{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# MVAR Simulation for Microbiota and Metabolites\n", "\n", "### MVAR Process\n", "\n", "The MVAR model extends the traditional VAR model used to fit abundances over time, by incorporating metabolites. The model can be expressed as follows:\n", "\n", "$$ X_t = A \\cdot X_{t-1} + \\epsilon_{X,t} $$\n", "$$ S_t = B \\cdot X_{t-1} + \\epsilon_{S,t} $$\n", "\n", "where:\n", "- $X_t$ is the vector of microbiota abundances at time $t$,\n", "- $S_t$ is the vector of metabolite abundances at time $t$,\n", "- $A$ and $B$ are matrices representing the interactions within microbiota and between microbiota and metabolites, respectively,\n", "- $\\epsilon_{X,t}$ and $\\epsilon_{S,t}$ are vectors of error terms, assumed to be normally distributed with mean 0 and a specific standard deviation.\n", "\n", "### Objective\n", "\n", "The objective of this notebook is to simulate the dynamics between microbiota and metabolites using the MVAR model. Through simulation, we aim to demonstrate how specific interactions can be identified and quantified, providing insights into the causal relationships within these systems." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Simulation with `VARsim.py` for sVAR Models\n", "\n", "The `VARsim.py` script has been adapted to support MVAR simulation, allowing us to specify metabolite interaction matrices and simulate the dynamics of microbiota and metabolites over time. This section demonstrates how to use the script for simulating and visualizing the interactions captured by our MVAR model.\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Example Usage of `VARsim.py` for MVAR Simulation\n", "\n", "The implementation of the VAR model in `VARsim.py` allows for detailed simulation of the dynamic interactions between microbiota and their produced metabolites. The script is designed to facilitate straightforward simulation of these complex biological systems. The following code examples provide a guide on how to leverage the `VARsim.py` script to simulate these interactions effectively:\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "# Importing the libraries\n", "from mimic.model_simulate.sim_VAR import *" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, let's first generate synthetic data for microbiota using the sim_VAR class. We will then simulate the sparse interaction with a given matrix" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Simulate a VAR model\n", "\n", "simulator = sim_VAR()\n", "\n", "simulator.print_parameters()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use the following parameters to generate the metabolic data:\n", "\n", "```json\n", "{\n", " \"coefficientsM\": [\n", " [\n", " 0.0,\n", " -0.5,\n", " 0.0\n", " ],\n", " [\n", " 0.1,\n", " 0.1,\n", " -0.1\n", " ],\n", " [\n", " -0.2,\n", " 0.1,\n", " 0.3\n", " ]\n", " ],\n", " \"initial_valuesM\": [\n", " [\n", " 2\n", " ],\n", " [\n", " 0\n", " ],\n", " [\n", " 0\n", " ]\n", " ]\n", "}" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "simulator.read_parameters(r'parametersS.json')\n", "simulator.print_parameters()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "simulator.simulate('MVARsim')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Visualization\n", "\n", "To better understand the interactions and dynamics modeled by the MVAR process, we utilize specialized plotting functions within the `VARsim.py` script. These functions allow us to visualize the simulated abundance and metabolite time series data through heatmaps." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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urtStW5fff/+d/v374+XlhY+Pj9nl9Gyhqt6HEEKIa9RkFTchhBDXj1GjRqn29vZqfHy8xTbjx49X7ezs1NjY2OLq5bNmzVKnT5+uhoSEqPb29mrbtm3VtWvXmhz7xx9/qG3atFEdHR3VBg0aqP/73/8sVi9//PHHTY6vW7euOmHChBLbli9frrZq1Uq1t7dX69Spo77zzjtmz7lixQq1devWqoODgxocHKw+99xz6urVq02Wturdu7favHlzk2ubq76ekpKiTpo0Sa1Tp46q0+lUPz8/dfjw4eqJEyeK2xQUFKizZ88uvraLi4vapEkT9eGHH1ZPnz5t6WMutnPnTnXo0KGqu7u7qtfr1bCwMPXpp58u3n/5vSYkJJQ4zlwl7Kr4DI4cOaIOGDBAdXBwUL28vNT7779fXbRokQqoBw8eLNF28+bN6vDhw1UvLy9Vp9OpwcHB6vDhw9Wff/5ZVdWiJbUeeeQRtVWrVqqbm5vq6OiohoeHq1OnTlWzsrLK/Ky2bt2q9uvXT3V2dlYdHR3VLl26qCtWrDDb9tSpUypQagX68+fPq/fdd58aHBys6nQ61dfXV+3WrZs6Y8aM4jaXq5dffg/WWL9+vdq2bVtVr9erQPH3tKXq5ea+FnXr1lWHDx9ust3cz44170MIIUTlKKqqqjWQ6wshhBDiP+ihhx7ixx9/JCkpSYY0CyGE+E+Q4eVCCCGEqBJvvPEGQUFBNGjQgMzMTFauXMm8efN49dVXJeEWQgjxnyFJtxBCCCGqhE6n47333iMqKorCwkIaNWrEBx98wKRJk2o6NCGEEKLayPByIYQQQgghhBCiimhqOgAhhBBCCCGEEOJGJUm3EEIIIYQQQghRRSTpFkIIIYQQQgghqogUUruG0WgkOjoaV1dXFEWp6XCEEEIIIYQQQtQSqqqSkZFBUFAQGo11fdiSdF8jOjqa0NDQmg5DCCGEEEIIIUQtFRkZSUhIiFVtJem+hqurK1D0Ibq5udVwNEIIIYQQQgghaov09HRCQ0OL80ZrSNJ9jctDyt3c3CTpFkIIIYQQQghhojxTkaWQmhBCCCGEEEIIUUUk6RZCCCGEEEIIIaqIJN1CCCFELWBUjTUdghBCCCGqgCTdQgghRC3ww/Ef2BO7p6bDEEIIIYSNSdIthBBC1LCojCg+2f8J3x37rqZDEUIIIYSNSdIthBBC1LDpO6eTU5jDpqhNRGVE1XQ4QgghhLAhSbqFEEKIGvTr6V/ZFbMLKJrX/f3x72s4IiGEEELYkiTdQgghRA1JyE5g9t7ZJbYtO7OMrIKsGopICCGEELYmSbcQQghRQ97c9SYZ+RkltmUWZLLszLKaCUgIIYQQNidJtxBCCFED1lxYw8bIjWb3/XD8B1lCTAghhLhBSNIthBBCVLPU3FTe3v22xf0RGRFsidpSjREJIYQQoqpI0i2EEEJUs1l7ZpGcm1xqG1k+TAghhLgxSNIthBBCVKMtUVtYeW6lyXYvvSd2il3x692xuzmVcqo6QxNCCCFEFZCkWwghhKgmWQVZvLnrTZPtozxbsjwigps9mpbYLsuHCSGEENc/SbqFEEKIavLB3g+IzYotfl3HKZB5+PPmvlW4Z6fw8PlD6DS64v2rzq0iJTelJkIVQgghhI1I0i2EEEJUgz2xe/j51M8A2Cl23OfekqWnDtH5/J7iNoEpkYxxb1L8Os+Qx08nf6r2WIUQQghhO5J0V6GL6RdrOgQhhBC1QG5hLtN2TENFpblbfX7MceDpA6twKMgxafvQ2X3otfri10tOLqHAWFCd4QohhBDChiTprkLTd04nMz+zpsMQQogbgqqqNR1ChX1+8HMSchKY4tqc7w9to0nMMYtt/dJiuNU1vPh1Qk4Cay+stXlMJ5JPcDjhsM3PK4QQQoiSJOmuIrFZseyN3csf5/+o6VCEEOK6l2/Iv25/n15Iu8DhqG38lpTDhEOr0aqGMo+5//TfOGodil9/f8w2BdWyC7L5+dTPjF85nltX3Mq8w/Nscl4hhBBCWCZJdxX5K+IvVFSWnVlW06EIIcR1b2/sXtacX1PTYVTIu3ve5fmYSwQnR1h9jE9mPONdGxW/PpJ0hAPxByocw5HEI0zbMY2+P/XljZ1vcDTpKAA7Y3aSW5hb4fMKIYQQomySdFeRvyL+AuBw4mFOp5yu4WiEEOL6tvXSVnbF7LruEsTNkZtJy4zDqGtFmn9n1Ksqk5flvpM7cbZzKn797bFvy3XtzPxMlpxYwrgV47h91e0sPb2U7MLsEm1yCnPYEb2jXOcVQgghRPlI0l0FUnJT2Be3r/j1b2d+q8FohBC1VWLiiZoO4bqx7dI2cg257I7ZXdOhWC0jK4XpG14g74w/Q0/fROuLk+hUOI9P/d7kZOg4Ct3qlHq8R3YydzqHFb/+K+IvYjJjSj2m0FjI1qitvLz1Zfr93I8Zu2dwPPl4qcdsiNhg/ZsSQgghRLlJ0l0FNkZuxHDVnL2VZ1dK5VkhRAk5OSnct3wcGenRNR1KrReZEcmF9AsAbIraVKOxWMNYWMie3z5h3pddMBRmcDBxQPG+hHwd70eEMfj0KBrGv8NdTnP5I2QyiYG9UXVOJueacHIbrjoXAAyqgR9P/mj2mgfiDzBz10z6/9yfx/56jBXnVpBTaFoZ3ZwtUVswGMueZy6EEEKIipGkuwpcHlp+l2crAFLyUtgUuanmAhJC1DpLN73Eea3Kdxueq+lQar1tl7YV//eWqC01GEkZVJUD674n4q021DkyjR897KibFkQBeouHbEt257Eznehw/mFa5HzB4qCXKHBvULzfLSeNexzrFb9eemppcTJ9JuUMH+/7mCFLh3D36rtZfHIxybnJ5Q47JS+FffH7ym4ohBBCiAqRpNvGsgqy2BW9iyaudXl+3yr6eDQF4NfTv9ZwZEKI2iIvL50FMUWJ5DcpB0lLvVjDEdVuVyfd8dnxHEuyvNxWTTmxey0n3upGm+2PUc8YyfteHhQoCieSR1l9jqxCLS+ea0mzhDf5JvBV8jwbA3D3ia142LsDkJ6fzivbXuGW5bcwevlo5h2ex6XMS5WOX4aYCyGEEFVHkm4b2xK1hXxjPpMz81FQeSImEgWFHdE7iM2KrenwhBC1wO+bXiNeqwCQqVFYuGFKDUdUe+UZ8tgTu6fEts2Rm2soGlPpqYkceHcITVaPo0lB0cOAfXo9q12caZrlQHxhvXKfs8Co8Pr5ZjSJncpXAVPRuoRyrz6keP+6i+s4lXKq1HMEOPrSxi0ML72HVdfcGLmx3HEKIYQQwjqSdNvYXxF/0dmjMd3PFRX7CY89xkDPZhhVI8vPLq/h6IQQNa2gIIevL5XsVfw+7TjJyWdrKKLabW/sXpO5ybVlXrexsJALn4+nTfbOK9uAt709AchI7lWp86uqwswL4TSNfoX4+J6427mVeYyj1oHH3Fuy4vQxvj24kc0nDrEjJo3FeW68q2/A424tuMmzJa3dwvD8t/cc4FLmJU4mn6xUvEIIIYQwT5JuG8o35LP90naejo8rsf3xqNNoFS3LzixDVdUaik4IURus3DKVaG3JbTkahfkbnq2ZgGq5q4eWX3Y86Tjx2fE1EE1Jfy94lla5JXvhf3Z14YTentB8lcNZ/WxyHVVV+OJCPepF+5TabqhnC5YnZvPogVU4FFx5UOGam0bz6CMMPbGJRw7+wcx9q/ju4Ea2nDzMY+4ti9vJEPPSZWcnUZCfXXZDIYQQ4hqSdNvQjugddHepS/NLh0tsbxB/hmEeTYnMiGRv3N4aik4IUdMKC/OYd3G12X2LM86QEF/75irXtK2XtppsU1FrvKDa/jUL6XJpYYltaRoN//Ms6j32TAkHFJtec0/ynXgXGk22h7vWZ5HBh3f3/UFAalS5zjk4+krv9oZISbrNOXFqBTMWD6X/kt6s2zmrpsMRQghxHZKk24Y2R2zkqQjz6+4+evEodoqdFFQTtU6hsbCmQ/jPWLttJhFa8/vyNApfbXy+egOq5SLTI7mYbr7IXE3O675wbA/hO02/Vp96upOq1eJkNHIwdbTNr5unOhOSFF782sNgpGVcM47vu58tuWM4E3oLBme/cp2zQfwZGrqEAnAi+QTRmbKEHUB2VgK/rp/C7QvacuvOl1mSF0WmRmHJ+ZU1HZoQQojrkCTdNmIwGvBJjaJO4nmz+0OTLnKzR1PWX1xPRn5GNUd341i37S0W/fGQ2fmvRtXIvrh9vLvnXVadW1UD0V2ftkZtlRvtamA0Gvjq3LIS2xyNJXstf8m5QEyMLN10mble7st2xewitzC3GqMpkpaSgO7nu3BS8kpsP2mv4xfXovW0w9O9yDR6Vsn1/06+g8ACI21TvEk98wI7ku8hq9COjyIaMOD0LTRM/pDnPD5gX+i9qIp1f+IHaa/M7f6vDzE/fnI5by4eQr+f+jL10lqOaEo+lNyn5HPyzB81FJ0QQojrlSTdNnI89h9uO176cMdHzh3EqBpZfd788FJRuvy8TN479SOzE3bSf/nNPPNtD3bs+R97onczY9cM+v/cnwlrJvDtsW+ZsWsGMZkxNR3ydWFXzK7//I12dfhrxyzOakvWdHgjMRn/wis39QWKwpebX6ru0Gqt0pLuXEMuu2N2V2M0RYXTLn4xnmDVdCWKt708MShFw8kjk4dVWQz5OHLx7FS2xD5HhtHbZL+qKvwcG8CY04M4GXKrVeccFH2m+L//q0PMd+ydw/gFbRi36xV+yrtElsby1ICf9n5SjZEJIYS4EUjSbcHqLW+Wq33Q8dX4ZJZe2CcgNYqxbuEyxLyCft30EjFasFNVuubk0iPuHE1Xv0boTxPxjTmKXrkybjezIJPXd7wuheussCtm13/2Rru6qKrKl6d/KrFNbzTSJzuHqYnJJbYvy71EZNSu6gyvVsoz5LE3tvQaGNVdxfzv+U/TKtc0ptXOTvzj6ABAeLaW83mtqjSOPNXZqnYTI4didPIts11Y/CnCXIqWJNsXt4+0vLRKxXe9iYnZx7OH53BUY7Cq/YqcKDIzZQlQIYQQ1pOk24J9x39m/fa3rWqbnHwG3d9fWdX2wTN7OZd6tsw1VkVJuTmpfHVpI32ystlyMYo5cQmMyczC02gkIPUSDx/8g9VH9zIPf4Z5tkCn0bErZhc/nfyp7JPXMtWZcMVnx3Mu7dx/8ka7Om3Z/SEnrrmhb5+bh4Oq0jMnl1EZmcXbCxWFz7e8Ut0h1jp7YveQayh9+Hh1FlPbt3oBXaK/Mdkeq9XyvpfHlQ0pHaotprLE5NrzvftDVrUdqC0aDm9QDWyK3FR1QVnJUFhQLdcxGg28svYhMkvp2b5WjkZhxbYZVRiVEEKIG40k3RY8mpLKzJPfsm3Pp2W23bFpKq551s3T9smIY7xrI347/VtlQ/xP+Xnji8RrFe5Ny8DVQu+1gkrn83uYte8PJjk3AuD9f94nMiOyOkOtlN83vMSYdQ9U25zB3TG76eYRjp3GrlbcaN+IVFXli+PfmmzvlnMloXwuOQW/q4aZr8yP4/yFmisUVhtsjbI8tPyy+Ox4jiVVfcX380d302TXCybb9+n1jA8KIM7ODgCfQiP700dUeTzl8dr55qQGdC2z3aCYq4aY19B0E9Vo4MC6Hzg+syuxM5tzbEfV1+b4dvWj7Llmfr41lkRvkZFUQgghrCZJtwVeqpEnk1OZfOQL9hxYYLFdZOQOkiNM15EtzX0nd7IxYgMFhup5kn+9y85OYl7cNhrm59Muz7qbozuPrKehSyg5hTm8tv216+Lm6I/NU3k9YgU9c3J4fuuL5OSkVPk198bu4YVLF+jgWp+NkRur/Hr/RTv/mcthjWmF+O5XJd1uRrXEMHOjojB3+9Rqia+2Mrc+tzlVXcU8PSke/S93mxRO+8nVhfsD/UiyuzKtJTQ1FAO6Ko2nIiZl3IWqtS+1TaO4k9R3DgZgZ8zOai1Sl5+bw99LPyJiRivabH+UpgXHCFbjaPbnHez+dAJZ6VXzu/DUmTV8nLCjQsee1arsPWj53kAIIYS4miTdpRiVmUWz/Dye2P8+h4/9bLbNp5tfoldmptl9lnhkJzPCzlvm0Vpp8YbnSNYo3JqeafWqt3bGQl5JL7pp/CfuH749ZtrTaEuVrUi/bttbvHx+Ka3y8pkdn4hLfi7v/j7eRtFZFpgWR4P40/Qo1LAjekeNVIO+0X1xZL7JNr/CQsIKSj5065WTy01XDTNfU5DI6bNrqzy+ijqfdp5lZ5aRmJNo83NHpEcQkRFhVduqnNdtLCzk4lfjCVLjircVAG94e/KmjxeFypXfSDpV5VjymCqLpTI2J3myN+iuMtsNtPMCIKcwhx3RFUtGyyM9NZGd37xG2jtN6XR4KnWNpmuMd05aRsYHHTm8aWmFrpGbnUlOZrrJ9vy8TF7a+gIFSsXXUl9yZGGFjxVCCPHfYlfTAdRmGuC1xBTGBQfw8O7pLLBzIrzx8OL9x04u40xOLPUKy7/O8YQT23jT3Z/B9QbbMOIbT1ZmHAsS/sYRlZGZWeU6tsPFfxjZbjgrUg7zyf5P6BnSk/ru9askzle3vcrk9pMrdP6NO2fz/JkfMAIvJiWjAZ5PTuEuBz3dt7/NgO5VU806NvU8t5zYBECPmFPMci1kZ/RO+tbpWyXXqykFBTlM+7loyG+P4J50bTUBD8+q+T641t4DC9lnZuhq95xcsw+Qnk9OYZejA/F2dqiKwpwdb/JhWO38HfHTyZ/47vh3ADT2bEz34O50D+pOO7926LSV6+0trWr5tY4nHSc+Ox4/p9LXp06MvkDkka3kXvgb16RDeObHUKjoMGJHoWKHQdFh0NhhVHQYNUX/9AVptMw/XHyOJI2GZ/x92OfgYHL+pplObDcEW/8mq9kDF/rwj+d67NItP8wYFHuOLx2L/ntDxAb61elXJbHER53j3MrZtIj5la5KTpntA0ggYNN9/H3gF8InfIK7Z+nF4QyFBRzbvoLcfUtomrqZS7q6BD3xB64eV6q9/2/lPZzSGEs5S9n+KkwmIf4Yvn7NKnUeIYQQNz5JusvQqKCAe9LSme/hzkPbX2ChvQv16/UG4KNdb9Evq+wbBnNcc9MIT40lNiuWAOcAW4Z8Q/nurymkahTGZGRZnMtdmmdO7WFTkA8ZBZm8uu1Vvhn6DVqNtuwDyyE5N5ktUVtIy09jweAFKOXoOdm251OePbmQQkXhloxMmucX9X62zstneGYWr5/6nuYNBhMY2M6mMQM47vsO9/SiCrz1Es8R6t+JDZEbbqiku6Agh+cXD8Q99RJ7HPUsv7AUzflfaKHa08OzKT0aj6J5kzFobPw9cdkXB+eY3X71fO6ruf87zPzxgKIEcr0xjeMnl9M0/KYqia+ijKqRvKTTjPJsybKUw5xKOcWplFMsOLIARztHOgV0Kk7C67jVKff5LSXdWkWLQS1ZkE5FZUvUFsY2Hlu8LSs9hQuHt5N+djf6uP2EZB3Fj2R8rj1hOX6lHLPXMcnfl1g78382U5L7WH+yGpBWYMenDg/xdPqrFtuExx6nXosuXMiKZkvUFgxGg81/X+7+cSbtTrxPF8WA1UOX/tUp9Q8SPt7Jge5v0WbgHSV3qion//mL1N0/0jBhHS35tzCkAuGFJzj5v2HFiffegwtZmHEKrvpdPSYjk3M6HQcc9FbHU6goLN35No/cXLUjqYQQQlz/ZHi5FR5OTSeooJBkjcIDGx4nKmo3O/bOZSc5DMjOrvB5bz++mS3nqqdg1vUoPT2KRcn7ARiXXr4h/Jf5ZMbzhD4UgEOJh1hw1PZz8P688Cd+Dl4cTjjML6d/sfq4Xf98yaSjX1CgKLgaimoIXG1ycioFqLy49iGbV/JNSjrN0f1fl9jWw96PzZGbMRitWzantisoyOGFxYM4lJ/EC8kpfBcdR9vcXIyKwiFNAXPSDnHHnjfos6g1L3zfhxUbX7XpPPqDR5ewC9OHcpp/l7yz5Nph5p/ttm4Vheq0O2Y3oy+d5M19q/jYri5eeo/ifTmFOWyO2sxbu99i+G/DmbqjfHPTcwtzzS4VNsizOU+5NDF7zOV53QX5ufzz/igc369P83V30vXcJ7TL2oofyWaPs9Yfzk5MCPS3mHDXy4Nj2b0qdY3q8HFEA2KDB5baZqBdUW9wSl4K++L32fT6B9f/SMcT76FTKv47xpcU2mx/lL0f3EJqQgwXj+9l51eTiH4jnPCVt9A54Re8MV2JIbzwBNH/G0psejKv/PM+6lUJt39hIS8lpfBNTBwfxyVQP9/637e/JO2nsLD8hdiEEEL8t0jSbQUnVeWVpKKbtnitwoN/PsDsw58TXFBIeDn+OJucNz8L77NbyTfk2yrUG8o3f00hQ6PQPC+P5vnl+4xUzZWb49uOrKepa10A5hyYw+mU0zaNc/X51XySnMWGmCQcjiwj6WLZBaD2HlzIk4c+If/fG79HU9PwNpYc6hhgMDAxLYN9Sh5frppo05i/XD+Z5lklb0x7pCeRkpfCgYQDNr1WTSgszOPFJYNZZ0xlckoqjqqKp9HIV7HxDL1mmkKKRuGPwiRejvidF38ZgdFGDx2+/Ocjs9tb5OXjbix9WOvzySn4/jttZbOayd/759kkJluJidhGy6hDAPQ7vZVfo2Lo42F+iO2vp3/lxxM/Wn3uv2P/Js9QMolp6lqPGUc2c+exjQQ4mg4t3hWzi/TMFI5+NJr2GRvRKKV3Ye9y0HN7kD9P+vkw09uTee5urHB2Yo+Dngg7O/L+zceMwAeeHrzg50OuxvKfS9eUZpS727aGPJRwK6q95XW+B8WdL/5vW1YxP390Nw23Ti7za2OtDunrcfxfS+ou6U/XSwtLzLu3JLzwJHcveZLoazrvn0xJw0FVUYB+2Tn8eimGaQlJJVYUsCROq7D5748q9iaEEEL8Z0jSbaVeObkMyCrq1Y7SwmmNkf7Z2ZW+zepx5A+eW3U3vRb3YuzysTy2/jGm75zO3INz+fX0r2y7tI3TKafJLqh4j/r1IDM9mX9WfcXpA1vJzc4gNeU836UeAcru5VYVDTneLTgSegef+0+jv+Zr5vq+hqoUfXtrVQOvpKSjoFBgLOCVba9QaCz/PHxzYjJj8CrIIzz2OO7ZKYw8tJJ9S8YybkEbFq99kvR008JAB478yOP7ZpP777qwDfILGJ9uvhDbvWnp+BUW8nnKAfYf+s4mMV+4uIWjqWdMEr9OEQfQa/U1tlxQeeXn5rDnt0/YNf85crOvfH6FhXm8vHgQfxpSaJ6Xx/DMKz87ehXeSUjigVTza5JvMKbz6W+3VTq2n/6cxBbV/PetpaHlV3M3qryeeKXX/e0Dn9aa3rQ8Qx7B50o+WPLOTODT/WuY7tgYZzsnk2Pe3fOu2d5rc66tWu6j9+KTiLM45mejL8zlMTxMjsk15PLrvJtpk1128a/tjg484e/LEb2eTc5OLHZz5WMvD1728+G+QH+GhwbRoV4detUJZlhIEAs83Eo9X2i+yv7UUVa9t9rgULoLf/nfZ3F/k5hj1HEKBLDZigZJcZE4/nwnzoptCzXqlfI99J7t0IJY+0MltjXOy2fENQ/i7IBbMrNYGRXDpORUXMp4SLbkdMWKvImaEVFKXQMhhKgqknRbkObbEfWalPqFpBScrvrjezkJv1aOd3N+D57CQO3XrAh5lkLXEIvX0Rfm8vG+NXyYbYe9oYCtl7byy6lfmHNgDlN3TOXR9Y8yZvkYRv8+muTcyg2RrI2MhYXsWfoheR+0of2eKTRaNgL7WaHc//0LZGkUHFQ7Wnn0JNcrHFVTVJxJ1ejI9G3LvtB7+cBvBt3U+TS99DIjTo/gnYuNOZvtyLsXG7Ex5LHi67SOPMgYzxYAHE8+zpeHvrRJ/GvOr+bhmIsltg3IziEwJ4OZsZvot3QIL37fl7/3z8NoNHD0+FIe3TOTbM2V760XklMsLjLkpKpMTk7FqCi8sHcWaWmVX3P8ky2v0D7XdNizQ0HOdbF0WHpqIrsWvUraO03pePA1ukR8Scp7bdn/53cYCgt4ZclgVhuKflaeS0o1+SWnASalpDEtIQmtmToB8zJPsmLjKxWO74/NU5kR/ZfF/d1zrKsD0ScnpzgZOKMxsmTdMxWOyZbOX9xCx9NbzO4bc2w9vyRl0869YYnthcZCnt38LLFZsWWe/+qkW6/V83GmSkDqpeJtNx/fSEOXUJPjLmrLvpHe7OjAU36+5JXSa31ZilbLJV3pZU88C42kRjxEjlp6Yl7bPH62M7le5ofqAwy0L5r9finzEieTT1bqWnm5WSTMG0cACZU6T2Wd1LizyNc0SX82JRVLs9YdVZUH0tJZHRnNPWnp6CzUFdlJDhcumv+ZELXPl/s/q+kQhBD/QTdk0j1nzhzq16+Pg4MD7du3Z+tW6yvhXtY98hHudprDwdC7MToW3YAEGAw8kVLUQ+ZTaKB13pUhz6rOifMho5ji8SFNL73CpLPtOJ3lyJNn2tM86R1+DHqJfI8wi9drH/EP3x/czHv2DQh28jfZH50VzdMbn76h1vY+vnM159/uSMfD00rMwTujdeOk8xkA0lM6MuDMPTSJnkqT3AXc4zSHdgVf0yLyOcacHsQnEQ2IyTW//ux9p7txLvTKEj6TT+zEw94dgK8OfcWxpGOVfg85cYdoElPyPArwclIKLkYjeRqFVYWJ3H/oY4YvbMNDu6aSeVXC3Scru7jnM9unJRtDH+c1r/c4E3pL8bq6w7OyaZmbR4wW3lhxp1VrjudmZ7J7ySx2zXmoxPaDR5ewzphKFwu9rT0LFCIzIjmVcqo8H0O1iIs4za65D6P9sDldzn+KL1d6ggPVBFpsf4JB3z7IH4VJAAzMyqZ9Keu635KZxZzYBLO9WFMv/s6BI9YPib5sy+6PeOX80hLzRa/majDSIs/6qRIvJqXgXVg03P2z2M0kJ58td0y25nnkdxSNHWn+XTCYKQIZkhzBgoObeNq1OTrNlcdJybnJTN442WTo+NUupF0gMuPKg6WpulBaRR0s0UajGplk5rnFFifHUuP+y8mRyf6+5GtsMwzcwWjEMWoM0QWWf6/XVnlGDW+oD5o8WL5sUNyF4v8uz8gXk79PqsqhuffSpKDyv2srQwXu924CdiW/cbwL6tDVWPr65QAeRiPPJaeyMiqa4ALzo6R++vt9W4QqqoDRaODQ0SV8tHQsk+a1ZvTZPTdkJ4YQona74ZLuJUuWMHnyZF555RX2799Pz549GTp0KBER5R9OtC3ZnZtPD6Vl+kcsCHiNNP8u3J6eQZO8fPpmZ6MB8rzCWRXyNN0K5tD3zDh+iTVNmPOMGl4615KmcdP5KuB1crybm72egsqQk5tYceIgz7k0w92+ZO/Jvvh9zNg9w+yx2ZmpXDy+l7SUmu1NsEbMxZPsm30TTdeOJ8xwzmT/S27NUDRFN28FKV2Kt+cZNWxJ9iClwPqi+8PPjSbNv+gcHtnJTLIrShIK1ULe3PlmZd4G59LO0efc32b3+RsMTL6mMFqUFtKvuuHXqSpPqgFsCH2CcQ6f0yzqJSae7s630cEMOH0LIzSfcSj0bhR7Z55PLkow/zSk8Ntfz1uMKSM1iV2LXibr3WZ0Pv4WXeKXsP/Posq6qqrywZ53sTeqtLWQ+PWMLUq2a9MQ83NHdrH3g7F4f92JLnGLzQ5RLVAVhnt3IV7zDwB2qsLktLJ7lLvl5rIoOo6Aa+ZuFigKk/bMJDrauiHRAP8c/IZnjs0rsXbztTrn5pZryQh3o5HX/60nkaFR+GTto+U42raS46LYunIRi2Oa0rnwK1pffIpmKbOZ6z+d5IAeJRI4jWrkvkOr+THLvrieAsDRpKO8sfMNi9e4upf7PveWjDxu/vuwz5nttHVvXGJbvJ0dx+zNjxlZ4+zEFD+fUr825aFRVerGdOdkTpeyG9dSP8QEcj5klNl9zaKPEuJU9LtyQ2TpvwuyC7L56eRP3LriVmbvnV1i385vXqVj2p82ibcynnNuT5pLTIltqqoQETmKKQ7TUfXWjVQIKjTwiIWpKcsyz9q0EKOonIL8bHbs+Yw3Fw9lwMLW3Ll3Bl9nniQ8M4UW0Uc5kXCkpkMUQvzHKKo13WbXkc6dO9OuXTvmzp1bvK1p06aMGjWKt98uuwpweno67u7uhE7+CY3edG5iD680xnivQUM6f2eO4IeYwArFOanOOR7kN1zi/7HYJs3Rg6+a9ODH9BPkG68kSbdp2jAgwwF91iVcc2PxMcThQdH80XxVy3Gn9uSH30Tj3uPLXM+0OmVnpnJo8TTaRn5ncS7eMY0n40I9UTSFFGbXI+fiI5W+bohDHhs83sQ+9RwqCne17s2h9KJkf+6AufQI7lGh8x7+50tarnjO4n4jcG+gH/vNrOkL4JXRjYtRZS8FVccxl3dCdrGsYAWrHXU4GlUW9/2UBvWuLO2VGBvBmeXv0Tz6Z1yvqZidiAe6SXvZd2IRT51aROecXObFxlu83vDmnXF28OCnkT+VGVtVyUpP4dSuldj9M5+WeaVXUDYCw7y6csn9yhDk/KRetM7vwWdeP+EbXfYDhHitlif8fTmuL9nr1dio4dtx63FyLv3n6NjJZdy/49USoxjMeT0xiVszyrfePMCj/r5sc3JEUVV+7Dyd5k1vKfc5yk1VOX9sD3F7luERtYHGBSf4kKF8mneX2eZdPdN43mcXrRNXoclJLN5uULT83Lw//yuIJi0/HYAXOr7AXc1Mz/PwuofZEb2DPh7N+PjAn2hU83NpVZ0Tt/q+xUn9ByW2P5aSyqOp6SW2rXR24lVfbww2SrgBWseHsS3pQZudr6bUc8xlg8MUNDmmvX4ftB3OgtSiNcrX3rKWIJegEvvPpJxh8cnFrDq3isyCor8/jnaOrBu7Dne9O/v//Ja2O56o+jdRho/0zZkXkIOiuebBWmo7cmPGAXCLfxyzc6eh5JlPqK9WCIwODuSCmQc8bwQPYfSA92wSt6iY9dvf5s/za9hakGT29/HvUdE0KChky82z6dX2+v8ZFkLUjMv5YlpaGm5u1j24vaGS7vz8fJycnPj5558ZPXp08fZJkyZx4MABNm/eXOY5ykq6r1CxRbXae4Oi6Od8njTViRSDA0mFjiQUOpBQ4EBsnj0xeXrsuUB9vx847JKNqihoVZU5sQl0yy29KE1FEvDc7EziIk6Seuk0dg4u+Ie1wsc/tMR6puWlGg38s+Jz6u5/r8SQYHNu9uzKOY+i5Cnn0ngK09tU+LpX6+6Zxrfqy2hyUzgW1JzbHbIwqkba+rXlm6HflPt8qqqS8VVv3KIPltrunM6OscGBFFzz+RkL3Mg6+yyo1q8J6+WYCHU/pEAxEG7U8PnIn8jPMBK58h3aJK4qtajQDo9hvON2lPNalaeSU3kwLd1i23fajuD71EOsG7uu+taQV1XOHtlNwr6VuF7aROO8Y1YvKzTSsysXPK4k3MZCZ7LOTgFj0XDjp+uc47Hcr9ClX7R0CgCyFYXJ/j7sdCw5TLmvxo2P7txicS3v8xc2c+/Gx0m2Ytjy2shLBBWWvzr6aZ2OscEBGBWFVkYd307YU2Vri6Oq7Pr6WepeWk6gemXkTKaqpY86lcT8hqUcDM5aI8/VOckY41rc4q6MBEl18uKTJl1ZmnoUDRq+HPQlbbxakp6SQHZ6Cs6+fgxcMZy6TgF8d+oATnnmC9GpOmemu05lYXQIXUOncsTlynD1Znl5LIm+UsV6mYszU328MNow4W6b4smW2Bdsdr6adltgLG/lv4v2mvn2R4NbMt6+KAm9/JCkwFDAuovrWHJyicXlxJ5q+xT9aEbg0tE4KTVX/E8FnnTpyCafeJRrKqarRjuyzk5BLfQo3nZrQCzvZr2KYkXR0jXOTjznZ7LqO02NWpbcux/Fht9vwnrnLmzk5s1PWdwfnpfPL9FF3+fbuz1E90HygESIG0FeXjrP/TSUp3u+Rf16vavlmv/5pDs6Oprg4GC2b99Ot27dire/9dZbLFq0iJMnTQvC5OXlkXfVvM/09HRCQ0N5aN4W7J1cqiVuaznlrOeC4XuO2RtwMxj4ITqOulYsaQJQiB2J/t3w6XQbR/Wt8VXSCDTEkBZ9itz4sygpF3DMjMCtwHR4eo7WlQyX+qjejXEMboadfzjnCeFcoTdGNCioBGkzCNEk4mdMIDP+PLmJFzCkRKHLjMI5JwZHg/nq3Fc7ofdjXJALKoXocKWr7iM0iqUSY+V3k/s5+u99GI2xgGcaD2RdQdH3w31hs2jg0rpc53KMXs2gv5+1qu2ngQ340qHk16mp9hH8td0sHGHZ+cJfuWhcBoC9YkenvDq8HL+f0ILSe2hm+XXlO+eixPSHS7G0LGUJthWB7XnZIYERwY/RxafsnviK8tFm0Y1DxO1bhXPUZlwLksp9jjWujXnOp+TDp0baewjWDiixTa8xMN7tGG0SV6A59xca1Xzim6fAJD9ftl8zP3i0pj7tW841aZ+TdoR5Z58lTlv2TXa9/AJWXIops50l03y8WOpa9DvpQae+1G1U/sQvOS8GV50XOo3lhz3DDZuwW/GYyfaFXt3Z6/MmimL9rKROLgn0tztINo6kKy6kqC7s0LhwIOo1EpRsllyKIdBQ9LXY4ujAy37+PF3ndXrnncQ76wx50UewTz2HRi36+Sm0c+avdv9jZVp9ABzz9vInHxf3YiuqyvrIaPwMBn52deZNby+L8+sron2eA67On4HGdr+XaoP6Dpk8nvAm+ujdJbb3btSO5MJEQpzCaeDSmn+S/ySrMLXUc7nbefD7xVi88y2Ppqlq+Wh4KKQn/+jOm91fRzOCBnbjTLbf4XGczn8/YfH3w2VGYGxwAKftTeeDT/F/Ao+AERWKW1TO34ceZLlqudjopORUHvj3gfPqoC7kdpyHphy/z4QQtY+qqmw8cAcbNCn4G1QeCHsfR/cWVX7d7MwM7ujZVJLuHTt20LVr1+LtM2fO5Ntvv+XEiRMmx0ybNo3p06ebbC/Ph1itVJW/dsziw5PfozEU8H10LK419CVUtXoMTj5osxNQbLDW+Otth/Hbv8uETWw+kWc62L5a89+/fUqng68SpTgzNCQU7LIpzGpITsQD5TiLyruurzKuwPwN3WXZqp6DYQ/RauyL3PnnXZxNKyqC1ca3Dd8M/aZCvSHZBdmM/G0k8TlXbmgd7Ry507khE07uwMPMnMJsnSPDw8JJzEvGxWBkW0SUxWq9AGno6F63DoacuuX8XKzjrC1kW+jneMTuRKFy37sPtx3IjtQrD9MauDdg6U1LsdNYnjmdEH2RM+u+JOTCr4Sq0Sb78xR4xs/XpDBXs5g27E4dX/zaUxuDX72PiLa37ut4Z1oGLyZXfM5nglbD8JAgcjQaPAuNJJ99kUyjVznOoOJY9wsMWQ3ITxxktkUHt3R+ZgpKfuY1R8LKm95mZDvTZLwiVIOBlZtfY/WZZXwQE42DqvKutxf9e06lfZt7S7TNy8vh0ulDJJ8/gGtwE8LblXyKPe3HQSzNv/IwY2piEvkovOPtadOEu7lRy4Lb/sLRydtm56xN8vPy2DfvMbok/FK87Vb3rpzwulTKUea9kZDE6MzyT6MoDyOw0N2VgVnZhF41eiRT78KUZt3Ynmr69x7AQ+/BH2P+wNXe1ez+3b98QOcjpvcE19rg5Mgkf9PRY63Tndl26TXr3oSwGZ2Si1+j10nXWk6i/4i8VPy9ckZxZ5BhOsZ8v+oKUQhRBXr6zOWA75WRjEH5KvEXJpNiqNj0X2sZ87KJ/GhcufLFG+oRn4+PD1qtltjYksPk4uPj8fc3LXAG8NJLL5GWllb8LzKy8ksyVSlFoX/3F/ntrl3cFtKPt/0DKH0F0SoMxZCHXcYlmyTcvzXrX5xwA9za+NZKn9OcTqOfZGfg3YSoWdyZYI+qKtg5n0HjYL7QXh2HXNq4leylb+uylj7G0gvzHXTsROrErXS9ZwbOTi5M6zYN5d//vdj5xQoPP3TSOTG5/eQS23IKc5iXdpghIf78r80w0h3cS+z/plkfEvOK5mw20tUtNeEGcKcA92wftE7nQGPd8lblMb/BZjxjd1Q64d4f2qZEwg0wpcOUUhNuAN+gunSdMJOQ149xbPBi9rgPIeuqYf56FT6MS6DPNUsCng7YT1OnopUQXDTJhNT92OqEG6CblUuFWYzbYOTetKLvxRQ7De385pfreJ3nLuycLmDvvQVFl2iyX6sYWeAxzyThBthVvxMN6/Y12V5RilbLyH5v8d7tf3Gx/V0UaOzo0/p+k4QbQK93pEGLznQY+bBJwg3wWL/3cTRe+V6a4+HO2z6l93D7GlSG23njZbTuezDIoPK/ET/csAk3gL1eT5fHv+bvNm+Roxb14N6WXfYSb+Z8424+obWVXEXhWT8fPvTy5LagQDb8+4AsxiOYexq3tphwAzzS+hGLCTdA57HPsDPk/jJj6JudQ3MzqyMcd8nETVtzvfz/VW3dVpSacLfMzSvxcKahmkawnazXLcT1rJ3bcg76XCixLdpeIaTux7hoat8KBTdU0m1vb0/79u1Zt25die3r1q0rMdz8anq9Hjc3txL/rgc6e2fuHDqHl25fT2qXR8jTlr3sSW21s35H3si9UsW8W1A3Qt1M1+G1lc4PfMI+5568mHuIUfHeqKqC3qeo2Fa4czav1T/Omka/cyJoOlu4j2X5D3PG7wU2NlzC2w0OUddtH34G88MP4/Hin84f0er5PwmqF168vY1fG24Lv40xjcbQ3EL1emsNbzCcFt6mQ2eyCrP5Iu0IQ+oE83nrYWTqXUhy9mZB9pXPdnD7Ozlq36rMa3TINqIoRuxcLN+8VsQQn0Q6XVpkk3N95l1yTmW3oG7lKoqnKArNug6l49NLMD5zgr9bTCVaKer1sAc+iE+k31WJd4GikBW8gjr6IzSuM5sL1k/HR6eqdMit/PzWe9PS8fn3xvGQRwJ19YetOk6xS0Xvu7rovzWFOAQsN2kzv+F2XOPNV2vfFhhOk1LWda4oZ9dAwkf8jy3jvqBTr1crdA4//5bc6XYltgS70h+69FKcWTrqd965cxOb7jnIjx1f5zH3lrQ02qExM2rI1agyp/eH+Pg2q1B815tOox7n0phlRCt+jC04j1JQ/gT6jL09Wx3NF5CsrCSNhvsD/FjvXFRzJUOrYZK/L2uCm3J3kD+nMy0/OA91DWVcY9Nh5dfqcv/7/O0xrNQ2CvBkium0nnyNQmuvJWVeQ9iW0eNAqfuHZJnO1W+iRFVRNEKIqhbmsI+owG1mH7Bf0EPjOrPRK1U74qq8rE664+PLfnJbkfWwbe2ZZ55h3rx5zJ8/n+PHj/P0008TERHBI49Uvgp2beTqHoLn4Hf4asBkVjbpU2O93hV1xq8Rz+gyKbxqDp01N0WVodFqaPLYD5zWNuTx7EiGGAeidznJiqCXWWt4gPtj3qRJ5BIckq/0otqlR1I/6nfq6jfQY8jTRN/7N3+3nsEe9yHE4ItBVdjlOxaHp/+h/dCJZnuyJ7WbxFPtLBd5sTp+RcMLnSzP580oyOSz9CMMrluXSQ1bkV14pYe1a3BX3G/7nOwyCriNzynqAbBztd36ulrFyPsOX6MYratDUJo9ddqzO+3KWuIaRcOUDlMqPILA1d2LTmOfwfHxrcUPJXTA7PhEBl51s5ZipyGj/recdizfT1q73DycbDANxElVeTw1FQCDouAXsASsGDHgEPgrivbKiBQ7l1PYuV4ZWXKzXzy9Ln1l9tgzfo1w929ZpcWh+jcZW6nj7xvwER5m1lu/mk5Ved63G/+7czueXkVraytaLS2a3cqjo37gh4n72TjyN96qcxNDtV64G43YqSoftn6SsLCBlYrvetOwdXccH9/KYX07GmVU7EH0InfbP8A+p7PjzqAADjmU/P3VT3Gj952rmNV7Nn6OlocLT2o3CZ227Pn4iqLQ9vFFHHToWGq7bjm5tDNT0PSAzyW6e88r8zrCNkLtj3HSyfI8fEVVGWwm6W6B9HQLcT3y0kZDyGJyNJbT2NOORtqEvoOWyo/GtRWrk+4WLVrwyy+/mN2Xk5PDU089Rf/+/W0WWEXddtttfPTRR7zxxhu0adOGLVu28Mcff1C3bt2yD75OKYrCg52m8KObC7e27MGGRj0qOXC3eiS6+vKYjxuZBVeeRPk5+tErtFeVX9vJ2Y16L+4kcNoZZt/3Pu+GjeNbrflqyZepwDwPNwbWHUhQvXA6jX6Sjk8vIXDaGTKfPkuXx7/Gzd3yHFsXexe8HMozB9eyNn5tGB8+vtQ26QUZHEw/W/zaz9GP+m71CQlrzqHGpS/l09UYhzbPAzvnk6BUPkkGmBv2N86JpVd7t4YKfOZVcgj9LY1uoZFno0qf29MngEbPrme39yigKPGeFZ/I4Kvmp1Zkrec61OO4rjlJuJfduAyjMrII+7cQ3gmnQtq7/V5qezv3f7BzOWWyXe+/EpR83O0KeE/zqcWHId+GNGZog9J7/Wqaq3sID/h1t7i/ngG+7zKDu4d9gaK1PMHCy7sRI/vO5N27NrP5rn2sHPg1nds9XBUh13qePgE0nfInPXwrthb5bkcHjltYN70i9jjouTvQn0u6kiMZJjiF8eGdm3B08qa9f3t+GvkTXQJNY27l04pBdc3XMjBHp7On4eNLOa21XK1fAZ4w09sNcMjvDL38Psaah2KlxqGUvkqJgPqeq0vd3y43D38zo9PaqxehBivsCyHKT6fkUjf0U+J1Zaewx5wL6BzyNlD+VWOqgtWF1GbPns3rr7/OzTffzGeffYaXV1HysHXrViZOnIhWq2X+/Pl07275xud6UJES8LVFYk4ia86vQUWludGO3H0L2Z56AgVQ1JILnOUqCrkapej/S/y3hhxFIU+jEFJQSPvcPDrk5tI6Lx8HGxZsy9Y5MrFpR45lXCix/ZHWj/B4m8dtdp3y2LjjXcI2vU+dfPM3OTvrd+SHkKZ82v/Tao7MvOyCbG5dcSsRGdY9rR/ZYCRv9XwLAIPBwOm3u9Gk0PLw8TEeXTnteYnsyHsxZFZuaHEn9zSWGJ5BKaz8HPHd9TrwgHJl5I2zzplVo1fh7Wjb+ba7f3qXdkffQacYKARe9vVmtYtzhc71y8hfCPcqmm6QlpxI7LlDpEedwBB9gOZxy3FVyve5bHF04PGAoh49/wIjkWenkqeaxqZoM3Bu8CGKnfllkPIS+7DcI48mkeaHwya6+PB8857MH7qwXPHVhPzcdEb+0I3oayrJ36zz4+WbF5e51rowTzUY6PddJxIr0FswLDOLWQnlX5XgWitcnJjq422y9OIUny5MGG46QsNgNPDFoS/4/ODnqP8mvYuGLKKdf7tyXzshNoL8LwYQrMZZbPNQgK/JUoOXtUn1ZGvMFCizmkZJGgro4fs5FzwicYwazcmcrmUf9B9kRy6BjV8ntZT53K8kJjM+w/xD9bbGN0nJD6uq8MqlR/CbqIpKXnorDmcMNPs7XYj/NpUewTM46Fa+YeNtUj3YGvMCtljq+bIqLaQ2ZcoU/vnnH86cOVPc6z1p0iT69evHyJEjOXDgwHWfcF/vfBx9uKvZXdzd7G7atbidbvesZUCfGRx382WhhxsLrvr3o7srv7m6sNrFmY3OTux0dGS/gwPH9fZcsNcRY2fHHkcHPvd054FAf7rWDeGuQH8+8nRnq6MDWZUYampA4YUWvUwSbo2i4ZZGt1TyU6i4vt2ex+Pmz83Oj1eBz91cGVp/aPUHZoGTzomZPWZaveRJl6ArvT9arRaHsXPJUy33RA3OLqq0bedytHKBovKF57c2SbhV4LNrijQ90PIBmyfcAJ3HPc/JQd+Qgit2wFsJSYyoQEVmX0dfGns2Ln7t7uVDeId+dBz1GF0e+xLjpEPsDLmfDNX8Tbs5PXNy6ZxT9HAoTqehk4/5omr6gOUWE24AR+8t6GOXWty/uGEnBtSzvnewJtk7uPF4vStL3LkYVd6pO4oZd/wlCXclKFotQxyDK3Tsn85OxJYyssAacz3ceNnXxyThnuzV3mzCDaDVaHmszWN8PuBzPPWe9AvtV6GEG8A3oA6GO34hBctz2y31dgMc8Eihe8jMcg1xDLE/Tqv6r7Pf5xIpdhpS6vxGK5d1ZR/4H9TWbVWpCbdGVUtMEbpWC82FKoiq/DQUcNY5g0Ou2ZwM3oVH4+l0C5lOB7ff0Culj8IT4r+ih8/n5U64AQ54pNLT/+MqiKh8ylVIrWnTpuzatYtevXpx2223MX/+fDZs2MCHH36Io4WnvKJmtW11N1/fu5evWz5F21ISrLIUKgoHHfR87eHOYwF+dK8bwm1B/sz09mSRmyvrnBw5am9PSinzKy6b3XYYm1KPm2zvHdKbAOeACsdoC05NR/Jep1vI0ZUsAvR3vQ4cz75En9A+NROYBW382nBfi/usats5oHOJ1/WatGN//Ycstr8j7yyqUYed63GoRLWAWQ0O4Rm7o8LHX21n/U7sv2rIfBOvJkxoNsEm5zanRfcRZN+znvOautgBMxKSuMlCj4klXYO6ljof2t3Lj64PfPBv8v0A6apTmedUgGeTU1D+HX1y3CuKALuzJdrYuR5B51Z6oTWjYuQtb0+z+3Lt9CzNi2ZwvcFlxlNbjOg9ncYGDS2Ndvw04EuG93mzpkO6IYxoeY/ZInNlKVQUvq1gJfMC4BUfL+Z4epjse8y9FfePXFjmOboFd+OnkT8xpeOUCsVwWZ1GrYgbvqi4qvu1WuXlm6x2cLVDrtl0qPOmFUV9VLp5LSKv/kLOOhR93h1zcsnRaIgKWU8Ht2UVfAc3MM99pe7unJuLdyn1HlooFy3uq06NHfeQedXDg2yNhsOuOZwM3o174zfoFjKNjm6/4qBklHIWIW5c7VxXcOiaSuXlccArlh4+X9guIKWg/IeUZ53ugoICpk6dyuzZsxk7dixr1qyhbdu2LFiwgDp16pT74rXR9Ty8vEyqyrY9nzLn6AIOa2wzT9ccR6ORoMJCggoN//5/IXpVRUXh9vDxvO/rh6IoaBRN0SJaStFSWgPrDax0ZW9b+PX0r6w6+h2fHt2BU0FR7+y9bfrh59WId3u9W8PRmco35HP7qts5lWI6b/ey+u71WT7KtGJ1QUE+F9/pQkPDWTNHQQ/fzqS5xJB94REMOfXKHVu4czar7Z5Fk2e5J8haKnBX6z4cSi+qxq7X6lkyYglhHlU/NDAjLZkzX9xB2+ydGIGZ3p785GZdMjGr5yyGlWNOdFpyIsd+e4fmkd/jhuUbeYCXfbxZ4Vo0BNHFYMTJCHaqgrtB4ZE4LdE6LTnYkaNo/506ouWwvSOnXbIw2qcWn+e9+EST6r4/NR/ARk8/5g6Ya3XstcHFi1sICmyPzl6GZtrS0nXPMC26/L2tzkYj6yIu4VqOpD1do/C0ny9/m6mA/qBLE54a8xNUYWE/S/av+56W257ATjFN4k7Y67g1uPR1YRvnaDgZMYVMo2ltD2/tJRoGf84x5ys3cgOzspmamMzA0CByNBo0qkqzuJbsTLmr8m/mBhBkf5KMsAWltilrzfi1mjAezq75h3M9fT/jgE/ZS9bqjSpN0z04m3Qr0fmW6w0IcSNp4LCPrLqLybaiY68sbZL92RH3OAYqseqTJht7n685/ezacuWLVifdBw4c4O677yYrK4uvv/6avn37Eh0dzQMPPMD27dt5//33eeCBByr+BmqJGzrpvkxV2XNgPgsOf8U2Y2ap69naUh/FhY/v3ILGiuqxNanAUMCw34YRpHVhzvHdHAtswn2aBP7X73/0DjVdJ7g2OJl8kvGrxlNooRjW+PDxvNLlFbP7zh3ZjcPSuwhSTVcoeNq5A+v94slP6kVefPmLae1ssJDA6D/LfZw5W8O68pjxUvHrlzq9xB1N77DJua1hNBjZPf9pul5ayEm7RnzbsQ+/x64t9RgFhc23bcbTwXxvcmnSUpM49us7NI/4HjfM3zTGaLWMDAkk75o/RGXdaP7tORzvERPZePQ7NiYdIs6Yy/KomOIK60bg5hZdeKjtE4wMG1nu2MWNadGqB5mduKvcxz2TnMLENOt66GK0Wh4N8OWsvekN0QSnMKaM/a1GEu7Ldi58ia4X5pjd96yvN3+WUfehXh5EXpxEquFKgt7e7XfiAraTdlVPp7vBwLKoGHyMRmZ5efDdVdXgWyfUZ1vif7PA39V6+X/Afi/LK+vYqSqbIqJwN1q+zc1U7Whf+BF5BtsUOa2oDnVfKbUC+7W0qkrzDGeiEkdzMa9lFUYmRM1SKKRhw1eI1dnu935YrkL8pfsr9OBKsUvHMfRrXDKM7HluY9XM6e7cuTNdu3bl0KFD9O3bF4CgoCD++OMP3n//faZMmcKwYbW7wq34l6LQse39zLlnF7/2eJ+bdX7obFgkzZymRi2zblle6xNuAJ1Wx30t7mNf+hkeatqR/3m442bvRrcg82u91wbhXuGlFqC7ej73tRq06IzPi0fY3ewV4il543H75aXDXMq/dNjzdU/bLOFWgc+cr9yEdw/uzu1NbrfJua2l0Wro+uDHnBjxG2Ev7OTNQe/xUCvLw/MBmnk3q1DCDeDu4U3X+95DnXyYnfWfIAHT8wQaDNyVXjKZ6ZyTy6hSEu4oJYBm980hLGwgD9y0iO8n7ufHkT9jHPI2W8K6kqe1Z2tYN+LyUuhfp+ZXpBC1x4ThX/GIW/lHI33v5oo1A/GO2eu4M8jfbMJ9h2OdGk+4ATrfPZMDjuZ/nz6emlbmMPwLegio9xH+dudx0qTRI2gmp4J3lki4AV5MSsHn32HRd6dnoL3qvAd9z9PL/0MqWxn9eqYlnwtusaW26Z6TW2rCDeCiFNJMOW/L0MpNr2RyzrF8ow8NisIht2ySG3xP19DXCXfcWUXRCVGzWrpssCrh7peVzd1p6XTOycXDzGoFVzvroGKs/yUd3c2vymWJYp+Ae9C3PJiSw5+J/5TrWChH0r1s2TK+/PJLXFxcTPY98MADHD58mPz82rMWmrBOw4aDmXHHX6we8j0TnRviUsYfqPLSqCptjDo+G/7ddVXMaHTD0fg4+nAo/Rz70s8wqN4gq9Z3rUkTm0+ktW9rk+0aRUPHgNLXm7XX6+k87nncXjjCrsZTSMQDgE7GeLR5Hmj0iWjsLVfvvVaQPo+HM833BlXE5rBuHM0oujHy0HvwZrc3q3Td6NI06dAPO50ORVF4su2TPNXW8trrtnhQ4+7hTdcJM3F76Th/t3qDi5qQEvvvT03H898/MI5GI9MSkyzW5yxQtWQO+wwXV48S2339WqDv+AAfuDrQs0F9pumy6RPaBydd2fPLxX/L46N+5C7HeuU6Js7OjjUupX8vbXV0YGKgPwl2dib7xtoH8eIty2s84Yaih2/1H/yWaMXfZF+DgkKGZ5Y+JQTgkr2Cc/25BDWYyUF30xEAvbNzGH7VdI+gQoPJ9I/9XnH0DHwHhaqbKlabtXVbRYpd6bewQ6wsfNlWU7NJdxPn7SaFAsvjiEs+0fV+p0PdV2jpsp7/8sMYceNxdd9dZhsHo5Enkgp4PjmVebHxbIm4xPqIS3wWG8+k5FSGZGZRP7+gxEPRLI2GE0F76RE006paCXr7KAa6/szm+L95OvcIGqX8P2dWJ91Dh5qv2pyWlsacOXMYNWoUGzduLHcAonbwD2jNM2N/Y93YP3nGuxN+hor/0vYyqoyw8+HtuqPYdNPvfDtxH75+LWwYbdVzsHPg3ub3Fr8eVr/2j+LQarTM7DETR7uSRQ2bezfHzd66oS8Ojs50ueM1HJ89xM4GT5KKC2HZRcMl7X02WR3LN3VWos2yPkkvjQrMcb5SAXla12n4OtWeBzgPtnqQ5zs+b3Zf92Dbreig1zvSacwkQl85zIEeX3BMVzSk0FVVeeTf6slPpaQRUljyCW8sPvztOZx/On1I1pPHadJxgNnz6zQ6XunyCjmFOSTmJTOiwQibxS5uIIrC87csY5TONOkszaJSht/94urMk/6+Zufr3azz4/Vxf5S6vnp1c/fyI+vmr82u/vBoahp2VowcS7DTEGdmnVkXo5HXEpNNHpxNTEs3aXvAI42uITOx47+3lrfGo/ReJr3RSN9s61bMaKecsUVIFebufMQm5znpZOBC6Hpa13+Zxo7lnwYiRG3jqKRx2qXshLiPSyfCXr7A361nkK46oQD+BgO9cnJ5IC2d9xKSWH4phl0Xo/ggLoHWuXnFxx50z6BegxmEOVj6naLSX7uDpZr3+DJrG+5Wjdsyr1yF1K62YcMG5s+fz6+//oqLiws9e/Zk2bJlGMro0q/t/hNzuq1QkJ/FhYitRMYfIjLlNJEZUUTlJRNpyCZao1J41VNZrarSQrWnh2dTejQeRfPwMbXqBqmisguyGbx0MPYae/4c+ydazfXxnn488SNv7X6r+PUDLR9gUrtJFTpXeloyn639ih9yvgMgJ+oOCjNalXrM/cERvJb0YoWuZ85fjXowubBomPvohqN5o/sbNju3Lf186mfe3Plm8brAzjpnto7fik5TdSMkTv6zkcwNH9A8cytv+nryRmIyeaqe006tyQntTWC7YdQJb1uuUQEvbHmBHdE72DBuQ5XGLq5vhoI8nlvcn3VG64skfhkTR9erbnZU4BNPd+Z5uJttP0zrzdu3r6u105J2//w+nY+a/j56y8uTHytYtX16QhJjLPTQPuzvyw4n05Vimmbp+CfitcoVBrqOBOrOkBX2Van1aAZmZfNBfKJV54vDmc65cwHTURbVoWWDF7mgt+05g/NVTp998z/zPSFuTF08fuRo4MFS2zhoHVh9y2p8HH0AiLt0jthvH6J17p5Sjzugt+cbdzfWOzmiKgo6VaVpQmO2J93H5fW8Q+2PMczlF57NPmHyk5Sep+L+TkbVFFIDiIqKYuHChSxYsIC4uDhuvvlm7rzzTgYPHszx48dp3bq1JN3/AYaCPGLi9hEZd4Ds3FQ6NL8dd496NR1Wlfjy0Jek5aXxXMfnajoUqxlVI4+se4SdMUVzvOYNmkfnwM5lHGVZfm46PRZ3I0dRcFJ1PFvYD8XoSZrRgRSDAykFOpIKHUjMtyfToGWl85vo0m2zDIsRuLVlD05lRhDiEsIvN/2Cs672VqVecXYFr25/FaNqpF9oPz7uVz3rQkadPUrEth9wC+tMo44D0esrvoRjQnYC3x//nsntJ9suQHFDKsjL5MnF/dleRpX9y7pn5/B5XELRscCrvt78YaHw2ECNO++N/wutzsbZiA2pqsrej26jY1rJgooGYPY1xc+s0SUnhy9jEyxOD9nloOfBQPMjDNom+7El7plyXe960ssrhU4uifjY5bLcNZXD+atKbf9BXAIDrezpBhiYP5PTxvqVDbPc3LVxGBt/WCXnbhUXzvbkiVVybiGqQ8e6r3CijAKD9zS7x+QeXVVV9v72CeEH38FNKf3vU6SdHd+6ubLM1ZkcjYZmWToiYibQyGs5TbTneCE5GXNdblWadA8bNoyNGzfSr18/7rjjDkaNGoWz85U/lkePHqVVq1aSdIsbSkZ+BnFZcTT0vL6W5ojNimXM72PIN+az/fbt6LWVu3F98puubFKL1qcu68bQlv5s3ItnCy6gUTQsGrKINn5tquGqlbP2wlpe3PIiL3V+iXHh42o6nAoxGA3XzcgOUbNys5N5+KeB7FOsq+myNCqGAEMhk/182WNmSTCA7jjx6e0brotl33KyMol5vzsNjBdM9v3k6sJb3p4YrBhp4mg08tulGIILLd9DqcBtQQEc15v2XiqqSt2ogRzOND995Ho1xj+OF5xX4h/9FwCFioZBTVqRkJts8Rgno5HNEZdwKMdAzhcLJrLYMLDS8ZZXJ/elHA8qvUeuotwNRlLPvGh2iTohajtfu4vkNZxT6oiWa3u5rxUbeZb47x+iVe7eMq+XptHwk6sLP7i5kmin5dGUNB5NTbN4r1uRpNvqsTRr1qzhjjvuYPLkyXTo0MHaw4S4rrnau+JqX7FhgjUpwDmAlzq/xO9nf690wg3Qw78jm2KLajbscnTkOzdX7k63bgmgijICc/WFUAAPtXrouki4AQbXG4yD1uG6e1BzNUm4hbUcnLz47JYV3P/LMI5pyn7o/omXB1F2WrMVygHaGHV8eNsf10XCDeDo7ILd7d+S8d0gXJWSPavjMjIJKSzkWT8fMstYX3ZycmqpCTcUDXi8Ly2d5/xMbzBVRSE98E/cz7UkzVC++fa10YSgS0yyX4ZX7Ha4agbDlobdSMiNKPXYlgYfHNSocl2vg+ZUjSTdeucTVXbuNK2Gdr4Lb8gREAqFuGqTSTf41XQoohJ87PNp5ZqJjy4fL7tcPLX5eGhzcdPk8LOnA3syS39geVv4bRYTboCA0DD8X1jP379+TNND75j8jr6au9HIg2npTEhL55jenjZ5ti8ObnUhte3bt+Po6Ei/fv0IDw/njTfe4MyZmi0+IYSwbESDETzd7mmbnKtni7tLvP7Y050zuqqdZ7m8aT/OZEbRwrtFmUtz1Ta9Q3sT7BJc02EIUS1cXIP4/OalNDKWfUux2cnRYsLd2KDhszHLcHTytnWIVapOo1ac7vqO2X3dcnL5LjqW4ALLVcbb5eYyPiOzxLZYfNgZNokTw5cSpVxZ03tAVrbFcyXbaWga/BnXb/VqlcdCznOozgdMT36uKOG+xi9lVMEHuLnzU2Sp5kdRWNJBOVWu9rYS42R9TYSKOOoRR6DuxrpXVyike/DbBNR7nwC7szUdjqige4Mi2e36AvOznuDd1Gd4MfFlHo6bxm3R7zAk6mOS2Vrq8Q5aB+5tcW+Z11EUhU63TCbrgW0ccmhfZnt7qJKEG8qRdHft2pWvvvqK2NhYXnjhBf7880/Cw8Pp0qULn376KXFxtqlULISwDUVRaO5T/jV1zQkK7kgDw5UnjnkaDS/6eleihmPp4t38edcQi6OdI2/3fFsKeglRy3l6hfHdrX8yUGO+KFpZQg3wxcgfcXOvY+PIqke7Ifey0/92s/vCCgr5ITqWNlcVkbtMbzQyPSG5+GbsmK4F+7p8jM8rJ+h69xs06TgA1ye3cFjfFiganniPmUrmlx11zqe714LKvp1qpWDk+bqnORbyDs8nvoJbvPmhoDEewWxLPVnquVztXRnS7CYO1bm71HbXqqtJwBfrCq/ZSpD9SbMV7G0pX6NQ3//7Kr0GQCOHPThrUqv8OmCge/A7HHTLIsZewan+F4TaH6uG6wpb0SpGfmi0kakpL1lc5eZ4YDPOZpY+WqWsXu5rBYQ2pOULf3HmljXsafMWO/1v57C+LUlU7G9WRVS4ejnAyZMn+frrr/n222+Ji4tDURSZ0y3EDWrhyvt5P+nvEtsmpqbzTEqqTa+jAk+0HcSW1BO83vV1bm18q03PL4SoQqrK1ysn8mnSXqvmMgP4GlS+GfQVISFdqzi4qlVQkM+Zd/vQtOCo2f15CrzuU7J43LNJKdyelstBj/549XuKhq3NLzNYUJDPvi8fpXPCL2QrCoNDg0i1sEqIvVHF/eJtnMttV/k3VcVCHHJZ5zUbx+SyE6c5rYcxN7305bXGNBrD9G7TycxIJe/9VnhjfU/ywwWPsdbQw+r2ldXNaxGH/Y9Xy7WCLtzMyZyq+/nqWPdVjIqRIxdfJk91qaKrGOgR9I7J2vaehUZ0keM5ex18v98InLWFZBm0UIHKPuHO2Szx+RqPuJ2ltpvVdjjfpR62uL+sudzloaoqSXGRRJ/cS3bEAbQJx/DIukCBxoFcnTuFeg8MDp7g5IXW2Rs7F28c3Hwx2DnSqmPvqqtebonBYGDFihXMnz+f5cuXV/Z0NUqSbiHMy89NZ+QP3YjWXvlFq1FV5sXG09FMD05F/d60H6/mnmFMozFM6zqtXMtdCSFqhx175/DC4c9ILWMus5vRyMKe79Oo4ZBqiqxqxV+6gOar3viQana/Cnzu4cYcTw+a5BqYrBtO+PBJ+PiHWHX+3Us/pO2hN/nK04XPPS330ITkq5w791oVJkCVp2Bkb/0v8Y7ZUmbbQkXDkCZtiMstvTf6i4Ff0C2oGwC7fnyLLidnWR3P54aBvFNQfdW+u4VM47Br9ayx3jBHw/4LM6lIolSWevqDJDX4EShavm5fxCsUUr7h/WUzn3Bf5mIw4h45ihM53Wx8XXG1cOdsfnefjarY8bt+BDMuNiPTYF15sIeCL/Jizvtoskv/GS5QtAwIb05yXqrFNvc2v5dnOzxbntBtriL5ok2S7huJJN1CWLZq02u8eHFZiW2BhYUsjYrB1Qa/SuLcAhgX5McjbR5jfPh4SbiFuI5durSbp/98iOMao9n9jkaVLzu8TJuWd1RzZFUr/tIF0pNjUNCgKIBG+fe/FVAUFEVhc+IuOjbqTVO/ZuU+/7Gdq3FY9zDjQl3JK+WhRptUd7bGvFSJd1K1fmy0ka6RX1nVdlNYN540lj7c1N/Jn7W3rC0uBJmfl0fCOy0JVq2b/riTetye+5ZVbSvPQHDjl0jXVu3w8quFX+rM3vTRNj9vj6CZJZLhlhkO7Ix6FdVm654b6Bk0iwPulqdVQNEKAP6XBt1wFfxri64eaXxj/za69CuFDI2O3uzzuYnpsV05nGH+AZ9OMfB9w410jFyAYkW9iS1h3Xi8lJ91B60Da25Zg7djzdb+qEi+WH0/7UKI696wntNobiw5pDHGzo6ZPpVfkkQF5jTpwYd9P+b2JrdLwi3EdS44uDPf3LaRkXamQwB1qsqHzR+54RJuAL/gejRs2ZWwlp1p0KIzDZp1on6zDtRr2p56TdpRN7wt93R/tEIJN0CzrkNxuGcd/bJKv4U74JFGe7dlFbpGVXsy9JzVCTfAIlfHMtuMbjS6xMoL9no9Me2nWH2NZkThqJSe2NlKI4d/TBJunzKq11dWmt8udIpte9Y9tTEcdy35mR12zaV70CxsU9BPpWfgu2Um3AA5Gg3Rweto57rSBtcVVxvmk8B3mtdLJNwAmpwkOkQuYHnho+wI+4a7Ai9x9de9uUsm/4R+SqfI+VYl3ADL3UqfYz2+yfgaT7grSpJuIYTVFK2WZ9s8abJ9lYszq53LripbmostRvF4n7dp5y/zsoS4UTg4efHWHRt40a8Hdv+OhtGoKm81uJXunZ6o4eiuX0H1wrn/liUoZdzHxgTswM/ufPUEZaVO7mk8nf6e1e2PBLVgb9rpUtsoKIxqOMpke7uhD3BGG2bVddwppIVd1S3hdbUAl39Mtr2dkEjfrOwqu2asTqGz1zc2PWcLr1/I15g+ID/onkHPgPeoXOKt0jNwFgc8rJ+Xn69ROBe8lU7uP1fiuuJq9wRF8Vn+q2izEyy2UVQDQZfWMCPlOY4Hv8WsBod4ps4ZVuhewi3+b4vHXSvdwZ2N6ZZ/1h20Dtzb/N7yhF+rSNIthCiXjm3vp49iunb5m95exFoo7FOWDd5B+A9+Bz8nWXNTiBuOonDn0Ll81eZZvA0qrwT1Z0ivqTUd1XUvPLAZA+sOKrVNhlZDaMhXKFhesqw6udoVssjlf2jyrE+kFgSUPd+9a1BXs8s0arQacnq/ZvW1WmqqZwmqXOdLJV5rVZVWefm8l5BIp5yqm+d91vsMbtp4m5xLp+Ry0SPS4v4Dnsn09Pu0gmf/t4fbI7XcRxoUhROBe+lq4wcM/0VP1znL9PTXUfLNz6U3xzHpKLdFv8NT8a+jyUkq1/XWNehIvtHycl3Xcy83SNIthKiAp3vOKO61uixDq+EFP2/26fVWLyWWp8BrPl7YdXoYR9fAsg8QQly3OrSZyB/j/mLcoI9rOpQbxsSWZRf+OuVopIfv59UQTVlUltf7Fcck89XdzYn0qsP61LJ7n29pdIvFfS17jS5ecq0sLTTnrI6touyVbM47lPwr2Ti/ACdVRa/Cx3EJNMuzXXHSq2VqNbT2XWiTc7V3/5UUuzKmOHhH08Pb+mkERVR6BrzHAY+UCsemKgpH/I/Rw+cLrt9162vWzPqHeSphGkph9RT7A1hub77+B4CjneN13csNknQLISqgQf1+jHEw7X3Y5+DAhCB/utUN4f4AP+Z6uLHHQU+emenZMVot9wT6o3o1oFfnyVUftBCixjm5+Nd0CDeUFj4t6BTQqcx2h70jaeXyZzVEZNkHYQeoH7WsXMd8U7clRtXyjTiAp96TvqF9S23jMHQGRrXsOiHNNBfQWP3YuGLCnXaSd82Q7Fb/JtlGVcGoOjE1DoKrKIzDHkmE2Fd2qTKVTK9DVrU86HeWrp7fldrGXsmmmdMWevrMpUPdVzngmVzJ+P69tu95egbOQovl3lNh6ouGu7gz5m0UtfqWgY7yrMO+tDMW948Pv757uQGblRYUQvzHPDbgY1atuIUsM/O5cjUa/nZ04G/HomVD7I0qLfPy6JCbR4fcXAoUhVd8vdGhYd7wRdUduhBC3DAmtpjI37Glz5s0KArnQzfQNXMHkXG3EZXf1KRNA8ds+ngmEWifhZNSgKOmEEclHwelAAcK0JOPnnzsKSAZd96O68SBdNOpRuaM8Y9jdGz5RjikOHmxLONUme1uCrsJnVZXaptGbXrwz199aZ+xodR2DQ1ZNLQ/yqn8NuUJtVw8XQ5x4ZptzXMLODHiNxq17Y2bVkszYGFWLHevvpvYrFibXt+gKIT6LyYqcnqFz9HSeSMX9Na3P+p/mI7GpexJKxqR4KGNIcz5b5ycTpPhmESE3kikomB5sHrFHfBIpZ39G5yIfIYMY+WLvt7YVH5ptJ4OkQuq/cor67SA9CNm9znaOTKh+YRqjsj2JOkWQlSIt084E73a8r/UA2W2zdco/OPowD+ODnzBlcqUc5s+iKu7devTCiGEMNU9qDsPtnyQrw6XPYz3iEsuWueFdMxtSB/77vRWzxFScAG39FNF6+eWo4PxN2UBcQ36Mzd3IIuig7G0BnQ9xxzeNbyHYihfb+PiRl3ItXATfrUxjcZYdb6A0TPJX9QDe8Vy750d0Ex7llO0KfN89ko2bdxW8HfabVZd/7I0J9M51Yr7EJp06FcyXucAvhz4JRNWTyAlr+JDrc054pJHc6dNHM3uU6Hjnb03lau9qiicDvybbq5HSNJnE22vUPJxStWuVnLCqZCQ+rNIi7yf6PzGVXqt2ujOwEv0c76AilL8z/hvPXFVVVCVov9vxWnqRFZ/9XcVWFFoef73jdDLDZJ0CyEqYcLAj/lpcS/iteX/gzla50+PTk9VQVRCCPHfoSgKT7Z9klxDLt8e+7bM9gZF4YTjWSLsotE4hTHh+AE0+eWvmq2oRgKi1zGddbwU1JQVDiN5I6IFGYVXbi21ipHf/OdjFxtdrnPn2ulZnFf6utwAbf3a0sCjgVXnDG7QjN2+o+icuLTUdk01F1hW1rnsT+IZsoDjeuiiGNiVat3Sd66aRC7ojVydZLoZVAbfZX4UQH33+swdOJf7195PVkGWVdewliZgDfbnO5Gvlm/lkRD74xxzyqO8ibJBUTjsmlPu42wlyl7Bvd48mkaN5Hh2zxqJobr52OfzXd3VNIlcArZ9bmNTB0NaE5EdY3afncaOe5rfU80RVQ2Z0y2EqDAHJy+eqDus3Mf5G1SeG77Q9gEJIcR/kKIoPNfhOW4Lt77XNbswhznpRxjWoBFLmg+kQKnY6hMADsnHuTX6XQ66TGJpo7W0cSuqdry44V94xm4v9/mWh/ciOS+1zHbW9nJf1nDcm2Sqpa/53Vh7kdKKb3Vw+w1D/a+5+O/w6jP+Bwlz2GfV9cNdtmFUSiadYa5NcHRysXhMc+/mfNrvU+w19lZdw1oX9NAuZFa557DX9/4dVamZxLmy0rQa4uqspLPH4poOpco9HHKBXe6vFiXctdxKX8sjHgfWHYiPo081RlN1JOkWQlTKzX1m0thg/a+SIIPKO+2elWHlQghhQ4qi8HLnlxndcHS5jkvKS2FG9knGNO/IusY9KVQqfmuoyU2hfeQifit4lH31PqNjBeaGGlBYRHqZ7Vx0LgwqY8m0a3n7BXO4wf2ltmluSCHQzrSKuR259AqYxcng3WRprnxGeRoFTcgSXDVlj813dDatxN698cAyj+sY0JH3er+HthIPRsw56pJHt6B3sbbCt6smkRNutbjL1AoFisKxwAP09PsIqL5CYdUlQJ/P+oZLeSnxZewyyh4tUtPyNTpWZ12wuH98+PjqC6aKSdIthKgUjVbHs60eLrNdoEHl9cD+rLxrNx3alL3MjRBCiPLRKBqmdp3K8AbDy33shaxovvHwpE/jZjzfbhgrmvQlxalihacU1YhXBXq4ATY26mFxqOnVhtUfhpOufEOjAbrcM4Ndvrda3O9nMNBIX3JZs0DdGZrXn85+T/MJZ6xOoXnwx5SVvMY7mR7fyrdV2UED/er0Y3q36Tbv8T7onkEv/w+tatvG62dyzRRPvR4d8I6lW8ib6BXbDtuvSU+GnmO760s0jCp9CkVFXfSux+IWAznr19Bm59wS1oX0AvPrgDf0aEhbP+uW+7seSNIthKi0bh0eozvmb34CDCqvBfRl1Z27uHXQR+jsnas5OiGE+O/QarTM6D6DgXXL7kG9rIlXE74Y8AXfDvuWHiE9WZ1yhJfzztLb35U7W/fhi9ZDOR7QrMpXPFaBBU7W9eaOaVy+oeWXKYpC58e+Ypef5aH44ZqI4v9u57oC6n/JOYfS3/1Rl7x/14U2z9/uPNH2JRNWBYWWPi2tjBxubngzG8Zt4MVOL9LQw3aJz36v+FJjB9BQwCXP8za7Zm1w2DWXJvVm4KRJq+lQKiXEIZdNDRfzbMKraDPLfmBlrTytPTvqd2ZW2+EMb96ZEW5GZmadZJRzPk+3G8LRwGaVvsYKV8v3hLeF34ZynU5lMEdRVVVWjb9Keno67u7upKWl4ebmVtPhCHHdOHX6D27d/nzxfDU/g8qDQX25pe/b6PSW56sJIYSwvQJjAc9sfIZNUZsstgl2CeaJtk8wrP4wNP8OK4/JjGHkspHkGfJM2vs5eNPTIZD2OTkEZKfjn5WIX1osDoWmbStiX2hbJthZrmJ8WROvJvw04qdK3ZCrqsquzx+la9yPJvuW6OvwctobdA/4hP2eiVafU6uqBEcMNVsVvKvndxwJKFmNvaFHQ367+bdyxw5F8R9MOMjPp35m7YW1Zr9e5dU8ppXFonAd3X/hRNDeSl+jNmqdUI9tiY/UdBglKBjxtS/AQaPiqDWg16g4aAw4aI3oFSN6jRFHTSEtnZK5M/0rtFmmVfErIsYjmK3Bzdhqr2F3xnlyDLmltu/uEc6DiYm0j9xf7mulOHnRL9CDQmOhyT4nOyf+uvUvXOxr5/1jRfJFqV4uhLCJxo2GcfOeD9ieG8v9Qb0Z2+dt7B3kwZUQQtQEnUbH+33e56kNT7E9uuRQbw+9Bw+1eojbwm/DXltyuHKgSyD3NLvH7BJk8blJLM1NYimAFnAD3Pxxt3fDz94dPztnAhQdfgaVoPxchp3cir3R+kJdC3z8ILXspHtMozGV7gFTFIUuj8xl5xcKXWN/KLGvsRpHy/pT2V9G7/a1DIpCZvAf+JxvSGJhybolGuezJu1b+7Yuf+D/UhSFNn5taOPXhuc7Ps+qc6v45fQvnE45XeFzngg4SDuDG/syRpjsK/D6p8Lnre0iPc+hS8qlQHWo6VD+pfJnw2U0ivql6KUBy9PPbdRJv7N+Rz50deB4xkXIPgkWFjToFtQNJzsnLqRfICI9gu2pJ9luB+1a9+PBjCy6n9ttsT59oaLhgl9DjnsGc9LRiX+MmRSmmx89MaLBiFqbcFeU9HRfQ3q6hai49LQI9Ho39A4eNR2KEEIIIKcwhyf+eoK/Y//GQevAXc3u4r4W9+Fq72rxmKyCLIb/Opyk3LIT4NI0dqnDO/HxNIo7VWbbc75h3OxSdoKu1+rZMG4Dbva2uUdTVZVdXz5B15jvirflKgr9QoPJ0FZsFmbjHA37L0zHiO7yVajT6AVS7Eqe741ubzC6UfkK35VGVVUOJR7i032fsjt2d4XOoTeq+EeW7K1v4riNS/Wqf/3m6tQitgU7U+6q6TAAld8braF1ZNnL/9lCspMX7zXpwsqUI6W26xLYhSfaPlHiQZFRNRKbFcvF9IvF/5xz0xkUdZw653dy0r8hJ9z9OaG354Qhk9NZ0VaPyPhl5C+Ee4VX6r1VpYrki5J0X0OSbiGEEELcSLILsllwdAFjG43F39nfqmOWnlrKtJ3TKnzNem71uJB+AXuNPZOdwrjz8NpSCwlNazuMpaml3/gDjGwwkrd6vlXhuMwpSryfomvMN8Xb8oEdjo6sc3ZknasXOeSX65xtk33ZEvcsAA0c9pNQ33TppmU3LyPMI6xSsZuTVZDFXX/cxZnUMxU63tloxPnieM7mtgOgW8g0DruWPsz4ehecr3Li7FsUDeGoOT802kS3yC+r/DoqsKxpf943xpGWb3m1gHZ+7Xiy7ZN0COhQrvMvOrKQ2f+8X6HY2vq15Zuh35TdsAZVJF+UQmpCCCGEEDcwJ50Tj7d53OqEG2BUw1E08mxUoesFOQexaOgiGno0JN+Yz7uZx3m4zQDi3ALMtk909WV5+kmrzl3etbmtoSgKXR76hJ1B9xZvswf65OQwwv1utt21k8/6f8bNYTeXOkLgavu9Emjv9jsAQc57TPa76lyp717fFuGbcNY580nfTyo8GiBLo6EgdDFB9icJsDvLUZecUts3y8vDxWis0LVqi0v2Cu3dVtRoDF803FUtCfd5nwbc16Y/r+eetphwt/JpxRcDv2DhkIXlTrgB7mh2J409G1covnHh4yp0XG0nSbcQQgghhChBq9HyXIfnyn2cXqvno74f4eXgxe1Nbi/evivtFGMCvPmzcU+TY34I60SBFXO/67rVpb1/+3LHZA1FUejy4EfsDL6veNvOoAl0vfsN7LX29ArpxYweM9g8bjNz+s9hdMPRZSa1UYE7CLY/SYFzpMm+lr4ti4vXVYVQt1De6/1eha+RYqfBqc7XNPT/obhAqiUT0zJ4Py4Ru+t88KzBezfWrllua+832M/gqE+q9Br5Gh1zWw/jFneFvWnm5/439WrKZ/0/47th39EtqFuFayfoNDpe6/JauY/z1HsyqO6gCl2ztpOkWwghhBBCmOga1JXeIb3LdczUrlNp6t0UKCqG5Kq70jOcXpDBswUXeaXdMDL/XdUi296JJdkXrDq3LQqolUZRFLo88AE7Qx5gl89oujz4sUkbnVZHz5CevNH9Dd7t9W6p58vWKLiHLOSso+kDBWvX566MbkHdeKb9MxU+Pk6n4aBb6etYuxiN9MnOoVtuLq8lJlf4WrXBWQeV5k6bqv26U+sdY0z07Cq9xt467RjbrANz0o+YfcDloHXgvV7vsWTEEnqF9LLJz1kbvzaMbTy2XMeMajTKpLjjjUKSbiGEEEIIYdYzHZ5Bq1g3z/WupncxMmxk8WsnnRM3N7zZpN3ylCOMDWvCvtC2/Nq4J+kFGWWe206x46awm6wPvIIURaHrA+/T+fEFZSYeXQK74OvoW2qbSL1Knpm77VY+VZ90A9zT7B5GNDCtRm4rg7Kycfi3h3tMZhYPpF4/a167GQyE5+Wju6qH3tlnQ4XP17zeJbq0XkWQh/XLzD1T5wz3xr2NUoU97N+1GMxEbSLnsy6Z3e9k58TcAXMZUn+IzR9qTW43GS8HL6vaKijc2vhWm16/NpElw4QQQgghhFkN3BswLnwcP54wXc/6ah0DOvJMB9Ne1fFNxvPd8e9Mtl/KiWeiToNTvnUFuvqE9sHH0ce6oG3AmuRDq9EyosEIFhxdUO7zV0dPNxS9j6ldp3Ii7ihnsswvz1QZIzKzSFedcFOK1ph6MiWNKDs71rg42/xalzkajXwSl0CORkP6tf+0V/47U6PgbTDiX1hIYKGBwMJCAgz//n+hAad/k+3XfLxY5lo08uK4cwENHPZx7t8ictYaGBzPaY/vichLRgncRo+mXXFKacv204FkGcynWw8ER/Bk0kwU1dJ6YJW3vlFP3s06YXG/i86FuQPm0savTZVc313vzpQOU3h528tltu0e3J1Q19AqiaM2kKRbCCGEEEJY9GjrR1l5diUZFnqkA5wDmN17NjqNzmRfXbe6dA/qbrJWOBQtOZRZUPrw5cuqooCaLYwMG1nupLueWz3c9e5VFJEpBzsH5g79kjE/DSVDU2iz8wYWFuKX503Wfb9zbMdSOp6YhVZRmZGYRJydlv0OVbPu9S0ZmXTJtW7pKWvcnp5RnHQDBPqs5FyU9Un3uMAYUuqsIym1aHi9isrB1B2g7KBlh8a0Nbbh7IU6/Jlw5aHR+MBoXkl/A8XKJbQq4lBwS15UY1Et9KK72bvx5cAvae7TvMpigKJpJr+d+Y09saYFBa92W/htVRpHTZPh5UIIIYQQwiJPB08ebv2w2X32GvviwmmWXF1QrSL8nfzpFtStUueoKo08G9HUq2m5jqmuXu6rBTgHMKPTTJsWO+ueZYfTw2sJrNuYLre/xMGuH5Or6tCr8HFcInUKyi6OV15aVeXu9LKnI5RHs/wC2lyVxB91ySJQZ91ya7cFxNCw7mZ2pR4zu/9o+im+y/yJqDrf8ULXP5jVaD/3BkXydvYbKAXZNonfnEivOjzpqlhcF9tT78n8wfOrPOGGotEWr3Z5FTuN5b7eQOdAegabFlm8kUjSLYQQQgghSnV7k9sJcQkx2T6121Sae5d+494juAfBLsEVvvbDrR9Gq6nZ9ZNLU9655q19W1dRJKXr13wYtxma2Ox8o29egG9AneLX7YZM4NzQ70nDGU+jkTmxCbgbbDt0elBWNkGFth+OfcdVibxBUWjos7TMY24NiOU2j5+Zm364zLaR2bHMSd3Cp06raRi0ASXP8trYlZXm6MFjQUEk56Wa3e/j6MOCIQsI9wqvshiu1cC9Afe1uM/i/lsb31qrf8ZtQZJuIYQQQghRKnutvcmc7Tua3GFVwqnVaBkfPr5C123n145bGt1SoWOry9D6Q7FTrJ+xWVNJN8BjY7/kpvTKD2lu6tGEVnVN129u1mUwKeNXEosPdQsL+SQusUShssq6N61qktUBWdn4XJXMH3dLxl0bZ7H9rf4xvKJ+wEtOhRSWY052Wn46s7KO80mb4VVSOi1fo2NSeDsuZEWb3e/n5MeCwQsI8wirgquX7sGWD5p9cGensWN0o9HVHk91k6RbCCGEEEKUaUCdAbTzK5rr2t6/PVM6TrH62NGNRqPX6st1PZ1Gx9RuU6t0PWtb8Hb0pkdwD6vaOto51kjCc5mbuxdDve6gXa51BewsubnxKIv76jVph+bBvzirqU+7vDxmJCRV6lqXtcjV0Czf9kPWAXTAuIwrvd15GoXW3ovNtr3FP5ZZudOZ3qAF0TnxFbreV2mHea+tbRNvFXitzQD+STM/ND7IOYiFQxZSz72eDa9qPQc7B17p8orJ9gF1BlRrkcSaUrt/iwkhhBBCiFpBURSe7/h8qYXTLHHXuzO8wfByXe+hVg/RwL1BecOsETc1tG6IeUuflqXOba0OHce+wJSEojW2K8JOsWNIvSGltvELrofvpA0csW/DsKxsnkhJrdC1rjax79sc1zWr9HksuTUjs8Sc97Mel3BQSs4fH+Ufx+zcafzUqDPrLczjtta3qYeZ2XY4FfsqmPpfm+H8kXLU7L5Q11AWDFlQ49XBewT3YHC9wSW23egF1C6TpFsIIYQQQliluU9zfhz+Y4V6psozxDzMPYz7W9xf7mvUlN4hvXGzdyuzXU0UUbuWXu9IXtsXeCAls0LHdw/ujrejd5nt3Ny9aPTsGva6DuCh1HSGZFpXqd6chh4NGdhoKKFPrea4rmqKf/kYjAzMulLcLF2rob3XkuLXN/vF80HuNE56BvNejm2WX1uSepjX2w3DQOXWx/6tWX++TDOdW+6qc6VfaD8WDF5AkEtQpa5hK893fB5nXdGScg09GtLev30NR1Q9JOkWQgghhBBWq+hQ0KbeTWnr17bMdgoK07pNQ6e1vie9ptlr7Rlaf2iZ7Vr51HzSDdBh+APc8fhxQh3Kn4iNCBthdVu93pF2k39md8Cd3J7qgY9Dxb53JjSfgKIouLh6UOep1ezyG088livmV9Qd11RGj/U8hZZ8bvWP4cO8qeSqBTzn406+Md9m1/w95QgvtRtCgVKxQmI76nfijdxzADjrnOkV0ospHaawZMQSto7fysf9Psbf2d9m8VaWn5MfT7Z9EigqoKYolXvgcL1QVNWG1Q1uAOnp6bi7u5OWloabW9lPLIUQQgghhHVWn1/N81ueL7XNbeG38WqXV6spIts5mHCQu/64q9Q2m8ZtsqqXuLrsjN7JQ+sesrq9i86FjeM24mBX/jW4c3Oy+Cf5AI+sf6Rcx/k5+rHmljUmD2EMBgMndq8l858lNEragBeVL7KmAuOD/Dmmv1J/4Em3ATx0cD4Ar7QbxvKUI5W6hpu9G+n5prH292jGewfXozNav5b6Jb9wPm7SjaZ+rekY0JEmXk1qfPqCNQxGAw/8+QCf9PsEV3vXmg6n3CqSL143Pd0zZ86kW7duODk54eHhYbZNREQEI0eOxNnZGR8fH5566iny8233JEoIIYQQQlTcgDoD8HawnHT6Ofkxud3k6gvIhlr5tKKeWz2L+0NcQmpVwg3QNagrA+oMsLr9oHqDKpRwAzg4OtM9uHu55/De0fQOs6MetFotzbsNo/OTi3B75RyH+y3ib8/hpOFcofgAFGDYNfnwauNJVGB5034VSrj1Wj29Q3rzWpfXWDd2HRvHbeTR1o+aJMd/pR5jcut+5GntLZ5LBS74NODnFoM5MGwmAfeu4d1+HzGxxURa+LS4LhJuKFrR4LP+n12XCXdFXR9fGSA/P59bb72Vrl278vXXX5vsNxgMDB8+HF9fX7Zt20ZSUhITJkxAVVU+/fTTGohYCCGEEEJcTafVcWv4rXx+8HOz+1/p/Aou9i7VHJVtKIrCyLCRfLrf/H1nbZjPbc6UjlPYemkreYaylxIb0cD6oeWWPNP+GXbF7OJi+sUy2zrZOXFr+K1ltrPT6WjZaxT0GkV+Xh4Hty8j7/DvuGZewL0wAR9jMvaK5R5kg6pwxKkTaof7uLXnTXz96xBS8lIAOJMZyTcth/BZrvXzuP2c/Ogd0pveIb3pFNgJRzvHEvsfa/MYA+sOZOqOqRxOvDIXe0vqCZ5o2YuPj27HqSAHgEQXH3aHtGCXkzO7cmPxcfJnarepNPGy3ZrrNcFJ51TTIVSr6254+cKFC5k8eTKpqakltq9evZoRI0YQGRlJUFDR/JTFixdz7733Eh8fb3XXvwwvF0IIIYSoOvHZ8Qz+ZTCFaskkaECdAXzY98Maiso2YjJjGLR0kNl9L3V6iTua3lHNEVlnzoE5zD04t9Q2gc6BrLlljU2WcDuYcJB7Vt+DUS29dvfdze7m+Y6lT0ewhtFgJDkxmtTYC2TGR5CXHIUx/RJ2mTEUugRTb9CjBNZtXNz+430fM+/wvHJdw9XelXua3UOf0D6Ee4ZbNVfZYDTww4kf+HT/p+QU5hRvb+fWkOYaR3YVpnI6MxIoegDxVLunGB8+Hq2mYvO/hW1UJF+8bnq6y7Jz505atGhRnHADDB48mLy8PP755x/69u1r9ri8vDzy8q482UtPr/x8ECGEEEIIYZ6fkx/96/Zn7YW1xdtcda681PmlGozKNgJdAukU0Im/Y/822dfat3UNRGSdiS0msuzMMmKyYiy2GdFghM3WTG/t25oHWj7Al4e+tNhGq2i5u+ndNrmeRqvBxz8EH/8Qq9qPazyO+Ufml/lQ4DI3eze+GvQVzbzLt6SZVqPl7mZ30ze0L9N3TmdXzC4A9qWfYd9V7frX6c+LnV4kwDmgXOcXtcd1M6e7LLGxsfj7l6zM5+npib29PbGxsRaPe/vtt3F3dy/+Fxpas+vXCSGEEELc6G5vcnuJ15PbT8bPya+GorGtm8JM1+zWa/U09mxspnXt4GjnyHMdnyu1TXmqllvjkdaP0NSrqcX9g+sNJtAl0KbXtFagSyD9QvtZ1dZd7868QfPKnXBfLcQ1hC8Hfsmb3d8sMc/Z38mfj/t+zEd9P5KE+zpXo0n3tGnTUBSl1H979+61+nzmhnGoqlrq8I6XXnqJtLS04n+RkZEVei9CCCGEEMI67fzaFSeh7fzaMbbx2BqOyHYG1B1gMoe3uXfzWr8E2oA6A+gc0NnsvubezWng3sCm19NpdLzd823sNeYLh93b/F6bXq+8rJkKcDnhbupt+eGBtRRFYVTDUSwftZxBdQdxZ9M7+X3U7/SrY13yL2q3Gh1e/sQTTzB+/PhS29SrV8+qcwUEBLB79+4S21JSUigoKDDpAb+aXq9Hf9WyAEIIIYQQomopisLtTW7nrd1vMbXrVJsNW64NnHXO9K/Tn5XnVhZvq61F1K6mKAovdnqRsSvGYlANJfaNDBtZJdcM8whjUrtJvLf3vRLbOwd2tkkiWxkd/DvQ0KMhZ1LPmN3vofdg3qB5hHuF2/S6Po4+vN/nfZueU9S8Gk26fXx88PHxscm5unbtysyZM4mJiSEwsGgoyp9//oler6d9+/Y2uYYQQgghhLCNYfWHkWfIo4GHbXtQa4Obwm667pJugIaeDbm9ye18d/y74m12ih1D6w+tsmve1ewuNkdtLjEPfmLziVV2PWtdfjD05q43TfZ56j35atBXNk+4xY3runmsGBERwYEDB4iIiMBgMHDgwAEOHDhAZmYmAIMGDaJZs2bcfffd7N+/n7/++ospU6bw4IMPShVyIYQQQohaxknnxJ1N76zpMKpEp4BOJeao1+Yiatd6tM2jeDl4Fb/uHty9xGtb0ygaZnSfgYuuaKm4Rp6N6BbUrcquVx4jGozAVVdyLWlPvSfzBtu+h1vc2K6bpPv111+nbdu2TJ06lczMTNq2bUvbtm2L53xrtVpWrVqFg4MD3bt3Z9y4cYwaNYrZs2fXcORCCCGEEOK/RKvRMrJB0ZDsAOeA66pInJu9G5PaTSp+besCauYEugTyYqcXgaK53NYst1UdnHROjGo0qvi1l4MXXw/+ulYXxRO103W3TndVk3W6hRBCCCFEZZ1LPcfNv9/MoLqDrrs5ukbVyB2r7uBi+kU2jtuIg51DlV9TVVXe+fsdpnSYUquKzkWmRzL8t+F4Onjy9aCvaejZsKZDEjXsP71OtxBCCCGEELVFA48GtPBucV0NLb9Mo2h4qfNL/Hb6t2pJuOFKIbfa0st9WahbKKMbjeaeZvcQ5hFW0+GI65Qk3UIIIYQQQlSBkWEjK7V+c01q7dua+u71q/WatS3hvmxa12m1NjZxfZCkWwghhBBCiCowrP4wHHWOZTespdzsZaol1N6HAeL6IUm3EEIIIYQQVcDDwaOmQxBC1ALXTfVyIYQQQgghhBDieiNJtxBCCCGEEEIIUUUk6RZCCCGEEEIIIaqIzOm+xuVly9PT02s4EiGEEEIIIYQQtcnlPPFy3mgNSbqvkZSUBEBoaGgNRyKEEEIIIYQQojbKyMjA3d3dqraSdF/Dy8sLgIiICKs/RCGuZ+np6YSGhhIZGYmbmywNIm588j0v/mvke178F8n3vagqqqqSkZFBUFCQ1cdI0n0NjaZomru7u7v8gIr/FDc3N/meF/8p8j0v/mvke178F8n3vagK5e2clUJqQgghhBBCCCFEFZGkWwghhBBCCCGEqCKSdF9Dr9czdepU9Hp9TYciRLWQ73nxXyPf8+K/Rr7nxX/R/9u7/zgb6/z/488zv2fMmGGMGb8NKZSWIvk9lkREqVAk+rXtqkh98qsiK5TdNtoaZSNF6AdKliglLYnR5GdRTIhJNo0RZph5ff/o62yT0XUN58ycGY/77XZuda73+7yu17nO67rOeTlnrou6RyDxWFHOdQ4AAAAAAFzjm24AAAAAAPyEphsAAAAAAD+h6QYAAAAAwE9ougEAAAAA8BOa7l95/vnnlZycrIiICF1++eVatWpVSacE+MSECRPUrFkzxcTEqHLlyrruuuv01VdfFZhjZhozZoyqVq2qyMhIpaSkaMuWLSWUMeBbEyZMkMfj0ZAhQ7zLqHmUNd9995369eun+Ph4RUVFqXHjxkpLS/OOU/Moa06ePKlHHnlEycnJioyMVJ06dTR27Fjl5+d751D3CAQ03f/fvHnzNGTIEI0aNUqff/652rRpoy5dumj37t0lnRpwzlauXKlBgwbp008/1fLly3Xy5El16tRJP//8s3fOU089paefflr//Oc/tW7dOiUlJemqq65SdnZ2CWYOnLt169bpxRdf1KWXXlpgOTWPsuTQoUNq1aqVQkNDtWTJEm3dulV///vfFRcX551DzaOsefLJJzV16lT985//1LZt2/TUU09p0qRJevbZZ71zqHsEBIOZmV1xxRV2zz33FFhWv359Gz58eAllBPjPgQMHTJKtXLnSzMzy8/MtKSnJJk6c6J1z/Phxi42NtalTp5ZUmsA5y87Otnr16tny5cutXbt2NnjwYDOj5lH2DBs2zFq3bn3GcWoeZVHXrl3t9ttvL7CsZ8+e1q9fPzOj7hE4+KZbUm5urtLS0tSpU6cCyzt16qTVq1eXUFaA/2RlZUmSKlasKEnatWuXMjMzC+wD4eHhateuHfsASrVBgwapa9eu6tixY4Hl1DzKmnfeeUdNmzbVTTfdpMqVK6tJkyaaNm2ad5yaR1nUunVrffDBB9q+fbsk6YsvvtAnn3yia665RhJ1j8ARUtIJBIKDBw8qLy9PiYmJBZYnJiYqMzOzhLIC/MPMNHToULVu3VqXXHKJJHnrvLB94Ntvvy32HAFfmDt3rjZs2KB169adNkbNo6zZuXOnUlNTNXToUI0cOVKfffaZ7r//foWHh6t///7UPMqkYcOGKSsrS/Xr11dwcLDy8vL0xBNP6Oabb5bEsR6Bg6b7VzweT4H7ZnbaMqC0u/fee7Vx40Z98sknp42xD6Cs2LNnjwYPHqxly5YpIiLijPOoeZQV+fn5atq0qcaPHy9JatKkibZs2aLU1FT179/fO4+aR1kyb948zZo1S6+99pouvvhipaena8iQIapatapuu+027zzqHiWNn5dLqlSpkoKDg0/7VvvAgQOn/csYUJrdd999euedd/Thhx+qevXq3uVJSUmSxD6AMiMtLU0HDhzQ5ZdfrpCQEIWEhGjlypWaMmWKQkJCvHVNzaOsqFKliho2bFhgWYMGDbwnhOU4j7Lo//7v/zR8+HD16dNHjRo10q233qoHHnhAEyZMkETdI3DQdEsKCwvT5ZdfruXLlxdYvnz5crVs2bKEsgJ8x8x07733av78+VqxYoWSk5MLjCcnJyspKanAPpCbm6uVK1eyD6BU6tChgzZt2qT09HTvrWnTpurbt6/S09NVp04dah5lSqtWrU67FOT27dtVq1YtSRznUTYdPXpUQUEF25ng4GDvJcOoewQKfl7+/w0dOlS33nqrmjZtqhYtWujFF1/U7t27dc8995R0asA5GzRokF577TW9/fbbiomJ8f6Lb2xsrCIjI73XLx4/frzq1aunevXqafz48YqKitItt9xSwtkDRRcTE+M9Z8Ep5cqVU3x8vHc5NY+y5IEHHlDLli01fvx49erVS5999plefPFFvfjii5LEcR5l0rXXXqsnnnhCNWvW1MUXX6zPP/9cTz/9tG6//XZJ1D0CSAmeOT3gPPfcc1arVi0LCwuzyy67zHs5JaC0k1TobcaMGd45+fn5Nnr0aEtKSrLw8HBr27atbdq0qeSSBnzs15cMM6PmUfYsWrTILrnkEgsPD7f69evbiy++WGCcmkdZc/jwYRs8eLDVrFnTIiIirE6dOjZq1CjLycnxzqHuEQg8ZmYl2fQDAAAAAFBW8TfdAAAAAAD4CU03AAAAAAB+QtMNAAAAAICf0HQDAAAAAOAnNN0AAAAAAPgJTTcAAAAAAH5C0w0AAAAAgJ/QdAMAAAAA4Cc03QAAAAAA+AlNNwAAAAAAfkLTDQAAAACAn9B0AwAAAADgJzTdAAAAAAD4CU03AAAAAAB+QtMNAAAAAICf0HQDAAAAAOAnNN0AAAAAAPgJTTcAAGfp5Zdflsfjkcfj0UcffXTauJnpggsukMfjUUpKylmt4/nnn9fLL798Tnl6PB7de++95xTj1zIyMuTxeArkdWpbZGRkeJe99tpreuaZZ3y2Xl9Yu3atrr/+etWsWVPh4eFKTExUixYt9OCDD5Z0agCAMoqmGwCAcxQTE6OXXnrptOUrV67UN998o5iYmLOO7Yumuzh07dpVa9asUZUqVbzLAq3pXrx4sVq2bKnDhw/rqaee0rJlyzR58mS1atVK8+bNK+n0AABlVEhJJwAAQGnXu3dvzZ49W88995zKly/vXf7SSy+pRYsWOnz4cAlmVzwSEhKUkJBQ0mn8rqeeekrJycl67733FBLyv49Affr00VNPPVWCmQEAyjK+6QYA4BzdfPPNkqQ5c+Z4l2VlZemtt97S7bffXuhjcnNzNW7cONWvX1/h4eFKSEjQwIED9cMPP3jn1K5dW1u2bNHKlSu9P2OvXbu2JOn48eN68MEH1bhxY8XGxqpixYpq0aKF3n777TPm+cILL+jCCy9UeHi4GjZsqLlz5542Z/PmzerRo4cqVKigiIgINW7cWDNnznTcBr/9eXlKSooWL16sb7/91pu7x+Mp0vOXpBUrViglJUXx8fGKjIxUzZo1dcMNN+jo0aOOOf3Wf//7X1WqVKlAw31KUBAfiQAA/sE7DAAA56h8+fK68cYbNX36dO+yOXPmKCgoSL179z5tfn5+vnr06KGJEyfqlltu0eLFizVx4kQtX75cKSkpOnbsmCRpwYIFqlOnjpo0aaI1a9ZozZo1WrBggSQpJydHP/74ox566CEtXLhQc+bMUevWrdWzZ0+98sorp63znXfe0ZQpUzR27Fi9+eabqlWrlm6++Wa9+eab3jlfffWVWrZsqS1btmjKlCmaP3++GjZsqAEDBhT5m+Dnn39erVq1UlJSkjf3NWvWFOn5Z2RkqGvXrgoLC9P06dO1dOlSTZw4UeXKlVNubm6R8pGkFi1aaO3atbr//vu1du1anThxosgxAAAoMgMAAGdlxowZJsnWrVtnH374oUmyzZs3m5lZs2bNbMCAAWZmdvHFF1u7du28j5szZ45JsrfeeqtAvHXr1pkke/75573LfvvYMzl58qSdOHHC7rjjDmvSpEmBMUkWGRlpmZmZBebXr1/fLrjgAu+yPn36WHh4uO3evbvA47t06WJRUVH2008/mZnZrl27TJLNmDHjtG2xa9cu77KuXbtarVq1TsvV7fN/8803TZKlp6c7Pn83Dh48aK1btzZJJslCQ0OtZcuWNmHCBMvOzvbJOgAA+C2+6QYAwAfatWununXravr06dq0aZPWrVt3xp+Wv/vuu4qLi9O1116rkydPem+NGzdWUlJSoWdCL8wbb7yhVq1aKTo6WiEhIQoNDdVLL72kbdu2nTa3Q4cOSkxM9N4PDg5W79699fXXX2vv3r2Sfvkpd4cOHVSjRo0Cjx0wYICOHj3q/ab6XLl9/o0bN1ZYWJjuvvtuzZw5Uzt37jyn9cbHx2vVqlVat26dJk6cqB49emj79u0aMWKEGjVqpIMHD/rg2QEAUBBNNwAAPuDxeDRw4EDNmjVLU6dO1YUXXqg2bdoUOvf777/XTz/9pLCwMIWGhha4ZWZmumr+5s+fr169eqlatWqaNWuW1qxZ4230jx8/ftr8pKSkMy7773//6/3vr88+fkrVqlULzDtXbp9/3bp19f7776ty5coaNGiQ6tatq7p162ry5MnntP6mTZtq2LBheuONN7Rv3z498MADysjI4GRqAAC/4OzlAAD4yIABA/TYY49p6tSpeuKJJ844r1KlSoqPj9fSpUsLHXdzibFZs2YpOTlZ8+bNK3CCspycnELnZ2ZmnnFZfHy897/79+8/bd6+ffu8eftCUZ5/mzZt1KZNG+Xl5Wn9+vV69tlnNWTIECUmJqpPnz7nnEtoaKhGjx6tf/zjH9q8efM5xwMA4LdougEA8JFq1arp//7v//Tll1/qtttuO+O8bt26ae7cucrLy1Pz5s1/N2Z4eLj3xGK/5vF4FBYWVqDhzszMPOPZyz/44AN9//333p+Y5+Xlad68eapbt66qV68u6ZefoC9YsED79u3zfrstSa+88oqioqJ05ZVX/m6ubnMvyvM/JTg4WM2bN1f9+vU1e/ZsbdiwochN9/79+wv9Jv/Uz/F//ZwBAPAVmm4AAHxo4sSJjnP69Omj2bNn65prrtHgwYN1xRVXKDQ0VHv37tWHH36oHj166Prrr5ckNWrUSHPnztW8efNUp04dRUREqFGjRurWrZvmz5+vv/zlL7rxxhu1Z88e/fWvf1WVKlW0Y8eO09ZZqVIl/fGPf9Sjjz6qcuXK6fnnn9eXX35Z4LJho0eP1rvvvqv27dvrscceU8WKFTV79mwtXrxYTz31lGJjY4u0LRo1aqT58+crNTVVl19+uYKCgtS0aVPXz3/q1KlasWKFunbtqpo1a+r48ePeM8R37NjRu54BAwZo5syZ2rVrl/eSaoW5+uqrVb16dV177bWqX7++8vPzlZ6err///e+Kjo7W4MGDi/T8AABwg6YbAIBiFhwcrHfeeUeTJ0/Wq6++qgkTJigkJETVq1dXu3bt1KhRI+/cxx9/XPv379ddd92l7Oxs1apVSxkZGRo4cKAOHDigqVOnavr06apTp46GDx+uvXv36vHHHz9tnd27d9fFF1+sRx55RLt371bdunU1e/bsApc0u+iii7R69WqNHDlSgwYN0rFjx9SgQQPNmDFDAwYMKPLzHDx4sLZs2aKRI0cqKytLZiYzc/38GzdurGXLlmn06NHKzMxUdHS0LrnkEr3zzjvq1KmTdz1HjhxRZGSk4uLifjefRx55RG+//bb+8Y9/aP/+/crJyVGVKlXUsWNHjRgxQg0aNCjycwQAwInHzKykkwAAADhbSUlJuvXWWzVp0qSSTgUAgNPQdAMAgFJry5YtatGihXbu3OmzE70BAOBLNN0AAAAAAPgJ1+kGAAAAAMBPaLoBAAAAAPATmm4AAAAAAPyEphsAAAAAAD+h6QYAAAAAwE9CSjqBQFTn3gWOc4L2ZjvOeXRSoqv1VYnKc5zz0IoYxzk1Ej2u1rftzUzHOYPui3UV65Gu0x3nJN3Qx3HOTTc7Pz9J2vRTmOOcPsk/O85Zc8A5jiQdPuH871Kr3z/qOCftkROu1tfv44qOc6pFnXQV6/2lx5wnufhnt4yxdV2tb0HGN45z7r56meOc8i1buFpfXjXnmil/UbTjnAU9fnK1vjs/cX5teruoPUmKDHG+aESQi935htrOz0+SLnnRuWYSKgc7zjl5wt3FLrpdlOM4571dEY5zwsLcHdM613DeB1/6+39dxQpqXdVxTv5Hex3nVOhRw9X6qrm4wlV4sPN237TT1erUvoHz+82Aes7bU5IiXOR13Rjn2gve/qOr9eVcXcdxzkUNQh3nfLvHeRtI0pg/Om+H7jWd63jH4SOu1rfhoHPuGUec91NJuuNC5+P/oj3hjnOeGeduv8lLdv7MELbiW8c5Fu7u+eX1ushxzvPdnV+/ztXdvb81nO78uanlhfmuYi37zHm/6dnSec5Xh919jhne6LDjnHFfOL9+dWNyXa3vsSbO9f7Dcedj+5gN7j6H3uTifbdpJXefm+ZnOO8T5UKdX5vJjx5wtb7L7q3pOGfvIecPat8vcH5PkiSr4Hy8Cr7Y+bOOW6HOhzQdzXD3ualqY+fPfN3qOB/3qpVzt5/mu/i4M/DCq13FOoVvugEAAAAA8BOabgAAAAAA/ISmGwAAAAAAP6HpBgAAAADAT2i6AQAAAADwE5puAAAAAAD8hKYbAAAAAAA/oekGAAAAAMBPaLoBAAAAAPATmm4AAAAAAPyEphsAAAAAAD+h6QYAAAAAwE9ougEAAAAA8JOQkk7gXJiZ3n//fa1evVqZmZnyeDxKTExUq1at1KFDB3k8npJOEQAAAABwHiu133R/9913uuyyy9SlSxctWLBAO3fu1Ndff60FCxaoc+fOatq0qb777ruSThMAAAAAcB4rtd90/+Uvf1HFihW1Z88eValSpcDY/v371a9fPw0aNEgLFy4smQQBAAAAAOe9Utt0f/DBB/rPf/5zWsMtSVWqVNHf/vY3tWnTpgQyAwAAAADgF6X25+WRkZH68ccfzzh+6NAhRUZGFmNGAAAAAAAUVGqb7j59+ui2227Tm2++qaysLO/yrKwsvfnmmxo4cKBuueUWxzg5OTk6fPhwgZvlnfBn6gAAAACA80Sp/Xn53//+d508eVJ9+/bVyZMnFRYWJknKzc1VSEiI7rjjDk2aNMkxzoQJE/T4448XWBbXrJcqXNHHL3kDAAAAAM4fpbbpDgsLU2pqqp588kmlpaUpMzNTkpSUlKSmTZsqJibGVZwRI0Zo6NChBZb9YdhSn+cLAAAAADj/lNqfl69du1ZLlixR+fLl1b59e9188806ceKEbr/9dtWtW1d33323cnJyHOOEh4erfPnyBW6e4NBieAYAAAAAgLKu1DbdY8aM0caNG733N23apDvvvFMdO3bU8OHDtWjRIk2YMKEEMwQAAAAAnO9KbdOdnp6uDh06eO/PnTtXV1xxhaZNm6ahQ4dqypQpev3110swQwAAAADA+a7UNt2HDh1SYmKi9/7KlSvVuXNn7/1mzZppz549JZEaAAAAAACSSnHTnZiYqF27dkn65YzlGzZsUIsWLbzj2dnZCg3lb7MBAAAAACWn1DbdnTt31vDhw7Vq1SqNGDFCUVFRatOmjXd848aNqlu3bglmCAAAAAA435XaS4aNGzdOPXv2VLt27RQdHa2ZM2d6r9UtSdOnT1enTp1KMEMAAAAAwPmu1DbdCQkJWrVqlbKyshQdHa3g4OAC42+88Yaio6NLKDsAAAAAAEpx031KbGxsocsrVqxYzJkAAAAAAFBQqf2bbgAAAAAAAh1NNwAAAAAAfkLTDQAAAACAn9B0AwAAAADgJzTdAAAAAAD4CU03AAAAAAB+QtMNAAAAAICf0HQDAAAAAOAnNN0AAAAAAPgJTTcAAAAAAH7iMTMr6SQCTdtF/3GcExPuvNl++tnd+vZuOeY4J/GiSOc5ce5eytiwfMc5ydEnXMX6eL9zXglReY5zPkt3niNJ79zmvFF7PpLrOOdk/XhX6+t4mfM2/eF4sOOc7Fx3/7518qTz+kJCPK5i7fr8qOOc/l2cYy3ZEe5qfV3q5TjOOZTrvK02/xjman0xLuq4a3XnfevTH9w9vxWfO89JqOzudT50yDn3/H3Or1/1ZjGu1ndlkvM+ccBFHUcEuzvGrNnpHOu+K5yf34QPIlytr+tlzttz8QZ3r02zhs77xKcbnbfDlZe6208PHHXeVhkbnI97x+d86Gp9f5rVwXHOZwfdbfesI85zJrQ47Dgn44jzNpCkrT+FOM5JinSuhX+tc7fPH938k+Oc0NXfOc7p/sxFrtb3xSHnvDpUcd5vJGnrT87H0Q27nPeJtheedLW+gznOr+G6xVmOc578S6ir9X3+o/O87352rpebkt1tzylbyzvOcfvaLN8X5Tjnp5+c67hSRXfHmAcvcd4Hh690fi+5opa7Wuha47jjnHGfOa/vh48PulqfVn3tOOW26Y1dhXpplXNddW/m/NqsyXCuPUm6qIpzrJ61nD/HDFvqXFOS1MTFoSgv37muLq3o/HlPkgZf7Jz7+PRyrmJFhjhvq5X7nHuSvct/cLW+vCrRjnO+HdHRVaxT+KYbAAAAAAA/oekGAAAAAMBPaLoBAAAAAPATmm4AAAAAAPyEphsAAAAAAD+h6QYAAAAAwE9ougEAAAAA8BOabgAAAAAA/ISmGwAAAAAAP6HpBgAAAADAT2i6AQAAAADwE5puAAAAAAD8hKYbAAAAAAA/KbNN96FDh/TKK6+UdBoAAAAAgPNYmW26d+/erYEDB5Z0GgAAAACA81hISSdwtg4fPvy749nZ2cWUCQAAAAAAhSu2b7rXrl2rJUuWFFj2yiuvKDk5WZUrV9bdd9+tnJwc1/Hi4uJUoUKFM97atm3r66cAAAAAAECRFNs33WPGjFFKSoq6dOkiSdq0aZPuuOMODRgwQA0aNNCkSZNUtWpVjRkzxlW8mJgYjRo1Ss2bNy90fMeOHfrTn/7kq/QBAAAAACiyYmu609PT9de//tV7f+7cuWrevLmmTZsmSapRo4ZGjx7tuum+7LLLJEnt2rUrdDwuLk5m5hgnJyfntG/Y80/kKig0zFUeAAAAAACcSbH9vPzQoUNKTEz03l+5cqU6d+7svd+sWTPt2bPHdbxbbrlF4eHhZxxPSkrS6NGjHeNMmDBBsbGxBW573njVdR4AAAAAAJxJsTXdiYmJ2rVrlyQpNzdXGzZsUIsWLbzj2dnZCg0NdR3vrrvu0uDBg393fW6a7hEjRigrK6vArcZNt7rOAwAAAACAMym2prtz584aPny4Vq1apREjRigqKkpt2rTxjm/cuFF169Z1Hc9XJ2YLDw9X+fLlC9z4aTkAAAAAwBeKrekeN26cgoOD1a5dO02bNk3Tpk1TWNj/mtvp06erU6dOruONGTNGGzdu9N4/dWK2jh07avjw4Vq0aJEmTJjg0+cAAAAAAEBRFNuJ1BISErRq1SplZWUpOjpawcHBBcbfeOMNRUdHu47n6xOzAQAAAADga8XWdJ8SGxtb6PKKFSsWKY6vT8wGAAAAAICvFdvPy33N1ydmAwAAAADA10pt0+3rE7MBAAAAAOBrxf7zcl8ZN26cevbsqXbt2ik6OlozZ848pxOzAQAAAADga6W26fb1idkAAAAAAPC1Utt0n+KrE7MBAAAAAOBrpfZvugEAAAAACHQ03QAAAAAA+AlNNwAAAAAAfkLTDQAAAACAn9B0AwAAAADgJzTdAAAAAAD4CU03AAAAAAB+QtMNAAAAAICf0HQDAAAAAOAnHjOzkk4i0LRd9B/HOYcO5TvOqZzg7t80apQ76TgnLMj5ZfruaIir9SVE5PlkfZK0NM3jvL7KztvhYEaOq/W91D/Xcc7I1eUd53Spe9zV+i4o77yt/vVltOOcyxPcPb+lW5xfw44NnHOSpJXfOMfqe6nzdnhuWbCr9YWkZTrOsYoRjnPyqsW4Wl+tRlGOczrXOOo4Z8nuSFfriwp3njOx6U+uYp3Id95vbn3beTvk7jjsan0hn3/vOOdk40THOYnN41ytL+sn5+Nj9WrOdfWHCu72m7fWO8eqUMHd8fhfnZy36ZStzvv8h5+520//fJXzvPnbnWv00irO7yOS1MLFsWj+t+VcxTroovx+WO5ce/mNKrla39+6HnOc89kPYY5zjpx03v8k6d1PnefUSA51nLMnw91r07mZ85xl6e5yDwlxnnfiiHNe5Ss7Pz9Jyvqvcx0HHXF+/57/5xOu1rfpkPP72/SvnPfTjC/dHWNcvb+1qeYqVrlo52PR7Zc5vzc3quBuW434j/NnomAXb/MHX//W1fpq3FbbcY6bz9D1q7r7HLomzbmOo+PdfT7OfeUr5zmd6zjOaXOlu/Wtfu2g4xyLdf7wkR/n4gOKJHmcjwuXNXOOlf6V8+snSSFvOG/Pf79d1VWsh9bFOs754sNsxznVr3DeHyTp+79+7jhnx/r7XMU6hW+6AQAAAADwE5puAAAAAAD8hKYbAAAAAAA/oekGAAAAAMBPaLoBAAAAAPATmm4AAAAAAPyEphsAAAAAAD+h6QYAAAAAwE9ougEAAAAA8BOabgAAAAAA/ISmGwAAAAAAP6HpBgAAAADAT2i6AQAAAADwk1LfdOfn559x+e7du4s5GwAAAAAA/qfUNt2HDx9Wr169VK5cOSUmJmr06NHKy8vzjv/www9KTk4uwQwBAAAAAOe7kJJO4Gw9+uij+uKLL/Tqq6/qp59+0rhx45SWlqb58+crLCxMkmRmJZwlAAAAAOB8Vmq/6V64cKFeeOEF3XjjjbrzzjuVlpamgwcP6tprr1VOTo4kyePxlHCWAAAAAIDzWaltug8ePKhatWp578fHx2v58uXKzs7WNddco6NHj5ZgdgAAAAAAlOKmu0aNGtq2bVuBZTExMVq2bJmOHTum66+/voQyAwAAAADgF6W26b7qqqs0Y8aM05ZHR0dr6dKlioiIcBUnJydHhw8fLnDLP5Hr63QBAAAAAOehUtt0jx07VmPGjCl0rHz58nr//fe1YsUKxzgTJkxQbGxsgdueN171cbYAAAAAgPNRqW26t2/fftp1uF955RUlJyercuXKGjp0qK688krHOCNGjFBWVlaBW42bbvVX2gAAAACA80ipbbrHjBmjjRs3eu9v2rRJd9xxhzp27Kjhw4dr0aJFmjBhgmOc8PBwlS9fvsAtKDTMn6kDAAAAAM4TpbbpTk9PV4cOHbz3586dq+bNm2vatGkaOnSopkyZotdff70EMwQAAAAAnO9KbdN96NAhJSYmeu+vXLlSnTt39t5v1qyZ9uzZUxKpAQAAAAAgqRQ33YmJidq1a5ckKTc3Vxs2bFCLFi2849nZ2QoNDS2p9AAAAAAAKL1Nd+fOnTV8+HCtWrVKI0aMUFRUlNq0aeMd37hxo+rWrVuCGQIAAAAAznchJZ3A2Ro3bpx69uypdu3aKTo6WjNnzlRY2P9OgDZ9+nR16tSpBDMEAAAAAJzvSm3TnZCQoFWrVikrK0vR0dEKDg4uMP7GG28oOjq6hLIDAAAAAKAUN92nxMbGFrq8YsWKxZwJAAAAAAAFldq/6QYAAAAAINDRdAMAAAAA4Cc03QAAAAAA+AlNNwAAAAAAfkLTDQAAAACAn9B0AwAAAADgJzTdAAAAAAD4CU03AAAAAAB+QtMNAAAAAICf0HQDAAAAAOAvht91/PhxGz16tB0/fpxYpTAnX8YKxJwCNVYg5hSosQIxJ1/GCsScAjVWIOYUqLECMSdfxgrEnAI1ViDmFKixAjEnX8YKxJwCNVYg5hSosXwVh6bbQVZWlkmyrKwsYpXCnHwZKxBzCtRYgZhToMYKxJx8GSsQcwrUWIGYU6DGCsScfBkrEHMK1FiBmFOgxgrEnHwZKxBzCtRYgZhToMbyVRx+Xg4AAAAAgJ/QdAMAAAAA4Cc03QAAAAAA+AlNt4Pw8HCNHj1a4eHhxCqFOfkyViDmFKixAjGnQI0ViDn5MlYg5hSosQIxp0CNFYg5+TJWIOYUqLECMadAjRWIOfkyViDmFKixAjGnQI3lqzgeM7NzigAAAAAAAArFN90AAAAAAPgJTTcAAAAAAH5C0w0AAAAAgJ/QdAMAAAAA4Cc03aUU578DAAAAgMBH0/0be/fu1ahRo9S+fXs1aNBADRs2VPv27TVq1Cjt2bOnpNPzCg8P17Zt20o6DZRyP//8s6ZNm6aBAweqS5cuuuaaazRw4ED961//0s8//1ykWHv37tWRI0dOW37ixAl9/PHH55RnnTp1tGPHjiLnc/DgQe/9VatWqW/fvmrTpo369eunNWvWFCneokWLNHr0aO/jVqxYoWuuuUadO3fWiy++WKRYKH7UunvUeunmy1qXAqveqXX8Wlmu9VP5+KrefVnrpWW7l/Q2/y0uGfYrn3zyibp06aIaNWqoU6dOSkxMlJnpwIEDWr58ufbs2aMlS5aoVatWruIdO3ZMaWlpqlixoho2bFhg7Pjx43r99dfVv3//340xdOjQQpdPnjxZ/fr1U3x8vCTp6aefdpXT559/rri4OCUnJ0uSZs2apdTUVO3evVu1atXSvffeqz59+riK9eyzz2r9+vXq2rWrevXqpVdffVUTJkxQfn6+evbsqbFjxyokJMRVLOmXnfi1117T6tWrlZmZKY/Ho8TERLVq1Uo333yzypUr5zrW3r17FRcXp+jo6ALLT5w4oTVr1qht27auY/1WnTp19N5776levXpFyiciIkKVKlWS9MtOPHXqVO92HzRokFq0aOEq1qJFi7R+/Xp17txZLVq00IoVK/S3v/3Nu93vvvtuV3G2bt2qq666SkePHlW7du0K1PvKlStVrlw5LVu27LTa/a39+/erR48eSktLk8fjUd++ffXcc895t/3333+vqlWrKi8vzzGnKVOmFLp86NChevjhh5WUlCRJuv/++x1jtWzZUo8++qi6dOmit99+Wz179lS3bt3UoEEDbd++Xe+++67mz5+vbt26OcaaOnWq7rvvPv3hD3/Qjh079Pzzz+vPf/6zevfureDgYL3yyiuaMGGCBg8e7BjLl3UuUetuUOslU+sSx3W3tS75pt59VetSYNb7+VLrkv/qnVo/XSDWuuS7evdlrQfidg/EbV4og1fTpk1tyJAhZxwfMmSINW3a1FWsr776ymrVqmUej8eCgoKsXbt2tm/fPu94ZmamBQUFOcbxeDzWuHFjS0lJKXDzeDzWrFkzS0lJsfbt27vKycysSZMmtmLFCjMzmzZtmkVGRtr9999vqampNmTIEIuOjraXXnrJMc7YsWMtJibGbrjhBktKSrKJEydafHy8jRs3zsaPH28JCQn22GOPuc5ry5YtVrVqVYuLi7MePXrY3XffbXfddZf16NHD4uLirFq1arZlyxbHOPv27bNmzZpZUFCQBQcHW//+/S07O9s77na7m5lNnjy50FtwcLCNGDHCe9+NFi1a2L///W8zM1u4cKEFBQVZ9+7dbdiwYXb99ddbaGioLVq0yDFOamqqhYSE2OWXX27ly5e3WbNmWUxMjN155532pz/9ySIjI+2ZZ55xlVNKSor16dPHcnJyThvLycmxm2++2VJSUhzj9O/f36688kpbt26dLV++3Jo2bWqXX365/fjjj2b2yzb3eDyucvJ4PFa9enWrXbt2gZvH47Fq1apZ7dq1LTk52VWsmJgY27Vrl5mZNW/e3CZOnFhg/Nlnn7UmTZq4itWgQQN78cUXzcxsxYoVFhERYc8995x3fMaMGdagQQPHOL6qczNqnVr/n0CsdTOO625r3cx39e6rWjcLzHov67Vu5rt6p9ZLd62b+a7efVnrgbjdA3GbF4am+1ciIiLsyy+/POP4tm3bLCIiwlWs6667zrp162Y//PCD7dixw6699lpLTk62b7/91szcHzTHjx9vycnJ9sEHHxRYHhIS4voA/mtRUVHeHJo0aWIvvPBCgfHZs2dbw4YNHePUqVPH3nrrLTMzS09Pt+DgYJs1a5Z3fP78+XbBBRe4zosPxcV/4IyMjPzdGtq0aZNFRkY6xqlataqtXbvWe//48ePWo0cPa9y4sf33v/8t0gfiu+++2xo3bmxbt24tsPxs6j02Nta++OILMzOrXLmy9/9P+frrry0qKspVrMjISO9+Y2YWGhpqmzZt8t7ftWuXq1iB+GZlRq1T6//jq1o347heEg2gr2rdLDDrvazXulnZb0Sodfd8Ve++rPVA3O6BuM0LQ9P9K8nJyTZ9+vQzjk+fPt31Aapy5cq2cePGAsv+8pe/WM2aNe2bb74p0g782Wef2YUXXmgPPvig5ebmmtnZN93x8fG2fv16b47p6ekFxr/++mtXO0thO/DmzZu99zMyMopUlHwoLv4DZ9WqVW3hwoVnHF+wYIFVrVrVMU65cuVs+/btBZadOHHCrrvuOrv00ktt48aNrrf5qfXWqFHDnn32We+ys9nm3bt3t+HDh5uZ2dVXX33av+hPmzbN6tWr5ypW9erV7eOPPzYzs++++848Ho8tXrzYO/7RRx9Z9erVHeME4puVGbVOrf+Pr2rdjON6STSAvqp1s8Cs97Je62ZlvxGh1t3zVb37stYDdbsH2jYvDE33rzz33HMWFhZmgwYNsoULF9qaNWvs008/tYULF9qgQYMsPDzcUlNTXcWKiYk57UBnZnbvvfd6i78oO3B2drb179/fW4ShoaFn1XT369fP7rjjDjMzu+mmm+yRRx4pMD5+/Hhr1KiRY5zk5GRbsmSJmZlt377dgoKC7PXXX/eOL1682GrXru06Lz4UF/+Bc/To0RYbG2uTJk2y9PR0279/v2VmZlp6erpNmjTJKlSoYI8//rhjnEaNGtmbb7552vJT271mzZpF2uZmZnv37rU//vGP1rlzZ9u/f/9ZbfOtW7dafHy89e/f3/76179adHS09evXz5544gnr37+/hYeH24wZM1zFGjRokNWrV8/GjRtnV1xxhd12221Wv359W7JkiS1dutQaNWpkt99+u2OcQH2zOrVuav33Uevua92M43pJNIC+qnWzwKz3sl7rZmW/EaHW3fNVvfuy1gN5uwfSNi8MTfdvzJ0715o3b24hISHm8XjM4/FYSEiINW/e3ObNm+c6TrNmzeyVV14pdGzQoEEWFxdX5B3YzGzOnDmWmJhoQUFBZ9V0f/fdd1a7dm1r27atDR061CIjI61169Z21113Wdu2bS0sLKzAwe9MRo0aZQkJCXbnnXdacnKyjRgxwmrWrGmpqak2depUq1Gjhj3wwAOu8+JDcfEfOM3MJk6caFWqVPGeeyAoKMg8Ho9VqVLFnnzySVcxHn74YevUqVOhYydOnLDu3bufVa3n5+fb+PHjLSkpyYKDg8+q3r/++mvr06ePxcTEePfn0NBQa9mypS1YsMB1nCNHjtidd95pl1xyid1zzz2Wm5trkyZNsrCwMPN4PJaSkmLff/+9Y5xAfrMyo9adUOvua92M43pJNYC+qHWzwK33slzrZmW/EaHWi8YX9e7LWjcL7O3uq23eu3fvcz7G/BZN9xnk5ubavn37bN++fd6fdBfF+PHjrUuXLmcc//Of/+z6b9B+a8+ePbZw4UI7cuTIWT3+0KFDNmzYMGvYsKFFRERYWFiY1apVy2655RZbt26dqxgnT560cePGWbdu3bx/2zNnzhyrUaOGxcfH24ABA4qcX3F9KD6b7V5WD5yn7Ny501avXm2rV6+2nTt3FumxJ06csKysrDOOnzx50jIyMoqc0ynr16+3Z555xvv3bGcjPz/fMjMzz3p/PpNjx47Z4cOHi/SYQH6zMgucN6ziqPVvvvmmSI89U63n5+ebmW9q/emnn/ZZrRf296Vn6+effy5yrZvxjx1u+aPez+W4bhb4x/ZAOq6bBfaxnVr/fYFe62b+qfezrfVTAnm7p6WlBdw255JhCDi7du1SZmamJCkpKcl7eTM3Tp48qaNHj6p8+fKFjufl5Wnv3r2qVavWWeWWlpamTz75RP3791eFChXOKob9/0sr5Ofnq1KlSgoNDT2rOL92/PhxnThxQjExMeccC8XjXOpcotZ9UethYWH64osv1KBBg4CIU5ZjBfJxfcOGDVq1alXA1brEsb00CuRje6Ae1yVqvTTZv3+/UlNT9cknn2j//v0KDg5WcnKyrrvuOg0YMEDBwcHFHisQc/otmm6UCnv27NHo0aM1ffr0gIgTqLGKGscX15L3ZZzzIda2bdv06aefqmXLlrrooov05ZdfavLkycrJyVG/fv30xz/+0VU+v47VokUL1a9fP+Binetz9FWcoUOHFrp88uTJ6tevn+Lj4yVJTz/9dLHEOV9i/dahQ4c0c+ZM7dixQ1WrVlX//v1Vo0aNc4pTpUoVDRgwQNWrVy9ynMJi3XbbbWeV029jncvzKyzWbbfd5uo5fv7554qLi/M2erNmzVJqaqr3esr33nuv+vTp4yqHQIwViDlJ0n333adevXqpTZs2ruYXR6xAzMnXsZ599lmtX79eXbt2Va9evfTqq69qwoQJ3ut9jx07ViEhIcTyYZz169erY8eOSk5OVmRkpNauXau+ffsqNzdX7733nho0aKD33nvP1T+e+CpWIOZUqHP+rhwoBunp6Wf180F/xQnUWEWJ46tryfsqzvkQa8mSJRYWFmYVK1a0iIgIW7JkiSUkJFjHjh2tQ4cOFhISctrlAc/XWL7MyePxWOPGjS0lJaXAzePxWLNmzSwlJcXat29fbHHOl1hVqlSxgwcPmtkvP0OsUqWKJSUl2VVXXWXVq1e32NhY27ZtW5HjJCUlnVWc8yFWkyZNbMWKFWb2y8mtIiMj7f7777fU1FQbMmSIRUdH20svveQqp0CMFYg5mZn3vaFevXo2ceJE279/v6vH+TNWIObky1hjx461mJgYu+GGGywpKckmTpxo8fHxNm7cOBs/frwlJCTYY489Riwf59SqVSsbM2aM9/6rr75qzZs3NzOzH3/80Ro3bmz3339/scYKxJwKQ9ONgPD222//7u0f//iHq6bGV3ECNZYvc/LVteR9Fed8iNWiRQsbNWqUmf1yDoQKFSrYyJEjveMjR460q666ylVOZT2WL3MaP368JScnn9akF/WEQr6Kc77E8ng83r/N7NOnj6WkpNjPP/9sZr9cBqlbt2524403Fluc8yFWVFSU97jUpEkTe+GFFwqMz5492xo2bOgqp0CMFYg5mf3y+r3//vs2ePBgq1SpkoWGhlr37t1t0aJFlpeX5yqGr2MFYk6+jFWnTh176623zOyXLxyCg4Nt1qxZ3vH58+fbBRdcQCwf5xQZGVngfCh5eXkWGhpqmZmZZma2bNky12fq91WsQMypMDTdCAin/uXz1Mk5Cru5aWp8FSdQY/kyJ19dS96X16Qv67HKly9vO3bsMLNfDuQhISGWlpbmHd+0aZMlJia6yqmsx/JlTmZmn332mV144YX24IMPek+IcjaNpK/inA+xft1IFtbIf/rpp64uDeSrOOdDrPj4eFu/fr2Z/XLcSk9PLzD+9ddfu75edCDGCsSczAq+frm5uTZv3jy7+uqrLTg42KpWrWojR470Hs+KK1Yg5uTLWIVd73vz5s3e+xkZGed07fCyFMuXOdWqVcs++eQT7/19+/aZx+Oxo0ePmtkv11mPiIgo1liBmFNhgor+g3TA96pUqaK33npL+fn5hd42bNhQrHECNZYvczp27Nhpf7/z3HPPqXv37mrXrp22b99erHHOl1inBAUFKSIiQnFxcd5lMTExysrKIpYf4jRr1kxpaWn64Ycf1LRpU23atEkej6dIefgyzvkS69TjcnJylJiYWGAsMTFRP/zwQ7HGKeuxunTpotTUVElSu3bt9OabbxYYf/3113XBBRe4yicQYwViTr8VGhqqXr16aenSpdq5c6fuuusuzZ49WxdddFGJxQrEnM41VlJSkrZu3SpJ2rFjh/Ly8rz3JWnLli2qXLmyqzzKeixf5nTdddfpnnvu0dKlS/Xhhx+qb9++ateunSIjIyVJX331lapVq1assQIxp0KdVasO+Ni1115rjz766BnH09PTXV3qy1dxAjWWL3Py1bXkfXlN+rIe69JLL7UlS5Z472/atMlOnDjhvb9q1SpLTk52lVNZj+XLnH5rzpw5lpiYaEFBQWf1TbCv45TVWB6Pxxo1amRNmjSx6Ohomz9/foHxlStXWrVq1YotzvkQ67vvvrPatWtb27ZtbejQoRYZGWmtW7e2u+66y9q2bWthYWG2ePFiVzkFYqxAzMms4Le3hcnPz7dly5YVa6xAzMmXsUaNGmUJCQl25513WnJyso0YMcJq1qxpqampNnXqVKtRo4Y98MADrnIq67F8mVN2drb16tXLQkJCzOPxWMuWLQtcLuy9996z119/vVhjBWJOhaHpRkD4+OOPC3zA/q0jR47YRx99VGxxAjWWL3Py1bXkfXlN+rIeKzU11d59990zjo8cOdLuuOMOVzmV9Vi+zKkwe/bssYULF9qRI0fOOoYv45TFWGPGjClwW7p0aYHxhx56yPr06VNscc6XWIcOHbJhw4ZZw4YNLSIiwsLCwqxWrVp2yy232Lp161zFCORYgZhT7dq1vSfCO1e+ihWIOfky1smTJ23cuHHWrVs3mzhxopn98o+ENWrUsPj4eBswYIDrY1ZZj+XLnE45duyYZWdnF+kx/o4ViDn9GpcMAwAAAADAT/ibbgAAAAAA/ISmGwAAAAAAP6HpBgAAAADAT2i6AQAAAADwE5puAADKmI8++kgej0c//fRTiax/xYoVql+/vvLz8884JycnRzVr1lRaWloxZgYAQPGj6QYAoBRLSUnRkCFDCixr2bKl9u/fr9jY2BLJ6eGHH9aoUaMUFPTLx4wxY8aocePGBeaEh4froYce0rBhw0ogQwAAig9NNwAAZUxYWJiSkpLk8XiKfd2rV6/Wjh07dNNNNznO7du3r1atWqVt27YVQ2YAAJQMmm4AAEqpAQMGaOXKlZo8ebI8Ho88Ho8yMjJO+3n5yy+/rLi4OL377ru66KKLFBUVpRtvvFE///yzZs6cqdq1a6tChQq67777lJeX542fm5urhx9+WNWqVVO5cuXUvHlzffTRR7+b09y5c9WpUydFRER41/3444/riy++8Ob48ssvS5Li4+PVsmVLzZkzxx+bBwCAgBBS0gkAAICzM3nyZG3fvl2XXHKJxo4dK0lKSEhQRkbGaXOPHj2qKVOmaO7cucrOzlbPnj3Vs2dPxcXF6d///rd27typG264Qa1bt1bv3r0lSQMHDlRGRobmzp2rqlWrasGCBercubM2bdqkevXqFZrTxx9/rJtvvtl7v3fv3tq8ebOWLl2q999/X5IK/Oz9iiuu0KpVq3y1SQAACDg03QAAlFKxsbEKCwtTVFSUkpKSfnfuiRMnlJqaqrp160qSbrzxRr366qv6/vvvFR0drYYNG6p9+/b68MMP1bt3b33zzTeaM2eO9u7dq6pVq0qSHnroIS1dulQzZszQ+PHjC11PRkaGd74kRUZGKjo6WiEhIYXmWK1atUL/kQAAgLKCphsAgPNAVFSUt+GWpMTERNWuXVvR0dEFlh04cECStGHDBpmZLrzwwgJxcnJyFB8ff8b1HDt2zPvTcjciIyN19OhR1/MBAChtaLoBADgPhIaGFrjv8XgKXXbqMl/5+fkKDg5WWlqagoODC8z7daP+W5UqVdKhQ4dc5/Xjjz8qISHB9XwAAEobmm4AAEqxsLCwAic/85UmTZooLy9PBw4cUJs2bYr0uK1btxZY9ns5bt68WU2aNDmnXAEACGScvRwAgFKsdu3aWrt2rTIyMnTw4EHvN9Xn6sILL1Tfvn3Vv39/zZ8/X7t27dK6dev05JNP6t///vcZH3f11Vfrk08+OS3HXbt2KT09XQcPHlROTo53bNWqVerUqZNPcgYAIBDRdAMAUIo99NBDCg4OVsOGDZWQkKDdu3f7LPaMGTPUv39/Pfjgg7rooovUvXt3rV27VjVq1DjjY/r166etW7fqq6++8i674YYb1LlzZ7Vv314JCQneS4StWbNGWVlZuvHGG32WMwAAgcZjZlbSSQAAgLLj4YcfVlZWll544YXfnXfTTTepSZMmGjlyZDFlBgBA8eObbgAA4FOjRo1SrVq1fvdvzXNycvSHP/xBDzzwQDFmBgBA8eObbgAAAAAA/IRvugEAAAAA8BOabgAAAAAA/ISmGwAAAAAAP6HpBgAAAADAT2i6AQAAAADwE5puAAAAAAD8hKYbAAAAAAA/oekGAAAAAMBPaLoBAAAAAPATmm4AAAAAAPzk/wE+SvVRI/0vCAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Call the make_plot_stacked() method\n", "simulator.make_plot_stacked(simulator.data, simulator.dataM)" ] } ], "metadata": { "kernelspec": { "display_name": "MIMIC", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 2 }