{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Quickstart of SuPy\n", "\n", "This quickstart demonstrates the essential and simplest workflow of `supy` in SUEWS simulation:\n", "\n", "1. [load input files](#Load-input-files)\n", "2. [run simulation](#Run-simulations)\n", "3. [examine results](#Examine-results)\n", "\n", "More advanced use of `supy` are available in the [tutorials](./tutorial.rst#tutorials)\n", "\n", "Before we start, we need to load the following necessary packages." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:44.151185Z", "start_time": "2020-07-05T21:59:43.333889Z" } }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import supy as sp\n", "import pandas as pd\n", "import numpy as np\n", "from pathlib import Path\n", "\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:45.545172Z", "start_time": "2020-07-05T21:59:44.153696Z" }, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "SuPy versions\n", "-------------\n", "supy: 2020.7.1dev\n", "supy_driver: 2020b1\n", "\n", "=================\n", "SYSTEM DEPENDENCY\n", "\n", "INSTALLED VERSIONS\n", "------------------\n", "commit : None\n", "python : 3.7.3.final.0\n", "python-bits : 64\n", "OS : Darwin\n", "OS-release : 19.5.0\n", "machine : x86_64\n", "processor : i386\n", "byteorder : little\n", "LC_ALL : None\n", "LANG : en_US.UTF-8\n", "LOCALE : en_US.UTF-8\n", "\n", "pandas : 1.0.3\n", "numpy : 1.17.5\n", "pytz : 2019.3\n", "dateutil : 2.8.1\n", "pip : 19.3.1\n", "setuptools : 45.1.0.post20200119\n", "Cython : None\n", "pytest : 5.3.1\n", "hypothesis : None\n", "sphinx : 3.1.1\n", "blosc : None\n", "feather : None\n", "xlsxwriter : None\n", "lxml.etree : 4.5.0\n", "html5lib : None\n", "pymysql : None\n", "psycopg2 : None\n", "jinja2 : 2.10.3\n", "IPython : 7.11.1\n", "pandas_datareader: None\n", "bs4 : 4.8.2\n", "bottleneck : None\n", "fastparquet : None\n", "gcsfs : None\n", "lxml.etree : 4.5.0\n", "matplotlib : 3.1.2\n", "numexpr : 2.7.1\n", "odfpy : None\n", "openpyxl : None\n", "pandas_gbq : None\n", "pyarrow : None\n", "pytables : None\n", "pytest : 5.3.1\n", "pyxlsb : None\n", "s3fs : None\n", "scipy : 1.4.1\n", "sqlalchemy : None\n", "tables : 3.6.1\n", "tabulate : 0.8.6\n", "xarray : 0.14.1\n", "xlrd : None\n", "xlwt : None\n", "xlsxwriter : None\n", "numba : 0.46.0\n" ] } ], "source": [ "sp.show_version()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load input files" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### For existing SUEWS users:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "First, a path to SUEWS `RunControl.nml` should be specified, which will direct `supy` to locate input files." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:45.583917Z", "start_time": "2020-07-05T21:59:45.547366Z" } }, "outputs": [], "source": [ "path_runcontrol = Path('../sample_run') / 'RunControl.nml'" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:47.374729Z", "start_time": "2020-07-05T21:59:45.585575Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-05 22:59:45,696 - SuPy - INFO - All cache cleared.\n" ] } ], "source": [ "df_state_init = sp.init_supy(path_runcontrol)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A sample `df_state_init` looks below (note that `.T` is used here to produce a nicer tableform view):" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:47.416286Z", "start_time": "2020-07-05T21:59:47.376364Z" } }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "grid 1\n", "var ind_dim \n", "aerodynamicresistancemethod 0 2\n", "basetmethod 0 1\n", "evapmethod 0 2\n", "emissionsmethod 0 2\n", "netradiationmethod 0 3\n", "roughlenheatmethod 0 2\n", "roughlenmommethod 0 2\n", "smdmethod 0 0\n", "stabilitymethod 0 3\n", "storageheatmethod 0 1\n", "waterusemethod 0 0" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_state_init.filter(like='method').T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Following the convention of SUEWS, `supy` loads meteorological forcing (met-forcing) files at the grid level." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:50.069301Z", "start_time": "2020-07-05T21:59:47.417990Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-05 22:59:47,526 - SuPy - INFO - All cache cleared.\n" ] } ], "source": [ "grid = df_state_init.index[0]\n", "df_forcing = sp.load_forcing_grid(path_runcontrol, grid)\n", "# by default, two years of forcing data are included;\n", "# to save running time for demonstration, we only use one year in this demo\n", "df_forcing=df_forcing.loc['2012'].iloc[1:]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### For new users to SUEWS/SuPy:\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "To ease the input file preparation, a helper function `load_SampleData` is provided to get the sample input for SuPy simulations " ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:52.924662Z", "start_time": "2020-07-05T21:59:50.072293Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-05 22:59:50,754 - SuPy - INFO - All cache cleared.\n" ] } ], "source": [ "df_state_init, df_forcing = sp.load_SampleData()\n", "grid = df_state_init.index[0]\n", "# by default, two years of forcing data are included;\n", "# to save running time for demonstration, we only use one year in this demo\n", "df_forcing=df_forcing.loc['2012'].iloc[1:]" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "### Overview of SuPy input " ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "#### `df_state_init`\n", "\n", "`df_state_init` includes model Initial state consisting of:\n", "\n", "* surface characteristics (e.g., albedo, emissivity, land cover fractions, etc.; full details refer to [SUEWS documentation](https://suews-docs.readthedocs.io/en/latest/input_files/SUEWS_SiteInfo/SUEWS_SiteInfo.html))\n", "\n", "* model configurations (e.g., stability; full details refer to [SUEWS documentation](https://suews-docs.readthedocs.io/en/latest/input_files/RunControl/RunControl.html))\n", "\n", "Detailed description of variables in `df_state_init` refers to [SuPy input](../data-structure/supy-io.ipynb#df_state_init:-model-initial-states)" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "Surface land cover fraction information in the sample input dataset:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:52.965867Z", "start_time": "2020-07-05T21:59:52.927189Z" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "var sfr \n", "ind_dim (0,) (1,) (2,) (3,) (4,) (5,) (6,)\n", "grid \n", "1 0.43 0.38 0.0 0.02 0.03 0.0 0.14" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_state_init.filter(like='sfr')" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "#### `df_forcing`\n", "\n", "`df_forcing` includes meteorological and other external forcing information.\n", "\n", "Detailed description of variables in `df_forcing` refers to [SuPy input](../data-structure/supy-io.ipynb#df_forcing:-forcing-data).\n", "\n", "Below is an overview of forcing variables of the sample data set used in the following simulations." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:56.443345Z", "start_time": "2020-07-05T21:59:53.011191Z" }, "hidden": true, "scrolled": false }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "list_var_forcing = [\n", " \"kdown\",\n", " \"Tair\",\n", " \"RH\",\n", " \"pres\",\n", " \"U\",\n", " \"rain\",\n", "]\n", "dict_var_label = {\n", " \"kdown\": \"Incoming Solar\\n Radiation ($ \\mathrm{W \\ m^{-2}}$)\",\n", " \"Tair\": \"Air Temperature ($^{\\circ}}$C)\",\n", " \"RH\": r\"Relative Humidity (%)\",\n", " \"pres\": \"Air Pressure (hPa)\",\n", " \"rain\": \"Rainfall (mm)\",\n", " \"U\": \"Wind Speed (m $\\mathrm{s^{-1}}$)\",\n", "}\n", "df_plot_forcing_x = (\n", " df_forcing.loc[:, list_var_forcing].copy().shift(-1).dropna(how=\"any\")\n", ")\n", "df_plot_forcing = df_plot_forcing_x.resample(\"1h\").mean()\n", "df_plot_forcing[\"rain\"] = df_plot_forcing_x[\"rain\"].resample(\"1h\").sum()\n", "\n", "axes = df_plot_forcing.plot(subplots=True, figsize=(8, 12), legend=False,)\n", "fig = axes[0].figure\n", "fig.tight_layout()\n", "fig.autofmt_xdate(bottom=0.2, rotation=0, ha=\"center\")\n", "for ax, var in zip(axes, list_var_forcing):\n", " _ = ax.set_ylabel(dict_var_label[var])" ] }, { "cell_type": "markdown", "metadata": { "heading_collapsed": true }, "source": [ "### Modification of SuPy input" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "Given `pandas.DataFrame` is the core data structure of SuPy, all operations, including modification, output, demonstration, etc., on SuPy inputs (`df_state_init` and `df_forcing`) can be done using `pandas`-based functions/methods.\n", "\n", "Specifically, for modification, the following operations are essential:" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "#### locating data" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "Data can be located in two ways, namely:\n", "1. by name via [`.loc`](http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#selection-by-label);\n", "2. by position via [`.iloc`](http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#selection-by-position)." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:56.492019Z", "start_time": "2020-07-05T21:59:56.444865Z" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "ind_dim (0,) (1,) (2,) (3,) (4,) (5,) (6,)\n", "grid \n", "1 0.43 0.38 0.0 0.02 0.03 0.0 0.14" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# view the surface fraction variable: `sfr`\n", "df_state_init.loc[:,'sfr']" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:56.533621Z", "start_time": "2020-07-05T21:59:56.494338Z" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "iy 2012.000000\n", "id 1.000000\n", "it 0.000000\n", "imin 10.000000\n", "qn -999.000000\n", "qh -999.000000\n", "qe -999.000000\n", "qs -999.000000\n", "qf -999.000000\n", "U 5.176667\n", "RH 86.195000\n", "Tair 11.620000\n", "pres 1001.833333\n", "rain 0.000000\n", "kdown 0.173333\n", "snow -999.000000\n", "ldown -999.000000\n", "fcld -999.000000\n", "Wuh 0.000000\n", "xsmd -999.000000\n", "lai -999.000000\n", "kdiff -999.000000\n", "kdir -999.000000\n", "wdir -999.000000\n", "isec 0.000000\n", "Name: 2012-01-01 00:10:00, dtype: float64" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# view the second row of `df_forcing`, which is a pandas Series\n", "df_forcing.iloc[1]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:56.576315Z", "start_time": "2020-07-05T21:59:56.535091Z" }, "hidden": true }, "outputs": [ { "data": { "text/plain": [ "4.78" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# view a particular position of `df_forcing`, which is a value\n", "df_forcing.iloc[8,9]" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "#### setting new values" ] }, { "cell_type": "markdown", "metadata": { "hidden": true }, "source": [ "Setting new values is very straightforward: after locating the variables/data to modify, just set the new values accordingly:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T21:59:56.622433Z", "start_time": "2020-07-05T21:59:56.577798Z" }, "hidden": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "ind_dim (0,) (1,) (2,) (3,) (4,) (5,) (6,)\n", "grid \n", "1 0.1 0.1 0.2 0.3 0.25 0.05 0.0" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# modify surface fractions\n", "df_state_init.loc[:,'sfr']=[.1,.1,.2,.3,.25,.05,0]\n", "# check the updated values\n", "df_state_init.loc[:,'sfr']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Run simulations" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Once met-forcing (via `df_forcing`) and initial conditions (via `df_state_init`) are loaded in, we call `sp.run_supy` to conduct a SUEWS simulation, which will return two `pandas` `DataFrame`s: `df_output` and `df_state`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.589237Z", "start_time": "2020-07-05T21:59:56.624385Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "2020-07-05 22:59:56,659 - SuPy - INFO - ====================\n", "2020-07-05 22:59:56,660 - SuPy - INFO - Simulation period:\n", "2020-07-05 22:59:56,660 - SuPy - INFO - Start: 2012-01-01 00:05:00\n", "2020-07-05 22:59:56,661 - SuPy - INFO - End: 2012-12-31 23:55:00\n", "2020-07-05 22:59:56,662 - SuPy - INFO - \n", "2020-07-05 22:59:56,662 - SuPy - INFO - No. of grids: 1\n", "2020-07-05 22:59:56,663 - SuPy - INFO - SuPy is running in serial mode\n", "2020-07-05 23:00:15,586 - SuPy - INFO - Execution time: 18.9 s\n", "2020-07-05 23:00:15,587 - SuPy - INFO - ====================\n", "\n" ] } ], "source": [ "df_output, df_state_final = sp.run_supy(df_forcing, df_state_init)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `df_output`\n", "\n", "`df_output` is an ensemble output collection of major SUEWS output groups, including:\n", "\n", "* SUEWS: the essential SUEWS output variables\n", "* DailyState: variables of daily state information\n", "* snow: snow output variables (effective when `snowuse = 1` set in `df_state_init`)\n", "\n", "Detailed description of variables in `df_output` refers to [SuPy output](../data-structure/supy-io.html#df_output:-model-output-results)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.633170Z", "start_time": "2020-07-05T22:00:15.591130Z" } }, "outputs": [ { "data": { "text/plain": [ "Index(['SUEWS', 'snow', 'RSL', 'SOLWEIG', 'DailyState'], dtype='object', name='group')" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output.columns.levels[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### `df_state_final`\n", "\n", "`df_state_final` is a `DataFrame` for holding:\n", "\n", "1. all model states if `save_state` is set to `True` when calling `sp.run_supy` (`supy` may run significantly slower for a large simulation);\n", "2. or, only the final state if `save_state` is set to `False` (the default setting), in which mode `supy` has a similar performance as the standalone compiled SUEWS executable.\n", "\n", "Entries in `df_state_final` have the same data structure as `df_state_init` and can thus be used for other SUEWS simulations starting at the timestamp as in `df_state_final`.\n", "\n", "Detailed description of variables in `df_state_final` refers to [SuPy output](../data-structure/supy-io.html#df_state_final:-model-final-states)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.685837Z", "start_time": "2020-07-05T22:00:15.634808Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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" ], "text/plain": [ "datetime 2012-01-01 00:05:00 2013-01-01 00:00:00\n", "grid 1 1\n", "var ind_dim \n", "ah_min (0,) 15.0 15.0\n", " (1,) 15.0 15.0\n", "ah_slope_cooling (0,) 2.7 2.7\n", " (1,) 2.7 2.7\n", "ah_slope_heating (0,) 2.7 2.7" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_state_final.T.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examine results" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Thanks to the functionality inherited from `pandas` and other packages under the [PyData](https://pydata.org) stack, compared with the standard SUEWS simulation workflow, `supy` enables more convenient examination of SUEWS results by statistics calculation, resampling, plotting (and many more)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ouptut structure\n", "\n", "`df_output` is organised with `MultiIndex` `(grid,timestamp)` and `(group,varaible)` as `index` and `columns`, respectively." ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.744639Z", "start_time": "2020-07-05T22:00:15.687360Z" } }, "outputs": [ { "data": { "text/html": [ "
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varKdownKupLdownLupTsurfQNQFQSQHQE...DensSnow_PavedDensSnow_BldgsDensSnow_EveTrDensSnow_DecTrDensSnow_GrassDensSnow_BSoilDensSnow_Watera1a2a3
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" ], "text/plain": [ "group SUEWS \\\n", "var Kdown Kup Ldown Lup \n", "grid datetime \n", "1 2012-01-01 00:05:00 0.176667 0.021459 344.179805 371.680316 \n", " 2012-01-01 00:10:00 0.173333 0.046164 344.190048 372.637243 \n", " 2012-01-01 00:15:00 0.170000 0.045271 344.200308 372.715137 \n", " 2012-01-01 00:20:00 0.166667 0.044378 344.210586 372.793044 \n", " 2012-01-01 00:25:00 0.163333 0.043485 344.220882 372.870963 \n", "\n", "group \\\n", "var Tsurf QN QF QS \n", "grid datetime \n", "1 2012-01-01 00:05:00 11.607207 -27.345303 40.574001 -5.886447 \n", " 2012-01-01 00:10:00 11.620000 -28.320026 39.724283 -1.013319 \n", " 2012-01-01 00:15:00 11.635000 -28.390100 38.874566 -1.001900 \n", " 2012-01-01 00:20:00 11.650000 -28.460168 38.024849 -0.989860 \n", " 2012-01-01 00:25:00 11.665000 -28.530232 37.175131 -0.977988 \n", "\n", "group ... DailyState \\\n", "var QH QE ... DensSnow_Paved \n", "grid datetime ... \n", "1 2012-01-01 00:05:00 15.276915 -7.777741 ... NaN \n", " 2012-01-01 00:10:00 -22.518257 -81.748807 ... NaN \n", " 2012-01-01 00:15:00 -23.450672 -82.273388 ... NaN \n", " 2012-01-01 00:20:00 -24.350304 -82.818868 ... NaN \n", " 2012-01-01 00:25:00 -25.191350 -83.410146 ... NaN \n", "\n", "group \\\n", "var DensSnow_Bldgs DensSnow_EveTr DensSnow_DecTr \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN NaN NaN \n", " 2012-01-01 00:10:00 NaN NaN NaN \n", " 2012-01-01 00:15:00 NaN NaN NaN \n", " 2012-01-01 00:20:00 NaN NaN NaN \n", " 2012-01-01 00:25:00 NaN NaN NaN \n", "\n", "group \\\n", "var DensSnow_Grass DensSnow_BSoil DensSnow_Water a1 a2 \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN NaN NaN NaN NaN \n", " 2012-01-01 00:10:00 NaN NaN NaN NaN NaN \n", " 2012-01-01 00:15:00 NaN NaN NaN NaN NaN \n", " 2012-01-01 00:20:00 NaN NaN NaN NaN NaN \n", " 2012-01-01 00:25:00 NaN NaN NaN NaN NaN \n", "\n", "group \n", "var a3 \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN \n", " 2012-01-01 00:10:00 NaN \n", " 2012-01-01 00:15:00 NaN \n", " 2012-01-01 00:20:00 NaN \n", " 2012-01-01 00:25:00 NaN \n", "\n", "[5 rows x 371 columns]" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here we demonstrate several typical scenarios for SUEWS results examination.\n", "\n", "The essential `SUEWS` output collection is extracted as a separate variable for easier processing in the following sections. More [advanced slicing techniques](http://pandas.pydata.org/pandas-docs/stable/advanced.html#multiindex-advanced-indexing) are available in `pandas` documentation." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.783629Z", "start_time": "2020-07-05T22:00:15.747629Z" } }, "outputs": [], "source": [ "df_output_suews = df_output['SUEWS']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Statistics Calculation\n", "\n", "We can use the `.describe()` method for a quick overview of the key surface energy balance budgets." ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.855675Z", "start_time": "2020-07-05T22:00:15.785307Z" } }, "outputs": [ { "data": { "text/html": [ "
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varQNQSQHQEQF
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mean39.3755165.72943566.61407246.79809679.024549
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25%-42.635690-27.87111520.6803930.96074850.058031
50%-26.001734-7.83045348.67244314.84674382.883410
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" ], "text/plain": [ "var QN QS QH QE \\\n", "count 105407.000000 105407.000000 105407.000000 105407.000000 \n", "mean 39.375516 5.729435 66.614072 46.798096 \n", "std 131.952334 48.981924 71.535234 70.441795 \n", "min -86.331686 -75.287258 -98.890985 -84.805997 \n", "25% -42.635690 -27.871115 20.680393 0.960748 \n", "50% -26.001734 -7.830453 48.672443 14.846743 \n", "75% 73.479667 18.009734 91.152469 65.817674 \n", "max 679.848644 237.932439 480.602696 532.281922 \n", "\n", "var QF \n", "count 105407.000000 \n", "mean 79.024549 \n", "std 31.231867 \n", "min 26.327536 \n", "25% 50.058031 \n", "50% 82.883410 \n", "75% 104.812507 \n", "max 160.023207 " ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output_suews.loc[:, ['QN', 'QS', 'QH', 'QE', 'QF']].describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Basic example\n", "Plotting is very straightforward via the `.plot` method bounded with `pandas.DataFrame`.\n", "Note the usage of `loc` for two slices of the output `DataFrame`." ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:15.895462Z", "start_time": "2020-07-05T22:00:15.857199Z" } }, "outputs": [], "source": [ "# a dict for better display variable names\n", "dict_var_disp = {\n", " 'QN': '$Q^*$',\n", " 'QS': r'$\\Delta Q_S$',\n", " 'QE': '$Q_E$',\n", " 'QH': '$Q_H$',\n", " 'QF': '$Q_F$',\n", " 'Kdown': r'$K_{\\downarrow}$',\n", " 'Kup': r'$K_{\\uparrow}$',\n", " 'Ldown': r'$L_{\\downarrow}$',\n", " 'Lup': r'$L_{\\uparrow}$',\n", " 'Rain': '$P$',\n", " 'Irr': '$I$',\n", " 'Evap': '$E$',\n", " 'RO': '$R$',\n", " 'TotCh': '$\\Delta S$',\n", "}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Quick look at the simulation results:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:16.647173Z", "start_time": "2020-07-05T22:00:15.900371Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "ax_output = df_output_suews\\\n", " .loc[grid]\\\n", " .loc['2012 6 1':'2012 6 7',\n", " ['QN', 'QS', 'QE', 'QH', 'QF']]\\\n", " .rename(columns=dict_var_disp)\\\n", " .plot()\n", "_ = ax_output.set_xlabel('Date')\n", "_ = ax_output.set_ylabel('Flux ($ \\mathrm{W \\ m^{-2}}$)')\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### More examples\n", "Below is a more complete example for examination of urban energy balance over the whole summer (June to August)." ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:22.916483Z", "start_time": "2020-07-05T22:00:16.650006Z" }, "scrolled": true }, "outputs": [ { "data": { "image/png": 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+bf1+/jBxLDSgD1pA0MzaBwpaXYZjMXcKsHNZbfsc/mbgfTf22uyhhx7ChAkTcP7556O1tRWvvPIKlixZgnHjxmHkyJFa26amJnR3933jI5+FsKgs769cQb8hhw5uQvuBHmw/mMWbTju+1/6lApdJWYJmYRGG3Aj1t1HHPo3HIOQuPBFSd1zJIhqETBQbMIpTXqNwSpA4JMQl5ka5qBY1w/Tp03HFFVcAAK644gpMnz4dy5cvx9ixY0vatrW14ZxzzkE+n8eXv/xlfO1rX8OkSZOwbdu2krZRkAqaW6Kgef+GTZzyyQ6bOB9Zuh1vvG5urOnTbiQsLErhz+P9/IBYBe0YRtj6xgMUPSBPF5aPGzGKUyK8UMZBkuAoxe23CzdhzKmD8Y4xp9RyaMcWDJSuemDfvn146aWX8OCDDwIAPvaxj+HSSy/F5MmTkc/ntbbPP/88urq6cOmll2L+/PkYOnQorr/++orOF0fQ5NMTNnFK9ISI2I8fXYVc0cW+rjxOP6HFP+6KDUehjm4Fjy3bgX98w1Ac12SXHYsjC0mpoPWzZmAVtGMQcdwiUNb6cTAKfvb4Gu3vei4WfUWlCppkn25E++89vBKfuvdF43PPXbYDOw9Vn07Bonr86U9/wvvf/340NTUBAM4880wMHz4cl19+OWbOnIk9e/YAANauXYurrroKU6dORSKRwNve9jbkcjl8+tOfxv/93/8Zn88naKFHIk5Bk8iFCJqszpEM7c7k8Xptitbs7MAXH3gFU2YtrUv/Fhb1hL/RtgqaRX+hUdzXY9NsNGIUp/RBM3xQZbWGah9s12V84YFXMPKkFvzt2sur6suiekyfPh1Lly7FqFGj/GP79u3DjBkzcN1112HChAnI5XJwHAf3338/3vY2z6ezpaUFP/rRj+C6Lt7+9rfjU5/6lNH55LMQp9yGiZhcUMIKmtxYJEJbc3m8XmkEOnOeOr7tYE9d+u8rdh3OYtiQ5oEehkWDQ65RppaTWsEStAbFtoM9yBYcnDX0uJr3Lf2hSkyc4t9GKQGlKmiHugs4flB6AEfjQV4jx1BpkNfYWHGLgZwYth1orAWunohSHRsF8+fPL/v+5MmTsWvXLlx++eVobW31j3/xi19EKpVCZ2cnvvWtbxmfT64LJT5o4t+wgpYS+dKyoeABSfTC64w8no1R4irBp+99EW1bD2Lpd9/jHwvKyzUOXtq0H1fc9Tx++fEL8OELTh/o4Vg0MOSGp799NK2Js0Hx9hufwrtuXlCXvnvLgxY+nC04GDXlUdz29Pq6jCcOqrnlE795oV/PHQdpBg4rYod6Cpgyaym6cnqNTnkpK9l5zV22A4e6dX+8xqUq9cNnf/fyQA+hKgwbNgwrVqzA+eef7x+7/fbb8atf/QpTp07FBz/4wYr7LIni7MXEGaeghe9H+XdYiesL/rZur18dJOjf+zccmDSQWL3zMADg5c37+/W81/zhVfzDT/qecqURUHBc9OT7N2nrQEIqzv2toFmCdgwi7haLu/c6xGQ79dlNdRlPnGKnqk4rdxyuy7krha9khFbKO+ZvwIyXt+L3L7ymHa9UQdtxqAdfeOAVjP3+XyLPeyzh6TV7KmpfcFwUaqAANTLCUWRSZA4HCcj7LV8MK2iu9r5/3KmdghYFOe4G4mcDljrhwSXbsP0I9yX9xN0v4NzrHx/oYfQbEjbNhkV/w3SuTImogf7wCVMXoGrNgvWAb+IMLZRx4ddBFKfZd4lz0rZpOnrHqh2HsWpnYxD5eiF8G+UFMQsTMXm/he87J8bEKRMv10JBi0IiMTALXDkkfbNVAw3qCMGi1w4M9BD6FT5B6+cb2BK0YxBx6TR6IwGmUZWHugt4YuWuPoxMn8D7O2LGBJVGcVbqXJpUQmjVhaMBL4XFACB8H+XFM2lK0GTC2xIFrZcghGqRGCAn63JI1Mg/1OLoR9LfYFiCdsxjdZ1VAD9IIMTQ4uYpedhUQbvx8VX4z/sX4ZUtle+y1AegEZ3Eg0oCpmOLz4MWBZWgxfkVDQTW7+7Aga587w0t6orwAiHvw/CzWYw5LrH9kB5sIvutV/UOOYwG4mcNqeo1Gm6cuxpX/37xQA9jwDFQZN4StAbEsvZDde0/bpKUZo6wn4icvE0JkyQW63eZ1QFUz6cuQI2ooElyWy8FTYVavmeglYcJP38G7/vl3wZ0DCoOZwsNWau13oiLvowzZcbVjP3kb/T8e0WHcf6e9aB8fUi4b1qtS+99Q+BX1BijOtidx03z1jTUfX3ngg14fMXOgR7GgMOWerLwkeynTLFhIhbn/+Sb9SrM/dWXmHr1FOqi01/XpDfI9c50UpejNiV0ardZxfG7Eapw7TzcGI7NLjM27+3Ca/v6XtvySIWrmb3Zvy/CSllA0Mz6PbF9A3668E780wsP1WScYbi+71tjkCFAMbs2iIT2g0dW4ddPr684OMai/kgMkL+iJWgNiH4jaKG/H3hxiziuv+OTA8N7U6pMfQmpV4mMuhiFM58PNMILX2+XxpSgqd9ZDWOPcRs8qhH3GMhLlG8gpaG/8Ln7A3OTek+VKGi+r6TZNWo65KWaOHX/9mqHGAk5ngbiZ/48W6+Kcvu78tjdYb6p2SHMzrZgfeNhoHwo7Z3QgKg3QYsLeV+wNnrnVulNWWlSSrWdZuJU1pZw5vOBQm9qYvg7y1am11BtpStojWciqjfSyegf/UC3Z4ZrMM7eL1Dzmqn3YJyCZuo3yuw9bEmn0EvLviEwcTbOHVxvE+e4HzyBi35knu9MVnEwJdXHIjbu6cRDS7b1+3mDUk/9fN7+PZ2FCVJ1J2jl3w8rE5XOX9XkPFLXE9X00CgKWlwetDjpu9KgArVfNQt84yxr/Ye4jYq8LnF3RE++GPPO0QVdQQvlO4uJ1oxDMpsDAKSK9bl2bgMqaAOVOiEOTakkAKD7GEoAWykuv3kBvvaHV/v9vHJjUa2Jk5lxw5zlWGIYQGcJWgMi2U9yUVyC2PCEVbGCJvs35FRq71oeNGYMGv1ztJ79Ez/iaqAhH9Q4ZaKkfFaF/nuaD5qilgiB4xgzcZb/tnHr6oHu+qhAUZg1axYuvvhijB07FuPHj8e8efP67dwq+Qr7j8alg7lk26uY/fA3kQ4pZYm8Z4qrn4Imx1WX7vuE5ABlh4+DNG02IkHTU/40xvXqT8SVWqsU2YKL3z3/Gj52t1llHEvQGhAxlp2aIY5Avfu8YQCA0UNb9fYVK2iVfU4dRtivJtm0G4n0oYYJEohT0OJQaQSsagLSCJrcwRn1cnSgt198oBfWadOm4aabbsKcOXPQ1taG6dOn48orr0R7e3u/nF8VzcJE7LS9WzH3oa/j5O2btOP/ufxhNDsFnJDTI6yTeaGgVUDQ9leQdiVQ0AbmN4sqS0R+Eun+Hk00JEFrxBJKavqVRkr/018I5v3q+pFzuulqVhEVIKK3E9G3ieg3RHQ3EV1PRJdUOkiL8qi3ghbnIyYniPCEVelCWKk5ozmTVD4bfd7+NHEyM+5buAmduVJzjxxfaSUB/d+S9oYPdtz3PwY3rbGzWFoUAh/SnO7Hwejo6urClClTMHPmTAwfPhwAMGbMGFx22WV48snA76gzW8CuOkW/lvNBG795CQDgrDWLtONJWeqJ9DlGEjTXcOn4ydxVGPeDJ/D0mt1G7YMoTqPmNcVTq3fh3Osfx6tbD2rHy1US+N1zm/HCxn39Mj4JOf92NaCJXi0lli04OC7fjWFd/Xt9VPS3WdrfaFeroInraBpAlzJpREQTAFwLYC2AlwEshreZPxXAFUT0HQC3MPNjlQ/ZIoy6+6DF6DCBv5TOJip9Fip1jFcftrhST/UycTIz7npmI/5xzFCcd9oQAMCz6/fiuw+vxPLth3HTR8eGP1EyNhVxOeRMHX/Va6aarSw/CyAnt1SS8NOXforV+1cDgF+oPp1MVBUJd85J5+AbF32jbJsZM2Zg3LhxGDlypHa8qakJ3d1B+o+Ne7sAAMOGNPd5PHEoKvdU+H7sTmUABMRLIsneAvG1V/8I4JP+8ZQwcZLhM3vXgo0AgFe3HMQ733hqr+2dGi1wfcG85V5VkxXbD+GCkSf4x+U+OMr94IY/rwAAbL5xYtXnLzouUgZmkbSY42qhoM14aQtGndKKvx99ctV9AZ5qNli8zhZc3PXk/+KkXAeYP+0rkf0JhxkJg81E+4FuvOOnT+POT43De//udX0+X6VrWhyk/6zpcmY6i50O4P3M/CVm/h0zP87M85j598z8ZQDvB1CbO6HOONRdaHgbel/SU/QJofP4SVhLVKC+MTTTj+mqUfBaI2h1uiR7OnO4ce5q/Gzeav+YJEZ7OnJxHyvZwcX9ZD7p7YMPWjjn1bGGuIk/cNjtz9HoWL58OcaODZN3oK2tDeeccw4uvPBCXH311fjBN/8Ly199xbjfbMExTlSqcv5iaAOQKnqmyvB9IxW0t+5arbcXBC3lVKbemBLhgUxU2ykUqeOadD2i0jq5fcVdz2w0aieHUYv0MVMeXIaPG/o5mUB1t8gWHJyU6wBQ2bXbur92eQtNz7tUJH1/aEl16WMCH7SquvGVyJoqaMz8u17eLwL4vdEZBxCb93bhspvm4/sffhM+87ZRAz2cWKgKFzPXfIcSZ+KUc3xY7amUHPgmTsPpOC73mfo6VSezr6xh+Nz6QK5vSnvniks74o3NrH8/SMBwzlWvdVG7LmafPxag3o6q0rW03TNhnXJcE047oaWuYxgyZAjyoaz7zz//PLq6ujB69Gi89a1vxZ133umPKQzHdbHjUBavO75F869cu6vDj+brDU6M2gwAg/JeTq2Eo6sxKY5WZ1JCaQsHD/SGjKHD7ED6oMlzhv1YyTdxmvfVk3fQkjH7fSTaD/T03ghKapT+zuVgANXdQ031YjovPbN2Dz4z9SX8+pNvwQfOP63q8ZiKBrJ+dCpZ7Rpa3nJiCj8CvVYKGhH9k/A5u0D8/bkqxjegkA/K48sbvHRFjKJU6+7jzXH6SXsjF8u3HYos7B019m8+uBTnfufxyPOGz90fedCikp42p4MJeOOezsj2cRNEnA9aOZ8J7dopx9Vr0QiqUX+jr/uS/rhEEydOxMyZM7Fnj0fi165di6uuugpTp07FkiVLsGrVKlx99dW44+c3Rn5+T0ce+7vy2NdZqtKq/j7loN5T4RqaLZKgFXUSmYwxtacKXrtMhQQtbbjwycerkW5fjpnv4vDgK+049/rHsX53R13GI1XQRir1JLFxT5f/OqsRNLNrt2qHV1+6bWv0hqVSmOb3k2Q3LqeiKQIf42oJmggSqKGC9kUAkwFcR0QnAbigr4MbaEhlJN/gUShhM1/NIxjjyIVyTn088TflvBU78fnfL8YvPjYW//yWEVr7qI9Nf2lrybE4Z3j1eL3MvlGTc6pMwfI4JSDugTMpk+W47O/wpG8PENpJKy8fX76jKn+KIx3+ZDmAY7joootw3XXXYcKECcjlcnAcB/fffz/e9ra34Tvf+Q5uueUWvOUtb/EVtFIlvHqTX1HbzIQVNM+clCzqhCsdo6ClC0JBc4sVqfZpQxPnQAYJBBYD/TsdznqqkCnJeGKl58u2Zmcnzj51cC+tK4dbdPCmvRuRd86oed99RTJBcFzW7rVswYX0qDQueScufa1+f9MgAUl6q/XrDnzQqurGX09q6YO2h5kPMvPXAbwbwFv7OjgJIkoQ0QtE9F4iGk1ErxDRFiL6udLms0S0mYjWEtG7qj0nELDoQgPuUFSopsF6OtWWlnQSEnsFBG3NTm83qe6wKnWoVH8O3Uk+eIOoTvmZIsaoLnbhB9tXxEIf6y1RbbkJRX1r1itBigZdQQuwakd9dvCuy5jz6raSxX6g/N96ncPixtVPw508eTLa2tqwYMECZDIZtLZ66WkWL16M2267DVdffTWenPtIzJCq33BoedBCgTYtgnAlDBPPSoKWcQoVmXFMlQnHcTBpxWM4oaN+kX8vbdqPv60zr2P5lelepGu9AxfCXDfjFNCaLzV7vnnxX3HTs7dj+MpFJe8NNLQE2orCa3qv+LUsazQe0/PmpYJWZfmsmkVxFmrvg/aofMHMU4joy30amY6vAhgjXt8M4AYAjwB4hIjeCWAFgKADmFIAACAASURBVP8BcD6AkwDMBXButSeVi62pPDpQUO+B8MQLmMujcShyAU3DHkLOvVo7HqSECBG0MnzWt/ErNshK5WC1nUbQ3GBxOXz8XfD2B7VF1BjVrx82HcmJyjhC1UBBi+tL/+2D4/VSE2cu2oopDy7D/q48Jr/9zMhz9yfigwT0f+Nb9A+GDRuGFStW+H8/9lgQzC4VtM5sEUNaqk8L0qqlpFEVND2iU0ZrmiaelQQtxS4K+QJSLU1GnzP1QWvauBYfW/cULujYCuBfjT4TBWZGT8HBoEzp0nXFXc8DiI+8jPOJrdSvqNLHL/z83P7UzTi9ay/45n/V7vHWDi+7/EnbzIIK+gNydOo1Ui1QlS6l1RKcBLtIuq5x0JXc5KerVdBi1sZKUamJs9eni5nniA5PEX/f2vfhAUR0JoB/gkfIkgAuBPAIeyvlH+Gtwu8C8CgzH2bmzQB2EdEbqzkvoBTHbXCCFueTdeY3H8Nnf1f97mpTz0JkTnoBLx66Xzse55NR7qEq+DuU4IartG6kHiQQHC9yQNAKmbWGvVWGKDFV/b7hiKpgJ6V/pjcTZ7ns4HHXV1101Ta14GczF23F7lB+rn0i8ejuUPTqQCWEjf2avdg4G/HpNnUUj4PcXI4eepx/TD43qQRpZL7oMlLStFM0JWiBr1oxGx+9HIbxveh693+6aJ7cNgq/fmo9zrt+Hg52m/fT2+Jaf598/QSnd+31jobO6/qlpxrPwqMSIleZEx1Da1RfAjKi8N+LZ+DPD08xXsOlm4hJmpNy8DeF1Zo4ax0koGBq5cOJxK0A/gvedz4FwAEOZIztAIYDOAOAmo5bHq8J6mXi/PFjqzB32Y6q+1HvgbBp7KnVZokhy8Hx/VDCREy8XxFBkzsURUGTnzPOth99rkKFIf99wRceWFxyLG63CAQTlak6KLt6YuUuP09XufOp0KM4GXMf+jr+bd3TVRvHdndkce2fluKq+6PJfvirNRrh6V1BazyUqDcV/ojyvovyO2tKJUoioX0FzZCgJRW1upjrnfwMyiQxON9VQa5D799q792Ziz0f1sM98XND+HmSFQ/inrN6Jz2Nu0Tha8dyXSpUP+9dvGMFRh+svqj4aR17cPbBdu0audlgs7G/w2zjUSvN//J2L2WNKUEryI1KlVGclZbsi0OQZsOsfSUEreprTET/AeBFZl4jDjEA9W5kAE6Z41F9fo6IFhHRIhlRFQd5betl4rz7mY34wgPmOY9ioQyv2hui3AkolE1cnqmUoMX35BM05QFwK1TQ4lJrFGMcmvuCXNGJJFWq71zUGMIELfBBi/524aNqs0M90Ytl3PXVfNCEL9GkFY9VnbRX7uL2deoLse/IW0LcK7sHHZcxf83uqn3XBiD/Zd1QzVdxXY70ZZT3RyaV0AJKii770Zqmec0SbvCsFQwUtPN3rcXMx25AyysvGfXvD6/Ke0I+j+UWXDV/4aNLd+ClzfsBxM/7pvd3X4ceT9D0vzNZEdiR15Xtdbs6cN/CTRWd87sv/ha3zf9FRZ+Jwl1P3Ihb59+irUOsJGL+9p/ajPpJ5LL4QttspLK1yYXmFMzWBj+Ks0ZpAGqVqDauDnYYlYy6FkzhMgCfJqLVAP4ZwI/gVSOQOA3AFgDbxOvw8dJBMd/NzOOZefzQoUPLntwvdN2AeWZUuMxoOeM3aD37R3XZ3fm+bKGbxOUCmk/7A7rRHjreu4KWUXI3lUuz4fcZE4Gm1xdUCA33fYnLFhy88brHceY3zQpdqGPIh/JIyXGHRdi40akkJU5Bi/uNo/wPgeqJi+w3vMjJ+0GNJPXOXVn/9/xtIyb99mU/6q3vKO+DdiQhPGaKOR4FLd9ZxOtMWEFz2c93ZlpbUyVyTqH3z5y317tHmtetMuofYoOR4OqsFyYRvPu6AoL20qYgKCHWxFlhUIzJ42eyOQnPq005j7wkQtUfPnDrs/juwyuN14KsIXmpBJqClg/uj8NduoLGzFi/W09NBADDFszFhzYtxHlPPViT8Zjco0Dgg1a9gqb/21dIRc80R2i/KmjM/BlmfgMznwNgNoD/BLCYiN5JREkAn4IXlPAXABOJqEX4nh3HzJEErbLze/+Gs243GpiBVOsGJNIddVH7XtvvPUBhgpbl/UgfvwQ7mm/XjpebGPJFsUOJUtDK3M1h813U64Kyqyf03cE6jhjFobyCxiVtTPuKqu1Zri9t4dCqKlT3KErfttLEndHtK52UXhMZw3eVqcRgglihsLdF+khicMpY454XJ3YzoyhoIR+0pCuDBMwVtFzCc7x38r2bOD+6Yp43hqRZ0lYW40jUaO4Nz0nqs6USFNU3NG4uDV/2OCJnuqgC+ua0t9J6Es05qaDpz41MzVAwvHbv/9XfDEdpjuTewDrFCjl6y5ZlWrs/t23HhJ8vKKnRSoKYhxMn9xVO3mxuydcoD1qtojgdJ3qDH4dKRv3NyodjhP8BcBOADQAWMvNiZt4D4DYAy+ARuS/V4kS1isSoN+KCBGqFTaI+YNixncWu24W+Oyk3hLxv4iy9lcrdy6rzvcuMplMfxuBzp4S+ezDpVkPQNAdXg+uptlfzoDGzfy0q9UED4glanBlbX4zFxEZUdeF4eenD/cT12tdJqdodnayNeuKg4Ld3XWW5q3Ky3HGop26FzGuJuPlAEo6mVLKkLqdU0EwrA6RcB7mUF7np5M1T2oQJ2orthyLbyUW9WgVN3rLhefF7fw6iaOMCcuIc2sPPX29ThMnjp/4epj5ozcL8lypEE2TT/J1RbhvVYvijf/Bfs0L6371Et0rIYJgXNoTSqfhBAn3//bU6zYYF5YsRLjh9O7c4b5XrsbzXTGszGxM0Zl5OROOJaLbIW7aUiJYR0dK+DJSZJ4manuuY+UJmHsXM31Xev4uZz2bm85j5xb6co+ScYLxjWxuQq25nX2+ot0BdIuhIsgz9pnUQFzwQP4YgbDg4Fpg4yylvCkFzgczJC8VngjZqmg1io6pkvZ7LxKdPJXE6QQMSze1oPfsnyDpmuchcZjSJHDyqkhdVeSEMzcSpmOWrN3FWqKBV2H+tblk5nAPdQW4u7ZrEnd+w/z0duX4jaKY+J1GIS0jrK2jJRInKluRoH7TtrV7J5EPNeqLVpOsgJwqsu7kKCFpCJ2gTf/VsZDvpQ5l0a6OgXHbTfCxcv9f/+6Di3xkuNj52zzrMfejraNq0LrKv8DxlWiXEO8a4Yc7ykgz56vobdz+WmDiF75lMeRLGQCZYL7S0+q8dJYjBTeob59cd76Ww3XGo9s+VmvLINdxE+O4cET5ot89fj4mGaqM8c7VzW6XlvCrV/R4A8Ft4iWw+COAD4t8jAyuW4dsv/x5XvjJ7oEdSFupNUB+1T/QZWpFdsetmRJv1oiAJWpSZstzI40hTUZnA9SCBvhM09cEudz0laVKbhMfZNPQJJNKHsLe4Jvxx0Ufp35Kg5ZVxmPzGjrYLl7VyuAYmTu98JQQthkRUvknw2ldLJNWzzhcmk0ZXv8MY3OwtYENaer9/YxfyGIImn5t0KlHSJipIwHUZJKNBQ8Qq5TrIC4Jmaj4CACdhWJeyRj5oKn6rOM6r+dh6NBMn8I7tnoZw3PqVkf2o146Z8YeXS6ud6Ahu7J6Cg989/xo+dvfzWgvHYAMWvpVloEYixiy9fPvhXsZVP3QPDSqXqCbOVFNGayfTWZTMGZIgVcFw1OwLbozKGPeZsA/a9XOW42ePr8EKw2taaVmwOMjP5wxtnJUStD3M/Gdm3sTMr8n/KuxjwMBZj9UP7zDPNm2KWi4cUYlba5vNPVpBY58QRUcuRkESNPV+q1xBC9oVnODBc2qkoKlEp5xPn1TL4tJseMfl36HxxKpPjIwgaG6M+mOUqFa5wNVW/pKEtV4+aH5/VRo51fPKa1EwMB3VC8yMzmxBexZnzZqFiy++GGPHjsX48eMxb9487TO9m6MNTO4RZk15PO0UceG6FwMTOGQeNGHiVAJtHFaUtZCSlXQd5NKeidM1dMAGKiFognxU6YOm3lPq768uwKqCRiA0i9xrhUwzoqCSqYXr9+EGxVzaG+RmKZzQ2mQ9CM/piV78Bq+cahYxW0v0JAUBUypSsFJJIJ3RFTQ5pZQ8m+I6UY0ImmOo8saVHbz/+cpoi/x41T5o4r7IF12jNb3SVe8GIroHwJMA/G0WM9cmNKPO4LR3M6Xc6vPMhFHLwAP1Z8uJPEa14n96NGBIQROZTUwVtEeWbsfLmw+UtClXi1Mi7IMm5928sqCoiWrBZgtBR7aAP7y8FZ99x5n+91PJY7mJs+C4aE4nYxPVeodFMkk2u4dcN/DPiw2MiLl1HE1xUwhalQxNTnRhJe5Pi9ujmle8OagVcVK78TOaG5gG6sXbDmeLeG1fF153fAuGDm7CtGnTcOutt2LOnDkYPnw41q1bh0suuQSLFi3CiBEj9NGEBlXJLygJBFHpc/aRDc/goysfw/YLPw7Ay6Cv+6Ap0ZkKcVNJALsukuyiIAmaoX8PAHQXDa+2HyRQuwhD9cxJIvxiwa9wUvYwNnxgmtZOkoK4R199/g5nKyspF+ebpG/Gok8cHk8Q2FGfsnZVQSHtrJC1Q2ec7b/etLcLX5oWUz4rZqPyzQeXYe2uDsz6wj9ox5e2H8T63Z34l3Ej/GPqXGwaxRlEX1Y5K/iiQ3XdOJoYwcikys8ElSpok+EVS38vPNOmNHMeEeCkJGi1D0MuGprRTKDe3D3FXE36DPoG4hQ0N84HLebc8mEEQj5VEcfC0E2HwfGckmncYVVB06X0OHzv4ZX44aOrsGBtoJLGRcGFId+Li+L0FkqxY2YzHwuXg0LoToz6Y6agickbXBLlVSmkUhiuM7p6Z7RfXV9vvapNnMyg9H5QstMn2yZRzfWqHSqJbd5x0dXVhSlTpmDmzJkYPtzLoT1mzBhcdtllePLJJ4OxhP4ti5hGfr6zkK9Z0WGM2+1V2Djj0A6tvTQlptj17x21BJQ6B8oFNyBovZuPOpo8n6Ttz5lVNvF90Gpo4tT6B3DOgS04tedgiYmT/Qz9cUQpeuMUdQ7ZZ3Asur3m66o+69pcpF8LqS6GIx3ft+l5zH3o6zgx2/8mTj8djKqgKeSo0BSoknfMX48msV6VEjT5Yf349Je2YPFrB0rO+6FfL8Q1M/Uca+oay4YmzsCaY9Q8FrWyZKnzV7hKTRQqJWhjRc6xK5l5svjvPyrsY8DAIldXfRS04MLL+nt9hXoP5GpM0Iqu6wcJlOZBk9fF3MQZ2cbgodCVKWVXoZpkxO9ESIOj8xSX4IDIGq45lGo+bqGHItGNplMfA+D4v6F6rXOKnO/1471XZPMJQipomhlYmbXjAhfUcbMypuFPPGR07jj0CIWkOW2YImGAFDQAOO7sn6F1zI/9O1WLjtPOGfxVr1qlvusmgBkzZmDcuHEYOXKk1qSpqQnd3aXJOKu5JmpC2nDFgKx07A+1T7kOHJGI2hVBUVoCW2UO5LxuAjQxcbqi7/dsMTO7kVjgqUZRnCXjUZ+VXTuD9kqbksi5RDdazrgbxcR+pZ/4c7Py+/fW3sSdwQ0RsQRHmzi/0jYLADDt8e/HD07BlJd/b9TODGKtcKJNnKQQt9cvfwEPPfJtnHVwW8R1qSTzXwB1g6z5oBkGCch5ttopSX6+2sTxWkS2gTWgUhPnC0R0HjNHe1s2OOS1Mc2uXQlq6oOmvO5xBEGr0arnzVHRN62voJH+zpxXy5QMSXSj5bQ/4nD+2/AqdMWbONVJq9S3y4Pqg1YUk3kSGTCZ/WbyOqlZP8qlLWk6dR4yJ74IJzscjvvuknGX+MqRK/o0NHEy+w7McQpaHAGKUtCA6s1EXTnv86YEbaD88v0FkVx/YdZ20czY+eMfI7dqNRhAUkTJdicIrxl8N9n+tSZ9Gmw69xwM/9a3SsejvF6+fDnGjh1b0qatrQ2TJk3Chz/8YcyZMwcA8PWrJ+HOqfeXtA33GXeZ5W2TSSa0FBKOG5jFBhWynuJIBMdxkWIXPZkWtOR74GRzSA4apJk+U+z67WVpp6JQQ0wWP44w0pYj8kEUZw1dQeIc8XcFaiJRMFYKEaL08UuQat2IvPsUgI+W9FnpGFTIZ/f1h3eA3cDBXsuP5kQraKbrU2euiK9MX4IffuTvcNoJLf7xS7eZZffvDdp3UxU0dXzK8ZFrXwUAnHWwHS6/Re/ML1NS2fU90J3HsCHefZlXlFFTP8lamTh9Ja7KyVDPV1h7Be0dAF4lojXVptkYCLAbyP61RlF52Ewr1X9p2iu4ZuarJccLTmDCyhY9U5oJ2zaBflOEgwSiFbRHlsbXF82c+BJSg1fhpf1BZKwwFJbI3Hcs2OC/lvXxgJBTvhscd8UuP4mMsYIm+1JVFBMTJyXyMQqa6isHQBBFN6YMVVSZJGnijDPPxSnd2i5cfW3qmB2DbqGgtWQMFbQK95+yfbU6VkdE3jgjE2eV5zXBkCFDkA+ZAp9//nl0dXVh9OjReN3rlEXZdZGo4jfLCsViUFOyJIpzcMFT6wYVc0EIv1i88kIRK/gKmqsTJNFOtncynonTxHzkRqQtcBl44/7Xok1xjjRxRpdcqxYjTwoISmHvfu09aeKkku9VquqUH1rpm3HNHZcxds863PnUzTh3UWDy1hS0on5/+0EChhaeR5dux1Ord+MXT6w1al8pHCXqVw8SiCZoyo4qNkgg/Mbf71iOiRsXlpw76TpoLua03JFOd1C1wFxBizxtxZBzWtWmUkN3G4lKFbT3Vti+ocAR8n6toJrsTBcmSXx+fsUF2vEdPZv81z5Bq4OCFh5pnIJWHqV99fB2DD73e3hl71cBvME//tyGIG/Rns6AhKpfraD8NrKoe5KakEdlUTtqhGLZxL8yOjRRCLI8K+3VrOSOyyD/QdUJWlzEIiPIwaPV1mTglJ6D6E41GZWgYUU1i1ocK4GsB2eavLHSW0+Zp/uMnYeyaNt6EIPP1fsKm6mk0uW6jOUiSWomk8TrT9XzfEVBuiK8fsQJFY9v4sSJ+MQnPoFrrrkGQ4cOxdq1a3HVVVdh6tSpWLJkCVauXImrr74aew52YOiw4aUdRF6b6AvdIRzXT2jJYPvBwPfRcV1kBPEZVMzCYUYKwcJfEITL6RF+Qa7nA5ZLptHkFODm80hmMn5iWkcQOjZQJ6IUNMdl3PLMrTiUGYSPvz9kjpM+lK6LXNE1Vm/DkGcdt3sNEmef6B8/fXNg1DltQ5DdnogCBa3ke4nkqahs0VQ34HF7fZcZYw56QTen7Nys9K9s+Ir6HJLyc9eZbUbJD1gyal4xHGZ/TJqJU8mDRhrJDCwz4c153FRww4v3iVc/1o5/58X7cPGuVXD/55+C8XQc9hWlihW0KrdtJpkJTBCu+NEbKprp1dQaR2SaDacyCbkSyEUPqN452lUUrGwx2P3WAg4HU2uJDxr6cF1I5udS8hAlNgMAXt6zQGuq3ttqVm+VEOU1E6fYdVOTr1z1BtmVrqAF75c8FBzsouU1ljv8TDJRUknA79NQ0XMZiolT9Uth/H7eD3HnUzeVTB4X7FmHT698XG+v+tRRdQRNbibCQQJx6HslAfMHIVw/cNtB3Y9L9mWSqLY/JLSLLroI1113HSZMmIBzzjkHEydOxD333INLLrkEixcvxs0334w777wTEz/0LzjvzRcYXcO4Fh1Z794/YVAajstKTqbA2X9QIeubQouCcBUynqpUFApaoVBAAoyC8FvzTZuivStNnIXen7Wo0rjyOx6fL/XB2yXKy6XZwYwf3NFr/+Vw7r7N+NFzv8E/Lvijf2yE4pd5/iuBYqUNsxha1Lk0u32l93pskIDL+OyKRwEAm/d1+6k/VFIWJmhSQTMVENI72zH3oa/jtI3Lem/cBzhOkJZFU82U9ZO0iFPy/1/CPfzrajYnXLzLq/HqrA5qvbpdwX1lsokAFB+0qhU0MYZqfdAqVNBqU+L9CIF8EOsRSaTVf6vSuKPusnKOt2OuleuGGiQQhgtvwuaS2ddF8+kPINESxcXlwCIUq5I8a+o4uLQ99CAB6eeVqsDEGYWo7OsB5CPA/jgkocs7Lua8uj0okK4ECcSZOMPgGBOn/MpDew6VTB4/WXgXPrn2r5oJhJXzcbUErRhdSSAOFStoFY5nw55OnPOdx/HQksDXMe6cWgbu6JcVw9zkprebPHky2trasGDBAmQyGbS2epGNqn9a25JFOO/Npb5qBt37kATt+BYvCl3eRq7LSItFvbmY9zc60vwjfcocQdCkUpYX0ZoFqZyJnFLsE7TeTZzSX6onHUTxlVtwdh8Iyg8Nm/9YbDsTDMl7fZ28P3C9UFXl7aedFTQm+Kp3IsbEqZIsk1vBpAqIOqcRMw50e+dWs/BrkZGKWhUOEth+gmcuP9gyRDveunY5AGDMq7WvvQkATlFVyqLTbFAxgkwylxKZCtdcR/42n78yOKam+ggRtKdW78KOQ3rhdq+h90/UrZlo2oHUkFIXoyhEJTHvC+qqoB3xEJOKabK8Py7aiu0HI370CIQVgGrgskrQxO5XjWCp4i4pb+LMRR6nVCfSQ5ahZUREdJBQ0BIITBaxpVIQfXPGJqpVTJygvl9fPYpTH5sko0Qc+KCFxr9s2yHRj/I5Q7XRZfajOOMiu9TTndQT1DIcskchLKqCZnTmeEgFzZT093nXaLhPWb3DS+/xl5VB9F3JGWWQgLyG5IbUCwNlLQaVtg9/rWHDhmHFihU4//zzAQCzZ89GJuOpVP/1jesw5tw3VXgGHXJuOU4EM0il1zNBefdhxg3KYTliMXWahIKWFQRNkAOpoMl0GrK9VNBg4N8jSU8xEXjJlHPDSNbIRH/W7o349ksi4EI5nZsMxtHTHJQlIpB/biqxnEiCZlYKLjCXKeeNaR/rV6pWdlBNmcrDmHLDfnre6xN6DqO4L6hxyeI7x1UeqBaOGq2pjFWSslwyo6lpvq8fSomr/IzpsxY1dajXK0zQ/uO+RfjQr0t92dj/t/TMraN/iZbTZxiNp1ZBAur9ZVKP0+hJIaKvEdFbiajv6dwbANLR2oSgZQsO/udPS0tKeMS3r50qp+b/kgQtH2MSrBRlgwR8Py/SJwhfCYv6jrJdcCv5n03opEozcSo3emcykOjzWuZzoaBRE1AjBS1ul58+caGvzrguI9G8FS2vvxPJlk2+0uRFcUqVzdDE6Qa+XrqCpps7JVR1N9UTSPo3Pb466LPKIIFCUUaimt1HdfDp1mAS4OUnqnVdAIxk0w4UKcifVM0YdxzKGqlofos+COTh3inijfggEu94UJEiaC+d/jNOMVB6RRCIm5F5zQRhK0jTp3dcmjjlQkyCVIbTP0RBzqGqOa7c4qUGZlVjX7h6/r1Ii42bmrJDPXM4j5iMXIUTno8S4rPRan4Y/mJvoNyGXVJkO0f1aXVUc6d3HbPJNBJgbaxq9YWDDwY54Su0GlYMN8bXTCpo+VQGiWIpQQMirmOxsvk7EXFli2oN0BBB+8DGhWjZVmrhMUmaboJAQauSoGn5Untvb7qVGQHglwB2E9F8IvoxEU0kopP6MsiBggwSIAMeL3+IrfvNFDS1BE3VuVJUE6fwQYtLS1F534CcLha/dhCrdgQRVy4J9YpJl3JJFkQvvaOCY8GtJK9deoge4Kt2qZqqehLrg+NqFKdMCVClgqbX+oxeKhPpDhzKeeqV4zLSJ7yE1KDNGDTqLuzL7RDjYUiS6sYQxpLUIiKVQYLCPmjRn3EU82UiFziEr9sV/E5VmzidQIExQV+DBEwRlcMyrg/H9dROAHCoK7pRheff15mrKIN8uBi3EQzGtHlv9PeRv5PvyygXC5eRFgQp7Rb943IB5SYRJCCjNKXpU5g4nZxudpMELUxkopCIMMcVyyzCgxLBBajk7n1tXxe6lEg+bXupEjRlzlQVJSL4ZmAqGZ/cGUSnv4mDkYnTDf8tfjNlDKqpUJLonCitxEqEsErQUqcMVUcCoHqXmjgUVVOmql6J1/lUOtLE+bVX/4hxS57UD1ZQHSHuWYxLlsvM+H9LZ+P2p39e+hkO2qjt9Tbmm7NqTZz6WlQjBY2Zv87M/wBgOIBvAdgP4D8ALCeiIycnmiN3Xr1fZRP7sN51ZdJlOWzaFyzGObe2BM3hQAUCgFv+GoRou1JBI1c/h0+OXC2diOjRe0f1kVI+ur1ze/CHphYE/SSdgOdriWolQUt4BK2v4fnlHTODyU0SNJcZcAPfmpzTGXyWZEH5UBRnmTkyQV4kZ1wBZW33r7yRygcETb1n3dDJnlu/F48ti0+FEkbBN3GaXc++Ok5XumzovkCMKFZTFApa6WejX8eeq8RHxmiAALz8U6bPeG/dqu/HZRZ3QwqaH23sBqWbMk4hUNDE4sUiKtOP0hREzIlR0BJNMs2GgYnTV9CC57Kc8pbUFGfTjQHj0v+dj8/9PqhWoO0bVd/VpkH+azVPICnnLjFxyiCBkvuuPDRXhzgTp3L8fa+96Pv7cYyJU6pDWUnQlN8gocytG4tK7Uv5O/c64r7B1RLSBuOR1zGfyujRncoTP/Gp/9M7k+TK4Ppu3hVdMUFVH1FQ0zF5fUb5ljOAE7OHtTRF4TXAZHr73sO1oTmmVW0kKt2KtwAYAuB48d92AC9W2Eddsfi1A342+TDkw2SycFRqa9aLGFf00RL8dfUu/3VeBAlU6lwYB0dZ4JpOeRo7CkG5JhkxSuT6C5CXzDJIv/HQq9u1/qQPWlEhVuqE9/UFXy85Tpk9yKuTJTf5L1WCxqqChlBtzhhEPWxlHwqlxufh/GG/DXMwEbakhPM0o0+JahNESCZIPzfrbSTGnBLkc0oqBC2hTj4hcvDJe17EFx94xWg8QJDbzfQ2qtcCICHTFpRentLcgroPZbgjF4nMHuOkxtXAZFJ3XNc3J5c2Lz8LReUJTIcVNFYImqKgSfMPN0sFTRAzP9+ZG+MNkAAAIABJREFUTtykeY1E4WuuwMSZAPuLb7noz+Z8YInYd8KwXvsHgAPd3vhe3BjkNVNJgKqgdZx0KgBgy+vO0hU0MP5u3ybvD4W4edc0wgetzEMRZeaKax3ux9ntzelRZk0g+I1y6QiC5rrYNMRL1bJ1X6Cyco93TcttDk1+yzg4TrSCJn/vQioT8n8r81AUZS3W3hfH9Kb1kce1oKmcQtDKfMcTd23FtMe/j9OfCQJTwutntWbLSuBUuI6b+qDdTUQLAfwBwNsAPAfgo6Ls0+S+DbU++Nc7nsMVd0X7jVVi4qxUpaqUGZcDKepM3i0t9VSNo6ITWuB2468AgK37u5FV6mDmhSStqkYgVyt9BABICLMJq6bJoP+OfFDfkRlItq7DcWfdjFc6HgjGxKXfFwhSWaQFQStUIJPr5VjiZWV2AkJ0OH9QjIdBFHwfuSi4ClkNmzg37umMHIfL8AmalgU/JnJsiJI8NqmYOLV7topJFwjKYJmaOCtW0FwGZfYYE7uE74MWuiYRJnU1klb7lRmgRDcokYdLvdcsLBmbwa6t0qdu/e4uP8lspdAqBogTSwVN3sNFx/X9sTJu0Ve3JVEioYi5volTECkZ3ekHCYh0Npk0HEroKRVioG4YJJlwynzXd20OSkIVh0bkhYvA/i5vLjixNajDm1Hyp5EyD0pTW0/LYM0H7fUL56FV5JJUScb3Hl6BltP/IL+Bf7zc1NrSfRifXzonFH0Z3TZMGvzfRk3bo7z2kwsLBc3JBvNgwnVQEMEYJw8KNo6cFRH+yXjXcJPfMg5qxKmmPorvlss0awQtKjeeD6nSGqQQSQ1qjjyuJfZVzcNl7rsT9nqBVieuC/ycw/NZrVJYmaBeCtoZAJoA7ASwDUA7gOoKTtYR63ZHL5aVRHHqSUV7b6/+yFUzcsUEKRO3qqbFahS0sIkoBy8qaHdHFkQBAcpJgsYKQYNbUudQfkZVt1R1qSkZqGMMYNAZ9wIAduVXKMeD7yYVQ7WfdEIQNNecoKlQFc3Sh0IhkwVvYXddBpLBOIquNOMyoky6ADBvxS5EwSN1EApanK9L8McJB4N+UkpRdPWerWZXDAB5MaGZEv1Kb+dtzjM47qybsanTLITdD8LQFDTWCJoWJEClBE3Xxg0G3A+bZnUzU02iTHnfNIWCBOSC5cj0GFmPcAUETRCxgq6UuU16UXS5ECdTKY+gGSpoReEL6RM0g/xpRUrg1FazWLPDIr1Iq1rxgqIVNHa82qNuMqWZOI/b1R60V77XzEVb1S/jvyw3d1/08H34yMa/oXXRwl7bOyEzsUxloqqMKuGQx4tCQSsqPmhJdpFp9o6n1OnXhKAZ/CZxUMlkpIKWbtKCBMrucgSRIwMyRMnoICiNoCmRxk4ZEpqU97xyjcJrQMEgCpaSHWg966dIZHb32rYcNAXNoDqQqQ/aewG8FcBN4tB/A3iZiP5CRN+rfJgDhEoUNOXB+9Gjq8q0FF1r4bPVzv4qGRMPbkzesIp7dqEtfNLvrCWdgpoMVipoXnsZJMAoSZ2VEIsCK/nLlBQUB3uizc0qwXG1qFWFoEGaOMWu0jD3GKCvvw4zKL0Pg0bdiq5CyBGbSgma4wKU7FY+74jjAWkwTbPBQkFLJUj3QVPaqLfLpId+4b9WCZrqm0ZV1uKUCppWdqbEL6P8BqUzV8S4HzyB59bvLXnvMHslvfZmt5e8FwVJ+sMm4NRxQeRqUElAvAmAtDx7gcnKBCXfqN6ErYr+HRc4tXs/zp5+JxLsBgmVpYmy2fO/kvnOfJNls5541vdNCyto4v1UWhA0A9UvwS7ySWESFf2ESxepJCifSKH7xKFeEIzhBkPmf2tVaqVqKo2rEoiiN/ZkUq9VqxI6zf+LkfQXyGg1O4xCTuaJNDBxhlKVyIL1apoNtRanVNAKIoCjmNWDBDgZYX4WBK3ceuZ0lyYNNoWqTGmmTCcwcSbDyX/jIL5fOMK2t/PGHld90MoQtIRcx5R0MGGOWDBR9QavQiJzAJmTF/Tathwcl/0E4TX1QWMPywE8BmAugIUAzgLw1T6NdADAfVTQfv9C78USVDZsajpKNO1EIhOhvFApQXNcRvrE59E84v7qfNBCztcyD1gqSUBCIWhyd676oAEI1xkNFDSVoAXte7qDkjt6Jv5iZPucqypowsQpFLRiBSW6wuRj0Kg7kGzZhpUHXw639F91+j5oLigR+MxIBc0zu0kTp5ksnk9sx9P5z4Bb1uhmaoNIMC1IQDNxVifJy4ATtZtCaNaKcZfzsWZnB/Z35fGzeWtK3vOzdxuOJ5EITMjqOZPNQR64nd1bxJh7DxKoyOOfXCRShwwDCyo7Q/kRMSiRi2hZCpcZ1y6ahmFPPYyzD7b7CwyLxZEHCYImFmypaCWadROnjBTkZs+sH/igiXyDgqDBQFFIgJEXi54fDRpaKJ9e7akNrsvY23I8Dpx1HpxEUq/fWAYyerNFMWu6MQoaikW4iSTcZFJP9KpEPKsbm88sexjTf+YIkma2+SX/vlaU25j24VqR0mTpOrrq578vkwgL/8BiTvc/dVPetVad3SHalFOl9vzyl7HvqTjUXcCh7tCYIwIDACBR9Miwk874BAhAZHUJpTPvszFzuLY2xNwfrpost2DmgyZN324quIfCJk0T1xl2hCUoka/OxYi5xFWhHEx90L5CRDOIaCuAZwB8AMAaAP8C4IhJteHnQTNoG66bKJEtOBg15VH8v5BTtmZbNixs3jr6FrSe9Qts3a+UsFBSOQDwc4EVXUbz8DlID15ZpQ+aqxEuiaLDIFVBE+ZEx1FNnECPc0j7HAkfNFfLSaSE3qu+7QwUO73anK10mtJeEiBC3lEK4kqCJhS0YgUJGV2NzzDgeg9Ya1LPxi1TNjAn0VUUBI0ZiVQX2PUmxYITKGjy2rGhmldMb/Laty7RSLzbi0IFAOlCtILGVSam9BPVllF948ikhDS3tR+Iz97NhtnDI52vGcic/Iz/98H8fjEuRJo4wUAi7eVF40TvqoE8VSJ1CJTqRNaJcYuoE7JuBxKZvci7vZ/XcRmDRfmkbDJTqqAN8hKz+iqNUMQSQkGTiphc+Chk4pSqTjqdgpMwN3HmhKojlaWwkuGrnsxIug4omfQIoKECLDeiqluF6mROYQUtkYSbTGsRo6xI/qp6Iwt0pxzoFoUyU2tUNshYH7RijIKmlXpS5klp4szo5mrAM3G6KaGgqRGqos9ysl9ube+F1Ldc9Z/483s/irHf/wte2BgkwlWJj6Z8uS6cRBJOMoWU+j3LXTuZay9uc6kloY1JYaRGlSomZK06Q+je9QlaMvDdc0JrrImCxiKQjRJ5IwHmryt3YdSUR7W1HfDuaTl31lJBGwXgTwAuYubRzPxpZr6dmdvYdBbuBzCA43MduOmZXyO/PcK80kcFTWW6f1rs+TQ8GkproEVxVmiCVE0BaqSg1693w6k+aD0Fs513FPQFDoDiAK+ZOBUFTSVo6zpCQbu+iVM1m4rP9ozQVC8GIGt2FjgwNfqfdZv8tCJBPwkkxU49H3qQXty4D5ffNF/LSyXVG418MAdkK9QHpTxSxsVB6CrIdBoAJbsAx1P/5HfwrpHMg9b7ThAA2PUmBqJCbJqNuOc0pewSz98bRDZR1T5opQStENpU6ApkaR9yF7i3M+pejC7izMwRaVqCc6nnCftsNSWE6hPzbPV9yyJVkd57iArsmDVrFi6++GKMHTsW48ePx7x580o+l2jaBZd0IuYIxdlB77v3ossYVFSeC3FyX0Fr8RQ0SQIkgU+0tOjt5KImjrshBS2VScGhpJEJMsGMgnRo9/OpBZ8bfO4UdPBG77grajoKgmZ6//o+mwoPTyvPhPoajuORy2RSJxOqgqaqQKrLgKGCJqEpqXEELaygCbVLCzDIKQFR0q/Lr/4g2rN37dgnaEq+t6y3+JdT0NLnnVf2uwBA17PPYvzuNbjx2Ttw5/fvDr6DauJU501Bhp1URlMrqRwVkD5oMZtLNfGsG9dG3QCoedAUFcDt0TeM8nyu4tfmut4z6XdlsmEQ6wcSOSNiNftVT/1/davuqu+6qoJWI4LGzNcw85+Y2TzZ0kCAgY+veQpv2r8ZL/zv7aVvixsoKktxGNoCpTQvxOwAqomy1CK2XNYmDEcoWeqP2VXou19B0XWROam0JIaqDgFKkICrK2tztt0CwJs4EpldSDaLJK5qVCMXwZwEc1IjfVDIXp4V1VCQHeaUlqSX2UECSSTJe7jyoQf3ew+vxMa9XdgQEUHJHPo9BLEKE7TMSc+JD6R9M63LDCRyGHG8Jw5LHzQ1Ua1xbVBZRD6RD0XwqIpj9P2iTmZXicLL3oerI2iS0KrjeXSp/miHC7uHYVLH0w1N2D9+bBXO/vbcEpIm/4wjsN7fLNoGJs5YUqWkSIlD6ScrT/Y5bdo03HTTTZgzZw7a2towffp0XHnllWhvDxzTQQ6IinAS++M76gWuy2gRBC3lOv71koRLEjRpRpPHky0ySEAsUlJBCxM0QaxS6RRcSmgmyMKuXdh69RfgdAbPGDOLouvedS7mJTHU78t97mKvf0EykEp5Jk7D+zfKiTqtENWUEnVOjgM3kQQnU3rONc0HTSE3LDfr0DasJnM3a6/NTJzST09NXYHOIMLd9xOU/oGCoEly65s4FdI06MBeOejYsSa0xLblMXbvBnzjhfv9v1VlSiW9JM3JqZTmg1bOv4z8IIHe/cvi0rVovpGqgqb69eV1n2fpO+ckQyXJlLXOxMT5uuO9zQiF5vE4+GprScRoQNBqpqAR0e+I6F+jSj0RUYqI/o2Ippr0VW98ZKNXOHZPlG96BQubCbtVSUDR9coDpQYvw9SFm4zPA+hJaFWVBgiiI9Ufs7tgVt0gCqXPslj4Sm5aRTWKICPMQOtZgUO7pqBREeAkwMlSIiPOUVQUNL8Np7RAABcuCEmkpIIWepAkWZbFyOO+p+dHJ/yuOPphZE755mSZWiSTEJOlH8UZjD+OoIV99FwSC0oipwd6OJpcFInYCa/KsPCOrEJEBb41e5nWxsRHTmLR5jD5kPmldPzuec+XMy4PkeaHEp7Y/EANsyCfMIpOkJPMH2WqA5TsEWM12LS5DErkkUgfQGdXJ6ZMmYKZM2di+HAvbcSYMWNw2WWX4cknn1Q+1XdtT8LhgKC9rmtfoOjLRUqYODlk4kwKXzNJ2PzozuZQdKcjfdDSJU78e3/9a3TOn4/DjwV5pKSKUxBmIydbWgicmOFSsLlMup6C5lYQJCDvC/WJSiqfzbBOGpxEEpxKxhI0LYGt7NuT9ZVzlhmQf5/qhy5tX6LV0AUC1VJCBnCoag93BXOgNHE68rcJ1U+NUtBSOZEHrYxy5fZkY9/rDfK+cEB6bjlh4uSUTobjyBcXi0h3epaKOPW0qBDaOKd/ebxASS1xrpYfLUzQpIlTrRnrhE2cvd+Pcl0iypspX+K+C8+drst+RZBaFku/Cl4VgeeI6G9ENIuIHhS50Z4BMBTA5wz7qhvUr+ukM6XvV6BsmbDbLkX5cl1G65m3oWXEA1i8o/eoTxUq4VIJGrspn6DVSkGLMxF5pCTCB03Ng1amH9Uni1H0JGHWI0MZis+aGiTADgACOBmKdHRASCJJski0/uDKtqkINac0QlEQw7iHkZP+ewWnCCJGJtmkfabgOL7PWnyppxD5EAXombLa7lz174i71WKLIFepoG0/JMLzy/A8zdwYMT71e/7bnTF5B+PMkRGTFlCqQhcOjfX/9kmyywiedHMSuWFPFzaqpZQYSKSU8lkGpq19XXlQeh8o2Y0/zJiOcePGYeTIkVqbpqYmdCuRc/Fk0lyxc132Vf/rXr4/CBKQClqr7oMmzUlSQZPKlusra4O0z8sFLp1KoZhI6kECsu6rmkZIKBlFX0HTfdkAIOHCjxB3XUaKHVDK83EzjUKWc56651lzRlB4/vDJSj4111PQ3ISeZkOtD6meNymuZ6KEoHmvL9v6CsYcUFJxKFBvFSebxZRFD+Cnz96htQnXipSJVTXzXZeiSkoiIZMIi9/Sd5iPMnFKklJmrXJylbnDqEEY8ncuJFO6guYU4SY9tTLhBJUk4n7XHdffgFM3eGmVErEKWrwfmX9cjCebymhl8FT1Ld8dMnHKeSMRUJ1w4JtJ8JkjSXAyp83jL27chzmvbitpn4yJ1Cy6LppEwIKJWmuUkIaZCwBuA3AbEQ0DMBIeuVvDzIfKfrhfEXzhZCFCQqvAXS5u8VIfznzR9bLDQSdQifQ+VILt+SXwsphIQiQmXrcZbkQetJ5i3xW0YsnNryyO5CCBFFwUfQXNcRmp40oj9cI3nhrVyCiC4SloqWTQ7nBqIZIt3qTHWlCBiwSScJnguipx8UycUkHLhUO6/a7VqCrv3y9NX4K1P3yfP9ZExvMFiM2lxkk48loLlS2dEMWj2S35rKqglVvcWSS85US3Xixd3UnH3JfJGIJWTZqNeSt2+q/L+Uqq70X55Zi4WZZ8juU/+nF5LtWiFfbFVINlVG7zt5lrsXdrJ1xm9BQlMSKsTetmbxkRuFKkbGBmdBcDIpVKdKAp6UWKnjLyOFxyxRsiv5NUYlesWIGxYwMC6boMF4y2tjZMmjQJF154IUafdz4ILqb85Ktoam6K7M9EYYua5L0X4v4IBwlIwtUqfNMkkZNK2SBp4hT3pgwSaEqhO6Rwkdjtq4umdEMopjJaP7rPktx4CesCSwXN3MQpv7daa5IJ2H3qGdibGoSTVEIoTZypFNJuUVRAIUBZmKM2PFJBc11GIhHQ6W8sniZeXV3yGT1IwPvEiK69eHLVLrzrXK9KQomJU1wbjXwoZmMnXwQBYJEyxQ0raOl4glZWQauQoKl1fv2am4m0rj46gYnTL+yeSsWSr0MPPaR9Ngpq5KafE44SfoJebzze8f3NQzCkU9lcqQStJ4dW7QtJP8bgHnJc9hOsA2Z50OIUtI/d/QIA4MMXnK61l6cLz4EuoyIfNLOMgQqYeReA6KycAw3l+6o5pPy3KzANhdMOREENHlB9iprTlVXQ0pOzeg7qxCmw0+IraKrvm7qwVIpCzOToCl+zJDXD5U6fjLjMSB/fVtK+1EdIJVwOBmeakCuktZ1KV/plpY2md4KQBIOCnYroJ0FJP0ggfqdTeqNrtUuVt2P74IT/EBZEwfaMSO8hCYR67VSC5jnYO0ifsAiOe1ZoZGJnTB16MmPVBy0m70/chFeNgrZJUZGidnCjTh6Ezfu6e43iNBGj4/LWhQnHl6YtQWboXOxPDwLwdqVN6fOl15Jl9MV3rC9gZt8cCgCDBw9GXjGnrNvdgZdefAFdXV0YPXo03vrWt+KL190ISuSQyJTmiqsgpW58aZoQQWOZfV4scGk/SEDcgzL9hlTW/Pxo3u8UFcWZdb2RFlQTlJiLioI0FCOiOD1lSgSjqCbOhHmQQNFhXNq+BK0nvtk/Ro4LN5GEk0ojoaahEaoOpK+RIA1qkEBUmSECAHI936AEGfoPKxst5bts3qf41YajOKXLiJpmQ/VBKxaRBOCK30wqXzI/GtLK95LfxyD5K2crVNASgTO9rAyRT6aRiSDD8lpzsQhKpeJdMlQzc9z6o0W3eq/XnHgGzjys+MaK49tbT8HwPYG6qZK7Yo/+faXVTFPQhKuC/xllTdi0twv/cvtCPPzld2DEiUF9V184SBSMAkmSfvm6KAVN+qD1zjEqJmiNDHXRT0blqaqBiVOV29U2qn8URZSoKQc1r47rMhKpTgxKHY/DuaRCGoKbqBqClneiH1jpg5amJhS403fID1+HJKWD9gpcP1WGZypNUAqpRFozZWpRcNprj4gRKBQN6iCNJFIxQQKyB3UBy1I7Bp/7fWR3fhjARO995XNOXB4eJAKVRioKIQWtGKOg5R0XmZOeRdOwuVjddSqAc0raMRVQcILfTTNxRqm9CBS0sEJXTRTniBO9BeDEQemyE01v9QbLfVb+tnH+flHzUtMpC0Rpkp8F/asKmowMdly5+gOAr3R154vYeGi9tyHgNN40VFfAlrZ7vZ8/4gQAXpb/9QeDRLitqZMw6oTXxX4nMXL/1Xve91589spJuOaaazB06FCsWbsW3732q7hv6lQsWbIEq1atwg+++V9430fejYsvPb+Xfns5a3iSlzsO6VMmFTFfKRP3b3MTHJBPxOS/qVZp4gwpaJk03FCU5eKth3AegJ2/uRenfubToGQy8E1K6VGcYQVNVghxRJAAiUoFqt9StuDgmbV7MOHcYX4+PP97uy6mLHoAuaXNwDc+LPp1wIkEnKTuoE5uoKABAWlQTZxN2VCSah8cRBIzozXfi4VCVcKd6I05i7JahVFnI715va8KaclWVQVNEDQZwOH7E4p+IGt0KueW80M5Ba0QimrcsKcTK7cfxgfHnhbZntVoR0F88sk0mpXoehmQ4SoEDShDFGPMzCrUxL7yfswl036tWXU8uwadhKadK8COl7pFq2maC/ncuTLqPqSgKVVzVLeXWYvbcaC7gAdf2YavvGtM8BlfQXONlK+o6ihyODWP4jxioHzfqJulkowgcWUY4ko1qBnwHcNC2hJb+EH/tcsMSnahNXm88MkSN6sTLOKHcgcq6l9FPs5JU/igpahZtCt1JHe6z8DwZk8hChM3eW2lI32S0iBhLlUaKZ/QiRghCUIiFPnnaEEC4QjMILIv6HdP6hEAQPPwOcF3dqN3S3pnwbUuUdBE//mIQu6AUOtE5YGsqy8Cak64rBt4A2hBAjFOsVJBK9ksVBEkIPtqbUrh/3P33vF2HeW58DOzyt77nKPeZcmS5SrLBRfZxmCabcoNhAChmOaALySfSb6QAAk1JNwQaoB7E274gBCbTiAQAqaYYoONu+XeJNuy1duRTttlrTXl/jHzTll7b+koIffHl/n9DFvrrF5mnnne533ew9n1HcmnbTazyL5wcuCLNayFzzTOZqbBPtxfeI7AIG3a8APVj3v4e1rf49nnnov3vve9uOSSS3DKKafgjy5/Jf7yo/8TF110Ee6880586lOfwvs+9MkAnA1m+kKLmGGtz6POMWj2vbaaMueuTkCskRnmQMTgIGu2LHCLQ59Z3p8kQMxDfvAApn/+c7u+fRYWNMgBlQRCbVdVSXBosDQ1zEuw/w//8GG8+Ut34t6d/UoZCs81yti0VScJZJIhCSfFUkLXABoQa6rmTR/si6IwG0qnwXJkz3Z86wfv6zsXIGA9QyY9GNybgRkqHb/3aluq2m4T2myM/OT7kJPmup1v2khcFaKuQQs95NJZaND2jU9H/774b3+BP/raXUPXHxTirNKsLxlAJYlhKAFvjDykfw7bUAYtss3wwDBRXuPmKhgQWHXvdTCRqzGGBF7D61I6ZtDCcYWqVpAkwm8TJBWII/e/7DAM2nn3XIcVMwd+vZUE7EHfzhhLgn+PMsY+cjT7+M9s0QsxaBA7isLFw1x+i7DAbcjcBMyUwmBGZFgr4EMgUmuwtI2RdB4A7sogFUF6+b7Ov78eWDWU1TDCScpc9BUM/Dpap+5FrYcCaDnZdSQsBWcpdABWQ6fpKMTJiEGLAVo9xFkf8GkP4YvOBrzSZQBuxTDwrD1bSetkCTFodnmYzh1lvIZ6shpwDYBoEcg1I8PJavAzoYy1+kzrP6JBow4jT/hhwznhn7QGkrEHwfL90bJhjcBOnUGjx384B+0vPvhFf55MQVubEmd1EiUJDD2DI/y9fw09iHE/zAYaGm94wxtwzz334Be/+AXSPEfLDq4PPvggTj/dhOW0tkEKPbi+oFnH77wlyog1APo7eXrfKTTO6lozO3DxLIVgiWMkKOyW5SYZwCcJSLe8zwctCHlx8lujpAMLGhSVQAr610QBJSaj82IU4gye/6O2bvJUt/8bWHDPrX3LCIjJNHV1FgEbdksSwDJAdG1ZAJoSJR0gcvuDYUXons7Zta3vmNSeuscI3SOAFnz7jZBBq1VzoG3qAvjd7/sLAJ4pY5R5W9OgoaZB00oZ6xIcnkHLZ2EhETYdhAJ9kkAW6WG51aDpGkDrk17Qv2fBoEV1Se3vTtpEAu0yM/3EoBEdN0y8INNkvzMb/dCB55zSaK74jt8mGFda9hn2ama5MoiY7Jnqz4yt9/tEBtf72LkzE7jk2qvxiV/+3a+vFmfQ1gG4izH2HMbYZQAewG9qmHSQ3mBIKGlQcxlE6USUiVgIBbACLDsYxZBFwNJIlANnDx+85YP45Q7vjq6E0Y4sxoVumdYA4120kjkRaAgZtANdP1AebatbVdCwSVmcGY8ZtLg+YuYBWl+IM1huAVqCms1GFDbrTxLAIA0aEqSMHP1jcCX4XjRWfOuIM5EwNFkvcu4PFoQ47foNF+K0TECYHRaGOA83owrenS4CQ+KgY69nfFFLBtRh7aSN/1CIkw6bJRzdIY7dQNyxSKUxsvqLGD3Ol405HECj7D0xJCHjcATgpr2b3DEB7YANZXEapncwU8bYkTu8sJGJMHBkRrCe2BAybsuWLcN3fnYzTlp/GgBjXpvawQuqP5v8cG3VzD4cOx1PwOoduRPPk0i8lpVJA2OSZQaIiTjEmTVzCJ56Bs0OxHmemSzLsGZlkA3PXPaZHShzqkgQ23UAhkFra5PdRhYSxKCF7+8wMTUASDujmxpbEOxX2RBnFpUZ8iHOLL4XtbCp2B/3ncxq5VwfMswqIjS2DfuB4FpS3g/QKCHDsT21b1ccNAllLrGjkaHgaV8he1YHaGGfcZgPivWOLqEs1KDRuYq0liSgVKRBc3U2a+fhQp/BsmG62lBHRu/jTGZD95QVbd9LkVsGzR43DI+qXg082ee2pettYuoTXgpxTnYrfPhHDwOswtc2X4U9Uz4EHSavTXT6AVpRGwOGZXH+3i1fBwDML9u/fgZNa30lgA8A+AmAzwG4TGv9ttluzxjjjLF/YoxtY4zdwxg8sgeNAAAgAElEQVR7GmNsHWNsk132iWDdKxhjTzDGNjPGLp7lCfpj1T4EVZZY9k9/N9tTtV4pEmMnfhjNld9wyyup0Fj2A4yd8FF0A1Yr1HZlC271s1yt8fkbHsfeqR6+/sjX8ZafvcWfo6vrGIA7m2Fi6k8mjkGrAgA4VfoMlqNtwzJWTP3JQQxaSKFx7Jo0Ibw+mw0E4TgL0BhLa3YUeuBvp0FjvC/ZgLMEme006uHJqUUfQj7/DhzsHQi26e+shoU4qdNdnp8GDeb+TVmcKTmlUxZnBG7DNG0N6obq5qzGKsT8bW/+db98iCt22CisEJYOm8lH+gaRP77rn/GhGz8zcB/1RgPhmkUj2DmoTFNtPQBoCxMmYUGt1sMBGueSX2fQbE8dJ0vU36MgbM2UB2j2Oxh23PpejtS0f2R2iyOEOOtR5qP2NwtAdiEw1RMD/mJaUptE9Ok9ydaAmLKRGkCzy52vGWnQXLZmHjFobrmrxRkyaP2gwzFoWZzFGb7TPLidzng0NUa4IcBxflHobwQu2qPzgv1KYAiDppPUhd38N1XTtdUZNA2ACV8+awjYiV7TIQxaJAuw4Dm1jJgbj4YVAnc6wBxlkrnwrivPZQEazbBCgHY4Bi1pH7mU2LQFQkAsptfOTiVHGoQauRRGq1YLJ9czNN3EIFgWhjjDDNOQfe0DaNYvjpZTQXlX6izSoNUZNOrTA/1vX9jRbP/ZXz6GXqWQL7oejaU/xgd/eZU5jtaRS8EgF4U6QONssAaNrulnq87+9WvQGGOfBPBxAJcD+EsAX2OMvfUodvESmNqdawBcBuAfAPwtgPfbZSczxp7NGFsK4B0AzgDwXAB/P5udR/KU2iC26V9/4n5LduTLFkqB/L+yud7EU0iFfIGh3qcLrzcKARRPJ93Nf2x/G399zUO48it39B/ElQ2qATQmkfEMLGDQwjBd5z9Q6qmSg1lEEuBTSR1ii0LGzSQzmOuq92M+rOUBGkcaabBqW9jtNAAFjhQMLMr801BY3n0Sz7z9j6JzpMa0OdcQKGOAP1nI5IQhTqUBrVIsyU8AggQFAgN1Bs2BO51FDJqxQKGBJr4xSgvMUaYiQUOu8cuPANAmlh/rwgohoBFp1jf5eP6Tt+EpQSmowzUCRK089pw7YekYAOB1T10LIJ75UQksHcSoD5tgQAxaX4izf1bZD/R1sH/lQoQOJAsF/6XX4rD071kldpr1tWxBq+yo9KnmcLMFaP3nOtk7ctgpvARdc1b3SQKUlWkBGjEJ5IOWG+d+x/LYd66RZ6h44rYnNjfLc8gawxXVtXSMmwUJec1mI/g+ExU8bwKSaWIZtABY2QsdqFeyAE3yOBOTsjjToG/iynpz1Rg0XataMchji3Hh+7OhGt1g4jhEgxZVmbHHT4lBI1A7VINFLGaKiqc+SYDAD7FG9J6G/ceQd3EyH4kyXYc1FerOeH+SgCT9mz13riR00q/3q+u+6RmE9yVk0A59+cvud1xP0/yeyQmgEYMmIcF8XdKaATMAqMC9YfdkFwenzTsU5BUNsK0x59TKzLWz1IzrLkxpWVZqMwN8SItaNIIP0aC1M0OANGU5qyzOow1xagCnaa2/rLX+OIALAJx9FNsvB3C1Nu1BGIPbcwF8X5sv9JswgOxiANdorae01k8A2MsYO/nIZxfcjNrFl41gljCLHpxE8/UW1izshQyazXLJ+ahdzxyfwl/TderVnglgQqLhcRmrkCc5GBLHQoQArT2Lj25YG+aaXFgGsJE07flXdnkA6DQHogE0vBKvTSMNWsJigBbzZ7Qf1DRo0VQVTdXDvJ5JtR4m8A81BIP0fyFAiyoVWJ1TajNI6QxpfTKq/eGOq81xqBSUzCC0xD6rRSilAgns6qGwV962DZ//yF4sLk+BK/uEWicf/H5s8VrsPfZkTByzzmmRyAPvh+f8lhnggmc4G5o8bASIspoGbeFIjgvWLcTq3Y9hw/jWaObn71/gR3XYY5j1t3R/Ej0bVzx7SKINAHdPXc1YC9AoNF06LQk5desB5zMLBs39L4Mp/nakEGf930fJoLGBP00ixBF2FUozprNWP4M2avu2AQyaCEo30UCaNw2D5pYToEut03/wfmXhhIkYCzL/zOJQU+jtd+bWAISXpEFLrc1GMGDbl+LLt/Rrv4hBU5FVhgQSDpVkSKXwrI5SRi9XAw3COvPftPEFdnnc/zENaM09ABtSyi8aTiKAFgjUQy2qPX460oy2cUCtNgaFz6ZMPEAjmw2W1xi0MExcG+sUGL560iW4acXp4EPY+ejY4bYhWKP+J42fs7HZSL3NhlteY9AGHHusM4XuPca2KV3iy1DFSQLmuEuWmYmt7nqApmwGr9m/nRgEAC1MErh724QzeA7VD3XWnvqohaO2ILr1rmykFE1S0Q66oj8buJ9Bs8eqjZM06R6tev8pWZwvAXAvY+xxxtjjAG4CcN5sN9Zaf1prk7LIGHsTgAkAB7WfPu2CAXHHAggK2rnlRziA/1ln0LKG11LMphankBos6UfK4UyqJzxQIgZtWWMdWFKgR5oD6kyTAcCIGLRAwCiksgyaAWgUIgwZujozcTRtmFErLW+mZjZOYIiW/86xbwbAvB1PX2jKJwmASSTcMGhg2umHal2B+V/HuNkQZ6hNYxKp1kiJMKhnCYFAcAjQ+kFcmH0Z2mxIpcCY6gOHdH9zy6Dt7Dxm74m9Dp2DsQq3bjUljgzI6J8xaa1x6QNG8zJappAsSCQZoLkAjMambI1CZylS0qDZAe4p65bYATTUPh4d80OdU5bwiL2SWmPx5F6sft8f4eM3fDoupO6Yw6DzngWDBgDbp73ujoakCKDVzn/XZNedD4MPcQrH6BZ2X7UBbtaMVrSVPSs2yxBn/Gxnf4x4WzpmfY1hjVmGqpcBDRkYZQZF0VUtK1Mybp5xUBmA3rNGI4PgqQN0tDzN+jViaQjQaH2Sb1gNmhzgg/bmHwWhP2JYrAYt0jNZgPbzh/fhV4/GfnHkFh/aEHFlsjhVLZTpkgTqwnV7q7at3WCvdVDiCvOf1JAJbPiehvcnBKWjv7rOb0AMWp6biI0DyXbim8T1YlXAbpY8cwBNW2aGOZsNC9CCPmPVNm8XQ3VSFWMQPC6JBADL2uM4b8+D0bKwcHwc4oyzdV3yCTFopIsjnVy9L6L3pfatTl17bXQt9euhCQPVJSWGFlKYJJbaM44SDAJvQsaYK+kVhtz7NWhm+/kj9plYE9umJStErTQURRTCVk8q4ENsNoiRHhG9X78GDcbgab3972wA7wHw06PZgc38/ByAP4YJlYYjqoaJUekhywft782MsTsYY3ccOhTYT9ReliwIYSRaHbGD7VYFxk74eN/ySoRI2g+4BGRGU+OzNNUzuh06DGPxhyKVdH5pIetTCgXGBfIkh9Gg2YGJAJpmTpf272nDCsNSKLOZUIiziv6/lY5i4UgTlBRF9Gw5cS6q6fVxiBMSKctciSYPCsNnou1+TJ3MhqrAkdZ0SwopNFJnFOuv+/Iv3OaOGQKwVC4bcM2Dszhp0E+YCa963yYL0NLY/V2Q9Ui5ECzpobL1RIVSOGXPBP75QwLLdvpBRijtMldzlUPDA/qwQ5puBzYCSgGcQ6eGIQD8AMjSrG8AnU0mUNioT8gSBq090JBKY8MjtwfrhQCN7l8Y4jzMMYJPtw6kgDis2d9JUQhdIxnxrIpyyTI9y17FjKVntDwTerimdZBcptksGDFd06zN8r4PIOtr5VrdvtzpaB3tP+uYvmSmCeRKOgNRcpJPcmLELNti61JyziBYMpBBq3jiwAKxMTyzDFdo5RANoiR097qo2K5jiL618lmldQY41PD/wZfujO+THWyjDEJtsjjrYS4DGtK+sJvrgAnQ1UOM2miBHQAbMuGRZTChCgFaAGD51IRfTgxawwI0Asn2XjiHfB3vM2/mqJLUF1cnNpQIBrp3NSBZ7d0XXZ9iHJIlfXKIz/7sY/irW74QLeOR7jfwC7PvhyIgVgNolDRC71E9ASDS2YbHa5CGLJD2DJiwKgvQfOjeMGiucLzToAXs2wGfBJJwFoFPavSsq6kN9t8WBNu/01idWxAtSA9rG2lywzZMg9bnI0oM2n8GQNNaF8F/E1rrrwE4YbbbM8ZGANwAYAYmtHkngEXBKisBbAOw0/6uLx90Tp/VWp+rtT53/vz5/li1D60ve+QImXAz1WAhfhEAnND6grI452Qm42iiNA/RDXS1epa9sHpAANDIrqPBc1P+CDGTxdCExGCQNZtWDcliJODWsrQusSbETmU8tYOtBUV2fV0uArRnvpRCFOIE/AxFD0gYUFpjJduHxe3HsVD1IC2bqIiJ0wCpIsIQ5y8273e0c7ictEpaenAVMWgBQKNrTFgCzlgAVuxsNokz8AjcnVMZ5mxa7rX3TuOCJ00HedxjvsiGVBqJfe6Lyy4UC555QOl/5rrN7jezWWo6y5FRiMF2RDztH0Cj8lGzYHWoUzhh0/VY0Jty/1Zau04lXM8cQ+BZ9yoctzuYaR/WoiOYcAzQPIagspIavOlr2dE1HOgZAp3nJsvNGzYX2N7djmq6MkCGQpw6BGjxvdBaI2nuAm8EruTmLzAImh3ZB+3fzaAFxzrCnzJu3sGJqsKOcov787wD5rxnbCSTWAIX4sxNtqYLcUoD0FLOjH7L9nWk/TKhz8Tbu1htT5ZwOwHw9yINk2oopGT/niSJARO0vC+b2bIIxKBRiDNkowKA1mcnQwN/VONTAQF7Q/fCg4ZaFieFFmtsj9ufBsCE76eHArTYqJVaqHGj2qThuWcOoNnzoILfyWAWiBg08rRz4DavMWi18UtOHIr+rhiHqGXkAkBOfXHw/iYhQAseiANABJQoM9Xe6/4Q5+wAGqsDLwDVW69Eta8GMslyxN57pgwzrBN6lv0Gyek3vK4t4Ygsa9qVmVC7CbvNsKbxw71+1iONCJR6VZNOLcTZWnUV/vrOWIrPmQJv7Ma/3b0rWk6T7pGqmBVAOyqLDMbYhxD3NMfgsD1PX/sDADdqrf8k2OfdjLFnwxRdfy2Ad8KAsT9njH0AJtw5prUeblDjmj+Vvrh87WXR6vBKtGEA7aDwYuxuALKI4Zqbmbj5VM9sT2xBmAEHxJkgEv7j79qXLk8Ng0YzNHqpuG5GIaSjbWJIkgBpzUZSo6Ej3VFhryvhmS3HFLNWxqfKAzRJui6eIuHmQyJwqUNNHzODq9JAk/WQQmOOFjhE2aBaI2EVMuUZtH4PM7M8CnESAOWVq8cXhodD9pFKNyU8AWOeRSEA3OAxg0aAbiOexD2YB41ABEszYYTAxv+eW/ViPV7Qcc4pfSida2UGVVtTEAAEZTtl1uk9KjEWgCYNJEeQVwolsBR3YeM3voL3LFkGqV+BlPYThjeCr7pSFa68RgHoAe82y+7dMbwEr0IFLXOwpMRM4d9z52RQY9DCUkh0/3oqlhc4JlkW+Ny2z+EP+RwsbcwH28/AGUenrDBR7gez7yLbx1z4TGuNPW0DchJ7qEJIjPf2QqsmAA3OS7D9/rxIO0qu35VU2NeeAOPmm5/JOjjYMGC8W0qMt8079uBUy4GOvYe64OkMyLWczmmqV2G6mAFLutCqAYy3kXCGvRNdlDPjYNu343P55/EGvAoAwG2fsGUlw9p9GtrqWR3gSo3onwaskEGTLNaaUehT8DRYbpiJhLO+LMtESVQsQaZlEOK0AC01tRJZEIIa1EgjxNMEusYAD5sUhNcdM2gU4rSDdOlBA5LElURyQIz6X1p/0DkyGYSNh0xgu4Hud4jNhgzrRjrbDMtu1hI1KivGd6FMCj9bDRqczUaFBIaJA4C5D99nry8eA8S+fcDJJwcMmglxhqBpzwc+4K9n/CDyxYYbCcPYbBBjagu4h3YaOkmdNxsCZi1sgzRogAl1AzGDBgDtX/4S83/3d332pwNy9H5JVwM03L+qhgBBxrxXHDSu234dXrjuhejZsU5r078Tg6ZsolE6+rjd3k6QlYrkTvVEu3TOw3ig5h3/UOf7GF33JWzZeiWAZ5j9K+369BExOw3a0XqYPVz7960Arj2K7c8B8AzG2HODZS8C8HUYJu0qrfWdAMAY+zSA+wCUAN4wq70fRoPW97IIAeTDPYrqKJlaGQwcRRTiJAbNsHiTBYU4CaDFx+9WVgArxqCSXrDc/G4kDcugmRdM2I8oQXOgzmq2bViSAAngRzJKcrBWCXb9nGdRGNAJx3ViQ0QWoEkNMOF80MwxSYsQn7fSxn9IMiDTQM44JDr2uBocAimABP0hTnvw6NwBoJUDPZjZT6VMskUI0GRw/QQyOUvdwA4EIc4ag0bbtkiDY69HSO2yhEIzXqMnNL+bAhGLGoY4P3DLF2CSlk3nJ3gCneVItIKsBCTNXLMUS6f2Y+4+T7ELGYO1hB8eoW2a+B6WLDJ2H2P6gCMMpNJYsO/+aF/uGAN0ix/8wUMAgAW9KRS1+6QhoFUTLClx985xnGMrKNFkRUT7DrMyw53Exq4ui1MXmJbT+NKOa7CjuAO/eOUvsLC5EF/bdA/+5sG3oonl6GEPbrnsVozmRk/ZqyRe+dVXAgDuu9wMcDc+uhdv3XQZiv2XAEygufhG3Hu5d1jf8I8XQIsxPPj7RsGxee803nLtp5EvusGtQ/ta+85r3LLNf/0CB+pe8M5r0Dr2s67Dv+O1d6CRNPD3P9+C/3nHV9Bc9gOUB5+GX17xKSyb28T7/uyL+B//9iEAwPS7fNdMQKVjx0ka1Amgrb76bOzky8ECLZBmHNnMLoigkgCEhGAJEh7rk7SQUIwhu/0zQI2hhRTopTmyqttns8F5gm7awAjZIPSBGzvhIaG7DaFyNRig1cPGxPAlNQZNR35nAYOWps5xn5YTQNNZnInojkEhTsvqDsryBADVCwblIUkCEQngQpxmUuUZNDups2BO2UQIAiWNRmb+RpmxdA/sWDXvYSOwl7Vkh2rHDnv+tg+zIU5u7TEYYzj01a+59R+/9FKcctcmwy6HBdij0kr2/bCJFnGIM/VAKwgzh81JMwak2AD9AM1lqtL9pexk974bBo1ntSzOIUxdwlgUvu3Y7MtSxAxaWHeaZQeDE7JjndTg+SGMlSlmcjFUxx22g2IrAB8BAEz/R2C4Iauh/pdhm1WIkzH2IcbY3wA4ufbf+QDeN5t9AIDW+jVa69Va61OC/7Zorc/RWq/VWv9lsO7/p7U+QWt9qta631J60P7DF6HOoNnO67pVZ5l1hzxUamEIMmyl8oxAbwBAG8vmAPCMlMv6rGWEUj1NLeZAsdI9dEL3jSQ3oMHVgbQfBxpQ/4Ekgf76iLYYsj3uot6+6HrouClPYAoPW9bKdVKWQdOe+QJTyAYxaDUZodSm85DMsGRNnUBZnZYJuQmkWiOzt7CeJEAhztB+gwdqUGIpQ6uQMItTEIPGLINGIU6y2UhrIU57HSPOuDZg0GzT0fr+jcxrQtNhnQrXRoNGs1NRlpAFZXI10KrVCQzBjqyHGKoKnTtjXU9bHkLLvrbd3CcKKK1x+kMP+fMLNWiHed+++qMP4PM//XC0TKGyzBTAgveewqJheLQuwPV1PGvfbxDiBICcmfCHcGa+VpQNMysuQnfxAZl5ToupU0AnBlQG18zTNpKmD1cLO/E4UusLWwTaFTomYyyo16vdNu/+4ScH7pOAVKdhGUE7YHEhAKaRVhNWiO5DnC3eRevvz7DgwAI3ISA5RyoLw+DQO6gkUqaQXPtuLOSTsW6pEg6AkyEtgQCeJmhnTTDrtVXPkHSyB1fZIDMMWpQkEKxfu3VOYxd894k2TJln0AigURanrRVM4TM7DqTk6F9jW6xS6MghzqDGYxzi9L9P/OL/QrXbhtGdrq9WPsveo5+vPgcAkC1ZavdjzqvZzKIMW7qOpJHj8bkrcPD0jWZ5rf/obbYyCSrKzrjZD4BBpeS0rdEpKhElzYXhZFfDlTRjpIdTRgdYz5itG9VSCbCsBtyGMWju2dA51JIEtDR1WPNmXEmAjn/vonWQS30uYcKZZwd1MB7YsY2Mqsl4mcosUqOIjVQaZ+3biS/8bQ8bN6tIMjOsceK+gkm5VDqSDLDOsNqw4X5m1x4G8Mhh/vvNaMEHPn/fjliHYh9mJ40f7rBW1ACacoL0brBOCNDM7xGbBUlaNTc41JIECABqMRcAsO2QQe4E+hpJI8pqJNCQ/gcZtP5KArTcvLSnbvqY+TcNfMTc8QQ8ZJlcRiOH0aBZgKYUGBNIeZAkQMeUxmuLKigU0sThFQyV20ACZaswSKXBmUQCz6CFGZj5kh8HFHSYxRmI760OUAzRoLlBndG1EVixIc6kliRgtx2xH3QIwpORJ+zxBwvgm5WKMlrVEMNKbjs/mvGLXuE6Op5nuP6050AEGWChnksGxo8AsO/jH8eTr3mt77wBjCVL0KgssE2YO8c6sAgBmhgQFmLJNOasfycAYEERZzVpJgBlv7PgeQxm0GIBLn3EQlZYMK2x4Ql636wm0tnZjETnRu8YpeT/611eESEGADR6di87ey1GMgp1DP+uXLYxGn1/W7dkNLie4FisQtLYE/zNDmTMJzLkC29y59eqBk8KySqhbQ/tAJoUcK4ICTyDJgVaVu+YcOW0apASGZdofewYaM6i5VSFYYSXsdO/ZdAA4Mm9tnSTvUaecLSzlgdotQlCBSvzsMdZ/tA/ocV60UDOGcOG8a04YWJH9M7tft/7sO7+m801hCHRmgaN7kWiJJCmYDbE6QCa7bcbruRS7RlrRCHOYQyaHMKg1W052rdYLkFIKDAkCTeSBRVr0FafvB8z85cgWWTCjAROGs2G0QdSmI8AWpainbXArWRA2KSFz294IQA4M1dnIsy48/scRkZorVHZ/X/plOfi56vOjhm0KgZKEYOWJr66QUXALT5O3TR205KTzA97XrIsIcNs5iDkDgCMmDti4pSEYhyNkVqpJ7tdN20AoVaQxaCRxmsaAy9cZ6h94crIxZEu6luE0jhxvxlLztiqh1ZICRtVxGQ1gJaFk93ORH2zvjZbgPY8rfXVWuurAWyj38Gy35DmP/CxqYPo3OqJN/qQO2kseBzW6gCNLDWE7tedAX6wH80NCCns7E8MYdAOdIwYRgnDuD1qs096ln5tpiZJgAY42n/CGrGW6yjbMDaE2KCGNuE6Oh69pKkNAxLb4dksDq2TALgBYBJjvf1IGWXB0Ic3B6qah/KAKQxRyAJSmxBnqjWa4IANTSoFo2UbYrPRWHyd+x1VBxgA0KpgxjQwSYCnYAyQVtw+rNg9HafOoIlIzxgK4D1cawgKVftw06DGtUaKys0yZVE44LXw4O3IMoFUVm72Gbny1zrE3gMmnV4e9LS91kCD8HLiRfZ14ifyQRvwzrBseOeiUUG78IG/l9nC6zFn/TsjxrPPrsXdW4EPXi3x/q+Z67v+wFXmXFSB0a5GS8X6ETrOmVaqeu/BW9w+u6L//AmgLRwZwWgehzoGNeNPKJDzVt/flox50BZeT2P5d3HS7i5ecLsF9PbbNlHogFk7DDAE4EoatQeEOBnF1jkcg8aFdD17xoUXissKDevxFAI0rSS0DY2nXMQhTiFQ8AwKzHmi0QCaJgmm8lHw6cloeb2RVcTcvTfhNPlABAI0gI/f8Gn83fWfit65iW9+y/0ODWkTbUKcshGXASKARqyOMywlBq0Vs0DUGADGpfcwG8qgBQN/eP59ySVeyyY5B2csZtDss7gy+x56zZG+ZIZWwzJolMFNNUXzHJ20gaTnmS8A2DG2BHuXrHZmrsRiSu4ZtKHRIildmK1IcsxkzdjLzL5Pjdw+90jvl/YlZPA6611jyCYbo9H63W6BMsnw9ZOeY8/T3gshUPEErGmZ2zDEyRPMn2snRDUGrZc2vB4SJoM8TICgMZzIiLn0DoXlC4OxVToGTUE4DUtseTWscUptY8pFDKTWSINtdXt80Ka1/cyuPSX4/elZbvN/v9UGmWqPn706gJbVhIdDWmkB2trUzFAoJFkFGWohiKPlo1ZkTy9B6Ri0+CPZb+tpHjO6CgCwbXpHtN1IcQjz9UwfY5WyphOn/3uaqL1cVFycBqfMAiIf4jTHXXnv/8YCdchr0EhT4ZIEvKAyYQLH7vghVlQ7o30DAlrMcdRyKUpoDaSVwjm3crSkGSQ6VcdVJEi1f0nlkIEs1KaFae80YyJQqlUjqsVJ2yUsQdm63Rd3tgzlifONN/LK1onR8VtkMSJqYWxzEPdTBjYbDRk/x2GWBKmWOH3iWhx36HoAgChKxwasfPTLeJH+kTnHjtfqURO9mEFzhY+DQadUJZr2cVSsNZRBk8EEpicHlIRSMZMUZlNqCKSIS4YBQL74ZwCAbuDELZSq6TNJV1hisZXa8eDcKl3gnz4l8bp/utFcjx28ha5w/sMKpz9kbvjPxn3d0G7ATO3vmO+O3u8Gz5FYPVB/EopvUmnw1g6Uqj8sQZozcz3+XNORx/HBL0m84adxYg1nDKHxJU3KhjVuB2MCaIgYNA/QXFamkk77mIYMmpDgdn1jGFu55bR+xmTEOjAhIHhiS0PRRMuHOKfyESRThikbytSQBo1pIInDaJFpbzZ4wAqrGXBtGDTK8CPmKNESLEnAat5sFDfNG0MAmr19LiRelwmQ7CEwGj/+p9/2f68xaNvGzbvNrGeXAWhBYgQdn5tEARqHlBCQYGg20po+0PZRjQy9NAe350GspOQcZd70DBoJ+60GbdA1u3OvKpchbp5xGrGVx337KgDAy/Z81O7HAzTOGVJW9S0Pm6hNGCcteUHn0+4UkIzjWyc8O7o3rKpQ8RSJfWYUQYCttzo6Wgt9OgYtd9mvgHl2PknA90WlkxGZ/bg+WceSDBr7hNIQVjrDg/0cPpPbjVqoKISqNDIt0KMASO/QwC0H7eVIjQ35/RvV+goad/3AQqLRWYc4KWSZmH7oV0IAACAASURBVDpwJDCUKgRoofi8AkOKljX1Cxm0bP5tmEnuifZPKb8jfEn0b+qs19zwLjy/us4DIjt4ZKzRJ7Y/mtZHzzojUA/QEs18LU4LaObtuQ0buzehj0HT3Gp47MssFRQzIG+xOGjXtVQ0pDmeNm9oz4Y4X359gXNvTfGch005rK7oGnBjfdAYAK0TR0XXW8gKhuFfAmgOlKq8xqD5JAG3vVaBBq0B2T0GI4lJ/KDjt+yHSQxqqHEaq7wPTzhYr9g+A2jtjnnX1tiUk1qizWC5etIwQKoovK1CAozabCKaVYbgUBUx67tjwrz/2/7gyuCaS+Q0LjNf7qneiYez329u7fcDrDcCeEIbXRS3ocAwKYPetTCDWUiNdMxr3xgo9d0/00bwytKzXPUEaSWFu663fUfh4mv7857alT/ec75pZuskQciSHAlqofgh15c09g20uAkTM0Kgq2uJDqXToAHhbHKQFUnYiEHrWg0a7HPmovIhzoBBC5m1hCsHDlgQyowZNJ/MknEZa8RkCNAqvz6AVTN3oZM2wXve6X1QUwEoQQKkAaM52vDPa+yEjw3cPg0AXaIMEFN28Fadrl2ugCxz5rlUNHv7gRkoMOSWjRFl/PzoyXnrhRoLRCWXavIBavXv5uC4zW6WEoxrJA9+u99mg2kwBowXGrsPzrj1FeeYe+snDECz69PkLG3kqHjqdHkOoLEEZdb0EzbLoF16+kosnFer0Vo/96qCsPpWwUwoth6mBACe2HeVEh+0wmmTP8Xl974qOkcCaFvnmtAh9SEPLlwDAPjyKc+NzqfbKy3TVwvFigqCJUiplFiPGDRljHSzOIOX5CK9pAFeVVFUILTZ8N6eFKUyAG28t9eur9Fa/SW3Po25QmpIbjWFyu/ncDYZLGDQKIpGGjSyy9HFkWtqzxag6SG/f7Na7czkdKCNsS+LY9COANBKyxq0uBmciUELRfZhgXShS3BkaFqARp3x3s5ONFd8G4f4r/xpao121YHWDHOSYwB4XQeBilxrJND9GjTWMrTpUdYO9OdZgWmNSzcpZJWGyqiMUmWPC6Tah7UIqCUAJjigWA9aa7f8dRcch+VzRxxAo/BVBt1nVKshDeNmB66pYgZKayyZsLNcG8vsii6U1tDMhzeh+fAqCCGDBukYugMzM9G1adWIABw9IwrFApS4UIJrhkY1DYA71s2FOBUlJ1iWMUoSiAXw9O+T7j6I8zb7+3biNz478FqY1mBMuwFW9DyDxrh2nSVNPnbMeK3VoT/+f93vfdM9bD9oB85AlyFUiQaNRc0JNx5dYQsDU1NdW6xZyciF25+owvkPBx5QtXvigVYYDjL3+cbHd0bbpWOBD5ztkkLmLQujLrVwa+kSNQaDAyBm0Nx29jzzJOvz6xvUDlexIeynh3baWrsJHWMs0t31jgTQRIUqAQrCMiS+lpUDXIxr74smpRPfJ1wHIU7he/yEu/VD4JaxKgpBpt02NLOGt7Uszqfs+Ap6SQ5eFoY5HabfsgMo4xosYUiFH0Sbk541a07PGbh9ohW0Uo4R0UmgfxICWkpwaLAkBWsSQCsw2a0wPtGG5BwNC9DKIn5/iJ11/pb1TMQ2TYjiZ+QmMDWAlpKtjBQYYT0k374CMvQjE143KFiCQxM+AzZlEs0bP4IxXgQMGoU4sxiglQTQOIq80ceg6SQxXmUDzpGarirHlB+/Yj7GRlv9fqFwkrFIgzamDrrlsqyglQLXGl/Z8FR87LfnRves4inuW3Qc2nnL+JjRNVSGZZQUiiXNW1WhSlJkaYKSpy68zKXAHNbGxr1fNds7ixIL+KgkFVmUhAya9uMQ6aubrpSfyWqvf7rSjYEawva7iQrkP0pjaecg1uz10QN3zzRp0AKApjUyJTFjmXD2awRoaxljNzHGbg5+38QYu5kxdtMs9/Gf3ugGfXDj6wAAatrfABIaOg3akUKclkFrJeZlI4bLABzzYK/ff7VH06iQIEfTviT0wQ8S5VeqwkzZBlSOZmJmOR0bHyfmLdMaHD5k5+0umna/R46DD2qVLHHeIxpv+rHCK28IdDDaH5dpHjBoFqBp4IdjJny7ZWKLY9bmthqxPxqBHq37bDYACegULDXP5aO3f9gIMykMYQfBjuhYF37DoAEAdDI0xEnLpZKYYVtA9RsP2E7LgWqdRSHOrr3noZ2G0gqL1B7kWmL+T98BU7mBPjDSoBGLaPUbQrjJQZgkIJSCCr6wZRMGBGitcUx7MIOWKjO4MtshqKKAIn8rrqPlAPC9rV/xx3vsUfd705MT3q08aKUq0aisSJd74f75T2yK1qtKc++u234dkoHYROIPfjAcoCXahjjDsKEy53PNDg9Oo8Lp3VXOp07qyqm00kiTHb/3FGo/nC6kU/WHaKsgW5pCnIfToBE+WztyFqrJszCazvPnoCqMnfR+jKz530MBWqL8t5FIgUsf3gFG9+wIIc5EFKgSQBM4t+xQKgswmqhHDJr0DFqiHDgIl4MzH2qUwgG6nIvIO2v+9sdw2vjWiEFTdsBhDKjSFEwbb7ahGjQCggwmmQHagb2zf/RVt97SqeEgWAsBIRVSrYxBqssgrJwei6UJGIXFej1TjUIZa5GG9RETtYl5rgmgea+tsEkCPjUGTU1Pu+OHjTRikF4HGNlsVMKB4Yon3kJE+GfTTCoHnilzNmuY6g+0XLpQJkOR9Yc4WdKfZVlvWgg3+Tt19UKMjDTABwBtOi9t2alUK9NH2etQVeXDk/Megp5r+iEy9020cgkL0XskhMk2rYVimRAQLEGecpQ89Ro0JbEM+3D2HtPnEQAk3V2XomPEemod6eJc+UJLgjTTWE9ar5vp168g7T3IlJ8kVlLh6mv/Bh/7QjyBBwIGDdLJnJQCMiUw07IFxsr+igT1NluAth7AZQBeFfymf182y338pze6vRVP0RmdCznlbwC5EfdqhV+HtUoVgMo8gLIhToUKHH5A3z5lag1KXYKzDC27f19svP/j6Mke2lUbWjVcaaWeZegobEZMFhm6EjggkXKYQXo0TeoKY5ZQGA2IBQod5SCAFovQkwh4COenlrEUnPkQJ3V0mQYajCw87L1mEkYsY67lvvF77Udk/ty0/UJXdKGUYZ/IpHZEV9EAqjWH7JmUagIBP9/+c3OYxHSSVJXBgOoUTKeRzQb9fVHbl32VSiLvlrjqIwrlw1uhwXyGqsvijEOc3aAmqwq0RULqyBetTMy5Vocpz9RCD2AIZqel64gYB3gaM2gD2S0ADdHDxn0+wVq5pIICzcp/9tUAAT0AVF1iH8VQBi0ETsQi0nuZMApxhvpAM2Ckc7yd4tu+eTe0ylGOP90mm1DIsnLgdv32IGwo4vfeW50MZ79mBgA0950lOTIeJ7PIASyCUApa5ljWWgMtG5ElxDj7JVhSIBnZNtR8slF5dnnFT/8Vf3jDQ3j2vQRqj5AkIHoQCTCHnM1tx57Kyg2ePNCaJcHylMtaiNPs85hkv9emKeXWz1hlzGCVgghK54VGuM4GgQEnJdZ/q6qGhzgrvz45KatAV0StyIazoLqsXAWDETXpGDQIgSoohcZdWKwHzhhSa/x81tZ/MNdRY9DIwofMrusFv8XM4QFaPWRK7GZ4r8OQpQ5YzIqnDqBpKVy8NU+lA8nO8Davhzhtn8SSGkAjtnIWAK2qIChDPE2hknh9mWZoLS480CwDIMZ11EcRqJMcEEmwPoxukDHgk9mnoTgP7DGMrxkYM5nrtSSBRspRJan3U7NML+konS5QDgZoWmuMaf/t95cvbCJsqsaSE/vfrUrXFyXKjwP1MnsUZQOCYB4XbgyVWiMPGLSk7K/pWW+zAmha6ycP999s9vF/pZGehjH0GiMRg4ayRMFTvLth0PcRAZouAJ2j4RguC9B0BQ4fEiNmTaFCwjLHoNEAUM8GBQzLQACNbDlIiE2z6dSGOAETdiNg0eCGxQp1PMPage4BvOnaN2HbVGA5oCtQ3XYZPH0anHKtkWkWeMCQ7iBel7I7jf1GAjATgqDBJtUaGVkm0L5TDa4ZzgxsCWQA0HLbj5AGTTENkj/MQRENoIwpyPbxAPwHN1N74R2IFQXeeK3E/LbCvupBFx7u2dDXhff/dXA+Emt3TYEDmLh9EoyXaIuJ6DpIg0bAsye7vo5irZJA6CCRKrOPXk3Mf2B+UO1MsSiUKXs9p7UIl5PGJitquksqBbN1a7RcUbhXV2iU5mwT5ZnbepO2ukHK08EMGlNR6LEs/WwTMIbK5h6EGrR+Rm/7oWkwXkLLFqATZ5MitYCyN/WP/01hJDEl1FjtfEmDdjiB//U7f9i3zIU4eY6EkQ7T7OPenf1idaU1wAVy3gDAIzuXSvv3Tg4JhebCHzOdMjolmigVR2DDE1WgTIF5NmVfF6bPSWUFBFqz0DfMhTiZcqAj1KadwR912jZICW4nFnliAUNZotpuJp+b56+C4Km3QQjQaZf7Ca+uAduU2WiF9IM6ATQaRKvMJ5swdhgGrSodO3TG7m+gha47LoEMlqVIEo7Csi5KayRaosErnLLls8Zdv4zfk4wYNCqlVwMzwxg0ks/UhfAOoAl/ryuegQsvaCfmSfDEa76kpPReNLhwzyxMEhCJB2iUfSk5R5EbDZrW2tVJReI94ereb+6elpUDUcgyUx0AfmwsRuYgn+uvQ1aVZ9c43LunK+FBHWceoNl7w7XCMn4IL0l+hYxLhLVhJSUypd77jVUlBB/EoBmghwAYhveIAJpPoAJGA4DmGDH7rOsMWkwAMAfEeqJA0z7mRBu9OdDvrzhVerxB2zJWOiCnlEaqpNOgpWVcLWVQO9pi6b/RzYkDGcPCg3sw9YOgY65KiCTBhsTgySMzaD2sHGeY0zU32iUJoEQSaJamKzOTYqLEqnGglVGGon1pBuhfClkYYKcaDsX3LOAqAiaLwInU0minNLC63Budz+HaHXvuwC27b8E/3PMPbpnQFbIaQJNKBiFOIIX28XdXwUDj03v2ufOnAdHUsbQDnBbOSiCDBs1PXB1RrnBRuhlvPPAZdz5KaZdJldtC9J2qYxg6BhfizLQfhJ2mTccszWjmgR/gma31T+zF8zZVeNMNjwEAvvHIN9x1AEAzGHCUVlB2IGSii6S5GwfKbfZvHsQaTQMxaF0HVmTNBy1kmZqlYXq6M77TmGoBiyc8INAahkFzQKxwnXEU4rQM2hXv/G50zS6UctDs87vrnm7Wd3q8Eg1hHvy5W3Rkthy2yvqJzVQzDkCHbaTqRZ0HaXXonl5UGVf+KLFDZag3xrtYNKXx3X/8Ic7a2nUWMkKVyINNlzdMRi0Pzpdp7ZizevmVsF2741/6ljk2tDjUZ6j8rU2P961fCAHGlPHG0zwKlStI5JXGSE+7TlspjRff4Rn8RhV4tdVCKQPlCtrfKy5KiASYSwCNwLP0SQI88Rq0RAVJAon2DJryYTfGtWeLlHKgIeUUiqugbHmjL2z4rajWpwpYFGIztBCoW8fQ9+LWZwCrA7TADDo5DMjWpc84ZEwjt6XzDECj77KHhmyjTDLz3WgT4sw4eYMxiIDtAYAF+zmu+LFEVXmdU3RcO9jXJTFqJmbQPnzua6LrCjNpqyR1XnahBk3yxGdNSunY9mYiXAUAGqda4/cYgKYktFKuRqdiHEXWMNsXhWMrL7n/7ThLGJPqehjWXVugQeNZUGje1dY050pgX1aV18OygEGrKg/QGENp52EErLjWUFR2jSNg0IT3aktSBySZEKh4ikaaoOKpT5Ky7CNjiICbFgKCccxkBvlQ5MxEZ/zz9ADNOiVkMYMWfYcqd+NKVxZ4049tJCkMcYZsudb40K0f8ptrgazSmFt0XYjTjAcanYZJtUvLI5Ms/6UAGjFoofaGmAaUpVlOdO2QrBxqQhf41D9O4KV/8TYAfparIJCwHFxxrDm4AVO2pNPLb9mJ//GZ7Vj4pTeZw7lalv3HKUSBjuhAqxzNLIVWuWPQqBPPQwZNSUglkEHjBbu+ACCmUwEDauphTzLD/f7j33eskVQVmhbR00xHaOFmBWSzIVymiu3c729hbMp8ZEIJxxSMdnbjFRNXuXXpulMNZNRBBaWe5slpx0ABRphJWpxGEOKk+0AhiEx7g0B3neS1FYBFANBW6+T0UPYZjNp+arety0jsZiPUQWnpAFpdNeqqKmgNHuj0CtHDpXebdXdxPygXwoNhAEilRiErFG1v1TDXfqNuANCINGiyKLxNQRjirL2/B8m8kUINdmA52DTCaxXo8Wg22Ky8NxC1655q1icGrZRlX4hTa41vfutz0bLShoLofb/QArQb9v5LsN2AynK8wjpbhP359024EOeCvfuj1RyoCfRaIz1gojBhuCroiN/yPYk5HbP+TNFviyGVdO/Gqh9cgYzHSQIP9b7dt00pSLdiGbRA26JQ4mP/KHHVJ6XLGBVK4/W/9MxaLnwfUse7g3SqZ24t3DWnskAVMGiwHXsqPRvDuXbC8iQEbgEQC5MBGDcGsFobAMcte5VayxNdltA2W7RIYnd70vwwZpg7wLI0RlAa3BcBpZXXFnHtNHPU/5a5HyQTkN1B/4xAl0WUDUq4TpclKruvjVv/Di/+yUUokswyaMDx2IXUgn7FOUQlor7/ymsUnrdJI9m53d6jGoNGAK3GlBEIIGubLfNXYdfoIl/YO9D7LUqmXLkuHTBrUdak9IAuJ9uZAPgs/s7LoUhMX5YOoEnGUVigodptb4DNNC7p/sD8HqpBCwBXmvYlFdD74s43BMkWKEnGDMMfMGhVDaAlWhkdHgDNWWDXIn21gzQNNGgVBE9tiDNzWZxcyYCVTPxztPspqYi6fQbbZ7agk1rbE/SHOOdVccQl9DXVOnFRqyLoQ+IQp+8DMgncsNOXgZNa4L1fl/ji1beh+tlPzfpKI1EammuUGZAfQQcP/BcDaJq0QTzDpnMuBQDIccMksLKETBKfBVfXDtSasgPX+MJT8cZbP4LOtP3AdIUl7ZU4e8fz8IJH3oyDj5nO8qS95kXY9fktOHv78yCtOWMxgKEoZIFO1YFWDeQph1Y5CgJoymu4iLkwDJrECbsVRmfMV0yhVbNNhfO/ej5e9f1XRceZslkiqyZOxrYn9tp9mQLkAMCzC3Dc+JmoZAWhK5z5uEL74RHk2r+Elaow0tNQm8bQ+hcTZjIaNPP3E25+twsTSC1RiAon7tBYfe0IGtLvAwA0pDWejVkmuk4CMx3RcUkWtG4KnwH5Vzf/ldmfZWS8y7ydaW3/PQC+KgO3HnXH25k2VQjoDWHQEGR6NiZPxtx0mT2eDVEBSLQvwl4vC0bh564oojBgKs1gXM54cP3js2yxmZkZmx1nPLKcMDcEaEnIoNVCfS5V3bIFdmJyqGEBGjFoKCPbCvIke2BVE9sXA+UKa6DcIUAnIwZty97pgUJ4YQEgAWuqtnCg2GXOS2uE9TVdjVpW4bQnLUsq4ZipvBNPQLZ2jel0GgDK5YeA99/yLnP8IDzxzPs1Xm4TYL6w6ef956pFpPV0WZz2nW9LX+KJzpMyLZtpA7qPQRNYYeVa1+80dTnrguO88kCsjj9KWUEpja2LfbjvPd9Q/hylSRJYqKUJ+xJAUwK9lOHjC+eDcx/KTKR0QClhMljugZtLFqgqQCnHhGUhg9YjgJbHWZzEBnGNhJO/VwUdJBu4e62ED7HZJAHAT0jaYotbl0Lp9ckHYDRfqvLAkKzndFVB9MiGRiNRFSqemaQFrbFAzfgsRMagqiryCyTWik0bGUOjJh2prNasT4PmGDRz7KcmD6BIMrDAVJXuxdyk7QBayKApznySgJRueU7PQAgf6WEm4YOumcq6mSxOD9CEA8OBuH+YUW3EoGVeg1bFQN+db7A+AX3Jkij0yRMBMIYiSaBtwgTXCooxSJ3g0NyTAnNe4YFbksRJAjxBlvLIK44HoXuRpEGSgNlPaSda9P4c6O2KJpel01Wb45/7o5cCAEbTuXa5zf7sLQOQ+DGw6/uiVPuks1L4nTdrWKuSAuuttFn/5bvs5Qpwbe5nkQPZkNBz2P5LATTq+USSYttqExKRdmBCaeLa9NI+sv/Bvpla+O/l4/Nxy3l/gYdPfjVy1YT1lcUlj56M59/zapy1y7jhd6ZNaaKpZoodxzwT21ZfivN2/DfMe9LoikIGbVFyilkmC1OM3QI0qByFIpdjz6BReE9pBaUr/NXVGq1/MbYfIUC7+J/NuUzs6KEz5d+UyW0l5vQW4YUPXYlrPvKQvcYCLXUWDs4/Ga3stXje5jeiVCWEqvCebygcuGselk2ehMX7jzHno0rXcbZbS7F0eo3RoCkKfbo+F0IJlLLE274jMbotw+iMDWMEAC0DsDQIMQjlAUAqgxAnDSp2PRPiNPv5yZM/AQDwbNIkC7g6jebvP+AfADTzgnW7fIkukaDhWKNhIc5UeOPCXGsfqtElEm182RLNXFi4rjN8YvIJs7zqRQAtk0aMXLRNx/X3L+R4ZJUFaJOTbvb77bmjuGmMDDcLX+qEe08i6vyoVZl9SFSLzwK4Q5ZBo+9A6gqtyl9vYZMB0jLHwTGGjfbeqI5dX8lIg/bj93x0oBCeGDq6p63atyWURkOUWLVfR+s1ZRsvuNNOGBQcg6aHZFSGAO0594QZWn79Ip+LRJtwB/0/ABT7ngfAgEhvK6Mdg+aTWWJGNTpfy6CFySZhbdyrN3/KbFe7RyOFduwygbdn3KewclyjlCWU1pFnE+DZzVSZEOdiJVGmACvJ+0vgoWaGq+fNRZlKb7OhgxJQaeZ8zXhgy7Gl9WwU+TzoqjLaNKahNfDLxtuxd8nZlkGzLJdj0LxmDTDvY0aggUKcLL7uUpYuxBYyaLTvGeE98GgwrWZ833agabJl5fSMBx82xKnAoMoSwr7r1LcXSWpYJq0NI01AhZlzrwI2jHSO2k5IFlSx/lBO2IoZlpVZds6EPR+bxWk94D7c/HxU5JwFYWadciRBiJPukeLce7wFOsA08SBZCwFw45uWOnKhdKFMzTl6Vsen2m1XtYEx7UZ3XYmBkh4dhiyzrC+pwLGAZG4cADSnA+M8ygZdxg9hXncptpz4CoguadA0us2VuG3m1Xjg5CtxsCTDWomESZzOHjchTlcJw9pscIYyyRwjlsrK3TuRJFGIUzKTUAB4MK3BMRrgavq+S1Xhyu9LVFtakN3VWD1qSlDJso3n3aEg9j8T0NwBtLLGoCnrhSgC0N6ogJMWnOT+PYgVp1At57AM2uFJouA2/xdpJNDNMvRy6zRtPyRmNWjUcX35ni/ghp03QGuNG3feiD/50dtxxWff6na1YeeF6IwsQ9EwrFExZV6M4w+Ylyshs9VJCak02guejs0nvgJbj/stAAGbR75mookz73g1xooFFqB1cYyewrrxm/Hbj1yOfMLaZ1ig1tAaqnM8Uplb5sh2QrZHmbY2CFprJOOjGCnn4nfvewe+8wlvl8C/uw6vuesvolukVQ+N9L/j7qd4z6xKVpBaYHzBeowvWI8zt74ZF9z/Anv+JeZ3l2JqbDVuPf/9eOn9f2pDohagBYyYUAId0XXZoRmZ2tpOqIEuUq2xrsexZOZYXLLqRShk5fr0ab0aF29+PTq9ntsm1RpKc8yZOb7fpyrpAJq7wbZd0oAGnLR/o0u4aNAAwUwRW1/lwd/ryyZJt6CQUaepgWPaK5CWljpXpbvWTHEI2k8t3LynbSpYdIs2OIB95/QgWwypNGLk0rJD7SbQxDnYs3Qj1NSUS53fnmd473ID8I3NRjDApYMZtMmFJ+KRE1/pZrIE4HqNBdizbKMrBSN1iWYA0EoLxFIlgYQhJaDXmbbrxz5oqx+7t48dAgDR9iFRAJhnv8WxdIG9Rwp/9sPt+MTnJRKp3QSjqYKqApw7DRoP7unuZedhee8EAMZyglp37BwsnlllffkKFPlciKSJX134ISRjf272GQApbasfVMpkBP/11QLi9rE+H7T56RoAwJzeIux8LK6Re+rN78IxagoLu0txoGvYxvMf3NV/P2oA7dXXK3dvqDzQsQeAT31WohSm5FkqvO5MMQ8KGzbEuUgqA9CsXiqREu3U9AdFCp8kICUEb2Aaq3Dj4g9jz/ILoZVCIitsn/807ClPwqaRN+KB9ZdDVxW4LHHLundgU+9V2J+sxwMbrogZNJ6h21gAVQSZiDAgIOMeoLEBDFqlKp/kkgCb8SI8dNKrHUAjjebM6Eos7pgBrjftB8SvnPJ8FPk8qOkpKAKIzFQ8qHgCXZTeJ4vAX8Kgi55RKCivodKcmcE8YNBSx9rZpIOgUozggBw3z19XFTQHFhzfgYaZUAF+0GUMaI+udCxjIioXskTCXJIAQnPhkVWQNivfJHCYkwnvKYKkgkbiw8/OXT/JMK0bEEkDqtOBCO5RyKCpTr9mWQch1CRLoyQBbfV7EYNWDmDQODfLhUCRz0Or+gAuu/s92Lf86eh0zQM5tOKZ2Hnsm7Cp/TsAgC6951JifbId32u8F2U2FoRWBdYke/Gc7z8NFU8dg2a0lWbTMk3dpJApkw1acqrPatZv7T+EefaymQ6My3WJZ92nMXnbPDPBt2PZ6huvwxU/Ufithx9FaOskuj4UmgYaNNnxk+RGBYxlY+7f+3CjvT8ZREKTbfoOFPYvfTrk6Iv6nkm9DRCF/P+3uXIzWQ4tW3jsuBdilQVosJkhFCLKK2Dzoc2oComvfeUnOH33pUh1hoMHJ7Fw4TwUySSAFW7fctrqrzCJJDhmNaMglIbiOlq+9hETXlTtLt5w0xXYvHwvTurNQ7Hr2ShkAV0Av/P4S7Fk221Y1X4Z8kfJi6nA0qk1eGjmbExNX46LiluhtMJCqncHhitu/SjG8xI4wYTTfve+d7jjTuw5QvKAHhByrUpIXeGeM/+w735WssRvbX4v7jg3uOZKRAa2uliFdeMnQiiBrmijYfFNNbUYF0z+NoqzKekBfAAAIABJREFUaaBJ0Wgfj2snL8XL9p2HLWuvQylKlPkqPLD+ErRHV+HE8RWY3ncfyoUCXCUoqvNwR2cZzt77Ctwy/9+i8xuVGZ655fW4/+RboLXGNfdux+k7L8CT+ybwHPEa7G5uAZ4P5KTX4CkueuxlECtiVkRN5Fg29ftYsu5GSC2RCYkDCzdAZzvwrG0vxc5JE4bRqsKz70mx7YFFePXxH8OTq63Batdn78yR52PXlkngWG9VwRONqbHVSCFQCYGqU+DQsvMxt1I4Yfr38OCpwMapacdMKA6n49BF6f2t7EwaAJQFYPsXn4Hxhadi78qLzD3vlEgXAmUH2L3sfFzIVuPB9b+HUw8dwDwYvVRDaFTpKMYXnoqybb6PTCmAK7C0iR0rLwK3mYZSGwZNJA3sOOYZ0GVsJXHHCQznPqpdkoDLjtQay2aWAItNp1VJhbOeKFGlLbz+zg/g8VP3YdEFi5DbAVExjumVb8KqCdOx5XIKO1dciLGZXXho/eW49H7DXKSyxO7lF2Cksxdj6Rvwu/eZRB1ddvGrCz/kXfCTxZbp9QMuUwmgGSpVQcguTtoFFBjBit1NPKV3sQtxptMMy9vH4XceeCu+f9f9eMtnnoNC9tAq50B3W7jk4CWY312Bz9z9Gbz3qe/Fm364GYpxPHnsc/EHN78I6nXa1d8DgPbIMjy55qkYsc/xQPk41gLoNeZjxzHPhOx0oTWQKbIqyPDkqgsxVnaBESCTJaYbDAvz+TgwtgTcArRUCZRpCws6C3H/snfjtAPGX06kc3DNcX+DFROPAgD2LX6KCZexJu5e8UbcbUuzVtmYBWjAwdGTcMukAUhZNWMYtF6BTmsJsqyBqZP/Ox7pbMN5iG0zXDiuEiaBozblL2UJVCUePOX1eKIt8YS6EFjpM/xSdiwOLmjh7jP/CGfZKEUxPYMqbeF/nfVqrBrbgF9d+AysnZp0x2Vco7F3CltOeAWWlaVjMhjX6Kk5aM8/CbromAQk5eUCYACkiDIvXYnFkqqOWFCaz8O9G16DjeMGhOuigOYMkmV45MSXYnS/LW9VlZiYuw4HVAuHTrwcrQlT4J2rCuAMpWrhrtUfxImlSUxiosKe+WdhXvUQ8sUX4+FsHTYCgPIMWi9ZijQrDesVhESfmdxlz7WEKiuU2Ri+n70TX575Im4/589xXLsNbcNujAF79Xocmr8Aq0TlwAwA7Djmmeg1FmK1EJBVhRSGQdOYi10rLsRxRRHZaUiWosjnYaSqPMjgwK5yPbae+BKcUU1AlhV2L78AXC9xxylstrhoLKS7DQDoSBvKlxLdbD629o7DLae8Hc/o/QorYUKca5M9yHuHUMw5DqrYZu+p0cS15QI8/JT3YaRr5AtaSLR4gVOT7bj7jLdAXHsnTn/+85BOxkawuyetzCNIBhjTpWPKlGW9njcvxfT25yJzJgB+TJ2a93ys22vIlKrbdWP+0uk1SA94gJbJBqo0w6az3oZucxFOB6CqEjtWX4ocx2LPyrPNuR+mGgHwXwygQWvsW3IWTpcLsGy8hSfXvABiwj6ksoRIUtxVvhR3Pv2laFZ/hsliEk/cOYWzdl3idrF3/0ED0LgZELJyGlU+B9I9I/MBTInN4CNLwDoGoGW1eoXL95iO6+S7KzTYRpxuZS2KKRSywNjUEvBiNTYVqwEAhfXukoXASx/4U9xs97OofQyklvjjf30U1z3jU9A8Q6aA7g05cBkw1Y1fQmmFxGrAg5dCQQ0AaDPT3ahCArXudOXCMmErJo3tx4LOCmza9SdoV2vxXBCD1sHk3ONw59lvB3aZIq5FsRUA8Mwtb8DI1Ml4wh04QSkl9qx+HYrWKrf/coqhlBXO3fECtHdeitvt8rxjPoyNYxdi2a1nYaa3GieULeza8whe/N0XY9n2/4anbLsMd7oTtWnrlcZt57wTM3NW46R9QHfTHuC5QK8q8JZfvAtX5cZP7aLHV0AphaxKce8ZvjzSgo7VoOkKa3ufxPVLTCbwmu1mQGPdGWxb9RyMdPZioX4tJr4J4GKg7HUwvvBU9JJxbN5gGJ1CCrS6PTy0/vU4edLfUzE5CeaEv8DKqTOxY+UoltWSBHaUZ2Lbqg1Y1O1CC4H7Tvv96NlMjffQWgXs623ArvUbMc++BlOHCiwD0Og1MTPvQhxYcSoOLtyAuQd2mneFtdCZ+ww8Ob0A+066CEsPXWvOpQts2P/bePy4FDtWPQvz9l4LEWgvti1tYg57MVZN+BBnolKU5Qq85L734henm4Hp4KEZ/PxZn8bSvXegIUdwz7U7sPGC9WiqHq6/6BNYuftmyNZxeNZjpoPXUuGRk1/jjjNSzUGlKqSyxEOnvC665vHuOGDF+Zr7aVKljLaSqwStagyv3HkeivE1KF9WQlcd7Fr+VDx8ymuxcjOwEr/tQiAX3vYsAM/y+ykkClni5ff8KbaLhZhvl+elYT+2nPBy7Fjl15851INscEyPrcauFU/D+ML1QGsxykMmCxpqPh458VVojyzFxIKTofbshlQauQbuP/UK7FtqOu95DxzCmqetQaokeiPHY9+hM7Blw8WYO/kdAECvsQzd5X+CZz9q3seDC041nompGSh2W9YxlT3L7MToKZHm3WK16n2J6BmAVha45fy/xGva5iWaGjnW3ONA53QoeQkeX/sA1ogKSVWikwLfO4/h6Vs2Yu249S6sKuxZ/lQg0OkIW6mCzf0z3H1msLyUKGc6uPPsd+CskWUuo6J3aBpSCOxfdAYey8/ArnuPA1Yeh27vV5C9Er3GfDzGT8Vjh56FfWs34IT9V2FMw2zPgYNiFTaf8FqsLZ+MNGgiaWD38gtcmTTJ5+KWjX+IXrIPqrkBO6fuxnoAVU/gkRMvQ7f9BHYdczHGJh7FGgC9Xo5NZ78N91nbjW5qwYhO8IPTPos1k6Z83c7lz7DPXuOutf8P7rKR1G5rMbQy5bimRo7F7TPPwt2NyzB2xnasF8a+QlPh+3QMRa5NhmpZ4ManfQQ3zphvsTuyDKrdhpQpDiw6DRwT+Kl8F/AU4HQhoNptPLruxeg1F2Hf0nPMKVYVVGUiJ7c+cD+ah07Fwye/Bhe029BCoEpbmPo/3L1nsC3ZVef52+nzuOvv8668VUlISEIg4e3M0EA3AhREG0bEdM8EQdDNh2aYYWgmYCACuofuAYagu1EHCGEaIVqAMPKqkspKZV69quft9feee1z63HvPh71PnnufKpjvlV9e1X758mRu+1//tdZ/eW2eHv8gN9/ztXxP+Tqyrhl2z/Lp6DegD6xAXn0KWVUo53CWdm6tzKA4XHMyt8ldg/Ac50/+c1ojYzEMajNvRV1ze+E9JPmE9PQ/YH3373gMY3h87J7f5dzoabQTcFvcy7sBJTXPf83P8yPic7y8+I18ZfMGjwPlNFwCCN3vxt03ng11QFnhm4cLXLcC7Hng8erD/4RQu7xt++1gl6vMUi7e/36ifJ/B4n/P19kkb1mU9BceQqiad23+FGwCdmv6wJd/ji98wwywaa2RZcXVe7/vEJGTDP/+RIE3GUBTnH/0g9x3AIOMdlIWgF3/Pm4+9m3cTAEP4rLDsBjSyg67zfZ3J/AgeFLglyO+4Ys/w1Nf94vozDFpzyLAkQXf+MLv8qlv+Sm8TCClxtUBEvja53+Z1x/4EUPZAsjDmSKtsseknDRxTdPLr82kFXfpWuVeitSSYwOHKwcWgI7Nvx+MD6sRK1FTyAJrCDLu7lA8sM3yC4+STyr0VJx19xXGnQuU0Q+RjkpcOT7wjBJHB2TjkvoNBHHLiaJ2ar7+xveTVGeb9iwpyeuUW6e+9dD9lcWQvXz1ULszjihkSVAODgE0NXIoZMHKqHfo/igzfTr32oOcHM38/b4MuTC8ztG7dJQcWxsnrleYdE817bV1FaiRQFpwBlDYvg7qgIOrKLeZQFPrdNwzLjBpU/1FPuHKff/wq/qpLsa89Jb/5XBfqMq6ZA6neGd7Y9yiYHP17ZyWP8bpK3DpAThSPAdVxd7Sw/zm1m+Ym++Dt0yebLKbDl5jC8S0djh47o5HBri/98p/x/rJM7N33DfFfHdOfD9Z92uYxsMKa3Bnz3S5b//buGOHpwxMJlztRnzpXT/PfNBl7QS4l4ybbzwo+PFnfo1pPtPprYcB2Noym/D2EUPFXskuAt9ORwqUGzYAJw3sZKkPbmNQiwlJmeC9QWDtbraLKL6aOT6/cYFKlnz36z/OqaF5DybnKGWFU2S8/tCPHrr/jeJGAEa7GZUq6NWLh9r9xGzsB8EZQH97QnS8yyuPfpA8Xp59w8AMSOZ8PaMTs/nISKK0ZjT3WAPOANLUjG8RnCRZ/SkuWyNPCxOXVVhmYjWZjqc2web6MOCq/I4FVYe3+9pvG/B/IHljiWsM/GMm+H4a23VgImmtUbXky2/9ST6dPgACbpw9A7Vh0DaOvJcl7wO89jB81yUbmP0G8U/JsGiA7sFrtJdTThLS1pFD7cN+SVzVvPL4YYNkkns4RcnLj/1zJpxiWio10y2k1hT+Cn/18C/BLrAERyab1EVB7Ua89Pi/YDhvQGw4MSbxqPu1pO2jgBXBtgkIe+UyG0fexsbk6wEaoVhlGaVK2/1+qkNohZpvFma+B+XY9J06DJL9Omncw1964GfBHheT7inj2qsqhr17+czw+7ngfwf+O8Y8mKUz/bIDoFtOElTQ5uXH/wUc2ApVZVyct05/x6HfziYlqjKek+iAmmmylxLVNS8+8ROMu2eaPk1zQVhWbB5996Hn5FVAXdbUXogm488e+y1+4Py/pJDmTHNtmMF3zP0an9n9IKUVei8smE2V+TOX5nwbdB7gyuo/AmvAFlhx9tAYb9cL8/uOBVqViimiBV6uvs/2qdkL6iLn/CP/jO3VdxAB77u8yZ9c+hPcIuH2iW/i9qlv4czNJVY3x/CPoXQ0W0feeajvAGSZsXbiG7n7qrOcF5/4iUNtWmuUVsR151B7up82LO3Ba7L/xjqU0+tNFoP21azR2HbAMDx1qD2Si/zZlT+jyCtSf8Rn7jUlRwZ7ZoX4yjelVICgmkDuUkmNEAGuLFjIRpR+CblLrRSuNpOuM7lDUE2oAmsNTBUbygEDpyauuozKEYE0B/S8u8ZuuEVYTmuEmm84c9NouEV1G6kkt1fsgNv4lYkaUcmKoXVRhY/kPH36v+GrkJ3hHptDA/+PvTPCaVtF5ElJZAHg/PAKDmnTPjcc4dUpRzefIe39JgBJP0GqnNTbo5Vu8vYXTDHjMlFUqkLow9Nn3M/JZYq4q6h5PRRorRnE24fancyjUjVRbiyse8YmHVmnDkVd8LbLhy2voDALdVMflmDoFouc6Z1pyk1NLzc3Cz6Qhy07UVjdtuLwezraRaEI6vBQ+3Ss3LuwgZhKimRfLeWgtT6U/TO9irI6FAOz3jVq/8l+jsxyLj5wuDCHLCqoSq6d+95D7fnEMBydsZEHaI0NJMpstrEnDdDZs/EsaWKDh+96n3psasW5dzGlujB9UN/10cqNUGXJcO4equBA7UTrEk12D/dp6ZpvHSSHDYnjvmFjWhxmnqdzyq9ncyvM93F0yLga4x9QV45TM592kz0cG6cSZzs8eOkjAPzkX/1Lal3OwJm90rJAlAlxdngeFaPD7z5lo9NhSVHleNXhce5Vi81vHrz6OyMqqQjKu9ht+7+OvGteDM25Lt3DOn6TPVsP1TsMZRxp5u/dha2LYN6wIlY89uGjFzlRP0fpd1FFgbYA7TtO/QH3yk9S+l3Lzpo+/Z63fJrT4jmkF1NnBVV6+PlCmbg0XdcM5h849He6rnHqkutnPnCovZIVTjk7hB7zTZhCNrnLQLXVEZLtoZFsuavW8GS/QJUV3l36j0npIYsc5R5e45luo7Smcu491F6XDnVRsrP8RAPOTOeZP4JqcOj+3BrO7l1yNFMwoe4yGGrHFijnLgPDi4xr8lAms6R2YxOjd5foqSsLE+cma55/9Ke5kBlwVQVdZJK8oQpBNsob+Y1D7Ul9yMU5vcYj+YYitqPdDF1VBpwduCapQNY1d+F/UhmaBAI3Qouc7e5N3HpCYXUqET6OTLk/fhJPJhT2rPTvWh+jyo7hXWLP1TRO764kmpLwDe9XHbNedKHYXp3F5gjt8Atf+gXIx1y+/wfJIxPnGxXmbFVvlEihNarIvqq9ruQbGshFWr9hybjxxgBV1s2e4NfGQ5Hs/P31ON9UAE1rTdtqXN08ajajbGTdQ3YzW/KMuy1QZnCqXFG6ORdXnqFySvZsh60OPFzLHuVuilN4BogRNO1aF7hFYPRNdIgjCwQavxo3m5+wB0229Wm2PUmr6jIshvj20H9v+m95/MYVWrlZ2E5pJtvi/kVWJ5+iWyxQ65r+nPn7t177HV489mnivMsnrv81EyvZcOLROTLfgMvNvV02BsbcXuzOY6tJkY0r2rlVkZcFwgK0fFLRGaXUbkRY9HnfZ00f7HzsE1R1Ri8LWNi/TFiazatqAJpgKXiFI8v/DwBJv6SUBdIN6Y5v8T3B/wGAGrlGxNbNcGTBN33uJ1FI3NynkjUCnyjf4+wLf0bqjxC5b1xlVjfrhx75EEWwQ2BB7FSzSTzQZRzuEVddBsUAX5pve8+XfpZ+cAnfggzfBoe/44VfYbt7Azcxz5G2r9/64q+zuvU8nWLBuDiV+ftHLvwu/cUvElcdUzTcjuVC/zXOXf9LHGImL76Cl85oainPmz4qJP/1SzMJgU5m4ijKiUQVBY6quLT4SZ479TcApMMcleeExeEDIsuAqm7m3PSapCZry1EVC/3X6Aw+2owxgFA5YbbB73YL0Ipp0mdnYkDNyr6NZxlraqkJrSTLicg6120gb21ZwqW9V3DrHCG6VHlOdZcKd57ZDDp7qJ8IjWM6zGOSKmFss0iPbj7NWvvLiMw8v+ubGJ/e6DpR/uysry0IeezV/8iJ9c/jEjFOJgS1mRMPXvwwp29/CoCnrjyDl5vN++SdzxJawB9XXUpVmDlVzvzJ40GOWxZo4XB082kW7/28+YZ984xBtMft7lX++IlfNmMzLlF5QivdIsz7nMtM+/QbWqlxnbz9y8aAGQwmlFIR5+bbzt4wxtYUl7lW3PrU7U8hlMQdViitUbbO7ruf+TegFelgGvBt2r/xEZsAJLrm4HDMvH7ynj9G61cpg64BAcIcgG+7/yYtsU8ZdFHjMdoKbM91a2IxpPZb1EXVADe/FdNyzfxLdidUhRnLSz3YTC+hHZ9se3AAlMwORllWOFX5VcZZkVe4VY5b5zzR/WvuD0yMYTax87TeZWX7y7ztxV8HYHh1jSpJ6Y5vI6n4wLJhoNNBRl0UdCZGu+A93Q+Z51QusihppWa/OxGbrNCSCDUaIg/U2QUoZYjMCyq/dai9s3OYkfry8b9Dyy2KqZSPFdHebt/EK/caN92UVf+Lh3+LOrlB5RmQrW266tbiU5wuv0AZ9IzavwVu3zH3q5T561RBB1kUDev5rs6HaYttNMKU2noDiQyVpk2SwBH/ddy2icVKh8VMBw044b5k2hOFTBJcKyFy35WP2naJqioCu+fcmHvatI8MsxbdZXjkpWsSAtyIDtv8j0f/CQBF6ZrC5xagAfhyQGHr8Wo3QNhYU5eUvDBntbbG2PuX/hVutk0uzTyc1mYWSNCawhou2hoeb219DD+/Rmmr/ExZyRPBK3jJDQpbbUcVd5VucmySTn7YWCx86yGpZve7E1NivMxlU/sW4JQtJ5hsDpvkFIDa27FjULI7SfHLMX455q0v/Qdz/9YIWZa4dYZwnqFqGzJifOtwH999vakAmtAKoSXnwmf4WGYGYcocSBHgFZv8wOL/CoCnjfVbFwaggWYS7DPu50YuIghxZYEbSZSe4BUhldQ42jBrAO88f4Mwb1PWEkHQtPvVhMrvMPrbv8OxFn8pFCl8FYNWbSuCckIgW2iliVPzvl6dE9Z9QtmiTGv8KV1cZUzCPp4O+L0XPszYZufMd7pkvvnmn/vkv2Fr3wz8UncBr21dK+OSVjYDaI9hNrN8XBlHvXDw6gJXmefkBShdoNwIV+b4VthPJkYDLJAxYl1x9injlE/7lZHscGPcOmepuIQUEj3xkEqyMgrpTNZwdE3pJbh5SFkVaCdqLNTcS3DzgEIWVF5EUI5wpUR5Y0Ib8xMoD40meFuHxO83oHdcX2n6vxYJQRmZ4r4WoHlVShrs46V2Ydv15dUZUdGnU85TyxrX3h/lfY7UN3G1RzLJG4B2cu3zBBas9r/4PJE9yB68+GEev2RiTtJhSWwtqbOdz3DPjk1wuL5HnRUox6fw8gZU55MameUox2MvfI5PP/zvzbwZ1VBXSDfgTPg871/6KQAmqYscjZBehCdzpChxZMHlzZuGvdMFQo1xvRJPpuQ2YNfRgjjb4b2dX8Uvx/Su7FEphXYChJrw3sVfRalNlJWneH37PArJW175f2kn6+C2kUmGtADtYw//b4jyBqWdz7kNGXh370NcX3iZbr7I9eF1zl8wYPXMrb/DrSeI1DO18qTJ8rzvykcJ6j3iusNusodrgZhbZwSWXRmPMnzLXHh1TmB9509deRq3tBIFMiewACiuuuQyIagjTm0+x1teNszweC/HKUtqN8Krc94++q8AVDZTey71uP/2LqmNC01HJTqbIL2I3vgmbxOvolHUlpSQbsT84BK90Q1QBZNhRl6bmJx2ssE9N/4CIcfodKp74BIUA+6/+lGifA9/rKmlRDkxQtXE2TZBfotiME0aMfPx/nNDqC8hnTlTCs22i6PXKZ3xDATY9qDTpu0MqP02ZX/YADS/HdPGuJyzUcHU9Rl0WrQDC9A2BxQW9O63BIllTZLtYaPc/67owzzu/b5pH9VGxkNLTt/6JI9c+BAAg90MUWZILyIIBW3fgOd0MhVUjQiqcTOWo619yiRBeiGZs8MfLZpFmo0rVFEaUK3P80Tr46AleWXkFoTWzHmbfPu5P8BROaWIUFJRezFelfA/H/l+HFVQiBayLKjt/H3vkz+NV6cEiQFOyromnzv9l9Rin9JpGeV+a/z91cO/jVdukFu325To2483gXIG0Gw5wM+ffIqeu0sVdKm2ttCWQWu7fWoKtHDJdoYNSO4GIx4MPolyA9LNfYRlyt7Z/WPOuQY0FMMEWZr+uy/6EqFnjI9sUqPqGkeWPO79OW8PTfznlEFzVMXx9S+wvGuBW6pQVYVX59zufoXnT3zctI9rVFkRFQN6ap0PrppY0LwQyKqm9mJ8UeB5Elem5Bag1W7YADRP7VOKljUkgkaLUjgZldem3tlBCw9HV6z411CqoLaM29TA+LHVf8qR4hUqC9CknddPtP8CdEbpGRJEWaD3Dd3/hFIphRPbKgxmPT9+/rcp6y/QKcxeM7VWH3r995ksfAG/DtFKIywIf+j13+PBWyYBbLI5QFs3931X/pSFfVNHeP2//CF1ViCU5MzNv6EOjfE0GWZsjhOU43F06zkim+md7E0MuPViHCen6pr5nmweNsjvvt5UAA2tqb2IQKT0GOLoisTqginHoPjAyfHqMY4wsSF1oYirkj/+ZYnS++QDabL7RIQrC7xQ4Vd7hFlMmuU4hDhy5k7xVMDe3hBBhGNlG+K8j3ID9l+6iCddhJYILUmEIKpbDLMRvs1k8XVKUI4QuORpRZRbgUmZE0qziSaDEs/e79QFk9Bscnu7Y1Kb6tttt/EtEHPzkKdvGwbjP35xm//ykmENR7s5kXXvebKg/aKkcgrSvRq/dJrfjbIUoSSX9rcYl7sox8eVOa6qUaQEr/eRdU4gI7w6o7VRoHVBemWbShYWNGQIpUn8IWLsUauapYkBEwCVO8EvQsp8Qu1FuDZoTusJXh5SyALpRrh1xuZvfxnlDQlLA6wC5aMoec8v/jPecnXIue0uaG1Ar6pxVI0SE4IiopaqAVyezEnEAL+IeNt//hqyNGnao7yPqz3yUT0DdDIn0mYBjYcZni0y7skZaBhdvE1g3cZenTcU9nhtj7al3oMAImXaz/yHjyMzq5/m5Q2ozlJFmaZIL6blVIjAjH2RagPQ7Lyecw1TMKkCqlu3qF0DbnNXEJRjLqxf5qWdl4AIrXO8cIQnM/LaswXIzZh1lgsz70qfKs1RToxDRqg1lTOm8rqoJCGQMdLJEYBXj9CiTZ1l1JaW/dFqk8rpUzgdtNY8c+spM6+TgnHYp1ss0s/6bN3abebX11/YQ0iXqpAEcjofc3xpDpp/8JEfwLXVIDw569PJMMe3zJ5pPwDEbEWPVjdp2ltVl7xK8HSAKzPi3ERmJ/sVTlkiPWN4zAljzFSWZPN0xMp4zDtfWEHrmmxUQjZpAJ2nFIU7Ibg6MEXF3RCvNn0UFSPSjSGZBYBT1sKrR2ABmsZr9NyCcoTUkRFQ9SIQOf5yiSP7zftoJwKtCCKP0u1TBYuUw1EDJk7FLSbBiNKCgNqWj/O7nRkjtj1oXJ9Bu0XbJkElwxI1BW6dDt3I9NForU9lGYhFd5+JLdGU7Iyb0IDASegJMx/HIwm1RDnTvjbjPdrLEFabyy82aPkWTFjDWTtmn/UrExox2RlTJ4bNr7yU31hqg0rJchOULb0IX2Q4QuHLCXmqUEVpQINbor2QQI0p3RaqqqndGF+nCAGB7FM6HWRRIa0R6dcZrXSLPFo27lsRgsrRQlM6I+MeTpKmpnvp5qAnlNbtpi1wq9wc6QyMe7iUDRiu3JyOv48WLpNr66gpGBYZpWeA7mS937BJQewxHxkv0NbfPImwDF3kjLk3NgBtuDaktgZJIFICYcmI/Yw6r1BuQCBSupE9P/qZYd1cs/anBkyWaVMmyYsovZxBe2KY21FJXZo+7eoNApHiyJIy12aeuhGeU6C8CF8OyFWErMzYKMdKnjBgEh2lGGVIN8SxGSKePyIP58mvXEMJH0/Zyhu6bFyZ9dTAECmxHlD6VmyiXX6IAAAgAElEQVT7QDukZr6PxmjLoAUipcDMwZ/77M9DNd2XM5TeJZJtgjpCTeWY6hQZXzcG+LBgGhZ+cB+f3N7ByW1294G9KK88ZFagHRdXZrjahlINEnbHCdINcQ8Yi8n2CFWV1G6IKwrKXolXpSR7f3/B9DcXQFMK6UYETsYPep/DEyVZOtVrCRuaNaz2EI5h0FQBvbGZVA/fnhDuzfPc5RdxdIBb57iB4uzGOkI73Lm6hyBsQMbUnXrt/BqIEMdqlU3p9p07CY50ceuCQFWMHBA4JP3CMmgKj4KoMAtptJMTWabDqzOi2myWt744xrPWhVvmjC1AO7P/KOv75reWegt8+Ec+BMB8tsKrGxcAuLBVUgnBJNhn+9aIVm6ZCZnj5A4Lwy2KZzcI6ilAM+r3cbZDkvlsFNfs+5hvmxvt4F/LqeuUTh41B1Mn7ZM+fR2Rzw4yLQXjcIC/MUclK7SImucc3e0T5W3qNDFAzI7N49e2iLIuRW0A2rSvcfZp5z3KuiSQIa08RdwZEpYjymAOR0FQh7jKvM/yYB9Xe/S/fAHXUu1enVM65oBYyI4ySPZnfZ2bMRj+xP/d3O/KnECag2y4m+IXto/qnNC6zIY3NgkPsjd2Ad/61d8gtsK7YagJLPgowzmkZdwyP6fwUoQqmBQuVZob4OMW+P4ItKTaz3FK0x6IlMDJcGVKMqrp//6Hmz4KKsP49fIl+nnfusUKKrFHXU7IVGSC7JUBdJGjGLRGFMEcxYVXkW6E0BmB1uTeiDLoUe/sEMgIKaYafCOU10WNR9RejEbS0zmZt0ceLiCHM2Z44687OHWfQEXs7Pc54bvNGEz7bv/8VXzlNn0a1Kbv2uUc7gGmLLJZYBduXGJacN2rM0Lb3i0WyS27u3A6x1P7aF0xl62wPrzyVWO8ubmLW0i0cM1mLEsKN6O8EaCURrohXl3wk5+9RJzvM9pNcNJxA+gcBd1kSHR5QvbCC5R+zCg2B2lYjqhe3yTNDdiezl+/HDUuUUTQtAflCGSMKipqL0aQ4Xkar+wj9z20mro+C4QfkUR7FOEc6aXLKDdG64rT8Tz9aIJ2fCa3t5FWd8lvtZgLjPt1uJk0AM3vdphzzN412MnRzhSgdVnw1gDYu7TBvnWX/+vsl1nyzP3j3bSpkhI4KfOuef5kJNF2LP06I7JgeLxbMq0rH4gU3zUutUnmkOcFCI/UzxFogmLIpF8gE9N30rMyOAzJdYQcDandyB7QEOgxRe2j8pzajfC9Cu0GFqB1yHIzZoOw4HwQENb75MEC6vOfMcyazbyfBHtk0SLlzZumr+1hW3gjs15HI7R0EKpEORKtJ1Rui6qsmwSLyi2oHPNeo41h09elm89A782tBrgFIiWcM/vJaG3QPCeIPRbtGAyubTVFTcJ2wHxo9vrBnX2UZXt8kRG4Zt0Mb2xTWymJyEsatnIyKKjGCcoNjIEhC9w6J82FEat1I0o3p/bAr8akoxJZmkSgAANu/XpEUTooayz6TolyIwI1oD/3EPVognRDlGMF130TQvTJ//Qy0osaBs2P9tCOz85LBqD5077GyIbIojQgXxc4QhFZgKZqiXSt4SFyhEhBOCTr/YaVDJyMzMq+PHX+C1DNzlKtzdrvFotEVWzbc7QNsRjt5gj51fv4eH0fMa316iSEtj0ZFJRp3jzHFeb7hvspaVZYb9S0rzPG2xPqNEO5IY5bQqgJiz3Go7syEu663lwATWtjMYkMhcCPFBN3nuzVV5FOyIIdJKip4kfoFAsEMkLb7K2dOUOlfvIPXsHREa4q8DuS1d3zCFWx9vwaiAjHsj3zw6uMg332Lo+AEMfJefAH1+mNbuDWGXfG87jasE8LcsyeVd2uNj18GeKIHOHMgN6tT79IVNoDS+aE0iyw9ecyxFQZvcp430tmUr3jznfx+qahYtvtmHYnwu1oTg4ebmLcSgFa+bjFJW6+vEurNN84Ffxc6r/KWBwhzg1gnQKoTrKO8B6kVXTt+9h6lsk6w7l7mL+xi4s5sACS9jH2Fx/m8WcTw4jJHK0EJ4ZHcIuAy8/tWGvZ3L+0v0knWaBKxsaqYPr8DYIqphpK41q173libRNfRWxdu2OYuylbmW2j3JBOsYAvZ89/x0WTlnT7j/4WR4c4qsLRNbUw4OAfvvLTs+B/y6ABnD/1gRmDVhfMj83YbHz0c0TllNUpaNkA9VEWMGdT3b06I852QSuGexUtzzwzjiCsxjiqIo1XkZaZyAMTs4jcYj9vUQ4naMfF8Uo6Vvzo5pnvpLd2k8qNCe0B4MqCtePvxTl6AukZS+14X9NON+iUJxgkQ7QToUSBE+yiqiFjd4FhOsLFsJvEHW6s7JK2Vik+/zmziZLhA6NwlzxeotjcJqgjagvQBt0dKr9D9pknqT3T3tGKzDOb7q/9yW8S1DHo2vS3NAfT5uclLTlzrU8NmLVPfJFvemVs+zSnVZnDfiE7imtjf1yZE2fbaBQvv3a5iQ90dUlYDHBlztH0LGFt2oNQG1V8tcWJ0QPsTK43Y+NaTTT17ByimLGhbuUQyhi5HrJ1bdj8LkA73WT7Wh8vHTeGR//VLnG6ybhzgvzqdZQb4bjmYGylm2RigTwdNeymWU87eMOQqpZogoZZa2U7KN2jyo1B4pDhOhrPBqx99g9eN65PnYMXMur2QTi88NFLJvBc5CwHPXY6pu/2bg4MaNc5wo9Yikzs48aaOYjRCr87x3y4jqMqbl/PGyYumJsjdFLcesiGfw+7ffMOvsg4GtxAqJr+ZoacsjdOxpxjxvJLLwUNO2Tc0uYg639ONHL9wb3vNN+cb7GXtRjacklpWPD+n/HoJBsM9zR6bw/phlSe6btxtMWkfRye+ZL1kNi+E9uk8SrexVcNw+xL8CIitUsar1DsbNh5mvF6dwHPG5F0TpB/7mlqb2Ys7rX75PEKmx//lGFpLGiYBNsox2dwZ4DWjhkDoHLM2v/9L/0JWrsIVaCFZm3JeC22Xr7ZuOkqtyDpmj1k+/ztxvXpOxllz+wDO7fHM5DRjpi3LPn5Rz+IZ0FAcPKhhj2/tduaFgzBdzLaXoZwKka6h7ps5nvopfiixCtHjBOHcpzbeW0rfWTbjMeY2DEvorB9HdW7jDLfZLp6Eb5N4onqPqmKUZU04Nat0V5E6Ztz49JfXaF2I5Rr92VtSp4NX7+FdCOWhDmzOi0zH69emKCcAE/bMAJhDIX+63ca1hOgo7fRjstoc2wMJ5UhhEYFZu7sXtxoEi98kTFxzRo/PjiCrmcM2lJuvCXv2vsu4soa7DIjrgx7/tpT6wQ2y9Ktc8MAa0V/fYKw4Ymrb5lw8Zv2QBX018eUNq7Wq3NUkZN7CYPNBH31hu3rnL/8WkGUbTHYVxTWY+P4kgBNUGzSzw5n8999vekAmnZcApGyIMaoM6tMuqe58q9+jtqL6AkL0Gw8xTde/WECGRPbbIy6+GMAZAlChA1t6dcpc6PrDK6N0SLEsWBCoNnqXqfYqQ34IMdx4bPfUrLUf42+e8TErNUZ7+Y1tl1N5ics3bnHgAwnRUuIs12ibIdnn6sJKh9h3XS9S2njTtW2HqRblfzw52YZOX7fAKiPfPk2d/ZTHvu6U5wY3U+ntAruQhOWDu9+5XmUgk5pFdntQl3ZfRmAdnWvbbcM1+bT4MTc038EoAFER7eeQ7khi1fjhoEAWOwbxi5OjiPduGHQzt38DAAbX7iCtu41gLnRNRztIm9pw0xYC2Rx38TFOVccKusqxXU4fsdsPJc/c4NAzlxHXRs0fK7/OIGM8O37dMe3cGTJrX4LIeLmoPypj15o+i6sW01fT10yAKGct32RceYLkla6ye07Pn45ZYEyPJmTuztsHXkHR/ZV03euqoizHXaXHqPjmvnWbrk4ClrJBnuLj0AyjbfLWVCKrfYVhp0z9J+2ZW/8mq5wmdbFyfQRtOMTWO2LMjBje/m6aMbgz9/tsNS/AE7A9oXcADQynGCPotxDC5crz28Zw6POUfEce90NpNdi/+IWtRvjkCPf+o/pt9fQwuXWK9sEMkJZgLa9avp69/lb1F5M7WS0tKbwzHt1XngXgTQGjADun9is6vMLOKU5uAWadrKJoyquX86bWCBX5px+fZvSzbln7604Ngjbq41rPXeuc9/u2xvDwxcmw3p+dI17dp8gqo37OzSVmNDVC6wkp1hOTjbPOXjpsZF8cesCtwJVG0PnyoubzRgDzA2vMh5q/FHLWMUyo85cgvw6ZTjP+mvbBliJiZ13t0386aW+AQGWpVkYruHUPrcvDUDMDIzO5A5CuGy8PmgYtHw34PSmYVEuPLmB9CIgAy9i3DMA8sromAnKJmMxmOfOwhpoxfUbanaw+jHdYI/e8Bq3dkKkG+GTI1oLhHHJ6vYLrG06jbva79nsN+c64+5pgnTGHARdSXdym+u3HeopexNoYneW4ZYGx5u+axL9akHqmr3LP2f0t3rj15nIFtdeM4BDWRAw8a6Qto+hXrwKQGXn1c3lG+TxCuNruyaGJ7Su4tY+ebxMfWXDuDgDBW5AL16jDOcpP/kMtRsjRU7kd5EdA47OP/pBAzKsHMOoZdbvp66cNqykfZ/92IzB9VcHFnzadStM5vTll9bRwkdYg31tfhO3zrn84r6Jl9IV0qn568Uxjiq5PZ5vYs0CkaE6Dq1knRsbPkyZtXarMcQAKitGErRDQuvK3Ajvo87N3hCKlNhRVG3YWXkCeeWGaXctuC622ZFL5DYpYzqvddFnL+tQ2p/K/SmA22LgLpMOcqRnjMLaa9NSG0z8FfLUujjdGu1GzM+ZGrnXw7eapBPfjNmdh6+zuvU8hTJK+r7tu463RVxts5PEhoGzfb1nVWFf/YtXkF6Mb4HbIsbQvvnippm/FrjJeIjQkqsXxig8XFXgCsnQLRGq5uz+W5G22o5X55ywQtqn154gshIYXp3x8FeMIfH605tgSRBPZriqop1uceu2agBae84hO1uQuWtstx9ArG809+/0E/Za62xdTnCu3m6e/+ff0MOpbrJT9EiHdgx8Sag1QXqeUh9OYrn7elMBNG0zYUInIaSCBw26f2XuW+1kMwN2sv87AJwaPkRYx7RzM0huvYO8r898vgKE+Cpn4X7zb7rjO2Rj11DgkVVN9zzGYR+duGgnwrEjefMhydXVPnm4gKONS1RIhRSwvnSTI6NzBDLGLwuG19sIdHNQLZRvwa8SBAZHPvGKCWwe9e4xGV+1OZimGWOrEyNX8CufvMwzP/kzrCbXEAi+0/t+844ClseVCfAGQmkPLDl1xxprMKxXD7XPD80meWxsgVs9bb+MI0vciamy4NtI6be88tt41YSgWEE7Ln6VoBScu/kJuqMbTHZLlBs3AHB592X8coyzRrPgAdrpFp3xLTqXKwvocpCKTnaH7ugmW5dN0Pf0PXuj67SSDc7uP3GIWTNaOJqN8EGUt4hn3zOoJjx40UiqrExO4tepqa2pKh4/b5XYgzM4qsCxEcDHN75IEq4SZzPgBnB16VmS9nEiafR5zrx7jb/55lWObT7DuHeGI2NTz7TV8kE5HN16nqRzAmfDzLfKzVmUkpdPmozKrVu2WG+3poPPF8/+ZwD2F0xd2XDpKKU/R6v9MQD6LDVjVrvQHr2K1hl7lzO04yNFzlxvxMVQ4Jdjbjx5GYcYT2WoeIH1+RdB12xN5s38cyXOybdz6cQruHXK1fMjAhmj7OZaRq/jVkPWe09QezGVm9FWin50GPROD4Fv/fTLDIMd22dxA5JcVdIbvsBOcJrKb+FI09cCzcWVZzg5fBBHH2Zux84zdMp5QmXm+xTQH+t/GU+GLOSmj/zYRVRwdPsVMyb7j5o+sofx13zl35p5kJ1q5m+55/OtT/46bp2x8epm06dm7E1Wa2jn+3QdrOw8jVA1t25JtOMj7IF4dOtZHFmSXNi3IMDcv7rzAo4sufTxF1HujL1Z3jPv+fx/26TyWngkyNJhee88Kztfwa1zKr+NEBl4IWnvFcLsNkJLKr8NomApmqffnbAweJWNUdv8LoZxcxyYH77GuIrJ4mU8nUPYxfE1c4NL1Mph3DtjmImWrR8cWTdObOZvIDLafsnq7vNklUeSGTDsRxo/kNx35U8BmMSnbV+b8T97w7AoSWCf0wqRuLRrIy1z57wxYGrrFvudb37WzOuuGcvCJtBcPvIsaMVuvYoWLrq7RLH0CN3Oy6AVe+FZ4+IMNHgRJxYMk3Vr7bgBDU5G6fkcb5usXy2cQ2Oz2TVxk6pWJkZTZ/zCzh5bndt0Jne4eTVHCR9pmbvS3aQ7ukHv9knABwsm9uYqjmw/x8aGCbXR1sCPqOjJy+xFZ5BOjKNLXFETOIre+ALjKiaJzPwKe8bDcbVtXdNz50x7p2VL1ZmQi9rGlpuwB8n2yQ7KDen7p5p287JXKJw269sG0H3u0YL//Udd+tU6WrgMJmadFVbrMeAraOFy7UVj1AVOgvQ7LOuX0MLlqS90DBj2KrQXciSeyohD7bUoLUCrPI2/FJO5XSq/jW/7LhA1gZOSiK4ZMwu4Xl+Zp5ve4fbFkWFJbftqeJU43ebS02tmzHRuBHHbBcv986xtOodi2dLA4cj28xxNHkNZI8/EiKVUFth3y9k8nduTTSA/amZgABzb+CLDLMCpzLoIWz6hllxdfJoiWkRu23KHdU6sJJdWniPflwwKo1PoyZxv8M5QqqdACEa7NsQgMJVWCl7m/+96UwG02mbWBCIloKZqG2tlf8EUKY8ds/EIZ58wMwtA4DCXmtn+aO/tnDy5SqdcQAgXX+dE8wZ0dSZ3ULgor4UrchYemKCEg2znOMohi1fwnAre8xO0VGWy84SDdheNMrel+SfthEBGzGeruMlMnuEhCxp8vdRkS8Isnm3cO4tXTxrLdNq+mpxBuZJAFjzy7N9S/MrPADC6YSbP+249x2/9+V8RFkMcWeIJA9CmQMmTuXFJSCPMOD2APJnj1COW0lPN/wM4WtFJ1qgxGjnTd3V0Ta9cowxse52gleDWqqCdbDCym/p0UxRo5oZXEYPIxOp4s/TwdrIJRYx2ZoCuM3DoTO4wHjtNcoJ5Diz1L7CSnKFd9fCqmUV/ZNtmVLbvxz8gGNyxYPX4+IG7+trMiVHvbOPGno49QDs/3jBuANeXb9r7DYidXxqyfrrDR95jMn16pTlo5roBSMHKrgFiw9hsuqWX01Ka2wtbeDKj37rHfFNU0nF8Xj36ElGxx8DqNf1f8Q4f7cSE8W26+TrD3rlmzISGItAgN6m3rUSGyMi883xl9X7a6Sb93QSI8FWKiuYR3gQh1hm1TiK9COEWOF6A55UE5XX6SUggYxzrnvQdReGsM5q7hzxapvASWkpTeCUPXvwwACuTU3i1pf6l5hteMIe3q4/iypzVJ8wavLNyB+nFTNonm7EEWN69gKs9XHFfw7gBBLlhM3xx1j7PFi8fGmZ1zvZ12HJxpODR61tUTsnJgVn7gR3n+eFVomyLudK0+9WEzWcXEBjjYG9zWkvRvFPhTgjqEV6xbL/JzItj+wWtbIe93ByowrPJALKgnayjNnOUGyKiCQsPTPDrjN74Bnu3Rk2wNnBIf64IF3DFmKBn2hb2LyK9iEnnJI5IwI+JtMbNnkILl3HnJFpkLE5L6ajb5E6bpHUUjwKs0Td1Ne/P32+BW4QQMJmKXU/bY2OAVG3TnsbGaAtExhwJgTD75KC0+lGxxvU1S5tfQqAYtc8e6utzNz4Bbk0aGPARxAG1E5CecHDrjNE1c9/UvZaGEwKZNPP6+pyNb/MTYj1hZNvPB31qP6TtDojrfUa9cyg3IIwEeCHzvjEKRnP3UPodKmfCxPXpeHt0Wruk8Sql38O3Adylv4/iWSo3pvY6OCKjqxQ787Cwf4l+XyO9mMoCydxXLO+9Qne8Qu3N4eiM+8qSvS5m/SmHND7KlHEbui5+vGfcpXP3NexQgGS/a4DT7vLbEFoSzhlx7jVbAmQwZ9Z+ZGWWygWzpw3nzF4ROCmhkOxZdnDYs2NgyYi9uSFoxdrQ/PunH8q5eEpwoWuS3bKRlbawrsm9Y9v41YSti7bUgZNS+x3mw2vNPEU4+IFxcUai4qRzsfmr3EpWKKHwOqaQp3JDAsd8c0iFcDWV2zJAzzJonqNwupCEyzZL1N7frljZfZGdHUXpd/HI0W5I4NS0OyW5Cij8haZPK1+w2H8NIWLa8gG8KsXRChfN5uOGOetW9xtXf5UgA3jry0YmCm0Mic68jVPeN98llGkPexGh1rx6wrDthbJ7Qp0RK8mdngFc+dDsCd79e8RasNtZx6sSsrFl6GKHUMNOr+K+tU/w911vKoA2DY41AK2iqBUnl2YHbexZ5sKHY5ufb9rD0mwUPWeeR+6dCRv62sSI9ZdUc0iD8fs7rsava+aPWD0o4eA5NUTzRFoytBk0ZbiMJ/Mm2ye3m+JiduyQ+OFSf8ZC+AcEMYNyNMsEkwdcm3WGsNS89jSLlgX0ZM7camxqfHmC9182ui0Cbdx4YhrjNtNwaadb4Fja90B7UGwT11PWaPau3fFtk1l297uGCWoaoFxNyMJj+NI8fxqf4h14Tm98k9qqonsHtGFb2Q7S6SG99iHXVCvbphIxnWLh0KHeG93A0wHz2dFD9091spQb4KnZe06BmNDiEECLs12Elig3aNzY5n7DMraqE4fcN3st85xx94xZ8CIn1oKrqwY8a9+A1Wh5DpQgyvsExbARyCzdnAfLEukq5hmQti1LE1R0nRApIFZD0pYBz7vOHr84HxCImpaXU0SLTZ++elqQBeBW2yynZkOp7KY77CVE2S6ROo4QLiEZKl4i0oo8HpC0jxlpFK8CNyBWmjzYI3V7RFUbphpGQnNtyWxOSfsYo3BCTylKHzo2jnKuWCGsZjpD7WlfizkclbH44ISf/cD9nD9jD9HeGbQzG8sf/JwBXMI9eWjOfe+XzHNc5xSOzBG2KKkoxrhdRaCN2zdoGyvV0YpgqaZdmfl1cJyjfBvH6lHdDdCn8SzTebozB+3xOo6yIQYH52O6xbhrrHHHm7mlfN2nUHbdHB0Rdi07nGwxLo1B4h4oDdfZ/UMAar+Fz4hz3757qO9qr4UQCXghkdZMLCtZBT2EU7IUG8CURGaepu1jeKIE3+r9WVZDerEBbrZ90rFlnawxim8FQS1zlbaP4qgCITQLYkJydBmvTskwfRra8JlxGNGqBxTh0qE+FWiqcEDlGdARtAKk8MmXQ1rZDvnYLPrSm/Vp6CdNpY7Szt/cgbZfMLLCqZ8N1vg9vyIUFYE3a/cDgfBCQirmWiZ+V7khlTth4jr41KjFGOUGFNHCzLgUmkFvjBYuebyCI1ICrRm3BL6fIrXDpH2cwr5PFijmRjfMu7XP4uqcP1vbpKs6rC9ad23nDFpnrISL/Gm3g5wzvzXpnmrARChq1lZWcWVBGfQI9RjRsmDbKQjrcbPG43nTh0lLE5bDptKCyeKUJFrhqaKZj1MGrZw3BvJ+995DfXp1eZlWtk3iWhbeulV3VxStfJdBZZi131n2qaMl/AXZhLEAhIFEezERJeKBmQh8Hpq1r4XCWZhpJYYNQ1fjBhrteOTxMoHV4gypUL0A6Yak8SqBSJDH385kvkXop2jhMpy/D18YgBZS4R437z5pncK3DBqBYG5k9pCWurcB4Ucu9anaLghNqI9az4kmHgvibNdkqYaroCXlttlbWtm20VHRhlkL53sEWrPfGuCoilH3rOk7mfHdL1/kd//dmFjto6ynpbsy4v7kVTbnhTnrKqtCEAUEWrO+JDh9+S/4+643FUDT9ug0VkVNXklO3DsrudDxjVVQ+tAbrTftYbbLRmsRWdWsHJ9r2j2L7j/yIx6ffMfsgPfcAuGAqxUnTsxKuXiehGiOAM1Wb61pd+u8ycapWjOf80Gw4qqqoVoPxkMJZgChnczaAY6dMItXeCHvv/SZpn31tFlc2hNc780Kvk8Vzx1VNu4789yN2XsceKconyn/HwQ+3fGt5r+noqAATu/gv91j/HRKUOuG7TPPOQisZvVFgmg2FacAyrxPdqDdvI+ng0Pv07Ob5d3vPw3YBwjoN+1+nSGsrHuU7c3eX0vzbwBXzABaWAxwZInAxZU5J//Rcf76h10yb4QvjcbT9CBrIRi1KqKiT23LfYXzXbylwIxlcbt57q/v3KKjNEpIFlqz3/Ojgs40Y8mfHfzTMkgTLyfqzfrr//zhiu0FA9Dm9ez+o7b4chkntIttHMsw+ySo7klaWrLfGyK92Lil/Rpcn5ZWDNvGxRHKmMdubts+1Fw6Mnv/ntdnTilKTxwaszidicLG2S61df07OkM4MO5EXFw0Bo9yQxw9G7OgShiG1i16gMX0ZE5iJRpclePbrNDAc1k6bRNfZIHbnq33+6ZJk6puXJzm/aY1k1Qj0AvcNU/Nbz/1qHO4/dD82kY71vDwU+7/vk1+/H9aIW+Pm4yz0Eua0ItWutkYkdN1UB+peOT6leaZkdPH8TWDronVm16uMwbPWPD99ux9hFvQCefxtWZrfr8R5PacEqzcRtoJmm84yKyNe93G8Jwya2DmR1hPQbYB5+8TX2Htsa9t1lpQjRCh6fcnz7yFVv+G7dP6kNGWOLP58u9v/iE3/BAn1Obwm/6Ce2Ccu9VXtWsBUUejrOhsHhT8hjeidkpE16P2zXuEsdMAtODYrKxV7o54jYqQmuLoQtM+lWNxHNhYns0DzzJoAHrO/Cm9uHmf0jN7zrRyyTTQPdQuawu2iLrjosj53jOmAsDOwrjJOp6yRrEouXH0XFMRI1Z9sADNUwVdx4C6QI1xWuZccnRNV8ze1Rc5gagpak03KBp9wmkcWxBK5orZ/j79hn7Xp1XsNfdPAVrhSbpuQmXruY6jjEE0T9iuOL7+ZPOcuFeb+UiFc/Zo0z6KzXySQiOOzM7SKUDzqHEPVL5ZPSMAACAASURBVEEKnBlwq5fMONZ+m9BJ0csPEFAxeMdbZmPjlGg3MEzcvQY4KTfAJyUXghcf/wg1ezi2dOF0jAG0K4gXvUPt7aGDQNPKzPpwZI7jWKkrVZnkMREamZvVU4Rag9C0nAm1P/UKzc6oue0Zm9h1J6wUO6wviUNnVNCNCbXmi4/cXdflq683FUCbXqFIiJ2aolac+LoHm/a/W95i5AgKD+ZHt2jPBQQ6oaqHlK6PGPSZX50pTHeqDfQj34evYW1ZNUCmG2whXDOIDx45g7LoayGYQDRPoDUbvd2mFJBfJ1BBICuk36OYBnAe2MikgOW986AVS/svEd57T/N3kc2UcpYP0MzAwlH7rtmE77z1bNN+9F6zMOLhNu9bf5mtVo9//U9d5pRZPOKuUhQH2cGDzFrPWiLmXWdMg+/MDoipRAiAXrGLsEqaw8WvDwOuQwBtPANorbb7hu3+AZdldzIDhgeBW1T0G4DnHygF42jZWFMdfaDYHOAXNwBYGF451N6wa86sjwSa7uS2/d2S8Ng81YJZqEurh5nBNgKEoGXdSo4qceIuc992jF/6IQefWV8ckcZSV47iyP1LTXsQ1XRt4LZuzd5jGNmMo06CvzKbp7kNps4DOHOgdNK52hgJLX+HkJlite8UuGFMrBXryzOhxMBXDYO2sTADro07Ds3m3OxgPepdIdaayjOgt7QusIObkWBW4sux4DFUgsybNFUTHH24lMpuy/z7aVzJ9Dq5td48UziWQZM199xvjBChakQ8q9+6vGoQWpztHjJIlvdNfOXc6DrOgZq47UPz1Lzrx98pYHV2z8FSQ44361OnPcGLFOMoYntltibaXoJvXYbXzszW++ihEff9D5v4IwMAHbvuFlzDUP7Oj0k+9OMnZuy5vwZeSKw1e728UX933BIRxCxJyZ3Vuok19Z0Z4Eq7cWNUhWLcMGjjbqtZaxFDcH1MrZSSpVUDJLU767egmzdG1Xx2HW3L2T157xO0c7MnxPXtxi0NcPzWbA/5k41P8EuLEb6o8fMbTfuD+sAecnp2aBXebPzj1dlRNQUZf7RUoY7Myo0FsYvwIwIqWJqxN2e4zKs6x6cmPTZbZ9Nvd4XmzursIA+dlJ4FaNnKbOyn71N6Zr2PA/PNgU0QibTg1lLWjI0WGd977rsB2GwldG3fTVmjrp7Qj+ea91hWlxuAFqqMXmC+c6G60bifHV0xf6BEsSMUPpKskhx97MSsLyyD1hEZ8+3Znl7ab3DjNdrt2bf59v7CqVnozNqHcc6G7xM5lWENtcKRBXPLlXFxUiLPHuP48Yy3uX9IEpk+SRwoV2a1axdCMy89JHpxlrk4jQsPRUl2/MAe6CQ48QIxJYP7HmjIC9/NjdadqCgfurdZH75OGTlmjtxahag0Z9rBs6S3u8GRk5bdGh8+D6Zg2NEFJ987m4/TcBhH1YiFMwagAe3eLDzJk4e9Oc03O2Mirfn/uHvPAMuKau3/Vzuf3H06d890T84zMHkGBoYoUbJkVBBEUF5QUOEqCnpNIGIGMTFmRcV85ZoQUCTJEIYhDEzuns7dJ+9Y/w+1+5xpuH/vx3vft75Mzz57n7N37apVTz1rrWftaZt+H6mmJE4kmUwJ+PFd/Kv2/yRAazL6cUSAG4R0Lmpn4cs/ZPlzX+Mb3Tb3ZdKEmnLlXXzLGpaM/JhxO01fcZDU9mcJ9u3mwlvWM6v/fjLBAMJOk5ABe1tgxXNfZfH2LeRSDcM875dbye/7JDP2/ZkZzaPgZDGl2gH37VHlHFrGXsAohvzy1zeRK9k8PvN3QCNAGOCy9+rM33Efmx++nqZwK9lT31z/bHjzMA/M/XeMQ55j9ntnUF2ijOfyzd1k2xIsevGX055/6RE9rD6xj4UvqpqEJdPhtS5BJvsa81+5j9kD9047v+vAo7SOPEN3/x/r7rtAg64DTzBmPU/H4BO0nnli/Xw3X2L58/ew4R8fnVbbcWKRwbonPsG6Jz9ZN9JGoBjBqTqGBw9gI6yRH92GHlTp6Wl8k1MbrYPGXJysADCYmajrK2WLe7CyPgPNimWctVQtFs0TL097tuXPf43V//wszc6r047PGPsp9OxR2aoHtbbhrer7xc5px7vi83KFnQgD2iLF5sw6WrkOQmcQEnmmqinmNPWcZjCmgrLzWV6YJdizOpZ0cZ6nLQpx4gnfd8lRJOab/MfCe7A0k2y8s3V7PGbu/SM191vImBEbtjyM+e041REMb4zxhDKKNUvQUtqNaxQRUcgc+QqmlLSYexnQXqw/S072Y9oJLCnZ39wA55mmEugmCSl5pWPoDZmylpCEwqPlTc1s7f4TuaRSz65NldDzt1Bxf0vH0FPT+k546rdTvuqThVLd76yV8eLq7Jp2/mHPqOtbitumHe/dq+ZTvvQMmqPYFBGFzF/bgS4r9PQ/hJZrLAqdwS6c7ADLtn0DgPQCNQZbR57FHL2NFc9NN45TY82pjmB5Beycj0RjvE9tzLTQY/H1x9XPT3gNcJ/JqPGiRybPzm4Ava7kK2R6XL75To8/bWyA4VTmVcxUhKzqaDJizVO3s+rpz9Fqqb5IINnXIln5zJdY8sK96C17FWMRSUYykuZxNc71RD8YDvkwZG9LQN+ePyAin1JyG8+V1XurpB169j+E5U4wQ3+6zqCVs0l69j9EprCLWSh2JNBsbOmx7KyVAJhOg30JHYMZha307X6AZaM/BjtO5DAietMj9Ox/mLbqfdP6dOWLT2L6JbTaM0RaxDO2YNyokiiqeMxkeYC14SgP7lb3WlullqRAeBScgwDwhu7631aswl7VIipLZ9ePt7QLNMPGET5+U5oFL/+IeTt+Th+7GcZn0giIDI38Ye101P6T3KTa8GpCEmg1UiW1oWnSXiUXA7TxLoNMbLPGEvs4v1DEj8m5kYQq69Yk1fie5R9gqMWjc1BtlmvGLrpjl2NRq9Ae25ZeZ6vKNpUl/Ajm7PwVi7dvYaV1HzgKQCSiKisvO5r82POsdO4HR226Regzf7OyOd2ainkyUd6iOYervrBEmbFNH8a1mklTpblHAaIoqtU3c7o5QcvMhjenklOgzNVDevoaAGo0PcQeLcDGJzjtzWx4/ONsePzjaElHxUQKj0hKOi5Yw2FtPyaIQw/GdZ2grYWVWz9Pd/8j9MR9ZRLiNjfV+7TTVJnrCRFQaW6qs4mt9m60RBOmCCk158nHCv5N9n7QFXMXJFJ0Tao1tEXunJI9I9QE+cmHyIYvMWPfg/VnOe+L72P1ibPI+tvr4S9TraNV2WXL7cdMNuKhOwZVEkSi2g/Ns7Bie920Ng5hCEposV1+arZBFKnncaojpM0KiUhSTgiyxgi2O06msJtsUwIrDvmpdEyvs/v69v8UQNMSLmflb0LXJLYIcP0IIQSzmsdoG32WqgW7nCxT9ZY1GWGMjTDmNLYk1ae3km5LMHPgLwhLAytDUgbsz4ckamN0DT5OojXP2IsxT7vlPlbtGGTBjp9hNafASmNJSagL5uz6DUc8cgPNE42ajPkJybauh/nGuvcrxgworStTtUWcTeghNIGWbOwAi6bHzvZhbMPBTDVjTyj07t1zB+eck2RG/8PT+kE3NNa9qYuWeFDfskkVMB5e0sHM/Q/Ste+FaedjRqx4/h5m7/15/dD9GwUp12dX+mss3X4vTWc2inVv39BD28gzJGvTXa7DPSnS5X6cg+pJ2j74RsThj36YDf/46DQXEUDHyPfZ+NitZLsbA1UAa566jfWPf4x0pbFAVBzItf2C5c/fQ7v7LHNPHuZXG9TLXH9iK02vfEtNZE2yZ2ONa67UcTuS5Ao70Vuy03531o5RjGD4DcXDd2yqsPbxW2junJ5h0z3wd5Y9dxvzXr0fbc+fSERqUnZvSPEfC79OOOvbYCZpMeLYptQOlj9/D33j94CVAcNBB3YtS/KfK3/AH5d9m5SUtIXKGEwygb5JY3d+G7ZukTYUQ7bz0DnIGa9w/5qtfOiQ93BkYLHb8anMX4Q2b5LfLfw6xAaiagHlIsecl+Owf9xMyqjhC8Foy/MUEzU2PHYLi1/8NhltGMNK4EQSV1Q47NEPsWT7vbR01hSDJiXFhM+65z7D4u1byI8po2MIiRQ+oq/KP/p+RTZm6wZjr9HJj7yMNjD2hsLr5/zxfg555kt0llU85CahwMWsS2bzu4V3Ief9fNr5S197jqZ9H2PW6O+nHW8Zf5G+lz5Ib+G39Fy2CYBCpoVsS4IFhbuZu+vXiEye7g3KlTT55c8zQz5KujJA2/IC6Z5GYskRz+3GDKYzdIHtccQjN2CP3oFzyRBzThpGCMkXZjyOVbyVPS23omcaLrLXVqRpenvEfStuo02qHbgZGezLFPHz93FAv4sZsXaVZkuG0y5d63YwaHyD1uz0DUO6MkDT5KukUqrvElHEhOmRLe6mc+gJZEemHoM2nI1Y8uJ3WPn0nSSaXgXDoSWMKFk1Oob/yVEPvZfvtj/FhX/7IBUh8FIWTYXX2PToh2hJ7a0zaBiSZG2Etf+8nfakAiuBZmPiMX9NB/s2NNGSa8TqGlGVTEeGuTt/RZPeD7aaUw4eifkzWfjKj5Cp6Rsk25tk099uRBS/TV9aJShtTZeImGDxM9ezauvnSWsBCTk1hiscOMrjx4d+mtW1KjeOxrG8bSZ9b2nhL4vuZFmqhWP0PPstCBIW2WM03pT7LL+LnuXtY39mn6HjJSxm9D9M774/MTeOodxlS0IpySxL0jx3C1pcN1QTIKXPih13s/y5r9FrPkU2Ll7+SHIHK5/5Iou3b+HltifZUK3VAdoF7Rar/nkH68O/ApCMImqJMnNf+yUrt36eyfRfcOws+TCkoJVZ+6kr6ZDfZWnLb/ASed5U+CnNwTCJjE3X4OM4bV69TxOyQueqOQTrdjK34+k6cNOlz5wzNmGtGeKEls+BlVEALQiZtbyVrjdlOS1/C0I3Ccw0aVEldc6ptFvP0N31qbrEFNYY9rI5rH3yU2zc9RmClAKANS0kv3gGK5++k8Xbt+CaFbZTUYCoo5tkdQjHHUczE7E72SOMIIjV+eNQa8Z0DSkE6//4Q05e9nnM2CNhiJByponVT9/JmqduY2YmlmfSAgIEb7nlCFLRg8zLPVqPiSRw2fyO1Sya/BY9PS+peYBHEEpWtuxm+XN3s9z6DW4MDiMBFJ6ls/QnksH0NaqjN01f8ddkavumHV9864WUtHt4Ztl30R01Lva1QMfwP1n19OdY+sI3IdOJFZPDqcObqKV/wz877oLYJVo2MlSMEQ579MOs3PoFhAaJmLn3+1o57NGbOfSZO3ESOcxYHLrsVfhX7X8tQBOq3SWE2C2E+IcQcfrhv7wmpMt6kf3pVjShkgQAvvi2Zm54hw5C8IukTkGPdXSiCGtyjGK6AQ5GvvIVan6I7kWQtMBOk5IBvgj4y+XH8nI3pHpm0nP42Bt/v6kZ7Ez9Je7siFW1ZzYWgr7ybs77a8g1vzpocehSg3fbpWrR0csaInEQQItdPaaeRE/klCAjUHrwQdwxtRj9atWp7Mj1gKXYtXBcHf/mhgsZd1Q21o6VSg4iMgTJtgbtvesI5U61qw24UrPV3xe9ELuPkqn6Z/sDH9d8o/+8clCcT9M5Z6hniWAipYDn6wEdwL2XzeHD7ypidnVMO67JME5eOMi1YQgCzaVt5BkMR73bODmWKJTMCV5C6BELzjjA+DKPwbzgdzeexscu0NDndfL65oy/8X52d9lccc0YzGmh5a3nT/usfXS3ym7VJU3xDntfaR+788+TsCZA02m3FUDbH43QNvIMtrYH7AzScDClJAgDivpe+kIlpdIZF0PeVxpgsKgYgzY7TdZS7ERZltl2SIbJtGBu8wIOxWHIihitjrBrxUYmmlwy4ZTwrSqgniyG2N4kuh2RiwHgKz2CZHWYrgNPYqRMdCtBSkq8qMoLJy+nP/0k2aam2MUZEUiP8vJWugYfr7OhpiZBBJTiWMYpN1CkNcZCd0l9NvPixnQVSFrGX8RKxiXS4sV4tDbKnvyLJHFJ901/D6t2DKIbMPcXP268/7YcLYUSpglWVwu5OWXsWIDSdGtohkTIgExPYxMgYqHPpnkVsh0er29zf3N//e8dS1oIk4L7N5brzxZOrifUBXcfX2D37FFEWgG05/tMHjqqg1ExxGhqPy1TYqyhQS0s89RKnYdWb2PKcW9JiR+59C9t4f61z9XHjxUnEDywUvDjIzTsrJqrSJNaWGXgEzfwoUt0kmZCibBKyUgmRCBpntyBaMuCYZMPQ1ythujsVPqMsUn7UTaNtBouR5lNNGLNpEfmhBPU8XxcZke3cKRHFEmKFqQPcjPqoYvZoeapkQzrbjdHeBjnXsTkvFb65zZ+q/4OkBRSAV8/7m7mBxp7HI++Yegar2H5JXQpcKTEjiKGK8NUo1cpOqNcPllgYVyLsuSVEQmXl5p30WbmmG9m6TcF1aCGkayhZR/jjsE/s80b5RtNOYKDxmR700IMBLvtQImSexWk3bhPTZdE0qXS6tA2+ixtdsAUt/S0s4sgLfDlM8i0zww/IJZDJPX1n9BUeE3pr4GaTyJk5t13saPnNQ70SdBNuoKAgqiSPvxwZFeRf+to5qRmjQC4oXIHvd/8BvveNIvQduqsZDIOBzCn3GcxcNOkj5QS0yiQ1Cch2YxBSC0u9J1oC+kwd4CZIDRSpKkRdvWw99STyaUUUdAahMxMbsVftY7KkUtZfsjjdTta0SX2pk00T+6gdVRpnL0gC9j4eB2NeGZpJBSDhkcYRQSuut8gRoBjug6hi55OYVsNRsokoJRpIb12FSIxXLfjtggIQ0lqVjdh+8sIXTQAml8lf/optM9/jsi0CXO9zNf2E0aSrltvwZ9dJttZojYF0DS17mi1KprxuvEoJXrgT+XK1Vugwx9W7yLMjmHYkgffXubrJ6qTmiZfpdg8AsmWuovTDV22HjLKC3N3E/8sJdGmKrq44yTi0J8pD0lpjpqXoeaTtDNY8Qgrv26T+Pr2vxagAacBbcAs4E7gE//dBYKILdkMJ7bafLelhhuogREkLfa0C1bEgrS7LIVeZa2GUyni5vL8YZZSufb376dSLCM8qQCalcZGIgl5fkkTn7pEQ2/uIXWQsa8tWoLhhOhdHWBnSMbG9yMX61xxrUGu9SA5jdIznP13ycYXGwPH1NT5L6xUPvhwqYZ2EEArxQDNMpIqCSGu4SZdl7EhBcRqG47kiY5F4LlIKQnGFYsVZtLMb1dun2HL5f6NgldOTNK1rsFyPXtEI3ah++brsA+bVGwM0PWiov319sY5FVulMwOkNm9sHPcr7OzScG1JYvny+vHJRrjUG1pZlDGsCLN9OkCbyKih2faZ9yPi91VxgHjBjUmjumGpuSFmEJBo9dEtWZ8Yo+Ekz8/SsBPTGTSAtl073nCsIl0iTWDqDsJuUP21dMMdIDRojoHP3qKKTXOEDZpBsymQUvBapKj66sxAGV0zgS4hlCEVbYLeGJh1xWN018Q+9pd2AdCXbCZnqfut+uOMCvWO57Uu5RChOnNXaTteKBEiYIGnxlfNAkZGCN/3HgCMRMT1Y3Et0cZwwmhVjF4minCjMk8e0cenz9VJ2/k6gxYIn6I93bgZ8TgtxPFGU4HUmmycd+jIq6S7a1jtDVejdvKx3HN2LwuXqueYqlF6oKzAXEJK0A9K4526TgqsWQ3kZg1P0lRGlUPTDAw7IlEtIaXEnixjJCPoWV2PDwXQKjVAopsR+ht+AYzuBpB8ZX6a73ziDHZ1Q0sMeisHTsbSLDwRkIki7EVLaT90ku8el2HXaIHhinK5N8eZikKvUQkn2FF9mnzYWJgcKQkij8m4zNUUQJt1/DAPX/l2vnmizs82adQWvI3xBedgRwI3rDG4oJtXZghSejIGaBGBIXj1pqu58wyNpJ2NGbSQqubifP27/PrMEMewWNu+ip9kMuh4ZC55K+RBNqXrAM2QLj2fu4PKqUlkRg2QULNxhEcoJTU/Iik8iIPwjbBC9qQTiQyD7MwaJOIMQ1yi7h5GD59JNdEIzgf47LXz+e1awUOroTMzkyWBxS4n4PVNA+b6Pi9PvMSkr+blQtcjHfdT2S8zXlG2qMNuYamVJxKC/dVtaF6JH2YVsHGEwZ+SCfygETNbW3QW8xPtPJKySVZ2gl8hEEKF+KdCQkcSSZ8/XbKOnxwhaEk0GOBIE1xxuc+HLxEs8H1aIuoM2lQL4sSUVBThC5/MUUex5SSdpGGAEHQEEZOxREegFflz0mTIMFg5u5eAIs7ixYQtmqpBeRBAk1JiRC6ucEDTCIWBSYAfyrqUDYk8RuziBDgwooCBsFKKQaNKEEoqXlhnmNbVauwwTQphlbH1h2ImIqYiDQcNiZbJUvv9I3z+3WoevRJOIkWI16nczE6zB6aNMBNYIiQKQwIvTnqpM2g6NW8ML5heykgnwgdmfPvbDG1urdc0TWg+QSTxwkixcppVH6daUFNzHJ9Is4nyc5khRgjCELOjg/FlnUS6QTVO2Ak1aLWasUrlOgCsNykxfB/xOuAWRAE14SvX9rnfRTow0DBheMcUwEqjCfUbtcClGhVoDiOiuEZzvqDz+MIGpIoWvZlk7GkZXqpc3c/OFiSsLJaYYtD+7wVoJwNbpJQSuB846r+7IJIBX8irXd2f0yF7gz8AYOs2ra7N14YqLDHbiZOq8A+ohSaf9Rle3cST7SqhYOyIjQgJIumAlar7nYvuILkwQibzRJrJw6cdSvln/8nwddcx77RBRCIDdobUFMq2BIdVU2hmY5BkdzQC7KeaGVOkA6LAxTfoaKuyCKcBDiYCZdQtM6UAWkwXR67L6F4VxLhs+Wx6i3Es0rPPEhVVnMYnwk9ye+3jCGky6RX44VE6tQ4bK9NYPAYyDYOZO/E42voq9biiqabnG9mqvgGjWdWJ+Xe+tX687Jf51IU2v31bDXvBovrxydRBbJs1fZmsRmXSkUS3Usy7cUP9+FfPTPD8wgh7wXySK5ep3ypKFj2igi1rYwowXTYZ17j0QmQg0AzV11PgYTzWu0umGq6pqZYqvpEFnQLDtpGk6Zwz68cfOO6g69/2a5riBXxPQQVfOzig6TgaENn8coPg1gs1jmqeVEbXSGAiqYYVKlqFrhigtZLAkPDqxGvsqjxHSxAyL9FOk5XFkJKyP8ywNkE+DGlOtbNIz6BL2FPezoQ7QMEskY8iji9X0KLprGZt1lJmxL9TbeBLzM5WMGwyUYRHjYI7QD4MsROKQUtGEle4PL4xP+37rHic7i/vAiB9yJVw/g9JyunGzkyFGK0NxjI/exGbEs2k4uunjNZrE8qtFqWXk1+d4g0toYNmvuGwDAXoJgjQoxBvxw4SoyXMlghSbYiDrJo1MY6RiKYdO7hpicbvjjg+Byr76QwiBBAKHSKbw3uOABSoEukWWhaVaUoVCKkxWhsmEUmcWIts7sR8AEqyQDaKkBuvobz5o6oIvXSZiLOepxg63ZKQSfPRRZ/jx/sHMC0HzbBJRSHVsMRInGWcNtP1LE6Al+Y5PLpYI2Wk4xi0iEhItsk9/GyBySqtlQsWXcR+0+D37U/z3PnrCU70CM0Uka76dNA5wAvjL6GlPPzYpR5qDiWjRsEtMbP8HJv8v0McPzoRDTN05BJe+8jV2LkAkmpOaHqB0eoohvQIXtfRSw65mC3H6cwzA4SmsShycF/3LvSYgdpQrbFt7Gmelg/TFIa0RlEdzBe9CQYrau73pbs4LNmDLiUD7jY8b5Rfp1Oc1rmRT/aeyoSu83L5b/XvN+wEl/WdwiuWxZ7awwivxGfyzZx/k0F09rhK1MFnd7rG39aD0E0q8xshHa4lqFkBm6s+eSuLr7/OexAHt2ejCE8L2V3YzbgekY/UYt4RRAwbVSp+hWfSasO0Io6zubMt4kD5ALqs8fO0ySf+eSdP2glSokIkwYyqeJpNNajiaSY6ARXfqwuEk2zBkA2A9sxOtR44yTSRmSYyyuwr7absuXgxQNtYrSGF4PZnr6HojSCBcpykMmAJfvPqrxmrTRKK2D1HxA3trTwdPsO2y04ms6Gg4hgNh2Fd4+WJhxkr9yOBUAha403nvcN3sHO8n4Otg0FIxS8xWpskTYmKrdaVM3kQ6U9S80NaRIHASIGZQAIlv5+K7yq2TrfREmrcubVRolhexNNsPKYYfchbTSQKJcz06zYDMYPG697huDtOVQQkIx3mHk0yiphIQX8eJg+ZyXG+C7qBJhSgrPguZVmk/aBN2K5sN1ff/hiPv/8qZp09gGhdUPcWHJiTZ8vVS/jBiRLbyWDFMlUD5X7+VTP+5af/s60X2AcgpfSEELoQQpNSRv9/FwzqBZpo45fmAv598iWeSP6AN/30L0y6k7RHksBq4n35zdynKbdJcEDFN50ffZ+06fLOWdex5qA0WZFJQqK57kfeWvgHs6RE2BmkkcC0QiaEhQyVXppmp2MXZ2NI9vgB2kEuBmdvI0V6qlkxHfRI/8NgCmw9i55pMD573V2QEDhmBpwsWswQyFqN6ss7MDWDN418lWuWHcLhA88zctfdZM9ULkbNilhefQIpevlbvzJahja9vMRfh/7Ou4FChwaGQ1pKxcYc1MRBrsZnje0cOAGueDxgbm9v/fjD+x8GC0Ztg8TKVfXju9thbRyGl7j0WPK5NvbfpoRN98pBNF1Ds1No7W24bSFyQmdrj8vWsyxOdpLI2Pj8YaXGO/7zoAm34Wrm/ujb9AM110fzI0Vpty0mVVSL/zOTKrjfjGMsJtodmoam6ng2suqm2n5/FyBwzCRm1wxmHj/M1U0djGVGOH3qpJb55CN1T998/psAOFoKiq/R576MmN1LhGDXDDD2GmCnwUowZOgMjf8FBAqgnXIH5Sd+hmQf9+34LgBvrtYQdgpd+ARC8Hjxt+DA5rL6vaTpID3JExM/k527PwAAIABJREFUA35GRkZcMTHJIs/nh8NHACq2Kb+hRK3jTcx/ScU5zmw9BFCB2faMLjATFDQNScTjhb+yJAgQdhZ0i2LsHvpZ+DjnHdQ3foytH5j4Nckooq1zFVhJjilXgMaGwnBCtI45zD11kIcfW8r8iy+i+AWlyM+840nueRCAb21TFT26RJLUTJeFb+nnpfsaweAiYygg9vpWCUEzyfTUGH0hw/gPf4RRC9Dz2nRBPaBt+2tY7W9kbBo/0jDUL7OPvRP7mUuERKDLEIOAdy69hqd3PcLG6hhYCtDNiko8He3m4aHdKogp0wnjL9IrU+jJG3ms8mnmez5iyWlo/dvIRBG+9Ph9/71qvBxkI7SgRofWyhLPZ5/poFsOdrzY3LP9MzhRRLuZBzOBH7uQ7t3xRQDa7VYwHPaaypTf+OiVoGms1Ls5btbxmH+V7E8U+cAj10JfkqTcRvVHhyNn9wIv8MffnoeYLVkYDZF94B1M5D1ebq/xyfsOJ+uY7OpsR0PVnX7a+TNf/ZWKI/x+dweJPfehdbbzeOIB/vGXB0h3aliYLO6KmDsg6Vo7wfLckbx/eDZH1FQw9xLSQIO9B5DNGcDl0vEif5qxgd2l7Rwauza748X+6y/eVj9/cdNcbL9CKATbKvfzCgaepvHW2aczq1qE3b/gT9Uf8tQ1Op94okRrdwcndPTw/he/xQPR73l4/0NU4ljRBUaG7bbFmDbM0MgfOTQMGFpxFckZyxDPP40UggsXvo2fv/Ad1oUZEFUWF0ymKsBHR+v4TZ1w4CUmNfWdp95/KmjQE9eNFTEPsv4H66EFDvENtsgm3hwN8FzC5PifHg9TuQ4v/YgfdbcBW7nnuytwujXulFlGv78OfWYroXier/xkLWnb5rdd7ZjRPmgRODM+yNrvfRQtr3NOuhN/+xcInAn2zJLwj4sQ6Pw9Ji82VuPSVNVdfJZdfHZ2L9RGmBel2KGVufWxm9W9JBzWGF302nl+zjbYcxt0wK0dnST3fAkNSal3BgyqqjZ39fZQ1DROKFf4TTrFYNDPOb87iVTvTLrCEDeRZW9YgfHL+MVPwZkDi0ITK2jnBbtCqXQlv/qpQUdvyPc1B3vH99jeO4Oifzs//uHt9M60SBu7SQxN8tTsXthzKV/4jiDZqfHjoAlXqHeypNJDuHcnKUA0lD7UWJMSa7I6bd4DnP+b80GDpNRBt9T8FILr3qnzubEZeIVnMQAzZvw+8diteMJjRRgyBaO2LD6Rd6GTTKZJmBJyPSSiCCEl9zz/ecjBUjdEmA4pLQHUuOf5L/Gv2v9mBk1SVw8DIPivwJkQ4p1CiCeFEE86kc5HRgrMsXJ8eWgfwfgaZmcXsDS/gsMLOr7VzPxkF0dXlb+8+LKi0o2EerFjPVkyH7ml/t16Ng3pdk4qVVgTbmR1cjUXFooIO4s0kyRxmaj6+FWVou2kVDzIqlpEXyXD4V2bWV/10A9i0HS3gbinWpvQWFpuZn7TQt42GqCbzZjdDX9/V3Iu7xqfpNVuASdXB2gAbQ/9Hl1IMtu+z/tafwWo2LShPyhdNN1U53aOH8nSlqUcU4xYGinwN+fkQXafWmZZyzK2XGBiHZdXKuPAkokGA5Y7Pt6ZLFY7RZFtw+juYunqMUyn4b9sS7Sx0M3w1snpsT7DnTn2HzKbnsPGMJcvxDlIQmQh3Xx4ZAzMJDhZ5h03wr9dfw7LtD6+cmAIzXLInXQ8AAMzmzEOdlS5BYLYKFbdgExYQTMlnPddVrou84Ie2s1ObhoZw8jk6D0VJo49yGXm1jBSIU3nnF0/ZptZrh6foMluAsMm3eJjtswkM38RI60azmYb7DQtYcScQjtHdB/F+pKkV2uCWFMre+AIDm3ZxLuHI3a2bFZfbCT42PAoM535LC8lWBI2wdrLwUxw9RAsblpFdzSPyyYLkGxFmDYfHx4lozWzpJriwmLMuJg21w6FpPV2lnhzuX14hMWeWraHm2PhxmNPpGNWATKdNEUhdx0Y4rDeRjydPXMOGDZvnSySjZpZaC3g/EIJzcmAbnJusUQ2SLO67TA+cekh9euOqVVY4Ib06b28Y6KAncqAmeKWkTEeO3lT/TwjGUJTL1Y6pPnoCkE6SyooULTaYfaRzPYD9NIy1nUczgmFgDYtrdL3X++DbEuC9l/sITuzoBs4eZ+qaTP5C1X6Smsx6m6Rg5uVDaB5FgCLzutn8N7vMHjGCmacotgsY5UaE3bXLBYmV/Pp4RGirHJ9tlCgyerippElHF9uuGIvnSxwSOZ0ZicO5UsHhtFalfhwzvBJBkv4N97OB0fHwc6imzYXTxY5KXMhKzNH8MmhESbX31C/Py2oEvhxGSzLxrQcLpossL7pfM6aeRGfGh7FsFJgJjmnWGL9ZB9HtRzDtWMT5Kw86AZXjZfoq2Y5acYZnFEssdaajRCCLQcKzK2kue7QG9lYcdlIO1esuILTixXaagkuXXo5h9RCBDpBFGBJnVwgOGbm8bT6SSKh3FYC6ApSXLjoQuaLbmwpCTWNQEDKS7Cm7QjmeAY9gUZzqrXe70Ek6fMhGQP4di3FKRMRd33wUHZdfz3W5pBgyUbGD7kSWxq8Y+4dXFLeyG1DsR4hcOvwKL3JufRqM7hpZIyWTBsYNp8YHsUROVbLedw4OsbCtqXYVpovDg6TIsuyto0smzOJbTsIM8lnB4fJyjTLzQW8a3ySx3ftxUy1c/eBIZqiNEe0nMhV45OQaMaxbb7fP8gm5zguXnAVn9+ZJGu1oVVGuFXbSWAnCO74Km3tRYK44sKVE5PMqSU4e/7ZbCxJVgcKHZxbCmn3bc6Zfy5rSvCuWiu6ZvK1A0MsdEMuWHQBKyoa7ymleezCx3j/ZEiHa7KmYx0zXZMVruA9h76Hi0s+PVWH1e3r6QlSCCCoTRAI0KsdzG9aQGvYRmsYMjczg14twyFVn5Utm5gf9DHb8zmlVKY1DPnnzj3cNOcWVkdzOLNY4vpll3NVtIC79k9w9YprWdd0BCeWylyQW8PVLUdxxcQkqzKHsTm9kWPLFY5vWsVJ2SUcVa4wx17COmctczyfQ+0OTph7Jr/c18/JiZM5ceY5LPBC2qw2llutbC5X0XE4Y85bmOtG+JpJIGCB55GSNsfOPJV8GBJoBgEw3/dIyjRvmXcRfX6AFBpS01hdrZHX1Vju9Uw0NByzmQ3lkMzeRgKA1XD8AOC+9BLmmEtYELS+XdlE39R57+r3clgxzRE1A3SL00pl1ridfOvEb6NHNTyh5n1OS3LRgQxnzz+P1cFMLplsyLMgBK4fYUwJdWd7sIDbhke5YP4VnKCv4v2jE2hmAkdPcPGwwZlzLnijfTuo/W8GaPuBbgAhhMlU3YzXNSnlPVLKNVLKNW2hxTEVAc//jKSUnDrcytvm3ML7VnyWU0suUSKPZlgcVosV1r/4BUDF6gB0iAnGl62tf7eRb4FkC/ko4nBvEZek38wFxRJaIoOwkiSEy0TFI6jFOjgpBXwMPcXFA128a/G/0yuL02Ji/qumGUnOHWnn7qO/x2WTBXw7h9HZcBFd2P1e3j0xqRg6J0dmxuv81rFcQYfWEAgNfqOkN6bcqwvHu/neST/g+iEXM3Zn2NmQo1MVvnH8d7lYGqRSKTAUdZYOG0yE6Fbnz73kUFrOq3DlnG9zuX8Ys4IAcRBjcf+pD3DlWA+9oVpUs8eoVP0NK2/G+j83ku2tgZPDnDGD5vklnrrqSq4MN7Kh5qqAUDtLWob0BsdwhX4UR1ZrCDNJ7szTWXhOP6dGR2I4Kt7DyvrQPJtwKiZgZIzQ1RQYdpqwJZxVXs0HOm/kwmIJzUqTyo1ykmwI+tpVH7NF0PXv/14/dn7bjVw1UUCzEqDpeJrDKeMOPzzzp6SOTSEX5MFMIRAcMziT61Z8ko8NlUk7jUST5ZNtnDPjwxxdcYmMKXX2BGeWyrxrxs1cM6iTixW8hZnguJLHdcvu4KjC0czzfUi1opkJziiVuTr3Ia4caWFuoPpZGDbHl31Oa/ky5052cHi1Bhf9FIBXFszlwXd/gpHzFO+lp1VSyKZqDTOlmCndCdFbZ4Ph0BsEnFw6n8tTb+HMUjkGaBaLPZ+zh4/h2mWf5tRilXS3mi8zg5Dr+9u41DqPd04WsOw0WElMYLK3UYEj11uFJsWsrtJ2MFr2yIsint0MdloFhO87hZvX3MEHR0pohgPNDbkEgPBIAzE/B0LQd8IYTxy7uP6Zfspy0EyEgITvElXUhku026C/sfiwlgHe/QRBsl1tnIMqXquDyMZit+dvZtG5/dy45iucnbyQRZ6PaFLq6I8572HfeBU9rOJpTv37Z/sBh6Yu4XTn7RxVrWK2LwBgDS9QdgNst4IJ4OQwDIu0lCw1VnFO5mzeXK4gWuc3niesEcZZcLrpYFoJ2iOfZclzOKXtdI6rVNFMBwybpITDJju5tOsCLp8s1Bm9NAYXDM3h0r5L+fjIGEasUTYrNLlooJOT+87gnsFBLjdWcs3Ka7h5vMqFe+dwxbKr+crABB+JDmHLSVu4vdrJl3fr3LL+05yzv5stA0Nsidq5e6DA9ZPLuGn9TbyLo9XxTZ9hy8AQp+1axbXLP8n1Qwk+Pp7lkBs/pfo1ExC5ZayohhszD+g27xr1uebke6itPp6ZnSOI5j5MJ01CeFRrIQtqBvmosak9q1Tmhnmf4VLtdDWXbRWPd1qpzJuTn+WMYCkXFUr1bOmjK1XeYV7DSdZx5KMI03bAdDihUuXa4EzOtY7i3ROTyv10xPUs9nyuKB7L2c1ncVithkg0Y5oWyz2P9fqR1PyITjGBl4zrFduSB+/4Pu6S5eQpECbb4IZXsEWaaw7k+ejGj/LhoRopXb2bfKRz/YE+rlt5IzcPenRpTSA0ZgYh3+kf4aZ1N/HhgYhjwzaSZpJTvCTv39vMF466m/cdSPOBQpIrD7mSq0tw2b4uPr7+i7x9fDZfO1Bgy7FfZcvAEBfunc3nN3+TzZObuHtwmM+tuoF/S6xny8ABrlr0cd49nubeA0N8engUHTCBXqODM9zlfGxkjLcvvoQuvZm1bpXzFryV8/MXcfvwKIc2LUAzE/yf8Ukuan8b52XexOeHRnh377l8YMZJfGlohAubruR0+wS+fWCIu1bfzBELTmeOH7BOP5Sz+t7D3QOjfNRZw2fy6/jy0DCnJr7Mu1d8gK8OTPAxDlVjaWCIf6sez6ULb+CugTE+Y65hy9qb2TIwxKX+Jbxt0TV8bnCMj+truXfpVdx7YIgrUtdxzcpreO9gik+Pp/i4OJTbBid5rkURAL6jk3qdGGzxj0pew1hmgqXm8oHlC7ls2WVcOJqiSzogBKbUObM4m7Wda8Gv4WvK/gZGkiNLkiuXXctbKvNZ5jXIiKv0X1ELQowpzdCMWsNPLFc4a87bOVlbzmrXRbMShLrDKYWIdyy59g32aprt+pef/s+23wIXxn9fCPzhv7tAyEgFHR6jKNoUNXYMl9gxVKJZFHFybeimiRDTAVPc97SLcQb0BiNkds6oZ89YQRFtqjSIk0OzU6SFy3DRJawpxGzYyih6epq0LLNt/wR5iq9nUyEzPWDdMxM4UQXXD8hRJrRyaFZjoYn8uIZosgmcHE5zwBfPehvtP/05Nx99OUvnKbdsWzjIlze/vX6dBMUoAW3hAbwwwhH+tIDsCEHZDbCkR6Q7dQai2tQ4J4gBnW5aGARUvJAoiAfmQQviP3aOYoYuQbzb6HrXWSw+vx/f0qGqwKNI5BBOms7VBbyMRTiVZmylIJY7Mf0iMmYUbCeBMB00A/TIZe/HbsdMB7S9cxUcfh1hHKOU/eC7AaGCQuNFC6+CdOO6kE4aDhLhnWpaR2La/4NAnaPb6pkLVifJKWFJynhGFjQNX0+Spsa+8QoZqggnB5eojMBOMcZw0cXGa5TPseIsObdKK5PU4tgLzUriCI+KG5KrxmKGTX1oVuweiVysqIYfK9NjpcmKCq4fYQclSloGsiqBo8mGn7h5Xtm1C4BEUydjG24EoJJOsnXZCmYdN6LYpPg9S6+KHo9rPZGtv08ReRRrAecbD9Jz+BjzH/07O9MrcaghY7FWzU4q5hOQQZXtP/gDi8/vVxlSuYbre7jo0i7GCZLt9fm0WOxmtOSq8W7n4HRVDy843sD90jewOkNE3Hd2q6SWa4wzLZ2pM2vfWnsqANVVDoGTfQODNrSqE3uxAYbF8NGfVc/mlyH0CWJwL600QgPhlhAlFcc5BdAA9oxVMIIqvuZMyyouuQEUY420FgVQj/QexqwMINx4s+Tk0OJNT+S76HFMmZFpg/covTcjrBLG492wHDTTRhOSStUlqsYhEXYahMDXHCzpIqcEnGPJjEBYmNJDxvNJxhuDQHOwcQlddX5UjzVTaux+KEnQUKAPdQcHn/7JKs1ygordDpf/EVfY9XI6IpbKEXGSQErUCKMIR1bVvNh0OIvP78dwIkR1DCeqqb4DhGFhxRn2wcQAlggxWvowk8p2VislEkEBT8FbwjhZxvOqRG4ckmCm6vPKCMoYU/FYdrohIRJUibwpNf1EfZzqYQ0tjqlzr3oCFiilfyPyoKZcryKZR8TvzPdcKm5AjxghSDcSpYzaOD/867MYIkKmWiHdzpjdgyNrys6ihFwBImGgRT5eEJETZQK7CU79PAA75AzCSJIRFTxTPatvqOD+MJRkKOHGCSiRbmKKAC+M0P0yNS0Fc44GYK7Wz2TFZ0Y51g40k2Cl0IUkClyKMu6X5ecyvPYD6jm9CnrQsL+RbmMLnzCMCMoqPtfKtDbmVOARxRsJw06oTSxAUANP9amRyKDH7ybwalTKRZLCRU+1wFZVb/rIoe/hByFZKoRWDk69U91yWKVaq5ETFUi01BMmzLBM1QtwhI9mJRDxOju1HqdkmZqeobO9nQwVPnTYFTz5yW8wcXKOWrIDEcclSx3GvvMd9ffsJEar2sC6cXUfS9bqFUACYUGgEu4qlVK9AkhopEiKGmEk0bwi1YNCOz5o/gjXjzCnqnC0zqeUVcx6EIT1Kje6lUAaDglcgui/IW/+5af/s+2XgC+EeA24DLj1v7tAEOHrKdj0PqRmMtOc5Gt/fY0fPfhPOhkj3TkPw3zjDjuYrQb5Zu1ZrvvxVv7jlPNpmlMmMWdBHTTYYRktrtmpOxlEIk+3VeZrD73G31+IFe5jYOAaGTKU2bFvAEf4OHmf3OyGBIXsaLBjiTWrCYwUTlQlqBbUhLKnO86lNwXQ8hB/5uJz4z/LrMu/iEYIx38cDcl4C8jW9rg/QLQtwNNTLGIPhYpPljKh1VDfDtEoeyFJqspIawaR0LGNAJFR50VxySLDsJRqtRciptKDDwJok1WfZFSgoscp4ZYyisKv4McF6Z10U72fhFdGehVCNPU9dTBcIoqzW4TZkAXQQ499nse8U4dwVp4OukH0OhdYbfkpYCaIEGh+Gb2mDI2RbnDdbrYxqcxZPdOuF1N9HbtpPD1JQqqJmqOEZ6n+l5Yyolfc+xgZUVXgZs7RSM2kQ4wzOFkljWIAAbT431qlRJuYwI2lT3RLpaqXvYCu2g5KRjNkOhD1DCaXRFRR4xog1UaOMr5bIxOMU9ZzdRHL94bfZv/IBE+/qFz3qXwXiVYFlL7w67/z8sI2rHQ4DaB5bpXJibiPErl6zJcIfaqTKhO1uPR8jOZmfD2JI130qfJeTuNdjo5PcP1Pnm50ZLKhCv6hnz9LtxglTHfVYz/utW5jd38/lgixsir7ebD3ZJLNPjtb+2gWJfS4vA2aiSEajIpmJev3+eSMhZx0+u3k5lUxmrrr4zHV4fK9xScSzJUEca1KLTbswi1jhJU6aCA+HnlF9Ild6px44QPYM1LGjKoE+lTdXcW83fv3XTyzLdYUzDXG0czyNnSvQICugER8T1HgY0yVK8t1QT4ueB2WwVVGXY9ZTADXrSCrqq+najT6mo0t3fqCONX/gRYDtBi4yalFUlNaVVPgRk7V54wBmutWMUVYB26RrjSmHnllhA4xjpfrAzOBKxzMuPSWXpsgQtTH3bXG/QS+j0MDiNXflTuJLWv1bD0MGwtV5UUbU+K+dttcLEc9xwNbd+IWR5g02+H6lyls+hAAXq2KPSXTk26DJuWWzlb3YwZlfAwVfzgFJnyXoKj6Wk+3HmRDagQx6NWdTF2014hqaDFA01LN9eQU13XxisM4wifMNOIj7//bs2x9Sc2zXGt3/G4SJKhR8yKcgzZnoWaiSx/P92mmhO/koX0RO5oORyfEDyVZyvimsrehkSItqgSRJCtLuDFwk5qFhU8QZ3F6ego0nYn2tcwQIxx/50MYUxqU2W6kObVRLZHxhhk2uuDsr+N1r4n7qEzSH6dCAgybKGYqZOAiy2oj4WRVuAWACGr18WXYCbSpzadfw4zfjR67nwEir0owEasAZDshvlaPXLxqAUNEhHYW1lyGi4URVvAKKrNbpFsbAC0o41ZicsRMgjUF0NSYzlDCMzKksi0YIsLUQ25+fIJ5Zj+V3Hz6jhmlZUmRMKUhazWkIwhak2RPOoHOtRMMzI83uLKAa6oxHQgDEXp89cFXcfCoyXjDYKiNuR9JdL+Mq02XKPDcKtQKBGhgJjkwR4XPhG4JERMEuukQ6QkFhv9vBWhStcullHOklJullG8UrXpd02VAzWoGTUNkOunSJvAm+jlt9FvoQqIvPhXdsKYxWn3HjmCtvhiAo/RnmOO/QlPiBbrWTZLomAtWhgiBFZamMw3pdtq1IklqXGL8p/qytFp0fUMJBDbtVBUDxHEfof2QRnJAmG1kjuXf+lYCI0WSKkE5LvB7kLsMQIt3iFqqpW4UO8Q4E9v/yjX2b4nmHgtr34E0HE4zn2C3d1Awz7p3MtCynnXadiYKk0pl256enVeo+jRTxLWaQQg8I0sTZX7xlvfSefQEfkpJYAjDwopTupPeKAWhYpZmXLWG7Mk1RkouWVmgasQLawzQ8CuEpTgbLddSX1S0oILjjlASih0go+LuerzX0L2CAm5ToBENXXroryk1eatDxchVR6cP4dTKzeoZNAc9qGBMAbRsB6y5DIADJzXcaam5y6ddLwL1nrQY0AW6MrpBGJGjhB9PYCORJSWqnJVT7GVH3yIQApmbyYna45THB0kIjyClwLjhKGPmlcZoEmWChNq96XYCB5+/vjTMiuglik1x7F+8oIjQJS8nKFsx4IndlkZtlHwYL2S5Htj0XlrkGN9b+SK3z3y0fm6iWS0ei8VuLjb+hEx3KPAUG9FiqcT21+KSN4ls/bgRuTCoduNyicpm9eO+kOO7lAHK9tSZiSwVrjdiFfkTPgWaxr75FzEu09gHnqJFFGmetRLaGrGNW36t3A3ZFtVHwkqRFC77BkdoE5OImIWTmlEHaLoVqnESA/PVM1Kc3jbAbG2Q9u5ZdYar9+hRnly0gPXWa2S6lftRxO7x+/6+nWTtAGUzdjPHAI1akVzxFWrYsOI8WHkJAPsPDNARDSo2CeCI6wFopsDJ+uPKzZ6fC+9XiSntlR045QEm9bwa1zGYlIGHXlELkJntAE2jKhIUJifY9pISeLWauxugq1ZEi8GwlpoCaA62rCH8qQ2M6v9As7HwIGY3p46HuqoMEMWALooX7VBTbIkfL3xTDFqkO9jC56F/PMZKbQeJOUpGx9NsrBigWbVRCmRAb2yOhFskIWv4+vQFS3jFaQBNGKoUk+uHlLYrp4jZubh+v4PDQ8wWAxjpPGQ6SMXCwF98YBu1kV1URELZwJixbHL3UStPUBUNABh3HsFYzEinO+vj9OX9w7ywQwFDI465jNAwIpehQcWG6sl8/Z39/ZUD9O9WGU4iNxPOVck8fWKQjxqKjWmaAmhGkoSsUvE8Erj1Z4qEAmhucQxNSMK4AHoQb/483ycrqgQxEAuMFClqPPraKFlKeFOgwcrRIor0T1TpCvuVaxWQ2Zn0iBF6GOZYY6taDwwbMWV/vTJZb4hKvCkUU/bXL5P0JyhosURM3HeeW8WIS/XZTV11ICYDtz6+DCeFPsWghS7V0bj2dKqtbrsiv4YxviN+xwvhrHsAGNNaieK1TtpqrasKh2qpyK/+qrTXRNOMOkCzgzLhpPr+KNN10PpRJYwkaVkmsHL1Df4ysZNbjHvpFmPkepeTyPu0ryhiFJQNETWJryfQMzma51aQUlUd6mGIiqNsUahZiMhj5KlfcJz+NPmsshGB+f+1d+bxVRbnHv/Oe/Yl+x6SkAUCgUDYN1lFdkRFFBEXrOLSulS9WrW2WvWqt9dqr7fVqrW17bVV6la1WitqbV3qjooigorsshNC1nPOe/+YOVsSJIhAAs/388knyWTOyXPed96Z3zzPzDNBAqqRqx95D+/udTS2au/LVqygdusGmqyAHg+MmLSb6mLHKFpuPxGXT3vQwl1UoH0TfDTRkG0G3IbtTI+8zFve73Gq80XqUysgry9OpzueTRmwijOg1zQYfgEAT3uu5TtOncHckVcFlkWj8uEN1+Go30LEVnhTMiG9hMzm9byZeR0DrM9pTKuINZwWV5AMdjFt16Ns9VfA6MtQ18YPDVaheKoNy+sl7AwQoIG6TasAIyYAx1AtWLwb9YDrSy+IndV2i+t+/uy5AZ/HjTXlZnAHUL2mcYp6njKTLyhlSj4MW0h9Shnd1BZ2b9VbesO+uHfDSZjtO3cSUE20eMz2ZU8GOWoHx9TdTkZePd36HKUrO9w4VYgX33yPHrveZJul3yelRy6+lBa21+4mM7KdBrdJSRH1HjXvpnLtIzTbDtzZFbFyZ6iOisaP2OA2C/dLdJqNkubPSG/4ks0qWw8CStGiXLjCDUzevogvA/2haLC+zflxMerLaSJ1jD6SqsXyY4Xq8dWbswlTc2DmHaxzl5Nvf0HB5B34isMEZ343qQ01rHtff1QjhFocfvw00li3A48K0WI6FIc3hSk52/lp+DZSKIxJAAAgAElEQVRwuHGV6oHMGnYOZdZX9Fz+KwBsEypzGREQXqePewkHckx5AC/NRN5/mAprA1kDzV7RqAct3EgeW2mMCrSA7mQ9Oz+nd2Qlu6OiYehCAIYtu4XsLW/pDQhpxRDUbeku952Uubah5vxWiwbT6U52vM2PXP8X+0w4vbQoN/5IHZlr9ACaWqZ35IYdPvLZyvBdz7PLW6TvjbmXV7gWcaHzL9BzihY3QFZWDhmqjkW+W8Dpxdf7GMjry5bC8dTZXn7tvo2wcpJeadqXWw9MG/6lBz5niZnpWy6chHh/ch/Kp2/GkVEcG0BvK/k3/7P7SixvCla/kwAImQHwSfe1BMO1eAbphbhRD9p16l5GWMvY5tX3xmM8dS0NtfSqf5fPfP210KvSqRamfPaf9FJrcBWbnclf6Mzx73nPZ6rjLRw9J+m1m4EsdvhKmBF5kfHhV9kc0MIwFjZu3E7+mr9SRwBlUgXURjz0tz5j4s5HCdsKX2ZxbP1esGE9yoRQXSn6PocsLx67iUjM4xYVXNqDFvWsxT1oXnyqibDxGkW9KlFPWXSDU6zcnK94ft0vCTt8eIYuAKBJ6dAqQErTBraZNZQ7SvQGHpp2kkpdTKDtOs30oU27SLNrY541y+XBQ4jP//lHzgw/ygZnsRbc5nr8zX0V/axVZAzUu9DdJhfhKPUBR4dfYVvQXFOTJNex9k1G1v+DxoDJZ2faY/2a95lY9xQbg330RNHhIozFFMfbXOx6nFBad91fK0WzctOyYyODV91HGIv03KKY0PPSzEuv6f7XyiiGLB2yus99O2MdH0LpGCjQG2lCDj8+GlHLn8WlwjSnaJtsy4UdDvHyYr2JK5ij72/Y6cevGmkxQrLZqyeFYZefgGpk1Z+vJkvtYie63TYFiyhSm3ntsV9Qba0i0kuH91PyyylSW/iX73IynM1Yw84199Rci/XLqGYlDelmohIVOE27yGtZQ61lrqVZVtHUWE/6rk9pwoVKK0aZqJMKN+I0EwZXMCcmQDd9/gGTdzxEvaXzPRIL6TeSuU7v+vXm94YK7ZXetnEVLz+jjyF0pmtx24SXKc3Pc/M2M/kprtJhVxTuyG5SPjUJpdNLYuOss6WOXZ/+kxy1k0hqt1i0a5HnRhY4/46tLFJ7xz3hKsG5a7uCsbbiCjew9OHrSVUN2GYCGbFcuFpquXiXDr+mjtXjRMQV0JGTL69grONDNrmSIzB9X7+ME9VLNBXovKpRb1+kYRfO5p002G5wOLEdXnzoY7K+jsNKoDXhoXy22SLcSx9SS1YPOPF+/Gc9DkphudyEGuMf23vBi7pRTbsVpt8G46+BE++HuQ/GBrF6K0BGaAs9Nz3LKlWoZw499Jl8wfo1MPkmvGfEz6BrsvyUWxuptNYRmPojUAqVsKYsN5yQysPjJezSA1Ng5VMAWAX99fdjelM+dxPDdv6NJYHRpOaVgD+TsM88yPk18P2lkGu8ErN+AdNvI/+kITiCXgpv1IvHW1KKcasw3V+7GoDGjB6x/+8kTGij9pSE3PpBtf1ZTHa8wxDrU+pHXYlvxNm6csN2HNg8bF9BN3sjKwJaJOHw4CLE+LcuIJdtrEkxA5m5fjWbHqe0/kMejYzXD695wAbUvUpJeDXL8o0oUYrtzhx6hFbQv+4VPnT3j9kZUm6GNr5OodrCpr5nx8rLemuhk1LUwOoZ/bVrHN35naxeYMSaX7PNDsbWlNU70xhgfU56Zj3eOx/Ayo6vlQI4y3qc5Y6eZOSVmvfx4aeRujU6XUVzulkM70nBte1TVLgFzvtXbEZPX+1tOsv5HF9E8igYoDO1Oz36Wpxc+wC1tp9uw8wA5PVjKZsbXA+wPliNe8RCc+10b1K99k/4VRO1ASNijeC7fPMPcRBhVZbO0UVqIeRUaQ/V5Z/AjJ9pIRaMJwC2Tv4DlBoxZDyx0xz6rLmQbaFceoFsgzONabzC0K8W8YxrMpYRBxFXAJ9qJl9tJ33uXeZNrdjgu7t0EsxfBAE9ePtM1n2nHYLvvQE5eoCI5A8gqBrJUbU4FjyFMot6MzKySVX13Oy6nzcjvSio0euDcDgZbn3CCRkv83nWIEpqJkDYJBN95wEdKvz+0pho3zxEd/IeFYLvPAdVeiBTZkaerWppcKRQepzuK7xBfS3SNrxO98ga1mWYjUIVR7PZ1Y2pjrdY4auh+6xrdHlNws6rE+6BuX+I/dqcVUWh2sYWK5vy0/W6uuhg3+/LB+gTWckHA6+LefpsdwpDrU+psT7njcxjdbjVhO8mbl/EoI9uYbOdSkY3vamgxfLioZm0Da+y2/bgy9PlYcuD227Bv0mHmUNGHIQdur7aovucFnM2ZNjy4KEFzxp9TFx90HgrHR4yVB1jHEupG3JhrF03Ky/uSAPsXEvPpqVs8Ggv9PYeur2XLLmdAI2sSdXPvtuktRn2ya1ks52N6QN0c3Fpz13Z2ifYYqcSuGCxbqcm3OtTzTD5JhhrdrmatT8/cf0Or9tD1kl6wMQs05jnfAmHy0POWTptT9SLconzMYKqmbzTdRoclKIZNzXW5zT4CnAuXBwLtzfjZq7zH/Sw1rPtmDtQvvTY0Uq/ct3Bfzl+xVd2Omnd+0MgvlRibdU5sODpmFgMOf1kUUva378PwO4cvUkqYrkYZ73P3NU38EUkj+7D9bMfdvrJpBbX0xfp15eO1ffAFaRAbeNi5xPsVkFyB83Qdga7UaS2cHXTnSx3V1M48TzdvDJ1e7HsENZ3X4NeepIaFWJ9P7xV/91c06ioH7bkaspbVrAsfbx+H9NH5T99OsM2P8oKVQqWpTfxoNPBBBrW02w78ATSY+163u4/6NDiPD3Ri04uh2/7CwM3PcHLwel4U3XuxUbbxXnOv3LOzjsJ2RbuHvozN1rac9uCk4+H30qwsEr3RcrPiN0v0fOTu3hJDaeo37iY6Cna/gapD8+m3vZQVzaVRM+LPfpy1CXvQ3F801/FlI1YrgiF47azvngGOJzUW0FOaX6cwSvu5J+OkdQcf6m+N5abUXxIhqpjybjfQM0p5t4ESFENjHEsZWvmQLKnXkUig60VbK2cS+Zpv9H3IOqdb9pJ3q6PWKfM8iZzCoNv9Ut8HYeXQEvtjj/FhO9m36c77fP+Cf3mQIYZ4DxphE2mRDXjKEhLOEFq2EIY/wNd33TqAA1WgBFNr5LdtIZfe87UhcXDYdwP4Pi7YdRF8QEasHy6c2r2ZuGt1rNw5Yrnc2ryxH925uQQcQe1oPvyT/wxNIGUXNNZOn14VIhU1cDu/vGEsI7+c/T3kd+NrZ/Rny0IwxaSft2DVL79HlaqHiht0+Fnb/43t7fMoT4nnqPMqSKULf81TbaLjfn6YYkeN9OCE/+4i+OhjHd+B0CmquOJ8Cg2DrnSGOQiRTVwlOMjftpyMv4RC4w9uhPtV/caSyOlrBppdks63ISx6Bv6iEbbRd6o6F4QqHNkMDD8IU7CvJi7IFYeUm66W5uotz3kDYknkA26wvQ49ivyzxzB2KueiN8zdOexJFLO2c1XxMtdujP90s4nr1c8Ma5j5nBSihpQCorPuBfLqT+z8gRJV3X4X76e3baH5nxz7aIbEapPjAtk0EJp0Jl8UXM5TQv/RUaWCSsYsZqiGvgsdxJ5hd1NuQkRqnoC4y+NX2vTyfWpf5u3I5VsrzLXyAxkHhXiEWsyw2casaoUnLNYi0V/Qgg7kKUHvDOfji2IjtlvPDvLCo7nZz3jIqPJlU6B2sZ6OxPHjNvi9yai669LHYgqGxMrd5nwY2DAbJKIts0+x8XSXADkVB+NjSI84w7oPir+Ptnx9CtZZ/0Jy8zcnXUbqLA24FEtlJx1P8rhik2QABh/dWz2DJCdl/BMFw+Lm+OPr730/cdSMkt1AmR/im4T/b+4j7V2NmvK9POFw8mWKb/kWfdk0hY8HL/nQ86Kv3//uUm52jKn/ICtqX0JzP897hzzeYx3aJi1nNXOEkbOOjdWPy9kElWecC+jLjH3IKOUEE6GNbxCXcTNj62L8Jg8ZyGHlyx2ULzheZ6PDCY1Rfc1YctNPlsoXvoLXg73x52j+6Oww4OXFtI+fpD1dibOQv2ZIw4PBWor+a/9mHcjPWjspp8FO2GTRebwuBCNOH30bVkKP++P325gZYoe+JQRSvmrn+aF8EB2lE3X1zqgr2la03qeDQ9lR5VeRhId7IeH3+N175hYeJvMhF28ZikCEF8mAaQsWISvJDopjIdX3WMuQkX734R28GXeRFRen9jvIZOhvKHyuNhyFIA6k1B2U+5ockYv0IXmnrlVmPfsHnzfcyPpKcHY6QkAucOS23vIESBV1eML7+KU5mvxFmtRGg3Rt+DgsT53xIRQxOXHrcKkffUGvw1NoaxSR39aHHHHQOCaz6garid5DcaLbimbnJN/HhNgFJt+bMrNsf4BwOXT96awZTV/tKfQo4dOxB59ncLmgdBkagdr75DTeNACW5fyUGg8ZzVooanMZHHs+1cycMPD1BLUeTFNn5aldrEldySunuP1PzbCrbLlE5ZEysk65a6YTV4VP6Xhp6G55GXp6xyI6FD7O+UX0GfaBbE6jZafgvB6ttlBNk+9G5/XExNow3a/xPaIj0mhn9OjeggUDYm9To25LOaJjl2PrAy+uvmH3HDUInqN0feuwZmGXzWxLFLM+yN/HnuWW5xBUlQDDbab7Oq4F85hrmkIB1nfW0xh/6Pj/2DAaTD3/8idf09MtEfHwMp/X0Vp/Yc869Z9sO30Yimb0hcv5OvozIlq95nUYEI2cqVi3oYk/PGM8KlVNW3/3g7RhYCvqwGsyDADk+WACde0W7+yIBNWgbvPTKLJnVTCwrdFrglMR7vN3WWlhF/XD942RzbXNZ3FB2ZXSTihs+xRHR9oGHulXv9TPadD9nvKR/Hli7m8rmq4m9m83C15E0LF5hf4dXgaqSYVgy/NhFOKR+HyxAc1Tvkj/FGHkWrOupPSMuOJS0i18Z0LryU7eq6mCeMBPO2ezhVTjJBRijpHGmnh7bxl92ZoeXzTRL0rHZrgrUglIwbHhWTIckMYllPKgJyEXbC+DFyBMIy/LOkzpecWweqVvN3tDOYNjuc5i5jO7wP/CLon7MhzTh5BUVC70f3d+sbKHd4gmaoOtrzLRS0XMjfd5KfrPgqWPwOjL6UNs+6krHWZK2F3cHlc3CR2qGn9psTLE65p3rDZDBlq6iXcj+NOuxhPesIu1ESxnsioi9ovj+g0g1WzLqOqIP4sRBfKbkgbyJQB8bxx3YM6h19KVUKnBLodvv/HuNc6SsVE/TXxR0nFqnwcXPUlDm+rLJJRG064l4qyCtrDm11qfkjVk7C37tcCMAFX9DzLrB5JCSmDwYT/54uv83QnHAN2e8scjsqMex2rhkygaki8g46x4Bmd967VFm1n8WCyLnstuW7Chomt6f0pTXiNcrggFI6Ff/QH8BJSLpx2iFtDp7AqN36cWsThpZ9aQiSkeMQ5k+Ncug2HLQ+9rTVEQhY3hE7nsfToGjQvva01sHkNN4Xmc0owHuLsZa2FEFzZci53pJtQTEKfo9Lj997l9UM92MFczqm/kNw8PZlLbHNPRUZyboXxMCW003fTp3LxQB0Kiu78c6qEHIGgB/ujvq/7bHdCPx5MOEO3YADt4emVMPFIeG7cxYOS6qUovW4vs+ewpPIMtDjIrJkeL0xom5uPvp2b+hpvvsOJrSyUHcFdkvw+4eg6t0g3yoZMZXB3PdY0m3MXN2UN5/JTZsTqR8PKH0W685PQmSwwz3Jhbg6sAGdBdXxXKtC9qFs01zSZFXExQk4lXPlF8sQMCATj7Xp53nQsk4Da6Y3fm//zn87TQ/Q46fbE+6jrQ2dy9gQtbqM7yl2RRjb4Kvnv+hncrt8obkKfhHuZUL6p8BgmF7U9xWVa0y1sDlRyjUdLEI8Kgw35JrIQpdEKQHgzS519OTHaBzrj0ai/uSfx2OWzyUv1AiVw/U72yBWfMVYpxia+vysdmtexI70vF07sFS/35EAdvGr3Y2J23H6HadebfeUUmElC6cMPaY94v+T1zGCWjQDB2pX8LeVE/u4+gYsgJm4d0Zxpe+CwEmgdwpdJdt86HJ4ImWcs7NBLss2asUVNI/nehB57qQ1W9GSzyint/n3syWfCG1qgKaWImHVFzzbVMKm6CJ85Dim6VR4gtyDhNOlAFhx1cYdsB8jPzmRg8+3YWJw8pIjCdJ+ehTTHz6u7J3Qsd2aaB9Qc1+LrNyv5jYwHxnZ4KCuP53HCpKYgmE92op0JHW316Jk4HQnnlJmzyD70DGSMK76OLC2kF/U/ER7N5T3jAi9sTj/YGOiVJHY5+loo6A/dEjoswHfCnfDvuznnmPPjh+4CDZm9YdszfJw9iWMTX5BQJ7GTd5kH7B2rmqcio1gYPWtwxHdhwPw2neIeSehoywZPipebdXd2MD8WgtM2xOsXVycIugQ8ZaPaLe8wpy6CZU9Cfv+k4mZzPFQoL3kCU9xnJKx8kIwBSVdOLw8Yd0XM6xAjswxOf6z9/91anAHkV+uF9q2uafj0p3D84VgaU0oSNrUD/U/WX23epx9UToOjf5hcblk69FuUPLAmioz3nf34Qc9W2S3bIxoq7ggJn7WlYHDy36b/N6xfkuTRAfDaWkysdFVyx9z4fYjm1VsSqcBTPiz2LESMV2FppDuf2d1INe002oeElYOHwxO4wG92o5nQ4Vcqm62+MnoX6LYXXfi9WWWSkzCBSXXoNnHVjuN5oaWM87xmt2/CtduePYQ+hUYUuOLPfrdhs0iJ1k9N2MFe1uo+TGpno35GKaQW6aiGtYeAT8LGk0Ryew5ut9zZLVno+ZROGeTsPjxeaDl0GLV5F8eOG5kkxNUPN+pdt61OuXCY0wVejVRzxZT4YO/2p0At+LpVJ9Xf0aCv6eLIIE4aXBS7l6kB3Q+7TW69KN7o2cDFI9pMDNrrh/wJAu2aBSfF38fr591ID14O1/DoldPwmv7XbTYy1dsePrk17h20Esahy3aexHKfDt0mTjo95QnPQ0JfWjGs1aTNMOuYCQypiE+EmqbdTu2aJZRXJd8zD3ps2Zk9BIfVOl8VHHf2NQRTvW3KkzjnRZ0Op02+Kz3hAagPdk8aV6Lex2cjIzkmobw4R0/s8krjk3hfzZ4dPWl52osXsjzc7z2DgCs6tn/NAdUJHHkCzZuG5bTJ6r0b3Hu5sYY6Rxrp4a3syBvBuMqcvb9g7BU65FnZfuOsqangM8BrFHfa4NksfuevLM6ez90nJ3Qe5gHYYqeSvafOqQOk+VwML88m6HHyg6mmM7v0I2iqZfX/TOHxlhH0KK9gZIWZ6Q89Wy82bm/wO/+VWAqIGANOhWVPwbyH9mjDsIHJs1lfRC9mXp+VLDJWuSvIb1yJ3ec4MgPxmVJ0B1k4u1VnXJTs2o6R0V0Lh1bUDjiHQUsrOaXbwKTyRhMS3eTIJXGo9JvOcnGT7lwr84yIshwdF2cQW9MCEMgtjZf70mHhiyh/K1GQeGRRa8/BuS/rNVj70SYA6DlJf7UiN6J3Gpb2HZH8h5p5UDY2vlwgijetfcH1TQhktSlylI2G0ZfhHXhax97DkwKn7qEtDj2nbVmCmLh0ztFmNv4tknBEgr+81TUddIb+asWDzuOZH3qCy049nt758YG2KaLf691IT/omeMKbzPrRjyKlPPf9sbHBJhpO+4QyUtIyyTDe+RazkefDUDH/MbMXLjN58vv1tdiiskns6Rom3sgdf/hfHg1rb15ZtgmTeeK25RcnTNosi3+P/T23vbSGW3vF01M4EpaUjO2398kuTjdcsqT9EyVKRkHzrqRwZyLB4lYDZ8lIWP16bI1fG1oLvYV6gXubgd3paXOkGMC2gPb61vY4Pqnv6ubWOx+LeiX3Of2Omc8zv3mXaQtvoLJ7Qjgumq8xq9X1KRqq15ROubl9+1sR9d6E0stIS7DH53Gy67S/cVZRGmn+uMhMT9H3tDmzkkT5EBVuoL19tbtNDszECdkevJsVNa0ml7l9YMcaLkhIPA2QPXQODG0bEcpu0Ztk7JJWz03F0eAOEMzv2eY1bShqX6gDuMP63kTXYEYpOPo8Xnmknr7DT08qVyadjlU+lo6QkVvMeeErWUUpn67dzfnjojvWO9bHHHkCTSnt+WjlNfg6Hii5mS0f/5PL50xI9t7sCV968jqKVjhSUih95BHcpaUAFBZXwOXPcl+KJ8nLFM0jtoV0OjCn3yNKKR46d2RyoS8dfOnc2echHnlnLecWJQyweX1h9j3tv1l+WzcuOb3g4nfbrb7+mLv5eGuIY9KSE8K+WHoZvhVPkl6a3Gnlz/sl1z/3OtfPTX4AvCb9RWpJ8ix0X5lYVcAVs49iVk1hUnn0rNGmQHJYPGvEaaxdu5R/bJrMjLKC2Gxzn4mujak6tu3furXTgSSIhjahy8L2O8Nvi+CYC+Dv15LXu1WbcTjbirODgWXBMdcd0PdfFBrHNlKZ17MDE7BvwJuqH8PsDynu2bF797/qdH7ceCL/zE1Oat3TpXN7rfZWcVr/+HFwmebA8eEjx1KeH/fEukxqkTdbKjh1TEkszBXNhbjcLuaCofHBKS9T9wOFJckh5vLeAyk/6UZ+3NCC1+lgzmAttJRp119GcqkuShbpI44+jkXj7dj/BHBlxp+vyrw9hORb0955rADz/tSuUCKnN+xc23YCdcI9Ok1E6z48qwdsXdn2OctJ9mDtjUHTF3IT/fnujGQxobJ7wurXIC+578ourWb6Dc+180Znws51bceQ9GL4j087blBqN5hyC84+s9r8qT1Hg6+wGjLKSD/2P5PKne54311LkB655jolThBdrQRH9Ryo39r23p37D9jLzsVEnvPPZEr905RUt4oWzH+0XY/YvrI8fTR5u5dRl9YrqdxZPobRV45hdOsX9JwEZz/fJmKzJ5RSZA6cxXNvrqamOJ1LJhpBaZwva+1soO353DE7Ovg5Di+Ov2vvdRI477ijWTp0MNXdvh0vgRUI4Kvum1RWmO5rW8+jB+lonpoDwXljy3n3y+2cOqxk75W/AYWjT6WwnfKq6RfwxHuz+N645IGgtCCH6xe07VC2F4ymYP3z9Ok/rM3f9gWnw2JeO5+1qsTkYBvaSkBllFK08CGe3a//arhmQ7tHEbWLZemZcquceAeFkRfGzgk9UvhF6qV8VdvI+b49iIH9xDvvdzz4xQbmp3Tsmv5s7gBeWLaJwrTkgc85+hJ49BxuuOR8SIkLsdyq0fDFE5QPGJ9UP6egGD6GuuyapGdcmfWhu/zdkwWUGXTTKto+Z8cN6NamzApkcGvLKbwcqeGWdvpHq1VYypuphd1vQlP5zv4OsL49PBtn/AXCzW3L9zS5OOeF2HrM/SEz6OHak9vxrEz6CfSarieyHSGQDTNv3297UApGfnfv9aKkFmhvZWtMxCTk9PPXi0fjdyfIhjm/iaX+SWLO/e0LsfYE9dcx9WYuX7KQ/ypqJbb3N3pg+HfB6fzn5xWcltkBT1yU4n0bg66dUUXP3CAza+ITfH+Wfhb/Eh4FfL7H1yp7H9RsZ2fIkCH222+/fajN2CPLemu3btUnyzpUf+UbT9Pj2fn81TmJGdc+ciBN6/y0NBD56hOsooF7r/tNWfWqDoN8Sw+/0HVYtWU3oUiEHrkpe698qLHttt6DcAvsWJ20mxzQ2dtXLtYCISHU+tHqTfz+np+SNXoBV05L8Ow01sJb92mB3oGw9Ve1jQy/WScc/uTGqR3yMPf94RNM6FPEL+Z3zAshdAJe+1/t6e++n+teOxnrdjRw8zPLuPmEfqQdoMlZe0QiNufdeg8FVcO5cfagd2zbbvdhEIF2ENlXgbZ8/Q4W/fIaaqtO5b9Pa+NsFQRB+Ma8tWobg0oy2l183VEaW8L0/pFOSrvq1hl7qa2pbWzB7bC++XIBQTgMsG0bpRRKqT0KtCMzxNlFqCxIo2r2NUzum7f3yoIgCPvA0NJ92OSyB7wuB789ayi98jrueUz1HjxPhSB0Vjqynl0E2kGk7PHHCG/f3uH6SqnYYlxBEITOyIRe7axBEgRhvxGBdhDxVlXtvZIgCIIgCEc8shpaEARBEAShkyECTRAEQRAEoZMhAk0QBEEQBKGTIQJNEARBEAShkyECTRAEQRAEoZNxWCWqVUrtApZ/C2+VBuz8Ft7nYNBVbBU7vznZwJZ2yjujre3RVeyErmNrV7ET9t3WPbX3A83hfE0PFV3FTjh0tvaybbvdRIKHW5qN5XvKyLsvKKXutW373G/DoANNV7FV7PzmKKXebq9dd0Zb26Or2Aldx9auYifsu617au8HmsP5mh4quoqdcOhsVUrt8fgjCXG2z1OH2oB9oKvYKnZ++3QVW7uKndB1bO0qdkLXsbWr2Aldx9auYid0QlsPtxDnIZl5CcKBRNq1cCQh7V04kvi69n64edDuPdQGCMIBQNq1cCQh7V04kthjez+sPGiCIAiCIAiHA4ebB00QBEEQBKHL02UFmlLqIaXU+ENthyAcCL6ufSul/qGU6n2QTRKEbw2l1ByllK2UKj7UtghCZ6XLCjRBEAShy3Iy8Akw+1AbIgidla4u0EqVUrcCKKW8SqlV5ud/KKXuUEq9p5R6VylVeEitFIRvRrvtWxC6MkqpADAO+CFwoimLeYWVUucrpa43P1+tlPpCKbVYKbXkUNksCIeCri7Qvo5627YHAi8C8w+1MYIgCAIAM4FXgGeBwUqp/PYqKaVqgBOASuBioO9Bs1AQOgGHs0D7k/n+EZB5KA0RBEEQYswFnrRtuwEt1I7fQ71xwJ9t226xbftj4IODZaAgdAa6lEBTSv1BKeU2vzqBooQ/+1pVD5nvNqAOtG2CsL/sY/sWhC6HUioFmALcZEL2QzBhzgSibd1FvB8HCBxwAwWhE9GlBBpQAQw0axhqgDVAdACbQr0AAARDSURBVH3Z1ENmlSB8O0j7Fg53ZgEv2bZdbNt2KdATGAXsIt7Wp5jv7wMzlFKWUmqYqSsIRwxd7bD064GH0cLyLuARYJ5S6u/ASqD50JkmCPvN9Uj7Fg5vTgYeiP5i2/Y2pdQLwDvAT5VSW4Gd5m+LlVInAJ+ar6UH31xBOHTISQKCIAhCp0Mp1QMYY9v2b81O/Ids2x57qO0ShIOFCDRBEASh06GU8qE9yr2BFuA827ZfObRWCcLBQwSaIAiCIAhCJ6OrbRIQBEEQBEE47On0As3s4PmtUmq1Uup9pdRRSqlyc0LAaqXU7a3qZyul/pXwe0Ap9ZRSapVS6g05w1AQBEEQhM5Opxdo6EzSmUB3YB5wN/Az4DpT1kspNQH0ESHokwNcCa8/H/jCbOn+sXmtIAiCIAhCp6UrCLR84He25mMgB53c8GlbL6D7MzDZ1P0A+Hmr12cBD5qfX0UvOBUEQRAEQei0dPo8aLZt/zL6s1JqIbADaLbjuxvWo48Ewbbt15RS64FzE15/TcLbXYUWaYIgCIIgCJ2WTi/QQK8jQ3vGRgJnosOcUWwgvJfX5wC/RodKTzhAZgqCIAiCIHwrdPoQp1LKD/wLqEOHNt9Bhy2jFAKrv+b1BcDrwGvAeNu2txw4awVBEARBEPafTi/Q0Iv8X7Ft+1Lbthtt2w4DS5RSE5RSDuA04K9f8/qrgbts2/4v81pBEARBEIROTVcIcQ4GxiqlJieUHQs8hPakPWDb9jt7ef1MpVR0Xdo627YnHhhTBUEQBEEQ9h85SUAQBEEQBKGT0RVCnIIgCIIgCEcUItAEQRAEQRA6GSLQBEEQBEEQOhki0ARBEARBEDoZItAEQRAEQRA6GSLQBEE4YlFKjVdK1SqlPlFKrTLfp+yl/pCDaaMgCEcmItAEQTjSeca27d62bZcCpwO/N8fDtcd49IkmgiAIB5SukKhWEAThoGDb9ltKqSeBU5VSPYEp6PN+b0IfM3chEFJKvQvsAO4FsoE3gO/Ztt14aCwXBOFwQwSaIAhCMh+ihdluoBJ93u9i27arlFK/ADbatv2mUuo54AzbtlcrpW4DFgC/OlRGC4JweCECTRAEIZkQsBJ4ALgMGAT4EisopYLAWODvSikAN/DoQbVSEITDGhFogiAIyQxAhzPvBm4GngSeb1XHCXxh23YfAKVUBuA5mEYKgnB4I5sEBEEQDEqpgcB0IAg8Z9v2k8BRCVXCgMu27R1AWCnVXyllAb8Bhh50gwVBOGyRw9IFQThiUUqNR3vI1qO9YvXAJcAK4BnAjxZfs9AetXXAg8A0QAH3AZnAk7ZtX3yQzRcE4TBGBJogCIIgCEInQ0KcgiAIgiAInQwRaIIgCIIgCJ0MEWiCIAiCIAidDBFogiAIgiAInQwRaIIgCIIgCJ0MEWiCIAiCIAidDBFogiAIgiAInQwRaIIgCIIgCJ2M/wdrlmtf/rmMGQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# energy balance\n", "ax_output = (\n", " df_output_suews.loc[grid]\n", " .loc[\"2012 6\":\"2012 8\", [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Surface Energy Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Resampling\n", "\n", "The suggested runtime/simulation frequency of SUEWS is `300 s`, which usually results in a large output and may be over-weighted for storage and analysis. \n", "Also, you may feel an apparent slowdown in producing the above figure as a large amount of data were used for the plotting.\n", "To slim down the result size for analysis and output, we can `resample` the default output very easily." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:23.025489Z", "start_time": "2020-07-05T22:00:22.919253Z" } }, "outputs": [], "source": [ "rsmp_1d = df_output_suews.loc[grid].resample(\"1d\")\n", "# daily mean values\n", "df_1d_mean = rsmp_1d.mean()\n", "# daily sum values\n", "df_1d_sum = rsmp_1d.sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can then re-examine the above energy balance at hourly scale and plotting will be significantly faster." ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:23.486840Z", "start_time": "2020-07-05T22:00:23.027931Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# energy balance\n", "ax_output = (\n", " df_1d_mean.loc[:, [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Surface Energy Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then we use the hourly results for other analyses." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:23.855977Z", "start_time": "2020-07-05T22:00:23.489147Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# radiation balance\n", "ax_output = (\n", " df_1d_mean.loc[:, [\"QN\", \"Kdown\", \"Kup\", \"Ldown\", \"Lup\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Radiation Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:24.205183Z", "start_time": "2020-07-05T22:00:23.858569Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# water balance\n", "ax_output = (\n", " df_1d_sum.loc[:, [\"Rain\", \"Irr\", \"Evap\", \"RO\", \"TotCh\"]]\n", " .rename(columns=dict_var_disp)\n", " .plot(figsize=(10, 3), title=\"Surface Water Balance\",)\n", ")\n", "_ = ax_output.set_xlabel(\"Date\")\n", "_ = ax_output.set_ylabel(\"Water amount (mm)\")\n", "_ = ax_output.legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get an overview of partitioning in energy and water balance at monthly scales:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:24.357219Z", "start_time": "2020-07-05T22:00:24.207682Z" } }, "outputs": [], "source": [ "# get a monthly Resampler\n", "df_plot = df_output_suews.loc[grid].copy()\n", "df_plot.index = df_plot.index.set_names(\"Month\")\n", "rsmp_1M = df_plot.shift(-1).dropna(how=\"all\").resample(\"1M\", kind=\"period\")\n", "# mean values\n", "df_1M_mean = rsmp_1M.mean()\n", "# sum values\n", "df_1M_sum = rsmp_1M.sum()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:24.928216Z", "start_time": "2020-07-05T22:00:24.359248Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "text/plain": [ "" ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# month names\n", "name_mon = [x.strftime(\"%b\") for x in rsmp_1M.groups]\n", "# create subplots showing two panels together\n", "fig, axes = plt.subplots(2, 1, sharex=True)\n", "# surface energy balance\n", "df_1M_mean.loc[:, [\"QN\", \"QS\", \"QE\", \"QH\", \"QF\"]].rename(columns=dict_var_disp).plot(\n", " ax=axes[0], # specify the axis for plotting\n", " figsize=(10, 6), # specify figure size\n", " title=\"Surface Energy Balance\",\n", " kind=\"bar\",\n", ")\n", "# surface water balance\n", "df_1M_sum.loc[:, [\"Rain\", \"Irr\", \"Evap\", \"RO\", \"TotCh\"]].rename(\n", " columns=dict_var_disp\n", ").plot(\n", " ax=axes[1], # specify the axis for plotting\n", " title=\"Surface Water Balance\",\n", " kind=\"bar\",\n", ")\n", "\n", "# annotations\n", "_ = axes[0].set_ylabel(\"Mean Flux ($ \\mathrm{W \\ m^{-2}}$)\")\n", "_ = axes[0].legend()\n", "_ = axes[1].set_xlabel(\"Month\")\n", "_ = axes[1].set_ylabel(\"Total Water Amount (mm)\")\n", "_ = axes[1].xaxis.set_ticklabels(name_mon, rotation=0)\n", "_ = axes[1].legend()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Output" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The supy output can be saved as `txt` files for further analysis using supy function `save_supy`." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:25.004764Z", "start_time": "2020-07-05T22:00:24.930218Z" } }, "outputs": [ { "data": { "text/html": [ "
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groupSUEWS...DailyState
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105407 rows × 371 columns

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" ], "text/plain": [ "group SUEWS \\\n", "var Kdown Kup Ldown Lup \n", "grid datetime \n", "1 2012-01-01 00:05:00 0.176667 0.021459 344.179805 371.680316 \n", " 2012-01-01 00:10:00 0.173333 0.046164 344.190048 372.637243 \n", " 2012-01-01 00:15:00 0.170000 0.045271 344.200308 372.715137 \n", " 2012-01-01 00:20:00 0.166667 0.044378 344.210586 372.793044 \n", " 2012-01-01 00:25:00 0.163333 0.043485 344.220882 372.870963 \n", "... ... ... ... ... \n", " 2012-12-31 23:35:00 0.000000 0.000000 330.263407 363.676342 \n", " 2012-12-31 23:40:00 0.000000 0.000000 330.263407 363.676342 \n", " 2012-12-31 23:45:00 0.000000 0.000000 330.263407 363.676342 \n", " 2012-12-31 23:50:00 0.000000 0.000000 330.263407 363.676342 \n", " 2012-12-31 23:55:00 0.000000 0.000000 330.263407 363.676342 \n", "\n", "group \\\n", "var Tsurf QN QF QS \n", "grid datetime \n", "1 2012-01-01 00:05:00 11.607207 -27.345303 40.574001 -5.886447 \n", " 2012-01-01 00:10:00 11.620000 -28.320026 39.724283 -1.013319 \n", " 2012-01-01 00:15:00 11.635000 -28.390100 38.874566 -1.001900 \n", " 2012-01-01 00:20:00 11.650000 -28.460168 38.024849 -0.989860 \n", " 2012-01-01 00:25:00 11.665000 -28.530232 37.175131 -0.977988 \n", "... ... ... ... ... \n", " 2012-12-31 23:35:00 10.140000 -33.412935 53.348682 -4.399144 \n", " 2012-12-31 23:40:00 10.140000 -33.412935 52.422737 -4.397669 \n", " 2012-12-31 23:45:00 10.140000 -33.412935 51.496792 -4.395831 \n", " 2012-12-31 23:50:00 10.140000 -33.412935 50.570847 -4.393681 \n", " 2012-12-31 23:55:00 10.140000 -33.412935 46.174492 -4.391264 \n", "\n", "group ... DailyState \\\n", "var QH QE ... DensSnow_Paved \n", "grid datetime ... \n", "1 2012-01-01 00:05:00 15.276915 -7.777741 ... NaN \n", " 2012-01-01 00:10:00 -22.518257 -81.748807 ... NaN \n", " 2012-01-01 00:15:00 -23.450672 -82.273388 ... NaN \n", " 2012-01-01 00:20:00 -24.350304 -82.818868 ... NaN \n", " 2012-01-01 00:25:00 -25.191350 -83.410146 ... NaN \n", "... ... ... ... ... \n", " 2012-12-31 23:35:00 2.559974 21.774918 ... NaN \n", " 2012-12-31 23:40:00 2.178582 21.228889 ... NaN \n", " 2012-12-31 23:45:00 1.797190 20.682498 ... NaN \n", " 2012-12-31 23:50:00 1.436708 20.114885 ... NaN \n", " 2012-12-31 23:55:00 -0.234230 17.387051 ... 100.0 \n", "\n", "group \\\n", "var DensSnow_Bldgs DensSnow_EveTr DensSnow_DecTr \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN NaN NaN \n", " 2012-01-01 00:10:00 NaN NaN NaN \n", " 2012-01-01 00:15:00 NaN NaN NaN \n", " 2012-01-01 00:20:00 NaN NaN NaN \n", " 2012-01-01 00:25:00 NaN NaN NaN \n", "... ... ... ... \n", " 2012-12-31 23:35:00 NaN NaN NaN \n", " 2012-12-31 23:40:00 NaN NaN NaN \n", " 2012-12-31 23:45:00 NaN NaN NaN \n", " 2012-12-31 23:50:00 NaN NaN NaN \n", " 2012-12-31 23:55:00 100.0 100.0 100.0 \n", "\n", "group \\\n", "var DensSnow_Grass DensSnow_BSoil DensSnow_Water \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN NaN NaN \n", " 2012-01-01 00:10:00 NaN NaN NaN \n", " 2012-01-01 00:15:00 NaN NaN NaN \n", " 2012-01-01 00:20:00 NaN NaN NaN \n", " 2012-01-01 00:25:00 NaN NaN NaN \n", "... ... ... ... \n", " 2012-12-31 23:35:00 NaN NaN NaN \n", " 2012-12-31 23:40:00 NaN NaN NaN \n", " 2012-12-31 23:45:00 NaN NaN NaN \n", " 2012-12-31 23:50:00 NaN NaN NaN \n", " 2012-12-31 23:55:00 100.0 100.0 449.702073 \n", "\n", "group \n", "var a1 a2 a3 \n", "grid datetime \n", "1 2012-01-01 00:05:00 NaN NaN NaN \n", " 2012-01-01 00:10:00 NaN NaN NaN \n", " 2012-01-01 00:15:00 NaN NaN NaN \n", " 2012-01-01 00:20:00 NaN NaN NaN \n", " 2012-01-01 00:25:00 NaN NaN NaN \n", "... ... ... ... \n", " 2012-12-31 23:35:00 NaN NaN NaN \n", " 2012-12-31 23:40:00 NaN NaN NaN \n", " 2012-12-31 23:45:00 NaN NaN NaN \n", " 2012-12-31 23:50:00 NaN NaN NaN \n", " 2012-12-31 23:55:00 0.36935 0.3242 8.0995 \n", "\n", "[105407 rows x 371 columns]" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_output" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:02:35.665286Z", "start_time": "2020-07-05T22:02:30.443130Z" } }, "outputs": [], "source": [ "list_path_save = sp.save_supy(df_output, df_state_final,)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-07-05T22:00:29.946829Z", "start_time": "2020-07-05T22:00:29.904568Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1_2012_DailyState.txt\n", "1_2012_SUEWS_60.txt\n", "1_2012_snow_60.txt\n", "1_2012_RSL_60.txt\n", "1_2012_SOLWEIG_60.txt\n", "df_state.csv\n" ] } ], "source": [ "for file_out in list_path_save:\n", " print(file_out.name)" ] } ], "metadata": { "celltoolbar": "Raw Cell Format", "file_extension": ".py", "hide_input": false, "kernelspec": { "display_name": "Python 3", "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": "3.7.3" }, "mimetype": "text/x-python", "name": "python", "npconvert_exporter": "python", "pygments_lexer": "ipython3", "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": true, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "307.1875px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false }, "version": 3 }, "nbformat": 4, "nbformat_minor": 2 }