{
    "componentChunkName": "component---src-templates-notebook-tsx",
    "path": "/2025.1.3/examples/applications/seismology/global_seismology/tutorial",
    "result": {"data":{"site":{"siteMetadata":{"salvusDocVersions":{"current":"2026.5.0"}}},"jupyterNotebook":{"slug":"/2025.1.3/examples/applications/seismology/global_seismology/tutorial","notebook_widgets_root_path":"/jupyter_notebook_widgets","notebook_json":"{\"cells\":[{\"cell_type\":\"markdown\",\"id\":\"0f5c201e\",\"metadata\":{},\"source\":[\"# Global Seismic Wave Propagation\\n\",\"\\n\",\"This short tutorial demonstrates how to perform a global seismic wave simulation on Earth and how to work with seismological community data formats within Salvus.\\n\",\"\\n\",\"## A note of caution\\n\",\"\\n\",\"Fully 3-D global seismic waveform simulations can be amongst the biggest numerical simulations. Across all sciences. In many cases you might not have enough computational power available to run things you would like to run. Seismologists spent many decades on developing approximate methods using various simplifications and it might be worthwhile searching the literature for these.\\n\",\"\\n\",\"That being said - there is of course merit in these simulations and performing these is one of the reasons why Salvus was originally created. Salvus itself supports a number of these but this is not the topic of this tutorial.\\n\",\"\\n\",\"#### How big is too big?\\n\",\"\\n\",\"A good rule of thumb is to try to use about 5000 4th order elements in 3-D per rank/process. Thus a simulation with 1 million elements already requires a machine/cluster with about 200 cores.\\n\",\"\\n\",\"Another thing to note is that these simulations scale with highest simulated frequency to the 4th power. Thus doubling the frequency results in 16 times the simulation costs.\\n\",\"\\n\",\"#### What will we be doing in this tutorial?\\n\",\"\\n\",\"We will run a simulation of the 2011 Tohoku-Oki earthquake and record it at receivers from the global seismological network (GSN). Because we want to run this on a laptop we will run this at periods of 4000 seconds. This is of course completely impractical for any real world simulation but it demonstrates how to use Salvus and the computation actually finishes in a few seconds.\\n\",\"\\n\",\"One of Salvus' best features is its scalability. Changing a single variable (`period` here) and re-running the whole notebook could also be used to run realistic and large-scale simulations.\\n\",\"\\n\",\"Steps we will perform:\\n\",\"\\n\",\"* Build a cubed-sphere mesh of the whole Earth.\\n\",\"* Build a source object for the Tohoku-Oki earthquake.\\n\",\"* Download receiver information for GSN stations from the IRIS DMC data center.\\n\",\"* Assemble all that information into a waveform simulation object.\\n\",\"* Actually run that simulation.\\n\",\"* Look at the data.\\n\",\"\\n\",\"## Additional requirements\\n\",\"\\n\",\"Aside from Salvus, this tutorial requires the `pyasdf` and `obspy` Python libraries which can be installed either via `pip` or via `conda`.\"]},{\"cell_type\":\"code\",\"execution_count\":1,\"id\":\"a84772cc\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[]}],\"source\":[\"import os\\n\",\"import pyasdf\\n\",\"\\n\",\"from salvus.flow import api, simple_config\\n\",\"from salvus.mesh import simple_mesh\\n\",\"\\n\",\"SALVUS_FLOW_SITE_NAME = os.environ.get(\\\"SITE_NAME\\\", \\\"local\\\")\"]},{\"cell_type\":\"markdown\",\"id\":\"886fe736\",\"metadata\":{},\"source\":[\"## Setup the simulation\"]},{\"cell_type\":\"code\",\"execution_count\":2,\"id\":\"12b5d2e4\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAPpCAYAAAD5LhWwAAAAAXNSR0IArs4c6QAAAARzQklUCAgI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\\nSUVORK5CYII=\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"},{\"data\":{\"text/plain\":[\"<salvus.flow.simple_config.simulation.waveform.Waveform object at 0x718532dff350>\"]},\"execution_count\":2,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"# Controls the dominant period of the mesh and the width\\n\",\"# of the source time function. It is given in seconds.\\n\",\"period = 4000.0\\n\",\"\\n\",\"# We'll first build a mesh using the simple_mesh interface. Some notes:\\n\",\"# - At these period we don't require a crust. Adding a 3D model is the topic of\\n\",\"#   another tutorial.\\n\",\"# - Higher order shapes and models better approximate the sphere. With order 4\\n\",\"#   we achieve a very good approximation of it even with only very few\\n\",\"#   elements.\\n\",\"m = simple_mesh.basic_mesh.GlobalBuiltIn3D(\\n\",\"    model=\\\"prem_ani_no_crust\\\", period=period, tensor_order=4\\n\",\")\\n\",\"\\n\",\"# In order to make it a bit more interesting we'll create an\\n\",\"# elliptic mesh. This is the WGS84 ellipsoid.\\n\",\"m.spherical.ellipticity = 0.0033528106647474805\\n\",\"# This is an important setting. The more elements per wavelength the more\\n\",\"# accurate the solution. 2 is a conservative value and the default. Many global\\n\",\"# seismologist only use 1 element per wavelength which ends up being 16 times\\n\",\"# cheaper in terms of simulation cost but is still usable in many scenarios.\\n\",\"m.basic.elements_per_wavelength = 2.0\\n\",\"\\n\",\"\\n\",\"# Tohuko-Oki earthquake. Information is taken from the GCMT catalog\\n\",\"# which unfortunately does not offer a proper web service.\\n\",\"source = simple_config.source.seismology.SideSetMomentTensorPoint3D(\\n\",\"    latitude=37.5200,\\n\",\"    longitude=143.0500,\\n\",\"    depth_in_m=20000,\\n\",\"    side_set_name=\\\"r1\\\",\\n\",\"    mrr=1.730000e22,\\n\",\"    mtt=-2.810000e21,\\n\",\"    mpp=-1.450000e22,\\n\",\"    mrt=2.120000e22,\\n\",\"    mrp=4.550000e22,\\n\",\"    mtp=-6.570000e21,\\n\",\"    source_time_function=simple_config.stf.GaussianRate(\\n\",\"        half_duration_in_seconds=period / 2\\n\",\"    ),\\n\",\")\\n\",\"\\n\",\"# Create the simulation object and combine all the information.\\n\",\"w = simple_config.simulation.Waveform(mesh=m.create_mesh())\\n\",\"\\n\",\"# Sources and receivers will be placed exactly relative to the\\n\",\"# local mesh surface. Please refer to the sources and receivers\\n\",\"# documentation for more details.\\n\",\"w.add_sources(source)\\n\",\"\\n\",\"# Here we use a pre-compiled STATIONXML.\\n\",\"# Alternatively, we could use obspy's FDSN client to directly\\n\",\"# download GSN stations via IRIS. _GSN is the virtual GSN network\\n\",\"# which groups a number of actual seismic network.\\n\",\"# inv = obspy.clients.fdsn.Client(\\\"IRIS\\\").get_stations(\\n\",\"#     network=\\\"_GSN\\\", level=\\\"station\\\", format=\\\"text\\\"\\n\",\"# )\\n\",\"w.add_receivers(\\n\",\"    simple_config.receiver.seismology.parse(\\n\",\"        \\\"data/inventory.xml\\\", dimensions=3, fields=[\\\"displacement\\\"]\\n\",\"    )\\n\",\")\\n\",\"\\n\",\"# Visualize it.\\n\",\"w\"]},{\"cell_type\":\"markdown\",\"id\":\"3dc3654c\",\"metadata\":{},\"source\":[\"## Run the simulation and visualize the waveforms\"]},{\"cell_type\":\"code\",\"execution_count\":3,\"id\":\"7bc4d16b\",\"metadata\":{},\"outputs\":[{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"SalvusJob `job_2605011505472071_1a05971891` running on `local` with 4 rank(s).\\n\",\"\\u001b[32m\\u001b[1mSite information:\\u001b[0m\\n\",\"\\u001b[1m  * Salvus version: \\u001b[0m2025.1.3\\n\",\"\\u001b[1m  * Floating point size: \\u001b[0m32\\n\",\"                                  \\r\"]},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAA9IAAAAtCAYAAABCv1OPAAAAAXNSR0IArs4c6QAAAARzQklUCAgI\\nCHwIZIgAACAASURBVHic7d15XE9p//jxV6VkLzdJSlFabGmEDBNKoixZxm5ibkuWwmDMfQ+DsQ9u\\nZjBmxmTMGA1j7GRLZZcsk7IUblEKKRpLhY9+f/T7nG+fymcxi5l73s/Hw+Ohzvlc1/ucc306532u\\n61zHqLCwsBAhhBBCCCGEEELoxfh1ByCEEEIIIYQQQvyVSCIthBBCCCGEEEIYQBJpIYQQQgghhBDC\\nAJJICyGEEEIIIYQQBpBEWgghhBBCCCGEMIAk0kIIIYQQQgghhAEkkRZCCCGEEEIIIQwgibQQQggh\\nhBBCCGEASaSFEEIIIYQQQggDSCIthBBCCCGEEEIYQBJpIYQQQgghhBDCAOVedwBCCCH+WEduHWP9\\npQhuPcp43aEIIcRfUp3KNgxyG8hbddq87lCEEK+J9EgLIcTfjCTRQgjx69x6lMH6SxGvOwwhxGsk\\nibQQQvzNSBIthBC/nvwtFeLvTRJpIYQQQgghhBDCAJJICyGEEEIIIYQQBpBEWgghhBBCCCGEMIBe\\nifSaNWtwd3enVq1a1KxZEy8vLyIjI/WqYOjQoUybNk3rOqmpqRgZGfH8+XO9ynwVGRkZuLq6UqtW\\nLW7duvW71fOq9u7di5OT0x9a59q1a2nbtm2Zy37PY/L+++/zySefAHD37l1CQkKwtbWlfPny2Nra\\nMmrUKO7du/eb1/uq7ty5w5YtW5SfHRwciIqK+l3rDAwMxNLSkq1bt/6u9byK/Px8jIyMSE9Pf92h\\naFV8H+p7zLSt98EHHzB8+PBXiuXo0aPUq1ePPn36aPz+xYsXTJkyhZo1a2JhYUHv3r25f/++snzd\\nunXUr1+fqlWr0rJlSxISEgAoKChgwIABDB06lCFDhqBSqZTPXL16FQ8PDwoKCl4pViGEEL+vr776\\nisqVK7NixQqN36elpdG9e3dq1KiBtbU1I0eOVP6W5+XlMW7cOGxtbbG0tOSdd97hyZMnADRv3hxz\\nc3ONf0ZGRmRnZzNx4sRSy4yNjdm8ebNSb/Hrsry8PEJDQzE2NiYpKUkjvsOHD9OyZUssLS1xcHDg\\n008/VZalpqbSrVs3atWqRe3atVmwYIGyTFt82pZpc+/ePYyMjGjUqBHLly8HXn7OBDhz5gwtWrSg\\natWqODo6smHDhpeWra0ctdzcXOzs7AgJCdEap77lGhKftnUNKUcbbW2xuCVLlmBkZMTt27cB9Gpv\\nAKdOnaJcuXJa41u5ciVOTk5YWFjg7e3N1atX9drO4tdyGzduJCcnR6Pcli1bcurUqZdud+PGjalW\\nrRrLli3TsZf0SKQPHjzI1KlTWbt2LXfu3OHOnTuEhoYSFBREamqqzgr0YWdnR2ZmJuXK/X5v4zp+\\n/DgqlYrbt29Tp04dvT9X/AL1t/J7lPk66zFUZGQkXbp0ITc3lzZt2pCamkpkZCQPHz4kJiaGe/fu\\n0bZtW/Lz8193qABERUVpJNLx8fF4e3v/bvXdu3ePyMhIEhMT6dmzp96f+yu31d9ayX34ex8zbSIi\\nInjvvffKrH/VqlXs37+fxMREMjMzMTMzIzQ0FIDExETCwsKIiIjgwYMHDBkyhKCgIJ49e8aOHTuw\\nsbFh7dq1VKhQgf379wNQWFjIyJEjWb58OeXLl/9Dt1MIIYRuo0eP5tChQzRq1KjUsoEDB2JnZ0dG\\nRgZJSUnEx8ezZMkSAGbNmkVCQgJJSUmkpaWRmZnJhx9+CBQlFfn5+cq/1atX07lzZ/7xj3+wdOlS\\njWWJiYnY29vTsWNHpV71dRlAq1atsLW1xdhYM0V48OABXbt2ZcKECdy/f5/t27czbdo0jh8/DkD/\\n/v1xdHQkIyODo0ePsmLFCrZv364zPm3L9HHmzBlCQ0O1njMLCgro0aMHw4cP58GDB6xbt46RI0dy\\n+fLlUuVpK6e4CRMm6DzPFhYWsnfvXm7duvWbxadtXUPK0UVbW1RLTk4mPDxco63o097y8/MZPnw4\\ntra2L61/3759zJw5k127dpGdnY23tzdvv/22zn0Amtfp06ZN00iks7KyuHHjBp6enmXWa2dnR1JS\\nEn5+fnrtJ52J9IULF3BycsLDw6PoA8bGDBo0iKSkJCUhvXHjBt26dcPZ2RkXFxdGjx7N48ePS+0Q\\nKysrjQvzFStW0LZtW9LS0qhduzbPnz9n3bp1+Pv7M3nyZNq1a4eTkxOfffaZ8pk1a9bg6OhIw4YN\\nmTp1Kr6+vnz77bdat+HgwYOMHz+e9PR03NzcuHXrFocOHaJFixY4Ozvj5uamcVfN3t6eRYsWUadO\\nHVauXEmlSpWUL1BkZCRGRkbKXaSsrCzKly/Pw4cP2bt3L+7u7jg4OODk5MQ333xTZpmbNm0iKyuL\\ngIAA7O3tadWqFWfOnNF1KAC4du0a5ubmLF++HB8fH9zc3AgNDVX2a8l61HcwXVxccHZ2pkuXLly/\\nfl2jzNDQUGxtbalbty7h4eFl1nvy5Elat26Ni4sL7u7u/PDDD8oyR0dH/vOf/+Dv74+DgwODBw9m\\nz549+Pv74+TkxKRJk5R109LSyM3NpUmTJnz22We8ePGCHTt20LRpU8zMzGjQoAE//PAD48ePV+58\\naTtW+tata79ZW1sTGxurlDthwgTGjRtHbGws48ePZ+fOnbz11lsAtGjRgsOHD5OWlkaFChVYu3Yt\\nHTt2pGHDhgwePJjCwkKg6IvcrFkznJyc6NmzJ5MnT2bYsGFaj+/Dhw9p3bo1AL6+vmzdulXr9ys4\\nOJjJkyfTpEkTxo8fj4ODg3JSe/jwIaamphr7q1GjRuzbt49r167h4+ODg4MDdnZ2hIWFKXGXLFOl\\nUjF+/Hjs7Oxwd3dn7dq1WrdBLTg4mHnz5ik/t2rVSuPGwNixY/nXv/4FwKJFi3B0dMTe3p7mzZsT\\nFxcHQOvWrTW+/yqVCmtra6KioigoKGDSpEm4uLjg6upK3759uXfvXpn7UH3MoGh0Sq9evXBxcaFh\\nw4b8+9//LnPkxenTp3F3d8fR0ZGuXbtq3B3ftm0bNWrU0Gs/NGrUiKNHj9KgQYNSyyIiIpgyZQrW\\n1tZUqFCBjz/+mJ9++omCggI2bNhA79698fLywtjYmNDQUJ49e8bx48e5fPmyMoLFyclJOXl88cUX\\nNG7c+KUjTYQQQrxe7777LuvXr6dKlSqllv3zn/9k1qxZmJmZUaNGDfz8/EhOTgaKRi6GhYVhYWFB\\n5cqVmT59OhERpV+/lZOTw7Rp01i5cmWZ9Y8ePZr58+dTrVo1QPO6DCA8PJypU6eW+tzTp09Zvnw5\\nAwcOBMDd3R03NzeSk5N58OABcXFxfPjhh5iYmODo6MjIkSMNjk9X7NpoO2cePnwYc3NzRo0ahbGx\\nMW+++SbdunVj48aNQNE1n3rEmLZy1Hbv3k1ycjLvvPNOmbHk5uaybNky3NzcWLVqFaampr9ZfNrW\\n1VWOIbS1RSi6Hhs6dCiLFy/GyMjopeWUbG8A06dPp0uXLlpH4u7Zs4e+ffvi6uqKiYkJH330EZcu\\nXeLSpUs6t1N9zdenTx+uXr2Kv7+/smzPnj34+flhbGxMeHg4rq6uNGjQAFdXV77++muD95PORDog\\nIICLFy8yYMAAduzYoWT1zs7OmJqaAjB48GAaN25MSkoK58+f5/Lly8yfP1+jnI4dO2JiYqKRrGzY\\nsIEhQ4ZorGdqakpMTAxBQUEcOnSI9evXM2XKFPLz80lPTyckJIQNGzZw8eJFHB0dOXbsGCYmJlq3\\nwdfXlyVLltCoUSMuX75MhQoV6NGjB3PmzCElJYUDBw4wd+5cZRiAubk50dHRXLt2jbCwMGxsbDh9\\n+jQA0dHRtGnTRtmO2NhY3nzzTczMzOjXrx/z5s0jNTWVNWvWMHLkSLKyskqV2b9/f2bMmIGZmRnX\\nr18nNjaWffv26ToUAJiYmFBQUMCTJ0+Ijo4mPj6eXbt2KUMmStYzb948Ll68SEJCAikpKXh4eGjs\\n81OnTuHt7U16ejrfffcdo0ePLjX0/cGDBwQGBjJlyhSSk5PZunUrY8aM4cKFC8oxO3v2LHv37uXs\\n2bNs2rSJLVu2sG/fPo4dO8ann35KRkbRKyJ2796t3PWMioqib9++mJmZadRnZmbG6NGjqVatGjk5\\nOVqPlb5169pvL9O+fXtCQkLo1q0bR44c0VhmampKfn4+d+7cISoqiri4OPbv309MTAyFhYUEBwcz\\nePBgrl69yqxZswgPD9fZVqtUqaLUc+bMGXr27Kn1+2Vubs6mTZvYvXs3K1aswM/Pj0OHDgFFNyBa\\ntWqltNW7d++SmppKu3btGDNmDM2bNyc1NZVz586xceNGtm3bVmaZmzdvZvv27Zw/f56EhASuXbum\\ndRvUOnXqpMSSm5ur3JlUJ+yxsbF07tyZEydOMGfOHI4ePcqNGzfo0aMHI0eOBIr+tmzatEkpMyYm\\nhnLlyuHj48PChQs5ceIEZ86c4fLly1hbWzN27Ngy92FxQ4YMwc7OjsuXLxMfH09MTAyrV68uFX9w\\ncDBDhw7l2rVrrFixQtk/UDQsqPiNMm3c3d1LtXG1S5cu4ebmpvzs5OSESqXiv//9b6llAC4uLly8\\neJFy5copyf+zZ88wNTUlLS2NVatWMXToULp27Yq/vz9Hjx7VK0YhhBB/jBYtWrx02dChQ5WbtM+e\\nPWP//v1Kz1hhYSEvXrxQ1q1UqRJ3794lNzdXo4wZM2YwYMAA6tevX6r8zZs38+jRI/r376/8rvh1\\nmbb4rKysCA4OVn5OS0sjOTmZdu3aKb8rGV9KSkqpcrTFp22ZLtrOmWUtc3V15eLFiwAMGzaMyZMn\\n6ywH4P79+4SFhfHNN9+U6rVPTExk1KhRNGrUiLS0NPbs2cP27duxsrL6XeNTr6urHENoa4tQ1AHi\\n5uZGQEDAS8soq70dP36cvXv38vHHH2utv2R7L1euHObm5qSkpOi9nerh3vv27aNfv35AUYdoQEAA\\nT548YdSoUURGRnLlyhUOHDjA9u3bDR4NqzORdnJy4uLFizg4ODB79mysra1p3rw569evB4p6ZI8e\\nPaoMRyxfvjzDhg1j165dGuWYmJjQr18/5aI4LS2Ns2fPKhtWnIODg9Kj4uHhwdOnT8nMzOTw4cO4\\nuLgoX/IRI0a89AJVm4MHD2JlZYW/vz8Atra2dO3aVYnZyMiIPn36YG5uDhQlBOrerOjoaKZMmaIk\\nJzExMXTu3Jny5ctz8+ZNpUF5e3tjamqq9P6WLDMqKoqBAwdibGxMhQoVGDp0qEHbMHjwYAAqV66M\\nv7+/Ek/JerZs2cLw4cOVn0NCQjh27BgPHjwAoHbt2spQifbt21O3bl2OHTtWan9Vr16dXr16AVC/\\nfn26deumkeAEBQVhZGRE9erVsbKyokePHgDUqlULS0tLJTkvPnzo/v372NjYaN1OXcfKkLq17bdf\\nQ31jokqVKjg5OXHjxg0yMzO5dOmS0gPdtGnTV+ol1PX9MjIywtvbm7p16wKl22pISAjnzp2jsLCQ\\n2NhYvL29MTc3Z9u2bcyZMweAGjVq0Lx5c65cuVJmmVFRUQQEBGBpaQkU3V3Uh5+fHydPnkSlUnHo\\n0CFat26Ns7Mz58+f5+7du6Snp/Pmm2/i5eXFzZs3qV27NgCdO3dWYunXrx+nTp1SbsRs2LCBQYMG\\nYWxszKZNmxg7diyVK1cGiu7Ybt68Wetz/dnZ2URHR/P+++9jZGREpUqVGDFiRKm7tRkZGVy8eJFB\\ngwYBRX+Til9o2NjY0K1bN732gzaPHz9WvptQtO/Nzc15/PhxqWUAFStW5PHjx3h6eipJ8uHDh/H0\\n9CQkJITFixczc+ZM3nvvPb7++mtGjRr1q2MUQgjxxyooKOCdd96hQYMGynVLQEAAS5cuJSsri5yc\\nHBYtWgQUPdOsdufOHSIiInj//ffLLHfu3LnMnDlT43fFr8v0devWLQIDA5k7dy7169fHwsICLy8v\\nZs2aRUFBAcnJyaxdu1YjNl3x6YpdF23nTG3LoOiGt5eXl85yoGgU59ixY3FxcdFYJyMjA09PT1xd\\nXUlJSWHJkiXUq1fvD41PVzmvoqy2eOHCBcLDw1m6dKnWz5Zsb3l5eQwfPpzw8HCdw+IDAgL48ccf\\nSUhIID8/n4ULF5Kfn09eXt4rb6dKpeLgwYN06tQJc3NzrKys+PLLL0lOTsbOzo6dO3eWKlcXvSYb\\nq1OnDvPnzyc+Pp7s7GzCwsIICQlh27Zt3LlzB4CaNWsq69eoUUP5fXGDBw9my5YtqFQqfvzxRwID\\nA7GwsCi1XtWqVf8vwP9/t0elUpGdna3xzISRkREODg76bWkxd+7c0Yi3rJitrKyU//v7+3P48GFy\\ncnLIy8sjMDCQs2fPKslJ586dgaJh523atMHLywsvLy+ePn2qcTeleJnZ2dlUr15do35DFN8P6p7b\\nsuopua3qetTbam1tXarckg/l3759m7S0NBwcHJR/+/fv15gQTJ3MQNFNk5I/q1QqCgoKOHLkiPKc\\nhJWVFTdv3tS6nfocK33qLr59aiX326sq2V7VbRXQOMbF/6DqS5/vV/Hj3bFjR+Li4lCpVERHR+Pj\\n44OLiwvnz5/XaKuxsbEEBgbSsmVLvLy8OHny5G/eVq2srHB0dOTs2bMcPHiQdu3a8dZbbxEbG0ts\\nbCw+Pj6Ympry6NEjpk2bRsuWLWnVqhXDhw9XYlEPJ/rpp5949uwZW7duVYZS3b59m0mTJilt0sfH\\nh8qVKysTXpRFvaxNmzbK5z766CPlxlLxbQZ+1XdUH5UrV9boTXj+/DmPHz+mSpUqpZZB0eiQKlWq\\n0LFjR+rVq0fHjh1p27YtV65coVatWnTq1Imff/6Z1q1bY2dnx6NHj0pdyAghhPjzunv3Lr6+vlSv\\nXl3jMbrp06fTrFkzPDw86NChAx06dMDIyEjjOvqLL74gMDBQ49yldujQIXJycpSOCaDUdZk+Tp8+\\nzVtvvcWkSZMYN26c8vuIiAiuX7+Og4MDo0ePpmfPnqXi0BaftmX60HbO1LbMkHK2bdtGWloaEyZM\\nKPW5atWq0b9/fxYvXsysWbO4cePGHx6fIeXoo6y2+Pz5c4YNG8bnn3+uMVy7pLLa2wcffECvXr1o\\n2bKlzrr9/f2ZPn06vXv3Vnqf7ezsqF69+itv5/Hjx3F0dKRGjRoYGxtz6NAh7t+/j5+fH/Xq1Stz\\ndKIuOhPp/fv3c+nSJeXnKlWqEBwcjI+PD6dOnVISseIX9llZWUrvUnGenp5Ur16dQ4cOsXHjxlLD\\nunWxsLAodcFbsqHqw9raulSiXzLm4uP9O3TowKlTpzh48CDe3t6UK1cOZ2dnDhw4QG5uLu7u7uzc\\nuZO5c+eyfv16Tp48yfHjx0v1lhcv09LSUiOJy8zMNGgb7t69q/w/Oztb4yK/eD0lt1U91Fy9rSVn\\nRczJySmVMNjY2NCgQQNSU1OVf7dv3y4126QusbGxeHh4KA29U6dORERElLqDpFKpGDlyJNevX9fr\\nWBniZfvNxMREGXIM8Msvv7xS+WrqE1vxL/qrTM6nz/erZLtydnZWniG2sbHB29ub2NhYZfREdnY2\\nPXr0ICwsjFOnTnHy5MlSQ7l+q7aq7iGPiYmhffv2pWIBmDlzJufPnyc6Opq4uDi+/PJLjTIGDRrE\\nTz/9xIEDB7C3t1cmaLGxsWHlypUa7fLBgwdaJ69Qj4A4c+aM8pn09HR+/vlnjfXUve+/5juqj4YN\\nG2rMipqUlESFChWoV69eqWUqlYpLly7RuHFjjIyMWLBgAVFRUYwaNYqFCxcqk4CoVCrlEQL1jR0h\\nhBB/fllZWfj4+NC3b19WrlypMQlvxYoV+eKLL0hPTychIYGaNWvSsGFDjR60HTt2vHS01I4dOwgM\\nDNQ4v5e8LtMlLi6OXr168e2332oM84aizoI9e/aQmZlJdHQ0Dx484I033igVg7b4fs1IL23nzIYN\\nG3LhwgWN67zExEQaN25sUDkbNmzgypUr1K9fHwcHB5YsWcL69evx9fWlUqVKfPvttyQkJFC9enV8\\nfX3p1auXMvLxt4zvZesaUo4uL2uLSUlJXL16lREjRigdEiqVihYtWrBz507l82W1t82bN/Pdd98p\\nnzt27BihoaHKpHklTZgwgatXr3L9+nXeffddbt68SbNmzV55O9XDutUaNGjAV199xc2bN1m3bh0T\\nJ040eBi8zkQ6MjKSfv36cf78eaDo+Yfo6GiOHDlC+/btqVGjBt7e3srEAPn5+YSHhyvDgEsaNGgQ\\nX375JampqQYPJWndujUXLlxQns1ds2bNK72eydfXl+zsbPbu3QsUJeO7du166QzJVapUwc3NjeXL\\nl9OhQwegaOj2nDlz6NSpE1DU4KysrLC3t+fFixfMmzcPIyMjHj16VGaZ7dq1Y/369bx48YJffvlF\\n7wmc1NQPxGdnZ7Nnzx58fX3LXK937958/fXXysRdK1euxNfXV+lFvXHjhvK88YkTJ7h582apIcg+\\nPj5kZmYqrzx7/PgxI0aM4Ny5cwbFXHL40NixY6latSp+fn7ExcXx5MkTLl26RM+ePTl37hy2trYG\\nHytdXrbf7OzslHZ19+5djWfWzczMNF5JpI86depgb2+vPJ+RlJTEiRMnDI7X0O8XFCWvc+fOVZ5b\\n8vb2ZvPmzRQUFODi4kJubi7Pnj1Tkuddu3aRkJCgta3u3r2b7OxsCgsLlddM6KNTp05s27aNZ8+e\\nUbt2bVq0aMHp06c5cuSIkkhnZWXh6upK5cqVefjwIZ999hnPnz9X2myPHj1ITExkzZo1GhN79OnT\\nh88//1y5ERMZGcl7772nNR5LS0t8fX2VIXEvXrxgwYIFrFu3TmO9OnXq4OTkpExkePnyZWVmbChK\\nqvfs2aP3fniZIUOGsHTpUtLT03n48CEzZsxg8ODBmJmZMXDgQHbt2sWRI0d4/vw5n3zyCVZWVspE\\namrjxo1j9uzZSvKvPsHk5ORgamqqMUJDCCHEn9fo0aMJCgoiLCys1LJPPvmEAQMG8PTpUzIyMpgx\\nY4bGo1Z5eXmcO3euVPKqduzYsVLLDBnW/eTJE/r160d4eLgy+Wpx3bt3V4b6Hj9+nO+//54RI0bo\\nFZ+u2PWh7Zypftzy008/5fnz50RFRRETE6M8vpWYmEh8fLzOcjZs2EBGRoZyI37SpEkMGjSIgwcP\\nKnHUqFGDqVOnkpKSwtChQ5k/fz7nzp37zeLTtq6uck6dOqX361tf1habNWtGTk6ORieGiYkJ8fHx\\nGjdCympv6enp3Lx5U/lcmzZtWL58OXPnzgVg69atSiJ75MgRmjVrxt27d8nLy2Py5Ml0794dKysr\\nndupZmxsjImJiXINX7y9JyQk0KFDB6XDxNXVlfLly2sk5/rQmUgvXryYPn368Pbbb2NhYUGtWrX4\\n8MMPWbVqlZJErlu3jsTERJydnXF3d8fT01N5KL6kQYMGsWnTJvr3769MVqYvJycnFixYQOfOnXF3\\ndycjI4MmTZponS2uLJaWlmzfvp3p06fj4uJCQEAA8+bNK/MPg5q/v79y8wCKGnLxZODtt99WLr7f\\neOMN3NzcGDJkCMHBwRo9+mqzZ8/m8ePH2NjY0K5dO/r27WtQz5GNjQ1NmzbF3d2dvn37Ks8Fl/TB\\nBx/QpEkTmjZtirOzMykpKUrSrlKp6NChA1u2bMHV1ZWBAweyevXqUsO9q1Wrxq5du5g9ezZOTk40\\nadKE6tWr07RpU73jhdJ/sCtVqsTx48fx9PSkb9++WFpa0qVLF1xcXIiJicHU1PSVjpU2L9tvc+bM\\nYeXKlbRv357x48fTp08f5Xh06dKFuLg46tatq/cxUs8GuHTpUpydnVm4cCEDBgwwuK2CYd8vKN1W\\nW7ZsSXx8vDK8pn79+kyYMIEWLVrQuHFj4uLiWLRoEcuXL9cYRqbWv39/OnfuTKNGjXBxccHT01Pv\\nns62bdty7tw5Jak3MzNTJtSyt7cHYNKkSRw7dgxXV1e6dOnC1KlTadSokTL0p2LFinTr1o3t27cr\\ns4VC0XsvPTw88PDwwNHRkdmzZzNgwACdMX333XekpKTg6OhI/fr1OX36tMbQIyjqkV+7di1r166l\\nTp06TJgwQeN9zXFxcXqPqPH19cXc3JxZs2axdetWzM3NcXd3B4rmeejZsyfNmjXD1taWKlWqKD3L\\nbm5urF69muDgYKpVq0ZkZCRbt27VmNxEPQFa8RtLc+fOJSwsjKCgIBYvXqxXjEIIIX5/KpVKebdu\\nTEyM8s7d0NBQ7t27x+bNm1m0aJHGO3ibN28OFJ0vHj16RO3atfHw8CAoKIgxY8YoZWdkZFBYWFjq\\nGk7t1q1bpZaVvC6LiYlR6lWpVMo7njdt2kRkZKTyFpHi8U2cOBEoej3X999/r7zj+quvvlLOdbri\\n0xW7PrSdM01NTdm+fTsRERFUq1aNMWPG8P333yuPh4aHh7Nw4UKd5RjC2NiY7t27s2/fPjw8PH6z\\n+LStq6ucH3/8kVWrVumMXVdb1EdZ7U2XWbNmER0dDRRdP/r5+dGkSRNsbGx4+vSpMvRa13aqGRsb\\n079/fzp27MjMmTO5ffu2sg1Nmzalffv2eHp6Uq9ePdq0acNHH31U5mvptDEqNDT1fs2KD1uEohnv\\nli1bZnDv9l9Vamoq9erV4/nz5zpngBb/53XttxcvXih/fEeNGoWFhYXyx1CI16Xbtlcb0SGEEELT\\nzqCtrzuEv6V79+5Rs2ZN8vLyDJ4g6u8qMzOTBQsWaLwWVZStT58+tG3btszn4Ysz7PbKa/bkyROs\\nrKyUYb4xMTHcunXLoDsk/yv+Yvc//jT+yP3WuXNn5bmPzMxMdu7cqbwgXgghhBBCiD/KzZs39X7z\\nitDPXyqRrlixImvWrGHixInY29sTGhrKDz/8oDHDsBB/FsuWLePo0aPY2dnRpk0bxo4dS2Bg4OsO\\nSwghhBDif0Lz5s0Nmrvl76xVq1a4urq+7jD+1NLS0mjcuDEHDhzQa/2/3NBuIYQQv05I1FhurlMy\\ncgAAAOhJREFUPcp43WEIIcRfWp3KNnzRceXrDkMI8ZqU072KEEKI/yU97YL4Lv47Mn95+Tu3hRBC\\nvFztqtb0dAt63WEIIV4j6ZEWQgghhBBCCCEM8Jd6RloIIYQQQgghhHjdJJEWQgghhBBCCCEMIIm0\\nEEIIIYQQQghhAEmkhRBCCCGEEEIIA0giLYQQQgghhBBCGEASaSGEEEIIIYQQwgCSSAshhBBCCCGE\\nEAaQRFoIIYQQQgghhDCAJNJCCCGEEEIIIYQBJJEWQgghhBBCCCEMIIm0EEIIIYQQQghhAEmkhRBC\\nCCGEEEIIA/w/0wxzsmoko/IAAAAASUVORK5CYII=\\n\"},\"metadata\":{\"needs_background\":\"light\"},\"output_type\":\"display_data\"},{\"name\":\"stdout\",\"output_type\":\"stream\",\"text\":[\"* Downloaded 35.2 MB of results to `global_simulation`.\\n\",\"* Total run time: 5.61 seconds.\\n\",\"* Pure simulation time: 5.08 seconds.\\n\"]},{\"data\":{\"text/plain\":[\"<salvus.flow.executors.salvus_job.SalvusJob at 0x71853169c210>\"]},\"execution_count\":3,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"# We use SalvusFlow to run the simulation. The site determines\\n\",\"# where it will run in the end. Might be the local machine, or\\n\",\"# a large remote cluster.\\n\",\"api.run(\\n\",\"    input_file=w,\\n\",\"    site_name=SALVUS_FLOW_SITE_NAME,\\n\",\"    output_folder=\\\"global_simulation\\\",\\n\",\")\"]},{\"cell_type\":\"code\",\"execution_count\":4,\"id\":\"e60e446e\",\"metadata\":{},\"outputs\":[{\"data\":{\"image/png\":\"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\",\"text/plain\":[\"<Figure size 800x750 with 3 Axes>\"]},\"metadata\":{},\"output_type\":\"display_data\"},{\"data\":{\"image/png\":\"iVBORw0KGgoAAAANSUhEUgAAAvgAAALhCAYAAAAq+9CwAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjksIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvJkbTWQAAAAlwSFlzAAAPYQAAD2EBqD+naQAAvFtJREFUeJzs3Qm8jPX///+Xfd8pu4iILB+VRJsWkSgkkRZSiCJRoShZK2mzlIqyphKtJCotRJE1S5aSErLv2/xvz9f3N/Ofc8zhHM5xzpnzuN9uFzNzXXNd11wzZ+Z1va/X+/VOFwgEAgYAAAAgKqRP7h0AAAAAkHgI8AEAAIAoQoAPAAAARBECfAAAACCKEOADAAAAUYQAHwAAAIgiBPgAAABAFCHABwAAAKIIAT4AAAAQRQjwAQAAgChCgA+cpj59+ljFihUtffr0NmnSpBjz9u/fb+3atbNzzjnHzj33XHvhhRdizN+9e7fdd999lj9/fsubN6+1bNkyNG/Dhg124403Wp48eax8+fI2c+bMOPfh6NGj1rRpUytWrJilS5fONm/eHGN+165drUyZMpYrVy675JJLbM6cOXGua+/evXbFFVdYgQIFLF++fHbdddfZypUrQ/OHDx9u1apVs4wZM9qgQYNCjw8YMMBy5szpU5YsWSxTpkyh++3bt7e5c+danTp1fJ1FihSxTp062eHDh0PPf+CBB/zx3LlzW+XKle3TTz896XHXtgsVKuTH7rHHHrNAIBCat2DBAqtataplz57drr76avvjjz/iXM+BAwesVatWfmxKlixpEydODM07fvy49ezZ04+rttOtW7cY24ntn3/+sdtuu83fMx0/7VfQ1q1brUGDBr5Pej9nzZoVmnfo0CH/HOj1FCxY0O666y7bt29faL7e0xw5coSOp451fPY//D0Jvi86tont33//tZtvvtn3P2vWrCfM//XXX61WrVq+j//73/9s0aJFoXn6bITvoz43DRs2PK338mSfi1P9jSTWuipVqhR6LfpOyJYtW+j+d99955+pLl26+N+7vhOGDh0aY5tffPGFlS1b1t/vW265xXbs2BHn/l1zzTV+vIPrr1+/fry/e2I73c9YbCNHjvTvGv0da9mBAwfGmP/yyy9bqVKl/G/k3nvv9c9+fL5Lg3Ts9RmuUKFCjMffe+89K1eunO97o0aNbPv27THWW6JECd8nLTN69OiTHgsgqgQAnJaxY8cGvvzyy8Bll10WmDhxYox5PXv2DNxwww2BXbt2Bf78889A2bJlA9OnTw/Nb9KkSeDhhx8O7Ny5M3D48OHAwoULQ/Nq1aoV6NWrV+DIkSOBb7/9NpA/f/7A1q1bI+6DlnnppZcCc+fOVQQS+Oeff2LMf/rppwNr1qwJHDt2LDB58uRAvnz5Art37464Lu3HihUrfFlNr732WqBGjRqh+R999FHgk08+CTRu3DgwcODAiOvQ4/fcc0+Mx7744gt/7t69ewPbtm0LXHnllYG+ffuG5v/222+BgwcP+u358+cH8uTJE9i+fXvE9X/22WeBkiVLBtauXRv4+++/AxdeeGHgrbfe8nlaR/Hixf3+gQMHAo899phvKy7du3cP1K9f39+jH374wbe7atUqn/fGG28EqlSpEti8eXPgv//+C1x++eWBkSNHRlzP8ePHA5dcckngueee89eobS9evDg0v1mzZoG2bdsG9u3b58dB70Hw9T3//POBSy+91Leh90WfmSeffDL03EjvaXz2Pza9Z+HrTSxbtmwJjBgxIvDxxx8HsmTJcsLn6bzzzgu8/vrrgaNHjwYmTZoUKFWqVODQoUMR1/W///0v8Oabb57We3myz8Wp/kaSYl3ly5cPfP311zEeGzZsmL/Gf//9N7By5cpA4cKFA7NmzfJ5eixv3ryBzz//3D9Dd955Z+Cuu+6Kcx+vvvrqE75z4vvdE1tifcbWr18f2LFjh9/WcatUqZK/HtH3ZLFixfy7SH8H+jw+8cQT8fouDRo6dGigdu3afmyD9H2lfVqwYIF/3jp16hS44447QvNXr17txzN4u0iRIoFly5bFeSyAaEKAD5yhSD+21atXD/24yYABAwItW7b02/qBUaCjoCc2BXnp0qXzH8GgunXresB5KvEJXooWLRr4+eefT7ku7dvw4cMDhQoVOmGeAviEBPix6bXcfPPNEefph1qB4vLlyyPO14/3oEGDQvcVeNWpU8dvK4ipUKFCaJ5+2LNlyxbYsGFDxHUpwJo3b17ovgKqZ555JnQCptcfNGHCBD/xiisgjGvenj17ApkzZ/aAJ0iB6jvvvOO3FZD07t07RhCobcfnPT3Z/odT0KVjqhOppKLgLnaAv2TJksA555wT47ELLrjAA7nYFKjp+TrhPZ338mSfi4T+jSTGuiIF+DVr1vSTnKCnnnoq0Lp1a7+tk8d69eqF5v3++++BrFmzhk58ExLgn+y7J5LE+IzFps/7RRdd5J9n6dq1q5+kBf3444/+XRTf16UTbZ1offrppzEC/FdeeSVw++23x9hupkyZQkF9OAX45557rv+9AmkBKTpA0l0di3F7+fLlfvvnn3+2Cy64wC99K52jRo0afgk/Ps89E0r90eVrpQGcTJUqVfzyv1JpHn/8cUtsP/74o6czhHvwwQc9peHSSy+1evXq+eV6+f777z2lIWjFihUxUk2UwhE8NrHnKe3g/PPP98eDaRdKJxGlPyi9Iq51JeQ9UCpJ6dKlPa1KaTZKRwouu2bNGk9JUApSpO3cc889njalNJ6dO3fahx9+aDfccEOM9VevXt1TQpTW8N9//8V7/4M++OADu+iii05IbUgOcR3H8ePH+3ujYxWf9zK2k30uEiox1xXf9caep9eqVLh169aF/j40hXvooYc8jUiflyVLlsSYd7LPrv6+J0yYkKifsSCtV+k8RYsWtYMHD3raWlz79Pfff/tnPj70PaSUOX0OYou93iNHjvjfXZD+7vU8fecqRejaa6+N1zaB1I4AH0gCdevWtZdeesl/wBRYjxkzxnNjZdOmTZ5Xf/311/sP6BNPPGG33nqrB9/6cbzssss8D1Z56t988419++23oeeeLv3oKZjs3r17KIiKi4IF9RFQTu2FF15oiUl5xpoeeeSRGI8rv199AHRclG8dpD4B4UGAllE+bZBu67FI82LP13EO5vfrsQwZMnh+d6Rl9f69/vrrnlu/bds2GzZsWJzvgd5P5QErv1pBS+PGjT2HWsf8VPukQC6Yk62TPe1T27ZtQ8sq+FfuuXLZtf02bdrEa/9jB8933nmnnW3qb6ATRX2OdCyUv/37779HPI4KDMP38VTHLbaTfS4SKjHXFd/1nur16u9DU9Bzzz1n69evtz///NMD/JtuuinGZzeu757g33d4n5/E+IwFab179uyxpUuXegNG8LnaJ73Hq1ev9ucPGTLEH4/P95r68Oh5kT7D6ic0Y8YMmz9/vuf0K+9ffQrC16u/e21z3rx5nqOvEycgLSDAB5LAk08+aeedd54HyOoA16xZM28hE7VUq8VXnSvVsbBJkyYe6OmHLBiQqZVfrWD9+vXzVrDgc8M78unHPT7UqqWWOXW6e/rpp0OPn2xd2kcFmvqxP1lnv4RQS3fr1q1t6tSpHtDGpmBCJz3qhKof7Ui0rzr5CNJtPRZpXuz5sddz7NixGIFA+LJ67XrfdHVFVxUUQAXfg9h0rK688kpfPnPmzPbwww/7uhSUnGqf1Cqr1sVdu3b5cdYVgPCTH61XnxG11L7yyiv2+eef+4nfqfY/6K+//vKrIHfccYfFh64kReq4eTp0LD766CMbO3asFS5c2N93vb+xj6Ou6Oi16xgHney4RdrHk30uEvp6T3ddp5JYn13R51Lz9NlTJ2DdVpB7qu+eSM70MxaJrhjpc92/f3+/r6tb6vCv/VFLujpeK9CO9D0QTh2T9fekDroK3GPTlb4RI0Z444U60+pzpkaS2K9Xz1XDiU7Y33rrrVPuPxANCPCBJKAftzfeeMN/UH777Tf/gVEVm+CP38kuM6sShQJctRx/9dVX3roWfK4uj6s1SpMqVcSHLuWrZXncuHFepSLoVOvSPmmeXsOZ0jFQ69nbb79tNWvWPOWP+tq1ayPO0w+6WgeDFi9eHEr3iT1P1Wi0nmC6TzhV9FEwENe6dLKhS/sbN270llIFIsH3ILZI72eQKncoeA+vthK+HbWm6qRHQYlaR3VCNXv27IjrCr53el9Otf9BajVXxZXwFKGTUbAX/EzoSsuZUurHDz/84GkfwRbciy++OMYyOqHVSawq/QSd7L2MtI8n+1wk9PWe7rpOJSGfXaXmqGqMvgviI/zv+mTfPfFdT0I+Y/H9O1aAr/v6LlKqjypy6e/sZHRCsXDhQq+upH1RY4iuAul28MRDVw30Ords2WLNmzf3k57ixYvHa5+AqJbcnQCA1EpVG1ThQ50m3333Xb+t6jOyceNG77imzqrqVKgOZZs2bYpRXWTMmDE+f9q0aYECBQp4JZVgh0N1Etu/f79X7KhWrZpXaomLOuJp2/pzVidE3Q5SB049X1UwTuXXX3/1qj2qcqLtP/744175QvsbrCCidbdq1Srw7LPP+u3YHYUjdbJVJY8SJUr4643UCXXcuHH+v9b/wQcfeOdCddCMRJ3s1EF53bp1fnxVqSN2FZ3Ro0f7bVXpOFnllW7dugUaNGjgHZtVFUXVOFTdRFTtRx1HddzV8VfvV1ydk7WsKh3pfdbxUPWh888/P3TcbrvttsADDzzg76fe6/AqOnfffbdP6lQdrJ7SvHnzUGdsvSdap5Zv0aKFVzSJz/4HVa1a1Y9HUtLnQNtVJ1ndDu8YqvdR97WP2t9bbrklxnP1nhcsWPCEDqkJfS9P9rk41d9IUqwrUidbfS4uvvhirzykSjSq6PLVV1/FqKKjzsX6LOhvLK4qOuo0rc+a9kN/qy+++KJ3Hg3+jZ/suye2xPiMBek7UK9DfzOLFi3ySkTBjur67Ot7TfP02lWhShWlTvVdquX1WoLThx9+6FWBdDv4nfjLL7/4sn/99Vfg2muv9Wo7QaNGjfLjpfnffPNNIHfu3HSyRZpBgA+cJgWy+pEPn4I/6rNnz/YARZU/VBpvzpw5MZ6rMooqrZgjRw4PwBVYB6l0ogLGnDlzerUZBcgno2Ak9n6E/sDNPPDSdoKTAupIFMhqX7Rdbf/GG2+MUe6xT58+J2wndvAYKcBXqU5VBgrfh4oVK/o8BbWqUKLAQT++qgAyZcqU0HN13LR8OFUF0QmRAiKV8Qs/+VGZzcqVK/tJgoKF8Kor/fv3j1GpREGHqoto/Xqvxo8fH5qnYERBut4/BWsKLMJp/8OPo95vVX3RsbviiisCS5cuDc1TQKegSesqV65cYObMmaF5CoiaNm3qr0fHvFGjRqFgTCUUtXz27Nk9gFPQp+Xjs/+iSkQ6DvE5uTsTsT8T+jwGdenSJfTeav+DZRTDg2nte/DEONzJ3stITva5ONnfSFKsK1KAr9fYuXNnPx6qTjVkyJAY81XdpUyZMv45adiwYYxSse3atfMp+HnSiYLed50s6u9HQW7Qqb57wj+7Z/IZi/23qYpQqpqkx/S3069fv9BxU+OFtqvt6PiptGp8v0vD6bHwKjqiUr7apir+6Lsm/L1SOc7gd6m2r5KtQFqRTv8k91UEAAAAAImDHHwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARBECfAAAACCKEOADAAAAUYQAHwAAAIgiBPgAAABAFCHABwAAAKIIAT4AAAAQRQjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAoggBPgAAABBFCPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARJGMyb0DKdHx48ft77//tly5clm6dOmSe3cAAACQxgUCAduzZ48VLVrU0qc/eRs9AX4ECu5LlCiRVO8PAAAAcFo2btxoxYsXP+kyBPgRqOU+eABz5859ekcfAAAASCS7d+/2BuhgnHoyBPgRBNNyFNwT4AMAACCliE/6OJ1sAQAAgChCgA8AAABEEQJ8AAAAIIqQg5+IpYsOHjzoJTaROPllWbNmPWUZKAAAAMREgH+GFNS/9tprNnPmTPvvv//OdHUIkyVLFqtdu7Z16tTJSpYsybEBAACIBwL8M2y1f/TRR23JkiXWuHFju/DCCy1jRg5pYh3bTZs22UcffWTt2rWzsWPHWsGCBRNl3QAAANGMaPQMrFmzxn766Sd77rnn7Nprr028dwUhjRo1soYNG9oXX3xhd911F0cGABCRUmRXrlxpq1evtrVr19rOnTtt//79nvKZJ08ebyQqV66clS9f3gcJYqR6RDMC/DOwcOFCy5Qpk1111VWJ944ghgIFClj16tVt0aJFBPgAgBgUxOtKr6bvvvvO70v27Nn990P/K/DXAEFKoz169KjPL1asmP92X3fddXbrrbf6skA0oQfjGebfZ8uWjbScJKbBxg4cOJDUmwEApBJLly61e+65x84991y77777bNeuXfbII4/YrFmz7J9//rG9e/fan3/+GWrR37x5s/+O6Mr71KlTrWXLlt7K/8ADD/g66tWrZ++9954dOXIkuV8akChowT9DXOIDAODs+P3336179+4epJcoUcL69+9vLVq08Bb5U1EfubJly/p0yy23+GP//vuvTZkyxSZNmmR33HGHFSlSxNq3b+/FHfLnz38WXhGQylrwt27dag0aNPDLY8p301l1JDqjbtWqleXKlcsrpUycODHG/DFjxniunFpxW7dubYcPHw7N09m3qqxoG0rjWLx4cYznfvrpp1a5cmXLkSOHlSlTxi/fnQ3nnXeezZs3z+69914bNGhQjHl6XPNPZs6cOX7iMGLEiBOOhR5//fXXQ4+pVSL8JOOaa67x0pJquQjvsKovQpWdDDd58mSrWrWqH7+iRYta586dbd++ffF6jTfffLM99dRTofvKc9QxnjZtWmg/tD29r3nz5rUrrrjC9z9o/PjxljNnzhiT9kOvRa8fAICgQ4cOWa9evaxSpUr2yy+/2DvvvOMxQLdu3eIV3MdFrfcdOnSwb7/91q8KqN+XfrdLly5tzzzzjF8ZAFKjJAvwO3bs6EHjtm3bbPDgwdasWTPbsWPHCcv16dPHtm/f7hVTdAatPzRdThP9sXXt2tXP1Ddu3GgbNmywfv36hZ6rs/a6dev689u0aeOVbIL5dcrZ1hm4guE9e/Z4cK8ANDUYN26c5cuXz4Pg2PT4gAEDTnoZUa0T4SdK+uJSKlHsbag6Td++fT1nUcfn119/9WOoE4JTGTZsmJcHXbFihd9/+umnrUqVKqFWEVFAr2P/xx9/WJcuXaxnz572xBNP+Lw777zTL6GGT3oPr7zySj9pAwAgGAvUqFHDnn/+ef8dUdrN3Xff7X3gEtNFF11kI0eOtPXr13vajwJ9xQ167NixY7wZSF0CSWDPnj2BzJkzB/7+++/QY1deeWXgnXfeOWHZwoULB+bNmxe6f9dddwWeeeYZv/3EE08E2rdvH5o3a9asQOnSpf32ypUrA7lz5w4cOnQoNL9kyZKBb7/91m83a9Ys8MYbb8Rrfw8ePBjYtWtXaNq4caMiXL99MqNHjw5ce+21JzxeqlSpwNy5cwP33HNPYODAgTHm6XHNj4teT758+QLjxo0LpE+fPrB+/foY27vxxhsDtWvXDrz++uv+2D///OP7GnT11VcH+vTpE6hSpUrosbZt2/pjWbJk8fvHjh0LFC1aNPDyyy/H2LbWlTVr1sCMGTMC8fHcc88FrrjiisDChQsDefPmDfz5558x9mPixIkxlp82bVogU6ZMgS1btpywrg8//DBQsGBBP/ax9ejRI8bnAACQNrz77rv+23XRRRcFfv3117O67U2bNgXatGnjv7HVq1cP/Pjjj2d1+0BsikvjE59KkrTgqxOLSlIply1IqSDLly+PsZxa9JViojSaSMupdTj2PJ1ZK61H85T6kzlz5tB8tSAHn7tgwQJPEzr//PM9PeXhhx/2TrGRDBw40Pc3OGn55PLZZ5/5AE+6OqGW7AkTJkS86nGyVvwKFSpYhgwZbNmyZZ7S9Pnnn1uTJk1C81etWmV///13jNZ2KVy4sNWsWdO+/vrreO2rOjSphf6GG27wfTrVcbvpppu8moHem3C6MtO2bdtQOhYAIG1Ti/ljjz3mLfXqEKvfDcUAZ5OyEN566y2bO3eu369Vq5bHEkpJBVK6JAnwlW6hnPlwuq/HYy+nQFS515GWi72e4O1gSsfJtqGUH3Wc+f777z31RJf4FMhH0qNHD8+zC05KB0ouSstROpPy6Js3bx4xTUcBtXIOw3PaY9MXop6r4F5fSuHHKjjirgL6SPmISquKD3VY0mVTnajdfvvt8VpedYjDU7V0kqKOTUrPUZ8NAEDapt8FpXEOGTLEXnzxRQ+yY/chO5vU8DV//nwbOnSojRo1yv73v/95fzogzQX46jCpmrPhdF+Px15OZ+nhZ8Phy8VeT/B2sFPmybahnHOdaesqgurbqte9gt1I1GKuADh8SgwKaGO3sut+XHmDOrlQx2AF9nLbbbd5a7tOUBLaiq8rACr5pSBfX5ThgvV+dfUkNlUUiO+IsRrkS7WHFaDr+J6K+kfo5EH9CIKUT6mc/7hOvgAAaaszrRq51ECnQhC6UpwSqtWpMVJ9ydS/T4UjdIVdfc/IzUeaCvA1UpyC1fAAUhVu1Ps9nAI9tSKrdT3SchUrVjxhnnq2K3jXPAW/4QHukiVLQs9VZ5lw8ek4mtiUsqIOpuGUYqRqQZF88MEH/uWmdBodF12O1H5HasVX52KdvKiSQCRq4S9VqpTNnj3bU2PCKbVJlx6DFW/Cg3u1StSpUydewbrqB6sTkqr9KK3nq6++OulzNBqtrkyo1V90wqWWGXWuTuzOUgCA1EW/5/r9mzFjhv8+NW3a1FIapcD+8MMP1rt3by9Sofr5W7ZsSe7dAs5eC75KTamVWfnyH3/8seeDN2zY8IRlVSLz2Wef9VxuBZdaNtiCrTQTncFrxFidMKjerZYPBqmaFGAqKB4+fLifYSsdRVSi8tVXX/U/PFWJ0WW+s50Coi8ntUKoQo1yz9etW2cvvPBC6PXFpso2jz76qJ/IqNVek3rvqyKOnh+bjq8uGcbljTfesOnTp8fopyAKsnXc9Hx9iSpPX+XGlGajcpZKAToVXTpVfwWl1uiKx0svvWQPPvigvxex6cqKjoNqC6sqkq4QKIVKg5RoH3XSBgBIu/Qbp9+TmTNnehxQv359S6l0dV6/n9pXNSwqZUfpwECKEkgiqpRSv379QLZs2QLlypULzJw50x9XdZiKFSuGltu/f3+gZcuWgRw5cgSKFy8eGD9+fIz1qHKMKr7kzJnTq9Ko4k3QmjVrArVq1fLKL9WqVQssWrQoNO/48eNefSV//vyBc845J9CxY8fAgQMHErWX8qmq6MiUKVO8ok2uXLm8AlD//v29ik2QjoWOiarHZMiQIbBu3boY69LrLVCggFcQClbRCVezZs0TqujErl4jqsYTrKITNGnSJN83Hb9zzz038NBDDwX27t0bmq/3ZM6cOX5b/+u+aB/z5MkTWLFiRYz11atXz6v1BPdD29NzVO1I79Pbb78dWlaVkrTfmh970vEIRxUdAIhe+r1+5JFHAunSpQu89957gdRElXZUJVC/3yNHjkzu3UGU25WAKjrp9E9yn2SkNGpxVuu0rhqcLB9fnVzHjh0b5yBeSBzK01fH3NgDfwEAUj99t+sKsMZW0Rg6qY1SVtVXQPuvASN1hVsZBUByxaeSMdG3DgAAEA9KYVVBjIceeihVBvfBlB2lBCs/XwG+ButU37LEKtgBpKiRbNMCdQxVzjkXQZKWjjGdcAEguqgktarFqe+XWr1TO52gqHjEjz/+6FV21NcMSC4E+GdYLUiDZ2nQLSRdVQV1Nr7gggs4xAAQJZTWosIOqm+vYhrR0oijCncK8JVCoSBfrflAciBF5wxcfPHFPvKqcsQ7derkpTt1qQ6JU1FBrR/vvvuuj5OQkisqAAASRiUmNTqtqs8UKlQoqg6fYgGV0rzxxhs9yFeJ6EsuuSS5dwtpDJ1sz7ATw99//+0j4S5fvjyp3qM0TSPr6gRKX5IAgNRvzpw5Pt6KgvxevXpZtNKo8TfffLOXCdegkNdff31y7xLSUHxKgH+GBzA80P/rr78Y1S6RaOTC/PnzW9myZb1uPwAg9VNFNA3iqPFPNBBjtFeb2bdvn4/Mq2p7Gg/mbI/Hg+hCFZ1koJFhNQEAgMi6devmjWcqMR3twb3kyJHDpk6danfccYc1btzY3n//fbvllluSe7eQBtA0CgAAkpxasd9++20f0b1kyZJp5ohrNPn33nvPbr31Vq8a9OGHHyb3LiENIMAHAABJnqrywAMP2DXXXGNt27ZNc0dbVYImTJjg6TrNmzf3gB9ISpR8AQAASap3797eV23GjBnexyotUpU9pSbp/5YtW3qfPf0PJAUCfAAAkGSWLl1qL730kg0cONALJ6Rl6ncwevRo///uu+/2cQCaNGmS3LuFKEQVnUSqogMAAGLSSO/XXnutbd682RYvXuz56DBvvW/VqpXn40+bNo2xXhAvVNEBAADJ7oMPPrBvvvnGU3MI7v9/asEPDuSoFnwNhqX+CUBioZMtAABIko61jz76qJeFrFu3Lkc4Qsdbdba98sorfUCsuXPncoyQaAjwAQBAohs8eLBt2bLFXnzxRY5uHJSDrzr51atX9zSdhQsXcqyQKAjwAQBAolLFHNW779q1q5UpU4ajexLZs2e3Tz/91MqXL+9XOn777TeOF84YAT4AAEhUzzzzjAeujz/+OEc2HlTQQ3n4RYoUsRtvvNE2btzIccMZIcAHAACJZtWqVfbWW29Zz549vSId4id//vw2ffp0S58+vQf5//33H4cOp40AHwAAJJqnnnrKihYtag8++CBHNYGKFSvmFYe2bt3qHW/VURk4HQT4AAAgUfz888/2/vvve4qOOpAi4ZSL//nnn/sAYc2aNbMjR45wGJFgBPgAACBR9OjRwypWrOijtOL0XXrppfbRRx/ZV199ZW3atLHjx49zOJEyAnxdXmrQoIF3stHZ6KxZsyIud+DAAR/NLVeuXFayZEmbOHFijPljxoyx4sWLeweU1q1b2+HDh0Pz1q5da7Vr1/ZtqMSURskLevrpp73GbM6cOUMTAABIGj/88IMHpH379vWBnHBmbrjhBh8Ma/z48da9e3cfFRhI9gC/Y8eOnoO3bds2r4Wry0w7duw4Ybk+ffrY9u3bbdOmTTZp0iTr0KGDrV692ufp8pRKbKlGrHqUb9iwwfr16xd6bosWLbyklJ6vM9zGjRvb0aNHQ/Pvu+8+27t3b2gCAABJ49lnn7WLLrrIf4uROO644w57+eWXfSyB559/nsOK5A3wFUxPmzbNz+LVun7rrbf6H/0nn3xywrJjx471IF8t9LVq1bJGjRp5oC8TJkyw5s2b2yWXXOI98dVxZ9y4caFe+pp0OVB5fp06dbJjx47Zjz/+mBQvCQAAxOGnn37yzqH6nVYVGCSehx56yJ588kkvOaoWfSA+kuSvcM2aNR6Qq55rUNWqVW358uUxllOL/ubNm61y5coRl1uxYsUJ89avX+9pPZqn1J/MmTOH5lepUiXGNnSioLJT//vf/2zKlClx7u+hQ4ds9+7dMSYAABD/1vsLL7zQmjZtyiFLAmowVVaCshVULx9IthZ8tciH0/3YaTK6rzw9tfJHWi72eoK3gyk3J9vG7bffbitXrvRhspUipPx99e6PZODAgX5CEpxKlChxxscAAIC04JdffrHPPvvMevXqRe59EkmXLp2NHDnSbrrpJrvtttts/vz5SbUpRIkkCfDVoTV2K7jux+7oqvtKq9m/f3/E5WKvJ3g72Gn2ZNtQL/7ChQtbxowZPU9f+foff/xxxP1Vms+uXbtCEyPIAQAQP+obV65cOU+pRdJRPKPMBGUzqIhJsL8icNYCfP2hK1BW+k2QKtxUqlQpxnL58uXzIFydaSMtpyA99rzSpUtbtmzZfJ5y8MPrwy5ZsuSEbQSdLCcwS5Ys3vofPgEAgJNbtmyZF8LQqLUKQJG0lPHw6aefWqFChXy023/++YdDjrPbgq/Osuo8q3x5tZzrS6Bhw4YnLKsSmcrd27Nnj82bN8+XDbYCtGzZ0iZPnmwLFy70E4b+/fv78qL8e02DBg3yHPrhw4f7pUF11BWtR89R7djZs2d7mSld2gIAAIljyJAhXsr6zjvv5JCeJepbqA7NauCsX7++xzpAbEnW1V0Bt1JdChQoYN26dfNAXS32CrTDW9nVcSTYIVelNPU8Be6iDrb68tCJgb5AlBuvHL8gVdmZPn265c2b10aNGuUdaYMtCJqn1n6tu0uXLvbGG29YzZo1k+rlAgCQpqi8tX7T9RurcWdw9igeUpD/xx9/eKVCNXQC4dIFGDnhBMrl14mBzopJ1wEA4ERPPPGEjRgxwhvz+K1MHt99950PiKWsCQ0UygBj0W13AuJTitUCAIAEUVqtqrq0a9eO4D4ZXXnlld7x9sMPP/QrKbTZIogAHwAAJIjSYvft22edO3fmyCUzpejoSsprr73m/RIBocs7AACIN3XufOmll7wQRrFixThyKcADDzzgFXVUzUjVCTX2D9I2AnwAABBvKpqhvHsV0EDK0bt3b/v777/t/vvv9zKaN998c3LvEpIRnWwjoJMtAAAnUo53jRo1QqUakbJo8FCNdKv3RiXCqR4YXehkCwAAEt1PP/1kP//8sz388MMc3RRIVXRUJvySSy7x0W5XrlyZ3LuEZEInWwAAEC+vvvqqnX/++T7AElKmbNmy2bRp03x8IY12q/EKkPYQ4AMAgFPavHmzvf/++9axY0dLn57wISXTwKIaCFQpVfXq1bOdO3cm9y7hLOMvFAAAnNLrr7/uI9ZSoSV1KF68uOfiqwX/lltusYMHDyb3LuEsIsAHAAAndfjwYR/Y6u6777a8efNytFKJCy+80D799FNbsGCB3Xnnnd4JF2kDAT4AADgpjZSqFJ1OnTpxpFKZWrVq2Xvvved5+UqvYrTbtIEAHwAAnLJzbZ06daxSpUocqVSoYcOGPvqw0qw0fgFBfvRjoCsAABCnX375xebOnWtTpkzhKKVi6juxb98+e+ihhyxHjhzWt2/f5N4lJCECfAAAEKfhw4dbyZIlvRUYqZtSrA4cOGCPPfaYl9Ps0aNHcu8SkggBPgAAiGjXrl02adIkDwQzZiRkiAbdu3e3/fv3W8+ePT3I79KlS3LvEpIAf60AACCi8ePH26FDh6xNmzYcoSjSu3dvD/IfeeQRD/LbtWuX3LuEREaADwAATqCOmOqUqdScokWLcoSiSLp06WzQoEGertO+fXu//8ADDyT3biEREeADAIATzJ8/35YsWWKDBw/m6EQhBfUvv/yy31YL/pEjR7yMJqIDAT4AADjBG2+8YaVKlbIbbriBoxPlQb5GKFYHXA1oprQdpH4E+AAAIGLnWnXEzJAhA0cnyoP8F154wTJnzmxdu3b1lnxV2UHqRoAPAAAidq5V7XSkjSB/wIAB3pL/+OOP28GDB+2pp57yx5E6EeADAIATOtc2atSIzrVpiIJ5DX6VNWtW69Wrl23ZssVeeeUVS58+fXLvGk5Dkr1rW7dutQYNGlj27NmtfPnyNmvWrIjLqQd3q1atLFeuXD6QxsSJE2PMHzNmjBUvXtxy587tLQnKDwtau3at1a5d27dRvXp1W7x4ccTLjIULF7Z69eolwasEACA6O9dSVSVtUlqW+l+MGDHCWrRo4VdykPokWYCvntgqq7Vt2zbvgd+sWTPbsWPHCcv16dPHtm/fbps2bfJ8vw4dOtjq1at93tKlSz0fbOrUqbZx40bbsGGD9evXL/RcffDq1q3rz1eN3saNG9vRo0dPWH/ZsmWT6mUCABBV1HqvzrX6fUXadP/999sHH3xg06ZN88baPXv2JPcuISUE+Hv37vUPhS71qHX91ltvtYsuusg++eSTE5YdO3asB+Fqoa9Vq5ZfElSgLxMmTLDmzZvbJZdcYnny5PF8sHHjxvm8VatW+aTR9XQ5Sb2/jx07Zj/++GNo3cuWLfP7pxqgQ2enu3fvjjEBAJBWO9cqwCM1I21To+mMGTNswYIFVqdOHfv333+Te5eQ3AH+mjVrPCAvUqRI6LGqVava8uXLYyynFv3Nmzdb5cqVIy63YsWKE+atX7/e03o0T6k/6vUdVKVKlRjbePjhh23IkCGn/JIaOHCg729wKlGixBkeAQAAUh+lySoVls61kKuvvtrmzJljf//9t1166aURU6GRxlrw1SIfTvf1eOzlVH5LrfyRlou9nuBtPX6qbagF4pxzzrErr7zylPurqwBqtQhOSgcCACCtGT16tPdZY+RahDeuqhW/UKFC3u/x448/5uCk1QA/Z86cJ6S56L4ej72c0mr2798fcbnY6wne1uMn28a+ffs87ef555+P1/5myZLFTw7CJwAA0hJdGVcHW1rvEVuxYsW8Jf/GG2/0tOvnnnvOqy0hjQX45cqV85Zwpd8E6bJOpUqVYiyXL18+r3CjzrSRlqtYseIJ80qXLm3ZsmXzecrB14AMQer1r+cqRUipPLqcpPV37tzZvv766xO2DwAA/v/W+wIFCljDhg05JDhBjhw57P333/cqO6qVf9ddd3mDKtJYC746y6oVXfnyupyjDq+RvjRUIvPZZ5/1Htrz5s3zZdWxVlq2bGmTJ0+2hQsX+glD//79fXlR/r2mQYMGeSfZ4cOHe7qPOuqqQ++ff/5pv/76q0/q7KvLSgryAQBATGosU9GLO++8M0bfNiCc+jSqmqGKoHz00Ud22WWX2cqVKzlIaalMpgJu5bKrNaBbt24eqKvFXqPjhbekK/gOdshVKU09T4G7qIOtOsnqxEC18NX5VYMvBOkDNn36dMubN6+NGjXKpkyZYhkzZvRJLffBSevXF5Zy8gEAQEz6LVWVFNJzEB8qU668/OPHj3ulw9hjGCH5pQuQRHUC5fLrpEBXDcjHBwBEuyZNmnhq66JFi5J7V5CKqLBJ+/btvfFW/6tRNrxwCpIvPmX8YQAA0jCNPK9xami9x+mkZCu1S6PejhkzxqpXr+4t+0h+BPgAAKRhan1Nly6d93sDEkqfHbXe6+qPAv7LL7/cnnnmmRhFUHD2EeADAJBGKUtX1XNUGKNgwYLJvTtIxSpUqGBz5871vpIqnqLiJgyMlXwI8AEASKPU6qoS06TnIDFkypTJW+9//PFHH+Po4osvtu7du1NOMxkQ4AMAkEap9V5V7DSAEZBYatSo4SXO1ZL/2muvefXETz/9lAN8FhHgAwCQBmkMGZWb1oBFKi8NJCaVJ+/Ro4ePg6T0HZU8v+mmm2z58uUc6LOAAB8AgDRIA0tu376d9BwkqfPPP9+++OIL++CDD2z16tVWpUoV69Chg23ZsoUjn4QI8AEASINU1rBmzZreugokdaWdpk2b2ooVK+yFF16wSZMmWdmyZX2wU9V0R+IjwAcAII35+++/ffRaOtfibKftPPLII/b777/bfffdZwMGDLDSpUtbv379fBAnJB4CfAAA0hgNTpQlSxZr3rx5cu8K0qACBQrY0KFDbd26dd4HRAH+eeedZ/379yfQTyQE+AAApMHa902aNPFh74HkUrRoUXv55Zdt7dq11qpVK6+6U7JkSXv88cdt06ZNvDFngAAfAIA0ZN68ebZq1SrSc5BiFCtWzF555RVv0W/Xrp2NHDnSW/TvueceH6cBCUeADwBAGqLWe7WS1qlTJ7l3BTihRX/w4MG2ceNGe+655+zrr7+2qlWrWt26db0Sz/Hjxzli8USADwBAGqHRRVXBRC2j6dMTAiBlyp07t3fGVerO+PHjvZyrauhfdNFF9vrrr/vnGCfHXzcAAGnElClTbM+ePXbvvfcm964Ap5QpUyZr2bKlLViwwObMmeMlXVVDX1egevXq5dWgEFm6gHrbIAaValLHI9Vm1VkkAADR4LrrrrNjx47ZN998k9y7ApwW5em/+uqr9tZbb9nBgwe9ElSXLl3s4osvjvojujsB8Skt+AAApAEbNmyw2bNn07kWqVqZMmW8xOZff/3l+frff/+9XXLJJXbVVVfZRx995CewIMAHACBNeOeddyxnzpx22223JfeuAImWp79mzRr74IMPvAOuSr9ecMEFXnozrQ+cRQs+AABRTsHPmDFj7Pbbb7ccOXIk9+4AiSZjxozWtGlTb8mfP3++1axZ07p162YlSpSwrl27+pWrtIgAHwCAKPftt996oNO6devk3hUgyVx66aVedWf9+vX24IMP+knt+eef71etfvjhBx/kLa0gwAcAIA3Uvi9XrpzVrl07uXcFSHLFixe3gQMHej391157zZYuXWpXXHGFXXbZZfbJJ5+kiUA/yQL8rVu3WoMGDSx79uxWvnx5mzVrVsTlDhw44MMT58qVy8seTZw4McZ8nX3pjVKulVoeDh8+HJqn+qj6stI2qlevbosXLw7N0yho6oih52m9eqMBAEhrlIv84YcfemnMdOnSJffuAGdNjhw5vKzmb7/9Zp999pnHi40aNfJg/7vvvovqdyLJAvyOHTv6iGTbtm3zXs7NmjWzHTt2nLBcnz59fACDTZs2+eAbeiNWr17t83TGpfypqVOn+lmYLi/269cv9NwWLVr46GZ6fps2baxx48Z29OhRn1evXj1buHChf7H99NNPfslGo6ABAJCWTJ482csJ3n333cm9K0CySJ8+vQ+UpZFxZ8yY4Y3Lqrqjhuhly5ZF5buSJAH+3r17bdq0ada3b18/W7r11lt99DFdFolt7NixHuSrpb1WrVp+ZqVAXyZMmOD1TVX+SHU/n3rqKRs3bpzPW7VqlU89evSwrFmzWqdOnbw00o8//ujzzzvvPMubN29oO2q1UE5WJIcOHfITgfAJAIBoSc+54YYb/Go4kJalS5fOG4Z//vlne++997xBuVq1al5Hf+fOnRZNkiTAV8kiBeRFihQJPVa1alVbvnx5jOXUor9582arXLlyxOVWrFhxwjwF6Trz0jyl/mTOnDk0v0qVKjG2oRMEpf7oSoJaL+IqDab0He1vcFLPawAAUjs1hKnhi861QMwWfVWUUut9//797c033/Tymm+//bZXnIoGSdaCH3uELd3X47GXy5Ahg7fyR1ou9nqCt/V4fLah4Y01JLdSfZTnH76dcLoKoFHBgpPSgQAAiIba97qafcsttyT3rgApTpYsWezxxx/3E+Hrr7/e7rvvPv8/rowPS+sBvgbSiJ3movt6PPZySqvZv39/xOViryd4W4/Hdxui9CB1tNBZWlxvsE4OwicAAFIz/b6+++673tilVFYAkRUrVsyzPmbOnGnr1q3z7JFhw4al6tb8JAnwVYpLLeFKvwlShZtKlSrFWC5fvnxWuHBhb2GPtFzFihVPmFe6dGnLli2bz9MZ15EjR0LzlyxZcsI2gvQmqeoOAABpgYIVFbAgPQeIH7XeK+685557vG/nddddZ3/99ZelRknWgq/Osuo8q3z5jz/+2POcGjZseMKySp159tlnPZVm3rx5vqw61opaHdT7X9VwdMKgFngtL8q/1zRo0CDvJDt8+HBP91FH3WDn3S1btnit019//dXPxOrUqZMULxcAgBTZuVZXsC+++OLk3hUg1ciVK5fHjCrv/vvvv3sn3M8//9xSmyQrk6mAW7nsBQoU8CGDFairxV7lKsNb2VVpJ9ghV6U09TwF7qJLJEOGDPETA/X+V+fXXr16hZ6ryynTp0/3/MJRo0bZlClTfMhi0XDFer7eKHWufeCBB6x9+/ZJ9XIBAEgxVD5aJabVek/teyDhrr32Wlu0aJHVrFnTy2l27949RtZISpcukBaG80og5fLrpENXDcjHBwCkNmqBVOk/peicc845yb07QKp1/PhxGzp0qD3xxBN25ZVX2vvvv++N1yk9Pk2yFnwAAJB86TlqdSS4B868pOajjz5qX331lff1vOyyy7xUe0pHgA8AQBRRJ8FffvmFzrVAIrr66qttwYIFXuhFaTspPS+fAB8AgChrvS9UqJDddNNNyb0rQFQpXbq0Dxx3zTXXeP9Q9f9MqQjwAQCIEuoEOG7cOK84lylTpuTeHSDq5MqVyz766CPr0KGDF3AZOHCgV2xMaf6v5AwAAEj1PvvsM9u6dSvpOUASUln2V1991a+U9ezZ0//mXnjhBc/XTykI8AEAiKL0HNW9V5loAElH5Wc13lPBggXtoYcesr1799rIkSNTTJBPgA8AQBT4999/vQX/5ZdfTu5dAdKMjh07+gCvGnNCwb3Gc0oJQT4BPgAAUUC590odaNGiRXLvCpCm3HPPPV4v/7777vPgXuNQJPcAcwT4AACkcurkp4oeTZs2tfz58yf37gBpTuvWrf3vsG3btt7B/aWXXkrWIJ8AHwCAVO7777+3VatW2YgRI5J7V4A0q02bNl7Jqn379j7IXK9evZJtXwjwAQBI5dR6X7ZsWa/PDSD5tGvXzrZs2WJPPvmkB/n3339/suwHAT4AAKnYjh077P333/eKHsmd9wvAPLhXkK+W/AIFCliTJk3O+mEhwAcAIBUbP368HT161O69997k3hUA9n8lNFXNatu2bdayZUv75ptvrGbNmmf12CR/HR8AAHBGnWsbNmxohQsX5igCKUT69OltzJgxdskll9gtt9xif/zxx9nd/lndGgAASDQ///yzLVmyJNnyfAHELUuWLPbRRx9Zjhw5/CR8z549drYQ4AMAkEqp9b5kyZJWt27d5N4VABEUKlTIPvnkE2/B1xgVx44ds7OBAB8AgFRo7969NnHiRC/NpwGuAKRMlSpVssmTJ9sXX3xx1kpnEuADAJAKTZo0yfbv3+8BPoCU7cYbb7RBgwbZ4MGDberUqUm+vXQB9dBBDLt377Y8efLYrl27LHfu3BwdAECKc9lll1nBggXts88+S+5dARAPCrlvu+02++qrr2zBggV2wQUXWFLFp7TgAwCQyixevNjmz59P51oglZXPHD16tBUpUsRr4+/bty/JtkWADwBAKjNs2DArVqyY3Xzzzcm9KwASQC3vU6ZMsQ0bNvgJelIl0hDgAwCQiuzcudMHt2rXrp1lzMh4lUBqU7FiRXv77be9k/ybb76ZugL8rVu3WoMGDSx79uxWvnx5mzVrVsTlDhw4YK1atbJcuXJ5qS+92HAaJKB48eJ+xtO6dWs7fPhwaN7atWutdu3avo3q1av7JcsgdWKoUKGCr1cHUmdLAACkdu+++67/FrZt2za5dwXAabr99tvtgQcesM6dO9uKFStST4DfsWNHK1q0qA/Tq2C7WbNmtmPHjhOW69Onj23fvt02bdrkFQE6dOhgq1ev9nlLly61rl27em/jjRs3+uWMfv36hZ6reqKq/avnq4pA48aNfbhuUcmw999/3zsijBw50k8OdEIAAEBqpcv5w4cPt6ZNm3oeL4DUa+jQoXbeeefZHXfcYQcPHkz5VXRUm7dAgQIekAe/gK666ipvbbj77rtjLKv5CuBVDUA0v2zZsta7d2/r0aOHX4ocMWKEz5s9e7avY926dbZq1SqrUaOGXynInDmzzy9VqpSNHTvWtxWbWvp1sqAvxdgOHTrkU3gv5RIlSlBFBwCQouhq+PXXX2/ffvttxN86AKmLRqJWPKvW/FdeeSVlV9FZs2aN70B460LVqlVt+fLlMZZTi/7mzZutcuXKEZfTJYvY89avX+9pPZqn1J9gcC9VqlQ5YRuioYH1uFJ1Ihk4cKDvb3BScA8AQEqj1nsNmnPllVcm964ASASKXV944QV79dVXfcTbxJIkAb5a8GOfWei+Ho+9nFJplEMfabnY6wne1uPx3YaoI1KjRo3swgsvjLi/ulKgs6HgpHQgAABSkr/++sumTZvmKbAqtwcgOnTs2NEaNmzo6eT//PNPyg3wc+bM6ZcRwum+Ho+93LFjx3wkvkjLxV5P8LYej+82nnjiCfvzzz/t9ddfj3N/s2TJ4icH4RMAACnJG2+8YdmyZfPCFACiR7p06byqTqZMmRKtdGaSBPjlypXzlnCl3wSpwo0uK4bLly+fFS5c2DvTRlpOKTWx55UuXdq/4DRPefhHjhyJkccUvo3nn3/eL3do0nMAAEiNVDVn1KhR3k9N1eEARJeCBQv6SbxGptZgWCm2BV8pMaqQo3z5jz/+2JYtW+aXH2JTS8Szzz7refLz5s3zZZs3b+7zWrZsaZMnT7aFCxf6CUP//v1DLRfKv9c0aNAg7yCrvESl+9SqVcvn60zotddesxkzZviJBAAAqZWqwqnR7MEHH0zuXQGQRIJpOl26dPFCNWckkES2bNkSqF+/fiBbtmyBcuXKBWbOnOmPjxs3LlCxYsXQcvv37w+0bNkykCNHjkDx4sUD48ePj7Ge0aNHB4oWLRrImTNn4J577gkcPHgwNG/NmjWBWrVqBbJmzRqoVq1aYNGiRaF55513XiBTpky+3uDUv3//eO37rl27dG3E/wcAIDkdP348cPHFFwduuOEG3gggyu3atStQsmTJQJ06dQLHjh077fg0ScpkpnYJKUMEAEBS+u6777wk5ueff27169fnYANppBzuK6+8Yg899FDKKZMJAAASbzAcjcx+4403ckiBNOC6666zTp062eOPP+6l508HAT4AACmUBnbUYJDKyU2fnp9sIK0YNGiQjyelqjrHjx9P8PP5tgAAIIXSJXoVirjrrruSe1cAnEU5cuTwqjoatfrNN99M8PMJ8AEASIGUZ/vWW29Z+/btYwwICSDtpOq0adPGunfvbps2bUrQcwnwAQBIgRTcqwy0RrkEkDa98MILfoKv74GE1MUhwAcAIIXRII4vv/yyjwtTtGjR5N4dAMlEKXoa12natGk+xRcBPgAAKcyECRPszz//9CoaANK2Jk2a2K233mrdunWL93Oogx8BdfABAMlFFTMuuugiK1u2rI/uDgB///23XXjhhR6jUgcfAIBURpfhf/vtN+vRo0dy7wqAFEKpegMGDIj38rTgR0ALPgAgOagT3WWXXead6r755hveBACnFZ9mPOlcAABw1syePdsWLFhg06dP56gDOG10sgUAIIUYOHCg/e9//7O6desm964ASMVowQcAIAWYN2+ezZo1yyZPnmzp0qVL7t0BkIrRgg8AQArQu3dvq1SpkjVt2jS5dwVAKkcLPgAAyey7776zmTNn2gcffGDp09P2BuDMUEUnAqroAADOpjp16tjOnTvtl19+IcAHEBFVdAAASCW+/vprL4mp+ve03gNIDLTgR0ALPgDgbNW9v+qqq+zAgQNeHpPOtQDiQgs+AACpwIwZM+z777+3zz77jOAeQKKhBT8CWvABAEnt2LFjVq1aNcuXL599++23BPgATooWfAAAUrh33nnHli1bZj/99BPBPYBElWS1uLZu3WoNGjSw7NmzW/ny5X3wjkiUd9iqVSvLlSuXlSxZ0iZOnBhj/pgxY6x48eKWO3dua926tR0+fDg0b+3atVa7dm3fRvXq1W3x4sWheSo1dtlll1mWLFmsffv2SfUyAQBIsH379tmTTz5pd9xxh9WoUYMjCCB1BPgdO3a0okWL2rZt22zw4MHWrFkz27FjxwnL9enTx7Zv326bNm2ySZMmWYcOHWz16tU+b+nSpda1a1ebOnWqbdy40TZs2GD9+vULPbdFixY+nLee36ZNG2vcuLEdPXrU5+XPn98ee+wxa9u2bVK9RAAATsuLL75o//33nw0YMIAjCCB15ODv3bvXChQo4AF5kSJF/DFVCVCwfffdd8dYVvMVwKu1XTS/bNmyPqJfjx49vC7wiBEjfN7s2bN9HevWrbNVq1Z5q4euFGTOnNnnlypVysaOHevbCnr66adt8+bNNnLkyDj399ChQz6F5ziVKFHCdu3a5VcOAABILPpN0u+cri6/8MILHFgAiZ6DnyQt+GvWrPEdCAb3UrVqVVu+fHmM5dSiry+6ypUrR1xuxYoVJ8xbv369p/VonlJ/gsG9VKlS5YRtxMfAgQN9f4OTgnsAAJKCri5nzZrVevbsyQEGkCSSJMBXC37sMwvd1+Oxl8uQIYPn0EdaLvZ6grf1eHy3ER+6UqCzoeCkdCAAABLbd99951eaBw0a5KmkAJAUMibFSnPmzOmXEcLpvh6PvZzKhO3fvz8U5IcvF3s9wdt6PL7biA91xNUEAEBSUR8x9U9Teqn6jQFAqmrBL1eunLeEK/0mSBVuKlWqFGM51f4tXLiwd6aNtFzFihVPmFe6dGnLli2bz1Me/pEjR0LzlyxZcsI2AABICYYNG+ZlMYcPH27p0ydZjQsASJoAX63ojRo18go5ypf/+OOP/UutYcOGJyyrEpnPPvus7dmzx+bNm+fLNm/e3Oe1bNnSJk+ebAsXLvQThv79+/vyovx7TbrMqQ6y+sJUuk+tWrV8vq4MHDx40FtMwm8DAHC2qVKcikeoY+3FF1/MGwAgSSVZE4ICbuWyq5pOt27dPFBXi/348eNjtLL37ds31CFXpTT1PAXuog62Q4YM8RMD1cJX59devXqFnjthwgSbPn265c2b10aNGmVTpkyxjBn/L+tIOY5q6ddJwZtvvum3w0tsAgBwNqhYXbt27SxHjhz+mwQAqbJMZloqQwQAwMmMGzfO7rrrLps2bZpf3QaAVFkmEwAA/F/N+4cfftgHZiS4B3C2EOADAJAEdIFco7MrdfSVV17hGANI3WUyAQBI69T/SyO1f/jhh1awYMHk3h0AaQgt+AAAJDKNtt65c2d74IEHrEmTJhxfAGcVAT4AAIlIZZnvuOMOO++882zo0KEcWwBnHSk6AAAkoi5dutjq1att/vz5oVHaAeBsIsAHACCRvPHGG/b666/72CxVqlThuAJIFqToAACQCH788Ufr1KmTV85p27YtxxRAsiHABwDgDP3555/WtGlTu+yyy+yll17ieAJIVgT4AACcge3bt1u9evUsa9as9sEHH1jmzJk5ngCSFTn4AACcpgMHDvgItVu2bPEUnXPPPZdjCSDZEeADAHAaDh8+bM2bN7dFixbZ7Nmz7YILLuA4AkgRCPABAEigQ4cOWbNmzezLL7/00WqVew8AKQUBPgAACQzub7vtNps5c6YH98q/B4CUhAAfAIB42rFjh9166632008/2bRp0+zGG2/k2AFIcQjwAQCIhz/++MPq16/vHWqVc1+rVi2OG4AUiTKZAACcggL6GjVqeHqOquUQ3ANIyQjwAQCIw/Hjx23AgAF2ww03WNWqVW3evHlUywGQ4hHgAwAQwdq1a+26666zJ5980qcvvvjCChUqxLECkOKRgw8AQJijR4/a8OHDrUePHnbOOefYV199Zddeey3HCECqQQs+AAD/z4wZM6xatWrWuXNnu/fee23p0qUE9wBSnSQL8Ldu3WoNGjSw7NmzW/ny5W3WrFlxDvPdqlUry5Url5UsWdImTpwYY/6YMWOsePHiljt3bmvdurWPHBh++bR27dq+jerVq9vixYtj5E126dLF8ubN60OHDx06NKleKgAgFQsEAt6J9vrrr/ea9gUKFLCff/7Zhg0bZjlz5kzu3QOAlBPgd+zY0YoWLWrbtm2zwYMH+4h/qh8cW58+fWz79u22adMmmzRpknXo0MFWr17t89Ry0rVrVx9IZOPGjbZhwwbr169f6LktWrSwunXr+vPbtGljjRs39kurMnLkSJszZ46vS/8/99xz/gUOAECwgWn8+PFWs2ZNz7X/77//bMqUKfbNN9/YxRdfzEECkGqlC6jpIpHt3bvXW0AUkBcpUsQfu+qqq6xt27Z29913x1hW88OH+db8smXLWu/evT3/cefOnTZixAifpwBd61i3bp2tWrXKS5bpSkHmzJl9fqlSpWzs2LG+rcsvv9xb8Js3b+7ztL6//vrL3n777VPu/+7duy1Pnjy2a9cuv3IAAIgOagT6/vvv7f3337cJEyb4b0ydOnXsscce80Gr0qVLl9y7CABnHJ8mSSfbNWvW+A4Eg3tRebHly5fHWE4t+ps3b7bKlSvHWG7+/Pl+e8WKFTFGCdS89evXe6uL5in1JxjcS5UqVXwbCvA1P/Z6lVsZieoaawo/gFKsWLFTftnH98cgJS+Xkvctvsul5H2L73Iped/iu1xK3rf4Lpdc28yQIYNPGTNmDN0OnyI9frJls2TJctIpa9asER9XymOOHDl8UnpK+HdsaqQ2LF3J/eGHH+zrr7+2zz77zH97dIVZV4x19VeNSgAQTZIkwFcLfuwzC91XS0ns5fRjpB+U8OX0eKT1BG/r8bi2cbLnBufFNnDgQHvmmWdOeFxXEPQjeDLxvQASLcsl57ZT+nLJuW1ec+o+NuozdOzYsdCkVubw+7EfV1+kky175MgRXybYeKHp4MGD/r/mJYROFsID/uDt8Pvh/8ee4npcJw6J2Vq+f/9+++eff/xK7cqVK+23337zhp6FCxd66o22pc6znTp1skaNGnm/rfTpqTMBIDolSYCvL+9gK3iQ7sfurKT7+jHSF3MwyA9fLvZ6greDPxAn20ak58bVWUqBvHL9w5ctUaKE/xCQogMgmuhkInbwHz7p+3jfvn3eIKL/w2/HfmzPnj1+FTZ8fvD2qU5u1LhzspOB8BOA8BMB7WP4vuj7+t9//43RgKR1n3/++XbhhRfagw8+aFdccYXn2fN9DiCtSJIAv1y5cp4fpC/+woUL+2OqcKP8+XD58uXz+epMG8zB13KVKlXy2xUrVvR5QZpXunRpy5Ytm89THr5aozJlyuTzlyxZYt27d4/xXP0fe72xBS9NA0C0U6u1rkye6urkmVBwr1TKYMAf+wQg0v3wx9Tiru/24ElC+P/6rtYJgFJsgicDqpSmlFA9pqlMmTJ8pwNI05Kkk62oak7+/PntpZdespkzZ3o9YZW1VFAfTgG5LqWqPKby51Wi7KeffvL8egXo11xzjT9frTFNmjTxsph9+/b156qTbcOGDb1z1FtvvWUvvPCC51rqkrLKm40ePdpHHlS+pdajDriqlHAqdLIFAABASpKQ+DTJEhA1CqBKW6qaTrdu3Wzy5Mke3KskWXhLuoL1YIdcnRToeQruRZ1khwwZ4kG8auErbaZXr16h56oCwvTp073W/ahRo7y8mYJ7UecpXZbV1QT9r32IT3APAAAApGZJ1oKfmtGCDwAAgJQkRbTgAwAAADj7CPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFEkSQa6Su00uq5oyHNGPgQAAEBKqKITHqeeDAF+BL///rv/H9fItwAAAEByxamXXnrpSZehDn4EGvlWo/BqoC5a8AEAAJASWvA16Ov27dt98NiToQU/ggwZMvj/Cu4J8AEAAJDS4tSToZMtAAAAEEUI8AEAAIAoQoAPAAAARBFy8BPB8ePHbcmSJd4pV7eRONKnT2/FihWzatWq+W0AAACcGgH+GVq9erV16dLFtmzZcqarQhwKFSpkQ4cOtQoVKnCMAAAAToEA/wwcPnzYOnXqZOeee64NHjzYLrzwQsuYkUOaWI4ePWorV660559/3jp27Giff/65ZcmSJdHWDwAAEI3IezgD8+fP91qkzzzzjFWuXJngPpHpZOmiiy6yvn372q5du2zu3LmJvQkAAICoQ4B/BtavX2/Zs2e3MmXKJN47ghOUKlXKxyPYsGEDRwcAAOAUCPDPwLFjxyxTpkxnsgrEk46zUnYAAABwcgT4SeC8886zefPm2b333muDBg2KMU+Pa/7JzJkzx9KlS2cjRoyI8fiYMWP88ddffz302ObNm/2xoGuuucYrzvz555+hxwKBgA9tnDVr1hjrmzx5slWtWtWvQhQtWtQ6d+5s+/bti9drvPnmm+2pp54K3d+/f79fyZg2bVpoP7S9XLlyWd68ee2KK67w/Y99nNQ6r74MQe3bt7enn346XvsAAACAExHgp0Djxo2zfPny2fjx40+Yp8cHDBhgR44cifP5ZcuWtYkTJ4buf/vtt5YtW7YTttGuXTvPb9+5c6d999139uuvv1rjxo39hOBUhg0bZq+99pqtWLHC7ysor1Klit1yyy2hZRTQ79mzx/744w+vNNSzZ0974oknYqxH82MH/gAAADh9BPgpjFqzP/jgA3v11Ve9U2nsvPMaNWp4a/zo0aPjXEfLli1twoQJofs6UdBjQarV//jjj3vnYAXkmTNntvPPP9/ee+89D/Rnzpx5yv1Uy7sCdp0kLFq0yEaNGuX7HEmePHnstttus5EjR9qLL75oW7duDc175JFHTnnCAgAAgPgjwE9hPvvsMy8F2aJFC6tdu3aMQD2oT58+Jw2KVS8+Q4YMtmzZMj9hUHnJJk2ahOavWrXK/v777xit7VK4cGGrWbOmff311/HaVwXnaoG/4YYbfJ904nEyN910k59cLFiwIPSYnqvBrGjFBwAASBwE+CmMWtubNWvmefTNmzePmKYTn6BYLfZ6roL7WrVqeRWaoP/++y8U0Memmv7btm2LdxlLXVHYsWOH3X777fFavmDBgr58Qk5YAAAAEH8E+ElIAW3soFX346q8o1rvn376qQf2orQWtbYrNz62UwXFugKglBsF+XfeeWeMeQUKFAh10I3t33//9SA8Pn766Sf76KOP7I477rDu3bufcnlVwdHJg/oRhKtbt64VKVLE3nnnnXhtFwAAAHEjwE9CSllRB9PYtfNLliwZcXnl3h86dMjTadS6rgo36vAaqRX/VEGxWviVJz979mxPjQlXvnx5r5oTrHgTHtyryk+dOnXiFaw/8MADXiVI1X6U1vPVV1+d9DlffPGFX5lQq39stOIDAAAkDgL8JNS0aVObMmWKd1xV7vm6devshRdeCLXQx6bKNo8++qgtXrzYW+01qWOqKuLo+ZGC4qFDh8a5/TfeeMOmT5/unWjDKchWYK7nK8hXnv7atWs9zUblLJUCdCpDhgzxzrNt2rTx9J+XXnrJHnzwQT9BiW337t1+HFQCs2vXrhGvENx4442eHjR16tRTbhsAAABxI8BPQhdddJG99dZb1qlTJ68Ff/3113s6S9u2bUPLVKpUyVvo//rrLz8R6Nixo7feB6e7777bDh48aN98803EoPiCCy6Ic/vlypWzSy+9NOK8u+66y08eevfu7YG6OvTqioEC7GBd/Zw5c/o+if7X/eBViIEDB3o9/uCyOjlQJR49HqRxAPQcXcnQCUG/fv1OGBcgnE44tm/fHo8jCwAAgLikC8Sn6HkaoxZnBb3KiQ/vnBqbOrmOHTvWZs2adVb3Ly3SyYw6H4efHAEAAKQVu+MZnwot+AAAAEAUIcA/Q1wAOTs4zgAAAMkc4Gu00gYNGlj27Nm9aktcaSwHDhywVq1aWa5cuby6jDqUxk6DKV68uF+KaN26tXcIDVLHUOWOaxvVq1f3zqlBgwcP9gGftN6KFSt6J8/EliNHDtu3b1/EjqVIPHrP9+7d68cbAAAAyRTgq7OoSjGq7rmCbeVPxx7gKLxj5aZNm2zSpEnWoUMHW716tc9bunSpV11Rx8+NGzfahg0bvKNmeK13lYvU81XNpXHjxl6+UTSS6/vvv+95SupMqpMDnRAkJpV7PHbsmJd/RNKZMWOGB/mXXXYZhxkAACA5OtmqtVWDKSkgV612ueqqq7yDpKrChNN8BfDB4E3zy5Yt69VdevToYTt37vQ666Ka7lqHyk1qACgF2LpSECwDqbrv6vSqbcWmln6dLKh0ZWxqgQ9vhVcnBlV+iU8nBu2nSlGqdryuFGhwKyQOnaytXLnS3/frrrvOB/YCAABIi3YnoJNtkkSja9as8R0IBveiEozLly+PsZxa9DWaauXKlWMsN3/+fL+9YsUKr54SPk8lGpXWo3lK/Qmv8V6lShXfRuwAf8+ePf64AvBIVNrxmWeeOa3XqisQKkc5c+ZMW7BggbfoI3HoKowG7NLVoJYtW3JYAQAA4iFJAny14Mc+s9B9tcbHXk5BnHLow5fT45HWE7ytx+PaRvC54dq1a2eNGjWyCy+8MOL+6kqBWvdjt+DHh/ZfNeU1AQAAAFEZ4GtwIwXJ4XQ/OFBS+HJq8d6/f38oyA9fLvZ6grf1eHy38cQTT9iff/7pLexxyZIli08AAABAapcknWyVsqL8IKXfBKnCjUZtDZcvXz4frVWdaSMtp5Sa2PNKly5t2bJl83nKwz9y5Eho/pIlS2Js4/nnn7dPPvnEJz0HAAAAiHZJEuCrFV0pMcpPV778xx9/bMuWLbOGDRuesKxKZD777LOeJz9v3jxftnnz5j5PedeTJ0+2hQsX+glD//79fXlR/r2mQYMGeQfZ4cOHe7pMrVq1fP7bb79tr732mldg0YkEAAAAkBYkWZlMBdwqbalqOt26dfNAXYH2+PHjY7Sy9+3bN9QhV6U09TwF7qLOt0OGDPETA9XCV158r169Qs+dMGGCV7DJmzevjRo1ymvdB6vY6KThn3/+8Vr4wZQeqrAAAAAg2iVJmcy0VIYIAAAASEnxaZK14AMAAAA4+wjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAoggBPgAAABBFCPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARBECfAAAACCKEOADAAAAUSTJAvytW7dagwYNLHv27Fa+fHmbNWtWxOUOHDhgrVq1sly5clnJkiVt4sSJMeaPGTPGihcvbrlz57bWrVvb4cOHQ/PWrl1rtWvX9m1Ur17dFi9eHJr3wQcf2GWXXWZZsmSx9u3bJ9XLBAAAANJGgN+xY0crWrSobdu2zQYPHmzNmjWzHTt2nLBcnz59bPv27bZp0yabNGmSdejQwVavXu3zli5dal27drWpU6faxo0bbcOGDdavX7/Qc1u0aGF169b157dp08YaN25sR48e9Xn58+e3xx57zNq2bZtULxEAAABIcdIFAoFAYq907969VqBAAQ/IixQp4o9dddVVHmzffffdMZbVfAXwam0XzS9btqz17t3bevToYTt37rQRI0b4vNmzZ/s61q1bZ6tWrbIaNWr4lYLMmTP7/FKlStnYsWN9W0FPP/20bd682UaOHBnv/d+9e7flyZPHdu3a5VcOAAAAgOSUkPg0SVrw16xZ4zsQDO6latWqtnz58hjLqUVfwXflypUjLrdixYoT5q1fv97TejRPqT/B4F6qVKlywjbi49ChQ37QwicAAAAgNUqSAF8t+LHPLHRfj8deLkOGDJ5DH2m52OsJ3tbj8d1GfAwcONBPSIJTiRIlErwOAAAAIGoD/Jw5c57QCq77ejz2cseOHbP9+/dHXC72eoK39Xh8txEfSgXS5Y7gpHx/AAAAIDVKkgC/XLlyHigr/SZIFW4qVaoUY7l8+fJZ4cKFvTNtpOUqVqx4wrzSpUtbtmzZfJ7y8I8cORKav2TJkhO2ER+qtKPW//AJAAAASI2SrAW/UaNGXiFH+fIff/yxLVu2zBo2bHjCsiqR+eyzz9qePXts3rx5vmzz5s19XsuWLW3y5Mm2cOFCP2Ho37+/Ly/Kv9c0aNAgz6EfPny4p/vUqlXL5+vKwMGDB72qTvhtAAAAIJolWZlMBdxKdVE1nW7dunmgrhb78ePHx2hl79u3b6hDrkpp6nkK3EUdbIcMGeInBqqFr9z4Xr16hZ47YcIEmz59uuXNm9dGjRplU6ZMsYwZM/o8VdNRS79OCt58802/HV5iEwAAAIhGSVImM7WjTCYAAABSkmQvkwkAAAAgeRDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARJH/G/YVAAAAwFl18OBB27lzp2XMmNFy5cplWbJkSZT1EuADAAAASezIkSM2e/Zsmz59us2fP99WrFjhwX24okWLWuXKle3qq6+2evXqWbVq1SxdunQJ3la6QCAQSMR9T3NDAQMAAABxWbNmjb388ss2fvx4D+hLlixptWrVsipVqlixYsUsX758dvz4cfvvv/9s/fr19vPPP9sPP/xge/bssYoVK1q7du2sbdu2dvTo0XjHp7TgAwAAAIns999/tx49etiHH35oBQsWtA4dOtjtt99uVatWPWWrvIL5mTNn2jvvvGNdu3a1fv36WefOneO9bVrwI6AFHwAAAKdj79691rt3b3vttdescOHCfrtVq1aWNWvW01rfunXrbPDgwfbmm296S398WvAJ8CMgwAcAAEBCzZkzx1q3bm2bN2+2Xr162SOPPGLZsmWzxKC8/csuuyxeAT5lMgEAAIAzoJQapeNcc801VqRIEVu8eLH17Nkz0YJ7qVChQryXJQcfAAAAOE3btm2zFi1aeIWcgQMHWrdu3SxDhgyWnAjwAQAAgNOwbNkyu/nmm23fvn3eKfbaa6+1lIAUHQAAACCBvv/+e7vyyistb9689ssvv6SY4F4I8AEAAIAE+Pjjj+2GG27wgai+/fZbr22fkhDgAwAAAPH03nvvWePGjT01R6PSavCplIYAHwAAAIiH999/3+68806fJk2aZFmyZLGUiAAfAAAAOIUpU6Z4tZzmzZvb6NGjk71STrIE+Fu3brUGDRpY9uzZrXz58jZr1qyIyx04cMBH98qVK5fnL02cODHG/DFjxljx4sW9oL8GDjh8+HBo3tq1a6127dq+jerVq3vN0SCN9NWlSxfv+HDuuefa0KFDk+qlAgAAIIpNnz7dA/vbbrvN3nnnnRQd3CdpgN+xY0crWrSo1wbV8LrNmjWzHTt2nLBcnz59bPv27bZp0ya/1NGhQwdbvXq1z1u6dKl17drVpk6dahs3brQNGzZYv379Qs/VWVTdunX9+W3atPF8KA00ICNHjvTRxLQu/f/cc895fVIAAAAgISPINm3a1OrXr2/jxo2zjBlTfpX5dIFAIJDYK927d68VKFDAA3KN5iVXXXWVtW3b1u6+++4Yy2q+AngNvSuaX7ZsWevdu7ePCLZz504bMWKEz1OArnWsW7fOVq1aZTVq1PArBZkzZ/b5pUqVsrFjx/q2Lr/8cm/B19mWaH1//fWXvf322yfs76FDh3wK2r17t5UoUcJPGoLrPpV06dLF+/gkZNmkXDf7wfHgs8ffYjj9aCmfVN97J/tfk6666sqqphw5clj69GR8Aog+a9assVq1alm5cuXsq6++8qyR5KL4VB16d+3a5d+9J5MxqQ6GdiAY3EvVqlVt+fLlMZZTi/7mzZutcuXKMZbTmZKsWLHCbrzxxhjz1q9f72k9mqfUn/AAvEqVKr4NBfiaH3u9M2bMiLi/GnXsmWeeOeHxhQsXnvISTELOj1iW48Dngb+LM/1+SMrvEV0BVRpkcEqI8IA/X758ds4553h6pKbgbV3VLV26tBUuXDjBDQzAyQQzAdQoeOzYMQ/C9DlUw198G+qA2BSjKg4tWLCgffLJJ8ka3CdUkgT4asGPfWah+/rDi72cAujwA6bl9Hik9QRv6/G4tnGy5wbnxaYrBUoFit2Cr7qmpzpDAoBopID/yJEjfnVTwX74/wcPHvTvU31X7tmzx/8PTrr/33//2ZYtW2zBggX277//+hRMn5SsWbN6oK/p/PPPt4suusgbaPR/zpw5k/V1I3VQQ+Lnn39uX375pTfGKRCLRFeW9DnTVX0NSHTTTTd5vz7gVDQyrfqS6jvv66+/9syU1CRJAnx9QeuLPpzux/7i1n2dae/fvz8U5IcvF3s9wdt6/FTbiPTcuH44gpecAQD/Ry3savlMjNZPnSzoiq1aWHUVVmmW+l+ThnYfPny4/xZImTJl7H//+58XUNCk25kyZeJtgQdaKsQxatQo+/HHH/2zqSv2999/v1WqVMkLdajVXqlmiivUB1DFOHRl/4cffvDn6nOmYP+OO+7wlGAV4gAifWfdd999tnLlSv+s6UpQapMkAb7ylJQfpDNqXYoVVbhR/nw4/SFqvjrTBnPwtZz+UKVixYo+L0jzdCaeLVs2n6c8fLUwBb/8lyxZYt27d4/xXP0fe70AgLN7spA/f36fwlMng3RF4LfffvPvcE0///yz9ezZ0x/X933NmjWtXr163vqq73HSe9IW/c6rJKGKbKgvnUYP1UBDal1V/4+Tufbaa0O3FZcozUJ1zB999FG/eq8qfuqvd+GFF56FV4LU4rnnnvPPmD4rSvFOlQJJ5Lbbbgs88MADgf379wemTZsWyJcvX2D79u0nLNetW7dAgwYNArt37w7MnTs3kCdPnsDKlSt93pIlSwL58+cP/PLLL4GdO3cGrr322sBTTz0Veu6ll14a6Nu3b+DgwYOBYcOGBUqXLh04cuSIz3vttdcCF198cWDLli2BVatWBYoUKRL46quv4rXvu3btUuKq/w8AOPsOHTrkvwkvvPBC4Oabbw5kz57dv5eLFy8eaNeuXWD27NmBo0eP8tZEuR9//DFQuXLlQLp06QLNmzcPLF++PFHW+88//3j8ULRoUV93y5YtQ7EH0rYvvvjCPxO9evUKpDQJiU+TLMBXYF2/fv1AtmzZAuXKlQvMnDnTHx83blygYsWKoeV0AqA/rBw5cvgX9/jx42OsZ/To0f4HmDNnzsA999zjwXzQmjVrArVq1QpkzZo1UK1atcCiRYtC844dOxbo3LmznzAUKlQoMGTIkHjvOwE+AKQsBw4cCMyYMcO/18877zz/kdNvwyOPPBJYuHBhcu8ekuD97tSpk7/Pl1xyiTf0JQXFFCNGjPD4I3369IG2bdsG/v333yTZFlK+1atXe9yohmfFkSlNQuLTJCmTmdolpAwRAODs0s/WvHnzPKdal9HVoVdpPA8++KCPuaJOvEi9lH6rEtfKf9Y4Op06dUryQYWU3//GG2/42DzK09f/2i4VeNJW7FezZk0fKPWnn37yODA1x6cULgYApCrKwVdHyVdeecU77n700UdeplOdJlUhJTiAIlKfjz/+2C6++GLvf6Egq3PnzmdlxFAV2njooYe8Os9dd93l/fmqVavmnXMR/Y4fP+7fH/o+0dhMKTG4TygCfABAqqWKKbfeequXS1TL75133mnPP/+8V714/PHHvUQnUsdVmaFDh/p7qbrj6midHJ0bVQrxtddes0WLFnkLqUprKvBX+VdEr759+/rJ5fjx461ChQoWDQjwAQBR4YILLrCXX37ZR1FXUKZR0FV5TSOZE6Cl7NZTtdRrPBq1nKtySXKPh6BxGdR6/+KLL9rbb7/tYzTENVgmUrepU6f6YKfPPvus3XzzzRYtCPABAFFFI+cOGDDA/vjjDy+BqBZ9lW9+/fXXYwy4heSnfHfVsVer+ciRIz3nXoNTpQRKDdLnZ9myZX7yqFKtystXjX1Eh+XLl3tKVtOmTb00bzRJGX9FAAAkMo21okBfqTt169a19u3b26WXXuoj7CL56WTrnnvusTFjxti7775r7dq1s5RIV4GUAvbqq6/aW2+95X0Efvnll+TeLZyhHTt2eErYeeed55/BaBtfgwAfABDVNMKpAsj58+f7j7gGVnz44YdPGA0dZ7flXp0aVQVp0qRJPuBUSqbPjVrvFy5cGBp8TSePwRGYkbocO3bMWrZsaf/995+n6CR3SlhSIMAHAKQJar1XkD9kyBDPq9ZI5zNnzkzu3UqTHWrVR0LBvUqdqrRpaqERb1WiVX0FnnzySbv66qtt/fr1yb1bSKCePXv6VZnJkyfb+eefH5XHjwAfAJCmqu488sgjtmLFCg/wlbqjDp4HDhxI7l1LM9TpWR2g1Sfitttus9RGtfHVej9nzhwvq6hqP+PGjUvu3UI8TZo0yZ577jnvm3P99ddH7XEjwAcApMm0nenTp3vVHQWal1xyif3666/JvVtR76WXXrJ+/fp5Z9q2bdtaanbFFVf4Z+aWW27xjpoq0aoBiJByLVq0yNq0aeMpYTrRj2YE+ACANEnVWpSLr7xqtcoqr1qdKJE0Pvnkk1ApzMceeywqDrMGRBo7dqzXT//000+9Nf/7779P7t1CBFu3bvVOtUqz0qjF0dapNjYCfABAmqZUnblz59q9997rrcpq4aMUYuKXI1SnRgVYgwYNsmij17Z48WIfSVl5+U899ZQdOXIkuXcL/4/ei9tvv91T8TTytTpKRzsCfABAmpc1a1avw/7OO+94ju7ll19ua9euTfPHJTFs377d01hUblLVjFJKnfvEpnKL33zzjT399NM2cOBAHwWXz1DK8Oijj/qVlQ8//NDT89KC6PwrAwDgNKh0o6qkqAVf5TTVkRJnVuu+efPmtnPnTps2bVpUliOM3YlbrfcKJpUSUq1aNa+xrspBSB5vvvmmj2Hwyiuv+ElXWkGADwBAmCpVqthPP/3k/6vKhgI0nJ5u3brZ119/be+//7634KcV6s+hDriqEtS6dWu74447fGAlnF3ff/+9Pfjggz7IXYcOHdLU4SfABwAglvz583uVHY20qgDtiSeesOPHj3OcEkBjDahKkVpO69Spk+aOXa5cuWz06NFe718113XC+O233yb3bqUZf/75pzVt2tTT7fQ5TGsI8AEAiECVdVRt48UXX/S62eqkd/DgQY5VPPz444/eavrAAw+kuZbT2PS5UQdcDaikEx0NsnT48OHk3q2otm/fPu/3oc60H3zwgf8tpzUE+AAAxEGl9FQvW8PZf/bZZ1avXj3PJ0fcNm7caE2aNPE0FeU+R3s5wvhQx85Zs2b5AFkaYKl27dq2evXq5N6tqKT+Dq1bt7Y1a9bYxx9/bIUKFbK0iAAfAIBTaNSokX311Ve2ZMkSL4P4999/c8wiUBnCxo0bW5YsWdJsy2lcMmTI4KleKsmqAbH+97//+bgLdMBNXBpI7f333/eKTUqLSqsI8AEAiAe1un733Xde9rFWrVq0wMaiQPW+++6z3377zSvmnHPOOXyuItCoyRpcTbXzNe6COuJu2bKFY5UIJkyYYL179/ZSpbqKlJYR4AMAEE+VKlXy/PLs2bN7wL9gwQKO3f8zePBgmzhxolcdUnlIxE3lQkeNGuV12dXxVoOt6djRmn/6dByVmqNSt717907zHz8CfAAAEqBEiRLekl+2bFm77rrrqJVvZp9++ql3Hn3yySetWbNmfJ7iSa3MK1as8HKswZF+Sf9KOF010rFTnXudOKWj30fiB/hqzahataq3bihP8Y8//ohzWY3wphYQLVu9enXvZR6kcmRdunSxvHnz2rnnnmtDhw6N8dwvvvjCv1xz5MjhPaXD68v26dPHz4Y1Wp5GJAQAIDEVKFDAZs6caZdeeql3vJ0xY0aaDq4UnKqfwjPPPJPcu5PqKJVJscqUKVN8/AXFLyoxSmt+/GzevNnq169vxYsX9ysi9PtIggD/0KFDfjbauXNnz1FUD/q77rorzuVbtGhhdevW9WXbtGnjHXM06p1oyHCNIKhe5vpfJcpmz57t85Srpi8T9c7XbdWa1TaDypUr5zVPa9SokZgvDwCAGGkWqqyjVnwFtx999FGaOzpqXNNrV5WYsWPHesMaTo9iILXmqyVafRluvPHGkzaSwryzcoMGDezIkSP2+eefW548eTgsQYFENH369ECFChVC9/fu3RvIli1bYMOGDScsu3LlykDu3LkDhw4dCj1WsmTJwLfffuu3a9asGZg0aVJo3lNPPRVo3bq13x45cmSgXr16oXm///57IGvWrIGDBw/G2MbVV18dmDhxYoJfx65duzSmtP8PAMDJHD58OHD77bcHMmTIEBg7dmyaOVhHjhwJ1K1bN5A/f/7A2rVrk3t3osrnn38eKF68eCB79uyBwYMH+2cMMSnGrF27diBv3ryBxYsXp4nDsysB8WminmrrzLNy5cqh+0qf0cAOejzSsuXLl49xKUXljJYvXx5xXUr7iWuetpExY0Zbt27daV952L17d4wJAID4yJQpk1fv0Ki36uD3+uuvp4kD161bN6/trpKEZcqUSe7diSpKOVHMc//991uPHj08jfn7779P7t1KMYIZI0rt1ojTabkcZlwSNcDfu3ev5c6dO8Zjuq/HE7ps7Pknm3ey7cTHwIED/bJOcFIHKgAAElLjXJ37HnroIR/BdciQIVF98PRalQr7yiuv2LXXXpvcuxOVFNe89NJL9vPPP3tfRXUgVerOtm3bLC1TOo5SvJW+/cknn9hll12W3LuU+gN85ctnzZo14qSBBZSPGLv1W/f1eGynWjb2/JPNO9l24kNnx8rjCk4ahQ8AgIRQ/rkCMlWTUeu2OpxGY0dJlSN88MEHQxOSlgbEUmnWESNGeEdcZT+8+eabduzYsTTZcn/77bd71SYNpHbNNdck9y5FR4D/5Zdf2sGDByNOKo2lnt9Lly4NLb9v3z6vlKPHY9Njq1at8jOxII0QqBrDwfnh69JlmLjmKTVHnXNP9xKhRtzTmXL4BABAQqk8X//+/f3KsAbbefTRR70qXLTQ723Tpk3tqquu8pMZnL0rRLoytHLlSrvppps8dUcVnFSuNS2NkqwOyKqiOHXqVO9ci7OUoqMzKaXJaJALnWWpVV8jtpUqVeqEZXUGqmnQoEG+7PDhw/0DrNEBpVWrVvb888/b1q1bvZKOzlbvvPPOUE/zefPmeVmy/fv3e1lM1d1VoC46adBJh75Uw28DAHA2PPHEEzZs2DAPglUlLlghLjXTlXJVzFH5auXdq+8Bzi6VDVe1oh9++MFjJp1oqUV7w4YNUf1W7NmzxwN6peWocpVOcnAKid3Dd/78+YHKlSt7VZsrr7wyRgWddu3a+RS0Zs2aQK1atXzZatWqBRYtWhSad+zYsUDnzp0DefLkCRQqVCgwZMiQGNv57LPPAmXKlPEqPQ0bNgxs3749NO+ee+7xXsbh09dffx3v10AVHQBAYpgwYUIgY8aMgVtuuSVw4MCBVHtQVfHu+uuv9+p3K1asSO7dwf+Lk8aMGRMoUqRIIEuWLIFevXoF9uzZE3XHZuPGjYGqVasGcuXKFfjuu+8CadmuBFTRSad/TnUSkNaolUKdbZWPT7oOAOBMqD73bbfd5p0Bp02blup+V3QFXNWB1GqvK+fkPacsypxQSpg6dufPn9969+7tnXGj4QrLr7/+6i33ulqhlvvwCopp0e4ExKeMSAEAQBJSOoH6sC1atMgrzij1NDVRIQqVAVVqCMF9yqMCI+r3ofx8fb7U8blChQo2fvz4VJ2erFFpVTmoSJEiPsJvWg/uE4oAHwCAJHbFFVd49Zm//vrLg5Y///wzVRzzoUOH+kjy+l+53ki5zjvvPBs3bpy3el900UXel7FatWr28ccfp6pqTocPH7ZHHnnEr3rVq1fP/24U5CNhCPABADgLNGCjBitSAFOjRg1bsGBBij7u6iTctWtX7zDcuXPn5N4dxJMGfVIqmEprFihQwG655RYvtfnee++l+NKaa9assauvvto/expnYfLkyT5oKhKOAB8AgLOkbNmyXgWudOnSHsgoDSEl0mi8nTp18gB/wIAByb07OA2XX365zZ4926dzzjnH7rjjDrvwwgvtrbfe8pPMlESpRKo4pZPgLVu2eLWchx9+2MvO4vQQ4AMAcBYp2FLQpZKTSkNQueiUlEKhstWqua4A64UXXiDISsUUINepU8f7gMyfP99Td9q2besnmH379rV//vknuXfRrzTUrFnT03JU319jIuk+zgwBPgAAZ1m2bNm84+pTTz3lnVhbtGjhtb6Tk04yNK5Mx44dPdhSiyotqNFDA2NpJNzly5fbzTffbIMHD7aSJUta8+bN7ZtvvjnrHXJ/++03/9zXrl3bx4nQoF1KyyElJ3EQ4AMAkAzSp0/vrajKM1YJQAVgy5YtS5b3QoNCqtVe+6MrCiq5SHAfnSpWrOgpWH///be/z4sXL/ZWfrXqP/74495JN6muKGm9CuQ1GnKlSpX8tlKG1B9FHdGReKiDHwF18AEAZ5NGbFe6zu+//+4t50pVOFsB9r///usVcpQqocBPI+8i7VDQrc7fEydO9JPN//77z8qVK+cVbOrWreulUVWK80zWv3TpUq/m8+6773pHWvVF0cmExlfInDlzor6eaLY7AXXwCfDP8AACAJAY9u/f79Vq3nzzTbvhhhts1KhRVqpUqSQ9uGpBbdmypbfgf/DBB7SipnH6HHz11VdehUeDmm3YsMEyZszoufuXXHKJVa9e3YNztfYXK1bMsmbNGuNE9NChQ7Zx40b7448/PKhX3r9OHvSYThJU0UeDcKmDua5gIWEI8M8QAT4AILlMnz7dW/DVyKSceFWzyZIlS6Ju48CBA/bkk096fXvlQE+aNMkDNiC85V1XlGbNmmU///yzT0ohCy+1qRFmg637OkHVCUKQgn+V59QIzvXr1/egPrE/x2nNblrwz94BBAAgsen3p2fPnp4yo1b8gQMHet6yAqozDdqUhqHa9qqgohFQu3TpcsbrRdqgAF6t8evXr/fPz969e32S7NmzewfZ4sWL+6Bb6sCbKVOm5N7lqEKAfxYPIAAASWXFihXWvXt3+/zzzz01QnXplVKj36iECKbgqFPlL7/84lVUVAKzfPnySbbvAJIvPiUBCgCAFFzxRBV2fvrpJ093ULrOueeea02aNPHqI+qcG1fFk61bt/pzVR1Hrao6McifP7+nXHzyyScE90AUo5NtBLTgAwBSor/++svee+89n5QTreBeNfWVEqHgXR0i9Rum9InNmzf7c9QhUuk9d911l1WpUiW5XwKA00SKzhkiwAcApHS6TD937lwfMEg50frtUipOrly5rEiRIt5Crw6OCv6paQ+kfgT4Z/EAAgAAAEmNHHwAAAAgjaKTLQAAABBFCPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFEk0QP8BQsWWNWqVS179ux29dVX2x9//BHnsmvXrrXatWv7stWrV7fFixeH5h0/fty6dOliefPm9VH7hg4dGuO5X3zxhQ/bnSNHDrvllltsx44d/vihQ4esdevWPmqfSl1ec801tnTp0sR+mQAAAED0B/gKrjV8dufOnW379u1Ws2ZNHzkvLi1atLC6dev6sm3atLHGjRvb0aNHfd7IkSNtzpw5Pgy3/n/uueds9uzZPm/Lli0+5Parr77qtzWoh7Ypen6ZMmVs3rx5vt5GjRrZrbfempgvEwAAAEix0gU0znUimTFjhre6a1Q92bdvnxUqVMjvlypVKsayq1atsho1atjWrVstc+bM/piWGTt2rF111VV2+eWX+7qaN2/u83r37u1DdL/99tv2+uuv29SpU70VP3gl4KKLLrKdO3dalixZYmzn8OHDljVrVt9OgQIF4jwx0RQ+kECJEiUY6AoAAABpe6CrFStWWOXKlUP3lT5z/vnn++ORltUw2sHgXqpUqWLLly+PuC6l/cQ1T9vImDGjrVu37oTtaBhvpfjEFdzLwIED/YAFJwX3AAAAQGqUqAH+3r17Tzij0H09ntBlY88/2by4tqMznHbt2ln//v1Put89evTwZYPTxo0b4/2aAQAAgJQkY0IWVr688uEjefLJJy1nzpx++SCc7uvx2E61bOz5J5sXaTsHDx703PsGDRp4fv/JKK0ndmoPAAAAEPUt+F9++aUHzpEmBfgVK1aMUbFGOfjKj9fjsekx5eEfOXIk9NiSJUusUqVKofnh61KFnbjmKTUn2LlWdPuOO+6wokWL2gsvvJCwIwIAAACkYomaoqOSlEqTGTNmjHda7devn11yySUndLAV5d9rGjRokC87fPhwy5Ahg9WqVcvnt2rVyp5//nnvHKtKOm+++abdeeedPk/VdlQlR5169+/fb3369LFmzZqFWuHvv/9+O3DggO9HunTpEvMlAgAAAGknwFeAPWXKFHvxxRe9fv0PP/zgVXGC2rdv71PQhAkTbPr06b7sqFGj/LnqLCsdOnSwK664wsqVK+f/d+vWza677jqfd84559j48ePtwQcftIIFC3re/Msvv+zzVHdfgb1SifLly+dpO5q+++67xHypAAAAQPSXyUyLZYgAAACAqC2TCQAAACB5EeADAAAAUYQAHwAAAIgiBPgAAABAFCHABwAAAKIIAT4AAAAQRQjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAoggBPgAAABBFCPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiSKIH+AsWLLCqVata9uzZ7eqrr7Y//vgjzmXXrl1rtWvX9mWrV69uixcvDs07fvy4denSxfLmzWvnnnuuDR06NMZzv/jiCytbtqzlyJHDbrnlFtuxY0do3gMPPGBFihSx3LlzW+XKle3TTz9N7JcJAAAARH+Af+jQIWvSpIl17tzZtm/fbjVr1rS77rorzuVbtGhhdevW9WXbtGljjRs3tqNHj/q8kSNH2pw5c2z16tX+/3PPPWezZ8/2eVu2bLGWLVvaq6++6rdz5crl2wzq2rWrbdiwwXbv3m1vv/22tWrVKsYJAAAAABCtEjXA/+abbyxnzpwerGfNmtV69+5tP//8c8RW/FWrVvnUo0cPX7ZTp0527Ngx+/HHH33+2LFj7fHHH7dzzjnHypcvb/fff7+NGzfO53300Ud+8lC/fn1vwX/mmWfs/fff9xMMqVChgmXJksVvp0uXzg4ePGj//PNPnPut5+lkIHwCAAAALK0H+CtWrPCUmCAF3+eff74/HmlZBe6ZM2cOPValShVbvnx5xHUp7SeuedpGxowZbd26daHHHnzwQcuWLZtdeumlVq9ePatYsWKc+z1w4EDLkydPaCpRosQZHQcAAAAgKgL8vXv3et57ON3X4wldNvb8k82LtJ3hw4f7/ZkzZ3pfgJPRVYRdu3aFpo0bNybodQMAAACpMsBXvrzSaSJN/fr18/Sc2Oktuq/HYzvVsrHnn2xeXNvJkCGDXX/99TZr1iybMWNGnK9L6Tw6QQifAAAAgKgP8L/88kvPZ480Pfnkk54Gs3Tp0tDy+/bt80o5kdJj9Jhy8I8cORJ6bMmSJVapUqXQ/PB1qcJOXPOUmqPOuWXKlIm436rIo/0AAAAAol2ipuhcc801nhYzZswY77iqVv1LLrnESpUqdcKyyr/XNGjQIF9WKTVqca9Vq5bPV+Wb559/3rZu3eqVdN5880278847fZ6q7cybN89b5ffv3299+vSxZs2aeUu8tj9+/Hj/X0H/hx9+aF9//bVdeeWViflSAQAAgOgP8BVgT5kyxV588UWvX//DDz94NZyg9u3b+xQ0YcIEmz59ui87atQof646y0qHDh3siiuusHLlyvn/3bp1s+uuu87nqbKOgnh1pC1YsKDnzb/88suhqjlvvfWWFS9e3AoUKGADBgzw7YR3ygUAAACiVbpAIBBI7p1IaZTPr2o6OnEgHx8AAACpKT5N9JFsAQAAACQfAnwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARBECfAAAACCKEOADAAAAUYQAHwAAAIgiBPgAAABAFCHABwAAAKIIAT4AAAAQRQjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAokiiB/gLFiywqlWrWvbs2e3qq6+2P/74I85l165da7Vr1/Zlq1evbosXLw7NO378uHXp0sXy5s1r5557rg0dOjTGc7/44gsrW7as5ciRw2655RbbsWPHCeufO3eupU+f3gYNGpTIrxIAAABIAwH+oUOHrEmTJta5c2fbvn271axZ0+666644l2/RooXVrVvXl23Tpo01btzYjh496vNGjhxpc+bMsdWrV/v/zz33nM2ePdvnbdmyxVq2bGmvvvqq386VK5dvM5xOEB555BG79NJLE/MlAgAAAGknwP/mm28sZ86cHqxnzZrVevfubT///HPEVvxVq1b51KNHD1+2U6dOduzYMfvxxx99/tixY+3xxx+3c845x8qXL2/333+/jRs3zud99NFHfvJQv359b8F/5pln7P333/cTjKA33njDLrvsMrvwwgtPud963u7du2NMAAAAQGqUMTFXtmLFCqtcuXLovoLv888/3x8vVarUCcsqcM+cOXPosSpVqtjy5cvtqquuOmFdSvuZMWNGxO1oGxkzZrR169Z5QK8rAi+99JKn6KgV/1QGDhzoJwmx/fXXX5Y7d+7TOBIAAABA4gk2QKtB/KwG+Hv37j0hINZ9PZ7QZWPPjz2vUKFCcT63Z8+enr+fL1++eO23riJ07do1dP+XX36xa6+91ipVqhSv5wMAAABnw++//37KFPQEBfjKl1c+fCRPPvmkp+fETm/RfT0e26mWjT3/ZPPC5y9atMjmz59vw4YNi/frypIli09B1apV8/83btxICz4AAACSnWLdEiVKeJGZU0lQgP/ll1+edL5SaJT7HrRv3z6vlFOxYsUTltVjysE/cuSIZcqUyR9bsmSJde/ePTR/6dKloeeqwk6wRV2PTZ06NbQupeaoc26ZMmVsxIgR3jG3WLFiPm/Xrl2evqP9GDVqVLxeZ4YMGUJXBUjRAQAAQEoRjFPPWifba665xtNkxowZ4x1X+/XrZ5dccskJ+fei/HtNKmGpZYcPH+47XKtWLZ/fqlUre/75523r1q0esL/55pt25513+jxV25k3b56fUOzfv9/69OljzZo181b4Bx54wC9d/Prrrz41atTIK+xoXQAAAEC0S9QAXwH2lClT7MUXX/T69T/88INXwwlq3769T0ETJkyw6dOn+7JqXddz1douHTp0sCuuuMLKlSvn/3fr1s2uu+46n6fKOuPHj7cHH3zQChYs6K30L7/8ss9TTf3ChQuHpmzZsnnqjrYBAAAARLt0gUAgkNw7kRJznPLkyeMnDqToAAAAIDXFp4laRSetUv8A9U9Qp1wNsIXEuRqk0qj16tXzKzYAAACIH1rwz/AMSWlGSkk699xzrUKFCqEUI5w+XVRSB21VRNJYChrVWGMdAAAApFW7ExCfEuCfwQHUgFpqYb7jjju87n769InapSHN27lzp7Vt29aKFClir776apo/HgAAIO3anYAAn4j0DKgTsVqb77vvPoL7JKCO0bfffruPa3Dw4MGk2AQAAEDUIcA/A2rBz5Url59NIWkUL17ch2SOPbAZAAAAIiPAPwNqvU+XLt2ZrAKnEDy+FHsCAACIHwL8JHDeeef5QFz33nuvD+QVTo9r/snMmTPHA1uNyhtOA4jp8ddffz302ObNm2OcZGiwMfUF+PPPP0OPKTjW0MZZs2aNsb7Jkyd7pRqNHVC0aFEfEEydW+Pj5ptvtqeeeip0XwOOaSThadOmhfZD29MVDqXaaCwD7X/s46Rta5yC4PTWW2/Fa/sAAACIjAA/BRo3bpzly5fPB/OKTY8PGDDAjhw5Eufzy5YtaxMnTgzd//bbb33Ar9jbaNeunfXt29c7s3733Xc+8q9GCY5Pa/mwYcPstddesxUrVvj9p59+2qpUqWK33HJLaBkF9Hv27LE//vjDOyH37NnTnnjiiRjrmT17to9+HJzUnwEAAACnjwA/hTl8+LB98MEHXjVm7ty5tmHDhhjza9So4a3xo0ePjnMdLVu29PKdQTpR0GNBqtX/+OOP2zPPPOMBeebMmb0M5XvvveeB/syZM0+5n6VKlfKAXScJKmepkYjjqnSjPgq33Xabl7tUSdGtW7fG82gAAAAgoQjwU5jPPvvMB3lq0aKF1a5dO0agHtSnT5+TtuKrHn+GDBls2bJlfsLw+eefW5MmTULzV61aZX///XeM1nYpXLiw1axZ077++ut47esjjzziLfQ33HCD75NOPE7mpptu8pOLBQsWxGv9AAAASDgC/BRGre3NmjXzPPrmzZtHTNNRQF2sWLETctrDqcVez1VwX6tWrRj1Uv/7779QQB+bBuzatm1bvPZVg3rpisKOHTu8nGV8li9YsKAvH/5alKMfnNRHAQAAAKePAD8JKaCN3cqu+5kyZYq4vAYu+PTTTz2wF6W1qLVdufEJbcXXFQCl3CjIv/POO2PMK1CgQKiDbmz//vuvB+Hx8dNPP9lHH33kA3117979lMsfPXrUTx7UjyBI6UDqAxCcdAUBAAAAKTDAV551gwYNvEpK+fLlbdasWRGXO3DggLVq1cqrrZQsWTJG51BRK7VqoasFunXr1p5yErR27VpPY9E2qlevbosXLw7NU763qrroeVrvwIED7WxTyoo6mIZbv369708kyr0/dOiQp9OodV0VbtThNVIrft26dX2E13feeSfiutTCrzx5dWJVakw4vR+qmhOseBMe3KsFvU6dOvEK1h944AGvEqRqP0rr+eqrr076nC+++MKvTKjVHwAAAKkswO/YsaMHkWqxHTx4sKedhKdmhLdEa8CoTZs22aRJk6xDhw62evVqn7d06VLr2rWrTZ061TZu3OgdTvv16xejlVqBrp7fpk0brwCjwFPq1atnCxcu9AGS1NKsIFkB5tnUtGlTmzJlindcVe75unXr7IUXXgi10MemyjaPPvqon6io1V6TTlR00qPnRzp2Q4cOjXP7b7zxhk2fPt070YZTkK3AXM9XkK+TJp0sKc1G5SyVNnMqQ4YM8c6zOu46iXrppZfswQcf9BOU2PQe6Di0b9/e38/4XiEAAADAaQgkgT179gQyZ84c+Pvvv0OPXXnllYF33nnnhGULFy4cmDdvXuj+XXfdFXjmmWf89hNPPBFo3759aN6sWbMCpUuX9tsrV64M5M6dO3Do0KHQ/JIlSwa+/fbbE7ah/bjooosCw4YNi9f+79q1S3Ui/f+TGT16dODaa6894fFSpUoF5s6d67enTJkSqFKlSiBXrly+7/379w8cO3YstGzFihUD48aNC2zcuDGQIUOGwLp162Ks6+DBg4ECBQr4a9f2brzxxhjza9as6fsadPXVVwcmTpx4wj6tX78+kCVLlhiPTZo0yfcta9asgXPPPTfw0EMPBfbu3RuanyNHjsCcOXP8tv7XfdE+5smTJ7BixYoY66tXr16gT58+of3Q9vQcvU+1atUKvP322yccp2zZsvkywalv374xlvnxxx8DF198cWDz5s0nvCYAAIC0Ylc841PJaElgzZo13rqrFJIgpZssX748xnJq0VceeOXKlWMsN3/+fL+tGus33nhjjHlKcVFaj+Yp1SS8dVp12LWNq666yu+rAo3KOKq+umrDK6c9ErU6h7c8q8X5TISXttRVBU1xCT8mwasP4VRRJ7zTqwbPCqdSmuG++eabiNvRoFIHDx6M8ZiuJMR1NUF03IKuvPLK0P3SpUt7vnxs4VdI4tqPcLFLgAIAACCFpugoEAyv2iK6Hx4wBpdTOUfl0EdaLvZ6greDgyKdahuqJKMyjkr1UZ5/+HbCKT9fJyTB6VTlHgEAAIA0FeDnzJnzhFZw3dfjsZc7duyY7d+/P+JysdcTvK3H47sNueiiiyxHjhzWv3//iPvbo0cPr2ATnJTvHx/KZY+UG4/EEzy+6dKl47ACAAAkV4Bfrlw5D5TDyzCq42ilSpViLKdyiaoWoxb2SMtVrFjxhHlKD8mWLZvPUwnJ8DKRS5YsOWEb4YGiOpJGojQYtf6HT/Fxzjnn+BUCRmZNOuqYrDQs1cgHAABAMrbgN2rUyKu0KF/+448/9lFVGzZseMKySp159tlnPVBWiUYtG8wLV4rN5MmTvRqOThjUAq/lRfn3mlQNRvnzw4cP93QfDeokY8eOtS1btniZSVWjGTZsWLzKPyaEtqVa96+88oq/TiQu5eirspJKocauBAQAAIDI0qmnrSUBtWrfc8893tlSdewVgF9//fVerlIDNAU7lyowbtu2rZdrVIu+SmoqsA+vg9+rVy9Pv1HZyddff91b3OX333/3begEoEKFCjZ69GirVq2az3vooYf85GDfvn1+lUA19Hv27BmvVA9tS7n4Oqk4VWv+l19+aU8++aQPXqW6+wr4cWb0kVRfCgX4+uzoPdcIuwAAAGnV7gTEp0kW4KeVAyiq4a+BvP766y/vU4Azp5M4VU1S9Z64OkcDAACkFbsJ8M/eAQQAAABSUnyaZCPZAgAAADj7CPABAACAKEKADwAAAEQRAnwAAAAgihDgAwAAAFGEAB8AAACIIgT4AAAAQBQhwAcAAACiCAE+AAAAEEUI8AEAAIAoQoAPAAAARBECfAAAACCKEOADAAAAUYQAHwAAAIgiBPgAAABAFCHABwAAAKIIAT4AAAAQRQjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRJMkC/K1bt1qDBg0se/bsVr58eZs1a1bE5Q4cOGCtWrWyXLlyWcmSJW3ixIkx5o8ZM8aKFy9uuXPnttatW9vhw4dD89auXWu1a9f2bVSvXt0WL14cmjd48GCrUKGCr7dixYo2ZcqUpHqpAAAAQPQH+B07drSiRYvatm3bPNhu1qyZ7dix44Tl+vTpY9u3b7dNmzbZpEmTrEOHDrZ69Wqft3TpUuvatatNnTrVNm7caBs2bLB+/fqFntuiRQurW7euP79NmzbWuHFjO3r0qM/LkCGDvf/++7Zr1y4bOXKknxzohAAAAACIZukCgUAgsVe6d+9eK1CggAfkRYoU8ceuuuoqa9u2rd19990xltV8BfCXXXaZ39f8smXLWu/eva1Hjx62c+dOGzFihM+bPXu2r2PdunW2atUqq1Gjhl8pyJw5s88vVaqUjR071rcVm1r6dbLQtGnTE+YdOnTIp6Ddu3dbiRIl/ORAVw4AAACA5KT4NE+ePPGKT5OkBX/NmjW+A8HgXqpWrWrLly+PsZxa9Ddv3myVK1eOuNyKFStOmLd+/XpP69E8pf4Eg3upUqXKCduQPXv2+ONK1Ylk4MCBvr/BScE9AAAAkBolSYCvFvzYZxa6r8djL6dUGuXQR1ou9nqCt/V4fLch7dq1s0aNGtmFF14YcX91pUBnQ8FJ6UAAAABAapQxKVaaM2dOv4wQTvf1eOzljh07Zvv37w8F+eHLxV5P8LYej+82nnjiCfvzzz9t5syZce5vlixZfAIAAABSuyRpwS9Xrpy3hCv9JkgVbipVqhRjuXz58lnhwoW9M22k5ZRSE3te6dKlLVu2bD5PefhHjhwJzV+yZEmMbTz//PP2ySef+KTnAAAAANEuSQJ8taIrJUYVcpQv//HHH9uyZcusYcOGJyyrEpnPPvus58nPmzfPl23evLnPa9mypU2ePNkWLlzoJwz9+/f35UX595oGDRrkHWSHDx/u6T61atXy+W+//ba99tprNmPGDD+RAAAAANKCJCuTqYBbueyqptOtWzcP1BVojx8/PkYre9++fUMdclVKU89T4C7qYDtkyBA/MVAtfHV+7dWrV+i5EyZMsOnTp1vevHlt1KhRXus+Y8b/yzrSScM///zjtfCDKT0DBgxIqpcLAAAARG+ZzLRUhggAAACI+jKZAAAAAJIHAT4AAAAQRQjwAQAAgChCgA8AAABEEQJ8AAAAIIoQ4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAoggBPgAAABBFCPABAACAKJIxuXcAAACkPQcPHrTVq1fb77//brt377ajR49a/vz5rXjx4la5cmXLli1bcu8ikGoR4AMAgLNix44dNm7cOPvkk0/s22+/tcOHD0dcLkOGDHbxxRfbrbfeas2bN7cyZcrwDgEJQIoOAABIUhs3brR27dpZsWLF7NFHH7X06dPb4MGD7bvvvrMtW7Z4oH/s2DHbtm2bLViwwIYNG2alSpWy/v37W9myZe2WW27xZQHET7pAIBCI57Jphi4V5smTx3bt2mW5c+dO7t0BACBVOnDggPXt29eGDh1quXLlskceecTuu+8+O/fcc+P1/P3799vEiRPtpZdesmXLllmjRo38xKBChQpJvu9Aao5PacEHAACJbu7cuVatWjUP7h9//HFbt26d9ezZM97BvWTPnt1PCBYvXuyBvv6vUqWKDRgwwHP2AURGgA8AABKNEgOGDBliV1xxheXLl88WLVpkzzzzjLfgny6l9Nxxxx22cuVKT/F56qmnrFatWn7SAOBEBPgAACDRUnLuvPNO69atm3Xv3t2+//57u/DCCxPt6GbNmtUGDhxoP/74o23fvt074n7++eeJtn4gWhDgAwCAM6a84BtvvNGmTZtm7733ng0aNMgyZkyaYn2XXXaZ/fzzz36V4Oabb/aUHboUAv8/ymQCAIAz8u+//1q9evVsw4YN9tVXX9nll1+e5Ec0b968fjKh9J9evXrZX3/9Za+++qqX2ATSOgJ8AABw2lTask6dOl7jfs6cOT5I1dmi3HwF+CVLlvQynP/88493xlUqD5CWJVmKztatW61BgwbeA758+fI2a9asOPP1WrVq5Z1v9AeqP8xwY8aM8VHtVA6odevWMQbFWLt2rdWuXdu3Ub16de9dH/TBBx/4JbwsWbJY+/btk+plAgBgaT0t57///rNvvvnmrAb34VRp5+OPP7YZM2b44FgaJRdIy5IswO/YsaMVLVrUz+xVs7ZZs2Z+dh9bnz59vKPMpk2bbNKkSdahQwcfulqWLl1qXbt2talTp/ogGbr0169fv9BzW7RoYXXr1vXnt2nTxho3bhwqm6Xhrh977DFr27ZtUr1EAADSLNWoV/67Ktl8+eWX3piXnG666Sb79NNP/SqCBsZSAyKQViXJQFd79+61AgUKeEBepEgRf+yqq67yYPvuu++OsazmK4BXa7tovkat6927t/Xo0cN27txpI0aM8HmzZ8/2dejLZNWqVVajRg2/UpA5c2afr1Hvxo4d69sKevrpp23z5s02cuTIOPf30KFDPoUPJFCiRAkGugIAIILjx497w9306dP9Cn3NmjVTzHHSlQRlEOgKv1r1SddBtEj2ga7WrFnjOxAM7qVq1aq2fPnyGMupRV/Bd/glvfDlVqxYccK89evX+1m55qm1IBjciwa/iL2N+FDJLe1vcFJwDwAAInvyySfto48+sgkTJqSo4F6uueYaL52pEp2qnc+AWEiLkiTAVwt+7DML3dfjsZdTb3fl0EdaLvZ6grf1eHy3ER+6UqCzoeCkdCAAAHCid955xxvGnnvuOU+FSYmuvvpq74v32Wef2QMPPEAJTaQ5SVJFJ2fOnH4ZIZzu6/HYyx07dszz+IJBfvhysdcTvK3H47uN+FBHXE0AACBuc+fOtfvvv987tWpE2ZRMOfkq1KFCHgULFvQTEiCtSJIW/HLlynlLuNJvglThplKlSjGW0xDWhQsX9s60kZarWLHiCfNKly5t2bJl83nKwz9y5Eho/pIlS07YBgAAOHPq83b77bfbpZdeasOHD7d06dKl+MOqUXVffvlle/75523IkCHJvTtA6g7w1YreqFEjr5CjfHl1clm2bJk1bNjwhGV1Zv3ss8/anj17bN68eb5s8+bNfV7Lli1t8uTJtnDhQj9h6N+/vy8vyr/XpJHy1EFWXzZK96lVq5bP15UBlclS7l34bQAAkDD6HdXvr35v9bsc3v8tpXv44Yc9Fbd79+42ZcqU5N4d4OwIJJEtW7YE6tevH8iWLVugXLlygZkzZ/rj48aNC1SsWDG03P79+wMtW7YM5MiRI1C8ePHA+PHjY6xn9OjRgaJFiwZy5swZuOeeewIHDx4MzVuzZk2gVq1agaxZswaqVasWWLRoUYzn6eWFT3369InXvu/atcuX1/8AAKR1Tz/9dCBdunSh3/LU5tixY4HmzZt7TDJ//vzk3h3gtCQkPk2SMplpqQwRAADRbObMmT6YlUaMfeqppyy10pX8a6+91ktt//TTT15aG4jW+JQA/wwPIAAA0Uoj1F500UVehvqLL76w9OmTbHzMs9aPQGU91Zfvhx9+8N96ILVI9jr4AAAg9dOo9Mq7Hz16dKoP7qVQoUJeOnPTpk3eYZi+eYhWqf+vFQAAJLr33nvPJxWxKFq0aNQc4QoVKnhn29mzZ3sHXDKVEY0I8AEAQAz//POPPfjgg9asWbNQZbtoUqdOHRsxYoRPr732WnLvDhAvCRmINUkGugIAAKmTWrQ1mFWmTJlSTb3709G2bVsfT6dLly5WtmxZq1+/fnLvEhCnf//910vQxxcBPgAACHn77bc9T13j0mgE2GimsXRWr17tVyl+/PFH71AMpDQaK6pevXq2b9++eD+HFB0AAOA2bNjgLdqtW7eOODhltNEAmePHj7cyZcrYzTffbFu2bEnuXQJiOHLkiKfKqbzrRx99ZPFFgA8AAOz48eMe2OfPn99eeumlNHNEcubMaZ988olXC7r11lu9Xj6QUtLl1Bdm1qxZ3jG8UqVK8X4uAT4AALBXX33VvvnmGxszZkyaGwOmRIkSnpK0aNEia9OmDZV1kCIMGDDA3nzzTZ+uu+66BD2XAB8AgDRu5cqV9sQTT3jZSFWYSYsuvfRSe/fdd23ixIn27LPPJvfuII0bP368Pfnkkz6C9D333JPg5zOSbQSMZAsASCs02FPt2rVt586d3oKdPXt2S8v69+/vgZUC/TvuuCO5dwdp0Lfffms33HCD3Xnnnd7pPVjJKiHxKVV0AABIwwYPHmw///yz/fDDD2k+uJeePXv6FY17773XzjvvPKtZs2Zyv0VIYx3dmzZtaldddZW98cYbp12mlhQdAADSqF9//dVTAJSeQyD7fxRQKef5kksusVtuucX++OOPZH6XkFbs27fPO3qrdV6jSGssitNFik4EpOgAAKKdqsYoiE2fPr3Nnz/fsmTJkty7lKJs3brVLrvsMq+yo6sbuXLlSu5dQpRXzGnRooV9+umnNnfuXKtcufIZxae04AMAkAY9/fTTPpLr2LFjCe4jKFSokJfPVAu+Aq9jx46d/TcJaSpV7r333rN33nknYnCfUAT4AACkMRq19bnnnvP0nCpVqiT37qRYqjs+efJk++KLL6x79+7JvTuIUp9//rn3/VDnbuXfJwZSdCIgRQcAEM15vtWqVbOCBQvad999ZxkzUm/jVIYNG2adOnWykSNHWrt27c7K+4S0YdWqVZ4Kpk61U6dO9ZS5uFBFBwAARPT444/bpk2b7LPPPiO4j6eOHTt6IKb/zz//fLv++uv5dOGMKZdeHbmLFCli48aNO2lwn1CctgMAkEZ89dVX3hr9yiuv2AUXXJDcu5OqvPjii7ZmzRq77bbbbN68eVahQoXk3iWkYsePH7dWrVrZ5s2bvZN7Yo8eTQ4+AABpgAayatOmjV177bXeEo2EUSrTpEmTrHjx4tagQQP7559/OIQ4bb179/araBMmTEiSk20CfAAA0oCHH37YUwI0MmZipgKkJSpRqDKGKjGqkUb/+++/5N4lpEIffPCBj5g8YMAAu+mmm5JkG/yFAwAQ5T788EMvh/nqq69aqVKlknt3UjWNbqtUpy1btli9evW84yMQX0uXLvVRkps3b+79YZJK+qQcIEKXsLJnz27ly5e3WbNmRVzuwIEDnoOkASRKlixpEydOjDF/zJgxfjlMuUmtW7e2w4cPh+atXbvWateu7duoXr26LV68OEZuU5cuXSxv3rx27rnn2tChQ5PqpQIAkGIplUSVX5o0aWJ33XVXcu9OVFD+/Zdffuk5+TfffLPt378/uXcJqcD27du9U23ZsmXtrbfe8lGTU12Ar/y+okWL2rZt27x4f7NmzWzHjh0nLNenTx9/werRr9y2Dh062OrVq0NnOV27dvWyQRs3brQNGzZYv379Qs/VwBN169b15yuvsHHjxnb06FGfp1JWc+bM8XXpf9X7nT17dlK9XAAAUuTomG3btvX88ddffz1JA4q0RqVGVR9/4cKFduuttxLk46QUn6rVXld8FNfmyJHDklKS1MHfu3evFShQwANylf4R1ffUl8zdd98dY1nN1wtVDVDRfJ3ZqPNBjx49vFPQiBEjfJ4CdK1j3bp1Xq6qRo0afqUgc+bMPl+XHXUJUtu6/PLLvQVfB1O0vr/++stzD2NTLp2mIB38EiVKWLly5SxDhgwnfa3x/bJkOY4LnwP+PkS5z/peUcAV/D/8dnzmacqSJYtlzZrVp2zZsp1wO/wx/ZAod1i3CfDSljfeeMNb75U3rqvqSHxff/21t+IrJtHItzlz5uQw4wTdunWzl156yWbOnGl16tSx05HsdfB1yUo7EAzupWrVqrZ8+fIYy6lFX+WBwofk1XIqFyQrVqywG2+8Mca89evXe1qP5in1Jxjci0bj0zYU4Gt+7PXOmDEj4v4OHDjQR/OLTVcH9CMal/ieG7Ecx4XPAX8fQRruPjgdOXLEDh486C07uh/f//U8pSvqu1DPj+93TKZMmfxHQd/PwUn3lcqoQY+UznjOOefE+L9QoUIn/R5EyqU0Vl0Ff+CBBwjuk5CCtenTp/sxVsyiUUn1twUEjR8/3oYMGWIvv/zyaQf3CZUkAb5a8GOfWei+WuNjL6cWKeXQhy+nxyOtJ3hbj8e1jZM9NzgvNl0p0Jdg7BZ89W5O7LqkAJCYFNwr4A8G+7H/16TvPrX46LtN/8e+rUDwp59+sn///feE72lRsK+OhZp0pTR4W1dby5Qpw2BJKZBOAJXGWrhwYQ8skLSuvPJK73irAF+DYCngVyYD8PPPP3v2yT333GMPPfTQWTsgSRLg6/JU7F7luh/7spXuqzVKnVOCQX74crHXE7ytx0+1jUjPjeuymVqnaKECkBop5UZXMjUlRquh0hWV+qhgPzgF+0D98ccf/mP1559/hvo7abuq4VyxYsXQpKIHCvxJB0o+PXv2tF9//dV+/PFHUkbOEqXoKF1H5TNVAEQt+fo7QNq1ceNGa9SokWeRqG/o2fxOTJIAX7nrahVS+o1aD0QVbnQGEy5fvnw+X51pgzn4Wq5SpUp+Wz8UmhekeaVLl/bcUs1THr5arnTZWZYsWWLdu3eP8Vz9H3u9AIDI1NihymWa4qKGmb///tvTMZUOGZwU3OjkQPLnz2+XXHKJXXrppT7VqlXL032Q9DR4jlrtNfKq3gOc3Y63c+fOtfr161vNmjW974MCf6Q9e/bs8b4ZagSZNm2a94E6qwJJ5Lbbbgs88MADgf379wemTZsWyJcvX2D79u0nLNetW7dAgwYNArt37w7MnTs3kCdPnsDKlSt93pIlSwL58+cP/PLLL4GdO3cGrr322sBTTz0Veu6ll14a6Nu3b+DgwYOBYcOGBUqXLh04cuSIz3vttdcCF198cWDLli2BVatWBYoUKRL46quv4rXvu3btUkKr/w8AiL9///038PnnnweeeeaZQMOGDQOFCxf271NNF110UeChhx4KfPjhh4Ft27ZxWJPAX3/9FShQoID/rh4/fpxjnEy2bt0aqFWrViBbtmz+eUfacuTIkcBNN90UyJ07d2DZsmWJtt6ExKdJFuArsK5fv75/uMuVKxeYOXOmPz5u3LhAxYoVQ8vpBKBly5aBHDlyBIoXLx4YP358jPWMHj06ULRo0UDOnDkD99xzjwfzQWvWrPE/oKxZswaqVasWWLRoUWjesWPHAp07d/YThkKFCgWGDBkS730nwAeAxKEg888///Tv/vvuuy9QpkwZ/4FKly5doEaNGoFnn33Wv7sJRhMnqLj66qv9N1MBJpKX4pvbb7/dP++PP/54qAES0e/hhx8OZMiQITB9+vREXW9C4tMkKZOZ2iWkDBEAIGGUw6/BD5WjrOpmupStwga6nH377bd7JTSVE0XCKEVVgzrq2F599dUcvhRAIZbSpTRi6TXXXOODearTOqLXa6+95p1phw8f7mM7JVd8SoB/hgcQAHBm1V6+/fZbrx+uPFUF/8WKFfMxTFq2bOkddumse2oaKFJVc5R3/8gjj/CRTGHUP+WOO+7wE1eNx6McfUSfDz/80BspOnfu7H+LiY0A/yweQABA4jh+/LjNmzfPWzknT55sW7Zs8Qo9wRJztHxGpiISGtyxSZMmPtgjJ0Qpkzqmt2nTxq9atW/f3l544YUkH80UZ4+unN10003WtGlTGzduXJJchSTAP4sHEACQ+FSGU6OXv/vuu/bBBx948H/rrbfa/fffb9dddx0pPP/Pf//951WK9Jv1ww8/xBhXBikzZUflEjWqqQaSe+WVVzw1DanbggUL7Nprr7UrrrjCr0SGD8KaXPEpSY4AgBQnY8aMPpq4WsLU8vn888/7SOV6TKWYNSKkcvfTMg1mphrbOg4fffQRwX0qoKsrysvWVRcNFNewYUOf1q1bl9y7htO0cuVKT7mqXLmyN0YkVXCfUAT4AIAUTTX1ldO6bNkyb6XWuClqAVWt/kcffdQH4UprdEXj7rvvtkWLFnmtdY0sjNRDwb1SdRQQakCyChUqWKdOnfxkFqnH77//7gObFSlSxP8OU1LKFQE+ACDVtH5qwKwJEybY+vXrvSV09OjRdv7551uzZs1s/vz5llY89thj3qFPxyI4UCRS3+dZ+dpqAe7bt6+/l/osd+3a1UeNRsq2Zs0ar4ykoP7LL7/0hoiUhAAfAJDqqPV+0KBBPhT8q6++6ikPCnSvv/56r1gSzRWg+/fv76UXlaakfglI3RQgPvHEE37SqhM3nbSWKVPGg39VmIrmz3JqtWrVKg/uc+XK5d83asFPaQjwAQCpOjh68MEH7bfffvPKO9u2bfPObmrp1yXzaAuOVHnlySef9BZf1dpG9FDnyWeeecb++usvr6W+YsUKDyLVqt+7d28PKpH8Fi5c6ONM5M2b17755psUGdwLAT4AINXLkCGDp+koJ/2zzz7zKjvqvFitWjV777337NixY5baqcVeg1n16tXLnnrqqeTeHSThSavSz9SpXK3DderU8fdeefoXXnih9z/R4xpDAmfXV1995cF9yZIlPbhXJaSUioGuIqBMJgCkbmq5nzNnjg0YMMDzY1V5R2kQrVq1SjFVLhLyWp5++mlvtVcKh1KTqHWf9iomffHFFz76s6Z//vnHsmTJ4iVSa9eu7eMg6GRWgSefjaQxfvx4a926tZfpff/99y1nzpx2tlEH/yweQABAyq9RPXDgQC8lqdx9tYJr8KzUUDNeVx6UijNixAgP7BXgE8ClbaqgpD4nys9XVSlNCvhFMctFF13kJRvLly/vufyaSpcunSwBaTQ4duyY9ezZ05577jkfcG/UqFGWKVOmZNkXAvyzeAABAKmDcpoVJKtaSb58+eyRRx7x/H3l0qZE27dvt5YtW9rMmTM9qNAoqECkKzzK21+yZIktXbo0NKmEo1r+gzQStAL9UqVKRZyId07+N6gAXxWOkvMEmwD/LB5AAEDqomolGjjr7bff9jSHjh07WpcuXTwASikUrDVu3Nh27tzpfQhUHQhIaOD/77//+iBawUmffZXg1KQKVEeOHAktrxPdYLCvVJ/YJwD6+0hLV4++/vpru+uuu2z//v3+N6h698mNAP8sHkAAQOqktIahQ4d6+svRo0c9bUctdGrlTM50gBdffNEr5ahDpdKKknN/EN2pPvobULD/559/hgL/8Gnv3r2h5bNmzeoVfSpVquRpQJp0W4+pk3u0OHTokFctUiOAqhi9++67ntqXEhDgn8UDCABI/ZfhVZZQlUp27NhhDRo08Fb9unXrejWes9lqr+0qp1onGv369fOgCkiuKwD6ewgP+FevXu3VfTSq9H///efL6TOqk9GLL77YatSo4ZMC/4wZM6a6N27mzJn+N6jRsTXehEbKPpvfAadCgH8WDyAAIDrs27fP8/OHDRvmnRjVMtm+fXvPwS1atGiSbffvv/+2Z5991t544w0rW7as/69SfEBKT/8JBvs6Of3555/9tq4MZMuWzapXrx4K+DUI3XnnnZdiU3xWr17tV81UHUd/e8OHD7eKFStaSkOAfxYPIAAg+oKXuXPneqD/wQcfeJ6yapEr0NfIsQUKFEiU7agj5CuvvOIpAAqI+vTp462Hqa2MJxB+kqyxKObPnx+alPcvhQoV8kA/OKnEZ3J3cF+zZo1X2HrnnXf8JF5ldVVKN6WeiBDgn8UDCACIXurkOmXKFG/Znz17tj92ySWXWL169Tw/V62U8Q1SlF+v4EeD5UyaNMmvEhQuXNg7+OpKgX53gGizdetWD/R/+umn0KT4SlTKMzzor1KlSpKXoDxy5IiPjaG0vOnTp3vnYZXBbNeuXYpPiSPAP4sHEACQNqhDogKCGTNmeICg/GRRKo8ClRIlSlixYsW8NV7VedRZT8voeb/99puX6dTvi+rv33TTTV6hQycKtNgjLVEKj1JiwoN+neyqo7sCbJ00hwf9quBzpi3q//33nw98p0HCdMKufjfajsaYuOOOO1J8YB9EgH8WDyAAIO1Ra/yqVavsl19+sYULF9ratWu97KCC+YMHD3pwr8Bd9faVmqBOiMrpveKKKzwnmaAe+P+pXr+ubinYnzdvnv+vTr1y7rnnesWe4IBdCvjz58/vk/6+9LektDpNe/bs8SsGW7du9b9JnVSrf4D6Boj6uNx2223WvHlzq1q1aopNxYkLAf5ZPIAAAABIXOrEG2zlX7lypefyawpeOTuVfPny+Ul18MRanWd1cpCaJWuAryHBVUtYHRfUgUKdh+I6oDq7uvvuu/2srUKFCjZ69Gg/owpewlGZsDFjxvilzieeeMJHHQz64osv/NKKWks0AIiW05sp6qikntD6QChvUpdfEoIAHwAAIOVRbX4F+ZqUaqOcerXEa8qRI4dfMStUqJDlypUr1bXQJ2Z8mqjFPXVJskmTJta5c2c/6DVr1vQcw7i0aNHC6wxrWQ3BrVH7lIMlI0eO9Hwp5Wnpfw0RHOzgtGXLFq9m8Oqrr/ptvYnaZlC5cuW8nrEugwIAACA65MyZ0/u7qEOuOrprhFk19F533XUed6pPTO7cuaMuuE+oRG3BV8cjVQNQZ6JguSSdRel+7FZ85S4qAFeeVDAXUcuMHTvWrrrqKrv88st9XcqTEo0q9tdff/nQ4q+//rpNnTrVW/GDVwKUn6VqB2rtD9Ibr8oEp2rB14mJpvAzJH14SNEBAABAmm7BV2eGypUrh+7rUonOpPR4pGVVdSC8o5HOxjRoQqR1KXUnrnnahkZMW7du3Wntt2qg6oAFJwX3AAAAQGqUPrHzomKfUei+Hk/osrHnn2zeybYTHz169PCzoeCkSggAAABAapQxIQsrX1758JFoiF/lRenyQTjd1+OxnWrZ2PNPNu9k24kPpfWEp/YAAAAAaaIFXwN7qL5vpEkBvkoRaejtIOXgKz9ej8emx5SHr97PQapVWqlSpdD88HVpEIS45ik1R51zVSMVAAAASMsSNUVHnVqVJqOSleq02q9fPx/SO1KZTOXfaxo0aJAvO3z4cMuQIYPVqlXL57dq1cqef/5574SrSjpvvvmm3XnnnT5P1XY0EII69e7fv9/LYjZr1izUCq+TBp10qNRm+G0AAAAg2iVqgK8AW0MAv/jii5Y3b1774YcfvCpOkCraaApSjXoN+61lR40a5c9VZ1np0KGDD0ygkpf6v1u3bl4CSc455xwbP368Pfjgg1awYEHPm1dZzKD777/fhwr/7rvvvM6+bseVWgQAAABEk0Qf6CoaMNAVAAAAUpJkK5MJAAAAIHkR4AMAAABRhAAfAAAAiCIE+AAAAEAUIcAHAAAAoggBPvD/tXcnwDWdbQDHn3yUkCCoLXaiSGw1sTQoSoNhLKlMraP2pVrGWFu1tLbBlI42o4raQqeLZWhjKSpqmdIlVAgTteuIIohdzjfPO3Pv3Fx3oe734fj/Zg7nnvds977vvfc5577vEwAAABshwAcAAABshAAfAAAAsBECfAAAAMBGCPABAAAAGyHABwAAAGyEAB8AAACwEQJ8AAAAwEYI8AEAAAAbIcAHAAAAbIQAHwAAALARAnwAAADARgjwAQAAABshwAcAAABshAAfAAAAsBECfAAAAMBGAh7g79u3T2rXri358+eXpk2bysmTJ72um56eLo0aNTLr1q1bV1JSUpxl2dnZMnz4cAkLC5MSJUrInDlzcmyblJQkEREREhISIh06dJDLly+b5bdv35bevXtLmTJlpFChQtKsWTM5ePBgoJ8mAAAAYP8AX4PruLg4GTZsmFy6dEkaNmwoPXv29Lp+165dJTY21qzbp08f6dSpk9y7d8+UzZ8/X5KTk+Xo0aPm/5kzZ8q2bdtM2YULF6Rbt24yb948M1+gQAFzTKXbV6pUSfbu3Wv22759e+nYsWMgnyYAAADw1AqyLMsK1M42bdpk7rofPnzYPM7KypJixYqZx+XLl8+xblpamtSvX18yMjIkT548Zpmus3z5cnn11VfllVdeMft68803TdmECRPkzJkzsnjxYvn8889l7dq15i6+45eAGjVqyJUrVyRv3rw5jnPnzh0JDg42xylatOhDPY+rV6+au/+ZmZlSsGDBgLw2AAAAwL/1KPFpQO/gp6amSs2aNZ2PtftM5cqVzXJP61atWtUZ3KtatWrJoUOHPO5Lu/14K9Nj5M6dW44fP/7Acfbs2WO6+PgK7vWXB33RXCcAAADgWRTQAP/69esPXFHoY13+qOu6l/sq83YcvcIZOHCgTJ061ed5T58+3VwROaayZcs+9HMGAAAAniaPFOBrf3nt7uJpmjJlioSGhj5w91sf63J3/tZ1L/dV5uk4t27dMn3v27Zta/r3+zJu3DhzMeCYTp8+/SgvCwAAAPBsBvibN282gbOnafz48RIZGZkjY432wdf+8brcnS7Tfvh37951Ljtw4IBERUU5y133pRl2vJVp1xzH4Fql8126dJHw8HCZPXu23+el/fb1FwDXCQAAAJDnvYuOpqTUbjJLliwx/dr1rn50dPQDA2yV9r/XacaMGWbdhIQEyZUrl8TExJjyHj16yKxZs8zgWM2ks3DhQunevbsp02w7miVHB/XeuHFDJk6cKPHx8c4Btv3795ebN2+a8wgKCgrkUwQAAACenwBfA+zVq1fLxx9/bPLX79q1y2TFcRg0aJCZHFauXCkbN240637xxRdmWx0sqwYPHiyNGzeWKlWqmP9HjhwpLVq0MGXFixeXxMREGTJkiLz44oumW80nn3xiyjTvvgb2mlqzcOHCptuOTjt37gzkUwUAAADsnybTLkiTCQAAgKfJE0uTCQAAAODJIsAHAAAAbIQAHwAAALARAnwAAADARgjwAQAAABshwAcAAABshAAfAAAAsBECfAAAAMBGCPABAAAAGyHABwAAAGyEAB8AAACwEQJ8AAAAwEYI8AEAAAAbIcAHAAAAbIQAHwAAALARAnwAAADARgjwAQAAABshwAcAAABshAAfAAAAsBECfAAAAMBGCPABAAAAGyHABwAAAGwk4AH+vn37pHbt2pI/f35p2rSpnDx50uu66enp0qhRI7Nu3bp1JSUlxVmWnZ0tw4cPl7CwMClRooTMmTMnx7ZJSUkSEREhISEh0qFDB7l8+bKzbMCAAVKqVCkpWLCg1KxZUzZs2BDopwkAAADYP8C/ffu2xMXFybBhw+TSpUvSsGFD6dmzp9f1u3btKrGxsWbdPn36SKdOneTevXumbP78+ZKcnCxHjx41/8+cOVO2bdtmyi5cuCDdunWTefPmmfkCBQqYYzqMGDFCTpw4IVevXpXFixdLjx49clwAAAAAAHYV0AD/p59+ktDQUBOsBwcHy4QJE2T//v0e7+KnpaWZady4cWbdoUOHyv3792X37t2mfPny5TJmzBgpXry4VK1aVfr37y8rVqwwZWvWrDEXD23atDF38CdPnizffPONucBQ1apVk7x585r5oKAguXXrlpw/f97reet2ejHgOgEAAADyvAf4qamppkuMgwbflStXNss9rauBe548eZzLatWqJYcOHfK4L+32461Mj5E7d245fvy4c9mQIUMkX758Uq9ePWndurVERkZ6Pe/p06dLoUKFnFPZsmUf63UAAAAAbBHgX79+3fR7d6WPdfmjrute7qvM03ESEhLM4y1btpixAL7orwiZmZnO6fTp04/0vAEAAIBnMsDX/vLancbTNGXKFNM9x717iz7W5e78rete7qvM23Fy5colLVu2lK1bt8qmTZu8Pi/tzqMXCK4TAAAAYPsAf/PmzaY/u6dp/PjxphvMwYMHnetnZWWZTDmeusfoMu2Df/fuXeeyAwcOSFRUlLPcdV+aYcdbmXbN0cG5lSpV8njempFHzwMAAACwu4B20WnWrJnpFrNkyRIzcFXv6kdHR0v58uUfWFf73+s0Y8YMs652qdE77jExMaZcM9/MmjVLMjIyTCadhQsXSvfu3U2ZZtvZu3evuSt/48YNmThxosTHx5s78Xr8xMRE878G/d99951s375dmjRpEsinCgAAADyVcgdyZxpgr169Wvr27SuDBw82A1w1G47DoEGDnCkw1cqVK6VXr14ybdo0k/lGt9XBskq3P3bsmFSpUsUMxB07dqy0aNHClGlmHQ3idSCtZsfRbjhLly51Zs1ZtGiRvP3222JZlsmVr8dxHZTrj26nyKYDAACAp4EjLnXEqb4EWQ+z1nPmzJkzZNIBAADAU0eTwZQpU8bnOgT4Xvrsnzt3zvwBLf1FAHhar+Q1pau+0RkYjqcV7RTPCtoqnnZ6T/7atWsSHh4u//nPf/5/XXTsQl80f1dGwNOCzE94FtBO8aygreJppn+v6f8+yBYAAADAk0WADwAAANgIAT7wjNKsVZoiVv8Hnla0UzwraKuwEwbZAgAAADbCHXwAAADARgjwAQAAABshwAcAAABshAAfAAAAsBECfAAAAMBGCPDxzNNUkZGRkeYvEH/11VfO5Tdu3JCBAwdK8eLFpUSJEjJ79uwH/ix53759pUiRIhIWFibdunVzlp04cUJatWpl/mJc1apVZcuWLV6Pf+/ePXnjjTekdOnSEhQUJH///XeO8hEjRkilSpWkQIECEh0dLcnJyV73df36dWncuLEULVpUChcuLC1atJAjR444yxMSEqROnTqSO3dumTFjhnP5tGnTJDQ01Eya6u2FF15wPh40aJDs2bNHmjdvbvZZqlQpGTp0qNy5c8e5/YABA8xy/QuONWvWlA0bNng9x3Xr1km1atXMa6Pb6PO7f/++s3zfvn1Su3ZtyZ8/vzRt2lROnjzpdV83b96UHj16mNemXLlysmrVqhzlS5YsMX9VWs+rd+/eOc4ZgZORkSFt27Y1dabtfevWrc4ybWfFihUz75PRo0ebP5Xuja+691fX7nzVfXp6ujRq1Mgcp27dupKSkvLYrwGej3bq7zOWdgrbsIBn3PLly63NmzdbDRo0sFatWuVc/t5771mvv/66lZmZaZ06dcqKiIiwNm7c6CyPi4uz3n33XevKlSvWnTt3rN9++81ZFhMTY73//vvW3bt3rR07dlhFihSxMjIyPB5f15k7d661Z88e/Uaxzp8/n6N80qRJ1rFjx6z79+9bX3/9tVW4cGHr6tWrHvel55GammrW1enTTz+16tev7yxfs2aNtX79eqtTp07W9OnTPe5Dl/fq1SvHsqSkJLPt9evXrYsXL1pNmjSxPvzwQ2f54cOHrVu3bpn5X375xSpUqJB16dIlj/s/c+aMdeHCBTOv67Ro0cJKSEgwj3UfZcqUsRYtWmTdvHnTGj16tDmWN6NGjbLatGlj6mjXrl3muGlpaabswIED5rXat2+fqaNmzZpZH3zwgdd94d+Lj4+3+vXrZ2VlZZl2oq+71u33339vlStXzkpPT7fOnTtnVa9e3dStJ/7q3lddu/NX9/Xq1TPvKz3OvHnzrIoVK5r3IewtEO3U32cs7RR2QYAP22jatGmOAL9u3brWDz/84Hw8bdo0q1u3bmb+zz//tMqXL2/du3fvgf1o8B0UFGS+RBxiY2OtBQsW+D0HTwG+u/DwcGv//v1+96XnpoFzsWLFHijTAP5RAnx3+lzatWvnsUyDqrx581qHDh3ye46OAF+/FJVeQFWrVs1ZrhcU+fLls06cOOFx+5IlS1p79+51Pu7Zs6c1efJkMz927Fhr0KBBzrKtW7eaQA6Bde3aNStPnjwmMHLQwHzp0qVWly5drBkzZjiXa9DUvHlzj/vxV/e+6tqdr7o/cuSIVbBgQev27dvOcg3u9EIc9hWodurvM5Z2Crugiw5szfVnWp0/dOiQmd+/f7+89NJLpsuA/lRbv3592blz50Nt+zi068+lS5ckIiLC53q1atWS4OBg05VmzJgxEmi7d++WqKioHMuGDBki+fLlk3r16knr1q1Ntyf1888/my5MrnSZdtHRn8MPHjwoffr0MctTU1NNFx+HkJAQqVy5slnu+Bm9Xbt2Zv7y5cumO5Pr+tq9w/E6u+9Ly/766y/zEzoC59ixY87uVu714KkOXN8H2k5Xrlzpt+791fWpU6dMG9P//dW9lmn3jDx58uQ4j0C8P2H/durrM5Z2CjvJ/aRPAPhfiY2Nlblz50pMTIxcuXLF9Ol1OHv2rOlXv3DhQlm2bJmsX79eOnbsaL5ENGht0KCB6deu/fs1GN6xY4dUqFDhsc7n7t270qtXLxk1apT5ovLlwIEDJphZsWKF6dsfSElJSWZy77es/fvnzZsn27dvN0G7g/ZX1dfPlS7LzMw0QZe+rtqX1dG/VftMu9LHulyNHTvWuVyX5cqVy/Sn9bSu+74c87pcL0QQGN7qTOvcUx046sfRTv3tR5f7q2vtk+/axnzVvb82BnsKVDv19RlLO4WdcAcftjV+/HgTlFevXl3atGkj8fHxzg9yDRArVqxoBtnqgNS4uDhzt1EHo6rExERzlz88PFymTJkinTt3dm6rd74dA1gddxz90V8A3nrrLTPgd9KkSc7lvval59ivXz9zd1zvLAWCDoLUAYtr1641A4/daRDWsmVLM3ht06ZNfvenr6HeORs+fLh5rM9DBy+70se63J0u08G5Ohja07ru+3LMe9oX/j1fdeapDry9/v7246uu/e3Lte4fpY3BPgLVTn19xtJOYScE+LAt7SKwYMECOX/+vBw+fNhkuNEsNqpGjRoPrO/aJUez3miAe/HiRfnxxx9NNhDHtvrTr+NOot55fBjvvPOOnDt3ztwt0mw/Dv72peekZfocHpe+Bu3bt5fFixdLw4YNfa6bnZ1tMpU8DNd1tVuP693/rKwsU+bo7uNK7/qXLFkyx/r6q4Kj65D7vrRMLyi4ex9YVapUMb/GuGZ/ctSDpzpw79rl4Kvu/dW1v3251r2WpaWlmV/EXO/GetsX7CFQ7dTXZyztFLbypAcBAI9LsyJoNg0dcLVs2TIzr9kRTp8+bQa86kAqzbKjg1vPnj3r3KZChQrWkiVLTPm6deusokWLWv/8848p1ywLOkjwxo0bJkNOnTp1rOzsbK/noBlE9Lj6ltJBhTrvMGHCBLO9Zg/x548//jCDBXUAoR5/zJgxVunSpc35Ks0Uovvu0aOH9dFHH5l594HCngbZahahsmXLmufrafDaihUrzP+6/2+//dYKDg42mUw80UxAJ0+eNPOaHejll182GVNcM6l8+eWXZl4HS/rKojNy5Eirbdu2ZmCzZiHSzCo6iFLp8TV70a+//moyqbz22mtk0fkf6dy5szVgwADT3vW94MhOsmHDBjMY/fjx4+a9FBUV5TeLjre691XX7vzVvWbR0SxQepzPPvuMLDrPiUC0U3+fsbRT2AUBPp55GsxqYO06bd++3dq2bZsJODSThwahycnJObZLSUmxoqOjrZCQEBOAu2bhmDVrlgkwQkNDTbYZDZB90S8X93Nw0HnNSqPHcUwaUHvLYKPnosfV47dq1cqcp8PEiRMfOI4GVP4CfE0pqJmBXM8hMjLSlOmXnGac0IBLs5No9qHVq1c7t9XXTdd3mDp1qvlCzJ8/v7loGDFiRI4LGk2zWbNmTXORoAGeawYd3bZ169bOx/pFrZmNdP9aV4mJiTnOW5+bXpjp66HPyZHKE4GlaU81haW+V6pUqWJt2bIlR/YpvfgNCwsz2ZJcL3S1Dbm2ZV9176uu9YJRlzsuHP3VvV5YaipbPY6+X37//XeaxHMgEO3U32cs7RR2EaT/POlfEQAAAAAEBn3wAQAAABshwAcAAABshAAfAAAAsBECfAAAAMBGCPABAAAAGyHABwAAAGyEAB8AAACwEQJ8AAAAwEYI8AEAAAAbIcAHAAAAbIQAHwAAABD7+C/6ONJMyykNXQAAAABJRU5ErkJggg==\",\"text/plain\":[\"<Figure size 800x750 with 3 Axes>\"]},\"execution_count\":4,\"metadata\":{},\"output_type\":\"execute_result\"}],\"source\":[\"# Now we'll just randomly select a waveform to plot.\\n\",\"ds = pyasdf.ASDFDataSet(\\\"./global_simulation/receivers.h5\\\")\\n\",\"ds.waveforms.IU_ANMO.displacement.plot()\"]}],\"metadata\":{\"jupytext\":{\"formats\":\"ipynb,py:light\"},\"kernelspec\":{\"display_name\":\"Python 3 (ipykernel)\",\"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\":\"3.11.15\"}},\"nbformat\":4,\"nbformat_minor\":5}","notebook_widget_size_map":"{}","path_to_zip_file":"/2025.1.3/examples/applications/seismology/global_seismology/tutorial.zip","zip_file_size":"133.66 kB"}},"pageContext":{"slug":"/2025.1.3/examples/applications/seismology/global_seismology/tutorial","pagePath":"2025.1.3/examples/applications/seismology/global_seismology/tutorial"}},
    "staticQueryHashes": ["1756726491","1865182279","3419370438","3597190305","4112489441","519097329"]}