65GJvg3xCwjko48+YsOmzdTX1dpmz0krMHd0\nYDK24+XlY+1QbJuqcvnKFYYNze4si7EjQhHEx8dx//5da4diVaGhoZ2JvvzuDzhN0xRN03QvPCua\npr3ytqqmaUe71t8yWLFKg08oOmbMnMmBQ4e6v4+xsfEU3rrFpYsXe91O5+LCvNmzqK6pIf/iJSZP\nnMCVggLqnsg7dZJ12Fc24OiEYEhUDIuWvMf2nbt49KhcnvCBu3fvkhAfJ8t2XkNVVcrKHxEdHWvt\nUN6cUBiancWVq1eduuXL19d3UEdjkCSpd4awIfj7B3L7zq3OBUJh8oQJ/Pq//gtLe3uv28UnJBEZ\nEcHlggJqa+uZP3sWu3fvwtJuGqTIJekLMnOyNULgHxTMytVrOHriJMW3ipw72ddUioqLSU2VZTuv\nc/fubeLj4xCKfY7Y4uPrh9lspq2txdqhWI0QCgKBpvYyZrckSYNHCCZOmcLpM+fo6ErShw0bRnZW\nJhs2bXhlCc+M6dPQ6/Xs2bcPb29vhmdnc+TAfqduyJCsQyb6Nsrd04uVq9ZQWHSL/Px8p032LWYz\nTU3N+PkFWDsU26aqFFy7ZpdlO92EQnZmFlevXrN2JFblH+BHfV2dtcOQJAlwdXNnzJixnDh5svM8\nrOj48ocfcC7/Ig/u3+01cffzCyAlKZGAAH+OHDtORnoabW2t3CsulMm+NKjsNCNwDjoXFxYtXUZT\nayv7DxxAc8KDQ8nDB8TGRMuynddoaWlCVVW8fXytHco7SU5O5tbtO857IhSCUIOByorH1o5EkiQA\nIUjJyKSmrp4nVVUAeHh4sWThAj5e91nvw+EqCmPHjqeuro6m5mbulzxg9ozpnDhxnJbG+kHcAcnZ\nyezJxglFx9QZswgxhLJl21bMHR3WDmnwaCqFhcWkytF2Xk1VuXr1GkOz7Lg1v4tOr8dgCOHxo0fW\nDsVqQkMMVFbKjnuSZDOEYOas2Rw4fLizwU1RyMubgJeXFzt27UKz9Fxqp3NxIW/8WNzd3Tl+4jRm\ns4XZM6aza+cONIsTncslq7LvrMBZCMHwkaMYNiyH9Rs30uokE3BoqkZtbR3BIQZrh2LTNE3jzt17\nJCUlWTuUdycUhg8byuWCK07bqm8INVBVVeW05XqSZIv8AgKJiY3l2vVroGnoXFyYNX06lVWVFFy5\n3OvxKiEhmda2VoYNzWTP/v0YDAbiYmI4e+KE0x7jpMElE317IQQJKalMmz6djZu3UFtd7fCJQHl5\nKRFDwq0dhs0rLyslPDzMYSZbM4SGUVtbh9nsnC1erq5utJtMDv/9liS7IgRjxuVx+UpB91w3aekZ\n+PsHcPHKFWprqnveTlGYMW0aNwuLCQoM5Or164zMzaGsrJRHJfcHcQckZyUTfXsiBGERUSxZuoxd\nn39OaelDx00GNJXComLSUtNkff6rqCqXCwrsuxPui4RCakoyRUWF1o7EalxdXWiXQ/FJkk3Rubgw\necoUDh85CpqG0OmYOmkS3l5e7Nm7D0svpbV+fgH/P3t3HhZVeuZ9/HtXsYuCrIIiuKCgqCjuO4iA\niPuuvWYm72QmyZt0Z7JOJ5PkTSfdSaY7nW0my8xk6W5txRVBFDcU9xX3HbXbBXEHZed5/yg0iGC0\n26KAuj/XxUX3qXOq7gNY9aunnnM/dAwNxd+vPUeOHef27TtMTEkmJyeH8nvFTXsSyum0kmTgRERo\n196POfMXsG3nLo6fONYqw76pMVy5cpUOITqi/yQVFeXcvVvc6qY3xcTEcOSYk3anECEoMJBrhbpC\nrlLNTXjX7twtLuFg/kEAOnYKw83NjbBOoeTmbm74OctiYfjw4ew/kE9i/Fiy1q3Dw8ODMaNGkJ2Z\n6ZzPc6rJaNBvodw9vZg1Zx5nzhawY8eOVteR59q1qwQHBSLSMnvCN5Vjx47Su1d06xnNr+Xh6Ym7\nmxt37jhnm8ng4CDbCrlKqeZFhKQJE9ixcxel9++BxUL82DFcLbxGcUkJFy4UNBjcXdzcGT5sCIeP\nHCWmVy/yduwgIjycdm29ObRvj4Z9ZTetKx04GaurK2lTp1FZU0P22rXUNHLlf4tjajh+4gTR0VE6\nbedJamo4euwEvXr1cnQlz59YiI3ty8GD+U75AhgcFGwL+q3w0zqlWjr/gEAmT5lCRmYmpqYGX18/\n/P38iIzsxubcrQ/n8NcXGdmTW3duExoSQtH1m1y6fIUxo0Zy+Mhhbl7TN/bKPjRFtXBisTI6fhwd\nO4WxdPmyh6v3tXQff3yJsLBwR5fRrN24XkS7dm1xc3d3dCl2ERHelfMXLmKcMOz6+vpy+7b22laq\nWRKhY+cIunTtxvbt20GEkSNHsnfvAeLHjGJNdnbDLTdrL8zdsHkTE5KTWL9xE1VV1aSlJJOZuZrq\n8tbx+q2aFw36rYEIfQfEMXDgYBYtXkJJ8V1HV/SZ3LheRPv2vjpt50lqajhw8CD9Y/u1umk7D4hF\niIjozPnz5xxdSpOT2t+pqWkln9Ip1dqIMHDIUK7duM758wV4eHgSHdWD6zduEBDgT35+wy03fX39\nCAnuwIXz5xk9agTrNmzAx8eHgf37s2FdtlN+gqnsq3UmBGckQpfIHqSkprJ0+Qqut+A+3CdOniI6\nqqdO23mCmppqLl+5SseOYY4uxX7EQmy/fhzMP+SUL37t2rXl7p07ji5DKdUIsViZOGkKuVvzKC4p\nJi5uEIePHGPwwIEcPX6i4ZabFgsjRoxg9959dOrYCTc3d06csr3mVVZWcOb4Uad8vlP2o0mqNREh\nsEMoM2bNZk1ODhcunG85Yd8YKivKOXH8KP/1hz8SGtrR0RU1a6dPnyIyshtiad2fevj4tqe8ooKy\nslJHl9K0RAgO0gtylWru3Dw8SU1LIyMzC0QYNnQwO3btIm1CCpnZ2Q223HRxc2fY0MFs3ZZHQvxY\ndu/dR3FxCUnjEti+fRslTtqEQNmHBv1WyNvHlznz5rNr7z6OHD3cfMO+MVSUl3Hs2BGWLl/GkqXL\nuFtyn6+9/jpLV6y0dTRQj6upIf/wYfr26dNqp+08JBZievXiyJHDjq6kyQUHBlGoLTaVavYCg0Po\n27cfGzdtIjKyJ1cLryFioX+/fmzevKnBEfoePaK4fuMGd+7cZkJyMplr1+Li4krK+PGszliFqXbO\nBQPV89fKU4LzcvPwZObsuVy4eIm8vLzm037TGMrLSjly5BDpy5aydPkK7pdVkDxhIvNfeoXBI0YR\nO3DwwxWAW/r1BvZQXHwHi8VCG++2ji6lSURFRXHi5Gmn+zg7KDiIwsLC5vtGXSllI0JMbH8qKqs4\ndeYU8aNHsyk3l5iYPpTcu2e7zqj+85fFwviEcWSszsSvfXu6hEewe+9egoIC6d61C9tzc53uOU/Z\nhwb9Vszi4kLq5MmIiwuZWVmOa79pDGWl9zl0KJ/F6UtYviqDiqoaUtMmM+/Flxk4dDjePr7w4OJb\nEUI6dSY1LY2ly1dw+9ZNDTsP1NSQn3+Ifn2dYDS/lourK/7+fk43jcXDw5PysjJA//aVavZESJqQ\nyp59B3B3d0dEuHr1MinJyeRuyWuw5WZ7P38OHznG2pwcBg8axPmLF7l27Tpx/ftz5cplLjlhIwL1\n/DlHUnBiYrEyYvRYunTtxpKl6ZQ31VxnYyi9f48DB/bz0ZIlrMrMosYIk6ZMY+6CFxkweChebdv9\nLdw/VrgQENSBKdOmszJjNdeLijTsA8YYzhWcp1vX7o4upemIhf6x/WwrUTrZCJeL1UpVA3N8lVLN\nj4ubG2mTJrM6ey2jRoxgU+4W3NzdSRwXT1b2msdbblosLJg7mxMnT3L58iUmpqSQnZNDdXUNE1OS\nWb9+PeX3ih1zMqrV0KDvDETo3S+WYcNH8NGSdIrv2qmThzHcKylm3769LFq8mNVrsnFxdWfqjJnM\nnreA2EGD8fRu23i4b6BuX/8AZsyaTdbatVy5ctnpw/7HH1+gU6dQLFaro0tpUh1CQrlWdJ3q6ipH\nl9J0RAgKCqToWqGjK1FKPSVfP3+GDh3Gth07CQkO5vSpk3TsFEZQYCAHD+5/bLAiKCiIPjG9ydmw\nEREYMngQG3Nz8fT0JH7MKLIyMhruya/UU9Kg7yxE6NylG6lpaSxbsZJrV688n9BsDCXFd9mzZzcL\nFy1izbocPDy9mT5rNrPmzqfPgDjcPb2ePtw3wNvHl1lz57Fhcy4XL15w3rBfU8OBg/n0j411mmk7\nD4mFnj0iOXnyhKMraVLBwUEUXnGuKUtKtWgiREb3wqttW7y9vdm5aw/VVdWMGD6S4ydPceN60SO7\nBwQGcLe4mJSk8azKzCKyeyQVFZWcO19A57Aw/Nr7kr93t9N9mqmeHydLC05OhIDgEGbOnsO6jZs4\nd+7spwvNxnD3zm127drJhwsXsW7DBrzb+jBz7jxmzplH79hY3Dw8P1O4r8+zjTez585j285dnDl7\n2inDfnl5GfdLS2nv5+/oUhyiT58YDh91rh7TwYHBXHWyaxOUavFEGJuQyOlzBYSGdGD//n1YrBYm\nTkgha+3aR1puenh4UV5WQYeQEHpHR7Nx00aSEhPZum0HpaVljBoxnGPHjnGj8IoDT0i1ZBr0nVCb\ndj7MmTef/fmHyD+U/3Sh2Rju3L7Fju3b+WDhQjZuzsW3vT+z589n+qy5RPfth6u7x3MN9/W5eXgy\na85cDuQf5tjxo04X9o8cOUzv6GjnG82v5enVBhcXF+7eve3oUppMe7/23Lx5w+n+1pVq6SwuLkye\nOo2PL1/h0OEjlJWW4uPbngGxsWzatPGRAQsRoaamhr79+lFZVcXZc2dIjI8na906RCykTUgmKyuT\nqrIyB56RaqmcMzEoXN09mD5zNleuXiN3S+7j7TeNAWO4deMG2/Ly+GDhQnK35hEQHMzcBS8wdeZs\nesb0wcXN3a7hvj4XN3emz5zNqdNnbRdnOksAqqnh+IlTREdHO7oSxxELsf36ku9EK+VaLFaMMZga\nnaOrVEvTpm07xiUmUl5RwZatWwHoHRPD/dJSCgrO2J7HLBbat/fl9u1bIBaSxiex/2A+7m7uBAYE\nkH/4EO3atWPQgAFsWJftNM996vnRoO/ELC4upKRNwt3Ti4zM1VRXVYEx3CgqYuvWrbz/4Yfk7dhB\nh44dmbvgBSZPn0lkdG+srm5NGu7rs7q6MmXGTC5fKWTnzp1OEfavFRbSvr0vrm5uji7FobpEdKPg\n/AWME/zOH2jb1puSYu28oVSLU3ttXP8BA9i9Z6+tVbRYSElOZsvW7Q9bbgYG+FNUdB2wvb5NTptI\nZnY2g+LiOHr8BLdu3SaqZw+qq6o4feyIhn31TDToOzsRho4YRWRkT97+2c/58/t/ZdfevYRFRDD/\nxZeYNG0G3XpGOzzc1ycWKxMmTeJeWVnDn0i0JjU1HDh4gAH9nfAi3HosVgthYR25ePG8o0tpGiIE\nBwU53RoCSrUaIgwdOYrQ0FAWpy8FU4ObhyeJ4+LJXJOFqa4mMDCQouvXHx7Stp0P8WNHk7U2m9Ta\nVXNragxJiQns2LGd4ts3HXhCqqVx7tSgbESI7tOXF195hRdffpXUyVOJ6N4Di4trswr39YnFyrik\nFKyubqzLyWl9Yb+2XenuPbtZvGwFIaEdHV2R44mF2H79OOhE03eCg4IoLNSgr1RLJRYrC156mRMn\nT3GqtnNYx05hBAcFceDAPgL8/SkqKgJT8+AAOodH0Cm0I8eOH6Nv7xi2bt+Gi4srE5KSWJ2xClOt\n62uop6NBX9mIEBYe0ezD/WNEGDkmHv/AQFZnZjpu9d/nwRhMTQ1FhYXkbd3KBwsXkp2zHs82bUlO\nGs/58+cdXWGz0N7Pn/ulpZSXO8eFacHBwbag70TTlZRqbdy92vClL32J7/7wR1RVVoBYGDF8JCdO\nnab0fimlpfWez8TC4CFDuFZ0HW9vL27cuMUnly4RGBhAz+7d2bZ5k9MMdqjPRoO+avlEGDhkGBFd\nurJ85QrbtQYthTHUVFdxvuAca9et4/0PP2TvgQOEhoUxd8ELzJg9lz4D4pg8bTq5W/N0lVQAsdA7\nOpqjR484upIm4enpRen9UkCDvlItWdfInrz80stszcsDY7C4uNS23FyHMTWPfSotFisTU1PJ276T\n4cOGsGHTZsrLK+gf24/CwkI+KTjroDNRLYkGfdU6iNCn/wBiYvqSvmwplRXljq6occZQVnqfI0cO\nsWzFchZ+tJiPL1+h/8CBvPDyq0yYNIWuPaIeuS7Cw9OLgQMHsW37Nh3ZBaKjozl+4pTTjGhZLZaW\n9QZWKfU4i4XUSZMpuXf/4XowPr7tiRsQy/kLF7lz+9Zjh7h5eJI2cQI56zcyYthQ1m3YiIiFiSnJ\nbNiwgbKSuw44EdWSaNBXrYcIPXvHMHjwUBanL6WstqOBw9W2Kr196ya7du1k4aJFrMrMoqKqhqSU\nVBa8/Aqj4scRFNIRsVobnjolQq++fSksus6NOhdtOStXNzd8fNpRdK3Q0aXYnwgBAQFcLyr6+/sq\npZo3EVImprF9xy7u3LkNYqFX7xhKy0pZm7OxwcELP/8AhgweyIlTJ/Fwd+f4yRN4eHiSMHY0WRkZ\nmGodBFCN06CvWhcRukT2YMzYsSxZuoz790ocU0ftfPtLH3/Mxk0b+esHH7Albxu+fv7MnDuP2fMW\nMGDwULx9fJ+6k45YrCQlp7Buw/rWd+HxsxIL/WP7cTA/3ylG9YODAym8ohfkKtUauLp7kDZ5ChmZ\nWbZP6sTC119/nZJ7Jdy710ArXbHQo2cUbdq0wde3HXv3HaC4uJiwTp0IDPDn4J7dTvE8qD4dDfqq\n9RGhU3gXkpKTWbJ0GXfvNNFKqsZQWVHOqVMnyMhczfsffsjJs2fpEd2LF15+hcnTZ9Kzd5/PtIKw\nr58/4RFdOHT4kNNP4Qnt2IkrVwupdoLRrODAYO28o1Qr4hcQyMCBg1iXk2ObwtPej7TUFDIyMzEN\nNZUQC2PHxnPu/Hli+8aQmZ2NMTBi2FBOnDhB0ZVPmv4kVIugQV+1TiIEh3Zi0pSpLF+5ipvXr9sn\nGBtDSfFd9u/fx+L0JaQvW86tO8WMHD2WF1/9HAnjk+kU3gWxujyfbkYiDBk2gvxDh7l//95nv78W\nTETo0aM7Z86cdnQpducf4M/160VO/+ZOqVZDhKiYPri4unHk6GEwhuAOIUR26862bXkNjtCLxcrk\ntEnsO3CQjqEh7Nq7B4vFStqEZNZkraGqrNQBJ6KaOw36qvUSwS8wiGkzZpKRlcW1a8+hRWHtlJxr\nV6+ydcsWPli4kHUbNuDm7sXkqdOZ9+LLDBkxivYBgbYpOXZoVWp1dSVh3DjWb9zo3MFPLPSJieHQ\nkda/UqTV6mJbDdiZf99KtTYijEtKJv/wUYquXQOxMCAujmtFRbZFARt4XvNs401KchIff3KJgoIL\nFBZeo23btgwdPIic7DWt/rlQPTsN+qrVa9fej5lz5rJ2/UYuXfrk2cOSMVRXVVJw7izZa9fy/ocf\ncuDQYTqFRzB3wQtMnzWXmP798Wjj3WRrEHQK74KLiyvnzxc0yeM1V22823Ku4AJ79uyhuqqyVQdh\nLy9P7pU0MH9XKdViWVxcmDxlKmvWraOivOxhS81Nm7dQ2khDiQ4hofTu1QvvNl6sXb+eqqpqekR2\nR4CTR5zjuiX19DToK6fQpm07Zs2Zy+ateRQUnPv7gbBeC8xFi5dw6WohcYOH8MLLr5I8MY0ukT0e\naYHZpERIGJ/k9L31y8vLEYuFG7dv89GSdBanL2Hv3j3cvnXzYbejVkGEoMBArly+7OhKlFLPWVsf\nX0aPHkNWdjampgZ3Ty+Sxo9jdVbj8/X7xcZitboQGODPhk2bACExYSy7d+/m7q0bTX0KqhlzcXQB\nSjUVD682zJ47j6VLFlNRWUHPHlF/C+m1gfDWrZucPHWKgoLzuLi50b1bd5InTKRN27ZP3R2nqXh4\nejFo0GC2bd/GmNFjWtaKxs+DMeSs38Ds2bOJ6N7j4ZuzgjNn2LptO7dv3yYoMJDu3boSHh6OS0tb\n9bkOU1PD2bPnuFdaTveoaEeXo5R6nkSI6B7JJ5c+Yd++fQwcOJCQ0I507hTGrl07GTp0GFjqvf6I\nheTkZBYuWoTFauFswVm6denGhKQkVmesYu6CF7G4ujnmfFSzokFfORVXdw9mzZnHimXpVFRUENM7\nhkufXOLk6VNcvnIVX19fekZFETdkGK5u7s07GIoQ3acPRxYd4XpREQFBQY6uqOkYw7lzZ7G6uBDR\nLdK2TQQPrzZE9+1HdJ++mJoaiq4Vcub0KXbv3YfFYqFLRDjdu3bDz9//4THNXU11NZlZWfSKiSFu\n8FBHl6OUsgcRRowew5JFCwkNDSG0YycGDxlC+tJ0Ol/6hNCwzo8dYnV1ZcrkNBanL2XT5q2EBIcQ\nEOBPr549ycvdyOiEpMffICino38ByulYXV2ZNmMWO3fv5b1f/5bTBQVEx/ThhZdfZdK0GfToFfOZ\nWmA2pb/11t/gVL31y8vL2LptO+OSkhtdYEysVoJCQhk+eizzXnyZaTNn4dPejx27d/PXDz4gK3sN\np0+ftK2i3Eyn+NRUV7NqdQadwyNsIb8F/E0qpT4dsViZNGUqORs2Unr/HmKxkpY6kZwNGylrpMta\n23Y+JCbEYzAPW27269uHG9dvcPHsaZ2vr+w/oi8iicC3gT6AJ3AO+CPwG2NMTb19hwM/BfoDd4HF\nwHeMMc7dR1A9dxYXF/7h//wTIoLYqTtOU/H18yeiSxfyD+UT2y+2RZ/LUzGG9Rs2Mnr0GNw8PJ/u\nGBHcPDzp2bsPPXvFYGpquHnjOqdPnWTf/hVgDOGdO9O9WzcCAgMREYf/HKurqli+cgXR0b3p7Qy/\nV6UUnm28GZ+UxKrVq5k9cxaeXl4kxI8hc00W06dOt62eXpdYCI/oQp/evdl/8CAH8/PpHxtLanIS\ni5YsZXaHDni29XHMyahmwa4j+iKSAqwDAoE3gdexBf33gHfq7RsLbAA8gNewvRn4P8ASe9aonJfF\n6oJYrC0/QIkwdPhIDh0+4hS99QsKziEWC10ie3y6O6gd7fcPCmboyNHMfeElZsyZS2CHDuw7eJD3\nP/yQ1VmZnDhxjPKyUoeM9ldVVrJ0+TL69OmnIV8pJxMaFk637pHk5eUBQljncDoEd2Dfvj0Nj9CL\nhSFDhxIcFERuXh43b97A3cOTxISxZK3OwDjBooKqcfaeuvMiUA6MNsa8Z4z5gzFmGrAFeKXevj8G\nbgBjjTG/N8Z8F/gSkCIi4+1cp1ItmsXFhXGJieRs2NBsp6E8DxXlZWzJ20ZicsrzC78iuLp70D2q\nFylpk3nxlc8xYtQYiu+VsnJ1Jh8uXMS2vDwKr1yxTY+y88+3oryMJUvTiYsbRM/eMRrylXI2IsQN\nHsKNW7dsXeIQhg8fztmCAgqvXmn4EIuVSWlpeLi7k758JTXV1XQMDaVDUBD7d+3UKTxOzN5BvxRb\n0L9Tb/tV4GGDWBFpByQC7xtjSurs9xegBJht5zqVavE6do7Azc2j9fbWrztlx93DPo8hAhYL7QMC\nGTRsBLPnLWD2/PmEdAoj/8hRPli4kJUZqzh27Ahlpfefe+gvLytlydJlDBs2gm49ozTkK+WkxGIl\nddJktm7bTnHx3dr5+qlkr8uhopEVcN08PJk9cwY3bt5kU24uIAwfOoTTp09x7fLHTXsCqtmwd9D/\nVe1j/E5EokQkXES+AEwDflJnvz7YrhfYW/dgY0wlcBDbnH2l1JOIkDB+fG1v/QpHV/PcnT9fgAHb\nlJ2mCsAiuLi507VHT5JSJ/LCK68yNiGR0vJKMrLW8MGHC9myJZfLn1z6zKP9ZaX3WbJ0GaPHjCGi\ne6SGfKWcnJuHJ6lpaaxanUl1VRVtvNsyZvRI1mRnNzpC7xcQyIypU9iYu4WPP/nY9gZhQgrZa7Kp\nbGQBLtW62TXoG2PygQRgEnAMKMAW/r9sjPlVnV1Dar839JnUVSDUnnUq1Vq4e3gyePAQ8rZta1VT\neCrKy8jdmvd8p+w8KxEQCz5+/sQNGcasufOZ+8ILhHfpxvFTp/hg4UKWr1zB4cP53L9X8kwLdt2/\nV8KSpctIGDeOsIiuGvLtTEQ6iMhbIrJJRIpFpEZExjxhfzcR+Y6InBCRUhG5KiKrRaRjU9atnE9A\nUAdiY/uzYeNGQIjo0hVfXx8OHtzf6Hz9HlFRjB4xjP/9y/uUl5Xi7e3N8KGDycnO0ik8Tuipg77Y\neDzNV51jooBM4GPgJWxTcDKAX4vIlDp3/6B1RnkDD11W53al1JOIEBUTw7XrN7heVOToap4PY9iw\ncROjRo3G/Wm77DQFEayuboR368645BReeOVVEpNSqK4R1qzL4f0PP2Rz7mY+uXiRmuqqRkN/SfFd\n0pctJyk5mdCwcA35TSMK+Aa2QaZDtdsa/AWJiCu217HvAFnAP2PrDlcCtLN7pcq5idC7Xyw1Bo6f\nOAYIo0aO5vjJUxRdK2zkGAvjxyfh5+fLh4uXAEL3bt1wsVo5fuiAhn0n8ywj+mOwzav/u18i8qAd\nxs+BKmwX2L5vjEk3xkwH8oDfiDxcavTBhDP3Bh7Xgzrz+ZVSTyYWK8kpE1pNb/3z5wuorqmha4+e\nzTcE1472t/VtT+ygwcyYPZf5L75Etx49OV1QwMKPFrN0+TLy8w9SUnz34Wj/3Tu3Wbp8BalpaQSH\ndmq+59f67AX8jDFRwLt/Z9/XgNHYXsdeN8b8yRjzjjFmrjHmuN0rVUqE8SkT2Hcgn5s3bmBxcSEt\ndQJr1q6jsryswUMsLq78wyuvcvTYcfK2bwOEcfFjeee9X3HySH7T1q8c6ln66B/n8U45jXkwBWck\nkGGMqR/UM4D/ACKwtdt8sH8IjwsBLj/pwV577TV8fB7tEztv3jxcPxTdAAAgAElEQVTmzZv3lOUq\n1br4tPejS9euLb63/oMpO3MXvNCyzkEEi4srYRFdCQvvAhjuFRdz9vRpcjZu5F7JPdp6e3Pp8mXm\nzl+AX0Bgk5/fwoULWbhw4SPb7typ3zehdarX9KFRtYNRXwGWGWP2iogL4NbAa5pSdmV1dWXS5Cms\nXL6MeXNm07adDyOGD2XtunWkTUxrcAVcT++2TJ86ide/+W8s/uv/0jmsM996/av89N33ePedn+Pl\n6++AM1FNTYwd5/GKSAmwyhgzv972bwBvAVHGmFMi4gMUAe8aY75ZZz83bC03FxljPt/A/Q8A9u3b\nt48BAwbY7TyUaolqqqr44C9/Ysa0qXi18XZ0Oc/OGLLXriWyR8/W1YHGGExNNSdPnMCrTRs6R3Rx\ndEUP7d+/n7i4OIA4Y8x+R9fTFERkJrbFGccaY7bUuy0G29SeN7ANTL0MuAKHga8YYzY3cp/62qSe\nP2M4e/IER48eZnLaJMCwYcN6goOCiInp22DYp6aalatW8d9/+jP/9atfEBoSwuYteWTnrOcnb72N\nuLo1+Wmopn2utXfXnQNAkoj4PdggIlZsc/XvAmcBjDF3gPXACyJSN5G8CLRBF81S6pm19N76Fy6c\np7KqqnWFfKhdsMuFqN4xzSrkqwZF1n5/MH3n88Cr2KaUZotIH0cVppyQCN16RtHOx5cDBw8AQvzY\nBPIPH+HmjesNH2OxMmXSZEaOGM4P3nybk6dOM3b0SLpEhPOH//pPqK5u0lNQTc/eQf9NoD2wS0S+\nLiJfBrYCA4C3jTF1/8L+DfADckXkCyLyI2wdetYaY9bZuU6lWqXQsHDc3DxqF11pOSorytm8ZSvj\nUya0rpCvnrtP0yjiGXjX+T7OGPMXY8yfsa37Itgu6FWq6YgwemwCJ0+f4erVKw/n62dmZ1NV0Uhb\nZauV1778f7lz9y4ZWWvYsWs3n3/1Zc6dP8/mnMZbdarWwd7tNbOBVGxz8P8d+BngBfyTMeYn9fY9\ngO3JsxR4B/hH4I/ATHvWqFSrVttbf0vetpbTW7+2y86IESPx8PRydDWq+fs0jSKe1oNGEduMMZce\nbDTGfIytqcTwz1a6Us/O4uLC5ClTWZuznrLS+/j4tmfwwIHk5OQ0GtpdPTz47XvvUnDhImfOnmPN\nuhy+8/XXWZS+lIKTx5r4DFRTepaLcT8VY8xaYO1T7rsN2wW8Sqnn5EFv/a15ecSPjW/2I+QXL16g\nsqqK7lHRzb5W1Sw8S6OIq8943w8aQTTUx7AIiH3SwdooQtmLl3dbxiUmsjorixnTptMzKoqC8+c5\nceIYUVG9Gpyv7+cfwP/95y/wh//9E0nj4slam8NX/uUL/PSdd/nZ22/j7RfggDNp/Rzd+MDuQV8p\n5WC1vfWPHD3C9aIiAoKCHF1RoyorytmUu4U58xdoyFdPxRhTCPzFTnd/GKgEGloYKxRb2G/Uu+++\nqxfjKvsQoVN4F8IuXWLHjh0MHz6c8Ynj+XDRQjp06IBvQ6HdYqFnVDQpSYns3LWH5PEJ7Nm3n5TE\nBH7y1k/44f/7EVb3ZrRWSSvR0Jv7Ohfj2p295+grpZoBsVhJSk5p3r31jWHjps0MHz5Cp+yoZsEY\nU4xtkawRItLzwXYRicY2bSfHUbUphQiDhw3natE1Ll68gNXFhYkTUlidtYbqysqGj7FYGJeQSJeI\nCHbs2sOQQQO5c7eYtm28+e/f/14vzm2FNOgr5SR82vvRtVs3DuYfbJZdeD7++CLlFRVERvfS0Xxl\ndyLyhoi8Acyo3fRSnW11fQfbXP2NIvJNEfkWsAG4Dvy46SpW6nFisTJx0hQ25W6hpKQYP/8A+vfr\nx6ZNGxudry9WK9OnTcXT05MteduJHz2azp3D2Lv/ABuyM/Xi3FZGg75SzkKEwUOHc+ToMe7de6r1\ngppMZUU5GzfnkjQhVUO+aio/BH4AzAEM8Lk62x6qXf12DHAUWz/9bwM7gRHGmCso5WDunl5MmDiR\njMxMamoMvWNiKK+o4MyZk42Gds823qRNmICrqyvrN21ifEI8iQlj+M3v/8DpI/ka9lsRDfpKOZFm\n2VvfGDZtzmXYsOE6ZUc1GWOMxRhjrffdYoyxNrDvAWNMkjGmrTHGxxgz3Rhz1hF1K9WQoA6h9OoV\nw+bczYCQNH4823fspri48Ys+Q0I70q9vDIGBgWStXUfSuARmTZvKP/zLl7hd1ND156ol0qCvlJMJ\nDQvHw8OLc+eaR075+OOLlJaV0aNXbx3NV0qpT0OEfnEDKS0r59Tpk7i6uZM6IZmMzCxqqqoaPsZi\noX9/2wWhvaOjWbk6i0mpKXz9K1/ih2/+iIqS4iY8AWUvGvSVcjYixCcmsnXbdof31tcpO0op9ZyI\nkJw6kV179nH79i0CAoPoHR3Nli25jU/FsVhISU7h+MlTjBg2nGWrVjMufiyjhg/jzTd/RE1FedOe\ng3ruNOgr5YTcPTwZMmQoW/PyHDeFxxg2525h6NBheHq1cUwNSinViri4uZM2aTIZmVlUVVXTLzaW\nO3fvUlBwptGw7+LmxqS0VHbs3sW4MWNZujKDCUnjCQ0N4Te/+gVUN/KJgGoRNOgr5Yxqe+tfv3mL\nomvXHFLCJ598zL379+nZO0ZH85VS6jlp7x/AkCFDWZeTAwgTUlLYsnU79+41PhXH19ePYUMGsT//\nIAljxpC+YhWvvDCfO3eKWfT+X7XtZgumQV8pZyWWR3vrG/P4l51UVVawYdNmklMnashXSqnnSYQe\nvXrj7uHJocOHcHP3ICV5PBmZmZjGArvFQvfuPWnr7U3htUJGjbBN43n9/36R/QcPsn7Nau3E00Lp\nyrhKOTGf9n54eXvzq9/+J4EBfraNtfnearXi4uqCi4uL7b9dXHB5+N0Fq0vtf9fZbq1z+8P/r72P\nB19Wq5VNm3N1yo5SStmLCPGJ41n04fuEBHcguEMIkd26s21bHiNHjgJLA+O8FgtjxoxlcfpiOgR3\nYPCgQWSsyeY7X3+d7//4Ldq1a8fgkWMaPlY1Wxr0lXJmIkybMavO6L3tuzGG6upqqiorbd+rqh5+\nVVfX/ndlnf+vrKa0vJKq6tLabXWOqaxzTHU15WVlFF2/wfjUNB3NV0opO7G4uDB5ylSWLlnM3Nmz\nGBAXx/Lly7l48TydO0c0GNjFamVy2iQWL0ln9qyZxPbrx4bNW3j9y1/kF7/+T9q0aUPv/gM17Lcg\nGvSVcnYijwVuAduovJv7832sutOBNOQrpZRdebfzYWx8PJlr1jBtylQmpqay6KPFzJoZiJd32waP\n8WzjTVLiOFatzmD2zFlUVVWz/+AhXpw/lw8WfcTn3N3p3quPhv0WQn9LSqmm8+BNhYZ8pZSyPxHC\nu3YnuEMIu3fvxt3Dk/GJCazOesJ8fWyLaUV27Ubullx69+pNREQEly5fYfTI4SxZtozzp07onP0W\nQoO+UkoppVRrJcLwUaPZmLuFw0cOEdqxE+Fhndm1a+cT++sPiBtIcXEJZ86cIrZfLMHBwZgaQ+dO\nnVi1ejWXCs5q2G8BNOgrpZRSSrViYrHyjW99mzPnCjhw8CCDhwzh40ufcOmTjxs/yGJhQkoKO3bt\n5vbtmwwaPJh2Pj74+7XHy9ODzKwsCj+5oGG/mdOgr5RSSinVylldXZk6YxZXC4vYuXMXaamp5GzY\nSNn9e40e4+LmTtqECbYFuCoqGDFyJB5ebQgJ6YDFamF1ZibXr17WsN+MadBXSimllHICYrGSkpZG\neVUV23fuIiF+DJlrsp44X7+9nz9DBw8ie+1aMIYxY8bg5uZOe19fvDw9WJ2xiltFhU14FupZaNBX\nSimllHISYrEydtx4vNv5cPjocYICAtm3b88T5+tHRvakjZcXB/bvR4DE8ePx9PSkvLyCkA4dWLVy\nJcU3rzfpeaino0FfKaWUUsqZiDBk+Eg6hXXm2vUbnD5zlqtXLje+f+1iWidPn+LK5UuIWJiQmoqv\nb3tOnjpNr+ieLEtP597tm013DuqpaNBXSimllHI2IvSLG0hMn76UV1aRuSabirLSRne3uLgwOW0S\n63I2UHqvBBELkydPJiQkhE25Wxk8cABL05dQVnK3CU9C/T0a9JVSSimlnJEIPXvHEB8fz92SYlas\nWvXEC2u9vNsyflwCq1ZnYGqqsVitTJ8+neDgQDKyshk5fCjpiz+i4gkX+KqmpUFfKaWUUspZiRDe\nLZK5c+dzMP8w27blPTHsh3bsRPeuXdmyJRdMDVYXFxbMX4C3dxuystcyctgQ0hcvorL0fhOehGqM\nBn2llFJKKWcmQkhYZ1577TX+/OFC9u7d2/i+FgsDBgzkzp27nDl9CkwNLq5u/OM//AN3i++xfddu\nhgyMY1n6YqrLy5vuHFSDNOgrpZRSSjk7EQJDO/K1177Gqqwsbt9q/MJasVqZkJLC9h27Hu7n5u7B\n1177Kgfzj3Dh4kX6xfRmxbIl1FRWNNUZqAZo0FdKKaWUUgD0jInh9a/9KyszVnP3zu1G93N192DS\nxNTaxbRsI/fuHp78+xvfIX35SsrLy+nRrRsZy5dhqiubqnxVjwZ9pZRSSin1kK+fP5OmTGX5ylWU\nFDfeRae9nz9DBg2sXUzLNq+/Tdt2fP+7b/D2O+8RGtKBsI6hrFm1SsO+g2jQV0oppZRSfyOCX0Ag\nqWlpLFuxkvv3Shrez2KhR48ovDw9OXjgwMOwH9QhhN/99teszl5LRHhn/Nr7sn7NmieuwKvsQ4O+\nUkoppZR6lAiBwSEkJSezdPkKyhrromOxMHZsPCdOnXxk0a227XyYNnUqGWuy6dG9G+5urmzdlPPE\njj7q+dOgr5RSSimlHidCh45hjEtMJH3ZcsobWVDrwWJaa9etp7TO6H87H1+mTpnCqqxsYnpFU1FW\nzs6tuRr2m5AGfaWUUkop1TARQsPCGTN2LEuXr6CyouGWmV5ebUhMiCcjczWm5m9TdHx82zNt6hQy\n1mQT1z+WWzdvsm/ndg37TUSDvlJKKaWUapwIYRFdGT58BEuXL6eqsoELay0WOnYKo2tEBFu3bnk4\nXx9sYX/KpEmsylrDsCEDuXTpEw7v36Nhvwlo0FdKKaWUUk8mQkT3SAYOHMyyFcuprqp6fB+Lhbi4\nQdy6dZuzZ04/EvZ9/fyZnJbGitVrGD1iGKdOneLE4YMa9u1Mg75SSimllPr7ROgeFU2/fv1ZsWol\nNQ100RGrldQJE9i2fSd3bt965Lb2/v5MTpvIysw1jBs7mkOHDnH2xDEN+3akQV8ppZRSSj0dEXr2\njiEqqherVmc0GPZd3T1IS53AqtWZVFXUXRlX8AsIIC01lZWZa0gaF8/u3bu5cOaUhn070aCvlFJK\nKaWengi9+8XSpUs3MrOyMA2EdD//AAYPjGPturWPTOEBwT8wkIkTJrAycw3JifFszdvKpfPnNOzb\ngQZ9pZRSSin1bEToFzeQ0E6dyF679vGwb7HQs2c0Hu7u5B88+FjYDwgKIjUlhYw1a5kwfhwbNm6g\n8JMLGvafMw36SimllFLq2YkQN3gofgEBrN+wocGwHx+fwLETJyi8eqX+wQQGBzMhOZnMtTmkJiWS\nnZ3NjcIrGvafIw36SimllFLq0xFhyPCReLZpw+bczWDMIzfbFtOaSPbaHMru36t/MEEdOpA8fjxZ\n69YzISmR1RkZ3L5R1GTlt3Ya9JVSSiml1Kcnwsgx8YjVhby8vMfCfps2bRkXP/axxbRqDyY4JISk\nxPGs3bCJpHHxrFy+nOKb15uu/lZMg75SSimllPpsRBiTkEhpeQU7d+58NOxbLHQK60xE587k5W2t\nN18fQOgQGkJiwjjWb8olMX4sy9LTuX/3dpOeQmukQV8ppZRSSn1mYrGQmJLC7bvF7N2797GwP3Dg\nYG7cuMm5s2caDPshHUMZl5DAxtwtjB09kvTFH1FWcrdJz6G10aCvlFJKKaWeC7FYSZ44kavXrpF/\nKP+RsC9WKxNTU8nbtuOxxbRq9yC0U0cS4uPZum0HI4cNZemSxVQ8NrdfPS0N+koppZRS6rkRi5WJ\nU6ZScP4CR44efiTsu7p7MHFCSgOLaT08mo5hnRgzejQ7du1hUFx/li75iKqy0qY7gVZEg75SSiml\nlHquxGJl8rQZnDx9lhMnjz8S9v0DAhkUN4B1OesamMIDIISFd2bUyJHs2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Xsf8ENsbXq7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\n", "text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### First step of the simulation" ] }, { "cell_type": "code", "collapsed": false, "input": [ "lj.apoptosis_step(eptm, a_cell, **apopto_kwargs)\n", "\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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iCEeR3Wc57B0K+6B/7uxZ8nJyiI9PtLqU+xYT4yQ3J5tLgV5hIcTEGW1CrmHY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lAAAg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"text": [ "" ] } ], "prompt_number": 8 }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's do the above repeatidly" ] }, { "cell_type": "code", "collapsed": false, "input": [ "steps = 1\n", "for sub_sequence in apopto_sequence:\n", " for a_cell in sub_sequence:\n", " lj.apoptosis_step(eptm, a_cell, **apopto_kwargs)\n", " steps += 1\n", "print('We did %i steps' % steps)\n", "#new_jv = remove_cell(eptm, prev_first)\n", "ax_zs, ax_xy = show_apopto_surroundings(eptm, a_cell)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "We did 11 steps\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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rsYLsrEzqGy4SERlFWFgY5aVz2L17j+vK2kIIMQEJ+kJ4mHY42Lv3ACtWrPDN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"text": [ "" ] } ], "prompt_number": 9 }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.graph.save(os.path.join(eptm.paths['xml'], 'before_elimination.xml'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "lj.post_apoptosis(eptm, a_cell, fold_cells, **post_kwargs)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stderr", "text": [ "2015-02-16 13:42:19,829 -leg_joint.epithelium -remove_cell -- INFO -new vertex 5123\n" ] }, { "ename": "TypeError", "evalue": "No registered converter was able to extract a C++ reference to type graph_tool::PythonVertex from this Python object of type NoneType", "output_type": "pyerr", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[1;31mTypeError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in 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\u001b[1;33m=\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 512\u001b[0m \u001b[0mstore\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mpaths\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'hdf'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 513\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/guillaume/Python/leg-joint/leg_joint/graph_representation.py\u001b[0m in \u001b[0;36mnew_func\u001b[1;34m(eptm, *args, **kwargs)\u001b[0m\n\u001b[0;32m 56\u001b[0m \u001b[1;32mdef\u001b[0m \u001b[0mpng_snapshot\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mfunc\u001b[0m\u001b[1;33m,\u001b[0m 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\u001b[0msource_edge\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 224\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0many_edge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvertex0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvertex1\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 225\u001b[1;33m \u001b[0mnew_edge\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgraph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0madd_edge\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvertex0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mvertex1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 226\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mprop\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mgraph\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0medge_properties\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 227\u001b[0m \u001b[0mprop\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mnew_edge\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mprop\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0msource_edge\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m/home/guillaume/anaconda/envs/python3/lib/python3.4/site-packages/graph_tool/__init__.py\u001b[0m in \u001b[0;36madd_edge\u001b[1;34m(self, source, target)\u001b[0m\n\u001b[0;32m 1481\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__check_perms\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"add_edge\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1482\u001b[0m e = libcore.add_edge(weakref.ref(self), self.vertex(int(source)),\n\u001b[1;32m-> 1483\u001b[1;33m self.vertex(int(target)))\n\u001b[0m\u001b[0;32m 1484\u001b[0m \u001b[0mefilt\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_edge_filter\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1485\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mefilt\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mTypeError\u001b[0m: No registered converter was able to extract a C++ reference to type graph_tool::PythonVertex from this Python object of type NoneType" ] } ], "prompt_number": 10 }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.graph.save(os.path.join(eptm.paths['xml'], 'after_elimination.xml'))" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 45 }, { "cell_type": "code", "collapsed": false, "input": [ "lj.running_local_optimum(eptm, tol=1e-3)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 15 }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.set_local_mask(None)\n", "for neighbour in neighbours:\n", " eptm.set_local_mask(neighbour, wider=True)" ], "language": "python", "metadata": {}, "outputs": [], "prompt_number": 34 }, { "cell_type": "code", "collapsed": false, "input": [ "eptm.graph.set_edge_filter(eptm.is_local_edge)\n", "eptm.update_rhotheta()\n", "depth = eptm.dzeds.copy()\n", " \n", "for edge in eptm.graph.edges():\n", " depth[edge] = (eptm.rhos[edge.source()]\n", " + eptm.rhos[edge.target()]) / 2.\n", "depth.a -= depth.fa.min()\n", "eptm.graph.set_edge_filter(None)\n", "\n", "axes = lj.plot_2pannels(eptm, \n", " cell_kwargs={'c_text':False},\n", " edge_kwargs={'edge_color':depth, 'alpha':0.8})" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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RXNyzpxmezPokSAmgqg7I/g8/ZMXYscR/8w3tx4zh4R9/ZNi8ebiFhABVw019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DAAAg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