{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"id": "f07fa1f2-187e-4ce0-af95-31d6120977fe",
"metadata": {
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [],
"source": [
"from mimic.utilities.utilities import *\n",
"\n",
"from mimic.model_infer import *\n",
"from mimic.model_simulate import *\n",
"import random, pickle\n",
"import pandas as pd\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"from scipy.integrate import odeint\n",
"\n",
"set_all_seeds(1234)"
]
},
{
"cell_type": "markdown",
"id": "82eb9f01",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"## Simulate some time course data and perform ridge regression as in Stein et al. 2013\n",
"We have coded up the Stein model and ridge regression without the perturbation term (Ridge1) and with a single perturbation (Ridge 2).
\n",
"Ridge regression is designed to cause shrinkage to prevent overfitting but it isn't used for variable selection. "
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "4aadbc00",
"metadata": {},
"outputs": [],
"source": [
"# read in pickled simulated parameters, mu, M, epsilon\n",
"num_species = 5\n",
"with open(\"params-s5.pkl\", \"rb\") as f:\n",
" params = pickle.load(f)\n",
"M = params[\"M\"]\n",
"mu = params[\"mu\"]\n",
"epsilon = params[\"epsilon\"]"
]
},
{
"cell_type": "markdown",
"id": "fbc11bbc",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Single time course"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "3e0845a5",
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
},
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"n: 495, p: 30\n",
"minimum found: a0/a1/error: 0.06951927961775606 0.0003359818286283781 0.09243838333584196\n",
"unconstrained error : 0.09410680457755412\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [3.3157941477475106, 1.1358652199555763, 6.5906612581158015, 0.4486792830393824, 11.931612813620859], 'M': [[-0.2862510713026154, -0.1257991141542263, 0.08113516895856066, 0.08414040068359796, -0.03807194760576493], [-0.1056043834481386, -0.15602118339936055, 0.0629172250459078, 0.087503680644339, 0.004720183949899592], [0.16670352015194823, 0.06585148661527107, -0.5615754403693245, -0.045481327732655785, -0.23483611594052078], [0.05981786866709626, 0.04728063227894097, -0.0221558627691536, -0.04024500513830276, -0.017414462757074034], [-0.30534309593324593, -0.16854017733096782, -0.3109269559792125, 0.11255925665980726, -0.6402447766111194]], 'epsilon': array([], shape=(5, 0), dtype=float64)}\n",
"mu_hat/mu:\n",
"[ 3.31579415 1.13586522 6.59066126 0.44867928 11.93161281]\n",
"[1.27853844 0.55683415 2.06752757 0.86387608 0.70448068]\n",
"\n",
"M_hat/M:\n",
"[[-0.29 -0.13 0.08 0.08 -0.04]\n",
" [-0.11 -0.16 0.06 0.09 0. ]\n",
" [ 0.17 0.07 -0.56 -0.05 -0.23]\n",
" [ 0.06 0.05 -0.02 -0.04 -0.02]\n",
" [-0.31 -0.17 -0.31 0.11 -0.64]]\n",
"\n",
" [[-0.05 0. -0.025 0. 0. ]\n",
" [ 0. -0.1 0. 0.05 0. ]\n",
" [ 0. 0. -0.15 0. 0. ]\n",
" [ 0. 0. 0. -0.01 0. ]\n",
" [ 0.02 0. 0. 0. -0.2 ]]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# In this example n >> p and it it is basically same as standard regression\n",
"# We have to be careful as most of these gLV models are very weakly identifiable\n",
"\n",
"# read in data\n",
"data = pd.read_csv(\"data-s5-r1.csv\")\n",
"yobs = data.iloc[:, 1:num_species + 1].values\n",
"times = data.iloc[:, 0].values\n",
"init_species = data.iloc[0, 1:num_species + 1].values\n",
"\n",
"# linearise\n",
"X, F = linearize_time_course_16S(yobs, times)\n",
"print(f\"n: {num_species * F.shape[0]}, p: {num_species + num_species ** 2}\")\n",
"\n",
"# get the best lambda/alpha values on a grid via cross validation\n",
"a0, a1 = fit_alpha_Ridge1(X, F, num_species=num_species, n_a0=20, n_a1=20)\n",
"\n",
"# do final fit\n",
"mu_h, M_h = do_final_fit_Ridge1(X, F, num_species, a0, a1)\n",
"\n",
"predictor = sim_gLV(num_species=num_species,\n",
" M=M_h,\n",
" mu=mu_h)\n",
"yobs_h, _, _, _, _ = predictor.simulate(times=times, init_species=init_species)\n",
"\n",
"# plot comparison of simulated and predicted timeseries\n",
"plot_fit_gLV(yobs, yobs_h, times)\n",
"\n",
"# compare fitted with simulated parameters\n",
"compare_params(mu=(mu, mu_h), M=(M, M_h))"
]
},
{
"cell_type": "markdown",
"id": "6629acb1",
"metadata": {
"pycharm": {
"name": "#%% md\n"
}
},
"source": [
"### Multiple time course"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "53a721ad",
"metadata": {
"collapsed": false,
"jupyter": {
"outputs_hidden": false
},
"pycharm": {
"name": "#%%\n"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(3, 100, 5)\n",
"[28.88248428 46.93130458 16.82105576 38.67933238 44.87209099]\n",
"minimum found: a0/a1/error: 14.38449888287663 0.0003359818286283781 0.09087441492461755\n",
"unconstrained error : 0.0936265529922547\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.3076182447128843, 0.7007870846514805, 1.7323181185493013, 0.939152846366909, 0.9463731954681975], 'M': [[-0.0528074534677343, 0.001594857905254321, -0.023725635373657683, -0.0009517313144397077, 0.001830545423415042], [-0.0013618603770018112, -0.0891706551444027, -0.010231789595595675, 0.04381396766772916, 0.005217705861086053], [-0.0017353530629105052, 0.0014706768672481108, -0.12421732070904623, -0.0006263765828428136, -0.0008487509975821927], [-0.0016746411786483506, 0.00014241803611425574, -0.004432583920997324, -0.009960264949600228, 0.0010646583798767928], [-0.0007870513610939156, 0.007022121413914562, -0.022713024253004477, -0.0021456346113835068, -0.14330117795700836]], 'epsilon': array([], shape=(5, 0), dtype=float64)}\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.3076182447128843, 0.7007870846514805, 1.7323181185493013, 0.939152846366909, 0.9463731954681975], 'M': [[-0.0528074534677343, 0.001594857905254321, -0.023725635373657683, -0.0009517313144397077, 0.001830545423415042], [-0.0013618603770018112, -0.0891706551444027, -0.010231789595595675, 0.04381396766772916, 0.005217705861086053], [-0.0017353530629105052, 0.0014706768672481108, -0.12421732070904623, -0.0006263765828428136, -0.0008487509975821927], [-0.0016746411786483506, 0.00014241803611425574, -0.004432583920997324, -0.009960264949600228, 0.0010646583798767928], [-0.0007870513610939156, 0.007022121413914562, -0.022713024253004477, -0.0021456346113835068, -0.14330117795700836]], 'epsilon': array([], shape=(5, 0), dtype=float64)}\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.3076182447128843, 0.7007870846514805, 1.7323181185493013, 0.939152846366909, 0.9463731954681975], 'M': [[-0.0528074534677343, 0.001594857905254321, -0.023725635373657683, -0.0009517313144397077, 0.001830545423415042], [-0.0013618603770018112, -0.0891706551444027, -0.010231789595595675, 0.04381396766772916, 0.005217705861086053], [-0.0017353530629105052, 0.0014706768672481108, -0.12421732070904623, -0.0006263765828428136, -0.0008487509975821927], [-0.0016746411786483506, 0.00014241803611425574, -0.004432583920997324, -0.009960264949600228, 0.0010646583798767928], [-0.0007870513610939156, 0.007022121413914562, -0.022713024253004477, -0.0021456346113835068, -0.14330117795700836]], 'epsilon': array([], shape=(5, 0), dtype=float64)}\n",
"mu_hat/mu:\n",
"[1.30761824 0.70078708 1.73231812 0.93915285 0.9463732 ]\n",
"[1.27853844 0.55683415 2.06752757 0.86387608 0.70448068]\n",
"\n",
"M_hat/M:\n",
"[[-0.05 0. -0.02 -0. 0. ]\n",
" [-0. -0.09 -0.01 0.04 0.01]\n",
" [-0. 0. -0.12 -0. -0. ]\n",
" [-0. 0. -0. -0.01 0. ]\n",
" [-0. 0.01 -0.02 -0. -0.14]]\n",
"\n",
" [[-0.05 0. -0.025 0. 0. ]\n",
" [ 0. -0.1 0. 0.05 0. ]\n",
" [ 0. 0. -0.15 0. 0. ]\n",
" [ 0. 0. 0. -0.01 0. ]\n",
" [ 0.02 0. 0. 0. -0.2 ]]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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QAghwNdN9991HUVERXbp0wWg04vV6eeKJJ7j++usByMrKAiA+Pr7G4+Lj40lPTz/mPp1OJ06n0/9/cXFxPUUvhDhTuYUeZn9YwLJ1qmFvbKQRkwF27FcTPGoaDO5p46qRofTuZJHkRQhxTAFNZt5//33eeecd5s+fT/fu3Vm/fj2TJ08mKSmJm2++2b/d709guq4f96Q2c+ZMpk+fXq9xCyFqz+nysWKjgyW/lfHb1gp8PjAY4NoLwrhqRAg3P5qJ1aJx0aBgrhoZSqs488l3KoRo0QLaZiY5OZl//vOfTJo0yb/u8ccf55133mH79u3s3buXDh06sHbtWvr06ePf5vLLLyciIoJ58+Ydtc9jlcwkJydLmxkhAiwrz8M7XxexdG05ZRXVp51Qu4H/uyuW1DYWANbtqKBjchChdhnUToiW7HTazAS0ZKa8vByDoeYJy2g0+rtmp6SkkJCQwJIlS/zJjMvlYunSpTz11FPH3KfFYsFisdRv4EKIU6brOl/8XMrLnxTicKokJsSu4fFAhUunpFxNP1ClT2droEIVQjRRAU1mLrvsMp544gnatGlD9+7dWbduHbNmzWL8+PGAql6aPHkyM2bMIDU1ldTUVGbMmIHdbmfcuHGBDF0IcQoO53v4v3fyWbNdDWqXFGOizOGjqEz9YEmMNnLjxeF07yA/QIQQtRfQZOaFF17gX//6FxMnTiQ7O5ukpCQmTJjAQw895N9m6tSpOBwOJk6cSEFBAQMHDmTx4sUyxowQjZjPp/P1L2W8/HEBZRU6ZhPYLAYO5XoAiIsyctOYcC4cFCxTDAghzlhA28w0BBlnRoiGtTXNyQsfFLAj3QVAt5Qg7r0xiumv5lLq0LnxojDGDAkhyCxJjBDi+JpMmxkhRPORV+Tl1YWFLP61DACjEW67LJxrLgjDaNCY/pdYYiONMlu1EKLOSTIjhDgjRaVePvmhhI++L/E38NU08HrBaNQwGlQJTJsE6WIthKgfkswIIWolp9DDh9+W8MXPpVS4VBJjMoLHC7oOZ3ezMrCHzFYthKh/kswIIU5LabmaQ+nrX0pxq/a8WC0aFU4djxeSYk1MujqSQT2sMmKvEKJBSDIjhDhlq7Y6eOadfHIL1RxJPTtacLl0dux3YQ3SuHFMGFefFyaNe4UQDUqSGSHESTkqfLy8oJDPfyoFICnGyL03RtO7k5UD2W5eXVjInVdFkhAtpxQhRMOTM48Q4oTW76zgmbfzyMxTpTEpSSZ6drDSu5Maqbd1nJnpf4kNZIhCiBZOkhkhxDEVlXp5+ZNCFq1UXa0jQg1oQNohD+mZpVxzvkwCKYRoHCSZEULUoOs6S34tY84nhRSVqmkH2iWa2ZfpBiA+ysg/boqWREYI0WhIMiOE8Msv8jLjzVzW7lAzzyfFGHF78Ccyl50TwoQrI7BbZeA7IUTjIcmMEAKAXRkuHpyTQ06hF4tZY9yFYXzyYwlFpT5iI4xM/VM0/brIjNZCiMZHkhkhBMvWlfPkvDwqXDpt4k08dkcsyfFmWsWZ+Gm9g3vGRRFql9IYIUTjJMmMEC2Yruu8800xb3xeBEBqspmbLwknOV61hzmvfzAj+9ll8DshRKMmP7WEaKFcbp0Zb+b5E5lOyWZ2Zbh59n/55BV5/dtJIiOEaOykZEaIFqio1MtDr+SyaY8TgwaJMSZ2ZqhGviP62QkLlt85QoimQ5IZIVqYjMNu7n8ph4M5HqxBYDJqHMzxYLdq3HtjNCP62gMdohBCnBZJZoRoQTbsquDhubkUl/kItWuUOXQqXDrtk8w8/OcYf1sZIYRoSiSZEaKF+Gl9OY+/novbA13amomJNPHzegejzrYzZVwU1iCpWhJCNE2SzAjRAixbV85jr+Xi9cG5fWxMuzkaHVi6tpzRA4Olka8QokmTZEaIZm7p2nIeez0Xnw9axZl44NZozCZVCnPhoJAARyeEEGdOypWFaMZ+PCKRMRjgYLaHL34uC3RYQghRp6RkRohm6vvVZTzxRh66rv73+eDsblZGDwwObGBCCFHHJJkRopnx+nTe/KKI/31TXGP9ZeeEcNe1kRiN0j5GCNG8SDIjRDNSXOZlxht5/La1wr9O02DClRFcc36oNPQVQjRLkswI0UzsOeDiobm5ZOZ6MBvBp4PRqHH/LdGc20cGwhNCNF+SzAjRxHm9OguXlvDfT4twunUSo41M/0ssmXkeIkON9OhgCXSIQghRrySZEaIJ27LXyXPv5bPngJpXqUeHIB6/I5awYCMdk4MCHJ0QQjQMSWaEaIKKSr28urCQr1aobtZ2q4auw+E8Lw6nTph0WBJCtCAyzowQTUxWnofbn8jyJzKDelhBB4dTJyrMiMUsjXyFEC2LJDNCNCFlDh8Pzskhr8hL6zgTf7s2kvW7nJQ7dc7qaOHZyXFEhBoDHaYQQjQoSWaEaCK8Pp3HX89l7yE3UWEGbhoTxisLCqlw6vTrYuXJv8Zit8pXWgjR8gT0zNeuXTs0TTtqmTRpEgC6rvPII4+QlJSEzWZjxIgRbNmyJZAhCxEwcz4u5NctFQSZNW4aE87//S8fl1tnUA8rT9wZK7NeCyFarICe/VatWkVmZqZ/WbJkCQDXXHMNAE8//TSzZs1i9uzZrFq1ioSEBEaNGkVJSUkgwxaiwX26rIRPflCf+2k3R3PegGDaJpg5p7eN6X+JJUjayQghWjBN16tmbgm8yZMn88UXX7Br1y4AkpKSmDx5Mvfddx8ATqeT+Ph4nnrqKSZMmHBK+ywuLiY8PJyioiLCwsLqLXYh6svqbQ7++WIOPh/c9odwbrgoHICSch92iybTEwghmqXTuX43mnJpl8vFO++8w/jx49E0jbS0NLKyshg9erR/G4vFwvDhw1mxYsVx9+N0OikuLq6xCNFUpR1yMf1VNet1384WQu3VX9lQu0ESGSGEoBElMwsXLqSwsJBbbrkFgKysLADi4+NrbBcfH++/71hmzpxJeHi4f0lOTq63mIWoT/lFXqa9lENZhU77JDOb97p47r0CftnkCHRoQgjRqDSaZOa1115jzJgxJCUl1Vj/+4nxdF0/4WR506ZNo6ioyL9kZGTUS7xC1KcKl48HXs4hO99LbISRgzkef2Pf/l2tgQ5PCCEalUYxAnB6ejrffvstn3zyiX9dQkICoEpoEhMT/euzs7OPKq05ksViwWKRuWhE0+Xz6cx8M48d6S6CrRqlDh9Ot87Z3a088udYzCapWhJCiCM1ipKZN954g7i4OC655BL/upSUFBISEvw9nEC1q1m6dClDhgwJRJhCNIhXFxby03oHJiOgqZF9e6VamP7nGOm1JIQQxxDwkhmfz8cbb7zBzTffjMlUHY6maUyePJkZM2aQmppKamoqM2bMwG63M27cuABGLET9mf9NEe9/q7pg260Gist8dG6jJo+0yDgyQghxTAFPZr799lv279/P+PHjj7pv6tSpOBwOJk6cSEFBAQMHDmTx4sWEhoYGIFIh6td7i4v572dFANx+eTheH3y/qown/xpLsE0SGSGEOJ5GNc5MfZBxZkRT8MG3xbz8SSEAt14Wzk1j1FgyDqcPm0USGSFEy9Mkx5kRoqX68LvqRKZXqoWrR1aXPEoiI4QQJydnSiEC6JMfSpjzcSEA7ZPMbNjl5IE5OTTzAlMhhKhTkswIESAffFvM7A8LAOiWEsTeQ24MBvjj6LATjqUkhBCiJklmhAiA+YuK/FVLZ3ezsjXNBcDfb4hiYHdbACMTQoimR5IZIRrY218V8d9PVa+l8/rbWb2tAoBbLg1nzOCQQIYmhBBNkiQzQjQQXdd584tC3vhCJTKXnxvCio0OfDpcMjSYm8ZIbzshhKgNSWaEaCBLfivnra/ULO5/uTKCCwcFY7Nq9O9qZfJ1UdJORgghaingg+YJ0RLkFHh44YN8AP50cRjXjVKlMC9NTSDYZsBolERGCCFqS5IZIeqZrus8804+ZQ6dzm3NjOxn998XHyVfQSGEOFNSzSREPfv8p1JWb6sgyKzRoVUQdz51mJ/Wlwc6LCGEaDbkZ6EQ9ehgjpuXFxQCcE5vG1+tKAPA6ZJB8YQQoq5IyYwQ9cTr03n6rXwqnDqpyWaWrVOlMTdcFMYFZwcHODohhGg+JJkRop589F0Jm/Y4sQZBbpEXtwcG97Rx66XhgQ5NCCGaFUlmhKgHW/Y6ee2zQgCiwk0UFPtoE2/i/luiMRik55IQQtQlSWaEqGOFJV6m/zcXjxc6tDJzKMdDsE3jsTtiCbbJV04IIeqaNAAWog55fTqPv55LbqGX5HgTz94dx/zFxfTpbCU53hzo8IQQolmSZEaIOjTvyyLW7nBiDdJ45M8xhIUYuWNsZKDDEkKIZk3KvIWoIys3OXjnazVdQb+uVlrHSUmMEEI0BElmhKgDWXkeZryZC0BshJHlGxw8805egKMSQoiWQZIZIc6Q26Pz6Gu5lDp0osMN5BR6sQZpXD9aZsEWQoiGIMmMEGfotc8K2b7PhTUI8op8APz9hihSkoICHJkQQrQMkswIcQZWbnLwwbcllf+p8WOuGB7C+QNkhF8hhGgokswIUUs5BR6efEu1i4kIMVDh0umWEsSdV0nvJSGEaEiSzAhRC16vzuNv5FFc5iM53oTLoxMWbOCh22Iwm2SEXyGEaEgyzowQtTDvqyI27XZit2rMuDMWNMgp8BIXJV8pIYRoaHLmFeI0rdxcPZ7MPeOiaFU5nkyrWBlXRgghAkGqmYQ4DZm5Hma+qdrJJEQZCQuWr5AQQgSanImFOEUut84jr+ZQUu4jKsxAVr6Xx1/Po7zCF+jQhBCiRZNkRohT9J/389mV4cZu1cgvVgnMvTdEYbfK10gIIQJJzsJCnIKvlpfy1YoyNMBQ2Vnp8uEhDOttD2hcQgghGkEyc/DgQW688Uaio6Ox2+307t2bNWvW+O/XdZ1HHnmEpKQkbDYbI0aMYMuWLQGMWLQ0uzNcPP9+PgCt4kyUOnRSkszccWVEYAMTQggBBDiZKSgoYOjQoZjNZr7++mu2bt3Ks88+S0REhH+bp59+mlmzZjF79mxWrVpFQkICo0aNoqSk5Pg7FqKO+Hw6s97Nx+2BtgkmDmR7MJvgwfHRWIIC/ltACCEEAe6a/dRTT5GcnMwbb7zhX9euXTv/37qu89xzz/HAAw8wduxYAObNm0d8fDzz589nwoQJDR2yaGEW/1rG9n0ubBaNDq2DSM/ycOdVkTLvkhBCNCIB/Wn52Wef0b9/f6655hri4uLo06cPr776qv/+tLQ0srKyGD16tH+dxWJh+PDhrFix4pj7dDqdFBcX11iEqI1Sh49XPy0E4KaLw3lwfAz/d1ccl58bEtjAhBBC1BDQZGbv3r3MmTOH1NRUFi1axB133MFdd93FW2+9BUBWVhYA8fHxNR4XHx/vv+/3Zs6cSXh4uH9JTk6u3xchmq23vyqioNhH6zgTV40MBaBvFyuaJtMVCCFEYxLQZMbn89G3b19mzJhBnz59mDBhAn/+85+ZM2dOje1+f/HQdf24F5Rp06ZRVFTkXzIyMuotftF8pWe6+eQH1S4rLNhAqUPGkhFCiMYqoMlMYmIi3bp1q7Gua9eu7N+/H4CEhASAo0phsrOzjyqtqWKxWAgLC6uxCHE6dF3nxY8K8PrAbIKtaS4++k4anAshRGMV0GRm6NCh7Nixo8a6nTt30rZtWwBSUlJISEhgyZIl/vtdLhdLly5lyJAhDRqraDlWbHSwelsFmgZuD7SJN/GniyUpFkKIxiqgvZmmTJnCkCFDmDFjBtdeey2//fYbc+fOZe7cuYCqXpo8eTIzZswgNTWV1NRUZsyYgd1uZ9y4cYEMXTRTDqePlz4qAEDXwWiA+2+NkW7YQgjRiAU0mRkwYAALFixg2rRpPProo6SkpPDcc89xww03+LeZOnUqDoeDiRMnUlBQwMCBA1m8eDGhoaEBjFw0V68uLCQzz4sG6MAtl4bTqY10wxZCiMZM03VdD3QQ9am4uJjw8HCKioqk/Yw4obU7Krj3+Wz//93bB/HclHiMRum9JIQQDe10rt8BLZkRorEoc/h45u08AGwWDR34583RksgIIUQTIMmMEMArCwo5nO8lIdrIf/4ez8FsD61izYEOSwghxCmQZEa0eKu2Ovji51IApt4UTUyEiZgI+WoIIURTIV00RItWWu7jmXfUjNi9Uy30SrUEOCIhhBCnS5IZ0aK98EE+uYVeANbvcvLr5ooARySEEOJ0STIjWqwfVpex5Ldy//+DelgZ2MMawIiEEELUhiQzokXKzvfw73fz/f+H2g38/YZomURSCCGaIElmRIvj8+k8+VYepY7qIZbu+mMk0eHGAEYlhBCitiSZES3Oh9+VsH6nk6pCmCFn2Tivvz2wQQkhhKg1SWZEi7I7w8VrnxX6/w+xaUy+LlKql4QQogmTwTREi1Hh8vHEm3l4vDD0LBvjLgolv8gnY8oIIUQTJ2dx0WK8+GEB6ZluosIM/P2GKCJCpY2MEEI0B1LNJFqE71aV8eXyMgDGXxYhiYwQQjQjksyIZu9AtptZ81U3bKMBnn8/n10ZrgBHJYQQoq5IMiOaNZdb59H/5uJw6oTYNLw+6N7eQodWMomkEEI0F5LMiGZtzicF7D7gxmbRKHXoBJk1/j4uCoNBei8JIURzIcmMaLaWrSvn06WlNdbdckk4reKkVEYIIZoTSWZEs1Th8jH7wwIAkuNMOJw6HZPNXHN+aIAjE0IIUdckmRHN0ic/lJBb6CUi1EBGtgeDAf5xYzRGo1QvCSFEcyPjzIhmp6jUy7uLigH4yxURFJb6qHD6SE0OCnBkQggh6oMkM6LZeeebYsoqdDq0NjN6YLA09hVCiGZOqplEs5KZ6+HTpSUAjL8sXBIZIYRoASSZEc3K658X4vGCNUjjlU8KSTskg+MJIURzJ8mMaDZ27nfx3apyACpcOkVlPqLCZNoCIYRo7k65zcx//vOf0975rbfeSmiodIUVDePVhYUAGDTw6TDp6kjCQySZEUKI5u6Uk5nJkyfTunVrjMZTuzhkZGRw6aWXSjIjGsSydeWs2V6BVpnI9O9q5fwB9kCHJYQQogGcVm+m1atXExcXd0rbShIjGkpekdc/kaSuQ5BZ4+7rItE0afwrhBAtwSm3mXn44YcJCQk55R3ff//9REVF1SooIU6Vrus8804exWU+DJWf5j9dHEarWJmyQAghWgpN13U90EHUp+LiYsLDwykqKiIsLCzQ4Yg69umyEp5/rwCTETq1CaLCqfPytARMMtKvEEI0aadz/a7VoHkOhwNd17HbVZuE9PR0FixYQLdu3Rg9enRtdinEadt/2M3LHxcCMOHKCMaODKW4zCeJjBBCtDC16pp9+eWX89ZbbwFQWFjIwIEDefbZZ7n88suZM2fOKe/nkUceQdO0GktCQoL/fl3XeeSRR0hKSsJmszFixAi2bNlSm5BFM+Px6sx8Iw+nW6dfFytXjghF0zTpvSSEEC1QrZKZtWvXcs455wDw0UcfER8fT3p6Om+99dZpd+Hu3r07mZmZ/mXTpk3++55++mlmzZrF7NmzWbVqFQkJCYwaNYqSkpLahC2akXe+LmLHfhdBJogMNVBW0axrS4UQQpxArZKZ8vJyf2+lxYsXM3bsWAwGA4MGDSI9Pf209mUymUhISPAvsbGxgCqVee6553jggQcYO3YsPXr0YN68eZSXlzN//vzahC2aiUO5Ht5drCaS9Onw7apyVm11BDgqIYQQgVKrZKZjx44sXLiQjIwMFi1a5G8nk52dfdqNbHft2kVSUhIpKSlcd9117N27F4C0tDSysrJqtMGxWCwMHz6cFStW1CZs0UzMXVCA2wNhwQY8XujXxcrIfjKmjBBCtFS1SmYeeugh7r33Xtq1a8fZZ5/N4MGDAVVK06dPn1Pez8CBA3nrrbdYtGgRr776KllZWQwZMoS8vDyysrIAiI+Pr/GY+Ph4/33H4nQ6KS4urrGI5mPDzgqWrXOgAcVlPswmZEwZIYRo4WrVm+nqq69m2LBhZGZm0qtXL//6888/nyuvvPKU9zNmzBj/3z179mTw4MF06NCBefPmMWjQIICjLlK6rp/wwjVz5kymT59+yjGIpsPr03nxowJADYzndOuMuzCc1nEypowQQrRktZ5oMiEhgdDQUJYsWYLDodorDBgwgC5dutQ6mODgYHr27MmuXbv8vZp+XwqTnZ19VGnNkaZNm0ZRUZF/ycjIqHU8onFZ9EsZuw+4MRnB6dZpHWfi+tEydpAQQrR0tUpm8vLyOP/88+nUqRMXX3wxmZmZANx+++38/e9/r3UwTqeTbdu2kZiYSEpKCgkJCSxZssR/v8vlYunSpQwZMuS4+7BYLISFhdVYRNNX5vDx2ueFAJhNqmTu7uuiCDJL9ZIQQrR0tapmmjJlCmazmf3799O1a1f/+j/+8Y9MmTKFZ5999pT2c++993LZZZfRpk0bsrOzefzxxykuLubmm29G0zQmT57MjBkzSE1NJTU1lRkzZmC32xk3blxtwhZN2PxFxRQU+2gVa+LfU+JYubmCfl2sgQ5LCNFMFVYUsi5zHVtytlDhqcCn+9B1HZ/uIzgomNSoVDrHdKZteFuMhlMb38qn+yhzlVHqKqXEVYLT4yTSFkmsPRaLyQKophT7i/azOXszm7I3sa9wHwkhCbSPbE9KRArtI9sTZAziQPEB/5JZmonX58VoMGLQDBg1I3azncTQRBJDEkkMTSQhJIEKTwW55bn+xevz0iuhF52iO2HQapZtlLpKWZu5ln2F+2gd1poOkR1oHdb6lF9rQ6tVMrN48WIWLVpE69ata6xPTU09ra7ZBw4c4Prrryc3N5fY2FgGDRrEypUradu2LQBTp07F4XAwceJECgoKGDhwIIsXL5ZJLFuYQ7kePvpeNeS+46oIYiJMXDrs1OcJE0IEjq7r5Dny2Fe4j1JXKRajBavJitVkJcgYhMvrotxd7l9MBhMpkSkkhyVjNp5eezhd19lweAPvbHyHVYdW0T6yPT1ie9Azvic943oSY4/xP0+Fp4JSVykHiw9ysOQgeY48ip3FbM/dzppDa9hXtO+UntNitBBjj8FkMOHyunB73bh8Lrw+Lz7dB4BBM+DTfVR4KtA59phYZoOZUEsobq+bElfDjqVm1IwEBwUTbA7GqBkJs4axLWfbMWMNMgapxRBEcFAw/77w36REptAxqiNhlsDVhNRqbqbQ0FDWrl1LamoqoaGhbNiwgfbt27Nq1Souuugi8vLy6iPWWpG5mZq+B1/OYcVGB+2TTMy9PwGDodZNvYQQdUzXdQ4UH2BX/i4OFB8goyiDA8UH2F+8n/TCdPYV7qPMXXba+9XQCLOEEWYJw6t7qfBU4PQ40XUds9FMt9hupEansnz/cswGM0XOIvId+Ti9znp4lTUlhCQQbYtmV/4uXF5Xne/fZDDRJaYLewv2Uu4uP+42vRN60zqsNUkhSby7+V0KKgqOua2Gho6OQTMQbYumxFlChbfipHG0DmtNibOEImfRSbedNGASsy+efdLtTke9z8107rnn8tZbb/HYY48BqseRz+fjmWeeYeTIkbXZpRDH9MsmBys2qq7Yew95eGVBEXdeFRnosIRodAorCtmTv4c9BXvYk7+HA8UH6BLThZEpI+ke2/2oXqBOj5Pd+bspcZX4SxRKnCXsLtjNjtwd7C3cS3phOgdLDmIxWkgISaB/Un9GdxhNYkgii/cs5n+b/keeI++ML+ghQSEkhSZhN9spdhazt2AvOjpFzqJjX0g98MuBX/jlwC8n3G+v+F6kRqey6fAmdubtPG6piIZGUmgSl3e+nPaR7emd0JubFtxEkDEIo8GI2WDGaDBiMpgwGUwMSx7G82Oex+vzkl6UzvUfXY9H92A2mDEZTAQZgzAZTBgNRjpFdeLuQXdj0AzYTDYeW/YYLq8Lk8GEQTNg0Ax4fV6cXiehQaHc1vc2OkV3IsgYxL9/+TclrhL/dlVVQTo6iSGJ3NL7Fv9rGNZmGEXOIjQ0DJoBTdP8jwkNCuWSTpcQZAzCoBlYvGcxBY4CNE1D13UOlhxkb/5e0grTCLeGM67nOPol9iMxNJGVB1ZS4CjAp/vId+STWZpJdlk2WSVZZJVlUeYuI60gjfaR7Wv9/teFWpXMbN26lREjRtCvXz++//57/vCHP7Blyxby8/NZvnw5HTp0qI9Ya0VKZpoup8vH+McyyczzAqBpMPveeLqmWAIcmRCB5/V5WXlgJQu2L2Dh9oXsKdhz3G3tZjtJoUlYjBbyyvMochbh8NTvqNkXdbiIKYOn0C6iHR6fh35z+2E1WbGZbNjMNn9Vk81k47oe1/HXs/8KqKTsnkX34NN9ODwOyl3lWEwWQoJCCLOE0TuhN2e3OptNhzexLnMd3+37jgPFB4gLjmN0+9Fc0P4Cou3RmA1mYoNjaR2mmkM43A72F+3HZrZhN9mxB9mxGC2Ntg1IU3OyYVNq43Su37VKZkB1mZ4zZw5r1qzB5/PRt29fJk2aRGJiYq2Cri+SzDRdb35RyFtfFWM0gNcHlw4L4Z5xUYEOS4gzVtWOZH/RfjQ0Im2RRFojCbWEoqGRWZrJhqwNrMtax9acreSV5xFrjyXSFolBM7A7fzeL9y4+bonI2a3OZkTbEazLWsfSfUtx+Y5fchJpjSQuOI4gYxAen4dd+buwGFXyEG4NJ9oWTZAxCKfHSZQtijJ3GYdKDtElpou/uqd7bHeibdHYzXb/EhscS5RNvq+i9uq9mgnUODMyOJ2oLwdz3P75l7w+CA8xcPvl4QGOSohT4/V52ZKzhX2F+zhUcsi/HCg+wN6CvWQUZ1DhOXmbhdNl0AxE2aK4udfNTBwwEYCdeTu579v7yCvPw+Pz0Da8LanRqXSL7UZKRAopkSnEBcfVeSxCNKRTTmY2btxIjx49MBgMbNy48YTbnnXWWWccmGi5dF1n9gdq/iWDpiaT/MsVEYQFS3GwCCyf7mND1gaWZyzHYrQQGxxLrD2W2OBYSpwl/LDvB35I+4EVB1ZQWFF40v2FBoUSEhRCQUXBMZMbg2Yg2BxMqCWUga0G0i22m6p+cTswGU0MazOMxJBEYuwxRNmiCLOEHdXFtlN0Jxb8cUFdHQIhGqVTTmZ69+5NVlYWcXFx9O7d299w6Pc0TcPr9dZpkKJlWbHRwa9bKtAqE5luKUFcOCg40GGJFkLXdRweB6WuUv+yIWsDi/YsYsneJWSXZZ/SfkKDQkkKTWJH3o6j7gsJCiE5LJl7h9zL+D7jAcgsyeSLnV8Qbg2nR1wPksOSCQkKkXnHhDgFp5zMpKWlERsb6/9biPrgdPn88y8N72tn7wEXk6+LwmCQE7qoPzllOXy641M+3vYx36d9f8LeOVaj9YTdWke2G8nTo56md0JvChwFvLjqRZLDkmkT3obk8GRah7UmJOjocZISQxP5c78/18nrEaKlqXUD4KZCGgA3LW9/VcQbXxQRG2HkzYcTsZg1SWRErVR1d62ioeH2uf1tVw4WH2R/0X6+S/uOZenLjtttFyA+OJ5be9/KhR0vpF1EOwa8OoAOkR3oENWBDpEdaB/Z3j9Ca1JokvSQEaIO1HsD4JkzZxIfH8/48eNrrH/99dfJycnhvvvuq81uRQuXne9h/iLV6HfC2AhsFhkcT5w+j8/D3DVzeeTHR8gpz6n1foKMQXSK7kTXmK6M7TqW63pc578v5x+1368Qou7VKpl55ZVXmD9//lHru3fvznXXXSfJjKiVVxYW4nTrmIyQX+TF69MxSqmMOA0/7vuRu76+i03Zm066bVxwHJekXkLPuJ5c0eUKHl32KJ2iOtE9rru/p4+UsAjRNNQqmcnKyjrmeDKxsbH+GbSFOB0bd1fww2o1bLfHqxoBX3WezMElTi7fkc+SPUt4buVzrDy4ElBjpzwy/BGmfju1RlVTjD2GPgl96BXfi3PbnstlnS/z3/fG5W80eOxCiLpRq2QmOTmZ5cuXk5KSUmP98uXLSUpKqpPARMvh9amu2FWMBvjbHyOlF4dA13U2ZW9ic/ZmSl2llLnK/MPdr8lcw96CvUeNZDux/0QeHfko0fZo9hbuJSQohP5J/emX2I/WYa3lcyVEM1SrZOb2229n8uTJuN1uzjvvPAC+++47pk6dyt///vc6DVA0f1+vKGP3ATeaBroOV50XSkpSUKDDEgGS78jn273f8s3ub1i0ZxGHSg6d0uMirZGM6TiG2RfP9icsz130XD1GKoRoLGqVzEydOpX8/HwmTpyIy6W6MFqtVu677z6mTZtWpwGK5q2k3MdrnxUCKpGJDjfyp4tlpN+WaHP2Zp5Z8QzzN83H4/P412toDGszjChbFMFBwaw+uJq0wjQ6RHZgSJshXNH5CkamjDxmd2chRMtwRl2zS0tL2bZtGzabjdTUVCyWxjcBoHTNbtxmf1jAJz+U+P9/6LZoRvSTAfJaCl3X+Xn/z8z8eSZf7/76uNut+vMq+if1ByCvPI8wSxhmo7mhwhRCBECDzM0EqiFwfn4+5557LhaLpV5mzRTNV9ohFwuXqkTGoEHvThaG97UHOCpRX7bnbuejrR+RUZRBZmkmmaWZ/jmLfs+gGeif1J9R7UcxusNozoqvniIl2h7dkGELIZqAWiUzeXl5XHvttfzwww9omsauXbto3749t99+OxERETz77LN1HadoZnRdZ/aHBfh8MLSXjfGXhWM2aZIMNzNen5evdn3FC7+9wJK9S465jcVo4cIOF7I8YzmXdrqUMR3HMKrDKJlxWQhxymqVzEyZMgWz2cz+/fvp2rWrf/0f//hHpkyZIsmMOKll6xys2+EkyKwx8apIEmPOqJBQNDK55bm8uf5NXlr1EmmFx57+5MIOF/LoyEdJjUol3KraSf1+kkQhhDgVtbqCLF68mEWLFtG6desa61NTU0lPT6+TwETzVeHyMecT1RX7woF2SWSaCV3XWZq+lFfWvMIn2z455vxGBs3AOW3O4YouV3BFlytoF9Gu4QMVQjQ7tbqKlJWVYbcf3bYhNze3UTYCFo3Le4uLyc5XM6t/uaKMP5wbSofW0hW7KXJ5XazIWMHiPYv5cOuH7M7f7b+vX2I/MoozyC3PZXjb4Vzb/VrGdh1LXHBcACMWQjRHtUpmzj33XN566y0ee+wxADRNw+fz8cwzzzBy5Mg6DVA0L5m51fMvAfTtbKV9K+mV0pTklefx/pb3+WrXV/yQ9gPlnvIa99/W5zYmDphI38S+/HrgV9pGtCUhJCFA0QohWoJaJTPPPPMMI0aMYPXq1bhcLqZOncqWLVvIz89n+fLldR2jaEZe/qQAjyqUwWSEv10rI/02BR6fh0W7F/Hmhjf5bMdnx6xCAugQ2YG/D/47XWNVW7qBrQc2ZJhCiBaqVslMt27d2LhxI3PmzMFoNFJWVsbYsWOZNGnSMedsEgJgw64KflpfPfT8Hy8IIzleSmUas4yiDF5Z8wqvr3udzNJjz7sWEhTCdd2vY3yf8QxqPUiSUyFEg6t1y8uEhASmT59el7GIZkzXdV7+pND/f1yUkXEXySCGjZGu6/y470deXPUiC7cvxKurorQYeww39ryRkSkjufy9yxmaPJTb+tzGNd2vkdF3hRABVetkpqCggNdee41t27ahaRpdu3bl1ltvJSpKxoYQR1u6tpwd6dVVE5OujsRmkW64jUmFp4L/bfwf/175b7bkbPGvN2gGBiQNYNmtywgyqobaaXenSU8kIUSjUaurydKlS0lJSeE///kPBQUF5Ofn85///IeUlBSWLl1a1zGKJs7t0Xn10yIAzu5mZURfO8N62QIclaiSXZbN9B+n0+bfbbj989vZkrMFo2b03+/TfTi9TjSqq48kkRFCNCa1KpmZNGkS1157rb/NDIDX62XixIlMmjSJzZs312mQomn7bFkJmbkeosIMPPznGCmRaSQOlx7msWWP8d+1/8XpdQIQZAjC5XP5q5YuSb2EyYMmc37K+dIWRgjRaNUqmdmzZw8ff/yxP5EBMBqN3HPPPbz11lt1Fpxo+krLfbz1lSqVueXSCElkGoESZwnP/vIs/7fi/yhzlwEwIGkAXWK68PbGt7GarNza+1buHng3nWM6BzhaIYQ4uVolM3379mXbtm107lzzRLdt2zZ69+5dF3GJZuLdxcWUlOuYjJAYbTz5A0S9cbgd/Hftf3ls2WPklOcAkBqVysuXvszIdiMpc5fRIbIDdw64Uwa2E0I0KbVKZu666y7uvvtudu/ezaBBgwBYuXIlL774Ik8++SQbN270b3vWWWcdbzeimcvO9/DR92qAPI8XKtx6gCNqmbJKs3jxtxd5ec3L5JbnAmAymPD4PFhMFka0G4GmaYQEhfDwiIcDHK0QQpy+WiUz119/PQBTp0495n2apqHrOpqm4fV6T2mfM2fO5P777+fuu+/mueeeA1QX0enTpzN37lwKCgoYOHAgL774It27d69N2KIB6brO8+/n4/ao/wf2sDKkpzT6bUibszfzfyv+j/mb5uP2uQEwaka8uhePz0NiSCJ/6fsXvD4vBqNU/wkhmq5aJTNpaceeBbe2Vq1axdy5c48qxXn66aeZNWsWb775Jp06deLxxx9n1KhR7Nixg9DQ0DqNQdStBT+W8sumCkCN9PvXa2Sk34aSVZrFv77/F6+vfx2f7gPAarJS4anAq3tJDElk2rBp/Lnfn7GarAGOVgghzlytkpm2bdvWWQClpaXccMMNvPrqqzz++OP+9bqu89xzz/HAAw8wduxYAObNm0d8fDzz589nwoQJdRaDqFs797uY83GB//9xF4bRKlZG+q1vDreDWb/M4snlT1LqKgVgbNexDGk9hHuX3Eu0LZoHznmAOwfcKUmMEKJZqVXZ8rx58/jyyy/9/0+dOpWIiAiGDBlCenr6ae1r0qRJXHLJJVxwwQU11qelpZGVlcXo0aP96ywWC8OHD2fFihW1CVs0gDKHj0dfy8WrCgRIjDFy/WgZ6be+fb7jczrP7syDPzxIqauU1KhUfr71Zz6+9mPuGXwPL1/yMnvv3suUwVMkkRFCNDu1SmZmzJiBzabaP/zyyy/Mnj2bp59+mpiYGKZMmXLK+3nvvfdYu3YtM2fOPOq+rKwsAOLj42usj4+P9993LE6nk+Li4hqLaBi6rjNrfj6HcjxYKgti/nZtFJYgaY9RX/Id+dy04Cb+8N4fyCjOIMQcgkEzkFue65/sUdM0JvSfQJhFkkohRPNUq2qmjIwMOnbsCMDChQu5+uqr+ctf/sLQoUMZMWLEKe/j7rvvZvHixVitx/+l+Pt2FlUNi49n5syZMmdUgHy5vIwf1pRjMMAzd8WhaRrd21sCHVaz9fmOz5nwxQQySzPR0AgyBlHqVtVL57Q9h3J3OVE2mV5ECNH81eonc0hICHl5eQAsXrzYX0VktVpxOBwneqjfmjVryM7Opl+/fphMJkwmE0uXLuU///kPJpPJXyLz+1KY7Ozso0prjjRt2jSKior8S0ZGRm1eojhNWXkeZn+o2snc/ocIenSwSiJTT0qcJdyy8Bb+8N4fyCzNJMgYhI6O0+ukd0Jvvv/T93x63ae0Dmsd6FCFEKJB1KpkZtSoUdx+++306dOHnTt3cskllwCwZcsW2rVrd0r7OP/889m0aVONdbfeeitdunThvvvuo3379iQkJLBkyRL69OkDgMvlYunSpTz11FPH3a/FYsFikYtoQ5v3ZREut05MuJELB9kDHU6ztSFrA9d+dC0783b650pyeV1E26KZef5MxvcZj9EggxMKIVqWWiUzL774Ig8++CAZGRl8/PHHREdHA6q0pWoMmpMJDQ2lR48eNdYFBwcTHR3tXz958mRmzJhBamoqqampzJgxA7vdzrhx42oTtqgn+zLdLPlVDYufW+Tlobm5vHBvQoCjal50XWfumrnc/c3dOL1OWoe15t2r3uWDLR/g9Xl57LzHpEpJCNFinXIys3HjRnr06IHBYCAiIoLZs2cftc2RbVW2bNlC586dMZlqlS8BqpeUw+Fg4sSJ/kHzFi9eLGPMNDKvf1aI74jBfW+9NCJgsTRHueW5/PWrv/L+lvcBGN52OB9f+zHR9miGJg+V8XuEEC2epuv6KY0xbzQaycrKIjY29pR2HBYWxvr162nfvv0ZBXimiouLCQ8Pp6ioiLCwOuzNkbkYDnwGMYMh5Ya6228Tsy3NyaRnDvv/H9nfzr/GxwQwouZB13VWZKxgzuo5fLDlA/8IvgCXdbqMz67/LIDRCSFE/Tud6/cpF5vous6//vUv7PZTaw/hcrlOdddN04GFsGsOFKxvscmMruu8+mmh/3+7VWPiVZGBC6gZ8Pq8vL7udV747QU2ZW866v7re1zPrAtnBSAyIYRovE45mTn33HPZsWPHKe948ODB/rFomiWPaiNCya7AxhFAa7ZXsH6n0///+MsiiA6Xxqe1tTNvJ7d+eisrMtSgkFXzKAG0DW/LK5e+woUdLwxkiEII0SidcjLz448/1mMYTZCtlbr1lgU2jgDRdZ3/flrk/79jspnLzw0JYERNl9fn5flfn+eB7x+gwlNBSFAII9qN4IudXwAwacAknrzgSUKC5PgKIcSx1L51bksXXDk/ldd54u2aqWXrHOzc78IaBMP7BnPZOSEYjdIQ9XTtytvFzQtv5pcDvwAwqv0oXr3sVZJCk7j+4+v529l/Y3i74QGOUgghGjdJZmorpLJhs+4BXYcW1KPEUeHj5U/UAHnXXhDGLdJ7qVYW71nMtR9eS5GzCJvJRpeYLnx+/edYTGqcpI+u/SjAEQohRNMgk+bUVmjH6r+dBcffrhl6/YsiDud7iYs08McLZL6f06XrOs+vfJ4x/xtDkbOIpNAknF4n67LWMesXadwrhBCnS5KZ2rIfMVR8actpBLx9n5NPvi8BICzY6J8dW5wal9fFnz//M5MXTcan+4iyRXGo5BA+3cfNvW5m4oCJgQ5RCCGaHKlmqi2DGZUL+qB0D8QMDHRE9c7j1XnmnTyqBiayWw0E21pO9dqZ2l+0nxs+uYGf9/+MhobJYCLfkU+0LZpXL3uVK7teGegQhRCiSZJk5kzYEsFxEGwtY0K/D74tJu2QBwCTESZfHyWjz56CqqkI/rHkH5S4SggyBuHyunD73FzQ/gLmXTGPpNCkQIcphBBNllQznQlb5QXIXRjQMBrCwWw3876s7or9xwvCaJdoDmBETcO+wn2MensUd3x5ByWuEga3HsyX474kyhbF0xc8zaIbF0kiI4QQZ0hKZs6ERU2wiTMvsHHUM13XmfVuPm5VKENitJEbxkjD3xPRdZ3/rv0vUxZNocxdRpAxiCfPf5K7Bt6F0WAk7e40wixyDIUQoi5IycyZqJrWKnNRYOOoZ9+tKmfdjurxdO66LgprkHx0jqfCU8Htn93OX774C2XuMqJsUbi9bnrE9cBoUCMkSyIjhBB1R0pmzoSv8gJfsC6wcdQjR4WPVxYUAhAeYqB3JysDuzfjaSrO0P6i/Vz1wVWsPrQaDY0wSxj5jnwsRgtZpVmBDk8IIZolSWbOhDVe3bqLTrxdEzZ/UTF5RV4SY0y8Mi2BU5tjvWX6Ie0Hrv3oWnLLc7Gb7Tg9ToqcRaRGpfLhNR/SK6FXoEMUQohmSeoKzoS9suGmpzSwcdSTQ7kePviuGICJV0UQYjMQapePzO/pus6zK55l1NujyC3PJdIaSbm7HK/u5dru17LmL2skkRFCiHokV6YzYWujbr0VgY2jnsz5uAC3B1rFmhjY3RrocBqlEmcJ1350LfcuuRev7mVYm2EUVBRgMpj494X/5r2r3iPUEhroMIUQolmTaqYzEdJO3epeldAYm88Ff832CpZvcACQmeshI9tDSlJQgKNqXLbnbmfs+2PZlrsNs8HMcxc9xx397mDad9O4rPNlDGszLNAhCiFEiyDJzJkIblf9d0U2BLcJWCh1yePV+c/7+f7/r70gVBKZ31mwbQE3L7yZElcJYZYwPrj6Ay7seCEAT416KsDRCSFEyyLVTGfCGlP9t+Nw4OKoY58tKyXjsBpUJj7KyJ8uCQ9wRI1HVfuYsR+MpcRVQrQtmmJnMbNWzsKny0RVQggRCFIycyaCoqv/DmkfuDjqUHqmm7kLqmcBv2ecjClTxevzMmXRFF747QUAIq2R5DnysBgtjOsxDoMmx0kIIQJBkpkzYbKB0Q7ecjWlgTX6pA9pzCpcPqb/NwdX5Ui/I/vZGdBNxpQBKHeXc8MnN7Bw+0IArCYrBRUFtA5rzSfXfsKAVgMCG6AQQrRgksycKUs0lJerKQ1COwQ6mjMy+8MC9mWqTCbEpjHpmsgAR9Q4HC49zOXvXc6vB3/FqBnx6T4qPBUMTR7Kx9d+THxIfKBDFEKIFk2SmTNlqOzBlPExxJwd2FjOwHeryvhqeRmaBn+/IYqoMCNRYcZAhxVwKw+s5OoPruZgyUEiLBFYTVayyrK4rc9tvHTJSwQZpWG0EEIEmiQzZ0qrvM35OaBhnIn9h93Mmq96L900JoyLh4QEOKLA03Wdl1e/zN3f3I3b56ZLTBcW/nEhTq+TZenLmDRgEpqmnXxHQggh6p0kM2cqKErdOnMDG0ctOV0+Hv1vLg6nTqc2Zm66WHouOdwO7vzyTuZtmAfAwFYDWXLTEv/gd2fFnxXI8IQQQvyOdL84U5Y4desqDGgYtfX+tyXsPehGA3ZluNm823nSxzRnB4sPMvT1oczbMA8NjSBjEOuy1rElZ0ugQxNCCHEcksycKVuiuvWUBDaOWsgr8vLeEjX3kg50Sg6iRwdLYIMKoI2HNzLotUGsy1pHsDkYAJfXxbltz6VzdOcARyeEEOJ4JJk5U8HJ6tbrgCY2aNqbXxRS4VTTYBsMcO+NURiNLbMdyOI9ixn2+jAOFB8g3BJOmbsMHZ07+t3BV+O+ItImPbuEEKKxkmTmTNmPmMLAmRe4OE5T2iEXXy0v8/9/3agwOrRumT1zXl/3OpfMv4QSVwnhlnCKnEUYNAPPX/Q8L13yEmajOdAhCiGEOAFJZs6U9YgxRiqyAxfHaXrlk0L0yr/bxJv4Uwtt+PvUz09x22e34fF56JfYjyJnESFBIXxx/RfcNfAu6bEkhBBNgCQzZ6pqfiZLPIQ1jXYVq7Y6+G1rBaB6lv/jpmiCzC3voj1n1Rz++d0/AXjgnAf47fbfmDJoCsvHL2dM6pgARyeEEOJUBTSZmTNnDmeddRZhYWGEhYUxePBgvv76a//9uq7zyCOPkJSUhM1mY8SIEWzZ0sh6lVTNz+QuBK3xDzLn9em8sqAQgD6dLdwwJozu7Vteo993N73LpK8mATB1yFQeP+9xDAYDsy6cJV2vhRCiiQloMtO6dWuefPJJVq9ezerVqznvvPO4/PLL/QnL008/zaxZs5g9ezarVq0iISGBUaNGUVLSiHoOWSpLZnxONUdTI7f41zL2HnQTYtN46LYYxl8WEeiQGtyXO7/kpgU3oVdWtO0t2CszXgshRBMW0GTmsssu4+KLL6ZTp0506tSJJ554gpCQEFauXImu6zz33HM88MADjB07lh49ejBv3jzKy8uZP39+IMOuyRQMWuXYg2lvBTaWkygq9TL3EzUj9o1jwgkPafwlSXXtp/SfuOqDq/DqXv+69pHNY8ZzIYRoqRpNmxmv18t7771HWVkZgwcPJi0tjaysLEaPHu3fxmKxMHz4cFasWHHc/TidToqLi2ss9WFD1gYe/uFhFu9dAsbK+ZkyF9XLc9UFXdd59n/5FJXpGI3QO7VlVS3pus5bG95izP/G4PSqgQGNmpG5l87lqVFPYdAazVdBCCHEaQr4dAabNm1i8ODBVFRUEBISwoIFC+jWrZs/YYmPrzkjcXx8POnp6cfd38yZM5k+fXq9xgzw2rrXeOG3F+id0JvRceHgKQXH4Xp/3tr6fnU5P29wABAebKB1fMvpbpxXnseELybw8baP/evCLGF8dM1HjOowKoCRCSGEqAsB/znauXNn1q9fz8qVK7nzzju5+eab2bp1q//+33eN1XX9hN1lp02bRlFRkX/JyMiol7i7xHQBVAmN11zZrdmZUy/PdaZyCj3+iSQB7r81Brs14G99g1i0exE95/Sskci0CW/DivErJJERQohmIuBXtKCgIDp27Ej//v2ZOXMmvXr14vnnnychIQGArKysGttnZ2cfVVpzJIvF4u8dVbXUh9v63IaGho7OQWflfEaugnp5rjOh6zpPzsvDUTnS7x/OCaFvZ2uAo6p/Xp+X+5bcx0X/u4jM0ky6xHThv5f9l3PanMOvt/9K97jugQ5RCCFEHQl4MvN7uq7jdDpJSUkhISGBJUuW+O9zuVwsXbqUIUOGBDBCxWKy+BuObimpHPnXXQy6foJHNbzPfypl3Q6VbMVFGpkwNiKwATWAMlcZV394NU+veBqAvw74K2v+sobb+t7G0luWkhCSEOAIhRBC1KWAJjP3338/P/30E/v27WPTpk088MAD/Pjjj9xwww1omsbkyZOZMWMGCxYsYPPmzdxyyy3Y7XbGjRsXyLD9xnYZC8CW0kK1QveAp+z4D2hgB7PdvPhRdWnR/bdGY7M0uvy1Th0qOcTwN4ezcPtCDJoBq8nK7X1vx262A0dXWwohhGj6AtoA+PDhw9x0001kZmYSHh7OWWedxTfffMOoUaotw9SpU3E4HEycOJGCggIGDhzI4sWLCQ0NDWTYfhMHTOSZX57hoPeIlc5sMIcELKYqHq/O42/k4fZAeIiBCwbYOatj865e2pC1gUvfvZQDxQcwGUx4fB7cXjcbD2+kV0KvQIcnhBCinmi63sjqRepYcXEx4eHhFBUV1Uv7mainorjUXMBbCUDsOXD+D2AI/Pgtry4s5N3FxYTaDcydFk9MhKlZz4j93d7vuOL9Kyh1lWI2mHH73IRZwvjwmg8Z3WH0yXcghBCiUTmd63fzrnNoAKPajyKvqmTGU9YoEpm1Oyp4d7EaX+fvN0QRH21u1onM5zs+55L5l1DqKsVkMOH2uWkb3pYV41dIIiOEEC2AJDNn6Pa+t5NbmczorrzABoMa5ffx13MBSIoxMqBr865aem/ze4z9YCxOrxMNDY/Pw8BWA6XHkhBCtCABHzSvqTu37bk4DDbAgV5+EO3Ap9D68oDEous6z7ydR2GJmmcoxG7A3Ixnw351zatM+GICOjrjeo7jcOlhomxRzLtiHjazLdDhCSGEaCCSzJwhi8lCj+ThoH+DQffgO/Q1hgAlM5//VMqKTRUAmE3wwK0xmJpp9dKzK57l3iX3AnBHvzt48ZIXcbgd2Mw2mZpACCFaGDnr14FzO16Gt7IZdX7exoDEcDjfU6Mb9sSrI0luhlMW+HQf/1j8D38i0zu+Ny9e/CIGzUBwULAkMkII0QJJyUwtrV8PCxbA4MFw0aCLKd0O4UYoLdpFTADieeWTAtwe9feAblb+cE7gu4fXNbfXzfjPxvPOxnf86zJLM8kuz5aB8IQQogWTZKaW3nwTnn8eeveGdevakYGBcHwYXXn4dF+DlhBs3uPkx7VqEslgq8bUm6Kb3eBwpa5Srv7gahbtqZ6Z/Kz4s/jsus8kkRFCiBZOyuRrqWNHdbthA1RUgB4UBUCEQefrXV83WBw+n+6vXrIEafzz5miiwwPfPbwu5ZTlMPLNkTUSmau6XsXy8ctpG9E2gJEJIYRoDCSZqaXbbgNNU1MxvfEG2ELaARBqgKd+epyGGovw29/K2JHuwm7VeO3BBIb2sjfI8zaUfYX7GPbGMFZnrvave2T4I3xwzQeEBDW/qjQhhBCnT5KZWrLZIDlOTeA4bx5ERlaPabI7cyXL0pfVewzlDi+vLCgE4IaLwkmKaV4Nfjcd3sTQ14eyM28nsfZYgs3BfHztxzw84mFp6CuEEMJP2szU1r//zcWHrbzMnaxbB0ZrPACvFsJhL7y27jWGtxteryFMfy2PghIfESEGrhrZOOarqis/7/+ZS+ZfQrGzmO6x3Vl04yJsZhtRtqhAhyaEEKKRkZ+3tRUUxJ28BIDLBXsORANgMQCagcdGPlavT796q4NVW9WYMoN62ghqRoPjLdi2gBFvjqDYWUzfxL4su3UZrcJaSSIjhBDimCSZqa1Jk+jZz4qdMgAWf6xWpwZH4tN9vL7u9Xp76pIyL/+aq6YsCLUbuPeGyHp7rob2xLInGPvBWLy6miPill63SBIjhBDihCSZOQPaiuUMMq8FYPsWCwC9LTr/joGX17xMqbOUfEd+nT6nrutMeuYwTpeOBjx+RwwGQ9N/G70+L2PfH8uDPzwIgNlg5sNrPuRvA/8W4MiEEEI0dk3/KhhIQUHc+n/dACgoUaUjNk8ht4dr5JRlk/J8ClMWTanTp3zizTwOZKvR8W67PJyeHZv+RJLFFcV0f6k7C7YvACAxJJHNd27m6m5XBzgyIYQQTYEkM2dozA3RaJrOqpKz1QodQgw6KWbIdeTyv43/Y1/hvjp5ri+Xl/D9qnJAjfI77sLwOtlvIB0sPkj3Od3ZkbcDgPPanceeu/bQKaZTgCMTQgjRVEgyc4aio6F/f428UtUAmMp2uP2sqqOYV/fy+LLHz/h59mW6mVM5OF50uIEn7gzEpAl1a9HuRfR+pTcHig9gMpj417n/4rubv5MZr4UQQpwWSWbqwPnnQ0FZJD5fdY+iG+yJ/r9fW/cai/csrvX+S8t9PDAnh3InnNXRwtuPJGEyNt23rtRVyui3R3PR/y4itzyX3gm92T5pO4+OfDTQoQkhhGiCmu4VsREZMwa8PhMFZdW9iobvzwBAqyyqGf/peAocBcd8/Mk8+loOmbkeEqKNTP9LDFZL033bfkj7gYT/S2DJ3iUA3NHvDn657Rc6RHUIcGRCCCGaqqZ7VWxEBg2CoCDYmVXdziMiFs5JBx2dKGMoB0sOctc3d532vucvKmL1NjXS8D3joggPaZrzLnl8Hm74+AbOe+s8ytxlaGhMHTKVOZfOwWpq+o2YhRBCBI4kM3UgKAjOOQc27O9VvTLczD2r1J/FzhIMuobm9eHxeU55v3sOuHjtsyIAWsWa6Nu5aV70l6UvI+6ZOOZvng9AaFAoP936E0+NeirAkQkhhGgOJJmpI1dcARv3nwXAntKRcH0Rl0cO45Kd4DFB51yd/z6yFtP6jae0P7fHxz3PZaPrYDbBf/4eh8HQtEb51XWdv371V4a/OZyCClXFdnmny8n5Rw5D2wwNcHRCCCGaC0lm6siFF1aXzFjdOyl02tC++JJXS0cSVQ7bYuHxuO0wcCD67NknnVX7/pdyKCn3AfDQ7TFEhjWtabTK3eX8aeGfeHHVi4AqjVl04yIWXr8Qi8kS4OiEEEI0J5LM1JGOHaHM1BOAVpEHef+tPAgLI3HBt7wcch0AM86Br9t6+EPBi/zrh38dd18LfyxmzXbVTmbM4GCGnmWv/xdQR/Id+bzw6wsMfX0o72x8B6NmZGL/ieT+I5fRHUYHOjwhhBDNkKafrIigiSsuLiY8PJyioiLCwsLq9bleegkucrWnfVwa3qghGIOT4JwPARj30vm8m/M98SVwuHKC60dHTOdfZf0hPByGqmqXvEIP1z14CK8PEqKN/O/RJDSt8Vcv+XQfb214iynfTKHQWQhArD2WD6/5sN5nDxdCCNH8nM71W0pm6tCtt8L2w6qqyZi/AjK/Bl1VFc2+9UMS7fEcDoVz9qntH/rxYZ6cfR0MGwaXXornux944o08vD6wWTReuDehSSQy3+79ln5z+3Hrp7f6E5muMV1Z85c1ksgIIYSod5LM1CGbDcLbqkbAXp8BPGW4CvYCEGWL4rUr3gDgp3bwBzV6P9MGljBriAZffslLj/zE+l1ObAYPL06JJjq8cXfD3nR4E2P+N4ZRb49ifdZ6//qbzrqJtRPWkhyeHLjghBBCtBiSzNSxPiNVyUyFW3WjXrpgg/++MaljuGfQPQB81hkGZauGsH8frXP9zXNZ2PMWAO7/8g7aDU6FL79swMhPj8vrYvQ7o/lm9zf+dVajlTmXzGHeFfNk7BghhBANRpKZOmZPUsmMxVQBwLaVG/EcMbTM/43+P2acNwOAlXFOOrnCSC69g8P2CwG4cuMbDN23BA4dgocegkcfhZ9/hl274PDhhn0xv7Px8Ea8Pi+6rrO/aD9JoUn++85udTbr71jPHf3vaBJVY0IIIZoPaQBc13Qfvg/CMXhLAVi4+nLK+i3khhtqbvbe5ve4ZeEt2MvPplfhW2gYSNLzeWvDJAybN0FJSc0HGI3g9UKvXnDttXDZZdCjB9Rz4uDTfSzavYhZv8zi27RvGdF2BGmFaaQXpQNgMph46NyHmHbONEyGptV9XAghROPVZBoAz5w5kwEDBhAaGkpcXBxXXHEFO3bsqLGNrus88sgjJCUlYbPZGDFiBFu2bAlQxKdAM2CI7On/t1ebDUybBkVFNTe7rsd1zB+zlF6Fb6JhwKc5uPMfOoYVy3n1h//jtreu5vBLz8Af/wgxMSqRAdiwAR54AM46C1JS4Pbb4b336vxlZJdl8+TPT9LhPx24eP7FfJv2LQA/pv9IelE6ZoOZke1G8sttv/Cv4f+SREYIIUTABDSZWbp0KZMmTWLlypUsWbIEj8fD6NGjKSsr82/z9NNPM2vWLGbPns2qVatISEhg1KhRlPy+5KIxiVCNgF0eM4eL48k65OLuu2tukl/s4b9vJ6FhQsfD6sjLGf3eMN5c/yZ/X3wvr+/9iLZ5DzLhhnB2bVsOv/0Go383Tkt6Orz2Gjz+ODXqsj76CDZurLnuFHl9Xq764Cpaz2rNtO+msa9wn/++1KhU7h18L1/f8DUF9xXw/c3f0z+p/2k/hxBCCFGXGlU1U05ODnFxcSxdupRzzz0XXddJSkpi8uTJ3HfffQA4nU7i4+N56qmnmDBhwkn32eDVTAC75sCqiWzOu5Ced1U3kF24EC6/HCqcPsY9dIjCEh8a8OBfbDy1+SYW7VkEwC29bmF77nZWHlwJqJm3x3Ydy53972RYlhnLg4/ADz/UfE6zGVJToV07+Ppr0HWwWKBrVzUT5oABqjSne3fV7QpV6rW3YC9bc7ZyWefL/Lsa8eYIlqYvJdgc7J8Ucsb5M7hv6H3SHkYIIUSDaDLVTL9XVFkXExUVBUBaWhpZWVmMPqJEwmKxMHz4cFasWBGQGE9JhGoE3CVxE8HB1as3bgSvT2fmW3kUlqjxZ6ZcH8nI3rF8Me4LpgyaAsCbG94kMTSRBX9cwKWdLkVH5+NtH3PB2xcwy7scvv8eliyh/IZrcfQ9SyUnbjds3QpffaUSGQCnE9avh5dfxnf7bRw4fwDLrurP8+/fwzXzLiHp2UQ6vtCRK967gux9m0HXcXldXJByARHWCMrcZUTZolh04yL+OeyfksgIIYRolBpNQwdd17nnnnsYNmwYPXr0ACArKwuA+Pj4GtvGx8eTnp5+zP04nU6cTqf//+Li4nqK+AQiVJsZk+sQL87K5dY7ojCZDFx1lc7sDwv4aZ0DowEmXx/FJUND1LYGE7MunEWPuB7c8cUdLNi+gK92fcVtfW7jmxu+4cOtH/Llri+rpwS44ALmhe9i4lcfEHNdDMnW9iT7Qglz+HCXl+AuL+XJVWGkbjoEBQVMOx+eHgawFbZv9Ydq9kL/Qz5+urgnK9povN0LcuwqGeqjJ/DJyLdolzwcfD6VJBkb99g3QgghWp5Gk8z89a9/ZePGjfz8889H3ff7EgFd149bSjBz5kymT59eLzGeMnMohLSH0r38KX4A574QQvu/buLPDxRiSSxF0+CBW6MZ0S/4qIeO7zOebrHdmLJoCisPrOSl1S/xyppXuOGsG/jy+i/pndDbv+2hkkMA5Jbnkluey7qqO4xAKPz9neWkJg+BrCxSvpqOaf9c2lZY6JyjM3SPi8QiHxlh8GUnuPqPACqJSSyB29bC/T9lYZs+WiUwSUmQkaFKgcLCIDoaEhLU+rZt4aKL1EjGoBore70QFFRfR1gIIYTwaxRtZv72t7+xcOFCli1bRkpKin/93r176dChA2vXrqVPnz7+9ZdffjkRERHMmzfvqH0dq2QmOTm5YdvMACwbCwcWgGYE3ctFb63CmRKHpoExP5w5j4fTsePxH67rOkvTlzLjpxks2bvEvz4lIoUru1zJlV2vZFCrQWSVZvHrwV9Zl7WO7bnb8fg8tAlvQ9uItozrMY7E0EQASpwl7CnYw9acrSzdt5Svdn/FgeID/v2aMHIpnRifncSYnTqmg5mqNObgQSgtPbXXHBwMycmq99XPP6s2OxERaomOhthYdd+VV0Lv3qoB8/btatvg4OptIyPVrc0GJhMYDCqhatVKtQkym0/vvRBCCNHknE6bmYAmM7qu87e//Y0FCxbw448/kpqaetT9SUlJTJkyhalTpwLgcrmIi4tr3A2AATY+Apungy0JHId4JW0a7x+8g4pSIyv/l0ibZAPLl6vr88msOriKZ1Y8w+c7P6fCU+FfbzfbKXeXH/dxHSI70CWmC/uL9rM9dztun7vG/TaTjfPbn8/FHS/myq5XkhCScPROdB0yM1V7nG3bYPdu2LdPDeqXna36nJeVnV7PKYNBJUq1ZbNBSIgqIYqMhKgolSRdeikMH67i2rcPvvhCtRuqKilyu1WccXFqu0svVY/3eiE/X5UkVS0nq06TajchhKhXTSaZmThxIvPnz+fTTz+lc+fO/vXh4eHYKnvcPPXUU8ycOZM33niD1NRUZsyYwY8//siOHTsIDQ096XMELJnJWAA/jcUd1Bqz6wBbivvyt/UL+emNJAwYcblUR6Nly9R1+FSUucpYtGcRC7cv5POdn1NYUQhAhDWCDpEd6BDVgQpPBesy15FRnHHU40ODQukZ35N+if24OPVihrcdjs1sq5vXW1qqkp70dDVa8bZtsGOH+j8vTyU97iOSKaMRWrdWJTbp6eo+l0vdVo2pA5CYqA6Qy6W2q6g4+rnPRJcu6o1YsODo+wwGtXTurKrQsrNVDFXd3jUNrFZVqhQSAqGh1fvbsUMtu3ap9UeWOgGUl6vZ0hMTVSJls8GmTarUKShIJUpVx8PlUscrOVndbzarZC08HDp0gI4dVWJXFW9EhDpmK1eq9yQtTe3PZFJLRIRK6OLiVA+4MWOqX/OPP6pjrGlHLyEhqkdcXp6KedcusNvV6zMYqgdwLCiAnBz1XA6Hem35+ep+i0W9pooK9bqcTrVdz54q5pgYlRwXF6tjVFambh0O9ZiKCvV85eVqyclRA0xWVKhj1K2b2lfXruo4tmlTHVdentrPkVXUHo9anE51PN1utVQl6CaT2m95OWRlqSUzU33eq5LZIxPbqmNV9V5ERan3qE0b9XmvOhalpWopK1Ofn4QE9R6GhlYnyE6nWo7k9arP4L591Z+nsDD1Oaz6kaDravH5ql+fpqn/y8rUazh8uPp9jI9Xn9vOnVXpqcVSHUNJidrebFav5chSUV1X+9i7V30WKiqqf2BERKjto6PVcdW06s9f1esoKqp+T6peq9Opjn9VaWzV64iKUscwPLz6+TVNvS/p6eozXlxc/RlxudTrtlrVMbfZ1OvyeKCwUL3u3Fz1HnTvDkOGqM+26YiWFwaD2uf+/ep9iYlRn/cqZWWwZYv63u7apd7fQYNUqfOR+zl0SA2tsXat+s5ddJH6fFYdwxP9ECwrU68tNladK478Eeh0quf+7TcVR5s2cPbZ0K+fOu7umj9e8fmqv5t5eerv8nL12qq+x1Wfv6offlXfjYICdf7LyVGfh7AwNYBr797qdRuN9fLDrskkM8dr9/LGG29wyy23AKp0Zvr06bzyyisUFBQwcOBAXnzxRX8j4ZMJWDJTuhc+64DLZybI4Mana2zvmc6IC5LJyVGfnfJy9bn7/nv12Tgdbq+bXfm7SAxJJNIWedT9ueW5bMjawI68HSSHJdMzvidtw9sGrkeSrqsvZk5OdRucI7/wx9q2rKy6jQ6oE9Cnn6ovd3q6Oknk5qqloEBtbzSqL35EhFpfdZGtOsF7verLGRSkHiPUxbTqonGiZLHqODYl55+vLsjFxSoBqOtkuK61aaOqUkND1Wd88+aGjyElRX0WcnLUSaqutGqlLuY5OSqZ+v3FtrGxWI5OJk+FyXTykuoOHdSPiKFD4frrT22/ZvOpH7N27VQSdiYl4KejfXv417+g8rpdV5pMMtMQApXMlJe70T6OxGYsY29ZZ9oH74Cz5/Ltvj9z0UXqmlqV0Jx7LnzzjX/4F1FbLld1G5tTkZ2tSi+2blUX6SMfV/WLpKJCrbda1Yk4NlYlQZGR6hflrl2wZ49aDh5U9/fvr37ltm+vit6yslTilZWlntNsVglamzZwzjnqMQ6HGojI5VKLpqntTCZ126YNXHBBdcnBm2+q5K6qZOL3qn4lduwIn3yi9u/zqaXqdVVVwZ0uo1H9Ui4oOP5J22JRv3ZDQtRzr1lTXZoB1aUjVa+zWzf1azE3VyUev9+m6m+jUU3lYber5bvv1EW/KtHyes/sBG61qngcjhNfkCZMUKUEXi8sWaJK646ne3f1PmVn1z6uY0lOVp+V4mIV74lYLOq12e3qWB06VDcxaJr6nKemqs/jb7/VzX4TEqqLrEtLVSJ6PFarmtolJkadUJctO/62bduq72dUlPqcvPbayWOJjVXH+ESJTY8e6jj88ot6r0/kdH8UREerUqyTJUgJCer7tnv3yfdptapSleBgdXxXrz7+uSAoSJV2VpXmLlx49JD2oJKZRx89+XOfBklmjhCIZEbXdR55NZdrfGPoEbaGzOCxJJZ9AkkXw4gvmTMHJk5U21YlNPfdB08+2SDhieYmLw9WrFC/4lNTVRLTuvWpPbaqqL+qBKvq1uutTqxcruqi/qgolYhVJRdOZ/WFurhYPW+bNmfWk83rrVltdbp0XZXerVmjYg8NVTGHhamTfVBQdXVdVbVeUJBKHE/1OXW9etvfJ09Vp9Sq26rqJ5dLXfDtdnUxOfKiVlamqq8OH1bHs7RUvTclJerv0FBVNdG1q/rVbTCoBKUqAa+qkquq3qpaX/Wajqw6qqq6/L2yMpWc5+eri1ZMjErYLJbqKoq8PLWUl6tkqksX/INpVVUfHnkcHI7qxxQXq7iqSk7tdvXYYx1zi0UtoC7iZWXqOGRkqKW4WCUmHTqoUt7fb3s8VUkdqM9Z1Q8Bn091Rvj1V/U87dtDp04qyQ4OVtsePKjen8OH1Wvr0kW9FlCfH7tdrd+7VxW3Z2erqqvevdX7V6WiQv2I+vprlfw5nSruqqqd+Hg1yOnAgeoHQadO6vkPHVLf8f371fvar586BlWfI5NJPU9hIaxbp35ghYerJSJCff6rqgqrtq1SWHj8BMtorFl1UFRU/ZmvqFDHbft2GDxYvdY6JMnMEQKRzLy3pJi5CwqZ3OEB/pD4DrS/DbwOaHM1JF8JwF13wQsvqO9W69bqs32qbWeEEEKI5q7JjgDc1Om6zuc/lTB3QSEArTv3U3eU7oGh//MnMgCzZsGFF6qk3OGo+UNp3TqEEEIIcYokmakjuq7z2Ot5/Ptd1aj0yhEh9B3xB3VnzjKoqFmPajLB+++rUuNDh+C881TD9Ndeg7591cTYtZgnUgghhGhxJJmpA7qu8/jrufy4RrX879jazMSrI9UowJF9QfeprtqFm2DLDKgc7yU8HD7/XFUz7dihetV98ona54wZ6v9VqwL1qoQQQoimQZKZM6TrOg+9kssPa1RvgsQYE8/fE4/RUNmorc016nb/h/Dd+bDhAcj+yf/4Dh1UtdJFF6m2VF99pXrrRUaq9QMHwl//euzG40IIIYSQZOaM6LrOfbNzWL5RJTLtW5l5/cEEbNYjDmubq9Vt9g+QWDlJ5IGFNfYTEwNffql6MxmNsHy5SmZGjFANzF98UTWc/+GH+n9NQgghRFMjyUwt+Xw+Js86zOptqitit5QgXvlnApag3x3S0I4Q2Rt0LwRVDm53YOFR3eAMBtU9+8cf1dhSe/eqv1NS1MCPWVk1B78UQgghhCLJTC29sqCQTXtUF6QBXa28cG88RuNxxqioqmoq3gFGO5RnQN6xB5caNgw2bFCJTWioGi4jM1MlNFu3Vnfvf/RRePnlEw+pIIQQQrQEkszUUr8uNkxGGDM4mKf+FnfiaQKSK6uaDv+gBs4D2D7ruJtHR6sqp/R0mD5djXOUmQk33aTa0CxYAE88AXfeqZKcCRPU2EvNe8QgIYQQ4thk0LwzkJ3vIS7qOPML/d5XvaBwI/ScDpseBjS4dDuEdTrpQ0tKVLuZGTOqB6zs3VsN1Ll/f/V2PXrAzTfDNdeogSGFEEKIpkoGzWsgp5zIQHVVU96vkHQpWKKhZNcpPTQ0FP75TzXS+F/+otrXrF+vSmuGD1dzO1mtaqTrf/xDdfeuUjUSvRBCCNFcSTLTUKqqmrKWQJ+n4PJ0aHXJae0iPh5eeUV12T7/fDWVx9Klal41k0lVQXXvrkpl8vJUtdMbb6jeUldeCc8/r+bDk+RGCCFEcyLVTA3py55QtBkGzYP2fzqjXem6Smrefx/ee69mdVOVqvkAfz9GTUSEmqNswACYOlV1AxdCCCEaE5lo8giNKpnZNB02PaKqmUZ8rkYGPvg5xAwFa+1nmfT51ESV778Pa9eqbt2HDtXcxmBQE+EWFam5oECV5hQXg82m/n/ySfXYHj3UZLEdO6qJcasm2xVCCCEayulcv0+j0Yc4Y22uUclM1mJwFcGqOyH9XejxLzjr0Vrv1mBQM8UPGVK9zuFQ3bpXrYK5c2HFCjVWDahxbBITVQnN0qXQqxckJKheUr/9rse42azGuunaVd1f1Wlr2zbVTichoToZ+j1dV8lTeHj144QQQoi6JiUzDe3LHlC0BXrNhNBU+PlqMEfAFelgrr/41q+HOXPgnXegvPzo+y0WVS0VFKRKesrKoLS0un2NyaQmwExJUcv776tkCSAkRLXLiY9X+3G7VaL022+q7U5UlEqG+vWDwYNh5Ei1rRBCCHE8Us10hEaXzKS9A7/cpBKXS3fBd8OheDv0fhq6/aPen764WFVJrVunEpz169Uklw39KdA0VaKTlKRKj0JCwOuFxx5T4+vYbCoxCgqqvrVaq+ewqqiAnTtVyVF8PMTGgt0OhYVq0MF169TtwYOqxOq88+DCC6F9++oYiopUQnb4sErGkpJUVdyJqtVcLlXCdeiQStri49VS1T7pdLhckJEBBQWqpCwhoW6r9KreUykVq3tuN+TmQnZ29VJYqGa6d7vV4vGo98BgUIumqcXrVT8SqpbOneGSS44/wrfHo25NjaQcPStLffeiotRnPzpavb4z4XCoc9Hq1ZCTo6q327RRnRmSkyE4uPb7Li1V3/HDh9X3KylJfdfM5hM/rqJCVbvv3696lMbHq8eFhFTfn5mpzgWHD6v3qeq9NhrV+xUaWnOxWNR9VYvZfOJjp+tqCI7QUHUOPBldV/Fs2aLOK7Gx6pwWF6feJ1A/Zh0OdevzqffxWKXnPp86R3o8aj/Hk58Pn34K55yjmibUJUlmjtDokhndB9/0g4L10PluNdXByltV6cwlW8Ce1OAhVVSoE1RmprrNylLj2YSFqQ95eLj6AuflqYv/3r3q9sABVYJT9eWoqFDbtW9fPcBfp05w6aXqy1Vaqk7ygaZpx0/eDAaVNLnd1V/uqluPR12IjrdPs1mdwEym6pPVeeep9T6fqpo7eFAlMRUV4HQe/dyJiWoWdZ9PnYyCg9Vis6nndzrVctVV6v+cHJUM7tpVfQH1+VScXq/aZ3KyOsm0aaNOTqtXq21dLrXoukoEg4NV1/9Ro9Rn4H//g2+/VZ+FioqjX3NVaV5wcPVJ98iLdFWpnsFQnXDabOpzsG9f9cW9aqm64A8eDP37q8fk5cHbb6v9VFRUf84qKtRztmqlLk4Wi9rvpk3VyULVe2U0Vh+Htm3V+qIi2L69Zs++I0/m7dqptmPh4ep5Fi6sPmZVx7kuaZo6jmFh6r1wOtXnwGRS76/LpV5HUJBaqi6CVcvAgXD33SoujwfGj1dxV30Oqj67Xq9K3Hv1qn7eH344+jhUfYY7dYIHHlDf9xUr4OOPj/7cVh3j0FA1n1xyslpef129f1XP6/VWf+/CwuCCC9Tzbt6sfniciMmkPjs2m/o8er1qndlc/b3TdXV74YUq3v371efseN9Zo1H1/gwOVp+fXbtUQurznfg9ttvVfS7XiWM+VW3bqrn3UlNVkrh6dfXnrOr7Cep9SU5W54jwcPVDaP/+muen2g7FYTSqZCc6WiXpeXk192M2q9dtt6sOJ126qO/ECy+o9w/goYfUIK91SZKZIzS6ZAYg61v4fhQYzDBmE/xyI+SvVqMDD/+iWf+U9nhg9251kVy6VFVFHasn1pGqLnJVXzirVS0HD9asCquiaeqE//rr6mK3dCn8+9/qRHU8iYnq19WpnAhMJrVfs1mVIjWGBE0ETkwMnHWWqlp1ueCLL46/bZcuasoSo1ElZPPmNViY4gzZ7ceuoj+WAQNUElVaqpKOqk4XDalfP/W82dkqQakrQUHVP5qqJCSoUvXbb6+75wFJZmpolMkMwA8XQeYiaPNH6PkQfN0XfE4Y+Bp0GB/o6BpUYWH1L60ji2BNplMrvvZ6ValAXp76lX6st7m0VH2pf/5ZfRGTkqp/0Xs86heax6O2+eUXVTJR9eu+qpQhPFx1Y7/iiuoi/3XrVHJWUKCWsrLqIlyHQ/3asljU6zh4UJ1UwsLUBTA6ujpWn09VhxUUqJPfjz9WD4x46JDan9msYggLUxfFVq1U6YXTqV5faKj65Vr16z0oSCVaHTuq6sWMDFVyUVXqVrXounqegwdV/Pv2qVKUDh3U/e3aqeeqqgKrOmP06aN+1ZaWql+1mzerGI8sPQB1ge/QQW1bXq6Sxp07a5YaVFXPeDzqGLtcaruDB1UJoNer3q9WrapLY4KCqn+lOp2qtOXQIXUM7HZ16/NVl+hERaljZDKp/e/dq/4+sqSu6r2uKtYvKlKlX1lZqqg+Nra66D48XB2TNm3U+wzqeX75pfpz9/vfJa1aqdKOquOyfLnaZt++6jGj9u5Vv9YHDICLL1afC6tV/RI+eFAthw/XLBF1u9VnrOo7VFGhbsPDVZIVFaWOa0iIeh+Skqrfy1271G3V4nKpz2F+vvrclJerz9mQIWpfnTurfWiaer+qti0tVc+fkaGWXbvUexARoZbwcPU6vF712Ph49Xfnzmp9aOjRx0vXqz/DDodaNm5U39PMzOrvR2am2kfr1uq4tW+vjmFpqXof7fbqfVZVn+Tnq/fS4VCfn7171bnIYlH7ad1axV0V0+DB1VVW27dXVyMd67fn2WdXf19271bf+yPPJ1W35eXqPUlLU8dr/Xp1X/v26nuXkqLeK4dDxRwbq26Li9Xrzs5W75fHo74LHTqoz2NQkEqwq153WpoqGTYa1XE6snrL6VSPrahQ59DiYvV8YWHq9TmdqnTwl1/UUpUY9eunSsF691afjVatjj4OZ0qSmSM02mSmYAN83QfQYfSvkL0U0uerMWgizwp0dKIR0XV1orFam3Whnajk8TSe9jFCHEnXVSJntzfMlDmSzByh0SYzAL/cAmnzIG44jPwW8IHxFFp5CSGEEM2czM3UVJz1GBgsqlQm65uaiYyr6PiPE0IIIYSfJDOBFJwMXSarv9dMBncJ+Dyw8WH4tB0U7wxgcEIIIUTTIMlMoHWbBvZkKN0Dv00ANFVS4y5UjYQdmYGOUAghhGjUJJkJtKBwGPouaEY1tUHamzD0fQjpAGVp8MMYcBUGOkohhBCi0ZJkpjGIHarazwCs/hs4c+G8xWCNh8INsOxy8ARgoAIhhBCiCZBkprHodh8kjAKvA5ZfC9YEGPmNmvYgexmsGKfa0wghhBCiBklmGgvNAIPfVklM0VZYUznVwbmfqh5PBxbCoa8DHaUQQgjR6AQ0mVm2bBmXXXYZSUlJaJrGwoULa9yv6zqPPPIISUlJ2Gw2RowYwZYtWwITbEOwxcOQdwAN9vwX1t8PsefA0PnQ/0VofVmgIxRCCCEanYAmM2VlZfTq1YvZs2cf8/6nn36aWbNmMXv2bFatWkVCQgKjRo2ipKSkgSNtQAnnQ68n1N9bZ8KPF0HsudBpYvU25QehZE9g4hNCCCEamUYzArCmaSxYsIArrrgCUKUySUlJTJ48mfvuuw8Ap9NJfHw8Tz31FBMmTDil/TbqEYBPZN978Ott4C1XXbeHfQQxZ4OnDJacC+XpcM4nEHduoCMVQggh6lyzGAE4LS2NrKwsRo8e7V9nsVgYPnw4K1asCGBkDaTddXDhrxCaCuUZ8O05sOtlcJeq9jXOPPj+Atj2LPiOM8e9EEII0QI02mQmKysLgPj4+Brr4+Pj/fcdi9PppLi4uMbSZEX0gAtXQesrwOeCVXfC6olwzgJocw343LDuXvj2XBktWAghRIvVaJOZKtrvpgnWdf2odUeaOXMm4eHh/iU5Obm+Q6xfQeGqOqnPM2AwQ8YnsGQwdJwIZ88FUyjkroCve8G2WVJKI4QQosVptMlMQkICwFGlMNnZ2UeV1hxp2rRpFBUV+ZeMjIx6jbNBaBp0vRdG/1JZ7XQAvj8PyvbDmHWV49NUwIFPAh2pEEII0eAabTKTkpJCQkICS5Ys8a9zuVwsXbqUIUOGHPdxFouFsLCwGkuzEdUPLloL7ccDOmx5HH66Cs56QpXSDHwDDEa1bUUuFG4OaLhCCCFEQwhoMlNaWsr69etZv349oBr9rl+/nv3796NpGpMnT2bGjBksWLCAzZs3c8stt2C32xk3blwgww4scwgMek3N3xQUpaY7WDIISnaCvVX1dpsfU1VPK2+VbtxCCCGatYB2zf7xxx8ZOXLkUetvvvlm3nzzTXRdZ/r06bzyyisUFBQwcOBAXnzxRXr06HHKz9Fku2afiopsWDNZTVAJENIe+r+kqp1+uQnS51duqEHry6HLFDUI3wnaHAkhhBCNwelcvxvNODP1pVknM1UOfqF6OpUfUP/HDIbu90NQDGx+FDKPmAYhsi/0fEglN0IIIUQj1SzGmRGnodWlcMkW6Hy3mscp9xdYehmsmgApf4IxG6DjX8BohYK1kLe6+rE+L+i+wMUuhBBCnCFJZpoLcxj0ew4u3wddp4IpBAo3worr4fvzQTPDsI/hrMeg/c3Vjzv0JXzWAdb/E3JXSmIjhBCiyZFqpubKVQA7ZsOu2aptTZXgdqqKKawzhHSEnbPh4GfV91sT1P2t/gDxw8EU3OChCyGEENJm5ggtNpmp4vNA1new739wYAF4So/eRjOCJQ7cRWouqCqGILgyEyxRDRevEEIIweldv00NFJMIFIMJki5Ui6ccDn6uqpNKdkPpHijdCz4nVGSq7c2RENIOHIdUG5tDX6qSHWcuZH4DpjBVYhMzFGIGqRGKhRBCiACSkpmWTvepeZ3S3oS9b0LF4dN4sKZGJI7qB/HnQcfb6ylIIYQQLY1UMx1BkpnT4HOrkpvd/1WNhy0xYI1TiylMlcyUpR37sfa20Pku9RiDBXb+B2yJENYVEkdDRE8IimjQlyOEEKLpkmTmCJLM1CFdh6LNsO9dSH/v+InN8ZhCVcPj9rdAp0nV+3TmgSVaBvMTQgjhJ8nMESSZqSe6DmXpqs1N6d7q9jeuQvCUqTY3nhJwF4PPVfOxRhuEdQF7awiKVlVcBov6P6Q9BLcFe7IqETLawZkDBevVfQnnQ/QgMAYF4EULIYRoKJLMHEGSmQCrKs3JWKi6gBesA917hjs1qB5W9mSwxKqkx5aoRjcOaa96ZbmKwF2onsveCuxtVJJ0ug2WfR4o2wflGap9kK2VlCAJIUQDkN5MovHQNNVeJqIn9PwXuEuhdDeUH1TTL5QfgJK9ULheTZape2o+3hSiGhdH9YWcFZC1GPCp3lXO3FrEYwKTHayJEN4NrLGq+qt4J2gGQFO3rkIo3wel6cARyZc1AaLPhugBEHEW2JLUYo1TPcc8ZVC8A4q2QfE2cOWrx1RtZ0sAb4XqIVZxWN26CtRrApX8gYrBYFLxaibVTd6WoJIpeyt1e6KqOZ9H7d9TrsYKMtnVrcF8+sesNnRdlc7pHvX6jZZTf6zX1fRL3nRdJdOmsOqZ7I+3HUiCLOqWz63OASZboCNpMFIyIxoPn1slFYUb1BcxZpAqDak60XvKoXAL5P0KOT+r7uXuQnCXqPFxNKNqZGwOA4wqQaoLmlENNli278SlSoago6vU6pUBgiIrlygwh6r2RxVZlb3SjvHVNpjVtpZYlchZYlRVX1C4SurMYWox2VV1oNEKBqtKrLwO9R54y9Wtz6kSD59TvW53iUpUi3dCya6aYxYFRanSM2tC9f5Nwaoa0eeEsgxV+lWeoRJAS7SqigzrohqRh3RQpXFBUdWvWfeq5NFbrm5dRSqBchwCx0EoPwT4qp/HZFevBZ/6fOketQ+D5YjjGKni8zpUFWnV4ilT67wV4KsAr1MdG1OIWswhal3JLpWUF+9Un01zBMSPhIQLVBVpcDvIWwU5y+DwUshdoXoU2lurxdYKgpPVaw7vpl6/yV59HP2na129veX7VBVs/lp1HILbQ2gHdbzsrdXrdOWr8aVcBeo1aEbAqBJMQ5B6nL80s0jt1xIB5nD1GTCY1efEEnPEB6kyDlOo+lFRskv9QHHmVB6rMvXDxVMMrhLwFKnnNoVAZG8I6wbBbSA4RSV7NS5Dunouc6j611MOjsqhI3wu9VqLt6n3TtfV+2C0qtejmdV75P/82tQF3VC5jSFIvS+laep9Kk1Tg4dG9VExGYMqj62u9lO+Hwo3q3OQz135/QhVQ1jYEtX/mqa+T/ZWlfE6If/XyuNdUbk41efGXaKmkNEq2wq6S0B3V37uItX5S9fVcXOXqOc0VJU5aODMVrfo1QmL7lH791Qeb0dm9Q89S6wqlbYnV37GksAaD6GdIHZo9bnVP/r7Mc4Z5jD1Y7RK7q/quUF9dws2qvej/S0QO+Tox58BqWY6giQzLZTPq77QrnxVyuIuVBf4kr3qYm9LVF/qimzV9ufwd5UnB7c6YeqeylsvdLkH+j6rTqqHvoafrz7xc1tiqi/AaW8efztbK0i6uPLCrMP2Z46/bXBbCO+uLtRVF42T0YzqIu4pOfm29UEzqqVBE7wWxBSsEodAMpirL2x1KeUWSB6rvkuFG9REuo1ZcDuVnJVXJtJeR6AjOjmjVZ0DMagfasdKZEAlM0mXqiTb3gY2PKDOp79XdZ6sQ5LMHEGSGVFrul55Ia789QfqV1bVr2BPufrfU6aSC2cuRA+ENlepbd3Fas4rn+uIEgxndcIUfx50n6a29Tjgm36VSZS78tajfrX5PGoy0SHvVMc2/wTVEjFD4JxPVMmLZoAPQo898jOohKvdjdWNtdPeVjEei8EKEd1VgmS0qdKxI0tfjhScApftUFVkrnxYPFj9ej8WUyj0/b/KX4/J8MstULDmOC+ushrwVNpdaSbo80z1e7Vv/ol74CVerE7SnhKVMLryj7/tWY+pWDylcOBT9cv0eLr9E/J+U8frZIld13+o96F4m3qMt+LE2xuCILyH+rtg7fG3M4WqC5fJXvnL/QTJcPRgMFlVSU35/pNX52om1VYNA5TsOPIOVYiAppZOf1OlTQXr1KjkNbY9HVpl6VLldyCqH4R3VaUTZfshbyXqwlxZelX1N6hSuLDOEJICxmD13lX9cPn9xVwzQGQfiOilSqwOfgn4VAmG7sNfNXxChsrSj8pFM6jEJ36EKmXEADtfqPw8Hznpr0FtG9pR/eBBUzHu+e8RcVZOrVi1/4he0O0+9UPNlgiLB1WWCLkrzyPu6nPLGbdbPIJmVFXvPR5Wg7PWIUlmjiDJjGiWfJ7Kk6r36MVgUqU9VcrSK++r2l7Hf1I22SsvRJUKNlSWSFVdAPTqv03BENmretu8VZUX28pTyJGnEqMNYs6u/j/3N1X1cCwGS83i6fw1qogd8F+wQJ20NRPEDFZJhGasrGosrrlN1WM0g6qqrFK8Q5XSoR3RRkWrfkxkn+r1pfvUBezIGI68KIV1qW4L48hUF/4j7z9y++C2le2pHFC8XVU9GQzV2x4ZizW+ulrBXaLeu+JdlbFUvW/6ERfaHqp0xONQ1RhV+/R5wXlYvQ/mSFUNVhVvVfXE749XVSyasbL9GJWfmcoqjYrM6rZu7gJ1UQ5NVbf+qpDT4POqHpCOg+oYOjLVczgOV7eJqypdDeuiLupJY1TyUhXf6dD147dN0nXVIzNnhUrmo/qqJPFEbb08DpXslaWr6lFjcGU1TmUyYQ45/RgbiteljntFNuo77qu+1b1H/KByqx9r5Qeqq4HLM1SJWcJoSLxQJaj11OZLkpkjSDIjhBBCND2nc/2uRXorhBBCCNF4SDIjhBBCiCZNkhkhhBBCNGmSzAghhBCiSZNkRgghhBBNmiQzQgghhGjSJJkRQgghRJMmyYwQQgghmjRJZoQQQgjRpEkyI4QQQogmTZIZIYQQQjRpkswIIYQQokmTZEYIIYQQTZokM0IIIYRo0kyBDqC+6boOqKnEhRBCCNE0VF23q67jJ9Lsk5mSkhIAkpOTAxyJEEIIIU5XSUkJ4eHhJ9xG008l5WnCfD4fhw4dIjQ0FE3T6nTfxcXFJCcnk5GRQVhYWJ3uW9Qkx7rhyLFuOHKsG44c64ZTV8da13VKSkpISkrCYDhxq5hmXzJjMBho3bp1vT5HWFiYfDkaiBzrhiPHuuHIsW44cqwbTl0c65OVyFSRBsBCCCGEaNIkmRFCCCFEkybJzBmwWCw8/PDDWCyWQIfS7MmxbjhyrBuOHOuGI8e64QTiWDf7BsBCCCGEaN6kZEYIIYQQTZokM0IIIYRo0iSZEUIIIUSTJslMLb300kukpKRgtVrp168fP/30U6BDanZmzpzJgAEDCA0NJS4ujiuuuIIdO3YEOqwWYebMmWiaxuTJkwMdSrN08OBBbrzxRqKjo7Hb7fTu3Zs1a9YEOqxmyePx8OCDD5KSkoLNZqN9+/Y8+uij+Hy+QIfW5C1btozLLruMpKQkNE1j4cKFNe7XdZ1HHnmEpKQkbDYbI0aMYMuWLfUSiyQztfD+++8zefJkHnjgAdatW8c555zDmDFj2L9/f6BDa1aWLl3KpEmTWLlyJUuWLMHj8TB69GjKysoCHVqztmrVKubOnctZZ50V6FCapYKCAoYOHYrZbObrr79m69atPPvss0RERAQ6tGbpqaee4uWXX2b27Nls27aNp59+mmeeeYYXXngh0KE1eWVlZfTq1YvZs2cf8/6nn36aWbNmMXv2bFatWkVCQgKjRo3yTzNUp3Rx2s4++2z9jjvuqLGuS5cu+j//+c8ARdQyZGdn64C+dOnSQIfSbJWUlOipqan6kiVL9OHDh+t33313oENqdu677z592LBhgQ6jxbjkkkv08ePH11g3duxY/cYbbwxQRM0ToC9YsMD/v8/n0xMSEvQnn3zSv66iokIPDw/XX3755Tp/fimZOU0ul4s1a9YwevToGutHjx7NihUrAhRVy1BUVARAVFRUgCNpviZNmsQll1zCBRdcEOhQmq3PPvuM/v37c8011xAXF0efPn149dVXAx1WszVs2DC+++47du7cCcCGDRv4+eefufjiiwMcWfOWlpZGVlZWjWulxWJh+PDh9XKtbPZzM9W13NxcvF4v8fHxNdbHx8eTlZUVoKiaP13Xueeeexg2bBg9evQIdDjN0nvvvcfatWtZtWpVoENp1vbu3cucOXO45557uP/++/ntt9+46667sFgs/OlPfwp0eM3OfffdR1FREV26dMFoNOL1enniiSe4/vrrAx1as1Z1PTzWtTI9Pb3On0+SmVr6/Qzcuq7X+azcotpf//pXNm7cyM8//xzoUJqljIwM7r77bhYvXozVag10OM2az+ejf//+zJgxA4A+ffqwZcsW5syZI8lMPXj//fd55513mD9/Pt27d2f9+vVMnjyZpKQkbr755kCH1+w11LVSkpnTFBMTg9FoPKoUJjs7+6gMVNSNv/3tb3z22WcsW7as3mdAb6nWrFlDdnY2/fr186/zer0sW7aM2bNn43Q6MRqNAYyw+UhMTKRbt2411nXt2pWPP/44QBE1b//4xz/45z//yXXXXQdAz549SU9PZ+bMmZLM1KOEhARAldAkJib619fXtVLazJymoKAg+vXrx5IlS2qsX7JkCUOGDAlQVM2Truv89a9/5ZNPPuH7778nJSUl0CE1W+effz6bNm1i/fr1/qV///7ccMMNrF+/XhKZOjR06NCjhhjYuXMnbdu2DVBEzVt5eTkGQ81LndFolK7Z9SwlJYWEhIQa10qXy8XSpUvr5VopJTO1cM8993DTTTfRv39/Bg8ezNy5c9m/fz933HFHoENrViZNmsT8+fP59NNPCQ0N9ZeGhYeHY7PZAhxd8xIaGnpUW6Tg4GCio6OljVIdmzJlCkOGDGHGjBlce+21/Pbbb8ydO5e5c+cGOrRm6bLLLuOJJ56gTZs2dO/enXXr1jFr1izGjx8f6NCavNLSUnbv3u3/Py0tjfXr1xMVFUWbNm2YPHkyM2bMIDU1ldTUVGbMmIHdbmfcuHF1H0yd949qIV588UW9bdu2elBQkN63b1/pLlwPgGMub7zxRqBDaxGka3b9+fzzz/UePXroFotF79Kliz537txAh9RsFRcX63fffbfepk0b3Wq16u3bt9cfeOAB3el0Bjq0Ju+HH3445jn65ptv1nVddc9++OGH9YSEBN1isejnnnuuvmnTpnqJRWbNFkIIIUSTJm1mhBBCCNGkSTIjhBBCiCZNkhkhhBBCNGmSzAghhBCiSZNkRgghhBBNmiQzQgghhGjSJJkRQgghRJMmyYwQQgghmjRJZoQQjdKPP/6IpmkUFhYGOhQhRCMnIwD/f3t3zJJcFMBh/H+5dIebkBFhGMGFSEEaamopqK2pwQSHQOoDNCV9gIagLVsaNRpyqiXErRolaokggkqiJYmWKKjQGl6QV3q3V7v3wPPbvBwO52wP56gXQCBMT09rbGxMm5ubkv68lO75+VmRSESWZfm7OACBxosmAQSS4zgaGBjwexkADMA1EwDfLS4u6uTkRLlcTpZlybIsFQqFlmumQqGgcDisw8NDxeNxua6rVCql19dX7ezsyPM89fb2anl5WfV6vTn3x8eHVldXNTg4qO7ubk1MTOj4+NifjQLoCE5mAPgul8vp+vpao6OjWltbkyRdXl7+GPf29qatrS0Vi0W9vLwomUwqmUwqHA6rVCrp9vZW8/PzmpycVDqdliQtLS2pWq2qWCwqGo3q4OBAs7Ozuri40MjIyK/uE0BnEDMAfNfT0yPHceS6bvNq6erq6se4z89PbW9va3h4WJKUSqW0u7urx8dHhUIhJRIJzczM6OjoSOl0Wjc3N9rb29PDw4Oi0agkKZvNqlwuK5/Pa319/fc2CaBjiBkAxnBdtxkykhSJROR5nkKhUMuzWq0mSTo/P9fX15disVjLPO/v7+rr6/udRQPoOGIGgDG6urpaPluW9c9njUZDktRoNGTbts7OzmTbdsu4vwMIgNmIGQCB4DhOyxd322F8fFz1el21Wk1TU1NtnRtAcPBrJgCB4HmeKpWKqtWqnp6emqcr/yMWi2lhYUGZTEb7+/u6u7vT6empNjY2VCqV2rBqAEFAzAAIhGw2K9u2lUgk1N/fr/v7+7bMm8/nlclktLKyong8rrm5OVUqFQ0NDbVlfgD+4x+AAQCA0TiZAQAARiNmAACA0YgZAABgNGIGAAAYjZgBAABGI2YAAIDRiBkAAGA0YgYAABiNmAEAAEYjZgAAgNGIGQAAYDRiBgAAGO0bGnGng1ER0csAAAAASUVORK5CYII=",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_timecourses = 3\n",
"data = pd.read_csv(\"data-s5-r3.csv\")\n",
"times = data.iloc[:, 0].values\n",
"\n",
"yobs_1 = data.iloc[:, 1:(num_species+1)].values\n",
"yobs_2 = data.iloc[:, (num_species+1):(2*num_species+1)].values\n",
"yobs_3 = data.iloc[:, (2*num_species+1):(3*num_species+1)].values\n",
"ryobs = np.array([yobs_1, yobs_2, yobs_3])\n",
"print(ryobs.shape)\n",
"print(ryobs[0,0,:])\n",
"\n",
"X = np.array([], dtype=np.double).reshape(0, num_species+1)\n",
"F = np.array([], dtype=np.double).reshape(0, num_species)\n",
"\n",
"for timecourse_idx in range(num_timecourses):\n",
" Xs, Fs = linearize_time_course_16S(ryobs[timecourse_idx], times)\n",
" X = np.vstack([X, Xs])\n",
" F = np.vstack([F, Fs])\n",
"\n",
"a0, a1 = fit_alpha_Ridge1(X, F, num_species=num_species, n_a0=20, n_a1=20)\n",
"\n",
"# do final fit\n",
"mu_h, M_h = do_final_fit_Ridge1(X, F, num_species, a0=a0, a1=a1)\n",
"predictor = sim_gLV(num_species=num_species, M=M_h, mu=mu_h)\n",
"\n",
"# plot comparison of simulated and predicted timeseries\n",
"for timecourse_idx in range(num_timecourses):\n",
" yobs_h, _, _, _, _ = predictor.simulate(times=times, init_species=ryobs[timecourse_idx,0,:])\n",
" plot_fit_gLV(ryobs[timecourse_idx], yobs_h, times)\n",
"\n",
"# this does the stem plots with orange crosses the actual parameters\n",
"compare_params(mu=(mu, mu_h), M=(M, M_h))\n"
]
},
{
"cell_type": "markdown",
"id": "a28aa705",
"metadata": {},
"source": [
"### Multiple time course including perturbations"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "f6448a6f",
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"minimum found: a0/a1/a2/error: 10.0 0.0001 0.0001 0.0914324042865548\n",
"unconstrained error : 0.09270338174666316\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.2863988090747316, 0.6349676883905023, 1.590512329658455, 0.8568035807250877, -0.016727314447421825], 'M': [[-0.049964976547379344, 0.004333538059607708, -0.02533085558525459, -0.002591104445108874, 0.0015663816233878972], [-0.001310470815665419, -0.08846932834060041, -0.005316559839246664, 0.0434457104621005, 0.004470070017733807], [0.0023794122645523076, -0.0014698840540907955, -0.12128135376689766, 0.001250251585021451, 0.0003352053411325288], [-0.00042459315571838786, 0.001105895127148893, -0.00018836939675936047, -0.010422356778636947, -0.00014720387093901388], [0.02908321689728509, -0.01945358863129413, 0.009006279777589768, 0.013126538655066678, -0.1541928175059054]], 'epsilon': [array([0.28721011]), array([-0.97886567]), array([0.28782729]), array([-0.96438316]), array([0.29924525])]}\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.2863988090747316, 0.6349676883905023, 1.590512329658455, 0.8568035807250877, -0.016727314447421825], 'M': [[-0.049964976547379344, 0.004333538059607708, -0.02533085558525459, -0.002591104445108874, 0.0015663816233878972], [-0.001310470815665419, -0.08846932834060041, -0.005316559839246664, 0.0434457104621005, 0.004470070017733807], [0.0023794122645523076, -0.0014698840540907955, -0.12128135376689766, 0.001250251585021451, 0.0003352053411325288], [-0.00042459315571838786, 0.001105895127148893, -0.00018836939675936047, -0.010422356778636947, -0.00014720387093901388], [0.02908321689728509, -0.01945358863129413, 0.009006279777589768, 0.013126538655066678, -0.1541928175059054]], 'epsilon': [array([0.28721011]), array([-0.97886567]), array([0.28782729]), array([-0.96438316]), array([0.29924525])]}\n",
"Using the following parameters for gLV simulation: {'num_species': 5, 'mu': [1.2863988090747316, 0.6349676883905023, 1.590512329658455, 0.8568035807250877, -0.016727314447421825], 'M': [[-0.049964976547379344, 0.004333538059607708, -0.02533085558525459, -0.002591104445108874, 0.0015663816233878972], [-0.001310470815665419, -0.08846932834060041, -0.005316559839246664, 0.0434457104621005, 0.004470070017733807], [0.0023794122645523076, -0.0014698840540907955, -0.12128135376689766, 0.001250251585021451, 0.0003352053411325288], [-0.00042459315571838786, 0.001105895127148893, -0.00018836939675936047, -0.010422356778636947, -0.00014720387093901388], [0.02908321689728509, -0.01945358863129413, 0.009006279777589768, 0.013126538655066678, -0.1541928175059054]], 'epsilon': [array([0.28721011]), array([-0.97886567]), array([0.28782729]), array([-0.96438316]), array([0.29924525])]}\n",
"mu_hat/mu:\n",
"[ 1.28639881 0.63496769 1.59051233 0.85680358 -0.01672731]\n",
"[1.27853844 0.55683415 2.06752757 0.86387608 0.70448068]\n",
"\n",
"M_hat/M:\n",
"[[-0.05 0. -0.03 -0. 0. ]\n",
" [-0. -0.09 -0.01 0.04 0. ]\n",
" [ 0. -0. -0.12 0. 0. ]\n",
" [-0. 0. -0. -0.01 -0. ]\n",
" [ 0.03 -0.02 0.01 0.01 -0.15]]\n",
"\n",
" [[-0.05 0. -0.025 0. 0. ]\n",
" [ 0. -0.1 0. 0.05 0. ]\n",
" [ 0. 0. -0.15 0. 0. ]\n",
" [ 0. 0. 0. -0.01 0. ]\n",
" [ 0.02 0. 0. 0. -0.2 ]]\n",
"\n",
"e_hat/e:\n",
"[[ 0.29]\n",
" [-0.98]\n",
" [ 0.29]\n",
" [-0.96]\n",
" [ 0.3 ]]\n",
"\n",
" [[ 0.3]\n",
" [-1. ]\n",
" [ 0.3]\n",
" [-1. ]\n",
" [ 0.3]]\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"num_timecourses = 3\n",
"data = pd.read_csv(\"data-s5-r3-p1.csv\")\n",
"times = data.iloc[:, 0].values\n",
"\n",
"yobs_1 = data.iloc[:, 1:(num_species+1)].values\n",
"yobs_2 = data.iloc[:, (num_species+1):(2*num_species+1)].values\n",
"yobs_3 = data.iloc[:, (2*num_species+1):(3*num_species+1)].values\n",
"ryobs = np.array([yobs_1, yobs_2, yobs_3])\n",
"\n",
"# create the perturbation signal\n",
"def pert_fn(t):\n",
" if 2.0 <= t < 2.2 or 3.0 <= t < 3.2 or 4.0 <= t < 4.2:\n",
" return np.array([1])\n",
" else: \n",
" return np.array([0])\n",
"\n",
"u = np.array([pert_fn(t)[0] for t in times])\n",
"u = u.astype(int)\n",
"\n",
"X = np.array([], dtype=np.double).reshape(0, num_species+2)\n",
"F = np.array([], dtype=np.double).reshape(0, num_species)\n",
"\n",
"for timecourse_idx in range(num_timecourses):\n",
" Xs, Fs = linearize_time_course_16S_u(ryobs[timecourse_idx], times, u)\n",
" X = np.vstack([X, Xs])\n",
" F = np.vstack([F, Fs])\n",
"\n",
"a0, a1, a2 = fit_alpha_Ridge2(X, F, num_species=num_species, num_pert=1, n_a0=10, n_a1=10, n_a2=10)\n",
"\n",
"# do final fit\n",
"mu_h, M_h, e_h = do_final_fit_Ridge2(X, F, num_species=num_species, num_pert=1, a0=a0, a1=a1, a2=a2)\n",
"\n",
"predictor = sim_gLV(num_species=num_species,\n",
" num_perturbations=1,\n",
" M=M_h,\n",
" mu=mu_h,\n",
" epsilon=e_h,\n",
" )\n",
"\n",
"# plot comparison of simulated and predicted timeseries\n",
"for timecourse_idx in range(num_timecourses):\n",
" yobs_h, _, _, _, _ = predictor.simulate(times=times, init_species=ryobs[timecourse_idx,0,:], u=pert_fn)\n",
" plot_fit_gLV(ryobs[timecourse_idx], yobs_h, times)\n",
"\n",
"compare_params(mu=(mu, mu_h), M=(M, M_h), e=(epsilon, e_h))"
]
}
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