{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Xarray Interpolation, Groupby, Resample, Rolling, and Coarsen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Attribution**: This notebook is a revision of the [Xarray Interpolation, Groupby, Resample, Rolling, and Coarsen notebook](https://earth-env-data-science.github.io/lectures/xarray/xarray-part2.html) by Ryan Abernathey from [An Introduction to Earth and Environmental Data Science](https://earth-env-data-science.github.io/intro.html). Thanks to Aiyin Zhang for preparing this notebook. \n", "\n", "In this lesson, we cover some more advanced aspects of `xarray`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can access this notebook (in a Docker image) on this [GitHub repo](https://github.com/HamedAlemo/xarray-tutorial)." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "tags": [] }, "outputs": [], "source": [ "import numpy as np\n", "import xarray as xr\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Interpolation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous lesson on `xarray`, we learned how to select data based on its dimension coordinates and align data with dimension different coordinates.\n", "But what if we want to estimate the value of the data variables at _different coordinates_.\n", "This is where interpolation comes in." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray (x: 11)> Size: 88B\n",
       "array([  0,   1,   4,   9,  16,  25,  36,  49,  64,  81, 100])\n",
       "Coordinates:\n",
       "  * x        (x) int64 88B 0 1 2 3 4 5 6 7 8 9 10
" ], "text/plain": [ " Size: 88B\n", "array([ 0, 1, 4, 9, 16, 25, 36, 49, 64, 81, 100])\n", "Coordinates:\n", " * x (x) int64 88B 0 1 2 3 4 5 6 7 8 9 10" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# we write it out explicitly so we can see each point.\n", "x_data = np.array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10])\n", "f = xr.DataArray(x_data**2, dims=['x'], coords={'x': x_data})\n", "f" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f.plot(marker='o')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray ()> Size: 8B\n",
       "array(9)\n",
       "Coordinates:\n",
       "    x        int64 8B 3
" ], "text/plain": [ " Size: 8B\n", "array(9)\n", "Coordinates:\n", " x int64 8B 3" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.sel(x=3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We only have data on the integer points in x.\n", "But what if we wanted to estimate the value at, say, 4.5?" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "ename": "KeyError", "evalue": "\"not all values found in index 'x'. Try setting the `method` keyword argument (example: method='nearest').\"", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/pandas/core/indexes/base.py:3805\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3804\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 3805\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_engine\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcasted_key\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3806\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n", "File \u001b[0;32mindex.pyx:167\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32mindex.pyx:175\u001b[0m, in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n", "File \u001b[0;32mpandas/_libs/index_class_helper.pxi:70\u001b[0m, in \u001b[0;36mpandas._libs.index.Int64Engine._check_type\u001b[0;34m()\u001b[0m\n", "\u001b[0;31mKeyError\u001b[0m: 4.5", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/indexes.py:789\u001b[0m, in \u001b[0;36mPandasIndex.sel\u001b[0;34m(self, labels, method, tolerance)\u001b[0m\n\u001b[1;32m 788\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 789\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_loc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabel_value\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 790\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/pandas/core/indexes/base.py:3812\u001b[0m, in \u001b[0;36mIndex.get_loc\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m 3811\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m InvalidIndexError(key)\n\u001b[0;32m-> 3812\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(key) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01merr\u001b[39;00m\n\u001b[1;32m 3813\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m 3814\u001b[0m \u001b[38;5;66;03m# If we have a listlike key, _check_indexing_error will raise\u001b[39;00m\n\u001b[1;32m 3815\u001b[0m \u001b[38;5;66;03m# InvalidIndexError. Otherwise we fall through and re-raise\u001b[39;00m\n\u001b[1;32m 3816\u001b[0m \u001b[38;5;66;03m# the TypeError.\u001b[39;00m\n", "\u001b[0;31mKeyError\u001b[0m: 4.5", "\nThe above exception was the direct cause of the following exception:\n", "\u001b[0;31mKeyError\u001b[0m Traceback (most recent call last)", "Cell \u001b[0;32mIn[5], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[43mf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m4.5\u001b[39;49m\u001b[43m)\u001b[49m\n", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/dataarray.py:1675\u001b[0m, in \u001b[0;36mDataArray.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 1559\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21msel\u001b[39m(\n\u001b[1;32m 1560\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 1561\u001b[0m indexers: Mapping[Any, Any] \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1565\u001b[0m \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mindexers_kwargs: Any,\n\u001b[1;32m 1566\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Self:\n\u001b[1;32m 1567\u001b[0m \u001b[38;5;250m \u001b[39m\u001b[38;5;124;03m\"\"\"Return a new DataArray whose data is given by selecting index\u001b[39;00m\n\u001b[1;32m 1568\u001b[0m \u001b[38;5;124;03m labels along the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 1569\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 1673\u001b[0m \u001b[38;5;124;03m Dimensions without coordinates: points\u001b[39;00m\n\u001b[1;32m 1674\u001b[0m \u001b[38;5;124;03m \"\"\"\u001b[39;00m\n\u001b[0;32m-> 1675\u001b[0m ds \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_to_temp_dataset\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1676\u001b[0m \u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1677\u001b[0m \u001b[43m \u001b[49m\u001b[43mdrop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdrop\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1678\u001b[0m \u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1679\u001b[0m \u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1680\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mindexers_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1681\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1682\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_from_temp_dataset(ds)\n", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/dataset.py:3223\u001b[0m, in \u001b[0;36mDataset.sel\u001b[0;34m(self, indexers, method, tolerance, drop, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 3155\u001b[0m \u001b[38;5;250m\u001b[39m\u001b[38;5;124;03m\"\"\"Returns a new dataset with each array indexed by tick labels\u001b[39;00m\n\u001b[1;32m 3156\u001b[0m \u001b[38;5;124;03malong the specified dimension(s).\u001b[39;00m\n\u001b[1;32m 3157\u001b[0m \n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 3220\u001b[0m \n\u001b[1;32m 3221\u001b[0m \u001b[38;5;124;03m\"\"\"\u001b[39;00m\n\u001b[1;32m 3222\u001b[0m indexers \u001b[38;5;241m=\u001b[39m either_dict_or_kwargs(indexers, indexers_kwargs, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msel\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m-> 3223\u001b[0m query_results \u001b[38;5;241m=\u001b[39m \u001b[43mmap_index_queries\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 3224\u001b[0m \u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mindexers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mindexers\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtolerance\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtolerance\u001b[49m\n\u001b[1;32m 3225\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 3227\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m drop:\n\u001b[1;32m 3228\u001b[0m no_scalar_variables \u001b[38;5;241m=\u001b[39m {}\n", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/indexing.py:194\u001b[0m, in \u001b[0;36mmap_index_queries\u001b[0;34m(obj, indexers, method, tolerance, **indexers_kwargs)\u001b[0m\n\u001b[1;32m 192\u001b[0m results\u001b[38;5;241m.\u001b[39mappend(IndexSelResult(labels))\n\u001b[1;32m 193\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m--> 194\u001b[0m results\u001b[38;5;241m.\u001b[39mappend(\u001b[43mindex\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msel\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlabels\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43moptions\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[1;32m 196\u001b[0m merged \u001b[38;5;241m=\u001b[39m merge_sel_results(results)\n\u001b[1;32m 198\u001b[0m \u001b[38;5;66;03m# drop dimension coordinates found in dimension indexers\u001b[39;00m\n\u001b[1;32m 199\u001b[0m \u001b[38;5;66;03m# (also drop multi-index if any)\u001b[39;00m\n\u001b[1;32m 200\u001b[0m \u001b[38;5;66;03m# (.sel() already ensures alignment)\u001b[39;00m\n", "File \u001b[0;32m/opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/indexes.py:791\u001b[0m, in \u001b[0;36mPandasIndex.sel\u001b[0;34m(self, labels, method, tolerance)\u001b[0m\n\u001b[1;32m 789\u001b[0m indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mindex\u001b[38;5;241m.\u001b[39mget_loc(label_value)\n\u001b[1;32m 790\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m--> 791\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m(\n\u001b[1;32m 792\u001b[0m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnot all values found in index \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mcoord_name\u001b[38;5;132;01m!r}\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 793\u001b[0m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTry setting the `method` keyword argument (example: method=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mnearest\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m).\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m 794\u001b[0m ) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01me\u001b[39;00m\n\u001b[1;32m 796\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m label_array\u001b[38;5;241m.\u001b[39mdtype\u001b[38;5;241m.\u001b[39mkind \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m\"\u001b[39m:\n\u001b[1;32m 797\u001b[0m indexer \u001b[38;5;241m=\u001b[39m label_array\n", "\u001b[0;31mKeyError\u001b[0m: \"not all values found in index 'x'. Try setting the `method` keyword argument (example: method='nearest').\"" ] } ], "source": [ "f.sel(x=4.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpolation to the rescue!" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray ()> Size: 8B\n",
       "array(20.5)\n",
       "Coordinates:\n",
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" ], "text/plain": [ " Size: 8B\n", "array(20.5)\n", "Coordinates:\n", " x float64 8B 4.5" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.interp(x=4.5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Interpolation uses [scipy.interpolate](https://docs.scipy.org/doc/scipy/reference/interpolate.html) under the hood.\n", "There are different modes of interpolation." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(20.5)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.interp(x=4.5, method='linear').values" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(16.)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.interp(x=4.5, method='nearest').values" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array(20.25)" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.interp(x=4.5, method='cubic').values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can interpolate to a whole new set of coordinates at once:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_new = x_data + 0.5\n", "f_interp_linear = f.interp(x=x_new, method='linear')\n", "f_interp_cubic = f.interp(x=x_new, method='cubic')\n", "f.plot(marker='o', label='original')\n", "f_interp_linear.plot(marker='o', label='linear')\n", "f_interp_cubic.plot(marker='o', label='cubic')\n", "plt.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that values outside of the original range are not supported:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "array([ 0.25, 2.25, 6.25, 12.25, 20.25, 30.25, 42.25, 56.25, 72.25,\n", " 90.25, nan])" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f_interp_cubic.values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{note}\n", "You can apply interpolation to any dimension, and even to multiple dimensions at a time.\n", "(Multidimensional interpolation only supports `mode='nearest'` and `mode='linear'`.)\n", "But keep in mind that `xarray` has no built-in understanding of geography.\n", "If you use `interp` on lat / lon coordinates, it will just perform naive interpolation of the lat / lon values.\n", "More sophisticated treatment of spherical geometry requires another package such as [xesmf](https://xesmf.readthedocs.io/).\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Loading Data from NetCDF Files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "NetCDF (Network Common Data Format) is the most widely used format for distributing geoscience data. NetCDF is maintained by the [Unidata](https://www.unidata.ucar.edu/) organization.\n", "\n", "Below we quote from the [NetCDF website](https://www.unidata.ucar.edu/software/netcdf/docs/faq.html#whatisit):\n", "\n", ">NetCDF (network Common Data Form) is a set of interfaces for array-oriented data access and a freely distributed collection of data access libraries for C, Fortran, C++, Java, and other languages. The netCDF libraries support a machine-independent format for representing scientific data. Together, the interfaces, libraries, and format support the creation, access, and sharing of scientific data.\n", ">\n", ">NetCDF data is:\n", ">\n", "> - Self-Describing. A netCDF file includes information about the data it contains.\n", "> - Portable. A netCDF file can be accessed by computers with different ways of storing integers, characters, and floating-point numbers.\n", "> - Scalable. A small subset of a large dataset may be accessed efficiently.\n", "> - Appendable. Data may be appended to a properly structured netCDF file without copying the dataset or redefining its structure.\n", "> - Sharable. One writer and multiple readers may simultaneously access the same netCDF file.\n", "> - Archivable. Access to all earlier forms of netCDF data will be supported by current and future versions of the software.\n", "\n", "`xarray` is designed to make reading netCDF files in python as easy, powerful, and flexible as possible. (See [xarray netCDF docs](http://xarray.pydata.org/en/latest/io.html#netcdf) for more details.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Below we download and load some the NASA [GISSTemp](https://data.giss.nasa.gov/gistemp/) global temperature anomaly dataset. The original file is located at https://data.giss.nasa.gov/pub/gistemp/gistemp1200_GHCNv4_ERSSTv5.nc.gz, but their server is non-responsive at the time of publication of this notebook. So we will use the mirror server from Zenodo. " ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [], "source": [ "import pooch" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "scrolled": true, "tags": [] }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Downloading data from 'https://zenodo.org/records/13963679/files/gistemp1200_GHCNv4_ERSSTv5.nc' to file '/home/gisuser/.cache/pooch/0e25c9375a619f2b3a461407656b0edc-gistemp1200_GHCNv4_ERSSTv5.nc'.\n", "SHA256 hash of downloaded file: f24422f16fcf86e194308603c989c5a9727d506a6f06125c9abf54b901b004e7\n", "Use this value as the 'known_hash' argument of 'pooch.retrieve' to ensure that the file hasn't changed if it is downloaded again in the future.\n" ] } ], "source": [ "gistemp_file = pooch.retrieve(\n", " 'https://zenodo.org/records/13963679/files/gistemp1200_GHCNv4_ERSSTv5.nc',\n", " known_hash=None\n", ")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 113MB\n",
       "Dimensions:      (lat: 90, lon: 180, time: 1737, nv: 2)\n",
       "Coordinates:\n",
       "  * lat          (lat) float32 360B -89.0 -87.0 -85.0 -83.0 ... 85.0 87.0 89.0\n",
       "  * lon          (lon) float32 720B -179.0 -177.0 -175.0 ... 175.0 177.0 179.0\n",
       "  * time         (time) datetime64[ns] 14kB 1880-01-15 1880-02-15 ... 2024-09-15\n",
       "Dimensions without coordinates: nv\n",
       "Data variables:\n",
       "    time_bnds    (time, nv) datetime64[ns] 28kB ...\n",
       "    tempanomaly  (time, lat, lon) float32 113MB ...\n",
       "Attributes:\n",
       "    title:        GISTEMP Surface Temperature Analysis\n",
       "    institution:  NASA Goddard Institute for Space Studies\n",
       "    source:       http://data.giss.nasa.gov/gistemp/\n",
       "    Conventions:  CF-1.6\n",
       "    history:      Created 2024-10-18 17:43:48 by SBBX_to_nc 2.0 - ILAND=1200,...
" ], "text/plain": [ " Size: 113MB\n", "Dimensions: (lat: 90, lon: 180, time: 1737, nv: 2)\n", "Coordinates:\n", " * lat (lat) float32 360B -89.0 -87.0 -85.0 -83.0 ... 85.0 87.0 89.0\n", " * lon (lon) float32 720B -179.0 -177.0 -175.0 ... 175.0 177.0 179.0\n", " * time (time) datetime64[ns] 14kB 1880-01-15 1880-02-15 ... 2024-09-15\n", "Dimensions without coordinates: nv\n", "Data variables:\n", " time_bnds (time, nv) datetime64[ns] 28kB ...\n", " tempanomaly (time, lat, lon) float32 113MB ...\n", "Attributes:\n", " title: GISTEMP Surface Temperature Analysis\n", " institution: NASA Goddard Institute for Space Studies\n", " source: http://data.giss.nasa.gov/gistemp/\n", " Conventions: CF-1.6\n", " history: Created 2024-10-18 17:43:48 by SBBX_to_nc 2.0 - ILAND=1200,..." ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = xr.open_dataset(gistemp_file)\n", "ds" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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Rw+73dtFmdq7xmaBsWXkl8NhrvtuuK6k0iiwoKLAMkNxo164d+vTpY1l2xBFH4MUXX6xfIE2EJjPFds899+Cvf/0r/vKXv+Dbb7/Fvffei7lz52LRokWizL333osFCxbgL3/5Cz799FOUlJTg1FNPxYEDB9IYOUEQBEHUD2OAVN8ptuTaPOGEE7BhwwbLso0bN6JLly4p3LPMpckMkFavXo2zzjoLo0ePRteuXfH73/8eI0eOxGeffQbAeHq0cOFCTJkyBWPGjEG/fv3wxBNPoKKiAk8//XSaoycIgiCIpsUNN9yAjz76CLNnz8b333+Pp59+GosXL8bEiRPTHVqj0GQGSCeeeCLeeecdbNy4EQDw5ZdfYtWqVTj99NMBAJs3b0ZpaSlGjhwptolEIhg2bBg+/PDDtMRMEARBEKkgHUaRxx57LF5++WX861//Qr9+/XDXXXdh4cKFuOCCCxpmJzOMJqNBuvXWW7F//34cfvjhCAQCiMVimDVrFv74xz8CAEpLSwEAxcXFlu2Ki4vx448/utZbXV1tecWxrCyxxocgCIIgGpN0pRo544wzcMYZZ9Sr3aZKkxkgPfvss3jqqafw9NNPo2/fvvjiiy9w/fXXo3379rjkkktEOUXqQLqu25aZmTNnDqZPn25brgTDUILuIl0ukA3lJhb7ZRXleq7XTULpWAJhdSQ/sXAYBwzBZeoE2IrvsskIuv2QTHx+UHz8C8UFoYGQD+FtyDs/trl/hDxE/5xwgXdfUUPxS9Ys2HYiGTGtriYuqyHquz4tFktcX03i+mK1UUu9ftr2gguvtVDitkPI9l2fL8GxmiCXukmIrIR8XOeJ0BKfA6e23eszjq+vqy2Ztv2Q6NghmbtAXIDtWYaJs5Wgt6BfCSbuS0TTpMlMsd1888247bbbcP7556N///646KKLcMMNNwj/hpKSEgDxJ0mcXbt22Z4qmZk8eTL2798vfrZt29ZwO0EQBEEQdUBNwfSaSrlqk6LJDJAqKirE6/ycQCAAjf1X061bN5SUlODtt98W62tqarBy5Uocf/zxrvVGIhHxyqPfVx8JgiAIojFJpVEk4Y8mM8X229/+FrNmzULnzp3Rt29ffP7551iwYAEuu+wyAMbU2vXXX4/Zs2ejV69e6NWrF2bPno2cnByMHTs2zdETBEEQBNGUaDIDpEWLFuGOO+7AhAkTsGvXLrRv3x5/+tOfcOedd4oyt9xyCyorKzFhwgRhFLls2TLk5yc26JNRIllQIu6akRB70JRIB+KnTE5Zhfg9/0CFR0kgq2hXwvYqfjHqyPvF23QSAPbvKk9YppK5P1b60HjU+PBqS0an5Mf8kZtJ+ipblFgHFCkw9GVZPspmty30XJ/VKv5EMqett6kkAISL23mu92OYx9GjPowYqw2TUq2mKkFJoLY8cX+KVRn6N64d8qJqd+IXIjRmJhmtTGxkqPlok2u4gtmJr9vsNonPF9eYhXJ96JVC3rdbi+YxgYYnkXmhQWIzTFGf75L+8GXayPfRj17JQw/KEdeGn7K+jh8j1XqqOpJKo0jCH01mgJSfn4+FCxdi4cKFrmUURcG0adMwbdq0RouLIAiCIBoaGiA1Pk1mgEQQBEEQhyrpes3/UKbJiLQJgiAIgiAaC3qC5IKanQc1x0NXkGPomvw8sgwWtfFcr5v0H3qCBJ6JkpkCwMHtPwMADmzfmzg4H2SXGzFVlifWgfBEuV7EdP++SnnBxGP4PJaANpyXWHNR0DGxHo1rj7JbJy5bdFgnz/XhVi3F74FW3voiAAiWdE5Yxi/a/t2Jyxww+ohycF/Csjn5hQnLCM8YH741tbu8kzgD8aTQfvRKfjRSeR2MazGvU0nCsqHuiZNcB1oa9WjZLRKWrfzPv7zrMmtnEhw/JSuxjw+vQwmkdmJF9+FxpfjR7SSh7UkmEW0yOj1PMkR7xAkgBVNsqbWpa/bQAIkgCIIgMhw1BVNsKr3mnxQ0xUYQBEEQBCFBT5AIgiAIIsNJyVts9AApKWiA5ILhg+ShQUpinlvJTeDObfKrSTS/n+ejXe7JkiivFxD3TPLCT/4yTs2B6oRlYmIe3L/HkRdce5RVmNjbZMBD8xOWqd24BgCw/4svEpaNtO/guT5g0p8FitomrC/Wtod3AUV1/t2Jve8nbE/oVHz4wvgpk4xWJJCdk7BMVivjM5gVSVi25kBiTy+uPQq08T5vABBo1T5hGT3ANFe6j1x2CXyaAhHTtZ9Ig+Th0SbKcE1TijQ5Co/Jh77Mj35HZ2X8+HWhPMVJxKOJ9ZTwu7+p0jwlICVvsdEUW1LQFBtBEARBEIQEPUEiCIIgiAyHptgaHxogEQRBEESGQ1NsjQ8NkNwIhowfF7jfi+JnPt6jHgCAWbeRAu+NrJChPfCTJy5v4/aEZVQfOiBOdkViPQH3P4r58OQI5yT2NgrlGvsZaZFYp/LTU48kLNNy0AAAQOs/XJGwbOx/GzzXm72P9LyWHiVZfTneZWJa/KAlOn55PjRPeo7hHaRXJdai6X76JsvtpvvI7bbhn/9JWKaqzNC0VZcl1oxU7U3c5pGXHgcAKO77q4RlP5twS8IyeW0NnV+inHwAUNgjse6Jk0jvpeYk0DUCUELs2kkmj5kXXG+VSPsG+NJk6bXGudWrE/tXaX7yCtYafcSPpillXklEs4YGSARBEASR4aiKUm8fI/JBSg4aIBEEQRBEhqMEFChq/QY4Cg2QkoIGSARBEASR4agBBWo9B0j0BCk5aIDkghIIxfNKOa1n8/q+/EgS+ceYtB2JfGQCPjRPPPeSV/yc3JLChGU4sZrEGhQ/OhC1xtjHgI9cbIGwDx+kXGM/IwWJNUh+4MdN96HdUPMKvQvkxtdrOUUJ66tJICwKmW6QQXifD70gsQZJidWwTx/6ooOJc7tVbVkNANj5wbqEZWvKE2tFuPaouiyxv9bBg4l1Sh8ueg8AEPjLewnLFrbLS1iG/8FSw4mvSzXsfbtVsuO+ZWqudx5A1UdePKhGe8KryQPNR1/n2iNdTfxnQ9G8PZ8AQAkb50sNe/jNMfxo5AS+PJgSa6R86UuJZg0NkAiCIAgi0wmo9ReXK5StNhlogEQQBEEQGY6iKkllNXCsw0f2AiIOvetIEARBEAQhQU+QXFCCoXguI6f1THvkJz8VEs3Zm9YrPvxDEjaXhJdSdtvEuphYFdOB7E+sAwlm++lShj5Bq04cp59HygGm/wiEfOiVChLn/xL5yWoT769ZN+KEFoj3IT2YuK9ENe9H4DHLeu//BvOyWyRsDzHjXPjpd4FYYo0Pvx4CPnKnJYPuxzQrxQR86Ip4maAPz7FQnndfUXPiuqNE2jYty1ujZFTCNEg+NEPwoVPSuf9RIHF9uo/+xK8vxY+mKSvxdSt8unz4Kvnym9PY/maIFkkNKFDr+QRJpSdISUEDJIIgCILIcBS1/hokxceLMUQcmmIjCIIgCIKQoCdIBEEQBJHh0BRb40MDJBe0Tv2gFbjP86vV5cYvNZI/h9PcdqI5bK/HntJcvpJYKgAwXYxqbtdlzj23pJVtmVZr9TCp3ncQABDKK7eXlbyRAiH7vmqSfkRhud1Uxa5T0KRjUdApsdaC+yDJOeOc3vgIhEJSGYeHqOxYKTVsfz3Onx6yerjIWh5H/QfXcjiYtsktyc63Zo1SraRXkrtROJJYgxSEEa9am1i3oQfsOhvuo8T7KffgCoTs+x2T+pV8frx0RsmU9SLMfIsCQet5d/rDE8q19hUnTVJWkaG5ihTmsziNep2mQlQpN57sUxZsG8/VpheWWDeW8p9pufbr1hWn3GmyRshHfjXRl+tiNuh0j/O4DuTyAUnr5+RjpLD8fzb/Msd7spa4jNu6NGmSlAC9xdbY0BQbQRAEQRCEBD1BIgiCIIgMx3iCVE+RNur/lvShBA2QCIIgCCLDIQ1S40MDJBe07EJo2QWWZbpprlwPGb4cSm0F+zQ8PQLl9nxVWsDqCZOU15EmaS986AmUCIvN5NGkR428V3qlVUcU7tDFVl1t6TYAcf+jUI5RT06ruA6A60nKf7LWJ+s2gHg+rVitMZevx9z3PyZpD46eOtFawEErsP8TI//X/1Z+AyDuxZRdYM+lVXPAGi/XjgRMPjb8WGkH9hkLmFZEzbX2BwDQcltavitMy+OUi0qJsjx1TMuhRRz0VZK2hude410v7HCD5N5IB2utxzUU8/Bx4hV6aC/kvqY75MyKbfrO+Nxv9Pto2X4AQFYr41jVlsdz81XvO2CNL8t6+6ky5VvTaqz7wrVtXHtSU2k/vmEfiTy59ojribimwymPnxxfbjHT9pn0VdmtDJ0X99fi/SinXbG97RZW3VCgdXsAcW2XHolfXxrXtjHPIVnrpgXt8coyHydpj3jNW75nONyTbPcaD52SnkCXZHm9nLfFt+HaJtM1o9RYNXF6xHotK9UH4+vY9cpzp4n8mKxv6w4p/xTV2u+dFG28r4k94/XLOsaQH2Fo/VEUBUo9k9UqGg2QkoE0SARBEARBEBL0BIkgCIIgMhw1oNre1E26Dp2eiSQDDZAIgiAIIsNJyWv+Ok2xJUOTGiBt374dt956K5YuXYrKykocdthh+Pvf/46BAwcCAHRdx/Tp07F48WLs3bsXgwcPxoMPPoi+ffsm3ZauKGJevYbpQsz5hYJMVxRkWgAlbOhsdIecRmq1VXvhqCMSKyUtgOzt46RfctEpmXUwCs9TJmlOVIdcYoFspmFibYdyjTn9YG5cB6FUMc1V2KoV8PoPhwsM+R5wz6OSo+L+MAPuut4ai6Tb0MwaKqYRaHHciQCAgv5HAgBiu0sBAD++udoWQ/Xeg7ZlgFVXEiwwdCVc2yC0DAG7/4mSZdU0ifxS7Nibj4Y4c6yPKA46EkWxerioTB2hsJxplr7Dfg+y018Ylo69XaYTh2tCmK5CNzkwKTFjv9WKvdZtHHRV8VBYnwtYP9WwKc9ggv9+zd5GGtOpcb0a14PInlpmVEkHw/+YmIWtXJ8WzLJ+5rS25/rKa2fViOW2M/qiWa8mNEhFhUabTP8SLO5sj6+km+V7LMfIg8h9e8y5+nTWN+R7kNi2NrGOkctVzF5afFlACUhlffggeeiMEmWwsGwp/I+MT+6vZCkjew3JvlLm9dzTiGkFFX6P0zz8y6T7oOLgbRQsMc6h3qLYGq/sfXbAen8nmg9N5nnb3r17ccIJJyAUCmHp0qVYv3495s+fj8LCQlHm3nvvxYIFC/CXv/wFn376KUpKSnDqqafiAHVggiAIognDnyDV94fwT5N5gnTPPfegU6dOWLJkiVjWtWtX8buu61i4cCGmTJmCMWPGAACeeOIJFBcX4+mnn8af/vSnxg6ZIAiCIFICaZAanyZztF577TUMGjQI5557Ltq2bYsBAwbg0UcfFes3b96M0tJSjBw5UiyLRCIYNmwYPvzww3SETBAEQRBEE6XJDJB++OEHPPzww+jVqxfeeustXHXVVbj22mvx5JNPAgBKSw3dSXGx1X+kuLhYrHOiuroaZWVllh+CIAiCyChSMb1GU2xJ0WSm2DRNw6BBgzB79mwAwIABA/DNN9/g4YcfxsUXXyzKyck9dV23LTMzZ84cTJ8+3bZc0XWruRkAc25QnjQ0xuoOMdF2IGw33tNlU7YoM8TzMoxkwkVdEvJqDmJKlSdVZSJaLuS2RM+TiUoJMm3iR9MyWXhrTkCqx2KWdX7gAlv+WcOOodmQT+nQ27KNzpOhitDsCXirv/sMALDjvS8AAFFmcFm1twoyami/Y2xmMXF2uaFZC0StbWsOCTIDJjNOYwE7vg7nSZwXngzXIUFslqzxj1qN/RSLSDvBzc6HIanC98lclu23MLbkZWMOIm3ef9h5UbmpJusrAZMpqColsPWjh9ClPpNMklouyDaLtLkhJP/kIm1uAmkmv7P1n628Dm0AWEXa/CUClX9mGfUoLdvZ6ovlt7F817LYywDs2FkSEbPzrrOrOKYl3m9+n+NCbL6JaroTaEwKXZe/k/L9UGrce2OHa0f0OSeTyrBVNB+Tvgf2bI1/4UaR7JjrzIBVXF//22CrP9DhMMt3OemyUY9xLoV4nu2jHrJe83rQwYmyAVAVBWo9jSLlFxkIb5rME6R27dqhT58+lmVHHHEEtm41LpSSEiP7tfy0aNeuXbanSmYmT56M/fv3i59t27alOHKCIAiCIJoaTWaAdMIJJ2DDBut/Ahs3bkSXLkaqjG7duqGkpARvv/22WF9TU4OVK1fi+OOPd603EomgoKDA8kMQBEEQmYQSUFPyQ/inyUyx3XDDDTj++OMxe/ZsnHfeefjkk0+wePFiLF68GIDxePn666/H7Nmz0atXL/Tq1QuzZ89GTk4Oxo4dm+boCYIgCKLupCRZLeViS4omM0A69thj8fLLL2Py5MmYMWMGunXrhoULF+KCCy4QZW655RZUVlZiwoQJwihy2bJlyM93SAqaACVaLbRCYTbnHDP1LW7OJ+auNTYydzCK5EZw8QV87t1jTp8b+MnbOmhbdHkuP8rNCk0aEi5lqbHqSuTktcb2LFlrrVVzYv7vQw0b+ykn9HTSlXCTP13SkfDEtL9siCf4/d/9s63bSoltO5zzW/F7sE0HAECgyDCaLDysEwCgarchtN/34/e2WOSkpLUVhk5BrY2ft/LtPwMAtBpj/4M5hjFcgLVnJvrTVsv3UCdD26AwA07L0eA6DJaA1El7oUi6J09TUVk/Fgg7l/OC69bM7XKNlKQ54gaSzrEwbRjTIIVy7Yltg1nWY88Txor6k7j5O2mR5O1531RN7fDzn9M6m8VpHDOuLzIja5BCbY3kskpWXK8kNEgFRtJinnhWTmIMALEc67JKZvYYi7JP0/1AzuesS/eKgIMWJSgtEqaQprL8N1VKz6pIWr9kURIZTTokRRZGtvzTVAc3jxTfJXNG5MfNZZVsqzmrwjSZ3LQVsu4SgJZTaI2F60LNZqjcwJIt0x2S6jp+byBS4qRNA6SkaFLP28444wx89dVXqKqqwrfffovx48db1iuKgmnTpmHnzp2oqqrCypUr0a9fvzRFSxAEQRDNgzlz5oiZmkOFJvMEiSAIgiAOVVKhIVK0um3/6aefYvHixTjyyCPr1X5To0k9QSIIgiCIQxE1ENch1f0n+XYPHjyICy64AI8++iiKiopSv2MZDD1BckGpKYdSzRJuMq2IxYNHt/rTAEy34cN7Rp5fd4TrS/zUF5B0QGI+PT7vzzUGsXJrXjqtqsJWn8Y0SFz/I3yQsuwal4Bk3CPrSgAgEAqwcFjiVTaPns1s7yv3VYuy655cY9lW9u2IVcXL5pRYE9mKMkw7lV2UZVsXLrBqGQJMF2P2eIpWGsfqINMiBdl+50TtGhxV0jdoB/cBiGt6FFMyXyWSbdnGyT9Fl+qzKQYcktXyTy0k9RVZv+aEkxeNS5/TKxw8pLj/EU96zPY7qFn7DgDUHLD2taCkXzP3Ha4xilY56zuctBiygFVOTAsAWaxPZLfKM9YxrVSuQ1/imiNRH0tAyxPSAgCYliWWZegcuW+ZlmP/Q3Kwxnpcq5n2iC81y4w0SXNkS8TrIF+MJ6Jln2xB0KxBYvWKewRf7qVB4v3BR0LbhHWYf+d9xEHDY/Ogk7SdZp8k/nugbKex4GfDqkXU4KBB8rUv0rXhdm+Xj2VTQDZEjkQiiETsybMBYOLEiRg9ejROOeUUzJw5szHCyxjoCRJBEARBZDiKqqTkBwA6deqEFi1aiJ85c+Y4tvnMM89g7dq1ruubO/QEiSAIgiAyHFVNQbLamLH9tm3bLJ5/Tk+Ptm3bhuuuuw7Lli1DVpb9afyhAA2QCIIgCOIQwo8p8po1a7Br1y4MHDhQLIvFYnjvvffwl7/8BdXV1QgE6iBqakLQAMkFtfogVCbh0J18Opi+g/ueiPnpWnv+Lxk/OiWbEYoXcn0sTj0U/6+At6nJvkfRxP4nPCdbIGzvLsFsq84lnGuf769mWhCuG+GaJO6PpJj8fAJh639Isk7l5/U/id/VDT9b2gyxz2C28dnyMKuGBABCBVJOp5D7JSC/MVK5a6+tTG5Ha84tvVY6nuYcVFzbxXQ7Ssh+rBRJN6TYvI7i2wgtG9dYZEl+X07+LJJuybYciAtc5LYdFJ4qy0XHtVMKy9EntjTVkVVovTbC0rkIl9m1HLGaGPtkXloB7qllvz5USf/G+4PZq0vkYivMt8QQaW33LQq0KrF8VwqZ945J06KxvF9aFvtjw85PRcyukaqotcZcy5KledmhiVhUa6GwQ04tWXsU4l5t5nsS19PIefac7gN+AhMVJMoLaKpL1vQ46OCEhxHfRO7bJs0U9+tS+PXFl3OtWL5dX6bLvkxOOiMWg8jpFuDaQevTFrXqoK3+hiAlPkhJbP/rX/8aX331lWXZpZdeisMPPxy33nprsx8cATRAIgiCIIiMJyWv+SexfX5+vs1HMDc3F61atTpk/AVJpE0QBEEQBCFBT5AIgiAIIsNRVNU+5V6HOurDu+++W6/tmxo0QHJBrdgLVTXmuUUeILMGiel7dB/5r3xpjiREDi45t5tDPizuYSJyBrnpTICkNEfC/4jlXZNzswFxHyEO954xw3UfXE/C0SVfJMCuYYq0sNbPc2eZ4wwXGB484fwcFoNRhutMrPFaz5eTloXvp7xOi9nzSVX/ssfyPYvpihSmzeGfQNwHSeDkzyKhhq1vj/Acb+a6heaiWtKXObnCyX2C9ScnLxo9KLdtF3WKM8e0V6pm9fZRTZqqsJQHMKtlC8v3mrK4TxLveyJvX61Ve6Q55GKT+06Y9RVzn+R9hGuPwvnG8VRzHfpKC6t2RZO8joxlxjGJsWPF86lVO/QrrjniRLXEGh8u7QlIjlhOUpIwO2Y8zxrXzpj1RnG9jqT3ctKr1eG+FW9I6mdOeQclPySzTsnmyyRpO9XauL+YyCfItpH1RU73aKXW6snF9UuW64Ado3j+SvapSt5xFQ75LBsANZCCt9jquf2hBg2QCIIgCCLTSYEGCTRASgo6WgRBEARBEBL0BIkgCIIgMhxFTcFbbPXUIB1q0ADJhegvOxCtNHQKQk9i0nRwLYjQiHDvISdNkuQX4akRYsv4/LysUpD9SwBArTLyq+lsHl3kBzNrpphnTrD3IMu2NZ+vcAiB+fQErPm0zBenwhxZZR8hs0aIk8X0Ik56H7lemwapMM/yneuNAEBlbct6EqGdyrVua6yTzgXXFZn8inSm05I1V7Equ36rQvJGkvPWBbLjXj+8zwiNVzixO63G9RQ855lZV8TPEyujSpojPeRQv9znuH7DpE0THl8hSTMVsu+/qrFrhPU5oT1SuReXybdJ1iC1suZ2q94XzxOohqxltRjXIHHdmv3asfWdAmM/QrlxzVCI5V4L5hjHJpjLru0cu75Kj1j7jxYxzp9Zm8X1SFxfFGOfTvIiVdINcX2RH7shWXIUlCsDENCYPpHrymoMrYxFr8P9fiRNj+KgbayPBslPvkkvHyRdynuo1lh1PkqNKcch1w3xfcu1nku1wu5fJtfPtZnmU6FXV1nKcm0TXy42Lbfns2wIMkGk3ZAMHz4cl112Gc4991xkZ2cn3qARyNyjRRAEQRDEIcHAgQNxyy23oKSkBOPHj8dHH32U7pBogEQQBEEQmY5hFBmo50/m/smfP38+tm/fjieffBI///wzhg4dij59+mDevHn46aefElfQAGTu0SIIgiAIAkDcSbu+P5lMIBDAWWedhVdeeQXbt2/H2LFjcccdd6BTp044++yzsXz58kaNhzRILkR3bkWU6RRk7QgAKFncP4XNd7N1aq5dywDJP4brNcR8t5MWia+S/ElU09w7R9u/2/hkGg9evzmvF98HLaejdWMnrxyud2G9Q1ONGAIOucNkX6FQrl33wo+bnHtNddA2BXOtc8+yBinL5G2kstxwXE8itGKhsOW7076J2Lj2wKRBUqL8+DGdAtceOGioZF0S19HE9VHx8xfi9XDtkKyDcIhP6IrYp27RILHjxvc3aK1PDyb26PLSmdg0TA46FZ356oBp73i8OtN6mWPQa63bR4qs3kNZreK+SFwrJPu28HPg5bfFyW5t1G/26uJ6NV4/14iJvF3mtuT95/pCh2tG+BIxbVCWw51V1626If6N3wfMuiWuS1Kk/GqcrKD9nqFUlRmfTF/EvY7M/lhC9yP5INk0OYDo96KMgw+YqFfOyyUfI4djJnaXt2NqT+4raviA5bu2N/5EQeOxc20f73Maz+Nn123qck5KOTcb4po58cn3XzpWsYrE+TeJ5Pjkk0+wZMkS/Otf/0Lbtm0xbtw47Ny5E7/97W/x5z//GfPmzWuUOGiARBAEQRAZjqqq4uWH+tSRqezatQv/+Mc/sGTJEvz3v//Fb3/7WzzzzDM47bTToLD/FM477zycffbZNEAiCIIgCMKgsZPVNjYdO3ZEjx49cNlll2HcuHFo06aNrcyvfvUrHHvssY0WEw2QCIIgCCLDae4DpHfeeQcnnXSSZ5mCggKsWGG3pmkoaIDkwv7//gid6WniOb5Mfip5zBOlypjL5pokjlX/wzRI3CuJi3vYp27WIHEfJK49kjw+9KqD8bJs3lyrMObnNTavLrRSphgC3Csn19ie+zUpTvnAmNZIZ1Ptss4IiF9oWo1VI+WU/yycb9W5CF8lrkUKx7thkLXFy8j1mb2NhNYoaM1/JvyBQg4aHJdHzGZNgq4xLZOkSwhFjDJmLUakcD/bxqqvcroRcR+V6EGjnkCWoV2Q862Z49QlzyQ9Gj9fXCsltBxqpSWGWOvu8fpYv+KeMKJ/sX6gmbx9+LrA3v9ZQorlt7XvE9e0SLmzFF6dSRfF+yA/DsGiNuy7UUdeh3hfqjlgHCOu5eLaNI1pU+R+B8T7KdfDyLn5gHh/CuYwjRPLwWa+DhTZT4pfr7p7zrAg9xnj+QEdzj/3LtLZ9rX80OncQyleli8LsKmFMBM5cSlSwJRLjJ8vtdLoi1xzxHOxmf2n+PGz6YscNDjcG0yXNUKag25Nvq6ctI0y3F+I5fGz6MCkNjR+n+UaN3NOSb6MXcM27VB5mSjK96Vm30G2S0ynVGXXIsZYH3PyPzNzoDpxfksiMYkGR+mABkgEQRAEkeEoSgqMIj1eCEoHAwYMEPqiRKxdu7aBo7FDAySCIAiCyHCa4xTb2Wefne4QPKEBEkEQBEEQjc7UqVPTHYInNEByoWLXHoQLDL0Ln4M2e/LwR51BNv8d4BokrkVx8AzSuf8R91MJOOh/eFnejsiVZdcOaOUsBxubwxdaA/4Y1uzXkV9o1MN8lPRsuwaJe6EIvQubn1fEPsa1HDxPGV/Gv3MfJM3BM0iVtEf8v5mQyfuIa064LknNYj41IXu8QnPEtFb8mCtO/j/So2nhmRQx2o79vD2+TvhIWbVNepWh+zBrOnLZ71HmhRKtNPxleM441ZSrjsd18H/bAABZrQrYp8lfS9a/8Lb4Pmr2fFViG67LYPEGd28x7b/Vl4j3QT3L0OBoEZPWi+e0Evo3lv+M5wGMxfU/XJ8T1zSxdnQer0nbwjUmLJeVyH/G9CWhoiJRlPcnvcCaDzBaznRbhabjKp1b0XccdGyiD3OdmnTdAnHPMJ3vE9cgseNrnqbQRe5Ea0I1p2mDCNccco0U26SGXSsx027wy4f7H3ENEtcxKQfjGiSep0xc22W/GJ9c42O6D1i0O2acdEV8G3Z/seuW7NvInmfx+mO23/n9K3rQ0AOFi9u5xyBp/Cxt8utT0h5FywxNVk1ZXF9Yc8A4blW7DV1SrMq4XrneqLY87g+l87x6Meu5DYRYvsWwcR7Laxw8pBqA5vgEKdOhARJBEARBZDhqQLUZp9aljkwlFovhvvvuw3PPPYetW7eipsY6mN+zZ0+jx5S5R4sgCIIgiEOC6dOnY8GCBTjvvPOwf/9+3HjjjRgzZgxUVcW0adPSEhMNkAiCIAgiw1FUBYqq1vPH3xtj6eCf//wnHn30UUyaNAnBYBB//OMf8be//Q133nknPvroo7TE1GQHSHPmzIGiKLj++uvFMl3XMW3aNLRv3x7Z2dkYPnw4vvnmm/QFSRAEQRApoLknqy0tLUX//v0BAHl5edi/39CQnXHGGXjjjTfSElOT1CB9+umnWLx4MY488kjL8nvvvRcLFizA448/jsMOOwwzZ87Eqaeeig0bNiA/325g6EVtWSWiTEwpTAsdyglhcERKmGoyjtQiTPTJhbEhVhMXazskDBVmb0KkbQgPY+XxpI1ClOiUaFKCG6TptSyBZdAq/gVMyTM1brTInSKZCNiUQDKYa8TMRchCVOsgzubHTxZgC6PIbJPJJhcjcyE3O47C9NGcMJgfaymhq0haKSfQRFx4zpMK68wgMdDxMFPAqmW/uRBZ5ccuGhdpi7CrDYGsxoTcjmJVdg6K+vSwfHc06XMztIzZxa5xIXTI0qZi6lc6pGPB91EWZJvqFeuk/qlW7Y9Xc9DQBegFhomkEC3L5wSI9zUu/ucvMjBjTrOQN8RMHoVRJEs4G3VIhsz7HO9XPKmyeAmA1QXEhfLClNDD0FDsN/9kx0g3HSvb/+MeyX9tHjTseyDI7gemc64HreJ3hfe9GqN/BQ7sipetMM5H7MA+I0yWvFp3eLFDwEXqPnx1RB+WDCOtfVEydmT3pqrd+9ln3KyRC+Xle4U1LbUBP4e71nwHAMhuYwj5c9rGBf3hokKjPiZA5/eiyl2GKWr1vri5Lk8mvf9HY11NubFNbblxrKKVdgNSTijX6Fc8UXKIZSQur3XfhvBPx44dsXPnTnTu3Bk9e/bEsmXLcMwxx+DTTz9FJOL017fhydzhpAsHDx7EBRdcgEcffRRFprdedF3HwoULMWXKFIwZMwb9+vXDE088gYqKCjz99NNpjJggCIIg6kdzf4J0zjnn4J133gEAXHfddbjjjjvQq1cvXHzxxbjsssvSEpOvJ0hjxoxJuuK//vWvaNvWnpqgvkycOBGjR4/GKaecgpkzZ4rlmzdvRmlpKUaOHCmWRSIRDBs2DB9++CH+9Kc/pTwWgiAIgmgMmqOTtpm7775b/P773/8eHTt2xIcffoiePXvizDPPTEtMvgZIr7zyCs477zxkZ2cnLgzg6aefxsGDB1M+QHrmmWewdu1afPrpp7Z1paWlAIDi4mLL8uLiYvz444+udVZXV6O6Ou59UVZW5lqWIAiCINKBEghAdZANJFtHU+G4447Dcccdl9YYfGuQHnjgAd8DnhdeeKHOAbmxbds2XHfddVi2bBmyshySezJkgzZd1z1zvcyZMwfTp0+3LY+0zEd2m0IA8aSXOSWtxHo135jeC7RoZflUsg2tkx6ODyZ1pjHgJn1cexQ3mTPNxXPdB0uCybUHPCmu2aRQGLgxhImiH30BN/8zXTA6mD6Dm8lxY0uuSTJtrnL9i0PCWbltrkcRug+uAwlbdVuASZfCtlGlBLQWDVLIavont63zJMGIGyEqMZbsVOy0u2YEchnej9T4vqp5hUYRyXhSnBuzPiwqG+6xfTVpOfj54CZ3XDPB9ymnY3tRNtiuGwvCZf/N/y3y48aX8X0RyWbjcSpSgmRuDCn0ME6auTJDE6MwfZ2uOtxaJC2MZtLTyfvBtULBHKsOUO5ngEmDxPRKsubN2r+kBMcBe78SBqmaVXskEkmbzRblYyEZRvrpX4paYakfAPQAi52ZP6rVho5GYZ+1WzeKstrBfQDi+kRupumEfIzkxNGyUamxC84GkeaEwfKyKDNgrCkz9q3WFJNTomEAOLj9Z/G7OIfsk28fyqli3ytF2aCDLs1chxdx81pmxJlt7198XaSF0bfDTIsUzmUmuY1kFHkosH37dnzwwQfYtWsXNEnXdu211zZ6PL4GSCtWrEDLli19V7p06VJ06NChzkE5sWbNGuzatQsDBw4Uy2KxGN577z385S9/wYYNGwAYT5LatYs7su7atcv2VMnM5MmTceONN4rvZWVl6NSpU0pjJwiCIIj60NydtJcsWYKrrroK4XAYrVq1sjzYUBQlcwdIw4YNS6rSE088sU7BePHrX/8aX331lWXZpZdeisMPPxy33norunfvjpKSErz99tsYMGAAAKCmpgYrV67EPffc41pvJBJJm0KeIAiCIPzQ3AdId955J+68805MnjwZaj21VqmiTq/5a5qG77//3vEx2NChQ1MSmEx+fj769etnWZabm4tWrVqJ5ddffz1mz56NXr16oVevXpg9ezZycnIwduzYBomJIAiCIIj6U1FRgfPPPz9jBkdAHQZIH330EcaOHYsff/wRukOCxljMwXOjkbjllltQWVmJCRMmYO/evRg8eDCWLVuWtAcSABT17owi5rXBPXMCrUrEepUl2lRzmeYoYrh4aFIyUMCkPXLznjEl/4z7nrA5+yjTILEEn7rD8RWaE/5d0iJZEN45Rjtqt/7xesoMDUB0F0vcyv10uO+JuU3+C9dr8OUBu/+N0HuwYyYnlTVrRISHkaQvEpom8z4pkq6GwbU33OMIAPQQS2gpJ1flxyMW15XEz4v1WIlzYdYVcX0Gj4/vKxxw2ge5LFsXYscq1JbFwOrlPktAXIcSOYJNOwclTZZDUlXbMdOsmjcANs2R0KuxMmZtk8KS3QpvKN63aw2NSHR3abxenjzVJfmpBekmGWBPeb3+A1blfi/3JZiuDTmhscWvih8TF22Jg2bQ9t1Jp+WiR3LUInIOGJ5GMeZtxD2OKjf/IIpwPQ7X6XAfIKdjJWuQAi7eZABsgmBNuvdoJv8fWcskksGyMprJQ40niJWJmpZz3yvumZTXoQ2AeMJwngzaiN1ZgxQptCY6BuL7z3VrIr4ah/sqSxDMt+daVJ5cm2ufglUuCYBTDHfDrm8dmcrll1+O559/Hrfddlu6QxEkPUC66qqrMGjQILzxxhto166dpwC6oXn33Xct3xVFwbRp09KWt4UgCIIgGoLmPsU2Z84cnHHGGXjzzTfRv39/hPgLO4wFCxY0ekxJD5D++9//4oUXXkDPnj0bIh6CIAiCIA4xZs+ejbfeegu9e/cGAJtIOx0kPUAaPHgwvv/+exogEQRBEEQjoahK/Z8gZXCy2gULFuCxxx7DuHHj0h2KwNcAad26deL3a665BjfddJNILCc/BpPzozVVsrsfhnBbwx5AyWJ5ofLjVgc8n5oWkDRHTP+gOzmWxqz+H0JvZNY6iNxrTO/C861xrYz5eDN/It1VB2T3IorvANM7mLVSRYY1Q4B9xr5ZZSzndZh6i9My43vI8glA6D0C+YXsOyvDPWki8VxZpoCNdqRPaxmXi93JB0jOK8Z1NeJ4mzRI/Hywc6BVGh5UkHNSwSMPntNx0KznyTl2rrmSdDTcF8qs2+FaGa7BCLC2pFxyxoZMeyEdR3E8zN4+kk5N9uay+Dbx/GT8OLB6hFbOdHzEMqHbkvqkw77FdUTGvonoHfR1soeWWG4+By4eYRavH74PzINICVr1apb6E/geuemOLGX4L6Ycb/x4cj2gVmZoj2p3/wIAKC/dLcpy7RHX9jjlQ+TY8iCGjWMTkLRJ1jJW3Q6H64HMcD+kmgPGNcM9j2ImvRLX+3CNj2jP1HY203+26N7RWCfnujTrjrieTMoVp7Acj8G8clE0q1UL9llgiZfvmzkGOacf1xxxzROvX62IezI1JM1dgxSJRHDCCSekOwwLvgZIRx99NBRFsYiyzblR+Lp0i7QJgiAIgmh6XHfddVi0aBEeeOCBdIci8DVA2rx5c0PHQRAEQRCEC4oacHQ6T7aOTOWTTz7B8uXL8frrr6Nv37622amXXnqp0WPyNUDq0qWL+P29997D8ccfj2DQumk0GsWHH35oKUsQBEEQRApQA87WLcnWkaEUFhZizJgx6Q7DQtIi7REjRmDnzp22vGz79+/HiBEjms0UW6hjT6iFxjw415PEQiatDNN78JxJsseRGSUmaRjkfGsm7YHQd3AdDNdMyL4tQFyDAl4tz49m1yDZLgyRZyuuPdHZ/ok8crxtvt68T3LP4WX5/Lxp9C+WMT+puE8T0zYEzBoRD82RXxzygPGcdrIHlTgHZh2YpP+CpDOSc1MZbUo5rZzOl4/5f1sySXEumQbJXAfvg6rUB1kdFi8uXkbqt4otP5yD9kh4c7Fj6KCV0cvL2CZcB8K1HQ7HinuFMV0Nb1s3eeXoLC6V6TyE5kTWm5h/575ast+Uxx8F7slkVsPwfdAO7DXW8XpDLh5KHliumQTnX7d4MVn1NNwHLcY8d8z5zLjHUKyGew455zoDAIV7JPFYmH4pmC0dO8T7opM+CYh7HQFAiOlzZN+iil37AAC17BMAYrXGPrXsYaR0KjzM+Pxx6ceiTA7TIIV7GppWrveJ3w/j9wyb/o0dD5XrN036On4cg63YtS1fy0G7Z5bQSjItqtwfwgfL0Sioqq97SMI6MpQlS5akOwQbSQ+Q3JK/7t69G7m5uQ5bEARBEARBJObnn3/Ghg0boCgKDjvsMLRp0yZtsfgeIPFHX4qiYNy4cZb8ZbFYDOvWrcPxxx+f+ggJgiAI4hBHCQTsT5jrUEemUl5ejmuuuQZPPvmkSGEWCARw8cUXY9GiRcjJcXjbuYHx/bytRYsWaNGiBXRdR35+vvjeokULlJSU4Morr8RTTz3VkLESBEEQxKEJ1yDV9ydDufHGG7Fy5Ur8+9//xr59+7Bv3z68+uqrWLlyJW666aa0xOT7CdKSJUug6zp0XceiRYvqlN+sKaHlFELLYRok7m1k1h645AGDQ341ricSniialOtKc/AtCUg5vfjcu2by/5Dmzx31HjxchxxpgEkfBQAqm6uPMr1L72ONMvt/MhbvML3NKM9l8/giVq8Q8zKFaZvimhlj73QnTYcfDZKbx4zs2+O4zppnzKKrkc9H0Po2haKZ/YUkXyF+nGU9jJm63KS4H5RZXyVrjiQtklmDJPow1x65aLIAxPunfIwcctGJHIFciyTpQPSquD5D1opEy/Yby5kHjfm4y8dN4V5fUo4+8++eOQgleFtc42S+Bvk+CR2VWsXqD1vbcUL2rzL9x667aaR4LjbVrEFiy/j1xHI+hpiuJlQQ/2+aa4NUpomJstxsmsNxFbFw/SLX/Hl4J2m8fml5zHR9cQ0Sz1MWKTLi5bqoqt37RdnuvzFmGgJFho6V57jsfn4rUSZY3NmIr5XhySZ0kexYaeZ8gDY9odFXVOHbZeqv/FjIfl28LtP5iuvejNkSoZWUdJJ64CCI+vPiiy/ihRdewPDhw8Wy008/HdnZ2TjvvPPw8MMPN3pMSSm2dF3H008/jdLS0sSFCYIgCIJIDaqagidImSvSrqioQHFxsW1527ZtUVFR4bBFw5PU0VJVFb169cLu3bsTFyYIgiAIIiVwJ+36/mQqQ4YMwdSpU1FVVSWWVVZWYvr06RgyZEhaYkr6LbZ7770XN998Mx5++GH069evIWIiCIIgCOIQ4v7778eoUaPQsWNHHHXUUVAUBV988QWysrLw1ltvpSWmpAdIF154ISoqKnDUUUchHA4jOzvbsn7Pnj0pCy6daJE8kx+Qcx4rM27eMYBJeyRpZnShPbDXpyvsLUGuI5FziVkKe6xzDZj7NpmcWqQ8cFq2kbcoWHXAWO+k7eD6D54ri3seRUwaJLbMpj3iehiz/kfSdukOnkaiXieNEWDJqxav2DlnltMxE7oMoRmRtF1OecBcdCW+tFQ+EMfFor2RjpHcT812HDbtlcf+S/nqeFmhM6qO/4cnNEfcc6a60vJdO7BPlI1VG/0qyrx3eL4ujmbSwYTzmScX1wox/55ArpH/S2iR4KAJcvKpcllnyenFlzG/G20/e1LO9VtMV2V5E0g670J75/Cfus3/S+ojFh0YW6Zm5VraDrDjkdM23sdrmeaI52SLMi8irivSTBokrcZhH2D3ODIj+yAJry/TNlxzFGrV2ljHjkN2mTE1Uvnz3njZwwcZv4g8eyxXY1HcW08PsnsGy3mph5h+UVwH8baFnkpj90w5l6AZl3sx7/Pmezy/rmweYtI1rdU20lMZJQUiayVzRdr9+vXDf//7Xzz11FP47rvvoOs6zj//fFxwwQW2cUZjkfQAaeHChQ0QBkEQBEEQrqTBSXvOnDl46aWX8N133yE7OxvHH3887rnnHvTu3bt+cbiQnZ2N8ePHN0jddSHpAdIll1zSEHEQBEEQBJFBrFy5EhMnTsSxxx6LaDSKKVOmYOTIkVi/fn2DGENv3LgR7777Lnbt2mV58gkAd955Z8rbS0TSAyTAMIZ85ZVX8O2330JRFPTp0wdnnnkmAhlsQkUQBEEQTZVUiKyT3f7NN9+0fF+yZAnatm2LNWvWYOjQofWKRebRRx/Fn//8Z7Ru3RolJSWWjB2KojSNAdL333+P008/Hdu3b0fv3r2h6zo2btyITp064Y033kCPHj0aIs5GRw9G4j4yjiIhzfm7k6cRR66H62ycyrjUr5uW2/Qjcttm3Y3LnLt5uU2fwj1Hsgx9QbDHUaJsbOu3xi+SBkNoj8zeRtw/hHd42eOmpjL+RehpWCwhSSNiPoZuOhquQTAvT0afJcP3zY+nkXyOze0m4+3E+4YfLZNc1su3i3+NWfPLecXCtRway1tmyW3FtUaVhp6I+x5xnVL1nrj/jayVqa2Ia5kAqxeP0M8w7RH31wlEmA7KvKGUM9C+Gw45zvhXpjNSW8Q9eNR8w/8stvdnAECQaWPUQiPlQXTHDy4tmWIJ2T2TxP3EKVcipLxtXD/Dto/7NRnxhwrj10wwx7hGwvnGeRH52pjHj3n/heeU5HvEy2gOfkiqi/Yov/dh8XiF9tA4T7X/+95SR3abonjZbOuTh7h+L/7nSN+9HQAQ/dn4DAwcxco4XA8BrsVjy7h/FeLZHnxjPic+9ZB6yD33XUpJ4RRbWVmZZXEkErFkx3Bj/37jem7ZsmX94nBg5syZmDVrFm699daU111Xkh6OXnvttejRowe2bduGtWvX4vPPP8fWrVvRrVs3XHvttQ0RI0EQBEEc2qTQB6lTp06WbBhz5sxJ2Lyu67jxxhtx4oknNsgb7Hv37sW5556b8nrrQ9JPkFauXImPPvrIMoJs1aoV7r77bpxwwgkpDY4gCIIgiNSybds2FBQUiO9+nh5dffXVWLduHVatWtUgMZ177rlYtmwZrrrqqgapvy4kPUCKRCI4cOCAbfnBgwcRDjukjCAIgiAIol6kMlltQUGBZYCUiGuuuQavvfYa3nvvPXTs2LFeMbjRs2dP3HHHHfjoo4/Qv39/hEJW+450zFAlPUA644wzcOWVV+Lvf/87fvWrXwEAPv74Y1x11VU488wzUx5g2nDQulhWu2iEnHxlvLx8EiLXa6pfl8rYJkwd9UXGVrqT1onrM9inqrEcQ5IvkHmZLT+VU74q2XNJ5IFii3leMACKyrQxfK6dbyN5JwGAEpV0NKyM0G845GByEyk65auy5brj3806AFu9Hh48HFlHYG5H7LdVBxbvQz5mxRW7psPm/8J1SrpTP4ha2haIfGum48pzrlUYmgauPYpWGBoZs9eR0B5xv55yk/YMVv0L994Ru8R0JiHmj2TJh8e9mNz0GR6+SFqV4dNj0emwZfycajyf3D5WwNSH1LxC4zPX+GPDj43seQRA6IncdGVmDRW/toXfk/D6YddmNK7pEdcrazvk5APG6+W5x/j+sm25R5VFByb1beGD5OCZJHyweAxdjzA+2Xqz6sjNM8x8n1SLjJQTYaYNi0k+XhYvIlmXFJC+O+j3bJ52nho/xVpGvsc3VgJYVa1/qpAkt9d1Hddccw1efvllvPvuu+jWrVv92vdg8eLFyMvLw8qVK7Fy5UrLOkVRmsYA6YEHHsAll1yCIUOGiBFeNBrFmWeeifvvvz/lARIEQRAE0fhMnDgRTz/9NF599VXk5+eLPKwtWrRIuXnj5s2bExdqZJIeIBUWFuLVV1/Ff//7X+F22adPH/Ts2bMh4iMIgiAIIg1GkQ8//DAAYPjw4ZblS5Yswbhx4+oXSxOgznM/vXr1Qq9evVIZC0EQBEEQDihqAEo9B0jJbq/LKZoamP/973947bXXsHXrVtTUWKeKFyxY0KixAHUYIMViMTz++ON45513HN0uly9fnrLgCIIgCIJo/rzzzjs488wz0a1bN2zYsAH9+vXDli1boOs6jjnmmLTElPQA6brrrsPjjz+O0aNHo1+/fha3y+aEEqu1JaB1xJdBJBMPsySwetDjlUqXEbtIbOtYv4c5IUcW54l4PYwXo87GkQCgFndmv7AuxBPc5rOEk1XxNx1tAnOuu+bHw2w8KBpghntcYMvMJpVak7BXsxrhyQJsLhwF4kaGwnDPQyhtE7LKOAgdhai2vm7ywkTQak7Jz7tF8K9x402XOJ2MMvk+iXPp0A+YoaFI1qkb/VUtYrFUHYxXy44rT1YsvucaQudAVlzYX7Wbm0buAxAXaTuZE0arjL6hhlkMrAw3QQzmxI+zzjTjWUcZL41Uf7eGLa+x7rPRGNtdyVzSdE411sWE0JqbKLL+FGzTId52mCWTdRPVOxlFyjgkSlWY2F9Opqvy+PML7fvkB26iyPs4u/ZUBwG+fKwCTDDNY+LXFAAEigwTTd7/lawk0lA4CKQ1KVF4PBa2iamsLndh2eDRXL9TIme/8Bik+6R4AaahUVIg0k5R8uyGYPLkybjpppswY8YM5Ofn48UXX0Tbtm1xwQUXYNSoUWmJKekB0jPPPIPnnnsOp59+ekPEQxAEQRCERDqm2BqTb7/9Fv/6178AAMFgEJWVlcjLy8OMGTNw1lln4c9//nOjx5T0cDIcDpMgmyAIgiCIlJGbm4tqZjfRvn17bNq0Saz75Zdf0hJT0gOkm266Cffff3+ji7cIgiAI4pAlhalGMpHjjjsOH3zwAQBg9OjRuOmmmzBr1ixcdtllOO6449ISU9JTbKtWrcKKFSuwdOlS9O3b1+Z2+dJLL6UsODNz5szBSy+9hO+++w7Z2dk4/vjjcc8996B3796ijK7rmD59OhYvXoy9e/di8ODBePDBB9G3b9/kG4zViPl5L9wMI53Qpfl0xUF7UKf6fcwr29rgpm/m+vgUu9y20PrE9QmKZHqncF2Vx/7btUhW00JzW/xTq2QaiWy7pkE2dxRmddy80HT++KNlob2ISboNj4SmNpzW8/q9tGh+UFnfCFgTziqq3YhUh/VxuehPXBvh1X/FOdCt3+FuZKhlsXMdimvo1Kw845Pryfg5YIaRGtOmAECgaB8AILuNkSC2vHAXAKB6n6FpilbF41XZjVxlhpHcnJAfX910DriaJPrTNgBA5PCBAICa79cBAGIsIa15e34p6jFrglNzffycBos7sR1gfd6sIeR/cKLOyaC1+pjEmgIVWqScQiMUk4ZG37PT+MXJyFRGXMvskxtbsk81J991U5GImuu3snJM6wzNkOgbXrpIKSFzUoh/zO3nSzTBjSL5dWDe3PaLO673XvkzlvjvREpIg1FkY7JgwQIcPGjcC6ZNm4aDBw/i2WefRc+ePXHfffelJaY6+SCdc845DRGLJytXrsTEiRNx7LHHIhqNYsqUKRg5ciTWr1+P3Fzjj+e9996LBQsW4PHHH8dhhx2GmTNn4tRTT8WGDRuQn+9+4RMEQRBEJpPKVCOZSPfu3cXvOTk5eOihh9IYjUHSA6QlS5b4KvfBBx9g0KBBvpLg+eHNN9+0xdG2bVusWbMGQ4cOha7rWLhwIaZMmYIxY8YAAJ544gkUFxfj6aefxp/+9KeUxEEQBEEQRPOnwZ63/eY3v8H27dsbqnrs32+8MtyyZUsAhk15aWkpRo4cKcpEIhEMGzYMH374oWs91dXVKCsrs/wQBEEQREZRb/1RCpy4DzHqOUHuTkOKuHVdx4033ogTTzwR/fr1AwCRI6a4uNhStri4GD/++KNrXXPmzMH06dNtyxUtGvdBSi4493Vcr8PnrB38hVwTItYFp3oldN1Be8HlHSLpqeQZY26C6164VoLvm1OyX7d9ctIgcZz8Wby2h1V7JJA8beT2dB9eMkLHZNa/8LZ9bJ9UG+I712Q56IIc9EOWWBQf16Cffsb9ZCR/JABQgkyXwq+VHKs3TNCUMBhtmFdWueGRpRYZ/0Dl7DY0NDX74v5KMaYj4z5QwWzmxcQ1SeZzzn6Plm41vh9xIgAgzF62rd74RbxepkfSuOaGr4i455XScluydriGMH5fcL1HOPV5+drWnXVLxheenJn1W/apZbcwlpsSRwdYP1Bqylm1Lv3BDPOI4smm+TXDk8Qm3BfYPZqMhS7/czek/46safLQbSqJ7q9Oy7nPmluC8kbTIDV+qpFDncxVbHlw9dVXY926dcIzwYxsXKnruqeZ5eTJk7F//37xs23btpTHSxAEQRBE06LBniA1FNdccw1ee+01vPfee+jYsaNYXlJSAsB4ktSuXTuxfNeuXbanSmYikUjKdFIEQRAE0RAoqmrLFlCXOjKdmpoabN68GT169EAwmN4hSuYfLYau67j66qvx0ksvYfny5ejWrZtlfbdu3VBSUoK3335bLKupqcHKlStx/PHHN3a4BEEQBJE6lBToj5TMnWKrqKjA5ZdfjpycHPTt2xdbtxpT5tdeey3uvvvutMTUYMOzVOdomzhxIp5++mm8+uqryM/PF5qjFi1aIDs7G4qi4Prrr8fs2bPRq1cv9OrVC7Nnz0ZOTg7Gjh2bfIO67q0nct3Ohw+QWOAwH55IE+LH8ygJ7xWzhkLoiPh3uU2na0uOx8EHyJZHTtYymP6rEdoKriOSND7cXweA0BXJr65yzyRd9jpygGubHHVFPA+aNG9fb7t++Ril6r86yffFT++19UlTPXL/dPLrEn1N6nN60EG3wePLLgAAhAsMbY/GfIZCZXtEUa3ceFnCpj2T+4UDvE/Xtjf0iSFTzjCd1Rtjjr0603ipJj0N19YI7y15v03fRd+WcrDx/VZr4rkDde4RJJ9/p/sM98Fy0H3JxFoYT88DZT8ZbTNPqvh1ZvKqk72SuCcb97Pz6g8yppjEcUhC0yZvm1R+NPMx47kuRe5Ml/q94nPcb5/3fzJNTgmTJ0/Gl19+iXfffdeSe+2UU07B1KlTcdtttzV6TE1GpP3www8DAIYPH25ZvmTJEowbNw4AcMstt6CyshITJkwQRpHLli0jDySCIAiiaaMo9Re7Z3By+VdeeQXPPvssjjvuOMsDlj59+ljSjjQmSQ+QKisroes6cnIMF9Uff/wRL7/8Mvr06WN5xf7AgQNuVdQJPwMuRVEwbdo0TJs2LaVtEwRBEERaUdQUDJAyV1Xz888/o23btrbl5eXlKZ+R8kvSR+uss87Ck08+CQDYt28fBg8ejPnz5+Oss84ST3kIgiAIgiD8cuyxx+KNN94Q3/mg6NFHH8WQIUPSElPST5DWrl0r8qK88MILKC4uxueff44XX3wRd955J/785z+nPMi0oGtJeRF5zr0nyunjWKFzPiwn/YO9jOK83CEG83M5W244JbEPlG2/PXKRiXq5dsHpvwL+pLBin1GESyNiPvJM8SqctEcucfGccopZpyG3IWuEksm35pi3zVqfk6eP0FWp0qfF28r5vyqv3H5iU68+6OZ749DfbDo10feYhsasB5E9s7iHEvP2Udt0EUUD3FuGH2t+HKuZ10953NBVq2LLmHeS9vV7Rn39hxufpjx+an4h+22fEQNbF+w/NB6mtJ/x/F0ufjiA6VxI25jhec9c7gdcb2SJwQ1LH2R533KKjAiqDBNdheufzO1JnmbCb4vl1HPUQ8p9OGDNwwiY9D9u+iIzbvcr83WRzJMOeXZBt8ar6B4eanJoPu75tn1KhWedD3RF9XVtJ6ojU5kzZw5GjRqF9evXIxqN4v7778c333yD1atXY+XKlWmJKemjVVFRITQ9y5Ytw5gxY6CqKo477jhPQ0aCIAiCIOoIn2Kr70+Gcvzxx+PDDz9ERUUFevTogWXLlqG4uBirV6/GwIED0xJT0k+QevbsiVdeeQXnnHMO3nrrLdxwww0ADL+hgoKClAdIEARBEIc8ilJ/kXWGirRra2tx5ZVX4o477sATTzyR7nAESQ8n77zzTkyaNAldu3bFr371KzE3uGzZMgwYMCDlARIEQRAE0XwJhUJ4+eWX0x2GjaSfIP3+97/HiSeeiJ07d+Koo44Sy3/961/jnHPOSWlwaSXR48hk5p1lvyM37ZDDMpvOyOk/AK6VEBofH+Nenl/I3BYPjy/w4ack6zOgOOg0NClmVYrXhNgut4jVy/JMVbG3Ik151rjmROgoAlb9jrMWKbE3kvA/kuoRuqBAEjoo07lQNJftzGVCTIfCtSI8h5x8jn3gSxfnoDdKpMOw5GKT9Tp++rasdRNeSvHjo4eM3Gh6gK0z6XMAU38AEKhieqRK5p1UzbQ3O74DAGitO8XLHjva+GQ54pxyqdm0eF7aIxmvsnxZjHtvSRov8xfe93h9LE7R153e6hWaIRe/NXMZWYtUZeTBUyI59nrFpiwW1cHrzO1e4XXfku5Tljrc+pGPc+DrPDVFVLX+nmkZ7KR9zjnn4JVXXsGNN96Y7lAEdfJBKikpwcGDB/H2229j6NChyM7OxrHHHpu2V/EIgiAIojnT3EXaPXv2xF133YUPP/wQAwcORG5urmX9tdde2+gxJT1A2r17N8477zysWLECiqLgv//9L7p3744rrrgChYWFmD9/fkPESRAEQRBEM+Vvf/sbCgsLsWbNGqxZs8ayTlGUpjFAuuGGGxAKhbB161YcccQRYvkf/vAH3HDDDTRAIgiCIIhU08yNIjdv3pzuEGwkPUBatmwZ3nrrLXTs2NGyvFevXofWa/6yVsjPJtJ3T48Qt+lKp3xYbtojp/p9eC/J2gs/yL46luMhaxY8LlKdaS1sRVj+LqX6YLwaU/4sY1vWNtOgaKbcXuLYSNoehed+M+uAJI2RqyeRB4rqQ//kUJ8ixempV+P6LH7MJf2LRSsk8lQ5a4+smjG+zrlXKyaNi9AIueQkc9S/2PaDt2fq87y+GIubac8Upt9BLK5FE8chbOiW+LnledyUyv3xsky7pFdXGNXs383qj3vlqD0HWuKyeUaZdEsiPp7TTD7OZng+QX782D4JjZv5+o0Z/VJohJLJdcb7mXwuzPtUW2ndhl1fXnkh5UzwTvotsamXflHWHvF8c0x3ZmmD55Xzgae3l61w4oFCwukor2uzIWjmA6RMJOkBUnl5uUgzYuaXX35BJBJJSVAEQRAEQRw6XHbZZZ7rH3vssUaKJE7Sw8mhQ4eKVCOAMTeoaRrmzp2LESNGpDQ4giAIgiDQ7I0i9+7da/nZtWsXli9fjpdeegn79u1LS0xJP0GaO3cuhg8fjs8++ww1NTW45ZZb8M0332DPnj344IMPGiJGgiAIgjik0RUlBW+xZe6b5k4+SJqmYcKECejevXsaIqrDAKlPnz5Yt24dHnroIQQCAZSXl2PMmDGYOHEi2rVr1xAxpgdzLjY/ndJPjjC4lPHSFfEisjeLpe16aI8sub2kskrifeL6j/rkJ7LoKph2QZe3D3h4PMUk/QfXelSbdBZcexThuiVT7jXYdUdA3GdJ6EtymQ4qaNrWrW94aFBsfcVPviqvNrjkhC/mOhMf24pjb/aMkrUn0ndLDi6uU+K+PTzPmoc+xQbXypjztrH8YlxzpESrrHH60NJxzYxu0hcJ3U91lWWTYLuu4vdYgnMqdEdAvG+I3HGSzsiMycMLsPcvrbJcrOMR6GHjVWdF8XE9cf8uWStl3h/W93i9AvaH03xYhccVrPsU90kzb8++xKz55vSgVSdoxCVrEpnu0ElvJPdTp3Mj97Vkrh2Psgn9wOS6iJSjqipuuOEGDB8+HLfcckujt19nH6QZM2akOhaCIAiCIJw4REXamzZtQjSaxD9cKaROA6T3338fjzzyCH744Qc8//zz6NChA/7xj3+gW7duOPHEE1MdI0EQBEEc2jTjXGwAbA7auq5j586deOONN3DJJZekJaakB0gvvvgiLrroIlxwwQVYu3YtqquNx6IHDhzA7Nmz8X//938pD5IgCIIgDmma+ROkzz//3PJdVVW0adMG8+fPT/iGW0OR9ABp5syZ+Otf/4qLL74YzzzzjFh+/PHHN6tpN0WL2b19LHodq19NUnnQ5Dp84Omz5Kce2dsowHUfDv43Lvon53pdluv+/1OxaE9kLx8511fQZCXB9R8BlqeKaRFUvq1J6yCi4V5JZl0KYD1vrIxWZWhCuF5FYd+d9GbB4i5GWdn/xXzsuLWRl54sAU7nQvSNKDt2Dj5W3GvGVXvkkYtNY/5CajU7HuG4X43Cj6PQgfFcXx5eVy7+MWbdkvD9YdojpUby7Unm2Jn8p7jnED//KvPSihWUmAJkR1T2ipI0bkDcT0j0J65BcsoDyMvw/iP7Ypn6pPBwCjDdkpd3mPCMqrXGzWM0eUbp4J5DEUu9TvsmI/sgWcryLsfj5peBiMVD6yP6kGkaRc7X6JbP0tJGEvDtk9HKyVXwz1itZznCHytWrEh3CDaSvkNv2LABQ4cOtS0vKChI26t4BEEQBNGc4bnY6vuTqZx88smOY4iysjKcfPLJjR8Q6jBAateuHb7//nvb8lWrVqXtVTyCIAiCaNYoqvFkrT4/GTxAevfdd1FTU2NbXlVVhffffz8NEdVhiu1Pf/oTrrvuOjz22GNQFAU7duzA6tWrMWnSJNx5550NESNBEARBEM2QdevWid/Xr1+P0tJS8T0Wi+HNN99Ehw4d0hFa8gOkW265Bfv378eIESNQVVWFoUOHIhKJYNKkSbj66qsbIsa0oMRq7D4iFg0S8w3hy3hOLzmfmbxdwoYTaHdc8mMlxC2vlCVOzXEbnT9odPJ24ahSmST22aJ5Ydol4RnldDz5dtI6oe1hebYs2hP+Sy3L6SUvN8F1FHp5mVFNBc/fVcXWmzQdbH+5lkVpZVzIOs/15qQZ8jqO8vn19CByyKNm2sZckwLm/+OVI8uhDQDQQyy1ENMBmb1t7LnIrN5MTvUKjRTv61xvYopN5Tn5apk3TkzS79QV7uXDzo+aXwgAiDrmreOBW/VaFk1PDesTkqeR7qDlUbheMWr/L9mIKWxbprP9t+XoM2/nps+RvIkAUz9gGiRxfB18wARumikneJlgnlG/U25G94biv/JjrVg1bZ75KzkJfLzM9Yj+63VflbeX+q/icj5TTjMVaR999NFQFAWKojhOpWVnZ2PRokVpiCzJAVIsFsOqVatw0003YcqUKVi/fj00TUOfPn2Ql5fXUDESBEEQxKFNMx0gbd68Gbquo3v37vjkk0/Qpk0bsS4cDqNt27YIeA3gG5CkBkiBQACnnXYavv32W7Rs2RKDBg1qqLgIgiAIgmjmdOlivAGseT1ZTxNJT7H1798fP/zwA7p169YQ8RAEQRAEIdNMnyDJrF+/Hlu3brUJts8888xGjyXpAdKsWbMwadIk3HXXXRg4cCByc605fQoKClIWHEEQBEEQaPbJan/44Qecc845+Oqrr6AoCnSmC1NYzDEnb7EGJukB0qhRowAYoznFdLB1XYeiKGnZiQYhFhNiTWGyZ0IISpmwUpSRjSOB5Awhk+jAipuw0FG8y+ISiSxj9jJuYk/JXNIahLRMZNl0eFzqchxsiWmdYvDajpUJlO8GANRs3ei6jWzkF8/PaxJ0MzG2EGezJKIaF2/H7PFWfvMpACD3+FZGGWam6HiGVMmA0DGxrZQw2OFcy0tsBpTmeuWEtuLlAgfxu1SPUmuI3rUIS5waNSV65eJhHh8TMNuMOOEgNJbFxKpDwlx+DfpJlCrDExQ73eVyCgEA0RYltlX8uCqa1URT3A9q4vsfF+6zvuFltJjF7hFuJqXmPshfJgiFrfWyvmMxbeS/8pcWuLCbJ1UOmJIrywl3q4w+jmyHf2wTGTA61CuuK+naTJT4VW4vfv+0vvyhONxf5Jc0BE5TNuw4cjNZ2z5ajHNdziXvvzwxMxlFpoTrrrsO3bp1w3/+8x+hR9q9ezduuukmzJs3Ly0xJT1AykS3S4IgCIJo1jTzKbbVq1dj+fLlaNOmDVRVhaqqOPHEEzFnzhxce+21tlQkjUHSA6Rhw4Y1RBwEQRAEQbjRzJPVxmIx8TZ869atsWPHDvTu3RtdunTBhg0bXLdr2bJlUu0oioK1a9cKcbgXSQ+QzKZOcqNZWVno3LkzIpGIYxmCIAiCIOpAM3+C1K9fP6xbtw7du3fH4MGDce+99yIcDmPx4sWeWTr27duHhQsXokWLFgnb0HUdEyZM8C0FSnqAxE2d3AiFQvjDH/6ARx55BFlZWa7lGpKHHnoIc+fOxc6dO9G3b18sXLgQJ510UlJ1KE5JDM2dSza349oj9l236LOMT82HyaOehBEkb0GVzgc3pIPucDFwDQLXKzjNs8vaGIeLyi3hqC/8/BeTwDARMMXHdBm6WRMhw7VHfFtm7qZrdhM8rcrQ3HDtUaza0HQ4aY9ELFyfxc8/7xceSTWF1sdilMn3yXsbAx47N+Pz4RUitDyy9sLe7xS91tqmk26DH1emy9GkG49i8i8RLQgNB9MIsWtJUU3Jat00PXVJBm3Szum5xn+bWk6RtYxDG4qs14myflBt0iDxOLlZoKx7McWrVZSxZdbzFNdVmZbzeoT2yNpPLSagsnkkK6OVG8aeanb8RRo9zH4/8Ivxvai9UcfeHbYYdOn8iOU8tmiFrU3xtWyPUV2L1rDhQ48kjolNV8f23HQPsfVlsa2UdBimvsz1ZFKSYU+ECaahC1O4Zi7WSEaRaSIVf0/9cPvtt6O83Ljnzpw5E2eccQZOOukktGrVCs8++6zntueffz7atm3rq51rrrnGd0xJ/3V7+eWX0atXLyxevBhffPEFPv/8cyxevBi9e/fG008/jb///e9Yvnw5br/99mSrTgnPPvssrr/+ekyZMgWff/45TjrpJPzmN7/B1q1b0xIPQRAEQdSXdCSrbcy/p6eddhrGjBkDAOjevTvWr1+PX375Bbt27fJMVqtpmu/BEQAcOHDAd97YpAdIs2bNwv3334/LL78c/fv3x5FHHonLL78c9913H+bPn48LLrgAixYtwssvv5xs1SlhwYIFuPzyy3HFFVfgiCOOwMKFC9GpUyc8/PDDaYmHIAiCIOoNn2Kr708SNNbf02g0imAwiK+//tqyvGXLlp4zVpzt27cnLPPPf/4z6biSHiB99dVXjuKmLl264KuvvgJgTMPt3Lkz6WDqS01NDdasWYORI0dalo8cORIffvih4zbV1dUoKyuz/BAEQRBEc0X+m1fNZARm6vL3tK4Eg0F06dKlzjZBp556Kvbu3eu6/umnn8all16afFzJbnD44Yfj7rvvxuLFixEOG3OxtbW1uPvuu3H44YcDMEZzxcXFSQdTX3755RfEYjFb28XFxZYMwWbmzJmD6dOnO1fI59o9pB3JJGOUtUJOmiR5rGzzuvGon1fv6I/kNu9vjknM76uObVu3kxKO+igr65a8PJ/4Pqhr/22UPeo0AIAWjNjKhHYZvkfR/641Vngl1+TaI2mxOYGsXm1oN7jvkVbL9ApMg6SYNC2yPqPy4zeN5Sx5baT3ALFOa9vD2qaHRswVP34yfraTvH0Qs3sQxdcxnY2cmBVx7Q3XcijCeyhkWW5BaJA8+pmk5VFCrD6N62IcLkqX/465fxNg0uB4EE9gatUBeSYZbiycdEGyHpB5GqlB1o/LD8TLst/58eQILRLTJhkbWhPvKhEjabGw5qo2aZB4KFxzVmjcg4WmsmJfvC3u8cTLck1P0O6rJHyU5OUOuE0fWXR7btojyR/NC57wF+HG1dgaRpH1ewuNb9+pUyfL8qlTp2LatGmWZXX5e1ofbr/9dkyePBlPPfVU0m+mtW3bFqNGjcLy5ctt5tXPPPMMxo0bh3vuuSfpmJIeID344IM488wz0bFjRxx55JFQFAXr1q1DLBbD66+/DsBwxJwwYULSwaQK+ZEcN7F0YvLkybjxxhvF97KyMlvnIQiCIIh0ouuO71IkXQcAbNu2zZL1wuvN82T+ntaHBx54AN9//z3at2+PLl262AY6a9eudd329ddfx/Dhw3HWWWdh6dKlCLF/AJ577jlcfPHFmD17Nm644YakY0p6gHT88cdjy5YteOqpp7Bx40bouo7f//73GDt2LPLz8wEAF110UdKBpILWrVsjEAjYRre7du1yfaIViUTIloAgCII4ZCgoKEiYFqwuf0/rw9lnn13nbfPy8rB06VIMHToU559/Pl544QW88MILuPDCC3HXXXdh0qRJdao36QESD+aqq66qU4MNSTgcxsCBA/H222/jnHPOEcvffvttnHXWWWmMjCAIgiDqjqbrvqxiEtXhl8b+ezp16tR6bd+mTRssW7YMJ554Ik455RSsWrUKU6dOxa233lrnOus0QPrHP/6BRx55BD/88ANWr16NLl264L777kP37t3TPhC58cYbcdFFF2HQoEEYMmQIFi9ejK1bt9ZvQOfo/2L14OE6DeGdYpoPd/MMUuv7lFJoRTzyCYll3nnbzNh8b7yQ9slRB6DwpINMr8VzGDm8I8DnyMXn0b8BANSwhFqxqMnThJUJBq158Jzyq9l0JJI+iesiAJOnT03U8umE8PBhuiSF6ylYDq3orvjbFQHmn6Pksv/cmFZEyzYZnCkugjc/urBk4MeD96GAaR+F9kjKOeVRj7gOGE7+WoqsDfPwnhGaJqFL8fC4cumnOtermfskb5PrjEQeNLu3k8L8bUQONrGvJg1aUNLy+Ng3m7eRvC0cNFay9sjs+cX7BvfeYtoeLWTsv2rS7WkH9ji2bYsNEP1TkX1+nK5xfg1mGbMIqCyz1mfet4Czb5Ne43DM+LnIzneOF4jfB/l3Nei43gw/jnI/tfh2yZ5e7Jrm+kJf3kkpREf9r/9kt2+Qv6ce7Nu3Dy+88AI2bdqEm2++GS1btsTatWtRXFyMDh06uG5nNrCeO3cuLr74Ypxzzjn47W9/a1l35JFHJhVP0gOkhx9+GHfeeSeuv/56zJw5U6jOi4qKsHDhwrQPkP7whz9g9+7dmDFjBnbu3Il+/frh//7v/3zZihMEQRAEYdCYf0/XrVuHU045BS1atMCWLVswfvx4tGzZEi+//DJ+/PFHPPnkk67bcgNrro/SdR3PPfccnn/+efGigKIoSb8ll/QAadGiRXj00Udx9tln4+677xbLBw0aVOd5vlQzYcKEtIrECYIgCCKVaLrxU986kqWx/p7eeOONGDduHO69916hZwaA3/zmNxg7dqzntps3b26QmJIeIG3evBkDBgywLY9EIsImnCAIgiCI1KHrelKpqNzqyFQ+/fRTPPLII7blHTp08LQVWLduHfr16wfVZxqib775Br1790YwmHj4k/QAqVu3bvjiiy9sj9iWLl2KPn36JFtdxqIrqmfep7guwdmnw6zFUeQ5e/kVybp2WjlnmovXTbL1CWQvGof6ZM2R0EiYl8saLFmD4VG2lmuP2L8+MfOhYsetqqgrACDrcGOb2Hcfs/rtuhL5O9cZcN0REPc9Ep8xq35JiZnObUA6t1yTFLRrZoSfDI+FP/qNmXyF5Nx+/Hg49UU3V1w/brlSnzF7/MiaG+GHxPZJMXtRMT2GxvLWQeQms/sfJeMjFNfysH1h50Dhdyzz+XTT04gkiHF9lU1HpSm2+oTmhu+DyI/HdEAO+eWE/xPvV0655Nz6oFNson/yPHWS/smscZS0R/E+ZHxqWfHbvMLXHdxtfOc52QpYqob8VvF6Rd9zPr5KVl68bNVBSwxg3lNO9wxXTOdJK+caJr4982/K8vCx8tPvxT6xr+xwOOVklHVgwtsraPR50U9kzVMDka4nSI1FVlaWo1Hzhg0b0KZNG9ftBgwYgNLSUs8yZoYMGYIvvvjCV7qRpM/szTffjIkTJ6Kqqgq6ruOTTz7Bv/71L8yZMwd/+9vfkq2OIAiCIIhDnLPOOgszZszAc889B8DQDG3duhW33XYbfve737lup+s67rjjDuTk5Phqp6bGf3LhpAdIl156KaLRKG655RZUVFRg7Nix6NChA+6//36cf/75yVZHEARBEIQPMvgBUL2ZN28eTj/9dLRt2xaVlZUYNmwYSktLMWTIEMyaNct1u6FDh2LDhg2+2xkyZAiys7N9la3Ts8Hx48dj/Pjx+OWXX5LOpEsQBEEQRHI09ym2goICrFq1CsuXL8fatWuhaRqOOeYYnHLKKZ7bvfvuuw0WU70mT1u3bp2qODIPNWDzLzLPp/M8Wjxvk+h3vKyjH1ASuYHd5u7Ny100Q0n5GFnqlq4ePbEGSXgOyTojs86K+7QEmJ8OL6MHrdsiPu/PdRQq8wUS1Zli5LqkENNnqFWGTsHzRU6u7ajlWhnjcSvXGwFArMpYFq0yEjjyHGx1wkm/IS/z0nbJmhMnvZa8jct6R2QdG+LeSEKfxPq4ohnaIyUQjjdRa+gyVObLI/JzMc8nfnyN3x3yslnCtR8rOccbmBeNuafG/W+k+rimxWxjFUis11N4mzFrnjlB0LT/XBska4Z4Ac2kFeJxCH2V5B1l/sK1jZqLvsqM8A6Tcx3yPhS/zetMj6RyrRCLQa0wEn1qOUXxaqsNXZnNB0m1X7fCr4j5H+kRQ58k7pPRKvv2knbHmjNN8isLGtojvYrFZNYiufjMcSzt8Psz3yfuXyb0ih5+W7wedry5f5kW9XGOCN+cfPLJOPnkk9MdBgCfA6QBAwb4zr3ilS+FIAiCIIjkae5vsQHAO++8g/vuuw/ffvstFEXB4Ycfjuuvvz7hU6SGwtcjjbPPPhtnnXUWzjrrLJx22mnYtGkTIpEIhg8fjuHDhyMrKwubNm3Caaed1tDxEgRBEMQhh5ain0zlL3/5C0aNGoX8/Hxcd911uPbaa1FQUIDTTz8df/nLX9ISk68nSOYcKVdccQWuvfZa3HXXXbYy27ZtS210BEEQBEE0e+bMmYP77rsPV199tVh27bXX4oQTTsCsWbMsyxuLpDVIzz//PD777DPb8gsvvBCDBg3CY489lpLA0o0eCJrmnKU5fUtB7o0TtXzXzToFpsMQy+qjRTL71fC2o9XW+ITGx142qbYSLTehuOkfjMaND16dzTvJpJHgmgXepltuMjNc/8FyT4U69gAA1Gz5LuGm3JuH646AuPaI52AT/kcOXkS8jBpi++DH60f4ILmX5fuv+3jI65brz+a35dgQ03zpHn2ba0Z4TKrdV4ebtInz5pSTjOk8uC6J68BEc1H767dKJJu1yfoBz2cXimtFxDopHxz3uDEfBZF7TrGeA8v1wa8npj3SDuwzqs9l7r6ma1vWk8XzAEr5wUzx1WmSQ+QStOYbtDburcUxYmB52iLW3GaB2kp7dfK5lGIx93VxLvmxkadyzHX48O9SIsxfi/khqWHWD3g9Tj5Qbpjb415RehJ/+uR4WV/Xwrnss3Gey+h63S3zzHVkKmVlZRg1apRt+ciRI+uVcLY+JPGX2iA7OxurVq2yLV+1ahWysrJSEhRBEARBEHH4W2z1/clUzjzzTLz88su25a+++ip++9vfpiGiOjxBuv766/HnP/8Za9aswXHHHQcA+Oijj/DYY4/hzjvvTHmABEEQBEE0b4444gjMmjUL7777LoYMGQLAGFt88MEHuOmmm/DAAw+Istdee22jxJT0AOm2225D9+7dcf/99+Ppp58GYOzY448/jvPOOy/lARIEQRDEoU5zf4vt73//O4qKirB+/XqsX79eLC8sLMTf//538V1RlMwdIAHAeeed1/wHQ2ow8dy2GSlvlUWnwef3JT8gf/X68CLiHiPMn4a37ag78tITuXjDeOmXHHVZkHQf8cKWdbofXZQPynRjv7Nb9QQARMp2GO2oG+MxCK0I00oI3xrN8gnEdUUx5o0k+yAFwvHzx61teE428ck0MjxXGWDKz1VraG3ULB+aFH7+PSbDxfG0rUl6Bl2q2Fl7Z/b44m3qrN8ril3LIiM8qFj+O/HJ828BIu9boAXLDcb1X0456ZgXEc+RxvPriXjNNjhCyyP1PVO9wveIleU6GH4uFbMGSWwv5fJyiFd4OXGtlR+PI7ecbKa8ZUIrKflXOfYLl86m5bay1gFAY7ofhXlcidyBUX6+DphiYPvJcrCJGHicZq2W0E5WWeK33DNZnjd9v5EzTvTB7ALr92SJ2TVMxncHVZcq9X8HX6nGJBVvoWXyW2ybN29Odwg20nOmCYIgCILwjY4UiLRTEsmhg68BUsuWLbFx40bfztmdO3fG+++/jy5dutQrOIIgCIIgmj+6ruOFF17AihUrsGvXLmjSU96XXnqp0WPyNUDat28fli5dihYtWviqdPfu3YjFPBM+EARBEAThE03XodXzEVJ9t29IrrvuOixevBgjRoxAcXGx7+wdDYnvKbZLLrmkIePIOHQ1APC5dy/fGt7heD4kto0lt1U417KJ8Ezi633Mp3vpgGRPEx6T06UgulyK9D/xNrlvUT11L3VAZTsVrt5vhLL5C2OBWSvi4k/klWeNr9MkLZJ5G6XGfZ0RXFx7ofI8c0xfw/12oJj+8RDeM2yVbGllPrzSMbfl//M6F17nX9YeSfn1LFqRQFAqw7Zl/yCZ85hplUYeLa7BkbVHmqmsyo6R2J777DjkaxP5++ScaVyTZFrE24oxbyOuWwq0KrHVy9sKlnR2bdttG6e8ciJepk8TWik/3lkcB38pW845lm9Od+sXTjHxOsyxcF2lS25HNb/QVAFrg9fDvsd+2cE2dfiHmS1TcwxdkdKynVjFY9erq6zbOOV6TAWy3sjSltS3+T2eXb/8s6HRUf8psswdHgFPPfUUXnrpJZx++unpDkXga4AkP+oiCIIgCIJIFS1atED37t3THYaFxv93nyAIgiCIpGjuRpHTpk3D9OnTUVmZ+E3YxoLeYiMIgiCITCcFqUYyeY7t3HPPxb/+9S+0bdsWXbt2RciUTggA1q5d2+gx0QCJIAiCIIi0Mm7cOKxZswYXXnhh0xNpH3KoAZMIlp0oc+LUREN5s6BRFknK4lofgmm1yhAgx7KL7CvlekS/spuz2ZKSOiW0leLRbUphe9v1wlyviMHYCZX9yxNg+2SWesoXUE3EEDuHew021m/4ML6SC4NdQtB8vHXJBdi1tVW2ZTXMIDJ4oMKId59hohfK3S/KRgr3GGUKW7JGmWFeXtw+Q5HF7pLo1XK8Rb+0noO6mOipNeXx36uM2KNFHS31exmn6lIZJcQE8ubkytz0kLfDPDR1ZsCompLV2owcJXGybn7PgSeplU0kmbDb6TYrm0pGd20X60Ltuzps4RMuwHc6B7Lhpny9mYTMYv+dkv7Ceny4wFo2YPUjzrYZOppfLuHGpk4Ca8AqWmdlav+3yaiPHwcnsbq8T1nsJRbz+eMvmjAhf3Tz1wCAYLd+xno/SawdY3a+VtRq1v+ZOSYA6Nx413b/5i/m+EgOnEI06NDq+Qiovts3JG+88QbeeustnHjiiekORUADJIIgCILIcPQUTLFl8Fv+6NSpEwoKCtIdhoU6DX03bdqE22+/HX/84x+xa9cuAMCbb76Jb775JqXBEQRBEATR/Jk/fz5uueUWbNmyJd2hCJIeIK1cuRL9+/fHxx9/jJdeegkHDx4EAKxbtw5Tp05NeYAEQRAEcajT3N9iu/DCC7FixQr06NED+fn5aNmypeUnHSQ9xXbbbbdh5syZuPHGG5GfHzcoHDFiBO6///6UBpdO9EDYe265Pvoxr3pjTDcRM/QY3ARSaI9Mc+h83lwLGfPmulMSTY6bzklz0v/wT93yXXHSCsm4JDi11MddEHnbil1PIdcfZHoAIUYCEJMudlE7S7yp9hkq1qk1xquj2qf/5xi2GohrGjSmJzInpTWjVcW1MhrTuWjlRtzRcqMdNWRsW5sVEWVryw09RbjMOG/ZLGltuEMvx3bMOHY3FyM7oUXx7L+S+WMg3ndiPHEpNzRVZY2bU8JYpukJGfur5BQai8NxvZYwSGTLNKYvUUQS3/hbK4pI+sqMF7mmyY8Ro7ROGFTCZCbJ9kll+ieLUWQymhI3/Rf/NPUr3U1zqEnXG8zGjVFr3E5IGiFPw1AX3ZOcoBeASCpsg5sq1sTPbe1WIzG0OE8isS875w4GlPwz+tNW4/vPcR2YXNZVB1VHbOcpxvc1272MWMH2JeChs2oAmvsU28KFC9Mdgo2kB0hfffUVnn76advyNm3aYPfu3SkJiiAIgiCIOM1dpJ2J2TqSnmIrLCzEzp07bcs///xzdOjQISVBEQRBEARxaJFp+uakB0hjx47FrbfeitLSUiiKAk3T8MEHH2DSpEm4+OKLGyJGgiAIgjik4VNs9f3JVDJR35z0FNusWbMwbtw4dOjQAbquo0+fPojFYhg7dixuv/32hogRW7ZswV133YXly5ejtLQU7du3x4UXXogpU6YgHI5rJ7Zu3YqJEydi+fLlyM7OxtixYzFv3jxLGd/omqeGQ+Fz1vJ8tEtdxkbO9ZnbUVg9ujSvrdYyDU1WXPfFtUciKWsd/HAsSXVtGiSmPWJaFN2iQbLqk+wV+29bNyfvVZ31NLy9oOk4B7iXDQuFZ6rW+FamJL6qh4ePLS6mQVJdLg+1Jh4vV0ZoPFktS2wLplOKmfRK0SojqWUo19BnRHoPMFaYj6GsR3HSfzHcksnKx9C6c1LiTTVoL8vqievBeJJOh+PB65H6INc0KbG4Bkvl55TrU3iyWqZ10U0+SPw4cO2J0BXJXkeWUHgZ9im0Lh4+Y7w+c/+QjrV2cJ9RJNd4Bdms1zI1bnzyPqk41Murl9tRpe8AELN6XAldkZ8k03IZp74ja4641sesO5J0P1GmEYrt3WWrj/fzYF6escBLl+Oie9JNXmTcp0pozthhjO34nn2PnwOuH9NDcf1QsujZLGFubTzxLD8ttmTgivUc18V3rC5oui7ucfWpI1PJRH1z0gOkUCiEf/7zn5gxYwY+//xzaJqGAQMGoFevxELTuvLdd99B0zQ88sgj6NmzJ77++muMHz8e5eXlmDdvHgAgFoth9OjRaNOmDVatWoXdu3fjkksuga7rWLRoUYPFRhAEQRBE/chEfXOdjSJ79OiBHj16pDIWV0aNGoVRo0aJ7927d8eGDRvw8MMPiwHSsmXLsH79emzbtg3t27cHYPgqjBs3DrNmzco4AyqCIAiC8EtMM37qW0emwvXN3bp1syxPp77Z1wDpxhtv9F3hggUL6hxMMuzfv9/ijbB69Wr069dPDI4A4LTTTkN1dTXWrFmDESNGONZTXV2N6ur4Y9WysrKGC5ogCIIg6kBzn2Lj+ubnn38+Y/TNvgZIn3/+ueX7mjVrEIvF0Lt3bwDAxo0bEQgEMHDgwNRH6MCmTZuwaNEizJ8/XywrLS1FcXGxpVxRURHC4TBKS0td65ozZw6mT59uW54wP5rIA+ae28yGpEVymrt21HnARSsSyrKuc40RNj2KZ341OTeU6uBNxHRDtuPkWJ/LRcn1NU6bCwGANc+UJXcc997h+b/Y9xh3QzPla1KChhYm3PNIAED1V6udYwKgSDoXWYukx+L6B43pWzSmS4oyDVKshnm8VMY1HWq5MRDPbcd8hvJZDjZzHjg5N1aM58Ny71ciXq77cNK/uOmUhA4mXtbenyQtWsChXp63iutzePzRuGZMk/VUTDOiMs8vs6+Oky7FWO5DTyS8jriOxVSHHz8d6dpQAh56GtlPysWbKln4MebnVo8xLZKTT1giHaDDelGvx/HgWiN+XmL7jWmOyp/3AgACpmzrKvMM4zoyRWOJ9jSpb8Lel23n2LRMeHppxvbagX22+tT8QuMXPxoknv+Qnx7uJRdh+eBMGsf4PZLfT6xuZIqHPpBInnTomxPha4C0YsUK8fuCBQuQn5+PJ554AkVFhnnh3r17cemll+Kkk05KqvFp06Y5Dk7MfPrppxg0aJD4vmPHDowaNQrnnnsurrjiCktZp+y/uq57ZgWePHmy5QlZWVkZOnXq5HcXCIIgCKLB0XQdsWb8BInrm++66y6sXbu2UfTNiUhagzR//nwsW7ZMDI4A40nNzJkzMXLkSNx0002+67r66qtx/vnne5bp2rWr+H3Hjh0YMWIEhgwZgsWLF1vKlZSU4OOPP7Ys27t3L2pra21PlsxEIhFEIhHX9QRBEASRboxUIfUdIKUomAZgxowZmDRpErp3747u3buL5ZWVlZg7dy7uvPPORo8p6ee/ZWVl+Omnn2zLd+3ahQMHDiRVV+vWrXH44Yd7/mRlGY9qt2/fjuHDh+OYY47BkiVLoErTIEOGDMHXX39tMbFctmwZIpFIo039EQRBEASRPNOnTxfeR2YqKioSzjQ1FEk/QTrnnHNw6aWXYv78+TjuuOMAAB999BFuvvlmjBkzJuUBAsaTo+HDh6Nz586YN28efv75Z7GupMTwwBg5ciT69OmDiy66CHPnzsWePXswadIkjB8/vs5vsAmfHi8/GUh6Hc8KXab6nLxdZM0QnyP3yIMlY4nbpkFimgnYt1X4fykq3zfJVwZxXxbdTYNk0hmIOfq6zNWL+qKWdo3YWf2iIes+mv/b4v5S0fZ9AQDqD18bdTBRPvc+AkzyJykUrkUyXzQa0xxpWYb2Jsa+Z7fOMeo3vTbC2whkcZ2Ovc9wjYnO/ViYpsNJpyGQPGPi3jGmPZD9j3SmcWGrLX1F9u0SGgz3EGzaG65jcvAX0ll9SoD5HtWyuE3+Qvw4KG4aLKfrTeTt4roqptsx5yjk/kq8Ha/8hbxMttUHx+IdJhYGLOscNX6J9EhOmkRr9eK6tVyLia4vx3sG/5S2Mem1tArjH97a3b9YioTzc+1NBFz2TfamQtzTSGdyKpG/zXxOpXuarAs0o7OchoqLVsgL7nGlcA1d2KRjks+hLi1HPe5rdaC5v8XmJof58ssvm06y2r/+9a+YNGkSLrzwQtQyU7FgMIjLL78cc+fOTXmAgPEk6Pvvv8f333+Pjh07Wtbxm20gEMAbb7yBCRMm4IQTTrAYRRIEQRBEU6a5vsVWVFQERVGgKAoOO+wwyyApFovh4MGDuOqqq9ISW9IDpJycHDz00EOYO3cuNm3aBF3X0bNnT+Tm2v+rSBXjxo3DuHHjEpbr3LkzXn/99QaLgyAIgiDSQSwFIu36bt8QLFy4ELqu47LLLsP06dPRokULsS4cDqNr164YMmRIWmKrs1Fkbm4ujjzyyFTGQhAEQRDEIcQll1wCAOjWrRtOOOEEBIN1HpaknKQjGTFihOdr88uXL69XQBlDrFbMiSs845Z5v11ykXnmzJLULXGPD6cArDoKR3i9Mcn3xUFzoMkCEil/mRMBm6+OOWcYF0W45AwzlbXleBN1eOyjm17D7IMkNC1WjxhVNfRG5n3j3kihcsPLRW/Vzlix08gv5agVknQVvIwWil82PAcb34Z75nT58zWu+8H7g6N/SiI9g4MPkE2LJcqa2pbDENounvMrnl9OzvsV19OwHG2m3Hm6tE1ci8Q0bmZ/pSyW74rXW2v463CPKpHfEACizBNJY2+Y8mvRS2/D+2CWtNysW6uuYJ+s7cK2lv2wbOZSv/B4AqCw/ZPDUcC0ZB46QE9smjFr3jbFlLeO939fGiTpOlVCLvcQxD3DoLJM6n50lgw1h+m2mMZLMXkmCR0Y19XJudk8cNIixViOOB65Uuj+1rIcgyjL9Wox03GV8+C5eFuZr4eGREP930LLYAkShg0blu4QbCQ9QDr66KMt32tra/HFF1/g66+/FiNBgiAIgiBSR0zT4ya49aiD8E/SA6T77rvPcfm0adMcX9EjCIIgCIJoatTNB9+BCy+8EI899liqqiMIgiAIgqGzt9jq86NnoEg7k0mZGmr16tXC1LE5oGix+Hy0l3bAhweG0BqJJc5aJO/q2S9Oudp8+NWoksqC+6moDoW5dkePC0zYp8mbRLHqfrg+RfgqmS9Et5xFsgeLeV98IOtdbOtNv/Mny9XvPmt8r7XqBsw+LrKni9A9MBmF6qADinINkpdfi6wr4fU7eOUoQd6YlF/MCe575JaTTf7d6bslUKsPktAM8TAVk78U30TWVTnmGWTaMNXQFfESOvd+MumVxNay7seP3kM6BxYdkOwnpjnUJ7ySrP5fYt+c/KtkDRbPJaaYzq1L37B5SFkqdl6nm28D/PqSj41Te0xzJuuWFPn8mdapeYVsWx8aJNb31GzjOMf7sYNXm/Ct8tAg8TZl3ZITbHul2pjJ0MNJvFntUK9Ne6pK59irDzUAMd34qW8dDcGWLVtw1113Yfny5SgtLUX79u1x4YUXYsqUKQiHE3uNmfn++++xadMmDB06FNnZ2QnThTUkSQ+QZDNIXdexc+dOfPbZZ7jjjjtSFhhBEARBEJnPd999B03T8Mgjj6Bnz574+uuvMX78eJSXl/v2Ity9ezf+8Ic/YPny5VAUBf/973/RvXt3XHHFFSgsLLQkp28skh4gFRQUWEZzqqqid+/emDFjBkaOHJnS4AiCIAiCyGyjyFGjRmHUqFHie/fu3bFhwwY8/PDDvgdIN9xwA4LBILZu3YojjjhCLP/DH/6AG264oWkMkB5//PEGCIMgCIIgCDdS+RZbGUuxxGmIpO379+9PKkXIsmXL8NZbb9myZfTq1Qs//vhjSmPzS9IDpO7du+PTTz9Fq1atLMv37duHY445Bj/88EPKgksnSqzGPrfspBGwGaC4aztkfYbQXOim+W9prtW2jVlnwL07pLbj0iGTF5FqPdVcRmLJbcbaDnAPG49rUeSEkup11hsFWH1y3jaPBtzmnD224doA/l+S+V7CbwxuHd6iQZK0G2rY/TLhZbNaGe6vfnJ7mTa2xG18kXy1VO6zFIIb/NyKegLOufm8tvXUK+mSVs6ci0w636I+D28rodfh+yT7zZjqFfofm8+SPV7bOqGdc79udVlfZN4/vm9cI8Vzh9lrM+kA3TVYnr5fLjjmgUTcf8ncpltZ64bS9emiSTLD9USe8HsR18NFmB5V5AWM9185r57CNUi1cQ8icaxkfZKTDoqt02oMbyt9v+F1prbOtpetE1xrxK8DKddfI2mQUkmnTp0s36dOnYpp06alrP5NmzZh0aJFST31KS8vR05Ojm35L7/8kvLBm1+Sfotty5YtiDkI2qqrq7F9+/aUBEUQBEEQRJz6vsFmnqLbtm0b9u/fL34mT57s2Oa0adNEnjS3n88++8yyzY4dOzBq1Cice+65uOKKK3zv39ChQ/Hkk0+K74qiQNM0zJ07FyNGjKjDEas/vp8gvfbaa+L3t956y5IvJRaL4Z133kHXrl1TGhxBEARBEKl9i62goAAFBQUJy1999dU4//zzPcuY/+7v2LEDI0aMwJAhQ7B48eKkYps7dy6GDx+Ozz77DDU1NbjlllvwzTffYM+ePfjggw+SqitV+B4gnX322QCMUZ3smB0KhdC1a9e0iKgIgiAIormTDpF269at0bp1a19lt2/fjhEjRmDgwIFYsmQJ1CSmkgGgT58+WLduHR5++GEEAgGUl5djzJgxmDhxItq1a5dUXanC9wBJY/Ov3bp1w6effur7oDVZNC3uK6K6z8/bcmM5dAqbNsDDM8bVE0V38FVhugFd0jY4etHIF4aTPkPOMSR0FTw2u/qCL1Ok+h31ELb9thdx295xGy+9h1wfr4dphGypyRxysYnvkr7CjMq0FcH23YzPdl2tsZnr4W15+TdJWiNZr2FtnGt5wjxQ47usCzPFI3tROfY3N98qr32S8uGJvmmqV6mpsGyr5bZidRjaE0sPYn5fNg8xp3jZedG5R5ikq9LNx1TOHci8zszaPrHfPD8Z77e8iphHf5M8c8y4aoQ8dFVufdtyrGS/Kh86SKHx4l2anTfLOeeam7APfzt+jXD9W26RNV5zPzDlOzNW8vuX6frSrHnaxLbMjEw3LefHIpBfaJTJzrfWW0dsx1G+hwqdVCZnOGscduzYgeHDh6Nz586YN28efv75Z7GupKTEdz0lJSWYPn16Q4RYJ5IWaW/evLkh4iAIgiAIwgVN06HV8y22+m7vxrJly/D999/j+++/t72F5te9e8mSJcjLy8O5555rWf7888+joqIiLblefQ2QHnjgAVx55ZXIysrCAw884Fn22muvTUlgBEEQBEEYaCnQIDVUrtpx48Zh3Lhx9arj7rvvxl//+lfb8rZt2+LKK6/M3AHSfffdhwsuuABZWVmuyWoBQ59EAySCIAiCIJLhxx9/RLdu3WzLu3Tpgq1bt6YhIp8DJPO02iE5xeY1xyw/PnTK6aNYNUJeg3i3XFYi15UpFl3SRsR1Cw455AIOfjeA1ccokY+Ml1eOHL9D7La4/fi3eOUtExVafXpUrkkxHWm+TuE5oqIhVr3hnaI55IGyaY/EZzzeQAumo2E6DZ15sYg6TP4v8e2ly85Un00/JOmhnPRqejBircdDgxT3F3Lv0/HcazHLto7HXmxk7Su6U39zyxnGy6j2ZaKviGsoZK3f0ibTYvHzz/2hTNoWWSsn2g6YtTdR67qY1P9VD98bH31ZIHucOWqQXLycdAc9oC5t49CumxeZ8Jkyr+ceXCF3Dy7RBNcpsb4Yy7FqkMx6IJXlShNtc/2TudtqXF/JfJR4NTzHnebh9VUX7ZHXORDfFUvcts8GJpOdtFNB27ZtsW7dOtvb8F9++aXNd7GxSNoHacaMGaioqLAtr6ysxIwZM1ISFEEQBEEQcWK6npKfTOX888/HtddeixUrViAWiyEWi2H58uW47rrrEloNNBRJD5CmT5+OgwcP2pZXVFRklPqcIAiCIIimwcyZMzF48GD8+te/RnZ2NrKzszFy5EicfPLJmD17dlpiSvotNl3XLclqOV9++WVSeVcIgiAIgvBHJr/FlgrC4TCeffZZ3HXXXfjyyy+RnZ2N/v37o0uXLmmLyfcAqaioSFiLH3bYYZZBUiwWw8GDB3HVVVc1SJAEQRAEcSgTQwqctFMSScNy2GGH4bDDDkt3GACSGCAtXLgQuq7jsssuw/Tp0y2pRsLhMLp27YohQ4Y0SJBpQVXtZm+eYm0vYSAXe0pmj6qDMJAjGyU6tOPhs2irQ5GE1vHEpiF7eVns62HOZ8Nhjlvhl6VX8lCP2F2xtWUcG5WJs1XEj1VYYcLaHMNEToip2X6o1VZxtVFdzFKGC7zVrHhCRW4QyRNt6pXl1joiJpM9ZlLJE41yA0PL+ZcTz0piXYuIm/efoDUxqHOiVBfBtfwJk1BXFtPH7EJ2mzmlZNboZRCoRKuNT2EuabqGYpJxITvXuurUF3mbzvtv7ia6dNWo7ByYE46KFwKYcDtuUumQoNktqXJdcDhvFjG6GdO9KJHxqpfwOP6ihCRABsT5ULnxokecWthIDKuH7MlGbWUjeUY1UeOaU2okUTwgbplCnC2uHQcDSd4nkkkUzZHvh+b7mtv93yaCT2EfOMT53//+h9deew1bt25FTY31frFgwYJGj8f3AIl7EHTr1g3HH388Qj7ebCAIgiAIov4097fY3nnnHZx55pno1q0bNmzYgH79+mHLli3QdR3HHHNMWmJKWqQ9bNgwMTiqrKxEWVmZ5YcgCIIgiNTS3N9imzx5Mm666SZ8/fXXyMrKwosvvoht27Zh2LBhNnftxiLpAVJFRQWuvvpqtG3bFnl5eSgqKrL8EARBEASRWjRNR6yeP5ks0v7222/FTFUwGERlZSXy8vIwY8YM3HPPPWmJKem32G6++WasWLECDz30EC6++GI8+OCD2L59Ox555BHcfffdDRFjWtAV1a4NMpn2KbLhnuw/Z9ZT2AwRXTRJZtzmvx00Ap4Gfryo0BOx5LJcvxKLdwFF1pPImg4Hcz7X7w7r4roa3RKLL72RE7KpppSINHBglygaOPATACDGElrqVYaXl86MHDWPRJlKToFRR1Eb9tk2XnT/bqMeZjQptE2sXsue8fPNzSMdDB1FYlU3w0XTNrqkZYofZ7smguuexDHjmhu+jw79FYrVXNKznwV4LEwHEnCYghfXgdF2oGwna4bFYjZZDfAEtEZ9jgl45Xj5eVO4+SGLOxg/t7yL8KkG1dEEVbcu4/vm1LZbxnInvWKS2c1tcVnqiv8qTpesJ5OTQ8PdtNWpLDejjOW3RZ3RpWPpEJ8u9005DpjkVeIYxvuXwo1SXep3DEs+77y/eSQMVqLl0nLSHqWS3NxcVFcbusT27dtj06ZN6Nu3LwDgl19+SUtMSQ+Q/v3vf+PJJ5/E8OHDcdlll+Gkk05Cz5490aVLF/zzn//EBRdc0BBxEgRBEMQhC38KVN86MpXjjjsOH3zwAfr06YPRo0fjpptuwldffYWXXnoJxx13XFpiSnqAtGfPHpEvpaCgAHv27AEAnHjiifjzn/+c2ugIgiAIgmj2A6QFCxYIE+pp06bh4MGDePbZZ9GzZ0/PHLANSdLPfLt3744tW7YAAPr06YPnnnsOgPFkqbCwMJWxEQRBEATRTHnggQdQVWXIEoLBIPr37w8AyMnJwUMPPYR169bhpZdeSptZZNJPkC699FJ8+eWXGDZsGCZPnozRo0dj0aJFiEajjeJTUF1djcGDB+PLL7/E559/jqOPPlqs27p1KyZOnIjly5cjOzsbY8eOxbx58xAO18EfQw3aNSLmuXz2KaasJf2LE8JzxN6YvXDM6lsj6jD5tcjaC13SPSgmzYOiOniNAI7JahVJ/xFP2mnywZF9kGx+Iva5fOH/E6/EWO6pkWCaKb6RD72VOM4mHYyWZXi5qPlMK8STyzItEpw0SIzA4b8yitRUsm3iqXa0igPGMn6+ooZ3h/BvMSdKlet32hdZeyR5UVl9kHhSVvbJ9TXsv0RzPxOJfBXm+xTgSWCjbFtzslaeENQjKatPLD5ItpVWHZ+lPaGRYmVCzOtJZ95R5oS37FgJnyVZOxKIX//cB0l0J96/nOKSz08yGiKnsslo7dxi4Dj5ILlosSwhKJL+x02T5CNeP9pH7k3m5I8m9GXs03L+a5lHkts2objuyK4HlTSOTsgedA4aP/s20j2vkZPVxrT6PwGK1SGPb0Ny44034vzzz0dWVha6deuGnTt3om3bemjeUkzSA6QbbrhB/D5ixAh89913+Oyzz9CjRw8cddRRKQ3OiVtuuQXt27fHl19+aVkei8UwevRotGnTBqtWrcLu3btxySWXQNd1LFq0qMHjIgiCIIiGojlOsbVv3x4vvvgiTj/9dOi6jv/973/iiZJM586dGzm6OgyQZDp37ozOnTtj27ZtuOyyy/DYY4+lIi5Hli5dimXLluHFF1/E0qVLLeuWLVuG9evXY9u2bWjfvj0AYP78+Rg3bhxmzZqFgoKCBouLIAiCIIjkuP3223HNNdfg6quvhqIoOPbYY21leP7XWKzxE6XUe4DE2bNnD5544okGGyD99NNPGD9+PF555RXk5Njt7FevXo1+/fqJwREAnHbaaaiursaaNWswYsQIx3qrq6vFq4UAyOySIAiCyDia4xOkK6+8En/84x/x448/4sgjj8R//vMftGrVKt1hCVI2QGpIdF3HuHHjcNVVV2HQoEFCJG6mtLQUxcXFlmVFRUUIh8MoLS11rXvOnDmYPn26fYWi2ubpHb2NuEcMX64p5tWW7RxzrsmFpW1sZRy0IkJ7JGlnnDQocrpCSzt8f/WgZRux/xYvEznXFtOt8Hl6PV5W3m97Xrh4dKJN8d3Lb0n6j0LWHJhyM+lhI4+aksvyS/HcURHj06wZUdsagsBYgdGflIM/GytY7jDtwD5RVitnA2rp2CusXt20XGHeLbJWzA9xrYRiW8YlENwl1+keqCrWMrwe1cmDhtfPv2su+jXTdkq0xnG5ZRumEVKYlk3h+dZi3EOqMl6W66DCXHvEdFVcr2LyDrPtrpxL0IQmHSNFCLdM50nODSdr+zw0c7YY/ODSjtyWpayXH5qHNijuh2b1inLTJFmQ9slLgqTYzr/5PsPvEbJ5nOmewTRn/FOtMrR+/Nwo1XG9kpbN8oKqLsfKqQ233JRmzZzQwTGdnpsusKZxBh1aCgZImWgUmZ+fjyOOOAKPPfYYjjjiCLRr1y7dIQnq6NCXGqZNmwZFUTx/PvvsMyxatAhlZWWYPHmyZ32KgyiPP55zY/Lkydi/f7/42bZtW733iyAIgiAIfwQCAVx11VWu+qN0kdYnSFdffTXOP/98zzJdu3bFzJkz8dFHHyESsTqmDho0CBdccAGeeOIJlJSU4OOPP7as37t3L2pra21PlsxEIhFbvQRBEASRScT0FEyxZXAutv79++OHH34QPouZgO8B0pgxYzzX79u3L+nGW7dujdatWycs98ADD2DmzJni+44dO3Daaafh2WefxeDBgwEAQ4YMwaxZs7Bz507xiG7ZsmWIRCIYOHBg0rERBEEQRKbQHDVIZmbNmoVJkybhrrvuwsCBA5Gbm2tZn44XrXwPkFq0aJFw/cUXX1zvgJyQX+/Ly8sDAPTo0QMdO3YEAIwcORJ9+vTBRRddhLlz52LPnj2YNGkSxo8fX6cDq6sBi48OAOgw+WDII3HuwaLaPV10WX3vyz/EB0zvY9OMOOkf+L7IbTv4ngjNlJwrTrXrimStgaje5MEithf+RFJ+MYc8WCK9mqwVMIfO9slWRuSbM3XvsPViU4JM2xIxlgeYJgkANOG5w+Jmx4HnWRP51sy/83PBjxHPxcY1NACUiPG7wjxchEeSl/eK8GfhnkfmXGzGMn7T4/c+/l01zSxrrJfwZZrsFaPE+7bNI0mcDLvGheuIhGao1vqIXDFdJ7KmQ2jouL9UZXl837ifVK3xqWZLeewCDt5moo9I/d8Ub5CVCbADweP18mCyaXvM+8R1cHJewZiD7lDIcVy8zZz+u5d90Jx0Rrr9nmOpwsGLKq5Fsnr7eOqrktDOud0frI1J21i+WI+9LRefOU7eF9yOlVN8Um5Kp/jE/ZTHEGL3COk86bI/UgPR3AdIo0aNAgCceeaZFllMk3iLbcmSJQ0ZR70JBAJ44403MGHCBJxwwgkWo0iCIAiCIDKXFStWpDsEG03iLTaZrl27Qnf4b6tz5854/fXX0xARQRAEQTQcUU1HoJ5PgKIZ/ARp2LBh6Q7BRpMcIBEEQRDEoURzn2J77733PNcPHTq0kSKJQwMkF/RAyD7vbUKe39bB/FmYFkk3aSQUSB4xmjz57pCnSG7H05+EF3HOj2b53aMeTw8UGa53kH10ZL2KOUDuhcK1DFzrYtZr8ePGfWnkc2D2SpE0R165yHgMKvNG0sWnoQuK5Zua4H49TAcj8j6xOXA1J15YO7CXVc80SFnMb4mfi2Bcx8bX8X7FPV4s+yTps3RbLrb4OXbTHon2HOwtPLJTxWOQdBkiPKc+FJN0L1yL5OjbFbWsE+ed58XyionrgWoNLyrztSl8lILsPPH+pXCPprgRrNiGf8q6KNP2dg8ih3yLor/z6K3XgaWOaIJjlQxOeiM5F1nAhzZGaNHsq2z3uGTuD0lsE7/HmYOQ/IkiVg2htQJJR8c9s5zuRZKmLx6ok2cSu6+EsqXlUrlG0iA1d4YPH25bZr6HpUODlFYfJIIgCIIgEsONIuvzk4lGkZy9e/dafnbt2oU333wTxx57LJYtW5aWmOgJEkEQBEFkODFdr7ePUSb7IDm9KX/qqaciEonghhtuwJo1axo9JnqCRBAEQRBERtKmTRts2LAhLW3TEyQ31CAg+/WY0GWNRUDy1TAjb2/zVXHPwSR7KDl6nUj1O877O+TyMgon8R+FyQclLr3w8FUSy6xtin1zmvd3yz3FvzrM93PtTYxLRNg+1TpUHw5mWb7XBrMt2wJAluwZxbYJ5Nr9tALRWst3njtMCRl1KNlxvZLO878x/YwWtusqdCk+7sXF99v8FoqsQUrmf0NVOieaqR+oTGShKFYdiOJHTyJpeiw6FtlHh9fHtENKxHQsmS5JCTFtH/eX4nmxnHyA/rfJ+OTLiw1HXpuGxLxPTJ8UKLPna4wVdbIts8TthNAV1dpW2XISxmpsZVzbkretq5eaa263xOo0X75CdQnJKw8aLyN50nmeA8j9zH7PsN0jk8hBZ6urHvueDM1dpL1u3TrLd13XsXPnTtx999046qij0hITDZAIgiAIIsNp7gOko48+Goqi2Cx8jjvuODz22GNpiYkGSARBEARBpJXNmzdbvquqijZt2iArK8tli4aHBkgEQRAEkeE09ydIXbp0SXcINmiA5IYa9JcjS9bI+Dmisu7HnNtK1ucokuYo5qEVkPNrOZFgPt0vTrqBhLjldqpjSLqkvZEvftXxMFgb49ojs7ZHDxonUWGeTMLhJisfMoFW0gI5Lxz3UAKghXJYCEwTEXL4z0jO/+eSb03+3S+y9oh/DTj1GVkz5KUZ86OJkfqeDuu+KpGc+O9h6dhIx9VJi6eX9LB+59evZtLx8Tx9PF5+fB30RjbNEP/qeBx0S1xqxV5bES1X7iweJLiunHSGYpEm5YFzKivft3SH9tzOqY/6bFVZctL5yPHmpttMFXIMTsfKb5t18IeqCzFdQyyJfHhudWQaH3/8Mfbs2YPf/OY3YtmTTz6JqVOnory8HGeffTYWLVqESCTiUUvDQG+xEQRBEESG01x9kKZNm2YRaH/11Ve4/PLLccopp+C2227Dv//9b8yZMyctsdEAiSAIgiCItPDFF1/g17/+tfj+zDPPYPDgwXj00Udx44034oEHHsBzzz2Xlthoio0gCIIgMpyYpkNthhqkvXv3ori4WHxfuXIlRo0aJb4fe+yx2LZtWzpCowGSHxzn+91ypDnolmy6JDnXk8mDxKYFkOtTnXIwOSzziZN2oC45l5JB1K/a5/3tOe6kbS0aHLsuBwACTHwUUZy0IlZPFN2hDo37AMl50CJ2DZLmdqy4lszkayRyhTHPLPHdXJ+kQfLUVUkiK/n1WCcNlkhbJQu4nLy45H7lpb1x8cPSvTQdAVlnoruWFdo8Xp+TFsPN48fDF8yzr9s0U/a24/cBVkZlvlot7N5LFi1UfBNvrYtbfE73GRFL4v22HV8f9xDH3Gbxld4b+znOXvqa+mgdneKV2wp47FuGENUApZ4DnGgG7l5xcTE2b96MTp06oaamBmvXrsX06dPF+gMHDiAUCnnU0HDQFBtBEARBEGlh1KhRuO222/D+++9j8uTJyMnJwUknnSTWr1u3Dj169PCooeGgJ0gEQRAEkeE01ym2mTNnYsyYMRg2bBjy8vLwxBNPIBwOi/WPPfYYRo4cmZbYaIBEEARBEBlOcx0gtWnTBu+//z7279+PvLw8BAJWGcTzzz+PvLy8tMRGAySCIAiCINJKixYtHJe3bNmykSOJQwMkN3QtngQzme28hJEcrgd0EH3aNvWRrBVa0LGsszhRSgLpJ16n+txM6Bzis7WRhFmlXfzrsP8S/L+kKgfzwyypbYWd3YDi8J8V3xcmQNXDObYiNjNBfnyZ4NiSZDPIHhuzMoH9O+xNSuLboJRkWMuKJ8yNheR4rPurOqWvFclUPdSa4uUB//9tiuSvyQiObefWokC3FnWrwwunBM2yONvhRQHb9iIInpg6vtwx4TLgeE0rinwtB631JoHnPamRjAstyH3Fy6zWDdO1qcvy2HoYJPqKxEvQnyE01ydImQwNkAiCIAgiw+FGkfWtg/BP5g6XCYIgCIIg0gQNkAiCIAgiw6lvmpFUJLv1Q3V1NY4++mgoioIvvviiwdtrSGiKzQ0tGtfrNPS8tIcmR1ekU+Rk6Bcz4tTlMg7Ge4mSSlorlszTzMeBazkkzYyjpimZBLkJdFRmXY3CnRDZRa9bv6IqZr8ZBKRYeBVqIK5U4PIJOdmnvK/GKmlZrMYStxKtia+rLjfaqjloFN3yja0+27FiOiiFfYZalcT3JafIvr05lBbt7Qtd9EWR/ELPutJFbMsXxi9OeqI64Ko98qNBcirjdj05FZW8GNXqA0a1rI/oIQdTURe8kssmdY3zTb3ucX7uf9J5sV0rqv3ekRR1uQXXM7GrK360ng3RrK5Dr+cARzaTbQhuueUWtG/fHl9++WWDt9XQ0BMkgiAIgshwNJZstr4/DcnSpUuxbNkyzJs3r0HbaSzoCRJBEARBHEKUlZVZvkciEUQi3k8tE/HTTz9h/PjxeOWVV5CTY3/jtylCT5AIgiAIIsPRdT0lPwDQqVMntGjRQvzMmTOn3rGNGzcOV111FQYNGpSK3c0I6AmSG7pmmsNmn8loafxQl7l4h230gHQa5WS4gNgFX4kc/WgvUqHL4sfXXJWcRDPm3o7CvXeY3iEQZFoh9hRZjdn3rVbSJYWZ9kh10rYIzxzFUq+lSMjqy6RIyWZVHIivYxqk+H47nMvaWqk+lqQVxvLoz9tN4ZVaN5bqi7TvbQ+4qeGmOXI4dntyO1q+O0jQhD6N/6GI+2DZy2YHpePJv5r6qBKtNj5l7VnMnvxVqa2UvrNtmdZRM2nKovltAQBqzDjvasVeeU9s9Wt5xjY84bFTf1V1wwcrUCb1HcdrXHFflwj5/DjoF20k46HlpQfTrdeXY7Vu93I/eiJZ29RYGiQtBRoktv22bdtQUBD3VHN7ejRt2jRL4lgnPv30U3z44YcoKyvD5MmT6xVfpkEDJIIgCII4hCgoKLAMkNy4+uqrcf7553uW6dq1K2bOnImPPvrINtAaNGgQLrjgAjzxxBP1ijdd0ACJIAiCIDKcVIisk92+devWaN26dcJyDzzwAGbOnCm+79ixA6eddhqeffZZDB48OOk4MwUaIBEEQRBEhmPKflWvOhqCzp07W77z5LI9evRAx44dnTZpEjSpAdIbb7yBGTNmYN26dcjNzcXQoUPx0ksvifVbt27FxIkTsXz5cmRnZ2Ps2LGYN28ewuFw0m0puiY0PMIjxMlXQ57L9lMmCc+RcGFby/eaPfb8XfZtG2dO3DEEhyvQlnJLXuCgFRLb+qgfTIOkSF45WQ6+RY657OQyXKfCszix7zEHUYf9dFvPXyirML4mkm9UV2NokYLVB2311W7daI1FkzRO5nVqjFXMvZIa/52LqkqrrobrtfwY0uXlZFu+L3h/k61MdshIYBmR9EAhh30N/CLrdOwEWR41rjkKse8tIva+UpJvvW8UhAOWbQEgj+Xn42dJ5OJz0CDJeRC1nEIAcc8gLbeVWLe/2ji3YXZuc7Os0yG6pHUDgJ8qjWNeyXyV+GWlma4irqvqUNjBWp+jXsu6MKQZ9Sqs/3riRzPktY3tppHE9rJ/WzKXhVMM0kUu34Pq4jtFNA2azADpxRdfxPjx4zF79mycfPLJ0HUdX331lVgfi8UwevRotGnTBqtWrcLu3btxySWXQNd1LFq0KI2REwRBEET9ML+FVp86GoOuXbs2WlsNSZMYIEWjUVx33XWYO3cuLr/8crG8d+/4WzrLli3D+vXrsW3bNrRvbzgIz58/H+PGjcOsWbN8CdIIgiAIIhNJhwbpUKdJ+CCtXbsW27dvh6qqGDBgANq1a4ff/OY3+OabeKqG1atXo1+/fmJwBACnnXYaqqursWbNGte6q6urUVZWZvkhCIIgCOLQpkk8Qfrhhx8AGJ4MCxYsQNeuXTF//nwMGzYMGzduRMuWLVFaWori4mLLdkVFRQiHwygtLXWqFgAwZ86chD4PjrjpPZyWu8yfh4tKHJd7EW7pkF/LB9EdG+q0nSvC76XGulh3yFeWjI+KPL+vxazrVQdth1y/avVHslQfsupeuP5D98jxJWsxLNsneIxca9odlcUZ5HqStr3sG/xP0uGw/deZDkKvqbKtQ9DQygSK2njG4sT9BXavpJIsQ/dy2PFWcWXHYX1tZVtccrPxS8CIgecQ01W7RkZm136rlqUwO74N96viep+AjxxsqmotE1Lt2+Qw3yr+yf2vQg5GSFGp6x2sMc5BwNTduNdSdtDIo6awesJZ9ifWikljlIgWESM+ruUqj1n1UPsrYrZtalhZr4cEFaxDbthdZVku+4MBds1dR6bJahPOtVcslVU0h+tUlPXhI5TonuFUv6xBkrVIfnDUOHpoUBuRVPogEf5I6xOkadOmQVEUz5/PPvsMGuuYU6ZMwe9+9zsMHDgQS5YsgaIoeP7550V9isNNVNd1x+WcyZMnY//+/eJn27Ztqd9RgiAIgqgPbIBUnx/P0TNhI61PkPyaUB04YLgR9+nTRyyPRCLo3r07tm7dCgAoKSnBxx9/bNl27969qK2ttT1ZMpOKHDQEQRAE0ZBoug6lnsJnr6fhhJ20DpD8mlANHDgQkUgEGzZswIknnggAqK2txZYtW9ClSxcAwJAhQzBr1izs3LkT7dq1A2AItyORCAYOHNhwO0EQBEEQRLOjSWiQCgoKcNVVV2Hq1Kno1KkTunTpgrlz5wIAzj33XADAyJEj0adPH1x00UWYO3cu9uzZg0mTJmH8+PF1eoMt1LoTQs3ozbdgEnm5ojv/a13A5vstugK3+figg+eUiycK95ey+Igk0AtYNE5i+1rnwg6eR5qTfgKw/mcm5V7jOpVaH4+nRa6veMC2MlzvEQrn29bltO9m+R7dsdn4hWmPqnfGc7Ed2PqTpWzH6Y8mjC/VaJ8tBQCo+YUAgECnwwEAesuutrJ2vxhrvxjcoVD8XlFraGz2Vxt9bn+V9Rw7nQs5nx7XGYVMoiGuS3LMvZcAnrcvaNI2BSWdE/9ap//0zTne2OZBfu1IGqnckF0doUaNjWrZxlGuSUqRdOaXSuNclNUwLylTCNlB67VWIHnPZanx46Gw/HLifuJ0zdfFW0jOxeaUk5IjaxudYPcPkeuSa5E8fNsaEl1PgQaJniAlRZMYIAHA3LlzEQwGcdFFF6GyshKDBw/G8uXLUVRkJHgMBAJ44403MGHCBJxwwgkWo0iCIAiCaMqQSLvxaTIDpFAohHnz5nkOeDp37ozXX3+9EaMiCIIgCKI50mQGSARBEARxqKJpgFJvo8gUBXOIQAMkIqV4+p8wuPcQmCeRrnvlpkusFRHeRoHEOfdkPYLj7UYxtAfyGx8OVjmocbnh8KJmexnZV6bG4WYXe2+p9XuNodfgPkilH38n1v3vox2sjKGn+OivVp+isIMPkMyxA4w3PIPZ8VsB9xNSw1ZdSaTQrpmK/mxoopTdO402g4aXUdDBg0qmLGT19DJrWvK5DxA7ZrU+dB+yrijgsf8Bqcs5vd2TE3LePmo6b1wKFJD8z6IOHSupm62k2wv6kExFWKEI633c88is1+KHSIWzdsq6zLowi+Vxy3HSP0nfw9IB1k1V8XyIaq2hq/Nzz7Dh5JMkvNl81OdH46Qnr1NrSJpSqpHmQpNw0iYIgiAIgmhM6AkSQRAEQWQ4ula3l/vkOgj/0ACJIAiCIDIcTdNToEGiKbZkoAESYSPYziFHWAqp/XmrdYHHVL/wIPGC51PzoXvRk8kL5wMfMh+Bn3xi6/7+ruf6sm0HxO/bKlz8nxid8xNrsjh5bZ39oRKh1Vj1HnpVBQBArS53Km6hRk18sw6pXPdi97SS8eNTJXKvueVSNOGlYeLwNEZ+uoGjH48JS99MUNYpNvkIcQ1aTBZcOZCTOHUespgIL9tBgySj6pLPUCP+XfZzjavRqoRllNpq45fyvd51HUzc11MBvebf+JAGiSAIgiAIQoKeIBEEQRBEhkNPkBofGiARBEEQRIZDyWobHxoguRD96h1E8xLrMoJHjWyEaJoXSemAfJQV2iM/+bVSrEGS/V5kAiatg1JbkbC+Hzd56x2cvJPcMHsbuaEwXYmWovxSesxHjitGyIfGJ8riCzmZUNWBUBL1JdNTfJ2VBLoic0SJrhE5B5wTXCsUDPjReiWuj7cZ9nHslGh1wjLiePi5Jv28fsVzr/nwVfKjkQPLGac75HS0VpZYH0c0TWiARBAEQRAZDk2xNT40QCIIgiCIDEfXUzBAoim2pKC32AiCIAiCICToCRJBEARBZDi6ptfb6JGm2JKDBkguqNm5ULPdRdp61BDwRb9clrCuGEvo6YfIKZf6LnsooPtIQCtEnn4E3T6E3IpmCI1DPoSh6sHd3nVt+0b8Xr3x84T1HXTKcmrCrI9NhW5ZY9l2o1WJha2xqprEFUaNMn6Esk5JT2U0Jn+ujvp52J34fHGDSD8mkL7KsCJ+RNOIJhKwx9erCfpeVjCSsDk9aNzeNR8TBTZjRweUGDu3UR/JYJNJQOvjOvOVgJZdt76S38a8TVYBCPG1EvYWYSsh/y8m1AdKVtv40BQbQRAEQRCEBD1BIgiCIIgMh95ia3xogEQQBEEQGY6m6QAlq21UaIDkRiAMeMzzK2ydEkk8fx7b+3PKwmoO+NIIMJIylfShKwj4MLBTqoyEsGrNwYRla79Z7bl+18r4+i3LNySsLxldUSo0SLFaQz8RrUx8Tqr2HUhYJqvCKKNXJzbFzAom3oGamFEmEvSho4klri+L1ePH7DDiowyvT/XTr2q8j4klmW0iXU4ssR5MYdeOmipzVK4v86PfSTV+dEr8vuLj/qKHfSRnZm0mSjLcWEaRuhaDrtVP71Tf7Q81SINEEARBEAQhQU+QCIIgCCLDoSdIjQ8NkAiCIAgiw9E1LQUDpNTkXDxUoAGSC3ogBD0QSkldoc69vdsyaQRq9pZ6lg0XlaQkpnQSatvVd9na0k0JyyTUCJjZsTFhkehPWwEAFTsT+1d9/8rHnuvL/lcmft+3M7GmKZzATyeWhI+JHktcVmNlYrWJj2HlLu9EugCQ03YXAEAtSHzswl0Ta3x4MuCgmnhfsn3olLj2yI8GKceHRorr1JTqxOdWqa30LpBEP05YF5DyxMwiPj9x+mk7mfiS0iAlLqsHE9/b+X0lUc/TQ2nQZBGNAg2QCIIgCCLD0WMx6LF6PkGq5/aHGjRAIgiCIIgMR9dToEHy4ZhOxKG32AiCIAiCICToCZILejAMPegjD5ifukJZCdpKnFfpUOWadr9OWOb0kjwAQK9R3ROWjdUk/g+qYreh76j4JbHO46et+z3XB0y53/z4FuUl0NGYNUg1CUzf/Owr9z+qCSX21anY5b2vABD83tAeaTWJvWgig3+XsExRVsDy6YWPNHtQmRdRIk8iAAjs+yVxm9EqAIBWXpagZGpRQonvTXplOQBAqypPWDbQolXiNrPzjfoiiT2E/ORQTMq3KJSTuIyfDsDb9uFb5Vft5ytfZAqgt9gaHxogEQRBEESGQwOkxoem2AiCIAiCICToCRJBEARBZDj0BKnxaTIDpI0bN+Lmm2/GBx98gJqaGvTv3x8zZ87EiBEjRJmtW7di4sSJWL58ObKzszF27FjMmzcP4XDyc8R6KAt6KDslsSfSIFlI4A1S+9NmHw36zCGULpLwU/nzuUckLBMI+X8QWl2WWGvD/YP81NuqjY+cTrxeH/4ssRrvMnosvl5L4HMUCPvPEeUny3e0KrFWJFYbZZ+JvWFCB7w9v4C4349S6yfXWWKtjR414tKrqxKWjfnQ7ghS8YfHlNNLSZTfK+rDe4fVoeYUJCzK9UVe6Krx50KJ+cilqPoow+51etDH/THF+c5SqfvUg4nvKSlph4wiG50mM8U2evRoRKNRLF++HGvWrMHRRx+NM844A6Wlxk02Foth9OjRKC8vx6pVq/DMM8/gxRdfxE033ZTmyAmCIAiifmhaLCU/hH+axADpl19+wffff4/bbrsNRx55JHr16oW7774bFRUV+OabbwAAy5Ytw/r16/HUU09hwIABOOWUUzB//nw8+uijKCtr3DdMCIIgCIJo2jSJAVKrVq1wxBFH4Mknn0R5eTmi0SgeeeQRFBcXY+DAgQCA1atXo1+/fmjfvr3Y7rTTTkN1dTXWrFnjWnd1dTXKysosPwRBEASRSXANUn1/CP80CQ2Soih4++23cdZZZyE/Px+qqqK4uBhvvvkmCgsLAQClpaUoLi62bFdUVIRwOCym4ZyYM2cOpk+fbluuq0Ex5+6JmniMmcgnw6IVSqFuSPeR6yjVOqVUt9l+yOEJy1TtNga11fsOJCwbKEusZeGXhR8NUjjP+9xqZs1QAn0RAMRqvW9gZt2RWY9UV4JZxr4GsxP3dV7Wi0CIHzsfua585BNTqw0dkF6R2IMpVp74/OtRQy+i+9BI+UEJMG2Mj/tAwhxhKdbZ8Jh8eSb58fLhPkN+9tUH4l6Rov32c+8RpDBPna+/E6loh0TajU5anyBNmzYNiqJ4/nz22WfQdR0TJkxA27Zt8f777+OTTz7BWWedhTPOOAM7d+4U9SkORmG6rjsu50yePBn79+8XP9u2bWuQfSUIgiAIoumQ1idIV199Nc4//3zPMl27dsXy5cvx+uuvY+/evSgoMN7IeOihh/D222/jiSeewG233YaSkhJ8/LE1s/revXtRW1tre7JkJhKJIBIhJ2uCIAgig4nFoKv1fAJEyWqTIq0DpNatW6N169YJy1VUGGkBVOnRrqqq0Nhj6yFDhmDWrFnYuXMn2rVrB8AQbkciEaFTIgiCIIimiK7H6m0n0dDJat944w3MmDED69atQ25uLoYOHYqXXnqpQdtsSJqEBmnIkCEoKirCJZdcgjvvvBPZ2dl49NFHsXnzZowePRoAMHLkSPTp0wcXXXQR5s6diz179mDSpEkYP368eOqUDHpWAfTs5LerC35z/gBImTdTU6HgyhmJyzRCHETq8XOrzvT/d5O5djOhXiL16LX+c8A1Z1588UWMHz8es2fPxsknnwxd1/HVV1+lO6x60SQGSK1bt8abb76JKVOm4OSTT0ZtbS369u2LV199FUcddRQAIBAI4I033sCECRNwwgknWIwiCYIgCKIpo2ta/Z8gNZBRZDQaxXXXXYe5c+fi8ssvF8t79+7dIO01Fk1igAQAgwYNwltvveVZpnPnznj99dcbKSKCIAiCaBx0LQVTbGx72c6mvlrctWvXYvv27VBVFQMGDEBpaSmOPvpozJs3D3379q1XzOmkSfggEQRBEASRGjp16oQWLVqInzlz5tSrvh9++AGA8Wb67bffjtdffx1FRUUYNmwY9uzZk4qQ0wINkAiCIAgiwzFysdX/BwC2bdtmsbeZPHmyY5t+rXj4y1JTpkzB7373OwwcOBBLliyBoih4/vnnG+0YpZomM8VGEARBEIcqqZxiKygo8PXykl8rngMHDJPWPn36iOWRSATdu3fH1q1b6xFxeqEBEkEQBEFkOKkcIPnFrxXPwIEDEYlEsGHDBpx44okAgNraWmzZsgVdunSpU6yZAA2QCIIgCIKoMwUFBbjqqqswdepUdOrUCV26dMHcuXMBAOeee26ao6s7NEAiCIIgiAxH02JQMjgX29y5cxEMBnHRRRehsrISgwcPxvLly1FUVNRgbTY0NEAiCIIgiAxHj2mAUs8BUgoSXLsRCoUwb968ZuU9SG+xEQRBEARBSNATJIIgCILIcJpCLrbmBg2QCIIgCCLD0bVY/afYGlCD1ByhKTaCIAiCIAgJeoJEEARBEBkOPUFqfGiARBAEQRAZDg2QGh8aIEnoug4AwjqdIAiCINzgfyv4344GI1aLercQq01FJIcMNECS4J29R+8j0hwJQRAE0VQ4cOAAWrRokfJ6w+EwSkpKULr+uZTUV1JSgnA4nJK6mjuK3uDD3qaFpmnYsWMH8vPzoShKWmIoKytDp06dsG3bNl8JBZsStG9NE9q3pklz3jcgM/ZP13UcOHAA7du3h6o2zHtPVVVVqKmpSUld4XAYWVlZKamruUNPkCRUVUXHjh3THQYA/xmXmyK0b00T2remSXPeNyD9+9cQT47MZGVl0aAmDdBr/gRBEARBEBI0QCIIgiAIgpCgAVIGEolEMHXqVEQikXSHknJo35omtG9Nk+a8b0Dz3z8ivZBImyAIgiAIQoKeIBEEQRAEQUjQAIkgCIIgCEKCBkgEQRAEQRASNEAiCIIgCIKQoAFSGpk1axaOP/545OTkoLCw0LGMoii2n7/+9a+WMl999RWGDRuG7OxsdOjQATNmzGj4vEAJ+P/t3XtQVOf5B/DvirvLCsJwUZaVuwZpAoHCCCISVMAbAmpqjaNl6TSmNkWl0qiJRNCYVI2iExNHTa236QQ6UZImAQ04gEQUEUkAgwgKogQkMgiIcpF9fn/449Sz3NZL3CU+n5n9g/d9z3ve7zlcXs6+Z48u2WpqahAeHg4TExNYW1tjxYoVvT4t1hCz9cXJyanXeVq7dq2ojS55DdXu3bvh7OwMY2Nj+Pj4IDc3V99DeiSJiYm9zo9SqRTqiQiJiYlQqVRQKBSYMmUKLl68qMcRD+zUqVMIDw+HSqWCRCLBF198IarXJU9HRweWL18Oa2trmJiYICIiAjdu3HiGKfo2WLbo6Ohe53LixImiNoaajQ0tPEHSo87OTixYsAB/+ctfBmx34MAB1NXVCS+1Wi3UtbS0IDQ0FCqVCgUFBdi1axe2bduGpKSkX3r4AxosW3d3N8LCwtDW1obvvvsOycnJOHr0KOLi4oQ2hpqtPxs3bhSdp/j4eKFOl7yGKiUlBbGxsVi3bh2KiooQGBiIWbNmoaamRt9DeyQvvfSS6PyUlJQIdVu3bkVSUhI+/vhjFBQUQKlUIjQ01GAfWt3W1gZPT098/PHHfdbrkic2NhapqalITk7Gd999hzt37mDOnDno7tbvE98HywYAM2fOFJ3LtLQ0Ub2hZmNDDDG9O3DgAJmbm/dZB4BSU1P73Xb37t1kbm5O7e3tQtk//vEPUqlUpNFonvJIH11/2dLS0mjYsGFUW1srlH322Wckl8upubmZiAw/28McHR1px44d/dbrktdQ+fr60rJly0Rlbm5utHbtWj2N6NElJCSQp6dnn3UajYaUSiVt3rxZKGtvbydzc3Pas2fPMxrh49P+HaFLntu3b5NUKqXk5GShTW1tLQ0bNoyOHz/+zMY+mL5+/6nVaoqMjOx3m6GSjRk+voI0BMTExMDa2hoTJkzAnj17oNFohLozZ84gKChI9EFpM2bMwE8//YTq6mo9jFY3Z86cgbu7O1QqlVA2Y8YMdHR0oLCwUGgzlLJt2bIFVlZW8PLywvvvvy96+0yXvIaos7MThYWFmD59uqh8+vTpyMvL09OoHk9FRQVUKhWcnZ3x2muv4erVqwCAqqoq1NfXizLK5XIEBQUNuYyAbnkKCwvR1dUlaqNSqeDu7j4kMmdnZ2P06NFwdXXF0qVL0dDQINQN9WzMcPDDag3ce++9h+DgYCgUCpw8eRJxcXG4deuW8PZNfX09nJycRNvY2NgIdc7Ozs96yDqpr68XxtnDwsICMpkM9fX1Qpuhkm3lypXw9vaGhYUFzp07h7fffhtVVVX45z//CUC3vIbo1q1b6O7u7jV2Gxsbgx63Nj8/Pxw+fBiurq64efMmNm3ahEmTJuHixYtCjr4yXrt2TR/DfSK65Kmvr4dMJoOFhUWvNoZ+XmfNmoUFCxbA0dERVVVVePfddzFt2jQUFhZCLpcP6WzMsPAVpKesr8Wg2q/z58/r3F98fDz8/f3h5eWFuLg4bNy4ER9++KGojUQiEX1N/7+IWbv8ST3tbH2Nj4hE5c8qW18eJe/f/vY3BAUF4eWXX8brr7+OPXv2YP/+/WhsbOw3S0+eZ5HlSfV1HobCuHvMmjULr776Kjw8PBASEoJvvvkGAHDo0CGhzVDPqO1x8gyFzAsXLkRYWBjc3d0RHh6O9PR0XL58WTin/RkK2Zhh4StIT1lMTAxee+21AdtoXxV5FBMnTkRLSwtu3rwJGxsbKJXKXv8V9Vxu1v4P8kk9zWxKpRL5+fmisqamJnR1dQnjfpbZ+vIkeXvuqqmsrISVlZVOeQ2RtbU1jIyM+jwPhjzuwZiYmMDDwwMVFRWYO3cugAdXVWxtbYU2QzVjz915A+VRKpXo7OxEU1OT6EpLQ0MDJk2a9GwH/IRsbW3h6OiIiooKAL+ubEy/+ArSU2ZtbQ03N7cBX8bGxo/df1FREYyNjYVb5/39/XHq1CnRepdvv/0WKpXqiSZifXma2fz9/VFaWoq6ujrRuOVyOXx8fJ55tr48Sd6ioiIAEP5A6ZLXEMlkMvj4+CAjI0NUnpGRMaT/2HR0dKCsrAy2trZwdnaGUqkUZezs7EROTs6QzKhLHh8fH0ilUlGburo6lJaWDrnMjY2NuH79uvCz9mvKxvRMb8vDGV27do2Kiopow4YNZGpqSkVFRVRUVEStra1ERPTf//6X9u3bRyUlJVRZWUmffvopmZmZ0YoVK4Q+bt++TTY2NrRo0SIqKSmhY8eOkZmZGW3btk1fsYho8Gz3798nd3d3Cg4OpgsXLlBmZibZ2dlRTEyM0IehZtOWl5dHSUlJVFRURFevXqWUlBRSqVQUEREhtNElr6FKTk4mqVRK+/fvpx9//JFiY2PJxMSEqqur9T00ncXFxVF2djZdvXqVzp49S3PmzKGRI0cKGTZv3kzm5uZ07NgxKikpoUWLFpGtrS21tLToeeR9a21tFX6mAAjff9euXSMi3fIsW7aM7OzsKDMzky5cuEDTpk0jT09Pun//vr5iEdHA2VpbWykuLo7y8vKoqqqKsrKyyN/fn8aMGTMksrGhhSdIeqRWqwlAr1dWVhYREaWnp5OXlxeZmprSiBEjyN3dnXbu3EldXV2ifoqLiykwMJDkcjkplUpKTEzU+23wg2UjejCJCgsLI4VCQZaWlhQTEyO6pZ/IMLNpKywsJD8/PzI3NydjY2MaP348JSQkUFtbm6idLnkN1SeffEKOjo4kk8nI29ubcnJy9D2kR7Jw4UKytbUlqVRKKpWK5s+fTxcvXhTqNRoNJSQkkFKpJLlcTq+88gqVlJToccQDy8rK6vPnS61WE5Fuee7du0cxMTFkaWlJCoWC5syZQzU1NXpIIzZQtrt379L06dNp1KhRJJVKycHBgdRqda9xG2o2NrRIiAzwY4kZY4wxxvSI1yAxxhhjjGnhCRJjjDHGmBaeIDHGGGOMaeEJEmOMMcaYFp4gMcYYY4xp4QkSY4wxxpgWniAxxhhjjGnhCRJjT1l1dTUkEgm+//77X6R/iUSCL7744rG3z87OFh622/Mcsv5MmTIFsbGxj70vNrCe89Dz6CDGmOHgCRL7VYmOjh70j/4vzd7eHnV1dXB3dwfwvwnJ7du39ToubeXl5Th48KC+h/Fc6O/7sq6uDjt37nzm42GMDY4nSIw9ZUZGRlAqlRg+fLi+hzKg0aNHG8SVi66uLn0PQW+USiXMzc31PQzGWB94gsSeKzk5OfD19YVcLoetrS3Wrl2L+/fvC/VTpkzBihUrsHr1alhaWkKpVCIxMVHUx6VLlzB58mQYGxvjxRdfRGZmpuhtr4ffYquursbUqVMBABYWFpBIJIiOjgYAODk59bp64OXlJdpfRUUFXnnlFWFfDz+hvEdtbS0WLlwICwsLWFlZITIyEtXV1Y98bNra2hAVFQVTU1PY2tpi+/btvdp0dnZi9erVGDNmDExMTODn54fs7GxRm08//RT29vYYMWIE5s2bh6SkJNFELDExEV5eXvjXv/4FFxcXyOVyEBGam5vxxhtvYPTo0TAzM8O0adPwww8/iPr+6quv4OPjA2NjY7i4uGDDhg2i85eYmAgHBwfI5XKoVCqsWLFCp+yD5WpsbMSiRYtgZ2eHESNGwMPDA5999pmoj88//xweHh5QKBSwsrJCSEgI2trakJiYiEOHDuHLL78U3lLTPmaMMcNj2P/iMvYU1dbWYvbs2YiOjsbhw4dx6dIlLF26FMbGxqJJyaFDh7Bq1Srk5+fjzJkziI6ORkBAAEJDQ6HRaDB37lw4ODggPz8fra2tiIuL63ef9vb2OHr0KF599VWUl5fDzMwMCoVCp/FqNBrMnz8f1tbWOHv2LFpaWnqtB7p79y6mTp2KwMBAnDp1CsOHD8emTZswc+ZMFBcXQyaT6Xx83nrrLWRlZSE1NRVKpRLvvPMOCgsL4eXlJbT54x//iOrqaiQnJ0OlUiE1NRUzZ85ESUkJXnjhBZw+fRrLli3Dli1bEBERgczMTLz77ru99lVZWYn//Oc/OHr0KIyMjAAAYWFhsLS0RFpaGszNzbF3714EBwfj8uXLsLS0xIkTJ7BkyRJ89NFHCAwMxJUrV/DGG28AABISEvD5559jx44dSE5OxksvvYT6+vpeE6z+DJarvb0dPj4+WLNmDczMzPDNN9/gD3/4A1xcXODn54e6ujosWrQIW7duxbx589Da2orc3FwQEf7+97+jrKwMLS0tOHDgAADA0tJS5/PCGNMT/T4rl7GnS61WU2RkZJ9177zzDo0fP540Go1Q9sknn5CpqSl1d3cTEVFQUBBNnjxZtN2ECRNozZo1RESUnp5Ow4cPp7q6OqE+IyODAFBqaioREVVVVREAKioqIqL/PZ28qalJ1K+joyPt2LFDVObp6UkJCQlERHTixAkyMjKi69evC/Xp6emife3fv79Xpo6ODlIoFHTixIk+j0Nf42ltbSWZTEbJyclCWWNjIykUClq5ciUREVVWVpJEIqHa2lpRf8HBwfT2228TEdHChQspLCxMVL948WIyNzcXvk5ISCCpVEoNDQ1C2cmTJ8nMzIza29tF244dO5b27t1LRESBgYH0wQcfiOqPHDlCtra2RES0fft2cnV1pc7Ozj5z90eXXH2ZPXs2xcXFERFRYWEhAaDq6uo+2w70fXngwAHR8WGMGQa+gsSeG2VlZfD394dEIhHKAgICcOfOHdy4cQMODg4AgJdfflm0na2tLRoaGgA8WNhsb28PpVIp1Pv6+v5i43VwcICdnZ1Q5u/vL2pTWFiIyspKjBw5UlTe3t6OK1eu6LyvK1euoLOzU9S/paUlxo8fL3x94cIFEBFcXV1F23Z0dMDKygrAg+Mzb948Ub2vry++/vprUZmjoyNGjRolynHnzh2hnx737t0TchQWFqKgoADvv/++UN/d3Y329nbcvXsXCxYswM6dO+Hi4oKZM2di9uzZCA8PH3QtmC65uru7sXnzZqSkpKC2thYdHR3o6OiAiYkJAMDT0xPBwcHw8PDAjBkzMH36dPzud7+DhYXFgPtmjBkuniCx5wYRiSZHPWUAROVSqVTURiKRQKPR9NvH4xo2bJiw/x4PL1jWrtMeJ/DgbTgfHx/8+9//7tX24QnIYPralzaNRgMjIyMUFhYKb4v1MDU1Ffrp7xg/rGdi8XDftra2fa7N6Vm/pNFosGHDBsyfP79XG2NjY9jb26O8vBwZGRnIzMzEm2++iQ8//BA5OTm9zumj5tq+fTt27NiBnTt3wsPDAyYmJoiNjUVnZyeABwvzMzIykJeXh2+//Ra7du3CunXrkJ+fD2dn5373zRgzXDxBYs+NF198EUePHhX9Ec/Ly8PIkSMxZswYnfpwc3NDTU0Nbt68CRsbGwBAQUHBgNv0rAPq7u4WlY8aNQp1dXXC1y0tLaiqqhKNt6amBj/99BNUKhUA4MyZM6I+vL29kZKSIixsflzjxo2DVCrF2bNnhStpTU1NuHz5MoKCggAAv/3tb9Hd3Y2GhgYEBgb22Y+bmxvOnTsnKjt//vyg+/f29kZ9fT2GDx8OJyenftuUl5dj3Lhx/fajUCgQERGBiIgI/PWvf4WbmxtKSkrg7e3d7za65MrNzUVkZCSWLFkC4MGkqqKiAr/5zW+ENhKJBAEBAQgICMD69evh6OiI1NRUrFq1CjKZrNf5Z4wZNr6Ljf3qNDc34/vvvxe9ampq8Oabb+L69etYvnw5Ll26hC+//BIJCQlYtWoVhg3T7UchNDQUY8eOhVqtRnFxMU6fPo1169YB6H11p4ejoyMkEgm+/vpr/Pzzz7hz5w4AYNq0aThy5Ahyc3NRWloKtVotuoIREhKC8ePHIyoqCj/88ANyc3OFffVYvHgxrK2tERkZidzcXFRVVSEnJwcrV67EjRs3dD5mpqam+NOf/oS33noLJ0+eRGlpKaKjo0XHxdXVFYsXL0ZUVBSOHTuGqqoqFBQUYMuWLUhLSwMALF++HGlpaUhKSkJFRQX27t2L9PT0Qa+6hYSEwN/fH3PnzsWJEydQXV2NvLw8xMfHCxOs9evX4/Dhw0hMTMTFixdRVlaGlJQUxMfHAwAOHjyI/fv3o7S0FFevXsWRI0egUCjg6Og44L51yTVu3DjhClFZWRn+/Oc/o76+XugjPz8fH3zwAc6fP4+amhocO3YMP//8szCBcnJyQnFxMcrLy3Hr1q3n+qMNGBsy9LT2ibFfhFqtJgC9Xmq1moiIsrOzacKECSSTyUipVNKaNWuoq6tL2D4oKEhYlNwjMjJS2J6IqKysjAICAkgmk5Gbmxt99dVXBICOHz9ORL0XaRMRbdy4kZRKJUkkEqGv5uZm+v3vf09mZmZkb29PBw8eFC3SJiIqLy+nyZMnk0wmI1dXVzp+/LhokTYRUV1dHUVFRZG1tTXJ5XJycXGhpUuXUnNzc5/HqL9F462trbRkyRIaMWIE2djY0NatW3sdj87OTlq/fj05OTmRVColpVJJ8+bNo+LiYqHNvn37aMyYMaRQKGju3Lm0adMmUiqVQn1CQgJ5enr2GldLSwstX76cVCoVSaVSsre3p8WLF1NNTY3Q5vjx4zRp0iRSKBRkZmZGvr6+tG/fPiIiSk1NJT8/PzIzMyMTExOaOHEiZWZm9nkMtA2Wq7GxkSIjI8nU1JRGjx5N8fHxFBUVJSy8/vHHH2nGjBk0atQoksvl5OrqSrt27RL6b2hooNDQUDI1NSUAlJWVJdTxIm3GDJOESIfFB4yxfp0+fRqTJ09GZWUlxo4dq+/hDCo7OxtTp05FU1PTM/mgyKVLl+LSpUvIzc39xfc1FB08eBCxsbEG90nrjD3veA0SY48oNTUVpqameOGFF1BZWYmVK1ciICBgSEyOHmZnZ4fw8PBeH3j4pLZt24bQ0FCYmJggPT0dhw4dwu7du5/qPn4tTE1Ncf/+fRgbG+t7KIwxLTxBYuwRtba2YvXq1bh+/Tqsra0REhLS56dOGyo/Pz9UVFQA+N9dWk/TuXPnsHXrVrS2tsLFxQUfffQRXn/99ae+H13l5uZi1qxZ/db3rAnTh54HGmvfPccY0z9+i40x9qt279491NbW9ls/0F1xjLHnF0+QGGOMMca08G3+jDHGGGNaeILEGGOMMaaFJ0iMMcYYY1p4gsQYY4wxpoUnSIwxxhhjWniCxBhjjDGmhSdIjDHGGGNaeILEGGOMMabl/wCiw4oq94ShWAAAAABJRU5ErkJggg==", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.tempanomaly.isel(time=-1).plot()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.tempanomaly.mean(dim=('lon', 'lat')).plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's visualize the temperature anomally for the grid near Worcester. (Worcester's coordinates: latitude: 42.2626; longtitude: -71.8023)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.tempanomaly.sel(lat=42.2626, lon=-71.8023, method='nearest').plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that you need to define `method` since the corresponding values for Worcester latitude and longitude do not exist in the `DataArray`'s coordinates. " ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "## Groupby" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`xarray` copies `pandas'` very useful groupby functionality, enabling the \"split / apply / combine\" workflow on `xarray` `DataArray`s and `Dataset`s. In the first part of the lesson, we will learn to use groupby by analyzing sea-surface temperature data.\n", "\n", "\n", "First we load a dataset. We will use the [NOAA Extended Reconstructed Sea Surface Temperature (ERSST) v5](https://www.ncdc.noaa.gov/data-access/marineocean-data/extended-reconstructed-sea-surface-temperature-ersst-v5) product, a widely used and trusted gridded compilation of historical data going back to 1854.\n", "\n", "Since the data is provided via an [OPeNDAP](https://en.wikipedia.org/wiki/OPeNDAP) server, we can load it directly without downloading anything:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "tags": [] }, "outputs": [], "source": [ "url = 'http://www.esrl.noaa.gov/psd/thredds/dodsC/Datasets/noaa.ersst.v5/sst.mnmean.nc'\n", "ds = xr.open_dataset(url, drop_variables=['time_bnds'])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 48MB\n",
       "Dimensions:  (lat: 89, lon: 180, time: 756)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 48MB ...\n",
       "Attributes: (12/39)\n",
       "    climatology:                     Climatology is based on 1971-2000 SST, X...\n",
       "    description:                     In situ data: ICOADS2.5 before 2007 and ...\n",
       "    keywords_vocabulary:             NASA Global Change Master Directory (GCM...\n",
       "    keywords:                        Earth Science > Oceans > Ocean Temperatu...\n",
       "    instrument:                      Conventional thermometers\n",
       "    source_comment:                  SSTs were observed by conventional therm...\n",
       "    ...                              ...\n",
       "    comment:                         SSTs were observed by conventional therm...\n",
       "    summary:                         ERSST.v5 is developed based on v4 after ...\n",
       "    dataset_title:                   NOAA Extended Reconstructed SST V5\n",
       "    _NCProperties:                   version=2,netcdf=4.6.3,hdf5=1.10.5\n",
       "    data_modified:                   2024-11-03\n",
       "    DODS_EXTRA.Unlimited_Dimension:  time
" ], "text/plain": [ " Size: 48MB\n", "Dimensions: (lat: 89, lon: 180, time: 756)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n", "Data variables:\n", " sst (time, lat, lon) float32 48MB ...\n", "Attributes: (12/39)\n", " climatology: Climatology is based on 1971-2000 SST, X...\n", " description: In situ data: ICOADS2.5 before 2007 and ...\n", " keywords_vocabulary: NASA Global Change Master Directory (GCM...\n", " keywords: Earth Science > Oceans > Ocean Temperatu...\n", " instrument: Conventional thermometers\n", " source_comment: SSTs were observed by conventional therm...\n", " ... ...\n", " comment: SSTs were observed by conventional therm...\n", " summary: ERSST.v5 is developed based on v4 after ...\n", " dataset_title: NOAA Extended Reconstructed SST V5\n", " _NCProperties: version=2,netcdf=4.6.3,hdf5=1.10.5\n", " data_modified: 2024-11-03\n", " DODS_EXTRA.Unlimited_Dimension: time" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds = ds.sel(time=slice('1960', '2022'))\n", "ds" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's do some basic visualizations of the data, just to make sure it looks reasonable." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.sst.sel(time = '1960-01-01').plot(vmin=-2, vmax=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that xarray correctly parsed the time index, resulting in a Pandas datetime index on the time dimension." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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<xarray.DataArray 'time' (time: 756)> Size: 6kB\n",
       "array(['1960-01-01T00:00:00.000000000', '1960-02-01T00:00:00.000000000',\n",
       "       '1960-03-01T00:00:00.000000000', ..., '2022-10-01T00:00:00.000000000',\n",
       "       '2022-11-01T00:00:00.000000000', '2022-12-01T00:00:00.000000000'],\n",
       "      dtype='datetime64[ns]')\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n",
       "Attributes:\n",
       "    long_name:        Time\n",
       "    delta_t:          0000-01-00 00:00:00\n",
       "    avg_period:       0000-01-00 00:00:00\n",
       "    prev_avg_period:  0000-00-07 00:00:00\n",
       "    standard_name:    time\n",
       "    axis:             T\n",
       "    actual_range:     [19723. 82088.]\n",
       "    _ChunkSizes:      1
" ], "text/plain": [ " Size: 6kB\n", "array(['1960-01-01T00:00:00.000000000', '1960-02-01T00:00:00.000000000',\n", " '1960-03-01T00:00:00.000000000', ..., '2022-10-01T00:00:00.000000000',\n", " '2022-11-01T00:00:00.000000000', '2022-12-01T00:00:00.000000000'],\n", " dtype='datetime64[ns]')\n", "Coordinates:\n", " * time (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n", "Attributes:\n", " long_name: Time\n", " delta_t: 0000-01-00 00:00:00\n", " avg_period: 0000-01-00 00:00:00\n", " prev_avg_period: 0000-00-07 00:00:00\n", " standard_name: time\n", " axis: T\n", " actual_range: [19723. 82088.]\n", " _ChunkSizes: 1" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds.time" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds.sst.sel(lon=300, lat=50).plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As we can see from the plot, the timeseries at any one point is totally dominated by the seasonal cycle. We would like to remove this seasonal cycle (called the \"climatology\") in order to better see the long-term variaitions in temperature. We will accomplish this using **groupby**.\n", "\n", "The syntax of `xarray`'s groupby is almost identical to `pandas`.\n", "We will first apply groupby to a single `DataArray`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Split Step" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The most important argument is `group`: this defines the unique values we will use to \"split\" the data for grouped analysis. We can pass either a `DataArray` or a name of a variable in the dataset. Lets first use a `DataArray`. Just like with `pandas`, we can use the time index to extract specific components of dates and times. `xarray` uses a special syntax for this `.dt`, called the `DatetimeAccessor`.\n", "\n", "See a list of datatime properties you can access through .dt [here](https://pandas.pydata.org/docs/user_guide/timeseries.html#time-date-components)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds.time.dt" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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       "    var_desc:      Sea Surface Temperature\n",
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       "    statistic:     Mean\n",
       "    dataset:       NOAA Extended Reconstructed SST V5\n",
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" ], "text/plain": [ " Size: 4MB\n", "[1009260 values with dtype=float32]\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 504B 1960-01-01 1961-01-01 ... 2022-01-01\n", "Attributes:\n", " long_name: Monthly Means of Sea Surface Temperature\n", " units: degC\n", " var_desc: Sea Surface Temperature\n", " level_desc: Surface\n", " statistic: Mean\n", " dataset: NOAA Extended Reconstructed SST V5\n", " parent_stat: Individual Values\n", " actual_range: [-1.8 42.32636]\n", " valid_range: [-1.8 45. ]\n", " _ChunkSizes: [ 1 89 180]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "for group_name, group_da in gb:\n", " print(group_name) # stop after first iteration\n", " break\n", "group_da" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Map & Combine" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we have groups defined, it's time to \"apply\" a calculation to the group. Like in `pandas`, these calculations can either be:\n", "- _aggregation_: reduces the size of the group\n", "- _transformation_: preserves the group's full size\n", "\n", "At then end of the apply step, `xarray` will automatically combine the aggregated / transformed groups back into a single object." ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "```{warning}\n", "Xarray calls the \"apply\" step `map`. This is different from Pandas!\n", "```" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/plain": [ "\u001b[0;31mSignature:\u001b[0m\n", "\u001b[0mgb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mmap\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mfunc\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Callable[..., DataArray]'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'tuple[Any, ...]'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0mshortcut\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'bool | None'\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;34m'Any'\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\n", "\u001b[0;34m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;34m->\u001b[0m \u001b[0;34m'DataArray'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mDocstring:\u001b[0m\n", "Apply a function to each array in the group and concatenate them\n", "together into a new array.\n", "\n", "`func` is called like `func(ar, *args, **kwargs)` for each array `ar`\n", "in this group.\n", "\n", "Apply uses heuristics (like `pandas.GroupBy.apply`) to figure out how\n", "to stack together the array. The rule is:\n", "\n", "1. If the dimension along which the group coordinate is defined is\n", " still in the first grouped array after applying `func`, then stack\n", " over this dimension.\n", "2. Otherwise, stack over the new dimension given by name of this\n", " grouping (the argument to the `groupby` function).\n", "\n", "Parameters\n", "----------\n", "func : callable\n", " Callable to apply to each array.\n", "shortcut : bool, optional\n", " Whether or not to shortcut evaluation under the assumptions that:\n", "\n", " (1) The action of `func` does not depend on any of the array\n", " metadata (attributes or coordinates) but only on the data and\n", " dimensions.\n", " (2) The action of `func` creates arrays with homogeneous metadata,\n", " that is, with the same dimensions and attributes.\n", "\n", " If these conditions are satisfied `shortcut` provides significant\n", " speedup. This should be the case for many common groupby operations\n", " (e.g., applying numpy ufuncs).\n", "*args : tuple, optional\n", " Positional arguments passed to `func`.\n", "**kwargs\n", " Used to call `func(ar, **kwargs)` for each array `ar`.\n", "\n", "Returns\n", "-------\n", "applied : DataArray\n", " The result of splitting, applying and combining this array.\n", "\u001b[0;31mFile:\u001b[0m /opt/conda/envs/xarray_tutorial/lib/python3.13/site-packages/xarray/core/groupby.py\n", "\u001b[0;31mType:\u001b[0m method" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "gb.map?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Aggregations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Like `pandas`, `xarray`'s groupby object has many built-in aggregation operations (e.g. `mean`, `min`, `max`, `std`, etc):" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ " Size: 48B\n", "array([13.679474, 13.787702, 13.784417, 13.704169, 13.662362, 13.736686,\n", " 13.950283, 14.123172, 14.008736, 13.715602, 13.528554, 13.548446],\n", " dtype=float32)\n", "Coordinates:\n", " * month (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb.map(np.mean)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Because we specified no extra arguments (like `axis`) the function was applied over all space and time dimensions. This is not what we wanted. Instead, we could define a custom function. This function takes a single argument --the group dataset-- and returns a new dataset to be combined:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
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       "  * month    (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12
" ], "text/plain": [ " Size: 769kB\n", "array([[[-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " [-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " [-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " ...,\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]],\n", "\n", " [[-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " [-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " [-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", "...\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]],\n", "\n", " [[-1.7995719, -1.7996585, -1.7998686, ..., -1.7998053,\n", " -1.7996899, -1.7995679],\n", " [-1.799625 , -1.7997937, -1.800001 , ..., -1.800001 ,\n", " -1.7998347, -1.7996482],\n", " [-1.800001 , -1.800001 , -1.800001 , ..., -1.800001 ,\n", " -1.800001 , -1.800001 ],\n", " ...,\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan],\n", " [ nan, nan, nan, ..., nan,\n", " nan, nan]]], dtype=float32)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * month (month) int64 96B 1 2 3 4 5 6 7 8 9 10 11 12" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def time_mean(a):\n", " return a.mean(dim='time')\n", "\n", "sst_mm = gb.map(time_mean)\n", "sst_mm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So we did what we wanted to do: calculate the climatology at every point in the dataset. Let's look at the data a bit.\n", "\n", "_Climatlogy at a specific point in the North Atlantic_" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_mm.sel(lon=300, lat=-50).plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "tags": [] }, "source": [ "_Zonal Mean Climatology_" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sst_mm.mean(dim='lon').transpose().plot.contourf(levels=12, vmin=-2, vmax=30)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Difference between January and July Climatology_" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(sst_mm.sel(month=1) - sst_mm.sel(month=7)).plot(vmax=10)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Transformations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to _remove_ this climatology from the dataset, to examine the residual, called the _anomaly_, which is the interesting part from a climate perspective.\n", "Removing the seasonal climatology is a perfect example of a transformation: it operates over a group, but doesn't change the size of the dataset. Here is one way to code it." ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 48MB\n",
       "Dimensions:  (time: 756, lat: 89, lon: 180)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 48MB 1.073e-06 1.073e-06 ... nan nan
" ], "text/plain": [ " Size: 48MB\n", "Dimensions: (time: 756, lat: 89, lon: 180)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n", "Data variables:\n", " sst (time, lat, lon) float32 48MB 1.073e-06 1.073e-06 ... nan nan" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "def remove_time_mean(x):\n", " return x - x.mean(dim='time')\n", "\n", "ds_anom = ds.groupby('time.month').map(remove_time_mean)\n", "ds_anom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```{note}\n", "In the above example, we applied `groupby` to a `Dataset` instead of a `DataArray`.\n", "```\n", "\n", "Xarray makes these sorts of transformations easy by supporting _groupby arithmetic_.\n", "This concept is easiest explained with an example:" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 48MB\n",
       "Dimensions:  (lat: 89, lon: 180, time: 756)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n",
       "    month    (time) int64 6kB 1 2 3 4 5 6 7 8 9 10 11 ... 3 4 5 6 7 8 9 10 11 12\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 48MB 1.073e-06 1.073e-06 ... nan nan
" ], "text/plain": [ " Size: 48MB\n", "Dimensions: (lat: 89, lon: 180, time: 756)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n", " month (time) int64 6kB 1 2 3 4 5 6 7 8 9 10 11 ... 3 4 5 6 7 8 9 10 11 12\n", "Data variables:\n", " sst (time, lat, lon) float32 48MB 1.073e-06 1.073e-06 ... nan nan" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "gb = ds.groupby('time.month')\n", "ds_anom = gb - gb.mean(dim='time')\n", "ds_anom" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can view the climate signal without the overwhelming influence of the seasonal cycle.\n", "\n", "_Timeseries at a single point in the North Atlantic_" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_anom.sst.sel(lon=300, lat=50).plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "_Difference between Jan. 1 2022 and Jan. 1 1960_" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(ds_anom.sel(time='2022-01-01') - ds_anom.sel(time='1960-01-01')).sst.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Grouby-Related: Resample, Rolling, Coarsen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Resample" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Resample](https://docs.xarray.dev/en/v2023.10.1/generated/xarray.Dataset.resample.html) in `xarray` is nearly identical to `pandas`.\n", "**It can be applied only to time-index dimensions.** Here we compute the five-year mean.\n", "It is effectively a group-by operation, and uses the same basic syntax.\n", "Note that resampling changes the length of the the output array.\n", "\n", "See the [list](https://pandas.pydata.org/docs/user_guide/timeseries.html#offset-aliases) of string aliases for time series frequencies " ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 898kB\n",
       "Dimensions:  (time: 14, lat: 89, lon: 180)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 112B 1960-12-31 1965-12-31 ... 2025-12-31\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 897kB -0.0004908 -0.0004653 ... nan nan
" ], "text/plain": [ " Size: 898kB\n", "Dimensions: (time: 14, lat: 89, lon: 180)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 112B 1960-12-31 1965-12-31 ... 2025-12-31\n", "Data variables:\n", " sst (time, lat, lon) float32 897kB -0.0004908 -0.0004653 ... nan nan" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_anom_resample = ds_anom.resample(time='5YE').mean(dim='time')\n", "ds_anom_resample" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_anom.sst.sel(lon=300, lat=50).plot()\n", "ds_anom_resample.sst.sel(lon=300, lat=50).plot(marker='o')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(ds_anom_resample.sel(time='2015-01-01', method='nearest') -\n", " ds_anom_resample.sel(time='1965-01-01', method='nearest')).sst.plot()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Rolling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Rolling](https://docs.xarray.dev/en/v2023.10.1/generated/xarray.Dataset.rolling.html#xarray.Dataset.rolling) is also similar to `pandas`.\n", "It does not change the length of arrays.\n", "Instead, it allows a moving window to be applied to the data at each point." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 48MB\n",
       "Dimensions:  (lat: 89, lon: 180, time: 756)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n",
       "    month    (time) int64 6kB 1 2 3 4 5 6 7 8 9 10 11 ... 3 4 5 6 7 8 9 10 11 12\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 48MB nan nan nan nan ... nan nan nan nan
" ], "text/plain": [ " Size: 48MB\n", "Dimensions: (lat: 89, lon: 180, time: 756)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 6kB 1960-01-01 1960-02-01 ... 2022-12-01\n", " month (time) int64 6kB 1 2 3 4 5 6 7 8 9 10 11 ... 3 4 5 6 7 8 9 10 11 12\n", "Data variables:\n", " sst (time, lat, lon) float32 48MB nan nan nan nan ... nan nan nan nan" ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds_anom_rolling = ds_anom.rolling(time=12, center=True).mean()\n", "ds_anom_rolling" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_anom.sst.sel(lon=300, lat=50).plot(label='monthly anom')\n", "ds_anom_resample.sst.sel(lon=300, lat=50).plot(marker='o', label='5 year resample')\n", "ds_anom_rolling.sst.sel(lon=300, lat=50).plot(label='12 month rolling mean', color='k')\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Coarsen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Coarsen is a simple way to reduce the size of your data along one or more axes.\n", "It is very similar to `resample` when operating on time dimensions; the key difference is that coarsen only operates on fixed blocks of data, irrespective of the coordinate values, while resample actually looks at the coordinates to figure out, e.g. what month a particular data point is in. \n", "\n", "For regularly-spaced monthly data beginning in January, the following should be equivalent to annual resampling.\n", "However, results would be different for irregularly-spaced data." ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.Dataset> Size: 4MB\n",
       "Dimensions:  (time: 63, lat: 89, lon: 180)\n",
       "Coordinates:\n",
       "  * lat      (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n",
       "  * lon      (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n",
       "  * time     (time) datetime64[ns] 504B 1960-06-16T08:00:00 ... 2022-06-16T12...\n",
       "Data variables:\n",
       "    sst      (time, lat, lon) float32 4MB -1.8 -1.8 -1.8 -1.8 ... nan nan nan\n",
       "Attributes: (12/39)\n",
       "    climatology:                     Climatology is based on 1971-2000 SST, X...\n",
       "    description:                     In situ data: ICOADS2.5 before 2007 and ...\n",
       "    keywords_vocabulary:             NASA Global Change Master Directory (GCM...\n",
       "    keywords:                        Earth Science > Oceans > Ocean Temperatu...\n",
       "    instrument:                      Conventional thermometers\n",
       "    source_comment:                  SSTs were observed by conventional therm...\n",
       "    ...                              ...\n",
       "    comment:                         SSTs were observed by conventional therm...\n",
       "    summary:                         ERSST.v5 is developed based on v4 after ...\n",
       "    dataset_title:                   NOAA Extended Reconstructed SST V5\n",
       "    _NCProperties:                   version=2,netcdf=4.6.3,hdf5=1.10.5\n",
       "    data_modified:                   2024-11-03\n",
       "    DODS_EXTRA.Unlimited_Dimension:  time
" ], "text/plain": [ " Size: 4MB\n", "Dimensions: (time: 63, lat: 89, lon: 180)\n", "Coordinates:\n", " * lat (lat) float32 356B 88.0 86.0 84.0 82.0 ... -82.0 -84.0 -86.0 -88.0\n", " * lon (lon) float32 720B 0.0 2.0 4.0 6.0 8.0 ... 352.0 354.0 356.0 358.0\n", " * time (time) datetime64[ns] 504B 1960-06-16T08:00:00 ... 2022-06-16T12...\n", "Data variables:\n", " sst (time, lat, lon) float32 4MB -1.8 -1.8 -1.8 -1.8 ... nan nan nan\n", "Attributes: (12/39)\n", " climatology: Climatology is based on 1971-2000 SST, X...\n", " description: In situ data: ICOADS2.5 before 2007 and ...\n", " keywords_vocabulary: NASA Global Change Master Directory (GCM...\n", " keywords: Earth Science > Oceans > Ocean Temperatu...\n", " instrument: Conventional thermometers\n", " source_comment: SSTs were observed by conventional therm...\n", " ... ...\n", " comment: SSTs were observed by conventional therm...\n", " summary: ERSST.v5 is developed based on v4 after ...\n", " dataset_title: NOAA Extended Reconstructed SST V5\n", " _NCProperties: version=2,netcdf=4.6.3,hdf5=1.10.5\n", " data_modified: 2024-11-03\n", " DODS_EXTRA.Unlimited_Dimension: time" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ds.coarsen(time=12, boundary = 'exact').mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Coarsen also works on spatial coordinates (or any coordiantes)." ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "tags": [] }, "outputs": [ { "data": { "image/png": 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LuXPnIioqClFRUWjRogU6deokJrDff/89Fi1ahOXLlyMyMhKOjo5o3bo1njx5IjlGQ2I0ye2bN28wbdo0uLu7w8LCAuXLl8esWbOgUqnEY0z1LxBERERERGR8fvjOBU6lC6Fbx+Ky2xg/tASu336NXbt2aVynQ4cOaNeuHSpXrozKlStjzpw5KF68OE6dOgVBELB48WJMnToVXbp0gaenJ0JCQvD8+XNs2rRJdpyGQCFI+ROAHs2ZMwc//PADQkJCUK1aNURFRaF///6YPXs2Ro0aBQCYN28e5syZg+DgYFSuXBmzZ8/G0aNHcePGDVhZWWn0PKmpqbCxkT5kgIiIiIiI8k9KSgqsra31HYbG/vvvP1Qo74g/QpzQrJGlVm2tCk7Gsh+TcfbiY6Snp6vtUyqVUCqVOdZNT0/Hb7/9hr59++L8+fMoWrQoKlSogHPnzqFWrVricZ06dUKJEiUQEhKiVaz6ZDQ9tydPnkSnTp3Qvn17uLm5oWvXrvD19UVUVBQAmPRfIIiIiIiIyLhcunQJpUoW0jqxBYABPa1x485rzJgxAzY2NmqPoKCgbOtcvnwZxYsXh1KpxJAhQ7Bjxw54eHggMTERAODg4KB2vIODg7jPWBlNctukSRNERETg5s2bAN4ugnzs2DG0a9cOABAdHY3ExET4+vqKdZRKJZo1a4YTJ07k2G5aWhpSU1PVHkRERERERNoqXBhQ6eCfWeG3g21HjBiBlJQUtceUKVOyfe4qVargwoULOHXqFL755hv07dsX165dE/crFAq14wVByLLN2BTWdwCamjRpElJSUlC1alUUKlQI6enpmDNnDnr27AkAuf4FIiYmJsd2g4KCMHPmzGz3tVJ0lRznAWGbVvV10QZj0F0bjIExMAbDjEEXbTAGxsAYDDMGXbSh6xjk3MWXOUmQexegtm1krm8q5+JDp1QqNR6abW5ujooVKwIAvL29ERkZiSVLlmDSpEkA3uZPTk5O4vEPHjzIkksZG6Ppud2yZQs2btyITZs24dy5cwgJCcGCBQuyjAmX+heIKVOmqP3lIy4uLl/iJyIiIiKiD4sgAOmCSicP7WMRkJaWBnd3dzg6OiI8PFzc9+rVKxw5cgSNGjXS+nn0yWh6bidMmIDJkyejR48eAAAvLy/ExMQgKCgIffv2haOjIwDpf4HI6wZsIiIiIiIieQSooP38vVLb+Pbbb9G2bVuUK1cOT548webNm3H48GHs27cPCoUCo0ePRmBgICpVqoRKlSohMDAQlpaW6NWrl9ax6pPRJLfPnz+HmZl6R3OhQoXEpYAy/wXi3axf7/4CMW/evAKPl4iIiIiISB/+97//4csvv0RCQgJsbGxQvXp17Nu3D61btwYATJw4ES9evMDQoUPx+PFj1K9fH2FhYRqvMGOojCa57dChA+bMmQMXFxdUq1YN58+fx6JFizBgwAAAMOm/QBARERERkXFSQfshxVJ7bn/66adc9ysUCgQEBCAgIECLqAyP0SS3y5Ytw/Tp0zF06FA8ePAAzs7OGDx4MGbMmCEeY6p/gSAiIiIiIuMjAEiXOaFYZrpo40NgNMmtlZUVFi9ejMWLF+d4jKn+BYKIiIiIiIyTPu65/VAZzWzJRERERERERDkxmp5bIiIiIiIiYyIASNdBr6su2vgQMLklIiIiIiLKF/pZCuhDxeSWiIiIiIgon3BCqYLDe26JiIiIiIjI6LHnloiIiIiIKB8IgA5WudVNGx8CJrdERERERET5hBNKFRyFIHAAd2apqamwsbHRdxhERERERJRJSkoKrK2t9R2GxiIiIjDoaz8cPFJK67bS0wVUdPsf4uPj4eTkpIPoTBPvuSUiIiIiIiKjx2HJRERERERE+YT33BYcJre5aFN5kuQ6+27OE8t+XlNlPe/+y3MyYnAeLj2G+OUZMZQcJC+GpHViuXXh7pLrh7/ZIpZbKbrKiuGAsE3vbRhaDHLvIlAoFFq1oW19U4zBVD4Pxnpd6KINxsAYGINhxqCLNnQdg7Y/M3yL9pYVQ9jLjWLZEN4HbWPwLdZHVgxhz0Jl1TMU6VDkfVCebZAmOCyZiIiIiIiIjB57bomIiIiIiPKBAEClg+l7ddHGh4DJLRERERERUT7hsOSCw+SWiIiIiIgoHwhQMLktQLznloiIiIiIiIwee26JiIiIiIjyiUrQvueW99xqhsktERERERFRPuGw5ILD5JaIiIiIiCgfCADSdXAnaDrYdasJ3nNLRERERERERo89t0RERERERPmE99wWHCa3RERERERE+YBLARUsDksmIiIiIiIio8eeWyIiIiIiovwgAOmCDiaUEjguWRMKQeA7lVlqaipsbGz0HQYREREREWWSkpICa2trfYehsYiICPQf1BY/H3TTuq30dAEtK95GfHw8nJyctA/ORLHnloiIiIiIKB+8XQqI99wWFN5zS0REREREREaPPbe5aOETKLnOwUPfimU/j29zOTJn+69lPG8rRVfJ9Q8I27Sq/34bckauKxQZf6GSO/LdENpgDIwhP2MwhOvbWGPQRRumGIOcnzuZf+b4VZ8mK4b9l2aL5db1Z0quH37aXyybyvWtbQym8pk0hNfhq+wlK4awtE1i2a/kIMn19yety6jvKfN3wisZ16e2v5d+3OF7WTH8vXuiWG76ifQ2jv6ZUb9567myYjgcPllWPcOg4D23BYjJLRERERERUT4QAKh0MCxZpX0oHwQmt0RERERERPkkXQd3gqaDPbea4D23REREREREZPTYc0tERERERJRPeM9twTGqntv79++jd+/eKFmyJCwtLVGzZk2cPXtW3C8IAgICAuDs7AwLCws0b94cV69e1WPERERERET0oRKggApmOnlQ3ozmXXr8+DEaN26MIkWKYO/evbh27RoWLlyIEiVKiMd8//33WLRoEZYvX47IyEg4OjqidevWePLkif4CJyIiIiKiD1a6oNDJg/JmNMOS582bh3LlymHDhg3iNjc3N7EsCAIWL16MqVOnokuXLgCAkJAQODg4YNOmTRg8eHBBh0xEREREREQFxGh6bnft2gVvb298/vnnKF26NGrVqoV16zLWD4uOjkZiYiJ8fX3FbUqlEs2aNcOJEydybDctLQ2pqalqDyIiIiIiIm0JeDtbsrYPDkvWjNG8S3fv3sWqVatQqVIl7N+/H0OGDMHIkSMRGhoKAEhMTAQAODg4qNVzcHAQ92UnKCgINjY24qNcuXL59yKIiIiIiOiDohLMdPKgvBnNu6RSqVC7dm0EBgaiVq1aGDx4MAYNGoRVq1apHadQqI9HFwQhy7bMpkyZgpSUFPERFxeXL/ETERERERFR/jGa5NbJyQkeHh5q2z766CPExsYCABwdHQEgSy/tgwcPsvTmZqZUKmFtba32ICIiIiIi0p5CJ8OS040nbdMro3mXGjdujBs3bqhtu3nzJlxdXQEA7u7ucHR0RHh4uLj/1atXOHLkCBo1alSgsRIREREREQngbMkFyWhmSx4zZgwaNWqEwMBAdOvWDWfOnMHatWuxdu1aAG+HI48ePRqBgYGoVKkSKlWqhMDAQFhaWqJXr156jp6IiIiIiD5EupgMSgVBB5GYPoUgCEbzTv3555+YMmUKbt26BXd3d4wdOxaDBg0S9wuCgJkzZ2LNmjV4/Pgx6tevjxUrVsDT01Pj50hNTYWNjU1+hE9ERERERDKlpKQY1S2EERER6D3oE8zdX0vrtlTpAgZ8dArx8fFwcnLSQXSmyWh6bgHgk08+wSeffJLjfoVCgYCAAAQEBBRcUERERERERNkQBCBdBzMdq4ynP1KvjCq5JSIiIiIiMh4KqKD9/bIqHUTyIWBym4tWjWdLrnPg+DSx7FdyUC5H5mx/0jqx3MZ+sOT6+x6uEctyR51nXj5JThva1jeUNhgDY8jPGFopukquf0DYplV9XbSh6xh8i/aW1UbYy41i2c+qn+T6+58EZ9QvMVBWDPuTfxLLbUoPkVx/34PVGfXLjZIVw764JRltVJ4kvf7NeWLZ1ztAVgxhURn1fFoESa5/6OAUsdz0k+9lxXD0z4li2RCub0OIwRCub1P5nmrz0ZRcjszevn8yrgU51wWgfm183EH6tfH37ozrom7fhbJiiAwZJ5a9+0lvIyo4o36jrgtkxXBi23hZ9QwFe24LjtHMlkxERERERESUE/bcEhERERER5QMB0MkatZwtWTNMbomIiIiIiPKJSgdr1KqY22qEw5KJiIiIiIjI6LHnloiIiIiIKB8IUHBYcgFizy0REREREVE+UQlmOnlIERQUhLp168LKygqlS5dG586dcePGDbVj+vXrB4VCofZo0KCBLl96gWNyS0RERERElE/SodDJQ4ojR45g2LBhOHXqFMLDw/HmzRv4+vri2bNnase1adMGCQkJ4uOvv/7S5UsvcByWTEREREREZEL27dun9v8NGzagdOnSOHv2LJo2bSpuVyqVcHR0LOjw8g17bomIiIiIiPKBAN0OS05LS0NqaqraIy0tLc84UlJSAAB2dnZq2w8fPozSpUujcuXKGDRoEB48eKDz96AgMbklIiIiIiLKF7oZkvxuWPKyZctgY2Oj9ggKCso1AkEQMHbsWDRp0gSenp7i9rZt2+KXX37BwYMHsXDhQkRGRqJFixYaJcuGisOSiYiIiIiI8onUyaCyb+PtbMkjRoyAv7+/2j6lUplr3eHDh+PSpUs4duyY2vbu3buLZU9PT3h7e8PV1RV79uxBly5dtI5ZH5jcEhERERERGQGlUglra2uNjx8xYgR27dqFo0ePomzZsrke6+TkBFdXV9y6dUvbMPWGyS0REREREVE+EACk67DnVuPnFQSMGDECO3bswOHDh+Hu7p5nnaSkJMTFxcHJyUlumHqnEASJ75SJS01NhY2Njb7DICIiIiKiTFJSUiT1WupbREQEun/VCcN3t9S6LVW6gO9q7kZ8fLxGyefQoUOxadMm/PHHH6hSpYq43cbGBhYWFnj69CkCAgLw2WefwcnJCffu3cO3336L2NhY/PPPP7CystI6Zn1gzy0REREREVE+EASFXnpuV61aBQBo3ry52vYNGzagX79+KFSoEC5fvozQ0FAkJyfDyckJPj4+2LJli9EmtgCTWyIiIiIiIpOS1+BcCwsL7N+/v4CiKThMbnNRbcIiyXWuzh8rlj0mS68PANfmZrRRdZr0Nq7Pzqjv0yr3qcFzcujAFLHc9JPvJdc/+udEsVz/i4WyYjj9yzix3KbSxFyOzNm+WxmxyxmBr1AotKqvizYYg2HG0MbhG1kx7PvfKrHsW6yP5Pphz0LFcitFV1kxHBC2iWU/268k19//+Eex3MZ1tKwY9sUszmij8iR5bdycJ5b9akyXXH//xe/Esm/tGbJiCDs3K6MN7wDp9aMy6rRq9F3OB+biwImM197Mb67k+kf2TxbLDbstkBXDya3jxbJ3P+nf+VHBGd/3dfvI+5kRGZrRhil8x/gqe8mKISxtU0Ybll9Kr//8Z7HcukhPWTGEv/5VLLepOEFWG/tuzxfLftb9Jdffn7ohI4YK43M5MpcY7mRcD3I+l5k/k1VmyPud8MasTL9XTpLexrV5GfXl/F4LqP9u6zlOehtXFmbUrzFcXgwXl4/N+yADphIUeR+UZxs6COQDwOSWiIiIiIgon6RDB8OSwexWE9q/00RERERERPTB+fvvv9G7d280bNgQ9+/fBwD8/PPPWdbULShMbomIiIiIiPKBgLfDknXxMDS///47/Pz8YGFhgfPnzyMtLQ0A8OTJEwQGBuolJia3RERERERE+UIBFcx08DC85Hb27NlYvXo11q1bhyJFiojbGzVqhHPnzuklJt5zS0RERERElE/SdTKhlOEltzdu3EDTpk2zbLe2tkZycnLBBwT23BIREREREZFETk5OuH37dpbtx44dQ/ny5fUQEZNbIiIiIiKifGHK99wOHjwYo0aNwunTp6FQKBAfH49ffvkF48ePx9ChQ/USE4clExERERER5ROVoIOlgAxwJaCJEyciJSUFPj4+ePnyJZo2bQqlUonx48dj+PDheomJyS0REREREVE+EACk62AyKEOcUAoA5syZg6lTp+LatWtQqVTw8PBA8eLF9RYPk1siIiIiIiKSJCUlBenp6bCzs4O3t7e4/dGjRyhcuDCsra0LPCbec0tERERERJQfBNO957ZHjx7YvHlzlu1bt25Fjx499BARk1siIiIiIqJ8ooBKMNPJw9CcPn0aPj4+WbY3b94cp0+f1kNEHJZMRERERESUb3Rxv6wh3nOblpaGN2/eZNn++vVrvHjxQg8RGXHPbVBQEBQKBUaPHi1uEwQBAQEBcHZ2hoWFBZo3b46rV6/qL0giIiIiIiITVLduXaxduzbL9tWrV6NOnTp6iAhQCIJggBNL5y4yMhLdunWDtbU1fHx8sHjxYgDAvHnzMGfOHAQHB6Ny5cqYPXs2jh49ihs3bsDKykqjtlNTU2FjY5OP0RMRERERkVQpKSl6maRIroiICHQZ0AVdtnXRui1VugqhDUMRHx8PJycnHUSnvePHj6NVq1aoW7cuWrZsCeDta46MjERYWBg+/vjjAo/J6Hpunz59ii+++ALr1q2Dra2tuF0QBCxevBhTp05Fly5d4OnpiZCQEDx//hybNm3SY8RERERERPShMtV7bhs3boyTJ0+iXLly2Lp1K3bv3o2KFSvi0qVLeklsASO853bYsGFo3749WrVqhdmzZ4vbo6OjkZiYCF9fX3GbUqlEs2bNcOLECQwePDjb9tLS0pCWlib+PzU1Nf+CJyIiIiIiMhE1a9bEL7/8ou8wREaV3G7evBnnzp1DZGRkln2JiYkAAAcHB7XtDg4OiImJybHNoKAgzJw5M9t9Vacvkhzj9e/GiuWKgdLrA8DtbzPaKL9goeT6d8ePE8tuSxfIiuHeyPFi2XXDXMn1Y/pPFstyR74rFBk3ztf6Wt57eX5txnspJ47MMejidTAGw4mhVePZuRyZvQPHp4llj4nyPpPXvs/4TFbxl97GjZkZ9SvPkhfDzRmZ2pgpvY2b/trVz482PpoqvY1/5mTU95gs83zOzdSGjM9E5s/DR9/Ki+GfQO0+E5k/DxXmyovhzmTtfvZl/rn30RSZ70NQRhuVZktv49Y07X5eAIb3PadtDLq4LlxXzJfVRsywCWK54tbvJNe/3W26WC7/6xxZMdztOVUsu/8ivY3oLzLqy/ldClD/fcp1zffS6w+emFFfB+fCfbH030ujR2f8Xlrhe+n1AeDOxHF5H2SgBOhmGR9DXAoosxcvXuD169dq27jObS7i4uIwatQobNy4EUWLFs3xuMxfysDbL/b3t2U2ZcoUpKSkiI+4uDidxUxERERERB82FRQ6eRia58+fY/jw4ShdujSKFy8OW1tbtYc+GE1ye/bsWTx48AB16tRB4cKFUbhwYRw5cgRLly5F4cKFxR7bdz247zx48CBLb25mSqUS1tbWag8iIiIiIiJdUAkKnTwMzYQJE3Dw4EGsXLkSSqUSP/74I2bOnAlnZ2eEhobqJSaNhiV36SJ9hq/Vq1ejdOnSkuvlpGXLlrh8+bLatv79+6Nq1aqYNGkSypcvD0dHR4SHh6NWrVoAgFevXuHIkSOYN2+ezuIgIiIiIiL60O3evRuhoaFo3rw5BgwYgI8//hgVK1aEq6srfvnlF3zxxRcFHpNGye3OnTvRrVs3WFhYaNTopk2b8PTpU50mt1ZWVvD09FTbVqxYMZQsWVLcPnr0aAQGBqJSpUqoVKkSAgMDYWlpiV69euksDiIiIiIiIk3pYqZjlQEu3vro0SO4u7sDeHt/7aNHjwAATZo0wTfffKOXmDSeUGrp0qUaJ6vbtm2THZA2Jk6ciBcvXmDo0KF4/Pgx6tevj7CwMI3XuCUiIiIiItIVQdDNZFCCAQ5LLl++PO7duwdXV1d4eHhg69atqFevHnbv3o0SJUroJSaNkttDhw7Bzs5O40b37t2LMmXKyA5KU4cPH1b7v0KhQEBAAAICAvL9uYmIiIiIiPKii8mgBAOcUKp///64ePEimjVrhilTpqB9+/ZYtmwZ3rx5g0WL5M22ri2NkttmzZpJarRJkyaygiEiIiIiIiLDN2bMGLHs4+OD69evIyoqChUqVECNGjX0EpOsdW5VKhVu376NBw8eQKVSqe1r2rSpTgIjIiIiIiIybrqZ6dhQhiXb2dnh5s2bsLe3x4ABA7BkyRLxFlAXFxe4uLjoNT7Jye2pU6fQq1cvxMTEZFkcXKFQID09XWfBERERERERGSsBpnXP7atXr5Camgp7e3uEhIRg3rx5BjW/keTkdsiQIfD29saePXvg5OQEhcIw3mgiIiIiIiLKPw0bNkTnzp1Rp04dCIKAkSNH5riizvr16ws4OhnJ7a1bt7Bt2zZUrFgxP+IhIiIiIiIyGabUc7tx40b88MMPuHPnDgAgJSUFL1++1HNUGSQnt/Xr18ft27eZ3BIREREREeXBlJJbBwcHzJ07FwDg7u6On3/+GSVLltRzVBk0Sm4vXboklkeMGIFx48YhMTERXl5eKFKkiNqx1atX122ERERERERERkiAaS4F9Pr1a7i5uSEpKcmgkluF8P6sUNkwMzODQqHIMoGU2Mj/7zOFCaVSU1NhY2Oj7zCIiIiIiCiTlJQUWFtb6zsMjUVERKBj/65ourGP1m0J6Srsb7Ec8fHxcHJy0kF02itVqhROnDiBSpUq6TsUkUY9t9HR0fkdBxERERERkckxpWHJmfXp0wc//fSTOEzZEGiU3Lq6uorlo0ePolGjRihcWL3qmzdvcOLECbVjiYiIiIiIPlymtc5tZq9evcKPP/6I8PBweHt7o1ixYmr7Fy1aVOAxSZ5QysfHBwkJCShdurTa9pSUFPj4+Bj9sOTMNBixnUXmpZHk1H+/Ddc130uuHzN4Ykb99fNkxRAzYJJYbhw+QXL9463ni2VdvA+NwibmcmTOTvhmvH/9zvSTXD+4XrBYHhQpb0jJurqhYtkQPlOM4S3XlfNzOTJ7MUMzroUG+yflcmTOTvllXJNy2shcXxfXhbYx6OJ9qLt3iqw2ItsGieVae6ZKrn++/Ryt6uuijcz1dfE+eP8lvY2odhn1P9rhLyuGfz6dKZbdNgZKrn+v97diWc7PPeC9n31rZfzs/Dqjvvsvc3I5MmfRX2R8BrT9nqv917e5HJmzc+0y3n/fw6Mk1w9rvkQs6+LnXrcTg2W1sbXRGrHc9fgQyfW3NV4tljv+PUxWDLs+XiGWPzk6XHL9P5suF8stDo6RFcPBFj+IZW2/rz12yru+r3XOuL5dQ4JyOTJ7MX0zvpd08fPb6Aim23N75coV1K5dGwBw8+ZNtX36OmeSk9t399a+LykpKUu2TkRERERERKbn0KFD+g4hC42T2y5dugB4m4X369cPSqVS3Jeeno5Lly6hUaNGuo+QiIiIiIjICAkw3Z5bQ6RxcvtuBmFBEGBlZQULCwtxn7m5ORo0aIBBgwbpPkIiIiIiIiIjpYvE1BCTWx8fn1yHHx88eDDLtqVLl0p+nv79+8PKykqjYzVObjds2ABBECAIApYtW6bxExAREREREX2oTHGdWwCoWbOm2v9fv36NCxcu4MqVK+jbt2+2dUaPHo2yZcuiUKFCGj1HXFwcPvnkE90nt8DbXttNmzZh6tSpTG6JiIiIiIg+UD/88EO22wMCAvD06dMc60VFRWWZnDgnUnNOM0kHm5mhUqVKSEpKkvQkREREREREH5p399zq4mEsevfujfXr12e7z9/fH8WLF9e4rW+//RZ2dnYaHy8puQWA77//HhMmTMCVK1ekViUiIiIiIvqgCIJCJw9jcfLkSRQtWjTbff7+/rC0tNS4rSlTpqBEiRIaHy95KaDevXvj+fPnqFGjBszNzdUmlgKAR48eSW2SiIiIiIiIjMi71XTeEQQBCQkJiIqKwvTp03Os9+LFC4SHh8PHxyfLsOPU1FQcPnwYfn5+aqvzaEpycrt48WLJT0JERERERPTh0c2QYkPsuX23ms47ZmZmqFKlCmbNmgVfX98c661duxa7du1Cx44ds+yztrbG0qVLERcXh2HDhkmOSXJym9PMV0RERERERJSJYLpLAW3YsEFWvV9++SXXnt3Ro0dj1qxZBZPcAkB6ejp27tyJf/75BwqFAh4eHujYsaPGUzoTERERERF9CEy15zazly9fYsuWLXj27Blat26NSpUq5XjsrVu3UKNGjRz3V69eHbdu3ZIVh+Tk9vbt22jXrh3u37+PKlWqQBAE3Lx5E+XKlcOePXtQoUIFWYEQERERERGRYZswYQJevXqFJUuWAABevXqFBg0a4Nq1a7C0tMTEiRMRHh6Ohg0bZlv/zZs3+O+//+Di4pLt/v/++w9v3ryRFZvk2ZJHjhyJChUqIC4uDufOncP58+cRGxsLd3d3jBw5UlYQREREREREpkYAIAi6eRiKvXv3omXLluL/f/nlF8TGxuLWrVt4/PgxPv/8c8yePTvH+tWqVcOBAwdy3B8eHo5q1arJik0hCNLeqmLFiuHUqVPw8vJS237x4kU0btw41wV7jUFqamqWm6OJiIiIiEi/UlJSYG1tre8wNBYREYH2fbuh2rohWrclpKtwvsNcxMfHw8nJSQfRyWdtbY1z586hYsWKAICePXvCysoKa9euBQBcuHAB7dq1Q3x8fLb1165di7Fjx2Lz5s345JNP1Pbt3r0bPXv2xKJFi/D1119Ljk3ysGSlUoknT55k2f706VOYm5tLDoCIiIiIiMhUmdqEUmZmZsjcP3rq1Cm1CaJKlCiBx48f51j/66+/xtGjR9GxY0dUrVoVVapUgUKhwD///IObN2+iW7dushJbQMaw5E8++QRff/01Tp8+DUEQIAgCTp06hSFDhmQ7nTMREREREREVnKCgINStWxdWVlYoXbo0OnfujBs3bqgdIwgCAgIC4OzsDAsLCzRv3hxXr17Ns+2qVati9+7dAICrV68iNjYWPj4+4v6YmBg4ODjk2sbGjRuxefNmVK5cGTdv3sT169dRpUoV/Prrr/j1119lvOK3JPfcLl26FH379kXDhg1RpEgRAG9vCu7YsaN4U7GpkDhiGwCgUGT8VUVOfV20oesYFl1rLbn+WI9wsRx6s76sGPpUPi2WdfE6JlzoKrn+/JrbxLL/ZXl/vJnptUssr7vRRHL9QVWOieXV15vKimFI1aNief61nNcdy8kEjzCxrItz4Xt4lOT6Yc0zvl+6nRgsK4atjdaI5XEXukmuv7DmVrE8+0p7WTFM89wjlhf/0zKXI7M3+qMIsRx8M/uJGvLSr/JJrdrIXF8Xn0k57wOg/l7Mu9pGcv1J1faJZV2cTznfEZm/H+R8RwHq31MDI6Uv1/dT3RCx3OX4N7Ji2N54lVhudWi05PoHfBaL5eYRY2XFcLjlIrHc8W/py0fs+niFWB4c1VtWDGu8N4rliOjKkuu3dL8plkee6yErhqW1N4vlX27Vk1z/i0pnxPLvt2vKiuGzihfE8tbbtWW10a3iObEs5/eIzL9DyPk9BlD/XUbb6/ubs1/IimFVnV/EspzrM/O16bUr56VXcnO543di2TU0SHL9mD5TxLIufocwRvqYLfnIkSMYNmwY6tatizdv3mDq1Knw9fXFtWvXUKxYMQDA999/j0WLFiE4OBiVK1fG7Nmz0bp1a9y4cQNWVlY5tj1hwgT07NkTe/bswdWrV9GuXTu4u7uL+//66y/Uq5f390+3bt3QrZv038dyIzm5LVGiBP744w/cunUL169fhyAI8PDwEMdcExERERERUcaEUlq3I7GNffv2qf1/w4YNKF26NM6ePYumTZtCEAQsXrwYU6dORZcuXQAAISEhcHBwwKZNmzB4cM4dCZ999hn++usv7NmzB76+vhgxYoTafktLSwwdOjTPGFNTU7PdrlAooFQqZd3yKmudWwCoVKlSrusXERERERERfeh0ec9tWlpalqRQqVRCqVTmWj8lJQUAYGdnBwCIjo5GYmIifH0zRvQplUo0a9YMJ06cyDW5BYBWrVqhVatW2e7z9/fP/cX8vxIlSuTaK1+2bFn069cP/v7+MDPT7G5ayclteno6goODERERgQcPHkClUqntP3jwoNQmiYiIiIiIKA/Lli3DokWL1Lb5+/sjICAgxzqCIGDs2LFo0qQJPD09AQCJiYkAkOXeWAcHB8TExOg26BwEBwdj6tSp6NevH+rVqwdBEBAZGYmQkBBMmzYN//33HxYsWAClUolvv/1WozYlJ7ejRo1CcHAw2rdvD09PT6MfA09ERERERJQvBIVOe25HjBiRpWc0r17b4cOH49KlSzh27FiWfe/ncoIgFFh+FxISgoULF6rdd9uxY0d4eXlhzZo1iIiIgIuLC+bMmZN/ye3mzZuxdetWtGvXTmpVrQQFBWH79u24fv06LCws0KhRI8ybNw9VqlQRjxEEATNnzsTatWvx+PFj1K9fHytWrJC9CDAREREREZE2dDmhlFKplLTW74gRI7Br1y4cPXoUZcuWFbc7OjoCeNuDm3nd3AcPHuQ507GunDx5EqtXr86yvVatWjh58u3klU2aNEFsbKzGbUpeCsjc3Fwvk0e9m/Hr1KlTCA8Px5s3b+Dr64tnz56Jx7yb8Wv58uWIjIyEo6MjWrdune26vERERERERKZIEAQMHz4c27dvx8GDB9VmMwYAd3d3ODo6Ijw8Y1bwV69e4ciRI2jUqFGBxFi2bFn89NNPWbb/9NNPKFeuHAAgKSkJtra2Grcpued23LhxWLJkCZYvX16gQ5Lzc8YvIiIiIiKi/KCP2ZKHDRuGTZs24Y8//oCVlZV4j62NjQ0sLCygUCgwevRoBAYGihMFBwYGwtLSEr169dI+YA0sWLAAn3/+Ofbu3Yu6detCoVAgMjIS169fx7Ztb5e5i4yMRPfu3TVuU3Jye+zYMRw6dAh79+5FtWrVxLVu39m+fbvUJmXR1YxfaWlpSEtLE/+f05TUREREREREUunynltNrVr1do3j5s2bq23fsGED+vXrBwCYOHEiXrx4gaFDh4q3dIaFheW6xu37tm3bhq1btyI2NhavXr1S23fu3Lkcar3VsWNH3LhxA6tXr8bNmzchCALatm2LnTt3ws3NDQDwzTfS1neWtc7tp59+KrWaTulyxq+goCDMnDkz/4IlIiIiIqIP0tt1bgs+uRU06OpVKBQICAjIdabl3CxduhRTp05F37598ccff6B///64c+cOIiMjMWzYMI3acHNzw9y5c2U9f3YkJ7cbNmzQ6Ljjx4/D29s7z9m75NDljF9TpkzB2LFjxf+npqaKY7yJiIiIiIgoq5UrV2Lt2rXo2bMnQkJCMHHiRJQvXx4zZszAo0ePNGrj77//xpo1a3D37l389ttvKFOmDH7++We4u7ujSZMmkmOSPKGUptq2bYv79+/rvN13M34dOnQoxxm/Mstrxq93M45lfhAREREREemCoKOHoYmNjRUnn7KwsBAn8f3yyy/x66+/5ln/999/h5+fHywsLHDu3DnxVtEnT54gMDBQVkz5ltxq0hUutT1Dn/GLiIiIiIgoM+H/17rV9mFoHB0dkZSUBABwdXXFqVOnALydC0mTXHD27NlYvXo11q1bpzaPU6NGjfK8Xzcnkocl64sxzPhFREREREQk0lW3qwF23bZo0QK7d+9G7dq1MXDgQIwZMwbbtm1DVFSUuHpNbm7cuIGmTZtm2W5tbY3k5GRZMSkEXXex/j8rKytcvHgR5cuX10l7Od03m3nGL0EQMHPmTKxZs0ac8WvFihXipFOaSE1NhY2NjS5CJiIiIiIiHUlJSTGqWwgjIiLQ9svucFs6Suu2hHQVbvcIQHx8PJycnHQQnfZUKhVUKhUKF37bX7p161YcO3YMFStWxJAhQ2Bubp5r/QoVKmDNmjVo1aqVWu4YGhqKuXPn4tq1a5JjMpqe24KY8YuIiIiIiEiXdDJbMgxvWLKZmRnMzDLucu3WrRu6deumcf3Bgwdj1KhRWL9+PRQKBeLj43Hy5EmMHz8eM2bMkBVTviW3uc1QTERERERE9CHQxTjZ/Blrq713sx3fuXMH27ZtkzTb8cSJE5GSkgIfHx+8fPkSTZs2hVKpxPjx4zF8+HBZ8eRbcptPo50LlJzXkDmpl/seaNuGocWw+J+WsmIY/VGEWJ5/zVdWGxM8wrSKI3MMv9+uKSuGzypeEMun7rlJrt/A7Z5Y3nmnhqwYOle4KJbD7laVXN+3/HWxfPyeey5H5qyxW7RYXndD+tTug6pkLP2li3NhCO+Dtp8HOfXfb+NwdCXJ9Zu73xLLct5HQP293HXHS1YbHStcFstyPhOZPw+bb3nLiqFHpSixHHqzvuT6fSqfFsurr2e970gTQ6oeFcvafs/Nu9pGVgyTqu3Tqo3M9Vdcby4rhmFVD4vlrbdrS67frWLG5CUR0ZVlxdDS/aZYPhPjKrl+PdcYsSzn2gTUr08531OZv6OORleQFUNT9ztiWRfv5b67H0mu36b8P2JZF9f3sn98JNcf8dEhsTz7SntZMUzz3COWR5/vLrn+4lpbxHKf0wNkxRBaf71YHhjZV3L9n+qGiGVd/F5KhuP333/Hl19+iS+++ALnz5/PMtvxX3/9lWcbc+bMwdSpU3Ht2jWoVCp4eHigePHismOSPFvyixcv8Pz5c/H/MTExWLx4McLCwtSOe/Lkic7utyUiIiIiIjI+upkp2RBnS9bVbMeWlpbw9vZGvXr1tEpsARk9t506dUKXLl0wZMgQJCcno379+ihSpAgePnyIRYsW4ZtvvtEqICIiIiIiIpOhi8TUAJNbObMdazKL8jvbt2+XHJPknttz587h448/BgBs27YNDg4OiImJQWhoKJYuXSo5ACIiIiIiIlMlCLp5GBonJyfcvn07y/Zjx47lOILXxsZGfFhbWyMiIgJRURm3AJw9exYRERGyV6+R3HP7/PlzWFlZAQDCwsLQpUsXmJmZoUGDBoiJicmjNhERERERERk7ObMdb9iwQSxPmjQJ3bp1w+rVq1GoUCEAQHp6OoYOHSp7ySfJyW3FihWxc+dOfPrpp9i/fz/GjBkDAHjw4IFRrTtFRERERESU73TR62qAPbfazna8fv16HDt2TExsAaBQoUIYO3YsGjVqhPnz50uOSfKw5BkzZmD8+PFwc3NDvXr10LBhQwBve3Fr1aolOQAiIiIiIiJT9HZIsWlOKAW8ne344cOHOHPmDE6dOoX//vsP3333nUZ137x5g3/++SfL9n/++QcqlUpWPJJ7brt27YomTZogISEBNWpkLEvSsmVLfPrpp7KCICIiIiIiMkkm2nP7zrvZjmNiYhAbG4uqVavCzCzvPtT+/ftjwIABuH37Nho0aAAAOHXqFObOnYv+/fvLikXWOreOjo54+vQpwsPD0bRpU1hYWKBu3bpcg4qIiIiIiMiEhYSE4PHjxxg9erS47euvv8ZPP/0EAKhSpQr279+PcuXK5drOggUL4OjoiB9++AEJCQkA3k5SNXHiRIwbN05WbJKHJSclJaFly5aoXLky2rVrJwby1VdfyQ6CiIiIiIjIFJnasOTVq1erzWa8b98+bNiwAaGhoYiMjESJEiUwc+bMPNsxMzPDxIkTcf/+fSQnJyM5ORn379/HxIkT1e7DlUJycjtmzBgUKVIEsbGxsLS0FLd3794d+/btkxUEERERERGRSRJ09DAQN2/ehLe3t/j/P/74Ax07dsQXX3yB2rVrIzAwEBEREZLatLa21snkxJKT27CwMMybNw9ly5ZV216pUiUuBURERERERKRGoaOHYXjx4oVaInrixAk0bdpU/H/58uWRmJiYbd3atWvj8ePHGj9XkyZNcP/+fY2Pl3zP7bNnz9R6bN95+PAhlEql1OaIiIiIiIjISLi6uuLs2bNwdXXFw4cPcfXqVTRp0kTcn5iYqDZsObMLFy7g4sWLsLOz0+i5Lly4gLS0NI1jk5zcNm3aFKGhoeIUzwqFAiqVCvPnz4ePj4/U5oiIiIiIiEyXic2W3KdPHwwbNgxXr17FwYMHUbVqVdSpU0fcf+LECXh6euZYv2XLlhAEzV6Q1AmLFYKmLf+/a9euoXnz5qhTpw4OHjyIjh074urVq3j06BGOHz+OChUqSArA0KSmpub4lwYiIiIiItKPlJQUndyXWVAiIiLQpncPlAkar3VbgkqF2IHfIj4+Hk5OTjqITj6VSgV/f3/8+eefcHR0xKJFi/DRRx+J+z///HO0adMGAwcOzFJXzm2sZcuW1XiCKck9tx4eHrh06RJWrlyJQoUK4dmzZ+jSpQuGDRum9zeaiIiIiIiI8o+ZmRm+++47cSTv+3777bcc67q6uuZXWAC0WOd21qxZuo6FiIiIiIjIdAgAdLGMjwEtBWTIZCW3f//9N9asWYO7d+/it99+Q5kyZfDzzz/D3d1d7WZiY3c11llynWou8VrVf78NiaPGAaiPTZdTXxdtZK6/7oa8z8SgKsfEcujN+rLa6FP5tFgOu1tVcn3f8tfF8tmY3Beizkkd1zit2shc/0yMvL921XPNGAJyKbaM5PrVXTJmqZNT//02dt3xkly/Y4XLYvlotLzbH5q63xHL2r4PN+PkjVSpXC5BLEfHOUqu714uY/bB2H+l1wcAl7IZbdyREUOFTDHo4nvuQkzZXI7MWU3Xf8WynGsj83Vx/J67rBgau0WL5YjoypLrt3S/KZb33K0mK4b25a+K5d9v15Rc/7OKF8Ty1tu1ZcXQreI5sbz5lncuR2avR6UosfzLrXqyYvii0hmt2shcXxc/c+S0kbm+nPcRUH8v9939KJcjs9em/D9ieeedGrJi6FzholjWxe8h2v7MkPM+AOrvhbbvpS5ikPMdkfn7Qc7vQYD2vwtp+3vQ+20YI5mXgc7b+BBIXgro999/h5+fHywsLHDu3Dlx9qonT54gMDBQ5wESEREREREZLRNb59aQSU5uZ8+ejdWrV2PdunUoUqSIuL1Ro0Y4d+5cLjWJiIiIiIjIWKWmpuo7hFxJTm5v3LihtkjvO9bW1khOTtZFTERERERERKZBUOjmYQBsbW3x4MEDAECLFi20zv+Sk5Px448/YsqUKXj06BEA4Ny5c7h//34eNbMn+Z5bJycn3L59G25ubmrbjx07hvLly8sKgoiIiIiIyBQpTGid2+LFiyMpKQmlS5fG4cOH8fr1a9ltXbp0Ca1atYKNjQ3u3buHQYMGwc7ODjt27EBMTAxCQ0Mltyk5uR08eDBGjRqF9evXQ6FQID4+HidPnsT48eMxY8YMyQEQERERERGZLBNKblu1agUfHx9xXdtPP/0U5ubm2R578ODBXNsaO3Ys+vXrh++//x5WVlbi9rZt26JXr16y4pOc3E6cOBEpKSnw8fHBy5cv0bRpUyiVSowfPx7Dhw+XFQQREREREREZto0bNyIkJAR37tzBkSNHUK1aNVhaWspqKzIyEmvWrMmyvUyZMkhMTMymRt4kJbfp6ek4duwYxo0bh6lTp+LatWtQqVTw8PBA8eLFZQVARERERERkmnR0v6yB3HNrYWGBIUOGAACioqIwb948lChRQlZbRYsWzXaCqhs3bqBUqVKy2pQ0oVShQoXg5+eHlJQUWFpawtvbG/Xq1WNiS0RERERE9D5dLQNkIMOSMzt06JCY2AqCIHld606dOmHWrFnifbsKhQKxsbGYPHkyPvvsM1kxSZ4t2cvLC3fv3pX1ZERERERERGQaQkND4eXlBQsLC1hYWKB69er4+eefNaq7YMEC/PfffyhdujRevHiBZs2aoWLFirCyssKcOXNkxSP5nts5c+Zg/Pjx+O6771CnTh0UK1ZMbb+1tbWsQIiIiIiIiEyOCU0oldmiRYswffp0DB8+HI0bN4YgCDh+/DiGDBmChw8fYsyYMbnWt7a2xrFjx3Dw4EGcO3cOKpUKtWvXRqtWrWTHJDm5bdOmDQCgY8eOUCgyxn4LggCFQoH09HTZwRAREREREZkUE01uly1bhlWrVqFPnz7itk6dOqFatWoICAjINbl98+YNihYtigsXLqBFixZo0aKFTmKSnNweOnRIJ09MRERERERk8kxoQqnMEhIS0KhRoyzbGzVqhISEhFzrFi5cGK6urjrvGJWc3DZr1kynARAREREREZFxqVixIrZu3Ypvv/1WbfuWLVtQqVKlPOtPmzYNU6ZMwcaNG2FnZ6eTmBSCxGmtLl26lH1DCgWKFi0KFxcXKJVKnQQn18qVKzF//nwkJCSgWrVqWLx4MT7++GON6qampsLGxiafIyQiIiIiIilSUlKMan6fiIgItOnVE2WnT9K6LUGlQsyoiYiPj4eTk5MOotPe77//ju7du6NVq1Zo3LgxFAoFjh07hoiICGzduhWffvpprvVr1aqF27dv4/Xr13B1dc0yl9O5c+ckxyS557ZmzZpq99q+r0iRIujevTvWrFmDokWLSg5IW1u2bMHo0aOxcuVKNG7cGGvWrEHbtm1x7do1uLi4FHg8RERERET0ATPRe24/++wznD59Gj/88AN27twJQRDg4eGBM2fOoFatWnnW79y5s85jktxz+8cff2DSpEmYMGEC6tWrB0EQEBkZiYULF8Lf3x9v3rzB5MmT0b17dyxYsEDnAeelfv36qF27NlatWiVu++ijj9C5c2cEBQVlOT4tLQ1paWni/1NTU1GuXLkCiZWIiIiIiDRjtD2303TUczvasHpuDZGspYCWLFkCPz8/cVv16tVRtmxZTJ8+HWfOnEGxYsUwbty4Ak9uX716hbNnz2Ly5Mlq2319fXHixIls6wQFBWHmzJnZ7ttzt5rkGNqXvyqW9939SHJ9AGhT/h+xLHUxZABZZrGWQ9s2MtePiK4sK4aW7jd12saZGFfJ9eu5xojlS7FlZMVQ3eW+WL4QU1Zy/Zqu/+o0hptx0r8QK5fLmBTgTpyjrBgqlEsUy1djnSXXr+YSL5ajZcbgnimG+/9Kfx/KlM14HxJk1AcAp0xtaBtD7L/y3geXsrp7H3QRgy4+U9djpb+Oqi4Zr+NsjLw/atZxjRPLR6MrSK7f1P2OWA67W1VWDL7lr4vlXXe8JNfvWOGyWN56u7asGLpVzBg69tONxpLrD6xyXCwvutZaVgxjPcLF8szLHSTX9/faLZa/vZj7ULqcBNbYIZYnXfxMcv15NX43qBjk1H+/DUP4PUQXMZy65ya5fgO3e2L5cHTe9x9mp7n7LbEs5/fKzL9Tbr7lLSuGHpWixLK213fozfqyYuhT+bSsevThMZNa4fLly3B1zZokuLq64vLltz8ga9asmecMWfnh4cOHSE9Ph4ODg9p2BwcHJCYmZltnypQpSElJER9xcXHZHkdERERERCSFAoBC0M3D1JiZmaFQoUI5PuSQ3HNbtWpVzJ07F2vXroW5uTkA4PXr15g7dy6qVn37V+f79+9nSTAL0vv3BL9bgzc7SqVS7xNgERERERGRCRJgsksBaWvHjh1q/3/9+jXOnz+PkJCQHEfW5kVycrtixQp07NgRZcuWRfXq1aFQKHDp0iWkp6fjzz//BADcvXsXQ4cOlRWQNuzt7VGoUKEsvbQPHjzQa7JNREREREQfKBOdUEpbnTp1yrKta9euqFatGrZs2YKBAwdKblNyctuoUSPcu3cPGzduxM2bNyEIArp27YpevXrBysoKAPDll19KDkQXzM3NUadOHYSHh6tNPR0eHp7tm0dERERERETaS01NxcGDB1GlShV89JG8uYeAtxMEDxo0SFZdycktABQvXhxDhgyR9YT5bezYsfjyyy/h7e2Nhg0bYu3atYiNjTXYeImIiIiIyISZaM9tt27d0LRpUwwfPhwvXryAt7c37t27B0EQsHnzZnz2mfRJ6V68eIFly5ahbFnpk7ACMpPbn3/+GWvWrMHdu3dx8uRJuLq64ocffkD58uX13kPavXt3JCUlYdasWUhISICnpyf++uuvbCfBIiIiIiIiyk86mQzKAJPbo0ePYurUqQDe3j8rCAKSk5MREhKC2bNn55nc2traZpnZ/MmTJ7C0tMTGjRtlxSQ5uV21ahVmzJiB0aNHY/bs2UhPTxeDW7x4sd6TWwAYOnSoXu75JSIiIiIi+hCkpKTAzs4OALBv3z589tlnsLS0RPv27TFhwoQ86//www9qya2ZmRlKlSqF+vXrw9bWVlZMkpPbZcuWYd26dejcuTPmzp0rbvf29sb48eNlBUFERERERGSSTLTntly5cjh58iTs7Oywb98+bN68GQDw+PFjFC1aNM/6LVq0QLly5bJd1SY2NhYuLi6SY5K8zm10dDRq1aqVZbtSqcSzZ88kB0BERERERGSyBB09DMzo0aPxxRdfoGzZsnB2dkbz5s0BvB2u7OXllWd9d3d3/Pfff1m2JyUlwd3dXVZMkntu3d3dceHChSz3sO7duxceHh6ygiAiIiIiIjI5guneczt06FDUq1cPcXFxaN26NczM3vabli9fHrNnz86zviBk/6KePn2qUc9vdiQntxMmTMCwYcPw8uVLCIKAM2fO4Ndff0VQUBB+/PFHWUEQERERERGR7hw9ehTz58/H2bNnkZCQgB07dqBz587i/n79+iEkJEStTv369XHq1CmNn8Pb2xve3t5q29q3b59rnbFjxwIAFAoFZsyYAUtLS3Ffeno6Tp8+jZo1a2ocQ2aSk9v+/fvjzZs3mDhxIp4/f45evXqhTJkyWLJkCXr06CErCCIiIiIiIpMkZL2ntCDaePbsGWrUqIH+/fvnOHNxmzZtsGHDBvH/5ubmGrefnp6O4OBgRERE4MGDB1CpVGr7Dx48mG298+fPA3jbc3v58mW15zQ3N0eNGjVkz+UkaymgQYMGYdCgQXj48CFUKhVKly4t68mJiIiIiIhMmp6GJbdt2xZt27bN9RilUglHR0dZIY0aNQrBwcFo3749PD09s50YKjuHDh0C8LbTdMmSJbC2tpb1/NlRCDkNdv5ApaamwsbGRt9hEBERERFRJikpKTpNhPJbREQE2vboCddxU7RuS1CpcGfqeERHR4vL77yjVCqhVCpzra9QKLIdlrxz506Ym5ujRIkSaNasGebMmaNxx6W9vT1CQ0PRrl07ya8nv2jUc1urVi2NM/Fz585pFRARERERERFltWzZMixatEhtm7+/PwICAiS31bZtW3z++edwdXVFdHQ0pk+fjhYtWuDs2bN5JsvA2yHEFStWlPy8mUVGRuK3335DbGwsXr16pbZv+/btktvTKLnNnOG/fPkSK1euhIeHBxo2bAgAOHXqFK5evYqhQ4dKDoCIiIiIiMhk6XBY8ogRI+Dv76+2S5NENDvdu3cXy56envD29oarqyv27NmDLl265Fl/3LhxWLJkCZYvX65xR2hmmzdvRp8+feDr64vw8HD4+vri1q1bSExMxKeffiq5PUDD5DbzG/jVV19h5MiR+O6777IcExcXJysIQzXynPQJspbW3iyW511tI+t5J1XbJ5bljBrP/OGSO+pc2zYy178QU1ZWDDVd/xXLZ2PKyWqjjmvGZ/JMjGsuR2avnmuMVvXfb+PUPTfJ9Ru43RPLungfDCGG67FOkutXdUkQywn/Sq8PAE5lM9p4Hu8mub6l8z2x/DqhgqwYijjd0aqNzPUf3HeWFUPpMvFiWc57mfl9vC/zXJTJ1Ebsv/Lu9XEpm6hVG9rW13UM0XHyYnAvl9HGzTjp56NyuYxzcSm2jKwYqrvcF8vH70lfm7CxW7RY3nmnhqwYOle4KJbX3Wgiuf6gKsfEcuDV3O9Ry8m31fZmlC9K/8UssMYOsTzuQjdZMSysuVWrNjLX7/j3MFkx7Pp4hVg2hN9DDCGGsLtVZcXgW/66WJZzbWS+LlZcby4rhmFVD4tlbT/Xg6N6y4phjfdGWfUMhS6XAlIqlfk2NNvJyQmurq64deuWRscfO3YMhw4dwt69e1GtWjUUKVJEbX9ePa+BgYH44YcfMGzYMFhZWWHJkiVwd3fH4MGD4eQk7/cLyRNK/fbbb4iKisqyvXfv3vD29sb69etlBUJERERERGRyjGSd26SkJMTFxWmcWJYoUUJ2DysA3LlzR1w2SKlU4tmzZ1AoFBgzZgxatGiBmTNnSm5TcnJrYWGBY8eOoVKlSmrbjx07JnuxXSIiIiIiItKdp0+f4vbt2+L/o6OjceHCBdjZ2cHOzg4BAQH47LPP4OTkhHv37uHbb7+Fvb29xglr5iWE5LCzs8OTJ08AAGXKlMGVK1fg5eWF5ORkPH/+XFabkpPb0aNH45tvvsHZs2fRoEEDAG/vuV2/fj1mzJghKwgiIiIiIiKTI0BvPbdRUVHw8fER/z927FgAQN++fbFq1SpcvnwZoaGhSE5OhpOTE3x8fLBlyxZYWVnpIOC8ffzxxwgPD4eXlxe6deuGUaNG4eDBgwgPD0fLli1ltSk5uZ08eTLKly+PJUuWYNOmTQCAjz76CMHBwejWTd79IURERERERKZIl/fcStG8efNc7xffv3+/FgG9tW3bNmzdujXb2Y7zWkVn+fLlePnyJQBgypQpKFKkCI4dO4YuXbpg+vTpsuIxk1OpW7duOH78OB49eoRHjx7h+PHjTGyJiIiIiIg+EEuXLkX//v1RunRpnD9/HvXq1UPJkiVx9+5dtG2b+8R8b968we7du2Fm9jYdNTMzw8SJE7Fr1y4sWrQItra2smKSldwSERERERHRh2vlypVYu3Ytli9fDnNzc0ycOBHh4eEYOXIkUlJScq1buHBhfPPNN0hLS9NpTBolt3Z2dnj48KHGjbq4uCAmJibvA4mIiIiIiEyZoKOHgYmNjUWjRo0AvJ10+N3kUF9++SV+/fXXPOvXr18f58+f12lMGt1zm5ycjL1798LGxkajRpOSkpCenq5VYERERERERMZOX/fc5jdHR0ckJSXB1dUVrq6uOHXqFGrUqIHo6GiN1oYeOnQoxo0bh3///Rd16tRBsWLF1PZXr15dckwaTyjVt29fyY0TERERERGR6WnRogV2796N2rVrY+DAgRgzZgy2bduGqKgodOnSJc/63bt3BwCMHDlS3KZQKCAIAhQKhazOUo2SW5VKJblhIiIiIiKiD56J9tyuXbtWzBOHDBkCOzs7HDt2DB06dMCQIUPyrB8dHa3zmCQvBUREREREREQaMtHk1szMTJztGHi7oo6UFXRcXV11H5POWyQiIiIiIiIoBN09DNHff/+N3r17o2HDhrh//z4A4Oeff8axY8c0qv/zzz+jcePGcHZ2FickXrx4Mf744w9Z8TC5JSIiIiIiIkl+//13+Pn5wcLCAufPnxeX9Xny5AkCAwPzrL9q1SqMHTsW7dq1Q3JysniPbYkSJbB48WJZMTG5JSIiIiIiyi8muhTQ7NmzsXr1aqxbtw5FihQRtzdq1Ajnzp3Ls/6yZcuwbt06TJ06FYUKFRK3e3t74/Lly7JiUgiazNP8AUlNTdV4ySMiIiIiIioYKSkpsLa21ncYGouIiEC7bj1R4ZspWrclqFS4HjQe8fHxcHJy0kF02rO0tMS1a9fg5uYGKysrXLx4EeXLl8fdu3fh4eGBly9f5lrfwsIC169fh6urq1r9W7duoXr16njx4oXkmGT13N65cwfTpk1Dz5498eDBAwDAvn37cPXqVTnNERERERERkRFxcnLC7du3s2w/duwYypcvn2d9d3d3XLhwIcv2vXv3wsPDQ1ZMkpPbI0eOwMvLC6dPn8b27dvx9OlTAMClS5fg7+8vKwgiIiIiIiKTZKLDkgcPHoxRo0bh9OnTUCgUiI+Pxy+//ILx48dj6NChedafMGEChg0bhi1btkAQBJw5cwZz5szBt99+iwkTJsiKSfJSQJMnT8bs2bMxduxYWFlZidt9fHywZMkSWUEYqmYHxkmuc6TVQrFcdXuArOe93iWjnpxR4wqFQqv677ex5241yfXbl8/oxT9+z11WDI3dMta+ioiuLKuNlu43xbK2r2Pr7dqyYuhWMeOeg+CbDSXX71f5pFhefb2prBiGVD0qlhf/01Jy/dEfRYjl2Vfay4phmucesTz/mq/k+hM8wsTyqXtusmJo4HZPLL9OqCC5fhGnO2JZF9dWekIlyfULOd0Syzfj5A1LqlwuQSyfiZE+DX891xixfDRa+vsIAE3dM95LXbQh5zsi8/eDLr5j5HzXZf6e08XnWk4b2tZ/v43D0dI/183dMz7Xu+54yYqhY4WM+7O0/a6V8x0FqH9PfXvxU8n1A2vsEMuDo3rLimGN90ax3PV43utMvm9b49Vi+ZOjw2XF8GfT5WK51aHRsto44LNYLBvC70LaxqCL3yE23/KWXL9HpSixrIvPtZzPZebPZMe/h8mKYdfHK2TVMxgmuhTQxIkTkZKSAh8fH7x8+RJNmzaFUqnE+PHjMXx43t8f/fv3x5s3bzBx4kQ8f/4cvXr1QpkyZbBkyRL06NFDVkySk9vLly9j06ZNWbaXKlUKSUlJsoIgIiIiIiIyRTpZxscAk1sAmDNnDqZOnYpr165BpVLBw8MDxYsX17j+oEGDMGjQIDx8+BAqlQqlS5fWKh7JyW2JEiWQkJAAd3f1v1CfP38eZcqU0SoYIiIiIiIiMh6Wlpbw9pY+suCdBw8e4MaNG1AoFFAoFChVqpTstiQnt7169cKkSZPw22+/QaFQQKVS4fjx4xg/fjz69OkjOxAiIiIiIiKTY2I9twMGDNDouPXr1+e6PzU1FcOGDcOvv/4KlUoFAChUqBC6d++OFStWyFrBRvKEUnPmzIGLiwvKlCmDp0+fwsPDA02bNkWjRo0wbdo0yQEQERERERGZJF1NJmVAyW1wcDAOHTqE5ORkPH78OMdHXr766iucPn0ae/bsQXJyMlJSUvDnn38iKioKgwYNkhWb5J7bIkWK4JdffsGsWbNw/vx5qFQq1KpVC5UqSZ9AQlP37t3Dd999h4MHDyIxMRHOzs7o3bs3pk6dCnNzc/G42NhYDBs2DAcPHoSFhQV69eqFBQsWqB1DRERERERUUEztntshQ4Zg8+bNuHv3LgYMGIDevXvDzs5Ocjt79uzB/v370aRJE3Gbn58f1q1bhzZt2siKTXJy+06FChVQoYK8GS6lun79OlQqFdasWYOKFSviypUrGDRoEJ49e4YFCxYAANLT09G+fXuUKlUKx44dQ1JSEvr27QtBELBs2bICiZOIiIiIiMiUrVy5Ej/88AO2b9+O9evXY8qUKWjfvj0GDhwIX19ftZnCc1OyZMlshx7b2NjA1tZWVmwaJbdjx47VuMFFixbJCiQ3bdq0Ucvey5cvjxs3bmDVqlVichsWFoZr164hLi4Ozs7OAICFCxeiX79+mDNnDqytrbNtOy0tDWlpaeL/U1NTdR4/ERERERF9oEys5xYAlEolevbsiZ49eyImJgbBwcEYOnQoXr9+jWvXrmk0Y/K0adMwduxYhIaGwsnp7fKGiYmJmDBhAqZPny4rLo2S2/Pnz6v9/+zZs0hPT0eVKlUAADdv3kShQoVQp04dWUHIkZKSotb9ffLkSXh6eoqJLfC2WzstLQ1nz56Fj49Ptu0EBQVh5syZ+R4vERERERF9eExtWPL73s1yLAiCODGUJlatWoXbt2/D1dUVLi4uAN7eZqpUKvHff/9hzZo14rHnzp3LqRk1GiW3hw4dEsuLFi2ClZUVQkJCxO7ix48fo3///vj44481fjHauHPnDpYtW4aFCxeK2xITE+Hg4KB2nK2tLczNzZGYmJhjW1OmTFHrmU5NTUW5cuV0HzQREREREX14TDC5TUtLE4clHzt2DJ988gmWL1+ONm3awMxMszmLO3furPO4JN9zu3DhQoSFhamNg7a1tcXs2bPh6+uLcePGadxWQEBAnr2mkZGRausmxcfHo02bNvj888/x1VdfqR2b3fhuQRByHfetVCqhVCo1jpmIiIiIiOhDNXToUGzevBkuLi7o378/Nm/ejJIlS0pux9/fX+exSU5uU1NT8b///Q/VqlVT2/7gwQM8efJEUlvDhw9Hjx49cj3Gzc1NLMfHx8PHxwcNGzbE2rVr1Y5zdHTE6dOn1bY9fvwYr1+/ztKjS0REREREVCBMrOd29erVcHFxgbu7O44cOYIjR45ke9z27ds1bvPp06dZhjTnNGdSbiQnt59++in69++PhQsXokGDBgCAU6dOYcKECejSpYuktuzt7WFvb6/Rsffv34ePjw/q1KmDDRs2ZOnubtiwIebMmYOEhATxhuSwsDAolcoCvReYiIiIiIjoHc3mDjYeffr00XhG5NxER0dj+PDhOHz4MF6+fClufzfyNj09XXKbkpPb1atXY/z48ejduzdev379tpHChTFw4EDMnz9fcgCaiI+PR/PmzeHi4oIFCxbgv//+E/c5OjoCAHx9feHh4YEvv/wS8+fPx6NHjzB+/HgMGjRIVtZPRERERERE6oKDg3XSzhdffAEAWL9+PRwcHHSSMCsEQZDVyf3s2TPcuXMHgiCgYsWKKFasmNbB5CQ4OBj9+/fPdl/m8GNjYzF06FAcPHgQFhYW6NWrFxYsWCDpntrU1NRs11siIiIiIiL9SUlJMapOq4iICLT7vCeq9J2idVuCSoUrS8cjPj5eHKVq7IoXL46zZ8+KK/DoguSe23eKFSuG6tWr6yyQ3PTr1w/9+vXL8zgXFxf8+eef+R8QERERERFRXgTTXwpIrrp16yIuLk6/ya2Pj0+uXcYHDx7UKiAiIiIiIiKTweQ2Wz/++COGDBmC+/fvw9PTE0WKFFHbL6cjVXJyW7NmTbX/v379GhcuXMCVK1fQt29fyQEYsmYHNF/W6J0jrTLW3q38e+7LHOXk5mcZ02K7hgZJrh/TJ2Pog8xR52p/wJh3tY3k+pOq7dOq/vttBF5tK6uNb6vtFcuzr7SXXH+a5x6x7H+5o6wYZnrtEssTLnSVXH9+zW1iefjZXrJiWF5nk1judeqrXI7M3qYGP4pl38OjZMUQ1nyJWNb22ur49zBZMez6eIVYlnNtZL4udHFtGUIMP91oLLn+wCrHxfLMyx1kxeDvtVssf3vxU1ltBNbYIZbHXegmuf7Cmlu1qq+LNjLXn3TxM1kxzKvxu1iW8z2V+TtKF9/Xi/9pKbn+6I8ixPL8a76yYpjgESaWtf2+N4TP5Ddnv5AVw6o6v4jlrseHSK6/rfFqsdw4fIKsGI63zpiDpf6+ybLaON1mrljW9rtSF99Tcn4Pyfw7iC6ub21/h5BT//025HwuM38mu50YLCuGrY3WyKpHhu2///7DnTt31G4/VSgUBTuh1A8//JDt9oCAADx9+lRyAERERERERCbLRHtunz17ptW8SwMGDECtWrXw66+/6mxCKdn33L6vd+/eqFevHhYsWKCrJomIiIiIiIyWAqZ7z62DgwO6deuGAQMGoEmTJpLrx8TEYNeuXahYsaLOYjLL+xDNnDx5EkWLFtVVc0RERERERMZP0NHDwPz6669ISUlBy5YtUblyZcydOxfx8fEa12/RogUuXryo05gk99x26dJF7f+CICAhIQFRUVGYPn26zgIjIiIiIiIiw9ShQwd06NABSUlJCA0NRXBwMKZPnw4/Pz8MGDAAHTt2ROHCOaebHTp0wJgxY3D58mV4eXllmVCqY0fp80hITm6tra3VxkObmZmhSpUqmDVrFnx95U0CQUREREREZIpMdVjyOyVLlsSYMWMwZswYLFu2DBMmTMBff/0Fe3t7DBkyBJMnT4alpWWWekOGvJ30btasWVn2FdiEUsHBwZKfhIiIiIiI6IOjqyHFBpzcJiYmIjQ0FBs2bEBsbCy6du2KgQMHIj4+HnPnzsWpU6cQFhaWpZ5KpdJ5LJKT2/LlyyMyMhIlS5ZU256cnIzatWvj7t27OguOiIiIiIiIDM/27duxYcMG7N+/Hx4eHhg2bBh69+6NEiVKiMfUrFkTtWrVyrOtly9f6mT+JskTSt27dy/bLuK0tDTcv39f64CIiIiIiIhMhULQzcPQ9O/fH87Ozjh+/DguXLiA4cOHqyW2wNuO0alTp2ZbPz09Hd999x3KlCmD4sWLi52k06dPx08//SQrJo17bnftyljkff/+/bCxsVELLCIiAm5ubrKCICIiIiIiMkkmOiw5ISEh23tpM7OwsIC/v3+2++bMmYOQkBB8//33GDRokLjdy8sLP/zwAwYOHCg5Jo2T286dOwN4e3Nv37591fYVKVIEbm5uWLhwoeQAiIiIiIiITJYJJbepqam5/j8za2vrXNsKDQ3F2rVr0bJlS3FyKQCoXr06rl+/Lis+jZPbdzf8uru7IzIyEvb29rKekIiIiIiIiIxPiRIl1FbOyY4gCBrNdnz//n1UrFgxy3aVSoXXr1/Lik/yhFLR0dGynoiIiIiIiOhDY0pLAR06dEhnbVWrVg1///03XF1d1bb/9ttvGk1ClR2NktulS5fi66+/RtGiRbF06dJcjx05cqSsQIiIiIiIiEyOCSW3zZo107qNAQMGYMmSJfD398eXX36J+/fvQ6VSYfv27bhx4wZCQ0Px559/ympbIQhCnm+Vu7s7oqKiULJkSbi7u+fcmEJh9EsBpaamqk2WRURERERE+peSkpLnfZyGJCIiAu0/6wnPrpO1bktQqXBuwwTEx8fDyclJB9HpRnJyMs6cOYMHDx5kWbe2T58+2dYpVKgQEhISULp0aezfvx+BgYE4e/YsVCoVateujRkzZsDX11dWPBr13GYeisxhyURERERERB+23bt344svvsCzZ89gZWWldi+uQqHIMbnN3Lfq5+cHPz8/ncUkeZ3bWbNm4fnz51m2v3jxArNmzdJJUEREREREREZP0OHDwIwbNw4DBgzAkydPkJycjMePH4uPR48e5Vo3r0mp5NJoWHJmmbuRM0tKSkLp0qXznBXL0GUellx+82zJ9e/2mCaWK2z5TlYMd7pPF8uef8yQXP9Kp4w/MjQKmygrhhO+34vlxuETJNc/3nq+WK61J/uFm/Nyvv0cseyxM/v1sfJyrfNMsfzRDult/PNpRn2vXdNzOTJnlztmfA6q756Wy5HZu9Qh43Mop/77bVT5fWYuR2bvxmcZ753bxkBZMdzr/a1Ydl0/T3L9mAGTMuoHz5UVQ0y/jGFBLj9KjyH2q0wxhMiMoW9GDHJeR+bXIOczDah/rvud6Se5fnC9YLHc6tBoWTEc8Fksluvvkzdc63SbjPfP+68pkutHtQsSy1W3B8iK4XqXjHoVt0r/zr/dLeN7Rc7PHED7nzuZf+ZUlvH9AAA3M31HaPtzSxffczX+lN7GxU8y6st5DYD665Dzcyvzzyxd/MzR9lxU+k1ep8WtzzOeVxe/C1XaJj2OW10zYuh8bKisGHY2WSmWmx0YJ7n+kVYZS2Tq4vcYbX8vdd80J5cjcxbdK+P3OG2/5+TUz9yGUQ5L7tITXp/pZljy2RDDGpZcrFgxXL58GeXLl5dUz8zMDDY2NnkmuHklyNmRPFvyu6md33fx4kXY2dlJDoCIiIiIiMhkmdCEUpn5+fkhKipKcnILADNnzsyXeY40Tm5tbW2hUCigUChQuXJltQQ3PT0dT58+VVt8l4iIiIiIiEzHrl27xHL79u0xYcIEXLt2DV5eXihSpIjasR07dsyxnR49emQZCawLGie3ixcvhiAIGDBgQJZM29zcHG5ubmjYsKHOAyQiIiIiIjJGCpjWOredO3fOsi27eZcUCkWOt6vm1/22gITktm/fvgDeLgvUqFGjLJk5ERERERERvUdPye3Ro0cxf/58nD17FgkJCdixY4dacioIAmbOnIm1a9fi8ePHqF+/PlasWIFq1arl2Ob7y/3IIXHKJ0kkz5bcrFkzMbF98eIFUlNT1R5ERERERESkX8+ePUONGjWwfPnybPd///33WLRoEZYvX47IyEg4OjqidevWePLkiUbth4aGIi0tLcv2V69eITQ0NMd6KpUqX4YkAzKS2+fPn2P48OEoXbo0ihcvDltbW7UHERERERERvaUQdPOQqm3btpg9eza6dOmSZZ8gCFi8eDGmTp2KLl26wNPTEyEhIXj+/Dk2bdqkUfv9+/dHSkpKlu1PnjxB//79pQesA5KT2wkTJuDgwYNYuXIllEolfvzxR8ycORPOzs65ZuhEREREREQfFB2vc5uWlpZl5Gx2vad5iY6ORmJiInx9fcVtSqUSzZo1w4kTJzR7aTmsovPvv//my0zImpC8FNDu3bsRGhqK5s2bY8CAAfj4449RsWJFuLq64pdffsEXX3yRH3ESEREREREZHV1OKLVs2TIsWrRIbZe/vz8CAgIkNZeYmAgAcHBwUNvu4OCAmJiYXOvWqlVLXEWnZcuWKFw4I6VMT09HdHQ02rRpIykeXZGc3D569Aju7u4AAGtra3Fx3SZNmuCbb77RbXREREREREQEABgxYgT8/f3VtimVStntvd/zmlNvbGbvJqW6cOEC/Pz8ULx4cXHfu1V0PvvsM9kxaUNyclu+fHncu3cPrq6u8PDwwNatW1GvXj3s3r0bJUqUyIcQiYiIiIiIjJQuZgf+/zaUSiWsra21bs7R0RHA2x5cJycncfuDBw+y9Oa+711y7ebmhu7du6No0aJax6Mrku+57d+/Py5evAgAmDJlinjv7ZgxYzBhwgSdB0hERERERGSs9DWhVG7c3d3h6OiI8PBwcdurV69w5MgRNGrUSKM2+vbti6JFi+LVq1f4999/ERsbq/bQB8k9t2PGjBHLPj4+uH79OqKiolChQgXUqFFDp8EREREREREZNT2tc/v06VPcvn1b/H90dDQuXLgAOzs7uLi4YPTo0QgMDESlSpVQqVIlBAYGwtLSEr169dKo/Vu3bmHAgAFZJqB6N7Q5PT1detBakpzcvs/FxQUuLi6Ii4vDgAEDsH79el3ERURERERERDJFRUXBx8dH/P/YsWMBvO1xDQ4OxsSJE/HixQsMHToUjx8/Rv369REWFgYrKyuN2u/Xrx8KFy6MP//8E05OTnneq1sQFIKgi0HgwMWLF1G7du18z9DT0tJQv359XLx4EefPn0fNmjXFfbGxsRg2bBgOHjwICwsL9OrVCwsWLIC5ubnG7aempupt6moiIiIiIspeSkqKTu43LSgRERH45NOeqNV2ktZtCSoVTm2biPj4eLV7ZPWpWLFiOHv2LKpWrarvUERa99wWtIkTJ8LZ2Vm87/ed9PR0tG/fHqVKlcKxY8eQlJSEvn37QhAELFu2TE/REhERERHRByvTGrWmxsPDAw8fPtR3GGokTyilT3v37kVYWBgWLFiQZV9YWBiuXbuGjRs3olatWmjVqhUWLlyIdevWITU1Ncc2s1sImYiIiIiISBcMcUIpXZg3bx4mTpyIw4cPIykpySByKqPpuf3f//6HQYMGYefOnbC0tMyy/+TJk/D09ISzs7O4zc/PD2lpaTh79qzaePPMgoKCMHPmzGz31f9ioeQ4T/8yTix795NeHwCigjPaqD5qUS5HZu/SkrFiucYw6fUB4OKKjDZqDZbexvk1GfXrDJD3Ppxdn/E+1PtSXhtnfs5ow2u09NdxeXHG65BzLgD18+E5RnobV37IqO8loz4AXM7URvWRMj5TSzPq1xwqL4YLK7X7XGb+TBrCufCYKC+Ga99ntFElQHobNwIy6rsvlnddRI/OuC5cV86XXD9maMbM+G7Lsv6xURP3RozPaGOpzDZGZrThvkj6exE9NuN9qBgk73zenpLpfM6QcT5nZdT/aIq8GP4JytTGt9Lb+CcwU/2pMmOYk9FG1enS27j+nXb1ddFG5vq6eB/ktJG5vpzPE6D+mao8U3obN/0z6leYJy+GO5MytfG9vO+pOxMzrs/yC6S3cXd8Rv0Kc2W+jsmZPlPTZHymZmf6uTVC5s+tZdr9PqX2u1Rvmb9Lbcxoo0FP6d/Xp37N+K5u0EPe9/2pzePzPogKXKtWrQAALVu2VNtuFBNKdenSJdf9ycnJ2saSI0EQ0K9fPwwZMgTe3t64d+9elmMSExOzrMlka2sLc3NzJCYm5tj2lClTxJurgbf33JYrV05nsRMRERER0QdMh+vcGpJDhw7pO4QsNE5u85pkycbGBn369JH05AEBATn2mr4TGRmJEydOIDU1FVOmTMn12Oxm6Hr3l4OcKJVKKJVKzQImIiIiIiKSQCdDig0vt0WzZs30HUIWGie3GzZs0PmTDx8+HD169Mj1GDc3N8yePRunTp3KkoR6e3vjiy++QEhICBwdHXH69Gm1/Y8fP8br16+z9OgSERERERGRdpKTk/HTTz/hn3/+gUKhgIeHBwYMGKC31Wf0es+tvb097O3t8zxu6dKlmD17tvj/+Ph4+Pn5YcuWLahfvz4AoGHDhpgzZw4SEhLE6bHDwsKgVCpRp06d/HkBREREREREuTHRntuoqCj4+fnBwsIC9erVgyAIWLRoEebMmYOwsDDUrl27wGMyigmlXFxc1P5fvHhxAECFChVQtmxZAICvry88PDzw5ZdfYv78+Xj06BHGjx+PQYMGGdV6WEREREREZBoUMN1hyWPGjEHHjh2xbt06FC78Nq188+YNvvrqK4wePRpHjx4t8JiMaimg3BQqVAh79uxB0aJF0bhxY3Tr1g2dO3fOdtkgIiIiIiKifCcIunsYmKioKEyaNElMbAGgcOHCmDhxIqKiovQSk1H03L7Pzc0NQjYn2MXFBX/++aceIiIiIiIiIvpwWFtbIzY2FlWrVlXbHhcXBysrK73EZDI9t0RERERERIZGIejmYWi6d++OgQMHYsuWLYiLi8O///6LzZs346uvvkLPnj31EpNR9twSEREREREZBRO953bBggVQKBTo06cP3rx5AwAoUqQIvvnmG8ydO1cvMTG5JSIiIiIiyiemOqGUubk5lixZgqCgINy5cweCIKBixYqwtLTUW0xMbomIiIiIiEgWS0tLeHl56TsMAExuiYiIiIiI8o9KB92uBjRb8oABAzQ6bv369fkcSVZMbomIiIiIiPKLiQ1LDg4OhqurK2rVqpXtCjb6pBAMLSI9S01NhY2Njb7DICIiIiKiTFJSUmBtba3vMDQWERGBDp16oG7TCVq3JQgq/L1vCuLj4+Hk5KSD6OQbOnQoNm/eDBcXFwwYMAC9e/eGnZ2dXmN6h0sBERERERER5QcdLQNkSEsBrVy5EgkJCZg0aRJ2796NcuXKoVu3bti/f7/ee3KZ3BIREREREeUXQdDNw4AolUr07NkT4eHhuHbtGqpVq4ahQ4fC1dUVT58+1VtcvOc2F62LSF98OPz1r1rV10Ubuo7Bz7q/5Pr7UzeIZd9ifWTFEPYsVKsY3o+jjcM3kuvv+9+qjPqOQ2XFsC9xZUYbpYdIr/9gdUZ919HyYohZnNHGR1Ok1/8nKKO++zh5MUQvzGijwnjp9e8syKgv4zUA6q+jdd2ZkuuHR/qL5RY+gbJiOHjoW7Hc3Ff6GnCHwyaL5Sad58uK4djOjOFR9XstyOXI7J3elHH+6vZZmMuROYsMzfgc1estr40zGzPaaNBD+us4tTnjddT7UmYMP+suhkafyTufJ37POJ+NP5XexvEdmep3kRfD8e0ZbTTqKv19OLEt431o+Ln0+gBw8rdM76WWMcip/34bct5Lbd/H92No0FPGZ/LXjPq1v1okK4ZzP47NaGOQzDbWZbQh5zsi8/dDMz95620e2Z/xfetXfZrk+vsvzRbLbcqMkBXDvvvLMmLQ8vcxP6t+smLY/yRYLLcu3F1y/fA3W8RyK0VXWTEcELbJqmcoTHUpoHcUCgUUCgUEQYBKpdJrLOy5JSIiIiIiIo2lpaXh119/RevWrVGlShVcvnwZy5cvR2xsLIoXL663uNhzS0RERERElF9MrOc284RS/fv3x+bNm1GyZEl9hwWAyS0REREREVG+UejiflkDuud29erVcHFxgbu7O44cOYIjR45ke9z27dsLODImt0RERERERPlHF7ehGk5uiz59+kChUOg7jGwxuSUiIiIiIiKNBAcH6zuEHDG5JSIiIiIiygdv16g1rWHJhozJLRERERERUX4xsQmlDBmTWyIiIiIiovzCntsCw3VuiYiIiIiIyOix55aIiIiIiCifKDgsucAwuSUiIiIiIsovHJZcYDgsmYiIiIiIiIwee26JiIiIiIjygwAoVLpph/KmEAT2cWeWmpoKGxsbfYdBRERERESZpKSkwNraWt9haCwiIgIdP+mORrVHa92WIKgQcdIf8fHxcHJy0j44E8WeWyIiIiIiovzCCaUKDO+5JSIiIiIiIqPHnttctFJ0lVzngLBNq/q6aIMx6K4NxmC6Mfgqe0muH5a2SSz7WfeXFcP+1A0ZbVj1k17/SbBY9i3WR1YMYc9CM2IoOUh6DEnrxHIb19GyYtgXszgjBs9vZbWx/0pgRhxVJ0uP4frcjPru42TFsC96YUYbDt9Ir/+/VWJZF+dT22vL1/JLeTE8/1kst3EeLrn+vvjlGfUrTZQVw75b34tlPw/pn6n91zI+T7r4TGodg4z677fhW3uG5Pph52aJ5dZ1Z8qKITzSPyOGmtJjAICwCxlxaPuZkvN9D6h/5xvCzy3GYLwUnC25wDC5JSIiIiIiyi9MbgsMk1siIiIiIqL8wtmSCwzvuSUiIiIiIiKjx55bIiIiIiKi/CDwntuCZFQ9t3v27EH9+vVhYWEBe3t7dOnSRW1/bGwsOnTogGLFisHe3h4jR47Eq1ev9BQtERERERF98ARBNw/Kk9H03P7+++8YNGgQAgMD0aJFCwiCgMuXL4v709PT0b59e5QqVQrHjh1DUlIS+vbtC0EQsGzZMj1GTkREREREHyz23BYYo0hu37x5g1GjRmH+/PkYOHCguL1KlSpiOSwsDNeuXUNcXBycnZ0BAAsXLkS/fv0wZ84cWFtbF3jcREREREREVDCMYljyuXPncP/+fZiZmaFWrVpwcnJC27ZtcfXqVfGYkydPwtPTU0xsAcDPzw9paWk4e/Zsjm2npaUhNTVV7UFERERERKQTKh09KE9GkdzevXsXABAQEIBp06bhzz//hK2tLZo1a4ZHjx4BABITE+Hg4KBWz9bWFubm5khMTMyx7aCgINjY2IiPcuXK5d8LISIiIiKiD4gAhaCbB+VNr8ltQEAAFApFro+oqCioVG//VDF16lR89tlnqFOnDjZs2ACFQoHffvtNbE+hUGR5DkEQst3+zpQpU5CSkiI+4uLidP9CiYiIiIiIKF/p9Z7b4cOHo0ePHrke4+bmhidPngAAPDw8xO1KpRLly5dHbGwsAMDR0RGnT59Wq/v48WO8fv06S49uZkqlEkqlUu5LICIiIiIiyp4ATihVgPSa3Nrb28Pe3j7P4+rUqQOlUokbN26gSZMmAIDXr1/j3r17cHV1BQA0bNgQc+bMQUJCApycnAC8nWRKqVSiTp06+fciiIiIiIiIcsLktsAYxWzJ1tbWGDJkCPz9/VGuXDm4urpi/vz5AIDPP/8cAODr6wsPDw98+eWXmD9/Ph49eoTx48dj0KBBnCmZiIiIiIj0g8ltgTGK5BYA5s+fj8KFC+PLL7/EixcvUL9+fRw8eBC2trYAgEKFCmHPnj0YOnQoGjduDAsLC/Tq1QsLFizQc+RERERERESU3xSCwD8DZJaamgobGxt9h0FERERERJmkpKQY1YjMiIgIdGzXDR9XHKJ1W4KgQtg/cxEfHy/egklZGcVSQERERERERMZIH0sBZbcqjaOjYz69QsNhNMOSiYiIiIiIjI6e7rmtVq0aDhw4IP6/UKFC2sdh4Jjc5qKVoqvkOgeEbVrV10UbjEF3bTAGxsAYDDMGXbTBGBgDYzDMGHTRBmMw3RhIc4ULF/4gemsz47BkIiIiIiKi/CAAUAm6eQBIS0tDamqq2iMtLS3bp7516xacnZ3h7u6OHj164O7duwX4wvWDyS0REREREVG+EN4OKdbFA8CyZctgY2Oj9ggKCsryrPXr10doaCj279+PdevWITExEY0aNUJSUlJBvwEFisOSiYiIiIiIjMCIESPg7++vtk2pVGY5rm3btmLZy8sLDRs2RIUKFRASEoKxY8fme5z6wuSWiIiIiIgov+hwQimlUilrOaRixYrBy8sLt27d0j4WA8ZhyURERERERPlFh8OS5UpLS8M///xj8mvkMrklIiIiIiLKLzqcUEpT48ePx5EjRxAdHY3Tp0+ja9euSE1NRd++ffPpRRoGDksmIiIiIiIyIf/++y969uyJhw8folSpUmjQoAFOnToFV1dXfYeWr5jcEhERERER5QcBgKDSQTvS2ti8ebP2z2mEmNwSERERERHlFx1OKEW5Y3JLRERERESUL6TfL5t9M0xuNcEJpYiIiIiIiMjoseeWiIiIiIgov3BYcoFhcktERERERJRfmNwWGIUg8J3KLDU1FTY2NvoOg4iIiIiIMklJSYG1tbW+w9BYREQEOvp1RVOH3lq3JQgq7E9Yifj4eDg5OekgOtPEe26JiIiIiIjI6HFYMhERERERUX5RFfw6tx8qJre5kDNiW6FQaFVfF20wBt21wRgYA2PIvX4rRVdZMRwQtum9DcbAGBiDYcagizYYg2HGoIufW8ZH4D23BYjDkomIiIiIiMjoseeWiIiIiIgov7DntsAwuSUiIiIiIsovKia3BYXJLRERERERUX4Q3i7jo3UznFBKI7znloiIiIiIiIwee26JiIiIiIjyC4clFxgmt0RERERERPmFE0oVGCa3RERERERE+UIAVDq4X5b33GqE99wSERERERGR0WPPLRERERERUX4QwGHJBYjJLRERERERUT4RdDAsmUsBaYbDkomIiIiIiMjoGU1ye/PmTXTq1An29vawtrZG48aNcejQIbVjYmNj0aFDBxQrVgz29vYYOXIkXr16paeIiYiIiIjogycIunlQnhSCYBzvVKVKlVC5cmUEBQXBwsICixcvRnBwMO7cuQNHR0ekp6ejZs2aKFWqFBYuXIikpCT07dsXXbp0wbJlyzR+ntTUVNjY2OTjKyEiIiIiIqlSUlJgbW2t7zA0FhERgY6tP0UTZSet2xIEFcLTNiE+Ph5OTk46iM40GUXP7cOHD3H79m1MnjwZ1atXR6VKlTB37lw8f/4cV69eBQCEhYXh2rVr2LhxI2rVqoVWrVph4cKFWLduHVJTU/X8CoiIiIiI6IMkqHTzoDwZRXJbsmRJfPTRRwgNDcWzZ8/w5s0brFmzBg4ODqhTpw4A4OTJk/D09ISzs7NYz8/PD2lpaTh79myObaelpSE1NVXtQURERERERMbFKGZLVigUCA8PR6dOnWBlZQUzMzM4ODhg3759KFGiBAAgMTERDg4OavVsbW1hbm6OxMTEHNsOCgrCzJkzs90nZ8S2QqHQqr4u2mAMumuDMTAGxmCYMeiiDcbAGBiDYcagizYYg+nGYHQEQFBpfxeokdxJqnd67bkNCAiAQqHI9REVFQVBEDB06FCULl0af//9N86cOYNOnTrhk08+QUJCgthedh98QRByvSCmTJmClJQU8REXF5cvr5WIiIiIiD5AHJZcYPTaczt8+HD06NEj12Pc3Nxw8OBB/Pnnn3j8+LF4E/nKlSsRHh6OkJAQTJ48GY6Ojjh9+rRa3cePH+P169dZenQzUyqVUCqV2r8YIiIiIiKi97DntuDoNbm1t7eHvb19nsc9f/4cAGBmpt7RbGZmBtX/L4rcsGFDzJkzBwkJCeIMYmFhYVAqleJ9uURERERERGSajGJCqYYNG8LW1hZ9+/bFxYsXcfPmTUyYMAHR0dFo3749AMDX1xceHh748ssvcf78eURERGD8+PEYNGiQUU0ZTkREREREpkLQyZBkgcOSNWIUya29vT327duHp0+fokWLFvD29saxY8fwxx9/oEaNGgCAQoUKYc+ePShatCgaN26Mbt26oXPnzliwYIGeoyciIiIiog9NxYoV8RLP8VRI0bqt/xAPcxSFra2tDiIzXQqBA7jVpKamwsbGBoBhzAjHGPTbBmNgDIzBMGPQRRuMgTEwBsOMQRdtMAbTjCElJcXoRmS6KCrhOZ6ilqKJ7DZUggonEYYlaxdh0KBBOozO9BhFzy0REREREZGxOf/wFFKQhEfCA9lt/Iu7MIMZ+vfvr8PITBOTWyIiIiIionxQsmRJuKEKbuGSrJ7rN8JrROMaNu/+BYUL63UuYKPA5JaIiIiIiCifXHp+Bq+QhkTESa57D9dRHDbiJLqUOya3RERERERE+cTCwgLrQtfgDq4gXUjXuN5L4TlicRvhUXvV7l2mnHFCqfdknlCKiIiIiIgMgzFOKPWOSqVCiUIl4YBycFNU0ajOVSESAlRIEGLzOTrTwZ5bIiIiIiKifGRmZoYdB7bhHq7jlZCW5/FPhGT8D//iZPTRAojOdLDn9j3suSUiIiIiMjzG3HP7jr3CEcVgjcqKGrked074G8VhjRjhZgFFZho45VYu9L2WF2PQfxuMgTEwBsOMQRdtMAbGwBgMMwZdtMEYTDcGY3foUjhqVq+JskIFWCqKZ3tMkpCIVDzC7Uf/FHB0xo/DkomIiIiIiAqAl5cXHOGCO7iS7X5BEHALl+GOj2Bra1vA0Rk/JrdEREREREQF5My/x/AfEpAiPMqyLwExeIPXuPzyjB4iM35MbomIiIiIiApImTJl4IJKuIVLakO104U3uIOrWL/pRyiVSj1GaLyY3BIRERERERWgiymn8QxP8BAJ4rZY3IYSRdG9e3c9RmbcmNwSEREREREVIGtrayxesQi3cBkqQYVXQhru4Tp2Hd4BMzOmaHJxKaD3ZF4KyBBmhGMM+m2DMTAGxmCYMeiiDcbAGBiDYcagizYYg2nGYApLAWX2+vVrlDC3gwsq4SlS8RLP8Z8Qr++wjBr/LEBERERERFTAihQpgo3bQ3EHVxGPaBy5ekDfIRk99ty+JyUlBSVKlNB3GERERERElElycrI4wtJUCIIAB7OysERx3BNu6Dsco1dY3wEYmidPnug7BCIiIiIies+TJ09MLrlVKBR4INzXdxgmgz2371GpVIiPj4cgCHBxcUFcXJxJje03BampqShXrhzPjYHi+TFcPDeGi+fGsPH8GC6eG8Oly3MjCAKePHkCZ2dnTrZEuWLP7XvMzMxQtmxZpKamAng7kxm/LA0Tz41h4/kxXDw3hovnxrDx/BgunhvDpatzY2o9tpQ/+KcPIiIiIiIiMnpMbomIiIiIiMjoMbnNgVKphL+/P5RKpb5Doffw3Bg2nh/DxXNjuHhuDBvPj+HiuTFcPDekD5xQioiIiIiIiIwee26JiIiIiIjI6DG5JSIiIiIiIqPH5JaIiIiIiIiMHpNbIiIiIiIiMnpMbrOxcuVKuLu7o2jRoqhTpw7+/vtvfYf0wQkICIBCoVB7ODo6ivsFQUBAQACcnZ1hYWGB5s2b4+rVq3qM2LQdPXoUHTp0gLOzMxQKBXbu3Km2X5PzkZaWhhEjRsDe3h7FihVDx44d8e+//xbgqzBNeZ2bfv36ZbmWGjRooHYMz03+CAoKQt26dWFlZYXSpUujc+fOuHHjhtoxvHb0Q5Nzw2tHf1atWoXq1avD2toa1tbWaNiwIfbu3Svu53WjP3mdG143pG9Mbt+zZcsWjB49GlOnTsX58+fx8ccfo23btoiNjdV3aB+catWqISEhQXxcvnxZ3Pf9999j0aJFWL58OSIjI+Ho6IjWrVvjyZMneozYdD179gw1atTA8uXLs92vyfkYPXo0duzYgc2bN+PYsWN4+vQpPvnkE6SnpxfUyzBJeZ0bAGjTpo3atfTXX3+p7ee5yR9HjhzBsGHDcOrUKYSHh+PNmzfw9fXFs2fPxGN47eiHJucG4LWjL2XLlsXcuXMRFRWFqKgotGjRAp06dRITWF43+pPXuQF43ZCeCaSmXr16wpAhQ9S2Va1aVZg8ebKeIvow+fv7CzVq1Mh2n0qlEhwdHYW5c+eK216+fCnY2NgIq1evLqAIP1wAhB07doj/1+R8JCcnC0WKFBE2b94sHnP//n3BzMxM2LdvX4HFburePzeCIAh9+/YVOnXqlGMdnpuC8+DBAwGAcOTIEUEQeO0YkvfPjSDw2jE0tra2wo8//sjrxgC9OzeCwOuG9I89t5m8evUKZ8+eha+vr9p2X19fnDhxQk9Rfbhu3boFZ2dnuLu7o0ePHrh79y4AIDo6GomJiWrnSalUolmzZjxPeqDJ+Th79ixev36tdoyzszM8PT15zgrA4cOHUbp0aVSuXBmDBg3CgwcPxH08NwUnJSUFAGBnZweA144hef/cvMNrR//S09OxefNmPHv2DA0bNuR1Y0DePzfv8LohfSqs7wAMycOHD5Geng4HBwe17Q4ODkhMTNRTVB+m+vXrIzQ0FJUrV8b//vc/zJ49G40aNcLVq1fFc5HdeYqJidFHuB80Tc5HYmIizM3NYWtrm+UYXlv5q23btvj888/h6uqK6OhoTJ8+HS1atMDZs2ehVCp5bgqIIAgYO3YsmjRpAk9PTwC8dgxFducG4LWjb5cvX0bDhg3x8uVLFC9eHDt27ICHh4eYAPG60Z+czg3A64b0j8ltNhQKhdr/BUHIso3yV9u2bcWyl5cXGjZsiAoVKiAkJEScmIDnybDIOR88Z/mve/fuYtnT0xPe3t5wdXXFnj170KVLlxzr8dzo1vDhw3Hp0iUcO3Ysyz5eO/qV07nhtaNfVapUwYULF5CcnIzff/8dffv2xZEjR8T9vG70J6dz4+HhweuG9I7DkjOxt7dHoUKFsvzl6MGDB1n+QkgFq1ixYvDy8sKtW7fEWZN5ngyDJufD0dERr169wuPHj3M8hgqGk5MTXF1dcevWLQA8NwVhxIgR2LVrFw4dOoSyZcuK23nt6F9O5yY7vHYKlrm5OSpWrAhvb28EBQWhRo0aWLJkCa8bA5DTuckOrxsqaExuMzE3N0edOnUQHh6utj08PByNGjXSU1QEvJ02/p9//oGTkxPc3d3h6Oiodp5evXqFI0eO8DzpgSbno06dOihSpIjaMQkJCbhy5QrPWQFLSkpCXFwcnJycAPDc5CdBEDB8+HBs374dBw8ehLu7u9p+Xjv6k9e5yQ6vHf0SBAFpaWm8bgzQu3OTHV43VOAKfAorA7d582ahSJEiwk8//SRcu3ZNGD16tFCsWDHh3r17+g7tgzJu3Djh8OHDwt27d4VTp04Jn3zyiWBlZSWeh7lz5wo2NjbC9u3bhcuXLws9e/YUnJychNTUVD1HbpqePHkinD9/Xjh//rwAQFi0aJFw/vx5ISYmRhAEzc7HkCFDhLJlywoHDhwQzp07J7Ro0UKoUaOG8ObNG329LJOQ27l58uSJMG7cOOHEiRNCdHS0cOjQIaFhw4ZCmTJleG4KwDfffCPY2NgIhw8fFhISEsTH8+fPxWN47ehHXueG145+TZkyRTh69KgQHR0tXLp0Sfj2228FMzMzISwsTBAEXjf6lNu54XVDhoDJbTZWrFghuLq6Cubm5kLt2rXVlgaggtG9e3fByclJKFKkiODs7Cx06dJFuHr1qrhfpVIJ/v7+gqOjo6BUKoWmTZsKly9f1mPEpu3QoUMCgCyPvn37CoKg2fl48eKFMHz4cMHOzk6wsLAQPvnkEyE2NlYPr8a05HZunj9/Lvj6+gqlSpUSihQpIri4uAh9+/bN8r7z3OSP7M4LAGHDhg3iMbx29COvc8NrR78GDBgg/h5WqlQpoWXLlmJiKwi8bvQpt3PD64YMgUIQBKHg+omJiIiIiIiIdI/33BIREREREZHRY3JLRERERERERo/JLRERERERERk9JrdERERERERk9JjcEhERERERkdFjcktERERERERGj8ktERERERERGT0mt0RERERERGT0mNwSEX3g7t27B4VCgQsXLuRL+wqFAjt37pRd//Dhw1AoFFAoFOjcuXOuxzZv3hyjR4+W/VyUu3fnoUSJEvoOhYiIKAsmt0REetSvX788E7b8Vq5cOSQkJMDT0xNARjKZnJys17jed+PGDQQHB+s7jA9CTp/LhIQELF68uMDjISIi0gSTWyKiD1yhQoXg6OiIwoUL6zuUXJUuXdogegxfv36t7xD0xtHRETY2NvoOg4iIKFtMbomIDNiRI0dQr149KJVKODk5YfLkyXjz5o24v3nz5hg5ciQmTpwIOzs7ODo6IiAgQK2N69evo0mTJihatCg8PDxw4MABtaHCmYcl37t3Dz4+PgAAW1tbKBQK9OvXDwDg5uaWpdeuZs2aas9369YtNG3aVHyu8PDwLK/p/v376N69O2xtbVGyZEl06tQJ9+7dk/zePHv2DH369EHx4sXh5OSEhQsXZjnm1atXmDhxIsqUKYNixYqhfv36OHz4sNox69atQ7ly5WBpaYlPP/0UixYtUkuiAwICULNmTaxfvx7ly5eHUqmEIAhISUnB119/jdKlS8Pa2hotWrTAxYsX1drevXs36tSpg6JFi6J8+fKYOXOm2vkLCAiAi4sLlEolnJ2dMXLkSI1ee16vKykpCT179kTZsmVhaWkJLy8v/Prrr2ptbNu2DV5eXrCwsEDJkiXRqlUrPHv2DAEBAQgJCcEff/whDkN+/z0jIiIyRIb9Z3oiog/Y/fv30a5dO/Tr1w+hoaG4fv06Bg0ahKJFi6ollCEhIRg7dixOnz6NkydPol+/fmjcuDFat24NlUqFzp07w8XFBadPn8aTJ08wbty4/2vv/mOirv84gD9P4PTiPBdBHihCgEA1o3BCBIwZkKSTE/u1BkGtrGZjOMtYSlw1c0kRTlcbbk6KtaCFt5bxI3BoN0hFypA6kSPYIUGYIzimQMHr+4fj8/UjoHybDfD7fGz3x71/v9/H2F773Pt1U87p6+uLsrIyPPbYY2hpaYHBYIBOp5vWesfGxrBx40Z4enri+PHjGBgYmHD/9dKlS1i9ejViY2Px3XffwdXVFTt37kRSUhKampqg1WqnfT7btm1DbW0tLBYLjEYjtm/fjsbGRtx///1Km+eeew4dHR0oKSmBj48PLBYLkpKScObMGSxfvhx1dXV4+eWXsXv3biQnJ6OmpgZvvvnmhLnsdju++OILlJWVwcXFBQCwbt06eHh4oLy8HIsWLUJhYSHi4+Nx7tw5eHh4oKqqCmlpadi7dy9iY2PR1taGF198EQBgNpvx5ZdfoqCgACUlJbj33nvR09MzITieyo32NTQ0hJUrVyI7OxsGgwHffPMNnnnmGQQEBCAyMhLd3d14+umnkZeXh5SUFDidTlitVogIXnvtNdhsNgwMDODgwYMAAA8Pj2l/LkRERDNGiIhoxmRkZIjJZJq0bvv27RISEiJjY2NK2UcffSR6vV5GR0dFRCQuLk5iYmJU/VatWiXZ2dkiIlJRUSGurq7S3d2t1FdXVwsAsVgsIiLS3t4uAOTHH38UEZHa2loBIH19fapx/fz8pKCgQFUWFhYmZrNZRESqqqrExcVFOjs7lfqKigrVXAcOHJiwp+HhYdHpdFJVVTXpOUy2HqfTKVqtVkpKSpSyixcvik6nk6ysLBERsdvtotFopKurSzVefHy8vPHGGyIi8tRTT8m6detU9ampqbJo0SLlvdlsFjc3N+nt7VXKjhw5IgaDQYaGhlR9AwMDpbCwUEREYmNjZdeuXar64uJi8fb2FhGR/Px8CQ4OlpGRkUn3PZXp7Gsya9eulVdffVVERBobGwWAdHR0TNr2en+XBw8eVJ0PERHRbMEnt0REs5TNZkNUVBQ0Go1SFh0djcHBQZw/fx7Lli0DANx3332qft7e3ujt7QVwJQmTr68vjEajUh8REfGvrXfZsmVYunSpUhYVFaVq09jYCLvdjoULF6rKh4aG0NbWNu252traMDIyohrfw8MDISEhyvsffvgBIoLg4GBV3+HhYdxxxx0ArpxPSkqKqj4iIgKHDx9Wlfn5+cHLy0u1j8HBQWWccZcvX1b20djYiIaGBrz77rtK/ejoKIaGhnDp0iU88cQT2LNnDwICApCUlIS1a9di/fr1N7z7PJ19jY6O4r333kNpaSm6urowPDyM4eFhuLu7AwDCwsIQHx+PFStWYM2aNXjkkUfw+OOP4/bbb7/u3ERERLMZg1siollKRFSB7XgZAFW5m5ubqo1Go8HY2NiUY/xT8+bNU+Yfd3VypWvrrl0ncOWryytXrsRnn302oe3VweONTDbXtcbGxuDi4oLGxkblq8Tj9Hq9Ms5UZ3y18aDw6rG9vb0nvYs6fl93bGwMb7/9NjZu3DihzYIFC+Dr64uWlhZUV1ejpqYGmzdvxvvvv49jx45N+Ez/133l5+ejoKAAe/bswYoVK+Du7o4tW7ZgZGQEwJUkYtXV1aivr8e3336Lffv2YceOHThx4gTuuuuuKecmIiKazRjcEhHNUvfccw/KyspUAVh9fT0WLlyIJUuWTGuM0NBQOBwO/P7771i8eDEAoKGh4bp9xu+9jo6Oqsq9vLzQ3d2tvB8YGEB7e7tqvQ6HA7/99ht8fHwAAN9//71qjPDwcJSWlipJmP6poKAguLm54fjx48oT7L6+Ppw7dw5xcXEAgAceeACjo6Po7e1FbGzspOOEhobi5MmTqrJTp07dcP7w8HD09PTA1dUV/v7+U7ZpaWlBUFDQlOPodDokJycjOTkZr7zyCkJDQ3HmzBmEh4dP2Wc6+7JarTCZTEhLSwNwJSBubW3F3XffrbTRaDSIjo5GdHQ0cnNz4efnB4vFgq1bt0Kr1U74/ImIiGY7ZksmIpph/f39OH36tOrlcDiwefNmdHZ2IjMzE2fPnsVXX30Fs9mMrVu3Yt686f37TkxMRGBgIDIyMtDU1IS6ujrs2LEDwMSnquP8/Pyg0Whw+PBhXLhwAYODgwCAhx9+GMXFxbBarWhubkZGRobqyWFCQgJCQkKQnp6On376CVarVZlrXGpqKjw9PWEymWC1WtHe3o5jx44hKysL58+fn/aZ6fV6PP/889i2bRuOHDmC5uZmPPvss6pzCQ4ORmpqKtLT03Ho0CG0t7ejoaEBu3fvRnl5OQAgMzMT5eXl+PDDD9Ha2orCwkJUVFTc8Gl3QkICoqKisGHDBlRVVaGjowP19fXIyclRguPc3Fx8+umneOutt/Dzzz/DZrOhtLQUOTk5AICioiIcOHAAzc3N+PXXX1FcXAydTgc/P7/rzj2dfQUFBSlPZm02G1566SX09PQoY5w4cQK7du3CqVOn4HA4cOjQIVy4cEEJfv39/dHU1ISWlhb88ccf/9c/f0RERHPIDN31JSIiuZK4B8CEV0ZGhoiIHD16VFatWiVarVaMRqNkZ2fLX3/9pfSPi4tTEiiNM5lMSn8REZvNJtHR0aLVaiU0NFS+/vprASCVlZUiMjGhlIjIO++8I0ajUTQajTJWf3+/PPnkk2IwGMTX11eKiopUCaVERFpaWiQmJka0Wq0EBwdLZWWlKqGUiEh3d7ekp6eLp6enzJ8/XwICAmTTpk3S398/6RlNleDK6XRKWlqa3HbbbbJ48WLJy8ubcB4jIyOSm5sr/v7+4ubmJkajUVJSUqSpqUlps3//flmyZInodDrZsGGD7Ny5U4xGo1JvNpslLCxswroGBgYkMzNTfHx8xM3NTXx9fSU1NVUcDofSprKyUh566CHR6XRiMBgkIiJC9u/fLyIiFotFIiMjxWAwiLu7uzz44INSU1Mz6Rlc60b7unjxophMJtHr9XLnnXdKTk6OpKenK0mifvnlF1mzZo14eXnJ/PnzJTg4WPbt26eM39vbK4mJiaLX6wWA1NbWKnVMKEVERLOVRmQaF5eIiOiWUVdXh5iYGNjtdgQGBs70cm7o6NGjWL16Nfr6+lS/P/tv2bRpE86ePQur1fqvzzUXFRUVYcuWLfjzzz9neilEREQqvHNLRHSLs1gs0Ov1WL58Oex2O7KyshAdHT0nAturLV26FOvXr8fnn39+U8f94IMPkJiYCHd3d1RUVOCTTz7Bxx9/fFPnuFXo9Xr8/fffWLBgwUwvhYiIaAIGt0REtzin04nXX38dnZ2d8PT0REJCAvLz82d6WdMWGRmJ1tZWAP/NBnwznTx5Enl5eXA6nQgICMDevXvxwgsv3PR5pstqteLRRx+dsn78DvRMOH36NABMyNJMREQ0G/BryURERLPI5cuX0dXVNWX99bIvExER/T9jcEtERERERERzHn8KiIiIiIiIiOY8BrdEREREREQ05zG4JSIiIiIiojmPwS0RERERERHNeQxuiYiIiIiIaM5jcEtERERERERzHoNbIiIiIiIimvP+A5CwDuo2YIjUAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ds_coarse = ds.coarsen(lon=4, lat=4, boundary='pad').mean()\n", "ds_coarse.sst.isel(time=0).plot(vmin=2, vmax=30, figsize=(12, 5), edgecolor='k')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "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": "3.13.0" } }, "nbformat": 4, "nbformat_minor": 4 }