From 6c4c32a1790da08a7bd8e70f5ed5f179f73b927d Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 02:03:14 +0900 Subject: [PATCH 01/47] Add clearsky.ipynb (Remove before merge) --- docs/sphinx/source/user_guide/clearsky.ipynb | 6000 ++++++++++++++++++ 1 file changed, 6000 insertions(+) create mode 100644 docs/sphinx/source/user_guide/clearsky.ipynb diff --git a/docs/sphinx/source/user_guide/clearsky.ipynb b/docs/sphinx/source/user_guide/clearsky.ipynb new file mode 100644 index 0000000000..73d90a1702 --- /dev/null +++ b/docs/sphinx/source/user_guide/clearsky.ipynb @@ -0,0 +1,6000 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Clear sky\n", + "=========\n", + "\n", + "This section reviews the clear sky modeling capabilities of\n", + "pvlib-python.\n", + "\n", + "pvlib-python supports two ways to generate clear sky irradiance:\n", + "\n", + "1. A :py:class:`~pvlib.location.Location` object's\n", + " :py:meth:`~pvlib.location.Location.get_clearsky` method.\n", + "2. The functions contained in the :py:mod:`~pvlib.clearsky` module,\n", + " including :py:func:`~pvlib.clearsky.ineichen` and\n", + " :py:func:`~pvlib.clearsky.simplified_solis`.\n", + "\n", + "Users that work with simple time series data may prefer to use\n", + ":py:meth:`~pvlib.location.Location.get_clearsky`, while users\n", + "that want finer control, more explicit code, or work with\n", + "multidimensional data may prefer to use the basic functions in the\n", + ":py:mod:`~pvlib.clearsky` module.\n", + "\n", + "The :ref:`location` subsection demonstrates the easiest way to obtain a\n", + "time series of clear sky data for a location. The :ref:`ineichen` and\n", + ":ref:`simplified_solis` subsections detail the clear sky algorithms and\n", + "input data. The :ref:`detect_clearsky` subsection demonstrates the use\n", + "of the clear sky detection algorithm.\n", + "\n", + "We'll need these imports for the examples below." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "\n", + "import itertools\n", + "\n", + "import matplotlib.pyplot as plt\n", + "\n", + "import pandas as pd\n", + "\n", + "import pvlib\n", + "\n", + "from pvlib import clearsky, atmosphere, solarposition\n", + "\n", + "from pvlib.location import Location\n", + "\n", + "from pvlib.iotools import read_tmy3" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Location\n", + "--------\n", + "\n", + "The easiest way to obtain a time series of clear sky irradiance is to use a\n", + ":py:class:`~pvlib.location.Location` object's\n", + ":py:meth:`~pvlib.location.Location.get_clearsky` method. The\n", + ":py:meth:`~pvlib.location.Location.get_clearsky` method does the dirty\n", + "work of calculating solar position, extraterrestrial irradiance,\n", + "airmass, and atmospheric pressure, as appropriate, leaving the user to\n", + "only specify the most important parameters: time and atmospheric\n", + "attenuation. The time input must be a :py:class:`pandas.DatetimeIndex`,\n", + "while the atmospheric attenuation inputs may be constants or arrays.\n", + "The :py:meth:`~pvlib.location.Location.get_clearsky` method always\n", + "returns a :py:class:`pandas.DataFrame`." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", + "\n", + "times = pd.date_range(start='2016-07-01', end='2016-07-04', freq='1min', tz=tus.tz)\n", + "\n", + "cs = tus.get_clearsky(times) # ineichen with climatology table by default\n", + "\n", + "cs.plot();\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.title('Ineichen, climatological turbidity');" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", + "\n", + "times = pd.date_range(start='2016-07-01', end='2016-07-04', freq='1min', tz=tus.tz)\n", + "\n", + "# cs = tus.get_clearsky(times) # ineichen with climatology table by default\n", + "cs_utc = tus.get_clearsky(times.tz_convert('utc')).tz_convert(tus.tz) # ineichen with climatology table by default\n", + "\n", + "# cs.plot()\n", + "cs_utc.plot();\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.title('Ineichen, climatological turbidity');" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4321\n", + "Index([17, 18, 19], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
2016-07-01 17:00:00-07:00460.378093778.93662170.469943460.055525777.65865870.787077
2016-07-01 17:01:00-07:00456.733517777.19673870.143925456.411549775.91372070.460150
2016-07-01 17:02:00-07:00453.083990775.43584969.816605452.762630774.14773270.131910
2016-07-01 17:03:00-07:00449.429616773.65362169.487974449.108869772.36036169.802348
2016-07-01 17:04:00-07:00445.770496771.84971369.158023445.450370770.55126769.471455
.....................
2016-07-03 19:28:00-07:000.3723766.4793300.2863080.3687596.3304460.284669
2016-07-03 19:29:00-07:000.2321324.7442940.1828240.2297424.6287550.181634
2016-07-03 19:30:00-07:000.1316633.3880420.1061340.1302243.3005080.105355
2016-07-03 19:31:00-07:000.0631332.3562950.0520390.0624002.2916540.051610
2016-07-03 19:32:00-07:000.0192681.5937660.0162220.0190301.5473080.016073
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459 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2016-07-01 17:00:00-07:00 460.378093 778.936621 70.469943 460.055525 \n", + "2016-07-01 17:01:00-07:00 456.733517 777.196738 70.143925 456.411549 \n", + "2016-07-01 17:02:00-07:00 453.083990 775.435849 69.816605 452.762630 \n", + "2016-07-01 17:03:00-07:00 449.429616 773.653621 69.487974 449.108869 \n", + "2016-07-01 17:04:00-07:00 445.770496 771.849713 69.158023 445.450370 \n", + "... ... ... ... ... \n", + "2016-07-03 19:28:00-07:00 0.372376 6.479330 0.286308 0.368759 \n", + "2016-07-03 19:29:00-07:00 0.232132 4.744294 0.182824 0.229742 \n", + "2016-07-03 19:30:00-07:00 0.131663 3.388042 0.106134 0.130224 \n", + "2016-07-03 19:31:00-07:00 0.063133 2.356295 0.052039 0.062400 \n", + "2016-07-03 19:32:00-07:00 0.019268 1.593766 0.016222 0.019030 \n", + "\n", + " dni_utc dhi_utc \n", + "2016-07-01 17:00:00-07:00 777.658658 70.787077 \n", + "2016-07-01 17:01:00-07:00 775.913720 70.460150 \n", + "2016-07-01 17:02:00-07:00 774.147732 70.131910 \n", + "2016-07-01 17:03:00-07:00 772.360361 69.802348 \n", + "2016-07-01 17:04:00-07:00 770.551267 69.471455 \n", + "... ... ... \n", + "2016-07-03 19:28:00-07:00 6.330446 0.284669 \n", + "2016-07-03 19:29:00-07:00 4.628755 0.181634 \n", + "2016-07-03 19:30:00-07:00 3.300508 0.105355 \n", + "2016-07-03 19:31:00-07:00 2.291654 0.051610 \n", + "2016-07-03 19:32:00-07:00 1.547308 0.016073 \n", + "\n", + "[459 rows x 6 columns]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert cs.index.equals(cs_utc.index)\n", + "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", + "print(len(cs))\n", + "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The :py:meth:`~pvlib.location.Location.get_clearsky` method accepts a\n", + "model keyword argument and propagates additional arguments to the\n", + "functions that do the computation." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cs = tus.get_clearsky(times, model='ineichen', linke_turbidity=3)\n", + "\n", + "cs.plot();\n", + "\n", + "plt.title('Ineichen, linke_turbidity=3');\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# cs = tus.get_clearsky(times, model='ineichen', linke_turbidity=3)\n", + "cs_utc = tus.get_clearsky(times.tz_convert('utc'), model='ineichen', linke_turbidity=3).tz_convert(tus.tz)\n", + "\n", + "# cs.plot();\n", + "cs_utc.plot();\n", + "\n", + "plt.title('Ineichen, linke_turbidity=3');\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4321\n", + "Index([17, 18, 19], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
2016-07-01 17:00:00-07:00465.420700799.41547165.261561465.411367799.39944165.260252
2016-07-01 17:01:00-07:00461.767823797.75996964.949765461.758563797.74397264.948462
2016-07-01 17:02:00-07:00458.109888796.08420464.636835458.100702796.06824164.635539
2016-07-01 17:03:00-07:00454.446997794.38784964.322767454.437884794.37191964.321477
2016-07-01 17:04:00-07:00450.779249792.67056764.007553450.770210792.65467264.006269
.....................
2016-07-03 19:28:00-07:000.4438769.8457330.3130910.4438769.8457250.313091
2016-07-03 19:29:00-07:000.2796647.3943090.2028140.2796647.3943020.202814
2016-07-03 19:30:00-07:000.1604565.4270820.1195630.1604565.4270780.119563
2016-07-03 19:31:00-07:000.0778993.8875300.0595960.0778993.8875270.059596
2016-07-03 19:32:00-07:000.0240942.7144280.0189070.0240942.7144260.018907
\n", + "

459 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2016-07-01 17:00:00-07:00 465.420700 799.415471 65.261561 465.411367 \n", + "2016-07-01 17:01:00-07:00 461.767823 797.759969 64.949765 461.758563 \n", + "2016-07-01 17:02:00-07:00 458.109888 796.084204 64.636835 458.100702 \n", + "2016-07-01 17:03:00-07:00 454.446997 794.387849 64.322767 454.437884 \n", + "2016-07-01 17:04:00-07:00 450.779249 792.670567 64.007553 450.770210 \n", + "... ... ... ... ... \n", + "2016-07-03 19:28:00-07:00 0.443876 9.845733 0.313091 0.443876 \n", + "2016-07-03 19:29:00-07:00 0.279664 7.394309 0.202814 0.279664 \n", + "2016-07-03 19:30:00-07:00 0.160456 5.427082 0.119563 0.160456 \n", + "2016-07-03 19:31:00-07:00 0.077899 3.887530 0.059596 0.077899 \n", + "2016-07-03 19:32:00-07:00 0.024094 2.714428 0.018907 0.024094 \n", + "\n", + " dni_utc dhi_utc \n", + "2016-07-01 17:00:00-07:00 799.399441 65.260252 \n", + "2016-07-01 17:01:00-07:00 797.743972 64.948462 \n", + "2016-07-01 17:02:00-07:00 796.068241 64.635539 \n", + "2016-07-01 17:03:00-07:00 794.371919 64.321477 \n", + "2016-07-01 17:04:00-07:00 792.654672 64.006269 \n", + "... ... ... \n", + "2016-07-03 19:28:00-07:00 9.845725 0.313091 \n", + "2016-07-03 19:29:00-07:00 7.394302 0.202814 \n", + "2016-07-03 19:30:00-07:00 5.427078 0.119563 \n", + "2016-07-03 19:31:00-07:00 3.887527 0.059596 \n", + "2016-07-03 19:32:00-07:00 2.714426 0.018907 \n", + "\n", + "[459 rows x 6 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert cs.index.equals(cs_utc.index)\n", + "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", + "print(len(cs))\n", + "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cs = tus.get_clearsky(times, model='simplified_solis', aod700=0.2, precipitable_water=3)\n", + "\n", + "cs.plot();\n", + "\n", + "plt.title('Simplfied Solis, aod700=0.2, precipitable_water=3');\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# cs = tus.get_clearsky(times, model='simplified_solis', aod700=0.2, precipitable_water=3)\n", + "cs_utc = tus.get_clearsky(times.tz_convert('utc'), model='simplified_solis', aod700=0.2, precipitable_water=3).tz_convert(tus.tz)\n", + "\n", + "# cs.plot();\n", + "cs_utc.plot();\n", + "\n", + "plt.title('Simplfied Solis, aod700=0.2, precipitable_water=3');\n", + "\n", + "plt.ylabel('Irradiance $W/m^2$');" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4321\n", + "Index([17, 18, 19], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
2016-07-01 17:00:00-07:00396.328080580.273573113.580288396.320132580.261937113.578011
2016-07-01 17:01:00-07:00393.056914578.257168113.140595393.049032578.245573113.138326
2016-07-01 17:02:00-07:00389.784574576.224964112.698430389.776758576.213410112.696170
2016-07-01 17:03:00-07:00386.511183574.176806112.253778386.503432574.165292112.251527
2016-07-01 17:04:00-07:00383.236862572.112534111.806623383.229177572.101062111.804381
.....................
2016-07-03 19:28:00-07:000.7773171.7367173.5722730.7773161.7367163.572270
2016-07-03 19:29:00-07:000.4263680.6915462.5100110.4263670.6915452.510008
2016-07-03 19:30:00-07:000.1832620.1712501.5326140.1832620.1712501.532613
2016-07-03 19:31:00-07:000.0465920.0140270.6960680.0465920.0140270.696068
2016-07-03 19:32:00-07:000.0019130.0000150.1184910.0019130.0000150.118491
\n", + "

459 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2016-07-01 17:00:00-07:00 396.328080 580.273573 113.580288 396.320132 \n", + "2016-07-01 17:01:00-07:00 393.056914 578.257168 113.140595 393.049032 \n", + "2016-07-01 17:02:00-07:00 389.784574 576.224964 112.698430 389.776758 \n", + "2016-07-01 17:03:00-07:00 386.511183 574.176806 112.253778 386.503432 \n", + "2016-07-01 17:04:00-07:00 383.236862 572.112534 111.806623 383.229177 \n", + "... ... ... ... ... \n", + "2016-07-03 19:28:00-07:00 0.777317 1.736717 3.572273 0.777316 \n", + "2016-07-03 19:29:00-07:00 0.426368 0.691546 2.510011 0.426367 \n", + "2016-07-03 19:30:00-07:00 0.183262 0.171250 1.532614 0.183262 \n", + "2016-07-03 19:31:00-07:00 0.046592 0.014027 0.696068 0.046592 \n", + "2016-07-03 19:32:00-07:00 0.001913 0.000015 0.118491 0.001913 \n", + "\n", + " dni_utc dhi_utc \n", + "2016-07-01 17:00:00-07:00 580.261937 113.578011 \n", + "2016-07-01 17:01:00-07:00 578.245573 113.138326 \n", + "2016-07-01 17:02:00-07:00 576.213410 112.696170 \n", + "2016-07-01 17:03:00-07:00 574.165292 112.251527 \n", + "2016-07-01 17:04:00-07:00 572.101062 111.804381 \n", + "... ... ... \n", + "2016-07-03 19:28:00-07:00 1.736716 3.572270 \n", + "2016-07-03 19:29:00-07:00 0.691545 2.510008 \n", + "2016-07-03 19:30:00-07:00 0.171250 1.532613 \n", + "2016-07-03 19:31:00-07:00 0.014027 0.696068 \n", + "2016-07-03 19:32:00-07:00 0.000015 0.118491 \n", + "\n", + "[459 rows x 6 columns]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert cs.index.equals(cs_utc.index)\n", + "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", + "print(len(cs))\n", + "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "See the sections below for more detail on the clear sky models." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Ineichen and Perez\n", + "------------------\n", + "\n", + "The Ineichen and Perez clear sky model parameterizes irradiance in terms\n", + "of the Linke turbidity [Ine02]_. pvlib-python implements this model in\n", + "the :py:func:`pvlib.clearsky.ineichen` function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Turbidity data\n", + "^^^^^^^^^^^^^^\n", + "\n", + "pvlib includes a file with monthly climatological turbidity values for\n", + "the globe. The code below creates turbidity maps for a few months of\n", + "the year. You could run it in a loop to create plots for all months." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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678HMeOYzn4nBYBBzJT3nOc/BX/zFX+BXf/VXceGFF65pXnvqU5+Kz3/+83jmM5+JG264oZH7aWFhAZdcckn8/brXvQ4Pe9jDcMEFF+DZz342vvvd7+JNb3oTLrroIjzmMY9plEtEuOCCC/CpT31q3XdI5aKLLkJRFHjc4x6H5zznOVhaWsK73vUunHjiiVO3l9lImaeeeiqe9axn4SUveQmstfjjP/5j7NixowGEH/awh2H79u24/PLL8YIXvABEhPe+970TSsBGZF++5UxmcreSwxX+N5OZTBMNzZ7230033TQ1jcH8/PxEee0Q8DSNQSpvf/vbGQC/+MUvjsf+4i/+gs8//3yen5/n+fl5vt/97sfPe97z+Ktf/eq67/Ga17yGf+AHfoCNMY1Q85WVFX7Ws57FW7du5S1btvCTnvQkvvXWW6emMUhTErTf9Rvf+AZfdNFFPDc3xyeddBJfccUV7JxrXNsul5n5//7f/8vnnnsuF0XBZ5xxBr/zne/sDJVvpzFgZn7Xu97FZ5xxRkx70E5p8IEPfIAB8LOf/ex124iZ+fd+7/cYAP/FX/xF4/h3vvMdXlxc5J/+6Z9e835NBdD132mnnTZx/d///d/zwx72MO73+7xjxw5+3vOex3v27Glcs3fvXgbAl1566br1f8QjHsE/9EM/1Dj24Q9/mH/oh36I+/0+3/ve9+bf/u3f5j/+4z+eSDlw2mmn8WMf+9iJMi+44AK+4IILGse++MUv8nnnncdFUfCpp57KV199dWcag3/8x3/khzzkITwYDPiUU07hX//1X+ePf/zjE9+qK/1CWzb7LWcyk7uTEPM+qCYzmclMZjJF/uqv/gqXXHIJPv3pTzfC848m+ehHP4qf+Zmfwb/927/hQQ960JrX/pf/8l8wPz+Pv//7vz9EtTt0cix8y5nM5GDJzAdqJjOZyQGVd73rXTjjjDMmtp05muSTn/wkLr300nXB09LSEr7yla/g7LPPPkQ1O7RyLHzLmczkYMnMB2omM5nJAZH3v//9+Pd//3f89V//NX7v935v3Yi9I1l+53d+Z83zt9xyCz74wQ/ive99L1ZXVyf28Tva5Vj6ljOZycGSmQlvJjOZyQERIsLCwgKe/OQn453vfGdMCXEsyqc+9SlceOGF+MEf/EH8xm/8xjGXYPLu9C1nMpN9lSPahPe2t70N9773vdHv93Heeefh85///OGu0kxmMpMpwszYu3cv/uiP/uiYX3Af+chHoqoqfOUrXznmwBNw9/qWMzn65NOf/jQe97jH4ZRTTgER4UMf+lDjPDPjVa96Fe5xj3tgMBjgwgsvnMh9d+edd+KpT30qFhcXsW3bNjzrWc/C0tLSpupxxAKo//W//hde9KIX4YorrsC//Mu/4Id/+Idx8cUXH9ItNGYyk5nMZCYzmcmRJcvLy/jhH/5hvO1tb+s8/4Y3vAFvectb8M53vhOf+9znMD8/j4svvhjD4TBe89SnPhVf/vKX8YlPfAIf+chH8OlPfxrPfvazN1WPI9aEd9555+FHf/RHY6JA7z3uda974Vd+5Vfwspe97DDXbiYzmclMZjKTmRxuISJ88IMfjPnemBmnnHIKfu3Xfi3m6tu9ezdOOukkXHPNNbj00ktxww034Oyzz8Y///M/xw3Lr732Wvz0T/80vvvd7254W6cjkpsdj8f44he/iJe//OXxmDEGF154IT772c923jMajRqbhHrvceedd+L444+fOUDOZCYzmclM7raiJtlTTjkFxhyxhqcDIjfeeCN27tyJCy+8MB7bunUrzjvvPHz2s5/FpZdeis9+9rPYtm1bBE+A7EphjMHnPvc5/NzP/dyGnnVEAqjbb78dzjmcdNJJjeMnnXQSvvKVr3Te8/rXvx5XXXXVoajeTGYyk5nMZCZHndx000245z3veUieNRwOMR6PN3QtM08QHb1eD71eb9PP3blzJwB04gc9t3Pnzrh7gkqWZTjuuOPiNRuRIxJA7Yu8/OUvx4te9KL4e/fu3Tj11FNxn194FWzRP4w1m8lMZjKTmczk8IkbD/Gff/RqbNmy5ZA8bzgc4vTTFrDzVreh6xcWFiYcuK+44gpceeWVB6F2B06OSAB1wgknwFqLW265pXH8lltuwcknn9x5zzS0aos+bG8GoGYyk5nMZCZ3bzlU7izj8Rg7b3W48YunYXHL2ibDPXs9Tj/327jpppuwuLgYj+8L+wQgYoRbbrkF97jHPeLxW265Beecc068ph2QVlUV7rzzzqkYo0uOSGNoURQ499xzcd1118Vj3ntcd911eOhDH3oYazaTmcxkJjOZyUw2IoMF3tB/ALC4uNj4b18B1Omnn46TTz65gR/27NmDz33ucxE/PPShD8WuXbvwxS9+MV7zd3/3d/De47zzztvws45IBgoAXvSiF+Hyyy/Hgx/8YPzYj/0Y3vzmN2N5eRnPeMYzDnfVZjKTmcxkJjOZyTri4eE3cM1mZWlpCV//+tfj7xtvvBFf+tKXcNxxx+HUU0/FC1/4Qrz2ta/FWWedhdNPPx2vfOUrccopp8RIvfvf//54zGMeg1/8xV/EO9/5TpRliec///m49NJLNxyBBxzBAOrJT34ybrvtNrzqVa/Czp07cc455+Daa6+dcAybyUxmMpOZzGQmR544Zrh1MiWtd75LvvCFL+BRj3pU/K3+z5dffjmuueYa/Pqv/zqWl5fx7Gc/G7t27cL555+Pa6+9Fv1+7c7zp3/6p3j+85+PRz/60TDG4AlPeALe8pa3bKoeR2weqP2VPXv2YOvWrbj/L//WzAdqJkevtEYndYxWXsutYZbBYyYzuduLGw1xw9tfgd27dzf8jA6W6Pr77a+csiEfqNPu971DVrcDKUcsAzWTmWxaGAIYOkCGAg8FGxGI6D3JuUYZBxOAMEApe508i7zUhxggx836hDpzcAglAOQZxACHuYqJwonw27SA1pEIrDZSp2NS3ZvJTI5N8WC4dQatP4oH9QxAzeTokQAcyNfAgwNIIKf/spx3gKnkPGcA9B4SMJECFzb1f+3jIIAtxedwS5miDvN9mxHS59bAJwAjH55ZAcTcAHNAuKY1t6Q/4z2Q+7yl+jnhv/gO4ZlrslUHQzbxvHbbTl5wkHDf0Tt/z2QmR7R48LoAaQagZjKTgyFhXKWASX4zyCk7UwOlLraFrQCUWGQ47nPAZzQBWjjrABkJQ0Uu1EXr1gIxTARSIMdpPSgwTjxRNAWwo8BPf6cXNQBc+ze0TtxgpuJxfQUFm1y3URtUxWenbULN3xsVresBE+r4NvsrHSB1JjOZyYGRg+UDdaTIDEDN5PALA8YhAgxyAm7Y1swQIAudzwDyBEoXZ73P6/VywjuGcQKiUjCmLI1hrlkPCs9MWJAI3PTeBEgQcwPs1NdxZMkarxhW6Xh9akLU5+lE0gJPdRkUjzXMjfG8nmMgYdUUvEXxgHEcyzPhuQ2mbSOgaT1AcyjZrnabTTPndoDjdZkvdDONB0RaYLXz+LRrDre0TNAHHDDP5KiXEoxyHYZpvfNHsswA1EwOryRgggLggQeyMoAbA7icBBAkCyLbZhkgAphhquAzFI+HP8Pk7m1gnkIZKYBqlJfcQwruAqsU69z6O2WOUoBEqYbVPt9qi4ak70tJOZSsrYYa17MJt/lwDaPBTFFksChez9wEjtMWwU6gcah8xFpgLZpwTQdrxhCTbXKcCXUfassG3mFDIKvNHG5Epj37SPdXC5K2f1ROknMzuXuLY/lvvWuOVpkBqJkcXgnkCFuAiODzYJZLRpVxDE9UO4Knk3ZYLGNZypwYAUupD9NUDbnBICXgxguzVbNjyTPTa1NzXlJmfMV0gmhNFmtG1bXL0PdLTIYN4NB+t3AuLmwk5kY21AAkDTDaqNw6vw+FMGDHgSEL9fYZalMq5PdESmAjuLEBoPdHNgKyNnZZ84ajWVr9tGFOTqXrPY9gUDiTAyce2EAeqKNXZgBqJodPUiCA5kLuqWaJyIdFMoCX6Nej4MWEcxVgyoATOBw2kB8ZNRmMZAFW8x85/d2sY/rMCbDUxSh1LBhdJruJ++LB5r8poGoDKQKDlZLiSetVdJxPjgFomEanPX9ffZ8OqBjA9Sh+m5QxbDv9A5DZuOUvdshkkz5amzILHsFgq92P2uxwg5k7GH5sMzlixYPg1hmE/rBPMvsuMwA1k8MnHWYzYYxq4BSj6JCAjXSBT0yAbAUreQJ8TgK6up6l1wYmq3bwBkzF8Dnib/IANMJvLXPcNNC0lsluikyArQRQNd5ZgVEw0UHTGoTrSE10BJABvAE49fPqokw26BN0MKXxfDXVBT82/SbRJKdO/0kbKStJJjThETo/b6adU4b0qJIZYLpbi2f5b71rjlaZAaiZHF5JAEbDPIUO5iUuoNzMc6RgwhB8JucieFpr8o4ApF6gvKUEkNSLXO3Irugt1IWV6eEJbZu1il1MA/P6STEVEKWAKmWnWr8JXOe5Uj+nwNApWPQKrtqMWcu/6FCBqPVYrgl2wyjQncKiJf5Ox4xw3ZcARP+uI4Ih3IRE4Ns2Q6ts2gY6kyNd3AYYqPXOH8kyA1Az6ZaU2aHm3/vc3xOAEc0rbTMVajDTMNekZr7k4tS8JswVba6OoezUHOTTHcs7/JGMk3tMxdEUSJ7qv5nrdwiLeRtETWOkmsCm/sGBYUrB1AQQUkuevn+gqRQ4gQE74mhiYUOdjvT7wxhs+t59uJ4t4PYDIB2RaQtS8M1r1zH68x0J0gZCXcAokcgOTjN5U91/j5h3nMk+ywxAHUvSZTLayLX7IkfiJL1JSRfDxmLdcLLZRIGJL0464bbBWWRuWqaxxqQbmCjNBQWWhdXnBM43UadE1pywk/dUdstZSpJ2MsgggKiQC0qzgwO1n1YHKN2ISFu0Haj035oV0+MajQcWH6k0V5YrAhBNF6lk4dpXOaSMyP7UE0cQiIqm4+SQfpdpptbDUff1TNHcnC/SvtjwH9QxnlxK6fWcEFQzRuqol5INynWQcHmkjMV9kLsPgGotEOv5FOzvYnDU+CxM0xg73n1agslNSdsnQn93aaFav3A+VjWYpXzLxHU4TBpqRvIZwZSALRmIiyEBvk6o2WSLaBIQxUJbv9fS5gEBSYGhSrOqs6mjD3VBZkqYupZD9obf+Qg0HW3K7Njug5uVdRiizZQRwX/y3dZr28Mxt0zNYt9WcFpKF5B8l2Qsp0X5Wf6oY1YcDNw69nR3iOpyMOSYB1ANPwlqHl9zEtrPAb1u+Ws9usW8HBRpLwLcMdEdpOdG6WChJnyg2qa9cB+njE4CAqMmH6KxfIZDMzmTZDcHCJbbL1kn+ZwwX7SL2ejimJrbkoXKB3Dks8AyeYAzYebUPJS2y2bNJEeqWeVIrVenpOAJYY4KjOCGbg/f/JDME0CDXZrYpgit42sxZe35dyYHRzoUhMPV3swEv462wkdxlMExD6DQWoQnzh3sZ++D8Dr3HoiJs50RO7JAKUOH5BwSLXQtTXSj77wew9UGTm3zVGIWMJU4jhMLgKBEwzUO9dYuh2CcciY2fc1dFLXyNsuGDlZqyrEJmfYe4XtG/BbMmkj6i5g51yijXeSUb3K3lrYJajOmWE2XoazTJoBT+nwAB8YUyeuMa6xxHOsweYd63t3sHHQMSVcwxZq/D5HMfKBmcuhlnf60IYJorYk1BU+hsGg66DBPpL+jE3hb4+wACJ3SVXGCMEZdWtKUSVGfbzwaWbVTJ3XxRxJHbzZUL1gHS6hmFXwGGBJnZ+Mo1iW+EwMEMbE19sdrvcc0SSdMNdX5wDT55B11k2U7ZrgeHfWmuiNGUjZl2iXtEymQ3VfwdKBlf82Zm5X2XNJ1SZu9X6t+HWVMbqO0wbKOJTlC/MccG7h1Jp1ZJvIjWKgCUODQdKYN+q7st2xg0lvTFJSYwCYWybTsNXw9OrfY2Jf3ZcR0AHCY9AHp0vbD5BDDopV16gqTjvWVm6i9iB1g/wtvIfmHmCR/FQPeM+wIMFWgl/Tb6H+G0EhroO9Mk4vBuhK+mewZKIeqATXyKAEbXLwPRv891JP6oZicp7zTBENEdZ8jZX7WuH+qtE3XR7p0uAu0pYuJjce5e1yvux2SKoTJuWN1v76ueaK9r+fhEA+CX8cHyh81HXlSjnkAxQfZB6adtbp5MjmVmqS6GJwDrDHEvDFrgagNLKCc/I1QXhdD1TYBbliSiTFOlunzWn9PRAaGv33bzy0yaxopxzAVIwVP4pdEcVI9IIxLYKFMyTGnlA9Z0LMhg1wdoQdfrwkTbFQXs6emm2ksHuk7B6f2imsmLjEZraUQHmzW6aCW31pcybXOtfrowa7LWlnmp46XjYyhjbK9B1KS8ZkqMY1L0vZMTIPpFkypTFvUKbDRqd/VuoBxjXku1tmjoUCkPp8NV4a1ZL3zG2XODoGsuTYdIpmZ8GbSlESLX3ewTNOWGBJ5zjVzku7nlpaZ5kSZ0J6mTLaygIdLpjjRA2iwVOtqZu0FoQ3A9gMIrrmtyBSJE+E09iupH1sAGdWZxRkxo7hu46JluoIOiJnPW5JtSKygPMl43qqgokWd3FkBX93QDXOGvo+aI5OFJZo0S9lQ2Y4Rr+GMxak8AYupHAgH08Oi2aeLeszH1QGMErDSVmS07RRgHlKZBoTXWtBTUAF0LoydW9zsh8TxkZjEG+2VMqeU/k1SRwVDqhvE/h4S4qbSAWo23K2mzMGqQCnTLSZuiue1TtoP0nxcsVxK+knSv9rzT1rOPrGLSb3XfTc91c6bp9e35o3DISVblOtMqLM0Bkey7O/HSYFDssN7BB8dWuyamZ65ZhnI1VpynJCSMhvgyVI3GJryful1KUMUJ6XUjBTqAgqaWTopTGF/mg9L/j4Ag7W9CHYtisLWIDpprztZ6bslGcW13LiQrsPObFR8e1SliyEF8KzfFvW3r6OyCG2TXiwq9AtvA9gzSVbuDNGXTKPxQOI0nubYarfLPsk0AH0IJIIDXysKMSs8JWvHtDHSZlCT4212ZdMsVQoSNnp9W/lI+sU05iUCaEw/v99mPp3nFDwEUMQZGmxuVGZS0yQBsAEgtZQqNbvzlIbdJ8f4tRTYUCfNhSYmdjSjIBMAVL87S7m6v6LVi6b3i7hzwf6Mh6TdGwp7VKA6/lWgmM7pYZ1hInCSZ+xQit9AGoOZCe8IlghSWtrR/hec/KsTROjoJslEPZE4sT1BB3DuW9pD1MwoWfQ9QFXQ3AyFsPkOSdkOZblafTROvlr/pE6xzul7djwDB7I9WwtPY/JvTcD7lQenrTnq32EC0jQIMVv3ZhfQdDFsL45Ye3FoAG9qbn6cAqoUULs+oUyi6lI2Zaqpb39kX4HFARJla00l/5GTsQBC7TzfBexai31jPki+TcMcDQ1SwPrvvVng1HWvLprp8dazFDCulZ4jfv99rU8sqJ57jENjzMV9JBNgrs/yKXhrsctd9VkXbExjYzraZ+IVGDCu3jFA99gkU28HNaHs6rcP76x7Y3axmI1npUzQJkF3g9miBADr+yZrR9zOKmsGhaSWEWX3jGMQGP4weWpvzIl8BqCOWEmdi1Xzj8BgI8xJG3jpIpbuRxWeE7fsCFt9wCQYwFDs2JQ4S3duPZLUK5r49JQF4IOZJ3UCatV5I5PLNKYpAr82oGpraUDNik0BaY366N9dVe5gCRrRfy5ZIDvGW8OvbIPSqLe2gZftTnQxcz35Rp2Lc6MCoUxtI1+nUJhgKlMtsavNqPUvJJKPdWG0Uq9yjuJGy+0yps5ZG+wb0+Sw5ZOhGjQhtC05WSQaFoJW+8V3Tfoftdpe26vRh3SxRPI7Lardfu35JClj+ku17p1WRvi3AbDa75feogrBAVqXGgxIGCPKksbnJc+NfydjofPdtNj2O6R177iv0Qc32sYKbAwaUaqN61rjVFlhU8qYY0D6HgCqWEB7NhnZOtV815rX2/XvBNBpuQmjBJL+T67+rXUGEPZuqvf2ZHMYtB0IAzVzIj+KpSuaQ3dpb9jy11p0VDrAVGPCDRoOMpo+WDgkOVxLS1EtgxFt9xzAVgqmjIKKaSBK69yqR6ePSPLslE1LnzcxIZNqQx1ltt8bk39Hk1ZDc5oChBQIT/OX2o/5YYISzwimrFlEM2YgXyMNwrS+48MWL/pODeDEjd8T9SBZpHwmW6/IhBnePxP2sV3vdSVpo2nRilK37u95uCQFTymj7HNqjMe2ebuhX6TvroeS95x455YSkdZF221DAGUtxaE1BtNFN2Wr49wV+n7DjwtT6n2g1iRt13QeSJ4l+de4cb1KNN8Bne1Anjt8/toNPr1e06SdJy6+R/itTFQ8r4pt4lepQQjRxUJZHyORZYAAKzPmkNkftZtFe+xwXV6brdPzbUf5Ccf5tIlDu+n2UPH9TP3uaVoaBh22dN+OCW4dzXa980eyHPsAKnTuhoaXTI5rZgzvmiSTSVX9cNJnAXXHT/0p2skgAURaOdUkuTXwGvUFJ8+WGcFUer6mpONgaoO9FCgmv3VhTuvNQHMB6Wqj9Ng+jIGuiX7CtNY14RyA8TYtQkXZCNejONlGx9P23L5WNJsF2AMgkrb0tRNrNO8qSE0Wb42g8xbwRdBwk2dHdmlaG7T7UHoq7U9hklVQovc22sGu86xDIG3mCWj1YyTHMFnflBHsKruxoKfMwbR25O6yuq7brKhzdfw7nROmmcHaQO9gKPNt0Kh90ZIojXFLpZZTeFedGgu+XNBg531SxjQlb73qpt8n+DsBCSCKoITruVnrRt3fNyqKJgCYpP8RAwiRt6pk+aBwgYMpMHl/Sv7Wd2sDPqMKVvo+Oq8H38YUVOv5WHQCoEBTWLdDIBvbyuVgdNpDI8c8gJpgB1oaWntymrhX/+zQVhuAo1VG6ozd1pJVS1CfGzNCZCRMm5FINNKuwZ8u8kwpwKrvdX1CuSB+E67Pdf1Ms2yqCGxloTclgaqgZbUmngngk06UG5jo2gtT6tvTacpL70vn58QJdC02r1FHoKFpps/XyS5doCN13y52PWBBYmZTPwpyBAp+CJT4MzUc4Y0sRq4AqjmadEZPyp52fC3miFttZ0pEFjYCA4aYBaexbevIRpTJ9Zib9LvEyMnkvrbJrmHubEeGJWV2OeWvK5sF7ilTkICgyFYngG6irYJTfEx90dXH1lD2DpqsoehQYqJmpiYAAhrgq1HPVKGN32/tBt4Xf0QGAGW5FCAFoNoIBErGYKpoRGCOZJy4uh7aR3WsqkJMDo35vwE803mHEevGIXJX88TpOpMCJG2j6CKS9vfkHWI7tf89xOLZwK9DkfuZD9RRJDrRbnQybYOg9G9F91kNmOIeYxngMx0Y+h/DlAQ7ImTLwSGUAd+TgWEqiJN42IC2Ac6SiSc6QybAoz1Bpc6vdsSoBoRqkeHmuI4qSd+dk5v1AAuQMhVgxrJZblx0HRrAo1nO2u3aNtM1mIT2t1mjvA2ZrqbdlwDphvmGQ4QREvanq8x1+k3KKMmimEzGRICp/ayYmte3WacNyTrgqfP6AKJNFX6H9vA51n1+XBxSNsgAbLiuRzpOWBcbaixebTA+ASwV2Gl/TpjVthPztCjK2E9bzF9ns+g62+oTGzaLpe+sv9OFO+kHqUk9BYc+OMVvStKxcqClDYKQLO7hXK0ETKm73t8yOx100TGVkyTcVbNhGujTmg/j/OCa3yxldSbySem8rEDKMQxTp3LeSKXS6I913QAFT9rZEdtvWqRfNN11tcFhAlAzBupYlX3sUOnk7QpZbNyA4fMAmBAWH8NBi5fkiXbJoH+bQb4XMUO1qZp2d9UwqjkKwAeA+tAki68OPA7vkWo7ERB0gBBTAb5C0/4/RUOR+jC8EYCHgbyHcQLyzFi2J4m+KUlahC4Hybas6WdDU/5e67rNSphUyCcLJuR7kqf9dsBNtUefBxBFwkoJQKKJxdxUknzT9TcIDpP32GxbpJqr7/LbaF+fLC6pQsBZSJmQMdiyhKcbniwrBU8VRcbTVAGkl4jtkeblkhw+aAA+rYc3dX18wcHkKXViKx+QHMXF0FQEKgE7phDNitqMnoID/XejoCm8X7vfcvJ3LC9cO7GgpeNmH7/lgXIa73wGJViwPc7b4C1ti/Y7KdBK5p22SfJASDUQZTZfCtVT8B0qwqBJPyMk76ZRa07uH28Vpaa3i2uFIfSfOiAIDeWUmIEK4EwHDxr+Xg33j/gNE1cMoPFvA8QhGRvAhFLRKLv1+1BKBbNuHqhqBqCOLWksJtpx9V8L+DwApoLBPY6TdZQwI1BlYJcN7IpES423M1bu6UGO0LvNwDjCaHtgOwqGXSX076gX9WqAuNDaYZ3vx1uS6DBlNwIjJdcjmODqvCd2pAuFLFieJLGiADMZcZ3h3QjnAYDEvMdxgAafHhcWIxf2fFNHX19rcGnennYzKQg8WNJpKkmeGRdkZUi4/t7r3bOhZ4dJzxUB/CrrFPzy1GTgM9R71W2kPfYROE0tJ5GGyVmBSwBMPgM4Z/icwTkDGQOZh8k8jAGIGBRpJG4Uyiz+YOwI3hlwaUAjA7tkkFeEfCVJTWCbaRyU3XUFJEFpLxmDBkDG4NwDrbHIngAnwM1XBDMOeYzGgfGlYGZNgFtqqm74Ea7TjusdU3Y1dQFI2eOG8/Mm5JAsjm2FA6iBR9f6x5P3peemmrRQj4lYznp9PQFzkXUfB3CTSUCassDp8zRvWpqxPp6zApg04Ie8zMGkbG0KCJUZagPo4NuFxjConeaVYYr4otUekbjxzfPxEZrShkgCo5J2ajDEHfceKtlYGoONaotHntytANTEZNjShFKQ1Klhh/9AEIZJ7/WhcD2mdvAxgUqJmHILHlx4eU5FGJ7EMCMD8oCb86FswogN7CohWwWy1ZAwsQ+MtyXajgkgLphZiMPA1vc0wnQowCkX6kgR0boJRJwM3FaYa7rwxUFcD3ryFEEAG657EYmJMmpGPgFVvv4v0t1rKB4b0v47Fv/2YtLWMhuUvK3LmAq00JzQu66ZcHJv1UdBkc/rid2MuVEX8iGybp1Xju+9H3POxDukE29qirOh7+cBOBUeyBiUe5jcwxgPY72AEOPRcH1pNQi3HsoMOGcwXs3hKIdxBvmKAJ1qEFgCHYtGHOrZCsvEWr8s9D+jigDq1T2Oaw5mo3p1iv0wjbpKlKTozN3ugwn42ecFiRLcQc3yU0fl2C+bGLRZVAeT1fC70vuU3diPSCxVBGKeNEJk8RrXtaaR6MNDHc9PvpUGXZgKk2Nfp9r12j4BZpozr5oP5yrA5YjRq8YBZozaby4FdGGu9BlQbpFxsPAdQr7ETadtvbbho6THJRAkKpKeo2O5HQuQ4sT1Q9srBUsT80oCFGvLBdX1bs9pad85TBhF9sJbe7Csd/5IlmMeQLWjFDoRujJLNglJzTj5twWa0tXUtdSnZAD4OQc/B1GBLNce4hnAPQ837+T+wAJx7jEOZkC7ZDH/PUK+l2HHQMniXMyZ+JiYMcGGRcCWiKyJRnyU81KnduhsCsJkEFKsbyeAmKJdUjDFiN9W6r+FTuZpGsDY54Hdavb28Yl6h8VKTRGpD8M6JvoJ7Xba+S5psCgWqObCQqKRS8GfzGeIiVHbSQsb74DNt9mEZpyCJULNLJnQvzLUyoIVwESZhzUMYz2s9TCGJ0DSRHWJJ6w7KtYwrPXwnlB6wtha+Fw89l2fa0ffsJhSyGtTa/4EeAaB6ngKfZhJVhr9voSYG4cqghmj9rNCXcm4eJvWGq4gu8VObcRc3fC5i42THJvWjNPGZFKniWNadte5ZB5smy27nl0XmChAOp8kfjhtIJe+Z+rnpwB76rWtbxE3wG5dw2g9k+pjer/ry1hjC2TKbPoQJELJu6TtE1j8ap5hxoTBbYxitwRzmJKjo7huiyT14ZppinVkSYPiBEjV20aFettmGpK6Apjw8WuAdtSAa0JRVPCUHksG32HzgZoxUMeQaGc0rQUeCBNGPUmnzns+LCji5yRmA2Qs9nFPstj0OCkniEE9metEGcAUZT4uQMwUJ3e2DkSA94TlexLskJAtEbKhUMhQ230EKmJK81aoYVPpQkyo+hRXFvIMqkh8RYJzu7ZJbILYHjWtrMyMLPQUNbfoVJ6Y7Noaump3jUR86efYn0G9FiBLtV1KJpyOCVzfsVE/nXRM/V5rsQKdzsBdi5j2Jc3rFABw4/lrLab7MM80FhnT/JuDj54GPPgctRkslz4qpjkBTDawTesBpw3VC9LviQCyDM48qkXIs4nBlQE5Agd/KYCjb1pcYBwhRp6q9q59zgAghskY7AEfOrRGH2p0KbfbdQp702CntP7huhimnoChCRABNL9tq580+llSdnpNuwG7+t2aynzy3aelr4jsrL5rG+QloG4CEOr9LcCezruxbAVwqZLVmo99hqhgpHvnUcvnq2FZCMfKBaCaY/TuItjVUIckh1jjPtTtHqPowjubiuutkoysCwpWBFDXiTRjfVKXCCA61qeMqj5/giVK1yWdR219bWpSbPiXUZ2qIA3ASK0th0M25kQ+A1BHlbSjLoDJRTWyADq5jeqBoknM2AKuEGrWWQ4LT0AcHjKRWz/RedsLEFEAZADgCVwZIPdwRPCZQTVg2DHBjEjs8AkYoIpgR3XkGCAAp3cnI88Ar/ullYRqrjaP+JybkXzJpMgkC0y+x9Sb0hpEZkn9riZMHKqIUTIZtCbpdNJo+4BI27Ym5ngCTTA0RdqTMCeTUGMxCH9H09008NI6xpkcinuwJWCLDRqm1HZ9yQHWT7Y12u/Ursc+gqf0/oly40QtL25YgAqXRt6xZHBm4CzDBSBVWY6mOvF1kqK8MjvJMe3j00x5zATvCa6yYEfCxDJAY5NEy1HwUZky+5P64cl7sAnKjK/ZM09extNI/BGzVYIdJ+kl2opUaJLU7KWsZfLYSQantZi1pe3827XoKzMcjyfP6+qbU01ja0jqpJ9uV8QZ6rbkydxFWic1bbkCyFekv6fsR1ddGib01IyfLvLtdoD6cXJ9DQuIEpBG8T59n3JBlMdsBejfAeD2uhFTQDgBkjNgvBXI94rTeb5M9Xyj15CwRr4XDvi6jSJwSUBirK/2EyMmRBAiW6+gJ/Vb1ZQIbOv5VhVRn/TLBsD1zW+m1oh1WcZDIJ4Jfh1Neb3zR7LcfQBUexFJFmSgY9Hu6HiR/mUAYQCYkQwsO7TgXIAJVYRsmVAuergFD+o7CVtXxsnXaILDIgFHoNLAjEj8iEo0osEaFG7QQnzBMKOweLHkGVLn8DpCTmcuGaDFHmGryi3iiK4mnInwcl9r6Y1mMckkmWjBjQWkC1glwGlNR2n9Jh0gIv47DexMKa/x97T7WpOqaJ+I7+hRLzLTxnsn+9SuLzf7Gumzp9Rrw07lXfe2gXtaB2UWCUBJdbsbCv5PtabtMw5+UCyKghFwQsFhm93kQKJg7q4dysM/BAlE8CTKwtiASgMqA9PkKfYvtrWDd2Osqs9T62WJWcpkjo7jXFmgIvE3TBYY9U+ZEErSktjk/RXYGETHY1PV/n3REX0aKF7rG7WYiPT7rPnt93NxbIM4Du/WHvNtaZjCElA40dcpUSqS412AMCpzCSCYCPPXMkhMdBq5qc8RYBdSxawCmg5GmSNlseoXoWiqzVYQzLo6iOv3iQENiRITlT/U4BE+AVBa3QTwNEBb4jiu/lpUhXbV3HOhbimj3+kT1VrbOueow4RRNraZ8IyBOuKlTZXLwQ7gNHFjU6tqL3gUOrUdp7ORDJhs2SBfMvC5RTWoFxLVYMlRHDzpZDwhYYLgTGhpDtS2zxmuz2BrkA3r7NmmAqxuAWOSxdIAcOHcbkQmraFq6bO0rdLBSagd5FOKmup2aZsrGk6aXC8wPjq0t15VfbT09zrad4Ml7ADBnWCv3bzJnBkXen0XZRL177RJkj41FVil9W+D+Pbf095xH4Sb3bFT0rbVxZABEMsfRGL+Ii+mNFYfQQJgE99AZYlSExtx9OdIE7zWmjlJXywl0MKORRmJ7EgAb5Ht1EUyKCmcUdP8FvJPySJDYM+o/cyaUaY+D+M2eZbmvuKMxdcwT94v6jvc+IbEFDJQS3Sf/Nc06XUteCkw0pQmSO6J16bfcZ3vFx/RXmTXkC5AvaboFOYAmyaxxZR5q1W/qWOZJEgAkJx1E/c02lzmjtWTGfM3E8yYUc0TqgFQ7JZvzSHwhq3caMY1m6XtzwYwnlH2pc/me4MyoH0GUg/ORNFUZq4BBrX/EZpuDEmOvNrcDNC4fi+fy3tkw/o+UyLONaaUvtFgsLu+STjR9sdr94HDRfKUbGHXSWNQzhJpHvnSoG/3R9KBkx4D4sBSLcQOEfarEz+mNeuWFhc1H9RpE1LH9rhwyeAvt3iwDcyVU+ZEwJEZp+gANV1chYUIFGnk1LYP1JND9LlK2Cktk9YZrJQuDkl7map1rK2hdrVtWxKNK9Y3LbJVz2n3a/nqqhZPK+hUaZl+29d3sZjtam90gdsf8FRXaI3yU0CTLARskkgjqgFwZHzUIq1magVEjiS/UwQqVAOpNDwvqNSpUzI5qqOv9BYHicpKs+CTLCw+C7mydDyopm4hwC6ANy1MQ9klVQRPAqpQjgaJaGTfem3LYMACLme4QWgDBVPtfFPq49Tqi1FpSha/NhO6mX6wZt9ap99N3NsF+KeU2V7AtTxqn0vGefrc6JcWWN/4bDXPbREXhGwZMedeNQdkCLss5HUEsOy4INeQpyTjPjXAChtgdLyw+INVrR7XQC1sqdRWLtOmoWQMtNuwbd1ozIsudDdN+RIUNa+5pLLJ8qZKxzzTlgPgtrhPsrFM5DMG6siXA9GBOmjRlKlpaJbqXzBt8UY9oKImHRauOhmggKWuxZSt+JvofmvVgszOVImflM8pLmzZar1Y+UyiU4q9QNUPiR01us+0Brn+kTglUmAk6txPugjKecY+DNYODWqt9ppEJUkbtsHbtLokbIBexwQYBWNanl/7faaB3/Q5a10/WWBHGZuUte6P56aBpugsyw2fnBoMTdZXTA2KJutFKq6e6eKi/Uj7kqOGOYRcuNWHb6HfKH1eAnYZSV0to5HEMwIprlmztJzOBlrj3FpCtWLjMoavCD6kEol9SMeOq4GCccn6nPZ/s3/9YNq9nUqFKoXJGGz48eg1yT0RHLRZ6lYdokNzWhcFHFz/bYfccGzXpJTKoo+3AsN7VMh3WdgVQrFHAFW5IBFzdrXO2wQoIKP4Luq7qPXU69L0Lqr8RvBUNNssjofWvNLl99XpV5mYjslJfj4Bd8KoRiYwME+bWrPWu/YwASgHwK3Tifcju8Zhl7sHgGoPcGp28LUWtdRMw4EVmqC8W5oGILRxvD8tTxcpmyxcqkUbiCki1f7jOzQrqRmWYQDOHdiL9ssZw/cBN6K4OFULkNDtEjFPyGpfyoymizQBYWAJkEx+ca7Ta7O67TSZZgRTiTPqhEbWnkg72qhTuFmXdHJqRMGkgCeZoNvmtolFvc1eMRoO4Q0NOtFEJ94rBdUd7zBVDgBwinWZdrwB1Cf7HlsG0n+7MopHG1RLdHGpIGa/dKHVb+XlQOrfM+nLhOhfpMyBliM50WrlIjJHlNR7AjyldV+j4TIPVGZz7a99SP0YvZrkqbnVUfJ8NYNqxntHAQAMMRmJ1vVI6ii3Q9ZSHmLb67Udz0zN/2nkmt5kkjHUBaDUF7N+aPJnaOa4B1ywHbuckDluAvAwluZ2Mnp3ZWGe4XieTavw+I5U9zvtg2oKS7bKKnbrJKRjIDDyZrLYRr3Wkc729xAytr0mBKZLUy14tQQkZTS2jEnmt424oEiF1q/zwZCDwUA553DllVfife97H3bu3IlTTjkFT3/60/Gbv/mbIN0rkBlXXHEF3vWud2HXrl348R//cbzjHe/AWWedtc/v0iV3CwA1zVFcJ6POhau1OKeaOKXHp8g0s1YavUbBzBHBlOYX0cVAk3Z2DZI2SAhZwiXnDcN7Cwr7rRkQ4FmcxsO7+JAfpwYU1ARwqnpW1Jws9d0TFsBnDCSJO1XDphRQtTTOCaZoPWlfnyzQU00Ea7EMrbI7NcZkYWiwWymw7GAHN8vAHQhz3TR2rs04RT8mTZKpCWIDaJItiMK3N9ywvsUyFTC0gBQHQESO6kAJoB5kBNG2DUk/ays00P5IcANfL+ChLJ8zuNAP33zXpp9Vcs26DRfK8Rv4AIZDKFQNmrS/U0UJy4RmX9cqdQBPtmJWNBUJ+OwA8o3+vFlmYoq0+2hXn1VTqqnq7UUa/omeJ/19wit63b6ko77RsTyCMdnCSM9poEpjXmZhqdK6MRLwl/QHmQ+04RH9mmrrgGTEF58oruurc/Fa88Z+jFPtH5p7Tn3vgPC+dvL7x0dT3S51gUldW/0tPk+vO0xWsoORB+q3f/u38Y53vAPvec978IAHPABf+MIX8IxnPANbt27FC17wAgDAG97wBrzlLW/Be97zHpx++ul45StfiYsvvhjXX389+v3+Pr9PW+4WAEpNBI3QT25qXtMWseh0GBbptSJU1mNS2k6bzXtlAMfNiK0M6rgpceqH0rgRoLGpAZdO8qgBTTq4jCMx+2USVWXGJGtlmNAkyVvtW2J0UUgAZdtkmbIbFNIxOG3ndJFJwFTDn0o1KaonlXbZtfkQjUSdOinFa4P2Bm76U6Ss04Spb4rm7zMpL/rgtBeyaUyLXoPk9zTpAu+blDXBk6n/9TZhbwIY4cxLdvHMg4JZOG7HQvXvWCYTnDPwpQE7E7V6AJK0EpKbKZo9wr3kAQ60hwIOQACdOIWzpAGxDMoYpnAgJnhHEuWnAIcQI+xS82B89w5GS87XCyoU/AQn8Hpwo5N1UwAXn+vrBLITjKavy2sDgC72ToGXz1An/eyYJ9LnNMCmzk9JDqD1JJ0DYzMlJtSJPsvC+qSgiAHAEMABRFXNZstYzcI00Z6yrYq0cwQOgXHxmWTqbjPV0xTS+LeZBEr6t8/FXSFbDY7aYa5wReITFZgvFzYdnljT0zL3B0iFtcjbMFyCj1zcwFsf1/qORmxhzW+TrEuxWozJ73cYhbF+JnLeZGN+5jOfwc/+7M/isY99LADg3ve+N/7n//yf+PznPy/lMePNb34zfvM3fxM/+7M/CwD4kz/5E5x00kn40Ic+hEsvvXQf3qRb7hYAKgolSD5ZuDsZqJYCvaHi0wmpY9Cvd69oReFASTAREJAkOswobqvREI0AcRIpRU4cWe0YNW3N9WQNCvZ3NTV4iuBMowHVzBBNluqYHtM+120UcUOynkXGjgVUqTksAkJONPZQPnmC7zFckWyZk36XAMYk6gmwQ2ok8iSGgEM0F7WGcMckM+U7pSAvNQG2iosOoJuOdKF9uEefu0Z/BWqFIQInZZ2KAJxyD+o5ZLlHljtY62GN/EfEMAE4mQCmTOjMngmjMsNwnKMcZwHgGGGTGBHAM7hmsioB7USh4j5BAUx1duvCw85VKIoKRAznDCpkkmcqJp9FfFZ8LkLZCZqVa6gGvsocacqEkhKnZfXD4uhHE30PtXkT82MEIC451/owE6b7OFaaICoqAEBkJdLvqe/aBmpA2BIkrR+S8xvtV4ni0k4XEJ+p50N6iDSzdlRK1KQfxmK2qn0wbPJsEyClEwYH8EQEU3Jsj4YvqWnWIdZ3on2D0qh5ojT1QLguKoidjHFrAqDkmali1D6+j6L+fRQ2Yo+paXTNmDJvdR1rrDH7qYgdDNkMA7Vnz57G8V6vh16vN3H9wx72MPzhH/4h/vM//xP3uc998G//9m/4h3/4B1x99dUAgBtvvBE7d+7EhRdeGO/ZunUrzjvvPHz2s5+dAahNSdrZFf0XiFqTdszo3JcwCuv5Rm3Gubjr/vS6NhWb/iYHmBBNwuNA+04MFqpBTQJIGk6jyp5Z1D5RQQtERlEbzFbknOsDbsC1Q7WCp/a76ONT7T+5zhOA4KiOYK6kLpNJnChDOR3jjsnLesMS9SXJReU/nZAafg8d36HhozRtwUmvCWVpcrvOBpiiIW/Ev24zMo1tapcXwVPWyjTe80DPwfYciqJCvyjRyyvkxiO3DhkJiAIQQZMhhklecOgyrJQFVsscwzJDVVk4R2BfX2WIYTMPZqAcZfBjK4tEQUAl/nnx+2g7e2GbXABG3lnJGcUCkKytkQozAdZJ08dEngo4NMCCpMw019qIYEcUNxNOczdR8MUxVgpr+9ZF3zFt5wYrIRNCp98Y6mfEcaTHINnY2wxQm6ltmAKR9OEp/UvZ9rX6S8PckwC0CBA9QI7rpKNe6h5BSFKm1t8kPkrECB7CBISEw/pcZdyJWa5P6pQm+E3NT1GJSdqiZuOaAIwcAyFrOFV12oWUEZT2rZ9dB1XU32G9dtsXabg1AM1+1i47XRc2IBPr0mEGVSVbmHXTGMi4vte97tU4fsUVV+DKK6+cuP5lL3sZ9uzZg/vd736w1sI5h9e97nV46lOfCgDYuXMnAOCkk05q3HfSSSfFcwdKjnkAlWocOhGaUfIb0ul8T8JZo1bJHZ0R9bFN+7mst6BOaEXJfYn2oxFwE9pc+3lhSwx9sA8J5nSCkovkP9dnuD7E58URrBUNLl8CyBHKRXXWRSOUPy4Iif9Jpy8R6ns620aTLgbGgFSLnwLYAKkrF+LX5eZrMGVGJFnbx2iwU9EBU9871DG+VzhOwUdBNV91tG4AW6r7wTRNdF0AvYbf07rabfL8dUUnZU4+itqkgxhiWOORG4e+rVDYKoKnLilshblsjGGRY6UsMKwyjMoMlTdhexaOZTovq4MLEXAECKPEkC1cPMGXRhy4GeDdBca5h1m28HMeczuWMb99jK39IQBg76iHUZlFM6P3BuPKoiwt2DedwHVLJIwNzIpkIZdEtc0FbELKupmA5kKnTEfsFwnzuBYgbijhBk0fMlazVt1f26YavU5/q1tCauZLJZr+0kW6paT5vB4jZpyApfReBmwpgMhnFJ3DWdvAhOCRZMNwNhQdxEG1c7QZc4yIS8dTPabCdlRJ4EAXa6T+UkieAaC1fRPVLGyjYcInqOR9mWpGLbp5+Pq9EB5Rs3Cox9R+gJNYN12BO+ZLlyMm77UjhG9Q1z99n3ibftvUpHsYQdRmMpHfdNNNWFxcjMe72CcA+MAHPoA//dM/xZ/92Z/hAQ94AL70pS/hhS98IU455RRcfvnlB67yG5ADDqCuvPJKXHXVVY1j973vffGVr3wFADAcDvFrv/ZreP/734/RaISLL74Yb3/72xto8Tvf+Q6e+9zn4pOf/CQWFhZw+eWX4/Wvfz2ybP+q20D6LelkRLD+QjntnkbZ6QSM5oQX59AkwqKhNSZ/N6q93gJNiCHcanpQwCD74dWAknOG21aJj0dFYGtAhWyNkK1QmGy5wcBMLOAK8qZpvSRgjCOKSU65YEJsO4Smk5SCtPbCQgxkkjnb5YCbI1Sak0jNNGUd0WVc8INIwqW9rScqZeG0HupUqosAZ/XkBNT3TH6A6d9mQnvvAkNNjDNhHu4CqU2NHMGiJpm51ReNSwOfG7iRwWphMerlWCnEbDZXlNjSE+0iM06Yp47BYohRBJXeeRMnSeN93KpFwY1nYVjyokJVGbA3MIaR5Q79opRknUxwwbfKWiljdbWAZcJ4lKMsLe7cPS8slifYnsOWhVVsn1vFfD5G5Q1WygIrZS5AzhlUlUU1tuCRgV0ywqqOZC/HtZib9meSBq/bFEn7Qs3SYTHkTBftNYB/KM84aoAOzRfVeHgCMuKz08WbW9emtzfMisk9KShJzrWZJmW/OIAR41icrr3svFCnuyCg5DqPF6NhEmNDddJcrYdLAEQ47i2FdkG9fQ4lz2h/FEbDv4qSHRcQ5r4Jp+wW0IqO8aAQPFOzjrHdndwWfVMJkelWB/B9EbWExESxepzq3xppqukYQIimPpO0YRq0oICUs6RP6X+HQTzMupnG9fzi4mIDQE2Tl7zkJXjZy14WTXEPetCD8O1vfxuvf/3rcfnll+Pkk08GANxyyy24xz3uEe+75ZZbcM455+zjm3TLQWGgHvCAB+Bv//Zv64ckwOf/+//+P/z1X/81/vzP/xxbt27F85//fDz+8Y/HP/7jPwKQEMXHPvaxOPnkk/GZz3wG3//+93HZZZchz3P81m/91n7XbZovixlNLmLp7y7QpQwMZ82BkNrxmRCBgWY61oSXjbKSvFFaRhqJEv1EdHKgeqLWdAXtunuCbFwbmBwuwsbDBcP3g2rlpU4wDJSyrYZGBYKBMg/aZz84HKf+GxXFkG2pfDiuYc8NzV1vCmCVAHE2JsCJWaXpWAxQhpqFUn8WfU6cSFsrlU4kIbLMFyQTf1VHB6ZMnDgwy7+6eam2N1Vh82TdLqel1cfFpssvooM1WNOckr5OCppVI06fm5bbvlfLT5gJySQOmLjoAWwtfGbBeYZRkWNUeCz3Hfb0+5jvjzHIS/SyCrlxyIxHlnRYzwYehFGVYbXKMawEtMR6MKHyRnyYKgvvjPhKBSXFZAznCOPKIrMemXXICLBFKc+1FXiRsFwW2DvsYVxmqMYGPJSVmPqMPHPo2QoL2QgVGxTGYbE3ROUNRi6TupUZVvo9DPMefJ4hXwKwShEMp/2l0X7pN1QsFMHBZLvH7+908epmP1KTYfr3VNF1MwCelPlmYIItT+usF6VmodSMGIM64hgluOAnZ4cs81koJrJOgSFSEBVNcmr6gkTUNcBaUv/Odgv91GpEn4IBZfgAYbMoAVLJmPIWsGOOzIsCroaZXqWthCjA0vml1e5TRcfyBlioVDnymfyn4EeBbKr0pG2VDQEMk3cO4I3QZJjaAIq4trIcLuCk4oJytN41m5GVlRUY0+xQ1lp4Lx/89NNPx8knn4zrrrsuAqY9e/bgc5/7HJ773Odu6lnryUEBUFmWRRSYyu7du/E//sf/wJ/92Z/hJ37iJwAA7373u3H/+98f//RP/4SHPOQh+Ju/+Rtcf/31+Nu//VucdNJJOOecc/Ca17wGL33pS3HllVeiKIpN1SW1VugE1NWn9svfydfXdZar80wFWUR4skxKsYmBON2io76B/jdca1DNByZ/Bo0ybljpasdwMyTAE3zPywKrm7hSc98vbxgUNCAzV8HmDsYE1qCycGMDjCxoZLrZGE4GOCAsVwA4hOCLEvxS6iR6Egnoc4Lrc73RctSWk33TOibJmIBUQakCQgDeI4QSc+3obmSvN1DAmp5kMVzwssiVJvjNIAC9erLrpMgpWTBSlmCKTO1bSdt1sRPTmL5Gvph04feQ1BkGQAlY0r5hwZmFLzKsFjlWiz6o8MiKCkXh0MtL5MHJPMWFLpjPlIUCECP2vDfw3oA9wY2t9K8AkF3G8D0ZmJyLH5MNJr9hlUUWa1t/FScMlrFcFbh17wLGgwxZ5rDQH2Frb4iFfIShy+DZoAoNXgTmzHmD3HoMemMQMYZZgdLm8DaY8nQftXUk4pG1FmQFWg51ctuuslrAu11Ww2w/rb/o92zPH6lygXrsa/1S8D/hnhAAC4CG2Zo5+dvJXptalrCyXANBh6YDt0FzTmuNg9g3fTOyuWbOk3eLY4ybc54C0bTdkmfEe9O2Qwqams9RxTRG+qZ+U+l7pOM7rTcwMZbbPq6RcfTNbxD/TvTFtM6xisF9Y+L7hX87mWwD8GHKVnkwNhN+3OMeh9e97nU49dRT8YAHPAD/+q//iquvvhrPfOYzAcgc98IXvhCvfe1rcdZZZ8U0BqeccgouueSSfX2VTjkoAOprX/saTjnlFPT7fTz0oQ/F61//epx66qn44he/iLIsG97x97vf/XDqqafis5/9LB7ykIfgs5/9LB70oAc1THoXX3wxnvvc5+LLX/4yfuRHfmRTdRF2oTnQprFJa/onTTlHYUHW66aZXRrXdzwzsjbJszrt9x0TeTQbKLuQAjEKYKKQyU1NWxrubUYGnDOotDX4CKHtyFjebc6Dxxa8kqF/whjGiGnH5Q6+Ryh7GaqRBVdGgFSVAJz2xKl1HwuQtGOpU7q1i5qbNEoqdT6NfiIaUdjQRrmRcXgq6NCEi+3zsUEF4MU27HlUPalTVQZTUIgCtHp96lfW+mbr9Ylp0uVU2o7SmhC9RyfZNSZODU5ABXAlzCgPLdhY2Sqjl6PsOaz2CmSFQ567GKlnDUO2mxPgA193VkOMPC/hrYHPCWXu4D3BOwMyjPnBCHNFidUyw9JKH+NRDvZAVrjIVpFlDAZjnLCwDAAoMtfwqSqsQ9+WGCLH0EnjV97Ak0zYy+MCt9+6CIxM1EQI8l1dLygUQZmZaL+07VvmvsbY6/oGXYtY12Xt+SatyjRFLKlbemtj8WV0KnINAJDWMYCntAxQYrIyMv7MmGECuEr9cKI/mQ9pAHqE1RME5PTuYmSrIe9XO7+Sr8touDhYJMxT+pKI/omNY1ynzFCWqjPoqwO0Nnyrwr8+F38jBYQTvlQ02b5MQTE14d6u76/ALPqJTQHA8b3QSNqsx9PzndKqmytCu7a3zjpEwrx+Ik3eZB6o3//938crX/lK/PIv/zJuvfVWnHLKKXjOc56DV73qVfGaX//1X8fy8jKe/exnY9euXTj//PNx7bXXHtAcUMBBAFDnnXcerrnmGtz3vvfF97//fVx11VV4+MMfjv/3//4fdu7ciaIosG3btsY9qXf8zp07O73n9dw0GY1GGI1G8beGRJIO8vZCRM0OOqEppL9bGlvDPIfmwNz0Atn6nfr61idqzSzddqM2xwSQlLVmT/Ub0vr2PNgRzKqJ9SaGpEGoZNLzmkgz98IWOYIZMPgumblGwwJZXqGqLPp98WEpeiXIeLjSwpMFRjJbikaqO5mzRES1Jg6fA2TEh6k5Eda5qFKqv+GjoVR4+k0MGuwSgIZPSsyLxXW7RKdeM3l92pacMzgH/Hy4vyKYkZHgAw79THNedTkCtzX/RKaZ9zj5fhul46eadNDsHo15iwPDoLd5CJPiKTJCxoi5zQbwnSurxxR9mZgJeQA7JuSuKKzDvbfciXv0dqMXkPId5Ty+vOseyK3HbXdugR9bjKuwko8Nitst/PIcdubbAANJbWEBN/BY2j5G7yQHH0yFzITcCvO0Z9THnUtzWL1jgN7OHHakICDsg6cLMSUgudHgdRtqY6VMnipikX1M7qkbb7KtJ8CwAqZ0DtH7EjZoolzt4+pPqXNSuE+ZtRip2/bbaoFBTYbprY5XRDOS61HtH+gEnJjEbBjryoDvEUbbZONdOwrgKW4MHFKwGNTjMtQtKnw6HhlN5icRGTvcAIGR/VfT3bQcTly/L4gmU8GERrSj4FDvZU6qBoAbyLNNGcxqqIFk2w/KhYTC6ZoTfZXCbwWnE2C9pcRNBevcOjZNyQIikzaNFT3Y4kAb2MplcwzUli1b8OY3vxlvfvObp15DRHj1q1+NV7/61Zsqe7NywAHUT/3UT8W/f+iHfgjnnXceTjvtNHzgAx/AYDA40I+L8vrXv37CeR1Aw2+geUImhnT7BAVV6nOSXtswmbSOb/T7N0wr086nZevxOHEm22+o/47uGq9+TGsssqYnHpE+sxL15IWBAiAMlQI1D6CU42bVgnZnEqHnCe72HsbowVTA8pYc1HcwlmtT3lg3NaY6mscAaaoVBSgNcABumuV0cgFqwBP+psQMOtEuYZKO3yqwTREUGYS8WQmQciGUnJP2a3/T6FzAgGXYQlAcO0I1thKaXxrQuBkmP+Ef1gYz0wCTSgrUk3I6paMfMiXzbMfzuiRd2LWN2IuTNwHwvlkJpemZCd4ThuMczlFssy3zQ4zmZKpZ8QVGPsPtowXxUxrnMVEmrVrkd4m51I6AcouwYs4y3IDh58TJiEcW3/7OCbADh8HcCIOiRG4dVsc57rpjAfaOHHN3mAi0NV1HNUch2z/HBTBdgAmI84EMa67bLfzrc3EA1+smQElLEUvb1LjmtalpSOcGqGIXbmr4DzESkB/+1WtUwVLwHoAWur653hOibeNCXdXmtHQuYgO4PgWAJuNUgVp8XwuMjpPEvP07GHbMMfcTeckFNd5CYQub1n+VlKvmqfjcVr1T5m1CmU3BWWjbxv0GIdM71W2t30D/DeZEYmHNZPNpYLwYHOxXCDyqn1vNM6o5RrZs4sbxVT84h1f1ONJAFe2PugtEo68lfpSqHE4oPjQJqhuKvUHjvdO1bzOK/YGUyhuYNOqm85rDZF88AHLQ0xhs27YN97nPffD1r38dP/mTP4nxeIxdu3Y1WKhbbrkl+kydfPLJMaNoel7PTZOXv/zleNGLXhR/79mzZyKvRCrkpziOJxNigy3RQZp2yk2i+onoOx3wXZpmck1M8Bec0DUZIjIvSSoNRwZAbpQyKAAqdd6N22tYhvDxIUdTAgIlTQKhTjxIQaOqVWafcz1IdUsO1kUl3JuwSfXLQECH7qeXUOh1xmqqQVgCnMR3SyZoSbdQFxv3cwvtE33EEupdoyyZGGQINIaURVqGlJuCOvk7ADCtr2WYXJJNkvGAQch3JODBjy380MCuGgFRab6h1CcEdZ0BdGrdqa/Gmn0tBaPTzm1WGAKCKwMeA84wQDamKUi3eJFcTRTNdNUoA5dGMuQTYy8TlhZ7+M7qcfj8t09DOcxAlmEyL4k6DcPelcHnjMUfuQOegZVhD64UVoqr4D+Ve6A0KG7JYUYEN8dYzXtYIUgCWA8UpfipKXhVhkOZTK/fOwufObSrzwE4RDMVCM1dThW4E9f+Me15IGmTdResFKC2T01xCZj6LcNwRuKm0GByWtdG4OIEtCgj4guqA2F1IfeSFFOBtM/EvEoesENEc5QdAYvfQHT4Hm018D0xIQECRliZF31vQgRjdkTAkOvjHb5/Ok21x5HUtza16biKPpkJ2KK0oPTv1AoRQBZbcTHIl8KG7BrIY8Im7JnMi7opMBDaCnW7qM8pJeBU09xN9JEAkLvGesqCNr5lCzx1lnsYxWP9TOTrnT+S5aADqKWlJXzjG9/A0572NJx77rnI8xzXXXcdnvCEJwAAvvrVr+I73/kOHvrQhwIAHvrQh+J1r3sdbr31Vpx44okAgE984hNYXFzE2WefPfU507KWriWd2mIKJro6+AGQdLFjAqhLIwqEiWzMGsxCBuBSFn5hoEzYjiNEyBmpNIVFl0M5nERIiQoUZhJPoLGgxLi3l9rngx8StRYRUwJ2VTQu+12DpTMlx05e1sVHHJdqRApEDBpZxmPSzIj9GMiC5cHJLB4TQBLDD8RsRgFgRVOMAkHo5KuLnWRnjyYYL8ybHVE8RoAsPmESlsk++MyAYt2RCfNkM9fY3kQfbAF46+FyA9cTB3szEiCloc9qQkxZAy2h7dPV6Idpf1mHxdqUKKBQk6mC9MBuImNQISyjtQxrfUxvoG2gaQi8N/BGXo4LA8wDRIy8qLBn1EdGDoPBWBg7TXCZefiVDCgY9zp7J3q2wmqVo3QW4wDE4sIxtMKCFgEIOyAfGlBZszvEaEa3BbDkM2EG9ER7TzHNf9QGQ3EceEQFIV6bskO1fgEAdeh+2+cR6FwIG0zRBuaZtnkndpE28GvdY0oWMKDAMey/aSqGCcwLAHCeKB9VAEZJP/SWQDnXZnTtn8EtwvXlP90OKc4BaWMAydZCAZwFcCrpDLj+JukQ1791PtH9Q7W+LG0wzccoZR0b31mP28TMRjXb1vBZ9ZLiJZrr20A3Lbtl0l8L4Ez1WWz3kYkbp5d5OOVgROEdSXLAAdSLX/xiPO5xj8Npp52G733ve7jiiitgrcVTnvIUbN26Fc961rPwohe9CMcddxwWFxfxK7/yK3joQx+KhzzkIQCAiy66CGeffTae9rSn4Q1veAN27tyJ3/zN38Tznve8TQOkVNb9Rhv4hmv5rkw1y7UcAbk1UU44kqYsFyOG2DcYGZ9MFiWJr1JJcTd6TspriGXAmZguAACyZRKAlhxj3eWexVFatapqAFQLjKxEoOkBwML15LcwQbUT53irmGFqsJQsOPr+yTYydT0Bn6mXKdDY4NYDnjwoo9pvSWdWZcD0HcIeggCEXRgTTEUT1H7KOmnmbrZcnzcM9DyyfoW8qGCS+ir7EoszDjbz8IlDdDW2wFgYGTFV1JF8NZOHbuYOzTaL5of9BfMKnGziU5cnwCn3EomXy/sY42EC02mNR2brjOWcmPAAAU0ufIciczhpbgn9rMSecR+nb78T2A58Z/c27LprHsWcg9k+xHiQ45bdW1COMxjjQYbRH4xRZhaukgAFriSPldvi4Dxgxgb5HoBCp08XH91PMWUnG9JSWOJWQy0QI23PAWSE64Kpp6EoJGUxAdUWARzF7howd8q+fkeulZ14iJJjOudQ0sdCGg9vAeSICpE4eivwYLhc3jU1HbIJE0vC6PlCCw6MTLJJbqMNQz9L25yS7XyYAF8wXFEzidLGwu5QTIjLdTt6ABkk4q/j23ZZFsiJX1Oj7cK1qSlS/ZpcUQcgVXNyLF9KApJUUU0T71ppC03kG4Nj9uU7J/2rAfrar7sB5ulwYRS/ASfy9c4fyXLAAdR3v/tdPOUpT8Edd9yBHTt24Pzzz8c//dM/YceOHQCA3/3d34UxBk94whMaiTRVrLX4yEc+guc+97l46EMfivn5eVx++eUHxhksYSlSe/N+FbkGqErt6xOLYKhLV6RJOthMe0sWTyBTT4aa6FGAFtURZhN1SsCEMi8VId/bvJgNxN9lIIup6zNGOwSM2EXxjKQb5uIEW80B462Sb8kHfywFXULxE3whvgGwEJNfurN722GbEM15INTgSeuuZsmcm7NCYNaYGdjiQbkPvyH5rWCkjcJ10SwftcUAPgMDE32mCEDPIes55EXVYGA0/JaBaNpC+JuZ4AzDkQm/FWwZcehMo/ZS9sK2+kRLDgQ9H/1nEr+w1H8s/R7eG/gyVCwMGGM8er0KRVY13hcA8syhsA69nuSQWiyGKIzD0GW4c3UOngm7lwYYr+SAIyzfOYCyoaO9OdgwXNhYuCpcAHAukCoG7Fn8zQLwdr3AAoQFKzW/sc5ulIAJULShxCz0baYoC4tWGsqOOvosWway5RB1VhB8rwbhbKSpsqW0b0qQYpuRCq8UHto6ngLoVjevtzxCHUwRvmPDxYABqjiCH/LBRK371nnEHE/E4tIABuyI43MVnMiGvAQ3QDTHTQCjxIQWn58EekjEHk0G5Oj7BgVG2VnP4nsVNysOmzinOfc4BYi+/g7apk3n/BrwxX/DXFjNJUAl3OP6AQiN634QfbZ8/b6pQguW6+V5tSLceG76u2s8t4B59M1Nrm2sXbqWTUtyfBjFYwNpDI5U+mwDcsAB1Pvf//41z/f7fbztbW/D2972tqnXnHbaafjoRz96QOqTDrANXd9hg+4a8O0OOuE7g2TwpAAqTBJA7YzaLGjydzqJRxMFEPPqxAiUsOGwZg1Pw/UJAVwAkW3KVgnZUCYkodCBah4YnlgBA4fe/BjzgxGsEUbBe4PKGyyfaeHzQoDRwIN7Hn4uMEkMlDu8JMfca8VUFpoGPixgWq/gFapmtujYnYLNqOnVoIqKwHxoRB2SawLo4qENDl4IvjxqHqDIXKWTf8wZRQgmwTCLG/HRMdY3wBOAuPGugoc0o3ZVaiZsG5gniuka4j6F7UUEG5j49nNibEToeAqoLiwIjsBjCqyUAUyw9ib+KExAlTPKvocZVI396eIzmGAzh15R4Vvj4zDa24vfOx+UKJeKwCwCKMOAKTywpRTTYGD/CIBzBr4yMFZMiZ4YbMOee5W0tyxwNROh4zeCjfDe6QbBmpHfjKXxo0M5B1/DXPKfGUKIYJK+Vc1LfjLOCNmSJHFMQ9fZAOU8AUm8jA+AzJTyUnEdTeeJZDHlFoidcDEwSbcP+7ypL1M25LiAx7Jjwd3zVpsFT5/JFJzvAxiwI2knB+kzphJlRBJrcgTgrIpQJoWkSYHlHRN/Q07+g3zLdLPdOGYCC6W+RC6nhsLRMCWaGrwpsDKBgYqm6gA4fQ6Mt0jdzbjeIzS6NlAN2mKQStac0yOgVVNg+O1NbV6OwDIFOvp5knWjYYqc9q1S8NW6vy2H00LGWN8HimcA6giWVCNB829dENZbtBoLnXbyKc9pbAPSfl4YWKaizsksahIt6r2r7rG8pAyqCLYSDYgDve3VHGcSxoaBfK+M0nIecWuXcpuDWSwxPzdGbh0qbzAc57KRq0k2mc09xqeOBais1F2ISpkRZKNXhtvi4HsS5h/pepvUhyDmR3C9uSxQgx2PsPIE01LBQOFB1os/WGAQ6k1kAXZGgJUuTk6c0qlKWDw1yzHQWMUUrI4lWgtWmBBEBonAgXkyqdM+5FzpLEbDHNUwA0YGZmhgx/W7kJoYW9+dkmo0zml/6ADVG5Lk/nZfqiPIkg5NyY3p9al/iAE4B1zfoBpYlD0vzt0mGSRjgwpAuVAiLyr0tozgnRHTpidxlLVipvMk/dAWHsY6eC82Ips5LM4PMaosVlZ6yDIHaz2GvkAMXbIEzhllZuELg3yJojnIDqWd2cpej3FRStpPE8QCqFNQeMBUDB9MvQw0AD05CmxMaIuV2nnZVGIOy1cYnGm2bgEWcbcAqtmotpltKsOQfMu2wqXO/Kbk6NQdv+8a/cRb8QmLvlBJlJjOczq/2BE3gLcZU2RlTMVxLvOZpDFwPQS/s6DMKWgNOwuwQdyyJSo5qhj6OpWA7leXRjs2fAdNApAU1IR2m1A6tS28vDeHCDs1pWer8rHV5Cbl1mkbRPGtz6UsVmOrmvRbofkNYvqMljUinfP1Hm6VEe/T798a0+qPF10/1lk7DpUcjESaR5Ic8wBqPfNql628s5w1gJj+npjgqB40dUHNwZ1qGykNP/GMNqDS2ZhRa9YsrBY5YZu4Sh3OAZezOO3OAaNF2RPA9h2KXglLjPnMwRgfTTJilpLHZdbBEGBNhZHJ4YZ5ABehnhXBDsOE2QvvkTEYPiySKdvDtbkhtIn4VshC00gBwAB5Iz4SFcN7aWLbE8fmttmMdVJ2BBoZ2FVqhI9HB9H4UevvEkFtJY3N8KDKgHMvTtEhY4khxriyIds2xRB/P7agVSvPLIPjuKP4qMZEnnaJjsm27duSSgoC1pQOzTTWIV3AuT6+pq8Ohe5dQbLHA3AIbFDu6/4acn75pRwjm4EKB5t7uCpsNpwJc2esVIAI8h0jkyf/EQXdlCW6z1UWfiwJXymrBxrnHm5eTNicM7gfTLhGIv3YEXypfmiBCRzXgNoGJ//IDBgKrCxPzh8szsN2LCZqHXecAeMBUC4QshU554ODtIpPzDCMpK1b7d7VT6YqespEUHCSR2BtRh3XJmWJWT0NxFBAVI8PO+KG6UqZbskdVTt8K2AxgY3zuZg2axAloFaBR5oIl0Ky3HSvygia2pGpoS/74K6g5WnOqwYDlN4HiM8VEJkjr35LCrjGybdpARog+c7KcoZrG5v2dijabZeRRmS3XtuqayoT7GDyvadZQ9omwM1Gix9ImflA3Q2lE8i0OzIwMcmlE1/q7NtgGNplhL8b9u4McVTUC299g2hryujUp9gCHrUPAYckeGwZbs6jd9wqekWFlZUe3NgiH5Riaiotil7VAE/jysKFRctYL4kKrcdif4g7d80DAOxcBbecSbLNSifShL0wDBTqzM2SewrJOUAisQITQlXI8h0nVIrgiiogc5IDyI0N3ByJKS9N1RActe3QRNpfAYx+L9ZoIkORXWBCvWEnkgl1KWRnNwZu2WJ5UIhzteWYuwi6cXFFsGXqo0HN/tMhU+eNDrZowlk4vM960r63MaGrJp1O/l0AL/qf1RGKHByGiZMiDcMUAjKrlazONZZ79AdiV/KeUFkbABKQ5Rw2EAaqSvKT+VI2HN6z3BfQVBp4E3zMUl+lxOmeBw60NYBqAFsWVrFjfhnb+ysYO4vlsofVKsddKwMs7RoAd+XIljVnGWr2JfGDsZUyUogbs0rYfc2iqOmPlqQtqzlJvqjsjhkBIFFiqgUBJBK4MbmYxu+jwBYtpkidknUBTca+6wn7YyoAq4zWVmEt5QuB6QlO1YKE4/O0Xo2cSekwotpcGsGuKkQeYQPvNOEvRUau9uVErURp5F3FdX9N5tzILlmKrgY+7D9qgq+bjOEa+EQfNm1H3Z8wuCmABeSmOyDEdgpzgrfBIpn4wrl+cCwv62PUHudTFN/0W7b967q+U6flY6116QiUig1oHYBUzQDUkS1tH6aUpl733tZgVun0gUqLDOU3NE1Kru0aZAlomgbSmpUI9+izQxSINwDnDDfwoPkKWeFQ5A6D3hjWMLItDsurPRRFBSJG9e0FuGXCnfcokW0pUY2sOF4XHuwJtGyxehKjKCrcvjQPP7JA4eGGMovS2NTh+Q7i16IZehVopM7gFFItEIe9AQnwDIYJ27aIo3m9iWjzG5ADaCRRWTEhXRUWw7JmFjgXf53UBKDtBBeazTT7hy4CbQBkSgL2EtjYxnYTGs4ey4+Tfjr71X9S8ne7E7Ei7ZaKOjXyJtVAW5puPN6+L/pthL7GVIOgDuZD25/DNjk+4xilpCwhlQQmkhxZwcxLuQcKj8H8CHO9Ei5kNK9g0OuV0fyZhYg+z0BpPXzugAFgjIf3AqSy3EUTqjMAe2AwP8by7j4oZ9jc44Tte/GwE28EACxkI+Tk4Nhgix2iZIuhz5GTw63lFnyufxp2Do8HVmx8Rx2r8fsHNiQmzAwJFtuLn2Y65wx1QsicmqHwkOvVrKjfT0FUo7mTftSOWqWkbsp6kRO/JwUE0XE76QMxcWPaD7SbhWi42EtD+7ZZMHJcm8ZY3jtlLidEWRx52sS7CCtOsY6i/BGMq7OWGxJ/M3Xw1mhK3dsyWyWgqs2PIIkU9jmQrYS2dwHkZWkZoe+XFKONY71MzcC12SwF09FVI3yPqHC3ZGKtMXV5nABVBIt0m0WL1ZqibGsd43UG0ZUh3dfvcFrIZia8o1x00CF01Iaznr59OlDijagn1rDop2Yybk8cel173cw4+PkgUrhseIJV6tw+BJi4LpatAMTUz5YQWgbPOWTzJeZ6ZSPc3HsDZkZmPbYtrMoWHAD8PVdQ/NM8enfmcL08Jn4cnsAot3tQSRgti32g/N480PPoHb+KqszgVrLoJ0QOQAZQacDGiy/T2MgkXnigEIdsBU6UvnAw5zBEW0SqGSZ5nBpt4+Q68hqpE9o5hq5zdAzVzZmjxqtJRcPxtP2FvePY/o0JMmjYKCcXP7mh/j4ygXHD10j6QPe3Dk+f/K3Ar4mrYt+YpgxMm5fi8zl5Py2idY/WVxO5+kLSHEiyVRNABoEdgSuDcmykjFIA1ZAKlON6g2AGIsiylmFySYuwWIzFQR+M3Ao6qbyBIcZcNpZtW9hi7CyGVY5+VmJlvsBx/RWcMrcbPzi4FT/Y2wkPgz2uj71+gBVfYK/rIyeHPCCenqlw0twSqntZ3N7fArMrh10V87MCwshepmxPBjAo+jqZUgEo6mhYBTQrIZhjoQlkNNlibHtfgx3152v4HyFco07hiQJhKvHFq0P+m/2CqfW7AxjHOqR9rgW+ajN6d1+KxXHzPm4fU9BJkh7AFVTv+hDenzIBUeoX5AtC1QfKraF+gbWqn8PAsLlxcTXPKLd5mJst7Lh7jJoRQSNPvbZxWBs0wjD9NtFcF6IXjY79lCHTcpL5X4+nvlq1mTj4xnUFkyiITcBb41w6Rk3r3vSDAHWg0drJwA+azADU0S46OSULaDzlEE0R0fFuCvWti3RabuciyPXp1L7dWDjXAk/tBcy0CtWfYbBrVnIuPEy/QtGrUBQV+nkVd6UHRNFUqZwRHxSSPD1btu/FzffvYfGGDNkKMNqOuNmqXZLd692wgFnpYWEJWD2RMMJAostYTBJmJP5PuijTUBJIwgO+z6GNxTeLQuPoXmswkt2bQ4gzVwTYdkMglE01mOLwXUKCStXofbLHWVwAInCSZzd8LAAxZVBdbgSlpk4yKgXWqwL5xDlZNb1k4YrfjwBMbHpa3xffr+P7A6gnzRaI1EVqU5Iyltw8PI1J0IdJm0k7pZs9kwW4lHxi3sqL2XHIo7NsUYVEp5qnzBHEF2/gUOQV+lmFLfkIC/kIuXEovUXFJk6shhhbshF6psKqy9GzFQpTYc6MsT1fxo5sL+bMCEPOYcHwMLi1XMTuaoCtIYlZyRbfG23FLauLuGVlAXtXerL1kK/BjYnh8mFx1TYnMb24HHGbDk2iKOAppOYAYEsW869nOCeMGdCcC6JZP5iZjANcVrc/Jf92haYTBx+goCiYDI29zibWo5QpSb8pur+5CaBsM74z6TOZJo+lz7OhfdJ3AGqmLAV9yjaBIJk0ErOzzwikTHeIcLRDghtKGhaA4p50CpJ8Btiyro7PJIWBHSG6T5jEH2rClNjlV5T4SzXauDV2GopOKEdBOicrMYd3Tf2d9Pkp2krHbNuBPSqI0wDWIZIZgDpGZCpVrucDeIrhtUCtCeqijfp4wwTT0QHiIZbwfh18dUfn+roW0GpWtPU7mWx8weC+A/U88n6Jfr/EXFFKHp6sggGjYoPS2Rg5NnYWpRNnXmsd5osxTl24Cz907vfwseyB6H+3wHhR0KYZy3u7HsOOBHSUC9Im2V4bmQnXkyR4xR5ClUkEVDXvZbEJYfHQxJQjK35DUZtkwNRbSCDZRkaaqQmYANS+UVGLricTNhw3idXUATF3S/i7Zm9aACRMzKlpJZryqPXdGytGfS2nOavSb9p+TipcT3gNMN0CVRNmu3B9bX7smIgm6krQdA+iFcv5huWw8TwO74bYJzgxW6gfjo4n4+tHRtOmZoM3AAoPUzjMzY9w4pYl/MD8LgxsiZw8DHl4NlhGIayK8Rj7DEtlD5U3yIyHZ0LJBoshSapng71uABc+WMkWK76HpaqHsc9QeosVLnDT6nZ89fYTsevWLaBVg2zFoL9CkRWyo/CtLDDaLptG2yFFJctHE6b6PlESKSaBClqWLoZ2KG0SfZUoaavwfTmAM69O3C2WKoJ//XSk26M0++6m3Eja/T45nv57MF1TyAGWGa5QZUTaySl7jLrPsUGtRMT+qNutJBGOAQjbVclWL9YCRGvBWqZuYYRkTjVlrTARJ0OIEqDT8p3SMjuPpUpZzD+3vubTiKpLTI9rmk7jzc1yDpeb0QxAHe2i6D/tgAAk9j0ZRNGhMWwsa7jZP8OAa2TNjgtdx7G0CmkH7tBm4n16b8JUpO+g5zhYSeyQgNVMJp4sx96+x9JchcHCCNvnV7HYG2LejjD2Wdy13hqPzMgoHuQltvdWcMvqFpx33LfwEw/8Cv7+9gfJhN93oCp0DwN4x9CQvBRcyMTHAAPlfNhbK0cNRqMZhIEqREF5gu/7hkMwvK64zTZkw0j32IuTquWQ2zGkE9BM6pYjiPEGMLqnX0LzR1+BFrBhgmQ3Dt/ZF/VEnobxy+SlqCnUR4+1KXbFX20MPmUCbJtCwAQGS9qGFg5KMHr4g5uLqrYlN0FWw8STgig1VbfqH/+spB09U2QDGs2o4F7fO4AOzhkcMpv35sc4fssy7rllF44rVrAlG8LCo2SLkc/gQcjIo8gqWGIsVUDfChs1rHIUtsLQ5QKO2KBki+3ZCkq26JkSS66Pva4PBwMDxh3lPG5a3o5v37kdK7sGMHstij0GFBzAWRfuPuAGHAMuyJM4GyffWN0A2BNcEXyCQsqNbJnQ2x2+S2A9M8/RV4iNmKSYUOdd68m/up2JLq7ZMP12qJ2Vk35jqqCAmRYzvlHZBLt00CTRP02V9ElNZOqDS0KPG0ywRvApuLLDUF6YQiT3XMiH1QZMoY+6npj7sr0U7/c5UC14mNKg2FWD55QlA1BbNDrHWlMRUWA8jc2LEcHJuGvoPF06eugIDbNcG4Qkc9vhjMKTIbM2QFofSh65cuwDKKDucOkgoMnFRtmGCTo63NvwT9ABTM0O2qbq499oXadUtE4a6aWmPkbJ9en9BIgjtIdoQ2MCDy14t8UoL3DzYB7fm3PoL4ww3x8jC34luu2GNR6jKsNuDDByGf7X1/4L7rV9F7yVnCi+tPA9H520mQwq62uAkDFoJCkTANHcEBJuImPwQOKbXV/D1hHyMwlLQ45k/z4CGpnGicVvLDoeCHBiz2LWCyYkYTQCk8IMDLi5sTHL4uIByfcT0gqIUy3HR7EyhLqhas7wvcBiFQHkKXirwkbHFTVMwl1h0/p76uTQPtFmiqAgafr0EkFUh1Y9UY/YByfLE3+ODvDa+q3Xxu1ewrPFnFdvT0PhmT5Qb7LgSP8cmRy77AC9rMKJvb3omxJfWzoRK1WBU+fvRGEqzNsRDDFGPkNOWUxcaijkJnM5lsY9/OdoB5w3OPO42/HDW2/Ggh1iq11BTg6eCV9f3YHKG+wZ9TEa5RIY4eX7U4hfr3MWAW7eyTc3AKygbWYg7h0Z3jdG/7m6/4MM7IhgDYkjeYnEv04usUN5DzVdeasgimNGcDbCZtkERElkGzeAfP3NubOTKVOSbqZ7pInPECMWAUQ/zpjyAAFA5V4Uo/AtOAvtnkvCV7uK6PwdfccSxieN7FPF1edc+ycl5nkzEkXC9YOvU5JwU8vzlmGYmnsOUv29GMn1OkeFy6J5UhW5VCFPwVJYP9rjuQ4CQfM+bvrVNtaqiLwPvcwYqKNcJDs3T7ANjQ6fLi4t0NOgXbWIxIEQaGonafn1DVPO6emkbqkmn0ZnRJNLuKgxMSZAjoCQk8kCd1lUtsCdPYYf+OConTAnAGDEJ4nuzPG1780jJpaOICSApopjndBjMDFMSDTnQWHjTxLQFRgpMgAyD5Mx3MiCKhNNap4hgChMNKS2H0jYuyaq9J7gy9qQz8o0aWJQK8CJMh+jtbyX7NWMkMPJEkAmOrI22UAxP7qtVQRklHnYTCZs1kR/Wp/SwI/DZsaVTOSmqkF1Yy7gSUzVEEXIyohx64akb06bY+JEyZPHa9YpOT6Nyk8Wl67jjYCFLAFQOkGXtSO27EDPAXsTKNmYlZcyLA8tbtzThyHGecd/C2dv+T4AYMUV6JkKfVPCscFdPBczv1feYKUqsGs4wB27FlAt5aCh9Kd/vXUBXz3+RJx23F34wS23YTEb4rvDbdgz7mPvuIdb7lyE21PALku0KOcAnDI4YTENm95Sxsj6JYrCYTTMY54vCuOEAwPFIYWFOsdXnmBHBD8WBiRf4ob/Eluqtz8JGxv7XACCL+q9JwHABTBqxwBVtaI3YW5O/w59RUCIpDQA1eH2CsCOFGEDVPOE8VYW5k+ZGg240cCFvjCXMXmuR50s15P4qRmLqscYnehg91oUe+ps46hqcAUEABS2i8lW5TpXcFQU871GWMg+w/XrcaQBKso8qjkvdQfQ9+KMa4YqfhN9cdQGi3TtCeeaWnNHw5nW4USBkzWgOQnFHIH7wlIeAKl8MAWsd81RKsc8gEonl7ajXVvUPNOmUtPIiYaWnvZk03yG+r1Q8hxOrm0+uFVfxuTg0YVMJ8GWSQoIrkMtU2WcfEf1y6lzKieLIc952C0lbF5htFyA9mbgvpcEiQAwNrArwYS2QigXfWTliCGh7AYgI2iAmcFhkXIjgFYt8qVaFaMM4MrIxKZ5lbKQADFUXBIpGpjcx3bkHHHfOeawsBnJJUTEcE7yBrEzwjgEkyGl4cfh+7uCBfD16r3zVLymZTDJ1iIMMDmZlAoBc1QZcJrpPMGond8x/c5pP2xNxI3vnlwTy01/o6M/p5owTym7/Yw2K6qaawquTLLZcGAFeGyEedTJnOq+Fdkq1bQzBuWShfy7d25D6c7EWVtvw2mDO3CPYjccCDk5lGxRssWqK3CXH+CmPdtx1+55uN057KpBlvrBLVusVPO4YdcAX58/AUXhUIb8ZuwIPLbR9B0XIN04ue9BfYesqDDfLzHfG6OfSboOVxlsWVxFkTkMywyjUQaYkLBV2z28t2egHBNsjrAvJMGuSooBWeACOLZJBK+awsP2Qu0gA28BMgooEH35AIC4BmhiKqpzJKWOw+qoDiKY8RFCRZHkyxptkyhfzhhmNYDbOA4o9j0Qw2bSZ1wVKCUjUZ/QCNxgI9ex53oCYsyY5HkLLPNXFdo0lO1zjglOTRUSqIIiK2gqmdtgAnMdup3P67bkBMTIAdTzta4neowSsIRkutc1hxpFTEg6taTlTLZxrSBMZaYPgcwYqGNNqO5UAJo9ErpoIA6UBtPD9XFQs4OLlsliYkqBGtfl6WCJDFbHYtmoU4ek7IkOUB1IJrArnDhVNspFMsmEAe8LAoeJ1XEOs93BFl62m9A954LJCoSQKVxewvW5ptsN18BNE2cygYYGdsU0HHJZGUEgRtuQI2GMIAOqERUXJlFDHNiaGkABgAm0mU/C6RHYoegEzrXTqe8zuOdAuYcxHBfB2ls3tKuyW4A8DwgbIvvg20NgF7KUJwk1qRKNda0JrhPAJ+ClYdFLQQ2mgPJpoveuBaCSwmIfTZ4dwZMNps1cHMFtJtnFvSNw7sM2LIhOuazXG47b4uiWLUTyve5YnsPy+AfwtWIH+lmJhXyEvq0w9hZ3jeZwx/Ic9i4NhHEaGUmMqmNVAVowt5qeaAVlaUEk+aOcMcJm5EZMd6XUkXse+ZYxFuaHWOjJ1kWD8Pyxs+jZCv3j7sBCLim9d40H2DUcYOxs7HfOE8ZVhvFYjjlP4FUDqsQElFkx95LjRhsDaLgEKPAkJMpaBlR5clv0O0SMhrRhOxXXR9xvT+c29bvxOUAKEHQ/t/1YrzoszZsWnxHKOTFfcl9e2JQSEclZ8AWa8OlhGMNwxE2QEfq1bnbuPMEOTRif4boARi0UKAXAqUy5BrRkLHsNtHwxlbVup11I14XU4Vtuas7VdYXrchvHWpcibQJqnqCui/VQao4/AiTdaHyta45WOeYBVJyoUHd6zUfibbIYpQtnOB9p4BSIJJ05mgDjQKHJAUKotUtGvW9bGyx1gad2WSrq4M6QaBS9xyZjVIEfoUHxps8iL/4aHPb3ooriRq9EgLk9h9viQKWJm2wCgO9xyIlCYOvBcwJGdEuONtXu+gKuTEmN99M0AfG99U+dv9JJDAKU8tzV5jRPqCoLH6IK9ZnwVC+UmvG8CAAvE5OAoboilGZFV83QMnr9Mj4jgjUNywHgDUGyNbO8a/htlOZw4R02Al5iZSa/FbfPdVy/pnATeDW013b/86GPEmTF0XMUnPMpMHIEVOOQSDULwQJAg0WJGwaH/0xWh+gxZEEEBIjctTIAY9D4rs4ZuNVMMsyHSD4u1LGoWW/KZbNn/TZ5LgtzWVogE7DmrJUksADswGF+boTF/giLvSEKU6FvKxjyMGDMZSU8E3pG0oGMM4syt8hMhtw6bC1WUXmL5arA0rjA8qjAatZDVUh9fciTla9QneWeEbdVimDeAppNn4KiIuxomHu0r4WABlMi7q+oJiTfE7OU7rEJqv2IKLAwVInvlSl5432xQw7IWhfmJDMCzN4smJlkTuGCG2xcNOl5AzZhqykvihYZhi882BiMTnD4r/f/Ev7u5rOwe+V4sGFUA0SzfbaaAPvWnE8OMUs4ej5G9VFsS0i/V2d+qstJlaQ0H1UngAr3ROCH+nx0ZTPN8tqOupr3qwHGWmtGTAQKTDi7H2rxWH8z4fXOH8lytwBQaA0YIAFVybWUdkYG2onbdFC0UyCkalnXBKOAIp6isLDrgGjVLS0WddHymKz2RYGaBrgZiaNMSXyWR9yzKrYJanBBXE+0HlZMepZBlYFZ1t8y8YPFydofX0rQWe6RZS4CwyyT35nxqLyBcwZEwHhsUe7qC1VfUfQ3inW2wmzYgUNeVNEkp8CFSBIs9vIqbNxrUAU2gD3BlUZMNU6ykWsKBgCNVAQ+N/B9L1FhwZSk3wgIbBQhOKTLYj75QVkmcS9sF1ckEYaOQhqGWonVPkEd33ey3DXAEXX3rfgB11rZKJmgE7yqx/U3pXVI/J5iaoYAipjR3JaHGOg5+MzL8fTlMxb/FStmVqv74IV2z4yP+xmqsDpvswQgMAOcC1BDMNlGplGVhHA8yxyMqZNxAoj50FZGdVSpMR555rBQjLCtWMG2fBXH58so2eK28UIETgt2hCXXw96qF3NTVV7+ncvGWCxWYecZd4zmcVtvHntX+xgOc7hhhsoD46GFHSEyR+qPI4EKUh0BDh7eEcyQwoItoCia4wK760s5r+NZfXjYBj8nBRyBySEPUF9yHfklYcTaG/UeSvGWwgbmSAJHpD2QuB/EGOjCI8s9bNhMOssA51jMs4WDcxS2yCF86ntnYdfueekLThjnasBxb83ov8QUfawio6S+S0FZQIj0U58pTZeg0YJ6D1rjvGEya4/LJEVOY/nQQBW9XO9tjXlivb/ePYCQADkg5jWMZsPDLDMT3tEu7U5o6gHQzGobgIapB0b8j5L/gJquVVYpJICMYpo9VyP0kTpIhgU7DoakfAC1poEEW6XOiPobYTIFGuxBoz6acC9sTREdf5NnmgpAAB7VHIN7Hm7AyJcILmhpogKH8j0FZ2uHPHcR6PTyCnPBjyQjj7G3KJ3FHtODm7fwyMWnIJQFIJpgbL8KC6APrFrNrhkji+ColC7rVAslDia8GjzFPFFcmzL1e1lPoMqCcwPOGT6E12tjm6zeoLgsbWz/uMgT107qZfCzUtOdtpGqmYkoYFlX0n62FmBqn2toqvpvfdGEH1V6baJUNPyeLGLyy5ifShmkwHZQ4cXp3/iaXWXZXFnNoMaIqdRa+VcdwzUjOTNFR3EFrAKwHIwhWcBUmXCm4cQNQEyLXjYcZutBVIMyZRqHwxzYm8uCWTB8T7KcL+QjnNTbi63ZakylUHmLBTuCgwClnByGVY5RJelALBPuHM4LoLcV5rIx+rbE1t4wgr8RE1xFKLcS3FidwqW+shku6uCWYH4CADeWPlX3BR0AEHYqN/CMmNCU1TyaMVxJcSFusBO6uXPP1BtdBzNgtiJ74h2QxXadRZuNpIYot3AMNNAkwI05M2wCTQawmUO/VyKzDpWz8q8RE633BAyAcrtBfqfF0udPQG6Bao7jBuIKjFyMSky2iNI+bpKUAKmS6aTdffCVJE/gFRNNjXp53BewsQbISUqCFdoWhdQyQswNtqih+Ov1es5yDbpaSn5krTj4kwXl/XCRPDMT3lEuugAAYTAh6aStzkym7qQAGr4m0byXADDq+u6mewapAVMLLBGDu3p3upACDe2ss3ytL9daSeOk1kF9JDQ/U6Qe6mvtkODZBIZKJlyfh+1XfJgwHEWWq1+UqJxFkUkCz4ViJHuckYf1HsvjAt4b5L0KJQA/tvVESxBfpGQftaqygQni4FcjPk9Esn2FDaY870OUnku48cCYMBFMpVvGIG5eCyBu5SJ7YRG4MDJB9hwMNZmv2LYI2lRphfkYt4CTMlWB+2dDSMHJhhao8M1TELMRaWqpaPSt7hvqGxt9UTXkhHWq2SeOfkxEiP2cMgFPWVaDFu9NiFpT5340AI2Cp3RydYHtYyaYeG9S5XCt7omn0Zbsw/WhDr28Qp45WONRORuBGZgktUboI8Y6FNZh3o6x6grM2TG+sbwDY2+RkYfHPAa2jMk4KzZwTHDeyH/GY+QsVijHsi3Qs8JYDXIBQkTA2HhURQY3tLB7rbBnaWSeRuVZjn5hRAynvneE2iwNCFAkSCh/T1ZbBRpEDGfEaX4CQAfTqyOArQGFDPJ2GKL1mGJGbIqr9Pr9LgoBbEk23y3RmSpD6oE4v3DGcI39MhH7mQZuKPDm8P1t6DOVE2bbOVFkkHnAiA+V7zHcYgW71yYuAxTnT1+EfqsAJH0NPab2O3VMrwATIsXYcgxEifNqYmrV9ohtqLnzEuVDrmmOb9Zrg/vIpCk/XB8T7gZw1lKM4njW7+gBQkvBP4QyY6COcmls2qgLBGNi8MDU5hsATZNHOh8kC1SdGTaZqLpEF8b2fkSxrGRg6amwkMXfkbWqf5PWN5gDUzNhpzKo84mBgJ/2BQoMGRJVN2CMj3Mwq0aS2fUrYGyikziPLLL5MYbjHONRDj8Y47jBCopgPtlb9jCsZB+03DrR2IsKlTPw3ogDckCj7AHnrWyEnLS5L4VZiia/imRfPUCYCCYY62ELBx9zMAC+MpI6IUTImYoa210AiOHJEqlF4JFB1fOgwtV+UQGYOU9intLcP2HvvWgC0b6lIJY56T+JU39XF0mBUyhrI1LT/cmxjfg8rAWwlNVIwZMCJyPmOL2OjCxyeS7mFe1zRIAJfnS6D6MJ4BdAAzy58K+AYdNgHFWsqX3WPFNcUFPAZYyHJUaeuYb5zrH4UwGAKYLDsmUM+iV6mThuLbsCA1fgHv3duHM8j3sO7sId44WYGd1QUAaIMWbAhPdqT/uGGJnxKKzDtrlVYE6OL48K7KItoF2ZgCT1SdT2NWISznslvAJTksizsrRgh2gG9QRwZZDPjcN14u9VVTKeSNkHhizGagI3wvR4w6BxMDsHTUuVIgpgQ/2GGs7v04RkXzvfQwRQ2SpNpoQJbAz5kPajBDDHMo4chTQSST9DrfC44OMItIC0J2GBxwY+Y1QLQDXnJQ+dKopoDTnt30QCFqM9LrQ7QxRa3dHAhyje0KWibxmjZnta87KUI/NG9PGMnaWjTbn+g21rbzzNI6XlptebyY3GI1DTH6TlTj72UIgPCsd61xytcuwDqKDhqSICHSvE9aKmkkza3CqjQa1yW5ngeF2n38qUFU23I4hhzi0qgQmtY0l5BmBwbT40DOIk7WK7LmhhxilgLgJMdRrOGH5rBbAsQDSo4mLoxxZVZVCuFMDYYHlscVtYvFZHBZyTAouemPUaC5s3KJ3BqMwxHmXCOpWBSTJcfwvVThNwy45QjjKYTBbvLXNDzOXi9HvXygCjYQ6bO/iegxtZ8MiCx4kzr75v/DsALEfAiMDW1luPhHYhoGGyjbfq2G+bgxmNJHYxwScmu8OEltk+juacKAcw8X3j8c2wBxN1QANEQR3vdWFLohKNFdbHGh8TtQr75ON+iz5hD5kJlhjWyMBzngBvUHqDsrRxIiVA8oJBFlFvhXU0xBGQMZPUKWnMPGyc7RWUcQ20jPGRPev3SmyfW0VuHL6/uojMeIxchhP7e1GywYId4jZsQekz5OSRk0dmhF2tkjrqk503GCFD6Rlb8hFOGuxFbpw4mJc9AMD4hBWs9ntASMMg8whJnrVccpgZwyiyEqNgnuoXpbC7AzFtauSicwZzfQFQtRk0r5lTarGESSoOdgRvwliDCWYj8YtqJ+rciH+UKwjlFoS95yAb9UJyYcVs6UTQmcmUkP3mKkK2YsQJvlDA7kOggZSt/mzOGXiPhJkUH7qhF4UmW7Kotlc45dTbsfPORbidA6lbL4CPLGQyd7Jnpy3luZxzPc+aMMUYbkbaka+TpeqHN4lvIHQe5zjWNUhiTQntDgRlOA7ARPEigCkBZPH5iPfFXRrQsdYoEw5sWCk70CLKzvrXHK1yzAMoECfalR5Dzca0NPYULAGow7FZN6tVrUUvQI192pqIHmPU+Zv0+ahZpAiidDDXVa8Ln7JYsmEQVNuZ3gZtSpiRvGeyuOs1omURWCNPek5o9UCx58bDGS95WfS+scFdtyzWTEvI+ZMXoumnmog1stiVLvk4IeO3mAcVMTTfl3LxucmLCkVeoQjmGiKJnFrOcpTWBnOIB/UAZxicBQ1d2aOY3iBhi0IddKPhdcFK+r2TyYupDY61DK5fqc2Atr9R65kbnmS66rmORLOdLg6ZMAGaIZ4swwSwQsG8YdUpPIAnE+suCTRTs52CJmskglJNMQ7KKtTmOH0HCgNRTK8pMKgZmsgEEcMG06CyVZ4J/YwwyhxG1tV1MYx+VqGflZjLxpEVq9ig8hb36O+BZ4Mt2RB7qz4AwJDHXDbGSlVgJexea4jhWqzxIJS5mA+RBcpiqexhkJfIFx3cwgruWhxgaddAnOqD2bM/GAtzlUkGdWMkJYQJx3T3AJf0mSJz8T2dNwIugi9YbEPiaN4zVqIUnTOoEHQSBuAFzNEcomJIlWxvYkpJlAvoPBhYJvWlNLIlynirh1sI0Wslga2kEdANl6VfUN2nQz4rcohMOIf6kxWAbhJ/OU8CmFIQqayjiwwP47j+CnbSFtgRBcf6VMtF/a/2d4sJ5YUt6jQwhutUHGjdnzBPOkdqAuE4WtdSZuJWYrUyHEX/pOR3VOATxQ4Q81z4bt2MsoCow8ZAgUDrTEqzKLwjWZQBaH8k7Wy6SVniWN0wg3B9fTrY4rj0NY06wSSYGiS1N5jVsiOLFLWKughlMaKTY9CiujQcpZMnWLU2o5HUKR3rYG4t9nKOXDB99RDBkw2TcZYBPnfwPYPxKINfzWrH3sQUwUwYlVlkDwBgUIhJhJngXZjJMpZZnanp6G4YlDFsIRF6vbwSk42RBdN5g2ElW37MFyUMAeNKNlD2njDiAh4h8WdFkszQh7ZMgJT4uHE9OSXzb/p924C7a+JKwfHkSURTSyxwDfB0sCR9VjTbKXgK2+/AcO2fFt5THcIVBBuSz2YI0SynQMYYH5mh3NT+ZWWg9ks1ySQpJNJ3V7aBFSgQIwsRmtZ49IJpWH0tirDie5Lf/QCuFOzkxmOQlejbCpnxGNgSBhxNhFvsEI4NTsr34LhsGbeXCxj5DJYYfVvCeXEet8bDonZSB4K/R6h8z1TYC1EaerbC8f0RDBgnzu3F3sU+cuuwmA+xJZeN2P5z94kojEPFBqMqkzYM9VZGTfs7APSzKgIrhHoY44EsMVWHvmkz1/RRswZceBlmBuBecwwAiIEY2k2JQ+Rg4eucZ6X4MnHBoLkKJvNwwwxulAf2pJmlXxUTOwpO9CEnXArY1Z9OARMTRSAFgwCiOAYbUOHhBh40svj3b/0AeCWDjelnQjQuKPou+Z5EETcHQvIfQUyAqBmmtD9S39VRqDpu07GsRSfO3GjPqwAiw6/36bzTpSxTUhfTHCQxz1pXtLCKX5cPO2gycyI/yqU2xbS6kK87LgNBZQ4DQp2k1WE6jcpLBwEnHRvJ8XRRogREAZGSlcuoOTjSeiuLoVqSUvBpX0s0kQb4S66bWNuDhlnXUS5SQKW2/bbDOjvZg8o7iqxTrz/GXK/E6jiXCU+3imESc0kmM8d4nMFaD+9syC4OjKsMRBxyLOk3Cf+GjYJBHNmPLK9QFLLBrLIPAGIEl6Q2CDl+jIchjdIj2ExUXTZOnMadUP+apZmDiZBaCqS2axskNb7BGmNfN1meMN2F9YpafXLD4CkFyR3Xt1nUidtbz0mBdXSgZQIC4FHWCUDwb9JvIMySMEDiJ0bUNCUr8El9oUbOYlhmWB0VqEorvnAhBQVsyFROmiy1nmBNMM+5wETklqPJzgVT4NjZaB4GxKyXsjdsBdzlgTYwYGTGwRKjZINbx1tQsY0A5s7xHJbKXgQq/axCL6tgycOFtAYAYh1WqgKFqaRc8pjPR6hYwPzJgz2w8LjFLmJgSxxXLCMnh5wcFo6TdAnLVQ+3rS5guSxQhfdQZ3jxHZMxtDwuGn5h0j4MwAGGYvoQdcRuMHeaeJYY3oRdAJhq5Ych+Zi0E3H9XWzhxAw4kkhWiQZkZEUFa2XLJrYs+/0Rw46okUJFpZpnuHkfNgVnIFegzrG++u2M9kFvhNEgRPcAIkmmSo6ApRwghpt3kWH2cxzHS1wL0vcCmuY0al2jY0xvCdv6xPkxloV6ffBU+2x6rpX09HpVrNQPKypuLa0NyX2Nw+F6r2tIqw7prUSHzYTnmRLz5PRrjlY55gFU1KqTQaKalQyqAHAa5hiO4CRSph4tWzfQiExSJ/T4X1oJ6gZJ4AiiGnQv1efrZ4VzCZ2cgrGaNaHaBDeRr0qvCWPNNt8z3hsAjAI/CgwBB/NCNbbgilBlFi6vJB+UlezUXBmhtB1JrqSw6efy2EYGCUDUqp3rnixM8LvJQpqENF+Qsg+6iOurWeMxrLK4eBJkAen1PFzmUI4zSUEADw45IDhcWIfgt+vS+neirlOOp8LyoEaEJ2gC028UODUWI1YQvIF6YPLaaLbTfg7UkUhMMZoOqMFTTEVgaiaImRBzREFYwcqbAIIYQIYyXDuuLFaGPTgnC70vraSDKMNiwLK4W9JoO4pO6p6lX2UJm1k6G5kaiZIjjMoczMAQaDicZ5nDuLLRnDx2Fj7QhBUblE4i7lZKMdWNSgmCmOuNMZeXWChG8EwoQ3oOz4QsgLgRUzAFGqxkBbbkIxzfW8Fd4wHGLsOCHaFvSuwq57CYreKEfC88G+yuBrhtvICbl7fhzuU5rAwFWHJgOTTXmrW1/5e+Sx7Mkxy+T5bVDvrqL9SOKhXTnpeErxT2ivSSBDYysoH1jf0g7EUXy8gY7EKuqb6LiS5VMfVZmFrUvOUl95MP81e1wOB5QVZxO6Yw1tUkm1kf6yvvxPU4DX3BVwbIPZhDfrkey+9hiPQduBoc6hyswIMRlTXWQuN4T+ZeoN5hwkNmbdMxEMOAYgVFQBhT4Xe6qbqpM6onk3e8Pya9DQoYqV9oqoSFVBZt9rA9h6mCdDiEW/PetGuOVrkbAKjQ0U0we2lYZ9jLKLJEPhlAhKaJTO+3Xjpi5pH3q7gNhEbzlM5i5CyWhj0MVws4zRWUhrm3nAfrfau4qQUBE50+RfKcaiSJ9qH2+phQLwFCykw07OGMCBDrRHKhPo3w4qDNhog3zoVaL534GxUh+eVwuRB628s+cWZMYYd1j2powVtqNgEk0UexqQMQNbk4h+d51QBOpn59SWdAtWF2kJfo2SoAKIte8I1SKUPYs+yfF763so5GtOX94rm1IowJjSs6iSaTXJudqsupJ+IuFmktZimtC3dcOw081dnCw/cPkzUFUxkpaDK1X4oNJlTTeohnMVtVoa2NYTgOJtXg1xMBjfo9pYpD0ODZmbDmqe+VADTnTAQSwjQJeBpXGcaBGfVMISrNyjYzuvksA2PLGGYeK70Cy4Mc80UZzY3OC3AqK4vVUY7xShHznS0XBQb94HweHObb5rthlaGw4pt0x3AeAHB8bxnH95YBQPb3cxYDW2JgS6y4Hm4bb8Gd4zl89c4d2L13Dm4layYpteJsz55QqZIWWIYYsRjqoT5OXtlkqsGvpvEgkus4OIYa/e4IwMwDusekmv7SKEcK7VRWFuMig0b8cXg+gJCegWMEtB2GPebCvnMgnWvqNAwKxqvKSjlG8i5l1sf2tkZSSZRlBu8Ca1mZ2F95kGitWahUaeo+rZ/LADQ0MKtGdloYVHWqiFZ/pqAom15493GdYiUqpFS3HxkfwVkNDOT63vwYxjBW9/ZCPThG+9ZzT+JsomwWasVR1iopn4Lyzk6uIT2XKu/hft7QxHHgZWbCO9oljY4AACT+QykrNA2hh8kKmTAs/bkxFueG2N5fxUI+QmEcxt6GDMUWQ5ehZx2qwRCjKsPqOMfqSiFbSJRtRISGqWw9SzV7ZYma2hG3NBPyVCdPC9skaAQZo76vQfcaNMtNFzUA8LJ4+cRfpRxn4phtGHnu0C9KjIZ5bSLy6isBUCkTtvM50PfwGSHLXf0MUmd4ghtZ+CokVeyVEUQpxq2cBQOYKyTBnmisIUqLGL3MYaE3AjNhpczFEdWH7V6QDFhKQFTyTSacnBra3TqDnYI22wIF6bGUCa2z47XL0UzSyfOkeSaCHLp8JhpFRlCcvBslx9X0argOI1ffp+DvpmYVZf3i3m/B1AbUk6W2sXMGVdjiRbffMIYii+BTxpY4bDoMyesDiJko87G8LJP+os9z3mA1ME5lsked5gbzLjAUCkgi8BAz9HCcw5CAb2Nd8MuiEDmIOqcSA+VqDldZWOOx0Bs30jJoaoW0zTXfVU4ei9lq6JsepbcY2DFWXY493MfO4RbsHfcxKnOpqyot+n0cielKzULaHw2jRCZ1CtFq6ptIwW+o0SUI0XdIr9UIrcjoeIrRucJmORSZQx4c1pUZGivzFp5bVSYGFZCV7VVUYdO13PcEQMWkk4VH1nONuitLqM+Rb0xwPoM1AiRFCZJ+TGHrHi6NBKxkXoBQYHvABGjkrc5pBJD14MxE/yHxewwBC7petMRYqad3Quek10UmSVMhGBZXCh2HwcxWb3Ul3zFldrtm/pgLbGJukHfRIIHoYkWiDXM6Aah/1Bo5BA+mOG/E0W69a45SOfYBVAARUdo+S4RIx8o+aqgHUFhwbOHR64+xY8sytvVW0Q/7ZGXkYcijMIi2+rG30bm2l1WYL8ZY6Y2xtNrDcKUAj03tc6CDkDE9KkvPM2oWresdU2bB1lpM3AsuZUGS92uDsQbQTKNPKgO/FExjYWHxmST9g2H4QYXelhK9fomhbm8S9tgzpWigsrGqlfUsoefJyGKVak/sCOOyQDnKkBUVisKhyCpYw6icQVVZzBViUhEWwmDsIFtz9Fcxl41xx3Aey8MCgER5eVdHepECB/UBM/pf0g6qkXsFjVQ7uacr5gSL1Pwe8VsqwxiAcOO6RnnJt9TJNtGeuf5E04UQ/dtq/6aOe9RcHVknBU4uOHAn4AlN1kUcxuuKpLl60tQF9XsTnLfRKZxdyOMTzLVA3R9ADK8KB1PwlbLI8io+X01x6lhsrUcWmLFxZlG5kB7BWcnwHUxRWe5grI8gsAzO6TqRb+mPwP0R9mQuAo6qssFcWTukz+WSSkB9odRJ3oDRyyoURhKzlmxhwCjZYm/Vx67xABXLM5fKHm5fmYsbIKPvpE1SFkqBgAJdAPAEP7TwAFxhkBUViFgAT08i9ypXm1EzZf7Cqk4huo+CclFVJqJzNdMCiH6F+j2VsZNjArJi4lJvYHIPR3WiXC4Y1cBHcK4+O6ZfoeiVmAtZxg0xxlWGUWUlojI8o3QWZVkvU+VYfCd7/RLUq+A9YXWpN9n9w9zNufwrARHhnGWYLSV4IVkOTJ2eQ8FOygZ7L6kUyCCm2GiMIX2mfi9wbF+dg0ereQ28dN7jmh2cRjm3EzY3frfPUz2HxdQpxA3Xj0MpMxPeUS6UODMr3RzPxY6sWrmPAMNYobDn+mMcN7+C4/vL2JKN4EEwYMxnIyxmQ6y6HDcPt6HyEgY9cmJCskYmc2MdthiPflZhuTfGyrAnvjgVhQU6UdPaC2MacRG0rsb59j0J2OoKW1WfqwnQBEwO3q7B7Kk266mWHuporCxcWeaCJijOpDwnjqogIL89kyzE1sCRlfQCCk5UUgCjj3UW4zGQW4dBPkZmHUZlhn5W1eYkyOJemErMKKFhvDfR4TTdVw9ZmDDVn6fFtACIpibnBHwJCBPGhBX0MhDzVLVlWpsaqkFUPJf8y8l/4T5OANhauAlAMxGmrf/TXE71hWi2CYkZJm0LZVLafjTaPl2iEVOAl61YvPxHIVdC2ipUOJhMAJsUStGfkEPeJtX+s0zMOTFjvTPCgjojaS0yhyzkiyoyTXEAVBUDZGM/S5MxVt7AJiChyBwYEq3Xz6vIehZZBe8NRpXFuLIxjUBuXQNkpI7dK1WOpfI4VMHHSjKcE0YhgAIARmGPEWs9nDXh+yEC+PRbiZO30h71edlfz0B8BRDrovtHquhWOdaKOQ4kiUeZCSNjg/nPTLRRGcArAKz2ysg6cQAWRVZFkBaZzKAgcCFbJZH1jXFuMx++l5M8WgHsMRPGzoA5i+A1z6vAZtYpTxRw+uDUDaA2rcVGqPNf1ccQ+5Q4o4tSlbJBERCFZm+XGZ8Vxyc1ARAxyNTUkcl9Pda4ZpYa37hrvp0mE/NK8qfhuMaRziGUrIGHWNIgkLWuOVrl2AdQxieLBjcWOtUGlFq1WYUs85jrjTFfjLG1GGKxWMViAE462WXG4fh8GfcoduGuah43D7cBAFarHHetDGCNbOmgk2lGPk7+i31hTEZB2xqN8ugwykkUzFRTUTtCJB2AwZcptZsnLREurzWgDUlrkZdFTSYHVtYi+Ek0xBOo75APShSF+DLtzueR31wgWyGwkazjsZph09n4qJYJiUj8rZbHOQZ5hcX+CNZ4LJcFsmTvs4otxmWGpXEPe4Y9WdQMBPgEbW0iHUPYWDa3LuYT8kxx6w6NhFLmy6ufSTA/sSbVSSfV9aTrE6XnYvunxzl+EuoAbBE4hb3RKBezs/qTSfh9DQ6dp7jhc+qYnG63YsLY4KBVe8a6mYP1fk/NrOHOcVyUwQTKxWdEwRGzLGgmODBbZU/C5tSa86t0FmXwqarCQkoEZCFdQppEUyfnoqgSZ/K6rt4bVI6jM7wJTFsVIgezBDiOmTBc6QHEGFvxudLNrYuswlxeIg9pFEpvZQuYkK5Bnc3TRJ9VcLTX9jTEcKk9J2HDqeXbErcTIbmOg0N+SYgRhKkioKxZZiVvl76TsklhezhUen1QGuK2OcuSomS1Z2EKBxNy41krAQMKhAgAcgZKgDOWvRILyfjFOg6BmANrOM5jCgr13wIA7yRvW96r0M8rrHIu2/aEsVmVCcvlDMh6mIyb5nNtq9acn/qFGeK4xZd+AzXNThue3Brn7IJ/qakjVD2aTFHgpCbKova8uQ/SLoOU9WHo/+I7H2qZ+UAdY0KmplYj1ekBzyb4TniMxxZLWQ+7iz7minksFCPMZU2/h93lAF/FSfAgjJ3F1mKIlarAoChBAJbHOQzlkYmKcyLXkUKN5IEqKbNhgkZFPJk5XEX9n9p5pgKTVvswcf1DQVT6zGnSgcPStAzq8DseZriznAd7Ql5UqAyj1ytxz227Y1QTHbeE4YIARr+r1yhT/Bnkp5rs6lB5mWxHZY677lrAXZ5Eq6M6b4z6vfT6JfLAUKVbg5CRsHL1t1DQVFjJMJ0bF/fvAwAPiouf5uYZh4W7dLZ2Uk78eARIARN+U11CaAQOdJ1f6zs0cshQCzgVDlnh0OuXmO+NsaU3wnw2xlw2Rs+GgAdvMfYWQ5djNWyUOw5pJtT/pL19SvRnaO1jB9SMhwKuxr0B0Hhv4tYtjfvS1ybEyDLN+6TXaTqE1IyYFaL0aF4qTXCpoEGdprUMa5PnJmWn4Gk+H8ODsBRSBXgAK6MC41J8/pgJ3jKKvMJxgxUs5CNsyUfYmq8iJxfN+Z4Ju8o57C77uGs0J0pTSLMQfcgScOODWVM+cIh+RcdYTdlKQMzrgbmpco8slzZRZohZUhnmwQRuiFEGtkkBjG6vxCzgpSoteCUDCi/bxswBfmwnGB2fzF+eJWWILwg+sD8mqyMItXxmQp5L3VZHBfK8wn1PuBXfX17Eztu2Ytu2ZWwbDHHn8hxGZYbdSwOpT2CbIoMTgYPMHTZzMVqYUQOdVFEWdijZ+BrJ0GLNuYWYcT+V9nDOgnKystQTs2vu66GvrgKqsGDfpGt24I7zMVIRmGQvD6OsNw1iA+ePZLnbASigNlfUlCvVWhwLqKnGwHiUY8k63JUPsGUwwtbeEIOshAdhOM5RevFtGGQlVl2Ovi0xNz/G9becjKoy2DI/FA0WMrmMKyvRQmNx/mQPcRxVO7U6/AFSv9RervOqgqsUIDVWIMjJVEPlcELtEcpi6bk2c6LH1U8HmBgJjTxRXiZXAKBcspMPBmM86MTvo2crlN7iltUtEbiiB2w5fjcqb3DzTccDViLv9N2M4ZjhWpMHVk5MDDwW/xBXitroAJQZR+dbVxlkAXylbIexHr1g5ikyMfP1bIW+rVDYKviz1e+kSRHVNNuzFUYuw8hmWC0zGGNRBVOG13QNJE7V6rC/LpAi0UrXBFFp+yP5O3zndMsVBU79wRhb+iNs76/iuN4yjitWsDVbxZwZo2fK8H4GQ59jxRdYcj3sLfvYW/UwdHnMou3ZRAVBw/ZdSFzqAn2YglwbTEYZ+UYEpIJQZWJSp+uo7XOdMDK+ZljhHEuyVd0uJjMeVJTIrI/mNFVU0mf6wGC1fUgkGaerzXDGo5+V8XzfVhj7psai9e3PjVGOM5R7C2AeOG3hTgAh2zp8ZN8sPBayEe7VvxMjn+M/l0/CzStbsXvUF+YvAinUJuIqiUoMZtsIorQ/pH2jVUGuxMfJGwMOPl4p82ACOFUZaRSjEzO3dzYyFxyy9kd/TUK9HYwX0KcsVKwSCZMIVLADH33d1Ce0HpMUUxRYK6bSfgD2Gg3XsxUy67E6km2b2CVmMhZlhWxgkGwNiJlqUO6h5rk66hdAwpY32chU2TJm0uRF3NwYN0amBgUOjFivAyFGlee2hIAMAhr+WJor60gCJAeLgbr55pvx0pe+FB/72MewsrKCH/zBH8S73/1uPPjBDw5lMq644gq8613vwq5du/DjP/7jeMc73oGzzjprn95jmhzzAIo0Sin0uDiZJh1TtZo0RJhIIikc2+BHY7AyzrHYr52UU7lrOIc94x5OmlvCGSfcgdtX5mM+IucNVsc5RgE4eV9rmnFSUEBjwv5F3Mw1QnGbAPVRwMTCUL9QAo44mJpMYCfSKJPoE8L1Yo/knGdQ3yHrVShXc2DVgsZGIvt6vunUGgZB0S+xbWFV/L9IWJ/vrm7DapljkJcorIlMRy8Le+zlDnNzI1SVxXiUo9LcO33GIJc99G5b7WM8DMll8mRyo6DlBQbLV2JyU9MhEWM8zpBlHlv6I2RhsZzLxujbSibqEAwAIOYEUgDljERXZt7GBVqbqZ4cPHxCAbK2h5oTdIKIwJdrcEo1UJgqKeugoiA4JDhUxmlxIBGiJ/X34oTeEk7I92KrXcWiWUXflMipggXDgVByhmXfw17Xx+5iDiu+wNDXJpWSLUY+w6rLZRuTqsDIZREIAQjZwGUBnMvGGFhJJ1GY2tm78lJOxQalRqwGx+uxzyRhZABoZVjUNeeY9yYyYgAiSAMA5GX0K5ImYYxcFqPE2mNEy9QEoLkRs3puHPq2ioBZxXkDax1y4yXisz/CCYNl7BoN8J3R8di7aw57d/RhiNEzlQBPH8xAsFhyPeSmwpwZ434L38cJvSXcvLoNd47mcNvyApaHVpzjnRGHeZ8oLCTfOPWV68qMnfYBk9WsmnMGznqQvjNEf9IEtprRXf2i2Bv4igQ4ZR4md2IxZKBczuskmwnzw31Xd2uWDcNN5uBzYLE/CkxXnVpCFZR0C5yTFvaidBZf2vkDWF0uAMPYvXcOe/bORVBC6p4Qnh83EnYGnHnMzUvE7WgYttkJJn9xM0CMfGvmM/Nho1uKzuP66Y3xsJbRHpbMEFAJef5oucA4yzC/MITvG6k/tIz1madGChDiGKkazyX1bfruBnaMONYzNVfrPdpPDquP0UGgoO666y78+I//OB71qEfhYx/7GHbs2IGvfe1r2L59e7zmDW94A97ylrfgPe95D04//XS88pWvxMUXX4zrr78e/X5/068xTY59AJUCpYR1otY12gFTrU0pYwAS9uwMxuMMy6MCWwdDLPaG6NuysYXDapVHEwQADMc5RmUmZqvEpFSDOq5BAJDyyfE6BXgxSVtS/9TPIf4OZbMyW9QqRyXsnUXKWiWMjUySAr68swIwcwbD14yH4XqRIvnbVZIHCwC+PDoZJy4s4c6VAQZ5hdUyjxsIb+0NUbERB9OQqkXD1GN0EAv74dLJQQdkurltEnWi0XzGyEI7KErshbAWecJgKANVmKq1QMs1jgU4yYLhwuIqgNAGU5X6CXlv5XuEqBoNY5ZGR838ERKgmgDPRLPulPZhXTQzhikcer0S8/0xtvdXsWOwhHv0d+PEYg92ZHuxza5gjkYoyKFPJQz5CKD2+j5yqjBvRthmVzBmG4GgY4OSLVYCwLqjnMfeqo+9ZU/aBeILOJeNsZiNsJitYmu2iq12BXNGEkZaSOSZg7BdJVuUnKFk22C/lqse9lY9LJU9rFZ59EFSc6H2CWtqE3puaj8eFQ9qMFri29WenQUUqenMBDPhOL6Tj//2swqDrMT2/goqb7A1H+KcLTdhtxvg7+0P4talBcxnY/RMhbJjz56SLVZcD7CABeOkfA9OyPfirnIeX8934MZdx2N31RfwlPo/6jcnGVx12pUp/YSS6/Utk6gy3WrHe4MqMkLqzxaylscbOYCU5BkTbgbNuur9yhDmwZE/Ny76hKXm8d3jfox4LJ3FapXDOZkEtN5APf+mSW47w/oBcZ34/9n791jbsvyuD/2MMeZrvfbrvKvqVFd1u91Pt21sYhvnJjwaDIQoQF8iFF/JAoSlxHYC/gNEkhvAQiQoUYAkBIcoIYoEiRTlgoLIJTjOBYPTbdptmm73u6u6u07VqfPcZ++9nvMxxrh/jMccc+21zzlVXd1NNzWko7P2WnPNNeeY4/H7fX/f3/cnXOFh8GuIlycIArB936QZwMkx/sS7xEfD8dLLRGgkxqPhrppCYmCG60/WrXM8JRgYSPi/Q7g1/cyt8ckamCBp4TNIsv78up9gg+c77JvVngKBeqPhxr/wF/4CN2/e5K//9b8e33vxxRf701nLX/pLf4n/8D/8D/k3/o1/A4D/8X/8H7l27Rp/+2//bf7gH/yDb+j3Hte+8w0oaaLXElq07v0kcx5Nz0fajn5HMMcjUV2nWK4LHhQTyrxllHcRuncQvUOcuq737iwQQ3Hbhk2y+G1zogZGj7BI1S8mA0Qt3aST8/SGmXjyPBI+Sy/MSWlBCyfulxlEobFZj5z1hUv7ztWtZNVUWC1Q3kPtjDOayrylyjsORhsmec1pM+KZ6484XoyxQJlp5+n7lOhlXbBYl3HxU5npQ4XSDjxuG5A2/0y1dlyzEDJdNhlNl7E/XiNFPuTRPKbsfDCkOh+G6qz0qte95x3DB6FfEL0RZUXvPRsSdFAkaFTf/7FdaEwNjaeqaplWNUejFTdGZ9yoTrlRnHAlO+NArpjImlxoCh9eyj0TubaKmdwwsY1Do2S/FDgjy0TD58SMuZ/v8aCdcZZX1CZHCsNU1RzmS65kc65kZ1ySS2ayYSw0lQAlBNpaF2a10CJoraS1kqXNmZsR97oZD7o9Xm/2OVYTHjUj5qKi7pxyeeAL4eeXti6LzagE0UgQMe25RYETZ20/Rty4decQXjsq7WWHpLWxnt40q7lcLlyplczVsnsmf8T7q1f50OgVNjbnM+vnyIVmrqsBytJ5wywYUbnQ5B6VG6uGw2LFo9GY2me36U4lUh4JGpwgCWmW16B5x8EgB0WfA9IGbu0KaJC7vt7IDOtbSsIO5Y5iCnwYy1u/HecfXioEJy8hhGXsACFyqSlkF43Tw3LFsi1ZtgX3lxM6IxmVDdZCs8mpxi15plmvi94xlMRsOSHCcmcjv63IOg5Ga043VZQukYnkR8p5i+NcWoznhkbEKCyXF8w/KZ0opbUCcse5aprs3Hy1bK3TSV8N+y/8Hm6Mb32W8vQukjOIgqrSYkxCh/XfSQu+f7Nb5Ig+6Zg30P63/+1/48d+7Mf4A3/gD/AP/+E/5Nlnn+Xf+Xf+Hf7oH/2jAHzlK1/hzp07fPjDH47f2d/f54d+6If46Ec/+rYB9abathMVhP0u2DvdhugJsIkoWlistFGsO8VGFMx9pl+KZIXMmp1DQ/g0V/968FEghfsvnwvTBSOH8xPowluXQdjNnrugPnSZoE/xupLXxv+m13IJKcMDVC8s9sEzbSRnZyO3qEvDelkglWU2XfNgMeHG3hn3NxMqz2dpO8W6ySNnQvs09ZDOLKSh2qvRnYyepvDGsDXSIVE+u8cYyXqTU8ssLiBNo1jIkjZ34aI6y9hk7YADJRNjylhJYxSNzmi8REXdOUOs0wFR7MuExGcWvEH/LHtUz584IFDbzzacIxha6fvhb68aLpTxBZUdmlZ5deuxbJjImkq0PmSnqTyqlmNigVopLBUag0EjqITb3HNhqISm8ot5bWFuFlxSCx5mU+Z6RGsVlWyZyQ1XsjOuqyVHEvZlRS5Gjx+MvmlrODOPuJ8fc6vb4yi7xKvZESO1zwOlOWsqVm0RjajYFVagAd1lMWMSiMWJg6imieiFHXzX8aKIyswWvAiuRAkZQ3iNzlj6sKVBMM1qV78uW3I9O+Hd5SlLI/nFk/dzKV8yUxsetWNarx+y1jnGSkrZUcrW/W9dWO+19QFfPrnMo9MJXa169Gm7baFKO0Mdcc71XmIkWYd7tkOEOgqABn6QMs7YHJzXRv28kHgD3ngPP5UgVVGFGzdEg6q7Epa86DM7OyMplMbYNso7BMHhtsmwrWSzKuhy7Ync1iPKuIzfgNJIKDzyum5ymi4jlyZmyoZ7Dc3dq7tWGVFNbxBZokJ+mM/h+2E9l75PQxan8Oigo1b0Rt6gC4OPJPp1anvNPi+S2R8TZBpIz5GcO9xX2sL9DM6/Y93/pjUrnoww+c/Pzs4Gb5dlSVme1/h6+eWX+at/9a/ysz/7s/z7//6/z8c//nH+3X/336UoCn7iJ36CO3fuAHDt2rXB965duxY/e6vavxgG1A7rHc6PKeFDWqHJHXHwaFP4RSQYS8IO0ZBwqBPsoycKh0mQDKqYPYFHx4LomUfJtomaNrmOHgXqr8udKCx+/v7DRD/nvbr3bJf0RoC2k00+kkmTZfZcSDA05RYXq6UvOmqQmcC0CqE6xkXrCOSn+4546jOoOuFIv0Wm0cal1Ls0dbeo5ZnlYLqi6RTzZeWMYA95C3/PqUEXxO+gz8RqOxWzjhofPghZeEH4sEcRVDScWq1otNMACqn/JihEJ88v7Zuw6Yik2yK6txUGGfyR1qwJCyD0G2oyhkKYc9UVnHUlIzVmrJwBVQjtNbKcIrZBoLCDUJdOZkEuDDmGSljGQlB5Nuy+7Ng3p1xRSzbeQKiE5kB2HMmMqZycHwNPaEpIDtWYQwVX5JwrasmRWrCvrjDJDrmnZpyqimVbUmvHk4rZdf65d/Rp+KF8THg2ocUNJhgNOGTCJOdCGuTWIi+FQQnDustpjGLZFkzyhk+J59AI9OirXFdL3jO+yz8+fhfvmj7woTwVywyBobUSaRV1l/OgmXB7sc/JumK5qFx1glDPLHWcYPemZ8VAyiDlIw2+R28oBePJJOGdsDH38hXnn4+b2z5MGrhZIpnzVsS1JoRKM+mM+vB8wjwKxhP48LnsMEowsn2W5XJTROV320g6C8WodQiK7REYmxg3yksyjAqHSLX+d4PsCRCNoqFRkeo+DbMxpYSu642WXTyo4Hwr5RxnkzpzJOu56LNSwx400JuiH59piDFVjU/3mYEsgjgfYkw/E6IPIQr/PL8V7Y0Iad68eXPw/p/+03+aP/Nn/sy5440x/OAP/iB//s//eQC+//u/n1//9V/n53/+5/mJn/iJt+Kyn7p9xxtQUlmXdm2GiEXYUAGPcHivJNm8ordmRcziMF7rRHgSIvS6QsH6N8ZXoBZ9ZfF0oYpKzMnACpMlfB6uJ/Cm0skXwhNR+ym933Buj4qElF0Yhgd7aNx7XrmJdbBiP5EYYMlIsaQLGYMNPXIVpNtArOjJ8Kp0nuiDs0l//1awXjm9pv3Zmuf3H9JZyaIpqbVTJa4TJeLFpqTIOvanG5rOyQp0rer3nmSxDveZpi2nHInOSGqR0eSKQjkdKClsFOFsPLG5MzIaTsFoCqjT9uKQJiMExC9y0ZKuGhhU8WJ3QIqDTZXeoPVoStO4vnG6VZLGZNQmoy5zNvkpG5Uzk2uHSIkO7Y2npc3ZbhrtESoXfsuFQiIpRc5YaI7QQIdCMBIFSrw1ZMxDNWYqNTNxjz25YabW7KtD7mR7PKinLLoySi2EjLwoi2CCTIKIquQRFYlSIf2mKXyIS0pL0yky1Y91KWwMM4UxdNaULOsCrSWzUc26y1l2Ba83BzxXPGIsa24v9jltRnzf4atcL09pTcajzrLWDr26vd7nznKP+aZk43XfsDjB2bSAL/Rq3eF5p2MgGFVbFID0sxjKEzZRDA+kcZ1ISYRxPFTn35VME7hYfWILBJchIFfS96lM1o9CaUZZyzSvqVSf5VhK7bJA/VzrjKTMO3QlaUUW19J47TJZ/1RvGDRNxkmnmI037JUuqUdVNZOyYVrUrNqC4+UYYxiQrVMjJobfI5LWF2SGfj0Nn0lp0b46QTlpmJQNj+bjyNfqEaDhOpr+Xtp2v+fHo8Q7gGJwPPT7xUWcsECUd4jtt0ZEE+CNkMhv3brF3t5efHsX+gRw48YN3v/+9w/ee9/73sf/+r/+rwBcv34dgLt373Ljxo14zN27d/m+7/u+N3T5T2rf8QYU+EGXxOoCHAvJQLwglie8MRIs+GDYuHOYOKnSJj16EwaxG+hm4G1sb75KbX/fTcLh74XJLBFePHI7RBEXiITgHT0j2QsJbvNC3Lose8Jq+IyhB5UaiWnWiO8sItfKJt5qssgbK9BNlhh1/aJWd4plV7BfrMlKw7IryKWhzLvBIpemq0f9mlBmwV9rvwAPF8kUordW0nr+jM767MAopLmFaqQ6NoNFS7hwV/QII+G/79/+IYVn5fsodSJ3GVU7WkC0jBZY6/RxtHYFXtdtzqJ1xOzjcsK1/IyjbMFMbqhkQyUcufvMVCgfrlRYJIZCaJAum21jDbnVlEKSC0X+VuVmX9ByoXg+G5OLM3LRuesUvTETMgNNl3mxTFfGJDWe4rgMYXTbl+JxJ3L/RWV0H6LSRmK8wGVa3y6Ms4DUrJucWVmz6Epe3+yx7EpGqkFJw9mm4kuLq7xQPaQlY60LXlkdcn81YbEpaVtHNNaxsLGISK+1qcFCzLbb5fi4uRScm7BO+I+Cg+X5fyFkFkqj5Mq4qgCdQoe5Gpr//VQAdaiu7Q6KBhb4agrSG4LQdRIpHQIUUKdAHk8TNaQw5D4BQWJjKC/NzkudSJVIpoS10zlC/TFBIyw4QTFJQPragB6533ZIo+RBYvCE3wsGZmoBSGkx0iCsoso7ZmXN2aqiM2qAfD1tC478Lh6Qu74EvmbLt9peP7ZaagRuF/3+ZrU3ImOwt7c3MKAuaj/6oz/KF77whcF7X/ziF3nHO94BOEL59evX+cVf/MVoMJ2dnfErv/Ir/Nv/9r/9Ju7i4vYdb0BZS6K+PHx/iAr1xlF/jOM/WXEeMnXGzfC85ybmlncRq5XbngwZWhjgliHs7K6tn+iWUE19N/Qe3ksRtvgb0k3IrpPRGBrwtmIuYd8GgnPJuYWQaEyfYu1h6wDvR+J+RFxSg4IekVHem7WCzbrgtW6fe9mUaeV0t/LCCRPuFZtYO2zZFmy6jE4HFe1wsTYqW0ftl6T/lN+IQx+HRUsbyabtN8zQJ1FAMgl19J7ltufYG70BWYue6+ABBVg9MSzTZ/eERXH4Bbe5amRUcg4q9+su57StOC4mHBVL9tWamdowljVKGBqboXBhqlzoaLSAmy+FbVBWo7FUZGQo1DbJ4y1uSkgOZMZcbpirFQ/VhqmqWcoy4ah5Erg3CqxHiPvwlO8Y+nEZStiE5JHUQXGhJmc8tV5YNEUhA7KSSVcmZpI1ZFLTGcVau7BcoTSXRiueHz/ioyfv5OFmwqItWGzKKF3SXxFEaRESqRIh4gH9HAqG0gUdloaDUlvIhjnustKsMmSAkX0Irz84INHp+ezQqbTCZewmc1wK66RNWidqK6SJpH2ZZEuG5AtpFLnUfXYrMFIt+/maaV7ymt2P2l2htmFU9U6yl8PzBxiVLVXR0nSKTZd5SQpDawXzTdmrr3vjOL232IWENZfYl1EmQIK1djDnnRCvRcouqspL2UcgdhlQF/GYdrXh2Dz/eThXMPJSI2p7f4v3KEB+i0q5uIt5a0/3x//4H+c3/abfxJ//83+ef/Pf/Df5J//kn/DX/tpf46/9tb8GgBCCP/bH/hh/7s/9Od797ndHGYNnnnmG3/t7f+9bei3f8QYUbA+sXh/m8XFk4iQOHmv6fjoZwqBPS1ycr4Zud76O14WbzErYWNEqxLHx70PvKQUdk4FRQvBYdk+qcF1Z1ntK2+dICZPbJMwUEYvHB28YiFygsAAJepkE4cjv+M+3WwiRhkW61YqzuoqLn7WCWbHhqFy6tHOfUVQUHZNR7QqR1v1wDs8oKkwLx60yVlC3WQz97E/WAMzXpSuj4e9ju8/6fhx6o6kXGz6Jis5biJU10qmPi/O/MUAFg6H2uIUndKWwA0MqoDBNp1i1OafFiIf5mGleM80aRtKl3edSe8NJU8qWSrSMZT3Qs2ps5wnlmkpIprL8hiNRrTW0SDY2jzpUQUMqRYhCvb1Ou7R8J3ngNrywLboyHTbW90vntJR94eFU3bwzkkwalzCgM+YePcpKx7fprASD06/yyEkhNfOm5DPNdZZNQds56Y1Q9if6EAlCKfBzUzgZjoj4JBm350J3aUs3yBBWE3j5DGIfiSyIorrxrjwiY62rBdc0KiLJwv/W9voWOTj+HrJMMypbFlagpSvwHOrjBfkQax2ZPzg9hdRknmcYNv+o+u/RviLrYnmhNAknGsr+njqL08/KO3JpkLk7X6F0H4IdWVZtzqouMPi6iP7+0vDadp3HNKuwHyt28JnyvNa1l6gJ76VcqvR8Stlz5Y9Scnp8jlt7UoqWub9FcmzvMPTr9Pm97Gk4SN/I9kYQqKdtv/E3/kb+1t/6W/ypP/Wn+Lmf+zlefPFF/tJf+kv8+I//eDzmT/yJP8FyueQnf/InOTk54V/+l/9l/t7f+3tvqQYU/AtgQAVjYIA4ee9uOHi3SX5ukZPComVPuNzFaSqykK6fbK6JwZPCxOl5Q4vlLcIEjZ5ynxkSDKZ4fVvXHIagSe5p18B0mVtEOLu//zApg6dl+v/pF+Do1dptb85njISFT7o6anbg7iXlBsJb4T78QqWU+73O93eNI4huOpcJJ0eWTDjqc55pKq/Xs25NrKXljMS+flpAn0pffHilchabEiksVycLwKVeb5P13QJLUlet38CDlk6W1M8LzzvU0EsVp50RbmPo83w6eLIn2hT2O/cIz62TKaJnjaTrvL6PkdRtxiIvKL3uVZm5VP2QtTdSLkNsLBtmakNrMxqlWNqCSoQsvpaJ6Ni3aw5kxlS+tYtQ2losK5NzpisWumJtCpqkplxAD4GYph8SEbQRtELFcW2VQfraegG1DYaT8N9NFdQduuFCoXXnFOebJqOtvRCrrB1vzmaRvF8oTa0zVq3bTJs2i3MoPsJ045MWlQWeYo8uhRqV8VnGtSp8MUEmw+eBsyiI4TwhBUL0pW2KzJU10tbV6wsorJKGTPsakz68OEQt+j9C3xnjmBB5rpmUDcYKNionz3vduyzTlHkqoioj1zAThlHWkklN6TWiWqMcQoWlytz3mi6j6foSQuF59c0Z8dYKWh+qzKVxxpl/vvvFmlM1YlUX8b4CB6wLxg1hPRwmAIWiximPLNRYDOhnWKOMkV54M9GWCs/I/4aSruO6xCgchCu9MwC9A91TLXqDDeTgGW1HTC5Ctwb6g9/s5hHiJx7zBtvv+T2/h9/ze37PhZ8LIfi5n/s5fu7nfu4Nn/uNtO94A0r5FHq3+ffEbBlDPd4z8x5EeJTBMxHCIuz54pxhcveGjKVKiekBRfCxeSEsnffIwmKfoks6nBfi8TIgN8IbUsLGknhCWLJkwqRiecEgc9fbo0bB4wbQxqWD955Mf2/h/LEPpUEl9238ebdDTUpZrNfQ6cGcLYPO2kFGYvDwUm/XcVcknS+P5wqVCs42rkBwrgyjvKXMOlZtzq37hwhgPK5j3+XKRBJrMBoKqVm0JVeqBWbmN2EsG51xOF5HknJ4/tuGUYp+pArWQQYBiGrWjcl87bOMTZfR+vCaMZKu2w4H++5wHTY0NNPFJUUxk37fiWhaZ/RvTE6rFRtpYiHZXBrKrGOWb1wfqZaJalhlhRe4LCllSyG6yI0ae7HNS3LNkVwwk5knkn9jwnpqxz2F+47kaIZ8OJQLPwakBXpNIincmA9jIxhOo6yNCFQQdYzh4RBOUs7wXbc506Km1tKFjKSiNW68B46NtU53x/jsutR4i+tFQMxU8hxVf39CDDNt03sPIWobw4BOH61rFV2tyKuOatTE8TXKW0Z5i7WCaVEDzqjZdDnWiiguG/g+20h7QOtCyDs4kkHnKs971AdfkDuI1gb0eNkUaCPZqzauDJb28gZoStkxy2oyYVxtxiznZDOKDk0wdMGtb512XKPpZEOeuQLG87qgyDoOxyYqwrtMSMOoaOm0X++FW4+2i2W78dJzH0Mfae+wpvUYw9qVKT0oygy71870dTpWgwMrkuuJCBe4eqOe5xq5eHZYg7KPIvh16YJMOyHMsPTWN7OlTsDjjvk2bd/xBlQmjSvzAQOUJnJiRL8phhYmVmzeiImaM9qpJKeTO2gXhRaIrcG7kcEg8scaGxAtEy4qGk+ZJ2EGYmSoQK8kpKMtndzuMr1SeYp0+dRid4/pdyRC6HPQMiSIGP2CHvuGMFHfeEy953b1HKV00vfk7vOolfAbXNNkjMqW/XLj+tIvhEI4NeLCIwmhxMg0d4V0M09cdXwXyVG+AuBBMyGThsNyxUoVrP3GMs4bl5Ydso0QSGwMQ4xUy8RrA41lQy40Spiosr3WeawxF7LIVq3Tq9mILG5Ew/4BCKRi2xtUaRsszrv7OTVGwW18IaNQSpfZuMmcNEAhNausY6kKJrpgqUommVMSD/euhGEsG46yBSdqwVzN2Zc1B3LFviwYy2L3hbyJdigrrqg1Z+aMZV6yMXmUMQCodXYOKQwlgwwibtphXhQqCWH57+R+TmXCMMnr+J1Ypy8Jd2WZoamdrtSqzlkVBbVWDm0SllHujJCAfGhlfBauQipNUXhle19vLl63NDFT1z2l88+wB3cFaRJHmqErhENbrXUittIXyg591GoVDSfwYTPpauJ1RmKUO04L6RQV/KBKieDugiwdvTBp4KDlJBpKRhLq7QUx0kgQ9/pcnZI0ZIN1KxS27nyZnzB/gxxEeB0yqTNpmJauxNOqdSrmnZRM8sYbT+lxNZvOjZmwHivZFyoPzzuVXAjfLcuGplPUrePF5ZmONfxSdCoIuW6PS3AoVTDglR+LzjDT2DQ06fecEMRIja3Y3zgD0mz9hgwlaKIRLwbPzliB3cGJ/aa0tw2ob++WGhABBYIAfbsQTDpwgQjtx+O2zymIWX3CoxHbRylhIZkg7rzm3Dl6o8bERThcSjqJcqUHhSwfFzfOEiPsfIHWftG+KMQXjDlLH6oKIbXIG9jyaLaJ7+5c5/lBuzyo9PhdLZLu/TF5ppkVG06bEZ2RvPPqw2hwpuctpGaW1ZS+UKm2glJq7m9GSGHYy2oK2dGYjMvlMh7TGIdEKdGTiV3YoWOqavazNVO1YSbX7KlNLJUC0FjFxqtsn+gxj7oJD9opp+2I08bpGp3KKoZVUng9ks7j39tk0OAJ7+ojBp+loej0GK0lVlpM6xbZVnqtK5mx0TlLVVB1JaU3NkMflLJlrivm2Yh5NuKSWrBSc1oaLsNbZkTlQvGufEouHjkdK090Dxldq65wSB49ghgQJGMFudSREJ4KcKZhoEy6cxZKu3+yc5u3alkrJ5cQUGJX6FfQdDkyNzwQk8gHzDLdO0XCMi0bRkUbeXZCWKq8c8T+NvPhxX6epMTji+ZzMKrTpIjwnFXiGBZFR5b1a11VtJFwvenyGIIyMqDeDsUNzpKSmqZzPRoKecN2mN+haUXWMc5dwkHT4deH3ugsYukjt2Zk0pAV7hmFWoqdla62YtdzyVpftkkJ60qztI63WGWdK+kUEDePFk3yhlxq5mvHlQxZfY1xSH8BVKrlUT1m2RQRnQ7PKyWkgxdU9bIludK8uHfMSTPia8eH7ln6EONgHfb/Oymb4XrfJk6SSH/bI/pCJEr78TwQdoB+PRBJ5KAn2StlhwgsfRQjIGzgHOsLFaO/0e0bFML756W9YQPql37pl/hP/9P/lE984hO8/vrr/K2/9bcGzPanqYJ8fHzMz/zMz/B3/s7fQUrJRz7yEf7yX/7LTKfTeMynPvUpfuqnfoqPf/zjXLlyhZ/5mZ/hT/yJP/GGb1CKPgsvlN9IN5fwWVINKsL74CBfvbWIOG9ARBVoJc2gnET/2/YcTjMgF4oE+Uqg2r7eV78xtP4agvesTSgp0ofrKqVpZa9N5U7bCw+GhTrcz3YoMV3IZZzsQ6MmeHB6Gy3yi1EwCELq7DZJk61Fa5fXtuuz+PvKULcZry/3OKzWXNpfsunymBnVJF5soRznqZAdpezojGShS5dGLQwPmgmNVrx3djfW7AJXB24dsrGEJReamdpw6FWor3oEZiINYyHIhST3MZgWzcpo5lZwrCsemgl32gMedDPu5TOO2wm50pzVFY1WtFrSabWVfZkuoMM+GYYHUmNraJRelEQQjrXC0mrZc7akV11Xio3KY+kN6cnYpcypTU5tMlamYJmVnuh9ilZrnhGCUpzXlnqz7flsirZnbGzu/vkixwAbkUdEaiDSmIRRW9OT3XOl42fBASikjqFXJSxKdXRWUqqOBaULIeF1jmoFfi4vNyNkrilHLbnSlFnnNnLVh/I6I6lzt7SWqmPRlI4vo0SkDESnYIehG4ylNBlh+7lGegFQ5h1V1sX7VMGYEJZVVwyQiPC/S/XvN3T3/5CfGJy8MLYyP4+l8JzEzoWkVTJ3Mh8errssrn9hXRvnjje1aMqef5WUl5Ei4YoCVd5F4rp7joa9qqbVLkEihLcCap8JF8KToq9tGAqG1zIbhOjC76VraOjXzDu2J82IdZf70LfZ+f1UoHS7hZAh9KiQAPTgGBvlOETSv07yJSGUW3e+g/HaCefWBWWmmRSND5GGWpGecpIa5sJyTnD1m9TeiJDmt2N7wwbUcrnke7/3e/nDf/gP8/t//+8/9/nTVEH+8R//cV5//XV+4Rd+gbZt+UN/6A/xkz/5k/zNv/k3AafZ8Dt+x+/gwx/+MD//8z/Ppz/9af7wH/7DHBwc8JM/+ZNv6HqVX1CCIGY28ATsALlw7/WhOuh5FqH8hfL/LAzJp2kGnujLFgRDLGoLkUymZOJFOHgHFKxEn3VWZp0LFQmF9ARN648ZZS259VybxBByBFXbG15+QXbX3ht+jiTZ911QCE8z/4JnKoQvY2L70KQwbmNOfztA0zoR6Qx9onfcZ2jGT3yVnENJJ4iqjWS+KZkVdVQ1NlZQ+E3QWME0r+OmmQvNvlqzEm4zuWv3fKkNwfv37lBJF4YL4T2AjcxRwlDKlgO14kp2xs3shJvKcKjGwPjCMbcv4QawUg3H5gHX1Rl39B6vZUfca/eYqIbjfMxZW7FsC69w7jIDU0N8N/q0m++0rQW0zWlLW/qZtcSxm44DowSZMS59XxqMziPqo5G+MLCisYqGU1qWPKfsWxrOywU9kV22lKpjrZ1xJxlmA0phqDzS2BhFI305D9uHhFJDq1AdhScyS6/O7s7jju10Hkv1BPKSrT16nQlyX7fxoFq7MLFyBktnpeO96QxjJVIY1jIfILcp53CXUG5Q9DYiSDb0Y0F65y4Q56usY1rU7BUbNxf8+C2lMxx0sSIXThF9rZ1GmPE1HdstpzFTyfM3EpVpqmyIfKdFgKUA6Q0LF9rqBkZFhiMxBoRpnDV0RjGnpE3WxnDPQjiOZ5gDYe0NrVCaS9WSVVdwZz6LqBIQOYkGF67e6JxKueLZhdSDdbpLxnugWqTGUSDBH6/dHJ9WdTTs0rUtckN1r0mWtpDxqJMkgswj/J2/R4fYOcxpO1qQiT7MGLh8R6MVdZexaTPKrGOcN2y6DG1UdMrhfATF7Fg3vint7RDesP2u3/W7+F2/63ft/OxpqiB/7nOf4+/9vb/Hxz/+cX7wB38QgP/yv/wv+d2/+3fzn/1n/xnPPPMMf+Nv/A2apuG//+//e4qi4AMf+ACf/OQn+c//8//8DRtQIetGJoNxFwS7jR7BVghty5Mg+V4uHVl5W0UpQLSRIOiziFKicviFEOvPrIgTPJ0EAemSuEyhdCEIkzt4XeliICAaQenr8H+PRmn/WsTMlJQXkKZ7C4ieaYCi3f0Go4oBh8wt9i4MmL4n6UME2xklkuE5XCgRlLGA4zCs2oJb+jB6sbnPNBtnDTPPTyply1KXnHUVU+X4LoXqMAi+a3KfsWzYz1ZRuFFbiUbG1P4DteJ6dsI7shXPZVPeSBt7ftCB3HAgH7jivb64b+bTuqWwrLvcZfUYiTZ2oK4d+j/tt7QFD3MX+um+cN5rDucZhvdERFs7YRHGOhX/pGkrqE0GXa983lrFypTMszNW5pRnsiVX1Rsv7bLdVqbhgc55qKcsdMVKFwNUKZM94tOjjC7s2BiXJbfReXK8IRM6ok+ZdNmTTl/K0BlFJnwGl+fXaSNZK0MjDV2jsFoipGU0qbk6W7BfrDks1lwp5kyV09damYKVLljqkpNmxEkzQhtJnmjADcL6Ssdnkc6FgP4I73SFe00Np71yw0GxjqgLQClrMqlpTIbEobABfQWigRVKFFWZCzEOCM5+fQhI/FAEsx9P08KF0BZNSaMVSlrmm5KTdRXRkb1yw8yHSBuTxbGePrtzoXxho4ESHNGwbndGMc1rrkwkp3XFYlPSdYpisuLZ6oSvri5xbzXj+uSMo2KFtoKFcIrWmTBIZWNfhGzZXGmenZ6yaEserCbRUQ6ofxg/gTe2fZ2hz0K5ofA34Plx4pyDLYQFK7gyXlKpltuLfXeuxBkP15En6+66c0khudKsmpxGK2ZlTZU5Mr0UxMxgcAiYAKTqMyO/qc2+HcJ76vY0VZA/+tGPcnBwEI0ngA9/+MNIKfmVX/kVft/v+3189KMf5V/5V/4ViqL3Zn/sx36Mv/AX/gKPHj3i8PDw3G/XdU1d92TJUJgwoEQpIbjzBkgwJPSODajMnAcXNoqwubZerTqTjtgdDKrMc5QGBprsoVkpHCdK677QpaBHYyKPg6HwW5iIAXmSwmLMbi2eXWhDJs0ACRMQOVvbqbQyGGnJsQERSydl6NcwOVPibqo3A5zz2M5d5wXkxm2SZ+YN4ZD9ExbWps0jomaBUdYyzloO8hUj1TotoTZjqQsOcqf5NMtq1jpnP1uzr1YcqJXzVIVGYpibERuTM1NrLqkFN9+E8ZS2qazIRQssInKzMXncVOKY6TK/mZ4nmF+EPIF1Butjfj/9bNuwde/ZqJOTbgiDcwTExApaK0EXjutjMhaq4kSPOckm3NNnPJudcU0ZLr9JQ6q2LV/uDC+1V7nVHvGgnbLUJbVx3KfUsA/JAZkwjDwKlAtDm6k4Xtx1u3GTSZdcEJMDrACk4+x49DJXmv1yQ+O9+iLrqIvMC2oaDsZrnpuccLlYcJit2M9WzOSaQmjud3se4SxiSaI2bojE0EwIywUagRT2XE1h5SsaRLkFb9CM84bL1ZK9fBNJ0603jEaqYapqHnUOPRlLV+KkxiFie/mGo3zJ2iM0DzbTgSGQIubb48Qmc1wK67NQW3QmI8cqzPF5XdIZSaVaJllDaxRnbUXQfIo0BRUkYOTQcJDuuYa5P84dAumQxhZZ9TUdbe7CqGddxUkzYtXmSCwj2XC/mUZxVOUN0nRcSG+gVKql0VlcG6WwlMma7hw+G8nxqbNceFK6tjLyvmq/zgcDNBhDwXEMLYTIQzjRJTYNeVpATI4JpaVGecfK61BNiqbPTN0yeAPlw2TfGgNKGPfvScd8u7a31IB6mirId+7c4erVq8OLyDKOjo4Gx7z44ovnzhE+22VA/cf/8X/Mn/2zf/bc+2HRTGF6470Fi0OWsqwbbMzGiohkuHR0bwTQk5NL/51tzyJs+OG3Ur5S2KSEn7R5RH1C+Mx9J3o5pq9plU60cA/pIpe+Dn9vv5deI/jJJXoeQC6dZ3uOz+X7MF1It9GR1OiSiRGWemzBkwp9v03y3b5OOL+gh+NClp1BsGiKAXerlB3TrKYUHbXNmOUbapMxlg13mz1K1fE9s1c5UgsqjzSpZBZvTB6VuSvR8lYwe0qRM5MNE+HKqVSy9Rl9HZnIXRaZ0qBd9taT2tMmFKRtl6cPDBCB7d/on3PPC+yMosOJXEphWOiSUznitBtznE250+1zNZtzRc25phquqdFTC3A+0ite7jJeaq/xanOJu+0e867yIVc5mAeByxbQpP6+DCPVDnSGjDXR4Kp1tjV3HAKVZvq5cLjbtDZdFrO+StVxbTTnajnnWn7GvloxkTVj6Qo4P9RTzrqK42bMaT3y4RUxMFzBhcdDCD8Qf0MiS0gsGWzmWccka6gyr96t6jiXtbBg3Kae+2SG3Kfyu43bUNKxFjkj2XAtPyMv3BwxVnLSjKJB1Pp+uGj9AOJa+mgzAkY8Oz2lkE5k9MOXPsd3F3f4+Tu/mburGfv5BilMlCkAHPfPcxUDCl57iZc0VJZGDF6YHXOUL7nfTGO23pVqwfOTR5Sq46QZ8ZmTG2y6jMNqzQvjhyx0yZdOriCFZer5V9vOnfKo0q2F21NyaXqHFycpEAy5NHEhJCtst2BM5YnxpY2M6H/q0EqlebCe+Gduo7Gzzafbnt+50i7jUBrmdRFDmYEztgvZU98qK+VtBOrbo/2pP/Wn+Nmf/dn499nZGTdv3qRUXa9VY502SNBliVomUg8GmBI9qmLSCYdHb7w3cmW0wFjBqivihJfeg4icPdHHn8NCGBCTkFJ80Wa4zd2I73N+glyEGKQt9fzS8+cQoezch5VSwmn4bmjGil7LKTmX8CG97d8P5wgLSDAqHX7SX9s2anURChM2wqBAHdCw3H+/NpkL90h6SYG25KXVZc6aEb/9yme5kp3R2syJREqHXG5szomesLEOfQJoUKwstFZ/3SrcjbU0qKiy7TaCIXa06xmlLfZlYkjvUnZP30l78SKjOh67ZaQbb3y46zS+GPHQwF57YcTaZCx0yVhNeb09ZF+tuJLNeTZ7xDW14Jo6L3nQWs3KNqyM5sRI7uopr3WH3G33edBOWes8CXl7Lpyff5nUvQFFQvIVkpFqHDIjHfenMU7IMfBxgrHU6CxmjIU5XKpeN2ycNZw1FZerJZOsJheGS8WCF8v7gxI4hdCsbMlCVyy70mWY6d3La+DzZdJEbuN2qCckqAQpjkp17OWbmBCRC01r3Xcz0aEwaKRDhWTLyhR+nLhSPUgYKWc4rkzhC0VbblSnlLKj9YWoG92jottG1GBNMK7AthREWY+lLlAYGqsoZMd+seFKMXdJB10Z9Z5WFINxroWMUi2pY9YZR+q/XC25Ws59RqZl49HEjc5YdQWF6lh1TmsqFAV/ZX2EFIYbkzPmnmsYzhvWmfTeGq0cIT8barqlMia75kg6h6TtjXtjjQ/pybhe9bIDNt5/3flkg6xHRQeyMbJH2kLfj1THQbF2yQpJFCQgVpEIn5zvbQ7UN6a9pQbU01RBvn79Ovfu3Rt8r+s6jo+P4/evX7/O3bt3B8eEv8Mx260sy53Vm6usQyk3MTO/yIYMI6etZOJg67Y2hs6qwd+ZNGR4wwrB1XKBFIYvz694uLrzqIL7bmekTyF13w8p10GzxiDca9FPjjRrJaTfn69Qx2CSdFYOwnHbbdv42f5MCV8VHg/Tb5EQw0ISYOpt1Cl8Bi6DLW0ykV+IKJJwWS2l6gmm0SCCyHXZJm0G426wwSchncBRWHU5Z92IUrasTcFpOyKTmteWB5SqYyJrNian8CrbgaicW02O5kAtY9i2tYoTU1Dq9dcVxluYDccm41hPOe6mnHYjv7Gr2Aexz0S/8G0v1MGEC970RShBOOZxn2+3MKbAjTlhha9jFp6RiJ91CUopjaLzCMRaGM66CiUshdznbrbPnXyfS2rBlezMFTX2KElrJUtbsDIHbGzO0pROKsE4FfLWqhiSQ/YhiFRaIZMmanCBM5jDHA2bcPo9V4ZF+euXzNvS1ULsMjLpUvv3izWzrGaWOy5UpVpuVGfcKE7IheZKdsaz2SM0kpVxa87SlDzUU467CUsfvuufp/992esGufdtRBvGeRtT8NutrMxVV7DxY2WSNcyyDSiHMoWlIVfOgC2FU5VfyZ4zJnGZpCGcd9qNOOlcEkNA39xrb5gKR/4OHL20udp2KmoqgVunLpcLqKf8k/mLvJRfRQnLc+MTni8fctxNeeSf+Vq7RI6ARnXGCYoWSsc6l0FRvNYZV0dzvmf2GgtdcXtzQGsUlWrJheHh5pB7cxeCHJcNs8IZmhud8dLpJS6NVnzfwau8vLzMlzeXIxUh9H1ogR86cMzwGcxWDhASJXpObWiOrO7+DgZ5cI6tFo7snTU0updsiGuWDwkWSu/cgxCWkdRuXHh5hlw5SZXC0yoy79SndJEg0xHQwvZblIX3tgH1BtrTVEH+kR/5EU5OTvjEJz7BD/zADwDwf/1f/xfGGH7oh34oHvMf/Af/AW3bkucugPILv/ALvOc979kZvntck2KIarj3LJVqo6chI7eo36x7/Z9+MY4cKlys+/Z6b2CcNEaRycQYChPQt8jrwWWVBiMqtJQYLoWbTLsQCCFshIqDLEG6UYRw2zaCkx4T/naLhTz3WbiGFIFS2MEkj3wGRLyfXenlg3AJvbCosX3IoQ/LpBmM568nkIHBGalAzMIzVrBuS2qdcalckUnNwqODh8WaTBpujh4BxNBdJVsmwi3IBYaJahxHyeZoBArLxmacGk2h3xxBurWa21pzuzviTrvPcTfhrKtYarcxhoKr29mX24bvRaTyXcelxlWK3G1n+mz373YzVjhHQktMkq7emUSLyVp/3DCbKROGuap42E6YqpqxahjLhlK2KAytzdjYjNZkfYafdXwkbSW5J33nQlNaV+sPiGjTVDnBz/AddzHuHCHs3YqeixIQoXBPQXU8cBmNdWn8k6xxhW6zNVfzMyYTp8IejO0jteIZpZkby33RcqynLE3Bg3bGcTPhpB6xaotYZiQ4N6kOXKpdFa5J+nkd3g/zOPy96goanbHWObOsZi9bM83qiEZJYZmpDVeyM447HxrCbaYKGKuGlS5Y6JKztmLVDYPToQ5gQPe2w+rg1oHGazdJ4bSRbpSnvFA94LurO5zqMa1V3ChOo3p9yKLUCGqTs5etuVvvcb+eRkN85e3jWVFzqVxylDtdtpFyelOl6JhkdXSaMh81CGj2ps164rRfE+8uZvyKfgElDFcnC/Zyx2u7t5rRerQqIDYBgXcIlOOVNUZFqYfwzNL1B9GvSQPuK25PKUIBbB8xyKSOodZM6HiusI6FOdPRo6Hb1AWJGwuPmpHTK5O9Wnnk7PrnGK4De35t/6a1tw2oYVssFnz5y1+Of3/lK1/hk5/8JEdHRzz//PNPrIL8vve9j9/5O38nf/SP/lF+/ud/nrZt+emf/mn+4B/8gzzzzDMA/Fv/1r/Fn/2zf5Y/8kf+CH/yT/5Jfv3Xf52//Jf/Mn/xL/7FN3WTYQCnJO9ASoZ+08kSjy5FOcJEic04I2rVOVg4XWjCIvSkjcoAymfUhe+lLeUB7Gq7SMXpdUsxzOi4qF0ULoOeZD7UqLE7B3xqCKZinQMSuRh6bunr7WcRCJmF1EzyOoa6grGbSYM0NqaztwmHJaSn50JHA6WUHVfGcy7ni1jfbU9uqITzHivhwkHaCoxHo4I8qsKiESyN5RErL2PwdO2BXnJbK253R7zWHvKgm3HmOT2NJ4TqxOsMG+auEEHs6zQkmoQGAjqYjvXw3XRcpEZWaNtoV/qsQqjbGDHgEsbrQWCsiiK16e9udMa8K+MziYrw/jzRuBB2EJ5yoSfbJ29YdW4sjVXNWDbUJo+hxWCQh7HSGrfEaWSPyPg+WHtl+DTrsdOSZV5Qm8xz4XSCnPmagFJTiYyN6CgwLE3Jg26PO80eD+sxmy4fyJFsl57Jk/VioP0WuE9iiJKkz7Qxiq7tx0vIDruoKZ9lCNCagrNuFBGycM6AyhtviG4/322Zh0J2dFK6ckqqF5c0KJ7JH3FmRlSi4dncOSszueZStuBMV85ozpxK/93NLIpqgksAuVQuedf4PjfyE28cC1am5NSOuZwvULh1u5ItD+sJx2pMkfXJL0Gpfr/asGgKXj0+4NJsyXsO7nGjOuW4nfDq/ABjBZVPFAIiL64zMkYEwh4RHGeZzImAVsX5FPvH+Axit0ZVdPGzLDGawzOtVEdnTcwYLVSHNC6cmj4TcEhXJ5UfB1kcW8Y6zu61as68K1m05cDhd9f0rUKg3uZADdqv/uqv8lt+y2+Jfwfe0U/8xE/wP/wP/8NTVUH+G3/jb/DTP/3T/Lbf9tuikOZ/8V/8F/Hz/f19/v7f//v81E/9FD/wAz/A5cuX+Y/+o//oDUsYgBdSy+u4+GwbJdsWf+Hh0vh5EnK7KIU1Pcfg8yR8tR06i983bvO3yYIIwxDdrtR1g4geWEmHknLnhkmyQG/za7Zb+M1dm2+Amo11sg16G2pO7osERQqkzW3SZVrqoffSjPOQm5J1m2GMZFI2sZZduvic+03//wt7xzw7OuFyPqc1GceZ88QnmUNAgjyBM5wMldAov7jkWBBQ4N7XyQYP0CI4Noa5XZADuRfRVH6Ba62hxbI0lrnNmJuCE3OJEz1xYTs94rQbUZuMLhljzuMfIp0XpXZve7rp/YPpQ65bBtFgARWcO1fqBGwbuuG5p32/bdCl4zwVJeyERBrLJnnG2+fOpKGQHSMlUBiqrKUUHbns4rMJ6EVrleceuedmrJOccL8tzxm9LdngGlN0LFeaRiusTXSBtGLRFLy+3uO0dYZuPcq5lp9wSS0womFjNQ+0ZWnHnJgxd7p9XqsPuL3eZ9mWfSZU0qfBeEo5jc5pMwOEcLt/0z4LnDRwRu28KzFWxPI7Y9mwMgW32iOgDw/VJmelC066MYuuoDHZOaTYnf+8cRCSB7T/7UDQ3y82LH1o8dfPnuGT5jmksHxo/zW+b/I1TvSEEz3hSnbGM2pOIQyv6Sn3uz1O9NghklnDqR6RS81RuWKWbzjI11zO5lzJzriq5khhuNPtc6BWnJkR+2rNvlqypzZ8aXGVTkue2z/lSrmgNhmvzA9ptOIHLr1CaxUfMy9EA3OhS46bcVSJTxFAgHWbsyKPmcouJNjGvuhsr9/UPyeH4BfR6O215IKjACQIa9+PcfyjmWRN/LwTKjGs+zUvk4bMJqhgRkQm9/IN18ozanMUQ32F6uL+pbKWb0Xz28ETj/l2bW/YgPrNv/k3D2DN7fY0VZCPjo6iaOZF7UMf+hD/6B/9ozd6eedaJjW5lEMUin4xTcuHbHvpaQub3HaobLudWwCT0bHLAIuLV/p3Qv67CIHavgZh7Tn+0fbv6x3GR2hp7Fwi+hqBScht2Pxx297qFsJkIAmVJv2beLTgDKlOZ2grmRY106KOxkDdZWRCD+qaBS5GeE6TrGGa19yoTrmcz6lEx63miBvVKTO1obWKUjrC+Eyu2ZMbtxHjoXZ/zZVwacYK0LjZ31pnPLVWcmIzVqZkaQs2poiE8ICStDYbSBUE5CQKT5ogsDhcEF3B6uG4OPcsvYEX+m4btQzG6zbBf/A8rAtL2h3I6sXPOnnqFzgE4b10DEpL1KHqj1fn5oaxHpFKQoS57KhEF4saLz3XyGXGmWhAOSN4qOEVNpza9CGqvs81TadiyDQVOQToOsV8XdF0zsA9HY9Y64IXRxWr4lHMtjNIHnZTHnSzaDw9WE8vzGCTwnFX1BaKcVFfbxubYbwYO5xL865kqQtO2lGUNQgIlsYXtfa8nJTUvmt9Sudp2OADMugQjz6MBE4ORArLST1i0ZRoK7hb7XFcTh3SJHMO5IZnMsG+nDIWCyai4aGc8KCbIYUdIK4j1XKULbmen/Ku/CEvZoqVbZmJB6xsxtxU5H4s3Nd7XK3mbA5cGKu1ko124pIAd+u96JyNMpfxutZO3uDabM44azgs1oy82OZaF8y7krOmGvRLJgxHxYraZCy7IoauA582hPrCmKuUiWHHbQMqGE/bz9C9DgaTN2xtSIhwx5WeA7jURbyu1FgDOOvcGChl5/Ta/HmVsAj5rTGg3g7hfZu3zqhoOIRsE2MljY87O95SX78pJXaHSRELySaEb+gXuc7zD3Z5/Gkmx7bBFUMxoi+q+zRGk1PsHcbH3Wa6qy5Sb6gYcVHJgeFvhvOnn+/6TghDnvstD/kHT3ZXuDFs/gF5CfXNJJaroznPVSeUsuNLy6u8ttxHdAXQJJuujBlMUlgOqxUvjB5GdOK4m3C9OOODo1vcai9Rm5yjbMH17JQDtaLAUApNJQy58BmWgBIiGlM50FpLiyM8n3ii8P1uj2M94bQbs9Aljc/6C2T+FF3q+7ffkNx7hsL/UCfkuRBlaGGMBJ5EKFkT+vdCFPCCFvsveXZP+92naWk260XOxMCD5/x4D89wptYcqQWtzWhsRiW6njQt+lBfQBPDvG7JYoZaLjswhe9Xd9edUSw9R2nXfGhbRb3JMVowX1YxxLQyBTO1iWTsV5tDvrY64uFmwqIp6LxGXJqGnir557IvspsliK77Xw7mT3UBYpAl42OTcLoaq1i0JZnUUZF9m6sYJSC8Id4/pxR9tOfCq2ENjf0TEBZhmGW99l4w0Oamcs8KOJAd+9IlX9zIpuzLhlP1iNvdIZLn4vWftRV7uS+XpE55LvNCtBRcVk7eQjNHIfhnTcbX6su8q7rP+8e3+dTiJrfXe+43xqc0JuMLx1dZbgomlXOspqrmpB0zyzd8cHbbP8eaS9mCXHSc6An3uxn3mr2YTXrajhgppym31jl1QspPx3JKDg996ORJknAykAk3jx1CZAZ93YeX3RgNGae5f96B/xUMKDdu3PMNEhK313u8e3afD03u8/n1De5tZhirMMKy26X6xjfBUyBQ35Qr+ca073gD6sFmwqWR4bBYu8FpoMVlFAUyeKMV46wdDPjQQsp2qjXTGQkehpXCkjEkAkK/KEmGi+PwmDSscp4P1F/DNkGxN5zCBNxGx4BIVnevRUQots+TIl5Fol+y61p3XUf6W7FkRRICTI/fZRyEjcYVMRa8Mj/irBnx/Qe3oue1fa5MasZ+0zQIlzadrQA4UCteqw/5vskrUU28lYoDtWIsayai85wnqIQgR6CxMRQXWosznjbeeLqv97jT7nO33edRN3bp0dqVYgloWHgGaUZM+BdQtOA95p4XNOhn/yxqk0Xj3lgxsI2DEYV4TGj4gvYkbt1Fz8hsPc9dIb7tZ53eT7pJp90cQgyl6hxHyo/psWw4UCuUMBhMlJoARyLPRedEckUXBVBbnC6Vsr4CAI6DshJ9NpnyKNSsqDmrK0zexVqRjrfkCy6H4rjKUncZp20VN7EH1mk9PWrGnDWVK4irFcZCLm3UEooheC+UGerTpXSBYORIoWN46JwmGsNxn/Zd+nnKa0qzuYLRFNawXTy2Xb+RJgqorecdnNLAa6t83clMalqTsbIlY1lzR5fcUL0EyFgWlCLj3cUdXp0d8XlxnZNm5NFLF6Y9MWOO9Zqx6L83lSUGQ4ZiLGtqm3HNG0CXigUnrTtHLgyjfM3NvUd0M8U4a7hcLKNauxKWSrbk3sA70WNXqkmd+XGlWZkChWVfrViZkrutM872vIxFaMGYuVItmHhD8rR12bVrnUe+30i1jLzRLUXgm3mjWuiYHAFQ+PWuM2own5wMh2aimoFTHp7BWucsu4J5V/GSvcqdzR4PN46+MMs3zL5Ox+hNt7c5UN/erU87daJ7Hb0nn6ExMixgvShfigY0JosKsaE5Y2VoyGAYGFHGypgG3Bkw2wZWQK84L5WwfQyil1RIOSvhcxPRCXOO2xDLwhDqJDH4fPucmdB0qHMb5K7rOxeSlOf5LbvuGYi/ETN+hMD4grYPFhM2Xcbd8V40DkPGTLr5RAFE60jiIaRzpJxC9LuLO07Tya4xSMai9pIFhlLAREhKkZELhcGgrcVgaK1BY2msZWMFc+tKitzr9njQzR5rPKVIHNbVFgyhMeMzNKWy5NItpLlw9fak6MnDrXUilWtdUHu18vPPwaMcqBiSfhr0aNdzT9/fdXz6//ZzjO2CNfCxYarB8ze+P1zGVhE3uAmVcGhMJRoMMiYBBLQrbIYGl3GkRAsSX6svo/JZf+AQnHHW0DRZ1HTT3okKKmbC3SRK6sGYDvUT513F3fXMhcbCePQlUQqlI3rUG86GUJMt1fTJpUbacA8mFgIPTltEvuV5xy4Xhlw1594PaEaKkqTGUxr6GfIch+GgUna+nImKXC3HffQcHkQMUUnhawsqR3o+1SMAVqbkWE95pXvIc1kZi00rIXl3vuT+6FXmuvL3LLzGU+ZQXrXgyDaMKQZzs5Q5M7HhRn7CgVpxosde0qKL4bhcaJ7ZP6WSLXNdOVFRhNfx0kmoPWOm1pzoMXnWRe23icw5UgveW9znWFd8nHeyyTJyoTntxpx1FWfdKCYRvXP8gOfLhwD8unmOh/WEaSwl5dTTU+5eMJrC2CnpYsZpGKfGG1KBL6mtIBNEQy2dQwq/F2BZ65yztuKkdgZl6XlQ5+brN6u9HcL79m7/+vVPcT+/xt16D+knGTqntZKRanlHdYxBcGtzGIUNAyoQRPyC11abPn33HHdAgklqvXVWgoEqa6OBlS5QKXoVxNLSsF9vCMkIBxvkIIQYsp/Str3hXRQ2TF/3Ka/2HJI2OHeajZMu0MLu3lS3v5/2GX2Yo/ekO8aA3HeG34O696DSPi+kjh5l7gn+I+W8yiBPYHC8I4VhT27QCE8e11TCUgnBWOZxUQdFi2ZhOv+XABx5Niy4tcljCZY0NJrhjM6oMozdmeEW7jXzXunEp/ZP1YZKdHETcynphtrkvLy+zHHdqxUHwyIYQZkn5wfH4Gnbk5CqnchR8t3H/Z2+v83VOG+0GV/vyz3TmXLctMZmSI88neixD9dZSEi0uejIk9r2GgkCL4Hg+kknhF3nBBlKCQfFikrlrLrCZ0KWUXtJCIvK3Lwcly3jvHGJIn59CKGqVruNTfhz53nbl43yc6JQWwhqQIStYNkVfXZicOisBLTnzT0+g3ZbgR1cQoqUFkzKdzID48mVF9HROHJ96WpuhNCd02sKG6/s+TwClNAxpBfm3ki1GCu5v5ny+nqPD+y/zr5akouOl9pDSvGI57Kek3ZVTXgmexQFScNcbX3244kec1ucciDXjKViLAqk366uK/itky8yNzkfW7+Lsap5cfwgnnssmySTsecWjYsmGjCxbzBczeaMpcv0nWQNml5e5Zlsze+bfYaZVJwazT9YvcBnzHOsdc7Jxhkpq6kzpCrZ0nqi+ffuvcr7qtdYmZJPrW7y1dUljooVe9k6hpehl+QoRRd5kgN9L6FBubEdjKt0PElhY0WAYFwFh+6oWPGh6S3utXu89ODrr0/5ptrbBtR3RgtGUSY1JQLpY8619emg4rxaa1RADtwBYZA26JCYcwhM2MxCzSmDYNPlTlxTaZyi866QSz+h3fdV3CDT4/Ae9q5wYHqd6ee7NreLs7gubttpsKlGVV9XrA9rPvF8W8ZXGl6QwkaxQylsJI9DbzyV6cbkQz5Bd+az9bNczc+8ztBQ66ayHa0FI0DbIRckF4qxdMdra4EOIw219eRztWZlXIp76OMab1Rb68JqQVl+K5xVyI5KuXIck6z2dfjWTNWGPbmm8iRPbSVLU2CQzBk5rSPVekjfo3dGDQzut7JdZAg/Da9qVwtcDXecL5I7+NwrnG+NSWMFx3rK2JdJCVlOG7O7sE5IAwjcRoe4tmghqIQrW0LnrnWtC/ayNSftmM5IWu0I6gKc8SEdmpopExXBM48etUnafXr/oVZlCElK/zo8u9TglsKyn2/Yy9YsdElnVF8TMxonkpzeoEmb8nM8cG2ASBaXwvqacUOB3fBch3XS9LkCzS6U1m8LqWG1fQ2hpcWMT1VF07rswLvdPne7fa5lDg16bsduc6BWrDIXJqtN5gwFj9gc6ynvLO7xftmH8u7pJfe1ZGMz7ug9F6LPV3x5c439bMWjbsJr9UHsa2OFN+56hFYJw1RtOFJLWpuxNCUawc3shCuyY2XhhioYy6HRsS/hA+VtwBlLIXQ2byu+xDUO8xWPmjHGCvbViktqAcDlfMGiLOms4sTXKAxo63aLiJLoKRMat76kxwDRoHIK7b0jXBvLJHMZxyGxY9vQ/mY1YZ+CA/W2AfXPb/u/T76L6UwONtyRbCikZNmVfGHhauwdFavItwmLRRm1a7QnihuM1NTGEVEDIXTb2Mmk5tnRCWddxaItHRKlOh+Ku9irPGeQJQtxMMweZzw9jpj69bb0PH2B1l5Is7+OIbqxU133gqatQCMIBOvt7D33OhWn84rtHrmoZBs3UmMFr7RH8W+JiUZKLgy57cjpKG3Wl/qBHpESoKxA2g7HmjsbXMODdpZceEaHNx6TEE14hoU3nGbZhsN8xWG25ECtmMlNrKNW4GQTWpuRC1ecV3vv/no1pzYZtXFE4Y3XuknFGJ+EKD1tS1PmBwJ/CWIYWiDLR5Ly4DNvYCc8LRmvc1v4U7HGjdfaZFzN5+xnLjwD8Ez2yD1bKzmjwuDJ4jaL/JH+ubtMvELWHsGC1mbsK+fZB4HOXDrUY61zlm0Z7y339cTKvCNXmnHe+sw2x9MKwqyZNIyyliAnsm04hWevhEX5tSctJfPi6AHvqV7nU+ub3Kn3knB8r3nlzuH4biH5ZZLVMbQWFMZrTzOIz9CHtKR1ZWzSYrbbPM+QvCKTuVZ6/SHwKBcODQ1G+7aBHZ57KTuuV2es84KzruL1zT5nbcUPHLzCu4p7vNKteN6r+Z+aNXPjXmsEx82EZVeQSc0yK7kn/fyawvvz1+NvvdxWfKq+yaNuwjuKB1zPT3jYTdnPVhypBV9cXecLp1fJhGHiS+BMsiaGH9faIcjvmd7l3eVdTvSYh3rKVXGGsYL7JmNjFfe1QwKP1IbnVB5LEP1AWfCO7Gt8rbzNfFrx1fYyf//hB3h9fZ2DYh01mB50M77UXGdpSi5nZxxNF/zy6bu5v5lypVpQBATdI3sBgRurJiHxS1a2OMeXCihaQLJGqvXZ0w6NUrj94n4z5W695+kNK74l7W0E6tu7fe/sVVbVPiftOMaZASSaSVbHBa2QfT2pYKwEgypkToBbaEpJJBMGD7EQhkw4Dk+AVQMRMPJVhCHjPAK0beQMsjeSjXGQgZWMOuONjvM6Tz0/6q1sqXcUhEN3Xe/TNheKHGqjOJK1HWwMKjGcDCIq7EphmaoNV9UcjWClS1Aw7yq3oVrn1e6rFQrr+DNYpNSM0Sh2G7UZihxLJQwz2dKw8NpQktZr6bRG0frQzLm6dsJpGs2ymqNiyeV8zpVs7o2ntS8s7HhQEkuLZGUsjVCxzMxMbVyYwBRIL7bnxPdkFAkNz+KtMKD6/rdJSKl/b3B/Ul/4uxeH9Yabb6m6PtvLSuZthbGCUz2ikm3MeHNetqEQmjPjCgs3QOXP19heQkK6YHckoId6cGPZEDgyQRsp/G6rlUOdBGRKUyonzjjx6e4H+SpBMCzLridjZ6IvMZQ6PoFTGZoSNnKeHrYTvsANTrtR7JdcaFoYJBZILEpZj5hrn5XlsnZD+v1JO+IgX/P9e69wt93nbrPnjD4A1TsNwRhKSctyy6AKa1/6rHR0DnY/24CYKAxTVcf+DTw7x1nr+NjmWT4vV/yOcYuxzvgL+k6Ob6o88qyY5RumquZ2e8j/uW49ydtyT8+iRAhAjqYQmivZnEtqwb80e5nvHt+hEi2neszXNpfIhGaqajSOtjFvK15ZH3HWVdysjrmZH1OJlpfaKyxNwQvFA17IFjyfTaltwe2upjINV9UYJSSX1YRKbLivz9AI/qWDr3DajZmpDStTsNIFY9mwMTkLXcVElg9MX+O0GlPJltNu5BX6JXvZxmn6Cfz49erxwjCWTQztOSmWPvsUhlnerVVopH9elqN8xfPlMad6xOvr82XOvintbQPq27t9/+irfDl7kYUuI9RcG0cIHKs+Vh48ufAab+2HFPW0BWJgTEmNwoUtI4+2LLuS2mRRALL38IZhDGOl23y3IH73mVuAGt0Lq6VKt/05hgKHUtiIAOzKEEzbm9l0AwIUwiWP4z+lteq2DcddOlrQG0q7ri/lfYTFQ2GoRMNMbuJCs9AVX1xeZS+rI0lbCsPY1L5MS0Nrz4fx0nZmNiytYW4kK5u773ljLPf1FMN9dT6DMCXxZ9JlzRzkKy7nc65lp1zN5hzIFWPZkjMMqZgBTO821FK2TJWMm166Kd9e77Mw5VuGPm03dw/dmx4jsM2V6+83IKaBwxZ5RVZy3EyQwnClWECRFMTFIYkBZcLChjz+vUmENluboUQTx2j8fW9A1+SRqB2y8JR0pUnGeRON1GnujN9xQtiOsiT+2rfvMaSepyTr/rsSZMdxO+F+M0UJ6/l7zggrRUdJF0M3oaUOnvudIU/qSjHn/dVraCS3630KaSllw2jrmRif2PC41idByGhgpdpSaUvJzykSJYVllrtEmrGqua9nfHL5DodSZb/GgTTsCReeXpqS6+UZnXGIYOA2HuYrWqv4p6t3UIqOo2zB2GdjVrKl8SWXwuulKXlv8TpX1JpcwOebQ1bG1QQ8zJfRsFMYXt/sM+8O2cs23MyPkRhutUf8s/lNLhcLvm/yCr+p+hpHSnGkFPty5Men5pHZcEcrNrbkulpwffI5KqFprOS+GXOspzzspqxMiRSGlSlZmZIjteCZ/BETWfOFzTPcb2asTYHUwwQSN+87j5S2jEXNo3aCQUXjKa5DHr1KnXCFoZQdN4pTfnD8Ml+qr3NfXnv8Q/8GNWEEwjw++vCkz/95bt/xBtQ/Xb/AqtqL8eJcaJTq03/HqomDcbu11nFaQm2k0CLPJxBCEWBBit57bI3yxW+HGitAJKYHEue2qGQMoRgVwzUhLTrzG2hqlFyEAMQwQIokpCGVr2PjddIBeifyFUqwxL7Z0XZlG6aba3ofu3RqwrmlcLB3CM89NBMedWO+eHbVZVdVK2ZZzUHuIOxKtrGgbf6EefulLvd1zko2No8bdCh2G7RhNjqL6s6RPJ7cX/DAJ7KJhYujwnZCxt1YRYOixScziI5KtLRSUdk2GvjbLRi0b0W4NnCS0rH4RtsugyJep+izzoKCeG3yeHyOoYUYdgIi+d9lajljamNyWhTSGgwyimhq/3puqsh/016t3P2OL2tiVRTazJWmyFzW2Shr2Ss2LmPOuswtt6GHkF9BLBbrQ3MXGYmAP7b/vhQu827bkIz3HwwV4ZJQwhzdJS1Sm4ypqvmRvZcYy5rPbp7llfpS/xwSakHYlFemeKLHvyuBYNtwCucMfRNaQFK0kT60ZLm1OeJes+d+G/i/V+/i3eUdrqsFJZpns0cwghv5CcfdlNpmSByqPJYNl5lzPT9BYXmpucq9do+NybnXzNjLNnzv+BU2JudXFy8CcOjn+sbkMaS18Nl+oRbgB2e3ea54yKdXN/m/59/Fb9//DN9T3YqZfRuTc2yc9pwBjHUlnHKhuKomLM2CHMOxqTiSG+7rEeNIEei4lC24whkrU/JPV+/gS/MrVKrj5vgRPzr9Ih+sbjFVG359+Sy31oeMvOJ5KTvybB15YAZBDkyVMxzzJLwakKraZjE07T8AHMr1q6t3cqpHSHY7q9/w9jYC9e3dbtf7jIos8hKc8J6O6tFAjB+71N1+gZXWRvJeWMDOeWDSwdAh7Tz32VRSWqSVAwLpOfVYyU514PA6k5qCPkyWGnJh00zL0KRt28AKnqSxgvQWtgvzvpEWFv7txb3nTwzr2+26z8E1XzCTBhISSRg2hEjD95bWLdDPl8d8bP0CTaeY5DW1VJEvUAjNRHSMhWUiJEqcNzpe7Rb8an2dW80lTvWIlS4iwTX8rnveOasuZ6PzWIsvGrsINjqnkE5XZmUKJzAoG6Q1tDZVjBY+JOVCE0HhvLEJIpq0yIezfeHQgH59vWhUCI0a6zbQyGV6irbrODUY0wGdcXMxhMuhdzy0FbGod9j8ZrKh8plJJ8bGMGr4vkbG55s6Onky5vvwntMaOu1GbvxiIz8yl5px1rDv1ZxbH8ZP+z+E7HOphxmAaehry5g1VjijIEFoAsq03Wch22pbf+tcv3r0UgobkdeXNldZ6yIiWgoDol8v2qeY4+lakfbj9ndT5CldF8P1umxUw0TVLHXJWTeKYdCXNlfd8yjv+HGuvKTAhivZ3CO9wstZaMai5qpy4fN7ckatcvbVmuNu4hFAx28cqZZ5V3GndrpNI9VyOV/44tW9gTpVNc8Uj7iUufIvx82EO90+1zNXAPlEj/ti4i4Zl6U1oFfsyQolJNeUW2uu2w23tOSaWmOAE98/DvlUEUk2VnJcj8mk5lZ5iXcV93hXcZd77Z5/Zq6AdSVbJPZCpz5QHXICJ6ofH7GGpNW0wjnnrzf7nrNXnzvXN6OJt0nk395tL9swzeQQ9vQLQqoAG+D2YYqr7Q0qo9Ciz4aIBD7Z8H2TVzjupnxudcOdy4cApVWJ9z3kCTUmQ1qHKAVSevgsIkfK+HIDToBvrXNOvWBcJKyih1k+3hveJbcAvtgxQ44V8MRQ33aL4n2+pEqqyg54RMYpKp/jfNkh4hZaGw1ae6ExtX2OgOAFvaAX8mMujZf8f+T38Wg95l4xI5saH4rNPIrkCKLuNzXaWmrbcUtLPrl5jo/Nf5gH9YRZVg+0ntL7DgaLNo73po0c8LVaXyg4vc7WhxkCByoIQLrzyUgiDxyPjXXhqY2XT4BE5NCKAYk77ZfdmZ5Pv0qFsWSsGoyVJ34vSSowVviNYDdCmo5Z6FFe59iISCgHqIRmJiwnRg64TsFwaq2iNVnMqN3eWNJ6evNu7EO8ZX9+1TqpEGk49MkkxkoO8nVMiQ9O1kTVPm28r03Xekcp9JlSwySHwIeceG0gR8oOBt2wb3I0xmvDBaNE255nlIkkGQbHj/nY4l0uM9Rrz5U+3OdCgk1c54LBmabDp4ZPMIj0BU5ZvMZEy2jbsDJeTiOctxQNB9kq8ndCKZtXm0MedFP2fWbrvWbGzeqY761eYcY6zgfXH5ITM2Isa95bvk5VvYrCsvFo8NIWXJILfvzwY5yYimM9dUaV1wqrRJvcp/v/M/WzfPL0gwBcLhd8eXONL9rrPlkj53p5SuFTEzYIX1vRsrC1Sy5B+qzdgrFs+ZW64lm1YE/UtELx6/VN5rrixfI+7xvd5vnyIV9aX+NuPePXzt7BYlLxvaNX+ODoVS/l0DGRNa3N+PX1czxop1zOF4ylk1WY64rWKirZRmQu6EuVosMIh84GzmsudCxiDaCzzc5n+Q1vbyNQ394tE9rXGOsHU0pC/O7RHbSVvLS56uBoq0k5F3F5kCCt9eEVR4zscIvS/W7GQlfn4Xg0OuEHpIuNQ34UKvyO6AnTuXThvcYvugGSBpi3VeTsREND9htS5zlVF5N4z7+fEkd3f9ZnefVlabZQkS1NqnQDSUMJO39jB4n8cS1kiIWSCCtdsJAVx8Jl9axMyfOzR5yuq9inrXGb5kM95Z6eAgvmQgOGY1Pw+fp5PrF4gS+cXuVsU5EpzbRoopG0bfRt89ScirV7HcJ4LkXeXedGZyy7ktNixGG2Yj9bMfF11YZj02VUpQkPY1lTyZaVKeK4bWVHoSasuzwaLuF63myLzzkxEk3Cg3matp1UEJpDf4ehreFvS59pFvo5WfytYIOl9pyXEFINYbgwr9I6fFoPnaZStix0lSSDOJ7NJGswXRnrl+1lTodqP1tH9CBtY1Wz0BWP2rELVQmLMYJpvuJqMedeM+OsG0Wnx1jBM+Up+9mKB+1ssAY4I9Fl15WyG8wpKWzkKqX8osFrafyG3xtPAXlyoUwGc1fbYUjQ9Vk/n6S1UU/M1XvTO5GrbUQtvebweXwOHlHrDU6v92QVp90oPg9jJQtdcafbjxmVwfAJzkQuNHtyHZ/JleyMSrTc0zPu6AM+a56L5X9cAoGkEi0P9ZQ73YE/Z+NJ3GOWXV+EOcoFeOS/tYovtle5ozc0VvHe4j6XpROWyIWiFDmvdAvu64IfKAvemy/5UjvmQNYoLJezeXTUZ2LNJdXyujrgRI7prOReM+PT4jlu5sdcUWe0KGZyE52I42bM5XzhkGtdcTmfM5Mb7rb7nHZjyFZOcd9ngYYn5NbdUHPR6WopYbDfKpjnKRCotw2of47b2hQoIwc6O0C05t9Z3KO1ileaS+fI4ttoVJssLgBGugl+a+Oqn5fSiWaGBcJtRnpwvrAYSeHCg4HHU4heHTjzKbeNLlnrHn3YpUi93S5Cd9LPzyNCvdzBtuc5kGdINvV4D8JCosIeDKc0rX17Yb0IEXkaI2rb0Ou8YRQyJm83hzzqxtwcP2JxVLJsHdQ+78qen2YVX/XZXY+6CV9eXeXLZ5c5Xo57FMXC3JYDgyhtsWSN6EUzw7Ha9P9r6cyRVIYioFG1yhnLepBVA/0YLUSHxClYj2XNqZ5QyjaiLamMBjiicRDRSzfJNxqCS6UM3IaywyAaGFniwt8qPU9ukEG5w1gPafqQZIwJy8qUnJqSldDMTcX9bs+HVcsBsuK+1/MPpehTwQEetRNHBJfu2jUyamuFem6TrI4hu8vZHCCqmAcy+oFacac74LQbOaPEI4+H+Yr3Va8Bz3LSjpMxL7lRnPDdxR1+zb7Aa/VBlJ9wpHYBuGK4js/Vz780wSUaicgoJiqFjeHA7RaRT1RMtEhDmojz0iK7OHS7nus2MpY2h77LGN50CLG79s4jhJk0EcUKtIpLhdNM+uLmRkQGQ5JP+IcjUQAAzfZJREFUcHiNFexna1bahcRfqB7wQvGAiaz54uYGHzt+kRcmx3xw8ioayYFasbE5n10/y5dWVym8kPJUuZI8B/lqEKJ1pO2O1uu8fXlz3XGQhOZ6dso7MlAoMn8/X2r3+VJ9nWvqCzyXTflSa3itc+HDdxX3OPPj9UQ7PanWqjjG5l3F5xc3YOrm21yPmMsa6Y3+XPRG5mk74vvHX+PdxV3+T/0BFm3prjFkSSZUlNT535jclaURBmnfLib8jWjf8QbUaTumtC6TIZBGg/AiwKc3N30IQMUNNlWvDW0Qjw4qsTLlQAyPzdGD98BnWNAvhoFEGyDzzocvoh5V7r7/oJ7GMEEgsEofUnC/Z8FLHIRyEbtaCCldFKrb1qEK/6debPp5DP9Jc07o7SLv9NzrEAoM/BErMH5zyZP7jAZeEqoM2i6dVTxsJ9QmY6warhZnXMnm3ChO+AcP3uO5SB23V/u8ygHGPsuiKTnblA4hahW6U0hlyDKNFgKjFWa7tuAWj0tKg5IXh8ccItVzxMKG71CT1m0MgejM7rFSiA6N5fPrZ3zas0vHXnZOD0olhmqXGOfb/fyklvZxQCMyX5suEwmXjWF5EWNlTExIPwuoykg1veGIoDVZ/z0YlAcJ/VuqLob07rZ7fEre5EAtMVbyeuuMl9a6EjfBKJPCniv03VrFvlpzlC2oZOsKScsVITPKIRP7PGhnnHUVI9XyXdVdR1r39dJC1t7SuvpoM7lmZUpCzbQQVg+/WdsslgwJBOuvbi7zSn0JY0VEuoKR96OzL5GLjn989t2sdQGqIWfoqKQIUOCFpUhhaKnDl6NJw3MGFY2aXVyobS5kKo6bolHbzWlWDfXm0meSGm1RS8q4MRKQn3ZL7DaE+spETT6EpAJFIRDD73V7HKglzxXH/D8uaaZqE2tenugxn10/y0KX3ChPBwk+AW16vnxIITo+s3qW1ioOs1VELNNkj9vdIRNxn+/OC87Mhk+3Y15rD9FI/vH6Jjfzh9zMVsxNza3ugI2VFEJzKVtwp93n9fYgZn/nQjNRNYXseNROWOmSlSkievuu6h4fHL3K5zbP0JiMSZIkE1r4u7Uqhq6DIa3981jpgrNuxF62ZvQtRKDeNqC+jdvlYk4u8hhiSw2h2mR8aX0NhemJl95D3oWE7CL1hWaEGBhMudAYIc4tVm2ykIXjoCeth/dC6YpaO7JyZ6UznOjTo0MLJRbwXrv2/JjdHuXjy0O4Y87LImwv1hcZU49ruyD+7e8FRCPDyVdiIFdmQNKNqvJC40rGihjGkMJymC25kp3xTPaIr04v8/nTaxgrONmMWDU5y3VJMy8QGwUWrLKgLKI06EKS+TIeQWRQ+GtMkSgrjS+Y7Aohe64p2kiEEH1JEGkolWaUtYy9CvnIe9apzk6aWh68+tYqKuEM/YUueVhPMIXrg3nndF22DeZzocanyM5Ln20qgLl9zljHTfQimmnbLhVi6EuCuPP0Nd4gEK/dWEsFZluv6O6Ky2axtlogfx83k3Ocv1zqmBwRNJ8u53PeXdzh3fkjrqnCiyEq/88AZzzQr/Nr9QFfaq5Tmzxye8aijlpcY9kytrV/Hn0pnbFsmCqHKHRWcbs+QPpMqsv5AikMp92Yu/Uea51zrTxjL9v0HDFhOVDLaDA9bfjVjXo9kMwIzyc9T6QObHGqzj3/hPu0LZhqtsZldEL9M+2sotZZLE/kMlMzStVRiL5oriZBuekTcrZrd6b14gIalCJEkcMqFStd8AAXFj1QK76rvBtJ6ZiSuRnxqBtTyo6jbDlI2gj7wfXshEJovqKu0BrFWNWR9xYQYIPkRI+5JQ54MZujsRxrJ0ExkU6ramlKFK/R4HiOgaMHcKrHLLpebsQpodcu89bkPGwndFax6ApyYfjQ+BZXsjM+xzNILCPV8LCbuuxSn00YnoFO+JFhvUq5vVcKh6Qu9bdGB0q8TSL/9m4/Nvs0/0R+gE/Pn+X50aPIJTntRtGDzVVPEg1tl6Gh7S7SpIg8i/T7gaSeGlWBwLld1BcYeJ2VbHsviSFnYZcRMrzGxyuWp227tt22tECfPbjb+3wzbTuE2LE7y8txuWSEqdMW0MKUcxXKW5x1FWM5Zq7cpvt8eczn7HVqnQ1MwHzaoCuFWeTIjUS0Aqsseqwwow6VG6Ty2ZRbISzhbAgyZagyp1gdUSDPmQLPs/HG016+YS/fMMs2zNRmkBnkdIwSAnpS187xOGou5Us6q8iE0ysrZOfYJXbIPds2TreRAXfO3e9ti3IaKwaoZPob26WMwu9JMRzvjvhsYlZbaNHA90WgUwK+toraKEaqZawa9tWaSjSsKOL8m7cllepcOQ1fLukg11wvznhH+YD3Fq/zntwwlRUwPXcPoV1WE37LaIMSt5mbEfe6PWrTZ4EdyFXMonIq8W4TrmTLjfyEdxX3kMLwcnOVTy6f57QdIfM13z/6KgbJP158Nwf5iiuFUz8Pa0IoL/JL8/dirKAx2UAPKu3TQAkAenQ6NYhsj0IGFfPQcnRcc1L6QERF/TPq9aX631b4Gp/JMSG8FpDF1qukH6gV7xnf4ZX6Eq9tDqJxTDIetuVgOtPrm0l6w8nghGOVlzMIrbXK6TrZIP+ieNSNeeTLo0SSejKm97O1D9kKJIIDteJm/jCWcAlO8Q+MvxIJ5xPRsLE5r7RHtL4YNTjDa2VbxiLn/cVdvtoecKfbp5Qtx3rC/7n4ACtdRLXw1qo4R8LamoY8QyQk9xIdM0/0/vLmGl8RV/w4cSjd59cuQWntxV8ftFOX7EC/ntYmi87lyhQ8Wz7iX518nl9bv8A/Wj+3a/h/49vbCNS3d3upvcrReMn3zF6LxWABDrOVh+k1c13xsJ1Qyo79bD2AwqE3nEKIIiyC6XH6ArJt6mmlwpyhRExYIM/xHqSOkGysnp547nBxeRQpTFTp3vWZSbLmwuabqpxHJfTHoFUBqdi+hovEMZ/ULkJKHMQvYzZja12xXnb8jLGCmozb9iCSKAHevXeflxeXyKViYSRtnWEbiSgMZAarBKID1QiEVhgt6EYaVWqs0lgrkdLxnaS0XjdIM8pbRllLpdqohdUZNUBTCtkx9gZUajylY8d5q4FH1aOfwdvXVkZBQC1ELGobEIfApXtSiyG6hOidoiGDcC0Xo4oXJSLETLTknIXsHDLkC54OzoON3Ch9wfWXoovE4ZVxyuRrmUf+V637uoRXizm/YfxVfqh8xKEaP7E/QsuF4t35Kdqe8g/1mAde7dqFAFfcVxsn1urDehqHBExVxYlxv3Oix3RGcbWc877RbZ7Nznit2+Osq1zqfOYQh2DEBEPhrBvFObdtPMV+tdm591I0KfCi6qS0zWBt8utPSkTvfHFsYOe6Fc9Lb3B13rBVwkZDKnD7Frrk9eaAs67y77vs3DT058aYPnf+YFRsk9O1lZCE8HVAMBPOYQghhjUihAZz6cJ5N/PjaMyEotRX1BKAuSl8dp2IFQEAZqJjblte6w7ZWBnRuaUpebVzGN2J2ePl5iovba5y1lWctiPOmopMGqZZzSzfxLGdSc1IOCNs29HOhaaS7WCPWXi0KBhWtckpZev4brmTzAmG5K69KvTNaTfm8/UNKtnygenrfCva2wjUt3n7/z78Hj4y/Sw/PPoK//vig7xWHzJVNc+X93lXcQ+N4PP1M7yyPqJTKioOb2u/9N5bz20K2Q+pPEKc6P7/sBCvdc5a55EInioxS2F7j05qcttn0wQtFyl6AydUlU+NqODBP65oZEANCtF7seFaQvZJ+v52pt1222XAXZSFFdpF4T4p7ECRPf6GzwRLCz1r67zJXa21knUzpjZZ1Fb5rvFdapNxdzNj02WcdRPERiEWGaoR6Mqg9zW26jC1QqwUYq3QwkKB8/ClJlMmGk7jvGGa18xyl5oeFvlaZ4O0dpdW7oxlhfGbgHRikX7xTr3yYCiF19pKWqU4aUfMuzIpHquS8EdfZPpJBux2UsBG58nfhkz1ZUky4cpr9ONheO6+RuMQ9UyRLB9x9AWXRRxTgSReeMkAk94LbhyXsvPlXFw4baNyDvNl3DTX/tpnWc07Rg/5LdPP8qOVBJ7eeAot1Gj7QnvKlzfXUMK4cGE3iRv8frZGVoaNcXP55fUVXm8ctyXM6w+MXuWHR18jx3JixhG52WXgSmHZy9YD2YAUbQp9ODCWLpjeOzl0gddkgsDokDKwXRLqohaebxiXOjGWw+en7YhHzTgazTKEkaRLhkgz8dJrDUZjMIaASHr3vQTCROMpSCc0XoctvZZSdYxoI7H+SC15IX/AkdqgreBr3aGXRnBhZiPawVoUnkEuoPJc1drkNKLhVE9YmYLjbsrcVKx0yaNuzJ3NHndXM07XFXWboZRhVtUcVmuOyuVACiO95+3oBPSht4Ay1iZj7deDK8Wc54pjctHxenvI1zaXMEKQJ4XWU45XKTvu1nt8eXmF3370WX7n9DP8v5/4pL9B7dvYQHpS+443oArZcat1WXKB4wDw0uYqr7cHvK+6zbuLO8wO1rzaXOJR57yUYEhJnBcRBj0kasF26O1tG02dkdQm56wrOWnGrLucK9WC989e5069z52NK5g5zhqOipaTdsSDzYSJaph5MT8p7M5FMxeGOmYUysgv6ejDMWET3N7Y0tYjUb1XF4ikFxFHH9e2F6SLUTJ7/tgLjCJjRZQsGLyPGBiO6WYw71wZhcN8RW0c/+S11T5CWIpJQ5tlmLVCbjJkLdGzjslsw9G1NcerEct5BUZgjeO3KWUYlw1V1jEr6hiSm6g6FgB1mXVZTC0fbjJ9+MNd7/kU+TiepGaliwHcH+5vqBcmh4jhG2ydzxTtESgzMJK2MzJ3tTRzLyCWhdQ7i2a7cami4+B+QzodNM/xC/dZqo6pqpmqTSR1N1axr0rqLI/XXcqOF8v7/Obxl3lXfnGo7kntgXaoxO8cw4l+lfvdHlrJyFM5accsdMm+WrEyJUE2ICBvB9mK7x7d4fn8mI1V3NZjKtHyew9+jc/XN3i1OXLGAnagrBWMp9Y6Pl6KRn+9zVjhtOuEBWsGullS2Di/wzjbxZEK4b+w1kQF9YRKEJyf4ISFzMvQOqPovKjk9r21VqGSEGQaioQ+GSD0UWMyap15o1XReARSYtnojFo5GRCTufT+a2rNgZRoLAfyIU64BOZGcWZLbjeHUSIBYCJrVH4fgPvdjNfqQxSXHFJoBZfLRUS0pqrm2eqER5sx2ki6ziWkNE3GYlOyGJc0kzNM4YpAB5HMVK8pPI8wzox12leldNpOmXDcvkq6ORAyEhddQek1v0Lry0xpMC6kuRY5r7cHiPZZ4O6bHktvur0dwvv2bvv5hju1y7QJKrQGwd36gLXOGcuG91ev8Xx+zKmecKfZQyrbyx34yZmiTUDUmAlprtrKWDogTP60jt44c7HsSdZwNT9jriuMdSmvuTAcZUsnWdDljjPiN9uAQoUMFkgzZPpaWLsMkED43W4BidqG1LebM8r6v9NFMS04um0IhdaZPjX9/DWc15G6MDRkgzHY88DaeH3e8AtEYn+uTZdHtGZlCnKh+cD+67ykLjPOW+Z1ybrJWaixQ5wWGZtRzirvqPKOyeUzqqxj2RR0WrJX1UyLmkwY9oo1e748zFi6DJkgalebfED07DyCs12GJVxrWLijZpa1EZ4fSyeCeOo5HoFsHYz6NAS7q9/Cd9J2UTblLp5bHG8XbOjpb4SxFI7NLkCtQmutdJuxP3UY09rzq0ay4TBfcqCWTpEazUTW7Mk1JhMcZksO1IoX8vt8b9EwlW/eeHqlW/CxzbN8Zv0cHxi9ypFacKLHXM7nVB59CM/wQTdjpQuWuqCwHUq5jK0bxSnvLO5hrORON6PFEZufVQvu6RmvNkfn+i4YT+mcCeG4t8KI0vR8PAjK/efpAn3IrL+2GEr2HKZda08/Plx9zxBCMzad9yaGZ1WSzTdwrMTwnrfDdOCc39pkzLuSRjsDsPNaeS5xw1IojcEhm5fzBTfzhzyXjciForYtpchpreaXNzn/cPFe/tnps9xdzVg3uZclgVHe8qGj27xzdJ8vLq/z+novFg2f5fXAgNrPVlTSrctpPxsj2NQ5D4yk1oqzquKoXHGQr5lkvSJ46L9eC0sMPsulZkRLZ1zpouNu6riTwiQOyHat0T7sOvF1QE+7EQ9WN4Ffe4pR89a2t0N43+bNbQwy6qCEePNRsWTZlXx1c4nX6oNYJyrd8KN3EKHdIW8lvvaE7wDlB45TyKB7z/QuL5b3mJsRrzcH/MrpO1nrPG4uTvfJEUuvVAsmWR1hcZeF0Ua0JSxsgTQdWkQSotBlz3GJfZFsZrtIwOE8oXZeqvHjeDE7rLEd3K/wnW4HiTK0gERsf2+7hbClxGIS3SMphhk8GSbC+U4dXXLWjLgtDzjIV7xQPeD/dfBPeHhYcqu9xP1uxifmL/AJ9RyPHk4RZznm1oT7swoyQ7lXc+PwjFlZU3dOLiAThnHmwoIjn1o8VkEMsxccDOhjJ1REBAeE/cAxSsRGFdbzOHREVqaq5lE35tb60PWhcNcQNq8URXB0c9cakw368pwRlfzuRcc8TRuEA7ee765n2avX9880FoceiEg60vlYNkxkTREIxjg9rKDJNJNrZrLxRPE33z7fHPKZ9XO8uj7kfjPjmfKED41eYWVKzsyImVpz6pMSStlyr5lxe7mPQXCpWvK+6R3GsuZW6+rQ5aJjT254ubnK/69+P8o7SMEwhh552m67Ql1pEeFdbRdSuB1W7d9XcX5HVIihAxTkVEwori51rNsJnAtRhxbKG4VWqg6Z3qN04sEpZ8+rpIHwmaiJEQfEa3Flk4o4tsM/bWWkDYyzNRPVcKWY80Pjl/jRqiUXPrwncl7vFrzcjfmfHv4Qv/zqO1mvXF3AwHM3ncA2ildfP2Kyv+ZwvHYIXeA3+vnZJyI5VHLV5mgtsdYnmPhn0XWSk8WYxabkUTXyYT1nSAXNwHCfaShTI8H0Y0QjeXVzyF25x/vGr3M1P0OOLad65FTx6flzYb8KFJAg7bGt1/VNa9/hCNSTc9q/zduVYu4zgFQs0Fj7zIpJVtNZxVk34mHrvMywIKTGE6SExaF3FAh9J60TPFvr3E9st8k1XuhxbkbUJmehSx41IzbaCSEWUrPsSl6tDzFWcK08i4Uj523JvHNimiPpNu7aKJZdORD9zMWbnxzb9xMIyruO2/n9C8Nujx9aQzQrGD7n/11ELN82/gJXyp3bUqmWKmtdzbIgLGcV/1KZ85HpGf/P2Rf50PRVpmWDKjVkFrWB8m5GeTunPqmQwoWSJrlTlW58nyvRp1urRJcmpM+XohsYFIXsnCaSf4Yz5cjkIWU6cCTGqmasaqaqjsaZsYJVV3jEcLfCd/g/5S5tfx7/TjR60n+7jh18Z3uT3WF8b1/XAOli67eSDMTaF2MOPCK1/V1hYsZiazM2tuBYT/lac4VP18/ysY1mZZrHXs/j2vuLRzxbPKJUHa1x4oWfWL3oVLGtq7U2VS5D6tbmiHv1DINglm+4Xp1xLT8lFx1LU3Kix9xuD3mtPeR+N+PVzaEX3exFD3ehTtEgIKUAuH/p6+icJHMkOG6Dz+zuuRP6POhydXZrvkVE+4LKBOw2zLaPcffaI+ThnOE97dfIEO5ufMi7v0fJWhectRWPmjFnzSjy9eI4l8YXbLfM8g3PVic8Pzrm+eIh7y/m0XgK7eVuzN+ffw//9P5ztK1CZZqs0BRlS164zFsyg90oFnen3H5wwPFqRKsVpeqoVBufTeCqLbuSWVFT5B3WSIx29TCtdTUddSepNzmP5mNunRzw5ZPLfHl+mdc3+xw3E1ec+qK1NUWkvBF5t93DWME7ygfsq/VOpNlYl8WokVwt3H5yUSHyb3QT5un+fT3tP/lP/hOEEPyxP/bH4nubzYaf+qmf4tKlS0ynUz7ykY9w9+5bH8L8jkegPlje4ivZC7xSHw0ExsKmF1JH0xpQIRsktEHab0gxt71RFTyvxmQxZRuIdcC+tjriK8tLcbBn0lD5SuXauqKzr64OuFbNecfoYQwFpsKZ3z2ZI4Xh3mZG40mCuzKlniYbC86LaqaoU7xvry/1JHRi2wMe1OYT569xO1yUol3hO0/6ve3jesOAqGVTSs0s2yCF5V67x8fWL7K0t3h/rrmvBWNZ8+79+zxajVhsMnQlyZcgOkF2nPG16RHPXDplnDccFmv3bP0mG0K1ITyRi45KWE60C7cpDK1PxQ8lNg6zFUfZgrGsUcL6unxB1M9xiDa+qGooIxLGSuYzMXdxi2IfRD6ToVKJ9tJAM2nIN9kOw110XldY+PymfFGILopvDsZBUNAOz9HdT4pyho071rizTt9L+89CKvujbsJKF7zaHHI7P+CheY0fKh9yWU0u7J+L2nPZlD8w/TKF6Pjo2bsAl/03kxuu5yccyBXv4h5fza7wy2fvpjOSa6M53zN7jfdVr3nHLKMwmlvtEY/aCXXmNvsQsnnUTXzKv4oE7+CQRcQnQZe1FZFvlIZpXWmOYUJFZ5QTn5UhWy11Jsy5xJJdiRrbLRUJzoR2WlL+3K4G5/mWiqIOyxO5DDn3nFOJjsBhVDH8F8ZYKH/UmIxGB7TLRNQyFXhtjOJ6dcb7x7e5lC14IXvI1R3jYG5G3Kn3yJVmXDmDu8y7iDCt6oIlJbqRiFpiHpTMN4p2L+Pa/py9YsO8q5KwYkZtFM+OT9l0Octl5UXiZaxQYMEJ7irjJE3ylqlPPCllF7PrtlswpAOFY5I5I+j1zT5KGK5kt1DCRHHONErS4YR2y6Lj/dVr3Gou8bq9suOJfRPaNxiB+vjHP85/89/8N3zoQx8avP/H//gf5+/+3b/L//K//C/s7+/z0z/90/z+3//7+eVf/uU3/2M72ne8ARXS2RuPFKUpswY1IC3uUugN1cbTzaVHokL9Lp9mHzKKEN4jlJHEHRZKiaWQLWUUg/ThLKFZdgVfWV12/ArZ8cH925y0Y+5sZnx+eZ1ZtuFGdcraKyBD78lLYZyKd7JZ7uJEXeztBD2WVJFaPtUGG5Sr47kSEvtuXtOQWxWON7YXoNxGVuJvJanyQS07IEWF7AZk8kDyXft07btiH43kWD/k/cVD/vXpS2gkrywPeXlRomcShETVAqtAL3PuiD0O9lYclSsulwtGqo1ZTXNdRTV55Q1yR7p1YyxUn5+pDYfZkkvKGU8ORekVyCO8LmAmnMEXUvcftLPHGpTboZpUJdwZJCnxvDeetg2fbWM09HH/G0Pjadc1PU60M/AzgiE2+C0xPKf2CFdtnChi0PBprKLxPLONyVnqMh5biY4DueJQGpR448D6oRrzr45ejlyla/kpLxT3aW3GV1u3+ZzoMYXsOCzWlLLju8q7fE9xj7nNmJuCuRhxqz1yYR3jkIV5V/mC4ZlHMfswl6t5aAYojRKy739vdCphBzwZs9X3wThNUYZ+nkugN8qeRkh3+ze1cOGrNOMtjDGVPLM2GWdpbU9IOG9JSz8PCQZhPd3ojI3OI9KprcRqQZb14zaXmkJ27AnLO0f3+U2jl3lnnlOK86KRr3QLPr15F6+v9xHApGwos47DchWTHu5nU9pOsc4yaDwyssjYWHigjF9jdLzP2iiHioU1YePHdaERUiCloSg6qqJlr6qZFTUHxYq9rI5zMczD2vQSFKXo6Ixk3lYYnHp9yO4FeNhM+bK8xr1m5hBc45IqcpzWWKo55SpfZE/13L8R7RvJgVosFvz4j/84/+1/+9/y5/7cn4vvn56e8t/9d/8df/Nv/k1+62/9rQD89b/+13nf+97Hxz72MX74h3/4zf3gjvYdb0Dd0/sspCsqO+8qnzbdLyTbqfvbrUvKDIRjA2weCb1+Ax9hWes8DvSAiChhQcFau4G9XTJmpByHZqMzztqKZVtwY3zGi+V9XhVHvLo64O56Rl1kvHt6D6ktx814wI/abiEzJs3A20ZuwjHQ83QCMflciGwHz2LweXINaRp7mgW469j02gJBX1pixD78buG901jyRXj1an9g7YdyQABD3651EX/vTuPUor8gr/OOS/+Y54ux9+4askLTWoE2GcIopAa7VLS2YFV2rLoCSl9CQcKiK+mMZKVLKuFUl5UIRVwlU1UzUxv2lSM7T3yR0cYqDNLVyaMvtKowMZPpQC2pRMvG5vG5XNjvCSpVqdYTa73Q5gUG7EAw9TGoUwztbj2vi4ynx33HIDxqO9TJ2sXdaUxGLYwvpDpiKVdOxsDmbGwvpLh9jtZmnJnFG9KAStvGSsaycUWbbc6JnvByc4V/dnaTjc5iaLiU2vEWERjgiuyY+LIvM+kQ7c4olrrgtKmoVC8bkmbMSmExwm4ZN8ahvvTFd40Ykq6316qA3O1awy46x+Obc3B6HlJ2rrqBsXJQEaFNnqtXiDp3Vv2Y39fWJbwEiZZMGjJjKDIXDl91ziCtsjY6SrNsw2G+ohQd7y9f433F7ue+Mg3/++I9fPT4ndxfTSiVpvKVAS6VS0aqpTHOYHuYjd0CJMGGeddKlo9GfK2TLPYKLo1WVKql0W4PWLQldZeBACEtKtcoZcnzjr2qZpQ74nchndaUm9N9KLxjKNC87HydR290tolh6WgcGZ+eP+tLJTkHrjZZlDTIRZ+dd1/vOWP+aR77N6K9AQTq7Oxs8HZZlpTlxQrqP/VTP8W/9q/9a3z4wx8eGFCf+MQnaNuWD3/4w/G99773vTz//PN89KMffduAeiPtU8ubMB5hrGTZ9cZQqLVWbhF8t1vqtQWlV+0JhbVfVIMOkDuvM0oGYayAiEQehEBbFT3lAIsX3nsI2WP/dPEOHjQTGqN4394dStnxmbMbzJvKwdBZ40uYnM/ASzeplNQN58N1aQilSCQNdrWL1KwDihT6IJyjMbuzxB7X3GabcESSCdgax2UbZw0bj1B0ntTa+FqAtVQDJCroMwVNIyksf9X+q1zKlyx0yThrsBbsRiEbiaxBGOEntqLe5Jw2Feuq4FLussLyPIQJWx++c5l4lWip8lMmsuZArThSrkhqgaFBkltXd9H4RdNYV4wmdOfKFFzPTpibEZ9a3eRBPR3WnUueV9quVAvePb7Hl1ZXubueUUj3XJqICjy9m5eGU9/od7ZLc6St2eK1pWT2bYdGYl32kJy5/pUtrRd/TNHiUBx2ptbkomNjDdq+ORTqnXnOd5V3+PX1TT63fIYvyWt0PgwbxGxLqdnL1kyzms+tn+V+t8dvn3yeIwknxnn7Ulj2shWt7cUrA19yktV81/geQCwnEkqUvFYfcNxMUMIZaJGQbc/LdKQtiFtKn4hw7tnYvkh5QLy2jw8bu7Zi54a3K3yrrUgEYBMHysoBGv40TWJjwkUoWZVJt8ZdKRax+PMkq2N9w6NswYFcsSc3fFe+AXaHbz/XwlfqK8zbKkE5najxvK3ivdVd5vTIrMB6p1dogWgFdIq6q3gItFoxK11oNqzpo7zl6MoZs7JhnDccr11h8lxp1q17jrVH1UIILxOGdbj/BPVbdgWl6vjuyT0klkfdOIbqrhZzbm2O+OriiPft3+E94zt8aX3N8WRVG8nnI+UcgU8un3d0g2+VBfUGDKibN28O3v7Tf/pP82f+zJ/Z+ZX/+X/+n/m1X/s1Pv7xj5/77M6dOxRFwcHBweD9a9eucefOnae77qds3/EG1KNmjMhdlk4pu3MoUpiwF7XtjaT1KIi2goNi7UNvpc+q094wEyBho/OoU2KsYJw1rnZZ3AiHvxX4Mibr9Z1GqmU0cnHywNEaZS17xbonXO4wZlK0aeCtc97jT0nk2xlc5/rije2rO/twV7NPOCY9h/XXOfjc33MwGJpkQw/aMak21mdqJ/r3/OSR2+ylRdQS2QhkKxAWbAZWWnQnabQTQzUIRxSXLXtyzUytmYjG8ZqwtJmiwXEXJqKlFJqWPtTbl64I2juC1uTU5EhheNRN+ET3Iitd8Nr6ACDyrlK+UGgui+rJgohPCgM+bdsdkt2NfGz/nW7CfXZm/7cU9hxwEcRHZ2rjSmnokpUuBhIhQRtnaUrmdk1u1sxkQSmGRWof1+7pJbe6vE80MRlnXTngEpU+GSCTrtBt0PLaWMXcdMxNRS5cHbzDbImxgkdNL0Hh7tMZzfvKSWA8aGec6hH7an3htQGD8FiaNDIkbKtoKG3XHUyPDyF0uXUeHdeB8+hzivz27z8mM/CC5I90rQltV7g+vB6plj2v4O+SNJxj8mz2iH1ZM5OGmVTsy4u5b7l/TqOsjQ6UQ73zQUWFs6bEGIGQ1kma+VsVnVv37MRyaW/JfrmhkJrGqMhRvFQ5HbEQTVg0JZsuw9q+7NGmc3yudZczyRsq1VJIH3bzvRb6WpqeKxfQpBCqHamGfR9GTtHYzkhfh09GZOqkHVMbhbY134r2RkJ4t27dYm9vL75/Efp069Yt/r1/79/jF37hF6iqry8D9+tt3/EGVKk6Fr7m3YvThzxbPALgS+tr3FofYrRAP0Zxe9vzC9kQmTB81+geY1nz8bMXWeqCET0SFTKJDIJGK6wVrCjoZEehei8b3MQoZRer0IMz9l6oHnCgVpzoMb969gLLruB79m/7xVnyueUNTtvKF3G1AyXazY6si12Ci7s2uotaugAOBBe3COPnsozeZPx9l1GQKn6HOoahiO2QKyXZ6JxaZ5xunEpwpjSjvEPmzvtT0hCy64yWyNqVdNnmdArZ88xc9l03QJgmomMcFJ4RbGwo3ipY2YyNzXiopxzrKRuTDzKtFE73aaULcun0Xl5aXOZRPeawXFGprq8rxu7wTYbmUTPik91zNLovhRGkDi4ynh7HiXvscxHD+fC0WUQXbaqDY0TPs5HCctb5QsK+LtrKFKx1waIrIkfmrK0i/6eSLTOxYGVaWl9sOhcqSnAYnBzHwtY80JqHpuTl5ip3uhdY6ZLaZiy6Ms6l11ZTHqwmzMqaa6N53JiUMPzQ+CXek59xbJxwZuM3vBv5CZeyBcZKXt0cAG4+O05UyS8fv4v3zO5ytTjjpdVl7q1nHJWrAdG+M2qACkUDxjrnLOVOlZ7D0xjpQ3/nyfnBSQyGOOAkSDzSo5/wrLYNnsclM1zUto3o2GyfWBKKpafNyUAsuJKdcSBXXFFrjiTkQlKJ8omG8jNK82J5n+PxhJNmFNfkxmSsu5xWK1ojaTqFlJasatHKYGqFRbpw3rjj+vUTfuOVV9jP1s5g96G2ic+adrQOxVnrKCPWO3C5cpEFrZ1m1abL0EZSq8yVgvJhydxLDkyyhrXO+acnN5lmNc+OTljqMlaz2Ms2fN/+q9xrZvzq6QtOL8pnCJ51JRudo8olE1/oetkVsWzPN729AQRqb29vYEBd1D7xiU9w7949fsNv+A3xPa01v/RLv8R/9V/9V/wf/8f/QdM0nJycDFCou3fvcv369Td+D49p3/EGlCv74Sb8o3YcNZtOWucZBvLihc2TlFNPL/ATXl5fcSVYPAKQqmUH76yQHdcqJ6Vwe71HYzIq1cXFUvnFLa2NF7L77rV7nHZjt9l6faNH7Thm6S27or/MQeq6iV7WkLfweBLw19OMFbRaRQ2UoBvzZmvjQc/LCk0Gd8a48KPYYRyki7uxDpZvO0XbucVLCsiVdho1/run9YiuUUh6b0iX0I0t7LcUpTN6cx9acNkurlJ7QY8IbHxYdONDcydmzL1uxivNZb62vsRa5/1GGLhzCSp6KV/GpIW+IPGTy+IENCdIHVQJkfStNp62kc2nOcdFchTp9e3i2HXWqZSH2mCldOTaMGcXbcm6y5m3hkVbstQlrc1Qo69wRa3J6VDO3nAiuEBr4eVuny/VN3lpc5XjZkLrQ3PBcNBWcNKMubecstg4VEIKyyovmGQNI9t4NW/Xxw/NiBM9xuCUoGdyw5FasMxKplkT14VMOmO/M5K79YzAxaxU55TYcZzJlE8WX4s+mSXKPAT+ok3QI8Tg/dDHF5VlCn2Zhol3JY/0GZ52cO7tZ7jrvSdJXsRrsYIOidF5nPe5cBISB2rFdXXGFdXEsjtP21726+Rz5SOuFHNa4zI5l13JsivYaGf4hDVs2Ras24y6zWkaBVYwm655ce84iianYfxQbDisy9oKroyWHG/GbLrsXHkrAX5tLmh8tmGlOqqsjXtB2GMWXcnrm31K2XkjS8es73lX0fixlWYzqsxlGG4Xj/5WtKeRKXijMga/7bf9Nj796U8P3vtDf+gP8d73vpc/+Sf/JDdv3iTPc37xF3+Rj3zkIwB84Qtf4JVXXuFHfuRH3tiPPaF9xxtQoRkreHV1ECdKJgyF30Qf521hIFdmKzXYG1CLS2gjuTJaRCRDCpd5FxahTBpeHD3gKFtw1r2Ls0Yy8QM8wO3OiBqS2dc657gZE1KCpTBM85o7mz0a3T+2IjEEUgi+Rx4Mjc5dfSTlvOBaO7mFtI7Sm+nPmNElXOkRlxnXh9Ns4gG/6d8Jz8YKArl0+6rdpiHJ/AYbsh21kbFPXFoxNJ2iyRwiWPqNa93l2FZiSovoBLqydCOwhy2XLi1Q0rBfbJhkdcyw2xW+qK0rD3G/2+N2e8hLmyu8ujrgUe0W0qbLYtg2Vw4BU8IJ9RVS85pyUhbjrMWU60G4N4Rldim3vVEjdZfh80YW2W00LN1sdx63w3iKBl4i/JoiJuFcjU/bb319s4BShFR2KSytVpwat5m0RnHcTdjPHDp4oFaxasCJHvOV+mrkMpay47XVvhdhbJxQqU9WWLYFD06mmFaSlR3rJuckG1FlbTSc7nd7VKLlfrcXDaqoOeY9/omqqUWvbzVSLRTOqLzfTB0RuGoHfd8bM71jt53q7q7BF9JlOB5Dfw/L8ngjexdHil56IBg8qRRB+kzCM9plLO3K9ky5l+nzDq9TUjqYqJYe3jsoXC25SrRUQnMkn37LeqRXfLatuNM5gdOZ2lBZxUY4FLiTCjL82u2z4grDJM/Z+DVz3eY0WjHOXbLOWVehhOUoXzKWTey/XGikR6qDILJBcGcxi0rp2zQFbQWdP3+tHBpWZs5QCqHBziiO6zGXqwWX8wXGCk7aMQ/rsefL9pQUpGaS1eRCDzO1n8Br/Ya2N4BAPW2bzWZ88IMfHLw3mUy4dOlSfP+P/JE/ws/+7M9ydHTE3t4eP/MzP8OP/MiPvKUEcvgXwIDahS4FjywUS01b8ArdcQYkcSCmRlFQpQ6ZYWaHsWCsoNEZn13c8OnvKpZ0iZoq1qKEHiwyoeWJ+R4XL3/dcZH0xtX2PTRaMc1rnh894ouLqzzcTHjn9AG1yfjCyTW01yrZheCEczyupYtol+zqQtidZQbeihZSmcO9B4g8k85gbdoyIjcG50222hnMQjg9liJztNfANVh2BbnSiNy4c3cCPQI77Xjh2QfcnD6KG18I34T7DsaUti5U91J7hS9sbvBqfcjt1T4P1hOWdcG6zuk6hdW9TIOQrq/ca0uWuWLFd7MZo7ylzJxxFxbTQrrxGCbsRSExeLKcwNNwlp7UUuMpjt2neNTbRtKuJIMOCTqLhkRNxsxvdK1Hs/I4/yRGOqdg1RbcWh5wN6kxOctqZyTrnLOm50vsFRvuLPeotSL3hsZBsaaUmqPChdPujaZsKJDS0mnJ2aZEiBmroqApM070mGczRwnQSBpP5gb4bP0sD9pZvFdj+zT/0odlYYiyBlT6cdyiELZrtQtRbxucFzWXaLG7KkD4PBC/e102hTHnx8W537JbzxURv7cdVk9//1ziiemR9uB8ZVLzWnHInlxzIFdoniyY+kq34KvdlNvts5yZUQyXL3TFXFd0RkYDIzyToPFW+AzewFvKpY4GUKMVp4zYz9eJTlmPkAZtr2VXYqxgmtVc92CZsYJHmxFNl8W/bTKHjBVY5ftfCQrbi/Fm0kQh0YA4Ow5oFw2ogCQaK6n9GOrnqM/u/BY0wZNps98I0+4v/sW/iJSSj3zkI9R1zY/92I/xX//X//Vb/jvf+QYULuMkTIhC9IS83vDpN90BdI03RpKiq+BDJdKdMy4G6YZCvygAHHvC8jSvKWQ3KIWgxJA4mxpDscwFAV2S0RNNSZ/ud3eHfFydth5+D8aNuGDB3TYAn9TSGlBK9GUolCc3PykTZ9dvbBtxg2tKzmcQiMQj1kbG2lghrKGNE7MTPvShgkaKN4JXXcGqzRHKeYhm7BakYtrwPYe3fUHbHnlyWXeunEMuNA2Sr7aXuNVc4tXmkNfWTnLieDViuS5p6wzTKGid5IKw7nqMsP3KIaCRFnKDKgwLrx0TihePshbjCacR9ZM6Ev7PPbMUQE028G+0F/pGDObHHRvmkLTmnJEVVNuDTENwUqwVLNqCuq7otKLuFAInlGitoO76+aatoOuOqApnEHfSMi3q+Dthjo2KFmP6ja7VitN1FYUdP7t6ho3NmcjahXOFSyLRCF6rDznrqlhVYBuFedI82/legta81c8zGORPupZd1/04TtyTxoSbpzLykDZtRqsVWkuXEQdcrRbsq0NyoZnJu4xzfU5lPG0zIamEe7aOX1h6flDF2rhwXq2zmP0ceK7hOgOtwgjhUGC/ZlSq42o17ysFyCYaUMY68eUQ4TA44++gWLnC7ybjrK4wLrkvNuHXpNLTCgKnM6CrhY8aNCZj1RXxGodrpEsKCDy7bbHS7Wf0TW3fAARqV/sH/+AfDP6uqoq/8lf+Cn/lr/yVr//kj2nf8QYUJJ67HC4GIdyT/u2OdyG11DjaXljSRT0YUim8HYibWdZQhDCMOK8m3RqFDvWKhB3WjoJYJDd87yItlTBp0+8v2pJPnT3LonUe0hfPriKFpcraeN3Dfnr6kZwalL2GlAubPUm7KL1mvYsf4a8reH6Puy6daEGJZFHpjCukapLzt9opPpeZe7bC30PnN0RyE7Vc9qdrnzZ8xlg2veGNYSIblzJvcu6Yfb64ucG9ZsadzR73VjMerUasNzldnWFrBZ1AhH/GSyTAYOGwEmxmMYVlU2Q0o4y6zRiVDW2haDM1gPczhuMyhLaCU1BIfU5aIMpY7CgcvKu9kbDeQPvrDYQU0+vYFSJK0ZVKtlG4dKGdcbKXrV2ppLaizDrqLmPZuk2y05K6zei0RGuJELhwlxEYLek6SZ5rZqOaaV6z6gruNSX31TTOUSEg0Yh1YWEjWbYFnzp5llvrQ3744Cs8VzyktRmVaDnTVeQqOX0kNUgEgN4BGshtbG1+aRuWRAkb9HmR36ft67SdD8k5VfyQhBAoCdvn2DaULhorcT30SuJpJqa2klWbs6oLNk2O1g4ttr4MyrJy6P+pHnG/mzkxWnHGNVVQimwgV6GtwWDZkxXvyWsq8TpSGL5irrLQJbXJ+z4XFoWNJWUQ0JrAlqO/Xn/sfr7mZvWI54sHkfNUCSetUcqW15sDll0Z1+fIXQv3ugNVVH7fCCRz5SVs0nkXx74X63T9maB2fo6n/Zqq2Efl+DdKNHqLmngDWXjfju1fCANqV3HViyZ7NHy2kKVUgTegVilZextG38Wt2ujs3MbQIWM2DF6cL81CyqXG6D7kt6uIZyDppmGd1DuXwsZUeMBn+52fULu4YMH73jZkwvmFsEh7/hy7Yv7b5942Zrc/B5wmS3IN4beBiDQFLpc2EuUXpLrLIuoQ6lIBGCPRxlDrxEuzvghoblzGnXVE86+tjrhenlKJhj21cVpPGFoU2koe6ilfqa9yu97n7nqPB+sJZ5uSTTCeGgW6N55kJxAa98+4ewtdagVYBbYWmFygW8G6UXQj909X/tlmYKzGyK1NjyHZN2heAY8t6vy4kO3ThHN3CThGSQLOb7jbz/yiz1PyciE71tplKj5XHDOTGx5qFxupTc5cV5zmI+ZdFRWbO0/OnbcVx6sRq01J27owqlAWawQYRxBu8o6Nzll3Oas2H1yjkgYhdpOjtZGc1iO+vL7Kg3Ya086lsCy70hUTxxkA6XxLxTSD2nj8va3dJHAvt42v7eu5qF1UkWD77+11ZYBGiSf/TnCcLm4moqONVhF12nQZy7qg3uTozhsGysYwNzgKxcbkrEzJQz2lEi2npkMKR4dokMxNxdI4Iv9Y1BwozYFseG9xF4XlZXHFydaYohf/HISPzbl+llhmec218owbxQnvLu7w3uIRIZ9NCcGJf3SBsL3W+UBrK0ifBFJ46O9caXJpIuoEgY6x20B1aFTYe4Zh0TCnU6mTwOdzxyjMtyiE981CoL5V7TvegOqMwl6QBZJJ06MP/u+APJ3zrqLX1BsrRRKyCsdHUl/COUi/F863nXrvOABiIH6Ylg1IryOkKge+RDSedniBheooIOpRwW4E4iLvNxpkPtK4M7yWvKee0tPZ5gCk7SIV9PCu2TouDdm5hUlzaiqMR7C0dsdZ68orhO+sjEMoVqteb8QagVSW+abksMq5U+87EqtsGYuaQmjmesTt9pBXm0NO2hH3N1OON2O3EdQ5ulVY7UN2RjhDybgLFxqnMxWMqKRZ4UrIiByEVmgjaAG8IeHAeuuIr3ZYnNc9C8eV6qxk07mFOxN60J+OgJ2Mu1g25GKHYtcz2n4+F72Xfv9J4aHwOks8cSAWmZ1kBQdqxUw6zaSZXLOyJWe6Yt+MeKRcfTyAqapZmYK79R6SQ+5oRVNnmE4ijOOdqcxgjJunZ3UVuTfaCgS9NpkrDuuNbL+RueKyji9zZz3jFXNIqxXKE9KD+nioVoDqhuhLkilKkplJ4hhdpOX0Ztrj+n9bVDc1uLefS9rCOumQfLkbTcY7X9JS++SXVitqrVjVBU2b0bYK03oBSwsIg1IW6Q2LeVsyyzasVMGdbp+NzZnJNQYZxXQ3tvDlc4IwqNOMup6fcDN/yCW14NPiJq83+5z54s651FEMeVAiyld4OMhXPFue8F3lHZ7PHvGOTHOohhmAVxWcmIcsTUHrxS5rk5FZpxsX0KCA5ilpqbLOh+26yKe9KNs2NbouMmKjI2L74xtfeimg0k+bCfkNad/GBtKT2ne+AWXlIOYcSN8h5HH+eBWJfrsIkFK4rJ9oRFkdB2rmxdVgO1Q4NJ4ixyNJOd4u9ApDkmX4bib72nrbar8hVj68nxCO1Oc2tfR7u4ir7rjdZT8eh1iEth1u3IWCPO3EDtylUOl8+/qDIVt3WQ+jD77jjhUCRyQXlv9/e/8ebNlR3Yfjn9V773PuvfPUIM2MBBIWj4g3MQKLsWNCLJUeJokxShXYlAOGQEFGKoMIYLBjjJNY2E6ZLyY8UuVY+FcFVpkUMjGvWBFIGGd4KcggHopFZAsbjd7zvPees/fu9fuje3Wv7r33uXdG8+asKmnu2bt3v3v1p9erJ3WJw8tjtPtHKLZMMVpoMN27BHPI4ODWCv/gpYuH2jF2jg9ge3UgMO79rZN4HG7GWG5GmHqDdRabGS9hAqfSJmpTKZSWQAV1ERG4YFBN4IZg28KrO5zhe5VLapB6QbnnNgBOrerpOBysw0ZtlmrmaOIB6UOHlgZLvDBupbzoebZUOpuzw3aMBXJXY1gYVNRga+GuehGj3pZ9OIFiFZOqxMGFMQ7VIzStQV26PiICmtqNV12X3q3coGkNiAqvjnb2asxuDhVFi1HZYlw2we1cDjwlWYyqJoCeAJx8H09UfC5DtlcylPZtCp5mjcNwHlFSLnlK+UM3EYCGAXHuji/PeY261W2BqXfmYCbUrXEhAiYlmmkBbkzcZI0b/xYGZBhNW+DgdAEPeTOGYLxduHFe5SpEp1+1VdanG3F/vQXbykM4r3oUTx3vxZKZ4O+n2/DgdBOmSCVtctWKAKcd1X7sLPfh/PIAthngrIGLqn+snOKR9iAeaTcmh1ktTRyZBpvHqxiXZbAVDQcENhFEq4NN7s2oNSkzJVXehk8HCT1ZNFfhneZk2RkaC/V5zPUBCiGZgHK6ahE3ndYaNPKt/yQFPKlYW99H16mnuOKvIcHR6sJc8iQGjJ22qKi6gPs73ntnEiai2x83XZ5Z9yHKwZ0AH+1lk1Pfgjc96sC8vlLP2pogVSyNDXZU1hoUhcW4qlEaCwYwbUqYv12E3WKdKufBJVQHjQM3DWF5dYT9owXcbc/Bw+MNeHBhE7ZVh3F2dRAtR0CTqxgT8iJscajM/4MCdmw85jJenVcyUDCMssWITLdAibZ3U5O2h42Bchf42Ua9ObAZGve++dZJo5h4PmYi7enUAXIZdZHYB01sib+bnI3D1RiPKw4BBGwgJx08QDUO2zGWaYxljvHRxqbBpnKCsxac1GralJj6uGC2NWDj+neldtd4uLVOYKJgQ0cElEWLcRWD4IZ+oWgDqW2FpB3677D5+Xmj521ME8MJJFIhm26w61mL2ptOvnGSin7Qq3lInr8eK80TZwFokQrXbYGmdQDVWmd71jRO6sR19j3DSaKskwZPa+fev2+66Mv26irfptpfEi/1lcjc0k+rVOFQO8Z99VacVR7GznI/nr/h/2Hfwgb8sN6KR+sN4U7KLeVKuPR7Z7kPm8zUB8nFTKP1s8wCziv344BdwD6zAYfMAva3iw7/l8CimWLFS8cO1ePEBkzWQX6BuuwHQbWoDtOyF1VFG3izHD5cDKkYCkLG4WSBqOMRB+pUoh8JAMWcqsGEEqNxtQmJAe60LQKD03eKzTakNMkCEdIG1jGWUHdST7VRuwdUchLRkiL9bEjkLuUGg2pRx/kI3iaTcMm3shilngHwHCOHU+ZuuX11F3I3vcex6qtFMpZFi8KQB0/+gs3SSQ/KogXDg9/GYLyP0C4S2gMVNt5TwFZAu+hO4mzJqRkax5RX2woPlRtwX7kFgI887MuVqOamsKDWxKv8dGUVaCKO/zK5dFwAXAHtmNEuWvBii3KxwXihxrhqUIkRrt8gGi5gmDH1kfbFY+doSTbqvphCfWnXW5aklXkldxvqPJILjhVokuKntsBDk43YVy9ix3gJdoGAElgqJ1gyNVoQNhUrWOUKlW2Sso2EPBgZHIIzLl8Y1VgcT4Oa9+DhBRjDGI/k4l/3feGNe8vCYlS0QRK60lRBki0qcR3OI5Ydga82tBc+0VGnGzgDbtU3ssaB7j2Wa1FJ0VtT6jNkB9dYFxNtFpECThIiZEiizIjrWbxgnYOIREJXbZAotuzVpZbAltDUzk5Kk2WD5WIU+kbAlBjri8RfG+nXbHAPHodto2U8dfF+PHn0AM6vHk746Qitv2nAYoFaZ2QOwkEGYFtUmGLJjJK61NzivnYFB60LzDyiBktm4upUAotcY1OxipoLrLTnqDaka6JAPGSIil2D36k6FFriYEM2Lp2qW9ZUaw2mAAz5uennS66ZOGE0t4E6vanhIhj95WCn9WJ2i1Q6JPYLcuqyFI1zNVkQIEyRGJa9wWhPFGj9bcsGzDOkAOLFZmxQ9RnO7rhT6r/8JAPARz+OKrj8NKyjhktb83T63cQbwBeKWa7lbZVLM45mcxcmHCRQa8h7Cc4Qt5FTHWKdxbB92hZYmVaY7FvAeAIUE8Li3hKmAewIaBe89AdA3bh+dAxs5GKwtGU44U39fYoED6KMs6+hgsGtGM5kDVKVZQ+cbAHYMaNdANoNDjxVizXGCzUWR3WwmxAKkh01J3Lvx1wlLDQoUfLgSUs++kjGUksFcwP/ofwljTZ4zwOuSkDW/FAw9YDVssFZ5TI2Fas4aBewmdw9hCNqsUA1JogqHbmENgEzxmKhcmt8Zequ8hByKjs3d0ZlGwBUZeLVP1LHEIMMxeAmYNQ61/06pEbP+7zh1CSgQfp71roSUKc3asAm/ELmlB6HJDSJ6c4h4R+5pFrKDKAJ3rPYH2iANpkztSUwG6AxHrHKWokq97Y22HdwERsWfXRtFbm7rw9FspfH/7Nw6v190yWstBUeXdiAs8uDOK96FFuLZWygaQjxUrPBKhdYoBbL1t1R2VKNGlPATtGyu3VgmUs83G7A3mYH7m+24KF6E1ZaF438YO1ijm0opzhQLMD6mHMCunOK/BqARWKnKP0pfVcaC1j08lXZk6wHyg2GJWcnguYqvNOc6taAetQIwlCc/hm9rrphc/LvQUikOBZKzK4DwqmTnnYtpyBumH2yD++tA2ZJnQaYpbRHRwK3TDAmtbUI9fEATGxo+jZNF8cpzQ/Kc2pIfaTbIiC0sSbHDmtSaZy3nBZxD303tAat34jb1mBSOzzTtgaTlQrVw6XzMJoQymWg3gRMtzjpD0bewLhhlCX5KOJucxFmJ/1Wt0WINWWMBwaGAcNgw4kXF7y0Sfi7C1/gpU4LDLtkQYsNRgsNFsZ1UBsV6lSqQTuQShD0bwHefYFWhfSG19msB6SEvXcbspOsDs1PbZANinZbQ674VtCllNmaMHcP1WPsnW7GUjFxYQPMWBkTV1i2I+ceb0fh6pd44icHjMjF3zlox2AmbFicoix84MKijdelQEkXszpKYNehmGq6f/XhRp678XQxfOIVP7lEuwuQ9JiJZLgvTW3TcZY6AzaOocylnnINcWL+IKr0tdT5Sf2y8kGMhaoJpdUoYVsCWj/exDH6YsHgaYF6pcRhdg4g+1cWsL9awKbxJNyZF9T3yjZV2qEdVVomHK6dveL+2gXEfGhhE7ZXB7C1OBxs62ouUVETwhQYWOwDsMqVn19jTNmpDg+1C3i0XsKhduztISscrBdwaDpCa909eOJ0MGlLd3lw0Sb9FyT8YY6ZAJCCulTAdevmo3jk1W3Ru2/pA8isQ81xp7kE6vSmVrxDPKPOVVFy+rRGn4y8SNhG+xaROgcJUCaRCsH2/L9FdoIYkkblpG2DrEm/0xHINRl0TyJSn2liWOw24LaHARriIKEJqgYVHqDvxCvBSWeR9RIfOdUGILSORS2Xb4bNx199MlSO3qQc2CFY/33TuOB8bMlFBF9x4IlaJ23ikjDdwmjOqVEuNCirFpPDI1SjxoUlKAuMqwZNYVFbEy+LZmdoXLeFL6tbN5YNwQC2hHPPJoANw5aArQC7YMELFmaxwWjsAmmOqybY1yTzAmLLImNok4269f0sDgeNDzRZqDUg3mS5ZFNLIGa5v/dKFU2/27wAHz3+iRcaZq8JINp9SP1W2+1ouEC9WOAH9TZoY2ld3xYGG4opJkVkdVHyTHjchuVO3wjJAWHowCBSGEOcSAfz/grgK1mf7O7myyQEuUQIQDI+DsSk9o8uv2ysKLUbtHrdqCWbmxtwNsatNWj939b/jofQCJJywKT7oFV5y/iPyjakbQhoJ4WzGbJesi5AqiVQS2imBZZXx2D26vfWhLU+KttgnG4H+JGeX4cnIyzXI0wXnXfnwfECLhw/iK3FsndUGKHm0husu38Ptgt4tFkKksLStOHaHolqvtxUOFyPsVxXWJ1WmHqeU1UtFqoGTWswrhpsGE2T675yviWDJHNEggMDbk8YSb967zp519EOhLnBvXzphNAcQKX0xS9+Eb/3e7+H22+/Hffddx9uuukmvPSlLw3vX/3qV+OP//iPk2+uuOIKfO5znwu/H3nkEVx77bX48z//8xBu/X3vex82bowuot/85jexe/dufO1rX8M555yDa6+9Fm9729uOoompqi15rjeATLKigYQh7nw/K6AlANhMLUDongSG1Cs6j+Q+qwFXcyCCnPyknJzAeuqZkDqlu0y74l9hlmLT0Xcy77QjA3bKCmIm6U2EhRFnICqRaqnnTvUCtJZhrIsN1XopWF2XaCqLmkfAD0s0GxirAJotLTZsXcHiqMakKTChCpPDI1BpQygMyy0sA4ZieezBmhjJOkkdhc1A9k4uAPYbgw6cySMLGluUoxYjkTqVbbJ5A2nUdwFJcmJldqA0gBemEL4heD9qSST7MerZiIeAU7Kp+w1ab+x98Z+syi85UR+BW7XMSflmpS5xcDJK4t+cMzqIFgZbCnd32rIdxQ2OK3cPJAilWQXggsxaW2BDFTezlca5nZOXZrRMYGsScKWN4rVN08z6Z/2oAaQmx2fkm64kJUiF1LwbovxdDgzzd7l6VdLJ7MtBk0ijpH0iHdaqQflbly0SSCJnh1mMGXVpMTXeI29aqA7zc5IYaAymkxJgoG0YdkQhSnxZ+tAx3jEAiOp67eBRlO6+OiLGauPUbKtthZW28nNmHFS/h9oxHppuRMtOdbzqbd7i1UptuAh8pXV35622lYtDJnOHKUi8DzVjtI3Balmhbg1GZeTGhe8L6R8xGwHQOewapnAolnfCkyX8huSjpdZDwPJ4E81VeCkdPnwYz33uc/Ga17wGL3vZy3rTXHnllbjhhhvC7/F4nLx/5Stfifvuuw8333wz6rrGL//yL+P1r389PvaxjwEADhw4gMsvvxyXXXYZPvzhD+Nb3/oWXvOa12Dr1q14/etff0T1FelMCF2QgSQh2URKY8MC0JSfvrVRqH7WKZ+cZ1hubwB0g+b1UbCz0JtnVje5nkIvmg6TRMrABdAlkoec2VGqMmPETVw2Gt0eHXy09iej1kq9UlDXcp/9RReYJG1QIEqr81prsFA6N+GHV5YwbUo8bukwWjZ4ZNl57wQjbOIQRPNB3ox2VIIap0IDnGfLuHSnRVMyrEKd1lIAYRoQt+wYVNsaNLXyLvJBNGVDCN51BYMr9x/GLYqRRVk1GI1cUD25aFj6pm+DdipEJMxWz0uRrOp5mUtC1+McoNfJUF3kXWlsMi/keS4JGdrM+9YVEOddAuCsi930Q9qC0rSY2AIbS3fNi1OtjLHSVkkIkZG6kPdQPcakKX0snjZcITJtc9uZFLhqbzS9Lq2fz32gRqux5TutJkvmkTok9fVTHx/qoyOJ+yP9q9ez8IshkKZ5UDgUCUDO0hbeG1YotLtwqu7Sz/e6KlBXJdppAW7IqfUAoGCA4a5Esl5iHAqnEDqEmdzaswRTtS7m17Lb4nhkYRcIo4UGGxam2DSeYNHfyLDcjPA3h7fDMmHZ2yk11mC5HgXnlYIYi5VLP7XAlCxWjQtNsdpWQRI0aQus1iWm0zKEJZlOKthJARDQlBZNXaAoWxSFRVG4w13jgfpsKN4/rpbdbQqtFe0Hoy1aVEzuGihQ752TJ4TmEqiUrrrqKlx11VUz04zHY+zcubP33Xe/+1187nOfw9e+9jU8//nPBwC8//3vx8/+7M/iP//n/4zzzjsPH/3oRzGdTvFHf/RHGI1GeOYzn4k77rgDv//7v3/EAGrSljDCFLUaz/+ngUWRqeUABJVI8gzofNv3LFfzaXFtX76aNEDIwVPO1Br1W6sVpExpR6iHqpvkHepk4/Up4cSLOMd1hHHdBt1WCSUg4GlIXSdltYoBMjFkD4ki//iN1JHVSVzaMWnK4DKdSkfc2I79vXISwqFpCxw4awHtBgszMYBIR9jZW5RVg4ZctOpQlhi+KrLWOHDVGsfApwVQE6g2MKKWgJdClR48jSxo3KKoLKpRg8p7CFZF3H7y07/0szzT88zlz6mqRo2ZzkckIPqet74rc4bWSh62QYB7DOjnxjGvX3JxrM9Pq3b7pLoy/7T9oMyLlgmrbYmN3hbmUDPyQRCnIfgmgHAJ9L7pIlZ9PKZJW6K2TuokbuDO5d64+aJiiK02ZfAiy28oAPyaRLzjbC1VZ24cn0sZ8/4S6ut/OYT1mQhoXpT3Z6vGVp7L+pM8pBwNfgZV72HtujoxkHwvXo2GUsAloHPkL4uuytZdXTQt0frgmlR4+9NJATQGbJ3XGRknzbWND1wrtlQWsBMDaglmQrAVAwWjqFqnGveea4frEVabEqt1icbbMRa+Ds6mykmUy8LClI2b33DONxMugx3f1BZBirc6rTCdlgmft7UBpsbZRDYFGirQUOnqNLIYjWvUXuJcFjYxp+jr7zzsgYyPxLcDgKkvR8a2tbN2m+NHZBlkB+aMSnO60nGxgbr11luxfft2nHXWWfiZn/kZ/Mf/+B/xuMc9DgCwZ88ebN26NYAnALjssstgjMFXvvIV/PzP/zz27NmDF73oRRiNosvoFVdcgd/5nd/Bo48+irPOOqtT5mQywWQyCb8PHDjgnjclSmFK2SlOM3DLBPj4QAQEJtAHWPoYfZ/ESmwHSC0IQGyRZovgRUJD2bOOrUPGgNmfRtwVFP3xk4LkImPGuaGvABV9gszbosX4QJQUWE4Nh+X6AQ2GLANyVYtO2xH5GwtDCBIqLQWQjW55WuHwJMaDefDwBhSGE8kXACyVU2wfH8RKO8LqhgoP7dgMKhnmYAG7wY3N8sTNu7J0zL1tXVA/YzgBUOzrb9nZVdnGALUB1QY0jXffwWnZnOSpYOfhV1mYyqKsWpTB26tfXadJz7MAYNTYAtGDRzYokepo9UBHNUAcNk9NEsBzSLKi6ytqG10XIS3hlHQioQSAqkilFDKuLUe3bs5AVkHsAloWUbI08V6RYui/WEyxuVyFZcIPl7fgkdWlIIVsrbuHzVDp7q1ri2R+Srtc/RHAbW4kLYAg71PhH0C/04T0ttjUCaiU/tLG2jKO+doQb9M+6pMgCV8R28KQFuhsyOTnSVLnNXiW2Cqm0n2EcBGirxEek4A4Y1GSM+KvyjYchMqyhbUGE1OhLbx0qjFgL5lya85LeznGFeICaJcsaKnBeLHGhsWJs0WyBg8d2oDVaYW6LtCulA7gjC2WtqzAGHchdK0cWIIKVx08RMUp9yO2lrAyqVBPSxSFdfPVAzuyEmXdBdMVO4a2tlhtCUXpDlJlKffisfci7ieZc/DjVhYtzl48DEMWh+sxHphuxNT3uV6XJ5rUkM9Mc7rSMQdQV155JV72spfhwgsvxPe//328853vxFVXXYU9e/agKArs3bsX27dvTytRlti2bRv27t0LANi7dy8uvPDCJM2OHTvCuz4Adf311+Pd73535/l5m/bjUXocDk1GQVQsJItXJCCamQuT0eolAB0GO0St9ScQouSkDvRLhfooZ4xBheVJ6sQ9tlEi3dGnmDZIQmZvhoDzXhTVG/nTmP7dV/ccNOk2iA4+kRxlzFlvIKEPAMAaWJ+XRSqR0gaqQHoSd+11dXYqL8aGYoqdowNBxTPaNHXRqDcVKDfU2LQwCWEOjLEwxoDZhSdgdnYXATT5WDXcOoaOhkA1uataGgqxniTiRAiO6cGTiPCdR9jsS5N1HwXK5qz0t9hrSfwskVLkkok+Cam8l75vOV623GcoPVQ3LSlrszlRt9FlW6+JoVO3HGry59O2wP7pAg43DvAasL+QtQ2SJkOMBZFATRYTFZ0Aktoa1EBv2aEOTC4AJ5kwVh1pLKeSJg0O8r7jLK1VjgLy97QpohTHUO8cEUlEn7RJr1FdVwEGer0WBh0JXA6y1kPCo3Iw1kcCuqV+BfkDJxMAJ5Ft/FxhYgcwqhZtY9A2BuydQlwG8LHUONgXorIoFp1qfOzDVixPRu6C6bpwNlcrpQNftVvHK8UYdsnAGIvVFTevqpEDXa33iGXfh62l4DwioGq6WoEbA7PAznHlcAXUBLQAsUniwNlxHEs5mFLoQ6AsZvOD5ADDhP3TBYyMk0JtGE9RGottC4fx6GQJD09HM3I6jjRX4R0ZveIVrwh/P/vZz8ZznvMcPPnJT8att96KSy+99FgXF+gd73gHrrvuuvD7wIEDOP/88/HEpUdwaLoVk7oEkMYOEfAkhr/CqB0jTZmHlrQIk53FbHOVlEhQXIJuvn15NT5Wk/awcvVOJTUalKQV8aACFE6B7sHaoV8l/6ZNv22U27ao1+S9GDHmTD45ZfrvpM/1RqvF/uFb/29qtJrmbwjh2hZNNpyko1gcACrTYCNclOpzthxy7s2LU2xdXMVTtzyI+1c34SFswMq0QlG4y2SlzmA/X1pyV1B4tYEwYeOlTt5+OUQXt2LzNLIwoxZFGSVPsyQI0n/97+PJXjYjLZ0DIpAuvPE9q2c6b5GWyjd5HSxjzYgyuUSjr+5yUpe5owFIYezgcTSAOmIUPmxQaw0OT0doLQXbuapoQUCwSWnaVHKqpXw5iNPPNHWkqdYFZs2hQQ4WctupmF9XMqQPRwJYk2+sCz8Ak9YxWT/rADtDEqXWqvKMBWUHxyMh44NYJmEbvBQ5tIeFL5gEGApP1u1r/cGFyKnXULlgqG1rXDT5BV9XbzNlSouqav3a5ZDH6uoYTV2gFTW7P/BQ6w87UwIfrDBhApUW1ttPTRtfDhOawtW3af1NBE3h7B7ZHax46hY8w9ls0aoJKvygzjfeeWRsYRYa5zzi7R8Lw4mkfb3iGWbCockY47LBxtEEWxdWsHW0gscv7sO37bn4Yd1/Dc3xprkE6jHSk570JJx99tm4++67cemll2Lnzp144IEHkjRN0+CRRx4JdlM7d+7E/fffn6SR30O2VePxuGOsDgAPTjfi4GTsDHwLg0JxBMsIuu8IeuBdZJ2KhtTmHE6oAnqwdowNven3eUIEVVSWjwZ0ZRED0OXeJVLGLObZB5dmfaPBiGVC2xZJW0P0bS+uF/CUSLsk7wwEMAD49JK//hdwdkZCREhE1b317mHOeV8HIArCcjtGRS0WixpP2vIQCmJsqw7j8eN9GJsa944fh+8XZ+O+w5uxPBmhkWvhYdFCgaeaQI2J4MnfcSe7vVxxZUcMO3axpcy4RVG1gcFrYKelQus9+VPP97EfYt8HMA+Eq2x0OvE2E0A3bYpg/7FhNEVhLCZNiUkzm2UEiUhP/QXQ9AFtywgqdg3uiNhJILM+0ZuuKSKgL7I8cwcHDahg+gFe+rt/LOS6l7VI26oMjasA4CBR7jlUsQfuhmxQ/0vfzKr/eikvc0ilvhZ11HToSu013yUA1nKnrUmeQNAeSLrCWLRFdOgAoqTSkAuWKqDUMqGunV2VnRRO5Tfx9ol5/RsCHyxhS46xqCyhbQwmkxK2Iqee86Au1NfvHVQyuPW8qrAuH2++YMmLoksGj1uYhRZl5cDTqGzCnC6gnHVmjGceEqYwFhuqKbaOV7DcjLDcVPiHla04NB0H78QTTnMJ1GOjv//7v8fDDz+Mc889FwCwa9cu7Nu3D7fffjsuvvhiAMDnP/95WGtxySWXhDS/9mu/hrquUVUuuvfNN9+Miy66qFd9N4sO1eNoVGwNmjYys64NEDqxfIxhaKf7RMxPXUPZPhqWIAwzpiCNIXehZl85uaF4H/VtqHIdw1C9BXwkti89UqUW6GxunH+Xt8t/lzPsPmDo0jsQpfOVjTK029tqST4hlACi7YjzkCkxaUscasfYUq5gbGrsGE9xdnUI51aPYnt5EBU1OKc8gCUzxci0uK/YjAOrY0zqCo2oVBg9kqcodZIwBbYEuFLgaeTAU1k6lWDhmZ9sMLn0aC0ylI6LPrF2vN/Y3QlpVN+x+q61MRK2jIPYslkm18eIdmhAlCLkhv6aNIhzZUTAzIiOG1auTTI2CSbJTIP2gvn6Fds+eadBtFWgXUCWiykk84QTSZMGEr3ry6uVh9pr1HzUDhqurHggM8aFyBjaKPUG6fJH6B/pm7T8tA0iIc7B5yxy8zD+fSQk6qe+srTkXPM3kd5Ie2fxVD03gQiYiLpSeOlzffceGq9ebxGkQYlPCCPYU/HIe/tZwMJ50Rkj4xpBnTERsK2ujNDWnv8QgMq6csjxAhgGVU5CFuwf/TitR4Wv+5EoHh703CrVLQmmZSzXVVR1nmCaS6AyOnToEO6+++7w+5577sEdd9yBbdu2Ydu2bXj3u9+Nq6++Gjt37sT3v/99vO1tb8NTnvIUXHHFFQCApz/96bjyyivxute9Dh/+8IdR1zWuueYavOIVr8B5550HAPjFX/xFvPvd78ZrX/tavP3tb8edd96J973vfXjve997xA0cFS1K6z1nLAVpgs0mFJEszvR796y7MMUmJmxCmB2WIN/MgsvvGgxKmIVUIbGpAkLslfWQ2JmIK77Uv6/eLcc4QmaA4TJT4gGYt3NWmzRpT6WhgG9aQkhEIC9FCadclS63pRI7HNuUOFAv4NwFd39WaSw2FavhktHtxSGMqcU5xWFsNqvYVh7GXaOd+NvD2/DDA5sxnRZOTeBBFLETjwWjVYMInqo0VIGprFfb2aBaiPXrGtd3TuHZGGmVcG4TltuoibE+4ICmjiElKjWxW7FWl+HA6KFJtJ9gpqACTgCKsk0LBuBiuK6kOGHO+zrqGEnpUSXSoAQoA1BakqOlorEu/uPCooBTRwvpv6VMoq4HXXg/UC/hK9GTNP1bvg3t8n2k533+bRKU10YPVK0CBbqSV5E65n1oeRjwHilg6iNtA2VVw7SpRCLh8u+DsbZ+r/+2JngE63pqz2ENXOXfQnm2SpxOkAFqaTS6F9oygAmBiJwkmS1Q+cjnnh+Oyhaj0sVsC0bmTYG2Mc6hxJKTSLH3LDYM49d/VbmI5Br49a3dPsoPmjqw6EpTYbmoMGlKB6Z81HJar/Husaa5BCqlr3/96/hn/+yfhd9id/SqV70KH/rQh/DNb34Tf/zHf4x9+/bhvPPOw+WXX47/8B/+Q6Je++hHP4prrrkGl156aQik+Qd/8Afh/ZYtW/AXf/EX2L17Ny6++GKcffbZ+I3f+I0jDmEAdE+pQBc8ybO+icsZUzImgrGYxjFb8gtVn6zzuRFOUNmJqU/y0CfW5uSEqeuQpouqtGjLFRhJtkj7yu6owFRaLb4G9Kmsx+uvB6gm7UKMo9QHnvrAm0Qjlg1GHN3SNCpchCUUhrDRRwDeVy9h4u+42lKsYEQNahQ4wGM8jlZQgLGzOICti8vYUe3DOaPH49vlufjbYhse3b8BbQsv2meg9HZxFgE8SagClBaUGYyb5ETuPCL1Rid177Y561ek0g7dp3IYEAqeZDaelF06B5D0VRISo0j3ZxHy5XDdSZvNf5fAG2UrG54cDGpAQhTj+YQDhTUBoOnvtJRLgEJST45BBMXmJf9eTu3AcCBcTSF4as8clud5GTKPJWCja0f81hkcG++gIFLXrFzu/q3bSuw9GT1obZUqqSPZU2pRkXgKCOs7bABRqpP3kTxf6xsZQ+Ol55qs4h2aFzgbp5SftWySeQ2kZgKdGijpq+Zf5CVHRWGBEWANg6cMLozz3BPwrKQl/rwRzVXZ2TQ1xnnnLo2nWKpqVEWLlboK85e8FHWyOnJ8wXBEbf4gw9b1QWsohr5ALDhf60MSQwFfS2UDVMCkLVC3BR5Z3YDGGheu4WSjE147jMHgqfk0oCMGUC9+8Ys7EhlN//N//s8189i2bVsImjlEz3nOc/CXf/mXR1q9Dq22lTvhezd0t/iOVCwd/w7uuOEdeYaZSoJa9T7NSxjm2nUQrwyx18gZdt8wCHMy3r7DWs2gDcoyvdBTM9hZJEAnB0/Spj5VXO+1JupELt8OpZ1lYhIBIzCrL4P6iS0WyxqlaXGwcR5446LB9tFBHGwX3e3m5SEAwALV2EANtpgVVPQg9AW7rSUcPLToTpkAGMaBJZlWhoGCQSWD/GnTeOAkauIg7UT8DNy9D24t6pPAdTyxVBoGgspVpE82Gc/u3WsiFdBqElGJJ+WwClWBrvGx5NlaZ/xrjEVZcJCKip0f+80vB+O5NKUN8yaTyNKwDVn0pExjn2mK8zddG6ltkBu1rrq/e5BxZaZrRPImsgNrJD0EaYmVHsuCOAHSeqxFTR7BCqEoYiwgDZ5ySR56AGgotwfcStkyl4LHbU9gUVbj5vrHqucIdYh1J7V20mdZr8U4WUAHpBWFgBuGLSzaUsVsa8ndJ6MN6YmBAmAfa8q5zRHaSYFpUWBp7CWDiOFuxmWDswpnDP5QU4C5cACKAQaF9e8kVb6PihhyJLdhFNISQ8txPkp8u20Lh1Eai0cnSzg4cQFiy0Jio42PyCzgWNNchXeaU0lt8NCJTKILPsRYfEgSIqQlQPpbEd9GZksdaYtOvxYJsyDSTL0LXmaRYxj90jL5u/Wi37KMjCwvQ58Oh0CRy1dJfdru5jPUzmG1HQAQ9KY2lE5vWLq/tHh80pSwhUtnmbCxmuDReglLZooNxsUQ29cuYUQtrFmGMRPUXMCQxap1ARc3jado2gKrkwqtAWxpg31BENMLs1bAKVHZWUrmgLyxPHS6jqTVrQQEG5J8I0z70H9bqACWSmKj69K0Wtrq1wy5GEn6ah+tMombm5tLFqk9m4Ay2VwFQLRqfdTKUaFlQu6pmm6wqWRY92/0mNQgEOFZ2zqXc5FIdNWAvm5KpWeM+w9A2MClDkPz0n2fbvTGSHvdN20bpajacUMfykRilK8rZnQC8aZ8rTsPmh7vS2mTlFEU0dklPzhK2r45qsfIzYUCQNFRV8dDnaQ1yPmxMWnebry6z9K29/NFzUNiPzuPRoLDTlwbsCGnchPvWX9odRVyhyIYl0fbFDi4vAD2oGnalGhag4OrY2xamKjCpXIAwRmjyx2YFPg7gYr+ILKxrQbG96PYy0kswcJ3jERDr1t3C0FYnyddAoWueqAvzWlKZzyAkvut3IKdLX2apXvue5cyhvA0E91340DpPPWmkL6DBzfwjL6/DkN5WBt/p6dqCozZ5enqqFVead5id5TaFfS3J5cuxd99krMc+PS3UU77XUlBH3XVPgKg0usMGnZX5NRcoAVhlSu01qCiBhYGD7Sb8LDdgMN2jPvrrXhoshGH63GItl36qL/WRGmMnN6lr3IPzm67+sB4/xwMqg5EY1Otqgpgpaef4rt+Q+WgCrWqHUACgtP0DhywYadukzGkGHhRwKDIa4bK1etRJAh9ZL3awwGSqCqT+ghwQgbeJOcgQVH9xJwCwlzto/O3NlUnRw8sdJ5pNYxlBilQL2BPg421dpC4RtM66bXpVLP6mziWQSrlQ5AkMc1CXq6MdsBbK+dv+TrLJUgSL62FyQ41vjwr45DyqbRvNchD51lePwFj3fkaQZm8d79tcIxgMkCTjQSJ9Mn/NBwkStNJicPEsGNgdVqFubPqQxHEwslJoLK1JYF5jYk3TuTSJ62iFzvGxktwgWjE3vh5vNqUMBQD6dZtgVUqU/u/E0ykbERnpTld6YwHUAcmC2jKGGyRWQOBmE5OpxosaGPO/gkYxbJDlJ+U03eRiWmbCVcfk+Th0tiEcVpLYKtcebNTbF993XdRaib5iyQqr1sqCve50LBUSN7p/uuT6vV9q9sVy+x2bs5wc9DGTImXW2sNDBwjKozFpC39M8ZiUaMAo2UDA4uWKyxjjIPtIg62CzjUjrFsR5hYd52HBGIUu4ohNYzUpe80P+SwEOddX4b9Rs15Pn2AWvdrKtHsr7eAOJHCCIgXAKHHCIg2P4WX4GqVYCqBcQa1yUbKsS9zsJ7XV9qi+zNsxmFT7J/3UZVjQ/ygAPKMdWNi1f10hTNq04cMAVHWkgrgyMm3OTG7OENF2fYeEORZ6TlxlPAoCYXiMbo/+wBT6JOQPp8jFMZAq/eLghUf6F93Unaf6lLWeyLBJsnTG2PLN8LDAOeI4Q8eDmD289pZh1udRvOp0GICtNmJBrOGGCgZFhbhiiYdnDN2W1YYUE/j9lmWLRZHzip9UpduHhuALVzAT0a4eib2m1obPeBJS6TF5k/HnRptWMWW8aq77xWELeNVtOyi69dtgcNTd1VN3RQgc3KucplLoE5zmrZFaKXonauqXXMj0eCp72RJJpUKxfy6J/24oaWntjRNv33TUH4d8NRH+Unc2KCC0Hk56UNav+7m7qUSoqZUm6mU5RJyR4oil31SjwG+yztu1swIxrvwLt6Sr04vGwPggGWXaUbVWVm0GJUtKsVECmMxKhocbsZ4CBvRgrBkprBssGxHONguYF+9hIemG3BguoCVpsJqU2JSl73egrmnlfs7BzcxrfRJkoexfjOK7RLKx01TKtlAOP0PpjNdkNZRDavxDPMtATjxOwE7NYpe9W8fiASiCgtAsFHJAZL0V2LLx1HKldTTpusqcXUv4hwJl89aOK9WGPe36ifbGjfnZA0Rh6J0m0TqaD2QIwL6jDrWUr0Lb+rE66F0hes25Gk4q5OUGwBpG50F8jrKOGrVZD6HXLwmPzaJdCh9nktkka0D6SsA3m7Ng0TdbMSxHAJP1NOOPpDq+mxGHCRiuGvjLBjGFS5LT8ZT2taqulsL5srVvWox8Ye1pjGhzTJ3SEnAjI9nJdoAsWPrO0AzE+Cv9GL4g0ppQR6w758s4HGLyyipxcF2jKk3JBevPDkoDHlSH2/qGaLeNKcrnfEASi9m25Z+tNpe8CQMRJ+AZTOSE1NIKycnwL1HKrHS1C9R6W40UodYn37plzC3kJNstJ3TbeYtozyc0nRSn+FTZzh5+3yNRTLz8xOlFj+HeghT8KVRUG/pyqh2ZSfVwFDBiCd1byOg2iVicWZ3/cW4bLChmmJUtIkExzLhQDNGzQaHfHBN8UI73I6xb7qI+5c34ZHDS0lwVZGy9KtwFXDKGb/Uf0Ba4eJZRZ9CrVZdawN2UjeRyAxbPohERKQuHbWt+lZvYlYZjpOxKAqOqgTvmDCdetsLk84Lke6GPGXcdT3ZSX103+UbMSuX/7hhS2UJcmVOCN4aIrC6+pOalxGMwbmcM0CFBwLoSvICsLMcwFe4PkQAAQsgmDVSejAiD5GNTvIJaqMckIX+cWkSnhOSObsaSS/2eLKWhH/oajL0uGZzKC8z34wV2GLFXsh0gREAd/VRVrZI+xJnDMmzt/Ni24beuWy1qUKWRAFsePUcG3YSo5ZSSRQp0BrUicapaAuLmt31MHp+gmXuIoxVvsekgK8rgXPvvJ2qsRiPandRcGtCTLeSWqy2FQ5PR/7GjTTWGHAEc/JY07D6Jk1zmtIZD6CmTQlqCnXC8oEW1UKPDFkz18jI5eoOwAcu84xYez4ZxHkgKg1Ai70pWSxaDSXSJECBIWTMMSdSDCbbWED9tica4HSyUxupPvmlNhdDMhDPGNRvo48eGSNcay33vQ+MX9rg1Zmuj1L3cWaEWDll0WKxqrFptIqlcorVtsJKU6EkB5QaW2AFQGPjzeWLxRQrbYVHJks4NBknJ7iofuo/6erNv3Oi9n9bv3nl4MXl71JHFVaq7ppFiYpajWVeFwGzsmnGFzQTeAXMIeunp+59YI8oc39XQFrn3zbRJomBINGRecvSP5xghaT8YHPi/yXDXrrkd60EHSICFriNPTRJ1HQibaW0QPJSiSiNiMCnAzB6O9SraPK1YTiCMTk85MITBf44fybVb5QzQNEj2eKea1psgbbpAW158X1gXvVFiMrtgVCQVof38IBC9SsxCJQA0FmHhtDHAxKvcIDzeWvHjeTwLJJqGYcCsCQ2DjnYVoBK8XoE6agcMLy3rffKlLoKTxwEfT4/zcvk8LFhcYKlUY3Dk5EDT8Zda1MYd3nw1BaoijZcTcYco7A7x4mesOsngOY2UKc5tS3B+IVY+JNynydJqiKIC9fKaVMWjIUX96YbqGPYMU8xeA2qubAYKUpgRC2QSV0knZ5XWhoQDJV9tfTGIgxJRMexgq4d1hBMEVxNQn6JmpLiN1pqAmQbbpaHPj0lJx5jw4Yd2qM2+aQPs9994numeGGu9AsFoCr5+zEnRmVaLBQNxqZFRRb7adHfUG6w3IxgyAbJ08i0mNgCB6aL2D9ZCCc9QNy0Ta9UknwfDNWbs39dXwoS0yigX5qpJVr5HIr9lfZT6Bfm2P8+D9k8CTE4oR5L+T5ppwZxquFtUwxuuASACuvq0XiVXY8EozdUDKNbrm8/LAKwyaVRAp4AATaUbPqhPkAAShLDLQAnxI2QG6fWIRWQ0a0vIMyAGZhJQGMCZmUctKoIIpmIG7OTvCnDbVWOGDSHcryXl66PtMFVlpO+DBdhSzrfV1RYGLUzBNDKFGMm9Y23BhxSjiU33nl6xatEpU0KfGpg20uaN6Vd2JtW+CnBqXNFCqzXUFhXBBeKJDyX+vg+gu9nC6AVkBuBNmnDcJlnQfKk8pwlQUN0nAATysJiXDZYnlbBXlYCZU6tk3xJmeLoIiFD1iMEOl40V+Gd5pTo3pMTTeodp8FTYqSrmKl+RiYVTTMQIuVGtQcl+v5kUxT+kG20oexc4qAPzyKB0a/9uoZaoGAKjDGeagEg2/BykKJ+i+pMmIuc6DpSlh6gIySu7uEUbLqSFyA9oer3HSajbbXgwBKxZ3hGTnGEllw06oWixoZygrFpcLBZQMMGxIyG3fUujXUeeeOiwdSWWGkqHJqOsDwZKXWOO8lp9YbelB0TjX2RqlQgCCth+kMeTwZu7mim26tSGdpjwtxx/ZL0bw4yWGyJEKQCZFzZYmOkQVOyHmS4rLQtGyKvvgkeVyLFNbEP9NxMKLSb1AlfrSFLYIkkXbBXv0Xgx7ruMpd8nzKMC4LqgZjrMi/t8qobqiw2bFnBZLVCfWAE74UQAI3UJZnGCgCEcVDadeM0he5KEWmHMtSX/orfUsiT87GQIhXgYG+31VWxyYZtolqqx1NMtwPQwAHhtMaNRnoIvECXFdE9Qt0A8nMmm4+IRTMpPtYDhjuNMqnEVCR6wThcUgqvkjVjFV/W2XM2z8J8itKg0J8h+KarrKh/QxeKYwIjrOH8UJQHD3Vl9exJxKibApOixKjUFw5zuJe08WFa6rZwfEWCOp9scDJX4Z3eZJsClBmBB93zwJlF1m/C2LOTXULJZO9fkOERq397QERgpNkG7Na+ZgKm93spVz4KbVCb4GDd+45yGdCTazh6QQI8iMhOulbUULNE8qp/uTXpRl3EQnoZKnG8z8TC353mbJYkEvLYNLBscLgZhUCLdVtgpXbxUwovgTLEWKkrTJsiuP+K1FIb7oeNH4rpKdWLAIxUbcHJlQq9tjwAWgVGImBQ7fdl6jmhGb7OzzYmqkp6NiXONr9g3+PrkEg+OLU/ku0rbNwFq3wRI3lLPmIonUtTJN9E+tCvTgxzVQtC2wzMy6bet3bDc7Uu/KbNDB8YiMBEmExKtxmxexmkD9LGsNmTKhepxEjNeVtqdan6TvqcImjWBzq2ep6o+ePVqNx4JGdcYzhIYWWOxf4OAEHa3UfWS2v6RAOBOaq2a3WufKIBmqwLA3d20+sCiMDKkuPJ2slBSckCQA0g1leCVP942ynNg1NbzdSIHSpdLsVPJGoC7oqus0JfP7I16rCkECjSNafxhUgftYQbcBKzaVPA8jgBhqt1mVw6PG0K1HWJton2iuHQOuOAezxpLoE6zcltdsqjAXqTQFwY3oaHxOOhI5XJM1aLSwMdYc4+D3eid/lHcXn3u+T7Pos/tdB0GV3q1jtnFmHD1f0AlY70SaivLErT5wVqWxMIQ0iTdL5SG/rQgWToNMph94sgisl5Nk1NgYYLWDaYWCdtaq3BIR+4keEMLgkumGNhnKicAaxMRkngwkTypMdPgz/dJ/ncACHXVQVbqr52eUYa9gl9gveV13OCjBtPbXyeALoZfZiUqYx8WQyrE2kbg6xT9YqECAagwksqxQA3zCdRVcNtzq1iO4kdDNwGaMlFhpbNz29cABJAkvR/o3+TypPT6Ts0Z7N2ozZoHl50sa4qUe/19Rip577tBghX8+jNsjYRWLeqfdIWhpOq5Lp7O2SbRuCaQFMn0eJxmwA6sVkMB0VVJ2eKEOMaCXBLDl0GXtIex5IKz8f03O6TIMqAKylfAKda9ShzSIEWAhxQEaATwKRrixjIa36lTQ0Yaf+ScTw3OOW0EXSFw57uc+6uS/YAlXyg3JCUY5851u0OSXJVjut2V4+hA7s++LA1iQZEAFPTFGiaIompRcSYKLBpLQVDdrSuXVaA3IzD63GlgX2uk+Y0pTMfQNlo1NrZ3ORPcgvMMe/+ayqSEwd7UCD5eswQ7sLzJ0+RcjkmZeLCLWx6Kk4AS5cZ9dk/9JLOU34PbMxDfSG/OdcP9eTVq96UE4/fuMTYdhaFtkl6UnZActocaEuor7cXEUkUwdmXaK+7hg1W2wpTH6m3Mha1jTZOi2WNDdUEpbHYP1nEo1hKvMcS8DREsm/kG6TUs/e42tcmSjcftUl0+k1+twp8Fn7eDDHtPnWQ31Q02IElsJIsOW+JKAkNAM+SU03Jukg2pCwURVJu3ATDGCoD6JC/BjfSF/JMpJ7hG12Gr4suU9dthnd7yCcfx/CtgFk1DlJNvbmH+lDgAUm6vIwcPOYkeVfWAQ3lcRcq0hN4kkr2AEjlo0UEYVwVQJFnNo5zbz/1EVMXdA5tqLLGfX2CFNoDuZCPX+upqjTlV+HgQRH8c6v6089dlzzjg5qHaskicXao9OXma1CVK33ngBUl/azJgS536utcxSQHEp+u9fMosa/1dRIvaRDDhvsoXXkdJ4ITRHMJ1OlOckLIxOl5mnCSEEYORNsDf9rWTK8jfVG2EcF+QRaqPrExor2F5r8m5tuxFQjqhm6ZMVF6igonS80EoJiLpNE2DDqN1EvVcahcYS5BsscUTnh9kuMOA4wNTRmQgJHMhqxDAtJCfSkYQNd1gUlbYqWtsNJWmLSlNxa3iXH4QtmEW+8NOfsoCZgYXNvlrqzAQGWcubPZCZAUuygNVjr9OsRBEgDLYS65TSFPm4NiTjcVPRB9KgxAgVZ4aYF/IRut1Klv8xeQo6RO3QIGgIjkKyqyvP2M6FwRNkHlwcZp33dt+tKfpN53new9GS81G1JjAdFAGkiBmEXsBwGfuk4tIugTsGg4AgWl2htEJ9JfpQVKlUZuKgm/1Rwwat15nhYPjspeLJNUhfJaSkFr6I+eOobv8nnGKVjKQWqBKNX0/UsyFjLPNJ+RKmjVnu6/wNs9T5LwCH3dSnGstLo0aBBY/ASR8PrOwUZLa0V9CYBEfalBpJ/yYpKh+YS2FZSkoXt1+UAwMxg0ATlZEijLHal7b5rTlM54ABXFwJlBaZIIgCwNWWBK5SaLL/yt4st0gImeC1JWFoE2MgBVvIkgy0mt1p70ib1Rdup3px6dh/9XNkYKzVYAym/o2mZBAUutanHBGJGczBJiJ0UCR/dhzvqGCptt+n22CYj1HegO0hII4YHsxtPWJR5ZXoQBY6WpsFJXABCMLysPmkamxf7JAv7ukbPA7C77bOt4igtAWgME6SfZ+NV4hOrn6j709KuoSnLgqvvL+tOmBHwkr8pQfZ87OoQNjxA36LxfddkyL4ekbHo/l3kyywU53/+P8KhJeiOSNaT7sYhjnkwOhlcxZusuLGfnts66Pn3tCHY46mNkZQHxrjQBnrm0LB9LyZMNqPX18AcoLWkJGWRzKuTbUryfUOpqKG5IuQSo9o4IQVoLZXul69nTVp9/L2gdWph9JKAwL0capde/AIgmS8dwi0jzhgLBOzpmxy6PNm3P4D6Qg/cwvfz69tJxQPEypnhI8v1KhoMEWqcDrPfu81kLD/A2fOlaEZ4b9xdrsnrLeg3jgE6Xcga0Tjj1zf2+NKcpnfkAqjFBipAsTj3pGHHTCPYTinHI73wyaCbQIxEIz2y2uWauy455sdq4spNUUg9VhGzc+jQWmD6lqhj9TtqgmWcf9W0qAjb1KVvy6IAfxWxyYMEAszKE7zuxCkPQasCeujpenorppWnMwOGVMZjJe7BY1K1BSdFTRwDgyrTC6srIu60zRKUYPcV0Xamnz4FETDZr88z6KZyopZvyb3rmnttYpA6qb6Svw0kcXjrU03+WI9jSawJZ2kTyhoF51bPRaVVWG6VGgAdFQvI47xs/z6hAuIQ1ACPVT6QOBiHLXL2ivkvAUz7nZF0b9WxojUgbh+qvx02PR2dOdOtAIV/VZwK2JI30h/cQhMyJ3GYs8AL/jeTR4XNZXUhNhr7xHdr89HzMKT+ESl4kf6h0rf9X10/nq+ZB4rDhv2fJR37PqrMAq1w6HniT6QXlQcNgyUnQgMjLk0OLAJ40/6G4WlakzcIX2qEOjW2T2FtBktaS93oe/vR4EjGD1pAw0cmq3DGgk6MYPZGkTxus/rOIthH6xK3f+Tgf4b8+6YikGypX/mvJiesbAtUm5ienTi2p0GXqsnX9JV1DcXPsq1vSXl9/g3Sz9Iu6V/IBpJuVzqtx/3FronRm6KSTP9d92+h2Ih2bHLB2ACwgkqsAdLw9jrjN15MShw4vYLGqsXVhBYDzzqutcf+1Ts0H+CjmykYt5BmkOZ6BDrYz66dZvEFvMrKp5N/xQJ96iVioV22AqQFqP88YbhMtVX0tded2bUCTAtSYOC9zyamMUTJOlNalM74uHVkf+bwmUOP/nfp/6/hc6kTWp2vifCcGqCGYqV8/rf9v2v2+dy1aAK0DWaQ2WdLrRo1byN+/p1mSNg2cwsGIXd+LQbzuH2mjV0EKkAt18cAplNmq/zzvoKmvn6iYlGrLTAyKwybwi5DXwFqKY+L6Fnq89FgHqTQn0kBpR/5f3qd52dSqcYPqY5H2y7zL1HFhfQBqfgtYRMo3hEfquZG/z9P28nm11prYT/EZRcm+PNfPJBsPgmxdwNZF1xZVzyffT7Yx4Fr9J78nhTvoMcXI6a3zyOTapNHURYBwEkhsoNb670jo+uuvxwte8AJs2rQJ27dvx0tf+lLcddddSZrV1VXs3r0bj3vc47Bx40ZcffXVuP/++49hyxyd+QBKJpZWx+mNJ7HjyDYCVoshLAjq5pEzmmzhdIg842lls1CASuevmXKSt2cyGhQxpXlI+k7ZatbqdLVxEg1L3f4J0jmVj5yOtfhaU86cNPPK6zOL9NhohtWovxPmqICcdeNuJwXq5QoPH17Cg4c3YFJXaFoTXYCZ3KWbYnjZKkZVGwdOZIxqkwIJYZpD86CPIeu2hf6UZ7rPZRNV81Ly7etLDaqnAqhM7CN9mPDpqSG3OeuNTNIJoJK0dqDcgbYFgGA9QPDNMDXBTP1/HkSZqQkbqgYQAniY4Ddujhu/+i+uA6CzYQKR09kIkEI71LPw3OcTwMBaG5DmH3otZnXREjjpb2kjsQJOIi2kmH/YbDjLVwEUMyUUE1L9zbGctqcsDRxF0hMAheoXLcmSOs3oE2lX0qcKJLvK+jLV3KOE187qb3TVpZ00PTw6rNsZ38ma02stPzBoYJbXS9db86vGxDXFSA59+vAXsuo7kAq/YbjD68Svc3E84Iw/+rrPlF4dTxoCq0Pgeh102223Yffu3fjyl7+Mm2++GXVd4/LLL8fhw4dDmje/+c348z//c3z84x/Hbbfdhh/+8Id42ctedmzapOiMV+EBSAep9ySWLVYBKIzkxJq43/YNuj6p5vYmQ397RkmgqNKQchUDDPkDCK4d+nSm02gD8s4mq9OqbxhRDZCklzpTlEgwoiSmD4LLIgdifqHcNVYLZUnks8xoNMlbwJzfrFNQFxnmof2LKLxLOo/hPPGKFq01WJlWaJp4l1UoLy+3DyjmlLd9FiVzk9Cdn24D6rMBCpuZkqLkaqukHAEhQbzWnybMv8bNB67iVRfuShXubp6SV2g6qfr4fiQHAljdcyZZsc3WgPSHULAxiiAvsWtXWXbaJRLXjn2RWt89alWyADODS+58N0iqDpTPlT7K+m1WfuGRtDWrTwL+WjjuLuk08NUgKK/L0EFo4DqZhGf1SZn9nEqkUkAI9aAlcQKmgurSIM57AEGVF+rlfw+ZIQyNFxN8JMqsnYqfyqSamecAv7TUn173v04n646QRGOJfE19w4h2uhoUSZugvgUiT1zPXDwORMxrquiOVIX3uc99Lvn9kY98BNu3b8ftt9+OF73oRdi/fz/+23/7b/jYxz6Gn/mZnwEA3HDDDXj605+OL3/5y3jhC194ZI2YQWc+gNLquVwqE2xFMmbnQQ0XHEGTntSaxCZBTlqegnePn/Qd5hK+V3/2MfO+z+RUI+/zNEk+5Oon3kAaGKj8iQloPQ8Rey3NpLUKSzx3dF31Ik9UBnl/5b/Vf/lCH7JT0c+0fZQwNC3NCWPnXKOtcbeZy11RB1YW0DQF2pZg2wLt1Ks/DEDGOqlcbsTaV7++erICnUOUzzu9STRKHdInURRm6r8NUgfD6XzTG5k6/bs2II6Z94IK3xax7nnsnnQzdpmTnpNSH7V2qkMEWwHNthpUOkNbOlSCWoAr546vJRIAoqF4pkpjMRjWa1OTBjINxW7VAFXisaFnKBnuji6tUsrb3lMmZ+smAIOsXHmX9LdOQ+iMdxhSXdmwXt237aKFHVPkSUo11jnLJOAEXhpJbtyLtJ2cp7WUtJU0n1V9mErRkPCLEIVbv4f6RiR2Adf0gCUNdvp4xNBzz+9CuWuBS5Uu8Qg1fXkDnc7OHRaCa6/6vmD3n5b6y3PNX/vaJry+05fUtek6kTSkVs/TPAbav38/AGDbtm0AgNtvvx11XeOyyy4LaZ72tKfhggsuwJ49e+YA6kgoEe+Hk6syvLQ9i1+Yqo02CoEZdMANBVF3R+wuybJNIfleG1HOmufqfceDqOdbUuCBmePmnAM6+VbE6H5huw1KMQHPzFxIH2GcPUxTSJ+upK36d6yoekdIgZ3nGDP7RYEoRpSi5X3ux8428RqN1seakStLbC7aV143g2VLurw/Owyvpz802JP+1FVmtUlphqzLEJWMVQDee+t08ad6IJsHxbQhIKkU5cFLVKOp36G/4SQ0NgKVKAF1IIQLhP4XCaGpLFr2Ecy91K9XeubLcKog9TyxE/NlgVQXphsY6TmugVRuD5gDKob3lFNl93rF+b4xlPAJ6pP2KamzbkvoZ7/hJe1V/haaXzljcE6AMRcMtIARWzhWbQZieBGRcADpVBYprgY7rQccpPNR/KQP7CnbJK2Klf7QUzr0he6sBCwgSj97+QGl84ci4AogUgc4VfkmoCgpm1LVr03zJxDYcpIm5ktZ+lTD0H/wlfpkazzw6B7QhbT+fSp2LrrPThQdiQTqwIEDyfPxeIzxeDzzW2st3vSmN+Gnfuqn8KxnPQsAsHfvXoxGI2zdujVJu2PHDuzdu/cIWzCbznwA5e2MuEQ0TIVa/F7qERaznLQ8EwwLu2/Cc/YfEMXOOSALDJki/6W0rFCOz0OMTaEZKTwTUCJ1yvXbqjypC0m8GQFVyng1kZwZ9oa6cItejJCTvCl6x/hnCfOXDUAZiaJAanyqGapmUirPRN3UR4HBqDQimtfMTMCUJcC6O62sMREb6Q2RONg+cONdajTTzWP1AP39kAOePk+1nj0jpCEGlzb13sw3q3yOWWcDE6LVyJAbBkoPkHxecks6KwAhm2eSv5qv4q6dzLcWQGs8gEOy0TtpmMx1oF1yfVs8UgJUuoO13xSKNkqJbMnOLV3mmkidSIAQ9d/grlzrHfhEAmSTDVvyAYcNhtrYNhYgAng+oKcBJf0WMvVVAHG04VIbYfebtF55XslzD14i+PNpDIOVJIf8uuzVHmc8JqGCg3efqbON2vOpKLnyc8qPeW9ZBhApCyleQYaDB6BI+AKm8nXgMGCqLEhfZWs7rEdfVcVXKJRDsQ8FzIcpnlY+kRay/0bK6NknXPR/jt/6eia2XpI3KJHkJbxVAFtDaYcyos2W8Ec/T9kgjQHm0+bsLORxMkjvfbPSADj//POTx+9617vwm7/5mzM/3b17N+6880586UtfOuoqPhY64wFUguA1CXjKnpNNrxpIN/qemdCT75BEyy0WTjclZSwpDJuH1D7CcH2k7lA/Bd5ySVfy3teNCcEtXNrWXXQqArWuS1jw1AE8gWn4qwx0ebDsJQSpSkOfYhMVFiGI73v7Q4GJ1K2dEO83UeXIBidAinouNBbGJXOmjzrgCbGPKPZp552oIlR9wgaf963UPUjWCIl9nZCWInlQwaUP+OcBksvK9YlpfWK9AbPaHLM4Mx0bnr4+kQ1X/Q7MPYAS/8oL/4wAdAC2QJi35Ksn9SZRpet5OYssxXv/ELsvry8JACO4ECfZWiK4OidXhUj7ZTxFrZLzDwJYpFChTJ9vHvBzPaTHivq/19KydPxifVMJWk8eVqXJ8kkTdn/3Jh3iuzNIxivwHwKCdE33dcJPEXmuVX3h18TgoTfMEUoAVW+dh0Cp8Dx9yA550GAXAkg1D1B8DOhXC0r+ydp1/IwL7rY/qedJAk8AyK4jjIF//4Mf/ACbN28Oz9eSPl1zzTX41Kc+hS9+8Yt4whOeEJ7v3LkT0+kU+/btS6RQ999/P3bu3HkUrRimMx9AAVFMn51W4kJ0kW71pcP99i3rKEs2SL+pOPWF+lBvshwnPYdNNgKPPkbRkUKofJN2yWu16UYPHDj7k3Ai5WF+yf6EReioDRORuf63VcAInjn7CpIKGJozqwBWpTEKmAzVLfzLCmgpCUrnFBjaQ9FQWpPhcBIOnaWlTj1MNBj8K5shzdRj3j31110q0jtLEehqCWTG6AP4lvoRYCsGCkZx2IAaP69EwlJH4BAkIgGdAKkEx/ejYdjSPdBMWsAfKVsnLjicEcgDVdMitFFAWgRrCBtwsr/noH+WDYeKrB0KUWp3kjJEeqbHRJKKik6az+rvbP6x6nvOpTihTO68k3I686SPdNut2og5SjAG1SL+8CdX+IT2JIDO/5YwC1JHbTuok6sAlSwSUd8oJ73rNkYkHxTK7mlzqBx6+yNIIHVdCMn46nWZsFlfvpb6cd4HUDxH8lVAaeYzIRsPA4m0LIChbps7tmMazAGB3/YRhwDGPX2etwV+HhjuaDFOGOnbkmelAbB58+YEQA0nZ1x77bW46aabcOutt+LCCy9M3l988cWoqgq33HILrr76agDAXXfdhXvvvRe7du06unYM0I8GgLJ+Q2/R2VC1xCCqHgae5eq3jMh6qY3YowTJCCV5JZ+KmUIAPJQyjsRGaEYbNYBhUcEpZt2RTAFx5aq25uLjxqmEdCTrAKR0kLu8b5S4WyQRCTAaUDMkdZCNVpiNMBhRKWSq0uQUJ0VlhYQ4NbKxZ+q5MB9Cf6kNV9Uh6SMvHtfgRPLQauPEq6gPGHrQInZ7cp9WlA7GDS9sUGJXRG6jMzUBEwI17nnw/DfuGbFLx0ZtmFKVlkJVpTgmgvER+pw6HCkgUXuZqAaTzYyBZI/Ukg7Ed3GMPY7TqkAxcM/Xp85HO3vIxqTzltO5XgcaSOXjoP9W+ego0n2mUJB+aBHXhVblSXskb+rmQQJWdf1FLZ7YzGGgAjFNaErWJmoRAV3wUlSSOZWttsVyal8FWFQdbYl+lV6opx5D/6lIKn1fDgmFO03TwGWNblgPhQOD5icAOkbrYvqgD2myBjKjdwDJfAu2bTmi87w1mFX0HdSggFcBaFutcIBR6yOJ4q/re4JJS8JnpTkS2r17Nz72sY/hk5/8JDZt2hTsmrZs2YLFxUVs2bIFr33ta3Hddddh27Zt2Lx5M6699lrs2rXrmBqQAz8iAIqsN1LV0ifZwPpW3sCzZNMCJWLYkHcCHCiKLxldg1UgnMijbUO6gNhQPLUrjq3TB4mCxlwCoMQLQy9KvVmpjTwAN1V/eZ7c5SbPbcYIJC0y8KT+Trye8oXj69I9FabAJekfzXS0OF1IG46SYzxJrKO04qmBtGZwfaT6EUAAUlLvENdGGF+LqFbo42eUjW24AyfOuWiDob6TE7gFTO1BlN68tfEvwatR4+8gBZKNXgMkwNtlIOYlVZM8/e8wtrIWZM6Hevp/NXhT8yCsL58X6W+Iok1SHwDjrK9ywCD5h75W3w8BoZxUWwG/YWaqmJRyZIakvaFulH6Sb+RJWu3pmL/j+DxupmqD18Xo8REpTuZ0ETc2Sp7LQCextAxgPMBPDlJaegMBXhz5lVo/gSfk46uLF94rgEee94Fqn14AovCmUBaQOXFIHUh9x6md4AwgQvlc6lvnHO3GhPcma1mtqW7+XR7u8lQVYOrUkbTX9ommI5BArZc+9KEPAQBe/OIXJ89vuOEGvPrVrwYAvPe974UxBldffTUmkwmuuOIKfPCDHzyictZDPxIAqmsE6udcB7iszUipj4lJHupRAEY6NkuBROXgJAOi9lCbtWYMLeJuQpRsPLoebBwTCR4XfvM0iaQpMq6hk51sQL3SMmkr0AU/WR/NIumT4CYu7VbjILVmS67fhMReRiQxEJu1lOkFEMbcdZfODTyVLVcCKKUf+mwpQlpOADCJLU/YLDzTFqmc/7aYuvHjgqOKhLxNkJa2wOcrfSblJmCCQQ2FPF0/ZRVWzNZoZkpQaiGXuZbKBlAlab2Uy9QAl4AtWI1FtsaGVAc2lgVv4J7XMXjvJcCga1cimy75fAOZbI3nJ2G9doF4oXcGDDvE2Tca/Ekf5emB5P7DnLQkJ2mfrzvVUlhsA2eHMcryDu2ROhDStqm/NZgOQFpLTnJ+kUtZgM6aIoMABJMiw6D4ua47gQkdaQRxErKC2gFbJJ+nUw9nPBTRcD1MbeGRGuz5iga1M7s5nvdtUEH7YjUA0uuFw3vVCf6Z9LtVHqokgHstrOM1Kak6k+I856yO65ACHTcamPOdNEeS5ToA18LCAj7wgQ/gAx/4wJFlfoT0owGgMLCph00cCcaI7wZmco78Z5WZT1zJl+PfgQ8adCJ6EyOI2pP8NCaQRRNc+GO7ktwMRd5HcdPkgcUVVFJActVEpx8krd8QA3NXm4JIxajpnpDkJKpPy/p5IpGy3D1hCaMOfUPpO/lW257lJCAgAy+JpC889E1tNdrilIlpRioeSaFhUEzNNVqAm4x36D7Vd9qjMZH6wW2y4j3Vsc1RoDQHyFw4xi3ALICpIZsJr4a0VdpJ4TQdxgzdnVf6x3Bn0+qVqGhJFhAPQqobyacTTy823oOvRWhTR60I1X+UeoWlHmKIBSqAEX7n60tRAuj8BhmaOWNTIfUH6344UmI1hj4vUvUOaTR4M2qaSrl6I5YK6rzlsRojDSo0sMylJqQbTNELU0sQ2R8aw1TK1aGaAt+hpO8ZyqmCVb1YfaNHsjNPNKPrKTfvV/lM/+C0L8L0k7bZHqNz4m7fZ6+Tg25mn5inPRl0PAJpnkr0owGghIH0jZPVM1B90uf1tI5ycslBJ4nKl3QaOYXkeai0CePoix/FUDZUPfXTG5WyScj7JV/ckE1IA5ccaIj7rEgwZIPxC5rJSz4G1HYJ/+p5JvWBnNL62qb/zcYhSDzyz/qyk7TafbqJp1UunQosSJEMgwsKY0ItYCYuvS2RBCyUjYULoC05qS/7OWAapBIYdbp3G0l3rpIy1iaVbUeykfe1SLz8uNkq3cQ0GBNgzCMHoox412X5R3Vg7D8QQA0HUODiFWW4VCOjkHH8O1SbY3rydmaJuslwdOdHl1LQoDZImbNhs/V9riUI2eEgGT8BX0C/xMvE9ImEp0/NyQAZJJt+0hhdXrZpDq7/PvChsYGejiqdAEuRalA7AOo4zlMwe+Dvje0Nx/XjpS4Jts7HV83l4MWp+rCv/AAS/TqSftLS4cRcQr4JUm3EdZj0Zex4kf52pXJqHNQ4g5VES/OARGpFsSx98Cqit7Ws23Chds+Glvav+yHS23WpqI8HHQcV3qlEZzyAYqjNn5R3jEzmgpPTeWCaBBclOJe6KBIApMXe+eIAEE8G+lREak35BW30AvTf6bom9dDMUDNTfXLOmbv8DAyEkng35D3ziNSmoepLWjSuABi0lAeR4QUbKl+oyyNrF6l3OQBglUYzFt1HGUnbcvMmXb8kfQ+AjGCJgsrQ1D6PEULf2hKggmPdGgRGaisOIAHSFqi//ZiYOr4zsgEp9CMBJNsxw47cN8UqUKwS7AiwIwY1Tk0pNlAyn3IpgK2cdCZIZQCvhgNA1s8F3/+Go+pUMX+Ed4xWnfQ7npDsn+lTv/L81CBd2hxsqEgVK+XK+tLj2iNZCutMS+iGAIW8U3YyMV+Km5CENpmlhlN1CdK9jNfkm2hHWqCBASFc7E35IY+jkXp+2JDDSt9hsSOlgMs7bLzgUL4Ah5C2YPCs3SLwmMhPBdgHw3O48bRywBIJFyk+KHnlYFDzlpyvef5gGmQfqt/w4KPPO1LWrfSzzGHlKaqa6e+tU5L2jNewVnsnAMzlm8dfg2qjDkOi6xSDq8rGkQ5wPg9CPLOC3X2TJ0mFR5ZB7WyAtFaYg1OZzngAlSzM8AAp4803LgZgAFv6u5oyNV/8xmcZFrACJIqhiat3DiSYItjgMuYhFRPGzfpEkzFcwC3GUD05RSn8kxqAI9kEglpQgUARaTPBqbSEwfaBKOlH3a/q4tjYx6TyiJ/rNmm+kDCgIcrbheHfSduTwjMmzVGCJ/1JrVfXsR9bAdleQmQahPvqwonV2zYxENR5MhdMQ852yCBlbsnpM61LiPgNhDmZSjgYogZJgK94eRoGVw5EibcU4Bl2JRsGh3FAwSjGbbhBPhlfAKayMMSw1vgI7qHImFYOLcEezQOqcCk3QoTrRMWipLQyLGFMwjhFoJPOM1lD8XfyL9T37IGMADhxEVdThPzkJw/wgtTNIAWoip+EMdSbZMg0fRYOC54X6A0zqCezORtBhF9nAop9G/LDg1vHsY7abIDa+N400g+IwN+6NnPpmYocKFo3hwH3N/v5I/O/qFVf63YLiBOpqfK2DFLPAkDJUXsm/UtxzImd/Z18b/xcSpxnpK98PYJDTmLjJ7xM0nCoi/GR9Ttx6Ixbg7LWQrw8Xy+C3zu8dDQpn2L+MqQJ/+m7+UB4iuXU/jbju/KvaRA9V2VBnywRFANrS6BOSE2OC53xAKpYIdCiXzggh4aZ/KaHXjACAtAChcS9UZtVlPT0AyvH8KKBXwBg4b3m0K4OtgLqRQsDQjFBcocYFyooIcf6sV+4IlrXou7Oic4oJi/ieC8pC9GXPQiU74Nhrs8sXP8gSTIgljz3/ZQCE68Rk7rrk6AKZii/dX+GftenMHET1+MXOiLNI69bb8A5+U3qb479Q16tZqYx/g+Xfrwbx/SbJY91GkaxnHoihrz9b6MmjZYIhGcNoiGwAcrDhGKZYp+QkzaRNgiXjc9vElzEzVWM1bl0m44d+wHxYJ8K68CxbLbknBuMSKKIURQuijsH5gyYooUZDPzH7nvAf2ecitfCneJb4y9u9rfFy7qaensuDRA5bvCdjUODO9mg9XpO6uQ/Ue72UVtLKTBK1OGp27zeGBJhh14jbf+7AAL83AnrWupH6cYeDjX5nJW0AkB1G0rJR1VJyhfeJyQHARXc1I78XPB8jqZu7mviBXdoKFbhgReF/iDr8mkXfR/J2Pk8TZ2CCA2K3c1TCuRlakzpNyMHhqx9ui2xsjqfDIT4v23p+g0EUE0wE/9pQaGvcwDm6k9RLdn6NbfolG/VhCIohNuDpI908NhQ7ymCpNVWyMJXUAxZILw7bULsT99O06BPYHXiaK7CO71J6+uFwSSicqB3gwtSB52MIuPRJ+YELEg+Q6cJVZ4wPVMD1SHjyqwjwOBCNm2EBWya+DeXBFtyr+ha4vwE9QMiU7Z+E2V96g8dhuCeHR4L+Brq5B5K7BukT1QfJWoERgxmOBDtXSQAiVpBOEXfs6wOWuXZUen4/qbGn6ZNDKwq41xMEaV7cjrXTLoFiolnjk0c21w6sp7+SjoubDpAaB6yDdeDalso0CTgunQAyAUH9YDJMMgwqPD/AtENfLAyDgT1vh9IbwyjLK361v3N3obDtgbWmgCowA5IsTHggoLKjwHnSUmcemDadCxFmpJULVP7gZGqcWRee54QNsD8sODThLniD0quce55R7ohgNDPB1vGOuWq9mLqizBx/fepHjuAjAb6wSLE+8pBmPEBVoPHrs9HVE+iqitWY90DgEDkncUqEDyDc54KL7madvmtbkMwGVBTi2q3hvraLX2opYgxEbqAOXsf6k+KXXswE1Tovg+DRLGJ9WUDwAOqAAALwILdfuHztiPhBX4Ot3FN6ron9l2qnSDAiFORXzoyT0M/aVtJxPmfhNbw8/JkqfA6YSmG0pymdMYDqDDRvXhcFoatok1Jnxu0adUJxJ/oCH6SatG8MKJWgRuZsMKY1OmT/XqQb2QhFauxbDZAs8Fx9tJLMgKfU2CGFYOOonxfUOl3b0aUMOWAAtkzqLxzEKXKTtqULY6g/9fSLFFrCoNBzCf8zehIucL3wly0qijYifU8CygjtgeKWXUogBQ/5uIR5OtqGvefrRJ8lrSdGCgmKkuK6Ysp0GHkPaA9z1PyZcT+llOwLRHUcloVaiuGHdvYb/6GdweYrOsjYpiOrtT/lL4mp84qyxZEjMmkWvOgSBS/s0oC6OJwuo+NAhi2sGhbE9Oyu9jZFgW48lKp4GFJsP4KmCBxqd06DZu8H2tbIhnvHIhw1uwc5Ir0L0iltbu9JkYKhAjRm1OWHzkgIXMoSLf8ptyO/XfCC1rE8Ag9YDDMdQWc9aarbbEsI979hpg/GLALQL2BUXhpHxNAHlDZkbObKSZpH9gRgjSqo0Ie6B/JIwF+vq5aMh7WuAIzIRttv0kI0jXNgzWIC6YCuo4EtCP3Z7ni0jqJLIDGjRFZ93fuRRzq5fuarf9O2iT3ljZxnEb7TNwHpN/DZduqfsrAPEipvGqSanSN4kXlGeYewV1348exgAvd4tXYduQcKkhUqieY5l54pznRlIKKQd/LZTxjtmPv52CFMftVmajd/AQU5gUEka1W1QXKT2NeKqBF9vAT2lZAM2IU0wgE2gW3IIoVShiASKUSdUAw2PZ5S5mN0tErBtQxJu8jBShzIVooW9susPoG6DA3AMEwOwESnAEmv1F2QJTe63MApjaPEJMn+zYYsvp650QtYFbIic+FgcsGJidK2ZRzxp7XVfJkOMasN9nwMv4WlZHuu3Ci1OpLUu+I41wwYhzOEagKaCoYVNpUyrSGLD84zrGLhF7XRXg+JFCF5A2XxhgLwKnn2tZ4UMUq3wimXJwu9w0zoW0NzJhhKwPbuEZz69SGXPrApB6QEBEgBvS5Z5gCRFpSAyBKEvXakL5lrxr1czX0s2zayN6Z2KW25CidmrprbIjV5ixgXuoi41sKIB5og58vQaKECNBCOkkr71svAeL4jQYM1ADVYXKbtOYxBBQNJbGQguRqqtqv60gxDRDzI9XuRGJkHd+zlUobeKnvLyVpD1HpyYPQbAoHzX2uEVBSYFA8pIqjhSGnZkzMH3S+RVyLgb+J6UOt5oOyudOaAzlskxojfRgOfa6cN4L3qABqLf0z8MF4U95AHA8WrMY/aCAI4DMokOapRGc8gCqmgJGrK1QEWFGNyV1E+bUA+emqc9qSxWEcswzv1R6lbW5AETwlWMvbCchN9SKOL5YpGqwq5uT09H4DmlBcpDaWx5pZSTna4NUiekQJk2IEg/Xc8yPtCM8LsphKAriEwWjDy+BmnoMIpHXUTCcwJyge3Qqzit5kSdX0yQxpvqmYQfULOduaYhIlBOQ36FY87gaoT8WSvMfAew36xOZGqQdt5cYhGPUWKs6SAu7sPaPsyAIVByNwsWciA1SjxqnL/Jgaw4l0SPqNqPvc8b743XjUoLUmPNegSNRyMc+4TaRpQ8+EfMkPWNuSk1AZRgELW4qqr4BtPZAqDNASbElOWuDBgMydYLirx0ZAhJ4Cen2ozY+y57KpsQ+Cm0sakgNJGwswNbw9Y8xfNm7ZLIOBNgHTzR6kWdn4FK/Q69gDLeOv6pE6JDZfjK7doz8MOANtDxKVhIlUuVrqFE0BYp+FOZv1X+gHC5gph7pxIR0MGO+RZVqAJ+l3bCh6+km7ff9KaI/QxvARgjQokThawN1JGMuO9YsG+sFcwlAcF6EGIdClO1y5+GcCtEP/sOoPP/W07WxgPdLXeq8xiN6ucsBWVdB2aSxX5Ug/yL6l+L3jnxTmsQC9k+boNgdQZwjJ4icHWGwJFFOnstHAw44QGYjJJnAFiEt7mKwWnX1Z8iEbmaaAp3YBWL1gimppinr/GEt/V2H8sIkMw1OfSUo0/qTkOXuVjqnlZOcARjHx7fOMzATPGEr6IxZE/uLYmC8XiJfJNt74swUYGWPi+E/HCHYG0NBgxzTKUJWkXRwYjJTPhryHJMLmmAC0DDxGD0t/UmuyvpbNSjFmU7PbwIfUN7rts0gB1AQ4CSBSGzvDgzdLUcIndTJx4+KCnZGv2DaNbJA0AVCqNPcfq0HOQRKQAqWk6hR5mzEMyxQkUi5fE76XMoWqsoUhRiOG4zI/mHoAnDM2d+q9mEfpXbrbltHUBawhoLTO+Lw2gCHYggAx5m/d/ClEEkFxXoitiPV9Vqz4A0qPsbGtgGbJDUi57AxxjVp3WqrZsf/RASEbsU/0Y9wiORRpVVG5LN/HZ/1SMnWJsZ+zztg4bUY7duuWGDATxLZOEepkGldHfajUh8ywYWfSvZC+h+/J+/RFfNCnrmHybSLlQShdLfXI1rdOk0ioM37TewgEujyJOGljOFTqw64BTMNuDhkldSr8GABgzVtkLEMGujz/b4ugjehQxqMgGpS8n3W6Fun870lzQmkOoM4A4nQek/cisgUn3lAAkrg8SL7x45yftmaMfS9DsQB549paDDyFYUkEZe7mMZR/UGuZ1EhV1E+yMRu9SBVgTPLzHlwUVBgEC6di4YK8OsJLRSxShqf6g0W3D3SAYVIHvfGEBql+soCBr4PatACn79cAKmk30jySkysjqCeGgJ1IoKpDDkSJumGWNGqIOn2cqf1CGzJAFcCSyQzDvScdVxwNwgsbQAgDzr7JT6Km6dFZrkEChkRaJRImUcf1SZzYUgDV1pC30bGwljp2TmQ4SrzUIsklYU61l/4GwV3lQA61OfsTeQmE8CNEyVwMKh5SaYF0/P3c0Kq0MEd8umLq50fN6brWG5U0SYEsYk7m3JAqPdq6UQK0ATUfApCmKAHpgBafsQ9wK3UxUzhPZFK/5YAVwiP4+moJVbYRdw9f3bneyxv71pti0N08qRdghH7JwFOou6QbuE2CmMFEnXHpqVwcE+vvVG08MPOHHPZSz5Cnde1JDmA6H80T18lTEpVkTx2TfshAG2GgbSeAqGXQGoWvFSfqVKYfDQCFyBSJnS6cGgrBCW3lIjBXB91ps4+IUyPhWTQrbTEFFu8aAzTGkl+4tgBWt1ugZJhlg9EBkbR4lZ3YveiF4RevabytVGKfkJ3w/fy0ApC8QbQdxVNXOEUxUNUxKKOpKfRfcnlyA3TuW5N3Wg1QRuCSM4vcY4YLRuPVZtREFZbUIZx85ZSlyoyNjWA0iP0VSO1I+sQ+yjM6M43gzzRuo+Qp0CwS2oW0jPV4tuQ2bLoPAiOl2L+ivgvfaDsnH68p2DkZZeNkHPgg6ag1qCgYrcRj0vU10V6pbU0IWeDUa8DSwhTTpsR04sQbxsdOahtnAO4+9GBL2pmVbUTVy+qbgZNCm0mIWNvUSFyMwgMIUS15NbctndS0XKEYa6pBEmxUKmi8bYlpncSmOkQRzJKvr4ChVkmWgKj6k8OPrxbZdHPWanYt+UqkHKWXEMHH6wppKAJtwElhRxFop53kDaXFhtK3q5hwVLPDr6OaY31VnXrBYfaOS2CyxfEq8eyT/mgXCKODjGLqJDar2wyKKQc7qnbs/h3v5xT8ZH3Su/nOAh15XbsPVFnx3eCS8fPK2YOyMyA32dxoYsHhom44NaYGv1Gi6A+KaupHSf+MtvlikrpSxMpaapm062Tik7kE6vQnOaFpkabbXJ243UDd9L4GdSbnWum1uF1LmPQmbl2cHxDBTFW8GfbMvkE4kUo+mgmupx5SjpxinCpO3ZReIKgZ+4CBqAC0iJ0zsCT5BONQBVqCCy8jCQ+RlEUK6Fp3yqMmgtoQ34Yjsw/jqe3FBOypdDpth9gBJxHDm5bDt8TOsUqkUrZM55HUexYlJ09NOXOVE61mtiJxKjiceqORuIUpo6qODK/Ni0Sa1Imu6v/0fwdjcA8sRYpUt4UDVuwq2AoA7ytqoArWGrAeFz+XAiDxUiqRqHHrJV4tAY2zgZIrdIg9OFKbBwHholoxSA6SIAFSvrzEMNvCqbS09Mk3RBvnmqDW6kqheoEHAW1FMA17EOau/mHyAMZLxZiUFEgATWiTW0xayhrsd+TKH7UmSDzLWn/NkJI2BamLks7Kd1apywJvINV+GScvjhfwJPUSqR8mLgK1kyIjgKewTmsk6nEtaQt9NyCpSST7ebo+yvPteafVvcGZIAe5vk+IOXhJRvVjmh9ZVWzn4NgTQd4Atog2YKK6lDLF2L1T95451zGIX6eU67iQzSs4kOY0pTMeQHVsFNR4hme1i3mi7VVyfXgiFRBGASSnylxlxwaoN3J41iwyymXC6AAlKjtjgfG+7iwfnPdruKQmRthy+uU0PwJS+48mSs30Rh68Q+rIFNgAVgFDzWja0nsRthGgseHUy8h72GivRGe8TUkgOW2DIWQrl58x3phXG1TqcVsHsEwDECLGADIZ8Gq97YO+QDfLO7fd6JOKpYV35xSAIKoXY/Fk4MJv958pGeOFaVCpAUBTFx1vOw6DFavFTDAedBWFDaqyqC4TuyTXoa2P2bS6Mor2UsQ+IKZbO6TsTQQUhWtZZMNpjPMICjGlgMRnXUUv56kB1RQCBkoAxmLZAYl20YcikQ2UEALkGibnij9FYmRuGr8eZbM0AJfkbQQ52jcqvqGvmtDraUgykxAz2hFhdZtzVCgmrh31Btf+pYdc/+a2NtI3iUrPl8F+E5eAvXruy9otGtdWsgB7iVlRcwqOOL3GigvC6lYDsq4fAjDJJFyuHwnFhLHwqO1tt9TbegPyhUc56ceSXHnNmMIY5pK0xKhdDhM9B9gAPPODn8nSZ4c9IAXQpnb51BsJxSpjdFBJxzIQFngGMSxRkAINgZy8byStjJdp3PrhJn5nS/JlMYxWOxvn4KLnyVq0Hmn5caG5BOr0JxGvAxg8qcQFodJQPMmGoJZKxdcsujvKilUCl+xUPHLyYASphVyoqT1JiBE3+RnzR9R4QPr9cGORnAYB1wZbYLY0JjtxyvdJEDnpC5P+bSuEk6iZApV3mdWGtfqk2Fd2HxPgJu2fCJAoyceK1EukA7anDKgyFMDV70RC1o6dHQOLpEHKNVn/q/yIu89CO0y3eQK+O8Crj/r6h11cpNWVUbAd6jmsJ1kIGWOxsFCjIMbh5THqtoygSyRUQGKAzgC4JbRNtitZONDTygWnDiDY0oseDDuJ0cTATAjlKqFYdcBGHBxMw2EDL6ZKUhmkGw6EiGqoXOEkHpuoucWmhbzkRYcPsJVTYZEFbEUwXvKTb9zEDFu4Tb1ciZ5k0gkB0OQd3CPlcHzHgb2FRzkCGr9GbQW0FdCOCNMthNEBRrnCIT+3uabqIrGHsxVFdXYjfeW8zsgyyhVEKZlfD7YEmgXXxxJ8N2z8rQM44wPe+9G4ZpQTDkE+/bRz1bOc2Ex1usM/LxRoyu2+qGEXrm7WgTBOy5kTWwPBNReAkvr0lSXzEeQOilrCxN7RhgugWmY/TznJdy0aMhMJ3oA+nwJxjkoDpC7Fqps37QISSR6AKJFUfdKJzH7CaB0A6qTqGB8bnfEAKjHY6yN1ek3sIoBg2xAWaXaCyUWlbDhxwy2XKcRyChIWHU9qnZt8EOsOAQPV1uSELFl6fpC4O2dSD7IIzFQMaTXz6hi9ireOcbZU3EbQlBqGo/cU1tfW5G9K+17e9bU/MR6X98r2KKlHRnpzCsIdtTFoaZ6ZIgZfHaK++jESzNH3LqSRCSttZxHlqPpT/JAtEC4/7dQlPgyfEmNhoUZVtGjawkmvgKCSC5/6q1fCRdHiyajvjLQuWrhZIVQHTdLHzaIJ86BcJoz3OaN8Z1tn/ebLCdjNJbi6P6tl98d0o7OlKequA0NHkqfm0tQYFDWCFCQYiwOANmL14xA8rby6K7wuqLOZD9khiaq8mDLKFQsRxxGcmphroF5y0ihbpRth2EzFYJzgbOSKWAeRtglYFPWgNlyXtU0MNGNCvYlQHUayPhyIdSpGF34hLuCOMX3W12HK9vR50h2U/uvSeAP3mrEWzcImeg0N8Yi03NlliT1XO/bhMhDHgDwYtyWhXOV0DzhaHCDzlv38NPHAGdinmgNtRcFpqOMlrMall6+eaJpLoCJdf/31+MQnPoHvfe97WFxcxE/+5E/id37nd3DRRReFNKurq3jLW96CG2+8EZPJBFdccQU++MEPYseOHSHNvffeize+8Y34whe+gI0bN+JVr3oVrr/+epRlrM6tt96K6667Dt/+9rdx/vnn49d//dfx6le/+ogbKJtr4qnFCC7NelMSu4FArBhIj+SnmCAGwCTydkxZ2Qp8zTqxSR0CcPHlmxYwK746BDTekFmfYph8+AVyKsIc2FELlHVM2ysOUXWQb8Ij7m+/pA8ecT3vcvCUiOWztLnatJOXrq9WU7Zw0iK9GSubFfk7AFCOddDq3MT+RcJXeMNOmSuc10PVL8wnRi8w6NCM07I+PTrDctnIyW2URbZT5IZZSq1XlC2qqnVqO2NRGotDywtoWyNVT3mtJadqswTUIvqAi68k95h5tZ2Z+IPCBCiXJbI1wlx2alv20kFWfR/VR9Qy6iUDWzrpiFSqrZw0RaRQxEC5aoNNCLx0JnifttHzSdQ6xdTZ4owO2zDmBYuhPjnppajwvHddUTOKfa5e3XnNcUyVWoWzuR7HL4YJ6B1n6wypzcMcN03qAU8JX3H9HNaSSJytby8D002EyVYTpXieX5QrHDxyNfBhQlArLjzCAYAxESZbHDgOoHUNABLapue/b1OSJJS/ngxnlxVI8vTzRlS2R0rETmJZTNXYKRAo4RFs5eZQO3bAdrzf9gbl7Bbg1JtijyZq2lwtJwfodkwhFlTQEAzwZK2CFpoZjuV4ks2R91Ca05OOCEDddttt2L17N17wghegaRq8853vxOWXX47vfOc72LBhAwDgzW9+Mz796U/j4x//OLZs2YJrrrkGL3vZy/BXf/VXAIC2bfGSl7wEO3fuxP/+3/8b9913H/71v/7XqKoKv/3bvw0AuOeee/CSl7wEb3jDG/DRj34Ut9xyC/7Nv/k3OPfcc3HFFVccVUO1zZGIs7l0UoWwkRFCxGmhnPklouLwEIMnn7QSqgz/W+yC8si/nb1VhBBiKJrZ/kh8pM5c7Tvdz6pndopktVC1cWU4dc9qt+/noFaTRa0BBmflSMMVAJK6uHaz7zdKnoUrbCjmB/VpKknkUO8gXZITvAJgXEoAOwpqS7FNEtVuMj/0qdyk/cyqXh27CjX/2N9or6/ycBcYU3jPJcBtAZTWGZRbApP3xPPXtrAlkLHuWpXWYGLJG4YbNMSw3sNOvO7YB8i0tQFqA1opXKTq1tkHlivxPkA5eRMLOOIgUXJ9J67c1LXHC4NCEVwYUjZfsb+CzYzffKkVyRMF785Ewkx+02eJAu42fJMbS/txbo18k84zU/Pam6BJGzQLAuRgK33pgFq+Jl3bKaz70L6eO+LiYcBl0owJk7PcV6MD8VBQTDiRwkndZA5bf1G2tvsiZq/KlHARwweCRBKs2540drinEknsOmkovdh4iRRxTd48lDcY4VrjOB2B1vE2MeUzrZtPtiCntlyjPKY4XhJoVANmF53ePbdlfxiVXkl4D3g6qWQlANlaaU5PIuajl589+OCD2L59O2677Ta86EUvwv79+3HOOefgYx/7GP7Vv/pXAIDvfe97ePrTn449e/bghS98IT772c/in//zf44f/vCHQSr14Q9/GG9/+9vx4IMPYjQa4e1vfzs+/elP48477wxlveIVr8C+ffvwuc99bl11O3DgALZs2YKLfuW3UYwX4E60gLjxCxgolEqN/UlCGy5rFVoAC4ohy/UIxSpSppsf6z3ZEqg3eebUAlz5DWpZpZdvGRFISPRjSZNJOIKqzW9Eof5i+ySAQXnt6A08bOrZqSUw1yrNV0taZi1WUZEFg3G9kenyZANQpzFASS0ysNVh5OQZUVaXjupRNiz9WwM3ykBTZn8CuL6YbuFgIyZBS4sVNQ66XK/CbZbc3XVyh5t2KXdSRIatnE0d+UuNIcCNEONAeU+8cEGwtzUi75lHhTP+lnvnmiY3kogdJ9ffcGtQ3D9Cdcj1oYuD5Q2rp94AWUn5aODU2FaEyRZCuerSRvuk7lwJEh+vkpN5cFSk5sygynjguw6t9a2ag+ulrkSVvESZUNSchAHQc1tUeTOro2IZ1RsIyzuc2cDSXsbCPi3WXV9dKVNbPmbSY3MiSIHwZpFiuIYBWqt/1yI9btONjm+MDsU+7AU6qk+CNsRE3hPu3VxjruV2nFprotdBO13FXf/fO7F//35s3rz56Bu7TpL997LHvwGlGc9M29gJ/tc/fPiE1e1Y0mOygdq/fz8AYNu2bQCA22+/HXVd47LLLgtpnva0p+GCCy4IAGrPnj149rOfnaj0rrjiCrzxjW/Et7/9bfz4j/849uzZk+Qhad70pjcdcR21AWihjRV7jMrJeiDEaTpWacMpQQwL/SS1pTpcEUJk8Nxg0LQu3hQQN1vtjRbqxPFkLCqQZGFoCQ7iJq1FtTrEgXaDTdQNemFqAIc0jfOioxj0TH2XXJdA2b9AJ70uKwS9C79925EBJ59HYksR/qaE0Wij0z6Vm5OQABDJldqs4IGSSJDy2E2A69fqACWgTtt+iS2VLpfYqbqkX9gAdsxJuaYGilVtS+RAlK042D+wYRf3KBi2UZjLTAA3hbOTICeJcnOFog1TQyDv3VZMCdV+Cs4REmW+mLKPw+Xmnq0oYczswaoGl9p4vzoc4wslF+ja2K8BiLWzjZHXTQLApX/Xu2E/lnJnze+McgmIHErsCLAjdSG4X8O2VOrLFonJgczZKEkVSZ8zsN/4945flKv26NrHskaOEYpSY3PcgZTiO4TIs4LDxnEoXvPtcpWD95wbS3LqPeNtAPWBET4oKrtQLVwg+Nt06przZlW2Fcl4Dp6gnh1LQHwkNLeB6idrLd70pjfhp37qp/CsZz0LALB3716MRiNs3bo1Sbtjxw7s3bs3pNHgSd7Lu1lpDhw4gJWVFSwuLnbqM5lMMJnE6JUHDhwA4Ce3mky9lEti8te5TVEPMwQh3tBNzm6FLPkga4qsUynoonPj5SBCZ+V5pxcHZAPKKtIiDXGgT/s+nwgs1ErsYSoagLDxqs4kwyR1NwOdjxTTl6zvmTDB/J0GR57EfiUBdDlw0mUp0CNSAO3KLJvYLHK2JrPT9KlSA5gmz1fkjkBfBwkyqG0c2sJJphI1n49ZRg2FkBBsEbzdgpRUwKi/AsfU3pXeS4dM42P1KG9Qp07mpL71BgSbHADxEKFsCMXjtJgwqhU1Ufuk8/lcPpYMNAfmQDrfh+bGsSg3z3sALGhAKY4JzQaKHr8h5Eecn+JVZ0cxVpN4+IkNJBfOnqoST74+gDerq9XhZy3w1Gd/s9a6OaFAKinT/wvf/ByEWLHteux1KqZuXbUVuVADpbNHg3HX9VBmkyXqawmfweTSUBHV2hp0dQ500j6tps557nECjusixjoA1AmpyXGhowZQu3fvxp133okvfelLx7I+R03XX3893v3ud3df+Ekptjj9jC7+1gbTfZu/nLaR8mf3r+A39pGM/Wa8lv5dYtREoBTjtcjmChsZlKjiyBv36nwSyhha78YxsLBEwDH4fg21dejPnnx7JVRZnRJ7CLVJy2lcjDbzjTxWQI2ZUpNhiBmRSnO8yYPlcgURsCnDXlJztJgQzMNFrBtFN383V+Pda1qtq2+id84O6UnUgSffdIvEULsdEZpFL0maMMZiRyOBnfy/eV91AkuutzuIoKNChys28jRHKRGxJbkwCNlYH2vSktDey67Zz90RYeERG8IJ8CoSJqEBdL1IWN5JGO9znnzB9i+Mf/rdoDRvLR7E3I2jJO+EH5r091HT8QRSnP6dzBl9mB78ntcNpBIpUQDu7l/TcLgomlof6iWX3rMPPaGMx0kOzT5+WLC7RNwn5HtxcMlj5XWI/MXoJ4PmEqguXXPNNfjUpz6FL37xi3jCE54Qnu/cuRPT6RT79u1LpFD3338/du7cGdJ89atfTfK7//77wzv5V57pNJs3b+6VPgHAO97xDlx33XXh94EDB3D++edHcGLi5AvrSIMPDaqyeZ48yyQjOTPRhtKGMXwq0+BMwFMAbnIzeIwsTVoNoqukfoST1lrzMXs/lF425WBYOivfPM+Bk36n/3ryFHWVvKesjWIP1o7cnWfwWi/NhAYlDRlQSjyRBFBpkAf17EgobHA938pvAU/+PzFAlyTRZku/ozRfqb+XRORqXCcNlSCBMX5SYLok6rfoLSbqWlswCso8meKtwEePQ2Tj0dlmm1bvxnoU48CFt4GZ8PCcOBZEzpA/qBCVGrhbHw7evmTTfpRxljk/OgzwQ0C54kI/cDDu7ubdO92Pwelf1r/+fVSUj58HUo/VBknyTpxafDnaaL5PHR+/p/Tf9ZapeISo08T4O5oMwLdRgd1wqKNYdyCRhpvGOURYVYZOu6ZDkJRFxwD0Hi1ZtbHNTHN60hEBKGbGtddei5tuugm33norLrzwwuT9xRdfjKqqcMstt+Dqq68GANx111249957sWvXLgDArl278J/+03/CAw88gO3btwMAbr75ZmzevBnPeMYzQprPfOYzSd4333xzyKOPxuMxxuN+YzXiTOUyJFUZzD3m06eLDhIAqNOjSHDyb3KAw2pyZxXQm4jkFaI9C7DSc08A2ADYiw3Jfvds8KTyKNYIdDe0sUlQ0iSeVpa2z2CVCOES0MBgBRSZNPwEWTg1UYEgMWP9TqqZb9rZ7+Tbng1+vZKVUKYHPr1Sz77+kr7J3dYzIMcGbpyz57ZI8zIS4Z26AVhD/CAr/zkJU+u9t0b7GIsP2wE3/mNDes0cL2LjJE/lij0BG8gMINB3EhugkFTWX8tYfMgBs6CulrQiFfTUuXoEgMAzWX9rgZ/ohafWJilQHubyEQIN4xwMippj4MmkwY+N5L49Z/vFYQ2YhtPDkaK4Ho+8Etq7VNfBxY7yNmy+/+qN7pDXHkrDvYQDjz9AyXf6OhdXvyOuXkKd/e9E0lwCFWn37t342Mc+hk9+8pPYtGlTsFnasmULFhcXsWXLFrz2ta/Fddddh23btmHz5s249tprsWvXLrzwhS8EAFx++eV4xjOegV/6pV/C7/7u72Lv3r349V//dezevTsAoDe84Q34L//lv+Btb3sbXvOa1+Dzn/88/vRP/xSf/vSnj0mjHxPjHpKqZO87J10FSEJycfvtA1bZdwDcIiNK3JYT253srj0BBYPt1aAva0LAGbP6ivsBUCBlVD1TMpb1n+PRXrQtqqIehiX2Ouw3F1IxUvJ4Kh0w2VcXf2XIoORsLVqjjZ06GEQDcCX9EqlbokLO/8jnnB/nROLFLkp1BJ8+wrqJoEqCLQIIUqmZ0dyPgnrBUg4S15VPV7XXyVNvUCaqOY5YgngU5EI3RHCRO0j0UeuvB5LwDCGmVbZ2OnZ9YYESJCDpLOlabpScAKTetiAFT+rgoe3h1iQ/J6kFShWWwtXpsSKDWC9xxDFtDITZJ4l+TKBJeEvPp+3YBUStDjOqwxyAkQMv3aCvkpe7msr1qfVe4kcj4euArVm86ERSaxFcfYfoR0UC9aEPfQgA8OIXvzh5fsMNN4Qgl+9973thjMHVV1+dBNIUKooCn/rUp/DGN74Ru3btwoYNG/CqV70Kv/VbvxXSXHjhhfj0pz+NN7/5zXjf+96HJzzhCfjDP/zDo4oBddTi5mNFIinIgBVpF3aO/3Ymfc8ikIXJlgLQEIBhwKnENNu0g4RM2Upob0CdBoTUOHFWGwfoiE/+HEGMPjXmLr3aA8yVw87DTNJr2ygtdQK6DDAHZkfLeDRzZQCFuwoiH4NQZtY21w4EWy19RZyWbOlxC8982cYDJnFoMHXm5ZYwWE7yK2rG6ACChOBYeWIN9Wce3HY9tKa6JwBmjnmfSGLMBnl5crFpmrJby8Y7AZDbdMOw2X5XfHE2OSIpBUNdPLyWdAAQvWL0oOTwbD0kATnjgY2ODajV64OB0WEveWpnZHy0wAnDe4kG6s7TNPVQFV4fwDwQeKsDqK5vTINwofkR1U+DLimTESTVJ019B4DZgtcAUGu9P5XpMcWBOpVJ4lA87drfhllYmJn2eCH15BTXt1kowLQuA81sMSSqMZ2mxwDX5d3DgLXUImNI+nfvXUozJFDr1c8HRtoHbvxpPmcOfQAqBVvRg0XbRfS6MWtpVd48Sf9YT3NH8a0AoUFArfp+MLZWeAgPplLQFYy+2cUPIhvvf8vLPRogtV413XFzsxbJpHXqtekGd/1GtTxkLb3ObPsAKQae9ZFuay6FWwNYhOCLCggEgLJO0vyBjb+uJAfWktYbNNvKpTNrXbuyXunSMZQKtiNK7PyOlGaBcp7BHwAAJBHz0ZFAynvNo0T6K/V0ambEWG+GQjyojjq/p25SxiwexeTjQL3vxMeBunTrv0ZJsy3YG57iln3/vx+9OFCnCyX2ST00xOiPWpUj32ujxhn1conXkaHa0OW3eHkEMnB2DzOYdG5bRYajh0fP5ssEJyVbB5CYpa7r2ADRbAahwWfiitwDtgQghfhEPUBCg4t+dUj2t36Xp+ura/YuBwY6CKn2tAIUAPTSAWozIMwK7ELN2fyE2dNmLfXUQRe1iqYduxvoc/A05E25XloPiOoVZhyjzZWsuxxYNlkWWxC/0XW8tGbmFdPMVM8dSd2HAPIQiWpPDNalbkd7DuYUHHecYkSS5x1x1pPfuibLYxxf7d3cjpzqU9/hdyQkALv3nUhywgNffsYfguc03NjYgsKz3JwgfKfWJQAX5FlU7IiXc8u32l5KO78kWQ4cZk+aFEo2jjXTnJ70IwGghGYx8mQj15KObKL2qtlmUbYAZbMQV+e+GE8dFZpeJMqzp7M5KQCQSKfCsyhalktIg5SndOo/8QbUxvBkYyDO0H7h31lfhH5bo1vW5LGZJMrqcBAaSEjsHOMYKbyRtVG2Rb0eS4Hx+fx7QiHMquOgJ4zMF29HpIFOGAd9Z54/4euAnkEto/ITNVw4xbboRqeXugnoDMbAwxt+vUhoFwijAy4aeJ/k6bHZDBJYFdqbl1pnsVz1g/vTrJdMyzDLjGrFn8bHxkWMJmDp4Xbdm7n2Rjsi+x3d/4+Vjso+JpWI5DRrc9XAgtYp3TneMZ7YAKtnOYPxapldwFAcIV/uZMoYUu/1HXT1Qa6YuuCZtopBLZslQnXQ1S9RtavvghTYXzJv/F2ctnRhWpol8qAKQd3XbEhv1AjhbYSf2PjfKUF2HZU5jVV4ZzyAksmUuBT3SB8EDIh3RRJtHClwsN6+plcC0Ef6JMFqc6esfpIkjywrC8ODsbB4M/d9Xd6gWoQi6ACRC9rG7K4ukT1c8tMhDPqMio+EYWW8KT/B5WnEYJiYYZp4p1qQNBk1Rj4PI9cuKUmLIYLcUt9Xj/Ct+Arn7wc27hAUUwMoZYtgpioOTA5wVHRuuYMvItKsT8S2TXlCho28D8yngolExWpLf1Kfwk1o/727I4175/Fj2ZScw4TamI7INkj/kAyPsiIc145cjRMvPKZ+gKYOI7m0LhnTdTbpZBj0zgQysuGqMRH3+2AD5yV31HK45JkLF/BTew73SkOOMYbKDzymFr7E4W7Ox5x/UI8eeZ2IgRbk7BYbAODgCWt1eJQkA/dt4YGpXExcrjLKVfbG55SEGClXKB4aKY5ZR42rBAJsgKPQbB4bmkugTm8aP8qgJUY7jhNNU4gN5ZmprSKACcbalP5r0QU4M4niAg8xfSwS494kBhGloIzYA7ZGfeOBQ0dC5heXnGY65DdvbbhILcD5reUcmZWkk7YkjHeg7R23aQ0iVRl5+vAb0XNFLlYNwFFLx/QdYvnYMoCWZ45RYPqawwyNp5JM9qrORPIjQDcDMxrwJOPWB4Sg0sl8EIbdrt3/nTYy0C44l2q5s880QLkcGX1a8LEJYRBA1GPK5LFWQvW3BahmjGo3OC5iNIU0GiwlWdie/j6ieh1fqczRE4X5Vy+6flh60J3wphsMplsIxYTdM3Z399UbXET7vn46ruEpPN8xNTA+aMOz8O8x6uKjqT81HOKlMQHVsuOxzZiCp51L6P9JAie7Z82i+6accHge1rnnA6ZBFNiwD9kAH6tNrVmrdva2ojTMyQkktha8hoThdDYiP+MBVLnKKCyDlzlsbvnGFw2MOWxY2l6HTYwqLsAqngIy1YvOWt7p00e2OAddiQNQSb/pzEUttchPzCpNEp+IAcpdR0MkbAU0ZzCSoTXRjuJN8ON97AIY+jrM4kuDpz7dPg06WgUuEEFpIsnrOfXl6rRZxu5DUoZEfSdlZ6fvvm91mkFer8Fpnm6oLYpsSag3uitCBAC70ASMYuK98iTquEUMe3Ec6WRIX4Yot7cyLbsbBHSfZ2OZPMvW1bGWtJwsIkY8THq1XTFljB+Vi45dxxVTmTddgN0niToude05EIW1fwqMRzhst4xyFWAtPe7hDfK7qL0pgTqMaRUqq0Oz7GWWnOdedViAl8usCPaW5MasPUkgpZ2r8E5rciJeTi5c7Sx8Ey+GDZuxWoghwnBGjmG4zHIDX7cAsstqM+mF9oIaXPhS1z4RsLzi2C4R6w7aXPRIO3S9zHq9rQbqY0t3kgLc3U/FpPvNoIF5bx9H6UCyYUk+Ijnw+feqGXX/6vJ76pHYWfXlBcUPKPknjMGaPDwBVWv090B/Dc0FLtwN9AXFGFmmBbhxHmhJfKHeDI5f8MxTgnpAT2JzlicfAMAAAr+Qv093ElWSqCmLmmMARllnbUyX08nGLh2p90mkoN5Te896qIC/R6+ieB1QD29kEzG/HRF4lfs9ZVlJqE4GMWPNSORzFd6pS+2IQNUaS3sGqAiupUBHz6zVKGIU3skXDPZikkRiQHAeY2vUX/LNPc4Co1DSpfQESInRq27TLFVa8qzPDgXZ9wpUUOvsazb+Q+wX5/6Mjgi7t7y+zW1AyiPfcOHUUtUhRrl85MxzyOtI8u8zII2J1SsDTLcaZy+ymr2beTJfe272fdLpD/bu0TVj6f7oTZd4662DT53R4GkWzTig/KgRtT2zcp3z56RSfsA5jUjzvWLKnZhfHVONhPc4AUAeqV7SOUnVyYG3bNkJIGalmQOoU5eaBQI8gBoKSxCutdCAyAe4S4KUJSjG/48HYiQpWjOWyKxvldqw+84DMxVTJI8To1VxwcX/OBCx27zL5aiXbysHbmzVvXj2WJQH68TXzaK7dLeobQJ818NI15VmHeu7GYvqjIBjdb/XERBZBhfO9iLYq2E90rDZjPpHiWapc+d0GtFpOIZrrbd8Hae/3dpvxsbZW/Us+rY4SfJBFhfCtdKcnnTGA6hiChTaTTybqMQD3ket3HpPMxfkuk/13CNFWouUtKp3o/c2W/Fdj75BlyNtWi+J6mtIxZipF4up689gwEhii6PKnZXXGtKpnETKYqfOU4had/OXrQQ8Iml/3518wfuGuiAvqvOGB0vSmBYoVslLgbBOXd5jJN3/1t9ZqKVOjyXrY5DH6UbBo3PGPDwhffIj1u+nFJ1sPWQfrTUf/IEx3PvXJ206SXfhzSVQpynJoNDBZaCy0bZJARmNMTqoXd3BFmyYgLjx+gdMgJXrGPIsbARu+vLJjiH7Wm1ReZs2xmrK1XGDm56AoI66av11WA+RZdgRoV5yfTc6zCgOclCDHo/NxxjAPOI6ofZ3A1qm0L+tD4JLGbBIvBy1UaqylYIGffAqXO/2LsH3AgCfAON/wPquvjke5G2X2pJcUMwppwFW1/huTqcQnaLjEbxyTzE6ptLtU7B9fXaw0STCeZGahmEOszzqENWr7rsTDFYanqwpYWow67b6U5vOWAD18MMPAwD+z6f/00muyZzmNKc5zWlOJ58OHjyILVu2HPdyRqMRdu7ciS/t/cy60u/cuROj0ewrX05FOmPvwtu3bx/OOuss3HvvvSdkwhxvOnDgAM4//3z84Ac/OO3uCxqiM61N8/ac+nSmtWnenlOfToU2MTMOHjyI8847D8acGDfF1dVVTKfr0x2ORiMsrHFn7alIZ6wESibJli1bzpiFCACbN28+o9oDnHltmrfn1KczrU3z9pz6dLLbdKIFCQsLC6clKDoSOgUiZsxpTnOa05zmNKc5nV40B1BzmtOc5jSnOc1pTkdIZyyAGo/HeNe73oXxeHyyq3JM6ExrD3DmtWnenlOfzrQ2zdtz6tOZ2KY5OTpjjcjnNKc5zWlOc5rTnI4XnbESqDnNaU5zmtOc5jSn40VzADWnOc1pTnOa05zmdIQ0B1BzmtOc5jSnOc1pTkdIcwA1pznNaU5zmtOc5nSEdEYCqA984AP4sR/7MSwsLOCSSy7BV7/61ZNdpV76zd/8TRBR8t/Tnva08H51dRW7d+/G4x73OGzcuBFXX3017r///iSPe++9Fy95yUuwtLSE7du3461vfSuapjlhbfjiF7+If/Ev/gXOO+88EBH+7M/+LHnPzPiN3/gNnHvuuVhcXMRll12Gv/mbv0nSPPLII3jlK1+JzZs3Y+vWrXjta1+LQ4cOJWm++c1v4qd/+qexsLCA888/H7/7u797Utrz6le/ujNmV1555Snbnuuvvx4veMELsGnTJmzfvh0vfelLcddddyVpjtU8u/XWW/G85z0P4/EYT3nKU/CRj3zkpLTnxS9+cWeM3vCGN5yS7fnQhz6E5zznOSHI4q5du/DZz342vD+dxma9bTqdxqeP3vOe94CI8KY3vSk8Ox3HaU7HgPgMoxtvvJFHoxH/0R/9EX/729/m173udbx161a+//77T3bVOvSud72Ln/nMZ/J9990X/nvwwQfD+ze84Q18/vnn8y233MJf//rX+YUvfCH/5E/+ZHjfNA0/61nP4ssuu4y/8Y1v8Gc+8xk+++yz+R3veMcJa8NnPvMZ/rVf+zX+xCc+wQD4pptuSt6/5z3v4S1btvCf/dmf8V//9V/zv/yX/5IvvPBCXllZCWmuvPJKfu5zn8tf/vKX+S//8i/5KU95Cv/CL/xCeL9//37esWMHv/KVr+Q777yT/+RP/oQXFxf5v/7X/3rC2/OqV72Kr7zyymTMHnnkkSTNqdSeK664gm+44Qa+8847+Y477uCf/dmf5QsuuIAPHToU0hyLefb//t//46WlJb7uuuv4O9/5Dr///e/noij4c5/73Alvzz/9p/+UX/e61yVjtH///lOyPf/jf/wP/vSnP83/9//+X77rrrv4ne98J1dVxXfeeSczn15js942nU7jk9NXv/pV/rEf+zF+znOew7/yK78Snp+O4zSnx05nHID6iZ/4Cd69e3f43bYtn3feeXz99defxFr107ve9S5+7nOf2/tu3759XFUVf/zjHw/Pvvvd7zIA3rNnDzO7zd4Yw3v37g1pPvShD/HmzZt5Mpkc17r3UQ44rLW8c+dO/r3f+73wbN++fTwej/lP/uRPmJn5O9/5DgPgr33tayHNZz/7WSYi/od/+AdmZv7gBz/IZ511VtKmt7/97XzRRRed0PYwOwD1cz/3c4PfnMrtYWZ+4IEHGADfdtttzHzs5tnb3vY2fuYzn5mU9fKXv5yvuOKKE9oeZrdB680tp1O5PczMZ511Fv/hH/7haT82mqRNzKfv+Bw8eJCf+tSn8s0335y04UwapzkdGZ1RKrzpdIrbb78dl112WXhmjMFll12GPXv2nMSaDdPf/M3f4LzzzsOTnvQkvPKVr8S9994LALj99ttR13XSlqc97Wm44IILQlv27NmDZz/72dixY0dIc8UVV+DAgQP49re/fWIb0kP33HMP9u7dm7Rhy5YtuOSSS5I2bN26Fc9//vNDmssuuwzGGHzlK18JaV70ohclt3VfccUVuOuuu/Doo4+eoNZEuvXWW7F9+3ZcdNFFeOMb34iHH344vDvV27N//34AwLZt2wAcu3m2Z8+eJA9Jc7zXXd4eoY9+9KM4++yz8axnPQvveMc7sLy8HN6dqu1p2xY33ngjDh8+jF27dp32Y9PXJqHTcXx2796Nl7zkJZ1yz4RxmtPR0Rl1mfBDDz2Etm2TSQoAO3bswPe+972TVKthuuSSS/CRj3wEF110Ee677z68+93vxk//9E/jzjvvxN69ezEajbB169bkmx07dmDv3r0AgL179/a2Vd6dbJI69NVRt2H79u3J+7IssW3btiTNhRde2MlD3p111lnHpf59dOWVV+JlL3sZLrzwQnz/+9/HO9/5Tlx11VXYs2cPiqI4pdtjrcWb3vQm/NRP/RSe9axnhfKOxTwbSnPgwAGsrKxgcXHxhLQHAH7xF38RT3ziE3Heeefhm9/8Jt7+9rfjrrvuwic+8YlTsj3f+ta3sGvXLqyurmLjxo246aab8IxnPAN33HHHaTs2Q20CTr/xAYAbb7wR/+f//B987Wtf67w7ndfQnB4bnVEA6nSjq666Kvz9nOc8B5dccgme+MQn4k//9E/ni+UUpVe84hXh72c/+9l4znOegyc/+cm49dZbcemll57Emq1Nu3fvxp133okvfelLJ7sqx4SG2vP6178+/P3sZz8b5557Li699FJ8//vfx5Of/OQTXc016aKLLsIdd9yB/fv347//9/+OV73qVbjttttOdrUeEw216RnPeMZpNz4/+MEP8Cu/8iu4+eabsbCwcLKrM6dTiM4oFd7ZZ5+Noig63g/3338/du7ceZJqtX7aunUr/tE/+ke4++67sXPnTkynU+zbty9Jo9uyc+fO3rbKu5NNUodZ47Fz50488MADyfumafDII4+cFu180pOehLPPPht33313qM+p2J5rrrkGn/rUp/CFL3wBT3jCE8LzYzXPhtJs3rz5uBwGhtrTR5dccgkAJGN0KrVnNBrhKU95Ci6++GJcf/31eO5zn4v3ve99p+3YzGpTH53q43P77bfjgQcewPOe9zyUZYmyLHHbbbfhD/7gD1CWJXbs2HHajtOcHhudUQBqNBrh4osvxi233BKeWWtxyy23JPr3U5UOHTqE73//+zj33HNx8cUXo6qqpC133XUX7r333tCWXbt24Vvf+layYd98883YvHlzEJefTLrwwguxc+fOpA0HDhzAV77ylaQN+/btw+233x7SfP7zn4e1NjDWXbt24Ytf/CLqug5pbr75Zlx00UUnVH3XR3//93+Phx9+GOeeey6AU689zIxrrrkGN910Ez7/+c93VIfHap7t2rUryUPSHOt1t1Z7+uiOO+4AgGSMTpX29JG1FpPJ5LQbm1kkbeqjU318Lr30UnzrW9/CHXfcEf57/vOfj1e+8pXh7zNlnOZ0hHSyrdiPNd144408Ho/5Ix/5CH/nO9/h17/+9bx169bE++FUobe85S1866238j333MN/9Vd/xZdddhmfffbZ/MADDzCzc4294IIL+POf/zx//etf5127dvGuXbvC9+Iae/nll/Mdd9zBn/vc5/icc845oWEMDh48yN/4xjf4G9/4BgPg3//93+dvfOMb/Hd/93fM7MIYbN26lT/5yU/yN7/5Tf65n/u53jAGP/7jP85f+cpX+Etf+hI/9alPTdz+9+3bxzt27OBf+qVf4jvvvJNvvPFGXlpaOi5u/7Pac/DgQf53/+7f8Z49e/iee+7h//W//hc/73nP46c+9am8urp6SrbnjW98I2/ZsoVvvfXWxG18eXk5pDkW80xcsN/61rfyd7/7Xf7ABz5wXFyw12rP3Xffzb/1W7/FX//61/mee+7hT37yk/ykJz2JX/SiF52S7fnVX/1Vvu222/iee+7hb37zm/yrv/qrTET8F3/xF8x8eo3Netp0uo3PEOWehKfjOM3psdMZB6CYmd///vfzBRdcwKPRiH/iJ36Cv/zlL5/sKvXSy1/+cj733HN5NBrx4x//eH75y1/Od999d3i/srLC//bf/ls+66yzeGlpiX/+53+e77vvviSPv/3bv+WrrrqKFxcX+eyzz+a3vOUtXNf1CWvDF77wBQbQ+e9Vr3oVM7tQBv/+3/973rFjB4/HY7700kv5rrvuSvJ4+OGH+Rd+4Rd448aNvHnzZv7lX/5lPnjwYJLmr//6r/mf/JN/wuPxmB//+Mfze97znhPenuXlZb788sv5nHPO4aqq+IlPfCK/7nWv64DzU6k9fW0BwDfccENIc6zm2Re+8AX+x//4H/NoNOInPelJSRknqj333nsvv+hFL+Jt27bxeDzmpzzlKfzWt741iTN0KrXnNa95DT/xiU/k0WjE55xzDl966aUBPDGfXmOznjadbuMzRDmAOh3HaU6PnYiZ+cTJu+Y0pznNaU5zmtOcTn86o2yg5jSnOc1pTnOa05xOBM0B1JzmNKc5zWlOc5rTEdIcQM1pTnOa05zmNKc5HSHNAdSc5jSnOc1pTnOa0xHSHEDNaU5zmtOc5jSnOR0hzQHUnOY0pznNaU5zmtMR0hxAzWlOc5rTnOY0pzkdIc0B1JzmNKc5zWlOc5rTEdIcQM1pTnOa05zmNKc5HSHNAdSc5jSnOc1pTnOa0xHSHEDNaU5zmtOc5jSnOR0hzQHUnOY0pznNaU5zmtMR0v8flHUh0FkwHf8AAAAASUVORK5CYII=", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import calendar\n", + "\n", + "import os\n", + "\n", + "import h5py\n", + "\n", + "pvlib_path = os.path.dirname(os.path.abspath(pvlib.clearsky.__file__))\n", + "\n", + "filepath = os.path.join(pvlib_path, 'data', 'LinkeTurbidities.h5')\n", + "\n", + "def plot_turbidity_map(month, vmin=1, vmax=100):\n", + " plt.figure();\n", + " with h5py.File(filepath, 'r') as lt_h5_file:\n", + " ltdata = lt_h5_file['LinkeTurbidity'][:, :, month-1]\n", + " plt.imshow(ltdata, vmin=vmin, vmax=vmax);\n", + " # data is in units of 20 x turbidity\n", + " plt.title('Linke turbidity x 20, ' + calendar.month_name[month]);\n", + " plt.colorbar(shrink=0.5);\n", + " plt.tight_layout();\n", + "\n", + "\n", + "plot_turbidity_map(1)\n", + "\n", + "plot_turbidity_map(7)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The :py:func:`~pvlib.clearsky.lookup_linke_turbidity` function takes a\n", + "time, latitude, and longitude and gets the corresponding climatological\n", + "turbidity value for that time at those coordinates. By default, the\n", + ":py:func:`~pvlib.clearsky.lookup_linke_turbidity` function will linearly\n", + "interpolate turbidity from month to month, assuming that the raw data is\n", + "valid on 15th of each month. This interpolation removes discontinuities\n", + "in multi-month PV models. Here's a plot of a few locations in the\n", + "Southwest U.S. with and without interpolation. We chose points that are\n", + "relatively close so that you can get a better sense of the spatial noise\n", + "and variability of the data set. Note that the altitude of these sites\n", + "varies from 300 m to 1500 m." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", + "\n", + "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", + " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", + "\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", + " turbidity.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Raw data (no interpolation)');\n", + "\n", + "plt.ylabel('Linke Turbidity');\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", + " # turbidity.plot(label=name)\n", + " turbidity2 = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", + " turbidity2.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Interpolated to the day');\n", + "\n", + "plt.ylabel('Linke Turbidity');" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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I2aVQKEhLS9N0GEI+pKOjg5aWlqbDEARBENRIJEj/IUkS4eHhvH79WtOhCPmYubk5tra2Yi0tQRCEQkokSP/xJjmysbHB0NBQfAEKmUiSRGJiIpGRkQDY2dlpOCJBEARBHUSC9C8KhSIjObKystJ0OEI+ZWBgAEBkZCQ2NjbicpsgCEIhJAZp/8ubMUeGhoYajkTI7968R8Q4NUEQhMJJJEhvIS6rCR8i3iOCIAiFm0iQBEEQBEEQ/iPfJEjz5s1DJpMxbty495b7448/KFeuHPr6+lSqVInDhw/nTYCCIAiCIHw28kWCdO3aNVauXEnlypXfW+7SpUv07NmTQYMGcevWLTp27EjHjh25d+9eHkUqCIIgCMLnQOMJUnx8PL1792b16tVYWFi8t+zixYtp2bIlkydPxtXVlVmzZlG9enWWLVuWR9HmTzKZ7L23GTNmaDrE97p//z5dunTB2dkZmUzGokWLNB2SIAiC8JnTeII0cuRI2rRpQ7NmzT5Y9vLly1nKeXp6cvny5Xeek5KSQmxsbKZbYRMWFpZxW7RoEaamppmOTZo0SdMhvldiYiIlS5Zk3rx52NraajocQSgQdl4LYsim6+z3CSFdodR0OIJQ6Gg0QdqxYwc3b95k7ty52SofHh5O0aJFMx0rWrQo4eHh7zxn7ty5mJmZZdwcHBxyFKMkSSSmpuf5TZKkbMdoa2ubcTMzM0Mmk2X8vGLFCho0aJCp/KJFi3B2ds50bN26dVSoUAE9PT3s7OwYNWpUxvOfMWMGjo6O6OnpUaxYMcaMGZNx3qtXr+jXrx8WFhYYGhrSqlUrfH19Mx7fsGED5ubmHDt2DFdXV4yNjWnZsiVhYWEZZWrWrMkvv/xCjx490NPTy8mvRxA+SyvO+jNlz11OPIhg7A4fvt8nhhkIQm7T2EKRwcHBjB07lhMnTqCvr6+2dqZOncqECRMyfo6Njc1RkpSUpqD8tGPqCO29HvzoiaFu3vx6li9fzoQJE5g3bx6tWrUiJiaGixcvArBnzx4WLlzIjh07qFChAuHh4dy+fTvj3AEDBuDr68uBAwcwNTVlypQptG7dmgcPHqCjowOoeojmz5/P5s2bkcvl9OnTh0mTJrF169Y8eX6CUJgsOeXLryeeANCifFGOP4hgx7VgetV2pHJxc80GJwiFiMYSpBs3bhAZGUn16tUzjikUCs6dO8eyZctISUnJskKxra0tERERmY5FRES897KMnp6e6JX4gNmzZzNx4kTGjh2bcaxmzZoABAUFYWtrS7NmzdDR0cHR0ZFatWoBZCRGFy9epF69egBs3boVBwcH9u3bxxdffAGoFlNcsWIFpUqVAmDUqFH8+OOPefkUBaHAkySJX088YelpPwAme5ZlZBMXxu/0Ye+tEGb/9ZCdQ+uINboEIZdoLEHy8PDg7t27mY4NHDiQcuXKMWXKlLdu31C3bl1OnTqVaSmAEydOULduXbXFaaCjxYMfPdVW//vazQuRkZGEhobi4eHx1se/+OILFi1aRMmSJWnZsiWtW7emXbt2aGtr8/DhQ7S1taldu3ZGeSsrK8qWLcvDhw8zjhkaGmYkR6Dav+zNXmaCIHyYJEnMO/qIlWefAvBt63IMbaT6PzXZsyyH74ZxNSCaY/cjaFlRjOMThNygsQTJxMSEihUrZjpmZGSElZVVxvF+/fphb2+fMUZp7NixNG7cmAULFtCmTRt27NjB9evXWbVqldrilMlkeXapSx3kcnmW8Uz/3h7jzb5i7+Lg4MDjx485efIkJ06cYMSIEfzyyy+cPXs22zG8udT2hkwmy9EYK0H4nEmSxI+HHrD+4jMAprcrz8D6JTIeL2ZuwNBGJVl62o95Rx7StJwNutoan38jCAVevv5fFBQUlGkwb7169di2bRurVq2iSpUq7N69m3379mVJtIR/WFtbEx4enikh8fHxybhvYmKCs7Mzp06demcdBgYGtGvXjiVLluDl5cXly5e5e/curq6upKen4+3tnVE2KiqKx48fU758ebU8H0H4nCiVEj/sv5eRHM3pVDFTcvTGsMalKGKsx7OoRDZfCczjKAWhcMpXXSNeXl7v/RlUl3zejG0RPszd3Z0XL17wv//9j65du3L06FGOHDmCqalpRpkZM2YwfPhwbGxsaNWqFXFxcVy8eJHRo0ezYcMGFAoFtWvXxtDQkC1btmBgYICTkxNWVlZ06NCBIUOGsHLlSkxMTPjmm2+wt7enQ4cO2Y4xNTWVBw8eZNwPCQnBx8cHY2NjXFxccv01EYSCQKmUmPrnXXZeD0Ymg587V6ZbzbdPMDHW02ZSizJ88+ddlpzypUt1e8wNdfM4YkEoXPJ1D5Lw6VxdXfn999/57bffqFKlClevXs2yLlL//v1ZtGgRv//+OxUqVKBt27YZU/XNzc1ZvXo19evXp3Llypw8eZKDBw9iZWUFwPr163Fzc6Nt27bUrVsXSZI4fPhwlstq7xMaGkq1atWoVq0aYWFhzJ8/n2rVqjF48ODceyEEoQBRKCUm7b7NzuvByGXwa7cq70yO3viihgPlbE2ISUpjySm/PIpUEAovmfSZDQaJjY3FzMyMmJiYTL0oAMnJyQQEBFCiRAm1Lj0gFHzivSKoS5pCyYRdtzl4OxQtuYxF3avSrkqxbJ173vcFfddeRVsu48SExpQoYqTmaAUh77zv+1sdRA+SIAhCPpGarmTM9lscvB2KjpaM33pVz3ZyBNCwtDXuZa1JV0rMO/LwwycIgvBOIkESBEHIB1LSFYzYeoMj98LR1ZKzoo/bR03Z/661K1pyGcfuR3DlaZQaIhWEz4NIkARBEDQsOU3B0E03OPkwEj1tOav718DDteiHT3yL0kVN6FlLNV5pzl8PUSo/q1EUgpBrRIIkCIKgQUmpCgZtvMbZJy8w0NFi/YCaNC5j/Ul1jmtWBmM9be6GxLDPJySXIhWEz4tIkARBEDQkISWdAeuvctEvCiNdLTYMrEk9lyKfXG8RYz1GNlEtkfG/o49JSlV8cp2C8LkRCZIgCIIGxCan0W/dVbwDojHR02bToNrULmmVa/UPrO+MvbkB4bHJrDn/NNfqFYTPhUiQBEEQ8lhMYhp9117lRuArTPW12TK4Nm5OFrnahr6OFlNalQNg+Vl/ImOTc7V+QSjsRIIkCIKQh14lpNJrzRVuB7/GwlCHbUPqUMXBXC1ttatsRzVHcxJTFfx64ola2hCEwkokSIIgCHnkZXwKPVdf4X5oLEWMddk+tA4V7c3U1p5MJuP7Nq4A7LwezIPQWLW1JQiFjUiQBEEQ8kBkbDI9Vl3hUXgc1iZ67Bhah3K26l8N2M3JkjaV7ZAk+OnwQz6zzRME4aOJBKkQkMlk773NmDFD0yG+1+rVq2nYsCEWFhZYWFjQrFkzrl69qumwBCHXhMeokiO/yHhsTfXZObQOLjYmedb+Ny3Loasl54LfS7wev8izdgWhIBMJUiEQFhaWcVu0aBGmpqaZjv13c9r8xsvLi549e3LmzBkuX76Mg4MDLVq0ICRErN8iFHzPXyXSbeVlnr5MwN7cgF3D6lLS2jhPY3CwNGRgfWcA5hx+SLpCmaftC0JBJBKkD5EkSE3I+1sOusFtbW0zbmZmZshksoyfV6xYQYMGDTKVX7RoEc7OzpmOrVu3jgoVKqCnp4ednR2jRo36++lLzJgxA0dHR/T09ChWrBhjxozJOO/Vq1f069cPCwsLDA0NadWqFb6+vhmPb9iwAXNzc44dO4arqyvGxsa0bNmSsLCwjDJbt25lxIgRVK1alXLlyrFmzRqUSiWnTp3KyW9KEPKdoKhEuq+8QlB0Io6WhuwcVgdHK0ONxDKiiQsWhjr4Rcaz/VqwRmIQhIJEW9MB5HtpifBT9jeLzDXfhoJu3uzEvXz5ciZMmMC8efNo1aoVMTExXLx4EYA9e/awcOFCduzYQYUKFQgPD+f27dsZ5w4YMABfX18OHDiAqakpU6ZMoXXr1jx48AAdHR0AEhMTmT9/Pps3b0Yul9OnTx8mTZrE1q1b3xpPYmIiaWlpWFpaqv/JC4KaBLxMoNfqK4TFJFOyiBFbh9TGzsxAY/GYGegwvnkZpu2/z8ITT+hQtRim+joai0cQ8juRIAnMnj2biRMnMnbs2IxjNWvWBCAoKAhbW1uaNWuGjo4Ojo6O1KpVCyAjMbp48SL16tUDVL1BDg4O7Nu3jy+++AKAtLQ0VqxYQalSpQAYNWoUP/744zvjmTJlCsWKFaNZs2Zqeb6CoG5+kXH0XO3Ni7gUStsYs3VwbWxM9TUdFj1rObLx0jP8XyTw+xl/vvl7nSRBELISCdKH6BiqenM00W4eiIyMJDQ0FA8Pj7c+/sUXX7Bo0SJKlixJy5Ytad26Ne3atUNbW5uHDx+ira1N7dq1M8pbWVlRtmxZHj58mHHM0NAwIzkCsLOzIzIy8q3tzZs3jx07duDl5YW+vua/UAQhpx6Fx9J7tTdRCamUszVhy+DaFDHW03RYAOhoyfm2tSuDNl5n3YUAetd2xMFSM5f8BCG/E2OQPkQmU13qyuubTJYr4cvl8izTetPS0jLuGxi8v8vfwcGBx48f8/vvv2NgYMCIESNo1KhRpjo+5M2ltjdkMtlbpxrPnz+fefPmcfz4cSpXrpzt+gUhv7gXEkPPVVeISkilQjFTtg+pk2+SozealrOhvosVqQolPx99pOlwBCHfEglSIWdtbU14eHimhMTHxyfjvomJCc7Ozu8dEG1gYEC7du1YsmQJXl5eXL58mbt37+Lq6kp6ejre3t4ZZaOionj8+DHly5fPUZz/+9//mDVrFkePHqVGjRo5OlcQ8oPbwa/ptfoKrxLTqOJgzrbBdbAw0tV0WFnIZDK+a10emQwO3QnjRuArTYckCPmSSJAKOXd3d168eMH//vc//P39+e233zhy5EimMjNmzGDBggUsWbIEX19fbt68ydKlSwHVLLS1a9dy7949nj59ypYtWzAwMMDJyYnSpUvToUMHhgwZwoULF7h9+zZ9+vTB3t6eDh06ZDvGn3/+mR9++IF169bh7OxMeHg44eHhxMfH5+prIQjqciPwFX3WeBObnI6bkwVbBtXCzDD/DoAuX8yUL9yKAzD7rwdi8UhBeAuRIBVyrq6u/P777/z2229UqVKFq1evZlkXqX///ixatIjff/+dChUq0LZt24yp+ubm5qxevZr69etTuXJlTp48ycGDB7GyUu06vn79etzc3Gjbti1169ZFkiQOHz6c5bLa+yxfvpzU1FS6du2KnZ1dxm3+/Pm590IIgpp4P42i31pv4lLSqVXCkk1f1sKkAMwOm9iiLAY6WtwKes1fd8M+fIIgfGZk0mf2p0NsbCxmZmbExMRgapp5mf/k5GQCAgIoUaKEGCAsvJd4rwgAF/1eMnjjdZLSFNR3sWJ1vxoY6hacuS+LT/qy8OQTilsYcHJCY/R1tDQdkiC80/u+v9VB9CAJgiB8hLNPXvDlhmskpSloXMaatf1rFqjkCGBIoxLYmurz/FUSGy4903Q4gpCviARJEAQhh049jGDIxuukpCtp5mrDqn5uBbL3xVBXm0meZQH47bQfUfEpGo5IEPIPkSAJgiDkwNF74QzfcoNUhZJWFW35vbcbetoFLzl6o3M1eyramxKXks6ik74fPkEQPhMiQRIEQcimg7dDGbntJmkKiXZVirG0ZzV0tQv2x6hcrpr2D7DtahB+kXEajkgQ8oeC/T9bEAQhj+y99ZyxO26hUEp0rmbPou5V0dYqHB+hdUtZ0bx8URRKiZ8Oi8UjBQFEgiQIgvBBu64FM2HXbZQSdK/hwC9fVEFLnjur3ecXU1uVQ1su4/SjSC74vtR0OIKgcSJBEgRBeI+t3oF8vecOkgR96jgyt3OlQpccAZS0NqZPHSdAtXikQvlZrQAjCFmIBEkQBOEdNlwM4Lu99wAYWN+ZWR0qIi+EydEbYz1KY6qvzaPwOHbfCNZ0OIKgUSJBEgRBeItV5/yZcfABAMMal2Ra2/LIcmkT6fzKwkiXMR6lAZh//AkJKekajkgQNEckSJ+BDRs2YG5urukwAHB2dmbRokWaDkMQ3mv9xYCMwcpjmrrwTctyhT45eqNvXSecrAx5EZfCyrP+mg5HEDRGJEiFxIABA5DJZMhkMnR1dXFxceHHH38kPT1//QV47do1hg4dqukwBOGdTj+KYNYhVc/R+GZlmNCi7GeTHAHoaWvxTctyAKw6/5SwmCQNRyQImlGw1sUX3qtly5asX7+elJQUDh8+zMiRI9HR0cHOzk7ToWWwtrbWdAiC8E6PwmMZve0WSgl61nJgjIeLpkPSiJYVbanpbMG1Z6/45dhjfu1WVdMhCUKeEz1IHyBJEolpiXl++5g9hPX09LC1tcXJyYmvvvqKZs2aceDAgYzHjx07hqurK8bGxrRs2ZKwsH928FYqlfz4448UL14cPT09qlatytGjRzPVHxwcTLdu3TA3N8fS0pIOHTrw7NmzjMcHDBhAx44dmT9/PnZ2dlhZWTFy5EjS0tIyyvz7EpuXlxe6urqcP38+4/H//e9/2NjYEBERkePnLwif4kVcCoM2XCchVUG9Ulb82KHiZ9Vz9G8ymYzv26gWj/zzZgh3n8doOCJByHuiB+kDktKTqL2tdp63693LG0Mdw0+qw8DAgKioKAASExOZP38+mzdvRi6X06dPHyZNmsTWrVsBWLx4MQsWLGDlypVUq1aNdevW0b59e+7fv0/p0qVJS0vD09OTunXrcv78ebS1tZk9ezYtW7bkzp076OrqAnDmzBns7Ow4c+YMfn5+dO/enapVqzJkyJAs8bm7uzNu3Dj69u3L7du3efr0KT/88AN//PEHRYsW/aTnLgg5kZymYOjm64S8TqJkESOW93ZDp5AsAvmxqjiY07FqMfb5hDL7rwfsGFrns00Yhc/T5/0JUEhJksTJkyc5duwYTZs2BSAtLY0VK1ZQo0YNqlevzqhRozh16lTGOfPnz2fKlCn06NGDsmXL8vPPP1O1atWM3p6dO3eiVCpZs2YNlSpVwtXVlfXr1xMUFISXl1dGPRYWFixbtoxy5crRtm1b2rRpk6md/5o9ezYWFhYMHTqUPn360L9/f9q3b6+W10UQ3kaSJCbvvsOtoNeYGeiwdkBNzAx1NB1WvjC5ZTn0tOV4B0Rz/IHo1RU+L6IH6QMMtA3w7uWtkXZz6tChQxgbG5OWloZSqaRXr17MmDGDP/74A0NDQ0qVKpVR1s7OjsjISABiY2MJDQ2lfv36meqrX78+t2/fBuD27dv4+flhYmKSqUxycjL+/v/MdKlQoQJaWv9s3GlnZ8fdu3ffGbOuri5bt26lcuXKODk5sXDhwhw/b0H4FItP+XLwdijachkr+rhRooiRpkPKN+zNDRjcsAS/nfFn3pFHNClrU+D3nhOE7BIJ0gfIZLJPvtSVV5o0acLy5cvR1dWlWLFiaGv/8+vV0cn8F7FMJsvROKf4+Hjc3NwyLsn9278HXr+tHaVS+d66L126BEB0dDTR0dEYGYkvKCFv7PcJydjBfk6nitQtZaXhiPKfr9xd2HktmICXCWy5EsiXDUpoOiRByBPiT4FCxMjICBcXFxwdHTMlRx9iampKsWLFuHjxYqbjFy9epHx51UDN6tWr4+vri42NDS4uLpluZmZmHx2zv78/48ePZ/Xq1dSuXZv+/ft/MKEShNxwM+gVk3ffAWBYo5J0r+mo4YjyJ2M9bSY0LwuoetteJ6ZqOCJByBsiQRIAmDx5Mj///DM7d+7k8ePHfPPNN/j4+DB27FgAevfuTZEiRejQoQPnz58nICAALy8vxowZw/Pnzz+qTYVCQZ8+ffD09GTgwIGsX7+eO3fusGDBgtx8aoKQxfNXiQzddJ3UdCXNyxfl67/X/RHerluN4pQtakJMUhpLT/tpOhxByBMiQRIAGDNmDBMmTGDixIlUqlSJo0ePcuDAAUqXVm07YGhoyLlz53B0dKRz5864uroyaNAgkpOTMTU1/ag258yZQ2BgICtXrgRU45VWrVrF999/nzH2SRByW1xyGoM2XOdlfCrl7UxZ1L1qodx8Njdpa8n5ro0rAJsuP+PZywQNRyQI6ieTPmbBnQIsNjYWMzMzYmJisnyxJycnExAQQIkSJdDX19dQhEJBIN4rBZNCKTF44zXOPH6BjYke+0fVx84s5xMiPlf9113l7JMXtKxgy4q+bpoOR/jMvO/7Wx1ED5IgCJ+NOX895MzjF+jryFnTv4ZIjnLouzauyGVw9H443k+jNB2OIKiVSJAEQfgsbLkSyLqLAQD82q0qlYubazagAqhMURN61FINZp9z+CFK5Wd1AUL4zIgESRCEQu+C70umH7gPwGTPsrSulH/2Jyxoxjcrg7GeNneex7D/doimwxEEtREJkiAIhZpfZDxfbb2BQinRuZo9I9xLffgk4Z2sTfT46u/X8H9HH5OUqtBwRIKgHiJBEgSh0IpOSGXQxmvEJadTw8mCuV0qif3EcsGgBiWwNzcgLCaZtReeajocQVALkSAJglAopaQrGL75BoFRiThYGrCyrxt62lofPrGAeB73nCMBR0hIy/sp9/o6WnzdUrV45O9e/kTGJed5DIKgbiJBEgSh0JEkiW//vMfVZ9GY6Gmzrn9NrIz1NB1WrjkReIIuB7rw9bmvabKrCYefHs7zGNpXKUYVB3MSUxUsPPEkz9sXBHUTCZIgCIXOirNP2XPzOVpyGct6V6d0UZMPn1QApCvTWXB9ARO8JpCYnoiJjglJ6UnMvDyT8ITwPI1FJpPxw9+LR+68Fsyj8Ng8bV8Q1E0kSIIgFCpH74Xx89FHAMxoV57GZaw/cEbB8DLpJUNPDGXD/Q0ADKgwgLPdz1LNphqJ6YnM8Z6Tow2oc0MNZ0taV7JFKanWmPrM1h0WCjmRIH0mvLy8kMlkvH79GoANGzZgbm6u0ZgEIbfdfR7DuJ0+AAyo50zfus4ajSe3+ET60P1gd66FX8NQ25AFjRcwscZEdLR0mFZnGtpybbyCvTgVdCrPY5vSshy6WnLO+77E68mLPG9fENRFJEiFzOXLl9HS0qJNmzaaDkUQ8lR4TDKDN10jOU1J4zLWfP/35Z+CTJIktj3cxsCjA4lMiqSkWUm2t91OC+cWGWVcLFz4suKXAPzk/RNxqXF5GqOTlRH96zkBql6kdIUyT9sXBHURCVIhs3btWkaPHs25c+cIDQ3VdDhqk5qaqukQhHwkMTWdwZuuERGbQpmixiztVQ1trYL98ZaYlsg3579h7tW5pEvpeDp7sr3NdkqalcxSdmjloTiZOvEi6QWLby7O81hHNS2NhaEOfpHx7LgWnOftC4I6FOxPkDwgSRLKxMQ8v33Mtfz4+Hh27tzJV199RZs2bdiwYcMHz9m3bx+lS5dGX18fT09PgoP/+XAbMGAAHTt2zFR+3LhxuLu7Z/yckJBAv379MDY2xs7OjgULFuDu7s64ceMyyshkMvbt25epHnNz80zxBQcH061bN8zNzbG0tKRDhw48e/YsSyxz5syhWLFilC2rmmJ89epVqlWrhr6+PjVq1GDv3r3IZDJ8fHyAt19K3LdvX5a1cPbv30/16tXR19enZMmSzJw5k/T09A++foLmKZUS43f6cC8kFisjXdb2r4mpvo6mw/okgbGB9D7cm8MBh9GSaTG5xmR+afQLhjqGby2vp6XHtDrTANj1eBc+kT55GC2YGegwrlkZABaeeEJcclqeti8I6qCt6QDyOykpicfV837X6rI3byAzfPuH4bvs2rWLcuXKUbZsWfr06cO4ceOYOnXqOxfGS0xMZM6cOWzatAldXV1GjBhBjx49uHjxYrbbnDx5MmfPnmX//v3Y2Njw7bffcvPmTapWrZrtOtLS0vD09KRu3bqcP38ebW1tZs+eTcuWLblz5w66uroAnDp1ClNTU06cOAGoEsK2bdvSvHlztmzZQkBAAGPHjs12u2+cP3+efv36sWTJEho2bIi/vz9Dhw4FYPr06TmuT8hbvxx/zLH7EehqyVnVzw0Hy5z9v8lvTgWd4vsL3xOfFk8RgyLMbzwft6If/gyqZVeLji4d2ee3j5mXZ7Kr7S50tPIuUexV25GNl5/x9EUCv3v5M6VluTxrWxDUQfQgFSJr166lT58+ALRs2ZKYmBjOnj37zvJpaWksW7aMunXr4ubmxsaNG7l06RJXr17NVnvx8fGsXbuW+fPn4+HhQaVKldi4cWOOe1527tyJUqlkzZo1VKpUCVdXV9avX09QUBBeXl4Z5YyMjFizZg0VKlSgQoUKbNu2DaVSydq1a6lQoQJt27Zl8uTJOWobYObMmXzzzTf079+fkiVL0rx5c2bNmsXKlStzXJeQt/64HsxyL38A/te1Mm5OlhqO6OOlK9NZdGMR486MIz4tnuo21dnVdtfbkyNJghPTYHFVODkTkmMAmOg2EQs9C/xe+2XMdssrOlpyvm2lGve19kIAwdGJedq+IOQ20YP0ATIDA8revKGRdnPi8ePHXL16lb179wKgra1N9+7dWbt2baZLYv+mra1NzZo1M34uV64c5ubmPHz4kFq1an2wTX9/f1JTU6ldu3bGMUtLy4zLX9l1+/Zt/Pz8MDHJvFZNcnIy/v7+GT9XqlQpozcJ4OHDh1SuXBl9ff2MY3Xr1s1R22/av3jxInPmzMk4plAoSE5OJjExEcMc9uQJecP7aRTf7r0LwJimLnSsZq/hiD5edHI0X5/7Gu8wbwD6lu/LeLfx6Mjf0QN0aSlc/Hus0YVfIeIe9P4Dc31zvq71NVPPT2XF7RW0cG6Bk6lTHj0L8HC1oW5JKy4/jeKXY49Z0rNanrUtCLlNJEgfIJPJcnypSxPWrl1Leno6xYoVyzgmSRJ6enosW7bso+qUy+VZxkKlpeV8bIFMJntvPfHx8bi5ubF169Ys51pb/7OGjZGRUY7bzs5ziI+PZ+bMmXTu3DnL+f9OvoT849nLBIZtuUGaQqJNZbuM8S8F0Z0Xd5jgNYGIxAgMtA34sd6PtCzR8t0nPDyo6j0CqPEl3NgIvsch+Co41KJNiTYc9D/IpdBLzLo8i9UtVufZ/nMymYzv2rjSbtkFDtwOZUB9Z6o7WuRJ24KQ28QltkIgPT2dTZs2sWDBAnx8fDJut2/fplixYmzfvv2d512/fj3j58ePH/P69WtcXVXd5NbW1oSFhWU6583gZ4BSpUqho6ODt7d3xrFXr17x5EnmbQf+W4+vry+Jif90v1evXh1fX19sbGxwcXHJdDMzM3vn83Z1deXOnTskJ/+zD9SVK1eytB0XF0dCwj/7Vf37Obxp//Hjx1nadnFxQS4X/0Xym5jENL7ceI3XiWlUcTBnwRdVkMsL3ga0kiSx6/Eu+h/tT0RiBM6mzmxrve39yVHIDdgzBJCgxiBo8ytU7al6zGsuoEpSvq/zPfpa+niHe3PA/4D6n8y/VLQ3o0v14gDMPvRALB4pFFji078QOHToEK9evWLQoEFUrFgx061Lly6sXbv2refp6OgwevRovL29uXHjBgMGDKBOnToZl9eaNm3K9evX2bRpE76+vkyfPp179+5lnG9sbMygQYOYPHkyp0+f5t69ewwYMCBLUtG0aVOWLVvGrVu3uH79OsOHD0dH559LB71796ZIkSJ06NCB8+fPExAQgJeXF2PGjOH58+fvfN69evVCJpMxZMgQHjx4wOHDh5k/f36mMrVr18bQ0JBvv/0Wf39/tm3blmV237Rp09i0aRMzZ87k/v37PHz4kB07dvD9999n6/UX8k6aQsmIbTd4+iKBYmb6rO7nhr5OwduANik9ie8vfs+sK7NIV6bTzLEZ29tsx8XC5d0nvQ6G7T0hPQlcmkGr/4FMBo0mg1wb/E9DkOoPBAcTB4ZXGQ7A/OvziU6OzounlWFSi7IY6GhxM+g1h+/m7RYogpBbRIJUCKxdu5ZmzZq9tbelS5cuXL9+nTt37mR5zNDQkClTptCrVy/q16+PsbExO3fuzHjc09OTH374ga+//pqaNWsSFxdHv379MtXxyy+/0LBhQ9q1a0ezZs1o0KABbm6ZB5UuWLAABwcHGjZsSK9evZg0aVKmcT2GhoacO3cOR0dHOnfujKurK4MGDSI5ORlTU9N3Pm9jY2MOHjzI3bt3qVatGt999x0///xzpjKWlpZs2bKFw4cPU6lSJbZv386MGTMylfH09OTQoUMcP36cmjVrUqdOHRYuXIiTU96N3RA+TJIkpu2/z0W/KAx1tVjTvyY2JgXvEmhwbDB9D/flgP8B5DI5E9wm8Kv7rxjrGr/7pORY2NYd4iPApgJ0XQ9af4+QsHCGqr1V98/8lHFKvwr9KGNRhtcpr5l/bX7WOtXI1kyfYY1V6zXNO/qQlHRFnrYvCLlBJn1m/Z+xsbGYmZkRExOT5cs3OTmZgIAASpQoIcaefAJ3d3eqVq3KokWL8rztZ8+eUaJECW7dupWjpQZySrxX8t7aCwHMOvQAmQxW961Bs/JFNR1Sjp0NPsvU81OJS4vDUt+SXxr9Qi27D0yIUKTD9u7gdxKMi8LgU2DukLnM6yBYUh2UaTDwCDjVA+Dui7v0PtwbCYlVzVdRt1jOJzF8rMTUdJrM9yIiNoVvW5djaKNSeda2UDi97/tbHUQPkiAI+d6phxHM/usBAN+1di1wyZFCqWDZrWWMOj2KuLQ4qlhXYVfbXR9OjiQJjk5RJUfaBtBzR9bkCMDcEaqplvj4dy9SJetK9CynGqM068osktOTs56rJoa62kxqoZrRuvSUH1HxKXnWtiDkBpEgCYKQrz0Mi2XM9ltIEvSs5cCgBiU0HVKOvE5+zYhTI1h5R7WuVs9yPVnvuZ6iRtlI8q4sh2trABl0WQ321d9dtuFEkOvAs/MQcD7j8JjqYyhqWJTguOCMGPJKl+rFKW9nSlxKesZ6VYJQUIgESch1Xl5eGrm8BuDs7IwkSWq9vCbknci4ZAZvvE5CqoJ6paz4sUPFPJuynhvuv7xP90PduRR6CX0tfeY2nMu3tb/N3grXjw7DsW9V95v/CK7t3l/e3AHc+qvue81V9T4BRjpGfFtbVc+Gext48urJu2rIdXK5jK9bqnqRtngHEhmXdz1YgvCpRIIkCEK+lJymYOimG4S8TqJkESOW93ZDpwBtQLvnyR76HulLaEIojiaObGm9hbYl22bv5FAf2DMIkMBtANQbnb3zGkwALV0IvAgB5zION3VsSjPHZqRL6cy8NBOFMu8GTTcuY001R3OS05Ss8HqaZ+0KwqcqOJ82eUipVGo6BCGfE+8R9ZIkiUl/3MYn+DVmBjqsHVATM8OCsQFtcnoy0y5OY8blGaQp02ji0ITtbbdT1jKbK8zHhMD2HpCWCCWbQOv5qun82WFmr0qoIFMvEsA3tb7BSMeIOy/vsOvJrpw9qU8gk8kY//dCnlu8A4mIFb1IQsEgVtL+F11dXeRyOaGhoVhbW6Orq1uguvMF9ZMkidTUVF68eIFcLs+09YmQexad9OXQnTC05TJW9HGjRJGcr6KuCSHxIYw/M56H0Q+Ry+SMrjaaLyt+iVyWzb9FU+JU0/njwsC6HHTbCDndcLbBBNXq2kGX4akXlGoCQFGjooyrPo453nNYfHMxTR2aZm8cVC5oWLoIbk4W3Ah8xXIvf2a0r5An7QrCp9DoNP/ly5ezfPlynj17BkCFChWYNm0arVq1emv5DRs2MHDgwEzH9PT0Mq2k/CEfmiaYmppKWFhYppWeBeG/DA0NsbOzEwmSGuz3CWHsDh8Afu5Sie41HTUbUDZdCLnAN+e/ISYlBgs9C35u9HPOptUrFaqFIH2PgZG1ajq/xUeuxXVkCnivAIfa8OWxjB4opaSk75G+3HlxBw9HDxY1WfRx9X+Ei34v6b3GG11tOecmN8HWTCyPIeRMXk/z12gPUvHixZk3bx6lS5dGkiQ2btxIhw4duHXrFhUqvP0vDFNTUx4/fpzxc2738Ojq6uLo6Eh6ejoKhVjcTMhKS0sLbW1t0buoBjcCXzF5t2pR02GNShaI5EgpKVl5ZyXLfZYjIVGpSCV+df8VWyPbnFV07FtVcqStr5rO/7HJEUCD8XBjAwR7g/8p1crbgFwmZ3rd6XQ/2J1TQac4FXQKD0ePj28nB+qVsqKWsyVXn0Xzu5cfP3aomCftCsLH0miC1K5d5lkZc+bMYfny5Vy5cuWdCZJMJsPWNocfPDkkk8nQ0dHJtB2GIAjqFRydyLDN10lNV9K8fFG+bllO0yF9UExKDFPPT+V8iGpafbcy3ZhSawq6WjnsWfReperxAei0EorX+LTATGxVe7Vd+Q3OzIVSHhm9SGUsyjCg4gDW3F3DT94/Udu29vtX8c4lMpmMcc1L02u1NzuuBjO8cSmKmRuovV1B+Fj5ZpC2QqFgx44dJCQkULfuu7ul4+PjcXJywsHBgQ4dOnD//v331puSkkJsbGymmyAI+UtcchqDN17nZXwq5e1MWdS9Klr5fAPah1EP6X6oO+dDzqOnpcfs+rP5oe4POU+OnhxTLQYJ4DEdKnTMnQAbjFMtLhlyXbXQ5L8MqzwMBxMHIhMjWXprae60lw31ShWhdglLUhVKfjvjl2ftCsLH0HiCdPfuXYyNjdHT02P48OHs3buX8uXLv7Vs2bJlWbduHfv372fLli0olUrq1av33g1N586di5mZWcbNweEtq9AKgqAx6Qolo7ff4nFEHDYmeqwdUAMjvfw9f2Sf3z76HulLSHwI9sb2bGm9hQ4uHXJeUfhd2P0lSEqo1ld1aSy3GNtAzUGq+2d+yjSjTV9bn2l1pwGw/dF27rzIulejuoxvrprRtut6MM9fibGeQv6l8b3YUlNTCQoKIiYmht27d7NmzRrOnj37ziTp39LS0nB1daVnz57MmjXrrWVSUlJISflnifvY2FgcHBzybJCXIAjvN/PgfdZffIa+jpxdw+pSubi5pkN6p1RFKvOuzuOPJ38A0Kh4I35q8BNmelk3iv6g2DBY4wGxIVCiEfT5M+cz1j4k/gUsrqxaMqDXLijjmenh7y58xwH/A5SxKMOOtjvQkefNsIJeq69wyT+KnrUcmdu5Up60KRR8n91ebLq6uri4uODm5sbcuXOpUqUKixcvzta5Ojo6VKtWDT+/d3fV6unpYWpqmukmCEL+sPlKIOsvPgPg125V83VyFBYfRv8j/fnjyR/IkDGy6kiWNl36cclRaoJqA9rYEChSBrptyv3kCMDYGmoNUd3/Ty8SwKQakzDXM+fJqydsur8p99t/hze9SH9cDyY4WvQiCfmTxhOk/1IqlZl6fN5HoVBw9+5d7Ozs1ByVIAi57bzvC2YcUI0hnOxZltaV8u//48uhl+l2qBv3ou5hpmfG8mbLGV5lePbXN/o3pQL2DIaw22BYRNWzY2CR+0G/UW8s6BhBmA88PpLpIQt9CybXnAzAitsrCI4NVl8c/1LT2ZIGLkVIV0piLJKQb2k0QZo6dSrnzp3j2bNn3L17l6lTp+Ll5UXv3r0B6NevH1OnTs0o/+OPP3L8+HGePn3KzZs36dOnD4GBgQwePFhTT0EQhI/gFxnHiK03USglOlezZ4R7KU2H9FZKScnqO6sZfnI4r1NeU96qPDvb7qS+ff2Pr/T4D/D4MGjpQc/tYKnmzXeNrKD2UNX9/6yuDdCuZDtq29UmWZHMrCuzyKtRF+OblwbgjxvPCYoSvUhC/qPRBCkyMpJ+/fpRtmxZPDw8uHbtGseOHaN58+YABAUFERYWllH+1atXDBkyBFdXV1q3bk1sbCyXLl3K1nglQRDyh+iEVL7ccJ245HRqOFkwt0ulfLmmVGxqLGNPj2XJrSUoJSVdSndhU6tN2Bvbf3yl19aopt4DdFoODrVyJ9gPqTcGdI0h/A48+ivTQzKZjGl1pqGnpcflsMv8FfDXOyrJXW5OljQsXQSFUmLpad88aVMQckLjg7TzWl4P8hIE4R8p6Qr6rrnK1WfROFgasG9EfayM9TQdVhY+kT58d+E7guKC0JXr8m3tb+lSpsunVep3ErZ2A0kBTb6HxpNzJ9jsOjULzs+HohVh2HmQZ/77eM3dNSy+uRgLPQsOdDyAub652kO6GfSKzr9fQksu49SExjgXkC1lBM347AZpC4LweXgYFkvv1d5cfRaNiZ426/rXzFfJkVJScjn0MhO8JtD3SF+C4oIoZlSMTa03fXpyFHEfdg1QJUdVekGjSbkSc47UHQl6phBxDx4dzPJw/wr9cTF34VXKKxbcWJAnIVV3tMC9rPXfvUhiLJKQv4gESRAEtYpJSmPGgfu0WXKe64GvMNDR4rfe1Sld1ETToQHwIvEFa+6uoc2fbRh6YignAk8A0NGlIzvb7qSC1SdurBoXodqANjUOnBpAu8UZq1rnKUNLqD1cdd9rHiiVmR7Wkeswve50ZMjY57cP7zDvPAlrXDPVjLa9t54T8DIhT9oUhOwQCZIgCGqhVErsuhZM0/lebLj0DKUErSvZcnJiYxqVsdZobAqlgvPPzzPuzDia727O4puLeR7/HGMdY7qX7c7udruZVX/Wp19mSk2E7T0gJhisXKD7ZtDW4AbHdUeAnhlEPoCH+7M8XNWmKt3KdgNg1pVZpCiyN6P4U1R1MKdpORuUEiw5JcYiCflH/l6uVhCEAunO89dM238fn+DXAJSyNmJm+4o0KF1Eo3GFJ4Sz128ve333EpbwzwSQqtZV6VqmKy2cW2CgnUv7gymVsHcohN4EA0vVdH5Dy9yp+2MZWECdr+DsPFUvkmt7kGtlKjK2+ljOBJ0hMDaQVXdWMbraaLWHNa5ZaU4/imS/TwijmrpQylr9e8MJwoeIQdqCIOSa6IRUfjn2mB3XgpAkMNLVYlyzMvSv54yutmY6rNOV6Zx/fp49vns4H3IepaS6tGSqa0r7Uu3pUroLLhYuud/w8R/g0hLQ0oV+B8Dp3XtM5qmk16rVtZNjoMtaqNQ1S5GTgScZ7zUebZk2f7T7Qz2vz38M3nidkw8j6FC1GIt7VFN7e0LBk9ff3yJBEgThkymUEtuuBjH/2GNiktIA6FTNnm9alaOoqb5GYgqJD+FP3z/Z57uPyKTIjOM1itagS5kuNHdqjp6WmgaJ39gAB8eq7ndeDZW7qaedj3X2f3BmjmoV7xFXsvQiSZLE2DNjORN8hqrWVdnYauPHLYqZA/dCYmi79AIyGZwY3wgXm/wxRk3IP/L6+1tcYhME4ZPcCIzmh333eRAWC0A5WxN+7FCRWiXy/nJSmjINr2Av9jzZw6XQS0io/v6z0LOgg0sHOpfuTAkzNS/M6H8GDk1Q3Xefmv+SI1AN1r78G7x8Avf+hMpfZHpYJpPxbe1v8Q7zxueFD7uf7M4Ym6QuFe3NaFG+KMcfRLDopC/LelVXa3uC8CGiB0kQhI8SGZfMz0ces+fmcwBM9bWZ2KIsvWs7oq2Vt5fTgmKD2OO7h/1++4lKjso4XseuDl3KdKGpQ1N0tfJgcHTkI1jbAlJioHJ36LRSMzPWsuPcL3B6tmrw+Ahv0Mr69/LWh1uZd3UexjrG7O+4HxtDG7WG9CA0ltZLziOTwbFxjSiTT2Y6CvmDuMSmZiJBEgqjxLRE/gr4i7PBZyliUITyVuUpb1We0halc/0yUppCyabLgSw68YS4lHQAutdwYHLLshTJw3WNUhWpnAo6xZ4ne/AO/2dKupW+FZ1Kd6KzS2ccTB3yLB7iI2GNB7wOAsd60G8faOefdZ6ySI5VjUVKeqVK5Kr0yFJEoVTQ90hf7r68S3On5vzq/qvawxq++QZH74fTppIdv/UWvUjCP0SCpGYiQRIKm5dJLxlyfAh+r7MutKct06aUeamMhMnVypWyFmXR1/64cUGX/aOYfuAeTyLiAahc3IyZ7StQzVGNm63+x9OYp+x5socD/gd4nfIaABky6tvXp2vprjRyaISOXCfP4gEgLQk2tIWQ62BZEgaf0vyMtew4/yucmqmKeeS1t/YiPY5+TPdD3VFICpY2XYq7g7taQ3oUHkvLRecBODquIeVsxee0oCISJDUTCZJQmLxMesmgY4N4GvMUK30rerv2JjE9kQdRD3gQ9SAjgfg3LZkWJc1LUt5SlTBVsKpAWcuy753eHhaTxE+HH3HwdigAFoY6fN2yHN1rOCCXq/8SUnJ6MicCT7D7yW5uRt7MOG5jaEPn0p3p5NKJYsbF1B7HWymVsHsgPNgH+uaq5KiI+md95YqUeFUvUmIUdFwOVXu9tdivN35l/b312BrZsr/Dfgx1DNUa1sitN/nrbhitKtqyvI+bWtsSCg6RIKmZSJCEwuJF4gsGHR9EQEwANoY2rPNch5OpU8bjkiQRlhDGw6iH3I+6z4PoBzyMekh0cnSWuuQyOSXNSuJq6ZrR21TOshxaMj3WXXjG0tO+JKYqkMugd20nJrYog7mh+sf0+L7yZY+vqrcoLjUuI9ZG9o3oWqYr9e3roy3X8FyTkzPhwq8g11FdVnNuoNl4curCIjg5HSxKwKjrb+1FSkpPotP+ToTEh9DHtQ9Tak1Ra0hPIuLwXHQOSYK/xjSgQjEztbYnFAwiQVIzkSAJhUFkYiSDjg3iWewzihoWZZ3nOhxNHT94niRJRCRG8CDqAQ+jH2b0NL1MepmlrAwZ8nQbkhPsUCTb42JWjpktW1DLSb09NYlpiRx7dozdvru58+JOxvFiRsXoVLoTHV06Ymtkq9YYsu3WFtg/UnW/4wqo2lOz8XyM1ARYVBkSX0KH36Ban7cWuxRyiWEnhyGXydnWehsVinziFiwfMGrbTQ7dCaNF+aKs6ldDrW0JBYNIkNRMJEhCQReREMGg44MIjA3E1siWdS3WffJg5MjESB5GqRKmG+F3uRlxlzRev7Wss6kzrlaulLf8Z1yTie6nzzZ6GPWQPb57+OvpX8SnqcY4acu0cXdwp0uZLtS1q4vWf9br0ainZ2FLZ1CmQ6PJ0PR7TUf08S4ugRM/gLkTjL4BWm8fw/XN+W/46+lflLMsx/Y229Xae+cXGUfzhapepEOjG1DRXvQife5EgqRmIkESCrLwhHAGHRuUsdP8Ws+1FDcpnit1J6cpWHn2Kb97+ZGSrkRLJx7PaumUdYrhacxjHkQ/IDwh/K3nOpo4qpKmN4PBLV0x0/vwF1pCWgKHAw6z58ke7kfdzzjuYOJA59Kd6ejSkSIGmt2e5K1ePIG1zVSrUVfsolqROr9O58+O1ERYXAUSIqHdEnDr/9ZiUUlRdNjfgZiUGCa6TWRAxQFqDWvsjlvs9wmlmWtR1vQXvUifO5EgqZlIkISCKjwhnC+PfUlwXDDFjIqxruU67I3tP7leSZI4+TCSHw/dJzg6CYC6Ja2Y2aFClnVoopOjM3qa3txCE0LfWq+9sX1GwlTeqjzlLctjrm+OJEncj7rP7ie7ORxwmKR0VZvacm2aOTajS5ku1LKtpfaVmz9awkvVdP5Xz8ChtmobER3NrBaeqy7/Bse+BTNHVS/SOzbV3eu7l2mXpmGgbcCf7f/MtQT9bfxfxNP817MoJTg4qgGViotepM+ZSJDUTCRIQkEUFh/Gl8e+5Hn8c+yN7VnnuS5XZm0FvExg5sH7eD1+AYCtqT7ft3WlTSU7ZNnsEXmd/JoH0apk6U3y9Dz++VvLFjMqhoG2Af4x/hnHnE2d6VqmK+1KtcNSP59PjU9Lhk3tIdgbLJxVM9aM8mEP18dIS1L1IsVHQNtFUGPgW4tJksSg44O4Fn6N+vb1We6xPNvvlY8xfqcPe2+F0LScDesG1FRbO0L+JxIkNRMJklDQhMSHMOjYIELiQyhuXJx1nuuwM7b7pDoTU9NZdtqPNecDSFUo0dGSMaRhSUY2ccFI79PHlcSkxPAw+mGm3qaguKCMx3XlurRwbkGX0l1wK+qm1i/YXCNJsGcw3NsN+mYw6CRYl9F0VLnrynI4+g2YOfzdi/T2hS6fxTyjy4EupCpT+V+j/9GqRCu1hfT0RTzN/u5F2jeyPlUdzNXWlpC/iQRJzUSCJBQkIfEhfHn0S0ITQnEwcWCd57pPmsElSRKH74Yz+68HhMUkA9C4jDXT25WnpLVxboX9VnGpcTyKfsTLpJfUK1YvW2OU8pXTc+Dc/0CuDX3+hJKNNR1R7ktLgiXVIC4M2iyAmoPfWXTl7ZUs81mGpb4lBzoeUOvvc+Ku2+y5+Rz3stZsGFhLbe0I+Vtef3/n04v8giAExwUz8OhAQhNCcTJ1Yr3n+k9Kjnwj4ui9xpuR224SFpNMcQsDVvV1Y8PAmmpPjgBMdE2oaVuTViVaFbzkyGe7KjkCaLe4cCZHADoG0ODvjXbP/wrpKe8s+mXFLyllVoro5GgW3lio1rDGeLigJZfh9fgFN4NeqbUtQXhDJEiCkA8Fxwbz5bEvCUsIw9nUmXWe6yhqVPSj6opLTmP2oQe0WnyeS/5R6GnLGdesNCcnNKZFBduCcXlLk55dgAOjVfcbTHjnOkGFRvV+YFIMYkPg5qZ3FtPR0mF6vekA7PHdw/Xw62oLycnKiM7VVBMSFp30VVs7gvBvIkEShHwmKDaIgccGEp4QnpEcfcwu6pIk8efN5zRdcJY1FwJIV0q0KF+UkxMaM65ZGfR18tGaQvnVSz/Y0RuUaVC+IzT9QdMRqZ+OPjR804u0QDUw/R2q2VTjizJfADDz8kxSFalqC2t009Joy2Wce/KCG4FZV4MXhNwmEiRByEcCYwMZeHQgEYkRlDArwfqW67E2tM5xPfdDY/hixWUm7LrNi7gUShQxYsPAmqzqVwMHS/Xuo1VoJETBti8g+TXY14BOK0D+mXxkVu8HpsVVY5FubHhv0XFu4yhiUIRnsc9Yc3eN2kJytDKkS3XVkgILT4heJEH9PpP/7YKQ/wXEBDDw6EAikyIpZVaKdZ7rcrxIYkxiGtP236Pd0gtcD3yFgY4WX7csy9FxDXEvm/NeqM9Wegrs7APRT8HcEXpuV43P+Vxo60Gjiar7F35VDd5+B1NdU76p9Q0Aa+6u4enrp2oLa1RTF7TlMi74veTaM9GLJKiXSJAEIR94GvOUL499yYukF7iYu7DWc22OkiOlUmLH1SCaLPBi0+VAlBK0rWzHqYmNGeHugp62uJyWI0enQtAl0DOFXn+A8WeYXFbto1o0Mj4Crq9/b9EWTi1oXLwxaco0Zl6eiVJSqiUkB0tDvqih2lZn4YknamlDEN4QCZIgaNjT10/58uiXvEx6SWmL0qz1XIuVgVW2z/cJfk2n3y/yzZ93iU5IpbSNMduG1GZZr+oUM/+Mej1yy8ODcH2t6n7X9WBTTrPxaIq27r96kRaqtiN5B5lMxne1v8NA24CbkTf50/dPtYU1qqkLOloyLvlHceVplNraEQSRIAmCBvm98mPgsYFEJUdRxqIMa1uszfZq0lHxKXyz5w6dfr/I7ecxGOtp830bVw6PbUi9UoVkdee8FhPyz4y1+mOhdDPNxqNpVXurLjEmRML1de8tamdsx+hqqtfu1xu/8jLppVpCsjc3oJvoRRLygEiQBEFDfF/5Muj4IKKToylnWY61LdZioW/xwfPSFUo2XX5Gk/le7LgWjCRB5+r2nJ7UmMENS6KjJf5bfxSlAv4cCkmvoFg1aPK9piPSPC0daDRZdf/CQkhNeG/xXuV6Ud6qPHGpcfx89We1hTWyiQu6WnK8A6K55K+eREwQxCepIGjAk1dPGHRMlRy5WrqypsUazPXNP3jetWfRtFt2kWn77xObnE55O1N2D6/Lr92qYmNSCDZM1aQLv0LgBdA1hi5r37lZ62enSk/VvnOJL+Ha+2epacm1mFF3BloyLY4+O8q55+fUElIxcwN61FL1Ii064ctntiGEkEdEgiQIeexx9GMGHRvEq5RXlLcqz+oWqz+4snRkbDLjd/rwxYrLPAyLxcxAh1kdK3JwdANqOOfzDV4LguCrcGau6n7r+WBVSrPx5CdaOtDoa9X9i4shJf69xV2tXOnjqlpMc86VOSSmvXvs0qcY4e6Crracq8+iueQvxiIJuU8kSIKQhx5FP2LQ8UG8TnlNRauKH0yO0hRK1px/StMFZ9l7KwSZDHrWcuDMJHf61nFCSy5Wwf5kyTGwZxBICqj0BVTpoemI8p/K3cGyJCRGwbXVHyw+ouoIihkVIzQhlN99fldLSLZm+vSq5QjAryeeiF4kIdflOEFav349iYnq+YtAEAqzB1EPGHRsEDEpMVQqUomVLVZiqvvuDRcv+r2k1eLzzP7rIfEp6VRxMGffiPrM7VwZSyNx+SdXSBIcmgCvg8DcCdr8CmLrlay0tP/Vi7QEUuLeW9xQx5Dv66jGcG1+uJkHUQ/UEtZX7qXQ05ZzI/AV533FWCQhd+U4Qfrmm2+wtbVl0KBBXLp0SR0xCUKhcz/qPoOPDyY2NZbK1pVZ2fzdyVHo6yRGbr1J7zXe+EXGY2mky/+6VGbvV/Wo4mCet4EXdre3w73dINNSjTvSV/8O4QVWpS/AshQkRYP3yg8Wb1i8Ia2cW6GUlMy8PJN0ZXquh1TUVJ9etVW9SAtPil4kIXflOEEKCQlh48aNvHz5End3d8qVK8fPP/9MeHi4OuIThALv3st7DDk+hLjUOKpYV2Fls5WY6JpkKZeSruC3M354LDjLX3fDkMtgQD1nzkx0p1tNB+TiclruivKHvyap7jf5Fhxqajae/E5LG9xVK2ZzaSkkx37wlK9rfY2JrgkPoh4w7+o8tSQwX7mXQl9Hzq2g15x98iLX6xc+XzlOkLS1tenUqRP79+8nODiYIUOGsHXrVhwdHWnfvj379+9HqVTPKqqCUNDceXGHoceHEpcaRzWbaqxsvhJjXeMs5c48jsRz4Tl+OfaYpDQFNZ0tODS6ITPaV8DMUEcDkRdy6amw+0tISwDnhtBgvKYjKhgqdoEiZVT702WjF6mIQRGm1ZmGDBk7H+9kjvecXF9l28ZEnz61nQBYeFLMaBNyzycN0i5atCgNGjSgbt26yOVy7t69S//+/SlVqhReXl65FKIgFEy3X9xm2IlhxKXFUd2mOsubLcdIxyhTmaCoRAZvvM7A9dd4FpWItYkei7pXZdewupQvJi73qM3pHyHMBwwsoPMqkIutWLJFrgWNp6juX16qGuD+AS1LtGRW/VkZSdKsK7NyPUka1ljVi3Q7+DVnHkfmat3C5+ujEqSIiAjmz59PhQoVcHd3JzY2lkOHDhEQEEBISAjdunWjf//+uR2rIBQYPpE+DDsxjPi0eNyKumVJjpLTFPx64gnNFp7l5MMItOUyhjYqyemJjelYzR6ZGCisPn6nVJeIADr8BqbFNBtPQVOhExQpq0qOrizP1ikdXDowp8Ec5DI5u5/s5sfLP+ZqkmRtoke/us4ALBK9SEIukUk5fCe1a9eOY8eOUaZMGQYPHky/fv2wtMy8DktkZCS2trb58lJbbGwsZmZmxMTEYGoq/kIXct+tyFsMPzGcxPREatrWZFnTZRjqGAIgSRLHH0Qw69ADnr9S7ZBe38WKme0r4GKTdVySkMviX8DyeqqtM2oMgra/ajqigunen7B7IOiZwbg7YGCerdMOPT3Edxe+Qykp6eTSiRn1ZiCX5c5qMy/jU2j48xmS0hSs6VeDZuWL5kq9Qv6R19/f2jk9wcbGhrNnz1K3bt13lrG2tiYgIOCTAhOEguhGxA2+OvkVSelJ1LatzVKPpRhoqzaM9X8Rz8yDDzj390DSYmb6fN+2PK0q2ooeo7wgSbB/hCo5snYFzzmajqjgKt8RbH6ByAdw5XfVIPdsaFuyLXLkTL0wlb1+e1Uz3OrNRCsXLnEWMdajfz1nVpz1Z9GpJ3i42oj/V8InyXHq3rhxY6pXr57leGpqKps2bQJUOzs7OTl9enSCUIBcD7+ekRzVsauTkRwlpKQz78gjWi46x7knL9DVkjOqiQsnJzamdSU78SGeV7xXgO9x0NKDrmtBx0DTERVccvk/Y5GuLFftX5dNrUu25ueGP6Ml02K//36mXZqGQqnIlbCGNiqJka4W90JiOfEgIlfqFD5fOU6QBg4cSExM1oF5cXFxDBw4MFeCEoSC5lr4NUacGkFSehJ17eqytOlS9LX0OXA7FI8FZ1lx1p80hUSTstYcH9+ISZ5lMdTNcQeu8LHC7sCJaar7nnOgaAXNxlMYuLaHohUhJRYu/5ajU1uWaMnPjVRJ0gH/A3x/8ftcSZIsjXTpX88ZUM1oUyrFWCTh4+U4QZIk6a1/8T5//hwzs/fvJyUIhZF3mDcjTqqSo/rF6rOk6RICX6bRc/UVxmy/RXhsMg6WBqzpV4P1A2vhXMTow5UKuSc1QbWViCIVyraGmoM1HVHh8N9epMToHJ3u6ezJL41/QVumzaGnh/j2wre5spjkkIYlMdbT5mFYLMcfiPX5hI+X7T9hq1WrhkwmQyaT4eHhgbb2P6cqFAoCAgJo2bKlWoIUhPzqcuhlRp8eTYoihQb2Dfix7i/878hTNl5+hkIpoactZ2QTF4Y2Kom+jphKrhFHp8LLJ2BiB+2Xia1EclO5tmBbCcLvqmYGNpueo9ObOzVnfuP5TDo7icMBh5EkiZ8a/oS2/ON7Vy2MdBlY35mlp/1YdNKXFuVtxSKrwkfJ9ruwY8eOAPj4+ODp6Ymx8T+L3enq6uLs7EyXLl1yPUBByK8uhV5izOkxpChSaGjfiEZmE2m18DIv41MBaFnBlu/auOJgaajhSD9j9/fBzY2ADDqtBCMrTUdUuMjl4D4VdvSCq6ug7qgcv8YeTh4scF/AxLMTOfLsCApJwbxG89CRf/wCqYMblGTDxWc8Co/j6P1wWley++i6hM9Xjqf5b9y4ke7du6Ovr6+umNRKTPMXcsPFkIuMOT2GVGUq1YvUJzaoJ7cC4wEoaW3EjHYVaFTGWsNRfuZeB8OK+qr1ehpMyHHvhpBNkgSrGkPYbag/DprP/KhqvIK9GO81nnRlOs2dmvNzo58/KUn69cQTlpzypUxRY46ObSR6kQqBvP7+zvEYpP79+xfY5EgQcsP55+czkiNbbTfOXWjFrcB4DHW1+KZVOY6ObSSSI01TKuDPoarkyL5GtqehCx9BJlP1IoGqFyn+4/ZDc3dwZ3GTxejIdTgReILJZyeTpkj76LAGNSiBib42TyLi+etu2EfXI3y+spUgWVpa8vLlSwAsLCywtLR8500QCrNzz88x9sxYUpWpyBIr4Xu3E5KkTfsqxTg90Z3hjUuhq507C98Jn+DcfAi6BLom0GUNaIn97NSqTEsoVg3SEuHS4o+uplHxRixushhduS6ngk4x8ezEj06SzAx0GNSgBACLT/miEDPahBzK1iW2jRs30qNHD/T09NiwYcN7123J71uMiEtswsfyCvZi3JnxKKR00mIrkhzSk7JFzZnZoQJ1SoqxLflG0BVY3wokJXReDZW7aTqiz8OT47DtC9A2UK2ubWzz0VX9+xK2e3F3FrgvQFdLN8f1xCan0WDeaWKT01ncoyodqtp/dEyC5uX193eOxyAVdCJBEj7G/ifH+eHy10goSIuthM7LPkxo4UrfOk5oa4keo3wj6TWsaAAxwVC5B3T+8I7zQi6RJFjTDEKuqwZrf+JK5ZdCLjHmjGoSRKPijVjovvCjkqSlp3xZcOIJpayNOD6+MVpiLFKBlS/HIMXGxmb7JgiFzf/O/cn3l/5OjmIq07roJE5P8mBg/RIiOcpPJAkOjVMlRxYloM18TUf0efn3WKRrayDu09Ygqmdfj6VNl6Knpce55+cYd2YcKYqUHNczoL4z5oY6+L9I4ODt0E+KSfi8ZOvT3dzcHAsLi2zdBKGwSFMombD3MJv854BMgWFaDTa1W8Sv3apjbaKn6fCE/7q1Be7vBbm2aisRPbH5b55z8YDiNSE9GS4s+uTq6hary28ev6Gvpc/5kPOMPTM2x0mSib4OQxqWBFRjkdIV+W8TdSF/ylaCdObMGU6fPs3p06dZt24dNjY2fP311+zdu5e9e/fy9ddfU7RoUdatW6fueAUhT7yMT6HHmuMci/oJmTwVO91KnB2wklolxOy0fOmlLxz5WnW/6fdg76bZeD5X/+5Fur4OYj999lhtu9r83ux3DLQNMsYmJacn56iO/vWcsTDUIeBlAvt9RC+SkD05HoPk4eHB4MGD6dmzZ6bj27ZtY9WqVXh5eeVmfLlOjEESPsQn+DXDt1wm1mIpWgbBWOsVZ2+nHZjpia108qX0FFjjoVrNuURj6LtPtYChoBmSBOtaQvAVqDUMWv8vV6q9Fn6NkadGZmwGvaTpEgy0s7/h8HIvf34++ghnK0NOTmgsLo8XQPlyDNK/Xb58mRo1amQ5XqNGDa5evZorQQmCpuy8FkS3FZd4bbQVLYNgjHVMWN96hUiO8rOTM1XJkYGlarVskRxplkwGTf7uRbqxAWJzp8empm1NljdbjoG2AVfCrjD61GiS0pOyfX6/uk5YGunyLCqRvbdCciUmoXDL8SeJg4MDq1evznJ8zZo1ODg45EpQgpDXUtIVfLv3LlP23AWLE+iY3UZLps2SpotxMnXSdHjCu/iehCt/7yTf8XcwFVtK5AslGoNjPVCkwPlfc61at6JurGy+EkNtQ7zDvRl1ahSJaYnZOtdIT5thjVRjkZac9iVNjEUSPiDHCdLChQtZunQplSpVYvDgwQwePJjKlSuzdOlSFi5cqI4YBUGtwmOS6bHqCtu8g9AxvY2e9UkAfqjzPTVta2o4OuGd4iNh33DV/VpDoWwrzcYj/OPfvUg3N0LM81yruppNNVY2X4mRjhFXw68y8tTIbCdJfes6UcRYl+DoJP68mXsxCYVTjhOk1q1b8+TJE9q1a0d0dDTR0dG0a9eOJ0+e0Lp1a3XEKAhqczUgmrZLL3Ar6DUmZiEYF98NQP/y/elSRmy+nG8plbB3OCS8AJsK0HyWpiMS/qtEI3BuCIpUOL8gV6uualOVlc1XYqxjzPWI63x18qtsJUmGutoMa1QKgKWn/UhNF71IwruJhSKFz5IkSWy89IzZfz0kXSnhYpdGStGFvE6Jxr24O4uaLEJLrqXpMIV3ubQMjn8H2vow9CzYlNN0RMLbPLsIG1qDXAfG3ARzx1yt/u6Luww7MYy4tDiq2VRjebPlGOkYvfecpFQFDf93hpfxKcztXImetXI3JkF98uUg7Tt37qBUKjPuv+8mCPldcpqCibtuM+PgA9KVEq0rW2DivInXKdGUsSjDz41+FslRfhbqAydnqO57/iSSo/zMub6qJ0mZluu9SACVrCuxqsUqTHRNuBV5i+EnhhOfGv/ecwx0tfjKXdWLtEz0Ignvka0eJLlcTnh4ODY2NsjlcmQyGW87TSaToVAo1BJobhE9SJ+34OhEhm+5wf3QWLTkMqa0LM2dtMWcfX4WK30rtrfZjp2xGOibb6XEw6rGEOUH5dpC9y2q8S5C/hV4Gda3VC3gOfoGWDjnehP3o+4z9PhQYlNjqWxdmRXNVmCi++6FQpPTFDT63xki41KY3bEifeqIiRgFQb7sQQoICMDa2jrj/tOnTwkICMhye/r0qVqDFYRPccH3Je2XXeB+aCxWRrpsHlSLOMMDnH1+Fl25LkuaLhHJUX53dIoqOTIpBu2XiuSoIHCqCyXdQZkO59Sz/UsFqwqsbrEaU11T7ry4w7ATw4hNfffWV/o6//Qi/XbGj5T0/P2HvaAZ2UqQnJyckP39QeTk5PTemyDkN5IkseKsP/3WefMqMY3Kxc04OLoB4cpzbLi/AYDZDWZT2bqyZgMV3u/en6rtRJBB51VgaKnpiITscv9W9a/PNogOUEsT5a3Ks6bFGsz0zLj78i7Djr8/SepZy5GipnqExSSz61qwWmISCraPWlHt8ePHjBo1Cg8PDzw8PBg1ahSPHz/O7dgE4ZMlpKQzatst5h15hFKCbjWKs2tYXUKS7zHrsmrm01dVvqJVCTFFPF97FQgHx6nuN5oEJRpqNBwhhxxrQykPkBRq60UCcLVyZW2LtZjrmXMv6h5Djw8lJiXmrWX1dbQY2cQFgN/O+JOcJnqRhMxynCDt2bOHihUrcuPGDapUqUKVKlW4efMmFStWZM+ePeqIURA+SsDLBDr+dpG/7oahoyVjdseK/NylMhFJzxnvNZ50KZ1Wzq34qspXmg5VeB9FOvw5BFJioHgtaPyNpiMSPkaTv3uRbm+HKH+1NVPWsixrWqzBQs+C+1H3GXJ8yDuTpO41HbAz0yc8NpmdohdJ+I8cT/MvVaoUvXv35scff8x0fPr06WzZsgV/f/W98XODGKT9eTj1MIJxO3yIS0mnqKkev/d2w83JgpiUGPoc7sOz2GdULlKZtZ5r0dfW13S4wvuc+QnO/gx6pjD8AliIS/kF1pau4HcCqvSETivU2pTvK18GHx9MdHI05SzLsbr5asz1zbOU23wlkB/23cPGRI+zk5tgoCtmsOZX+XKQ9r+FhYXRr1+/LMf79OlDWNin79wsCJ9CqZRYeOIJgzZeJy4lnZrOFhwc3QA3JwvSlGlMPDuRZ7HPsDWyZXHTxSI5yu8CL8G5X1T32y4UyVFB5/736tp3dsJLP7U2VdqiNGtbrMVS35JH0Y8YfHwwr5JfZSnXrUZx7M0NiIxL4ZdjYqiI8I8cJ0ju7u6cP38+y/ELFy7QsKEYFyBoTkxSGkM2XWfxKV8A+td1YuvgOtiY6CNJEnO95+Id5o2BtgHLmi6jiEERDUcsvFfSK9gzBCQlVO0NlbpqOiLhUxV3gzItVb/Tc/9Te3MuFi6s91yPlb4Vj189ZtDxQUQnR2cqo6etxexOFQFYfymAi34v1R6XUDBk6xLbgQMHMu6HhoYybdo0unXrRp06dQC4cuUKf/zxBzNnzmT48OHqizYXiEtshdPj8DiGbb7Os6hE9LTl/NSpEl3cimc8vuXBFn6+9jMyZCxpugR3B3fNBSt8mCTBrn7w8ABYloJh50DPWNNRCbkh9BascgeZHEZ4g3UZtTf5NOYpg48N5kXSC1zMXVjTYg1WBlaZykzZfYed14Mx1NVi/YCa1C5p9Y7aBE3J6+/vbC8Uma3KxEKRggYcuhPK17vvkJiqwN7cgJV93ahob5bx+Lnn5xh9ejRKScmkGpPoX6G/BqMVsuXGBjg4VrVFxeATUKyapiMSctP2nvD4MFTsCl3X5kmTz2KeMejYICKTIillVoo1nmsy9SInpykYsuk6531fYqCjxboBNalbSiRJ+Um+HIOkVCqzdcvvyZFQuKQrlMw9/JBR226RmKqggUsRDo5ukCk58n3ly9fnvkYpKelcujP9ymcdPyfkM5GP4MjfM9U8ponkqDBy//v3e2+P6vedB5zNnFnXch02hjb4x/gz6NggXib9czlNX0eL1f1q0LiMNUlpCgZuuMolcbnts5ajMUhpaWl4eHjg6+urrngEIVuiE1Lpv/4qK8+pVm8f1rgkGwbWxNJIN6NMVFIUo06NIiEtgRpFa/B97e8zFjwV8qm0ZNgzCNKToFRTqDtK0xEJ6mBXRbVVDJJqhmIecTJ1Yr3neooaFuVpzFO+PPYlLxJfZDyur6PFyr5uNClrTXKakoEbrnHBVyRJn6scJUg6Ojq5uiHt8uXLqVy5MqamppiamlK3bl2OHDny3nP++OMPypUrh76+PpUqVeLw4cO5Fo9QMNwLiaHd0gtc9IvCUFeL33pVZ2orV7S1/nk7pyhSGHdmHKEJoTiaOLLQfSE6WjoajFrIlpPTIeIeGBaBjisgm5f3hQLoTS/S/b0Q+TDPmnU0dWS953psjWwJiAngy2NfEpkYmfG4vo4WK/q60bScDSnpSgZtvMa5Jy/eU6NQWOX406dPnz6sXZs714yLFy/OvHnzuHHjBtevX6dp06Z06NCB+/fvv7X8pUuX6NmzJ4MGDeLWrVt07NiRjh07cu/evVyJR8j/9tx4Tpfllwh5nYSzlSF7R9SnTeXM+6dJksT0S9PxeeGDia4JyzyWvXX9EyGfeXIMvP9eG6fjcjApqtl4BPWyrQSu7QEJvObladMOpg6s81yHnZEdz2Kf8eWxL4lIiMh4XE9bi+V9qtPMVZUkDd50nbMiSfrs5HihyNGjR7Np0yZKly6Nm5sbRkZGmR7/9ddfPykgS0tLfvnlFwYNGpTlse7du5OQkMChQ4cyjtWpU4eqVauyYkX2Fh0Tg7QLptR0JbP/esCmy4EAeJSz4dfuVTEzyNortOrOKpbeWoqWTIvlzZZTt1jdvA5XyKm4cFheDxKjoPZX0CpvvzAFDYm4r/q9Awy/CLYV87T5kPgQvjz6JaEJoTiYOLDMYxklzUpmPJ6armTktpuceBCBrrb878tvNnkao/CPfDlI+9/u3btH9erVMTEx4cmTJ9y6dSvj5uPj89GBKBQKduzYQUJCAnXrvv0L7fLlyzRr1izTMU9PTy5fvvzOelNSUoiNjc10EwqWyLhkeq+5kpEcjfUozep+Nd6aHB1/dpylt5YC8G3tb0VyVBAolbB3mCo5KloJms/UdERCXilaAcp3VN0/m/dJsb2xPetbrsfe2J7guGB6/dWLP33/RCkpAdDVlvNbr+p4VihKarqSYZtucPpRxAdqFQoL7ZyecObMmVwN4O7du9StW5fk5GSMjY3Zu3cv5cuXf2vZ8PBwihbN3O1etGhRwsPD31n/3LlzmTlTfOAWVDcCX/HVlhtExqVgoqfNoh5V8XB9+6WX+y/v892F7wDo49qHbmW75WWowse6vBSeeoG2gWrKt7aepiMS8pL7N/BgPzw8CGF3wK5ynjZfzLgYW1pvYdLZSdyIuMH0S9PZ/WQ339X+jgpFKqCrLWdZr+qM2X6LI/fCGbb5Bst7u9GsvLgEXNhpfARk2bJl8fHxwdvbm6+++or+/fvz4MGDXKt/6tSpxMTEZNyCg8WGhAWBJElsuRJIj1WXiYxLobSNMQdGN3hnchSeEM7o06NJViTTwL4Bk2pMyuOIhY8SchNO/b2vY6t5YF1Ws/EIec/GFSp2Vt3Pwxlt/1bEoAirW6xmUo1JGOkYcfflXXr+1ZOZl2fyKvkVOlpylvSsRptKdqQpJL7aeoPj99/9h7lQOOS4B6lJkybvnSp9+vTpHNWnq6uLi4sLAG5ubly7do3FixezcuXKLGVtbW2JiMjcvRkREYGtre0769fT00NPT/xFWpAkpymYtv8eu64/B6B1JVt+6VoFI723v10T0xIZc3pMxiq5vzT6BS252HAy30uJU03pV6arButWFwt4frYaT4F7f8KjQxDqA8Wq5nkIOnId+lfoT+sSrfn1xq8cenqI3U92c/zZccZUG0PXMl1Z3KMqMhkcuhPGiK03WdarOi0rvvv7RyjYctyDVLVqVapUqZJxK1++PKmpqdy8eZNKlSp9ckBKpZKUlJS3Pla3bl1OnTqV6diJEyfeOWZJKHhCXyfRfeVldl1/jlwG37Qqx2+9qr8zOVJKSqaen8rD6IdY6luyzGMZxrpiS4oC4fDXEP0UTItD+yUg1qj6fFmX/WevvTye0ZYlFENr5jacy4aWGyhjUYbY1Fhme8+mx189uBd1h0Xdq9K+SjHSlRKjtt3kyF2xSXthleMepIULF771+IwZM4iPj89RXVOnTqVVq1Y4OjoSFxfHtm3b8PLy4tixYwD069cPe3t75s6dC8DYsWNp3LgxCxYsoE2bNuzYsYPr16+zatWqnD4NIR+67B/FqG03iUpIxdxQh6U9q9GwtPV7z1lycwmng0+jI9dhcZPF2Bvb51G0wie5uxtub1Ptx9VlNRhYaDoiQdMaT1GtrP3kiOrSq311jYbjVtSNnW138seTP1h6aymPoh/R90hf2pdqz7ftxiKXwT6fUEZtv8USiSzLjQgFX66NQerTpw/r1q3L0TmRkZH069ePsmXL4uHhwbVr1zh27BjNmzcHICgoiLCwf7LzevXqsW3bNlatWkWVKlXYvXs3+/bto2LFvJ0aKuQuSZJYc/4pfdZ6E5WQSoViphwc1eCDydE+v32svadak+vH+j9S1aZqHkQrfLJXz+DQeNX9Rl+DUz2NhiPkE0VKQ6W/J1ZouBfpDW25Nj3L9eRQp0N0Kd0FGTIO+B+g44H2VK14l45Vi6JQSozZcYtDd0I1Ha6Qy3K8DtK7bN68mSlTphAamr/fJGIdpPwlOU3BlD132O+jet90rmbPT50roa/z/jFENyJuMPj4YNKV6QypNIQx1cfkRbjCp1KkwfpW8PwaONSBAX+BVo47soXCKsofltUESQGDT0NxN01HlMndF3eZ4z2H+1GqxYxLmZXCIqk7Z26boiWXsfDvy2+CeuT193e2P5k2bdpEt27d6NWrV6bjkiQRFhbG9evX+eGHH3I9QKHwSklXMHzLDbwev0BbLuP7Nq70r+f8wf3SgmODGXdmHOnKdJo7NWdUNbFfV76VHAvhd1QDb8N8IOSGatyRnpnq0ppIjoR/syoFlburLr96/QR99mg6okwqWVdiW5tt7PXdy6Kbi/CP8Qd+onTFOvg9asK4HbeQJIkOVcWl/sIg2z1IWlpahIWFMWXKlEzH5XI51tbWNG3alBYtWqglyNwkepDyh9R0JSO23uDkw0j0deSs61+Tei5FPnheXGocfQ734WnMUypYVWB9y/UYaBvkQcTCByW9hrDbf998VElRtH/Wclq60HUduLbL4wCFAiH6KSytoepFGnQCHGppOqK3ikmJYdmtZex6sgulpEQLPRIjm5D+qgELvnCjU7Ximg6x0Mnr7+9sJ0hyuZzw8HBsbAr2MusiQdK8NIWSUdtucux+BHractYPyF5ylK5MZ+SpkVwKvYSNoQ3b22zHxrBgvx8LrMTofxKhsNuqZOhVwNvLmjmodm+3q6qavl2sGhh9+PctfMb2jQSfLVCqKfTdq+lo3utR9CN+8v6JW5G3AFCmFCElsh3zWnWjq5tIknJTvk6QIiIisLZ+/8DZ/E4kSJqVrlAydocPf90NQ1dbzpp+NWhUJnvvqTlX5rDj8Q4MtA3Y0HID5a3evuK6kMsSoiDs1j+JUJgPvA56e1lzR1UiZFdFlQzZVRXJkJBz0QGwrIZqjawvj4NjbU1H9F6SJHHo6SEWXF9AVHIUAOlx5RlXfRLD6tXUcHSFR75OkCpWrIi29vvHDNy8eTNXAlMXkSBpjkIpMWGXD/t9QtHV+nvjx3LZ6wHa/mg7P3n/BMAi90V4OHmoM9TPV/yLfy6PvekdinnH6vMWzv/0Cr1Jigwt8yhQodA7MBpuboKS7tBvv6ajyZb41HiW317O5gdbkFAiKbVpXLQ7C1qMQ19bX9PhFXj5dpA2qDaGNTYWi/AJOadQSkzefZv9PqFoy2X83rt6tpOjiyEX+fmqaguCsdXHiuQot8SFZ+4VCvWBuHfMQrUs9Xci9PelMrvKYu0iQb0aTgKfbap9+gIvFYjlIIx1jZlcczIdXToy7PAPvEi/z7kXW2m26yQ/NviWJg7v34lCyF/EGCRB7ZRKiW/+vMOu68/Rksv4rVc1WlbM3qJq/q/96XO4D/Fp8bQv1Z7Z9WeLD5ickiSIC8vcKxTqA/Fv20tKBlYumXuF7CqDvlleRiwIKgfHwo0N4NwQBhzSdDQ5olQqGbZ3PZderUeuEwNAffv6fFPzG5zNnDUbXAGVby+xvZnFJhIkISckSeK7fffY5h2EXAaLe1SjXTbXCXmV/Ipef/XiefxzqttUZ3WL1ehq6ao54gJOkiDmeeaZZGG3ISEya1mZHIqUyTyA2rYS6JnkbcyC8C6vg2FJNVCmqdbMcm6g6YhyRJIkph+6xY4n69G1Oo9MpkBbrk3/8v0ZWnkohjqGmg6xQMm3CZLoQRJySpIkph+4z6bLgchksLBbVTpWy976IKmKVIYcH8LNyJsUNy7OtjbbsNAXl3TeKTkWriyH62shPiLr4zI5WJfLPIDathLoGuV1pIKQM4cmqN7XTvVVSVIB60GWJImfDj9kjfdV9IseRNv4CQBFDYsyqeYkPJ08C02veFKqgqP3wwh9nUxxCwM8K9h+cNHfnMi3CVJgYCCOjo4F/hcpEqS8IUkSsw49ZN3FAGQy+KVrlWxPeZUkie8vfs8B/wMY6xizpfUWSpmXUnPEBVjYbdjZ55+ZZTItsHH91wDqKlC0IuiKv1aFAigmBJZUBUUq9DsAJRtrOqIckySJeUcfsfKsP1rGD7EtcZTYdFWvbi3bWkytNRUXCxcNR/nx7ofGsONqMPt8QohLTs84bm9uwHdtXGlV0TZXcod8myAVFiJBUj9Jkph35BErzz0F4Oculehe0zHb56+9u5ZFNxchl8n53eN36tvXV1eoBd/tnXBwDKQnq6bYe0yHcm1ARyyeKRQif02Ca6vBsS4MPFLgepFA9bn4v2OPWe7lD7I0mtd9wK3YP0lRpKAl06KXay++qvIVJroF4xJ3fEo6B2+HsuNqELefx2Qcd7A0oKaTJZefRhEWkwxA3ZJWzGhfgbK2n/bcRIKkZiJBUi9Jkph//DG/nVGtoDy7Y0X61HHK9vmnAk8x3ms8EhLf1v6WnuV6qivUgk2RBse/B+8Vqp9dmkHn1WKavVA4xYbC4qqgSIG++6BUE01H9FH++/k4uoUlQezgdPBpAKz0rZhQYwLtSrbLl1drJEnibkgM268GccAnlIRUBQA6WjJalLelZy1H6pWyQi6XkZSqYPlZf1ac9Sc1XYmWXEbfOk6Mb1YGM0Odj2pfJEhqJhIk9Vp08gmLTvoCMLN9BfrXc872uQ+jHtL/aH+S0pPoUbYH39X5Tk1RFnDxkfDHAAi8qPq54SRo8i3Ic+9avyDkO4e/hqsrwaE2fHmsQPYigSrJWHjiCUtO+wEwtVU5KriEMe/qPAJjAwGoZlONb2t/SznLcpoMNUNschr7fULZ7h3Eg7DYjOMlihjRo6YDXdyKU8RY763nBkcnMuevhxy9r5o1a2GowyTPsvSo6YiWPGe/Q5EgqZlIkNTntzN+/HLsMQDft3FlcMOS2T43MjGSnn/1JDIxknrF6vGbx29oy8VGplkEX4NdfVXT9nVNoNMKcG2r6agEQf1iw1RjkdKToc+f4FKw10NbeOIJi0+p/pic0rIcgxo6sPnBZlbeWUlSehJymZwvynzB6GqjMdPL+2U2JEniZtBrdlwN4tCdMJLSVL1FutpyWlW0pUdNR+qUtMx2T9dFv5fMPHifJxHxAJS3M2VmhwrUdM5+r3eBSJDOnz/PypUr8ff3Z/fu3djb27N582ZKlChBgwb5exqmSJDUY+VZf+YeeQTAN63KMbxx9gdVJ6UnMeDoAB5EPaCkWUk2t96Mqa743WRxfT0c+Vo1WLVIGei+FazLaDoqQcg7R6fCld/BvgYMPllge5HeWHzSl4UnVbPaJnuWZWQTF8ITwllwfQFHnx0FwFzPnLHVx9LJpRNaedBL/Doxlb23Qth+NSgjmQEobWNMj1qOdK5mj4XRxy23kqZQsuVKIAtPPCH278Hc7asUY2rrctiZfXjcZL5PkPbs2UPfvn3p3bs3mzdv5sGDB5QsWZJly5Zx+PBhDh8+rK5Yc4VIkHLfmvNPmf3XQwAmtSjDqKals32uUlIy6ewkTgSewFzPnG2tt+Fg6qCuUAum9BQ4PEm17QJAubbQcTnoi/ev8JmJi4DFVSA9CXrvhtLNNR3RJ1t6ypcFJ1RJ0sTmZRjtofr8vBp2lblX5+L3WnUproJVBb6r/R2VrCvlegySJHHt2Su2Xw3ir7thpKYrAdDTltO2cjF61nLAzcki18ZFRcWnMP/4E3ZcC0KSwEBHi1FNXRjUoMR7lwXI9wlStWrVGD9+PP369cPExITbt29TsmRJbt26RatWrQgPf9vqvPmHSJBy18ZLz5h+4D4AYz1KM755zno0tj7cyryr89CWa7OmxRrcirqpI8yCKyZEdUkt5AYgg6bfQ4MJIJdrOjJB0Ixj38HlZVCsOgw5XeB7kSDz8ITxzcowtpkqSUpTprHj0Q5+9/md+DRVb07n0p2ZUnNKriwyGZ2Qyp4bz9lxLQj/FwkZx8vZmtCrtiMdqtpjZvBxA6qz415IDNMP3OdG4CsAHC0N+b6NK83LF31rMpbvEyRDQ0MePHiAs7NzpgTp6dOnlC9fnuTkZHXFmitEgpR7tnoH8t3eewCMbFKKSS3K5ugvjODYYLoc7EJSepKYsfY2zy6oBmMnvAB9c+iyFko303RUgqBZ8ZGqXqS0ROi1C8p4ajqiXLHcy5+fj6qGKYz1KM24ZqUzPk9fJr1k4Y2FHPA/AEBN25osa7rso5IkpVLiytMotl0N4vj9CFIVqt4iQ10t2lUuRs/ajlQpbpZns+gkSeLA7VB+OvyQiNgUABqWLsL0duVxscm8LEBef3/n+M9QW1tb/Pz8shy/cOECJUtmf1CuULDtvBaUkRwNa1Qyx8kRwE9XfyIpPYmatjXpXra7OsIsmCRJtSr2xvaq5KhoRRjqJZIjQQAwtoGag1X3z/yk+v9SCHzlXoqprVSz1haf8mXhiSe86b8oYlCEOQ3msLbFWox0jLgWfo0Rp0aQmJaY7fpfxKWw3MufJgu86LXGm0N3wkhVKKlkb8ZPnSrh/a0HP3etTFUH8zxdYkAmk9Ghqj2nJ7ozwr0Uulpyzvu+pOWi88w69IDY5LQ8iyVLbDntQZo7dy5btmxh3bp1NG/enMOHDxMYGMj48eP54YcfGD16tLpizRWiB+nT7b7xnMm7byNJ8GX9EvzQ1jXH/6G8w7wZfHww2jJt9nXch5Np9tdKKtRSE1UbdN7dpfq5Yldov0RsCSII/5bwEhZVhrQE6LEdyrXWdES55t9jOt/WM3/7xW2GnxhOfFo81W2q83uz3zHSefvng1Ipcd7vJTuuBnHiQQTpStXXvbGeNh2qFqNnLUcq2uevjagDoxKYdeghJx+qtkyyMtLl65Zl+cLNgfj4uPx9iU2SJH766Sfmzp1LYqIqe9XT02PSpEnMmjVLLUHmJpEgfZr9PiGM2+mDJEG/uk7MbF8hx8mRUlLS86+ePIh6QM9yPfm29rdqiraAefVMtWVI+F3VdiEtZkOdrwrFGAtByHUnpsPFRWBbGYadK1T/T9ZeCGDWoQeAqmfpa8/MSdLdF3cZdmIYcWlxVLOpxu8ev2Osa5zxeHhMMn9cD2bn9WCev0rKOF7N0ZyeNR1pW8UOQ938vYzK2ScvmHnwPk//HhtVubgZE90dcK/knH8TpLS0NHR0dEhNTcXPz4/4+HjKly+PsbExL1++pEiRIuqKNVe8SZD8giMoVbxgb7yb1w7dCWXM9lsoJehZy5E5HSsiz+FCXwBHA44y+dxkDLUNOdz5MFYGVmqItoDxOwW7v4Tk12BYBL7YACUaajoqQci/EqJgcWVIjVcteVHI1gNbfzGAmQdVSdKwxiX5pmW5TEnS/Zf3GXJiCHGpcVSxrsJvTZdzPSCR7VeDOf0ogr87izDV16Zz9eL0qOVAOduC1SmQmq5k0+VnLDrpS3xKOsqURIIXdcu/CVKXLl3YvXt3ll6DiIgIPDw8uHfvXq4GmNveJEhlv97NuNZVGVjfGT1tsQLxhxy9F8bIbbdQKCW61SjOvM6VPyo5SlOk0X5fe57HP2dk1ZEMrzJcDdEWIJIEF36FU7MASTUzp/tmMMvexr6C8Fk79SOcXwBFK6l6kQrZ7M5Nl58xbb9qlvCQhiX4tnXm4Qz3o+4z+NhQ4tNikac6ERMwEJT6ANRytqRHLQdaV7J779T5guBFXAq/HHvEjotP8jRByvG7KSgoiMGDB2c6FhYWhru7O+XK5Y9l0bMjMVXJvCOP8Fx4jtOPIjQdTr524kEEo/5OjjpXs2fuRyZHALue7OJ5/HOs9K3oV75fLkdawKTEqabwn/oRkKBaX9VGnCI5EoTsqTtKtaJ8xF14dFDT0eS6fnWdmdWxIgCrzwcw+6+HSJJEmkLJsfvh/HIggcgn/ZHSDVHqBmLivI5+9Ww4OaERu4bXpXP14gU+OQKwNtHjf12rsG1I7TxtN8cJ0uHDh7l06RITJkwAIDQ0FHd3dypVqsSuXbtyPUB1mdOxItYmejyLSuTLDdcZuP4qT1/Ef/jEz8yZR5GM2HqDdKVE+yrF+OWLKjneP+eN+NR4Vt5eCcCIqiNyZR2PAuulL6z2gIcHQa4DbRdB+6Wgo6/pyASh4DC0hDp/90J7zQOlUrPxqEHfOk7M6aRKktZeCGDA+mvUm3eaYZtv4PX4BYpke1yUEzHUMgW9IJ7IF2BtVvheB4DKxc3ztL2P2mokODiYBg0a0KVLFw4dOkT16tXZunUrWlr5P1P99yBtma4By077se5iAGkKCR0tGV82KMHopqUx1svfA9jywrknLxi86Tqp6UraVLJjcY+qaGt9fBf20ltLWXVnFc6mzvzZ4U905OpbgCxfe3QY9g6DlFgwsYNum8GhpqajEoSCKemVakZbSqxq7F6FTpqOSC22Xw1i6p93M34uYqxLVzcHutd0oEQRIx5HP2bI8SG8SnmFq6Urq1us1sgebuqU7xeKfOPJkyc0bNiQ5s2bs3nz5jxdN+FTvO0Ffvoinh8PPcDr8QtA1Z33TctydKpm/9GXkgq6S34vGbjhGinpSjwrFGVZr+rofEJy9CLxBW32tiEpPYmF7gtp5vQZrumjVILXXDj3P9XPjvVUH+gmRTUaliAUeGd+grM/g7UrfHWp0I1FeuPg7VCOP4igdUVbPFyLoqud+Xk+efWEIceHEJ0cjaulK6uar8Jc31wzwapBvkyQLCzevgdLYmIienp6mXqOoqOjczfCXPa+F/j0owh+PPiAZ1Gq5QuqOpgzs30FqjiYayBSzfF+GsWA9ddISlPQzNWG33u7ZfmPmFMzL89k95PdVLGuwuZWBSehzjVJr+DPoeB7XPVzrWHgOQe0PtNeNEHITUmv/+5FioGu66BiF01HpDF+r/wYdHwQ0cnRlLUoy+oWq7HQt9B0WLkiXyZIGzduzHaF/fv3/6SA1O1DL3BKuoL1F5+x9JQvCakKALrVKM5kz3JYm+jldbh57vqzaPqtu0piqgL3stas7Ov2ybP8nsY8pfP+zigkBRtbbqR60eq5FG0BEXEfdvSGVwGgrQ/tFkOVHpqOShAKF6+fwesnKFIGRlwBef4f8qEu/q/9GXRsEFHJUZSxKMPqFqux1LfUdFifLF8mSIVJdl/giNhkfj7yiD9vhQBgoqfN2Gal6V/P+ZMuNeVnN4Ne0W/tVeJT0mlYugir+9XIlRkQ486M41TQKdwd3FnadGkuRFqA3NsD+0ep9o0yc1RN4S9WVdNRCULhkxwDiyqp/u28Bip/oemINOppzFMGHRvEy6SXuJi7sKbFmgK/5lyBSJCUSiV+fn5ERkai/M+sgUaNGuVacOqQ0xf4RuArZhy4z92QGABKWRsxvV0FGpWxVneoeerO89f0Xu1NXEo6dUtasW5ATQx0Pz058on0oe+Rvshlcv5s/yelzEvlQrQFgCIdTk5X7ToOUNIduq5XzboRBEE9zv4CZ2aDVWkY6f1Z9yIBBMQEMOjYIF4kvSgUSVK+T5CuXLlCr169CAwM5L+nymQyFApFrgaY2z7mBVYqJf64Ecz/jj4mKiEVgGauRfmhrStOVgV/j6x7ITH0Wn2F2OR0apWwZMPAmrmyDL0kSfQ/2p9bkbfoUroLM+rN+PRgC4KEl7B7IAScU/1cfxx4TPvsP6wFQe2SY1Wraye9gk6roIrYBPtZzDMGHRtEZFIkpcxKscZzDUUM8veOF++S1wlSjq8VDR8+nBo1anDv3j2io6N59epVxi2/D9D+WHK5jO41HTk9yZ1BDUqgLZdx8mEEzX89x9wjDwl9nfThSvKph2Gx9FnrTWxyOm5OFqwbkDvJEcCZ4DPciryFvpY+X1X5KlfqzPdCb8Eqd1VypGMEX2yE5jNFciQIeUHfFOr9vWH62XmqntzPnLOZM+tarsPG0Ab/GH++PPYlLxJfaDqsAiHHPUhGRkbcvn0bFxcXdcWkVrmRgfpGxPHjoQec930JqPZIdLE2pnJxcyoXN6NScTPK25nm+xVMn0TE0WPVFaITUqniYM6WQbUw0c+dWVXpynQ6H+hMQEwAgysNZmz1sblS7//bu+/4Juo/juOvdO90TzoYsn7sIUtFkL33VMACyl7KEpC9h4CI7KGy9xCQDYqgiGyQ2dI9KN0zTe73R6RSZoGkl7Tf5+ORByS53L17bXKf3H2HQbu4AfYPB3UmOBeHLhvAvYzcqYTXoElN5eHKlSQfOUpWSAgWvr5YlS37xK0MpmKSa8OWmazt0Zb+CNp8D5W6yZ3IIIQkhRD4SyDRadEEOASwuvFq3G2Maz5Sg7/EVr9+fUaNGkWTJk30lUmvdLWDJUni6M0YVv92n3P3nz1zZmaioKSHPRV9lZT30RZOpTztDaaB992YFLqsOMfDlEzK+yj5qU8NlNa663K+/fZ2Jp+djKOlIwfaHcDewl5n6zY42Vnwy1g4v0p7v2QTaLscrB1ljSXknSRJJB04QMzsOWTHxLx0WfPnFE1mLsbbrqNA+u0bODoJnIrCoL/AVAz8CxCaHErvX3oTmRqJv4M/qxutxsPWeMZhM/gCadeuXYwfP56RI0dSvnx5zM1zH1QrVKig04C6po8dHJOcwdWwRC6HJXI1LIErYYk5bZWeZGFmQhkvByoWUVLeR0lFX0eKu9m98dQdbyroYSqdl58lJjmTsl4ObOxbA0cbC52tP02VRotdLYhNj2VU9VF8UvYTna3b4CRHwdaeEHpOe//DsfDBqAI7UF1BlHHrNtHTppF2/jygLYDchg7Funw5skJCyLh+g4wb2psqLOy56zDz8PivYPqf9l8zD4/CN96XochM0bZFSouD1t9B5Y/lTmQwwpLD6P1LbyJSI/Cz92N149V42nrKHStPDL5AMnnOB79CoUCSpALbSPt1SZJERGIGV8MS/i2aErkSlkBSxrPXw20sTCnnrb0sV6GIkgpFHPF3ttHbCN4P4lLpvPwcUUkZlPa0Z2Pfmjjb6q44Alh5ZSWLLy7Gx86HvW32YmGq2/UbjJA/YGsPSIkCSyW0WwGljPPMamGkTkoidskS4jdsBLUahZUVrp9/hnNgICaWzx/zTJ2QQMY//+QqmrKCg+E5H6Omzs65zzT9ryzmRYqIoim/nFkMRyaAoz8MviAGZX1CeEo4vX/pTXhKOL72vqxpvMYoiiSDL5AePHjw0uf9/f3fKpC+5fcOfkySJB7EpXE5LEFbMIUnci08kbSsZwtKeyszbVsmH0ft2aYiSnwcrd/6gzX0URpdVpwjPCGdd9zt2PRZTVztdDv4ZXxGPM12NiNFlcKs92fRvFhzna7fIEiS9nLaobGgUWmnN+iyAVwKyRAGRk7SaEjcvYeY+fNRx8UBYN+wIR5jRmPu4/Pa61OnpJJ569+i6eZNMm7cIPPuXXjOl0UTe3usypTJdabJIiAAhRHMY2l0slJhUUVIjYWWi6GqYQ9inN8iUiII/CWQ8JRwitgVYU3jNXjZeckd66UMvkAydnIVSM+j1kjcj03JuTR3OSyRG5FJZGU/OxOzi62F9iyTjzKnMbi7Q95nfg9PSKfz8rOExadTzM2WzZ/VxN1e9zPHz/5zNj/d/IkyzmXY3GIzJooCdqlJlQE/j4BLG7T3/9cWWi0BSzt5cwl5kn79OtFTp5F+6RIAFkWL4jFuHHbv1dHpdjQZGWTeuZPrTFPmrVtIKtUzyyqsrbEqXTpXmybL4sVRWBTQM6/56fclcHicdpDWwRfATOzTJ0WmRBL4SyBhKWH42PmwuvFqfOxe/0tCfjHIAmnv3r00bdoUc3Nz9u7d+9JlW7VqpbNw+mBIBdLzqNQabkcncyUs8d9bAreiksnWPPtr8nSw+q9o8nWkvI/yuZfLohIz6LziLA/i0ghwsWHL57XweI3iKq9Ck0NptbsV2ZpsljdcTm3v2jrfhqwSQmHLxxB5CRQm0GCytkuxuGRi8LLj44ldtIiELVtBklDY2OA2cADOn3ySb4WIpFKRee/ef0XTzZtk3LyJlP7sMCEKc3MsS5bMdabJsmRJTKx0/74t0LLS/j2LFAMtFkK1T+VOZHCiUqMI/CWQ0ORQvG29WdNkjcEWSQZZIJmYmBAVFYW7u/tz2yDlrEy0QdKLDJWam5FJXA3/r2i6G5PCc2omijhZU7GIY06bJk8HK/qs/4v7D1PxdbZmy2e18Ha01kvOUadHcTDoILW8arGi0Qq9bEM2909pB39MiwNrZ+i4Vjs6tmDQJLWahG3bif3mG9SJ2tHwHVq0wH3kl5h7yN97R1KryXrwINeZpowbN9AkJz+7sKkplsWL55xlsipbFsvSZTC1M/7BavXq7FJtL1OlLwz+W5xFeo7o1Gh6H+7Ng6QHeNl6sbrxanztfeWO9QyDLJAKEmMskJ4nNTOb6xFJXPm319zV8ESCHqa+cHkfR2u2fF6TIk42eslzPe46XfZrJ2Dd2mIrZVwK0Pg/l7fA7n4gacCrInT+CRz95E4lvELaxYtET51Gxo0bAFiWLInH+HHYvvuuzMleTpIkVGFhzxRN6ucNxGtujn2Dj3Dt2xersmXzP6wxUKXDokrazhTNF0D13nInMkgxaTH0/qU3wUnBeNp6sqbRGnwdDKtIMtoCKSwsjClTprBihWGfOSgoBdLzJKaruPbEWaYrYYmEJ6Tj42jNpr418XPRT3EkSRJ9j/Tlj8g/aF6sObPen6WX7cgi+Az80FrbGLtCF2i5EMz1cwZO0I3shw+Jmb+AxF27ADCxs8NtyBCcunVFYWac4+FIkkR2TEzuoun6dbKjo7ULmJjg2LkT7kOHYuroKGtWg/THcjg4Chx8YMhFMNNt55SCIjYtlt6HexOUGISHjQdrGq/Bz8FwvgwabYF0+fJlqlSpIi6xGZj41CyszE11MvHsi5wJP0O/o/0wNzFnX9t9Bnv9+rU9ug8rP9KOyFu2jXayWTG+kcGSsrOJ37iJ2G+/zblEpWzXDvcRwzFzNc65p14l48YN4latJunAAQBMHR1xGz4cxw7tRc+4J6kyYHFlSI6AZvPg3b5yJzJYD9Mf0vuX3txPvI+7tTtrmqzB38Eweqcb/FxsgnFxsrXQa3GkkTR8c+EbALqU7lJwiqP0BNjYRVsceVfRTlkgiiODlfrnnwS1a0/0jBlokpOxKluWgM2b8J4xvcAWRwBWZcvis2A+fj+sx/Kdd1AnJBA1cSLBnbuQfvmy3PEMh7kVvD9C+/9f52sLJuG5XK1dWd14NcWVxYlJj+HTQ58SlBgkdyxZiE984a38fP9nbsXfwt7cns/KfyZ3HN1QZ2sbZD+8pT0l33UTWOjn8qTwdlTR0YR/8SUhPXqSefs2pkolnpMnE7BtK9aVKskdL9/YvvsuRXfuwOOrsZjY2ZFx7RrBnbsQMW4c2f+O9VToVemhfT8nR8Lf6+VOY9AeF0klHEsQmx5L4C+B3E+8L3esfCcKJOGNZaozWXJxCQCB5QNxtHKUN5CuHBoD946DuY22OLI3/BFmCxspK4u4Vau417QZST//DAoFjl27UOzQQZw6dyqUl5cU5uY49+hB8UMHUbZtC0Dijp3ca9KURz/+hJRdyGe2N7OE97/Q/v/X+drG28ILuVi7sLrxat5xeoeH6Q8JPBTIvYR7csfKV3lug9SuXbuXPp+QkMCpU6dEG6RCZP319cz7ax7uNu7sb7sfa7MC0Hj5jxVwcCSg0PZWK9NC7kTCU1LOnCF62nSygrSn/a0rVsTj6wlY/+9/MiczLM/rxec5YTw21avLnExG2VnwbRVIDIXGM6HWALkTGbz4jHj6Hu7LrfhbOFs5s7rRako4lZAli8G2QVIqlS+9+fv706NHD31mFQxIUlYSK6+uBGBgpYEFozi6exQOjdb+v8EkURwZGFV4OGGDhxDauw9ZQUGYurjgNXMm/ps2iuLoOWwqVyZg21Y8J03CVKkk8/ZtHnzSg/CRo1BFx8gdTx5mFv+dRfrtG+1AksJLOVk5sarRKko7l+ZRxiN6H+7N7fjbcsfKF2IcJOGNfHPhG9ZcW0NxZXG2t9qOmYlxdp/OEfMPrG4ImUlQ6WNovUSMkG0gNJmZxK1eTdyKlUgZGWBqivPH3XEdNAhTe3u54xmF7Ph4YhcuImGrdiRxExsbXAcOxPmTjwvflCbZWfBtVUgMgUbTofYguRMZhcTMRPoe7svNRzdxsnRiZaOVlHIula8ZDPYMkiA8FpUaxYab2rnIhlUdZvzFUepD2NhJWxz514EW34jiyEAknzjB/RYtebj4W6SMDGyqV6forp14jB0riqPXYObkhNfkSQRs24Z1xYpo0tKImTuX+23akvr773LHy19mFvDBl9r/n1mondRWeCWlpZKVjVZS1qUs8Znx9Dnch1uPbskdS69EgSS8tu8ufUemOpMq7lWoW6Su3HHeTnamdn61hAfgFACdfhRTERiArAcPCP28H2H9B6AKDcXMwyOnO7tVyZJyxzNa1uX+h/+mjXjNmIGpiwtZ9+8TEtibsCFDUUVEyB0v/1TqBo7+kBoL51fJncZoPC6SyrmUIyEzgd6He3Mz7qbcsfRGFEjCa7kTf4e997QTFo+oNgKFMZ9pkSTYNwxCzoKlErptBVsXuVMVapq0NGIWLuR+i5aknDoF5ua49O1D8QM/49CsmXH/vRkIhYkJju3aUvzgAZx6fAKmpiQfPsy9Zs15uGwZmsxMuSPqn6k51B2l/f+ZRZCZIm8eI+Jg4cCKRiuo4FqBxMxE+hzuw424G3LH0gtRIAmvZdHfi9BIGhr6N6SiW0W547yd376ByxtBYaqdfNYtf6+nC/+RJImkQ79wr3kL4pYtR1KpsK1Th2J79uD+xReY2IoJWXXN1MEBz6++oujOHdhUq4aUkUHswkXcb9mK5JMn5Y6nfxW6gFNR7QTU51fKncao2FvYs6zhMiq4VSApK4k+h/tw/eF1uWPpnCiQhDz7K+ovToWdwlRhyuDKg+WO83Zu7oNjk7X/bzobSnwkb55CLPPePUJ79yZ82DCyIyMx9/amyJJv8V21EstiReWOV+BZlSqF348/4D1vHmbu7qhCQgjr15/Qfv3JCgmRO57+mJo9cRZpMWQmy5vHyNhb2LO8wXIquVUiOSuZvof7cu3hNblj6ZQokIQ8kSQpZ0qR9u+0p6jSiA9cEZdg57+jfr/7mZiXSSbqlFSi58zlfus2pP5+FoWFBa4DB1Ls5/3YN2ggLqflI4VCgbJFc4odOIBLn95gZkbKyZPcb9GS2MWL0aQX0EEVy3cC5+LaKYX+WC53GqNjZ2HHsobLqOxemWSVtki6EntF7lg6IwokIU+OPDjClYdXsDazpn+l/nLHeXNJkbCpC6jSoPhH2sHihHwlSRKJ+/Zxv2lTHq1ZA9nZ2NWvT7Gf9+M2eBAm1gVgTC0jZWpni/uXX1Js7x5sa9dGysri4dLvude8OUmHD1PgRoUxNYO6/4599vu3kPZI3jxGyNbclu8bfE8V9yqkqFL47MhnXIq5JHcsnRAFkvBKKo2KxRcXA9Dzfz1xtTbSyT+z0rTFUXIkuJXWtjsyNfIhCoyIJEmk/vknDz75hIiRo8iOjcXc3w/f5cvwXfodFr6+ckcU/mVZrBi+q1fh8+1izLy9yI6IJHzIUEJ79yHzfgGbk6t8B3AtBRkJsH+YtvOG8FoeF0nVPKqRqkql39F+3Im/I3estyYKJOGVdtzewYOkBzhbOdPrf73kjvNmNBrY3Q8iL4GNC3TdDFZKuVMVCtmPHhG3eg33mzYjpEdP0v+6gMLaGrfhwym2bx92dY18qIgCSqFQ4NCwIcV//hnXAf1RWFiQ+vvv3G/Vmui5c1GnFJDxg0xMoe0yMDGDG3vg5Ezt54XwWmzMbfjuo++o4l6FVFUqg44NIi7duCdKFiNpCy+Vpkqj6c6mPMp4xFc1vqJr6a5yR3ozx6bCr/PA1AJ67AX/WnInKtAkjYa0c+eI37qN5GPHQKUCwMTGBocWLXDt9znm3t4ypxReR1ZICNEzZ5Fy4gQAZu7uuI8ahUPzAjL8wu9L4PA47f9LNdcWTVbiGPG6EjIS+PjgxzxIekAtr1osa7gME4VuzsXk9/FbFEjCS31/6XuWXl6Kn70fu9vsxtzEXO5Ir+/yFtj1b6PsNsugkpEWeUZAFRND4q7dJGzfjio0NOdxqwoVcOzYAWWzZqLLvpFLPnmS6BkzUf3bw82mWjU8JkzAqlQBGMDz7x/g5y9AnQUu70CXDWL4jzdwL+EeXfZ3IUOdwfCqwwksF6iT9YoCSc9EgZR3D9Mf0mxnM9Kz05lXdx6NAxrLHen1hZyD9S21H3jvjYAGE+VOVOBIajWpZ86QsG0bycdPgFoNgImdHcpWrXDs1BGr0qVlTinokiYzk0dr1/Fw2bKc+fGcunXDbfAgTI39czXsAmz9BJLCwcJOeyapTEu5UxmdnXd2MvH3iZgpzFjXdJ1Oxs0TBZKeiQIp76adm8aWW1so51KOjc03Gt9p9PgHsLI+pD3UfsB1/AFMRLM7XVFFRZGwYwcJO3aQHRGZ87h15co4duqEQ5PGokdaAaeKiCB69hySf/kFAFMXF9y/+AJlm9YojPm9lhIL23rBg9+099//AuqN07ZXEvJEkiRGnx7NweCD+Nj5sLXlVhws3u6YKwokPRMFUt48SHpAm91tyJayWdN4DdU9q8sd6fVkJMHqRhB7E7wqwqcHwUJc2nlbUnY2KadPk7B1GymnT+c0ZjVRKlG2boVTx45YvvOOzCmF/Jb6++9ETZtO1r893KwrVsRjwgSsy/1P5mRvQa2CI1/DuaXa+8U/gvarwMZZ3lxGJDkrmY77OhKeEk4j/0bMqzvvrb5oiwJJz0SBlDcjTo7gyIMjvO/zPksbLJU7zutRZ2u78989AvZe0Pc4OIgGwW8jKyychB3bSdyxk+yYmJzHbapXx7FTR+wbNcLE0lLGhILcpKwsHv20gYdLlqBJSwOFAsdOnXAbNhQzJye54725K9tg72DITtdOcNtlA3iWlzuV0bgae5UeB3uQLWUzsdZEOpTs8MbrEgWSnokC6dWuxF6h+4HuKFCwvdV2SjoZWePLg2Pgj+/BzBoCD4J3ZbkTGSVJpSL5+AkStm0j9cyZnPFhTJ2cULZti2OHDmIqEOEZqugYYubPI2nvPgBMlUrchg/DsVMn473sFnUVNneHhAfaz5VW30KFjnKnMhprr61lwYUFWJpasrn5Zko4lXij9YgCSc9EgfRykiTx6S+fciH6Aq2Lt2bae9PkjvR6zq+Gn0do/99xPfyvjaxxjFHWgwckbN9Owq7dqB8+zHnctnYtHDt2xO6jjzCxsJAxoWAM0v76i6ip08i8dQsAu7p18Z47x3gbcac9gh194N4x7f2aA6DhFDA1wp69+UwjaRhwdABnIs5QwrEEm5pvwsrM6rXXIwokPRMF0sudDjvNwGMDsTS1ZH/b/XjaesodKe/unYCf2oOkhvoT4IMv5U5kNDRZWSQfOULCtu2knTuX87ipqyuO7drh2KE9Fn5+MiYUjJGUnU38xk3EzJ+PlJmJub8fRb79FquSRnZW+jGNGk5Mh1/na+/7vwcd14Gdm6yxjEFcehwd9nXgYfpDOpbsyNe1vn7tdYgCSc9EgfRiao2aDvs6cDfhLp+W+5QRVUfIHSnvHt6BVR9BRiJU6KLtmmtsve5kkHn/Pglbt5G4ezfqhATtgwoFtu+/h2PHjth/+CEKc/ENWXg76devEz54CKqICBQ2NnhPn4ZD06Zyx3pzN/fBrv6QlQwOPtDpRyhSVe5UBu9sxFk+P/I5EtIbDR0jCiQ9EwXSi+26s4uvf/8aBwsHDrQ7gNLSSKbiSHukLY4e3QffmtBzL5iJBsMvosnIIPnwYeK3biX9rws5j5t5eODYvj2O7dth7uMjY0KhIMqOjyfiiy9I/f0sAM6BgbiPGI7CzEjnQ4y9DZu7Qdwd7Qj9zedDlR5ypzJ4i/5exKqrq7A3t2dbq2342OX9s0YUSHomCqTny8jOoMWuFkSnRfNF1S/oVa6X3JHyJjsLfmyrHa/E0Q/6ngBbI51MV88ybt8mYdt2EvfsQZOUpH3QxAS7Dz/EsWMH7N5/33gPVoJRkLKziV24kLhVqwGwqVUTnwULjLeXW0YS7O4P/+zX3q/6KTSdLb6gvYRKo+LTQ59yOfYyFdwqsK7JujzP0JDfx29ZuxTMnDmT6tWrY29vj7u7O23atOHWvw36XmTdunUoFIpcNyur12/sJeS24eYGotOi8bL1omsZI5mKQ5Lg5+Ha4sjCHrptFcXRUzRpaSTs2Elw5y4EtWpN/I8/oklKwtzbG7ehQyhx4ji+S7/Dvl49URwJeqcwM8P9yy/xWfgNChsb0s6eI6h9e9KvXZc72puxctBeXqs/HlDAhbWwrjkkRcidzGCZm5gz+4PZ2JvbcyX2CksvGe4wMrIWSKdOnWLgwIGcO3eOI0eOoFKpaNSoEampL58l2sHBgcjIyJzbgwcP8ilxwZSQkcDqq9pvdIMqD8LS1Ei+/fz+LVz8CRQm0HEtuJeRO5HByLhxg8hJk7jzQV0ix40j/fJlMDPDvmFDfFeupPiRw7j274+5h4fcUYVCyKFJEwI2b8Lc34/siEgedOtGwq7dcsd6MyYm8MFI6L4NrJQQdh6W14UHv8udzGD52PkwqfYkAFZfXc3vEYa5rwzqEltsbCzu7u6cOnWKDz744LnLrFu3jmHDhpHwuEHpaxKX2J419/xcfrjxAyWdSrK1xVZMjWE4/X8OaK//I0GT2VCzn9yJZKfJyiJx924Stm4j49q1nMfN/fxw7NgBxzZtMHMTvW0Ew6FOSiJi1GhSTp4EwKlbNzzGjEZhrMNIPLoPmz+GmOtgYgaNZ8C7n4kOIy8w5ewUtt3ehouVC9tbbcfV+uVXAArVJbanJSYmAuDs/PKh3FNSUvD398fX15fWrVtz/fqLT89mZmaSlJSU6yb8JzwlnE3/bAJgeNXhxlEcRV3VjkeCBNUCocbncieSXeoffxLUqjVRX0/UFkfm5jg0a4rfurUUP3QQ1759RXEkGBxTBweKLP0O14EDAYjfuJEHvT5F9cRo7UbFuRj0OQLlOoAmGw6Ogl39QJUudzKDNKr6KEo4liAuI47xv41HI2nkjpSLwRRIGo2GYcOGUadOHcqVK/fC5UqVKsWaNWvYs2cPP/30ExqNhtq1axMWFvbc5WfOnIlSqcy5+fr66utHMErfXfwOlUZFDc8a1PGuI3ecV0uOho1dQJUKxT6EpnMK9bczSZKIW72akE8/JSs4GFNXV9xHjeKdUyfxWbAA25o1jXf0YqFQUJiY4DZ4EEW+X4qJnR3pf/9NcPsOpP19Ue5ob8bCVjtnW+MZoDCFK5u180LGi6YgT7Mys2LuB3OxMrXiTMQZ1l9fL3ekXAzmElv//v05ePAgv/32G0WKFMnz61QqFWXKlKFr165MnTr1meczMzPJzMzMuZ+UlISvr6+4xAbcenSLjvs6IiGxuflm/udq4BNLqtK1DSDDL4DLO9DnKFg7yp1KNprUVCLGjSf50CEAlG3a4DF+HKZ2djInE4Q3kxUcTOigQWTdvQfm5nh+NRbHLl3eaoJTWQWdhm2fQtpDsHaGDmugeD25Uxmc7be3M/nsZMwUZqxvup4KbhWeu1yhvMQ2aNAg9u/fz4kTJ16rOAIwNzencuXK3L1797nPW1pa4uDgkOsmaH1z4RskJJoENDH84kiSYPcAbXFk7QTdthTq4igrOJjgLl20xZG5OZ4Tv8Zr5gxRHAlGzSIggKJbtmDfuDGoVERNnkLkuPFonviSa1SKfgCfn9LOB5n+CH5qB78tzJnXUNBq/057Ggc0JlvKZtTpUSRnJcsdCZC5QJIkiUGDBrFr1y6OHz9O0aKvP/GlWq3m6tWreHl56SFhwXUu8hxnIs5gZmLGkMpD5I7zaidnwfWdYGIOnX8Cl+JyJ5JN8okTBHXsROadu5i6ueK/fj1OXbsa77dsQXiCia0tPgu/wX3kl2BiQuLOnTzo/jGqCCPtOq8sAp8egsofg6SBoxNhWy/ITJE7mcFQKBRMrDURHzsfwlPCmXx2MoZwcUvWAmngwIH89NNPbNy4EXt7e6KiooiKiiI9/b8GbT169GDs2LE596dMmcLhw4e5f/8+f//9Nx9//DEPHjygT58+cvwIRkkjaVjw1wIAOpXshK+DgbfLurodTs3S/r/FNxDwnrx5ZCJpNMQu+Y6w/gPQJCdjXbkyRXfswKZKZbmjCYJOKRQKXHr3xm/VSkwdHcm4do2g9h1IPfeH3NHejLkVtFoCzRdov+Td2K0d/f/h8698FEb2FvbM/mA2Zgozfgn+hZ13dsodSd4C6fvvvycxMZEPP/wQLy+vnNuWLVtylgkJCSEyMjLnfnx8PH379qVMmTI0a9aMpKQkfv/9d8qWLSvHj2CUDgUd4uajm9ia2/J5RQPvARZ6XntpDaD2EKjyibx5ZKJOTiZs4CAeLlkCgFO3rvivX4e5u7vMyQRBf2xr1yZg+3Ysy5ZBHR9PSO/exK1dZxBnF16bQgHVe8OnB8DOE2L/gZX14NZBuZMZjIpuFRlcZTAAs/6cxb2Ee7LmMZhG2vmlsI+DlKXOotXuVoSnhDOo0iDDLpASQmFlfUiNgVLNtJfWjGEYAh3LvHOHsEGDyXrwAIWFBZ6TJuHYrq3csQQh32gyMoiaOInEPXsAcGjWDK9pUzGxsZE52RtKjoKtPSH0nPZ+3dFQd4x20MlCTiNp6H+0P79H/E4JxxJsar4JKzPtbBmFspG2kH+23tpKeEo4btZufFLWgM/GZCbDpi7a4sijPLRbWSiLo6RDvxDUuQtZDx5g5uWF/4YNojgSCh0TKyu8Zs3EY/x4MDMj6cABgrt0JSskRO5ob8beE3ru0w4iCXBqtvbzLj1B1liGwERhwvT3puNi5cLdhLvMPT9XviyybVnId8lZySy/shyA/pX6Y2NuoN++NGrtQJDR18DOA7ptBsvC1TtLUquJmT+f8GHDkNLSsKlZk6I7tmNd/sVjhAlCQaZQKHD+uDv+69Zi6upK5u3bBHXoSMrp03JHezNmFtBsLrT5Hsys4M4v2ktu0TfkTiY7V2tXZrw/A4Ctt7dy5MERWXKIAqkQWXttLQmZCQQ4BNC2hAGfhTjyNdw+pP3Q6LJJ2wukEMmOjye0b1/iVq4CwDkwEL9VKzF7xQjzglAY2FSrpv2yULEimqQkQj/vx8Pvv0fSGNYozHlWqRsE/gJKX+1UJasawDX5GyjLrbZ3bQLLBQIw8cxEwlPC8z2DKJAKiZi0GH688SMAw6oMw8zEQGduv7AezmobItNmKRSpKm+efJZx4wbB7TuQ+vtZFNbW+CyYj8eokSjMDPT3JQgyMPfwwO/HH3Ds0hkkidhFiwkbPAR1ipF2nfeuBJ+dgqJ1tbMEbP8UDk8AdbbcyWQ1qPIgKrhWIFmVzOjTo1FpVPm6fVEgFRJLLy0lQ51BJbdK1PerL3ec5ws6DT+P0P7/w6+gXHt58+SzxD17CO7aDVVEBOZ+fgRs3oxDs2ZyxxIEg2RiYYHXpEl4TZ+GwtyclGPHCO7Yicx78vZ8emO2LvDxTm1vXYDfF2sHlkyNkzeXjMxNzJn9wWzszO24HHuZ1VdW5+v2RYFUCNxPuM+uu7sAGFFthGEOKBh3D7Z8op3gsVwHqDtK7kT5RlKpiJo2nYjRY5AyM7Gt+wFFt23FqlRJuaMJgsFzbN8e/40bMPP0JCsoiOCOnUg6Ik+blbdmagaNpkKHtWBuC0GnYMWHEHFJ7mSyKWJfhEm1JwGw/kb+ztVWaAukR+mP5I6Qbxb+vRCNpKGebz0quxvgoILp8bCxE2QkgE81aL2k0ExAmx0by4NPPyX+p58AcB3QH9/vv8dUqZQ5mSAYD+vy5Sm6Yzs2776LJi2N8MFDiPlmIZJaLXe0N1OunXauSedikBgCaxrDpU1yp5JN44DGdCjZAYn8HZWo0BZIU85NQSMZaaO+13Ax5iInQk9gojBhWJVhcsd5lipDOx5I3F1tI8UuG8HcWu5U+SL90iWC2ncg/a8LmNjaUuS7JbgNGYJCjIUiCK/NzMUFvzWrce7ZE4C45csJ/bwf6oQEeYO9KY+y0PcElGwC2Rmwux/8/CVkZ8mdTBajqo+imLJYvm6z0A4UWeb7Mox6bxS9yvWSO5LeJGUl0e9IP64+vEr7d9rnnKaUnUYNsbcg4iL8/i3E3gQLO21PDs/C0Y09fstWoqZNA5UKi+LFKfLtt1gWe/25CAVBeFbivv1ETpiAlJGBeZEiFFnyLValS8sd681oNNpxkh5Pt+RR3vDnolQW0fbO89DtJOiXQi5R2b9yvg0UWagLJEsbS35o+gPl3crLHUunJEniQNAB5p6fS1xGHNZm1uxvux93GxmmpdBotF1XIy7+e/sbIi+DKu2/ZWzdocNq7czXBZwmM5PoadNI2LYdAPtGjfCaMQNTO1uZkwlCwZLxzz+EDRqMKiwMhZUVXlOnomzZQu5Yb+7WIdjZFzKT5E6SdzX6QcOp2jGfdCC/R9IutAXSgP0DOP3wNEXsirC15VbsLezljqYTQYlBTP9jOn9Eaid1DHAIYFLtSVT1yIfu8pIEiaEQ/vd/xVDEZchMfHZZCzvwqgS+1aHWILB11X8+makiIwkbOoyMK1fAxAS3YcNw6dvHMBvNC0IBoE5IIPzLkaT+9hsAzj174P7llyjMzWVO9oYSQuHOYTDk5iGSBoJ/g5t7tfd9a0LHdeDg9darFgWSnj3ewaGxofQ+2ZuI1AiaBDRhzgdzjPpAlZGdwaqrq1hzbQ0qjQoLEwv6VuhLYLlALEx1U70/IznqqWLoIqQ9p0uqmRV4lgfvKuBdGXyqgEuJQjV1SOoffxI+fDjqR48wVSrxnj8fu/fqyB1LEAo8Sa0m9ttviVumnUXApnp1fBZ+g5mLi8zJCrh/DsCuftovyLbu2iIp4O0+80SBpGdP7uD7GffpdagXaknN5NqTafdOO7njvZHfwn9jxh8zCE0OBaCOTx3GvTsOXwdf3W0kNe6Jy2T/FkTJkc8uZ2Kmve78ZDHkVhpMjfQb21uSJIlH69cTM3ceqNVYlilDkW8XY1GkcI0OLghySzpyhMgxY9GkpmLm6UmRxYuwrlBB7lgF2+PhW2Kug8IUGk7WXjF4w5MRokDSs6d38Kqrq1j09yKsTK3Y0mILxRzzt5X824hOjWbO+TkcfnAYAHdrd0a/O5qG/g3f7mxYRqK2ndCTZ4cSnjMppMJEW/x4V9GOBOtdRVscmVu9+bYLEE16OpETviZp/34AHFq1xGvyZEysC0cvPUEwNJn37xM2cBBZQUEozM3xnPg1jh06yB2rYMtKg/3D4MoW7f2yraH1d2D5+s1aRIGkZ0/vYI2k4fMjn3Mu8hzvOL3DxmYbsTIz7AN8tiabzf9sZsmlJaSqUjFRmNCtdDcGVhqIncVrTuqalQpRV3MXQ3F3n7+sSwntWaHHZ4e8KoCFaFz8PFmhoYQNGkzmrVtgaorH6NE4ffKxUV/GFYSCQJ2SQsSYMaQcPQaAY+fOeIz7ChMLPTVFELTtU8+vgkNjQaMC15LQ+SdwK/VaqxEFkp49bwc/TH9I+73teZTxiM6lOjO+5niZU77YldgrTD03lX8e/QNABdcKjK85njIuZV794uxMiL72bzF0SVsQxd58foM/R7/cxZB3JbASgxfmRcqvvxL+5Ug0iYmYurhQZOE32FSvLncsQRD+JWk0xK1YQeyixSBJWFesiM/iRZh7eMgdrWALPQ9be0ByhLajTusl8L+8T5wuCiQ9e9EOPhN+hn5H+wHwzYff0MC/gVwRnysxM5HFfy9m2+1tSEjYW9gzrMowOpTsgIniBQMLShLc3Af3jmuLoejr2ur9afZezxZDhaBXma5JkkTc8hXELloEkoRVxQoUWbQIc09PuaMJgvAcKadPa7/MJCVh6uaK//r1WBYznmYWRiklVjsZb/Cv2vu1BkGDydppVl5BFEh69rIdvOCvBay9vhZ7C3u2t9yOt523TCn/I0kS++/vZ95f83iUoZ0epVXxVoyoOgIX65f0woi9BftHwIPfcj9u7axtOP1kQaSD7peFnTolhcixY0k+chQAx44d8ZgwXpy2FwQDlxUSQtjAQWTeuYOZlxcBmzaKLzX6ps6G41PhzELtff862vnn7F9+Bk8USHr2sh2sUqvoeagnVx9epZJbJdY2WYuZyaurWn25n3if6eem82fUnwAUVRZlQs0JVPd8yeWarDQ4PVc7QrVGBWbWUO1T8K2hLYYc/QrNPGf5JfP+fcIGDSbr/n0U5uZ4TBiPU6dOcscSBCGPsh894kG37mQFB2NduTL+P/6Awky+z/5C48Ze2D0AspLBzhM6rQe/mi9cXBRIevaqHRyaHEqnfZ1IUaXQt3xfhlQZku8Z07PTWXllJWuvryVbk42lqSX9KvajZ9memL+su/ytQ3Bw5H89zko2haazwck/f4IXQslHjxIxeoy267CHh7brcMWKcscSBOE1ZYWGEtS2HZqUFFwHDsRt8CC5IxUOD+9ohwKIvakdJqbRdKjx+XO/yIsCSc/ysoMPBR1i5OmRKFCwstFKanjVyLd8p8NOM+OPGYSnhAPwvs/7fFXjK4rYv2TcnMQwODga/tF2J8ehCDSbA6Wb50PiwumZweeqVdMOPucq2m4JgrFK3LefiJEjwcQE/x/WY1OtmtyRCofMFNg3BK7t0N4v1wFaLgLL3L2yRYGkZ3ndwZN+n8SOOztwtXZle8vtL2/vowNRqVHM/nM2R0O0bVg8bDwY8+4YPvL76MVdw9UqOPc9nJwFqlRt9V1zANQd/cwflqA76sRE7fQFv2obGTr1+ASPkSONd/oCQRByRIweQ+KePZh5eVFs9y5MlaL3br6QJPhjORweB5pscCujHQrAtUTOIqJA0rO87uD07HS67O/C/cT7vOfzHt999N2Le4u9hWxNNhtubmDppaWkZadhqjDl4zIfM6DSAGzMbV78wpA/YP9w7QilAH61oPkC8Cir84zCfzJu3dJOgBkaqp0Ac8pklK1ayR1LEAQdUaekEtSuHaqQEOybNMHnmwVi/LL89OAsbOsFKVFgYQ9tv4cyLYH8L5B0f8QvIKzNrJlbdy4WJhb8Fv4bP974UefbuBRzic77OzPvr3mkZadR0a0iW1ps4cvqX764OEp7BHsGwZpG2uLI2hlaLYFeB0RxpGeJP/9McJeuqEJDMffxIWDTRlEcCUIBY2pni8/8eWBmRvKhQyTu2CF3pMLFvxZ8flrbsy0rGbZ8DEcmanu+5TNxBukVtvyzhWl/TMPMxIwfm/5IOddyb50hMTORby58w4472jee0lLJ8CrDaftO25ePaXRpAxyeAOna7v5U/kQ7foStcU+6mHnvHupHj+SO8VLJR4/xaP16AGzr1MF73lzMnJxkTiUIgr48XLmS2PkLUFhbU3THDiyLFZU7UuGiVsHRSXB2ifZ+wPskNVqM0qe4uMSmL69bIEmSxIiTIzgacpQidkXY1nLb60/n8cS69t7by/y/5hOfGQ9AmxJtGF51OM5Wzi9+YfQN+HkEhJzV3ncvCy2+eWl3SGOgSU0lavoMEnfulDtKnrn07YvbsKEoTE3ljiIIgh5JGg0hgb1JO3cOy7JlCNi8WYxrJodrO7VXTVSpJJl7oBx/RxRI+pJTIB1bhEO9wXkaEygxM5GO+zoSmRpJ06JNmf3+7Ne+Jn0v4R5Tz03lQvQFAEo4lmB8zfFU9aj64hdlpcKp2XD2O22jNXMb+HCMtiH2y7r7GwFJoyG072eknjkDCgUWAQEGPT6TibU1Lp9/hkOjRnJHEQQhn6iiYwhq3Rp1QgLOn36Kx+hRckcqnGJvwZaPSQq/hXJWsiiQ9CWnQBpjj0P1rtozMRYvaQz9r0sxl+h1qBdqSc2U2lNo+07e5o9Jz05n+eXlrL++nmwpG2sza/pV7McnZT/B3OQlRc4/B+DgKEgM1d4v3QKazAJH3zxt19A9+vEnoqdPR2Flhe/y5djWeFfuSIIgCM9IPn6csAEDAfBduRK799+TOVEhlZlM0qa+KD/dIgokffmvQHLEwVIDHuWg0w/gUvyVr115ZSWLLy7G2syazc03U8zx5XP2nAw9ycw/ZhKRGgHAh74fMvbdsS+fwiQhRDum0a0D2vtKP+2YRqWa5vVHNHiZd+8S1L4DUmYmHhPG49y9u9yRBEEQXihqyhTiN27C1NWVYnt2Y+Zi3O0+jVVSYiJKR0fRi03vum0GWzft7PYr6sGtg698SWC5QGp41iA9O52Rp0eSqc587nKRKZEMPT6UwccHE5EagZetF4vqLeLb+t++uDhSq+C3hfBdDW1xZGIG7w2HgecKVHEkZWURMWo0UmYmtu+9h1O3bnJHEgRBeCn3UaOwfKcE6ocPiRg7lkJ2XsFw5HMzjMJbID3uSuhbAzITYVMXODYVNOoXvsTUxJQZ78/A2cqZ2/G3mXd+Xq7nVRoVa6+tpfWe1hwPPY6ZwoxPy33K7ta7qe9X/8VZHvwOy96HoxNBlabt3tjvN2gwCSxsdfQDG4bY75aSceMGpkolXtOni/FFBEEweCZWVnjPm4/CwoLU078S/6Puh30RDE/hLZAAHLyh535493Pt/V/nwU/tITXuhS9xt3FnWp1pAGy+tZljD44BcDHmIp32dWLBhQWkZ6dTxb0KW1tuZUTVES8e0yg1DnYPhLVNtfPQ2LhAm++h18/gXkanP6ohSPv7b+JWrgTAc8oUzD3cZU4kCIKQN1alSuL+byPtmLnzyPjnH5kTCfpWeNsgPX0N88o27VwwqjRQ+mpnFfZ5cQ+zeefnsf7GemzNbanqUZXTYacBcLR0ZETVEbQu0frFYxppNHDxR+0Zo3Rtd3+q9NSeMbJ5SXd/I6ZOSSWobVtUoaEoW7fGe/YsuSMJgiC8FkmSCBswkJQTJ7AoVoyiO7ZjYm0td6xCQ0w1omcv3cHRN7Sjdj66B6YW0GyutnB5zmUglVpF78O9uRhzMeex9u+0Z1iVYThaOb44QNQ17ZhGoX9o73uU0/ak8y3Yvbgixo0jccdOzL29KbpnN6b29nJHEgRBeG3Z8fEEtWpNdmwsjp064TVlstyRDErm/SBSz50FjYSyZQudzmUnCiQ9e+UOzkiEXf3h1s/a+5U+hubzwPzZbwkqjYrTYae5GnuVur51qexe+cUbzkyBkzO1k8tKarCwg3pfaS/vmZrp6KczTMlHjxI2SDvmlP8P67GpXl3uSIIgCG8s9exZQgJ7gyThs3iRGB/tXymnTxM2aDBSVhYA5kWKUGTxIqzK6mYaLFEg6VmedrBGA2cWwvGpIGnAswJ0/hGcAl5/g5IE/+zXdt1PCtc+VqaVdkwjpc+b/hhGIzs2lvutWqOOj8elT2/cv/xS7kiCIAhvLWbePOJWrcZEqaTY7l2Ye3nJHUlWKadOaYsjlQqrChVQx8WhCg9HYWmJ58SJOLbL29iBLyMmqzUEJibw/gj4ZJe24XTUFVheF+4ceb31xAfDxs7ay3ZJ4eDoD922aYutQlAcSZJE5PgJqOPjsSxdGtchQ+SOJAiCoBNuQ4ZgVa4cmsRE7dAl6hf3gC7okk+cyCmO7Bs2JGDDTxTduQPbuh8gZWYS+dVXRE6chObfM0vGQhRIL1PsQ+1QAD5VISMBNnSEEzO1Z5heJjsLfp0P39WEO7+AiTm8/yUMOAclC8+p2IQtW0k5dQqFuTnec2aLeYwEQSgwFBYW+Mybi8LGhrTz53N66BY2ycePEzZkqLY4atwYnwXzUZibY6pU4vv997gOHgQKBQlbtvCg+8eoIiLkjpxnokB6FWUR+PQgVOsNSHBqFmzsBGkvmH0++DdY9h4cmwLZ6RDwPvQ/Ax9NyNOUJgVFVnAw0bNnA+A2YgRWJUvKnEgQBEG3LAIC8JwwAYDYb5eQdvHiK15RsCQfPUrY0GGgUmHftIm2YDT/bwothYkJbgMH4rtiOSZKJRlXrxLUrj2pv/8uX+jXIAqkvDCzhBYLoM0yMLOCu0dgRV2IvPzfMimxsKsfrGsOD2+BjSu0XQE994FbKfmyy0DKziZ89Gik9HRsatTAuWcPuSMJgiDohbJNaxyaNwe1mogvR6JOTpY7Ur5IOnyYsGHDQaXCoVkzfObmLo6eZPf++xTdsR2rsmVRJyQQ0qcvD5ctR3rV1RiZiUbaryvyCmz9RNu+yNQSPvoaTM3hxAztZTgUUO1T7ePWTjpObxxiv/uOh98uwcTenmJ79xT6xouCIBRs6uRkgtq0RRUejkOLFnjPnVOgZwlIOvQL4V98AWq19uedNROF2at7Y2syM4maOpXE7TsAsKtfH+9ZMzHN47FY9GLTM53s4PR47dmi24dyP+5ZHloshCLV3jqnsUq/coXgrt1ArcZ77lyULVvIHUkQBEHv0i5e5MHHn2g/+2bPQtm6tdyR9CLp4EHCvxypLY5atcR75kwUpqavtY74bduInjoNKSsLc38/iixejFWpV19pEb3YjIG1E3TZBI2mg29N8Kqo7bbf92ShLo40aWlEjBylfeM0a4pDi+ZyRxIEQcgXNpUr4zpwAABRk6eQ9eCBzIl0L/Hnn3OKI2Xr1m9UHAE4deyI/4YNmHl7oXoQQnDnLiTu3auHxG9HnEESdCZy8mQSNm3GzMODYnv36HQEVUEQBEMnqdWE9OxF2l9/YVW+PAEbfkJRQHrvJu7bT8To0aDRoGzbFq9pU9+oOHpSdnw8EV+OJPXMGQCcunXDY8zoF+4zcQZJMEopp06RsGkzAN4zZ4jiSBCEQkdhaor33DmYODiQcfUqsd8ukTuSTiTu3ftfcdShPV7Tp711cQRg5uSE74rluA7oD0D8xo08+KQHqqiot163LogCSXhr2fHxRIwbD4BTj0+wrV1b5kSCIAjyMPfywmvqVADiVq0i9dw5mRO9nYTdu4kYPQY0Ghw7dsRryhQUJrorHRSmprgNGUKR75diYm9P+uXLBLXvQOq5P3S2jTclCiThrUiSRNTXX6N++BCLEsVxHzFC7kiCIAiycmjcCMeOHUGSiBg1muz4eLkjvZGEnbuIHPsVSBKOnTvjOXmSToujJ9nXq0fRHduxLF0adVwcIYGBxK1ahZytgESBJLyVxF27ST5yFMzN8ZkzBxMrK7kjCYIgyM5j7BgsihUjOyaGyHHjZT3Qv4mEHTuIHDdOWxx17YLnxK/1Vhw9ZuHnR8CmjdoegBoNMfPmEz5kKOqUFL1u90VEgSS8saywMKKnTwfAbfBgnc3YLAiCYOxMbGxyRpZOOX6c+E2b5I6UZ/HbthE5bjxIEk7du+P5tf6Lo8dMrK3xmjUTz0kTwdyc5CNHCO7Qkcw7d/Jl+7my5PsWhQJBUquJGD0GTWoq1lWr4tI7UO5IgiAIBsWqbFncvtA2O4iZPYeM27dlTvRq8Vu2EjXhawCcPvkEj/Hj8n3QS4VCgVOXLgT89CNmnp5kBQcT1LkLSYcP52uOQlsgSSqV3BGMWtzqNaRfuICJjQ3es2fppEeDIAhCQePcowe277+PlJlJxBdfosnIkDvSC8Vv3kzUxIkAOPfsgcdXY2UdEdy6YkWK7tyBTc2aSGlp2vZQ+ajQFkgh/QegiomRO4ZRyrhxg9hvvwXAY9w4LIoUkTmRIAiCYVKYmGiHPnFxIfPOHWLmzpM70nM92rCBqEmTAXDu1Qv3MWMMYroUM2dn/FatxKVv33zfdqEtkDIuXiSofXvS/vpL7ihGRZORQfioUdrZmxs2QNmurdyRBEEQDJqZqyves2YCEL9hA8nHT8icKLdHP/5E9NRpADj3DsR99CiDKI4eU5iZ4f7FCLznzc3X7RbaAsmieHHUsQ950LMXcevWGV0PA7nELFhA1t17mLq64jl5skG9iQRBEAyV3fvv49yzJwCRX32FKtowrmA8+uGHnM42Ln374P7llwb7uW5fr16+bq/QFkj+69bi0KIFqNXEzJpN+IgRaFJT5Y5l0FJ//534H34EwHv6NMycnWVOJAiCYDzcvhiBZZkyqBMSiBgzGkmjkTVP3Lp1RM/Qntly+fxz3EaMMNjiSA6FtkAysbHBe+4cPMaNAzMzkg8eIqhTZzLv35c7mkFSJyQQ8W8DOccunbGrW1fmRIIgCMbFxMICn/nzUFhbk3b2HI/WrJEtS9zqNcTMmg2AS/9+uA0bKoqjpxTaAgm0XQmdP/kY/x/WY+buTta9ewR36EjSL/nbldAYRE2ZSnZ0NBb+/niMGiV3HEEQBKNkWawYHl+NBSBm4SLSr17L9wxxq1YRM1fbnsd14EDchgwRxdFzFOoC6TGbKlUoumM7NtWro0lLI3zoUKLnzEXKzpY7mkFI3LefpAMH4PFEjDY2ckcSBEEwWo4dOmDfqBFkZxP+5ReoU/KvecfDFSuJmTcfANdBg3AbPEgURy8gCqR/mbm54bd2Dc6B2gEPH61ZQ0hgb7IfPpQ5mbxUkZFETZkCgGv//lhXqCBzIkEQBOOmUCjwmjoFMy8vVA9CiJ42LV+2+3DZMmIXLADAdchg3AYNzJftGitRID1BYWaGx6iR+CxciImNDWl//klQu/ak/X1R7miykDQaIsaMRZOcjFWFCrh+/pnckQRBEAoEU6USnzmzwcSExN27Sdz/s163F7t0KbELFwHgNmwYbgMG6HV7BYEokJ7DoUljArZvw6J4cbJjYnjQowePftpQ6IYCeLT+B9L++AOFtTU+c2ajMDeXO5IgCEKBYVO9Oq79PgcgatIkssLC9LKd2CXf8XCxdnBftxEjcrYpvJwokF7AslgxArZswb5JE8jOJnraNCJGjUaTliZ3tHyRcft2zqlYj9GjsQgIkDeQIAhCAeQ6YADWlSqhSUkh4suROm37KkkSsYu/5eGSJQC4j/wS18/yf0RqYyUKpJcwtbPF55sFuI8eDaamJO3bR3DnLmQFB8sdTa80WVlEjByFpFJhV7cujp07yR1JEAShQFKYmeE9bx4mdnakX7rEw6VLdbJebXG0OGd97qNG4dK7t07WXViIAukVFAoFLp/2wn/dWkxdXcm8c4egDh1JPnZM7mh683DxYjJv3cLUyQmvaVNFDwdBEAQ9sijig+fkSQA8XLactPPn32p9kiQR+81C4r5fBoD7mNG4BH76tjELHVEg5ZFN9eoU3bED6ypV0KSkEDZwEDELvkFSq+WOplOpf/5J3Grt4GVeU6dg5uYmcyJBEISCT9m8Oco2bUCjIXzkKNSJiW+0HkmSiF2wgLgVKwDw+OorXHr10l3QQkQUSK/B3MMd//XrcOrxCQBxK1YQ0rsPWSEhMifTDXVyMhFjxoAkoWzfDvsGDeSOJAiCUGh4jB+Pub8f2VFRRE74+rU7BkmSRMzcecStXJWzPud/j1fC6xMF0mtSmJvj+dVXeM/7d7j4c+e436IlkRO+JuPGDbnjvZXoadPJjojEvEgRPP6dVkQQBEHIH6Z2tvjMm6ed/urwYRK2b8/zayVJImb2nJzpSzy+noDzx931FbVQEAXSG1K2aE7RHTuwrV0LKSuLhG3bCGrXnqDOnUnYtRtNRobcEV9L0qFfSNyzB0xM8J4zG1M7W7kjCYIgFDrW5cvjPmwoANEzZuZpflBJkoiZNYtH69YB4DlpIs7duukzZqGgkArZ4D5JSUkolUoSExNxcHB46/VJkkTa+fMkbN5M0pGjoFIBYKJU4ti2LY6dO2FZtOhbb0efVNExBLVqhToxEZfPPsN9xHC5IwmCIBRakkZDSO/epJ09h2WZMgRs2YyJhcXzl5UkomfMJP7HHwHwnDwZpwLa81jXx+9XEQWSDmU/fEjC9h0kbN2KKiIi53GbWjVx6tIV+/r1DG6wRUmSCO37Gam//YZl2TIU3bwZxQveiIIgCEL+UEXHENS6NeqEBJx79sRj7JhnlpEkieip04jfuBH+nb7EsUMHGdLmD1Eg6Vl+7GBJrSbl119J2LSZlNOn4d9dbObmhmPHjjh26oi5p6detv26Hm3YQPTUaSgsLSm6YzuWJUrIHUkQBEEAko+fIOzfKUF8V67A7v33c56TNBqipk4lYdNmbXE0bRqO7dvJFTVf5HeBJGsbpJkzZ1K9enXs7e1xd3enTZs23Lp165Wv27ZtG6VLl8bKyory5ctz4MCBfEibdwpTU+w//BDf5csofuQILp99hqmLC9mxsTxcupS7HzUgdNAgUn79DUmjkS1n5v37xMyZC4D7F1+I4kgQBMGA2Nevh9O/bYkixozNmTxd0miImjzlv+JoxowCXxzJQdYC6dSpUwwcOJBz585x5MgRVCoVjRo1IjU19YWv+f333+natSu9e/fm4sWLtGnThjZt2nDt2rV8TJ53FkV8cB8xnHdOHMd7/jxsqlcHtZqUo8cI7duXe02aErd6Ndnx8fmaS1KptKNlZ2ZiW7sWTqK3gyAIgsFxHzUSy3feQR0XR8TYr5DUaqImTiJhyxZtp5pZM3Fs20bumAWSQV1ii42Nxd3dnVOnTvHBBx88d5nOnTuTmprK/v37cx6rWbMmlSpVYtmyZa/cRn6fonuezLt3id+8hcTdu9GkpACgsLDAvkljnLp0xbpyJb2PXh2zaBFx3y/DRKmk2N49mHt46HV7giAIwpvJuH2b4I6dkDIzsSxdmsx//tEWR7NnoWzZUu54+aZQXWJ7WuK/I4c6Ozu/cJmzZ8/S4KkBDBs3bszZs2efu3xmZiZJSUm5bnKzLFECz/HjeOf0KTynTsGqbFmkrCyS9u7jQbduBLVpS/zmzahTXnwm7W2kXbxI3HLtKKteE78WxZEgCIIBsypZEvfRowD+K47mzClUxZEcDKZA0mg0DBs2jDp16lCuXLkXLhcVFYXHUwd0Dw8PoqKinrv8zJkzUSqVOTdfX1+d5n4bJjY2OHXsSMCO7QRs3YKyXTsUlpZk3rpF1KTJ3P3gAyInTyYjD+2y8kqTmkrE6DGg0eDQsiUOzZrpbN2CIAiCfjh17YqydSsUNjb4zJuLskVzuSMVeAZTIA0cOJBr166xefNmna537NixJCYm5txCQ0N1un5dUCgUWFeogPeM6bxz+hQeY8dgUbQomrQ0EjZtJqh1G4K7diNx7140mZlvta3oWbNRhYRg5uWF54TxOvoJBEEQBH1SKBR4z55NyXNnxRfbfGImdwCAQYMGsX//fk6fPk2RIkVeuqynpyfR0dG5HouOjsbzBd3mLS0tsbS01FlWfTNVKnHu2ROnHj1I++MP4jdtJvnYMdIvXiT94kVMZ8xE2b4dTp07Y+Hn91rrTj5+nIRt20ChwHvmTExlaoMlCIIgvJkXDRgp6J6sZ5AkSWLQoEHs2rWL48ePUzQPI07XqlWLY8eO5XrsyJEj1KpVS18xZaFQKLCtWZMiixZS4vgx3IYOwczLC3VCAo9Wr+Feo8aE9OlL8tGjSNnZr1xf9sOHRI6fAIBzr17Y1qyh7x9BEARBEIyWrL3YBgwYwMaNG9mzZw+lSpXKeVypVGJtbQ1Ajx498PHxYebMmYC2m3/dunWZNWsWzZs3Z/PmzcyYMYO///77pW2XHjOEXmxvSsrOJuX0aeI3bSb1t9/+G4DS0xPHjh1w7NARcw/3Z18nSYQNGEjKiRNYlixJwLatmBjRWTVBEARBKFQjab+oK/vatWvp1asXAB9++CEBAQGs+3cSPtAOFDl+/HiCg4N55513mDNnDs3yeE3WmAukJ2WFhpKwZQsJO3aifjyGkqkp9h99hFPXLtjUrJmzf+O3biXq64kozM0J2L4NqyeKUUEQBEEwBoWqQJJDQSmQHtNkZZH8yy/Eb9pM+t9/5zxuERCAY+fO2FSryoOevZDS0nAf+SUuvXvLmFYQBEEQ3owokPSsoBVIT8q4dZuELZtJ3LMXzVOjkdtUr47furUoTE1lSicIgiAIb04USHpWkAukx9QpqSTt30/85s1k/vMPJvb2FNu9C3MfH7mjCYIgCMIbEQWSnhWGAukxSZLI/OcfTB0cRHEkCIIgGLX8Pn4bxDhIgn4oFAqsypSRO4YgCIIgGB2DGUlbEARBEATBUIgCSRAEQRAE4SmiQBIEQRAEQXiKKJAEQRAEQRCeIgokQRAEQRCEp4gCSRAEQRAE4SmiQBIEQRAEQXiKKJAEQRAEQRCeIgokQRAEQRCEp4gCSRAEQRAE4SmiQBIEQRAEQXiKKJAEQRAEQRCeIgokQRAEQRCEp5jJHSC/SZIEQFJSksxJBEEQBEHIq8fH7cfHcX0rdAVSXFwcAL6+vjInEQRBEAThdcXFxaFUKvW+nUJXIDk7OwMQEhLyzA6uXr0658+ff+nr87KMLtaVlJSEr68voaGhfPTRRyLXa67r2LFjOTkdHBwMJteTyz25Lx9nNIRcT3teTkPI9eQyr8poKO/tp3MaSq6nVa1albt3777ydy5n/pf9zg1pvxrDZ2Zeft+G8NmUmJiIn59fznFc3wpdgWRiom12pVQqn/lDMDU1feUBIC/L6HJdDg4OItdbrMvBweG5r5E715OezGhIuV6W01ByPb3M2/y+83PfP85paLmeXO7JnPm1zTdZ1/MyGkKupxn779uQPpseH8f1TTTSfsLAgQN1soxYl1hXQVtXXhnzzyjW9Z++ffvm+zbFuuRbV15+34b6M+qTQsqv1k4GIikpCaVSSWJiYp4qWLkYak5DzfU0Y8hpDBnBOHIaQ0YQOXXJGDKCceQ0hoyQ/zkL3RkkS0tLJk6ciKWlpdxRXspQcxpqrqcZQ05jyAjGkdMYMoLIqUvGkBGMI6cxZIT8z1noziAJgiAIgiC8SqE7gyQIgiAIgvAqokASBEEQBEF4iiiQBEEQBEEQniIKJEEQBEEQhKeIAsmIKBQKdu/eLXcMQTAa4j0jCMKbKnAFUq9evWjTpo3cMV6oV69eKBSKZ2537941iFz9+vV75rmBAweiUCjo1atX/gd7ibNnz2Jqakrz5s3ljgIY5z4Ew3/PPMmQsxra3+PzxMbG0r9/f/z8/LC0tMTT05PGjRtz5swZuaM9IzQ0lMDAQLy9vbGwsMDf35+hQ4fmzKf5KidPnkShUJCQkKDzbI/f67Nmzcr1+O7du1EoFDrf3pt48lhjbm6Oh4cHDRs2ZM2aNWg0GrnjPZehvb8LXIFkDJo0aUJkZGSuW9GiReWOha+vL5s3byY9PT3nsYyMDDZu3Iifn99brVulUr1tvGesXr2awYMHc/r0aSIiIt5qXWq1WicfGvrch4Jh0+Xfo760b9+eixcvsn79em7fvs3evXv58MMP81x05Jf79+9TrVo17ty5w6ZNm7h79y7Lli3j2LFj1KpVi0ePHskdESsrK2bPnk18fLzcUV7o8bEmODiYgwcPUq9ePYYOHUqLFi3Izs6WO57BK9AF0qFDh3jvvfdwdHTExcWFFi1acO/evZzng4ODUSgU7Ny5k3r16mFjY0PFihU5e/asXnM9/ub25M3U1JQ9e/ZQpUoVrKysKFasGJMnT37mjzgyMpKmTZtibW1NsWLF2L59u85yValSBV9fX3bu3Jnz2M6dO/Hz86Ny5co5j+V1v27ZsoW6detiZWXFhg0bdJYTICUlhS1bttC/f3+aN2/OunXrcp57/M3x559/pkKFClhZWVGzZk2uXbuWs8y6detwdHRk7969lC1bFktLS0JCQt46l672Yf369Rk0aFCudcfGxmJhYcGxY8feOueLBAQEsHDhwlyPVapUiUmTJuXcVygUrFq1irZt22JjY8M777zD3r179ZbpRfKSNb+87O/x8d/ak553pmHatGm4u7tjb29Pnz59GDNmDJUqVdJZxoSEBH799Vdmz55NvXr18Pf3591332Xs2LG0atUqZ5k+ffrg5uaGg4MD9evX5/LlyznrmDRpEpUqVWL58uX4+vpiY2NDp06dSExM1FlO0J5xtbCw4PDhw9StWxc/Pz+aNm3K0aNHCQ8PZ9y4cQBkZmYyevRofH19sbS0pESJEqxevZrg4GDq1asHgJOTk17O3jZo0ABPT09mzpz5wmV27NjB//73PywtLQkICGD+/Pk5z3311VfUqFHjmddUrFiRKVOm6CTj42ONj48PVapU4auvvmLPnj0cPHgw52/0Vb9zgH379lG9enWsrKxwdXWlbdu2Osn3MoZw/C7QBVJqaiojRozgr7/+4tixY5iYmNC2bdtnzhSMGzeOL7/8kkuXLlGyZEm6du2a79X1r7/+So8ePRg6dCg3btxg+fLlrFu3junTp+dabsKECbRv357Lly/TvXt3unTpws2bN3WWIzAwkLVr1+bcX7NmDZ9++mmuZfK6X8eMGcPQoUO5efMmjRs31llGgK1bt1K6dGlKlSrFxx9/zJo1a3h6zNORI0cyf/58zp8/j5ubGy1btsx1JistLY3Zs2ezatUqrl+/jru7u06y6WIf9unTh40bN5KZmZnzmp9++gkfHx/q16+vk5xvY/LkyXTq1IkrV67QrFkzunfvbhDf6uWSl7/Hl9mwYQPTp09n9uzZXLhwAT8/P77//nudZrSzs8POzo7du3fn+rt6UseOHYmJieHgwYNcuHCBKlWq8NFHH+X63d69e5etW7eyb98+Dh06xMWLFxkwYIDOcj569IhffvmFAQMGYG1tnes5T09PunfvzpYtW5AkiR49erBp0yYWL17MzZs3Wb58OXZ2dvj6+rJjxw4Abt26RWRkJIsWLdJZRtBOpDpjxgy+/fZbwsLCnnn+woULdOrUiS5dunD16lUmTZrEhAkTcgqT7t278+eff+Y66F+/fp0rV67QrVs3nWZ9Uv369alYsWLOl7hX/c5//vln2rZtS7Nmzbh48SLHjh3j3Xff1Vu+xwzi+C0VMD179pRat2793OdiY2MlQLp69aokSZIUFBQkAdKqVatylrl+/boESDdv3tRbPlNTU8nW1jbn1qFDB+mjjz6SZsyYkWvZH3/8UfLy8sq5D0j9+vXLtUyNGjWk/v376yRX69atpZiYGMnS0lIKDg6WgoODJSsrKyk2NlZq3bq11LNnz+e+9kX7deHChW+d60Vq166ds36VSiW5urpKJ06ckCRJkk6cOCEB0ubNm3OWj4uLk6ytraUtW7ZIkiRJa9eulQDp0qVLOsuky32Ynp4uOTk55eSVJEmqUKGCNGnSJJ3lfTq3JEmSv7+/9M033+R6vmLFitLEiRNz7gPS+PHjc+6npKRIgHTw4EGdZ9NF1l27duk918v+HteuXSsplcpcy+/atUt68uO3Ro0a0sCBA3MtU6dOHalixYo6zbl9+3bJyclJsrKykmrXri2NHTtWunz5siRJkvTrr79KDg4OUkZGRq7XFC9eXFq+fLkkSZI0ceJEydTUVAoLC8t5/uDBg5KJiYkUGRmpk4znzp176e9twYIFEiD98ccfEiAdOXLkucs9/hyIj4/XSa4nPfl3WLNmTSkwMFCSpNy/127dukkNGzbM9bqRI0dKZcuWzblfsWJFacqUKTn3x44dK9WoUUPnGZ/WuXNnqUyZMnn6ndeqVUvq3r27TjK9iqEdvwv0GaQ7d+7QtWtXihUrhoODAwEBAQDPXEqpUKFCzv+9vLwAiImJ0VuuevXqcenSpZzb4sWLuXz5MlOmTMn5lmdnZ0ffvn2JjIwkLS0t57W1atXKta5atWrp9AySm5tbziWCtWvX0rx5c1xdXXMtk9f9Wq1aNZ3letKtW7f4888/6dq1KwBmZmZ07tyZ1atX51ruyX3l7OxMqVKlcu0rCwuLXL97XdHFPrSysuKTTz5hzZo1APz9999cu3bNYBp5P7nfbG1tcXBw0Ot7xpDl9e/xVet4+lu5Pr6lt2/fnoiICPbu3UuTJk04efIkVapUYd26dVy+fJmUlBRcXFxyfQ4FBQXlOsvh5+eHj49Pzv1atWqh0Wi4deuWTrNKrzgDFxwcjKmpKXXr1tXpdl/X7NmzWb9+/TOfwzdv3qROnTq5HqtTpw537txBrVYD2rNIGzduBLQ/76ZNm+jevbveM0uShEKhyNPv/NKlS3z00Ud6z/Q0Qzh+m+lkLQaqZcuW+Pv7s3LlSry9vdFoNJQrV46srKxcy5mbm+f8/3G7AH228re1taVEiRK5HktJSWHy5Mm0a9fumeWtrKz0luV5AgMDc9q/fPfdd888n9f9amtrq5d8q1evJjs7G29v75zHJEnC0tKSJUuW5Hk91tbWeutxoot92KdPHypVqkRYWBhr166lfv36+Pv76yXvYyYmJs8cmJ7XwP7J9wxo3zf53TMmr1n17VV/j4aS8zErKysaNmxIw4YNmTBhAn369GHixIkMGDAALy8vTp48+cxrnm5DpU8lSpRAoVBw8+bN57Z1uXnzJk5OTs9cfpPLBx98QOPGjRk7duxrf4Hp2rUro0eP5u+//yY9PZ3Q0FA6d+6sn6BPuHnzJkWLFiUlJeWVv3O59rMhHL8LbIEUFxfHrVu3WLlyJe+//z4Av/32m8ypXqxKlSrcunXrmcLpaefOnaNHjx657j/Z+FcXmjRpQlZWFgqF4pm2Q3Lv1+zsbH744Qfmz59Po0aNcj3Xpk0bNm3aROnSpQHtvnnccyw+Pp7bt29TpkyZfMmpi31Yvnx5qlWrxsqVK9m4ceNrFX9vys3NjcjIyJz7SUlJBAUF6X27b8IQsubl79Hf35/k5GRSU1NzvjRcunQp17KlSpXi/Pnzud7b58+f13t+gLJly7J7926qVKlCVFQUZmZmOd/WnyckJISIiIicgvDcuXOYmJhQqlQpneRxcXGhYcOGLF26lOHDh+c6QEdFRbFhwwZ69OhB+fLl0Wg0nDp1igYNGjyzHgsLC4CcszX6NGvWLCpVqpRrH5QpU+aZ4RPOnDlDyZIlMTU1BaBIkSLUrVuXDRs2kJ6eTsOGDXXWFvJFjh8/ztWrVxk+fDhFihR55e+8QoUKHDt27Jl2lPok93HmsQJbIDk5OeHi4sKKFSvw8vIiJCSEMWPGyB3rhb7++mtatGiBn58fHTp0wMTEhMuXL3Pt2jWmTZuWs9y2bduoVq0a7733Hhs2bODPP/98rVP5eWFqappzuvjxG/kxuffr/v37iY+Pp3fv3iiVylzPtW/fntWrVzN37lwApkyZgouLCx4eHowbNw5XV9d8G2NDV/uwT58+DBo0CFtb23zpOVK/fn3WrVtHy5YtcXR05Ouvv34mv6EwhKx5+Xv85ZdfsLGx4auvvmLIkCH88ccfuXq5AQwePJi+fftSrVo1ateuzZYtW7hy5QrFihXTWda4uDg6duxIYGAgFSpUwN7enr/++os5c+bQunVrGjRoQK1atWjTpg1z5syhZMmSRERE5DTSfXzJ3MrKip49ezJv3jySkpIYMmQInTp1wtPTU2dZlyxZQu3atWncuDHTpk2jaNGiXL9+nZEjR+Lj48P06dNxdnamZ8+eBAYGsnjxYipWrMiDBw+IiYmhU6dO+Pv7o1Ao2L9/P82aNcPa2ho7OzudZXxS+fLl6d69O4sXL8557IsvvqB69epMnTqVzp07c/bsWZYsWcLSpUtzvbZ79+5MnDiRrKwsvvnmG53myszMJCoqCrVaTXR0NIcOHWLmzJm0aNGCHj16YGJi8srf+cSJE/noo48oXrw4Xbp0ITs7mwMHDjB69GidZn2S3MeZHDppyWRAPvnkE6l9+/aSJEnSkSNHpDJlykiWlpZShQoVpJMnT+Zq/Pe4kdfFixdzXh8fHy8BOQ0sde1ljdAOHTok1a5dW7K2tpYcHBykd999V1qxYkXO84D03XffSQ0bNpQsLS2lgICAXI149ZVLkqRcDYzfZL/qSosWLaRmzZo997nHjTYXLVokAdK+ffuk//3vf5KFhYX07rvv5jRGlaTnN5x9W7rch48lJydLNjY20oABA3Sa9UlPvmcSExOlzp07Sw4ODpKvr6+0bt26PDV8ViqV0tq1a/WWUZdZdSkvf4+XL1+Wdu3aJZUoUUKytraWWrRoIa1YsUJ6+uN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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [0, 1]\n", + "Index: []" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert turbidity2.index.equals(turbidity2_kst.index)\n", + "assert not ((turbidity2 < 0).any() or (turbidity2_kst < 0).any())\n", + "print(len(turbidity2))\n", + "df = pd.concat([turbidity2, turbidity2_kst], axis = 'columns', join = 'outer')[~ turbidity2.fillna(-1).eq(turbidity2_kst.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "turbidity.equals(turbidity_kst)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "turbidity2.equals(turbidity2_kst)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", + "times_h = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1h')\n", + "\n", + "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", + " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", + "\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", + " # turbidity.plot(label=name)\n", + " turbidity_h = pvlib.clearsky.lookup_linke_turbidity(times_h, lat, lon, interp_turbidity=False)\n", + " turbidity_h.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Raw data (no interpolation)');\n", + "\n", + "plt.ylabel('Linke Turbidity');\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", + " # turbidity.plot(label=name)\n", + " turbidity2_h = pvlib.clearsky.lookup_linke_turbidity(times_h, lat, lon)\n", + " turbidity2_h.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Interpolated to the day');\n", + "\n", + "plt.ylabel('Linke Turbidity');" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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1QUqvpKQkEhIStB2GoIMMDQ3R19fXdhiCIAiCBokE6ROSJBEcHExYWJi2QxF0mI2NDfb29mIuLUEQhBxKJEif+JAc2dnZYWZmJj4ABTWSJBETE0NISAgADg4OWo5IEARB0ASRIH0kKSlJmRzlyZNH2+EIOsrU1BSAkJAQ7OzsxO02QRCEHEh00v7Ihz5HZmZmWo5E0HUf/kZEPzVBEIScSSRIKRC31YTPEX8jgiAIOZtIkARBEARBED6hMwnS9OnTkclkDB48OM12W7dupUSJEpiYmFCmTBn27duXNQEKgiAIgvDN0IkE6dKlSyxZsoSyZcum2e7s2bO0b9+eHj16cO3aNVq2bEnLli25detWFkUqCIIgCMK3QOsJUlRUFB07dmTZsmXkypUrzbZ//fUXDRs2ZPjw4bi5uTFp0iTKly/P/Pnzsyha3SSTydJ8jB8/Xtshpun27du0adMGFxcXZDIZc+fO1XZIgiAIwjdO6wlS//79adKkCXXr1v1s23PnziVr16BBA86dO5fqPnFxcURERKg9cpqgoCDlY+7cuVhZWanVDRs2TNshpikmJgZXV1emT5+Ovb29tsMRBJ2XkCRnyBZf2i46S/dVF3n0KkrbIQlCjqPVBGnTpk1cvXqVadOmpat9cHAw+fLlU6vLly8fwcHBqe4zbdo0rK2tlQ8nJ6cMxShJEjHxiVn+kCQp3THa29srH9bW1shkMmV58eLFVK9eXa393LlzcXFxUatbuXIlpUqVwtjYGAcHBwYMGKB8/ePHj6dgwYIYGxuTP39+Bg4cqNwvNDSULl26kCtXLszMzGjUqBH+/v7K51evXo2NjQ0HDx7Ezc0NCwsLGjZsSFBQkLJNxYoVmTFjBj/++CPGxsYZ+fUIwjcn/F0CQ7dcZ8fVF1x+Espxv1fUmXWCA7dSfx8UBCHjtDZR5LNnzxg0aBCHDx/GxMREY+cZPXo0Q4YMUZYjIiIylCS9S0ii5NiDmggtTXcmNsDMKGt+PYsWLWLIkCFMnz6dRo0aER4ezpkzZwDYvn07c+bMYdOmTZQqVYrg4GCuX7+u3Ldbt274+/uzZ88erKysGDlyJI0bN+bOnTsYGhoCiitEM2fOZN26dejp6dGpUyeGDRvGhg0bsuT1CUJOIZdLjN19iz3XA5M9d/9lJA1LiyuwgpBZtJYgXblyhZCQEMqXL6+sS0pK4uTJk8yfP5+4uLhkMxTb29vz8uVLtbqXL1+meVvG2NhYXJX4jMmTJzN06FAGDRqkrKtYsSIAT58+xd7enrp162JoaEjBggWpVKkSgDIxOnPmDFWrVgVgw4YNODk5sWvXLr7//ntAMZni4sWLKVy4MAADBgxg4sSJWfkSBSFHaL/sPBcC3irLO/tV5b8bQSw/HcDsw/dxym1KK48CWoxQEHIOrSVI3t7e3Lx5U62ue/fulChRgpEjR6a4fIOXlxdHjx5Vmwrg8OHDeHl5aSxOU0N97kxsoLHjp3XerBASEkJgYCDe3t4pPv/9998zd+5cXF1dadiwIY0bN6ZZs2YYGBhw9+5dDAwMqFy5srJ9njx5KF68OHfv3lXWmZmZKZMjUKxf9mEtM0EQPi8qLpFB/1xTJkfGBnrsG1SDwrYW3AlS9atc7PNIJEiCkEm0liBZWlpSunRptTpzc3Py5MmjrO/SpQuOjo7KPkqDBg2iZs2azJo1iyZNmrBp0yYuX77M0qVLNRanTCbLsltdmqCnp5esP9PHy2N8WFcsNU5OTvj5+XHkyBEOHz5Mv379mDFjBidOnEh3DB9utX0gk8ky1MdKEL5lIZGx9Ft/lctPQgHIa2HMhd+80ddTzObevmJBYuKSmLLvLn4vI7n2NBSPgmmPCBYE4fO0PootLU+fPlXrzFu1alU2btzI0qVLcXd3Z9u2bezatStZoiWo2NraEhwcrJaQ+Pr6KrctLS1xcXHh6NGjqR7D1NSUZs2aMW/ePHx8fDh37hw3b97Ezc2NxMRELly4oGz75s0b/Pz8KFmypEZejyB8S+ISkxiw4ZoyObIwNmDvL9WVyRGAnp4Mbzc7ZbnNorMEh8dmeayCkNPo1KURHx+fNMuguOXzoW+L8Hm1atXi1atX/Pnnn7Rt25YDBw6wf/9+rKyslG3Gjx9Pnz59sLOzo1GjRkRGRnLmzBl++eUXVq9eTVJSEpUrV8bMzIz169djamqKs7MzefLkoUWLFvTq1YslS5ZgaWnJqFGjcHR0pEWLFumOMT4+njt37ii3X7x4ga+vLxYWFhQpUiTTfyaCkB3I5RKN/zrFw1fRAFibGrKtjxf21skHtRTKa06fmoVZfOIhcgmCwt+l2E4QhPTT6StIwtdzc3Nj4cKFLFiwAHd3dy5evJhsXqSuXbsyd+5cFi5cSKlSpWjatKlyqL6NjQ3Lli2jWrVqlC1bliNHjvDvv/+SJ08eAFatWoWnpydNmzbFy8sLSZLYt29fsttqaQkMDMTDwwMPDw+CgoKYOXMmHh4e9OzZM/N+EIKQjbyMiKXxPFVyVCivOUeG1KRoPssU28tkMkY1KkHx98+3WniWcw/fZFm8gpATyaRvrDNIREQE1tbWhIeHq11FAYiNjSUgIIBChQppdOoBIfsTfyuCpjx5E037pecJfH+brKidBYeH1EzXvqO232DTpWcA/FStEGObiVvdQs6R1ue3JogrSIIgCDoiOi6RjssvqCVH2/pUTff+01qX4YcKinneVp4J4NrTUI3EKQjfApEgCYIg6IDYhCRqzvDheeg7ANwcrFj9UyWszdJ/u1omk1HWyVpZHrLlehqtBUFIi0iQBEEQtOxBSBQVpxzhdVQcAB4Fbdje1wtHm7Sn4UhJi3KOtPZwBCDgdTSxCUmZGqsgfCtEgiQIgqBFd4MiqDv7BJGxiQBUcc3Nzn7Vvnj+NQtjA0Y1KqEsV5x8hJAIMexfEDJKJEiCIAha8jY6nubzTyvL3xWzZVW3Sl993LwWxlRxzQ1AZFwid4Mjv/qYgvCtEQmSIAiCFryNjqfa9GMkJCkGEtd1y8fcH8phavT1ywzp6cnY1NuLSi6KJKn32sv4vxRJkiBkhEiQBEEQsti1p6GUn3SYd+/7B9UubsviTuXJbW6UqedxsFFMQRGXKGflmceZemxByOlEgiQIgpCFLj1+S6uFZ5XlpmUdWNW9Egb6mf92PLZpSUrlV8wXc/B2MOExCZ/ZQxCED0SCJAiCkEUCw97x/eJzynL7Sk7M+aGcxs6Xx8KY7tUKAYpbeq0WntHYuQQhpxEJkiAIQhZ48iaa6v87pix3q+rCH01KYqiBK0cfq1nMVrkEyaPX0STJv6nFEwThi4kEKQeQyWRpPsaPH6/tENO0bNkyatSoQa5cuciVKxd169bl4sWL2g5LEDLNcb8Qas7w4UNu0tazAOOalcTcWPPrhdtaGrOrfzVlufWis4TFxGv8vIKQ3YkEKQcICgpSPubOnYuVlZVa3aeL0+oaHx8f2rdvz/Hjxzl37hxOTk7Ur1+fFy9eaDs0QfhqR+++pPuqS8py92ouzPzeHZlMlmUxmBjqKSedvP4sjFP+r7Ps3IKQXYkE6XMkCeKjs/6RgTWE7e3tlQ9ra2tkMpmyvHjxYqpXr67Wfu7cubi4uKjVrVy5klKlSmFsbIyDgwMDBgx4//Ilxo8fT8GCBTE2NiZ//vwMHDhQuV9oaChdunQhV65cmJmZ0ahRI/z9/ZXPr169GhsbGw4ePIibmxsWFhY0bNiQoKAgZZsNGzbQr18/ypUrR4kSJVi+fDlyuZyjR49m5DclCDrnQUgUPdZcVpaH1S/GmCZZv4CsTCbjv4HVMXs/hcCqMwG8jRZXkQQhLZq/vpvdJcTA1PxZf97fAsHIPEtOtWjRIoYMGcL06dNp1KgR4eHhnDmj6My5fft25syZw6ZNmyhVqhTBwcFcv65a36lbt274+/uzZ88erKysGDlyJI0bN+bOnTsYGirWkIqJiWHmzJmsW7cOPT09OnXqxLBhw9iwYUOK8cTExJCQkEDu3Lk1/+IFQUN8n4XRcoGqU/Tvjd3oVs0FPb2su3L0MRszIxqWsmfHtRdcfRrG9P13+bOtu1ZiEYTsQCRIApMnT2bo0KEMGjRIWVexYkUAnj59ir29PXXr1sXQ0JCCBQtSqZJipt8PidGZM2eoWlWx4viGDRtwcnJi165dfP/99wAkJCSwePFiChcuDMCAAQOYOHFiqvGMHDmS/PnzU7duXY28XkHQtJ3XnvPrZtUXiZ9rutLrO1ctRqTQ6ztXdlxT3LoOChfLjwhCWkSC9DmGZoqrOdo4bxYICQkhMDAQb2/vFJ///vvvmTt3Lq6urjRs2JDGjRvTrFkzDAwMuHv3LgYGBlSuXFnZPk+ePBQvXpy7d+8q68zMzJTJEYCDgwMhISEpnm/69Ols2rQJHx8fTExMMulVCkLW+TQ5GtGwOP1qFdFiRCpuDlYs6ezJz+uucMr/NZ1XXGDtT5WytD+UIGQXIkH6HJksy251aYKenh7SJ/2ZEhJUk8WZmqa9WriTkxN+fn4cOXKEw4cP069fP2bMmMGJEyfSHcOHW20fyGSyZDEBzJw5k+nTp3PkyBHKli2b7uMLgi6QJInzj96qJUez27nTunwBLUaVXGlHa0wM9YhNkHPK/zXh7xKwMcvcGbwFIScQnbRzOFtbW4KDg9USEl9fX+W2paUlLi4uaXaINjU1pVmzZsybNw8fHx/OnTvHzZs3cXNzIzExkQsXLijbvnnzBj8/P0qWzFhH1D///JNJkyZx4MABKlSokKF9BUEXHLsXQvtl55XlWd+708rDUYsRpczRxpRrY+ory/874EdMfKIWIxIE3SSuIOVwtWrV4tWrV/z555+0bduWAwcOsH//fqysrJRtxo8fT58+fbCzs6NRo0ZERkZy5swZfvnlF1avXk1SUhKVK1fGzMyM9evXY2pqirOzM3ny5KFFixb06tWLJUuWYGlpyahRo3B0dKRFixbpjvF///sfY8eOZePGjbi4uBAcHAyAhYUFFhYWmf4zEYTMtvzUIyb/p7qt/HtjN9p46taVo4+ZGumT39qEwPBY/rn4FE/nXLTV4XgFQRvEFaQczs3NjYULF7JgwQLc3d25ePFisnmRunbtyty5c1m4cCGlSpWiadOmyqH6NjY2LFu2jGrVqlG2bFmOHDnCv//+S548eQBYtWoVnp6eNG3aFC8vLyRJYt++fcluq6Vl0aJFxMfH07ZtWxwcHJSPmTNnZt4PQhA0ZNWZALXk6M+2ZXWiQ/bn/N3BQ7l943lYire9BeFbJpO+sf8VERERWFtbEx4ernYVBSA2NpaAgAAKFSokOggLaRJ/K0KSXGLP9RdqfY429a5CFdc8WowqY/7YdZP1558C0MXLmYktSms5IkFIXVqf35ogriAJgiB8gW1XnqklR0s7e2ar5AigQSl75bbvszDtBSIIOkgkSIIgCBk0ff89Rm6/qSzP/N6d+h8lG9lFjaK2bOpdBYAbz8OZdchPyxEJgu4QCZIgCEI6SZLE7MP3WXziobJuZbcK2bqD84c12gD+PvaAF2HvtBiNIOgOkSAJgiCkQ3yinPnHHjDvqGqtwWNDa1KnRD4tRvX1nHKbsb1vVWX52L0Q5PJvqmuqIKRIJEiCIAjpsOzUI2Ydvq8s/9OrCq62OWMaCk/nXBTKq5gQd8yuW8rlSAThWyYSJEEQhM8YuuU6Mw6q+ucs71IBr8LZq0P25/StpVoO6PHraC1GIgi6QSRIgiAIqYhPlDN+z222X32urNvZryp1S2bv22opaVfBif61FUnS/OMPWHk6QMsRCYJ2iQRJEAQhBdFxiYzdfYvVZx8r63zH1sOjYC7tBaVhxe1Vc8usPfdYe4EIgg4QCZIgCMInJEli2v67bLr0TFm395fqOX5R1+bu+fm7vWKG7cdvYjh696WWIxIE7REJ0jdg9erV2NjYaDsMAFxcXJg7d662wxCENHVZeVE5wzTAlp+9KO1orcWIso6ns+oKWY81l0V/JOGbJRKkHKJbt27IZDJkMhlGRkYUKVKEiRMnkpioW6t0X7p0id69e2s7DEFIUVxiErMO+XHK/zUAhvoyjg+rRaVCubUcWdbJb2PKmKYlleVAMS+S8I0y0HYAQuZp2LAhq1atIi4ujn379tG/f38MDQ1xcHDQdmhKtra22g5BEFJ19G4Ifx97AICBnow7ExtiqP/tfY/sUb0Qu6694OaLcDosv8CSzp5qy5IIwrfg2/ufn0GSJBGTEJPljy9ZQ9jY2Bh7e3ucnZ3p27cvdevWZc+ePcrnDx48iJubGxYWFjRs2JCgoCDlc3K5nIkTJ1KgQAGMjY0pV64cBw4cUDv+s2fPaNeuHTY2NuTOnZsWLVrw+PFj5fPdunWjZcuWzJw5EwcHB/LkyUP//v1JSEhQtvn4FpuPjw9GRkacOnVK+fyff/6JnZ0dL1+Kvg9C1vrn4lP6bbiqLK/rUfmbTI4+qFE0r3L79PsraoLwLRFXkD7jXeI7Km+snOXnvdDhAmaGZl91DFNTU968eQNATEwMM2fOZN26dejp6dGpUyeGDRvGhg0bAPjrr7+YNWsWS5YswcPDg5UrV9K8eXNu375N0aJFSUhIoEGDBnh5eXHq1CkMDAyYPHkyDRs25MaNGxgZKTqvHj9+HAcHB44fP86DBw/44YcfKFeuHL169UoWX61atRg8eDCdO3fm+vXrPHr0iDFjxrB161by5ct5w6gF3fXoVRSjd6jWVhvXrGSOm+coo0Y0LIGBnox5xx6w7vwTvN3sqFXcTtthCUKW+Xa/HuVgkiRx5MgRDh48SJ06dQBISEhg8eLFVKhQgfLlyzNgwACOHj2q3GfmzJmMHDmSH3/8keLFi/O///2PcuXKKa/2bN68GblczvLlyylTpgxubm6sWrWKp0+f4uPjozxOrly5mD9/PiVKlKBp06Y0adJE7Tyfmjx5Mrly5aJ379506tSJrl270rx5c438XAQhJe/ik2g+/4yyPOt7d7pXK6TFiHRHIVtz5fbI7Te0GIkgZD1xBekzTA1MudDhglbOm1F79+7FwsKChIQE5HI5HTp0YPz48WzduhUzMzMKF1bNlOvg4EBISAgAERERBAYGUq1aNbXjVatWjevXrwNw/fp1Hjx4gKWlpVqb2NhYHj5ULdxZqlQp9PX11c5z8+ZNUmNkZMSGDRsoW7Yszs7OzJkzJ8OvWxC+VEhkLD+vu0JUnGIwQ5vyBWjmnl/LUemOxmUc8H8ZxUKfh7yMiONNVBx5LIy1HZYgZAmRIH2GTCb76ltdWaV27dosWrQIIyMj8ufPj4GB6tdraGio1lYmk2Won1NUVBSenp7KW3If+7jjdUrnkcvlaR777NmzALx9+5a3b99ibm6eZntByAySJLHqzGOuPQ0DoIS9JbPauWs3KB1jbKBP7+9cWeij+BJUccoRjg+rhXMe8X9UyPnELbYcxNzcnCJFilCwYEG15OhzrKysyJ8/P2fOnFGrP3PmDCVLKob7li9fHn9/f+zs7ChSpIjaw9r6y+eHefjwIb/++ivLli2jcuXKdO3a9bMJlSBkhnF7brPo/Qe/lYkBK7pV1HJEusna1JAW5RRX1eQS+AVHajkiQcgaIkESABg+fDj/+9//2Lx5M35+fowaNQpfX18GDRoEQMeOHcmbNy8tWrTg1KlTBAQE4OPjw8CBA3n+/Plnjp6ypKQkOnXqRIMGDejevTurVq3ixo0bzJo1KzNfmiAkc/B2MGvPPVGW53coj6NNxm9rfwtkMhl//ehBtSKKTuu9113h2tNQLUclCJonbrEJAAwcOJDw8HCGDh1KSEgIJUuWZM+ePRQtWhQAMzMzTp48yciRI2ndujWRkZE4Ojri7e2NlZXVZ46esilTpvDkyRP27t0LKPorLV26lPbt21O/fn3c3cXtDiHzBYa94+d1V5TlI0NqUsTOQosRZQ8Fc5tzBsWo2LXnnuToNekEAUAmfcmEO9lYREQE1tbWhIeHJ/tgj42NJSAggEKFCmFiYqKlCIXsQPytZE+3XoTT9O/TyvLYpiX5qboYsZYeMfGJ/LLxGkfvKQZ3nBpRG6fc2aN/ppAzpPX5rQniFpsgCN+E6LhEft91S1luUCqfSI4ywMzIgFblHZXlNovOftGEtoKQXYgESRCEb8JPqy9x/VkYAPVL5uPv9uW1G1A2VLOYLbWLK0athkTGEZcoBlQIOZdIkARByNHkcok5h+9zIeAtoBiVNbqxG0YG4u0voyxNDFneVTXa77s/jxMULhazFXIm8Q4hCEKOdvVpKH8d9QfAUF/GyeG1KZRXzOPzpfT1ZLg5KPp/hETGcebBGy1HJAiaIRIkQRByrL03Amm7+JyyvPanylibGaaxh5AeO/tVxfX9MiRzDt/neWiMliMShMwnEiRBEHKkByGRDNh4TVke5F00Ry1Ae+r5Kf659w9XX17N8nObGOrj5ar4Wb4Ie8e0/feyPAZB0DQxD5IgCDlS15WXlNvjm5WkWw5ZgPZd4jtW317NQt+FyjpHC0cWeC+gsE3hNPbMXD9/V5ijd0MIjojlYUgUcrmEnp4sy84vCJomriAJgpCjRMUl0mP1JV6EKToPNyptT6vyBbQcVeZ4/e41Xfd3VUuOAF5EveDY02NZGkvBPGZMb1MGgHvBkTT5+zRJcjHsX8g5RIIkCEKOIUkSa84+Vk5mmNfCmPkdymNtmv37HT2NeErtLbW5+/ausm5+nfm42ypmnJ93bR7Hnx7P0pjKFrDB3koxUerdoAjeRMdl6fkFQZNEgvSN8PHxQSaTERYWBsDq1auxsbHRakyCkNnmHPFnxkE/AAz0ZOz9pTr62fy2jyRJ7A/YT5OdTZR15e3Kc7zdcWo61aRRoUbK+gW+C7I0ttzmRpwdVQfj91MmjNh2g7CY+CyNQRA0RSRIOcy5c+fQ19enSZMmn28sCDnIwdvBzHs/nB9gXnsP7K2z9zIwCfIEfjv9GyNOjlDWdXLrxJpGa8hrmheA74t9T88yPQHwC/Vj2/1tWRqjnp5MueSIj98r/r0emKXnFwRNEQlSDrNixQp++eUXTp48SWBgzn2jio8X31IFlbjEJH75aMTauh6VaFzGQYsRfb24pDia7GjC3kd7lXWzas5iZKWRau2M9I1oV6ydsjzh3ASeRDzJsjgBFnVUzUp+yv81CUlihm0h+xMJ0mdIkoQ8JibLH1+yxlFUVBSbN2+mb9++NGnShNWrV392n127dlG0aFFMTExo0KABz549Uz7XrVs3WrZsqdZ+8ODB1KpVS1mOjo6mS5cuWFhY4ODgwKxZs6hVqxaDBw9WtpHJZOzatUvtODY2NmrxPXv2jHbt2mFjY0Pu3Llp0aIFjx8/ThbLlClTyJ8/P8WLFwfg4sWLeHh4YGJiQoUKFdi5cycymQxfX18g5VuJu3btQiZTv+2ye/duypcvj4mJCa6urkyYMIHExMTP/vwE7Qt4HU25CYeJf/+hPLFFKaoWzqvlqL7O3Td3qbC+AkHRQYBilNqx749R36V+iu0dLBz487s/leW1t9fyLjHrZrgums+SHu/XtTt05yVDt1zPsnMLgqaIYf6fIb17h195zyw/b/GrV5CZZWyl7C1btlCiRAmKFy9Op06dGDx4MKNHj06WDHwQExPDlClTWLt2LUZGRvTr148ff/yRM2fOpPucw4cP58SJE+zevRs7Ozt+++03rl69Srly5dJ9jISEBBo0aICXlxenTp3CwMCAyZMn07BhQ27cuIGRkREAR48excrKisOHDwOKhLBp06bUq1eP9evXExAQwKBBg9J93g9OnTpFly5dmDdvHjVq1ODhw4f07t0bgHHjxmX4eELWiYxNYMyuW7xLSAKgoksuuni5aDeor7Ty1krmXJmjLNdzrsfsWrM/u1+jQo1Yd2cdN1/fZMv9LeS3yE+PMj00GaqapmUdWHE6AID7LyOz7LyCoCniClIOsmLFCjp16gRAw4YNCQ8P58SJE6m2T0hIYP78+Xh5eeHp6cmaNWs4e/YsFy9eTNf5oqKiWLFiBTNnzsTb25syZcqwZs2aDF952bx5M3K5nOXLl1OmTBnc3NxYtWoVT58+xcfHR9nO3Nyc5cuXU6pUKUqVKsXGjRuRy+WsWLGCUqVK0bRpU4YPH56hcwNMmDCBUaNG0bVrV1xdXalXrx6TJk1iyZIlGT6WkLV+33mL0w9eA1CtSB7+6VVFyxF9uSR5Er0P9VZLjsZ6jU05OYqLhMU1YJoTTM4Ht7ZDYjwDyw9UNvn34b9EJ0RnRegAeBTMxY5+VQHFsP+R22580ZVwQdAV4grSZ8hMTSl+9YpWzpsRfn5+XLx4kZ07dwJgYGDADz/8wIoVK9RuiX3MwMCAihVVC0+WKFECGxsb7t69S6VKlT57zocPHxIfH0/lypWVdblz51be/kqv69ev8+DBAywtLdXqY2NjefjwobJcpkwZ5dUkgLt371K2bFlMTFQdcb28vDJ07g/nP3PmDFOmTFHWJSUlERsbS0xMDGYZvJInZI25R+6z56MOwb81dsNAP3t+5/MP9afDfx2ITYpV1u1puYdC1ilMbpnwDo5OhOAbqrptP0GLBVTx6MSwCsOYeXkmD8Mf0udwH9Y1XpcFr0ChQC5TDPRkJMolNl9+Rq/vXCliZ5Fl5xeEzCQSpM+QyWQZvtWlDStWrCAxMZH8+fMr6yRJwtjYmPnz53/RMfX09JJ9A0xISMjwcWQyWZrHiYqKwtPTkw0bNiTb19bWVrltbp7xBUbT8xqioqKYMGECrVu3Trb/x8mXoDsehEQx94hqxNrRoTUpbJs9P4h3+O9g3FnVrdwCFgXY2mwrFkapvJ7Tc+Di0uT14S8AqFOwDitvreRt7Ft8X/kSmxiLiUHW/B3bWZpweEhNas/0AWDH1ecMrlsMI4PsmbgK3zbxV5sDJCYmsnbtWmbNmoWvr6/ycf36dfLnz88///yT6n6XL19Wlv38/AgLC8PNzQ1QJCdBQUFq+3zo/AxQuHBhDA0NuXDhgrIuNDSU+/fvq+3z6XH8/f2JiVEtblm+fHn8/f2xs7OjSJEiag9ra+tUX7ebmxs3btwgNlb1rfv8+fPJzh0ZGUl0tOpWw8ev4cP5/fz8kp27SJEi6OmJ/yK65rT/a+rOVt063trHK1smR3JJzoRzE9SSo++Lfc+elntST47OL4IT/1OVO+8ErwGKbZ+pcP8gTpZObG22Vdmk9pbavIp5pYmXkKJCec0pYa+4GrzQ5yH/XHyaZecWhMwk3v1zgL179xIaGkqPHj0oXbq02qNNmzasWLEixf0MDQ355ZdfuHDhAleuXKFbt25UqVJFeXutTp06XL58mbVr1+Lv78+4ceO4deuWcn8LCwt69OjB8OHDOXbsGLdu3aJbt27Jkoo6deowf/58rl27xuXLl+nTpw+GhqqZjTt27EjevHlp0aIFp06dIiAgAB8fHwYOHMjz589Tfd0dOnRAJpPRq1cv7ty5w759+5g5c6Zam8qVK2NmZsZvv/3Gw4cP2bhxY7LRfWPHjmXt2rVMmDCB27dvc/fuXTZt2sQff/yRrp+/kHUehETSfbWqj1yP6oWo6JJbixF9macRT2m6s6nanEULvBfwR5U/MNRPZdbvqFdwYJSq3HEbFK4D1h8to3JsEgB5TfNSyV7x/zgqIQq/UL9Mfw1pGVpfdZv9eWhMGi0FQXeJBCkHWLFiBXXr1k3xakubNm24fPkyN27cSPacmZkZI0eOpEOHDlSrVg0LCws2b96sfL5BgwaMGTOGESNGULFiRSIjI+nSpYvaMWbMmEGNGjVo1qwZdevWpXr16nh6qo/6mzVrFk5OTtSoUYMOHTowbNgwtX49ZmZmnDx5koIFC9K6dWvc3Nzo0aMHsbGxWFlZpfq6LSws+Pfff7l58yYeHh78/vvv/O9//1Nrkzt3btavX8++ffsoU6YM//zzD+PHj1dr06BBA/bu3cuhQ4eoWLEiVapUYc6cOTg7O6d6bkE7Rm6/SUKS4pbpr3WLMaZpSS1HlHHHnx6nyc4mPItUTamxs/lOvivwHXqyVN6SQ+7BzCKqcoetUKSuYtuzu+oqUmw4SBJ6Mj1WNFhBhXwVAOh7pG+WrtVWr2Q+fq1bDIBlpwKYcfBelp1bEDKLTPrGhhlERERgbW1NeHh4sg/f2NhYAgICKFSokOh78hVq1apFuXLlmDt3bpaf+/HjxxQqVIhr165laKqBjBJ/K1krIUnOz+uucOz9GmtVXHPzd/vy2Foaazmy9JNLclbfXq02Sq1CvgrMqDlDOSt2il4/gJX1IeaNouzeAVotUm8TfAsWV1Ns5y0OvX3AyIy5V+ay4pbiCnIz12ZMrTE1E19R2o77hdB91SUA7K1MOP+bd5adW8iZ0vr81gRxBUkQBJ0ml0tsvvRMmRyZGemzpFOFbJUchcSE0Puw+hD+kRVHsqTekrSTI4AT01XJUblOyZMjgNyuYO2k2H7tB68V/QAHlR9ErzK9APj30b8sv7n8q19LetUubsfWPopRpcERsWy59EwM+xeyFZEgCYKg0zZceMIfu1R9306NqI21WSr9dHTQzVc38d7qzYUg1WCGhd4L6VSyE0b6RqnvKEmwvg3cfN/hOl9pqPN7ym2NzGDgNTCxUZT99kNSIjKZDK/8qqkvFvguyNIkpbCtBR/mqR2x/Qb3gsUEkkL2IRIkIdP5+Pho5fYagIuLC5IkafT2mpB1jt59yZjdt5Xlmd+7k8cie1w5kiSJo0+P0mFfB2WdnZkdu1vspkaBGmnvLE+Ca+vhwRFFWd8IflgPVvlT30ffEHK5KLZPTIdLywDFbbyVDVYCkChPZOqFqcQlxX3py8qQ3OZGzP2hnLL8JkqsoShkHyJBEgRBJ8nlEiO331SWZ7QtS1vPAmnsoTui4qOYdH4Sg48PVtZ1LtmZva324mrj+vkD+O2HPQNU5VFPIXcKk0Z+qsYQ1fZbxbIfMpkMz3yeWBopht5v8tvE6Ren0/MyMkWLco54FLQBoNOKC1x5Eppl5xaEryESpBTI5WIlaiFt4m9Es95ExeE1/SivoxRXOobWK0bzcmlcPdEhwdHBtNjdgq33VXMRjfMax4iKIzA1SMcM+Xd2w+aOqnKrpWCYzpn1S7aAOmMU2xeXgL9i3UI9mR7L6i1TNpt7ZS7B0cHpO2Ym+Hieqh1XU5+6QxB0iZhJ+yNGRkbo6ekRGBiIra0tRkZGqS70KnybJEkiPj6eV69eoaenp7b0iZA5ImITGLv7Ni8jFMmRm4MVfWsVzhbLiNwPvU+bPW3U6jY23kgZ2zLpO0D0a9jaXVX2HgvuP2QsCEsH1fZ/Q2Cw4ipcqbylaFmkJbse7OJxxGP+uvoX02pMy9ixv9DUVmWIjE3g4O2X3AmKIDFJni1+n8K3TasJ0qJFi1i0aBGPHz8GoFSpUowdO5ZGjRql2H716tV0795drc7Y2FhtJuWvoaenR6FChQgKCiIwMPDzOwjfLDMzMwoWLChm2taA+cce8N9Nxczrns652PqzF3p6uv1FRS7J2XB3A39e+lNZV8epDtNqTMPMMJ1LFcXHwN+eICW9P8AYqDY448GUbqMYyXbmL3gXpvZUzzI9OfHsBKFxoex9tJe+7n0paFUw4+fIICMDPWoUteXg7ZdcexpGh+UX2PJzxtdNFISspNUEqUCBAkyfPp2iRYsiSRJr1qyhRYsWXLt2jVKlSqW4j5WVFX5+qllhM/sKj5GREQULFiQxMZGkpKRMPbaQM+jr62NgYCCuLmrAguMPWHrykbL8W2M3nU+O4pPiGXhsIGcCzyjr+pXrR1/3vuk/SPRr2N4TYsMU5cLeiskf9fQzHpChCVTuo0iQ4iJgcQ3o9h+YWOFs5czk6pPpf7Q/AO3/a49PO5/UZ+/ORNWK5MVIX4/4JDm+z8I0fj5B+FpaTZCaNWumVp4yZQqLFi3i/PnzqSZIMpkMe3t7jcYlk8kwNDRUWw5DEATNComIZcZB1Zeff3pVwdM5lxYj+ryI+Aia7GhCWFyYsm55/eVUdqicsQNdXgmPjiu285WBzju+LjBzW8W8SOHPIPgGvLisWJYEqGRfiSauTfjv0X9ExEdwP+w+pfKk/H6bmQrlNef8b96Un3SY+EQ5u31f0Nw9v/iiIegsnbk/kJSUxKZNm4iOjsbLK/VLr1FRUTg7O+Pk5ESLFi24fft2qm0B4uLiiIiIUHsIgqBb7gRGUGnqUWV5e18vqrjq9hpr5wLPUe2fasrkqIhNEc53OJ/x5Gj/SDg+RbEt04O2K78+OH1D6H9RNS/S4zPwfmCBiYEJ02tMx9zQHIAf9/7IxaCLqRwoc5kb62Pw/orgoE2+XHosRrQJukvrCdLNmzexsLDA2NiYPn36sHPnTkqWTHl9peLFi7Ny5Up2797N+vXrkcvlVK1aNc0FTadNm4a1tbXy4eTkpKmXIgjCF3j0KorOK1STKLav5ISnc26dvrIw+/Jseh/urSz/UPwHdrbYqUw60s1vP1xYrCp33Aq2xTInSCMzyO+h2D41E07PUnv6h+Kqzt+33twiKxgb6DO9TVll+WVE5vQfFQRN0PpabPHx8Tx9+pTw8HC2bdvG8uXLOXHiRKpJ0scSEhJwc3Ojffv2TJo0KcU2cXFxxMWpJkWLiIjAyckpy9ZyEQQhbf03XuW/G4pO2T9WdFL7ANU17xLf0fNgT268Vi3+PKfWHOo61834wUIfw1/uqnL/S5mXHH1wZzdseb/AdJl20GaZ2tMTz01UTkeQ4X5TX6H7qosc93sFwLY+XlRw0e2rhYJu+ObWYjMyMqJIkSJ4enoybdo03N3d+euvv9K1r6GhIR4eHjx48CDVNsbGxlhZWak9BEHQPkmS6LX2sjI5KmFvyaC6RbUcVequvrxKpQ2VlMmRvkyfY98f+7Lk6Pll9eSowdTMT45AMS9S0/frv93cAg+Pqz1dyaGScvvEsxOZf/5UOOdRXWlbdfZxlp1XEDJC6wnSp+RyudoVn7QkJSVx8+ZNHBwcPt9YEASdIZdL7LsZzOE7LwEw0tdjaecKOFinc0LELLb61mq6HuiqLJfJW4az7c9ia2ab8YO9C4WdfVTl0m3Aq38mRJkK849i3NpN7amGLg1ZVFex+O3tN7cZ4jMEuaT5SVBHNixBw1KKwTZBYe/EIraCTtJqgjR69GhOnjzJ48ePuXnzJqNHj8bHx4eOHRWzyHbp0oXRo0cr20+cOJFDhw7x6NEjrl69SqdOnXjy5Ak9e/bU1ksQBOELHL77kv4bryrLl8fUpWCedM4XlIViE2MZfWo0s66o+u/0de/L2kZr0z+/0afWt4E3/ort0m2g1ZJMiDQNRetD9fdLkMSGKdZ5+0iJ3CUw0lNMeHr4yWGeR2p+pmtTI32auiu+2F59GkbbxedEkiToHK0mSCEhIXTp0oXixYvj7e3NpUuXOHjwIPXq1QPg6dOnBAUFKduHhobSq1cv3NzcaNy4MREREZw9ezZd/ZUEQdANJ++/4ud1V5TlKa1KY2Wie1Nq3H1zl+82f8feR3uVdesaraOve18M9L5ghpSkRMWItRfvX3suF6g7XjHiTJMMjKHmCFV5aS2IfqMs5jXNy8G2B5Xlfkf7ERQVhKaVL5gLcyPFPE9XnoTyLkHMOyfoFq130s5qWd3JSxAElfhEOXVm+fA89B2gWGPtF2/d63e099FeRp9SXb02MzBjS7MtOFs5f/lBP+4wbWgGwx+AUQZHvX0pSVL0eQp7oii3Xam4evWRrvu7cjVEcVVvoMdAepXtpfGwEpPkFPl9PwCzvnenlYejzk8MKmjPN9dJWxCEnC9JLnHy/iuK/bFfmRx1r+ZCr+/SsbJ9FolJiGHPwz14b/FWS44auTTiUNtDX5ccXVqhSo4Auu/PuuQIQCaDPqfAxFpRfnlbkTR9ZGbNmeQ1zQvAvGvzuPHqxqdHyXQG+npYGCuuxg3deh2f+yEaP6cgpJdIkARB0Ci/4Ehqz/Shy0rVZIRF7SwYVr84JoZfsJRGJpIkiUfhjxh4bCCVN1bm99O/E/JO9SE9tfpUpn83HWtj6y8/yePTikVjP2g8E/KX+/LjfSkTa+Vs2pyaBccmqz1ta2ZLt1LdlOVJ51OeOiWzjWnqptx+8T55FgRdoNWlRgRByLnkcokZh/xY5PNQrf7PNmVpV1G7E7Z+uFr019W/iEqIUnvOzMCMHmV68EPxH74uMQLFVZpNHVTl71dDqVZfd8yvUboN3N6p2A7yTfZ066Ktuf3mNvsD9nPv7T3OB52nikMVjYb0Q8WCXHj0lh3XXjBm921KOFhRUcyLJOgAkSAJgpCpJEni2L0Qeqy5rFbf2sORP5qWJLe5kdbiehzxmMXXF7MvYF+y5z3sPBhWYRhlbTNposqIIFhZH2LDFeXqQ6BYo8w59pdya6ZI0rZ2gwdHFFe3XKorn7Y0suTX8r+yP0DRL6jXoV7sa70PJ0vNJrT5bVTTO8w76s+6HhlcrkUQNEAkSIIgZJqHr6L4Ycl5Xkepz2WmzdmSJUlih/8Oxp8bn+w5PZkef1T5g6auTTE1yMQ5mOKiYP9wCHuqKNu6gfdYRV8gbTP96Pewvi2MfAyGJsoqBwsHBnoMZN61eYBi6H+3Ut3Qk2muR0afWoUJeBPNfzeCiHiXoLHzCEJGiARJEISv9jY6nlmH/Nhw4ala/dRWZfi+QgEM9bO+u+PdN3eZfnG6cmTWx2o41mBYhWG42miok/ih3+Huv4pt+zLQ86huJEcAztWg5kg48T9IfAdxkWoJEkCvsr04/uw4N1/fZM6VORjqGdK5ZGeNhWRhbEDHSgX570YQ15+H03bRWTb/7IW+GNEmaJFIkARB+Co7rj5nyJbranUdKhdkcovSWT5kOzI+kl0PdjHv6jxik5IvhDqp2iSauTZDX0+DncNP/AlXVqvKTeYo5iLSFfoGUPs3ODNPkSCtbQGdd4ClvVqzjm4dGXVqFAAXgi7Qya2TRhcQLm5vibWpIeHvErj8JJTgiFgcbXRzZnXh2yASJEEQvkhQ+Dv6rLvC9efhyrp8Vsas7FaRUvm/snNzBkiSxI3XN/jz4p9qi8h+0KJwC352/1nj/WgAeO0Px6eoyj+fAgcdXXw3tyuE3FY87u2FiuorEjRxbcLb2Lf8eelPTjw/wYBjA1jgvUBj4eSxMObCb96UGHMAgDP+r2nrWUDMiyRojUiQBCEHCI4OZumNpTwMU4wYK5mnJCXzlKSifUXsze0/s3fGhMXEM2r7TQ7cDlar/+vHcjQrmz/LPtDexr5lw90NLLuxDAn1OX3sTO3oV64fjV0bZ27forQ8Pg2rm6jKPx3S3eQIoMtumO+p6EQenvLyIpUdVJ2lLwdfTrFNZjIx1MfRxpQXYe8Ysf0GJkb6NHfPr/HzCkJKRIIkCNncs8hnNNvZjCRJtVTDx/1ujPWNKZ6rOEVyFcEznycV8ymSpozeLklIkrPbN5BhW9Vvp7XycGRcs5LYmGl+dJpcknPj1Q0W+i7kXNC5ZM/Xc67HAI8BuFpn8QSUwTfVkyOvAVBQx0diWdhC6bZweQWcngOSHOpNVGtSLFcxfNr5UGtLLWISY2i+qzlrG67FxsRGY2ENqFOE0TtuAvDkdbTGziMInyMSJEHIxs4FnqP34d7KspWRFd4Fvbny8gpPIxUdpuOS4rjx+gY3Xt9gh/8OZdsiNkVwt3VXJE32FbEzs0t1pNLVp6F0Xn6B6HhVElbOyYZlXSpga6n5/jXvEt+x5vYaFvgmv8Vja2rLiEojqO1UG2N9LfX1OaCaeZvqQ6DuOO3EkVFF6ykSJICAUyk2sTG2wdnKmScRTwgID8D3lS+1nGppLKT2lQryICSKFacDmHX4PlWL5MHTWcyLJGQ9sRabIGRTF4Mu0uNQD2X5h+I/8EeVP5RluSTnReQLLgZf5NLLS/i99SMgPEDtStOnSuYpSZm8ZSieuzjV8lfD3syBUTtusOWy+i2YBR3K06SsQ+a/qE/4hvgy4dwEHoQ9SPZcE9cm9Hfvj5OVFiedTEqAVY3g+SVFuUhdaLUEzPNqL6aMenQC1jZXbPc8CgUqJGsSnxRPs53NCIwOBGB1w9V45vPUWEiLTzxk+v57ALg72bC7fzWNnUvIPrL681tcQRKEbOhVzCu15KhH6R784vGLWhs9mR5OVk44WTnRpphqYdJnEc+4GHyRG69v8CDsgdqaW3fe3OHOmztqx0l654hJfluSYlxoW7IWI+vW0OjttLDYMDbe28ii64uSPWdlZMXEqhPxdvbW2PnTLTEOzvylSo5Mc0HrZWCWza52mHzUoX5lQxh2P9lrMNI3okaBGmz22wzAFr8tGk2QOlYuyK0X4ey9EURYTLzGziMIaRFXkAQhm/F760fbf9sqyz+X/ZneZXtjpP9lSYtckvMq5hXng85z+81tTj69wIuYR2nu42zlTOm8pamQrwKe+TxxsnTCQO/Lv29JksSZwDNMPj+ZF1Evkj3fo3QPupfu/vVLf2SmS8vhv6GKbSMLGP4w2XxC2YJcDkfGwVnFxJD0uwB2JZI1i0uKY8zpMex/rJhle2r1qTQr3ExjYd0ODKfJvNMAeLnmYc1PlTAyEMuHfsuy+vNbJEiCkI2ceKYYbv1Bm6JtGF91fKYcOyj8HWN33+bwnZeAhMwgAgPzAGq7hxOW9JjHEY95l5j6YqKu1q6UsytHsVzF8MrvhbOl82fnGwqMCmTZzWVsu78t2XOFrQsz2HMw1RyrYahn+LUvL3NdXQd7VL8HftwIJZqk3j47mF0KIp5DnqLQZRdYF0jW5OyLs/x85GcADPUMudzpssZm2I6ITaDa9GNExiYC8N/A6lk6fYSge8QtNkEQUnQ+6LxactSzTE8GlR+UKcdefSaA8f9+fGtNxsCaFfi1Xge1dsHRwVx5eYWrL6/yKPwR10KuKfs0PQp/xKNw9StPRWyK4GrtSlnbslRxqEKxXMVIlCdyJvAMC3wXcO/tvWSxtC/Rnl5lemFrZpspry3TRb5UT45aLMz+yREoEqKI5/DGH25shhpDkzWpkr8Kk6pNYsyZMSTIE1h3Zx0d3DpoJIG1MjHkzKg6lB1/CIDrz8Ip6WCl0ckqBeFj4gqSIGQDwdHB1NtWT1nuX64/vcr0+uoZoa8/C6PLyouEf7T+Van8Vvzd3gNXW4t0HSM0NpQLQRe4/eY2V15e4fab28gleYbicMvtxmDPwVS0r6h7V4s+FvkS5paBpPdrzbVYCO7tQS8H3PqJCISFXhAbBlUHQv1JKTaTJIkqG6sQkxgDwN91/tboqLZGf53iblAEANNbl+HHSgU1di5Bt4krSIIgqLny8grdDnRTlgeUG0DPMj2/Kjl68iaaPuuvKj94PtjYszJehfNk6Ft6LpNcNCzUkIaFGgKKD9CI+Aguv7zMucBz3H1zl4DwACITIpPt26FEB34q/RP5zPN98WvJMmHPYENbVXLk1iznJEcAVvmhUi84OeN9fyQJ6k9O1kwmkzGtxjQGHVdcvdzkt4mK9hUxNzTXSFhdvJyV8yL5vUz+NyQImiKuIAmCDjv85DBDfIYoyx1KdGB05dFp7JG2uMQkVp5+zP8OqN/aGly3KP1qFdFoJ9g3797g+8qXN+/e4GTphFd+L42dSyP2DYeLSxXbRepCp+3ajUcTHhyB9e9HPOYqBIN8U2065swYdj3YBUDLIi2ZVC3lK06Z4e+j/sw6fB+Anf2q4lEwl8bOJeiurP78ziFffQQh5zkXeE4tOfrV89evSo7OPHhN8T8OqCVHTcs6cHtCAwbXLabxEUJ5TPPgXdCbdsXbZb/kaFsPVXJkYQ9NZmk3Hk0pUhd+OqjYDg2Al3dSbfpj8R+V20efHiUmIUZjYeW2UI3QHPrJwsiCoCkiQRIEHfQk4onaDNnDKgyjS8kuX3Ss8JgEWi88Q8flF9Tq1/WoxPwO5TE3FnfaUyVJcGc33PpolF37fyCXi9ZC0jiLj253Lq4G4cmnXQAolbcUi+suBiAyPpJmu5qRkJSQYtuv1dw9Py3LKdZkex0Vp5FzCMKnRIIkCDrm5POTNN3ZVFkeUG4AXUp2yfA8QxGxCUz89w7uEw9x9WmYsv6PJm7cndiQGkV1dJSYLnl+GbZ8lJiOCADH8tqLJyvkcoFKiqH8SHIIe5pqU3dbd8raKhbkDYkJ4fW71xoJydLEkBENFXMzRcQm8tPqS8QmpD4jvCBkBpEgCYIO2fdoH/2P9leWu5fuzs/uP2d4aPP+m0GUHX+IlWcClHXVi+Tl2ph69KzhiqnR141++yY8OAor6qrKzf7KfrNkfwmZDBr/CfnKKMq7+ys6qKfAwsiCDY03YGWk6A9Sf3t9br2+pZGwcpsbYWOmGOF47F4IV56EauQ8gvCBSJAEQUecDzrPyFMjleWxXmMZ4jkkjT2Se/Y2hlYLz9B3w1Vlnb2VCYd//Y71PSuTy1xzS4TkKNFvYLtqKReq9APPbloLRyss7RX/vn0Il5al2bSao2qttEvBlzQSjomhPod/raksP3odrZHzCMIHIkESBB1wP/Q+vQ71UpbHeo2lVZFW6d4/IUnOlP/uUOPP41z76HbahOalOP+bN0XzWWZmuDmbJMHSmvDu/RWKKv1THO6e4zWZBSY2iu13aV+t+fO7P2nmqlh2ZPaV2Wy9v1UjIdlaGuPlmgeAMbtusfqjK6SCkNlEgiQIWnbw8UHa7FEtJvuLxy98X+z7dPU5SkySc+BWEEV/38+yU6oPC+8SdpwbXYeuVV00EXLOlRgPJ2dC+PtbSk5V4Lth8JUTcmZLuZyh5gjF9tW1cPD3NJt75PNQbm/x26KxsFq876wNcP15uMbOIwgiQRIELdr1YBfDTgxTlvu596N32d5p7KFy83k4npOP0Ge96naapbEBR4Z8x4puFXGwNs30eHO8+wfg+PurRcZW8NOBb6PfUWoc3FXbV9el2bRt0baM9xoPwL2395h9ZTaamGbvx0oFmdSyNAA7r73g1guRJAmaIRIkQdCSi0EXGXNmjLL8vxr/o2+5vp/dLzYhicl779Bs/mm1JUL+bu/BjfH1KWInbqd9kcBrsKWzqtx2laLD8rfMpTr0PqHYjguH0MepNpXJZFRzrKZcvHbVrVU8jUx9BNzXsDFVLUfTbZVm+jwJgkiQBEELbry6QY9Dqk7A02tMp4FLgzT3kSSJ/24EUWLMAZafVt1O61bVhTsTG9DMPb9YyPNr+ExXbVfpD0Xrpt72W/LxnE9/ucOr+6k2tTe3Z32j9cry1AtTCY3N/NFm3m52tPUsACjmRUqSf1MLQghZRCRIgpDFdvrvpOO+jsry4PKDaeLaJM211R6+isJ9wiH6b1TdTjM30md3/2qMb14KMyMx2eNXOTpRcXsNoEg9Rb8jQcHUBip8NKLvjX+azcvYlqFsXsXcSGcDz7Lt/rY0238JMyMDJrUorSz3XHOJyFjNTFIpfLtEgiQIWWj7/e2MPTtWWR7qOZQeZXqk2v5lRCz9NlzBe9YJImITlfXzO3hwfVx93J1sNBnutyH6NZz6aOmQ+pO/7X5HKWk6Gwp9p9g++Fuq8yJ9MNZL9Te++PpinkWm3f5LmBjqYWtpDMBxv1ec9tfMJJXCtyvDCdKqVauIidHcmjuCkBNJksSFoAuMPzdeWTe39ly6le6W6j7rzz+h8tSj7LsZrKzrVtUF/ymNaFo2Pwb64vvNV3v9AP4qpyr3OgZ2JbQWjk4zfz/zeuhjODUzzabFcxdnqOdQAOLl8Qw/MTzTw5HJZOzqr5p/6WVEbKafQ/i2ZfgddtSoUdjb29OjRw/Onj2riZgEIce5EHyBnod6Kstzas2htlPtFNs+ehVFzRnH+WOXakbiUvmtOD6sFuObl8JQJEaZx28fxEcqtp2rgaOnduPRZXX+ANNciu3oz1+taVq4qfJW2+03tzVyFcnRxpQmZRwAGP/vHZafepTp5xC+XRl+p33x4gVr1qzh9evX1KpVixIlSvC///2P4ODgz+8sCN+gjXc3qk0CObzCcOo611WO9vkgNDqerisvUmfWCZ68UV2l/bu9B/8NrEGhvOZZFvM34cSfcPj9KMICFaHTDu3Go+tyu0KDaYrte3s/Oy9SXtO8zKyputLUdGdTXkSlvPDt16hZXLWm4JkH4jabkHkynCAZGBjQqlUrdu/ezbNnz+jVqxcbNmygYMGCNG/enN27dyOXyzURqyBkO1v8tjDt4jRl+Y/Kf9ClVBe1NrEJSaw5+xiPSYc5cf+Vsr5zFWeuj6tPM/f8CJksMQ7OL1SVvfqDoYn24skubIurts/Nh6TE1NuiGNXWumhrAOSSnIbbG3I2MHPvPLSr4MRfP5YDFH2R7r+MzNTjC9+ur7pWny9fPqpXr46Xlxd6enrcvHmTrl27UrhwYXx8fDIpREHIfiRJ4uTzk0w6P0lZt6TeEn4o8YNau7MPXlNizAHG7bmtrCvnZIPv2HpMalka64/mexEySXw0zC2rWj6j8y4olf5lXb5pjuWh33lVOTzt22YymYwJVSfwQ3HV3/3Ph3/O9CTp4/8nbRadJT5RfEkXvt4XJUgvX75k5syZlCpVilq1ahEREcHevXsJCAjgxYsXtGvXjq5du2Z2rIKQbRx5eoT+R/sry3NqzcHLwUtZjk1IYtCma3RYfkFtvzU/VWJX/2rYmIlFZTVCkuDePoh63yUgXxkoWEW7MWU3tiXgw+3heeUg0Pezu/xW+Td+Lvuzsvzz4Z8JjArMtJC8Cufhx4pOAETGJhIVl/aVLUFIjwwnSM2aNcPJyYnVq1fTq1cvXrx4wT///EPduopJ1czNzRk6dCjPnmV+hzxByA5W3VrFEJ8hyvJvlX+jrnNdZDIZ8YlyFhx/QIkxB9jtq/qAGFa/GPcmNaRmMduUDilkluv/wI73neXzFoe+p8FQLMmSITIZeHZTlV/eSrXpB3oyPXqV7UU/937KugbbG3A/NPVJJzPC2ECf6W3KYmSg+EgbvNmXsJj4TDm28O3K8OxydnZ2nDhxAi8vr1Tb2NraEhAgVlkWvj3/3PuH2VdmK8tTq0+lWeFmSJLE+Udvab/svFr7wrbmLO9aUXTAzgpRIXBssqpcqVfqbYW0NZ0DMW/hzi448T9wrQ3WjmnuYqxvTN9yfXkT+4bNfpsBaLOnDfNqz6N2wZRHdGaUo40pAa+jOXn/FQduBfNjpYKZclzh25ThK0g1a9akfPnyyerj4+NZu3YtoLjv7Ozs/PXRCUI2IUkSBx8fZOqFqcq6tY3W0qxwMx6/jqb1orNqyZGlsQHb+3pxZEhNkRxllU0dIOL9KCrvcSJB+lofJtMMe6oaDZgOf1T5g59K/6QsDzw+kNMvTmdKSCu6VlBuR4iZtYWvlOEEqXv37oSHJ189OTIyku7du2dKUIKQ3ex8sJNhJ1TLU8yuNRsPOw/+PupPrZk+XHsapnzujyZu3JzQAE/n3GLttKxydy88f7+oaW5XKPO9duPJCbwGgFlexXbkywztOqj8IAaVH6Qs9z3SN1OmAHC1taBDZcVVo6n77rH4xMOvPqbw7cpwgiRJUopv6s+fP8fa2jpTghKE7GTR9UWMOztOWR7nNQ7zRA+K/bGfWYdVfSxqFrPlzKg69Kzhqo0wv10v78Bm1dp3dD8ANk7aiyenyFMYWixQbD85DYfHpt3+I3oyPbqV6sYQT1VfvYbbG3It5NpXh1XJRbVMzIFbYn4+4culuw+Sh4cHMpkMmUyGt7c3BgaqXZOSkggICKBhw4YaCVIQdJEkSWy8t5GFvqr5dH7z/B/zdpny9K366LRNvatQxTVPVocoRATCjt6qcuOZYJlPe/HkNLk/SvbP/AXVBqd7HTsDPQO6l+5OSEwI6++uB6DL/i7MqDmDhi5f/lnS0sMRYwM9+m64iu+zMJ68icY5j7iNLWRcuhOkli1bAuDr60uDBg2wsLBQPmdkZISLiwtt2rTJ9AAFQRdJksSuB7uYfnG6sq5Jnv8xer0EqGbB/r2xG92quYjlQbTl7Hx4eVOxXbSB6HeU2WyLQZ/TsLi6ohz1MsML/Y6sNJI8pnn46+pfAAw/MRwzAzO+K/DdF4dlb62a9LPh3FNc/N0bSxMxp5iQMTJJkqSM7LBmzRp++OEHTEyy56yzERERWFtbEx4ejpWVlbbDEbKpNbfXMPOyahmFd887kRhZWllu7eHIn23LigVlten6Ztj5/uqRsTX0Pq64LSRkvv8VgndvFds/Hczw3FJySc4/9/5R+8Kxu+VuXK2/7HZ0YpKc4dtusPOaol/T0aE1KWxr8Zm9BF2X1Z/fGX737tq1a7ZNjgQhM8y7Ok89OXrRTpkcGenrsbWPF7N/KCeSI23b99EK8i0XiuRIk0q2UG0/u5jh3fVkenQo0YFfPX9V1rXY1YJTz099UTgG+nrM+aEc9laKz6oxu27xNlrMiyRkTLrewXPnzs3r14pFAHPlykXu3LlTfQhCTiWX5Gy8u5FlN5cp62Ke9CIxQjHtxf/alOHmhPpUdBH/D7QqNgI2fA9x70fbNpsHxRtpN6acrtlc8Hw/ivniMojMeOdomUzGT6V/okfpHsq6fkf78e/Df784LFtLYwDOPnzDtiti8mIhY9LVB2nOnDlYWloqt8XQZOFbI0kSm+9tVlt4Nvrhr8jj81HXLR8z2pYll7lYHkQnBJwA/0OKbXM78OgEevrajelbYPJ+FHP4U9g9ADpt+6LDDPYcjIO5A5MvKCb1/O30b1gbW39Rn6RZ7dypP+ckAKExYl4kIWMy3AcpuxN9kIQvMfH0HLY+XKksv3vWmWKWXizt4kmBXGZajExQc3sXbP2wDqQMhtwFKwdtRvTtePsIVjZUdNS2dYP+5z+/TyqS5EnsebiHsWdVUwdsbbaVErlLZPhYMw7eY8FxxXxIIxuWoG8tcas1u9LJPkgRERHpfghCTtNm82j15Oh5B6Y2bM++QTVEcqRLJAmurVOVa44UyVFWyu0KP2xQbL+6C0cnKX4nX0BfT59WRVupzZP0/b/fc+DxgQwfq3R+1fx8my89/aJ4hG9Tum6x2djYpPu2WlJS0lcFJAi64m10PL3+2ct9w73Kuqomk5kyqCF5LYy1GJmQjCTBmmbw+H2n3tp/wHfD0t5HyHxW+QEZIMGpmVCuw1d1ju9eujtxSXEs8FVMSDn8xHBiEmJoXbR1uo/RqIwDy7pUoNfayzx+E0NIRCx2VmKgkfB56UqQjh8/rtx+/Pgxo0aNolu3bsoFa8+dO8eaNWuYNm1aaocQhGzlYsBb2q/diJnLEmXdgu828V2hUlqMSkhV2BNVcmRoBmXbKVadF7KWtaNimP/K+opybPJlqTKqj3sfnK2cGXFyBADjzo7D1tSWGgVqpPsYRexUQ/yr/+84Z0bVUXbgFoTUZLgPkre3Nz179qR9+/Zq9Rs3bmTp0qX4+PhkZnyZTvRBEj5n08Wn/PbfAcxd/1bW/VisG797DdViVEKqnl+G5d6q8pjXoC8mBdSqvz3hzQPFdpfd4Frrqw6XJE/i8NPDDD+hmrphXaN1lLMrl6795XKJX/65xn83gwDY3tcLT2cx2jS70ck+SB87d+4cFSpUSFZfoUIFLl7M+PwXgqArouMSmbz3DqN23MTY7qCyvn3xziI50lWJcXBuvqpcoYdIjnTBxwnRI5+vPpy+nj4NXRoyrILqtmnn/Z3Z6b8zXfvr6clY0LE8JewVo7H/PODHm6i4r45LyNkynCA5OTmxbNmyZPXLly/HyUksAClkT0/eRNPor1MsP/0QU+dFGFgoFpmtlr8afcuJ5Sl01t4hcPv9h6RHZ2g6W7vxCApNZimSVYCb2yD6TaYctmuprmpJ0tizY9l8b3O6989joZiK40LAW1affZwpMQk5V7rXYvtgzpw5tGnThv3791O5cmUALl68iL+/P9u3b8/0AAVB064+DaX1wrNAEoa5zmFg9gQASyNLJlefTC6TXNoNUEhZ0HXwXa8qe3TWXixCcjbvvzCHP4NNHaDHwbTbp1PXUl0pZF2I/kf7AzD5wmQcLR2plr/aZwcT/dGkJI3+UvRVex0lZtYW0pbhK0iNGzfm/v37NGvWjLdv3/L27VuaNWvG/fv3ady4sSZiFASNSEySs/Pa8/fJERhYX8PEXjFizVDPkOPtjpPXNK82QxRSExsBK+qryj8dhIKVtRePkFyp1mDlqNgODcjUQ1d3rM7fdVR9BPse6cu5oHOf3c/NwYrfG7sB8M/Fpyw+8TBT4xJyFjFRpPBNik1IYuT2G+z2DQTAwPIGpgU2Kp+f8d0MGhZqqK3whLTER8PhcXDp/a3+Sr2h4XQxW7YuevMQ/lYsxaOceiETRxduuLtBbYHbUZVG0dGtY5r7HL8XQvfVlwCwMTPEd2z9NNsLuiOrP7/TdYvtxo0blC5dGj09PW7cuJFm27Jly2ZKYIKgKZGxCdSbfZLgiFhFhSwOS6dtJL7/qjC60miRHOmy65tUyVGeItB4hnbjEVJnlhv0DECeCMcnQ9G6kN8j0w7f0a0jhnqGTDo/CUCZLKWVJNUuYceqbhXpvvoSYTEJRMQmYGUiOvYLyaUrQSpXrhzBwcHY2dlRrlw5ZDIZKV14kslkYqJIQac9CImi7uwTyrKNeSKmhWcSlaDoj/Cr5698X/x7bYUnfM7T8/CfanZlms7VWihCOpjmgo7bYF1LRfldaKafol3xdrhYudDjkKJT+PSL03Ewd6CWUy30ZCn3InF3slFuV5h0hKNDa+KUW8yKL6hLVx+kgIAAbG1tlduPHj0iICAg2ePRo0caDVYQvsaWS8/UkqPqxU2pXvUwUQmRAHjYedDZrTOGeuLbpM46MEq1XXcCFEr/ZIGClhSuDQUqKbbXtYIHRzL9FBXtK7LAe4GyPOj4II4/O55q+1xmhtQvmQ+A+CQ5fsGRmR6TkP2lK0FydnZWjg5wdnZO8yEIuuiXf64xYrvq9vDoRiWo5uHHieeKhKmcbTnWNlqLoZhDRzdJEhz4DQKvKcru7aHCT9qNSUg/x/Kq7Tt7Mv3wMpmM7wp8x5gqY5R1g48PZsXNFam2X9qlAlVcFZNFLjn5kLfRYlSboC7Do9gA/Pz8GDBgAN7e3nh7ezNgwAD8/PwyOzZB+GohkbHUnX2Cf68HKuv+HVCdBKv9LLy+UFn3W+XftBGekF4hd+D8+ysEegZQbyKYiEEW2UbD6VDx/XxiD49BnGau2LQr3o6p1acqy3OvzmXt7bWptrcxVcyLdOlxKPOO+mskJiH7ynCCtH37dkqXLs2VK1dwd3fH3d2dq1evUrp0aTEPkqBTjt59SaUpR3kQEgUoRqzcntAAE/MQltxQrbG2qO4i3PK4aStM4XMCfWFRVVW5x2GwsNNaOMIXkMkg3/t1DMOfwcpGGjtVs8LN2NB4g7I84/IM/nv0H3JJnqztQO+iyu2XHwZtCMJ7GU6QRowYwejRozl37hyzZ89m9uzZnD17lt9++40RI0ZoIkZByLA5h+/TY81lZdm7hB3nR3vzKvY5rfeoVgLf1GQT1R2rayNEIb1ublVtuzVXv10jZB9F64N1QcX2a83ecShrW5b5dVRL0Iw6NYo9D5Pf2iuZ34oZbRUjr/ffCmaJmBdJ+EiGE6SgoCC6dOmSrL5Tp04EBQVlSlCC8KXCYuLpu/4Kf310uXxii1Is6ezJi+jH/Pjfj8r6ziU7UypvKW2EKaTXwd9Va60VqQetky9zJGQT1o7w8/tBEknxcGYeyDU36rmmU00mVp2oLI85M4YFvguStXPOY67c/t+BeyTJv6mpAYU0ZDhBqlWrFqdOnUpWf/r0aWrUECNKBO258TwMj0mH2X8rWFm3s19Vuni5oK8nY4HvAqITogFo5NKIERXFFU+dlhgP51X9xKg6AAxNtBeP8PWMLMDg/e/w8Bh4nPyzJDO1KtqKubXnKsuLry9m9a3VatPUVHTJxcZeilnY5RL0WHOJ8HcJGo1LyB7SNQ/Snj2qS5PNmzdn5MiRXLlyhSpVqgBw/vx5tm7dyoQJEzQTpSB8xt4bgQzYeE1ZtjEzZEffqrjaWgDQ50gfzgYqlhQpm7csoyqPSvE4go6ICoEFleFDv5E+Z8C+tHZjEr6egRG0Wwcb3881Fv1a46f0LujNtmbbaPtvWwBmXZmFhZEFrYu2Rk+mh0wmo2rhvDhYmxAUHouP3yv6bbjC3+3Lk9vcSOPxCborXUuN6Oml70JTdpgoUiw1krO8i09i2alHzD58X1nXurwjY5uWxMbMCLkk579H//HbadUotd0td+Nq7aqNcIX0kCS4sFg151GBioq11sRSIjnHhnbg/37x2g5boZjml/s48ewEA44NUJaHVxhOl1Kq7iLP3sZQb84JYhMUSXn9kvlY3MkTPb3MWxpF+DpZ/fmdrsxHLpen66HryZGQswSHx/LD0nNqydGklqWZ9b07NmaKb34Xgi4okyM9mR5XO10VyZGuO/u3KjkqWFUxak0kRzmLXQnV9rV1WXLKmk41mV5DtW7bjMszmH1ltrLslNuMXf2rYWyg+Fg8dOclzeafFn2SvmEZ6oOUkJCAt7c3/v5ivghBux6ERFJl2lFuPA9X1q3rUYnOVVSTmp54doLeh3srn59cbbKYCFLXRb4EH9WHGJ7dMnVxU0FHeI9XLDIMimkcErJmiH0T1yYsq6/q6L/q1irW3F6jnAKghL0Vp0fWIa+FMQC3AyPotPwCr6PisiQ+QbdkKEEyNDT87GK1GbFo0SLKli2LlZUVVlZWeHl5sX///jT32bp1KyVKlMDExIQyZcqwb9++TItH0H2SJHHcL4S6s08q60rYW3J6ZG1qFLVV1kXER/DHmT+U5Z5letKscLMsjVX4Aivrw/uO9LRcBO4/aDceQTP09MC5mmI7/Cksrg7y5PMUaUIVhyr82/JfZXnm5ZlsuLtBmSTZWhpz4TdvCr5fm+3cozf0WntZzLT9DcrwKLZOnTqxYkXK07dnVIECBZg+fTpXrlzh8uXL1KlThxYtWnD79u0U2589e5b27dvTo0cPrl27RsuWLWnZsiW3bt3KlHgE3ZaYJGfi3jt0X3VJWdehckH2D6pBgVyqhSYT5Ym02tWKsLgwAH4q/RMDyg349HCCLpHL4dYOCH2sKDtVgaINtBqSoGHO1SD3+9vdb/whISbLTu1i7aK2dtufl/5k8fXFyrK+nowNPStjZaIYx3TtaRhDtvimuEi7kHOlq5P2x3755RfWrl1L0aJF8fT0xNzcXO352bNnp7Jn+uTOnZsZM2bQo0ePZM/98MMPREdHs3fvXmVdlSpVKFeuHIsXL07WPiWik3b2FJ8op/WiM9x6EaGs+7NNWdpVdFJrF50QzbQL09j9cDcA5e3KM997PpZGllkar5BBj3xgbQvFtp4B/P4S9NM1yFbIzuRymJhLse09Dqr+All4G/zwk8MM8RmiLHco0YHRlUcryw9fRdFu8TnevL96VDyfJbsHVMPEUPSJ0wad7KT9sVu3blG+fHksLS25f/8+165dUz58fX2/OJCkpCQ2bdpEdHQ0Xl5eKbY5d+4cdevWVatr0KAB586dS/W4cXFxREREqD2E7CU4PJaKU44okyNjAz0O/fpdsuQI4NDjQ8rkyMHcgTWN1ojkSNeFPoadfVXlpnNEcvSt0NMD0/cJ0tEJ4Jd2F4vMVs+5HpuabFKWN97byE8HfyI0NhSAwrYWHB9eCztLRZ8kv5eRfL/4HEHh77I0TkE7MvwudPz48UwN4ObNm3h5eREbG4uFhQU7d+6kZMmSKbYNDg4mX758anX58uUjODg4xfYA06ZNE/MzZWO7rr1g8GZfZbmCcy62/OyV4tDblbdWMufKHGV5Tu05ydoIOujoJIh8v5iwR2con3ymfiEHa7EANnVQbEe9zPLTl8pbioNtDtJgu+KW7qXgS3y3+TtaF23NiIojsDIx58yoOjSce5KHr6K5+SKcn1ZfZkPPymKepBwuw1eQMlvx4sXx9fXlwoUL9O3bl65du3Lnzp1MO/7o0aMJDw9XPp49e5ZpxxY0a9T2G2rJ0UDvomztk3JydPvNbbXkaGr1qZTKI5YR0XlXVsOtbYrtXC7w3XBtRiNoQ4km4N5esb1vGNw/mOUh5LfIz/F2x6lZoKaybof/DqpsrMLBxweRyeSs7l6JfFaKK0l3gyLovfZyaocTcogMX0GqXbu2chh1So4dO5ah4xkZGVGkSBEAPD09uXTpEn/99RdLlixJ1tbe3p6XL9W/Ybx8+RJ7e/tUj29sbIyxsXGGYhK063VUHD3XXMb3WZiybl2PSmqj1D4WHhdO532dleXFdRdTzbGapsMUvlZcFOz9VVVuvQxyOWsvHkF7chdWbZ/9G4plfQf9vKZ5me89nxdRL+h7pC8B4QEADDsxjDwmeVhYdyHb+lSl04oLPHkTw+UnodSfc4LtfatiaSKmD8mJMnwFqVy5cri7uysfJUuWJD4+nqtXr1KmTJmvDkgulxMXl/KcE15eXhw9elSt7vDhw6n2WRKyn1P+r6gw+YhacnTxd+9Uk6Nnkc/4/t/vSZAr1k7q5NYJr/zi70HnRb6E1U1US4l8v0YxY7bwbao+GKr0U2yHPoakRK2F4mjhyJ6We5hafaqy7k3sG37Y+wNr78/hwKAaONqYAnD/ZRQtFpzh2dusG4EnZJ0Mj2JLzfjx44mKimLmzJnp3mf06NE0atSIggULEhkZycaNG/nf//7HwYMHqVevHl26dMHR0ZFp06YBimH+NWvWZPr06TRp0oRNmzYxdepUrl69SunS6VunSYxi013LTz1i8n93lWWPgjas7lYJa7OUv53JJTljzoxhz0PFWoHl7cqzptGaLIlV+EqXlsN/QxXbtm7Q/7x24xG0L+AkrHk/V1nuwtD/QpaOaEtJWGwY833ns9lvs1r92CrjWXkgL3eDogBwzWvO9r5VySX6JGmUzo9iS02nTp1YuXJlhvYJCQmhS5cuFC9eHG9vby5duqRMjgCePn1KUFCQsn3VqlXZuHEjS5cuxd3dnW3btrFr1650J0eCboqITWDEtutqydGQesX4p1eVVJMjgFEnRymTIxcrF9EpO7u4tl6VHJnmgi67tBqOoCMc3CFXIcX224cQGZR2+yxgY2LDH1X+YFuzbVgaqkbDTjw/nsBcgyiQ7xUAj15H025J6qOphewp064grVu3jpEjRxIYGJgZh9MYcQVJt/gFR9JuyTnC3yUo61Z3r0it4nZp7rf7wW61mbLXN16Pu627xuIUMtGyOvDiimK70Qyo3Dvt9sK35X8u8C4Uav8O1QaDgW5clZEkicNPDjP0xFC1erP4SoQ8roeUZEkROws29a6iXKpEyFxZ/fmd7k7aa9eupV27dnTo0EGtXpIkgoKCuHz5MmPGjMn0AIWc6/HraBrMVS0ZIpPBvwOqU9rROs39HoU9UkuODrc9jL156h31BS2Kfg1Pz0PgVQi8Bk/OQuL7dbeazIYKP2k3PkH3mFgrEqTjU8DKETw6ajsiAGQyGfVd6nPD+QZzrsxh1e1VAMQYXcSi2EVig1rzIKQSTeadYlNvLwrlNf/MEQVdl+4rSPr6+gQFBTFy5Ei1ej09PWxtbalTpw7169fXSJCZSVxB0g2h0fFUnnaU+ERFJ93vitky63t3bC3T/uZ1KfgSPx1UfahOqT6F5oWbazRWIZ2iX8PTc/D4NITcgeCbig+6lJjlgQGXwSx31sYo6L47e2DL+1GptX6DWiPTbq8l/qH+DD4+mKeRT5V18ngb3j3rjoOZC/8NrI6NmW5c/copsvrzO90Jkp6eHsHBwdjZpX3rQ9eJBEn7rj8Lo8WCM8pyaw9HZnzvjn4K8xt9LDQ2lB/2/kBQtKJvQqsirZhYbaJGYxVSIEkQG6a4GhRwEp5fgpC7aa+lZZkfXKqBQzlwrgr5SoGBuA0hpOLg73BuvmK7w1YopptfvuWSnFPPTzHgmPpaj4nRhbCO7MLZ4W1SnLdN+DI6e4sNSHP+I0FIj1svwtWSo0al7Zn9Q7l07dv7cG9lctSuWDt+r/K7JkIUPhX5Eh6fgiBfeH5ZccuMNL5X2RSEfGUUCVGh78C2hNZHIwnZjHUB1faxSTqbIOnJ9KjpVJOLHS8y7+o81t9dD4CBeQDR5hOo9PcttnUagkse8WU8O8rQFaTSpUtjYJB2TnX16tVMCUxTxBUk7XkXn0SlqUeIjFXMcfK9ZwGmtyn72StHCfIEZl2exYa7GwAoYlOERXUXiX5HmU2SIOKF4srQkzPwyg+Crqd9ZShfabAtDo6e4Fob8qW8TJAgZEhCLBydCOcXKBLuQTcUnRR1XFR8FKNPj8bnmY+qUpIxpcoCmpeooa2wcgydvoLUoEEDLCwsNBWLkIO9joqj9kwfZXLUtKwDfzQp+dnkCODks5PK5MjUwJR/mvyDiYGJRuPN8eRyiAp+f5vsBLy4Bq/ugjyNCfpyFVLdJiv0HeR2FVeGBM0wNIFy7RUJUthTWFAZfj4BhqbajixNFkYW/F3nbw4FHGPoyUGKSpnE7xf6sfdpdf6qMxtTA91+DYKK6IMkaJxfcCQtF5zhXUISAJUK5WZjz8oY6H9+Gq6t97cy8Zyqn9GmppvEGmtfIvwFPDym6Dj97ILidlla8hQF+zKKRMilBuQuBHr6WRKqIAAQH61IjMLfr5/580nFXEnZxOM3b+i2YxZvjP5Vq+/r3pdupbphZmimpciyL53tpP1hFJtIkISMCAp/R+O/ThEao5jnqHEZexZ29EzXvrde36L9f+2V5VGVRtHRTTeG/Oq0Nw8VI8menofX99/POZTGf/P85RW3yZwqKZKhvEWzLFRBSFNSIsworBgUUHOUYjFj/QwvIao1MfGJdF59mLvyv9A3faH23ALvBXxX4DstRZY96ewttkyaT1L4xnRcdkGZHFVxzc3UVulbr0+SJH4+/LOyPOO7GTQs1FAjMeYIoU9gzwDFqLK02JVUjCKzLwuF6yjmmdHLtAn1BSFz6RsoFjAOCoMT0xUzr1fpo+2o0s3MyIDtvRvx41IbLgbcwKzgcmT6innA+h/tTxWHKkyqNinH9KeMiU9kw/mnRMYlksfciKL5LKhaOK+2w/pi6U6QAgICsLVNecFQQfjU66g42i0+x6PX0YDittr8DuXTNS/Im3dv6He0HxHxEQB0dOtILadamgw3e3t4DNa1Uq/TM4S8xRS3JFxrKZIikQwJ2VGNobCli2I7NEC7sXyh1d0r0XudPifvj8Mo90mM8+0H4HzQeeptq8cvHr/Qs0xP9GTZ8//nyfuv+H3XTZ69fZfsuWpF8jC9dVmccme/W4qZttRIdiFusWnes7cxdF5xgcdvFKOfXG3NOfJrzXTNB5IkT2LG5RnKTtlOlk7sa71Po/FmW3I5HJsIpz9ag86lBrSYD7lctBaWIGS6kzPg2GTFdsdtULSeduP5Aq+j4hiy5Ton779CZvgWC8etYKqe8C2pt4QqDlWyRaIUFP6OxT4PWXPuSbLnLI0NiIxTH/AxvEFx+tcu8lXn1Nk+SDmFSJA0KzYhiR+WnOP683AAyjnZsPnnKhgbpK+D77QL09h4byMAdqZ27GixA2vjtJce+SZJEqxuohiO/0Hz+VC+s/ZiEgRNubYedvdXbNs4w+Ab2o3nC8Unyum68iLnHr0BJAxMAjEt9LdaG3tzexZ6L6RoLt3rC5iQJOfMg9dM+e8u/iFRyZ7vVtWFQd5FyWVuxNM3MYzYfp3zj96qtVnepQJ1Sth90QSaIkHSMJEgaY4kSdSdfYKHrxS31VzymLGuR+V0X1r9dAHaJfWWUDV/VY3Emq2FPoYl30GsIgnF0Ax+PgV5v+7bmSDorIRYxdpsZ+eBsTWMfvr5fXRYr7WXOXzn5fuSnCGtQ1l2d4Zam95le9OnbB8MdWAqjRdh75h/zJ9/Lj5L9px7AWsG1S1KjaK2GH4yMlmSJK4/D6flR5MDA1ibGrK+R2XKFMjYl1+RIGmYSJA04210PH3WX+FigOLbgqutOZt7e312bbUPIuIjqLGpBnJJsTbbhsYbKGtbVmPxZlvXN8FOVed1ClSCHoeyxSR6gvBVwl/AnPcTkdqXhW7/gUn2fA9/F5/EoE3XOPQ+STIx1OPkyKosuDGbHf471NourruYao7VsjzG+EQ5R+++ZMYhPx69/9L7sc5VnOlbqzD5bT4/r5NcLrHl8jNG7bipVt+tqgvDGhTHwjh93aGzRYJ06tQplixZwsOHD9m2bRuOjo6sW7eOQoUKUb16dU3EmWlEgpT5QqPj6bvhivJSqnMeM04Mr53u/e++uUu7ve2U5Wk1ptGkUBOxtM2n/h0MV1apyl4DoN4k0fFa+DYkJcA8D9W8SJ13KkZiZlNhMfH8tvMm+24GA2BupM/RobV4EXubbge6qbXNb56f1Q1X42DhoPG43kbHs/D4A5afTt4h3jWvORNblKZakTxf9P4cl5jEtH33WH32sVr97HbutPJw/Owxs/rzO8PvrNu3b6dBgwaYmppy7do14uLiAAgPD2fq1KmZHqCg+8buua1MjnKbG7HlZ6907/vm3Rt+O/2bslzbqTZNXZuK5OhjkcGwrI56ctRhKzSYIpIj4duhbwgDLoGJjaL85KxioEI2ZWNmxPz25alRVDEMPjo+iSrTjqIX58qVTleYUHWCsm1gdCD1t9dnzJkxvI19m9ohv8qBW8GUGXeQ8pMOJ0uOBtctyrUx9Tg2rBbVi+b94vdnYwN9xjcvxb8DqpPbXDWieciW6xT7Yz83n4fr1JRCGb6C5OHhwa+//kqXLl2wtLTk+vXruLq6cu3aNRo1akRwcLCmYs0U4gpS5kmSS7Rfep6LjxX/Yc2N9NnRrxrF7S3TfYz+R/tz8rli7p6mrk2ZWn2qSI4+9vA4rGupXjfohmJuGEH4Fq1tAY98FNt1/lBMHpnNDd1yne1XnyvL+wbWoGR+K2ITY5l4biL/PlKfjXtK9Sk0L9z8q8/75E00sw7dZ8/1wGTPlbC3ZEqrMng65/rq86QkSS5x/F4IPddeVqv3KGjDnHblcMlrnmwfnb+C5Ofnx3ffJZ/909ramrCwsMyIScgGwmMSGLTpmjI5sjIxwGd47QwlR4/CHymTo9wmufm57M8iOfrYhSXqyZFDORjmL5Ij4dtW4SfV9qv72osjE01qWYoW5fIry83mnyY2IQkTAxOm1pjK7ha7cbZS/b///fTvXAi68EXnik1IYrfvC8pNPETNGT7JkqNRjUpwf3IjDgz+TmPJEYC+noy6JfPxYEojBnmrRuxdexpGrZk+zDvqr/WrSRlOkOzt7Xnw4EGy+tOnT+Pq6popQQm6LTFJzqT/7rD3RhCgGJFw8fe66e6QDRAeF07bPW2V5UV1F+Fi7ZLZoWZP78Jgzy+wf4SqruZI6L4fLLL3Uj+C8NVKtoAmsxXbN7coJkrN5syMDJjaqgw/VHACFFdXSo07yKNXiqH0rjau7G21l0nVJin36XmoJ/sD9qf7HH7BkfRcc4kSYw4waJMvYe9XOACoVdyWnf2qEjCtMX1qFsbIIOtu3Rvo6/FrvWJc+M0b7xKq97fZh+9TaPQ+Tvu/1lqilOFFbXr16sWgQYNYuXIlMpmMwMBAzp07x7BhwxgzZowmYhR0zKBNvvx3M0hZ3tirMiaGGVvINDg6mAS54j9o66KtKZ6reKbGmG298oNVjSDmjaruhw3g1lR7MQmCrjH/aFWHrd1hVPLJCrMbc2MDprcpw+uoOI7eCyFJLlFn1gm2/OxFpUK5AWhZpCURcRHMuKyYEmDEyRG8inlFl1JdUjxmdFwiO64+5+9jDwiJjFN7Tk8Gg+sWo3MVZ3KZf36FA03LZ2XCim4VOeX/is4rLirrO624gIO1CRt7VSFPFoeZ4T5IkiQxdepUpk2bRkyMYqZkY2Njhg0bxqRJkz6zt/aJPkhfLkkuMXSLL7t8VZdkd/WvRjknmwwd52HYQ9r+25ZEeSIFLAqwv036vwXlaAGnYM0niVCv4+BYXjvxCIKuSoyDE/+DU7MU5bFvQS9jX9J02cR/77DyjKqj9H8Dq1Mqv2rOoP8e/ceoU6OU5UnVJtGySEtA8Rn9+E0Mc4/cZ7dv8r5FlVxyM6ZpSUo7Wulsl4a4xCQ2nH/KxL131OrblMnN7E5VdXeYf0JCAoaGhsTHx/PgwQOioqIoWbIkFhYWvH79mrx5dXthug8J0qrjt+lWq6S2w8k2YuITmXnwvvI/rZG+HudG1yGPRfpvq33w97W/WXpjKQDVHKuxuO7iTI0120mMh2tr4b+hqrpijaD532Ah1j8UhBQlvIMp7xd5tS8DnXeDeR7txpRJYuITmfjvHTZdUkxpoK8n48a4+ph/NF/Q+aDz9DrUS1meU/MvQl4W4bedN5Mdz9LEgCH1itHGswBWJtqfeDK9EpPk/LbzJlsuKzqwy+NieDa3ne520v7xxx+RJAkjIyNKlixJpUqVsLCw4OXLl9SqVUsDIWrG2N23qTPThwcpTJcuJLf8VIDaN5ojQ2p+UXIUHhfOvkeKtdVK5SnF7JqzMy3GbCkuErZ0Vk+Oao2GDptEciQIaTEwUa05GHwTAk5oNZzMZGZkwIQWpehcRdEx+0OfpFsvwpVtqjhUYUr1KcryrycGMe74crXjVC6Um72/VOfm+AZ0r1YoWyVHoOif9Gdbd/YNrEF+a5MsP3+GE6SnT5/Ss2dPtbqgoCBq1apFiRIlMi2wrPDodTR1Z5+g7aKzBIYlX4VYUBi57QazD6tGi6zvUZmCeb5sZeZBxwfxPErxbaCuc13MDLPfCs+ZJuYtzHKD+wdUdT+sh1qjUt9HEAQFmQx+PqmaFyn4pmKNwhzC2ECfSS1L06SsanLIpn+f5syD17yLT2Ld+ScMXKZPbFBL5fMmDjsxyuPD/9qUIWBaYzb/7EVpx+y/lmXJ/FacHlmH2e3cs/S8GU6Q9u3bx9mzZxkyZAgAgYGB1KpVizJlyrBly5ZMD1BTOlRyUm5ffhJK1enHWHryIbEJSVqMSrfI5RKzD99n82XV+jtbfvaietEvv436NEKxhlIekzw0cGnw1TFmW4HX4M9CEB+pKNs4w6Dr4NZMu3EJQnZiYg2F38/af3q2Yr22HGZBh/L0qVlYWe64/AJuYw8wZtctABLCqhDzrKvyeWO7A5jkupblcWqanp6M+qXss/acGd3B1taWQ4cOsX37doYMGUKtWrXw8PDgn3/+QS8bzer7W5OS3JnYgHol8ynrpu67R4kxBzh5/5UWI9MNcrnEqrOPmXfUX1l3+Y+6ytEUGZUgT2D4ieG8eqf42a5ptAYnS6fP7JVDnV8MS2upyiVbKJKjD7cLBEFIv9JtVNuBvloLQ5MGeRelezWXZPUWxgZMb12GWyN+ZV2jdcr6P878wcHHB7MwwpzpixervX//PjVq1KBevXqsW7dOZ3vDfyqlUWwn77+iy8qLau3cC1izslvFL+pnkxMsOP6AGQf9lOVNvatQxfXLO0D6hvjSeX9nAEwNTPFp5/Nt3l7b0A78P3rjajwTKvVKvb0gCJ93awds667Y7vYfuOj2mqBfIkkuMX7PbR6/icbKxJCRDUsk6+qw99FeRp8arSwP9RxKt9LdsjhSzdHJxWpz5cqVYgIUExODsbEx+vqq4ZVv32pmnZjMktoP+F18Ev9cTD6ssF2FAoxq5Ka2bkxON+PgPRYcf6gsL+xYnsZlvnyRxER5In9f+5uVt1YCcLDNQfJb5P/MXjlM2DNY2QAiXijKegbQ9xzYFtNuXIKQEzzyUSxBAmBoBiMfg8G3+eV2p/9Oxp4dqyz3K9ePvu59tRhR5snqBCldE0XOnTtXw2Fon6mRPj9VL0QrD0eGbr3OsXshAGy5/Jwtl58zo21Zvq+Qs28JyeUSu3xfqCVHH09S9qVW316tTI7K25X/9pKj2zthazdV2bqgYtFNw6wflSEIOZJzdfhuBJz8ExJiFKNDv9EEqVXRVjhbOdP1gKJf0kLfhdib2dO8cHP0c9BcUVnhi2+xZVfpzUCfvImm99or+L2MVNY55TZleZeKGVpvLDs5cCuYPuuvKMuHfv2OYvm+/rWOOTOGXQ92AfBX7b+oU7DOVx8z2zg0Bs7OU5XLfA8tFoLBt3NFUhCyzOR8kBgLdqWg8w6wzNpOvbpCkiTuvL3Dj3t/VNZNrDqRVkVbaTGqr6eTt9g+JZfLefDgASEhIcjlcrXnUlrIVpdk9Ae87cpzhm29rlZX1y0fs39wz3ZzSqRl2clHTNl3V1n+68dytCjn+NXHXXt7rXJa/FGVRtHRreNXHzNbiHoFO3rBo+OqulZLFQlSNhrMIAjZysKqEHJbsd1kNlTsod14tGx/wH5GnFSt6djXvS/9yvXTYkRfRydvsX3s/PnzdOjQgSdPniRbQE4mk5GUlLOGybf1LECdEnbMOuTHhguKIepH7r6k7PhD/Na4BJ2qOGNmlOEfo05Ze+6xWnI0vXWZTEmOABZdX6Tc/ng16hzt6XlFf6OP/XwKHMpqJx5B+FZ02Q3zPSE2HMKffb59DteoUCNkyBh+cjigeD9OlCcysPxALUeWPWT4q2yfPn2oUKECt27d4u3bt4SGhiofut5B+0vlNjdiSqsyXPzdGzcHVdY6dd89So49yNG7L7W22vDXkCSJsw9fM3b3bWXd1j5e/FipYKYc3++tH1EJipnK/67zN9XyV8uU4+o033/UkyPrgooh/CI5ynakpKRs+f/6m2Zhqxr2f3oOHB6bdvtvQMNCDdnRfIeyvOzmMjbe3ahcLFxIXYZvsZmbm3P9+nWKFCmiqZg0KjMu0V149IYflp5PVu9ewJoidpZUds2Nl2senHLr9jD24/dC6L76krK8omsF6pSwy5QpG/ze+tH237bK8oUOF3L2sP64SPCZDufmq+oq/Qx1fldMZidkC0nh4QRPmEDk0WNIcYrVz03KlMHYtRAmZctiXrkyxtn0ve+b4bcf/nnf98bRE3od0248OuLW61u0/6+9svx75d/5scSPaeyhe3S+D1KdOnUYMWIEDRs21FRMGpVZP+DEJDmrzz5m8n93U21jpK9HETsLyhawpmYxWyq75iGXmaFOzBm16eJTRu1QLWr4W+MS9P6ucBp7ZMzBxwcZdmIYAD1K92Cw5+BMO7bOCX0C61vDmwequhYLwKOT9mISMkQeH8/rhQt5s3hJutobFiyISfHimFWsiFmlihi7uiIzEh3vdcbHw/57HoUCFbQajq44/OQwQ3yGKMtdS3ZlWMVhWowoY3Q+Qdq5cyd//PEHw4cPp0yZMhgaqndULltWt28lZPYPWJIkgiNiufDoLSf9X3HjeXiaC+DKZFDOyYbKhfJQzsmGKq65sTHL2jfWw3de0mvtZWV5QvNSdK3qkmnHvxx8me4HFZO21XCswcK6CzPt2Don6AYsqaFe120fuHwDtxNzAEkuJ/rsOZ59sr6kSZky5Bs1ksSXL4k+f4HYW7eIe/QIKTY21WMZ5MuHWYUKGBcvjlnFCpgUL46eWQ6+aqrLAq+pZqvXM4Rh98Hs66YrySlOPDvBgGMDlOXupbvza/lfdeKL++fofIKU0nIiMpkMSZKyRSftrPoBP3oVxZmHb7gU8Jb7LyO5FxyZalsLYwMquOSieD5LqhbJSzknG6xNNTNC7tGrKOrMUq16/Xd7D5qWdcjU/xzDTgxTTnPf0a0joyrlwMVX5XK4sxO2/aSqc64GbVaA1ZdPqilknbgHD3g+cBDxjx4p6/StrSm4aiUmJUumuE9CSAjvrl4j5soV4h8+4N2t28gjIlI9h2GBAhgVdsXEzQ3zKl6YepRDz/jbnJ8nS8nlcGScaoqN/hfBtrh2Y9IhL6Je0HC76i7QoPKD6FKyC0b6un0VVOcTpCdPnqT5vLOzbo9Uyuof8AdJcomA19H4+IVwJyiCS4/f8uztu1Tb57MypoidBeWcbKhd3A5P55RnM8+I434hdF+l6nM0pmlJfqrmkqnJ0et3r/He6o1cktPQpSGTq0/GWD+HfSAkxsPeweC7QVVXpT80mKK4RCjoNEmSeDVnLm+WLlWrtx8/nlw//pDh4yWGhvLumi+xt27x7vp13vn6Io+OTrW9npUVJsWLY+pZHjPPCpiV90DP3DzD5xXSYXZJxez1eYtB551gXUDbEemMG69u0HGfatqVYRWG0bVU1zT20D6dT5CyO20lSCmJS0zCLziSiwFvOf/oDb7PwngdFZ9q+9zmRpQtYI2Xax4qu+ahhL0lJobpmxn100kgf/7OldGN3b76NXxMLsmpt60eITGKWchn15pNPed6mXoOrUt4B4uqwlvVVQfarIAybVPfR9AJkiQR5ePD877q88BYNW5Mvt9GY5A3b+adKz6edzduEH32LO+u3yDO35/EkJBU28sMDTGrWBHjEiUwLVsW0/IeGNrZZVo836wV9eHZBcW291ioMVS78eiY40+PM/C4ash/u2LtGOM1RosRpU0nE6Q9e/bQqFEjDA0N2bNnT5ptmzdvnmnBaYIuJUgpkcslfJ+H4eP3imtPQ/F/GUVwROr9HvJbm1DZNQ9uDpZ8V8yWwrYWGOqr3wa9ExhB43mnlOVJLUrR2csl02OPToimysYqAFSyr8Tc2nOxNMpBs46/eahIjhLf/z7MbeGng5An8zq3C5oR9+gRT7p2JenVa7V6540bMCtfPktikMfHE3fnDtHnzxPr50fcnbvEp3FFXs/CAuPChTEuVgyzihUwq1QJg3z5skVfEZ0R/gIWeSnmRao6EOpP0nZEOudC0AV6HlL1wetWqhu/ev6Knkz3JrTVyQRJT0+P4OBg7OzsUuyDpDyY6IOkEZGxCdx4Hs4p/9fcfxnJ1aehhMWkPodFCXtLithZUNElN6625nRdeRH5+9/y6EYl6F6tEEYGmfvHHxobyoBjA7jx6gYyZFzvcj1nvZFfWQ3/DlKVC9eBTjvELTUdlxgayusFCwldv16t3n78eGzatkFmoN1JXuVxccQ9eMC7a768u3Gdd1eukvDiRZr7GBctgqlHeUzLlcOsgieGjo7I9MUaW6k6OglOzVRsew1Q3AoX1LyKeUWdraoloHqV6cXP7j/rXPcInUyQcpLsmCClJDwmgYuP3+L7LJSLAW+5+jSMJHnav8puVV0Y16ykRhKXXQ92MeaM4tJsQcuC/Nf6v0w/h9Zs7wk3t6rK9SdD1V+0F4+QLuH/7iVw+HC1Opsff8B+3DidTt6lpCTinzwh+vx53l25Stz9+8Q9egRpfPnMO2AAubt1Q99C9GVK5sERWP9+8shchWCQr1bD0VXXX12n0z7V1CT9y/Wnj3sfLUaUXLZNkJ4/f87EiRNZ+knHR12TUxKkT0mSRGRcIucfvuHE/Vdcfx7G/eAo4pMUa+W1r+TEtNaamYIhPimekSdHcuTpEQz1DDnQ5gB2Zjmg/4QkwcOjqjdXgB5HwKmi9mISPivhZQjPBwwg9qZqni/9XLlwWroU0zKltRjZ14l/9oyYixd5d/MmcX73eXftWrI2jn/Pw6peDuv3lxmeXoCV9RXbfc9CvlLajUdHnXp+in5HVX30mhduzpTqunPFLdsmSNevX6d8+fLiFpuOCQp/R3yinIK5zTT2rXnsmbHsfLATgDZF2zC+6niNnCfLffzNE2BEgJhLRYclhoYSPH4CkQcPqtXnnzEDq8aNctxtKEmSiLl4iWe9eiHFqwZ3GBctitOK5aKT98feBsC8coptmR4MvgXWmbPeZE7z6Yzb3Ut15xePXzDU1/7i7Fn9+a17vbCETOVgbYpzHnON3lIICA9Qbrcs0lJj58lSj0+rJ0cNp4vkSEdJiYmE7dqFv1dVteTIqmlTil04j3WzpjkuOQJFn0/zypUofvkSDlOnKuvj/P158F1NXowYQWJoqBYj1CG5XBRL/wBIcrGQbRpK5y3N6R9PK8urbq9i9pXZxCXFaTEq7RAJkvBV5lyZg+8rXwCW1F1CObtyWo0nUyQlwr4RqnKNoVClr/biEVL17sYN7lerTtCo0co6Uw8Pip4+hePMGehb5/x18GRGRti0bkWxSxexbKSa/C9iz7/4e1UlbNcuseiuTAaN/4R8ZRTlXf0gTCRJqbE2tmZDY9U8b+vvrmfe1XlajEg7RIIkfLHX716z8tZKZdnRMgdcsk6MhwWVIOS2ouzRScydooMkuZzA33/ncbsfkIeHK+sdZ8/C5Z+NmTqnUXahb2lJgTlzKHL0iNpM4EGjRvOwXn1i79/XYnQ6wtJe8e/bh3BpuXZj0XFlbcuyvL7qZ7T2zlqG+gz9ppLtdI9xbd26dZrPh4WFfW0sQjYiSRKXX6rWc9vcdDPOVro9i/pnxceAz1TFmycoLsvXnwxGYmSQrpASEgjdvIWXkyer1efu2pW8ffugb2OjncB0iKGjI4V2bCds5y6CRiuurCU8f05A8xZYt26N/fhx6H2rC+s2mQVLvoPYMHgnbj9+TmWHyuxuuZsWuxQL/x56cohpF6cxuPxgzAxz/jqD6e6k3b1793QdcNWqVV8VkKZ9a520NeXjVaHtzOw4+v1RLUeUCS6vhL2/KrbFcGCdE3PpEk86d1GrM7C3p+CqlRgXKqSlqHRb4v/bu++4quo/juOvyx4CgoqAshRnOXJvc5uaO/fKbInmKCvNcpSZqWX+tFJTsZy5V1pO1FIz9wonThAVBEE25/fHzQMXQVEvnHvh83w8eMj3e8859+1l3A/nfM/3GxlJxDffEL1qtUG/x8QJFO7YEV1BLJT+mgV/fKL/XOZFypGYpBjqL0tfgLtLmS6MqT0mz9duM9u72MyFFEjGMef4HGYdmwXARzU/ok/FPk/Yw8Qdmg+bR6a3+67VTwYpNJccEcGtLydzf+tWg37vefNwbFDfpOc0MhVJ129wpU8fUsLDDfp9lyzGoXp1jVJpJHQfBLXVf27nAh9f1TaPmTh5+yS9fuultjsGdOTz+nk7M7ncxSZM3vYr29XiqG/FvuZfHEXfMCyO2v9PiiMTEbVsGRcaNTYojoq8+w7lz56hUMMGUhzlkE3JEpTZvQvvefMM+q/07sPNMZ+QGhOjUTIN+DWAt3brP0+I1k8BIJ6oUrFK/PzKz2p73YV1DN05lDQlTcNUuUsKJPHU5p5Inwy0RCEzH5gddwdmvpTe7vwTvNRXuzwCRVGIP3mSkOo1CJ8wUe23LVOGUps34T5smBRGz6hQwwaUP3WSIm+/rfZFr1nDuVq1iVq5suAMwHX1S/98ZlW4c16rJGblJfeX2NZ1GzYW+ktru6/t5tM/P+V+0n1tg+USKZDEU7kVd4uzkWcBeLfKu3Qr103jRM8h5qZ+rqOH83tU7Agvdpb11TSUdPUql7t0IfS1bqTFxan9PkEL8V+/DtvSsjDw89JZWeE+Yjj+69dj7eWl9od/+hn/VqpM/OnT+b9QsneFGm+kt6VAyjEPRw92dtuptjdc3MCXB78kOTX79UHNlRRIIsfuJdyj7dq2aruFbwusLbSfXfWZ/T0Xwo7pP/drCN0WgUX+m1DQHCgpKdydP5+LLVuReOas2l90yBDKnziOY5066B6zULZ4enblylJ6+za8f8pwu3tKCqFdunKlT1+SruXzeYLafaP/uQf4fbTMi/QUXGxdWN52udredGkTH+758DF7mCf5jSNy7EbcDXU21Za+LSnlUkrjRM9h4zDY963+c3s3aF/wJkEzFXF//82/L1YiYuo0tc+pdWvK/n2QYkMCC+adVnlEZ2FBoQb1KX/qJEWHDFH74w8f5mKLltydPz9/n01yLKb/NyoU9k7XNIq5eaHoCyxvl14kbb+6ncHbB5Ocln/OJEmBJHIkNDqUN/94EwB/F3+mvzwdS3M923JxFxwOSm/3WAJuZlzsmanUe/e43L07V/v1N+j3njeXkjO+xVLuMs0zOisrig0JJCB4N44NG6r9EVOnca5GTeJPndYwXS5q9qn+DySAB3e0zWKGXijyAvt67MPeyh6AvTf2Mip4FPcS7mkbzEikQBI5sv7ienUgnlkPzL51Bn7pmN4efhJ862kWpyBKvX+fW19P5VyduiQcP6H2u4/6gHJHDlMowxu0yFvWxYvjM28uJX/4Xu1Li4sjtGtXLnfrTsqdfFZEuJVKnwfp7Eb4/RNt85ghF1sXtnbZipWFft7pHVd3MPHAxHxxJkkKJPFE8Snx7LuhX7zQz9mPLxt8+YQ9TNT1f+CHuunt5hOgsI92eQqgmK2/c65mLSIXpC9R41ivHmUPHqDIG29g4ZD/Z+c1B05NmlDuyGGDy24JJ05wvkFDbs+eTWpsrIbpjKxY+fTP98+CfDjYOLe52bmxtM1Stb3tyjYGbx+sYSLjkAJJPNHg7YP5N/JfADqX6YyrnavGiZ5BShJs+Si9XbU3NBiuWZyCJOnKFa6PGMHZ8hW4MXy42m9ZpAj+69bis2B+gVhU1txYODhQbEggZf/5B8d66WdZ7/xvFudq1OT+zp2P2duMlKgGQ9KXTWKKn8yN9AwqFKnA2vZrsdLpzyQdCDtA0Kkgsx7DJgWSeKKL9/RrkzlYOdDUx0wnUJzfAm7890uwfDtoM1XbPPlcWkIC0Rs3ElK7Dhdbteb+FsNZsIt/8gll9u3Frnz5bI4gTIVlIUd8FszHd+kSsE6/a/X64ECuvTuY1PywDmfRMlCylv7zpFj93EgnftU0kjkKcA0guEewWiRNPzydE3dOPGEv0yUFkshWcloyE/dPJCpRv6jjmg5rzG9B2tQU/d1qD2/nd3SH1pNlAdpckhByjmtvv0NI1Ze4OepD0qKj1ccKvfwyfit/pfzZM7j17SOTPZoZh2rVKH/0CMU/SR+nE7trF+fq1OXWlK9JS0jQMJ0RDNwKNQelt9e8CZs/ADM+A6IFZxtnvmv6ndru81sf9QqEuZECSWTreMRxVp5bCYC9lT2utmZ4ae3iDtg+Xv+5tQOMPCvjjowsNTaOyMVLOFe/AZc7dCA2ODj9QSsrig0fTtkD+/H+8QfsK1WSwsiM6ayscOvbh4CdO7Cvkb6GW+TChYRUfYn7u3ejpKZqmPA5WFhCm2nQI30sDYfmwYJWcD88+/3EIxqVbES7Uu3U9vJ/lz9ma9MlBZLIkqIo/HMr/br8kjZLcLA2swG0x1fA0gwzfXf/BSyttMuTjyiKQuKly9x4/wPO1ajBrS++IPXuXfVxh5o18Vu9ivInT1D0nbexLFxYu7DC6Ky9vPBbvJhSmzZi5e6u9l9/510utmpNQsg5DdM9B50Oyrc1HJN07SBMLweX92iXywyNrj2amh41AVh9fjXf/PONxomenhRIIksLTi1g9rHZANTyqEUZ1zIaJ3pKUaGw9q30drNxENBcszj5hZKURNTy5fxboSKX2rQhZvNm9TELFxeKjx1L2X8O4fvLz9i/8IKcLcrnbAMCKLMnGM9JX6h9ydevc7lDB259PdV8B+gWLaM/2+xeMb1v0atwaL52mcyMs40z7730ntpeeHohqWnmdXZRCiSRpQv3Lqifv1b2NQ2TPIOUJJj7cnq7zTRoOFKzOPlB4vnzXH1jEP9WrkL4+AkGjznUrYP/urWUO3gAtz69sSxUSKOUQiuFu3ShzJ/7cOnQQe2LXLCAfytUJOaPP8yzUHL2gkHboeH76X2bR8KmEZAQnf1+QlXVvSrrOqxT23WX1eVG7A3tAj0lKZDEI34N+ZVNlzYB8GmdT2nt31rjRE/hQaT+slq8fmA5L3TW39IvnlragwdELlnC2fIVuPRqe+L+/NPgcc9Jkyh/9gy+CxfK3WgCqyJF8JryFX4rlkOGdfNuvDeMc7XrkHDODC+72ThCs8+g68L0vn8WwKxacOdC9vsJVSmXUlRzrwbo59TbcGGD2RTMUiCJR0z7J31NLK9CXo/Z0gT9swAu7dJ/7lYaXlsINmY2dkpjD44c4XLX1wipVp1bn39h8JhL586U3r6dCv+epXCXznIJTTzCvkoVyp88geekSWpfWkwMl9t3IGbbNrN5czTwYmcYtCO9HRsOs6rDtb+1y2QmdDodQa2DqO1RG4Dvj3/PrGOzNE6VM1IgCQPX7l8jPiUegK8bfU09LzNahmPbZ7Dzc/3nFlbQZ7W2ecxISmQkEd99x79VqnKlV28STp1SH7NwccFz0iTKHTuK15eTsClpxkvNiDyhs7SkcJfOlD97Btfe6Wdwbwx9j/DxE1BSUjRM94xK1oAPzkNAi/S++S3g8CL9dCIiWzqdjh7le6jtuSfmmsWlNp1iluX8s4uJicHFxYXo6GicZTFMAyGRIXTd2FVtH+5zGBtLM1lJ/fx2WNIlvd1jGZRvo10eM6CkpRF//Di3Z3zHg4MHH3ncuU0bio0Yjo23twbpRH4SvWEDNz9Mn8nepnRp/NeuwcLGTH6/ZLbjc9ibfqadCq9Cp7lytvoJdl/bzdCdQwEobFuYnd12Ym1h/fidMsjr9285gyRU5++dVz/vVb6X+RRHcXdgaYaB5G8FS3H0GKnR0dyeOZN/K77AlZ69DIojax8fvKZOpdyxo5T4ZroUR8IoXNq3p/TWLVj8t6RM0sWLnK9Tl6Tr1zVO9oyafQrdfklvn90IMypBQox2mcxAbc/atPDVn4G7l3iPn0//TLIJr30nZ5AEAMdvH6fPb30AaOLdhJlNZ2qcKIcizsKPDeHhytHNx0P94fr5TIRKSUsj/sgRbk35moSTJx953LnNKxQdOhRbf38N0omCQlEUrr4+kAcHDqh9npO+oHCXLo/Zy4RFXYGgdhB9Nb3vnT/B40XtMpmBRssbqSs0TG00Ncc3AhWoM0iTJ0+mZs2aODk54e7uTseOHQkJCXnsPkFBQeh0OoMPOzu7PEqcfwWdClI/N5uB2cnx+gVoHxZHpZtCgxFSHGWQFhfHnR9/1J8t6tPXoDiydHGhxHffUf7sGUp8840URyLX6XQ6fBYuoNiIEWpf2CdjufnRR+Y5eNvVF4af0K/v+NCP9eHvedplMgPj641XPx+1ZxSn757WLsxjaFogBQcHExgYyIEDB9i2bRvJycm0bNmSuLi4x+7n7OxMWFiY+nHlypU8Spw/xSbFciBM/xfdyyVfZkjVIRonyqEVfeHyf8ta+DfWjzsSAMTu3ceFps0IqV6D2zO+M3jM7fXXKfPXn5Q9eADnVi3lTjSRp3Q6HUXffgvfJYvVvuj1G7jcoSPJt25pmOwZ6XTQY4l+vrWHfvsAlvWSddyy0dSnKW9WelNtf3v4Ww3TZM+kLrHdvn0bd3d3goODadSoUZbbBAUFMXz4cO494wrSconNUGpaKq+seYWwuDAAZjaZSROfJhqnegJFgX3fwI6J+raFNbwdDMVf0DaXxpLDwrgzdy73lj267pG1lxceE8bjWK8eOktLDdIJ8aiUyEjON2oMGe5q8547h0LZ/P43ebdOww8Z7vx18YbXf5P1H7MQnRjNmH1j2HNdv4TLgBcGMLL6yMf+wVagLrFlFv3fyt9ubm6P3S42NhZfX1+8vb3p0KEDp09nf3ouMTGRmJgYgw+RLjY5Vi2OKhWtRHWP6k/YwwSEn0wvjnQWMOJ0gS6OFEUhcvESLjRp+khx5Na/P2UP7Cdg5w4KNWwoxZEwKVZubpTd/xcOtWqpfdfeeps7c830ElXxF2D0DXD8b3266Gv6wdtn1mubywS52LowutZodOgLoqDTQep7kakwmTNIaWlptG/fnnv37rFv375st9u/fz/nz5+ncuXKREdHM23aNPbs2cPp06cpWbLkI9uPHz+eCRMmPNIvZ5D0Ffyo4FHsD9uPjYUNh/se1jrSk4VsgWXp82nQZ3WBXmMtJSqK8AkTub91q9pnW6EC7iNH4Fi3LjorWZxXmL60pCSifllMxNSpap9z27Z4fDrWPBc6Tk7QrwWZsTBq+L5+Vm5h4MzdM3Tf1F1tr3p1FeXcymW5bV6fQTKZAundd99ly5Yt7Nu3L8tCJzvJyclUqFCBnj178vnnnz/yeGJiIomJiWo7JiYGb29vKZCA1edWM37/eAB8nX3Z1GmTtoGe5O5FmF0L0v47HV9vKLT84vH75GOJFy9y+bVuKA8eqH0lZn6Hc8uWGqYS4tnF/fUXVwe+obZ1trb4rVhunkvZpKXCsaWwIcOYzoDm0PFHKFRMu1wmaMiOIQRf148nff3F1xlZPeu1MwvkJbYhQ4awadMmdu3a9VTFEYC1tTUvvfQSFy5kvS6Ora0tzs7OBh8C0pQ0jkQcUds/NPtBwzQ5tKxHenHU9NMCWxwpisKDo0e51LadWhzp7O3xX7tGiiNh1hzr1cN//Xp0/92ZrCQmcrljJ+7v3q1tsGdhYQnV+houUXJhO0wLkCVKMvm2ybc0KNEAgIWnFjL54GSNE+lpWiApisKQIUNYu3YtO3fuxP8ZbjNOTU3l5MmTeHp65kLC/Gvi/olsuLgBgG5lu+HtbMITAibHw6/94c5/i12WbgrVX9c2k0aUlBQiFyzkSs9eap9Lh/aU2bsHuwoVNEwmhHHYlStLwK6dOLdJn+z1+jvvcnf+fNIyXA0wGyVrwNAj4JThPWp+Czi5SrtMJsbawpq+Ffuq7aX/LuVewj3tAv1H0wIpMDCQxYsXs3TpUpycnAgPDyc8PJz4+Hh1m379+jF69Gi1PXHiRP744w8uXbrEkSNH6NOnD1euXGHQoEFa/BfMVkhk+nxTOZ2kSxOKAkcXw5l1+rZdYei5HByLaJlKE2nx8Vx7622DcRrFhg/Ha8oULAsV0jCZEMZl5epKiW+m4z5qlNoXMXUaV994g5SoKA2TPaMipSHwINRIv3zI6jdg+wRIjNUulwmp51WPVa+mF40tV7ckMiFSw0QaF0g//PAD0dHRvPzyy3h6eqofK1asULe5evUqYWHpI9ujoqJ48803qVChAm3atCEmJoa//vqLihUravFfMEtzT8zl1F39YqTzW86npkdNjRM9xp8z9HOKPPT2HrCy1SyOVlLv3+d8g4bE/fWX2uc9bx5F33lbw1RC5K4ibwzEe86Pajv+n8Ocr1uP5DDTutspR+xcoN030G5Get++b/Rnk6JNf+HWvBBQOIBGJfVTPMSnxLP4zGJNlyIxmUHaeaWgz4N0K+4WzVel3/W1udNmfJxNdI6OzAvQdpoLVbpnv30+9eDIUa70Sr+kZlu+PD4LF2Dl6qphKiHyTvKNG1x9622SLl5U+3x+XoRjhukBzMrlvbConWFf4N9QLOu7twqaXpt7cfKOftb/kdVH8vqL+iEVBXKQtsg7IVHpl9Z+avmT6RZHaWnwa7/0do+lBbI4uvPDDwbFkUvHjpRat1aKI1GgWJcoQalNG3Hp0EHtu9qvP7dn/s88lyjxbwgj/wXv2ul9s2vpF701x/+PkWWcZfubw99w9u5ZTXJIgVSA7Liyg8AdgQB4OXpR27P2E/bQSPR1+KY8JP+35Ezz8VCmYN2dpaSkcOX117n9XfqiwV5Tp+L1lWnc3SFEXtPpdHhN+QqPienz2t35/nuuDhyoYarn4OwJA3+HWm+l963oA5tHQmpK9vsVAE18mvBZ3fQ5o94Pfl+THFIgFSBnI9Or8NfKvaZhksdIioOtH0Psf2syeVTWL0Braa1trjyUcO4cITVr8WB/+ornpbf9gcur7R6zlxAFg2u3bpT6bTM6a/3vhAf7D3Cubj2Sb5jhOB6dDtpMhc4ZZg7/ZwHMaQgajr0xBa39WvOK/ysAXLt/jVlHZ5GalpqnGaRAKiD2Xt/LnBNzAP1EXIMqmehdf1s+0p9mBihRw3AOkQLg3rp1XG7fAeW/Ozmtvb0p+88hbLxNeBoGIfKYbalSlDt+DLv/bs5JjYriQrPmRG808clus1O5G7x3FOz/u3QecQa+8tFPjltAOdk4Mb7ueGwt9TflzDkxh2O3j+VpBimQCohvj6Svluzh4KFhksfY9y0c/SW9/coUsLLRLk8eUtLSuPXVFMI+Tp/SwqVrF0pt2ii38AuRBZ2FBX6rVuLau7fad3PUKMInPrqigllwKwUfXgb//xbqTX4A/6sGhxdpm0tDDtYO/Ng8/S7Gh0NE8ooUSAVATFIM56POA9C/Yn+6lO3yhD00cO8abB+f3n57r36CtQIg+cYNQrt1JzIoSO0rMWMGnhMmYGFb8KY0ECKndBYWFB/7CSVnz1L7opYuJbRXb1Ju39Yw2TPS6aDfBmgyNr1v43uw5u0CO3i7hkcNupTR5j2rwBZIpjKVeW6LSoii+cr02/o7l+2snrI0GVf2w4wX09v9NoBnZe3y5KG4v//mQrPmJJw6pfb5/boC59at0FlaaphMCPOg0+lwataM0r+nL9gcf+QI5xs2Iu7AQQ2TPSOdDhqPgtfT/z+cWA4/1Cuw8yV9VOsjmvvk/aLkBbZAWn9xPfEp8U/e0Mxdibmi/j/redXD18lX40SZ3L2oX2PtoeoDoFRjzeLkFUVRiN6wgav9+qt9NgGlKb19O/aVC0ZxKIQx2fj6ErAnGNuyZdW+qwMGELVsmYapnoNvXXj/HOj++0Mp4gx8WxHO/aFtLg3YW9nzVuW3sNTl7R+NBXaiyAo/VMDS3pL1HddTyqWU1rFyxbX71xiwdQARDyIo61qW1e1Xax1JT1Eg7Jh+4cadGRacbTBCf0t/Ppd6/z4RU6dx79df1b4ib79N0XfexsLeXsNkQpi/tLg47syZy925c9W+wj264/7++1g6OWmY7BnFR8HyPnBlX3pfxY6axcmxkjWgWn+wM96EjpdvXaaUR6k8myiywBdIfSr0YVTNUVjo8tfJtPkn5zPjyAy13bBEQ75v/n3eB0lNhjvnIXQvXN4DN49CTBaniUu9DB2+B5cSeR4xLyXfvKkfHxEervZ5Tp5M4U4dtQslRD4Us3UrN4aPUNtW7u74BAVhW+rpF0XXXEoiHJwD2z7VOsnTCzwExco+ebscyOuZtAtsgRS4KZDgO8EA9KnQh49qfaRxsuenKAon7pzg9a2vk5yWPodGgxINGF93PMUdi+dugLQ0iL4K57dB2HG48idEXsp+e3tXKFYeKneHGq/nbjYTkHjpEpfatDXo81uxHPsqVTRKJET+Fn/8OKHdexj0+S5ZjEP16holek4XtkPkZa1TPF5aCmz7DFKT0vvafQs1nn9CTymQctnDF/j3s7/z/sH02TnXdVhH6cKlNUz2fG7G3uSD4A/U9WseWtFuBRXcKqDT6Yz/pFGh+jWFrvwFt/+Fm0ey39baQX/K1b0i+DcGnzrg4Gb8TCZIURSi160nbHT6LfyFmjbFa8pX5nnKXwgzknL7NjfHfELc3r1qn+cXn+PSsSM6KysNk+Vzf/0P/shwN175dtBjyXMdUgqkXJbxBT4de5q3tumneXe0diS4e7Dp3eH1BClpKaw5v4bPDxjO/TGi+gj6VeyHlYURfgEoCjy4q79EdnEn3DwGd0IM/0LIzKsa+NYDr5f0BVGhYs+fwwwpKSncHDOGmA0b1b4ib72F+8gRj9lLCGFMiqJwe+ZM7v6QPqeOU4sWeE35CgsHBw2T5XPhJ+HHBultF2/98irPOJRCCqRclvEFtne054uDX7Dm/BoAXn/hdQZXHYydlZ3GKXPm1J1TvPnHm8Qmx6p9Tb2b8nmDz3G2eY5vnvgoCN0H1/7W//u4M0Ogv0xWogaUbgJ+DaBQcf2tqgWckpTEpfYdSAoNVftKfv89Tk2baBdKiAIs5vc/uDFsmNq2dHWl9O9bscyDN9sCKzkBZtXUD794qOtCeLHzUx9KCqRcltUL3GJVC8Lj9INmJ9abSKcynbSM+ESKovDlwS9ZHrLcoH/GyzNo5tvs6Q72IBJuHNafHYo4o79clvwg++2LV4Ji5cCvvv7MkFspKYayEH/yJKGvdVPb1l5e+K1aiZVbwbisKISpSrp2jSt9+xncKOG/fh125cppmCqfS02GDe/B8aXpfbXe0q9D9xSkQMplWb3AB8IO8OYfb6rbBLUOonpx0xvEpygK265se2Rl4z4V+vBOlXdwsXV5/AHSUuHqAf1AvxuH4XYIxIZnv71bafCuDR6VoExLfTFkkb/u9ssNdxcsJOLrr9W2U8uWlJz5nYaJhBAZKYrC9aFDid2evtajx7jPcO3ZU8NU+ZyiwJl1sHJAel/JmtB9MTjlbPkrKZByWXYv8I/Hf2T2sdkAVC1WlV/a/JLdITRx6d4lXv/9dSITItU+ZxtnFrdZjL9LNretJkTD8RVwbot+3FB8ZNbbATi6g3ct8K2vn6DMvSJYmdd4LK0pqancGD6C+9u2qX3uH3+EW//+uTNIXgjxXCJ//oVbX36ptp1aNKfk//6nYaIC4O5F/RpzGfVZAwFPvvohBVIuy+4FjkuO48uDX7Lh4gYAupTpwri64zR/Y4tLjmPhqYXMOTHHoH9yw8m09W+bfb6QrbCse9aPOXnpL5N514YyLfQDqS1kWYvnkXjpElf69iP17l21z3/NanW1cSGEaUoIOcflDh3UtvuHH+LWtw86a2sNU+VzsRGwpKt+OpiHWkyE+sOy3wcpkHLd417giAcRtFrVihQlBYCNHTfi5+KnQUq9vdf3MnjHYIO+TgGdGFd3HJbZFTRJD2DdO3BmfXqfzhLqvwelm+rvLrOV1eGNKWbr79wYPlxtWzg6Uuq337Au7q5dKCFEjqU9eEBItfRhFSVnz8Kp2VOO5xRPJzke9s8yXE3hhU7Q9ptsp4CRAimXPekFvhx9mfbr2qvtX175haruVfMwISSlJvHx3o/ZdiX9Uo0OHQtbL8x+bFRaKhz4Af74xLD/la/165vJ5TKjUxSFOz/8wJ2Z6afkCzVrhtfkL+WuGCHMzP3du7n+zrtqW84A55Hz2/Rnkx7SWcCbO/VXNjLJ6wJJRtxm4u/izyv+r6jtdRfWkVc1ZEpaCotOL6L64uoGxdGHNT/k795/Z10cKYr+NOVEN8PiyP0FGHYCar8txVEuSI6I4NobbxgURx4TJ1ByxrdSHAlhhpxefhnXfn3V9u1ZszVMU4CUaQHv7geb/ybNVdJg7stwep2WqQA5g5TlNmlKGmP2jWHzpc0AtC/dnkkNJuVqrtN3T9Njk+GU+AGFA5jdbDZehbyy3ikmDLZ+ZHg5zdIG+q0Hn7py+30uiT95itDXXjPo81kwH8d69TRKJIQwhpSoKG6MHMmD/QcAKBoYSLGhQzROVUDER8HvY+HY4vS++sOh0Qdgqy+e5BJbLsvpC3w04ij9tvRT29u6bsPDMWe3Ij6NO/F3mPbPNLUYA7DSWTG35VxqetTMfseji2F9oGFf44+hyeistxfPTVEUYoODDU7D6xfAXIhtqVIaJhNCGEvCuXNcbp8+aLvM/r+wcnXVMFEB8/c8+O2D9LZbKf0f/YV9pEDKbU/zAl+7f402a9oA+qJla5etRl3wdcPFDXyyz3DM0JuV3uS9au9lv1P0Dfi1H9z4J72vaDn9XBJGWjFZPCotPp473//A3Xnz1D7XXr1wf38kFo6OGiYTQhhb/LFjhPbQz4lk6eKC368rsPH11ThVAXJ5LyxqZ9j39l5iHP3ytECSlfoeo2ShkrTxb8Nvl38jRUlhzok5jKo5Cnsr++c67p34O7y/+32ORKQv4eHt5M3MJjMJcA3IeqeURNg+AQ5kui7eaS5U7ma2l9PSEhNJOH0aUlO1jvJY4V9OJvHsWbVdfOxY3Pr01jCRECK32Fetin21asQfOUJqdDT3d+6iyOsDtI5VcPg3hA/Ow+o39Ks8AMxpCE2fbubt51VwzyDdCce5SM7OBg3YOoDDtw4DMLjKYN6t+u4T9shaYmoi3x35jl/OGE5C+VXDr2jj3ybrOY3S0iB0D/zcwbC/fDtoN8OsF4FNvnGDy126knrvntZRnorPz4twrFVL6xhCiFyUFh/Pld59SDhzBoBiI0ZQ9O23NE5VAG37DP7Ur0QQk6jg8tV9ucSWW9QC6VNPnMecBbsnLM/Bo0uRLGq9iGrFqz1mD0NpShqHwg8x6I9BBv2NSzZmQr0JFLEvkvWOdy/qL6fdOpXe51AEBv4BRbM502QmUqOjOd+oMUpiotpnY+LjeKzc3Sn53QwsXZ78PSOEMH/Rmzdz8339eBjLokUps2unTCCphbMbYUUfKZBym1ogfeyEs61OX2z41H7ifhsvbmTMvjEAuNu7s6PbjifsoXcl5gqjgkdxNjL98kwx+2IsaLUg+0koFQX+mqmvnDN6dSZU75+j5zVlSkoKkYt+JmKq/nSp0yutKTF1KjorueIrhDAtsXv2cO2ttwGw8vSk9G+bsbB/vmEW4hnEhBEzvxMuIw/KPEh5ZkFL2DNNX5Q8RnPf5vQq3wuAiPgIpvw9heTU5Gy3VxSFhacW0m5tO4PiaGztsezstjP74ijsOHztb1gclW+nvx6bD4ojgHurVqnFkU3p0pT89lspjoQQJsmhZk1sAkoDkBIWRmzwHo0TFVDOnvDGH3n6lAW3QGr7TfrnOz+Hha/oZ6POhr2VPR/U+ABHa/0dS4vPLuZA2IEstz0fdZ6mK5vyzeH052hYoiHbu26ne/ls1kdLjodf+8OcRvr5IB7q9Sv0WAKF8seyFcm3bnH7u5lqu+jgZxvPJYQQecHC3p7SmzZh469fFPzG8OFEb9igcSqRFwpugVS5Gww/BTb/rUt2dT984Q63Tme7i7WlNfNbzVfbg3cMNiiSHiQ/4IPgD+i8oTN34u+o/bOazuL75t9nPUVAajIcXw6TPODMuvT+ukPg46tQttUz/xdN0Y33hpEapS8Ai40ciUvbthonEkKIJ3Pt1Uv9/Pas2aRERT1ma5EfFNwCCaCwN3x4CTyr6NtpKfBDPTg0P9tdXijyAn0q9FHbv4b8SnJaMpsubaL20tr8Hvq7+lifCn3Y33M/jb0bZ32wm0dhij+sfTu9z600vH8OWk3K0QBycxK7dy/xx/WrN9uWKYNL+1c1TiSEEDnj1rcPxf5blDr56lWuB8oM2/ldwR2knXGQV1oqbB+vHxj9UOXu0PFHsHi0hkxOTWbSwUmsPr86y+fwd/FnYauF2d+dlhwPwVNg37eG/b1WQtmWz/C/Mn2Jly5xqU362aKA4GBZ7V4IYVaSrt/gar9+JN+8CUDJH3/A6eWXtQ1VgMhM2rks2xdYUSB0LyzKcFbDuST03wBFSj9ynEvRl+i6oSvJaYYDtb9r8h1NfZpmH+DCdljcxbCv9jvQfAJY2z3Lf8nkpd67x40PPyRuz14A3D/8kCIDX9c4lRBCPL3kiAguNEq/KlBq00ZsA8x72hVjUVJSiN23j+Rr10m9dw/rkiVx6dgh6zn+noEUSLnsiS9w1BX4XzX95baHXlsEL3R8ZNPYpFhWnVvFuahzuNq5Elg1EAdrh6yfOPE+LHlNP9bpIZ0FvL41R9MMmLOIb77l7ty5ADjWq4vPggUaJxJCiGcXuWgRtyZ/BYBdpUqUnD0La3c5I35v7TrCRhuuB+rSpTPFP/zQKPPHSYGUy3L0Aj+I1I8LOp/hlsLGH8HLo59+SY/kePhzJuz+0rC/zTR4qW++PWv00IN//uFKn75q22/VKuxffEHDREII8fyuvvWWelbc7fXXKf7Rhxon0lbEtzO4O2dOlo9ZuLjgt2wZtqX8n+s58rpAKtiDtLPj4Abdl+gnZnwoeAosaA3R13N+nMt79HenZSyO/BrCh5eh1pv5vjgCuDFipPq519dTpDgSQuQLxT/+GJ2d/nd45MKFRG/arHEibSiKwu3Zsw2Ko5Kz/offyl/VEwpp0dFcatOGB0eOYk7nZKRAyo6VjX5ixv6b0vuuHYBvX4DQPx+/b2wErBpoOJ7J2hHeCoYBm/QFWD6npKRw58c5pNy+DYBrv744tWihcSohhDAO21Kl8Pp6itoO//xzDdNoQ0lOJuqXxdz53yy1r9Rvv+HUvDn2lSpR9u+DOGeYyuVKr17cnTsPJSlJi7hPTQqkJ/FvCEOPgFuGdcKC2ujnLsqqEj62FKaVgVMZ7nBr/BGMuQFeVXM9rqmIO3iQ2zNmAKCzs8P9gw9ken4hRL7i1LQpxT/7FNCfJbk2ZAhpcXEap8o7UctXcOvL9CskPkELDS6jWTo5UWL6NHV6BIDb337LlX79SY2Nzcuoz0QKpJwoUhre+RMavp/et/ZtWPuOfrwSQEwYzK4D6zLMDO1WCgYfgCZjnn7skhlLvHCB60OGqu2Ss2dhYWOjYSIhhDA+nZUVrt26YemmvyoQu30HcQeyXmEhv7k1eTK3Jk1S2yVmfItjnTpZblv0nbfxWZA+v2D8sWOcq1FTvcJgqqRAyikbB2j2GXTKMAjtxHL4rqp+iZBvysPt9DXX6LEMhvwD7hXyPKrW7syZixIfD4BL584Uql9f40RCCJE7dFZW+K9epbavBw4hZts2DRPlLiUtjduzZhO56Ge1z2fBfJxbt37sfo716lH24AHsq1RR+843bMT9HTlb+F0LUiA9rSo94K3dYGGtbydGGy4RUrk7jL4O5duAhaUWCTUVtXw5MRs3AmD34ou4jxyhcSIhhMhd1p6eFHknfUWE6LXrzGowck4pKSncnfcTd2aljzkK2LEdx3r1crS/pYsLfiuWGyzbcj1wCOFffmmSr5fc5v+sEmNh8/sQFQoP7uoHXnddAC4ljZbV3ChJSfz7UjVI1S/66/vLzzjUrKlxKiGEyH2KonDnf//jzvc/AOBYvz7eP80z2iSJpuD27NkGA7J9ghZme1ntSe5v324wFMO2bFn8V61E95jhGDIPUi7L6xe4oEi9d48bI0cS95d+IsySs2dRqGnTfPXLQQghHifp2jUutWmLkqxfYSFg9y6sPTw0TmUcYePGc2/FCrVdcvYsnJo1e65jpt67x6VX2xuMRfJbvgz7qlWz3F7mQRJm6f7OXWpxZF2iBE7NmklxJIQoUGy8vSl7+B+1feHlJsSfPKlhouenJCdze9Zsg+LI79cVz10cAVgWLkzArp04Nmig9oX26MmdefOe+9jGIAWSeG73d+0ibMwYfUOnw2fRIm0DCSGERixsbCj8Wle1HfnLL+oZJXOjpKToL6tlHHO0Jxj7ypWN9hw6Kyu8583FfdQote/29G+49u5gzedLkgJJPLfIoPSCqOiQQGxKltAwjRBCaMvz889x6dIZgJgNGwmbMEHjRM8mYtp07v6Yfue2z6JFubLmnE6no8gbA/Fft1bti921i5AaNUk4e/Yxe+YuKZDEM1MUhZtjx/Lg4EEA3AYOpOhbb2mcSgghtFe4Uyf18+hVq0kIOadhmqd38+PRRAYFqW3veXNxrF0rV5/Trnx5AvYEY1m0KKC/8edyp87cW70mV583O1IgiWeWcusW0av+mzHcwgLXXj3RWVtrG0oIIUyAQ40a+C7+RW2Hdu9Oaqzpz7KdlpBAxLRpRK9bp/aV2ryJQg0b5snzW7u7U3rrVlw6dlT7wj75hFtfTcnzS5VSIIlnknjhAheaNVfbpf/4HZuSBXeKAyGEyMy+alUK9+gOgJKQwJ1Zs0j7bxJdU6SkpnL72xnc/Sl91usye/dgW7p0nuawLOSI56QvKPHdd2pfZFAQl7t1z9McBbZAiv3rL60jmLX7O3ep8x051qsrxZEQQmSis7LCc/x4rH19AP2bfPSGjRqnyl7YuHFEZrjJxveXn7EqVkyTLDpLS5xbtcTv1/S755KvXs3TDAW2QLox9D2ili9HSUnROorZuTNvHre/+QYAh5o18f7xR40TCSGE6fIcN079PHzcOOKPHdMuTBaUtDRujHw/fcgE4PPzIpOY6Ne+cmUCdu/Cvlq1PH/uAlsgAYSPn8C1d941+QXzTE30uvXq54V7dH/szKdCCFHQOdarR7ER6csuhX85WcM0hlJj4wifOJGY337Td1hbE7B7F461cndA9tOw9vDAd1EQxfJ46aoCXSABxO3bx/mGjUgICdE6islLS0zkUvsOJF28CID3nB9xadtW41RCCGH6XHv1xLlNGwASTpwgYto0zdcfU1JTiZg6lXvL0y9jBWzfZpKzf+usrXHr3TtPn7PAFkh+v64wuLZ6uUNHYvfuRUlL0zCVaUs4c4bEc/pbVa3c3XGoUUPjREIIYR4snZxw//gjsNQvYn73p/kkXbigaaYb739gMEO279IlWBcvrmEi01JgCyTb0qUJ2LGdwt3TR8Vfe/Mtbk3+irTERA2Tmab7u3dzpad+BWZLFxcCtm/DwtFR41RCCGE+rN3d8VuyWG1ferW9JhMhKikpXB8xgvtbt6p9fiuW46DBOB9TVmALJACdjQ2eE8bjMe4ztS/ql1+41L49qffuaRfMxCiKQszGTWrbpWsXGXckhBDPwL5qVQo1T1/HLDrD79a8kBoTw83RY7i/RV8c6ezsKHtgP/ZVquRpDnNQoAukh1x79sRv5a9qO/nKVc7VqUvSlSsapjIdN0aMJGbzZgCKDh5M8Qxr5gghhHg6JaZNw7FeXQAiFywgYvr0PHleJS2NW5O/ImZj+lQDpX/bjGXhwnny/OZGCqT/2FeqRLkTx3GoW0ftu9iqNVErV2o+kE5LqffvG5yGLdSkiYZphBDC/FnY2eH2xhtqO/LnX/Jkyplrb79D9Nr09c78li/D2ssr15/XXEmBlIGFjQ2+CxdSdMgQtS/808+4+eFHBbJISr51i/ONGqvtgF07sa/0ooaJhBAifyhUvz5+K1cCoCQmcr7xy6TcvZsrz5WWkMD1ESOI27tX7fNfvx77qlVz5fnyCymQslBsSKDBGjoxGzdysXkLUmNiNEyVtxRFIWbLFpT/psV3bNwIK7m7QQghjMauYgXsXngBgNS7d7n/xx9Gf47Ue/e48cEH6pgjC2dnyh0/hl25skZ/rvxGCqRsONSoQbljR7H20U8Rn3zjBudq1eb+7t3aBssjkQsWEvHVFEA/W7bPnDnoLOTbRQghjEVnaYnfqpXYVakMQPiEiQZLfTwvJS2N8ImfE7t9h9rnv2YNFra2RnuO/Eze8R7Dws6O0lt+w7n9q2rf9Xfe5dbUqRqmyn2pMTFEBgWp7cLdXtMujBBC5GM6nQ7XDIuw3vn+B1IiI41y7Ct9+6XPkA34rVqFTckSRjl2QSAF0hPoLC3xmjIFrylfqX2R8xdw5fXXSb1/X8NkuSe0Zy91+RXPSV/g8uqrT9hDCCHEsyrcpTOekyYBkBodTWjPns91vNT797k+dCjxhw8DYOHgQOk/fsf+xReeO2tBIgVSDuh0Olw6dKD09m1q34P9BzhXsxYPDh3SMJnxxZ84oS4lYlsmAMeGDTVOJIQQ+V+hJi9jV6kSoJ9q5v727c90c1BKVBQ3hg3j/rbtAFgVK0bZw/9g899wEZFzUiA9BZuSJSnz15/YBJRW+6707cfdDJejzFn88eOEPjzVq9Pht3o11u7u2oYSQogCwMrNDb+lS9SlSK4PGfrUf4AraWmEffopcX/tB/Trl/kuW4ZOpzN63oJACqSnZOXmhv+qVRR58021L+KrKZyt+AJ35s0jNTpaw3TPLjU2jjtz5qrtokMCsZDZsoUQIs/orK3x+PRTtR32yViSb9zI0b5Kaiqhr3VTB2TrbG3xW7VSxhw9BymQnoGFnR3FRo7Ae/5P6Z1padye/g3natfhSv8BJISEmNXcSRHTphK7cycAzm3aUCwwUONEQghR8Lj26I5Lp04AJF+7RsSM7564T0pkJFffGETC6dMAWBYpQultf2BXrlyuZs3vpEB6RjqdjkL161Pu+DE8v5qMlZen+tiDgwe53KEjIS9VI2r5ctL+m0vIVCWcOcO95ekrOrv176dhGiGEKNiKDn4XKw8PQD8P373Va7LdNiUqiuuDA3lw4AAA1iVLUmZPsAyPMAKdYk6nOYwgJiYGFxcXoqOjcXZ2NuqxE0LOETF9GnF79j7yWOHu3Sk2JBCrYsWM+pzPS0lK4ly9+qTFxgLgPXcOhRo10jiVEEIUbA+OHOFKr976hqUl5f45hIW9vcE2iqJw/Z13iQ0OBsDCyQn/tWuwKVkyr+Pmidx8/86KnEEyIrtyZfGZO5dyR4/g8flEg8furVjB+YaN+PelasRs/V2jhIaUpCTuLlqkFkeuvXvjUKfOE/YSQgiR2+xfegmv6dP0jdRUrr4+0GApkrSkJC536KgWR5aurvgtX5ZviyMtaFogTZ48mZo1a+Lk5IS7uzsdO3YkJCTkifutXLmS8uXLY2dnR6VKlfgtw0RYpsDC3h7X116jwr9n8V+/HocaNdTHlPh4bgwfztnyFbg5egxJ13M2AC833N++ndvTvwHA0s0Nj0/HysBsIYQwATqdDpe2bbEprb9rOv7YMfXW/eRbt7jSuw+J584B+lv5S/++FdvSpbM9nnh6mhZIwcHBBAYGcuDAAbZt20ZycjItW7YkLi4u233++usvevbsyRtvvMHRo0fp2LEjHTt25NSpU3mYPOfsypXFd/EvlDt6hGIjRxo8Fr12LRebN+dy5y7E/fVXnqzm/FBSaChhn36mtj0znfESQgihPZ8F89E5OAAQPn48dxcGce2dd0k4eRIAm1KlCNi5A8s8uORU0JjUGKTbt2/j7u5OcHAwjbIZB9O9e3fi4uLYtGmT2lenTh2qVq3Kjz/++MTnyOtrmJkpaWnEHzlCxLcz1FlOMyryztsUeeMNLJ2ccjXH1bfeUsdKuQ0cSPEPR+Xq8wkhhHg2kT//zK0vJz/Sb1WsGL7LlhWYW/kL9Bik6P/mEHJzc8t2m/3799O8eXODvlatWrF///4st09MTCQmJsbgQ0s6CwscatTAb8liAnbtpHD37gaP3/1xDudq1iK0V28ScnC58VlEb9igFke2FSrIXWtCCGHCXPv2pfgnnxj0WZcsie/SJQWmONKCyRRIaWlpDB8+nPr16/Piiy9mu114eDjFixc36CtevDjh4eFZbj958mRcXFzUD29vb6Pmfh7Wnp54ThhP+bNnKDl7FhYuLupj8UeOcLlDR86Wr0DkkiWkJSQY5TlT7tzh5ocfqW2vKV9hnen1FEIIYTp0Oh3O7dqq7xFWXp6U2rwJGxN6P8uPTKZACgwM5NSpUyxfvtyoxx09ejTR0dHqx7Vr14x6fGPQ6XQ4NWtGuYMHKLNvL669exs8fuvzLwip+hJX+vYj/r+JwJ5FSlSUQXHkOekL7MqWfebjCSGEyBtWrq6UCd5NwO5dlN66FQtbW60j5XsmUSANGTKETZs2sWvXLko+4RZFDw8Pbt26ZdB369YtPP6bVCszW1tbnJ2dDT5MmVXRonh8OpZyJ47jNeUrdXAewINDhwjt0pXzDRsRteJX0h48eKpjR69ZS9xffwFgV7Eihbt0MWp2IYQQucfCzg5rDw+52ziPaFogKYrCkCFDWLt2LTt37sTf3/+J+9StW5cdO3YY9G3bto26devmVkxNWNjY4NKhA+WPHKbUlt8o1Lix+ljK7duEjxtHSLXq3Bw7lpTbt594vNi9+4iYOlVte309JVdyCyGEEPmBpgVSYGAgixcvZunSpTg5OREeHk54eDjxGZbm6NevH6NHj1bbw4YNY+vWrUyfPp1///2X8ePH888//zBkyBAt/gt5wtbfH+85P1L274O4f/wRFo6O6mPRq1ZzvmEjQmrXIXbPnmyPEfH11+rnxceMwTYgIFczCyGEEOZM09v8dTpdlv0LFy5kwIABALz88sv4+fkRFBSkPr5y5UrGjh1LaGgoZcqU4euvv6ZNmzY5ek6tb/M3lgdHjxI+YSKJ//77yGNu/fvj9sZArN3dUdLSiJjyNZGLFukfGzCAYsOHYWFnl9eRhRBCiGeW1+/fJjUPUl7ILwXSQ0pyMpG/LDY4Q/SQta8Prj16EjHlv8tp1taU2ROMlatrHqcUQgghno8USLksvxVIDympqTw4dIiIadNJyGZWcb+VK7GvlP0UCkIIIYSpKtATRYpnp7O0xLFOHfxXrSRg9y4Kd+tm8LhTi+ZSHAkhhBA5JGeQ8jElKYm4g3+jJCXiUKtWri9fIoQQQuSWvH7/tsr1ZxCa0dnYUKhhA61jCCGEEGZHLrEJIYQQQmQiBZIQQgghRCZSIAkhhBBCZCIFkhBCCCFEJlIgCSGEEEJkIgWSEEIIIUQmUiAJIYQQQmQiBZIQQgghRCZSIAkhhBBCZCIFkhBCCCFEJlIgCSGEEEJkIgWSEEIIIUQmUiAJIYQQQmRipXWAvKYoCgAxMTEaJxFCCCFETj183374Pp7bClyBdPfuXQC8vb01TiKEEEKIp3X37l1cXFxy/XkKXIHk5uYGwNWrVx95gWvWrMmhQ4ceu39OtjHGsWJiYvD29ubatWs0a9ZMcj3lsXbs2KHmdHZ2NplcGbfL+Fo+zGgKuTLLKqcp5Mq4zZMymsrPduacppIrs+rVq3PhwoUnfs21zP+4r7kpva7m8DszJ19vU/jdFB0djY+Pj/o+ntsKXIFkYaEfduXi4vLIN4KlpeUT3wByso0xj+Xs7Cy5nuNYzs7OWe6jda6MMmY0pVyPy2kquTJv8zxf77x87R/mNLVcGbfLmDOvnvNZjpVVRlPIlZm5f71N6XfTw/fx3CaDtDMIDAw0yjZyLDlWfjtWTpnz/1GOle7NN9/M8+eUY2l3rJx8vU31/5ibdEpejXYyETExMbi4uBAdHZ2jClYrpprTVHNlZg45zSEjmEdOc8gIktOYzCEjmEdOc8gIeZ+zwJ1BsrW1Zdy4cdja2mod5bFMNaep5srMHHKaQ0Ywj5zmkBEkpzGZQ0Ywj5zmkBHyPmeBO4MkhBBCCPEkBe4MkhBCCCHEk0iBJIQQQgiRiRRIQgghhBCZSIEkhBBCCJGJFEhmRKfTsW7dOq1jCGE25GdGCPGs8l2BNGDAADp27Kh1jGwNGDAAnU73yMeFCxdMItc777zzyGOBgYHodDoGDBiQ98EeY//+/VhaWtK2bVutowDm+RqC6f/MZGTKWU3t+zErt2/f5t1338XHxwdbW1s8PDxo1aoVf/75p9bRHnHt2jUGDhyIl5cXNjY2+Pr6MmzYMHU9zSfZvXs3Op2Oe/fuGT3bw5/1r776yqB/3bp16HQ6oz/fs8j4XmNtbU3x4sVp0aIFCxYsIC0tTet4WTK1n+98VyCZg9atWxMWFmbw4e/vr3UsvL29Wb58OfHx8WpfQkICS5cuxcfH57mOnZyc/LzxHjF//nyGDh3Knj17uHnz5nMdKzU11Si/NHLzNRSmzZjfj7mlS5cuHD16lEWLFnHu3Dk2bNjAyy+/nOOiI69cunSJGjVqcP78eZYtW8aFCxf48ccf2bFjB3Xr1iUyMlLriNjZ2TFlyhSioqK0jpKth+81oaGhbNmyhSZNmjBs2DDatWtHSkqK1vFMXr4ukLZu3UqDBg0oXLgwRYoUoV27dly8eFF9PDQ0FJ1Ox5o1a2jSpAkODg5UqVKF/fv352quh3+5ZfywtLRk/fr1VKtWDTs7O0qVKsWECRMe+SYOCwvjlVdewd7enlKlSrFq1Sqj5apWrRre3t6sWbNG7VuzZg0+Pj689NJLal9OX9cVK1bQuHFj7OzsWLJkidFyAsTGxrJixQreffdd2rZtS1BQkPrYw78cN2/eTOXKlbGzs6NOnTqcOnVK3SYoKIjChQuzYcMGKlasiK2tLVevXn3uXMZ6DZs2bcqQIUMMjn379m1sbGzYsWPHc+fMjp+fHzNmzDDoq1q1KuPHj1fbOp2On376iU6dOuHg4ECZMmXYsGFDrmXKTk6y5pXHfT8+/F7LKKszDV988QXu7u44OTkxaNAgPv74Y6pWrWq0jPfu3WPv3r1MmTKFJk2a4OvrS61atRg9ejTt27dXtxk0aBDFihXD2dmZpk2bcvz4cfUY48ePp2rVqsyZMwdvb28cHBzo1q0b0dHRRssJ+jOuNjY2/PHHHzRu3BgfHx9eeeUVtm/fzo0bN/jkk08ASExM5KOPPsLb2xtbW1sCAgKYP38+oaGhNGnSBABXV9dcOXvbvHlzPDw8mDx5crbbrF69mhdeeAFbW1v8/PyYPn26+tiYMWOoXbv2I/tUqVKFiRMnGiXjw/eaEiVKUK1aNcaMGcP69evZsmWL+j36pK85wMaNG6lZsyZ2dnYULVqUTp06GSXf45jC+3e+LpDi4uIYOXIk//zzDzt27MDCwoJOnTo9cqbgk08+4YMPPuDYsWOULVuWnj175nl1vXfvXvr168ewYcM4c+YMc+bMISgoiEmTJhls9+mnn9KlSxeOHz9O79696dGjB2fPnjVajoEDB7Jw4UK1vWDBAl5//XWDbXL6un788ccMGzaMs2fP0qpVK6NlBPj1118pX7485cqVo0+fPixYsIDMc56OGjWK6dOnc+jQIYoVK8arr75qcCbrwYMHTJkyhZ9++onTp0/j7u5ulGzGeA0HDRrE0qVLSUxMVPdZvHgxJUqUoGnTpkbJ+TwmTJhAt27dOHHiBG3atKF3794m8Ve9VnLy/fg4S5YsYdKkSUyZMoXDhw/j4+PDDz/8YNSMhQoVolChQqxbt87g+yqj1157jYiICLZs2cLhw4epVq0azZo1M/jaXrhwgV9//ZWNGzeydetWjh49yuDBg42WMzIykt9//53Bgwdjb29v8JiHhwe9e/dmxYoVKIpCv379WLZsGTNnzuTs2bPMmTOHQoUK4e3tzerVqwEICQkhLCyM7777zmgZQb+Q6pdffsn//vc/rl+//sjjhw8fplu3bvTo0YOTJ08yfvx4Pv30U7Uw6d27N3///bfBm/7p06c5ceIEvXr1MmrWjJo2bUqVKlXUP+Ke9DXfvHkznTp1ok2bNhw9epQdO3ZQq1atXMv3kEm8fyv5TP/+/ZUOHTpk+djt27cVQDl58qSiKIpy+fJlBVB++ukndZvTp08rgHL27Nlcy2dpaak4OjqqH127dlWaNWumfPnllwbb/vLLL4qnp6faBpR33nnHYJvatWsr7777rlFydejQQYmIiFBsbW2V0NBQJTQ0VLGzs1Nu376tdOjQQenfv3+W+2b3us6YMeO5c2WnXr166vGTk5OVokWLKrt27VIURVF27dqlAMry5cvV7e/evavY29srK1asUBRFURYuXKgAyrFjx4yWyZivYXx8vOLq6qrmVRRFqVy5sjJ+/Hij5c2cW1EUxdfXV/n2228NHq9SpYoybtw4tQ0oY8eOVduxsbEKoGzZssXo2YyRde3atbme63HfjwsXLlRcXFwMtl+7dq2S8ddv7dq1lcDAQINt6tevr1SpUsWoOVetWqW4uroqdnZ2Sr169ZTRo0crx48fVxRFUfbu3as4OzsrCQkJBvuULl1amTNnjqIoijJu3DjF0tJSuX79uvr4li1bFAsLCyUsLMwoGQ8cOPDYr9s333yjAMrBgwcVQNm2bVuW2z38PRAVFWWUXBll/D6sU6eOMnDgQEVRDL+uvXr1Ulq0aGGw36hRo5SKFSuq7SpVqigTJ05U26NHj1Zq165t9IyZde/eXalQoUKOvuZ169ZVevfubZRMT2Jq79/5+gzS+fPn6dmzJ6VKlcLZ2Rk/Pz+ARy6lVK5cWf3c09MTgIiIiFzL1aRJE44dO6Z+zJw5k+PHjzNx4kT1r7xChQrx5ptvEhYWxoMHD9R969ata3CsunXrGvUMUrFixdRLBAsXLqRt27YULVrUYJucvq41atQwWq6MQkJC+Pvvv+nZsycAVlZWdO/enfnz5xtsl/G1cnNzo1y5cgavlY2NjcHX3liM8Rra2dnRt29fFixYAMCRI0c4deqUyQzyzvi6OTo64uzsnKs/M6Ysp9+PTzpG5r/Kc+Ov9C5dunDz5k02bNhA69at2b17N9WqVSMoKIjjx48TGxtLkSJFDH4PXb582eAsh4+PDyVKlFDbdevWJS0tjZCQEKNmVZ5wBi40NBRLS0saN25s1Od9WlOmTGHRokWP/B4+e/Ys9evXN+irX78+58+fJzU1FdCfRVq6dCmg//8uW7aM3r1753pmRVHQ6XQ5+pofO3aMZs2a5XqmzEzh/dvKKEcxUa+++iq+vr7MmzcPLy8v0tLSePHFF0lKSjLYztraWv384biA3Bzl7+joSEBAgEFfbGwsEyZMoHPnzo9sb2dnl2tZsjJw4EB1/Mvs2bMfeTynr6ujo2Ou5Js/fz4pKSl4eXmpfYqiYGtry6xZs3J8HHt7+1y748QYr+GgQYOoWrUq169fZ+HChTRt2hRfX99cyfuQhYXFI29MWQ2wz/gzA/qfm7y+MyanWXPbk74fTSXnQ3Z2drRo0YIWLVrw6aefMmjQIMaNG8fgwYPx9PRk9+7dj+yTeQxVbgoICECn03H27Nksx7qcPXsWV1fXRy6/aaVRo0a0atWK0aNHP/UfMD179uSjjz7iyJEjxMfHc+3aNbp37547QTM4e/Ys/v7+xMbGPvFrrtXrbArv3/m2QLp79y4hISHMmzePhg0bArBv3z6NU2WvWrVqhISEPFI4ZXbgwAH69etn0M44+NcYWrduTVJSEjqd7pGxQ1q/rikpKfz8889Mnz6dli1bGjzWsWNHli1bRvny5QH9a/PwzrGoqCjOnTtHhQoV8iSnMV7DSpUqUaNGDebNm8fSpUufqvh7VsWKFSMsLExtx8TEcPny5Vx/3mdhCllz8v3o6+vL/fv3iYuLU/9oOHbsmMG25cqV49ChQwY/24cOHcr1/AAVK1Zk3bp1VKtWjfDwcKysrNS/1rNy9epVbt68qRaEBw4cwMLCgnLlyhklT5EiRWjRogXff/89I0aMMHiDDg8PZ8mSJfTr149KlSqRlpZGcHAwzZs3f+Q4NjY2AOrZmtz01VdfUbVqVYPXoEKFCo9Mn/Dnn39StmxZLC0tAShZsiSNGzdmyZIlxMfH06JFC6ONhczOzp07OXnyJCNGjKBkyZJP/JpXrlyZHTt2PDKOMjdp/T7zUL4tkFxdXSlSpAhz587F09OTq1ev8vHHH2sdK1ufffYZ7dq1w8fHh65du2JhYcHx48c5deoUX3zxhbrdypUrqVGjBg0aNGDJkiX8/fffT3UqPycsLS3V08UPf5Af0vp13bRpE1FRUbzxxhu4uLgYPNalSxfmz5/P1KlTAZg4cSJFihShePHifPLJJxQtWjTP5tgw1ms4aNAghgwZgqOjY57cOdK0aVOCgoJ49dVXKVy4MJ999tkj+U2FKWTNyffj77//joODA2PGjOG9997j4MGDBne5AQwdOpQ333yTGjVqUK9ePVasWMGJEycoVaqU0bLevXuX1157jYEDB1K5cmWcnJz4559/+Prrr+nQoQPNmzenbt26dOzYka+//pqyZcty8+ZNdZDuw0vmdnZ29O/fn2nTphETE8N7771Ht27d8PDwMFrWWbNmUa9ePVq1asUXX3yBv78/p0+fZtSoUZQoUYJJkybh5uZG//79GThwIDNnzqRKlSpcuXKFiIgIunXrhq+vLzqdjk2bNtGmTRvs7e0pVKiQ0TJmVKlSJXr37s3MmTPVvvfff5+aNWvy+eef0717d/bv38+sWbP4/vvvDfbt3bs348aNIykpiW+//daouRITEwkPDyc1NZVbt26xdetWJk+eTLt27ejXrx8WFhZP/JqPGzeOZs2aUbp0aXr06EFKSgq//fYbH330kVGzZqT1+4zKKCOZTEjfvn2VLl26KIqiKNu2bVMqVKig2NraKpUrV1Z2795tMPjv4SCvo0ePqvtHRUUpgDrA0tgeNwht69atSr169RR7e3vF2dlZqVWrljJ37lz1cUCZPXu20qJFC8XW1lbx8/MzGMSbW7kURTEYYPwsr6uxtGvXTmnTpk2Wjz0ctPndd98pgLJx40blhRdeUGxsbJRatWqpg1EVJeuBs8/LmK/hQ/fv31ccHByUwYMHGzVrRhl/ZqKjo5Xu3bsrzs7Oire3txIUFJSjgc8uLi7KwoULcy2jMbMaU06+H48fP66sXbtWCQgIUOzt7ZV27dopc+fOVTL/+p04caJStGhRpVChQsrAgQOV9957T6lTp47RsiYkJCgff/yxUq1aNcXFxUVxcHBQypUrp4wdO1Z58OCBoiiKEhMTowwdOlTx8vJSrK2tFW9vb6V3797K1atXFUXRD9KuUqWK8v333yteXl6KnZ2d0rVrVyUyMtJoOR8KDQ1V+vfvrxQvXlzNMnToUOXOnTvqNvHx8cqIESMUT09PxcbGRgkICFAWLFigPj5x4kTFw8ND0el02d4g8Syy+lm/fPmyYmNjY/B1XbVqlVKxYkXF2tpa8fHxUaZOnfrIsaKiohRbW1vFwcFBuX//vlEzAgqgWFlZKcWKFVOaN2+uLFiwQElNTVW3e9LXXFEUZfXq1UrVqlUVGxsbpWjRokrnzp2NljMjU3v/1inKU9yLagZat25NQEBAnlyOEKZp9+7dNGnShKioqDwdO5EbQkNDKV26NIcOHaJatWq58hzm9DNjTlmfV4sWLfDw8OCXX37ROopq/PjxrFu37pFLhEIYg6n9fOebS2xRUVH8+eef7N69O8ulHoQwJ8nJydy9e5exY8dSp06dXCmOzOlnxpyyPosHDx7w448/0qpVKywtLVm2bBnbt29n27ZtWkcTIteZ6s93vimQBg4cyKFDh3j//ffp0KGD1nGEeC5//vknTZo0oWzZskadLT0jc/qZMaesz0Kn0/Hbb78xadIkEhISKFeuHKtXr85y8LEQ+Y2p/nznu0tsQgghhBDPK19PFCmEEEII8SykQBJCCCGEyMQsC6TJkydTs2ZNnJyccHd3p2PHjo9Mc5+QkEBgYKA6hXqXLl24deuWwTbvvfce1atXx9bWNstVsx+uFpz548CBA7n53xNCCCHypbx6/wb9jPbTpk2jbNmy2NraqnNo5ZRZFkjBwcEEBgZy4MABtm3bRnJyMi1btiQuLk7dZsSIEWzcuJGVK1cSHBzMzZs3s1zGY+DAgU+c2n379u2EhYWpH9WrVzf6/0kIIYTI7/Ly/XvYsGH89NNPTJs2jX///ZcNGzY83RqHRplNSWMREREKoAQHByuKoij37t1TrK2tlZUrV6rbnD17VgGU/fv3P7L/w8nPMsvNCQ+FEEKIgi633r/PnDmjWFlZKf/+++8zZzPLM0iZRUdHA/oV2wEOHz5McnKywS2y5cuXx8fHh/379z/18du3b4+7uzsNGjRgw4YNxgkthBBCFHC59f69ceNGSpUqxaZNm/D398fPz49BgwYRGRmZ42OYfYGUlpbG8OHDqV+/Pi+++CKgX9DQxsbmkVmUixcvTnh4eI6PXahQIaZPn87KlSvZvHkzDRo0oGPHjlIkCSGEEM8pN9+/L126xJUrV1i5ciU///wzQUFBHD58mK5du+b4GGY/UWRgYCCnTp3KlZV+ixYtysiRI9V2zZo1uXnzJlOnTqV9+/ZGfz4hhBCioMjN9++0tDQSExP5+eefKVu2LADz58+nevXqhISEUK5cuScew6zPIA0ZMoRNmzaxa9cuSpYsqfZ7eHiQlJTEvXv3DLa/devWc684Xbt2bS5cuPBcxxBCCCEKstx+//b09MTKykotjgAqVKgAwNWrV3N0DLMskBRFYciQIaxdu5adO3fi7+9v8Hj16tWxtrZmx44dal9ISAhXr16lbt26z/Xcx44dw9PT87mOIYQQQhREefX+Xb9+fVJSUrh48aLad+7cOQB8fX1zdAyzvMQWGBjI0qVLWb9+PU5OTup1SRcXF+zt7XFxceGNN95g5MiRuLm54ezszNChQ6lbty516tRRj3PhwgViY2MJDw8nPj5eXaG6YsWK2NjYsGjRImxsbHjppZcAWLNmDQsWLOCnn37K8/+zEEIIYe7y6v27efPmVKtWjYEDBzJjxgzS0tIIDAykRYsWBmeVHuuZ73/TEJDlx8KFC9Vt4uPjlcGDByuurq6Kg4OD0qlTJyUsLMzgOI0bN87yOJcvX1YURVGCgoKUChUqKA4ODoqzs7NSq1Ytg1sPhRBCCJFzefX+rSiKcuPGDaVz585KoUKFlOLFiysDBgxQ7t69m+OsslitEEIIIUQmZjkGSQghhBAiN0mBJIQQQgiRiRRIQgghhBCZSIEkhBBCCJGJFEhCCCGEEJlIgSSEEEIIkYkUSEIIIYQQmUiBJIQQQgiRiRRIQgghhBCZSIEkhBBCCJGJFEhCCCGEEJn8H+z7sQRdKK5XAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", + "times_h_kst = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1h').tz_localize('utc').tz_convert('Asia/Seoul')\n", + "\n", + "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", + " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", + "\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", + " # turbidity.plot(label=name)\n", + " turbidity_h_kst = pvlib.clearsky.lookup_linke_turbidity(times_h_kst, lat, lon, interp_turbidity=False).tz_convert(None)\n", + " turbidity_h_kst.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Raw data (no interpolation)');\n", + "\n", + "plt.ylabel('Linke Turbidity');\n", + "\n", + "plt.figure();\n", + "\n", + "for lat, lon, name in sites:\n", + " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", + " # turbidity.plot(label=name)\n", + " turbidity2_h_kst = pvlib.clearsky.lookup_linke_turbidity(times_h_kst, lat, lon).tz_convert(None)\n", + " turbidity2_h_kst.plot(label=name)\n", + "\n", + "\n", + "plt.legend();\n", + "\n", + "plt.title('Interpolated to the day');\n", + "\n", + "plt.ylabel('Linke Turbidity');" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8761\n", + "Index([15, 16, 17, 18, 19, 20, 21, 22, 23], dtype='int32') 1\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1\n", + "2015-01-31 15:00:00 2.05 1.95\n", + "2015-01-31 16:00:00 2.05 1.95\n", + "2015-01-31 17:00:00 2.05 1.95\n", + "2015-01-31 18:00:00 2.05 1.95\n", + "2015-01-31 19:00:00 2.05 1.95\n", + "... ... ...\n", + "2015-12-31 19:00:00 2.25 2.05\n", + "2015-12-31 20:00:00 2.25 2.05\n", + "2015-12-31 21:00:00 2.25 2.05\n", + "2015-12-31 22:00:00 2.25 2.05\n", + "2015-12-31 23:00:00 2.25 2.05\n", + "\n", + "[99 rows x 2 columns]" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert turbidity_h.index.equals(turbidity_h_kst.index)\n", + "assert not ((turbidity_h < 0).any() or (turbidity_h_kst < 0).any())\n", + "print(len(turbidity_h))\n", + "df = pd.concat([turbidity_h, turbidity_h_kst], axis = 'columns', join = 'outer')[~ turbidity_h.fillna(-1).eq(turbidity_h_kst.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8761\n", + "Index([15, 16, 17, 18, 19, 20, 21, 22, 23], dtype='int32') 1\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1\n", + "2015-01-01 15:00:00 2.143548 2.137097\n", + "2015-01-01 16:00:00 2.143548 2.137097\n", + "2015-01-01 17:00:00 2.143548 2.137097\n", + "2015-01-01 18:00:00 2.143548 2.137097\n", + "2015-01-01 19:00:00 2.143548 2.137097\n", + "... ... ...\n", + "2015-12-31 19:00:00 2.150000 2.143548\n", + "2015-12-31 20:00:00 2.150000 2.143548\n", + "2015-12-31 21:00:00 2.150000 2.143548\n", + "2015-12-31 22:00:00 2.150000 2.143548\n", + "2015-12-31 23:00:00 2.150000 2.143548\n", + "\n", + "[3015 rows x 2 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert turbidity2_h.index.equals(turbidity2_h_kst.index)\n", + "assert not ((turbidity2_h < 0).any() or (turbidity2_h_kst < 0).any())\n", + "print(len(turbidity2_h))\n", + "df = pd.concat([turbidity2_h, turbidity2_h_kst], axis = 'columns', join = 'outer')[~ turbidity2_h.fillna(-1).eq(turbidity2_h_kst.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The :py:func:`~pvlib.atmosphere.kasten96_lt` function can be used to calculate\n", + "Linke turbidity [Kas96]_ as input to the clear sky Ineichen and Perez function.\n", + "The Kasten formulation requires precipitable water and broadband aerosol\n", + "optical depth (AOD). According to Molineaux, broadband AOD can be approximated\n", + "by a single measurement at 700-nm [Mol98]_. An alternate broadband AOD\n", + "approximation from Bird and Hulstrom combines AOD measured at two\n", + "wavelengths [Bir80]_, and is implemented in\n", + ":py:func:`~pvlib.atmosphere.bird_hulstrom80_aod_bb`." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pvlib_data = os.path.join(os.path.dirname(pvlib.__file__), 'data')\n", + "\n", + "mbars = 100 # conversion factor from mbars to Pa\n", + "\n", + "tmy_file = os.path.join(pvlib_data, '703165TY.csv') # TMY file\n", + "\n", + "tmy_data, tmy_header = read_tmy3(tmy_file, coerce_year=1999, map_variables=True)\n", + "\n", + "tl_historic = clearsky.lookup_linke_turbidity(time=tmy_data.index,\n", + " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'])\n", + "\n", + "\n", + "solpos = solarposition.get_solarposition(time=tmy_data.index,\n", + " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", + " altitude=tmy_header['altitude'], pressure=tmy_data['pressure']*mbars,\n", + " temperature=tmy_data['temp_air'])\n", + "\n", + "\n", + "am_rel = atmosphere.get_relative_airmass(solpos.apparent_zenith)\n", + "\n", + "am_abs = atmosphere.get_absolute_airmass(am_rel, tmy_data['pressure']*mbars)\n", + "\n", + "airmass = pd.concat([am_rel, am_abs], axis=1).rename(\n", + " columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", + "\n", + "\n", + "tl_calculated = atmosphere.kasten96_lt(\n", + " airmass.airmass_absolute, tmy_data['precipitable_water'],\n", + " tmy_data['AOD (unitless)'])\n", + "\n", + "\n", + "tl = pd.concat([tl_historic, tl_calculated], axis=1).rename(\n", + " columns={0:'Historic', 1:'Calculated'})\n", + "\n", + "\n", + "tl.index = tmy_data.index.tz_convert(None) # remove timezone\n", + "\n", + "tl.resample('W').mean().plot();\n", + "\n", + "plt.grid()\n", + "\n", + "plt.title('Comparison of Historic Linke Turbidity Factors vs. \\n'\n", + " 'Kasten Pyrheliometric Formula at {name:s}, {state:s} ({usaf:d}TY)'.format(\n", + " name=tmy_header['Name'], state=tmy_header['State'], usaf=tmy_header['USAF']));\n", + "\n", + "\n", + "plt.ylabel('Linke Turbidity Factor, TL');\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pvlib_data = os.path.join(os.path.dirname(pvlib.__file__), 'data')\n", + "\n", + "mbars = 100 # conversion factor from mbars to Pa\n", + "\n", + "tmy_file = os.path.join(pvlib_data, '703165TY.csv') # TMY file\n", + "\n", + "tmy_data, tmy_header = read_tmy3(tmy_file, coerce_year=1999, map_variables=True)\n", + "\n", + "# tl_historic = clearsky.lookup_linke_turbidity(time=tmy_data.index,\n", + "# latitude=tmy_header['latitude'], longitude=tmy_header['longitude'])\n", + "tl_historic_utc = clearsky.lookup_linke_turbidity(time=tmy_data.index.tz_convert('utc'),\n", + " latitude=tmy_header['latitude'], longitude=tmy_header['longitude']).tz_convert(tmy_data.index.tz)\n", + "\n", + "\n", + "# solpos = solarposition.get_solarposition(time=tmy_data.index,\n", + "# latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", + "# altitude=tmy_header['altitude'], pressure=tmy_data['pressure']*mbars,\n", + "# temperature=tmy_data['temp_air'])\n", + "solpos_utc = solarposition.get_solarposition(time=tmy_data.index.tz_convert('utc'),\n", + " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", + " altitude=tmy_header['altitude'], pressure=tmy_data['pressure'].tz_convert('utc')*mbars,\n", + " temperature=tmy_data['temp_air'].tz_convert('utc')).tz_convert(tmy_data.index.tz)\n", + "\n", + "\n", + "# am_rel = atmosphere.get_relative_airmass(solpos.apparent_zenith)\n", + "am_rel_utc = atmosphere.get_relative_airmass(solpos_utc.tz_convert('utc').apparent_zenith).tz_convert(tmy_data.index.tz)\n", + "am_rel_utc2 = atmosphere.get_relative_airmass(solpos_utc.apparent_zenith)\n", + "\n", + "# am_abs = atmosphere.get_absolute_airmass(am_rel, tmy_data['pressure']*mbars)\n", + "am_abs_utc = atmosphere.get_absolute_airmass(am_rel_utc.tz_convert('utc'), tmy_data['pressure'].tz_convert('utc')*mbars).tz_convert(tmy_data.index.tz)\n", + "am_abs_utc2 = atmosphere.get_absolute_airmass(am_rel_utc, tmy_data['pressure']*mbars)\n", + "\n", + "# airmass = pd.concat([am_rel, am_abs], axis=1).rename(\n", + "# columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", + "airmass_utc = pd.concat([am_rel_utc.tz_convert('utc'), am_abs_utc.tz_convert('utc')], axis=1).rename(\n", + " columns={0: 'airmass_relative', 1: 'airmass_absolute'}).tz_convert(tmy_data.index.tz)\n", + "airmass_utc2 = pd.concat([am_rel_utc, am_abs_utc], axis=1).rename(\n", + " columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", + "\n", + "\n", + "# tl_calculated = atmosphere.kasten96_lt(\n", + "# airmass.airmass_absolute, tmy_data['precipitable_water'],\n", + "# tmy_data['AOD (unitless)'])\n", + "tl_calculated_utc = atmosphere.kasten96_lt(\n", + " airmass_utc.tz_convert('utc').airmass_absolute, tmy_data['precipitable_water'].tz_convert('utc'),\n", + " tmy_data['AOD (unitless)'].tz_convert('utc')).tz_convert(tmy_data.index.tz)\n", + "tl_calculated_utc2 = atmosphere.kasten96_lt(\n", + " airmass_utc.airmass_absolute, tmy_data['precipitable_water'],\n", + " tmy_data['AOD (unitless)'])\n", + "\n", + "\n", + "# tl = pd.concat([tl_historic, tl_calculated], axis=1).rename(\n", + "tl_utc = pd.concat([tl_historic_utc, tl_calculated_utc], axis=1).rename(\n", + " columns={0:'Historic', 1:'Calculated'})\n", + "\n", + "\n", + "# tl.index = tmy_data.index.tz_convert(None) # remove timezone\n", + "tl_utc.index = tmy_data.index.tz_convert(None) # remove timezone\n", + "\n", + "# tl.resample('W').mean().plot();\n", + "tl_utc.resample('W').mean().plot();\n", + "\n", + "plt.grid()\n", + "\n", + "plt.title('Comparison of Historic Linke Turbidity Factors vs. \\n'\n", + " 'Kasten Pyrheliometric Formula at {name:s}, {state:s} ({usaf:d}TY)'.format(\n", + " name=tmy_header['Name'], state=tmy_header['State'], usaf=tmy_header['USAF']));\n", + "\n", + "\n", + "plt.ylabel('Linke Turbidity Factor, TL');\n", + "\n", + "plt.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8760\n", + "Index([15, 16, 17, 18, 19, 20, 21, 22, 23], dtype='int32') 1\n" + ] + }, + { + "data": { + "text/html": [ + "
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2196 rows × 2 columns

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" + ], + "text/plain": [ + " 0 1\n", + "1999-02-14 15:00:00-09:00 2.100000 2.101695\n", + "1999-02-14 16:00:00-09:00 2.100000 2.101695\n", + "1999-02-14 17:00:00-09:00 2.100000 2.101695\n", + "1999-02-14 18:00:00-09:00 2.100000 2.101695\n", + "1999-02-14 19:00:00-09:00 2.100000 2.101695\n", + "... ... ...\n", + "1999-11-14 19:00:00-09:00 2.103279 2.100000\n", + "1999-11-14 20:00:00-09:00 2.103279 2.100000\n", + "1999-11-14 21:00:00-09:00 2.103279 2.100000\n", + "1999-11-14 22:00:00-09:00 2.103279 2.100000\n", + "1999-11-14 23:00:00-09:00 2.103279 2.100000\n", + "\n", + "[2196 rows x 2 columns]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert tl_historic.index.equals(tl_historic_utc.index)\n", + "assert not ((tl_historic < 0).any() or (tl_historic_utc < 0).any())\n", + "print(len(tl_historic))\n", + "df = pd.concat([tl_historic, tl_historic_utc], axis = 'columns', join = 'outer')[~ tl_historic.fillna(-1).eq(tl_historic_utc.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solpos.equals(solpos_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "am_rel.equals(am_rel_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "am_rel_utc.equals(am_rel_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "am_abs.equals(am_abs_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "am_abs_utc.equals(am_abs_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass.equals(airmass_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass_utc.equals(airmass_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl_calculated.equals(tl_calculated_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl_calculated_utc.equals(tl_calculated_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "8760\n", + "Index([0, 1, 2, 3, 4, 5, 6, 7, 8], dtype='int32') 1\n" + ] + }, + { + "data": { + "text/html": [ + "
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HistoricCalculatedHistoric_utcCalculated_utc
1999-02-15 00:00:002.1000002.8563952.1016952.856395
1999-02-15 01:00:002.1000002.8079202.1016952.807920
1999-02-15 02:00:002.1000002.8422272.1016952.842227
1999-02-15 03:00:002.1000003.2189502.1016953.218950
1999-02-15 04:00:002.100000NaN2.101695NaN
...............
1999-11-15 04:00:002.103279NaN2.100000NaN
1999-11-15 05:00:002.103279NaN2.100000NaN
1999-11-15 06:00:002.103279NaN2.100000NaN
1999-11-15 07:00:002.103279NaN2.100000NaN
1999-11-15 08:00:002.103279NaN2.100000NaN
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2196 rows × 4 columns

\n", + "
" + ], + "text/plain": [ + " Historic Calculated Historic_utc Calculated_utc\n", + "1999-02-15 00:00:00 2.100000 2.856395 2.101695 2.856395\n", + "1999-02-15 01:00:00 2.100000 2.807920 2.101695 2.807920\n", + "1999-02-15 02:00:00 2.100000 2.842227 2.101695 2.842227\n", + "1999-02-15 03:00:00 2.100000 3.218950 2.101695 3.218950\n", + "1999-02-15 04:00:00 2.100000 NaN 2.101695 NaN\n", + "... ... ... ... ...\n", + "1999-11-15 04:00:00 2.103279 NaN 2.100000 NaN\n", + "1999-11-15 05:00:00 2.103279 NaN 2.100000 NaN\n", + "1999-11-15 06:00:00 2.103279 NaN 2.100000 NaN\n", + "1999-11-15 07:00:00 2.103279 NaN 2.100000 NaN\n", + "1999-11-15 08:00:00 2.103279 NaN 2.100000 NaN\n", + "\n", + "[2196 rows x 4 columns]" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert tl.index.equals(tl_utc.index)\n", + "assert not ((tl < 0).any().any() or (tl_utc < 0).any().any())\n", + "print(len(tl))\n", + "df = tl.join(tl_utc, how = 'outer', rsuffix = '_utc')[~ tl.fillna(-1).eq(tl_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tl['Calculated'].equals(tl_utc['Calculated'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examples\n", + "^^^^^^^^\n", + "\n", + "A clear sky time series using only basic pvlib functions." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", + "\n", + "times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", + "\n", + "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "\n", + "apparent_zenith = solpos['apparent_zenith']\n", + "\n", + "airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "airmass2 = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "\n", + "linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", + "\n", + "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "\n", + "\n", + "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", + "ineichen = clearsky.ineichen(apparent_zenith, airmass2, linke_turbidity, altitude, dni_extra)\n", + "\n", + "plt.figure();\n", + "\n", + "ax = ineichen.plot()\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "ax.set_title('Ineichen Clear Sky Model');\n", + "\n", + "ax.legend(loc=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", + "\n", + "# times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", + "times_utc = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz).tz_convert('utc')\n", + "\n", + "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# apparent_zenith = solpos['apparent_zenith']\n", + "apparent_zenith_utc = solpos_utc['apparent_zenith']\n", + "\n", + "# airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", + "airmass_utc = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc.tz_convert('utc')).tz_convert(tz)\n", + "airmass_utc2 = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc)\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "airmass2_utc = pvlib.atmosphere.get_absolute_airmass(airmass_utc.tz_convert('utc'), pressure).tz_convert(tz)\n", + "airmass2_utc2 = pvlib.atmosphere.get_absolute_airmass(airmass_utc, pressure)\n", + "\n", + "# linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", + "linke_turbidity_utc = pvlib.clearsky.lookup_linke_turbidity(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", + "\n", + "\n", + "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", + "ineichen_utc = clearsky.ineichen(apparent_zenith_utc.tz_convert('utc'), airmass2_utc.tz_convert('utc'), linke_turbidity_utc.tz_convert('utc'), altitude, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", + "ineichen_utc2 = clearsky.ineichen(apparent_zenith_utc, airmass2_utc, linke_turbidity_utc, altitude, dni_extra_utc)\n", + "\n", + "plt.figure();\n", + "\n", + "# ax = ineichen.plot()\n", + "ax = ineichen_utc.plot()\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "ax.set_title('Ineichen Clear Sky Model');\n", + "\n", + "ax.legend(loc=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solpos.equals(solpos_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass.equals(airmass_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass_utc.equals(airmass_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass2.equals(airmass2_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass2_utc.equals(airmass2_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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.........
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420 rows × 2 columns

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420 rows × 2 columns

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ghidnidhighi_utcdni_utcdhi_utc
2014-01-01 17:00:00-07:0037.805180367.8040816.02804237.916010370.3684445.917318
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2014-01-01 17:28:00-07:000.08763221.0063170.0303190.08851421.5130630.029818
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" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2014-01-01 17:00:00-07:00 37.805180 367.804081 6.028042 37.916010 \n", + "2014-01-01 17:01:00-07:00 35.308029 355.072696 5.721366 35.414627 \n", + "2014-01-01 17:02:00-07:00 32.869715 342.086719 5.416059 32.971994 \n", + "2014-01-01 17:03:00-07:00 30.493660 328.853336 5.112467 30.591535 \n", + "2014-01-01 17:04:00-07:00 28.183416 315.382219 4.810982 28.276805 \n", + "2014-01-01 17:05:00-07:00 25.942650 301.685895 4.512037 26.031476 \n", + "2014-01-01 17:06:00-07:00 23.775132 287.780135 4.216121 23.859325 \n", + "2014-01-01 17:07:00-07:00 21.684719 273.684423 3.923774 21.764215 \n", + "2014-01-01 17:08:00-07:00 19.675316 259.422361 3.635596 19.750064 \n", + "2014-01-01 17:09:00-07:00 17.750853 245.022183 3.352248 17.820809 \n", + "2014-01-01 17:10:00-07:00 15.915232 230.517228 3.074456 15.980369 \n", + "2014-01-01 17:11:00-07:00 14.172279 215.946419 2.803011 14.232584 \n", + "2014-01-01 17:12:00-07:00 12.525671 201.354686 2.538772 12.581149 \n", + "2014-01-01 17:13:00-07:00 10.978858 186.793341 2.282660 11.029536 \n", + "2014-01-01 17:14:00-07:00 9.534972 172.320312 2.035654 9.580898 \n", + "2014-01-01 17:15:00-07:00 8.196714 158.000224 1.798782 8.237964 \n", + "2014-01-01 17:16:00-07:00 6.966232 143.904222 1.573106 7.002910 \n", + "2014-01-01 17:17:00-07:00 5.844989 130.109477 1.359700 5.877230 \n", + "2014-01-01 17:18:00-07:00 4.833622 116.698325 1.159628 4.861594 \n", + "2014-01-01 17:19:00-07:00 3.931791 103.756817 0.973902 3.955696 \n", + "2014-01-01 17:20:00-07:00 3.138050 91.372804 0.803446 3.158122 \n", + "2014-01-01 17:21:00-07:00 2.449717 79.633340 0.649045 2.466227 \n", + "2014-01-01 17:22:00-07:00 1.862798 68.621493 0.511288 1.876043 \n", + "2014-01-01 17:23:00-07:00 1.371942 58.412608 0.390515 1.382248 \n", + "2014-01-01 17:24:00-07:00 0.970475 49.070221 0.286764 0.978188 \n", + "2014-01-01 17:25:00-07:00 0.650515 40.641918 0.199728 0.655991 \n", + "2014-01-01 17:26:00-07:00 0.403173 33.155585 0.128728 0.406772 \n", + "2014-01-01 17:27:00-07:00 0.218855 26.616572 0.072718 0.220929 \n", + "2014-01-01 17:28:00-07:00 0.087632 21.006317 0.030319 0.088514 \n", + "\n", + " dni_utc dhi_utc \n", + "2014-01-01 17:00:00-07:00 370.368444 5.917318 \n", + "2014-01-01 17:01:00-07:00 357.622614 5.615491 \n", + "2014-01-01 17:02:00-07:00 344.619123 5.315104 \n", + "2014-01-01 17:03:00-07:00 331.364894 5.016498 \n", + "2014-01-01 17:04:00-07:00 317.869323 4.720055 \n", + "2014-01-01 17:05:00-07:00 304.144647 4.426203 \n", + "2014-01-01 17:06:00-07:00 290.206338 4.135416 \n", + "2014-01-01 17:07:00-07:00 276.073574 3.848225 \n", + "2014-01-01 17:08:00-07:00 261.769649 3.565215 \n", + "2014-01-01 17:09:00-07:00 247.322491 3.287029 \n", + "2014-01-01 17:10:00-07:00 232.765146 3.014375 \n", + "2014-01-01 17:11:00-07:00 218.136262 2.748024 \n", + "2014-01-01 17:12:00-07:00 203.480531 2.488812 \n", + "2014-01-01 17:13:00-07:00 188.849066 2.237633 \n", + "2014-01-01 17:14:00-07:00 174.299669 1.995439 \n", + "2014-01-01 17:15:00-07:00 159.896915 1.763229 \n", + "2014-01-01 17:16:00-07:00 145.712012 1.542033 \n", + "2014-01-01 17:17:00-07:00 131.822319 1.332894 \n", + "2014-01-01 17:18:00-07:00 118.310520 1.136843 \n", + "2014-01-01 17:19:00-07:00 105.263196 0.954863 \n", + "2014-01-01 17:20:00-07:00 92.768925 0.787848 \n", + "2014-01-01 17:21:00-07:00 80.915709 0.636558 \n", + "2014-01-01 17:22:00-07:00 69.787783 0.501563 \n", + "2014-01-01 17:23:00-07:00 59.461868 0.383192 \n", + "2014-01-01 17:24:00-07:00 50.003051 0.281479 \n", + "2014-01-01 17:25:00-07:00 41.460595 0.196123 \n", + "2014-01-01 17:26:00-07:00 33.864111 0.126462 \n", + "2014-01-01 17:27:00-07:00 27.220617 0.071476 \n", + "2014-01-01 17:28:00-07:00 21.513063 0.029818 " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert ineichen.index.equals(ineichen_utc.index)\n", + "assert not ((ineichen < 0).any().any() or (ineichen_utc < 0).any().any())\n", + "print(len(ineichen))\n", + "df = ineichen.join(ineichen_utc, how = 'outer', rsuffix = '_utc')[~ ineichen.fillna(-1).eq(ineichen_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([], dtype='int32') 0\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
\n", + "
" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert ineichen_utc.index.equals(ineichen_utc2.index)\n", + "assert not ((ineichen_utc < 0).any().any() or (ineichen_utc2 < 0).any().any())\n", + "print(len(ineichen_utc))\n", + "df = ineichen_utc.join(ineichen_utc2, how = 'outer', rsuffix = '_utc')[~ ineichen_utc.fillna(-1).eq(ineichen_utc2.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ineichen_utc.equals(ineichen_utc2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The input data types determine the returned output type. Array input\n", + "results in an OrderedDict of array output, and Series input results in a\n", + "DataFrame output. The keys are 'ghi', 'dni', and 'dhi'.\n", + "\n", + "Grid with a clear sky irradiance for a few turbidity values." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "climatological linke_turbidity = 3.329496820286459\n" + ] + }, + { + "data": { + "image/png": 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xxx/nqKOOYt26db0ec8KECZhMJu677z5qa2uJiYnhlFNOcQfQWVlZnHrqqbzxxhukpqa6l6Dpi571VqeddhoDBw5k6tSpZGdns2/fPp577jlKS0v597//3em1CxYs4Kuvvur0n/HYsWOZOXMmEyZMIC0tje3bt/Pss8/S1tbGvffeq8sYhdCDnCN7J+fI7s2fP58VK1Zw6aWXsnnzZjZv3uz+WmJiImeddZb7392dI6+66ir+8Y9/MHfuXG644QYsFgsPP/wwOTk5/O53v9NljEL4S86PvZPzY1eDBw/u1HhQc/3115OTk9Pp3Ai4b4p0zBa4+eabeeONNzj55JO57rrraGho4IEHHmDs2LH84he/8HuMohfBbv8vfKctm9LTx/79+3tcNiUhIaHL/rQlOTQdl03p6G9/+5sCKDfccIP7c2+99ZYyffp0JSEhQUlISFCKioqUq6++Wtm6dWuf38ddd92lDBgwQDEajZ2WUGlqalIuu+wyJSUlRUlKSlLOP/98pbKyssdlUzougXLk97pz505l9uzZSnx8vJKTk6PcdtttXZaHO3K/iqIoX331lTJp0iTFarUqw4YNU55++ukuPydF6bpsiqIoyj/+8Q9l2LBh7mVWjlxC5T//+Y8CKAsXLuzzZxQITzzxhDJ9+nQlMzNTMZvNSlZWlnLGGWcoS5Ys6fLaE088scv3fNtttymTJ09W0tLSFLPZrOTn5ysXXnihsm7dumB9C0L0Ss6Rncct50jvDBkyxOOlqbo7RyqKouzfv18599xzleTkZCUxMVGZN2+esn379iB9B0L0TM6Pncct50f/9bT03pAhQ7pdzm/Dhg3un2tqaqoyf/58pby8PAgjjW4GRTkij0YIERDvvfceZ511FkuWLOGEE07o7+EIIURIkXOkEEJ0T86PwlcS7AsRJPPmzWPz5s3s2LGjz2YsQggRbeQcKYQQ3ZPzo/CV1OwLEWCvv/4669at44MPPuCvf/2rnKSFEKIDOUcKIUT35Pwo/CUz+0IEmMFgIDExkQsuuICnn37avQSNEEIIOUcKIURP5Pwo/CXBvhBCCCGEEEIIEWGM/T0AIYQQQgghhBBC6EuCfSGEEEIIIYQQIsJEbOGH0+mktLSUpKQkaWYhhPCaoijU19eTn5+P0RhZ90Xl/CiE8FekniPl/CiE8FconR8jNtgvLS1l0KBB/T0MIUSY279/PwMHDuzvYehKzo9CCL1E2jlSzo9CCL2EwvkxYoP9pKQkQP0hJycn9/NohBDhpq6ujkGDBrnPJZFEzo9CCH9F6jlSzo9CCH+F0vkxYoN9LfUqOTlZTtZCCJ9FYhqnnB+FEHqJtHOknB+FEHoJhfNj5BRZCSGEEEIIIYQQApBgXwghhBBCCCGEiDgS7AshhBBCCCGEEBEmYmv2hRBdORwO2tra+nsYIcNqtfb7kiihTN4vnVksFkwmU38PQwghhAgquR7oLJyuByTYFyIKKIpCeXk5NTU1/T2UkGI0GikoKMBqtfb3UEKKvF96lpqaSm5ubkg03RFCCCECSa4HehYu1wMS7AsRBbQTdXZ2NvHx8SF/YgoGp9NJaWkpZWVlDB48WH4mHcj7pStFUWhqaqKyshKAvLy8fh6REEIIEVhyPdBVuF0PSLAvRIRzOBzuE3VGRkZ/DyekZGVlUVpait1ux2Kx9PdwQoK8X3oWFxcHQGVlJdnZ2WGTwieEEEJ4S64HehZO1wNSrCpEhNNqrOLj4/t5JKFHS993OBz9PJLQIe+X3mk/F6ldFEIIEcnkeqB34XI9IMG+EFFCUq+6kp9Jz+Rn0z35uQghhIgm8v9e98Ll5yLBvhBCCCGEEEIIEWGkZl8IEbaGDh3K9ddfz/XXX9/t1/fs2UNBQQFr1qxhwoQJQR2bCD3yfjmCww6HdqkftfuhrgRqS6CxClrroKUOWuvB3gwKgAKKAkYTxCSBNRFiEiEuDZLyIDlffUwdDFlFkJQLYTLzIYQQIrpEyzWBBPtCiIg1aNAgysrKyMzM7O+hiDAQ0e8Xhx0qNsD+5VCyCio3QdU2cLT6tr+Wmr5fE5MCWYWQOxYGHaN+pBXIDQAhhBAhL1KuCSTYF0JELJPJRG5ubn8PQ4SJiHu/HNoN2z6G7Z+oQb6toetrLPGQMQJSBkHKAEgeAIk5EJsCscnqDL4lHjC0B+mONrA1gq0eWhug6SDUl0Fdqfp4aLeaLdBaCwdWqB8rn1W3TciCYSfDyNkwYibEpwftxyGEEEJ4KlKuCbyu2V+yZAlnnHEG+fn5GAwG3n333U5fVxSFW2+9lby8POLi4pg1axbbt2/v9JpDhw4xf/58kpOTSU1N5bLLLqOhofNFyLp16zjhhBOIjY1l0KBB3H///d5/d0KIsFZfX8/8+fNJSEggLy+PRx55hJNOOqlTylVTUxOXXnopSUlJDB48mGeeecb9tT179mAwGFi7dm3wBy+CTt4vwOE98OW98ORUeGwCLLoJdi5WA/2YZBgxC07+I1z4Gvx6LfyhBH71Nfz0VTj9AZh+PUz4KRSdDkOnQ954yBwJmSMgY7j6kV0EAyfBsJOgeB5MugRO+j/48WMw/w24diX8sQyuXArnPAvTroGBU8BkVUsE1v8H3r4cHhgOz82FVS9Ac01//tSEEEJEGLkmUHk9s9/Y2Mj48eO59NJL+clPftLl6/fffz+PPfYYL7zwAgUFBfzpT39izpw5bNq0idjYWADmz59PWVkZn376KW1tbfziF79g4cKFvPrqqwDU1dUxe/ZsZs2axdNPP8369eu59NJLSU1NZeHChX5+y0JEN0VRaG7rn6Xm4iwmr7qX/va3v+Xbb7/lv//9Lzk5Odx6662sXr26U+3UQw89xF133cXNN9/Mm2++yZVXXsmJJ55IYWFhAL6D6NRf7xl5v3jIboONb8PqF2Hvt+2fN5hgyHEwao4amGePVuvtg8EcAzmj1Y+x56qfa2uBkpWw/VP1o3Ij7P1G/fjwRig8Dab+EgZPk1R/IYQIQXINGX68DvZPO+00TjvttG6/pigKjz76KLfccgtnnnkmAC+++CI5OTm8++67XHjhhWzevJlFixbx/fffM3nyZAAef/xxTj/9dB588EHy8/N55ZVXsNls/Otf/8JqtXLUUUexdu1aHn74YQn2hfBTc5uD0bd+3C/H3nTnHOKtnp126uvreeGFF3j11VeZOXMmAM899xz5+fmdXnf66adz1VVXAXDTTTfxyCOP8MUXX0TUibq/9dd7Rt4vfWg+DCufgxXPqOnzABhg2Ikw/qdqkB+X5vdh9lQ3sq2inuY2BylxFsYPTCUtwer9jiyxarbA0OnwozugZh9seBvW/VvtIbDpXfUjbzwcezWMOQdMUm0ohBChQq4hw4+u/4vu3r2b8vJyZs2a5f5cSkoKU6dOZenSpVx44YUsXbqU1NRUd6APMGvWLIxGI8uXL+fss89m6dKlzJgxA6u1/WJizpw53HfffRw+fJi0tK4XL62trbS2tjcaqqur0/NbE0IE2a5du2hra+OYY45xfy4lJaXLCXjcuHHu5waDgdzcXCorK4M2znAQDefHqHq/2Bph2VPw7V/VrvkAibkw5XI1BT9loN+HaHM4eWPlAZ77djfbK7vW+k8fkcnCGcOYMSrL94OkDlbLBqZfD+Xr4ft/wg+vQ9kP8M5CWPIAnHwzjD4LjLJSsAiMaDg/ChFtouqaoA+6Bvvl5eUA5OTkdPp8Tk6O+2vl5eVkZ2d3HoTZTHp6eqfXFBQUdNmH9rXugv177rmHO+64Q59vRIgIFmcxsenOOf12bL1ZLJZO/zYYDDidTt2PE878PT/213tG3i9HUBRY8zJ8fhc0VKifyx4Nx/1anQU3+zDb3o0t5XX8+rU1bKtQg3yryUhhbhLJcWbKalvYVdXINzuq+WZHNaeNyeXus8f6NtPfUe5YOOOvcMqtsOo5WPokHNwOb/4C8h6FuQ/DwMl97kYIb8n1oxCek2vI8BMx+XF/+MMf+O1vf+v+d11dHYMGDerHEQkRmgwGg8dpUP1p2LBhWCwWvv/+ewYPHgxAbW0t27ZtY8aMGf08uvDi7/kxHN4zEf9+qd4O/7terW8HSB0Cp9wCY87VddZ70YZyfv36Gmx2J+kJVq45eQTnTBpISlz7BdH+Q008+81uXlq2l482lLOxtI5nL5nMyJwk/weQkAEzboBjFsKyv8F3T6gz/f+cBZN+DrNu06U0QQiNXD8K4blwuB6AKLgm8IKuvy1teYKKigry8vLcn6+oqHA3Q+guPcJut3Po0CH39rm5uVRUVHR6jfbvnpZAiImJISYmRpfvQwjR/5KSkrjkkku48cYbSU9PJzs7m9tuuw2j0ehVgxYRHefHiH2/OJ1q0Lv4DnDY1GXwTvoDTP2VbjP5mrdXH+CGN37AqcCJo7J4+PzxZCR2fd8MSo/n9h8fxbmTBnLlK6vYd6iJC59ZxusLj9Un4Ad12b+T/g8mXwaf/gl+eE2d8d/+CZz9dyg4QZ/jiKgXDedHIaJNxF4T+EDXIriCggJyc3NZvHix+3N1dXUsX76cadOmATBt2jRqampYtWqV+zWff/45TqeTqVOnul+zZMkS2tra3K/59NNPKSws7DaFXwgRmR5++GGmTZvGvHnzmDVrFscffzzFxcXulT2E6Cji3i+N1fDaBfDJH9VAf8QsuGoZHP9r3QP9L7dWcuOb63AqcP7kgTx7yeRuA/2OxgxI4b2rpzNmQDIHG2387J/LOXC4SddxkZgFZz8NP/8A0odDXQm8cAZ8dgc47PoeSwghRMSIuGsCHxkURVG82aChoYEdO3YAMHHiRB5++GFOPvlk0tPTGTx4MPfddx/33ntvp6X31q1b12npvdNOO42Kigqefvpp99J7kydPdi+9V1tbS2FhIbNnz+amm25iw4YNXHrppTzyyCMed+Ovq6sjJSWF2tpakpOTvfkWhYgoLS0t7N69m4KCgrA/wTU2NjJgwAAeeughLrvsMr/319vPJpLPIb19b/J+6V3Qfj7lG+DVC6DuAJhi4NS71VnuAMxIbKuo5+wnv6XR5uAnRw/gofPGezXzcbjRxk//sYwt5fUclZ/Mm786jjhrAJb4a22ARf8Ha15S/z18Jpz7L4hL1f9Yok+Reo6M1O9LCG9F0vUARO81pNcz+ytXrmTixIlMnDgRUNcwnDhxIrfeeisAv//977n22mtZuHAhU6ZMoaGhgUWLFnX6IbzyyisUFRUxc+ZMTj/9dKZPn84zzzzj/npKSgqffPIJu3fvZtKkSfzud7/j1ltvlWX3hIgya9as4bXXXmPnzp2sXr2a+fPnA7iX9hSio4h5v2z7BP41Rw30M0bAFZ+rnfYDEOi3tDm45tXVNNocTBuWwb0/Ged1imNagpVnfz6F9AQrG0vr+NN7G3QfJwAxiXDmE3Duc2o5w87Fai3/oV2BOZ4QQoiwFTHXBH7yumb/pJNOordkAIPBwJ133smdd97Z42vS09Pds/g9GTduHF9//bW3wxNCRJgHH3yQrVu3YrVamTRpEl9//TWZmZn9PSwRosL+/bLuP/DOL0FxwtAT4IKXAtqQ7i8fbGZbRQOZiTE8/rOJWM2+VfcNSI3jyZ8dzfx/LuPNVQeYPTqH2Ud132PHb2N+AhnD4bWfqR37/3UaLHgPsosCczwhhBBhKeyvCXQQ+u0UhRBRa+LEiZ36ewjRm7B/v6x9Fd69ClBg/M/Upeh0rs3vaOnOg7y0bC8AD58/nsw+avT7Mm14BlfMGMbfv9rFze+sZ/LQdNL9XZKvJ3nj4YrF8NLZULkJnj8dLn4X8sb1uakQQojIF/bXBDrRtUGfEEIIIXzww7/bA/1Jv4AznwxooG+zO7nl3fUAzJ86mBmjsnTZ729mjWJUTiLVDTbu/WizLvvsUVKu2rgvbwI0HYSXzoLqHYE9phBCCBFGJNgXQggh+tPOL+A9V6A/5XKY9wgYA/vf8z++3sXOqkYyE638fo5+6e+xFhP3/ESdXX9j1QHWHajRbd/dik+HS/7bIeA/G+rKAntMIYQQIkxIsC+EEEL0l4qN8O+LwWmHMefAaQ8EpBFfR9UNrfztC3UG/I9zi0mJt+i6/0lD0jh74gAUBW7/78Ze+/zoIjYF5r8J6cOgdh+8eh7YdF4CUAghhAhDEuwLIYQQ/aG5Bl6fD7Z6GDIdznoq4DP6AE9+sYNGm4OxA1I4a8KAgBzj/04rIt5qYvW+Gj7eWBGQY3SSmAUXvwPxmVC+Ht6/HgJ9k0EIIYQIcdKgT0S1hlY7H64v4+vt1eyubsDhhLyUWPfMVH5qXH8PUQgRiRQF3rsaDu+G1MFq132zfw3yPLH/UBOvLNsHwE2nFnm9zJ6ncpJjuXx6AY99voNHP9vG7NE5GI2BzVggbSic9zy8eCas+zfkHw3H/iqwxxRCCCFCmAT7Iiq1OZw89+1uHv98B/Ut9k5f21xWx+dbKnnok62cN2kQvz+1kAw/u1QLIUQny/4GW94HkxXOe0GtPQ+Cxz/fjs3h5PgRGUwfGdjlhy6bPoznvtvDlvJ6PtpQztxxeQE9HgAFJ8Dsu+Djm+GTW2DodMgdE/jjCiGEECFI0vhF1CmvbeGnzyzj7g+3UN9iZ1hmAtfPGsk/Fkzm+V9M4bYzRjNtWAZOBf69cj9zHl3Csl0H+3vYwuWkk07i+uuv9+i1e/bswWAwsHbt2oCOSYSukHy/VG2Fz+5Qn8+5GwYcHdjjuZTVNvPOmhIAfje7MODHS4m3cPn0YQA88tk2nM4gpdUfexUUzgVnG7zzS7C3Bue4QgghQlpIXhMEmMzsi6iys6qBn/1jGRV1rSTFmPnTvNGcM2kgpg7ppScVwi+OL2DV3kPc/PYGtlbUM/+fy3n0ggmcMT6/H0cvvDVo0CDKysrIzAzsDKaIDEF5vzgd6hJ7jlYYMUvtvh8kz369mzaHwrHD0jl6cFpQjvmL6UN59ptd7Khs4LPNFcw+KjfwBzUY4Iy/wv7lULEBvrwHZt0e+OMKIYSIGJFyDSkz+yJq7Kpq4MJn1EB/ZHYi/7t2OudPGdQp0O9o0pB03r36eOaNy8PhVLju9TW8v640yKMW/jCZTOTm5mI2y31N0begvF+WPw0lKyEmWQ1IA9x5X1Pb1MZrK9Ra/V+eODwoxwRIjrXws6lDAPjnN7uDdlwSs+CMR9Xn3z4GlZuDd2whhBBhL1KuISXYF1GhpsnGZS+spKq+laLcJF5feCxDMxP63C7OauKvF07kvEkDcSrw23//wOp9h4MwYgHQ2NjIggULSExMJC8vj4ceeqjT14cOHcrdd9/NpZdeSlJSEoMHD+aZZ55xfz1SUrCEZ0L+/dJQCV/eqz7/0Z2QMjAwx+nGS8v20GhzUJSbxEmjsoJ2XICfHzcUs9HAit2HWHegJngHLj4DiuaB4oAPb5Tu/EIIEUVC/pogSCTYFxHP4VS49rU17K5uZEBqHC9fPtWrhnsmo4H7zhnHnKNysDmcLHxxFRV1LQEccYApCtga++fDy4vtG2+8ka+++or33nuPTz75hC+//JLVq1d3es1DDz3E5MmTWbNmDVdddRVXXnklW7du1fMnJvrrPRNp75fP74LWOsibAEdfEpxjojYkfXHpXgB+eeKwgHXg70luSiw/dpVA/ePrIM7ug9oTwRwLe76GDW8F99hCiIhnszvZUl7Hdzur2VBSS0Orve+NwplcQ4ad8M5LEMID//x6F19vrybeauKfl0wm04fO+kajgYfPn8A5T33HlvJ6bnjjB1689JigXzTroq0J7u6n3gM3l4K174wKgIaGBp599llefvllZs6cCcALL7zAwIGdZ0NPP/10rrrqKgBuuukmHnnkEb744gsKCwPfgCxq9Nd7JpLeL2U/wOqX1Oen3Q/G4N1r/2xTBZX1rWQmxjB3bP/87V92QgFvrynhw/Vl/GluMdnJscE5cNoQOOF38MVf1KaIxWcEZYlDIURk21hayzNLdrF4c2WnAN9iMnDssAwunV7ASaOywvM6sTdyDRl2ZGZfRLRNpXU8+Il6h+7WeaMpzkv2eV8JMWae+NnRxJiNfL29mpeW7dVrmKIbO3fuxGazMXXqVPfn0tPTu5yAx40b535uMBjIzc2lsrIyaOMUoSHk3y+L7wIUGHMuDJ7a58v19PJy9Vx1wZSBWM3989/+UfkpTBqShsOp8MaqA8E9+HHXQmIu1O6DVS8E99hCiIjS0Grnj++sZ+5j3/De2lIaWu0kxZoZlpVAZqKVNofC19ur+cVz33PxsysoqWnu7yFHpZC/JggimdkXEcvhVPj9Wz/Q5lD40egcLpgyyO99jshO5ObTi7ntvxu5+8PNnFyYzaD0eB1GG0SWePXuaH8dW+9dWiyd/m0wGHA6nbofJ6r113smUt4vB1bCjk/BYIKTbw7ssY6wq6qBb3ccxGCAnx4zOKjHPtLPjhnMqr2HeW3FPq48cTjGHpqj6s4SByfeCB/8Dr5+ECZeBNYwO28LIfpdSU0zv3huBdsqGgA4Y3w+lx4/lPEDU93ns11VDby2Yh8vLt3LNzuqOf2vX/OPBZM5piC9P4euH7mGDDsS7IuI9eqKfWwoqSMp1szdZ4/tnEqlKGqzrMYqaKqG5hq1iZOiqN2xY1MgLh0SMiF5ABhN7k0vPnYIH64vY/nuQ/zlg808ffGk4H9z/jAYPE6D6k/Dhw/HYrGwfPlyBg9Wg5TDhw+zbds2TjzxxH4eXZQJg/dMSL9ftKZ84y+EjOB1wgd4Zbnagf+UwmwGpvVvgDt3XB53/G8jBw438/WOak4MZqPAiQvg279CzT5Y+S847prgHVsIEfa0FZ0q61vJTorh0QsmcNyIrkuyDctK5I9zR/PTYwZz/b/Xsu5ALRf9cznPLJjESYXZ/TBynYXB9QCE+DVBkEmwLyLSoUYbD36spu/f8KORZDXtgC3L4MD36hJMB3eCrd6znZmskDYUMkfBwMkYBx7DXXNHctrfDrNoYzlLtlUxI8jdraNBYmIil112GTfeeCMZGRlkZ2fzxz/+EWMQa51F+AjZ90vpmvZZ/Rk3BPXQNruTt1arKfMXHTskqMfuTqzFxE+OHsjz3+3h1eV7gxvsm61wwg3wv1/Dsqdg6i/BZOl7OyFE1CuvbeHiZ1dQWd/KqJxEnvvFMQxIjet1m2FZifx74TR+/foaPt1Uwa9eXsXLl01l8tAImeEPcSF7TdAPJNgXEelvn25gSusyzk/+gR99uwY+Pdj1RQYjxGeoH7GpYDSrdywVJ7TUQfNhaKwEhw2qt6kfW94HYJQ5lo+yJvGv6mKe+J+d43/zY0zBSkmNIg888AANDQ2cccYZJCUl8bvf/Y7a2tr+HpYIUSH5fln2lPo45hxIHxbUQ3+xtZKapjZykmNC5obkT48ZzPPf7eGzzZVU1beSlRTEZnnjLlBXRKg7ABvfhXHnBe/YQoiw1NLm4PIXv6ekppmCzAReveJYjxs9x1lNPPmzo1n40kq+3FrFFS+u5P1fn9DnjQKhj5C8JugHBkWJzIVn6+rqSElJoba2luRk35uyiTBTvoGGpf/EufbfJBua2j9vSYCBk2HwsZA7Vp2lTytQZ3t643RAXQkc3AHlG+DACtj/PTSUu1/Sppioyj+Z/JN/CSNmdkr5DwUtLS3s3r2bgoICYmOD1AE7TPT2s4nkc0hv35u8X3rn1c+nvhweGQPONrjiCxhwdHAG6fLLl1by8cYKfjljGH84vTiox+7NmU9+yw/7a7jtjNH84viC4B78qwfgiz9D7jj45RL1Bq/wSaSeIyP1+xK+ueXd9by8bB9p8Rb+e810n/o0NdscnPf379hQUsf4gSn851fTiDGH1rVid+R6oHfhcg0pM/si/CkK7P4Kvrof9n5LIoABqk1ZZEz6CYbieTB4mm8pm0YTpA5WP4af0n68yk2w9UMqvn+bnPpN5Jd9Bq9+pt5AmP4bGP/Tvm8kCCEi2/fPqoH+oKlBD/QPN9r4fIvaUfgnRw/s49XBddaEfH7YX8O7a0uDH+xPuQy+eRjK18G+ZTBkWnCPL4QIGx+uL+PlZfswGOCRCyb43JA5zmriqfmTmPf4N/xwoJZHP9vOTacW6TxaIboXfYULIrLsWwb/mgMvngl7v0UxmvnAMZX5tj+w9+JlGE6/Hwpm6FubaTBAzlEw40YSr/ma802P8E/7abRaUuDwbrUm9LEJsOYViLCOnkIIDznaYNVz6vNjrwz64d9fV0qbQ+Go/GQKc5OCfvzezBuXj8lo4If9NeyqagjuwePTYcxP1OerXwzusYUQYeNwo41b39sAwJUnDve7ud6g9HjuO0dd5u2ZJbtYd6DG3yEK4REJ9kV4qiuFty5XA/39y8EcC1N/xX2F/+HqtuswjziFSUO7dknVW0KMmdknncSf7RdzpuXvOGf/BZLy1NT/966Cf5ys3pAQQkSX7Z+qq30kZEHRvKAf/q3VJUDozeoDZCXFcMJI9fz87tp+WMLp6EvUx43vQEv01W8KIfr2lw83U91gY0R2ItfNGqnLPk8dk8sZ4/NxOBVufGMdbQ6ZEBKBJ8G+CC+Kos7GPDEF1r8BGNQLt+t+oPqEO/nXehsAV54UvOWtfjZ1MKnxFrYccvJJ8jlw3Q/wo7sgJhnK1qo3JD66CWxNfe5LCBEh1r6iPo67IOhd3/dUN7J2fw0mo4Efj88P6rE9dfbEAQC8t7aEoLcOGjgFsorA3gzr3wzusYUQIe/7PYd4c9UBDAa475xxutbX3/Hjo0hPsLK1op6Xl+3Vbb9C9ESCfRE+GirhtQvhv9eCrUG9YFv4Bfz4MUjK5cWle7HZnYwfmMLUguAtbRJvNXOxa1mrvy/ZhWKywvG/hmtXw8SL1Bctfxqeng4lq4M2LiFEP2mshm2L1OcTfhb0w3+wvgyA44ZnBLfbvRd+NDqHeKuJvQebWLO/JrgHNxjg6AXq8zUvBffYQoiQpigKf/5gMwAXThnEpCFpuu4/PcHKDbMLAXj0s+0cbrTpun8hjiTBvggPB1bC309UL6BNVvjRnXDpx5A/EVA7nb60dA8AC2cMxxDkDssLpg3FajayZl8NK/ceVj+ZmAVnPgkXvQVJ+XBopzrLv+qFoI5NCBFk698Epx3yJqj9PYLsow1qsH/62LygH9tT8VYzs0fnAPDhurLgD2DcBWAwQekaOLgz+McXQoSk99eV8cP+GuKtJn7zo1EBOcYFUwZRlJtEbXMbf128PSDHEEIjwb4IfWtehudOg/pSdcm8hV/C8dd1WuLu7TUHONzUxuD0eE4dkxv0IWYlxXDO0Wpa6nPf7u78xRGz4KqlUDgXHDa1gd9/f6028BJCRJ4Nb6mP438a9EPvO9jEhpI6TEaDO5gOVaeOUW9GfLShPPip/AmZavNWUGv3hRBRz2Z3cv/HWwD45YzhZCcFZrk5k9HALXNHA/Dq8n2U1jQH5DhCgAT7IpQpCnx5H7x3tRokF82Dyxd3mSlTFIWXl+0DYMG0IZiM/bNu8oJpQwH4ZGMFlXUtnb8YlwoXvAwzbwWDEVa/AK//DGyNQR+nECKA6krhwAr1+egfB/3w2qz+scPSyUgMzRR+zYmjsoizmCipaWZDSV3wB3DU2erjxneDf2whRMh5d00J+w81k5kYwxUzArss6PSRmUwtSMfmcPLUl5JdJAJHgn0RmpxOWPR/8OXd6r9n3AjnvwSxyV1eunZ/DZvL6rCajZw7qf86TxfnJTNpSBp2p8J/Vu7v+gKjEU74HVz4GpjjYPsn8MKPoelQ8AcrhAiMze+rjwOPgeTgN8f70FWvf9qY0E3h18RZTZxclAW036QIquIzwGiGivVQLam0QkQzu8PJ377cAcAvZwwj3moO+DGvn6WWCfz7+/0yuy8CRoJ9EXoUBd6/Xm1qB3Da/XDKLWqw3I1Xl6uz+vPG5ZEabw3SILs3f+pgAF5bsR+Hs4e01MJTYcF7EJsKJSvhpbOguSZYQwx7J510Etdffz0AQ4cO5dFHH+3xtXv27MFgMLB27dqgjE2EnqC/Xzb/V33sh1n9A4eb+OFALQYDzDkq+OVMvtBS+Rf1Ryp/fDoMO0l9rv3ehBBR6YP1Zew52ERavIWfua7lAm3a8Az37P7TX8nsfjBE4zWkBPsitCgKfPxHNc3dYISzn4Gpv+zx5bXNbfxvnbpO8/wgnZx7c/rYPFLjLZTUNPPVtsqeXzh4Kly6COIzoewHeOU8aK0P3kCjxKBBgygrK2PMmDH9PRQRBvx+vzQehL3fqs+Lz9BvYB5atKEcgGOGpodsF/4jnVKUjdVsZFd1I9sqGoI/gMLT1Mftnwb/2EKIkKAoCk9+oc7qXza9gISYwM/qa349cyQAb6w8QE2TdOYPJZFyDRm8d7MQnljyACx7Un3+4ydg/AW9vvzdNSW0tDkpyk3i6MH6Lo/ii1iLiXOPHsg/v9nNayv2c0pRLw2ysothwbvw/Dy1xvf1+Wrn/iCvyR3JTCYTubnhMcMp+p/f75edn4PihJwxkDZUt3F56pNNFQCc1g9NSn2VGGNmxshMPttcyUcbyijMTQruAEbOVh/3L1dLquKDt2yrECI0fLOjmm0VDSTGmLnY1X+pR20tULUFDu+G+nJoqFA/52xTJ6xikyEuDRJzIGMEZAxX/92D44ZnUJyXzOayOl5dsY+rThqh7zcnfBYp15Aysy9Cx/o34Yu/qM9Pux8mzu9zk7dXHwDUZUyCvdxeT86fMgiAL7dW9r1+au5YuPhtsCbC7q/gwxvU/ywEAI2NjSxYsIDExETy8vJ46KGHurymqamJSy+9lKSkJAYPHswzzzzj/lqkpGAJz/T7+2XnYvVxxEzftvdDTZONVa5lP2cWh3YX/iNpJQefba4I/sFTB0NWsXqTZufnwT++EKLfvfDdHgDOnTSQlLgjJlyaa2Dz/+D938KTx8Ld+fDMifDGz9XeUt88Asufgu//CSufVf/96a3wzi/hnzPhvqHw6Fh4+5ew6nn1BkEHBoOBy6YXuMdhszsD/e1GjX6/JggRMrMvQsOBVWrXfYDjft1r6r5mZ1UDPxyoxWQ0cMb44DfC6smonCSOyk9mY2kd768r7fsu8YBJcM6z8NqF6n8EGSPhuGsCNj5FUWi2908jmDhznFc3ZW688Ua++uor3nvvPbKzs7n55ptZvXo1EyZMcL/moYce4q677uLmm2/mzTff5Morr+TEE0+ksLAwAN9BdOqv90xYvV8UpT1YHB78YP+rbVU4nAqFOUkMSo8P+vH9cXJRNgYDbCipo6KuhZzkwCx31aNRs6Fqs9o0dey5wT22EKJf7TvYxOItatnlgmlD1E+2tcC2j2Ddf9TzgtPeeaO4dHUp6KRc9cMSr2ZlKgq01qk3COpK4OBOddnomn3qx7rXAQMMmgpjzlGzV2NTOGN8Hvct2kJFXSsfri/jrIkDgvoz8IZcQ4YfCfZF/2uoVJehs7fAqFNh1u0ebfbumhJAXb4pM8SWmDp74gA2ltbx9pqSvoN9UJv2zfkLfHwzfPonyBsPBScEZGzN9mamvjo1IPvuy/KfLSfe4lkg0tDQwLPPPsvLL7/MzJlq8PTCCy8wcGDnFRdOP/10rrrqKgBuuukmHnnkEb744ouIOlH3t/56z4TV+6Vig5rOaYmHwcf6ty8fLN6sXqzOLM4O+rH9lZkYw/iBqazdX8MXWyq58Jgg918ZORu+/SvsWKxerIdIlpgQIvBeXLoHRVGvJYfFt8KXT8CKZ6DpYPuLMkbC8JPVhp75EyEpz/PzREstHFgJ+5aqN4RLVsH+ZerHZ7fBuPOJOfZqLj52CA9/uo2Xl+0N6WBfriHDj6Txi/7ldMI7v4KGcsgqgnP+CUaTB5spvOMK9kPxpPjjCfmYjAbW7KthV5WHTaeOvQomzFfTSd+6HBqqAjvIELdz505sNhtTp7b/p5Kent7lBDxu3Dj3c4PBQG5uLpWVvTRHFBGp398vO1wp/AUzwBzcm49tDidfbg3fYB9gZpE6bm2GLagGHqMuh9pUrdbiCiGiQrPNwX9W7ieJJu5MeAMeOQq+vEcN9JMHwPTfwlXL4NqVcPoDUDRXXVLVmxuCsSlqadcpt8AVn8NvNsKp96rlQ21Nakbn36ZyRfV9FBgrWbn3MNsqpGGzv/r9miCEyMy+6F9Ln1DrXM2xcN7zEONZc6aVew9z4HAziTFmZo8OvfrU7KRYThiZyZdbq3h3TQm/ne3BHUKDQf3PpGSVesH5zkKY/1aPSw76Ks4cx/KfLdd1n94cW28WS+f6OoPBgNMpNW966q/3TFi9X3Z9qT4OP8X/fXlp1d7D1LXYSYu3MGFQ/zcq9cUpxdk89Ok2vtleTUubg1hL3zd9dWO2qiuk7PoS9nyjNk8VQkS8RRtK+HHbR9wQ+yapm10Bdt54tZx09FlgCkCYlDIQjr0Spv5KXb1l6ZOw9UPiNr/Bp9Z3+Lv9dN5clsfNZx6t/7F1INeQ4UeCfdF/StfC4jvU56fe49UFljarf9qY3OBeFHrh7IkD+HJrFe+sLeE3PxrlWZ2RNUG96fHMyWq618pn4ZgrdB2XwWDwOA2qPw0fPhyLxcLy5csZPFhN6z18+DDbtm3jxBNP7OfRRZdweM/06/vFYYcD36vPhxwf2GN143PXbPjJhdmYjOGZgj46L5nc5FjK61pYvvsQJ47KCu4Ahk53Bftf637OFUKEoIM7KV50MWdbNqr/zhwFP7oLRs0JTimPwaCed4ZOh5LV8PmfMe9czNXm/1KyZim24r9jHRX8/i99CYfrAZBryI4kjV/0D0cbvHeN2vSk+AyY9AuPN7U7nCzaUAaEZgq/ZvboXOIsJvYfamZDSZ3nG2YXw+y71Oef3gaHdgdmgCEuMTGRyy67jBtvvJHPP/+cDRs28POf/xyjzpkOIjL06/ulfB3YGtR0zezRgT/eERa7utiHWxf+jgwGAye7Uvk/74+u/EOmq497vpUVUYSIZIoCK/+F82/HUWTbSIMSS81Jf4Yrl6r9k/qjZ8eAo+Git3Cc/zLlZDKAKqyv/gQ+uQXsfazqJLol15Dtou87FqHhu8egYr269ujcR7w6uS7ffYjDTW2kJ1iZWhC6ayLHWU2c4rp4/dB1c8Jjky9TLz7bGuG/16q9DaLQAw88wAknnMAZZ5zBrFmzmD59OpMmTervYYkQ1W/vl31L1cdBx+pedtOXPdWN7KxqxGw0cMKozKAeW28d6/aVYAfcA47uULe/NbjHFkIEh61J7RP1/m8wOlpY4hjLLfn/IPWkawOTsu8NgwHT6DN4a9pbvGx3zeh/9zj8azbUlvTv2MKUXEOqJI1fBF/1DvjyPvX5qfdConfpmh+uVwPnOUflYDaF9v2q08bm8sH6Mj5cX8bv5xR6vmSI0QhnPg5PHa+mla57HSb8LLCDDUGJiYm89NJLvPTSS+7P3Xjjje7ne/bs6bJNx/VQhw4dGvygQfSbfnu/aMH+kGneb+unr7apjTynDE0nOdbSx6tD2/EjMrGajRw43MzOqgZGZHvWw0UX5hgYdAzs/ko952YXBe/YQojAqyuFV86HivUoBhNPGOfzUMscHjs2tGrjfzxlFCd8cRlLlHE8nfQ8xtI18I9T4Kevqks1C4/JNaQqtCMlEZk+/gM4WtVGVuMu8GpTh1Ph443lAJw2Ji8Qo9PVyYXZxJiN7D3YxKYyL1L5AdKHwYk3qc8/ux1avNxeCBF4igJ7XcH+4OAH+19vrwYI+1l9ULOhjhmqZmtp31dQDXJ1bS5ZFfxjCyECp2orPDtbzShNyGb9zJd4qPFUkmMtIdfkeVB6PJOGpPGJYwr/nviyWhrWUA7PnQ6b3+/v4YkwJMG+CK4dn8H2T8BohtMe8Lo2auWeQ1Q32EiJszBteEaABqmfhBgzJxWqmQsfrS/3fgfHXqkG/Q0VsOQBnUcnhPDbwZ1q6rcpRl1/OYjaHE6W7lSD4hkjg9zQLkCmj1RvWnzTH8H+wMnqowT7QkSOA6vUQL92P2SMhMs/4+Vyda31uePyQ7LJs9aP6uWtClz6MYycA/YW+M8C2PBWP49OhBsJ9kXwOOzw8R/V58f8EjJHeL2LjzaoAfOPRudgCfEUfs3pY9UMhA/Xl3mfDmSOUUsdAJY9pQYWQojQUbpafcwbr/69BtGafTU02hykJ1gZnZcc1GMHygmuYH/proPY7EHuVaKlyFZvg+aa4B5bCKG/0rXw0tnQUgMDp8ClH2NLGsQi17Xkj8fn9+vwejJ3bB5mo4GNpXVsrzXAT1+D8T8FxQFvXQ4/vN7fQxRhJDyiJREZVr+grh8flw4n3tj364/gdCp85Gp0d/rYXL1HFzCnFGVjNRvZVd3ItooG73cwag6MmAXONvjibv0HKITwXela9THIs/oA32xX6/WPH5GJMUyX3DtScW4yGQlWmmwO1uw7HNyDJ2RC2lD1uXYTRwgRnso3wEtnQWutWmJ18buQkME3O6qoa7GTlRTDMSHa5Dk9wepefvTdtSVgNMGZf4OjLwHFCe9eCVs+6OdRinChe7DvcDj405/+REFBAXFxcQwfPpy77rqr04ymoijceuut5OXlERcXx6xZs9i+fXun/Rw6dIj58+eTnJxMamoql112GQ0NPgRKIjS0tcCSB9XnJ96kduH30toDNVTUtZIUY+b4EeFTn5oUa+F4V8nBZ74uKTXzNvVxw1tQsdGnXURCkxG9yc+kZ/Kz6V6Xn0vZWvUxf0Kwh8ISrV5/ZPicD/tiNBrc5/d+qdvXZvcllV+I8FV7AF4+B5oPw4DJ8LP/QEwiAP/7QZ00mjs2D1MI3yTVUvnfW1uq/r9jNMIZf4WJF6kB/5uXwt7vgjIWuR7oXrj8XHQP9u+77z6eeuopnnjiCTZv3sx9993H/fffz+OPP+5+zf33389jjz3G008/zfLly0lISGDOnDm0tLS4XzN//nw2btzIp59+yvvvv8+SJUtYuHCh3sMVwbLmJagvhaR8mPwLn3bx+eZKAGYUZhFjDr0aq95o618v9jXYzxsHo88CFK9n9y0WtUN3U1OTb8eOYDabun6tyRRe76dAkvdL77Sfi8ViUZfELPtB/ULehKCOo7apjXUHaoDICvah/fv5ekd/BPuuuv0DEuwLEZZa6+HVC9SmdlnFcNFbEKuWObW0Ofh0k3oddsb40G7yPKs4hziLiQOHm9lQ4mrQbDDAvL9C4elqDf+rF0L19t535Ae5Huhdp+uBEKb70nvfffcdZ555JnPnzgXUZQtee+01VqxYAah3QR599FFuueUWzjzzTABefPFFcnJyePfdd7nwwgvZvHkzixYt4vvvv2fyZPU/3scff5zTTz+dBx98kPz80KyxET1oa4GvH1afn/Bbn+taF29Rg/1Zxdl6jSxoZhZnc8u7sGZ/DdUNrWQm+vAzOPlm2Pxf2PI+lK7xOG3YZDKRmppKZaX684uPj/d8CcAI5nQ6qaqqIj4+HrNZViHVyPule4qi0NTURGVlJampqeoNoqptYGsASzxkjgrqeL7bWY1TgRHZieSlxAX12IF2gqvZ4LoDNdQ02UiNtwbv4Np5tXxd8I4phNCH0wlvXgYVGyAhG+b/B+JS3V/+cmsVDa128lNimTjI+wzTYIqzmji5KIsP15fz0YYyxg5MUb9gMsO5/4IXz4T9y+H1+XD5Z+4bGnqS64HudXs9EMJ0v8I97rjjeOaZZ9i2bRujRo3ihx9+4JtvvuHhh9Vgb/fu3ZSXlzNr1iz3NikpKUydOpWlS5dy4YUXsnTpUlJTU92BPsCsWbMwGo0sX76cs88+u8txW1tbaW1tdf+7rk6WKQsZ2qx+8gA4eoFPuyitaWZzWR1GA5w4KvyC/byUOI7KT2ZjaR1fbKnkvMmDvN9JViGMPQ/W/Ru+eQTOf9HjTXNz1R4H2glbqIxGI4MHD474/7y8PT/K+6Vnqamp7p+PO4U/d6x6ARZEkZjCr8lNiWVkdiLbKxv4budBd5PToMgZrT7WlUDTIYgPzZpeoR+5fowg3zwE2z8Gcyz89HVIHdzpy++vKwVg3vj8sOhzMueoXD5cX86iDeXcOKew/VrFEgfnvwTPnATVW9Ua/vNfUlP9dSbXAz3rdD0QwnS/Ovm///s/6urqKCoqwmQy4XA4+Mtf/sL8+fMBKC9XO2Dm5HRe1zInJ8f9tfLycrKzOwd0ZrOZ9PR092uOdM8993DHHXfo/e0Ifzkd8N1j6vPpv/F5Vv9z16z+0YPTSE8I4iyPjmYW57CxtI7Fm30M9gGOv14N9jf/Dw7tUpfl84DBYCAvL4/s7Gza2tp8O3YEslqtGAPwn2Oo8fb8KO+X7lksls538LXmfEFO4Qf42tWcL1KW3DvS9JGZbK9s4OvtVcEN9mNT1AChZp/aH6XghOAdW/QLuX6MELu/bi9znPswDJzU6cstbQ6+cF1LBvWc4odTirKxmtQGz9srGxiVk9T+xaQcuOAleO40NeNz6eNw/HW6j0GuB7rX5XoghOke7P/nP//hlVde4dVXX+Woo45i7dq1XH/99eTn53PJJZfofTi3P/zhD/z2t791/7uuro5Bg3wMqIR+tryvXjTFpcGE+T7vRjtBn1wUfrP6mlnF2Ty2eDtfb6+i1e7wre9Azmi1M/+Oz2Dp32Dug15tbjKZwubkJPTj6/lR3i990FK988YH9bD7DzVx4HAzZqMhZLtJ++uEkZk89+0evtt5MPgHzxnrCvY3SLAfBeT6MQI0VsNbl6mN68b/DCZ2vd5cuvMgjTYHucmxjBuQ0g+D9F5SrIUTRmayeEslH60v7xzsAwycDKfdD+9fD4vvgmEnqz2eAkCuB8KX7lNaN954I//3f//HhRdeyNixY7n44ov5zW9+wz333AO0p4NUVHRuVFZRUeH+Wm5ubpd0EbvdzqFDh3pMl4iJiSE5ObnThwgBS/+mPk6+DKzxPu2i2ebgG1ejpplhWK+vGZOfQnZSDI02B8t2HfJ9R8f9Wn1c8zI09sOFsAg7cn4MkMrN6qOW+h0ky3apf/fjBqaQEBOZ/SamDE3HaIC9B5sorWkO7sFzx6iP5RuCe1zRL+T8GAE++B00VEBWUY+TIJ+4GvPNGp0dFin8mjlj1LhHW3q6i0k/h6J56vLMb18BbUE+X4qQp3uw39TU1CUt1mQy4XQ6ASgoKCA3N5fFixe7v15XV8fy5cuZNm0aANOmTaOmpoZVq9q74X7++ec4nU6mTp2q95BFoJSsgv3LwGiBY67weTdLd1XTancyIDWOwiPvaoYRo9HAKa7MBJ+78gMUzIDccWBvVvshCCGCr6EKmqoBA2QWBvXQ2s3CY4dlBPW4wZQUa2Gsa/Zt+e4g39TMcQX7FeuDe1whhPc2vgOb3gWDCX7yDFgTurzE6VTcSx//aHTo11h39KPiHExGA1vK69lT3dj1BQYDnPEYJOZA1RZYfGfwBylCmu7B/hlnnMFf/vIXPvjgA/bs2cM777zDww8/7G6qZzAYuP766/nzn//Mf//7X9avX8+CBQvIz8/nrLPOAqC4uJhTTz2VK664ghUrVvDtt99yzTXXcOGFF0on/nCy4h/q45hzIMn3k+ti15J7pxRlh30jNa0MYcm2Kt93YjDAMa5lKFc9r3afFUIEV5VrVj9tqM9ZS77SZvYjOdiH9u9v2U4/MqF8oc3sV24Bhz24xxZCeK6xGj64QX1+wu96LKn64UANVfWtJMaYOXZYeJU+pSVYmeoq19JWpeoiIQPOfFJ9vuwpKFkdpNGJcKB7sP/4449z7rnnctVVV1FcXMwNN9zAL3/5S+666y73a37/+99z7bXXsnDhQqZMmUJDQwOLFi0iNjbW/ZpXXnmFoqIiZs6cyemnn8706dN55pln9B6uCJTmGtj4rvp8yuU+70ZRFHe9/ilhXK+vOW54BmajgT0Hm9h30I91S8f8BGKS4fBu2P2lbuMTQniocov6mF0c1MPuP9RESY1arz9pSGgvHeUvd7Af7Jn91KFgSQBHq9oIVQgRmj7+o5phlX0UzLixx5d96krhP7Ewy7d+Sf1Mu/79fEsvWaEjf6Su2ISi1vDLjUrhonuwn5SUxKOPPsrevXtpbm5m586d/PnPf8Zqbe+gbjAYuPPOOykvL6elpYXPPvuMUaM6r1Gcnp7Oq6++Sn19PbW1tfzrX/8iMTFR7+GKQNnwpppmnlWsNhDx0c6qRkprW7CajRExi5UUa+HoweoF+pLtfszuWxNg3AXq85XP6TAyIYRXKjepj1lFQT1sNNTrayYPTXPX7ZfVBrEO1WiEzBHq84Pbg3dcIYTn9i2Hda8DBvjx42DueaUmrV5/9uicHl8TymYWq+NevusQ9S29dMSfc7e6okjZD7BCJkiFKvLXnBL9Y7VrDfhJl6hp5z76xhUQTxmaRpw1/O7GdkdbF/trf4J9gMm/UB+3fAD13S9JKYQIkKr+mdmPhnp9Tae6fX+amvoiY6T6WC3BvhAhx+mAj36vPp94UZdl9jraXd3IjsoGzEYDJxWGZ4ZoQWYCwzITsDsVvtle3fMLE7NhlmsZyS/vkSbOApBgXwRC6Vr1rqLJ2j777COtC//0EZGzlvSMUer38t2Og9gdftTb5xwFA6eA4oANb+k0OiFEnxSlvRN/0IP96KjX17hT+XcF+aI105VtKMG+EKFnzctQtlYtZ5x5W68v1UpBjylIJyXOEoTBBYbW86nHun3N0ZdA7lhorYOv7gvCyESok2Bf6O+H19XHonkQ73sjlDaH0z2Lpc2GR4IxA1JIjbdQ32pn7f4a/3am3UxZ92+/xyWE8FBjFbTUAIb2GeAgiKZ6fU3/BfvazP624B5XCNE7WxN8cbf6/KT/g8TeJ4O+cjVEPqkwvCeNZrqC/S+3VuJ0Kj2/0GiE2X9Rn698Fqp3BGF0IpRJsC/05XSoy6CA37P6a/fX0NBqJz3Byui8yFn31mQ0MH2EevNiSW/pWJ446mwwmtVMiiq5KBUiKLSmbSmDwBLb+2t1pAW84welRny9vkar298T7Lr9jsG+0suFtRAiuL7/JzSUQ8pgmNL7ss4tbQ73eTNcU/g1k4emkxRjprrBxrqS2t5fPOxEGDkHnHb4rPfMBxH5JNgX+tr7nXoSjk2B4af4tauvXYHwccMzMBrDe8m9I80Yqd5h9rtuPyEThs9Un6//j5+jEkJ45OBO9TG9IKiHba/XD6+lo/zRb3X76cMBg5rB0SR1r0KEhJY6+OZh9flJ/9drUz5Qb5C22p3kpcQyMju8m3xbzUZ3Gejnm3vpyq/50Z1gMMKW99UJIRG1JNgX+trwpvpY/OM+T8J90ZrzRVIKv+aEUer39MP+Gmqbeums6olx56uP69+QGSghgkGb2c8YHtTDrtijBp1TC6KjXl8ztT9S+a3xkDpIfS6p/EKEhqVPQvNhtXzKg+xRLYX/xFFZGPxoFh0qtLr9L7Z6MFGUXQRjzlGfL3kggKMSoU6CfaEfRxtsek99PvZcv3ZV29zmrmefPjK866y6k5cSx8jsRJwKfLvTz1T+wtPUNaEP74HS1bqMTwjRCy3YTw9esF9R18L+Q80YDXB0lNTra6YMVTMZVu49HNwDS0d+IUJHaz0sf0p9fvLNYOq7lKljsB8JtMmvDaW1HG60ebDBDYABNv8PKjYGdnAiZEmwL/Sz60v1jmtCNgw9wa9dLd15EKcCw7ISGJAap8/4Qszxrrp9v2errAkwcpb6fMsHfo5KCNGnQ1oa/7CgHXLlHjXQLcpNJjFK6vU1WjPCHZUN1DR5cIGrF+33e3hP8I4phOjeqhegpRYyRsDoM/t8+f5DTeyqasRkNHB8hGSI5iTHUpiThOLpRFF2UfvPSmb3o5YE+0I/WqBZPA+MJr929c0OVwr/iMg4QXdH6zK9dKcOqalFZ6iPEuwLEViKAod2q8+DmMa/cq9arz5laHTN6gOkJ1gZlpUAwKpgzu6nDVEfJdgXon/ZbbDsb+rz437t0TXml65Z/UmD00iODd8l94403XXj4htPGzzPuFF93Phue1aaiCoS7At9KAps+1h9Xni637v7zhUAHx/RwX46BgNsr2ygqr7Vv52N/JHalb9qiyyzIkQgNVar6xdjgNQhQTusNrM/aWj0NOfraMqQfkjlTxuqPtbsDd4xhRBdbXgT6kogMcfjlZ6+ctW1nxjmS+4dSUvl/3p7NYonfZpyx7gaOSuw4h+BHZwISRLsC32U/QD1pWrtuJ8p/JX1LeyqasRgiOxGVKnxVopz1SUF/U7lj0uFghnq8y3v+7cvIUTP+mHZvcZWO5vK6gCYHGX1+ppJroyGlXuC2JE/VWb2heh3igLfPaE+P/ZKj867bQ4nS11p7pFSr6+ZWpCB1WSkpKaZ3dWNnm107FXq4+qX1BUNRFSRYF/oY+tH6uPwk/2+ANaWVyrOTSYlPnJSr7rjTuXXo8t00Tz1UVL5hQgcd3O+oUE75A/7a3A4FQakxpEfoT1M+qLd5PjhQC2tdkdwDqql8TcdhNaG4BxTCNHZvmVQuRHMcTDpFx5tsu5ADY02B2nxFkbnJQd4gMEVZzUx2XXz82tPU/mHn6I2HLXVw9pXAzg6EYok2Bf62OYK9gtP83tXy3erga8WCEeyacNdS0rpUbc/6lT1sWQlNAVx9kuIaFK7X30MYgr/91oKf5TO6gMUZCaQkWDFZneyoSRIM1OxKRCbqj6XVH4h+sfKZ9XHseeqWYwe+HaHek01bXgGRmP4L7l3pOkdUvk9YjTCsb9Sny9/GpzOAI1MhCIJ9oX/6krVNH4MMHKO37tb5prZnzos8mtTjylIx2iAXdWNVNS1+LezlAGQVQyKU10ZQQihP3ewPzhoh4zm5nwag8HgXnJw1d4g3szU6vYllV+I4Gusbl/SecplHm/2nSuF/7jhkdn3aYZrSepluw7S5vAwcB//U4hJgcO7YfeXgRucCDkS7Av/7VisPg6YBIn+1UZVN7Syo1JNlzwmChpRpcRZOCo/BdCpK/+ImerjzsX+70sI0VWNK9hPGRiUwzmcCmv21QAwaUjknxN7o93s0DIdgsLdkV9m9oUIujUvgcMG+UdD/kSPNmm2OVi9twaA44ZHZobo6Lxk0hOsNLTa3f8/9MmaAOPOU5+vfilgYxOhR4J94T9tFnn4KX7vSqvXL8pNIi3B6vf+woGWyq9LsK/9DnYsVpvaCCH0VXtAfQxSsL+lvI6GVjtJMWYKc5OCcsxQpd3sWL33sGddqPWglWtIGr8QweV0wqrn1eeTL/V4s1V7D2NzOMlNjqUgMyEwY+tnRqPBt2vHiRerj1vel3LPKCLBvvCPosDur9Tnw07ye3fRVK+vmeb6Xpft1iHYH3K82sSmvgwqN/u/PyFEO0XpEOwPCsohtXXlJw5JwxSBtafeGDMgGavZyMFGm+ddqP0lafxC9I/9y9W/O2sSjDnH482+1VL4R2RgMETuOXOau8Gzh3X7APkTIHesmi2x7t+BGZgIORLsC/9UboLGKrDEw8Apfu9OW4Lu2Cio19dMHqpexO892ERpTbN/O7PEwtDj1eeSyi+EvpoOgr0ZMEByflAOqaWsR+uSex3FmE2MH6iWPa3cG6RUfq03Q21JcI4nhFCte119HP1jsMZ7vNl3rpnuSK3X12gz+6v31dDS5sUKJUdfoj5KKn/UkGBf+EdL4R9yHJj9S7s/2NDKtgpXvX5B9MzsJ8VaGJOvLg3zvR5rSA87WX3c/bX/+xJCtNOa8yXmgDkmKIdcvVeC/Y4mu3q5rApW3b52U6dOgn0hgsbeChvfUZ+Pu8DjzWqb21h/oAaI3Hp9zbDMBLKSYrDZnazdX+P5hmPPBZNVXc6wYmPAxidChwT7wj9asK9DCv+K3WqgW5iTRHqU1OtrtAtYXYJ9bWZ/31JwBmk9aiGigdacLzU4KfyV9S2U1DRjMMC4QalBOWaoO3qwetNjzf4gB/vNh6DNz8wrIYRntn0MLbWQlA9Dp3u82Yrdh3Aq6lKd+alxARxg/zMYDO6SVy0r1iNxaTDiR+rzDW8FYGQi1EiwL3znaIM936rPC070e3fLd0fPkntH0rpMr9Rjtip3nFrj1loH5ev9358QQhXk5nxrXV2WR2UnkRhjDsoxQ90E102P7ZUN1Le0Bf6AsalqmRqoy8wKIQJPqycfdx4YTR5v9u0Obcm9yJ7V12glr14F+wBjXT0QNrwlzZyjgAT7wnfl66GtEWJTIGeM37vTTlZToyiFX6N1md5aUU9tk58XsEYTDD5Wfb73Oz9HJoRwC3aw70rNnCCz+m5ZSTEMSI1DUWD9gdrAH9DQoT+DBPtCBF5zDWz/RH3uRQo/tF9HTouaYN/Huv1Rp6o3MQ/vgdLVgRmcCBkS7Avf7VumPg6aCkb/3kp1LW1sragH2me5o0lWUgwFmQkoCqzep8PsvpbKv/db//clhFBpNftB6sTvDvYHpwbleOFC+3ms8aZO1R8S7AsRPNs/UbvFZxZCzlEeb1bTZHNfR0bLpFHHuv01rkwwj1gToPA09fmGtwMyNhE6JNgXvtvvCva1WWQ/rN1Xg6LAoPQ4spNj/d5fONIacOlStz/EVeO291t1rVohhP/qy9THpLyAH8rhVPjBFcxOlGC/k4muTAevLm79kTxAfZQmfUIE3ub/qo/FZ3i12co9h1GU9gA4GhgMhvblm71N5deWM9z4jqTyRzgJ9oVvFKV9Zn/wNL93t9LdcTr66vU1U1xN+nSp28+fAJYEaD4MVZv9358QAuor1McgBPs7KhtotDlIsJoYmZ0U8OOFE+3mx9r9NSjBuEiVmX0hgsPWBDtcywZ7GexrEyXHFETXdaRPTfoAhs9UrxPrSqDshwCMTIQKCfaFbw7vhoYKdfmO/KP93t2qvepJelIULy812VW+sPZADa12P7vomywwcJL6fP8KP0cmhEBRoKFcfZ6UE/DDrXV1mx87MAWT0RDw44WTo/JTMBsNVDe0UlIThA75EuwLERw7P4e2JkgZDHnjvdpUa/KsTZxEC61J3xpv6/YtsTDiFPX51g8DMDIRKiTYF77Zt1x9zJugnjD8YHe01xpFc7BfkJlARoIVm93JhhIdGk8NmKw+lqz0f19CRLvmw2odKUBiMIL9GgAmDIrec2JPYi0mivOSAbxbX9pXksYvRHBs/p/6WDxPbY7poSab3X3dFG0z+wWZCWQnxWBzeFm3D1B4uvoowX5Ek2Bf+GbfUvVRh3r9LeX1NNkcJMWYGZUTvemqBoPBPbv/vR6p/ANdwf6BVf7vS4ho1+BK4Y9LA3Pg60G1izbpxN897eeyNhh1+1rZhszsCxE4DjtsW6Q+L5rn1aZr99VgdyrkpcQyMC0uAIMLXQaDgSmuGxxalqzHRs4Bg1FdXatmfwBGJ0KBBPvCNyWupToGTvF7V6tc9foTh6RFfbpqe92+Dk36tJn9qi3QUuf//oSIZvWuFP7E3IAfqrHVzjZXV2lpztc9LdgPSkd+LZOjqRqcfpZYCSG6V7IKWmogNtXriaSOKfwGLzICIkV7g2cvJ4oSMmCQ62e99SOdRyVChQT7wnttzVC5SX0+wP96/fbmfJKu6g729x7G6fSz8VRSjmuJMAVK1/g/OCGimTazH4R6/XUHanEqkJ8SS06Urk7SF+0myIaSWtocAV5xJCETMIDihCYdbsQKIbra8an6OPwUMJq82jRam/NptGvH1XsP4/D22lFbgk9S+SOWBPvCe+UbQHFAQnZ7LaMfVrlO0hLsw+j8ZOIsJmqa2thR1eD/Dge4mvRJ3b4Q/gnizL67Xl9m9XtUkJlASpyFVruTLWX1gT2YyQLxrnW7tZs+Qgh97fhMfRwxy6vNbHYnq/epk0bRGuwX5SaRYDVR3yErzGOj5qiPe79TJ/NExJFgX3hPmyXOn+hVA5Vud1XTTGltCyajgfFSm4rFZGT8oBQA1uyTun0hQkYQZ/a1TvxSr98zg6H9/wzt5xVQidnqY2Nl4I8lRLRpqGq/thwx06tNN5TW0tLmJC3ewoisxAAMLvSZTUYmDlYnzLwuA80cBUn54Ght78clIooE+8J7HYN9P2n1+sV5SSTEmP3eXyTQTthed1XtjnTkF0IfQZrZVxSlQ3M+yXbqTXDr9l3BfoME+0Lobufn6mPuWEjy7hy7wlWvP3loOsYo7vukNXjWSmM9ZjCopRMAO7/QeVQiFEiwL7xX6mrOp2OwP3lIdKZedWeidgGrR7CfN17ttNpQAfWSfiqEz7RgP8Az+2W1LVTWt2IyGhg7ICWgxwp3E4PZkT9Bgn0hAsbHFH6A713B/tQoTeHXaNfRK31ZzWn4yerjLgn2I5EE+8I7rQ1QtVV9nj/B792tdC0TMknq9d20Ot1tlfXUt7T5tzNrPGSMUJ9XrPdvX0JEs4bgzOyvO1ADQGFOEnFW75pURZtxA9WbIbuqG/0/V/bFPbMvN02F0JWitAeZXgb7iqKwylXyOHlodAf7EwanYjIaKKlpprTGy9r7ghPVx/L1ckMzAkmwL7xTvg5Q1PoeL1OtjtRks7PZ1VhJgv122UnqOrGKonbl9lvOGPWxXIJ9IXymZcb4ed7ri/Y3rwWyomcZiTEMSFXX1N5QEuDlRbXl9xqrAnscIaJN9Tb178oc6/VyzruqG6lpaiPGbGR0XnKABhgeEmPM7p+B16n8iVlqCQXArq90HpnobxLsC++U/aA+6jCrv/5ALQ6nQk5yDPmuCzahaq/b16HxlHYCl2BfCN/YGqGtUX2uzfAGyPoSNdgfK8G+R7RSh/UlNYE9kMzsCxEYe75WHwdOAXOMV5uudgW14wamYDVLSKNNnHndpA9gmKTyRyr5yxDeqdioPmqzxX5wLy8lHae70LVuP3ec+ijBvhC+aaxWH82xYA1ct2dFUdzB/rgBqQE7TiTRborokgXVG2nQJ0Rg7PlWfRx6gtebrnZdIx09WLJDAaa4Shm+96Vuf5grlX/vtzqOSIQCCfaFd9zB/mi/d/WDqzZVOk53NdFVt79mfw2Kovi3M21mv3q7OkMphPBOkyvYj8/we7nR3hw43ExNUxsWk4FRudG5hJS3tHKHDSUBDvalQZ8Q+lMU2PON+nzodK8317IfJ0qwD7R35N9aXkedt31MBh6jNnQ+vAfqSvUfnOg3EuwLzzmdULVFfa7HzL57ealUv/cVaUbnJ2M1GTnUaGPfoSb/dpaU47pQVaBysy7jEyKqNB5UH+MzAnoYbVa/KDeZGLM05/OElsa/52ATtU0BbNKn1ew3HQSHPXDHESKaVG+Hxko1a2rAJK82rW9pY2uF2vfp6CGpARhc+MlJjmVQehxOxYfM0Njk9kzQvd/pPjbRfyTYF547vBvamtSTcvowv3ZVWddCaW0LBoPUpnYnxmziqAFqoxV9Uvm1uv11/u9LiGjT5Ar2EzIDehgtFV3OiZ5LjbcyKN3VpK80gLP78emAAVCgWYdeKkKIzvX6llivNl27vwZFgYFpcWQnebdtJNNKGnxaknTIceqjBPsRRYJ94TkthT+rCIz+zTqtcdXrj8pOIjHG7OfAItPEQXo26ZOO/EL4zJ3GH9hgX0tF12arhWe0/gYBrds3miBOPY775o8Qwj9+pPCv3lsDSL3+kbSeT2v3+3DtqAX7+5bqNyDR7yTYF56r3KQ+5hzl965+kOZ8fepYt+83rexC0viF8F5jh5r9AFEUhXWuPiYS7HtnbLDq9rXff7MPna6FEF0d+F59HDzN601XuyZCjnZdKwmVezUnX3o+ab+Hyk3QJOe5SBGQYL+kpISLLrqIjIwM4uLiGDt2LCtXrnR/XVEUbr31VvLy8oiLi2PWrFls37690z4OHTrE/PnzSU5OJjU1lcsuu4yGhoZADFd4SpvZz/a/OZ+7E7+cpHukBfubSutoaXP4t7OsQvWxaovaEEcI4Tl3Gn/ggv19h5qoa7FjNRsZlZMUsONEIu3myLpAL78Xp3a6lpl9IXRQVwa1+9WmcAOO9mpTp1NxZz1OGpIeiNGFreK8ZKxmIzVNbew56GXPp4RMyBylPt+3TP/BiX6he7B/+PBhjj/+eCwWCx999BGbNm3ioYceIi2tPc3m/vvv57HHHuPpp59m+fLlJCQkMGfOHFpaWtyvmT9/Phs3buTTTz/l/fffZ8mSJSxcuFDv4QpvuDvx+zez73Aq7nRLmdnv2YDUOLKSYrA7Ff9nrDJGAga11lSbpRRCeEYL7gKYxq815yvOTZL1or00Jl8N9vcfauZwoy1wB9Jm9iXYF8J/2qx+9miI8e4G567qBupa7MRajBTlyc3RjqxmI2PytZ5PPqTyDz5WfTywQsdRif6k+xXFfffdx6BBg3juuec45phjKCgoYPbs2QwfPhxQZ/UfffRRbrnlFs4880zGjRvHiy++SGlpKe+++y4AmzdvZtGiRfzzn/9k6tSpTJ8+nccff5zXX3+d0lJZDqJf2Jrg0C71uZ/B/s6qBhpa7cRZTIzMluWlemIwGNy1V3436bPGQ9oQ9bm2ooIQwjNBSONfL835fJYSb2FoRjzQftMkICTYF0I/WrA/cLLXm2r1+uMGpmIxyc3RI2mp/Gt9KQMd4Pp9lKzSb0CiX+n+F/Lf//6XyZMnc95555Gdnc3EiRP5xz/+4f767t27KS8vZ9asWe7PpaSkMHXqVJYuVRtCLF26lNTUVCZPbj8BzJo1C6PRyPLly/UesvDEwR2AoqYxJmb7tSvt5DN2YApmOUn3arwr2P/BVcvrl6wi9VGCfSG8E4Ru/Fq2k9ZsTnhn7MBUINDBvitDUWpZhfDfAVd578ApXm/aXq8vzfm64+755MtEkbYEYskacPpZQipCgu6R1q5du3jqqacYOXIkH3/8MVdeeSW//vWveeGFFwAoLy8HICcnp9N2OTk57q+Vl5eTnd05oDSbzaSnp7tfc6TW1lbq6uo6fQgdVW9TH7VaHj9owf5ESeHv0zjXLJ8uF7Duuv2t/u9LhBU5P/opwN34nU7FvWzcGGnO55OxrqVK1weyI797Zl+C/Ugi58d+4GiD0jXqc7+C/VQdBxU5tBLZzWV1NNu8DNizi8GSALZ6qN7e9+tFyNM92Hc6nRx99NHcfffdTJw4kYULF3LFFVfw9NNP632oTu655x5SUlLcH4MGDQro8aLOwR3qY+YIv3elrf0p9fp90xpP7T3YRE2Tn7WomR2a9ImoIudHPzjaoMUVQAZoZn/voSbqW+zEmI2MzJHSJl+MdWVESBq/8JacH/tBxUawN0NMiqunkOfqWtrYXqk27D56iMzsd6dTz6dSL8+JRhPkT1Cfl6zs9aUiPOge7Ofl5TF6dOdu7cXFxezbtw+A3NxcACoqKjq9pqKiwv213NxcKisrO33dbrdz6NAh92uO9Ic//IHa2lr3x/79+3X5foSLdnfPy5PykZptDrZW1APSid8TqfFWhuhVi6ql8WtZGiJqyPnRD9osrsEIsakBOYS25N7o/GSpP/XRGNfMfklNM9UNrYE5iNaNX5beiyhyfuwH7nr9SWD07pz3w/4aFAUGp8eTmRgTgMGFv449n9b6k8p/QIL9SKD7VcXxxx/P1q2d04S3bdvGkCFqc7CCggJyc3NZvHix++t1dXUsX76cadPU9R2nTZtGTU0Nq1a1N4f4/PPPcTqdTJ06tdvjxsTEkJyc3OlD6OigK9jP9C/Y31Bai8OpkJ0UQ25yrA4Di3zuZaX8TU/NcpVgNFRIGmqUkfOjH7RZ3Lg0ry9KPaWttjFWUvh9lhRrYVhmAhDA2X2Z2Y9Icn7sB1rzNx9S+H/Qlm6W7NBeaU361uz3oSO/u25fmvRFAt2vXH7zm9+wbNky7r77bnbs2MGrr77KM888w9VXXw2od5uuv/56/vznP/Pf//6X9evXs2DBAvLz8znrrLMANRPg1FNP5YorrmDFihV8++23XHPNNVx44YXk5+frPWTRF0WBalcav58z+x1P0gaDwc+BRYfxrsZT6/xt0heTBMkD1OdShyWEZ5pdF0pxgUsX1W7kSbDvn6NcP79NpQGquZZgXwh9lP2gPuZP9HrTH7RmprJySa8m+LOak7ZCQsVGdTUuEdZ0D/anTJnCO++8w2uvvcaYMWO46667ePTRR5k/f777Nb///e+59tprWbhwIVOmTKGhoYFFixYRG9s+0/vKK69QVFTEzJkzOf3005k+fTrPPPOM3sMVnqgrhbZGMJggbahfu1onJ2mvaUtx+T2zD5A+TH3UllEUQvSupUZ9DFCw73Qq7uBUlt3zz1GutaUDF+y70vhbasFhD8wxhIh0bc3tjYJzx3m9uTbxMV5m9ns1bmAKRgOU1bZQXtvi3cbJAyAhGxQHVG4KzABF0JgDsdN58+Yxb968Hr9uMBi48847ufPOO3t8TXp6Oq+++moghie8paXwpw0Fs9WvXbnTVV2z1aJvYwakYHCdsCvrW8hO8qP8IWM47PkaDu3Ub4BCRLLmGvUxQPX6Bw43U99qx2o2MjxLmvP5Qwv2N3rbkMpTsamAAVDUjI/ErMAcR4hIVrlJDSLjMyDZu2zd8toWKupaMRra/95F9xJizBTmJrO5rI61+w9zakqe5xsbDJA7FnYuhvJ17TP9IixJJyDRNy3l289l9+pb2thV3QhIuqo3EmPM7iBgg7+1qDKzL4R33DP7qQHZvRaYFuYkSXM+Px2Vr/6/sudgE/UtbfofwGSGWNf/XZLKL4Rvytapj7nj1KDSCz+4ZvVH5SQRbw3IfGVEcafyu0povZI7Vn3Ufl8ibMmVheibTsvubShRUysHpMaRnuBfhkC00coeftjvb7A/XH08KDP7QnhEq9kP0Mz+RlfKucxS+S89wUpeipr5tLmsPjAH0W76tARwiT8hIlm5K3jM8yOFX7JDPTLede243pcyUO33U75exxGJ/iDBvuibTsvuScdp341z/cz87jKd4Qr2D+1WGy8KIXqnpfEHaGZ/U5ka7I+WYF8Xo/OCkcpPe8aHEMI7HWf2veTu+zRIriM9Mc51U2T9gVqcTi+v+bTfT8VGcDr0HZgIKgn2Rd+0+u4M/2b217vr9eUk7a1xrlSsdQdqUPwJ0rUGi621koYqhCe0oC5gM/vqeVFm9vXRXrcfoCZ9Whq/zOwL4T2nQw0eAfLGe7WpoijuFZ1kZt8zI3MSiTEbqW+1s+dgo3cbpw8DSzzYm9szfEVYkmBf9M5hh5r96nM/O/Frwf4Ymdn32ui8ZMxGA9UNNsq87arakSUOkgeqz6VuX4i+BXBmv7qhlYq6VgwGKMqVYF8Po111+wEL9iWNXwjfVW9Xg0dLQntZoYf2HGyirsVOjNlIYW5SgAYYWSwmoztrzOvMUKMJco5Sn0sqf1iTYF/0rq5E7ZpqskKSF508j9xNSxu7pTmfz2ItJkblqP+5aTVrPstwNemTun0h+hbApfe0JeIKMhJIiJFmU3rQZvZ3VNZjszv1P4A2s6/dBBJCeE6r188dA0bvQhDt2md0frI0M/WClgXhU88nLZW/XJr0hTP5axG9O7xHfUwd4vWJuSOtXl+a8/lOa9K3zpdGKx1JR34hPBfABn1avX6xpPDrZmBaHClxFtocCtsqAtCkz53GX6P/voWIdNoMsdbp3QtasCop/N4Z6+75VOP9xtKRPyJIsC96pwX7fqbwS3M+/2mNVvwP9rUmfTKzL0SfApjGL5349WcwGNxN+jYFIpXf3aBP0viF8FrlZvUxe7TXm2rL7o2X5nxe0X5eG0rqsDu8zHbKGaM+Vm7SeVQimCTYF73TKdhf71p2T5rz+a59Zt/PJn3pBerj4b06jEqICKYoAW3Qt8ndnE/Oi3pqb9IXgIBcZvaF8F3VFvUxu9irzewOp/vveZzM7HulIDORBKuJ5jYHO6u8bNKXVag+NlRA0yH9ByeCQoJ90Tu9gn3XHVmZ2fddYW4SVpORuhY7+w81+76j1MHqY80+fQYmRKSyNYLTrj7XeWa/yWZnl6uPiTYTLfQxOpAd+WVmXwjftNZDravhc1aRV5tuq2igpc1JUqyZgoyEAAwucpmMBndjbK97PsUmtzd1rtqq78BE0EiwL3qnQ7Bf19LGnoNNgAT7/rCY2jvQbvBnxkoL9hsroc2PmwZCRDpt9tZoUZcg0tGW8noUBbKTYshKitF139FOy5TYXFbn/drSfZFu/EL4RgsWE3MgPt2rTbUgddzAFIxGg84Di3x+9XzKdt2Y0bIyRNiRYF/0rsaV6p02xOdddGzOlybN+fwyZoAO6amxqRDjmknUllUUQnSlNeeLSwODvheY2qzzaKnX193wrARizEYabQ7v15bui3TjF8I3Wr2+l7P60F6vLyn8vhmr9Xzydvk9aP99SbAftiTYFz1rqYOmg+rzVN+D/fUHtDormdX3l7aG9IYSP9JTDQZIGaQ+r5VUfiF6FMDmfJukOV/AmE1GilxZULqn8rtr9mVmXwiv+FivDx078ct1pC+0n9vm0jrvlySVYD/sSbAveqbN6sdnqHU7PlrvupM4RlL4/TamQ+Mpv5r0Sd2+EH3TArpY/c9dWnO+0XlyXgwE7caotryhbrSa/dY6cHp50SxENPNxZr+lzcFW1zKaMrPvm8Hp8aTEWbA5nN4vSar9viol2A9XEuyLnmn1+n7M6oMsu6enotxkjAaobrBRWd/q+44k2Beib62uQDFG39l3u8PJlnL1gktm9gPjqEA16dNu/ChOsHl50SxENPNxZn9LeT0Op0JmYgx5KbEBGFjkMxgMvtftuzvyl7eXtomwIsG+6FntAfVRCwx92UWzNOfTU5zVxIjsRKD9JopPJNgXom+trmDOj8ym7uyqbqTV7iQxxszgdH0b/wmVFuxv8jcL6kiWWDC7Ag5J5RfCMy21UFeiPvdyZr89OzQZg869U6LJWOnIH7Uk2Bc904L9lIE+72Kj6yQ9ME2a8+lljCs91a8ZKwn2heibe2Y/Sdfdag02i/OSpLN0gOiWBdUdqdsXwjtV29THpDyve6Bo15HatY/wjV8d+bXZfa0UQ4QVCfZFz3QI9rUl4mRWXz9a927/ZvZdDfok2BeiZ9rMvs5p/O3N+eS8GChxVhMFmep63Jt1r9uXjvxCeOXgdvUxc6TXm2rXkdpqRMI3Wr+DrRX1tLQ5vNtYy8ao3qbvoERQSLAveqalXCUP8HkXG6XjtO60Rof+zey7+jA0VEBbsw6jEiICtQSmZt+97F6enBcDqcj189X6I+hGZvaF8M7BnepjxgivNrPZnWx19zeRm6P+yEuJJSPBisOpeH9OzHT93rTfowgrEuyLnukwsy8zWPrTZvZLapo53GjzbSdxaWBVa//dv2chRGfumX390vgVRXF3iB8tN0EDqti1/N4WvWf2tfeDrUHf/QoRqQ7uUB+9DPa3VdTT5lBIjbcwMC0uAAOLHgaDgaMGaMs3e3mjMn24+qj9HkVYkWBfdM/RBvXl6nMfg/1mm4OdVerFkFzU6ic51sKQDLWpl8/LShkMkCKp/EL0KgDBfnldCzVNbZiMBkbmJOq2X9FVsWtmf3OZzjP72vuhVbrxC+ERH2f2N3So15fmfP4b4+sqJdrvrWavGh+IsCLBvuheXSmggCkG4jN92sXWinqcCmQkWMlOitF3fFHuKD3q9pPz1cf6Mh1GJEQECkCwr6WkDstMIMZs0m2/oistjX9nVQOtdi9rVHtjlWBfCI8pChxyBfvaDLGHtHr9o6ReXxdHuRs8e3ntmJQH5jhw2mWCKAxJsC+6567Xzwejb28TLYV/dL4sl6I37YS9wZ+6/eQ89bFOgn0huqV149dx6T0t2C/M1bfDv+gqPyWW5FgzdqfCzspG/XYsM/tCeK6+DNqawGCCtCFebbqhRD0HSyd+fWhNDreU1dPmcHq+odEI6cPU51K3H3Yk2Bfd02PZPdedQ0nh199R7lQsf2b2XY0XtRs7QojOWvVv0Le1whXs50iwH2gGg8E9u69rR/4YV/mFBPtC9E2r804bCiaLx5vZHU733+0YWdFJF4PT40mKNWNzONlR6WXPkQxXVsYhCfbDjQT7ont6NOcrk+Z8gaL9THdXN9LYavdtJ1oaf12pTqMSIsIEMI1fZvaDw92kr1zPYF8a9AnhMR+b8+2oaqDV7iQxxsyQ9PgADCz6GAwG9yowXpeBZkiTvnAlwb7onp/BvsOpsMXVFEmWl9JfVlIMucmxKIofM1ZJWs2+BPtCdKEougf7DqfCdtdsigT7wVEciOX3rDKzL4THfG7O1750s9EopaB68Xn55gxZfi9cSbAvuueu2R/g0+a7qxtpbnMQZzFRkJmg48CExu8mfTKzL0TP2prVZkSgWxr/noON2OxO4iwmBqXJTFUwBCaN3/V+kGBfiL65g/1hXm3m7sQvKfy68rkM1L38ngT74UaCfdE9P2f2tRT+orwkTHJHNiCO8vXurEYL9psOQluLTqMSIkK4AzkDWPW5Yaml8I/KSZSZqiApzEnCYIDqBhtV9a367FRq9oXwnI9p/FowOkY68etKu3myqbQOp1PxfEPt91e7X64Zw4wE+6J72nJsWkDoJXdzPknhDxj3zL6vwX5cGphj1eey/J4QnblT+JNBp9VEpF4/+OKsJgoy1Js1utXtS82+EJ5xOuDwHvW5F8vuOZ2KeyJDOvHra1hmArEWI402B3sOerFKSUKmK6tJgcO7AzY+oT8J9kVXdps62wvq2po+0Jbdk+Z8gaPdnd1eUe/bGtIGg6TyC9GTAC67N0o68QdVUZ7689YtlV9q9oXwTF0pONvAaPFq8mhXdSNNNgexFiPDshIDOMDoYzYZKcr1YbLIYID0AvX5IQn2w4kE+6Krhgr10WRVZ3+9pCiKO9iXZfcCJz8llpQ4C3anwvYKH2eYtJ4MMrMvRGfuZff0C8y3uZbd0y60RHAU57avLa0L7T3RKjP7QvSqZq/6mDoIjCaPN+uYHSqloPrTSiM2etvzKXWI+lizT+cRiUCSYF90VV+uPibm+pS+WlnfysFGG0YDFEm6asAYDAaK/Z2x0jI3tIaMQgiVzp34W9raUyYljT+4tCZ9m/Sa2Xen8deD06nPPoWIRIe1YH+IV5tpzfnGSnO+gNBKI7zu+ZSmBft7dR6RCCQJ9kVXDa5gPynHp821Wf3hWYnEWjy/kyu8V+zuNO3jjJU7jV9m9oXoROdgf0dlA04F0hOsZCZaddmn8Ix203lnVQM2uw7Becf3RJsXNa9CRButXj/N22DfVQoqwX5AaCW2G0prURQvmvRpN20OS7AfTiTYF11pM/tJuT5trqVfHSUp/AFX7O+yUloav8zsC9GZzsG+ts672h1e0lKDaWBaHEkxZtocCruqdUi9N8eCwXUjW+r2hehZjfcz+4qisEHrxC99nwJiVG4iZqOBmqY2SmqaPd8wbaj6KDP7YUWCfdFVxzR+H2ipklKvH3ijO6SnenV3VpPsSuOXmn0hOtM6rVv1aQ6l1etLCn/wGQwGfZv0GQwd6vYl2BeiR9oMsBYkemDfoSbqW+xYTUZG5khzvkCIMZvcjWK9SuXvOLPvyzWn6BcS7Iuu/JzZdzfny5M7soE2Ilu9O1vb3EZZrQ/rnia6SjUaKvUdmBDhztakPlriddndFll2r19pWVDSpE+IINJmgL1I49euIQtzk7CYJEwJFC371qsmfamD1EdbPTQfDsCoRCDIX5HoSpvl9SHYr29pY89B9SJZZvYDL9ZiYrhrWRqfZqwSs9XHhgq5SytER22uYN+qT7C/1bXGuyy71z+0FRA2l+sd7OvU9E+ISNPW0n49mTrU4820axmtAbEIDG35Zq+W37PEtU8Saf0YRMiTYF90pS2950Owr81e5aXEkp4gTaiCwa+O/AmuYN/eIhetQnSkBfuWBL93VdNko6KuFYBRkpbaL3RN44f28g6bzOwL0a3a/eqjNRHi0z3ebJMr+0bLxhGB4Z7ZL/V1+T2p2w8XEuyLrrQ7sT7U7GvpQNKcL3j86shvjYcY1+9KUvmFaOdO44/ze1dbXTdBB6TGkRRr8Xt/wntqY0Soqm+luqHV/x1Kzb4QvdNmflOHeLWMc/vMvlxHBlJxXjIGA1TUtVJV78U5MU068ocbCfZFZ3YbNB1Un2trsHvB3ZxPTtJB43dH/o6p/EIIlY5p/FpzviKp1+83CTFmhqSrv8uteqTyx7hm9iXYF6J7Piy7V9vc3h2+OFeuIwMpIcbMsEw1c22DN7P7MrMfdiTYF51pAZ/R4lXalaa9E7805wsWLdjffbCRJpvd+x24m/RJsC+EW5t+Dfq08qZREuz3K3fdvh6p/FbX71LS+IXoXo33nfi3uP42B6TGkRIvWVCB5tNkkczshx0J9kVnHev1vVwLus3hZFu5euEjM/vBk5UUQ2ZiDIri44yVe2Zf0viFcNOxG7/M7IcGbSUEXWb2tYwP7X0ihOisZp/6mDrY402kOV9waY20vSoDlZn9sCPBvujMXa+f4/Wmu6sbsTmcJMaYGZTuf52r8Jz2H+Mmnzryy8y+EF3olMavKEr7zL504u9X2s0W7eaLX6yuxo22Rv/3JUQkqj2gPqYM8niTzdKcL6h8mtnXbt7U7JdVnMKEBPuiM21214dgXztZFOUmYfAyK0D4Z7Q/dfsysy9EVzql8ZfXtVDfYsdsNLiXyRT9Y5Q72G/A6fTzIlVbpaFNgn0hulVboj6mDPB4k83l0pwvmLRrx11VDbS0OTzbKDlffXS0QmN1gEYm9BTwYP/ee+/FYDBw/fXXuz/X0tLC1VdfTUZGBomJiZxzzjlUVHSeVdy3bx9z584lPj6e7OxsbrzxRux2H+qRhXe0P9zELK831WavCiVVNeh8SsXSyMy+EF21qU2i/A32tfNiQWYCVrPcX+9PQzPU30Fzm4P9h/1Mv3fP7EsavxBd2G3t1xTJAz3bxOF0l9hIsB8c2UkxZCRYcXpTBmqOaV+2ua4kcIMTugnolcf333/P3//+d8aNG9fp87/5zW/43//+xxtvvMFXX31FaWkpP/nJT9xfdzgczJ07F5vNxnfffccLL7zA888/z6233hrI4QqAxir1McGHYF+b2ZeTdNBp/zFuKavzfsZKgn0hutLSs/0M9rfJTdCQYTIaGJmtZlds8bdu312zLzP7QnRRXwYoYIqBhEyPNtlzsJFWu5N4q8m9coYILIPB4Fsqv5atIcF+WAhYsN/Q0MD8+fP5xz/+QVpamvvztbW1PPvsszz88MOccsopTJo0ieeee47vvvuOZcuWAfDJJ5+wadMmXn75ZSZMmMBpp53GXXfdxZNPPonNZgvUkAX4F+xrd2TlojbohrlmDRttPsxYSRq/EF3pVLOvzZYUSr1+SNBuumzzN9iXNH4heqYFgcn5Hjd73lTWfmPUaJRS0GDxqedTsivYr5VgPxwELNi/+uqrmTt3LrNmzer0+VWrVtHW1tbp80VFRQwePJilS5cCsHTpUsaOHUtOTnvd+Jw5c6irq2Pjxo3dHq+1tZW6urpOH8IHWhq/h3diNTVNNspqWwBZXqo/mE1GRuWoM1Ze1+1rM/uNVeD0sGZLhBU5P3rJYQeH68ayTmn8MrMfGrSbLlv8bdInDfoihpwfA8Bdr+9ZCj907MQv2aHB1F4G6s3Mvuv3WncgACMSegtIsP/666+zevVq7rnnni5fKy8vx2q1kpqa2unzOTk5lJeXu1/TMdDXvq59rTv33HMPKSkp7o9Bgzzv/ik6aHTN7no5s69d0A5MiyM5VtZG7Q/FrjWkN3lbtx+fCRhAcULTQf0HJvqdnB+91NYhO8aPYN/ucLKjSl2OVFvjXfSvUXrN7MvSexFDzo8BULtffUz2ojmfBPv9oj2Nv97zMlCZ2Q8rugf7+/fv57rrruOVV14hNjZW79336A9/+AO1tbXuj/379wft2BHFxzR+d72+XND2G5/qrgBMZojPUJ9L3X5EkvOjl7TmfAaj2ozIR3sONmFz1aAOTJPlSEOBtvze7upGWu1+ZDJZXSsrSBp/2JPzYwDU+dCJ33XtMjpPsqCCaXhWIlaTkYZWOwcON3u2kdTshxXdg/1Vq1ZRWVnJ0Ucfjdlsxmw289VXX/HYY49hNpvJycnBZrNRU1PTabuKigpyc3MByM3N7dKdX/u39pojxcTEkJyc3OlDeMnRBs2H1edap00Puev15STdb7Rgf1OpL8vvSZO+SCbnRy+1dWjO58cyotp67iNzpAY1VOQmx5IUa8buVNhV5UegbpEGfZFCzo8B4GUa/6FGGxV1rQAUyqRRUFlMRka6ykA9rtvXVliQmf2woHuwP3PmTNavX8/atWvdH5MnT2b+/Pnu5xaLhcWLF7u32bp1K/v27WPatGkATJs2jfXr11NZ2d4w7NNPPyU5OZnRo0frPWSh0VK4DUaIS+v9tUfY7Ar2ZWa//2jrpZbUNFPb3Obdxgmumf1GSeMXwp2arVe9vutCSvQ/g8Hgnt3f5k/dvqTxC9EzrZbbw2X3tFn9IRnxJMaYAzUq0QOvM0OT89XH+lLp9RQGdP+LSkpKYsyYMZ0+l5CQQEZGhvvzl112Gb/97W9JT08nOTmZa6+9lmnTpnHssccCMHv2bEaPHs3FF1/M/fffT3l5ObfccgtXX301MTG+p1SKPmgp/PGZYPT8PpDTqbjrH4tkZr/fpMRbGJAaR0lNM1vK6pg6LMPzjeNdDRmbqgMzOCHCiZbG72cn/vZl9+QmaCgZlZPE93sOs6W8njN93YmWxm9vVi92jSa9hidE+Kv1Lo3fXa8v58p+4c4M9TTYT8pTJwaddjV2SOo+61qEhoB14+/NI488wrx58zjnnHOYMWMGubm5vP322+6vm0wm3n//fUwmE9OmTeOiiy5iwYIF3Hnnnf0x3OjhY73+vkNNNLc5iDEbGZqREICBCU9pZRRe1+1rqy80SrAvRKc0fj9srZBl90KRLsvvdXxvtMnsvhButiZoPqQ+97BB3yZpztevRns7s28yQ6IrwJdU/pAXlFyZL7/8stO/Y2NjefLJJ3nyySd73GbIkCF8+OGHAR6Z6MTHZfe2lKsnh8LcJExSl9qvivOS+WxzJZt96siPzOwLAe0z+34E+y1tDvYcVG8ayLJ7ocW9/J5fwX4cYAAUNbiJkd+xEADUlaqP1kSITfFoE+2aRfo+9Q8t2D9wWC0DTYnzYFWtlAFqGn/dAWBSYAco/NIvM/siRPk4s6+dpIvkgrbfueuuyr2d2ZeafSHctKZrFt876G+vaEBRID3BSmaiVaeBCT1oN19Kapqpb/Gyv4nGYACrK5PN1qDTyISIAB2X3fOgwanN7mRHpRbsy8x+f0iJt5Cfoq6gtsXjun1Zfi9cSLAv2vm67F65LLsXKjo2nnJ4ul4qyMy+EB1padlW38uSOqbwG/zo6C/0lxpvJSdZ7f+zrcKPQF3L/JA0fiHaaTP7Htbr76xqoM2hkBRrliVK+9HofC9T+bWVFmT5vZAnwb5o5w72vU3jl+Z8oWJIRgKxFiMtbU72HvRiSSjtd94kM/tC6JHGv7VDeZMIPaNy9OjIr83sS7AvhFt9mfqYlO/Ryzs255Mbo/2nvSO/h+dE98z+gQCNSOhFgn3Rzl2z7/nMfmOrnb0H1QsdmdnvfyajwX0Ru9WbetR4adAnhJvN/wZ97mX3JNgPSYW+nCePJGn8QnTVUKE+JuV49HJ3sC8TRv3K+478rgZ92u9bhCwJ9kU7H9L4tVTV7KQY0hOkLjUUaKn8m725iNVm9ltqwOFjDasQkUKHpfe0GeNR0ok/JGk3YXQJ9iWNX4h27pn9PI9e3t6cTyaM+pPWpG9rRT12h7PvDbRgv748gKMSepBgX7TzIdjfojXnk5N0yNDW9Pa4yQpAXBpqZ2mg6ZD+gxIinGjBm48N+mqabFTUtQIwKidRr1EJHRXm6pDGr2V+2LwomRIi0mnBnwdrryuK0mFmX64j+9Pg9HgSrCZsdie7qj04p3UM9hUvekSJoJNgX7TzYek9rTlfsaSqhgztd7HVm4tYowni09Xn0qRPRDt3Gr9vDfq02eIBqXEkxXqwhJEIupHZSRgMcLDRRlV9q287cafxS7AvhFu9K607se9gv6q+lYONNowGKXnqb0ajwf078KhJn/b7tTdDq5crQImgkmBfqGyN7bNZPs3sy0k6VGgn670Hm2hstXu+Yby2/J4E+yLK+ZnGr91ok+VIQ1ec1cSQdPX36/PsvqTxC9GZokCD5zP7Wn14QWYCsRZTIEcmPKB15Peobt8aDzEp6nNJ5Q9pEuwLlZa6bYrxeLkpRVHc67lLc77QkZEYQ1aStqyUD036ZGZfRLs2bWbftzT+rdKcLyxo/RS2+Fq3L2n8QnTWfBgcNvV5Yt8N+qReP7S4m/SVetmkT+vTIEKSBPtC1XxYfYxPBw+XPimtbaG+xY7ZaGB4ltSlhhJtRtGri9gEbWZflt8TUc699J5/afwS7Ic27Ty5zddgX9L4hehMC/riM8Dcd9NmqdcPLV4vv6etuFAvHflDmQT7QtXsmtmPS/N4E60B3IjsRKxmeSuFkiJfOk3LzL4QKpvvDfoURXGn8UuwH9pG+dLfpCMJ9oXoTAv2PajXh/Zgf7QE+yGhKFftZVLd0EplfUvfG2grLsjMfkiTCE2otJl9b4L9cqlLDVVaR36PmqxotMaMUrMvop2Wxu9hSVNHZR0ynoZlSsZTKCvq0JHf6fShm7SWxq9lgggR7bQZXg/q9VvaHO6u7zKzHxrirWYKMtT/9zya3ddKNRpkZj+USbAvVD4E+1ogKcvuhZ6iDjNWiqdLorhn9iWNX0Q5dxq/9w36tGyaYVkJkvEU4oZkJGA1GWmyOSip8SFgdwf7MrMvBNA+w6vN+PZie0UDDqdCWryFnOSYAA9MeKo9ld+DySKZ2Q8LciUiVO5gP9XjTWRmP3SNyE7EZDRQ09TmXu+7TwkS7AsB+JXGr6WEa83fROiymIwMz1azL3xq0qet1mCTbvxCAO0zvEmeNOdrr9c3eNgrSgRecZ4Xy++5G/TJzH4ok2BfqLyc2W9pc7Bb0q9CVqzFREGmmoq1pdzDVP74dPVRgn0R7bSl1HxI498qN0HDSmGOGuz7tPyepPEL0ZkXM/ubpDlfSPJuZl+68YcDCfaFystgf0dle/pVdpKkX4WiQm878se5gn3tvSBEtGrzY2a/XGb2w8koX1Yu0UgavxCdaeute7TsngT7oUj7feysaqSlzdH7i7Vgv6ECPC0ZFUEnwb5QNdeojx4G++0p/JJ+FaqKve3Ir/3umw7JSVtEL6cD7K4uxF4uvWd3ONlR1QCo50YR+vxafk/S+IXozN2gr/eZfUVROgT7cmM0lOSlxJISZ8HhVNhR2dD7i7VVF9qaoNWLhtAiqCTYFyovZ/a3uJvzyUk6VHndkV9L43e0SlqqiF4d3/tW7xr07TnYhM3uJN5qYmCa91kBIvi0DIydVQ3Y7E7vNtZuBsn5Ugh1kqDBNbPfRzf+0toW6lyrlozIllVLQonBYHDfgNnU1/WjNR5iUtTnUrcfsiTYFypvg32pSw152u9mZ1UDbQ4PLmKtiWA0q8+bDwVwZEKEMC2FHwOYY73aVMuiGZmThNEoGU/hYEBqHIkxZuxOhT0HvUzH18o8JI1fCPU60mFTn/eRxr+5VA0iR2QnEmM2BXpkwkve1e27ftdStx+yJNgXKq+DfdfMvqSqhqyBaepFbJtDYVeVBxejBoPU7QvhrtePV/8mvKB14teavonQZzAYGOX6fXlc8qSRNH4h2mnBXnwGmK29vlTq9UObb036ygM4IuEPCfaFyotgv6q+leoGGwaDNKEKZQaDoUOTPg9T+TvW7QsRjfxZds/1d1YoN0HDSqG3/U00Whq/vRmcXpYACBFp3M35ek/hB9hcLvX6oWy0O9ivR+mrh1NCtvrYWBngUQlfSbAv1HpDrSGVB8G+FjgWZCQQZ5X0q1BW5G2n6XiZ2RdRzr3snnf1+gDbKtRmRoVyEzSsaDett3q7/F7HG0J2qdsXUa6xWn1MzOrzpZvL1L81mdkPTSOyEzEZDdQ2t1FW29L7ixO1YL8q8AMTPpFgX7QHdkazWrfdhy2uk7Q05wt9Rb525JeafRGt3Gn83nXib7Y53DXfhdLLJKxoN2e2eR3sd7ghJKn8ItppwV5C78F+Y6vdfa6UYD80xVpMDM9S/w/sM5Vf+303SLAfqiTYF51T+D2oUd0s9fpho8j1H+kWTzvyS82+iHY+pvFvr6xHUSAjwUpWUkwABiYCZZTr5sy+Q0002eyeb2g0gllr0ifBvohyWhp3H8H+lnL1XJmVFENmopwrQ5XHdfuJksYf6iTYFz4suyed+MOFlp5aWttCbVNb3xvEpaqPUrMvopU7jd+7mX0te0b6mISfzMQYMhKsKAp9ryt9JIsE+0IA7Wn8CZm9vkya84WH4g51+73SavYbJNgPVRLsC6+C/TaH030xJCfq0JcSZ2FAqnox6lE9qrtmvyZwgxIilLX5NrOvBfuSwh+efG7Sp90UkjR+Ee08TONvD/blXBnKPJ7Z127uSM1+yJJgX3gV7O+ubsTmcJIYY3YHkSK0edWRX2r2RbSzdVh6zwvuZfck2A9Lo/yt25eZfRHtvAz2R8uEUUjTbsbsPtjYe3lTxwZ9fXXuF/1Cgn3hVbCvnaQLc5MwGr1bg1r0D6868kvNvoh2fqbxS7Afngq9XblEY5VgXwigQxp/z8G+06m4/8YkOzS0ZSfFkpkYg6L0kfGk/b6ddrl2DFES7Auvgn3tJC31+uHDfRHrSZM+98y+nLBFlPIhjf9wo43K+lZAavbDld8z+7ZGnUckRBhRlA4z+z3X7KtNMB1YzUaGZXp3Q1UEnza732vdvjkGYlPU55LKH5Ik2BfeBfuugLFI7siGDe3u+baKBpzOPlKstJp9adAnolWb92n8Wgr/wLQ4EmPMgRiVCLBROeqysxV1rdQ02Tzf0J3G3xyAUQkRJmwNYHetx97LzL6WHToqJxGzSUKQUDfa47p9adIXyuQvTfg0s18sM/thoyAzAYvJQEOrnZKaPi5IO87sS+2ViEY+1Oxrs8GFMqsftpJi25uZbqvwoiO/pPEL0T6ja0notQTK3ZxPlm4OC7L8XmSQYF94HOzXNrVRVqveuR0lwX7YsJiMjMj2sB5Vq9l3tql36oWINu6afc+D/S1Srx8R3B35vUnllzR+ITxedm9TmdTrhxPt97SlvL73zFDt994gafyhSIJ90SHYT+31ZVo39wGpcSTHWgI8KKGnIk/r9i1xYIpRn0vdvohGPqTxb5NgPyK46/a9adInafxC+LDsngT74WBYVgJWk5GGVjsHDvdyjkvo0JFfhBwJ9kX7mup9zOy3d1CVC9pw4w72+5qxMhikbl9ENy/T+BVFkWX3IkRhrlq332vn6SO50/hlZl9EMQ+C/drmNncpoSy7Fx4sJiMjXf1MNvU2WSRp/CFNgn3hcRq/NrNfJLVWYUc68gvhIW2G1sM0/tLaFupb7JiNBoZlJgZwYCLQtJn9rRX1KJ72LHGn8UvNvohiHnTi164/8lNiSYmX7NBw4VHdvnaTR9L4Q5IE+9HObmuvze4j2NeW3iiSmf2wo52sd1c30tLm6P3FWt1+s8zsiyikzdB6OLOvpXwPy0rAapb/UsPZ8KxETEYDtc1t7qUU+yRp/EJ0qNnvuxO/pPCHF4+CfZnZD2lyZRLtWmpcTwwQk9Ljy5xOxZ3aKDP74Sc7KYbUeAtOBXZU9tF4T+vdIDP7Ihp5mcavlTeNkk78YS/WYmJohvp79ziVX+s8Lmn8IpppS671GuxLc75wpJXubi7vbWZfW3pPZvZDkQT70a5jcz5jz2+HfYeaaG5zEGM2ui+GRPgwGAztdft9duR3ZXg0SbAvopCXafzasntFUq8fEbSSp22eduS3qMv1SRq/iGoe1OxrwaIE++FF66+w/1Az9S1t3b9IK99orJJlm0OQBPvRzst6/VE5SZhN8rYJR1pGRp91+1qDPpnZF9HIyzR+mdmPLO66fU9n9iWNX4g+l96zO5zuvylp8hxeUuOt5KXEAr1MFmlp/PZmWbY5BEnUFu08DvZl9ircFXm6hrT2XnCXeAgRRbSgzYNg3+5wstNVFiPlTZGhMMfLmX1J4xeiz5n9PQcbabU7ibOYGJKREMSBCT30WbdvTQCL6/faIHX7oUaC/WjnabBfJktLhbsi98naw2BfZvZFtHE6oc3zmv09BxuxOZzEW00MTIsL8OBEMIxyp/E34HR6kI4qafwi2jkd0HRQfd5DsL+pwzWkyWgI1siETtx1+7026XP97hulbj/USLAf7bxM45daq/A1KicRgwGqG1qpbuil07QE+yJa2TukYntQs7+1XJ3VH5mThFEuYCPCkPR4rGYjzW0O9h/2IIDXZrMkjV9Eq6ZDgOvGWHxGty+RTvzhTfu9beptskhr0ifBfsiRYD/aeRDsN7ba2XtIveiRNP7wFW81MyTdg07TEuyLaNUxYDP3PVO/1XUTtEjq9SOG2WRkZHYi4GHdvnZTSNL4RbTSgru4dDCZu32JFuyPlnr9sKQF+1vL63D0lPGUIDP7oUqC/WjnQbC/raIeRYGspBgyEmOCNDARCFoZRq+pWBLsi2hlcwVs5rheVyfRaP0vRslN0IjiVd2+pPGLaOdJJ34t2M+Xmf1wNDQjgViLkZY2J3sO9nBjU2vOKMvvhRzdg/177rmHKVOmkJSURHZ2NmeddRZbt27t9JqWlhauvvpqMjIySExM5JxzzqGioqLTa/bt28fcuXOJj48nOzubG2+8EbvdrvdwhQfBvjTnixxaEzGPZ/ZlCRURTbxcdm+rnBsj0ih3M1MPukprafz2ZrXngxDRpo9g/2BDKxV1aulgoTQyDUsmo8H9u9tU2sNkkczshyzdg/2vvvqKq6++mmXLlvHpp5/S1tbG7NmzaWxsvxP0m9/8hv/973+88cYbfPXVV5SWlvKTn/zE/XWHw8HcuXOx2Wx89913vPDCCzz//PPceuuteg9XeBDsty+XIifpcKcFJT0unwLt7wWHrb1ZmRDRwItl95ps7eVNsuxeZHHP7HuTxg+dez4IES36WHZPawo8NCOexJju0/xF6BvdV5O+RKnZD1W6/9UtWrSo07+ff/55srOzWbVqFTNmzKC2tpZnn32WV199lVNOOQWA5557juLiYpYtW8axxx7LJ598wqZNm/jss8/IyclhwoQJ3HXXXdx0003cfvvtWK1WvYcdvTwI9rU/bJm9Cn9aR/5tFfXYHU7Mpm7u91niwWRVg/3mw+1LSwkR6Wyed+LfUdmAokBGgpWsJClviiTazP7OqgZsdidWcy/zIh17O9ia5Hwpoo8W3GnB3hGkOV9k6HP5Pe1mj3bzR4SMgNfs19bWApCeng7AqlWraGtrY9asWe7XFBUVMXjwYJYuXQrA0qVLGTt2LDk5Oe7XzJkzh7q6OjZu3NjtcVpbW6mrq+v0ITzQR7CvKEqHNH45UYe7wenxxFlMtNqd7DnYw6y9wQCxqepzqduPCHJ+9JAXafzaeVFm9SNPfkosSTFm7E6F3dV9NN4zGtsDfsmECktyfvRTH2n8m9zN+eQaMpwV97V8szuNvzJIIxKeCmiw73Q6uf766zn++OMZM2YMAOXl5VitVlJTUzu9Nicnh/LycvdrOgb62te1r3XnnnvuISUlxf0xaNAgnb+bCNVHsF9e10Jtcxsmo4Hh2TJjEe7Uuitp0hdt5PzoIS/S+LUU70LJeIo4BoOhQ92+Nx35JdgPR3J+9FOfafwysx8JtOze8roWDjfaur5Alt4LWQEN9q+++mo2bNjA66+/HsjDAPCHP/yB2tpa98f+/fsDfsyw53RAi5p50VOwv8V1B294VgIxZlOwRiYCqM9ULJBgP8LI+dFD2sy+B8G+FgRKsB+ZRnlTt6+9X6Qjf1iS86OfepnZb7U72FGpNroslk78YS0p1sKgdDWLqdvrR+3333wYHG1BHJnoS8A6ZVxzzTW8//77LFmyhIEDB7o/n5ubi81mo6amptPsfkVFBbm5ue7XrFixotP+tG792muOFBMTQ0yM1E16RQv0oT1t+wibtXWkJYU/YvTZZAUk2I8wcn70kLb0niWu99fR3rhUgv3IVJiTCHg4s2+Rmf1wJudHP2lp290E+9srGrA7FVLiLOSnxAZ5YEJvxbnJ7D/UzKayOo4bcUQmR1waGIygONVsj+S8/hmk6EL3mX1FUbjmmmt45513+PzzzykoKOj09UmTJmGxWFi8eLH7c1u3bmXfvn1MmzYNgGnTprF+/XoqK9vrPj799FOSk5MZPXq03kOOXlogF5MMpu7v+2gz+0V5ckEbKfqsuwIJ9kV00oK1PpqsHW60UVmvLiUlNfuRSUvj3yZp/EL0zp3G3zXY3+RO4U/CYDAEc1QiAHq9fjQaIV5r0iep/KFE95n9q6++mldffZX33nuPpKQkd419SkoKcXFxpKSkcNlll/Hb3/6W9PR0kpOTufbaa5k2bRrHHnssALNnz2b06NFcfPHF3H///ZSXl3PLLbdw9dVXy91XPbnr9VN7fIl72T2Z2Y8YWkd+re4qLaGb1S0k2BfRyMM0fm22d2BanCwlFaG05ff2HWqiyWYn3trL79niujlk66OZnxCRxtYENjVNv7ua/c3u5nwpwRyVCJA+y0ATs9VMDwn2Q4ruM/tPPfUUtbW1nHTSSeTl5bk//v3vf7tf88gjjzBv3jzOOeccZsyYQW5uLm+//bb76yaTiffffx+TycS0adO46KKLWLBgAXfeeafew41ufTTna7U72FmlnsRlZj9yJMaYGZyuBjM9nrAl2BfRyMM0fncKv8zqR6yMxBgyE60oCu6a4x5p7xftZpEQ0aLJNatvsqpZokfY3GFmX4Q/bUWFHZUNtDmcXV8gy++FJN2nJBRF6fM1sbGxPPnkkzz55JM9vmbIkCF8+OGHeg5NHKmPYH9nZaO71io3WWqtIklxXhL7DjV1X3cF7dkeEuyLaOJeeq/3NP4tUq8fFQpzk6jecZAt5fWMG5ja8wsljV9Eq47N+Y5I01cUhU2lrpl9ac4XEbRstoZWOzurGrr285Ll90JSQLvxixDXR7C/xd2cT2qtIo12gu6xbt89s18TnAEJEQq0YK2Pmf1t0ok/KnjckV/S+EW06mXZvdLaFupa7JiNBkZkJwZ5YCIQjEaDewm+XjvySxp/SJFgP5r1Gey7mvPJBW3E6bPuStL4RTRyp/H3PLOvKIo7jV9WKYlsWplGnx35JY1fRKtelt3TZvVHZCfK0s0RpNcmfe5gX9L4Q4kE+9Gsj2BfCwS1hm4icvRZdyXBvohG7jT+nhv0HTjcTEOrHYvJwLCs3tP9RXjzuCO/O41fZvZFlOkl2G9vzifXkJGk18kimdkPSRLsRzOZ2Y9aWt2VzeF0N2HsRIJ9EY08SOPXZvWHZyViMcl/oZFspCv1uKKulZomW88vdKfxS82+iDK9pPFrM/vFEuxHFK3ZYq/BfoPU7IcSuVKJZr0E+wcbWqmqb8VgkHWkI1HHuqst3aViae+JtiZoawniyIToR+5gv+cZey2lW26CRr6kWAsDUtUbP9sqeunIL2n8Ilr1NrNfLs35IlFhbhIGA1Q32KisP+L6UNL4Q5IE+9Gsl2B/k+uOXUFGAgmyjnRE6jUVKyYZDK7TQ0tN8AYlRH+y9T2zr/29FEq9flTQbupsLe+hvwm0r94gafwi2vQQ7De02tl7UD2fysx+ZIm3minIUM95Xer2Ezuk8XuwOpsIDgn2o1lvwb6WfiV3ZCOW9h/wpu6CfaMRYlPV55LKL6KFFqz1svSeuzmfrBsdFbS6/V6b9FlcNfuSxi+iTQ/B/hbXdUVucizpCdZgj0oEWI+TRfGucg5HK7T2coNUBJVM2UazXoL9jaXSWCXStddd9bL8XvMhCfZF9NDSsC3dN+hrtTvYVa3eEJA0/uhQ6F5+T9L4heiih5p9LQgsjtCbom2ONpodzbTYW2ixt9DqaMWAAaPRiMlgwmQwkWBJINGaiMVo6e/h6q44L4kP1pd1Dfat8WBNBFuD+t6ITemfAYpOJNiPVk6nR2n8R8nMfsRqr7tS+zNkJcV0foE06RPRpo80/h2VDTicCsmxZnKTY4M4MNFfRnVYfk9RFAwGQ9cXSRq/iEZOZ4eZ/exOX9pUFr7N+RxOB+VN5eyt28veur3sq9tHRVMFB5sPUt1czcGWgzR68bceZ44jyZpERmwGuQm55CXkkZuQy8CkgQxPGc6g5EFhd0Og9478ma5gvwoyhgd5ZKI7EuxHK1v9/7d353FR1esfwD9nZpgZYJhh33dkEdxABXG/YkruW2b1K/WWtpl1LbNbluatsG5pZtotc2nPLbTMLMVdURQVRUBlUWSXfYdZvr8/hhkYWdQEZpx53r18GeecOfOcAR/Oc74bwJqWXNN0125S16hEZtMM7TSxivHSjLvKLK5Ban4lHKxum2CHin1iShhrnqCvnW78zV34pW0XfcTo+DpYgs/jUFEnR1FVA5zaeshD3fiJKaovB1QK9f/f1rKfnKsuAnu5GXbLrlwlx7Wya0gtSUVKSQpSSlJwtewqGlUdrL7RAo/jwVxgDhFfBMYYlEwJFVNByZSoU6h7+tQp6lCnqENRbRFSS1NbnUPAE8Bb6g1/a3/0su+FPg590NOuJ0R8UatjDYWm2M+4VYN6uRJiM37zTktHoOw6Lb9nQKjYN1WaAs7MAjDTvXlJK6iEigH2EhEcraj1ypj1dJFqi/3hAVTsExOmqAfQNKFQOy37tByp6RGb8eFtZ4GMWzW4UlDVcbFP3fiJKdF04RfJAEFzYdqoUGkfjPY2sGJfoVIgpSQFCQUJOFtwFueKzmmL8pbMeGbwsPKAp9QTXlZecJG4wN7cHnZiO9iZ28FWbAsLgQUEPEG7D34VKgWqG6tR1ViFysZK3Kq7hfyafBTUFCC/Jh/ZldnIrMhEnaIO6eXpSC9Pxx/X/9C+f0/bnujv3B+DXQcj1DHUoIp/F5kYMnMzVNTJkV5UrftQh5bfMzhU7Juq2lL139SF36S1O+4KoGKfmJaWrbLtjNlvLvYpN5qSIGcpMm7V4GphVeuHooB6nCpA3fiJaalpKuZua9W/WliFRqUKMnMzuNu0v7JJd6lsrMTxnOM4fPMwjuceR5Vcd54iK6EVgu2CEWwbjGC7YPS06wl3iTv4PH7bJ7xLAp4A1mJrWN/We7YlFVMhvyYfGeUZuFJ6BReLL+LirYsorS9V/3/xRWxO3gwxX4z+zv0x1HUoRnuNhrOl833Fdr84jkNPFyucyixFSn7lbcV+088DLb9nMKjYN1V3MzkfFftGT1O0tDlJHxX7xJQ0Nk3AJjAH2rnJ0yy/Fkgt+yYlwEn9UFTzsKcV6sZPTJGm5VaiO14/ObcCANDLTX/DnSobK/HX9b+w7/o+JBYkQsEU2n1SoRQDnAZgoPNADHQeCH8bf/A4/SxOxuN4cJO4wU3ihuHuwwEAjDHkVOfgQtEFnMo/hfi8eNyqu4UTuSdwIvcEPjzzIfo49MEYrzEY7TUabhI3vcTe00WKU5mlrRuLLFssv0cMAhX7puoult2jmfiNn2ZpxYxb1WhQKCEStChyqNgnpuQO4/XLahpRWNkAgIp9UxPoLAGgbrFsk6bYV9SpJy3j0arGxARoZ+LX7e1ySVPsu3ZvF365Uo5jucewJ3MPDt88DLlKrt3nJ/PDSI+RGOkxEr3te993q31X4jgOHlYe8LDywES/iWCMIb08HSfzTuJg9kGcLzqPi7fUPQA+PvsxwhzDMNV/KsZ4jYFFO73SukK7k/RpHv5QsW8wqNg3Vdpi31pns1LFkFZg3N34FSoFqhqrUNFQgRp5DeQqORQqBRRMAZVKBQFPACFfCCFfCBFfBEszS9iIbQxqvFRncZWJIRULUFmvwLXC28ZdaX426sr1ERoh3auxqQt2O8W+plXXw9YcEhH96jQlmhn5rxZWQaVi4PFua60UtrjBVtS1+zNEiFHRduPXLfaT87p3cr6CmgJsu7INO6/tRGl9qXZ7D+semOA7AQ95PQRPqWe3xNIVOI6Dv40//G38MTtkNm7V3kJcdhz239iPs4XqeQfOFZ1DzOkYPOzzMB4JfAQhdiFdHpemRricV6m7Uom2Gz8V+4aC7lhMVTst+1nF1aiXq2Ah5MPL7sG8YSmrL0N6eTqyK7ORX5Ov/VNQU4Dy+vJW47XulrnAHLZiW9iIbOAicYG7xF3d/crKDV5WXnCzctNbV7C/i+M4BLtK2x53RS37xJRouvG3OxN/Uxd+J+N8CEra52VnCaGAh3q5CjfLalv/bhS0GJfcWEvFPjENmmKuRTd+uVKlbentymKfMYaEggT8mPojDucchqppdSl7c3uM9xmPCX4TEGgTaJSrpjhYOGBW0CzMCpqFwppC/Jb5G2KvxSK7Khs7r+3Ezms7EeYYhieDn8Q/PP7RZb0YApysIBTwUFWvwI2SWnjbN+U96sZvcKjYN1XaCfpsdTZrxusHOVuBf3vrhYFhjCGnKgdJxUlILk5Gepl6NtOS+pK7er3ETAJLM0sIeAKY8cwg4AnA43hQqBRoVDaiUdmIBlUDahproGAK1CnqkFudi9zqXCSXJLc6n7nAHP42/giwCUCATQB62/dGoG2gwa+f2stVhlOZpUjOrcDMAR7NO6jYJ6bkLlv2e7pQF35Tw+dx8HeU4HJeJa4UVLUu9nk8dcGvqGseDkKIsatuKuZaTNCXXlSNRoUKViIBvGw7v0u5iqlw6OYhbLy0EZeKL2m3hzuHY1bQLIz0GGnw91ydycnSCc/0fgZP93oa54rOYfvV7fgz609ta7+bxA1PBj+J6f7TIRZ07upaZnwegl2kuHCzHEk55VTsGzAq9k1VXVOxb6Fb7DfPxG9Yy6UA6iSfWpqKU3mntGOWyhraLkTdJG7wlnnDzdINLhIXuFi6wNnSGbZiW8hEMlgJre76FwJjDFXyKpTXl6OsoQwldSXIq85DbnUucqpzkFOVg+zKbNQp6rTjqDTEfDF62fdCqGMoQh1DMcB5AMwF+p+dtqXe7urvtWacnZa22C/v3oAI0Ye7LPZpvL5pCnS2wuW8SlwtrMKYkDZmwhZaULFPTIummLNsbtnX3EcEu0pbD3e5Dyqmwh9Zf+DrS18jvTwdACDiizClxxQ8FvQY/Kz9Ou29HkQcx6G/U3/0d+qPRf0X4ee0n7Ht6jbkVudiZcJKbLy0EU/3fhozAmZ06pDUPu4yXLhZjks5FZjcr2miQM3PQ10ZoJQDfNN5+GKoqNg3VZqWfQs7nc0pBjYTf0FNAY7nHkd8XjxOF5xGRYNuQWrGM0NPu57oY98HATYB8Lfxh6/Mt1MnKeE4DlKhFFKhFJ5oe9yXQqVAdmU2rpZdxdWyq0gtTcXFWxdR2ViJs4VncbbwrDbeMKcwDHEdgsGugxFgE6D3bmaarnap+ZVQKFUQ8JuGImiK/YYKQKkA+JQuiBHTFPtmrYt9lYppJ2cLomLfJAU2jdtPbXdGfksAJTQjPzEdNa1n47/cVOz37qQu/IwxnMg7gU8TP8WVsivqtzOTYFbQLPxfz/+DnbndHc5gehwtHLEwbCHm9ZmHX9N/xdfJX6OgpgArE1Zi06VNmN9nPqYHTIeAd//3dJrv88WWjUXmNgDHA5hKPYmj1OW+34fcH7p7N1V1rbvxM8aal93T40z81yuuIy47DnHZcTrdtADA0swSA50HItw5HH0d+iLINghCvlBPkTYT8ATwtfaFr7Uvon2iAaifRGdVZOFC0QWcLzqPhIIE5Nfk43T+aZzOP41ViavgaumKKK8ojPEagz4OffQy5t/HzhISkQDVDQqk36puXkO85dqw9RWAJf1SJUasg5b9G6W1qG1UQiTgwfsBncuE3B/NzNOaB+KtmDX12KKWfWIqtN34myfo087E3wnF/uWSy1h1dhUSChIAAFZmVpgdMhuP9XwMUqFhNEgZMnOBOR4NehRT/adiV/oubLi0AQU1BXjv9Hv4Ke0nvDbwNQx1G3pf79HXwxqA+iGPUsXUw395PMDCXv0wqOYWFfsGgIp9U1Xbuht/bnkdSmsaIeBx3d5VtaCmAL9l/Ia9WXu1XbQAgAOHPg59MNh1MCJdI9HLvtcDMx6Lx/HgZ+0HP2s/TA+YDsYYrldex8m8kziRewJnCs4gryYP36V8h+9SvoOjuSOivKIwwXcCetv37rYWfx6PQ4irFKezSnExp6K52OcLAJEUaKhUd8eiYp8Ysw6K/ct56hvYIBdpc88XYlI0M09nFdegukHRekUGzYz8VOwTU9BYA8ibcmZTsa9QqrRDQe+n2K9oqMCac2uw4+oOMDCY8czweNDjeKb3M7Bu2QhB7oqQL8TMwJmY0mMKdlzdgS+SvkBGRQaeP/A8hrgNwZKBS+Aj8/lb5/ZzkMDcjI+aRiWyiqvRw7GpdrB0aC72id5RsW+q2pig72KO5obWCmKzrl+DtFZeiwPZB/Br+q9IKEgAAwMACDgBwl3CEeUZhVGeo2Bvbn+HMz0YOI6Dj8wHPjIfPNHzCdQp6nAy9yT2Z+/H4ZuHUVRXhJ/SfsJPaT/BV+aLyT0mY6LvRDhYONzx3Pert5sMp7PamqTPurnYJ8SYdTAbv6bHk7EuR0ruzE4igrNUjILKeqTmV2Kgt+58N9rhH5qHRoQYM00RJxADInWBl1lco13Nycf+3ntAqZgKu9N3Y3Xiau18TON9x2Nh6EK4Slw7LXRTJeQL8XjPxzHedzy+uvgVfkz7ESdyT2B6/nQ82+dZ/LPXP2F2j+Pr+TwOvdykOHO9DBdzKpqLfYkDUAQq9g0EFfumSKlQj8MGdFr2k3LKAQB93K279O3Ty9Lx85Wf8VvGb6hVNLeCDHAagEl+kzDKcxRkIsObILCzmQvMEeUVhSivKDQqG3Eq/xT2Zu3FgRsHkFmRidWJq7Hm3BoMdRuKx4Iew2DXwV3Wzb/DSfrKs6nYJ8ZP0yJLxT5pR4irFAWV9bicW9FGsa/pxl/X/YER0t1qitV/WzoATb0Qk26WA1D/O7nX1Zzyq/Px9sm3cTr/NADAT+aHtwa9hYHOAzstZKImE8mweOBizAyciZUJK3E89zg+v/A59l3fh+WDl6OvQ997Ol9vN2ttsT8tzF29kWbkNyhU7JsibeHG6YzLvtTUst+nC9ZGVagUOHzzMH5K+0k7/goAPK08MdFvIib6TYSbxK3T3/dBIeQLMdx9OIa7D0dVRBX+vP4ndqfvxoVbF3A05yiO5hyFt9QbjwU9hsk9JsOyjUnE7scdJ+mjYp8Yu3a68TPGkNLUjd8QVykh3SfEVYq4tCLtwx8d1I2fmJLqpsn5WozXP99U7Id62tz1aRhj2J2xGx8mfIhqeTXEfDFe6PcC/i/4/x6YIZsPKi+pF9ZHrccfWX9gZcJKpJen46k/nsKzfZ7F/D7z73oCvz5NjUUXmxoMAVCxb2Co2DdFmsn5xDLtDOsqFWsu9juxZb9eUY/Y9FhsSd6CvJo8AOqx7KM8RuGxoMcw0Hmg3mejNzRWQivMCJiBGQEzkFWRhW1XtmFX+i5cr7yOmIQYfHb+M0z3n445IXM6rYt/u5P0UbFPTEU73fiLqhpQXN0IPo+jmfhNXHDTw542i33qxk9MSU3rYv9CdjkAILRp0rY7qW6sxjsn38H+G/sBAH0c+uD9Ie/DW+bdiYGSjnAch3G+4zDYdTA+PPMh9mTuwRdJXyA+Lx4rh6+8q0Y4TbF/Oa9FY5G22C/uyvDJXaKZhkxRG5PzZZXUoKpBAZGAhwAnyX2/RVVjFb6+9DXG7hyLD05/gLyaPNiIbDCv9zzsm7YPq/+xGuEu4VTo34GPzAdLwpfgwCMH8FbEW/CR+aBGXoNvU75F9M5ovHfqPeRV5933+/B4nHa5Rc1DHwBU7BPT0c7Se8lNQ1v8HCy7ZS4TYrg0wziuFVWhUaHS3alt2adu/MQEaFpsJeqirrZRgbQC9UOwfp7Wd3z51bKrmPX7LOy/sR8CngAvh72Mb6O/pUJfT6zF1ogZFoOVw1ZCYibBhVsX8Mivj+DIzSN3fK23nSWsRAI0KFS4VtT00FxT7Gt6gBC9omLfFLWx7J6m+02I6/3NNl0rr1UX+TvGYs25NSitL4WrpSvejHgTf834CwvDFsJFQstw3CtLM0vMCpqF3ZN3Y33UeoQ6hqJR1YitV7Zi/C/j8faJt5FfnX9f76FZLzX59vVSASr2ifFrbHvMfvN4ferCb+rcbcwhMzeDXMlwtbBKd6d2zD617BMTcNuyexdzKqBigLNUDBeZeYcv/T3zdzzx+xO4UXkDzpbO+Cb6GzzT+xnwefQwVd/G+47H9onb0c+hH6rkVXjp4EvYcHEDGGPtvobH47TzPp1v6t1B3fgNCxX7pqi2RP23ReuZ+P9uF365So6taVsxPnY81pxbgyp5FXxlvnh/6PvYM20PHgt6DGKB+H4jN3kcx2GY+zB8E/0NNo3dhEEug6BgCuxK34UJsRPwydlPUNFQcecTtUHTFSuJWvaJKdKO2bfQ2axZdi/YhSbnM3Ucx2l/DlJu78qv7cZPY/aJCahqalyQOAMALjSN1+/XQRd+xhj+l/Q/vHHsDdQr6zHYdTC2TdiGPg59ujhYci/crdyxKXoTZgXOAgPDZ+c/w+Kji9GgbGj3Nf291PeKiTea7hWpG79BoTH7pkjbjb953XRNsd/X495br47cPIKPznyE7KpsAICbxA0LQhdgnM+4Lps93tRxHIeBzgMx0Hkgkm4lYc25NThTcAZbLm/Bzms7Mb/3fDzR84l7WkZF80s6Ja8S9XKlussyFfvEVGgekt22jrOxzsSvYioU1xXjVt0tlNSVoLiuGCV1JSitL0Wtoha18lrUKmpRp6hDo7JR+zoO6qFXIr4I5mbmsDSzhIXAApZmlrAV28Le3F77x9HCEVKh1KiGa4W4ShGfWdL0EKjFMqXUjZ+YEk2xL1X31Dyfrb5HCG2nC79cJceK+BXYlb4LADAnZA5eCXuFWvMNlBnPDG8NeguBtoF4//T7+PP6nyipK8Fnoz6DlbD13DVh2mK/qb6QaIr9IoAx7YoNRD+o2DdFt3XjlytV2tare2nZz67MxodnPsTRnKMAAFuxLZ7r+xxm+M+457U6yd/X16EvNo7ZiGO5x7A6cTXSy9PxSeIniE2PxVsRbyHcJfyuzuNpawE7SyFKahpxOa8C/b1sqdgnpqNeU+w3P/CsqJUjp0xdvAU/oMV+rbwW18qv4UrpFWRXZiO7Khs3q24ipyoH9cr6Ln9/K6EVPK084Sn1hKeVJ7ykXgi0DYSPzOeBnG07xE39c9Bqkj4zTbFP3fiJCagqUP9t5QrGmLb7dlsz8TcqG/Hakddw6OYh8Dge3gx/E48GPdqNwZK/a0bADHhJvbDw4EKcLTyLp/98Gl+M/gJ25nY6x4V52oDjgOsltSiuboC9hb16h7IRaKjU+b1Kuh8V+6aoRrcbf2p+JerlKkjFAvjY3XlJN7lSjg2XNuDrS19DrpJDwBPgqeCnML/P/E5fEo7cHY7jMNx9OIa4DsGvGb/i03OfIrMiE0//9TTG+YzD4oGLYW9uf8dzhHnZYH9KIc7dKKdin5gOlQqobyreRM1F/cXccgDqB2HWFkI9BHZv6hR1SC5ORtKtJKSWpOJq2VXcqLwBhrbHW/I5PuzEdrAzt9O2xtuIbSAxk8BcYA4LMwtYCCzURXnLhhkGNCgbUKOoUfcAkNeiWl6N0vpSFNcVa/+UN5SjqrEKl0su43LJZZ33NuOZoYd1DwTZBiHINgihjqHwt/G/6+We9EUzd0PK7cuUaop96sZPjJ1KpdOyn19Rj6KqBvB5nHbuH40GZQMWHV6EozlHIeQJsWrkKozwGKGHoMnfNdB5IDaN3YTnDjyH1NJUzP1zLjaP3axT8MvMzRDgaIUrhVVIvFGGsSHOgFCiXuWmppiKfT0z7N+qpGtUF6r/tlKPtTpzXV3IDfC2BY/XcVebtNI0vHX8LVwtuwoAGOw6GG+EvwEfmU/XxUvuGp/Hx1T/qRjlOQprz6/FtivbsDdrL07kncDbg97GWO+xHb6+f1Oxn3ijDPOA5mJfM88DIcaosQrQFMQtbko0rVUdjUPVp7L6MiQWJuJc0TlcKLqA1JJUKJii1XEO5g4IsA2Aj9RH28LuaeUJZ4lzl7au1ynqkFOVo+1RkF2VjczyTFwpu4IaeQ1SS1ORWpqqPd5CYIG+Dn0R6hiKUKdQhDqGQsQXdVl8f4efg0S7TOnVwurmHh/UjZ+YitpiQKUAwAESJyRcVM+4HuwihbmwuVu+XCXHvw79C8dyj0HEF+GzUZ9hsOtgPQVN7kdPu5749uFv8fSfTyOrIgvP7n8WG8duhEzU/PsyzMtGt9i3tFcX+9VFgJ2fHqMnVOybouqm7lcSJwDNY2w0E2y0RalS4qtLX+GrpK+gYArYiGzw5qA3MdZrrFGNxzQWMpEMSwctxdQeU7E8fjnSStPw2pHXcDD7IN6MeFMnQbeknWQluwyMMXBNPyOoLwcUDYDAsG68CekUmi78fBFg1jyR6N1MOtWd5Eo5km4l4WTeSZzMO4mUkpRWrfaO5o7o59gPIfYhCLIJQoBtwB179XQVc4E5/G384W/jr7NdxVTIrc7FldIrSCtN0/ZGqJZXIz4/HvH58QDU8wIMcBqASNdIDHYdjB7WPfT++4bP49DXQ4YT6SU4f7OsudinbvzEVFQ2LfcrcQT4ZjidpW4MiPBpnvSZMYblJ5fjWO4xiPlifB71OSJcIvQRLekkXlIvfD3ma8zZNwdXyq7ghQMvYMOYDbBoyn0DvGzwU0J28yR9Vq5A2XWgMld/QRMAVOybJs26lxJHMMa0LfsDvW3bPLy4rhhLji5BQkECAOAhr4fwVsRbrcbsEMMTYh+CH8f9iP9d/B82XtqIvVl7ca7oHFaNWIXeDr1bHd/bTQYBj8OtqgbklNXBw8YG4AvV466qCwFrTz1cBSFdrI3x+oyx5mL/LtaN7ipl9WU4fPMwDt08hNP5p1Gr0O0m3sO6B/o79Uc/x34IdQyFq6Wr3gviO+FxPHhYecDDygOjvUYDUD9QTi9Px4WiCzhXdA5nC86iqK4IJ/JO4ETeCQDqBxlD3YciyjMKES4Remv1D/O0URf72eV4IsJLvVEoUf/dUNX+CwkxBpou/FbqyflOZ6objCJ8m+8J15xbg18zfgWf4+OTkZ9QoW8kvGXe2DBmA+b+ORcXiy9iybEl+HTkp+Dz+BjgrW4supRToZ7k2doDyAZQnq3foAkV+yZHpWxe91LihOzSWtyqaoCQz9MuvdbSmYIzWHxkMUrqS2AuMMc7ke9gvM94g7+ZJM3M+GZ4KfQljHAfgTePv4kblTcwe99s/Dvi35jhP0Pneyk24yPETYakm+U4l10GD1sL9dI6FdlAFRX7xEi1UezfLK1DaU0jhHxet8/EX1BTgLjsOMRlxyGxMBEqptLusxXbYpDLIAxxG4JIl0g4WDh0a2xdhc/jI9A2EIG2gXg06FEwxpBRnqHuxZB/EokFiSiqK8Iv137BL9d+gYXAAsPch2GUxygMcx/W5gzRXUUz47hmBnIAgLl6G+rKuy0OQvRC07Jv5YKiynpkFteA44Dwpgaj3em7sTF5IwBgWeQyDHcfrq9ISRfwt/HHuqh1+Oe+f+LwzcNYc34NFvVfBE9bC9hLRCiubkDSzXJEyJpWK6nI0Wu8hIp901NbAjAVwPEASwecvap+QtvLTapeaq2F2GuxWBG/AgqmQA/rHvhk5CfwlfnqI2rSCfo49MHP43/G0hNLEZcdhxXxK3C5+DKWDlqqMynWAC8bJN0sx6nMUkzu5wZYOTUV+/l6jJ6QLtRGsX/+prqQ6+kqhUjQ9ctDFdUW4Y+sP7Avax+SS5J19gXZBmGU5yiMcB+BINsgk1jSlOM49LDpgR42PfBUyFNoUDYgsSARh24ewsGbB1FUW4Q/r/+JP6//CQFPgCGuQzDedzxGuI/QdivtKv081C1YGbdqUFErh8zCrHnJxvpyWmqKGLcWk/OdzlK36gc5SyGzMMPlkstYEb8CAPBc3+cw1X+qvqIkXaivQ1/8Z8h/sOTYEmxO3owe1j0wyW8SIv3s8FtSHk6kFyPCTlPs39RvsISKfZOjWS7Fwh7g8bVjrVp24VcxFdaeX4uvL30NABjnMw7LBy+HucC828MlnUsilGD1yNXYfHkz1pxbg53XdqKotggfj/hYe4M82M8OG49n4WRGcdOLmsbtayZ2JMTYaGbiFze34Gu68Id24Xj9qsYqHLhxAL9n/Y6E/ATt+HsOHEIdQxHlGYVRnqPgbuXeZTE8KER8EQa7DcZgt8H4d8S/cbn4srb3w/XK6ziScwRHco7AXGCOKM8ojPMZh0Gug7pkAkJbSyG87SxwvaQWF3LKMSLAoXmCPpVC3YOOT7dXxEiV3VD/LfPQ3kMO8rVFWX0Z/nXoX2hUNWKE+wg83/d5PQZJuto433HIrMjElxe/xHun3kMvu14Y1sMevyXl4Xh6MRb5NhX75VTs6xv9NjI12vH6TmCM4dg1dUE3pId6AicVU2FF/ArsvLYTAPBsn2fxYr8Xqdu+EeE4Dv/s9U/4ynyx+MhiHMs9hmf+egbro9bDWmyNcB9b8HkcbpTU4mZpLTyaxuVpHxQRYmwUTTOot2gR1oxDDetg4tK/Q66S41jOMezJ3IMjN4+gUdWo3dfPoR/G+47HaK/ReptU70HA43jo7dAbvR1645X+ryCjPAN7s/Zib+Ze5FTnYE/mHuzJ3ANbsS3Geo/FlB5TEGwX3KkxhHna4HpJLc7dKFMX+y2XDFQpqNgnxqssCwDAbHxwNF59DznIxxbvnHgH+TX58JJ64YNhH5hEDyRT90K/F5B0Kwmn8k/h1SOv4pOhmwAASTkVqDb3hgRQt+xTbye9on+JpkYzK6aVMzJu1SC/oh5CAQ/hPrZQqpRYdnIZdl7bCR7Hw4rBK7AgdAEV+kZqpMdIbBizAdYia1wqvoT5++ejoqECVmIz7ezjJzOK1d34geZVHAgxNiql+m+eurt+eW0jUgvUrf2DfNueuPRe3ai8gVWJq/DQ9ofw8qGXsf/GfjSqGuEr88VLoS/hj2l/4Ltx32FW0Cwq9O+Rn7UfXgp9CXun7cX3477H40GPw1Zsi9L6UvyU9hMe3fMoHvntEfyQ+gMqGio65T1Dmx4CJTR1Y25V7BNirErVxX4OzxnZpbUw43Mo5h3D4ZzDMOOZ4ZMRn0Aq7N55Toh+8DgeYobFwE5sh/TydHx39TP42ltCqWKIL27qDdxYDdSVdXwi0qWo2Dc15U3dr2y8cOyaeqK+cG9biAQ8vBv/Lnal71L/4x0aQ2OtTEA/x37YEr0FtmJbpJam4rn9z6GqsUrb0+N4egkgdVMfTJOsEGOlKc6aCrZTmaVgDOjhKIGjlbiDF3asTlGH3zJ+w5x9czAhdgI2J29GSX0JbMW2eCr4KWybsA27Ju/C/D7zqat+J+A4Dn0d+uLfEf9G3CNx+GL0F3jY+2EIeUKklaZhZcJKjNo2Cq8feR0n807qTHx4r4b4qWceT7xRhrpGJRX7xDQ0VAG16tb8g4XqnlD9fBRYc/5jAMDC0IUItA3UW3ik+9mb2yNmWAw4cNhxdQd8vNQPgw5mVKuHDAM0I7+eUT8zU6MZa2XthcNX1MX+UH97fJH0BWLTY8Hn+Fg5fCWivaP1GCTpTn7WftgwZgOe/vNpJJck45VDr+AZ/w/wWRxw9OotKAZ5qRNF09N8QoyOUq7+u2l896lM9TjUSN+/t7xoakkqdl7bib2Ze1ElVy/FxuN4GOI6BNP9p2O4x/AuGUtOmgl4Agx1G4qhbkNR0VCB3zN/R2x6LNJK0/DH9T/wx/U/4GLpgqk9pmJKjylwkbjc0/l97C3hZm2O3PI6JFwvxYgeLX5WND1FCDE2mvsAc1v8lVEHQIlyyTeoa6hDuHM4ngp5Sq/hEf2IdI3EnJA52Hx5My43fg1OsAB/XS7AB27+4LKLgVtXANd++g7TZFGxb2qaWvZrLNy1E7DxpWexLukLAMDSQUup0DdBATYB+OqhrzD3z7lIKEiAo8WnsJP8AyXVcpyptEYkoB53pWgEBEJ9h0tI57qtZf9oU6+nSL+7L/arGquwN3Mvdl7bidTSVO12V0tXTPVXF5TOls6dFzO5azKRDI/3fByP93wcKSUpiL0Wi9+zfkd+TT7WJ63HF0lfYLDrYEzzn4Z/ePwDZvw7P4jhOA5Dethh29kcHL92Sz1un+OpV7uhln1irErSAQByax/EZ5RAaHcUBQ1XYWVmhfeGvEfj9E3YgtAFOJV/CqmlqZC470DJ9TkoFPvCGfFAUYq+wzNpVOybEsaA0kwAwKlSCeRKObzdcrH+krrQf6b3M5gRMEOfERI96mnXE5+M+AQvxr2IPZl7EOBnhpKkCOy+pkCkmQUgr1UX/HZ++g6VkM7VYsx+elEVMm/VQMjnYZh/x2PnGWNILk7Gjms78EfWH6hrmuhPwBMgyjMK0/ynYZDLILoBNiDBdsEItgvGqwNeRVx2HGKvxeJ0wWmcyDuBE3knYCu2xUTfiZjmPw2+1h0vNTvU3wHbzubgYFoR3hzXExxPACgbqdgnxqvgIgAgk+cNCPMhcjgAAHgj4o177h1DjIuQL8TKYSsxc89MNJhfhZnNSSTUumASABSl3unlpAtRsW9KqvKB2hKA4+P7TDF4whxUyTZCwRR42OdhvBT6kr4jJHo2xG0I3h70NpbHL8fVxlgIZDzsSzHDBw5+4BVeUidsKvaJsdEUZ3wz7EtWT0Q5uIcdrMRtt/BWNVbh98zfsePqDlwpu6Ld7iPzwXT/6ZjkNwk24s6dxZ90LrFAjPG+4zHedzxuVt5EbHosdqXvwq26W/gm5Rt8k/INQh1DMc1/GsZ4jdEuTdrSPwIdIBTwkHGrBqn5VQimYp8Yu3x1sf9nuQPErtsATomRHiMx0XeingMjhsDX2heLByzGe6ffg8hxH77PndhU7FPLvj4ZdHPDunXr4O3tDbFYjIiICCQkJOg7pAdbfhIAoME2AIdv5MDcczMaWS3CHMOo+xXRmh4wHfN6zwMAmLvEooq7jCxhgHpn7lk9RkZIF1Gpx+wzjo/Y8+oVS8aG6Ha5Z4zhQtEFvHPiHURtj8L7p9/HlbIrEPKEmOg7Ed9Ef4Pdk3djdshsKvQfMB5SDywMW4i/ZvyFtaPWYqTHSPA5Ps4XncfbJ97GqO2jsCJ+BS4XXwZjTPs6K7EZRgU6AgB2J+U2T9JHxT4xRkoFkJsIANjGzwVfnA+pUIZlkcto1SaiNTNwJoa7DQfHUyDV4QTqOJ66V2j5TX2HZrIMtrrbunUrFi1ahGXLluHcuXPo27cvxo4di6KiIn2H9uDKPgUAOK5wg7nHZvDMyuEt9caaf6yBkE/jsEmzl0JfwgTfCQCngrnbD/i6tKlV6yY9cCNGqKk4y6mUI+NWDSQiASb0UXdJvVF5A+svrMf42PF48o8nEZseizpFHfxkfngj/A0cnHkQHwz7AGFOYXTD+4AT8AQY6TESa0etxV8z/sLLYS/Dw8oDNfIabL+6HbN+n4VHfnsEP6b+qF3Cb0qoerWSnxNugnHqpRtpgj5ilHLOAPXl+M3SFhV26sajtyOX0lKhRAfHcVgxZAUs+DJAXIR3bLzUOzLi9BuYCeNYy8fUBiQiIgIDBw7E559/DgBQqVTw8PDASy+9hDfeeOOOr6+srIRMJkNFRQWk0q5Z77PlR9fyU2Qt9jHGoP6vmUrV/JUKzUv/3P6tYKz5vLefRcXa+H/Ne7Y4kmk211dA8s1DuCYvwXN2PVArqoa10A4/T/wBbhK3e7puYhrkSjme+Ws+zhWdBZQi/LckF6Nq6yFccNYkuvJ3Rw7Rl27Pj2DtbtP8P2MMLROl6rZj2W2v1102rUXOY+29XjdPttzPP/we+Ikb8YvZJKyoGYvoUAZ/ryIcyz2G9PJ07XHmAnM85PUQHgl4BH0d+lJxbwJUTIXEwkTsvLYT+6/vR6OqEYD6wUCYYxgGuw7BloMq5BRJkWT+OqSKMuD5eMApWM+Rdz1jzZFdfl233bM1fdGU31rkOKVKu0/VIn8xpnus5j6z+f8152baVwMAU7XMwy3uF7WptCnPovnmk6madjIV8NcbiCs4ig/sbKHkgCm+j+I/w5be54dBjFXcjcN45bB6ePAz5RV4ku8C2/kHAaGlniPrHoaUHw2y2G9sbISFhQV27NiBKVOmaLfPnj0b5eXl2L17d6vXNDQ0oKGhQft1ZWUlPDw80HddEPjmfLAW92S3X3BHHwBr5/8BgD3AN3oWPDv8MOFr9LDpoe9QiAGrbKzE//02H1nVl7XbhCqGB/cn/+4p65S48GKaQSTq+9VRfuRZ8LXbO8p37e1/kPPg3eBzfES6RmKC7wT8w+MfbY7dJqZBs4TfL9d+0ZmroSUzxsAzuLuqrmEsOfJe7h+Bu79nvNPXD3LuDJYOx/eTP6UlREmH3jr8CX69sUX7tYCp7x85BqO/jzSk/GiQE/QVFxdDqVTCyclJZ7uTkxPS0tLafE1MTAzefffdVtsbeRz4PGP/kbp7nEoAf8kwfDHubThaOug7HGLgpEIpdkz5Fq8fWI3Dub9Aya9Fo4n8e1Ia0XV2mB8f4BvOrsDj+PCV+SDYLhhDXIdgsOtgWIut9R0WMQAtl/C7UXkDx3OPIz4vHtfKriGvJg8AIOc447+LbWIsOZLuH++ehVKM4e5PYuXoF8Hn8e/8AmLS3h/5KpxPe+LH5M9QLSiHQnO/YQL/rAwpPxpky35eXh7c3Nxw8uRJREZGare//vrrOHLkCE6fPt3qNe09mT2R+CckEnWXEa7pp0v9u7jFN4HT+Qq8Fj+Mmu3qIzjNZvVxLV7Fa/FN1Z6txftwLV/L3fY+gE53UI5r+W7q1zbv5nTP3/IyWrwH1/IKNceJZBBb2kMooCex5N4pVUpcLylAbVkWlAaXNTpfdXUNhg2INoinsvfrzvmRuy3XqZcMh8622/KfzkOCpiOaT6KTY7mm6WFa7NbmPO62IwHdHM1xt8V22+9PXoupZ7imQksnMo7T/Ru6+zUTkzIzCSyt7cHn8WmyUnLPGpQNKK+tQkHeldsG7hkvY8mR7efHv9T5kdPNGjyu+eZLndva24fmpMi1dR/H0+zSyYfavzmuKac150/WdD+oezzX4r00CbBpj/belGvOpRzXdF95W+5s4zj1NTUV9RwP1uaW4PEoP5J7l1dRgrJbmVAoG00iRxpSfjTIln17e3vw+XwUFhbqbC8sLISzs3ObrxGJRBCJRK229+oxSO8fMiHGgM/jw8/BDXAwjTkeKisr9R1Cp6H8SEjXEvFFcLISwSnQdCYrM5Yc2X5+jKD8SEgncZXZwVVmp+8wuo0h5UeDfDwnFArRv39/xMU1z9yoUqkQFxen09JPCCGEEEIIIYSQ1gyyZR8AFi1ahNmzZ2PAgAEIDw/Hp59+ipqaGsydO1ffoRFCCCGEEEIIIQbNYIv9Rx99FLdu3cI777yDgoIC9OvXD/v27Ws1aR8hhBBCCCGEEEJ0GWyxDwALFizAggUL9B0GIYQQQgghhBDyQDHIMfuEEEIIIYQQQgj5+6jYJ4QQQgghhBBCjAwV+4QQQgghhBBCiJGhYp8QQgghhBBCCDEyVOwTQgghhBBCCCFGhop9QgghhBBCCCHEyBj00nv3gzEGAKisrNRzJISQB5Emd2hyiTGh/EgIuV/GmiMpPxJC7pch5UejLfZLSkoAAB4eHnqOhBDyICspKYFMJtN3GJ2K8iMhpLMYW46k/EgI6SyGkB+Ntti3tbUFAGRnZ+v9Qx44cCDOnDmj1xgojrYZSiwUh+HFUVFRAU9PT20uMSaUHw03DsBwYqE4KI6OGGuONKT8CBjO95vioDgehDgAw4jFkPKj0Rb7PJ56OgKZTAapVKrXWPh8vt5joDjaZiixUByGGQfQnEuMCeVHw40DMJxYKA6K424YW440pPwIGM73m+KgOB6EOADDisUQ8qP+IzABL774or5DAEBxtMVQYqE4dBlKHKTrGcr32lDiAAwnFopDF8VB9MFQvt8Uhy6KQ5ehxAEYViyGgGOGMHNAF6isrIRMJkNFRYXBPN0hhDw4jDmHGPO1EUK6h7HmEWO9LkJI9zGkPGK0LfsikQjLli2DSCTSdyiEkAeQMecQY742Qkj3MNY8YqzXRQjpPoaUR4y2ZZ8QQgghhBBCCDFVRtuyTwghhBBCCCGEmCoq9gkhhBBCCCGEECNDxf4drFu3Dt7e3hCLxYiIiEBCQoJ237PPPgs/Pz+Ym5vDwcEBkydPRlpa2h3PuX37dgQFBUEsFqN3797Yu3evzn7GGN555x24uLjA3Nwco0ePxrJly9qNAwDi4+MxatQoWFpaQiqVYvjw4airq+swjsOHDyMsLAwikQg9evTAli1b7nj9ixcvbjeOjIwMTJ06FQ4ODpBKpZg5cyYKCwvv+Hncaxw9e/bEsGHD4OrqCo7jsGvXLu1xcrkcS5YsQe/evWFpaQlXV1c89dRTyMvL69Y4AGDOnDngOE7nT3R0dKfHERERgS+//BITJ05sN5bq6mosWLAA7u7uMDc3R3BwMP73v//dMZaLFy9i2LBhEIvF8PDwwEcffdTqGM3Ps0AggIWFBSwsLODo6IgpU6bgypUrOsd+9dVXGDlyJKRSKTiOQ3l5+R1j+Lufye3/Rkjno/zY+vo7+kwoR+7SOba7cuSd4uiO/CgWi+Hs7IyAgABYWVlRjjQRlCPpHvLvxAFQfqT82IkYadfPP//MhEIh27RpE7t8+TKbN28es7a2ZoWFhYwxxr788kt25MgRlpWVxRITE9nEiROZh4cHUygU7Z7zxIkTjM/ns48++oilpKSwpUuXMjMzM3bp0iXtMStXrmQymYzt2rWLJSUlsf79+zMA7Msvv2wzjpMnTzKpVMpiYmJYcnIyS0tLY1u3bmX19fXtxpGZmcksLCzYokWLWEpKClu7di3j8/ls37597V7/qFGjGAD26aeftoqjurqa+fr6sqlTp7KLFy+yixcvssmTJ7OBAwcypVLZqXFER0czkUjENm/ezACw2NhY7bHl5eVs9OjRbOvWrSwtLY3Fx8ez8PBw1r9///a/0V0QB2OMzZ49m0VHR7P8/Hztn9LS0k6PY968eczS0pK98sor7Jdffmkzlnnz5jE/Pz926NAhlpWVxb788kvG5/PZ7t27242loqKCOTk5sSeeeIIlJyezn376iZmbm7Mvv/xSe0zLn+ehQ4eyiRMnMoFAwHbs2MHGjRvHPD09WXV1tfb41atXs5iYGBYTE8MAsLKysg4/j/v5TFr+GyGdj/Jj6+u3sLBo9zOhHKm/HHmnOLojP6akpDBfX1/G5/NZbGwsu3DhAuVII0c5ku4hKT9SfjQEBlvsf/7558zLy4uJRCIWHh7OTp8+rd1XV1fHXnjhBWZra8ssLS3ZtGnTWEFBwR3PuW3bNhYYGMhEIhHr1asX+/3333X2q1Qq9vbbbzNnZ2cmFouZVCplTzzxhHa/Uqlkrq6uLCYmps3zJyUlMQAsPT293RhmzpzJxo8fr7MtIiKCPfvss9oYnJ2d2X//+1/t/v79+zMej8d++umnNuOIiIhgS5cuveP1t/T666+zkJAQnW2PPvooGzt2rPbr8PBw9uKLL+p8bWFhoX3flnH8+eefjMfjsYqKCu3x5eXljOM4tn///k6No+X7tpWYbpeQkMAAsBs3bnRrHLNnz2aTJ0/uMLbOjoMx1mYsISEhbMWKFTrbwsLC2FtvvdVuLOvXr2c2NjasoaFBu23JkiUsMDBQ+3VHP89FRUUMADty5Eircx86dOiuE/Xf/UxkMhmztrbWaw6JiopiV69eveN57xXlR8PLj0qlkpmZmbFBgwbpbKMcaVg50lDyI2OMcmQX5UhDyI9RUVGsT58+Hf6uvp2x50i6h6T8SPlRP/nRILvxb926FYsWLcKyZctw7tw59O3bF2PHjkVRUREA4F//+hd+++03bN++HUeOHEFeXh6mTZvW4TlPnjyJxx57DE8//TTOnz+PKVOmYMqUKUhOTtYe89FHH+Gzzz7D//73Pxw/fhxVVVXYv38/6uvrAQA8Hg+jR49GfHx8q/PX1NRg8+bN8PHxgYeHh3a7t7c3li9frv06Pj4eo0eP1nnt2LFjtefMyspCQUGB9pjGxkZcuHABQUFB2mNaxlFUVITTp0/D0dERgwcPhpOTE0aMGIHjx4/rvMfIkSMxZ86cu46jsbERiYmJOnEkJiYiPDy8zTgaGhrAcZzOEhNisRg8Hk8nlvuN4/b3vRsVFRXgOA7W1tbdHsfhw4fh6OiIwMBAPP/88ygpKdHZ311xDB48GL/++ityc3PBGMOhQ4dw9epVjBkzRnvMnDlzMHLkSJ1Yhg8fDqFQqBPLlStXUFZWdsd4KyoqAAC2trbtxtWWzvhMtm/fjqqqKnh7e+sth5w+fRqWlpYYO3asNod0BsqPhpcfAUChUEChUECpVGq3UY58MHKkPvIjAMqRXZAjDSE/nj59Gubm5rh48SKGDx+uPcaUcyTdQ1J+pPyov/xokMX+qlWrMG/ePMydO1c7NsTCwgKbNm1CRUUFNm7ciFWrVmHUqFHo378/Nm/ejJMnT+LUqVPtnnPNmjWIjo7G4sWL0bNnT/znP/9BWFgYPv/8cwDqMU6ffvopli5dismTJ8PFxQWMMZSVlemMX3FyckJBQYH26/Xr10MikUAikeCPP/7A/v37dX64/fz8YG9vr/26oKAATk5OOrG1PKfmb80xxcXFUCqVcHZ21nlfzWsyMzMBAMuXL8e8efOwb98+hIWFISoqCteuXdMe7+npCRcXlzvGUVlZibq6Ou373h6Hq6trm3EMGjQIlpaWWLJkCWpra1FTU4PXXnsNSqUS+fn5nRZHe9+H9tTX12PJkiV47LHHIJVKuzWO6OhofPvtt4iLi8OHH36II0eO4OGHH9YpBrrr81i7di2Cg4Ph7u4OoVCI6OhorFu3TudGxMXFBZ6enneMRbOvo2Py8/PxyiuvYMiQIejVq1e7cbWlMz6TVatWoW/fvhAKhXrLIX369MG3336LvLy8VmPg7gflR8PLj5pYGGOorq5uM37Kka0ZSo7s7vxYUFAAlUpFObILcqQh5Mc+ffrgv//9LwC0GoNvqjmS7iEpP1J+1F9+NLhi/05PnRITEyGXy3X2BwUFwdPTU+ep1P0+DdUICQnp8KnbE088gfPnz+PIkSMICAjAzJkzdZ7AxMXFYcGCBff2IdwDlUoFQD3Ry9y5cxEaGorVq1cjMDAQmzZt0h737bffIiYmpsvicHBwwPbt2/Hbb79BIpFAJpOhvLwcYWFh4PGaf8y6Oo6W5HI5Zs6cCcYYvvjiC5193RHHrFmzMGnSJPTu3RtTpkzBnj17cObMGRw+fLhb4wDUyfrUqVP49ddfkZiYiE8++QQvvvgiDhw4oD0mJiYG3377bae8X3V1NZKTk/Hzzz/f82vv9zPR5BAvLy/tNn3lEJlMhoiIiLtuQbjba6P8eHcMJT8ClCPbYig5srvzIwC8+OKLlCPRuTnSkPKjpjBs2WrXFsqRapQfW6P8SPmxs/Kj4L5e3QU6euqUlpaGgoICCIVCne40mv0tn0rd79NQe3t78Pl8WFhY6Jy3sLAQzs7O2q9lMhlkMhn8/f0xaNAg2NjYIDY2Fo899lib1+fs7NxqdtGW59T8XVhYCBcXF20cBQUFOk+3NK/RPL0KDg7WOWfPnj2RnZ3dZgwdxSGVSmFubg4+nw8+n689RhNHXl6ezvW3jH3MmDHIyMhAcXExBAIBrK2t4ezsDF9f306Lo633bYsmSd+4cQMHDx7UeSLbnXG05OvrC3t7e6SnpyMqKqrb4qirq8Obb76J2NhYjB8/HgDQp08fXLhwAR9//HGr5HOnWDT72jtmy5YtUCgUOHToENzd3ds89724189Ek0MaGhp0PpPuziHtnfd+UH40zPyo+Uw4joNEImk3fsqRHdNHjuzu/FhYWAilUok9e/bg6NGjlCPbOO/fZSj5EWjOB7fP4m6qOZLuISk/Un7UX340uJb9znK/T0OFQiH69++vHZ8BqJ+AxsXFITIyss3XMPWEh2hoaGj3vJGRkYiLi9PZtn//fu05fXx84OzsrD1GKBSiX79+SEtL0x7TMg5vb2+4urq2Wp7i6tWrOk+l7jUOzfW3jKN///44c+ZMm3G0ZG9vD2traxw8eBBFRUWYNGlSp8XR0ftqaJL0tWvXcODAAdjZ2bX7/l0Zx+1ycnJQUlKi072oO+KQy+WQy+U6T8cBgM/na5/qtxfL0aNHIZfLdWIJDAyEjY1Nq3gZY1iwYAEuXLiA6dOnw8fHp91z34u/85kAwNmzZ+/6e9OWrm5R0SfKj52bHwFAIBBo/9zpM6Ec2TZ95Mjuyo+A+t/Al19+ibq6Ohw8eJBypIHqjOsSCoWwsbHRKTJMOUfSPSTlR8qPenTfU/x1soaGBu3SCy099dRTbNKkSSwuLq7NGRg9PT3ZqlWr2j2vh4cHW716tc62d955h/Xp04cxxlhGRgYDwM6fP6/d//PPPzOO49hDDz3EUlJS2Pz585m1tTUrKChgGRkZ7IMPPmBnz55lN27cYCdOnGATJ05ktra2Oks1jBo1iq1du1b79YkTJ5hAIGAff/wxS01NZcuWLWtz2RRra2u2e/dudvHiRTZgwADGcRzbsGFDqzgYUy9FIZVK2fbt29m1a9fY0qVLmVgs1pnR9cknn2RvvPGG9mvNUhSLFy9mqampbN26dW0uRSESidiWLVtYSkoKi4qKYgDYmjVr2oxj06ZNLD4+nqWnp7PvvvuO2draskWLFul85p0Rx9y5c5lEImEHDhxgANiqVavY+fPn2Y0bN1hjYyObNGkSc3d3ZxcuXNBZsqTlrKBdHUdVVRV77bXXWHx8PMvKymIHDhxgYWFhzN/fX2c5m86IY/78+Uwmk7EDBw6w8+fPt4qFMcZGjBjBQkJC2KFDh1hmZibbvHkzE4vFbP369drzvvHGG+zJJ5/Ufl1eXs6cnJzYk08+yZKTk9nPP//MLCwsWi2dovl5njVrFhOJRIzP57NDhw5pP/fa2lrt8fn5+ez8+fNsw4YNDAA7evQoO3/+PCspKem0z+TChQuM4zhmaWmpMzuqPnIIY4wNHz6cLVy4sN3z3gvKj4abH+fPn88sLCxabaMcqf8c2VEcjHVPfkxNTWUDBgxgANimTZt0PnfKkZ2TIw0pPzLGWFBQEOPz+W3mA1PMkXQPSfmR8uNqnW3dlR8NrthnTL0EwoIFC7RfK5VK5ubmxmJiYlh5eTkzMzNjO3bs0O5PS0tjAFh8fHy755w5cyabMGGCzrbIyMhWy5V8/PHH2v0VFRVMIBAwe3t7JhQKWXh4ODt16hRjjLHc3Fz28MMPM0dHR2ZmZsbc3d3Z448/ztLS0nTew8vLiy1btkxn27Zt21hAQAATCoUsJCSk3aUXnJycmEgkYlFRUeztt99mnp6ereLQiImJYe7u7szCwoJFRkayY8eO6ewfMWIEmz17ts62Q4cOsX79+jGhUMh8fX3Z5s2bW31ua9eu1XnfV199td04lixZwpycnJiZmRnz9/dnn3zyCVOpVJ0eR1BQEAPQ6s/s2bNZVlZWm/sAsEOHDnVbHLW1tWzMmDHMwcGBmZmZMS8vLzZv3rxWS3N01vdl3bp17cbCmDpBzpkzh7m6ujKxWMwCAwNbfX9mz57NRowYofM+SUlJbOjQoUwkEjE3Nze2cuXKVrFofp7b+9xbxr9s2bI7HtMZn4mlpSWbMWOGdp8+c4hIJNIuedQZKD8abn48depUm9s0KEfqJ0d2FAdj3ZMfhUIh5chuyJGGlB9FIhGbM2dOm/nAVHMk3UNSfmyJ8mP35EeDLPbbajFp+fTvueeeY56enuzgwYPs7NmzLDIykkVGRuqcozOehk6ePJn5+Piwurq67rlwQkinMOYcYszXRgjpHsaaR4z1uggh3cfY8ohBFvuMtd1iolFXV8deeOEFZmNjwywsLNjUqVNZfn6+zus762nolStXuuwaCSFdx5hziDFfGyGkexhrHjHW6yKEdB9jyiMcY4yBEEIIIYQQQgghRsNoZ+MnhBBCCCGEEEJMFRX7hBBCCCGEEEKIkaFinxBCCCGEEEIIMTJU7BNCCCGEEEIIIUaGin1CCCGEEEIIIcTIGESxv27dOnh7e0MsFiMiIgIJCQnafV999RVGjhwJqVQKjuNQXl5+V+eMjY3FoEGDIJPJYGVlhZCQELzyyitdcwGEEL1rL4+UlpbipZdeQmBgIMzNzeHp6YmFCxeioqLijufcsGED+vbtC4lEAmtra4SGhiImJqarL6UVypGEkPtB+ZHyIyGkbcacHwEDKPa3bt2KRYsWYdmyZTh37hz69u2LsWPHoqioCABQW1uL6OhovPnmm3d9zri4ODz66KOYPn06EhISkJiYiPfffx9yubyrLoMQokcd5ZG8vDzk5eXh448/RnJyMrZs2YJ9+/bh6aef7vCcmzZtwiuvvIKFCxfiwoULOHHiBF5//XVUV1d301WpUY4khNwPyo+UHwkhbTPm/KjF9Cw8PJy9+OKL2q+VSiVzdXVlMTExOscdOnSIAWBlZWV3POfLL7/MRo4cecfjdu3axUJDQ5lIJGI+Pj5s+fLlTC6Xa/cDYOvXr2fR0dFMLBYzHx8ftn379ru/OEJIt7jbPKKxbds2JhQKdf69327y5Mlszpw5d3zvDRs2sKCgICYSiVhgYCBbt26ddl9WVhYDwH766ScWGRnJRCIRCwkJYYcPH+70a6McSQhpC+VHyo+EkLYZc37U0Gux39DQwPh8PouNjdXZ/tRTT7FJkybpbLuXRB0TE8McHBzYpUuX2j3m6NGjTCqVsi1btrCMjAz2119/MW9vb7Z8+XLtMQCYnZ0d27BhA7ty5QpbunQp4/P5LCUl5Z6ukxDSde4lj2hs2LCB2dvbd3jeZ599lgUFBbHr16+3e8z333/PXFxc2M6dO1lmZibbuXMns7W1ZVu2bGGMNSdrd3d3tmPHDpaSksKeeeYZZmVlxYqLizv12ihHEkJuR/lRjfIjIeR2xpwfW9JrsZ+bm8sAsJMnT+psX7x4MQsPD9fZdi+Jurq6mo0bN44BYF5eXuzRRx9lGzduZPX19dpjoqKi2AcffKDzuu+++465uLhovwbAnnvuOZ1jIiIi2PPPP3+3l0gI6WL3kkcYY+zWrVvM09OTvfnmmx2eNy8vjw0aNIgBYAEBAWz27Nls69atTKlUao/x8/NjP/74o87r/vOf/7DIyEjGWHOyXrlypXa/XC5n7u7u7MMPP+zUa6McSQi5HeVHNcqPhJDbGXN+bEnvY/bv18MPPwyJRAKJRIKQkBAAgKWlJX7//Xekp6dj6dKlkEgkePXVVxEeHo7a2loAQFJSElasWKF9rUQiwbx585Cfn689BgAiIyN13i8yMhKpqandd4GEkE5TWVmJ8ePHIzg4GMuXL9duDwkJ0eaBhx9+GADg4uKC+Ph4XLp0CS+//DIUCgVmz56N6OhoqFQq1NTUICMjA08//bROHnnvvfeQkZGh874t84hAIMCAAQO6LY9QjiSE3A3Kj5QfCSFte5Dzo+DvX/b9s7e3B5/PR2Fhoc72wsJCODs739U5vv76a9TV1QEAzMzMdPb5+fnBz88PzzzzDN566y0EBARg69atmDt3Lqqrq/Huu+9i2rRprc4pFov/5hURQrrb3eaRqqoqREdHw8rKCrGxsTr5Yu/evdrJl8zNzXXO06tXL/Tq1QsvvPACnnvuOQwbNgxHjhxBcHAwAPWMqxERETqv4fP53XptHaEcSYjpovzYMcqPhJguY86PLem1ZV8oFKJ///6Ii4vTblOpVIiLi2v1NLQ9bm5u6NGjB3r06AEvL692j/P29oaFhQVqamoAAGFhYbhy5Yr2tS3/8HjNH8upU6d0znPq1Cn07NnzXi6TENKF7iaPVFZWYsyYMRAKhfj1119b3Yx5eXlp//27ubm1+16aBF1TUwMnJye4uroiMzOzVQ7x8fHReV3LPKJQKJCYmHhXeYRyJCHkflB+7BjlR0JMlzHnx5b02rIPAIsWLcLs2bMxYMAAhIeH49NPP0VNTQ3mzp0LACgoKEBBQQHS09MBAJcuXYKVlRU8PT1ha2vb5jmXL1+O2tpajBs3Dl5eXigvL8dnn30GuVyOhx56CADwzjvvYMKECfD09MSMGTPA4/GQlJSE5ORkvPfee9pzbd++HQMGDMDQoUPxww8/ICEhARs3buziT4UQci86yiOaRF1bW4vvv/8elZWVqKysBAA4ODi0+xT1+eefh6urK0aNGgV3d3fk5+fjvffeg4ODg/aXwLvvvouFCxdCJpMhOjoaDQ0NOHv2LMrKyrBo0SLtudatWwd/f3/07NkTq1evRllZGf75z3/e97UBlCMJIR2j/Ej5kRDSNmPOj1r3NMK/i6xdu5Z5enoyoVDIwsPD2alTp7T7li1bxgC0+rN58+Z2z3fw4EE2ffp05uHhwYRCIXNycmLR0dHs2LFjOsft27ePDR48mJmbmzOpVMrCw8PZV199pd0PgK1bt4499NBDTCQSMW9vb7Z169ZOv35CyP1rL49oJmZq609WVla759uxYwcbN24cc3FxYUKhkLm6urLp06ezixcv6hz3ww8/sH79+jGhUMhsbGzY8OHD2S+//MIYa55g5ccff2Th4eFMKBSy4OBgdvDgwU65NsYoRxJC7ozyI+VHQkjbjDk/MsYYxxhj9/Z4wHRwHIfY2FhMmTJF36EQQh5A169fh4+PD86fP49+/frpO5xORzmSEPJ3UX4khJC2dWZ+fOBn4yeEEEIIIYQQQoguKvYJIYQQQgghhBAjQ934CSGEEEIIIYQQI0Mt+4QQQgghhBBCiJGhYp8QQgghhBBCCDEyVOwTQgghhBBCCCFGhop9QgghhBBCCCHEyFCxTwghhBBCCCGEGBkq9gkhhBBCCCGEECNDxT4hhBBCCCGEEGJkqNgnhBBCCCGEEEKMDBX7hBBCCCGEEEKIkfl/CGIoVtkLR7UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", + "\n", + "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "\n", + "apparent_zenith = solpos['apparent_zenith']\n", + "\n", + "airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "airmass2 = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "\n", + "linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", + "\n", + "print('climatological linke_turbidity = {}'.format(linke_turbidity.mean()))\n", + "\n", + "\n", + "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "\n", + "linke_turbidities = [linke_turbidity.mean(), 2, 4]\n", + "\n", + "fig, axes = plt.subplots(ncols=3, nrows=1, sharex=True, sharey=True, squeeze=True, figsize=(12, 4))\n", + "\n", + "axes = axes.flatten()\n", + "\n", + "# for linke_turbidity, ax in zip(linke_turbidities, axes):\n", + "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", + "# ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity));\n", + "for linke_turbidity2, ax in zip(linke_turbidities, axes):\n", + " ineichen = clearsky.ineichen(apparent_zenith, airmass2, linke_turbidity2, altitude, dni_extra)\n", + " ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity2));\n", + "\n", + "\n", + "ax.legend(loc=1);" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "climatological linke_turbidity = 3.3247187176482633\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", + "times_utc = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz).tz_convert('utc')\n", + "\n", + "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# apparent_zenith = solpos['apparent_zenith']\n", + "apparent_zenith_utc = solpos_utc['apparent_zenith']\n", + "\n", + "# airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", + "airmass_utc = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc.tz_convert('utc')).tz_convert(tz)\n", + "airmass_utc2 = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc)\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", + "airmass2_utc = pvlib.atmosphere.get_absolute_airmass(airmass_utc.tz_convert('utc'), pressure).tz_convert(tz)\n", + "airmass2_utc2 = pvlib.atmosphere.get_absolute_airmass(airmass_utc, pressure)\n", + "\n", + "# linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", + "linke_turbidity_utc = pvlib.clearsky.lookup_linke_turbidity(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# print('climatological linke_turbidity = {}'.format(linke_turbidity.mean()))\n", + "print('climatological linke_turbidity = {}'.format(linke_turbidity_utc.mean()))\n", + "\n", + "\n", + "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", + "\n", + "# linke_turbidities = [linke_turbidity.mean(), 2, 4]\n", + "linke_turbidities_utc = [linke_turbidity_utc.mean(), 2, 4]\n", + "\n", + "fig, axes = plt.subplots(ncols=3, nrows=1, sharex=True, sharey=True, squeeze=True, figsize=(12, 4))\n", + "\n", + "axes = axes.flatten()\n", + "\n", + "# for linke_turbidity, ax in zip(linke_turbidities_utc, axes):\n", + "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", + "# ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity));\n", + "for linke_turbidity2_utc, ax in zip(linke_turbidities_utc, axes):\n", + " ineichen_utc = clearsky.ineichen(apparent_zenith_utc.tz_convert('utc'), airmass2_utc.tz_convert('utc'), linke_turbidity2_utc, altitude, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", + " ineichen_utc2 = clearsky.ineichen(apparent_zenith_utc, airmass2_utc, linke_turbidity2_utc, altitude, dni_extra_utc)\n", + " ineichen_utc.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity2_utc));\n", + "\n", + "\n", + "ax.legend(loc=1);" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solpos.equals(solpos_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass.equals(airmass_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass_utc.equals(airmass_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass2.equals(airmass2_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 54, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "airmass2_utc.equals(airmass2_utc2)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1\n", + "2014-09-01 17:00:00-07:00 3.329508 3.313115\n", + "2014-09-01 17:01:00-07:00 3.329508 3.313115\n", + "2014-09-01 17:02:00-07:00 3.329508 3.313115\n", + "2014-09-01 17:03:00-07:00 3.329508 3.313115\n", + "2014-09-01 17:04:00-07:00 3.329508 3.313115\n", + "... ... ...\n", + "2014-09-01 23:55:00-07:00 3.329508 3.313115\n", + "2014-09-01 23:56:00-07:00 3.329508 3.313115\n", + "2014-09-01 23:57:00-07:00 3.329508 3.313115\n", + "2014-09-01 23:58:00-07:00 3.329508 3.313115\n", + "2014-09-01 23:59:00-07:00 3.329508 3.313115\n", + "\n", + "[420 rows x 2 columns]" + ] + }, + "execution_count": 55, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert linke_turbidity.index.equals(linke_turbidity_utc.index)\n", + "assert not ((linke_turbidity < 0).any() or (linke_turbidity_utc < 0).any())\n", + "print(len(linke_turbidity))\n", + "df = pd.concat([linke_turbidity, linke_turbidity_utc], axis = 'columns', join = 'outer')[~ linke_turbidity.fillna(-1).eq(linke_turbidity_utc.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " 0 1\n", + "2014-09-01 17:00:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 17:01:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 17:02:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 17:03:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 17:04:00-07:00 1340.74477 1341.396857\n", + "... ... ...\n", + "2014-09-01 23:55:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 23:56:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 23:57:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 23:58:00-07:00 1340.74477 1341.396857\n", + "2014-09-01 23:59:00-07:00 1340.74477 1341.396857\n", + "\n", + "[420 rows x 2 columns]" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert dni_extra.index.equals(dni_extra_utc.index)\n", + "assert not ((dni_extra < 0).any() or (dni_extra_utc < 0).any())\n", + "print(len(dni_extra))\n", + "df = pd.concat([dni_extra, dni_extra_utc], axis = 'columns', join = 'outer')[~ dni_extra.fillna(-1).eq(dni_extra_utc.fillna(-1))]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
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.....................
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" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2014-09-01 17:00:00-07:00 297.046891 584.122145 78.116829 297.191364 \n", + "2014-09-01 17:01:00-07:00 293.212978 580.645479 77.567100 293.355585 \n", + "2014-09-01 17:02:00-07:00 289.377750 577.121291 77.013001 289.518492 \n", + "2014-09-01 17:03:00-07:00 285.541427 573.548769 76.454463 285.680304 \n", + "2014-09-01 17:04:00-07:00 281.704234 569.927082 75.891415 281.841245 \n", + "... ... ... ... ... \n", + "2014-09-01 18:42:00-07:00 0.223747 1.211288 0.205442 0.223856 \n", + "2014-09-01 18:43:00-07:00 0.132268 0.773105 0.123045 0.132332 \n", + "2014-09-01 18:44:00-07:00 0.071113 0.474226 0.066946 0.071148 \n", + "2014-09-01 18:45:00-07:00 0.032671 0.278818 0.031086 0.032687 \n", + "2014-09-01 18:46:00-07:00 0.010380 0.156713 0.009970 0.010385 \n", + "\n", + " dni_utc dhi_utc \n", + "2014-09-01 17:00:00-07:00 584.406240 78.154822 \n", + "2014-09-01 17:01:00-07:00 580.927883 77.604826 \n", + "2014-09-01 17:02:00-07:00 577.401981 77.050457 \n", + "2014-09-01 17:03:00-07:00 573.827721 76.491647 \n", + "2014-09-01 17:04:00-07:00 570.204273 75.928326 \n", + "... ... ... \n", + "2014-09-01 18:42:00-07:00 1.211877 0.205542 \n", + "2014-09-01 18:43:00-07:00 0.773481 0.123104 \n", + "2014-09-01 18:44:00-07:00 0.474456 0.066978 \n", + "2014-09-01 18:45:00-07:00 0.278954 0.031102 \n", + "2014-09-01 18:46:00-07:00 0.156789 0.009975 \n", + "\n", + "[107 rows x 6 columns]" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert ineichen.index.equals(ineichen_utc.index)\n", + "assert not ((ineichen < 0).any().any() or (ineichen_utc < 0).any().any())\n", + "print(len(ineichen))\n", + "df = ineichen.join(ineichen_utc, how = 'outer', rsuffix = '_utc')[~ ineichen.fillna(-1).eq(ineichen_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 58, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ineichen_utc.equals(ineichen_utc2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Validation\n", + "^^^^^^^^^^\n", + "\n", + "See [Ine02]_, [Ren12]_." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Simplified Solis\n", + "----------------\n", + "\n", + "The Simplified Solis model parameterizes irradiance in terms of\n", + "precipitable water and aerosol optical depth [Ine08ss]_. pvlib-python\n", + "implements this model in the :py:func:`pvlib.clearsky.simplified_solis`\n", + "function." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Aerosol and precipitable water data\n", + "^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", + "\n", + "There are a number of sources for aerosol and precipitable water data\n", + "of varying accuracy, global coverage, and temporal resolution.\n", + "Ground based aerosol data can be obtained from\n", + "`Aeronet `_. Precipitable water can be\n", + "derived from surface relative humidity using functions such as\n", + ":py:func:`pvlib.atmosphere.gueymard94_pw`.\n", + "Numerous gridded products from satellites, weather models, and climate models\n", + "contain one or both of aerosols and precipitable water. Consider data\n", + "from the `ECMWF ERA5 `_,\n", + "`NASA MERRA-2 `_,\n", + "and `SoDa `_.\n", + "\n", + "Aerosol optical depth (AOD) is a function of wavelength, and the Simplified\n", + "Solis model requires AOD at 700 nm.\n", + ":py:func:`~pvlib.atmosphere.angstrom_aod_at_lambda` is useful for converting\n", + "AOD between different wavelengths using the Angstrom turbidity model. The\n", + "Angstrom exponent, :math:`\\alpha`, can be calculated from AOD at two\n", + "wavelengths with :py:func:`~pvlib.atmosphere.angstrom_alpha`.\n", + "[Ine08con]_, [Ine16]_, [Ang61]_." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "compare AOD at 700-nm = 2.33931, to estimated broadband AOD = 2.52936, with alpha = 1.16745\n" + ] + } + ], + "source": [ + "aod1240nm = 1.2 # fictitious AOD measured at 1240-nm\n", + "\n", + "aod550nm = 3.1 # fictitious AOD measured at 550-nm\n", + "\n", + "alpha_exponent = atmosphere.angstrom_alpha(aod1240nm, 1240, aod550nm, 550)\n", + "\n", + "aod700nm = atmosphere.angstrom_aod_at_lambda(aod1240nm, 1240, alpha_exponent, 700)\n", + "\n", + "aod380nm = atmosphere.angstrom_aod_at_lambda(aod550nm, 550, alpha_exponent, 380)\n", + "\n", + "aod500nm = atmosphere.angstrom_aod_at_lambda(aod550nm, 550, alpha_exponent, 500)\n", + "\n", + "aod_bb = atmosphere.bird_hulstrom80_aod_bb(aod380nm, aod500nm)\n", + "\n", + "print('compare AOD at 700-nm = {:g}, to estimated broadband AOD = {:g}, '\n", + " 'with alpha = {:g}'.format(aod700nm, aod_bb, alpha_exponent))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Examples\n", + "^^^^^^^^\n", + "\n", + "A clear sky time series using only basic pvlib functions." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", + "\n", + "times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", + "\n", + "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "\n", + "apparent_elevation = solpos['apparent_elevation']\n", + "\n", + "aod700 = 0.1\n", + "\n", + "precipitable_water = 1\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "\n", + "\n", + "solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water,\n", + " pressure, dni_extra)\n", + "\n", + "\n", + "ax = solis.plot();\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "ax.set_title('Simplified Solis Clear Sky Model');\n", + "\n", + "ax.legend(loc=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", + "\n", + "# times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", + "times_utc = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz).tz_convert('utc')\n", + "\n", + "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# apparent_elevation = solpos['apparent_elevation']\n", + "apparent_elevation_utc = solpos_utc['apparent_elevation']\n", + "\n", + "aod700 = 0.1\n", + "\n", + "precipitable_water = 1\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", + "\n", + "\n", + "# solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water,\n", + "# pressure, dni_extra)\n", + "solis_utc = clearsky.simplified_solis(apparent_elevation_utc.tz_convert('utc'), aod700, precipitable_water,\n", + " pressure, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", + "solis_utc2 = clearsky.simplified_solis(apparent_elevation_utc, aod700, precipitable_water,\n", + " pressure, dni_extra_utc)\n", + "\n", + "\n", + "# ax = solis.plot();\n", + "ax = solis_utc.plot();\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "ax.set_title('Simplified Solis Clear Sky Model');\n", + "\n", + "ax.legend(loc=2);" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solpos.equals(solpos_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
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" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2014-01-01 17:00:00-07:00 50.701230 303.727014 34.786544 50.702170 \n", + "2014-01-01 17:01:00-07:00 48.154484 294.482425 33.951883 48.155376 \n", + "2014-01-01 17:02:00-07:00 45.635563 285.015467 33.101446 45.636409 \n", + "2014-01-01 17:03:00-07:00 43.146092 275.319414 32.234586 43.146892 \n", + "2014-01-01 17:04:00-07:00 40.687806 265.387626 31.350609 40.688560 \n", + "2014-01-01 17:05:00-07:00 38.262569 255.213652 30.448776 38.263278 \n", + "2014-01-01 17:06:00-07:00 35.872384 244.791361 29.528292 35.873049 \n", + "2014-01-01 17:07:00-07:00 33.519412 234.115145 28.588305 33.520034 \n", + "2014-01-01 17:08:00-07:00 31.205984 223.180106 27.627899 31.206562 \n", + "2014-01-01 17:09:00-07:00 28.934621 211.982386 26.646083 28.935157 \n", + "2014-01-01 17:10:00-07:00 26.708058 200.519546 25.641787 26.708554 \n", + "2014-01-01 17:11:00-07:00 24.529273 188.791073 24.613853 24.529728 \n", + "2014-01-01 17:12:00-07:00 22.401508 176.799040 23.561018 22.401923 \n", + "2014-01-01 17:13:00-07:00 20.328312 164.548974 22.481903 20.328689 \n", + "2014-01-01 17:14:00-07:00 18.313575 152.050998 21.374998 18.313915 \n", + "2014-01-01 17:15:00-07:00 16.361582 139.321340 20.238635 16.361885 \n", + "2014-01-01 17:16:00-07:00 14.477062 126.384359 19.070967 14.477331 \n", + "2014-01-01 17:17:00-07:00 12.665267 113.275235 17.869930 12.665502 \n", + "2014-01-01 17:18:00-07:00 10.932054 100.043686 16.633205 10.932256 \n", + "2014-01-01 17:19:00-07:00 9.283991 86.758925 15.358149 9.284163 \n", + "2014-01-01 17:20:00-07:00 7.728508 73.516620 14.041731 7.728652 \n", + "2014-01-01 17:21:00-07:00 6.274083 60.448514 12.680420 6.274199 \n", + "2014-01-01 17:22:00-07:00 4.930513 47.735883 11.270051 4.930604 \n", + "2014-01-01 17:23:00-07:00 3.709304 35.628272 9.805653 3.709373 \n", + "2014-01-01 17:24:00-07:00 2.624258 24.468801 8.281253 2.624307 \n", + "2014-01-01 17:25:00-07:00 1.692389 14.724815 6.689758 1.692420 \n", + "2014-01-01 17:26:00-07:00 0.935363 7.009691 5.023420 0.935381 \n", + "2014-01-01 17:27:00-07:00 0.381594 2.024786 3.277215 0.381601 \n", + "2014-01-01 17:28:00-07:00 0.067094 0.123247 1.470734 0.067096 \n", + "\n", + " dni_utc dhi_utc \n", + "2014-01-01 17:00:00-07:00 303.732645 34.787189 \n", + "2014-01-01 17:01:00-07:00 294.487884 33.952512 \n", + "2014-01-01 17:02:00-07:00 285.020750 33.102059 \n", + "2014-01-01 17:03:00-07:00 275.324517 32.235183 \n", + "2014-01-01 17:04:00-07:00 265.392545 31.351190 \n", + "2014-01-01 17:05:00-07:00 255.218383 30.449341 \n", + "2014-01-01 17:06:00-07:00 244.795899 29.528839 \n", + "2014-01-01 17:07:00-07:00 234.119485 28.588835 \n", + "2014-01-01 17:08:00-07:00 223.184243 27.628411 \n", + "2014-01-01 17:09:00-07:00 211.986316 26.646577 \n", + "2014-01-01 17:10:00-07:00 200.523263 25.642263 \n", + "2014-01-01 17:11:00-07:00 188.794573 24.614310 \n", + "2014-01-01 17:12:00-07:00 176.802318 23.561455 \n", + "2014-01-01 17:13:00-07:00 164.552025 22.482320 \n", + "2014-01-01 17:14:00-07:00 152.053816 21.375394 \n", + "2014-01-01 17:15:00-07:00 139.323923 20.239010 \n", + "2014-01-01 17:16:00-07:00 126.386701 19.071320 \n", + "2014-01-01 17:17:00-07:00 113.277335 17.870262 \n", + "2014-01-01 17:18:00-07:00 100.045540 16.633513 \n", + "2014-01-01 17:19:00-07:00 86.760533 15.358434 \n", + "2014-01-01 17:20:00-07:00 73.517982 14.041992 \n", + "2014-01-01 17:21:00-07:00 60.449634 12.680655 \n", + "2014-01-01 17:22:00-07:00 47.736768 11.270260 \n", + "2014-01-01 17:23:00-07:00 35.628933 9.805835 \n", + "2014-01-01 17:24:00-07:00 24.469255 8.281406 \n", + "2014-01-01 17:25:00-07:00 14.725088 6.689882 \n", + "2014-01-01 17:26:00-07:00 7.009821 5.023513 \n", + "2014-01-01 17:27:00-07:00 2.024823 3.277275 \n", + "2014-01-01 17:28:00-07:00 0.123249 1.470761 " + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert solis.index.equals(solis_utc.index)\n", + "assert not ((solis < 0).any().any() or (solis_utc < 0).any().any())\n", + "print(len(solis))\n", + "df = solis.join(solis_utc, how = 'outer', rsuffix = '_utc')[~ solis.fillna(-1).eq(solis_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 65, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solis_utc.equals(solis_utc2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The input data types determine the returned output type. Array input\n", + "results in an OrderedDict of array output, and Series input results in a\n", + "DataFrame output. The keys are 'ghi', 'dni', and 'dhi'.\n", + "\n", + "Irradiance as a function of solar elevation." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "apparent_elevation = pd.Series(np.linspace(-10, 90, 101))\n", + "\n", + "aod700 = 0.1\n", + "\n", + "precipitable_water = 1\n", + "\n", + "pressure = 101325\n", + "\n", + "dni_extra = 1364\n", + "\n", + "solis = clearsky.simplified_solis(apparent_elevation, aod700,\n", + " precipitable_water, pressure, dni_extra)\n", + "\n", + "\n", + "ax = solis.plot();\n", + "\n", + "ax.set_xlabel('Apparent elevation (deg)');\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "ax.set_title('Irradiance vs Solar Elevation')\n", + "\n", + "\n", + "ax.legend(loc=2);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Grid with clear sky irradiance for a few PW and AOD values." + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", + "\n", + "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "\n", + "apparent_elevation = solpos['apparent_elevation']\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "\n", + "aod700 = [0.01, 0.1]\n", + "\n", + "precipitable_water = [0.5, 5]\n", + "\n", + "fig, axes = plt.subplots(ncols=2, nrows=2, sharex=True, sharey=True, squeeze=True)\n", + "\n", + "axes = axes.flatten()\n", + "\n", + "for (aod, pw), ax in zip(itertools.chain(itertools.product(aod700, precipitable_water)), axes):\n", + " cs = clearsky.simplified_solis(apparent_elevation, aod, pw, pressure, dni_extra)\n", + " cs.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", + "times_utc = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz).tz_convert('utc')\n", + "\n", + "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", + "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", + "\n", + "# apparent_elevation = solpos['apparent_elevation']\n", + "apparent_elevation_utc = solpos_utc['apparent_elevation']\n", + "\n", + "pressure = pvlib.atmosphere.alt2pres(altitude)\n", + "\n", + "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", + "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", + "\n", + "aod700 = [0.01, 0.1]\n", + "\n", + "precipitable_water = [0.5, 5]\n", + "\n", + "fig, axes = plt.subplots(ncols=2, nrows=2, sharex=True, sharey=True, squeeze=True)\n", + "\n", + "axes = axes.flatten()\n", + "\n", + "for (aod, pw), ax in zip(itertools.chain(itertools.product(aod700, precipitable_water)), axes):\n", + " # cs = clearsky.simplified_solis(apparent_elevation, aod, pw, pressure, dni_extra)\n", + " # cs.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))\n", + " cs_utc = clearsky.simplified_solis(apparent_elevation_utc.tz_convert('utc'), aod, pw, pressure, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", + " cs_utc2 = clearsky.simplified_solis(apparent_elevation_utc, aod, pw, pressure, dni_extra_utc)\n", + " cs_utc.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "solpos.equals(solpos_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "1441\n", + "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
2014-09-01 17:00:00-07:00295.343846607.59922475.799706295.487490607.89473875.836572
2014-09-01 17:01:00-07:00291.936246605.06306275.434880292.078233605.35734275.471569
2014-09-01 17:02:00-07:00288.529050602.49898175.067291288.669380602.79201475.103801
2014-09-01 17:03:00-07:00285.122422599.90651674.696905285.261095600.19828874.733235
2014-09-01 17:04:00-07:00281.716530597.28519174.323688281.853547597.57568874.359836
.....................
2014-09-01 18:42:00-07:002.19273619.3823607.8796842.19380219.3917877.883516
2014-09-01 18:43:00-07:001.38068211.4967066.3123051.38135411.5022976.315375
2014-09-01 18:44:00-07:000.7352815.3329574.6735550.7356395.3355514.675828
2014-09-01 18:45:00-07:000.2791971.4450632.9599660.2793331.4457662.961406
2014-09-01 18:46:00-07:000.0388100.0645601.1993500.0388290.0645921.199934
\n", + "

107 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2014-09-01 17:00:00-07:00 295.343846 607.599224 75.799706 295.487490 \n", + "2014-09-01 17:01:00-07:00 291.936246 605.063062 75.434880 292.078233 \n", + "2014-09-01 17:02:00-07:00 288.529050 602.498981 75.067291 288.669380 \n", + "2014-09-01 17:03:00-07:00 285.122422 599.906516 74.696905 285.261095 \n", + "2014-09-01 17:04:00-07:00 281.716530 597.285191 74.323688 281.853547 \n", + "... ... ... ... ... \n", + "2014-09-01 18:42:00-07:00 2.192736 19.382360 7.879684 2.193802 \n", + "2014-09-01 18:43:00-07:00 1.380682 11.496706 6.312305 1.381354 \n", + "2014-09-01 18:44:00-07:00 0.735281 5.332957 4.673555 0.735639 \n", + "2014-09-01 18:45:00-07:00 0.279197 1.445063 2.959966 0.279333 \n", + "2014-09-01 18:46:00-07:00 0.038810 0.064560 1.199350 0.038829 \n", + "\n", + " dni_utc dhi_utc \n", + "2014-09-01 17:00:00-07:00 607.894738 75.836572 \n", + "2014-09-01 17:01:00-07:00 605.357342 75.471569 \n", + "2014-09-01 17:02:00-07:00 602.792014 75.103801 \n", + "2014-09-01 17:03:00-07:00 600.198288 74.733235 \n", + "2014-09-01 17:04:00-07:00 597.575688 74.359836 \n", + "... ... ... \n", + "2014-09-01 18:42:00-07:00 19.391787 7.883516 \n", + "2014-09-01 18:43:00-07:00 11.502297 6.315375 \n", + "2014-09-01 18:44:00-07:00 5.335551 4.675828 \n", + "2014-09-01 18:45:00-07:00 1.445766 2.961406 \n", + "2014-09-01 18:46:00-07:00 0.064592 1.199934 \n", + "\n", + "[107 rows x 6 columns]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert cs.index.equals(cs_utc.index)\n", + "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", + "print(len(cs))\n", + "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cs_utc.equals(cs_utc2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Contour plots of irradiance as a function of both PW and AOD." + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [], + "source": [ + "aod700 = np.linspace(0, 0.5, 101)\n", + "\n", + "precipitable_water = np.linspace(0, 10, 101)\n", + "\n", + "apparent_elevation = 70\n", + "\n", + "pressure = 101325\n", + "\n", + "dni_extra = 1364\n", + "\n", + "aod700, precipitable_water = np.meshgrid(aod700, precipitable_water)\n", + "\n", + "\n", + "solis = clearsky.simplified_solis(apparent_elevation, aod700,\n", + " precipitable_water, pressure,\n", + " dni_extra)\n", + "\n", + "\n", + "n = 15\n", + "\n", + "vmin = None\n", + "\n", + "vmax = None\n", + "\n", + "def plot_solis(key):\n", + " irrad = solis[key]\n", + " fig, ax = plt.subplots()\n", + " im = ax.contour(aod700, precipitable_water, irrad[:, :], n, vmin=vmin, vmax=vmax)\n", + " imf = ax.contourf(aod700, precipitable_water, irrad[:, :], n, vmin=vmin, vmax=vmax)\n", + " ax.set_xlabel('AOD')\n", + " ax.set_ylabel('Precipitable water (cm)')\n", + " ax.clabel(im, colors='k', fmt='%.0f')\n", + " fig.colorbar(imf, label='{} (W/m**2)'.format(key))\n", + " ax.set_title('{}, elevation={}'.format(key, apparent_elevation))" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_solis('ghi')\n", + "\n", + "\n", + "plot_solis('dni')\n", + "\n", + "\n", + "plot_solis('dhi')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Validation\n", + "^^^^^^^^^^\n", + "\n", + "See [Ine16]_." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Detect Clearsky\n", + "---------------\n", + "\n", + "The :py:func:`~pvlib.clearsky.detect_clearsky` function implements the\n", + "[Ren16]_ algorithm to detect the clear and cloudy points of a time\n", + "series. The algorithm was designed and validated for analyzing GHI time\n", + "series only. Users may attempt to apply it to other types of time series\n", + "data using different filter settings, but should be skeptical of the\n", + "results.\n", + "\n", + "The algorithm detects clear sky times by comparing statistics for a\n", + "measured time series and an expected clearsky time series. Statistics\n", + "are calculated using a sliding time window (e.g., 10 minutes). An\n", + "iterative algorithm identifies clear periods, uses the identified\n", + "periods to estimate bias in the clearsky data, scales the clearsky data\n", + "and repeats.\n", + "\n", + "Clear times are identified by meeting 5 criteria. Default values for\n", + "these thresholds are appropriate for 10 minute windows of 1 minute GHI\n", + "data.\n", + "\n", + "Next, we show a simple example of applying the algorithm to synthetic\n", + "GHI data. We first generate and plot the clear sky and measured data.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "abq = Location(35.04, -106.62, altitude=1619)\n", + "\n", + "times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", + "\n", + "cs = abq.get_clearsky(times)\n", + "\n", + "\n", + "ghi = cs['ghi']*.953\n", + "\n", + "\n", + "ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "\n", + "\n", + "ghi['2012-04-01 10:56:00'] = 950\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "ghi.plot(label='input');\n", + "\n", + "cs['ghi'].plot(label='ineichen clear');\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.legend(loc=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "abq = Location(35.04, -106.62, altitude=1619)\n", + "\n", + "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", + "times_utc = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min').tz_convert('utc')\n", + "\n", + "# cs = abq.get_clearsky(times)\n", + "cs_utc = abq.get_clearsky(times_utc).tz_convert(times.tz)\n", + "\n", + "\n", + "# ghi = cs['ghi']*.953\n", + "ghi_utc = cs_utc['ghi']*.953\n", + "\n", + "\n", + "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "ghi_utc['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "\n", + "\n", + "# ghi['2012-04-01 10:56:00'] = 950\n", + "ghi_utc['2012-04-01 10:56:00'] = 950\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# ghi.plot(label='input');\n", + "ghi_utc.plot(label='input');\n", + "\n", + "# cs['ghi'].plot(label='ineichen clear');\n", + "cs_utc['ghi'].plot(label='ineichen clear');\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.legend(loc=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 78, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "cs.equals(cs_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "abq = Location(35.04, -106.62, altitude=1619)\n", + "\n", + "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", + "times_3000 = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=3000, freq='1min')\n", + "\n", + "# cs = abq.get_clearsky(times)\n", + "cs_3000 = abq.get_clearsky(times_3000)\n", + "\n", + "\n", + "# ghi = cs['ghi']*.953\n", + "ghi_3000 = cs_3000['ghi']*.953\n", + "\n", + "\n", + "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "ghi_3000['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "\n", + "\n", + "# ghi['2012-04-01 10:56:00'] = 950\n", + "ghi_3000['2012-04-01 10:56:00'] = 950\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# ghi.plot(label='input');\n", + "ghi_3000.plot(label='input');\n", + "\n", + "# cs['ghi'].plot(label='ineichen clear');\n", + "cs_3000['ghi'].plot(label='ineichen clear');\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.legend(loc=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "abq = Location(35.04, -106.62, altitude=1619)\n", + "\n", + "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=300, freq='1min')\n", + "times_3000_utc = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=3000, freq='1min').tz_convert('utc')\n", + "\n", + "# cs = abq.get_clearsky(times)\n", + "cs_3000_utc = abq.get_clearsky(times_3000_utc).tz_convert(times.tz)\n", + "\n", + "\n", + "# ghi = cs['ghi']*.953\n", + "ghi_3000_utc = cs_3000_utc['ghi']*.953\n", + "\n", + "\n", + "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "ghi_3000_utc['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", + "\n", + "\n", + "# ghi['2012-04-01 10:56:00'] = 950\n", + "ghi_3000_utc['2012-04-01 10:56:00'] = 950\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# ghi.plot(label='input');\n", + "ghi_3000_utc.plot(label='input');\n", + "\n", + "# cs['ghi'].plot(label='ineichen clear');\n", + "cs_3000_utc['ghi'].plot(label='ineichen clear');\n", + "\n", + "ax.set_ylabel('Irradiance $W/m^2$');\n", + "\n", + "plt.legend(loc=4);" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "3000\n", + "Index([17, 18], dtype='int32') 60\n" + ] + }, + { + "data": { + "text/html": [ + "
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ghidnidhighi_utcdni_utcdhi_utc
2012-04-01 17:00:00-07:00269.377851783.35141137.325921269.082874781.61923037.544068
2012-04-01 17:01:00-07:00265.228077779.72834236.888553264.936135777.98991037.105701
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2012-04-01 17:03:00-07:00256.928488772.27256136.010310256.642650770.52147536.225391
2012-04-01 17:04:00-07:00252.779232768.43610935.569420252.496464766.67862335.783431
.....................
2012-04-02 18:23:00-07:000.79487534.5609540.3419810.79097834.0635170.344603
2012-04-02 18:24:00-07:000.49099527.2947630.2198360.48844726.8769100.221439
2012-04-02 18:25:00-07:000.26859221.0977850.1252230.26711420.7537380.126083
2012-04-02 18:26:00-07:000.11424015.9380550.0554800.11357215.6608380.055834
2012-04-02 18:27:00-07:000.01441311.7524210.0072920.01432311.5341580.007335
\n", + "

175 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " ghi dni dhi ghi_utc \\\n", + "2012-04-01 17:00:00-07:00 269.377851 783.351411 37.325921 269.082874 \n", + "2012-04-01 17:01:00-07:00 265.228077 779.728342 36.888553 264.936135 \n", + "2012-04-01 17:02:00-07:00 261.078198 776.036005 36.450018 260.789301 \n", + "2012-04-01 17:03:00-07:00 256.928488 772.272561 36.010310 256.642650 \n", + "2012-04-01 17:04:00-07:00 252.779232 768.436109 35.569420 252.496464 \n", + "... ... ... ... ... \n", + "2012-04-02 18:23:00-07:00 0.794875 34.560954 0.341981 0.790978 \n", + "2012-04-02 18:24:00-07:00 0.490995 27.294763 0.219836 0.488447 \n", + "2012-04-02 18:25:00-07:00 0.268592 21.097785 0.125223 0.267114 \n", + "2012-04-02 18:26:00-07:00 0.114240 15.938055 0.055480 0.113572 \n", + "2012-04-02 18:27:00-07:00 0.014413 11.752421 0.007292 0.014323 \n", + "\n", + " dni_utc dhi_utc \n", + "2012-04-01 17:00:00-07:00 781.619230 37.544068 \n", + "2012-04-01 17:01:00-07:00 777.989910 37.105701 \n", + "2012-04-01 17:02:00-07:00 774.291271 36.666145 \n", + "2012-04-01 17:03:00-07:00 770.521475 36.225391 \n", + "2012-04-01 17:04:00-07:00 766.678623 35.783431 \n", + "... ... ... \n", + "2012-04-02 18:23:00-07:00 34.063517 0.344603 \n", + "2012-04-02 18:24:00-07:00 26.876910 0.221439 \n", + "2012-04-02 18:25:00-07:00 20.753738 0.126083 \n", + "2012-04-02 18:26:00-07:00 15.660838 0.055834 \n", + "2012-04-02 18:27:00-07:00 11.534158 0.007335 \n", + "\n", + "[175 rows x 6 columns]" + ] + }, + "execution_count": 81, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "assert cs_3000.index.equals(cs_3000_utc.index)\n", + "assert not ((cs_3000 < 0).any().any() or (cs_3000_utc < 0).any().any())\n", + "print(len(cs_3000))\n", + "df = cs_3000.join(cs_3000_utc, how = 'outer', rsuffix = '_utc')[~ cs_3000.fillna(-1).eq(cs_3000_utc.fillna(-1)).all(axis = 'columns')]\n", + "print(df.index.hour.unique(), df.index.minute.nunique())\n", + "df" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now we run the synthetic data and clear sky estimate through the\n", + ":py:func:`~pvlib.clearsky.detect_clearsky` function." + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "clear_samples.astype(int).plot();\n", + "\n", + "ax.set_ylabel('Clear (1) or Cloudy (0)');" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", + "clear_samples_utc = clearsky.detect_clearsky(ghi_utc, cs_utc['ghi'])\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# clear_samples.astype(int).plot();\n", + "clear_samples_utc.astype(int).plot();\n", + "\n", + "ax.set_ylabel('Clear (1) or Cloudy (0)');" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clear_samples.equals(clear_samples_utc)" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", + "clear_samples_3000 = clearsky.detect_clearsky(ghi_3000, cs_3000['ghi'])\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# clear_samples.astype(int).plot();\n", + "clear_samples_3000.astype(int).plot();\n", + "\n", + "ax.set_ylabel('Clear (1) or Cloudy (0)');" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", + "clear_samples_3000_utc = clearsky.detect_clearsky(ghi_3000_utc, cs_3000_utc['ghi'])\n", + "\n", + "fig, ax = plt.subplots()\n", + "\n", + "# clear_samples.astype(int).plot();\n", + "clear_samples_3000_utc.astype(int).plot();\n", + "\n", + "ax.set_ylabel('Clear (1) or Cloudy (0)');" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clear_samples_3000.equals(clear_samples_3000_utc)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The algorithm detected the cloud event and the overirradiance event." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "References\n", + "----------\n", + "\n", + ".. [Ine02] P. Ineichen and R. Perez, \"A New airmass independent formulation for\n", + " the Linke turbidity coefficient\", Solar Energy, 73, pp. 151-157,\n", + " 2002.\n", + "\n", + ".. [Ine08ss] P. Ineichen, \"A broadband simplified version of the\n", + " Solis clear sky model,\" Solar Energy, 82, 758-762 (2008).\n", + "\n", + ".. [Ine16] P. Ineichen, \"Validation of models that estimate the clear\n", + " sky global and beam solar irradiance,\" Solar Energy, 132,\n", + " 332-344 (2016).\n", + "\n", + ".. [Ine08con] P. Ineichen, \"Conversion function between the Linke turbidity\n", + " and the atmospheric water vapor and aerosol content\", Solar Energy,\n", + " 82, 1095 (2008).\n", + "\n", + ".. [Ren12] M. Reno, C. Hansen, and J. Stein, \"Global Horizontal Irradiance Clear\n", + " Sky Models: Implementation and Analysis\", Sandia National\n", + " Laboratories, SAND2012-2389, 2012.\n", + "\n", + ".. [Ren16] Reno, M.J. and C.W. Hansen, \"Identification of periods of clear\n", + " sky irradiance in time series of GHI measurements\" Renewable Energy,\n", + " v90, p. 520-531, 2016.\n", + "\n", + ".. [Mol98] B. Molineaux, P. Ineichen, and N. O’Neill, “Equivalence of\n", + " pyrheliometric and monochromatic aerosol optical depths at a single key\n", + " wavelength.,” Appl. Opt., vol. 37, no. 30, pp. 7008–18, Oct. 1998.\n", + "\n", + ".. [Kas96] F. Kasten, “The linke turbidity factor based on improved values\n", + " of the integral Rayleigh optical thickness,” Sol. Energy, vol. 56, no. 3,\n", + " pp. 239–244, Mar. 1996.\n", + "\n", + ".. [Bir80] R. E. Bird and R. L. Hulstrom, “Direct Insolation Models,”\n", + " 1980.\n", + "\n", + ".. [Ang61] A. ÅNGSTRÖM, “Techniques of Determinig the Turbidity of the\n", + " Atmosphere,” Tellus A, vol. 13, no. 2, pp. 214–223, 1961.\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": ".venv", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.9" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} From 9ce02d57e0387ad4e59a58a93c9709a6314879a7 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 06:08:50 +0900 Subject: [PATCH 02/47] Fix clearsky.lookup_linke_turbidity to be timezone-aware --- pvlib/clearsky.py | 13 ++++++++++--- pvlib/tests/test_clearsky.py | 12 ++++++------ 2 files changed, 16 insertions(+), 9 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index 8e4db0fed4..2258208612 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -198,13 +198,20 @@ def lookup_linke_turbidity(time, latitude, longitude, filepath=None, with h5py.File(filepath, 'r') as lt_h5_file: lts = lt_h5_file['LinkeTurbidity'][latitude_index, longitude_index] + # if localized, convert to UTC. otherwise, assume UTC. + try: + time_utc = time.tz_convert('UTC') + except TypeError: + time_utc = time + if interp_turbidity: - linke_turbidity = _interpolate_turbidity(lts, time) + linke_turbidity = _interpolate_turbidity(lts, time_utc) else: - months = time.month - 1 - linke_turbidity = pd.Series(lts[months], index=time) + months = time_utc.month - 1 + linke_turbidity = pd.Series(lts[months], index=time_utc) linke_turbidity /= 20. + linke_turbidity.index = time return linke_turbidity diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index 4e353e997c..be9b0151bc 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -191,7 +191,7 @@ def test_ineichen_altitude(): def test_lookup_linke_turbidity(): times = pd.date_range(start='2014-06-24', end='2014-06-25', - freq='12h', tz='America/Phoenix') + freq='12h', tz='utc').tz_convert('America/Phoenix') # expect same value on 2014-06-24 0000 and 1200, and # diff value on 2014-06-25 expected = pd.Series( @@ -203,7 +203,7 @@ def test_lookup_linke_turbidity(): def test_lookup_linke_turbidity_leapyear(): times = pd.date_range(start='2016-06-24', end='2016-06-25', - freq='12h', tz='America/Phoenix') + freq='12h', tz='utc').tz_convert('America/Phoenix') # expect same value on 2016-06-24 0000 and 1200, and # diff value on 2016-06-25 expected = pd.Series( @@ -214,8 +214,8 @@ def test_lookup_linke_turbidity_leapyear(): def test_lookup_linke_turbidity_nointerp(): - times = pd.date_range(start='2014-06-24', end='2014-06-25', - freq='12h', tz='America/Phoenix') + times = pd.date_range(start='2014-06-01', end='2014-06-02', + freq='12h', tz='utc').tz_convert('America/Phoenix') # expect same value for all days expected = pd.Series(np.array([3., 3., 3.]), index=times) out = clearsky.lookup_linke_turbidity(times, 32.125, -110.875, @@ -225,7 +225,7 @@ def test_lookup_linke_turbidity_nointerp(): def test_lookup_linke_turbidity_months(): times = pd.date_range(start='2014-04-01', end='2014-07-01', - freq='1M', tz='America/Phoenix') + freq='1M', tz='utc').tz_convert('America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) @@ -235,7 +235,7 @@ def test_lookup_linke_turbidity_months(): def test_lookup_linke_turbidity_months_leapyear(): times = pd.date_range(start='2016-04-01', end='2016-07-01', - freq='1M', tz='America/Phoenix') + freq='1M', tz='utc').tz_convert('America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) From 0ad7a68d2e01add674ce7e8f036b82b6f70cd27b Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 06:34:59 +0900 Subject: [PATCH 03/47] Fix irradiance.get_extra_radiation to be timezone-aware --- pvlib/irradiance.py | 8 +++++++- pvlib/tests/test_irradiance.py | 6 +++--- pvlib/tools.py | 20 +++++++++++++++++--- 3 files changed, 27 insertions(+), 7 deletions(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index dd2b32371f..413ba02e1c 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -126,7 +126,13 @@ def _handle_extra_radiation_types(datetime_or_doy, epoch_year): # a better way to do it. if isinstance(datetime_or_doy, pd.DatetimeIndex): to_doy = tools._pandas_to_doy # won't be evaluated unless necessary - def to_datetimeindex(x): return x # noqa: E306 + def to_datetimeindex(x): # noqa: E306 + # if localized, convert to UTC. otherwise, assume UTC. + try: + x_utc = x.tz_convert('UTC') + except TypeError: + x_utc = x + return x_utc to_output = partial(pd.Series, index=datetime_or_doy) elif isinstance(datetime_or_doy, pd.Timestamp): to_doy = tools._pandas_to_doy diff --git a/pvlib/tests/test_irradiance.py b/pvlib/tests/test_irradiance.py index 75847c655a..c38e76f28a 100644 --- a/pvlib/tests/test_irradiance.py +++ b/pvlib/tests/test_irradiance.py @@ -28,7 +28,7 @@ def times(): # must include night values return pd.date_range(start='20140624', freq='6h', periods=4, - tz='US/Arizona') + tz='utc').tz_convert('US/Arizona') @pytest.fixture @@ -112,7 +112,7 @@ def test_get_extra_radiation_nrel_numba(times): # and reset to no-numba state irradiance.get_extra_radiation(times, method='nrel') assert_allclose(result, - [1322.332316, 1322.296282, 1322.261205, 1322.227091]) + [1322.375560, 1322.338415, 1322.302221, 1322.266984]) def test_get_extra_radiation_invalid(): @@ -612,7 +612,7 @@ def test_disc_value(pressure, expected): # see GH 449 for pressure=None vs. 101325. columns = ['dni', 'kt', 'airmass'] times = pd.DatetimeIndex(['2014-06-24T1200', '2014-06-24T1800'], - tz='America/Phoenix') + tz='utc').tz_convert('America/Phoenix') ghi = pd.Series([1038.62, 254.53], index=times) zenith = pd.Series([10.567, 72.469], index=times) out = irradiance.disc(ghi, zenith, times, pressure=pressure) diff --git a/pvlib/tools.py b/pvlib/tools.py index adf502a79d..eb480ddeb6 100644 --- a/pvlib/tools.py +++ b/pvlib/tools.py @@ -207,7 +207,12 @@ def _pandas_to_doy(pd_object): ------- dayofyear """ - return pd_object.dayofyear + # if localized, convert to UTC. otherwise, assume UTC. + try: + pd_object_utc = pd_object.tz_convert('UTC') + except TypeError: + pd_object_utc = pd_object + return pd_object_utc.dayofyear def _doy_to_datetimeindex(doy, epoch_year=2014): @@ -230,11 +235,20 @@ def _doy_to_datetimeindex(doy, epoch_year=2014): def _datetimelike_scalar_to_doy(time): - return pd.DatetimeIndex([pd.Timestamp(time)]).dayofyear + return _datetimelike_scalar_to_datetimeindex(time).dayofyear def _datetimelike_scalar_to_datetimeindex(time): - return pd.DatetimeIndex([pd.Timestamp(time)]) + + timestamp = pd.Timestamp(time) + + # if localized, convert to UTC. otherwise, assume UTC. + try: + timestamp_utc = timestamp.tz_convert('UTC') + except TypeError: + timestamp_utc = timestamp + + return pd.DatetimeIndex([timestamp_utc]) def _scalar_out(arg): From 05961d2a721126a430a56d567fc07b3eb6b0d88a Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 06:40:38 +0900 Subject: [PATCH 04/47] Rerun and clear errors in clearsky.ipynb --- docs/sphinx/source/user_guide/clearsky.ipynb | 2242 +----------------- 1 file changed, 84 insertions(+), 2158 deletions(-) diff --git a/docs/sphinx/source/user_guide/clearsky.ipynb b/docs/sphinx/source/user_guide/clearsky.ipynb index 73d90a1702..d6f93f7606 100644 --- a/docs/sphinx/source/user_guide/clearsky.ipynb +++ b/docs/sphinx/source/user_guide/clearsky.ipynb @@ -83,7 +83,7 @@ "outputs": [ { "data": { - "image/png": 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88kpeeOEF3U333XffMXv2bM4991xOOeWUgJ9/7bXX8vzzz3PVVVexdOlSKioq+Ne//sWiRYuYNWsWeXl5gCo4HXfccdxxxx1s3LiRww8/nLlz53Lw4EEguPVl0KBB3HvvvTz88MOMHz+e8847j4yMDL7//nt69uzJzJkzOeGEE+jWrRtXXnklt9xyCyaTiVdeeSUqAXjUqFH85S9/4ZFHHmHQoEGUlJRw6qmnMmnSJPr27cu0adOYPn06FouFF198keLiYrZv3x7WZwwbNozJkye3KRkBaomMQGj182bOnMmZZ57JGWecwbJly/jPf/6jlwIJ9b3efPNNbr/9do499lhyc3M566yz9NcvueQS7rrrLt59912uv/76TrXkCilAJ2VNCkLSEKhkRE5OTodjA6XHv/DCC8qoUaOUrKwsJS8vTxk+fLhy1113Kbt379aPaV9eQFHUtP57771X6d+/v2Kz2ZSysjLlggsuUDZt2qQoirdkxOOPP97hM2lXfkFRFGXTpk3KFVdcoZSVlSk2m03p1auXcuaZZyr/+te/gn5fRfGfTv/0008HTPFvT6jv4m/MgcoKTJkyxe/3vfHGG9s85+/67Ny5U5k6dapSWFioFBQUKD//+c+V3bt3+71eDz/8sNKrVy/FbDa3GYfT6VQeeugh/bv06dNHueeee9qUWlAU///TvXv3KldffbXSo0cPxW63K8OHD29TAkJj3759yiWXXKLk5eUpBQUFylVXXaUsWrRIAZQ33nhDPy7QnHvxxReVkSNHKhkZGUq3bt2Uk08+WZk3b57++qJFi5Tjjz9eycrKUnr27KncddddehkE3/+x0ZIRlZWVypQpU5S8vDwFaPO9ly5dqowZM0ax2+1K3759lSeffDKs/62ieP+/r776qjJ48GAlIyNDGTlyZJuxKor/OeN2u5WHHnpIKS8vV7KyspQJEyYoq1atUvr16xeyZER9fb1yySWXKIWFhQrg91qcccYZHcqYCEIkmBQlCaJmBUFISi688EK2bt3Kd99919lDSQv+/e9/M3XqVL7++mvGjRvX2cMRWpk6dSorV640FHMnCMGQmC5BEPyiKAoLFy7kkUce6eyhpCTtm1i73W6efvpp8vPzOeaYYzppVEJ79uzZw4cffsjll1/e2UMRUgCJ6RIEwS8mkylonTEhOm6++WaampoYO3YsLS0tvPPOO3zzzTc8+uijXaqsQqqyZcsWFi1axN/+9jdsNhvXXXddZw9JSAFE6BIEQegETj31VJ544gk++OADmpubGTRoEE8//TQ33XRTZw9NQO0DefXVV9O3b19mz57ttzCrIISLxHQJgiAIgiAkAInpEgRBEARBSAAidAmCIAiCICQAiemKAo/Hw+7du8nLy+vSfdoEQRAEIZ1QFIW6ujp69uzZoUF9PBGhKwp2795Nnz59OnsYgiAIgiBEwI4dO+jdu3fCPk+ErijQWnrs2LGD/Pz8Th6NIAiCIAhGqK2tpU+fPvo+nihE6IoCzaWYn58vQpcgCIIgdDESHRokgfSCIAiCIAgJQIQuQRAEQRCEBCBClyAIgiAIQgIQoUsQBEEQBCEBiNAlCIIgCIKQAEToEgRBEARBSAAidAmCIAiCICQAEboEQRAEQRASgAhdgiAIgiAICUCELkEQBEEQhAQgQpcgCIIgCEICEKFLEARBEAQhAYjQJQiCIAiCkACsnT0AQdDYcbCRP3y6jq827CfTauaso3tyy6mDycmQaSp0Hl9v2M8//7uD6iYno/t146pxFeRn2jp7WEIa43R7+HhVJT9V1tK7WzZTRpTLnOwimBRFUTp7EF2V2tpaCgoKqKmpIT8/v7OH06VZsbOaK178jupGZ5vnDy/LY841x1OUY++kkQnpiqIoPPrRWv761ZY2z/cqzOIf045jYHFuJ41MSGd2Hmpk2sv/Zd3eOv25krwMnrn0GI6tKOrEkXUtOmv/Fvei0Onsq2th2uz/Ut3oZETvAt761Vieu+wYivMy+Kmyjl+9uhS3R3QDIbE8s2CjLnBdfnw/Hj53GH2LstlV3cRlf1vCoQZHJ49QSDcO1Lfw/57/lnV76yjKsXPxcX2o6J5NVV0LV774Hat21XT2EIUQiNAldDr3vLOSfXUtHFaay5xrjufYiiJ+Nqyc168ZQ47dwndbDvK3rzZ39jCFNOKH7Yd46rMNADxy7jAePncYlx/fj3dvOIH+PXLYU9PMPe+s7ORRCumEoijc9a8V7KpuoqJ7Nh/dMp6Z543g49tOYtyg7jQ63Nz8+jIaHa7OHqoQBBG6hE7lm437+WztXqxmE09ffAy5PvFbg0ryuP+soQA8/flGDtS3dNYwhTRCURQeen8Nbo/COUf35LLj++mvdc/N4M+XjMRqNvHx6kq+3rC/E0cqpBOfrK5k/k9V2K1m/nLZKMoKMgHItFl45pJjKC/IZMv+Bp7/QhTUZEaELqHTUBSF//v4JwAuO74fQ8ryOhzz81F9GNYrn/oWF39esDHRQxTSkI9WVvLjjmqy7RbumzK0w+tH9izQBbFHP1qLhMUK8cbl9vDYx+sAuO6kARxR3jYGqTDbzu/OVOfqC19uZm9tc8LHKBhDhC6h01iy5SArdtaQZbNw86mD/B5jNpuYPvlwAN78fgc1TU6/xwlCLFAUhWcXqsL9NeMHUJyX4fe4W08bTI7dwpo9tXy9UaxdQnx5f8VuNu9voCjHzrUnDfB7zOnDyjimbyFNTjcvLtri9xih80lKoevLL7/krLPOomfPnphMJv7973+3eV1RFO6//37Ky8vJyspi4sSJbNiwoc0xBw8e5NJLLyU/P5/CwkKmTZtGfX19m2NWrFjB+PHjyczMpE+fPjz22GPx/mqCD7O/2QrA1GN60T3X/+YGcNLgHhxWmkujw80/v9+RoNEJ6ch/tx1i9e5aMm1mrh5XEfC4bjl2fj66DwB//1o2OCG+vPzNNgB+Ma6CvAClIUwmE9dPUJXXOUu2U98isV3JSFIKXQ0NDRx11FE888wzfl9/7LHH+NOf/sRzzz3HkiVLyMnJYfLkyTQ3e02ql156KatXr2bevHl88MEHfPnll1x77bX667W1tUyaNIl+/fqxdOlSHn/8cR588EFeeOGFuH8/AfbUNPHpmr0AXDm2IuixJpOJX4zrD8BrS7aJO0eIGy+3KgLnHt2LwuzgZUquHleByQQL1+1j24GGBIxOSEeW76jmxx3V2C1mLjqub9BjTzu8hAE9cqhrdvHe8l0JGqEQDkkpdJ1++uk88sgjTJ06tcNriqIwa9Ys7rvvPs455xxGjBjBP/7xD3bv3q1bxNauXcvHH3/M3/72N8aMGcOJJ57I008/zRtvvMHu3bsBeO2113A4HLz44osceeSRXHTRRdxyyy08+eSTifyqacvc5btxexSOqyjyG8vVnrOO6kmWzcLWA40s21Ed/wEKaUdNk5N5rYqAb/B8IPp1z+HEQT0AeHeZbHBCfHjju+0AnDminB5BPAKghmNcdJxqgX3nB5mTyUhSCl3B2LJlC5WVlUycOFF/rqCggDFjxrB48WIAFi9eTGFhIaNHj9aPmThxImazmSVLlujHnHTSSdjtXm128uTJrFu3jkOHDvn97JaWFmpra9vchMiY+6Mq/J4zsqeh43MyrPxsWBkA78piIsSBT1ZX4nB5GFySy5E9jRVLPO+YXoAqdIkFVog1DpeH/6yqBOCC0b0Nvefco3thNsHSbYfYsl8ssMlGlxO6KivVCVhaWtrm+dLSUv21yspKSkpK2rxutVopKipqc4y/c/h+RntmzpxJQUGBfuvTp0/0XygN2bSvntW7a7GaTZw+rNzw+6aOVDe4D1bsxuX2xGt4QpqiuWPOHdkLk8lk6D2Tjywj225hm1hghTjw9cZ91DQ5Kc7LYEz/7obeU5KfyUmHFQOIizEJ6XJCV2dyzz33UFNTo9927JCg7kj44Mc9AJw4uEdY7X1OGNidwmwbhxqd/LC9Ok6jE9KR/fUtLN50AICzjzJmfQXItls57QhVWft09d64jE1IX7S1csrwcixmY4oAwJkj1DksczL56HJCV1mZ6mLau7ftZNq7d6/+WllZGVVVVW1ed7lcHDx4sM0x/s7h+xntycjIID8/v81NCJ/P1qrX+Yzhxq1cAFaLmVOHqBbMeWv8WyMFIRIWrtuHR4Eje+bTpyg7rPf+z1BV6NLmtSDEAofLo8cYnjkivLXytMNLMJtgzZ5adhxsjMfwhAjpckJX//79KSsrY/78+fpztbW1LFmyhLFjxwIwduxYqqurWbp0qX7M559/jsfjYcyYMfoxX375JU6nt+7TvHnzGDJkCN26dUvQt0k/9tW1sLK1P9iEIcVhv39i6wY3b81eiaERYsaCn1Ql7dTDS0Ic2ZGTDyvGajaxsapeYmiEmLF02yHqWlz0yLVzTN/w9qRuOXaO6682v9ayxIXkICmFrvr6epYvX87y5csBNXh++fLlbN++HZPJxG233cYjjzzC3LlzWblyJVdccQU9e/bk3HPPBeCII47gZz/7Gddccw3fffcdixYt4qabbuKiiy6iZ0/V7HrJJZdgt9uZNm0aq1ev5s033+SPf/wjt99+eyd96/Tgy/X7ABjWK5+SvMyw33/SYcXYLWa2Hmhk0z7Z4ITocbo9+ryMROgqyLJx/AA13uYz2eCEGLFwvaoInDS4GHMYrkWNSUNVj43MyeQiKYWu//73v4wcOZKRI0cCcPvttzNy5Ejuv/9+AO666y5uvvlmrr32Wo499ljq6+v5+OOPycz0buKvvfYahx9+OKeddhpnnHEGJ554YpsaXAUFBXz66ads2bKFUaNGcccdd3D//fe3qeUlxJ6FrZvbhMPC39wAcjOsHNtf1foWSSVwIQZ8v/UgdS0uuufYOap3YUTnOKVVWPtK5qQQI75Yp66VJ0fgEQCvJ2HptkM0OdwxG5cQHdbQhySeCRMmBHUdmUwmZsyYwYwZMwIeU1RUxJw5c4J+zogRI/jqq68iHqcQHm6PolsUInEtapwwsAeLNh7g6437ufKEihiNTkhXvmptWn3yYZFZFAC9Xtd3Ww7Q4nKTYbXEbHxC+rGnpomfKuswmVRLVyT075FDr8IsdlU38d3Wg5x8WORrrhA7ktLSJaQmq3fXUNPkJC/TytF9CiM+j7bBfbv5gJSOEKLm281q1uIJrfMqEg4rzaVHbgbNTg/LJLNWiBJNOT2qdyHdwsjw9sVkMjFukOr2Fq9A8iBCl5AwvttyEIDjKoqwWiKfesN6FZCfaaWu2cWq3VKgVoichhYXK3aqiR1jWgOPI0E2OCGWfLtZXSvHD45cEQA4sdVK9vUGmZPJgghdQsJYogldUWxuABazSQ9clg1OiIb/bjuE26PQu1tW2KUi2jNuoLpBfi1zUoiS72K0Vp4wUF0n1+yp5UB9S9TjEqJHhC4hIXg8Ct9vjc1CAjC2dTHRzikIkaC5FjUhPhq0OblyZ40ELgsRs6u6iV3VTVjMprBLRbSnR24Gh5XmAqqCIXQ+InQJCWFDVT3VjU6y7RaG9SqI+nyj+6mC2w/bDuHxSL0uITJiKXT17pZFaX4GLo/Cjzuroz6fkJ5832rlGtargJyM6HPdRrWulUtF6EoKROgSEsJ3W9TNbVS/btiiiOfSOLw8jyybhdpmFxv31Ud9PiH9aHTEJp5Lw2Qy6cqAbHBCpOhhGBWxKdI9up96nv+KVyApEKFLSAhLfILoY4HNYtYzIGWDEyJh5c4a3B6F0vyMqOO5NI5p3eBkTgqRoimoxxlscB2KY1vX3JW7amh2itu7sxGhS0gIWhr9qH6xa7E0ukLT4GSDE8Jn+Y5qgKjKl7RntI/QJW5vIVwONTj0ThujY7RW9inKojgvA6db0S27QuchQpcQd/bXt7CrugmTCYb1jj6eS0OzKvywXYQuIXy8QlfsFIGhPfPJtJmpaXKyeb+4vYXw0GIBB/TIibg+V3tUt3ergrpNXIydjQhdQtxZ4bOQ5GfaYnZeLbNny/4GDjY4YnZeIT2Ih6XLZjHrrYTExSiEy487VEvUiBgqp+D1MEjh3s5HhC4h7mgLyVEx3NxAbTQ8oEcOoMYrCIJR9tY2s6emGbMp9hucJsSJK0cIF01BHRFhD9BAaOdbJetkpyNClxB3tIUk0mbCwdDKT8hiIoSDpvEfVpoXk7R8X2ROCpGgKAo/7oyPgnpkz3xMJthT00xVXXNMzy2EhwhdQlyJ50ICMLx1g1shdZGEMNBciyP7Fsb83NqcXFtZh8MlvUEFY+ypaWZ/fQtWs4kje+bH9Nw5GVYGFatFUkUZ6FxE6BLiys5DTRxscGCzmDiiPC/m5x/eW7MqSA9GwTg/xiGeS6Nf92zyMq04XB7W762L+fmF1ESbk4eV5pFps8T8/NpaKW7vzkWELiGuaNk4R5Tnk2GN/UKiaYS7qpukt5hgCEVRWL1b3Xhi0R2hPSaTSbd2iVVBMIrXIxD7OQkwonVOrhShq1MRoUuIK5oFyvDmpijgagGnsbiDvEwJphfCY3dNM7XNLmwWE4NLYm99Ba+LUeakYJR4BdFrDG8974pdNSiK1JDrLGIbQSoI7Vi7RxW6hpb7iVFQFKhcCRs/g+3fwr6foGYnKK1Vk23ZkN8LykdA37Ew5Awo6NXhNMN7F7B5fwOrdtUwYUhJPL+OkAKs2a3OyUEleditAfTO2t2w+QuoWg0HNkFzLbhbICMfckug9EjoeQz0GQOWjsuo1+0tQpcQGkVRWNO6Vg7rGURBdTTA3tWwbx007ANnE1gzILsIug+GsmGQ5b/u3NDyfMwm2FfXQmVtM+UFWfH4KkIIROgS4spPlepCcoSv0OVsgh9egf++CPvWBn6zsxEObFBvq96Gj+6EivFw/A1w2M/ArG6Yw3sV8N7y3WJVEAyhCV0dYgyba2HlP+GHf8CeH42dLLMQjjgTjrsWyo/Sn9aD6ffU4XR7YtJvVEhd9ta2UN3oxGI2Mbg0t+2LLXWw8i1Y8x5s+wbcIWoS9hoFh0+Boy+DvFL96Sy7hcEleazbW8ea3bUidHUSInQJceNgg4O9tWqc1ZCyPPB4YPmrsOBRqNujHmTNggETYOApqvWgW3/IaF10Gg/Awc2waxlsnAc7voOtX6m38qNg8kyoGKcLdOsqJWhZCM2aPapwrltfnU2w5Hn4+ilorm49ygS9joHex0L3QaolwZIBLbVQswsqV8C2ReocXfaqeht4Kkx6BEqPpE+3bHIzrNS3uNiyv4HDSuPjxhRSA80jMKBHjjeIvukQLPojfPdXcPh0N8gtg5LDVS+ALRtcTVC/T1Vgq7fDrqXqbcFMGH4BnPJbKOwLqIrGur11/FRZx2lHlLYfhpAAROgS4oa2kPTrnk1uww547ybY9rX6YkFfOOFmGHEhZBX6P0FmARQNgEET4eTpUL0Dvv+baiHb8yO8fAaMuooh4x4AYNvBRhodLrLtMq2FwGhunKE982HrInjvRji0RX2x+2A4dhoM/znk9Ah+Io8bti9W5+Oa92DT5/DciTDmV5hPu5/DSnP5YXs1P1XWidAlBGVtq0fg8PJ8Nexi2Svw6e+8SkD3QXDMFTBkCnQfCCaT/xPVVcK6/8CPr8OOJer9qndg3C1w0l3q+Zfv1tdmIfHI7iTEDe2H/fO8NfD8FaqVwJYNp9wLx12jxiKEQ2Ef+J+HYOxNsPBR+O9LsPRlemz9mlE5N7O0oZj1e+vjUgZASA1qm53sONiECQ/HbHwGFj8FKKrV4NTfqUqA2WCWrdkCFSeqt4Nb4LMHYc2/4dtnYdMCxhfdyw/bzfy0p5azj+oZx28ldHXW7lGt9CO7u2DOhbDhU/WFkqHqvBxyemBBy5e8Mhh9tXrbuRQ+e0D1DHz5OKz/hGOO+T0AP4lXoNOQQAMhbqzZU8s0y0fcWHmvKnD1GQPXL4ITbgpf4PIltxjOfAqueA/yesKBjcz23Mfx5jWsqxQNTgjMT3vqyKaZf2T/kczFTwIKjLwMblgMR19sXOBqT1F/uHA2XPIW5JTAvrXcuOl6TjCvEre3EJK1e2o5zLSDi3+8ShW4LBnwPzPgV1/D4WcYE7ja03sUXPk+/PxlyCqCyhWM/uxCxptXsGV/A81Od6y/hmAAEbqEuHHU5r/xO9urmFDgmCvhyg9Ud2GsGHAy/Oor6H0cuUods23/h3PdvNidX0g5NmzfxT/s/8d4z/fqxjb1eTjnGdWVHQsOmwTXfwN9jsfuqmO27feU7fo0NucWUpJmp5vC/T/wtv1Bshp2QrcKuHYBjLs1ciVAw2SCI6eqSkW/cZgddbxkf4xz+YKNVfWh3y/EHBG6hLjg+uIJrmx+BYCa4++Cs/4IVnvsPyinB1w5l51lp5FhcnHhxt/Ali9j/zlC16eljhO/vY7R5vU0W/Lgqg/hqIti/zm5xXDFezgOn4rN5OZBxxM0rpwb+88RUoJdPy7gZdv/kWdqQul3AlyzQE0qiiV5ZXD5uzDiIqx4eNz2PI3/nRPbzxAMIUKXEHtW/gvrghkAzFIuIX/ybyMzjxvFlkX16c8zz30Mdhwor18MVUFKUQjph9sF//oF/ZpWc0jJ5buTXoI+x8bv82yZ2C/8O5+Yx2Mzucl89xewbXH8Pk/omlStpc/HV5Jramal/WhMl76tZsrGA2sGTH2O73tMxWxSGL3st7D2g/h8lhAQEbqE2LLzv/DvGwB4wTWFr8ouxxRPgauVQT2LuNl1K996jsDkqIfXL4LGg3H/XKGL8Mk9sOFTmhQ7VzrupnTI8fH/TLOFf/a+l4/dx2L2OOHNy9SUfkEAqK+C1y7E7qpniedw3j/yKbBnx/czTSY2H/cgb7omYMYD71yjFqgWEoYIXULsaKqGt64Cdwsbi07i/1wXc1j7Qn9xItNmoWf3Qq533EpzTm84tBXeuVZNvxbSmxX/hO9eAOA25w2sNg2if2vrqHhzWM9u/Np5PbuzDoPG/fDGJWqbKyG9cbvgn1dCzXYqrT25zvFrBvYMUaIkRhxeXshvXdP4lhFqAerXLxYFNYGI0CXEBkWBD26Dmh3QrYJnCqfjwczA4sQIXQCHl+dxiHw+PPIJNUh64zy1rpeQvhzcAh/cDsC2YTfxiec4KrpnB27/E2MOL8ujiUwezLkPsrurVoX5MxLy2UIS89UTsP0bsOdxs+m3VJPHoJLErJWDS3NxY+Ha5ptwdxugrtlzbxYFNUGI0CXEhhX/hNXvgtkK57/Iyv3qDzhRCwmgNy/+rrGnmm4N8Ol9sG99wsYgJBEet+o+cdRB37HML7kKIG5Nrv2hFUVdciAL5ew/q08u/jNsWpCwMQhJxvYl8MX/AdA0+TG+r1NjuAYVJ2ZeZtut9CrMopZcfjrxj2C2wU8fqAVZhbgjQpcQPY0H4ZPfqo9Pvhtn+Ui27m8AYHACK3EPbBXwNu6rhzHXqW1ZXM3w4e2ixaUj3/8ddn6vNqk+769s2N8EkDCXN0D/HjmYTFDT5GR/r9Ng9C/UFz64TW0/JKQXrha1A4LigRH/j3UlZwBQnJdBQbYtYcPQ1soV7go49T71yY/vURu9C3FFhC4heuY/pMarFB8O425j24FGXB6FbLuFngWZCRvGoFZX5saqehRQC6has9SKzCv/lbBxCElA7R6vG++0+6GwD+v3qnWJBiVQEci0WejTTQ2O3rSvXrXA5vVUYw6/fiph4xCShG/+BAc2QE4xnP6YXitrUALDMHw/b2NVPZxwi9pj1FHvVZ6FuCFClxAdu5fD0pfVx2c+BVY7G6vUCtwDi3MTkrmoMaDYa1U40OBQiwyedIf64ie/hRapDJ42zLtfdSv2GgWjf4GiKGzYq/7/ByfQ5Q0wsFgN2t9YVQ8ZeXC66lri66fgwKaEjkXoRA5thS//oD6ePBOyCtnQulYOTqD1FbxhHxur6sFshilPgsmshohs+jyhY0k3ROgSomP+Q+r98J9DvxMAdO0t0Ztbps1C725ZAGzSqi2fcItaBb+hCr59LqHjETqJPT/Cyn+qj6c8AWYL++paqG12YTaRsMxFDW2D27SvdU4ecTYMPA3cDvj8kYSORehEPn9EDXfofxIMvwDwrlOJjH31/Ty9Kn35CDjuOvXxJ/eCx5PQ8aQTInQJkbP5C1UrMtvUJtatbGj9IQ9M8EIC6NmSG7UNzprhHds3f5LU6HTgs1ZFYNgF0HMkgO5arOieQ6YtytYqYaLNyU371DhHTCa1cTvA6ndUIVFIbfasgJVvqY8nPaIXi+4092Lr2ryruolGh0t9csLdajusqjWw6u2EjiedEKFLiAxFgc8fVh+Pvlpt+NvKxk7S3sC7eG2qavA+eeR5UDpMbbq96I8JH5OQQLZ+DZvmq1m0p/oqAqobp1PmpGbp8u11VzZcFQoB5j+c8DEJCUaLLxx2AZQfBag9F7cfbARgUILdi0U5dopy1LZsmzVlIKub2u8RYMH/gtuZ0DGlCyJ0CZGx7Rs1M8ySAePv1J/2eBTdjZJo9yK0y2DUMJu9GTrf/RWaDiV8XEKC+OpJ9f6YK9s0V+9MRUCzdLWxKgCc8ltVONw4D3YvS/i4hASxa6n6PzZb1f95K1v2N+BRID/TSnFuRsKH1SaYXmPMr9Qg/0Nb4MfXEz6mdECELiEyNIvR0ZdAXqn+9K7qJpqdHuwWM32L4tzSwg+6K8d3IQE47GdQMhScDd7AfyG1qFypWrlMZhh3S5uXtrSWMBmQYDcOQLccO93bWxUAug+EYeerj795OuHjEhLEoj+p98N/rv7PW/FVBBKZcKQxsH1cF4A9x2vt+uZpie2KAyJ0CeFTtRY2fAKY4ISb27yk/YAremRjtSR+evmNVQA1hkIb67fPgcuR8LEJcUbb3I6cqmau+qDVjUt0EL2GN66rnTKgzcnV/4ZD2xI7KCH+HNwCa+eqjwOslZ1hffX93I3tFdRjrlRr2+1fDxs+7YSRpTYidAnh8+1f1PsjzmyjuYF3U0lk+x9finLsdGstMtjGqgBqPEVeOdRXSqBoqlGzy/s/PaGtlavJ4WZ3TTMAAzpL6CpRP7eDBbZsOAw4BRQ3LJHs2pTj22fVQqgDT4PSI9u8pIVAdLrQ1V4RyMxX43RBTT4SYooIXUJ4tNR5C42O+VWHl7cdUANDKzppcwM/KfoaVjscO019LC7G1GLZq6rg0m8c9Dy6zUtbD6jCd0GWjW6tbr5E0yGr1pexN6n3y1+TKvWpREs9LJ+jPm5n5QKv9XVAj84RurT6cdsPNOL2tOvYMeZXagzatkWwd00njC51EaFLCI9Vb6txUd0HqRtcO7QNrn/3zhO6tEVsU3tLF8DRl4HJAju+hX3rEjwyIS543N6+caOu6vDylk52LYI3fqZNVq3+4qlQ0Beaa2DN3ASPTIgbq99Vq7wXDYABE9q8pCiKLnR1loLasyALu9WMw+1hd3U7YT+/Jww5XX38w+zEDy6FEaFLCI+lrT/AY67Qa834sqWTFxLfz952wM8Gl18Oh01WH//wjwSOSogbmxZAzQ7ILFQLj7ZDD6LvxDmpKSHbDjbgaW9VMJvhmMvVx2KBTR1+CLxW7qtvocHhxmyiUxKOAMxmk/7Z2m+kDcdcqd7/+AY4mxM4stRGhC7BOJWrYPcPajHUoy7p8HKLy61rTBU9OmchAejf+tlbW12dHTjmCvX+x9cloD4VWPqSen/UxWDr2OszGRSBXt2ysJhNNDs9VNW1dDzg6EvVrMvt38C+9YkfoBBb9q5RS+qYrX7Xyq371bWpVzfV2tRZVLQqA1v9KagDT4WCPtBcDWvfT+zAUhgRugTjaBWVD5sMucUdXt5xsBGPAjl2S6fUndHopy0k/rQ3gEH/A7ml0HgANi9M3MCE2NN0CNZ/oj7WhOl2JIN70WYx06e1RZVfq0JBLxg0UX28Spqzd3mWv6beH/azNiV1NHTXYieGYYBXQfU7J80WGHmZ+vjHOQkcVWojQpdgDEVRW5aA3jesPVv2e4PoO6PujEa/7upCUtPkpLrRjyXLYoWh56iPte8kdE1++hA8TrUGW+lQv4ckg9AFXmXAr9sbvBXqV72t/t6EronHo8ZzgWp99cOWA8khdHlDMQJ4BYb/XL3f/AU07E/QqFIbEboEY+z6Aaq3gy0HBk/2e0hnB4ZqZNutlOarlraALsYjz1Pvf/pQ4hW6MqtahWbt/9mOmkYnBxtUwbuz52VFqzKwJZDQNeR0sGbCgY1qoVeha7Lze6jdBfY8r/WyHZrg3dlzsn8or0D3gWrbIsXtrTcmRIUIXYIxNIvQkJ+B3X+81pYkyFzUqAi1mPQZA3k91X6Mm+YncGRCzGjY73UPD/MvdGlzsiQvg9wMa4IG5h/dqrA/gCKQmQ+DJ6mPpY5c10VbKw8/w2+MIXi9Av07MfYVvHNy+8FGXO4A1ec1hWaVeAVigQhdQmgUBda8pz4OYFGA5LF0QYgAUVAzxo6cqj7WXAFC12Lt+6oGXn5UhyK9Glv2q3WxOtu1CAbmJHiFx9XviouxK+LxqN0FIOBaqSiK19LVyQpqWX4mGVYzLo/CrvZlIzS0dXLr11BXmbjBpSgidAmh2btaTcm3ZsGg0wIe5m210rnaG0A/LYMxkKULYGhreYEN88DtCnyckJys/1i9P+KsgIds2Zcc8VzQNn5GCSRQDZ6kNpGv3iZ15Loiu/6rdrzIKFCz//xQVddCo8ONxWyid7fOXSvNZpMu+PkNpgfo1g96jQIUb9KKEDEidAmh2dD6QxtwMtiy/B7S7PS2WumXBO5FPVYhUEwXQO9jIaubmhK98/vEDEyIDc4mNbgX1AyxAGw5oLlxOn9O9ipUy0Y0Od3+y0aA2nC4/0nqY02oFLoOWq/CQaeqHTD8oAk3vQo7t1yERoURBfWw1kKpInRFTef/x4XkZ33rQqLFm/hBy37Jy7DSvZNarfgSMlMM1JRoLdB1gywmXYqtX4OrCfJ7QemwgIdp//9kUATsVjO9CoOUjdDQivfKBtf10P5nAZKNILnCMMA7jqAKqjYnNy+QxKMoEaFLCE7jQdj5nfo4iNDlW4CyM8tFaGja26FGJzWNzsAHalYS2eC6FpoVaPAkv50RNLYfVDcSrYxIZxO0W4KGtsHt+Fb9/Qldg9o9ULkCMMHg/wl4mCbc9E+WORnKvQhqY/a8nuBshG1fJ2hkqYkIXUJwNs4HxQMlR0Jhn4CHbU2SFGiNbLuVkjytbESQxWTgqWol8Ko1UL0jQaMTokJRvNbXIK5FtU6bKnD36aRWK+3Ry0YEymAEKOyr/t4UD2z6PEEjE6JGcy32GgU5PQIelnSWLiMJHiYTHNaqdK8Tt3c0iNAlBGfzAvV+sP96Mxqae7EiSbQ38DWbB1lMsotag0SBLV8mYFRC1BzYBDXb1YBzLf7JDztarVzdc+ydXi5Co8KI2xvUmCCQjgldiQ2hwzAg+RRULd5x56GmwGUjwPu9ZE5GRZcUutxuN7/73e/o378/WVlZDBw4kIcffrhNRpCiKNx///2Ul5eTlZXFxIkT2bBhQ5vzHDx4kEsvvZT8/HwKCwuZNm0a9fX1if46yc2Wr9T7IJsbwM5D6gaXLBYF8AqAW4NZFcD73bZ+FecRCTFha6tw3Oe4gDXjwCt0JdWcDNZ2xZf+J6v3Mie7Bh6PGmcIAbMWQd2XdJd3kszLkrwM7FYzbo/Cnpog8Vr9xqlegQMboHZ34gaYYnRJoev3v/89f/nLX/jzn//M2rVr+f3vf89jjz3G008/rR/z2GOP8ac//YnnnnuOJUuWkJOTw+TJk2lu9k6qSy+9lNWrVzNv3jw++OADvvzyS6699trO+ErJyaFtqkXBbIU+xwc9VN/gOjkF2hcteFpb5AJSMV693/Kl1EbqCmibW8WJQQ/T/u99k2RzA+hbpM7JHQeDlI0A6Hu8+rs7tFX9HQrJTdVqNQvangs9jw542MEGB40ONyaT2uw6GTCbTfRuHcuOYGtlVqFaEw+8yrgQNl1S6Prmm28455xzmDJlChUVFVxwwQVMmjSJ775TA74VRWHWrFncd999nHPOOYwYMYJ//OMf7N69m3//+98ArF27lo8//pi//e1vjBkzhhNPPJGnn36aN954g927RYoHvJtbz2MgIzfgYW6fwnp9k8i9qC8kh0IIXX3GgNmmtu44uDkBIxMiRlG8C74mLAcgGYUubU42ONwcCpbgkZHndXuLtSv50eZk3+PBYgt4mDYnS/MyybBaEjEyQ2jKcsi1UvMKSChGxHRJoeuEE05g/vz5rF+/HoAff/yRr7/+mtNPV2uJbNmyhcrKSiZO9MYhFRQUMGbMGBYvXgzA4sWLKSwsZPTo0foxEydOxGw2s2TJkgR+myTGoEWhsrYZp1vBZjFRlu+/7UVnoLmVdoaydNmzVVcVyGKS7OzfAA1Vao/C3qODHrrjUKsikERCV6bNoid4BLUqgGxwXQmDa2Uyzknwjie0V0ALxZA5GSldUuj6zW9+w0UXXcThhx+OzWZj5MiR3HbbbVx66aUAVFaqrQpKS0vbvK+0tFR/rbKykpKSkjavW61WioqK9GPa09LSQm1tbZtbyqIoXg071ELS+kPt2Vr8MVnQtLc9tc04XEECRMFrNdkq6dBJjW88lzUj6KHJGNMF3vGEtCrInOwaeDywbZH6uCJ47Ks2J3sXJYdrUaNPkeZeDNAKSENze1dvV13fQth0SaHrn//8J6+99hpz5szhhx9+YPbs2fzhD39g9uzZcf3cmTNnUlBQoN/69AlcQqHLU7NDvZmtqvstCDuS0I0D0CPXTpbNgqLA7kB9xTT6tsasSWX65GartrkFdy26PYqe3JFMLm+APt0MbnC9R4PJorq9a3YlYGRCROxd5Y3n0mKeApCMsa8QhqUrIxd6jlQfbxePUCR0SaFr+vTpurVr+PDhXH755fz6179m5syZAJSVlQGwd+/eNu/bu3ev/lpZWRlVVVVtXne5XBw8eFA/pj333HMPNTU1+m3HjhSu66QJH6XDgsZzgY/2lmQLiclkMh7X1WsUYFJ73tVXBT9W6Dy0eRlCEUhWlzd4N7iQc9KeA2Wt1fa1AsVC8rH9W/W+zxiwBC9NsiMJs7zBu3bvDDUnAXq3hmLInIyILil0NTY2Yja3HbrFYsHjUV1I/fv3p6ysjPnz5+uv19bWsmTJEsaOHQvA2LFjqa6uZunSpfoxn3/+OR6PhzFj/C/oGRkZ5Ofnt7mlLDtbr0vvY0MeqsUp9Ekykzn4uHJCWRUy86HkCPWxWLuSk7q9qvUVE/Q6Juih2w94FYFkcnkD9NbnpJENrvX3t0PmZNKy67/qvZG1snUd6pMkmYsa2jq5v95BQ4sr+MFaLKWskxHRJYWus846i//93//lww8/ZOvWrbz77rs8+eSTTJ06FVAtHLfddhuPPPIIc+fOZeXKlVxxxRX07NmTc889F4AjjjiCn/3sZ1xzzTV89913LFq0iJtuuomLLrqInj17duK3SxL0hSR4sDIkr3sRfFw5hjQ4WUySGm1OlhyhZvcFIVnjucAnU8yQ0CVWhaRnp7G10uX26GEOyebyLsiyUZClZl3uPBRCQdWSjipXgSNEvTmhA11S6Hr66ae54IILuOGGGzjiiCO48847ue6663j44Yf1Y+666y5uvvlmrr32Wo499ljq6+v5+OOPycz0uhpee+01Dj/8cE477TTOOOMMTjzxRF544YXO+ErJhcsBe35UH/cKLXRtT9I4BfBuuiFjFcCrqWqLqJBcaP8XrZRCELzlIpLLogBei/Cu6ibcnhB14fq0zsk9P4KrJc4jE8Km8SAc3KQ+DjEv99Q04/Io2C1mSvOSy+UNvsH0IdbK/F6QVw6KG3YvS8DIUovk6I0RJnl5ecyaNYtZs2YFPMZkMjFjxgxmzJgR8JiioiLmzJkThxF2cfauAlczZBZC94FBD212uqmqUzeDZLQq6LEK4Qhdu34AtytkfIaQYDQLpAE3TjLW6NIoL8jCajbhdCvsrW2mZ2EQwbBbf8juAY37Yc8KrxAmJAe7flDviwaoLcWCoFnbe3XLwpxkLm9QfyurdtWGVlBNJvU3uHau+psMkd0utKVLWrqEOLOrNZ6r1yj1BxYEzRSdm2GlW3bgooCdha69hTKZA/QYAhn54GyAfT/FeWRCWHh8tGoDLu9kFrosZpMuaIW0KphM3u+7a2nwY4XEo7m8DXgEdrbGc/VOsnguDcMFUsHrYhSvQNiI0CV0RNPewojn6t0tC1MIAa0z0KxvBxsMBIiazVA2XH1cuTLOIxPCYv96cNSDLQeKDw95eLJm1GqEpQxoZQgqV8RxREJEaIJwF1cEwDfpyIDQpZWN0MJQBMOI0CV0RBM4QtScAa9WlKwLSX6mjcJWC5whDa5shHovG1xyoc3JsuFgDt4+paHFxYEGB5B8AcsafcPZ4LQ5uUfmZNKxe7l63zN4Ni0kb7kIDcOZ3qCWEgI1m7jxYBxHlXqI0CW0xeXwutZKjwx5eDJniWl4s8UMLCaapUs2uORCF7qGhTxU29wKsmzkZyafyxu8FjhDikB5q9C1b60E0ycT9VVqSypMUDo05OHJWhhVQ8v03h6qGTuoza8L+6mPxSsQFiJ0CW3Zvx48TjW2SftRBcGbuZiccQoQRlYOeDe4ypVqKyQhOdi7Sr3XhOIg7DqU3LEz4NsX1IAiUNBHTWrxuKBqbXwHJhhHEza6D1QL2YYgmesZghrgbzJBk9OtW4qDUi5egUgQoUtoi7a5lR4ZMogevNajZHXjQJgBoj2GgNkGLTVqdXohOdA2uFIDQldrLaRewbICOxlfq0JITCbZ4JIRfa0MbX1tcrjZp2V5J6mlK8Nq0bs3GJqXZa3hJ+IVCAsRuoS26Jtb6IUEfOIUknQhAd8K4AasCla7tzK9mM2Tg7q90LAPTGbv/yYImtAVtBRDJ6NZuvbWNdPicod+Q5mPBVZIDio162votVJrr5OXYdVjTJMRzTq8y1CChygCkSBCl9CWvcYXktpmJ3XNakZgr2R25bSOzVBfMZDA5WRjr+bGGQT20MJ9V3Avds+xk21Xm7Eb2+C0DEYRupIG3dIV2vqqldbplaRZ3hqadVirnB8UbZ3cvx6cBo4XABG6BF8Uxau9GVhItB9mt2wb2fbkLSSqa29GFhLwBsVKra7koNK4Gwe6hnvRZDL5bHDNod+gWfiq1kqsYTLgalGFDTBm6arWFIHk9QiA1zpsaK3MK4OsIlA83mshhESELsFLfZVa+RqTITfO7i7gxgHv+OqaXdQ2O0O/occQ9V4WkuQgDOsreC1HyWx9Be+8NGRV6D5Ida82V6uuVqFz2feTmtiQWai2xQnBbl0RSL72P75ovxlDc9Jk8tbM27cujqNKLUToErxoQka3irDcOMkudGXbvdXyDS0mxa1C14GN4DYgpAnxRVvQi0MrAi0ub1uqZLZ0gfd3s9PInLRlqb9LEAtsMqBlkRpMOOpqCmrIptca2lopc9IwInQJXjShq8dhhg7f1eoWSfbNDcK0KhT0Bnuuqske3BznkQlB8XhU4RcMzcs9rXMy02amKMcez5FFTe9wrArgtSpUyQbX6WhrpSZ0hKCrWF97h+NeBLF0RYAIXYKX/RvU+x6DDR3eFWJnNLQxGgpaNpm8G7wsJp1L7S5wNqplPDRLTxB852QyBywD9Gx1NRkXusSqkDSEqaB2NUuX4VAMmZNhI0KX4CXChSTZtTfwDRA1ELQMPouJCF2dijYnuw8ES+hkja7i8gboWSBWhS7L/lbra/fQCqrL7aGytmt4BXJ8SloYC8VonZMHN0u3BIOI0CV40S1dqaW9QZip0CAaXLIQofU1mctFaGjKyp7qZjweAxmJutAlc7JTcbvg4Cb1sYF5WVnbjEcBm8VEcW5GnAcXPWGtlXllkFGgZjBqYQBCUEToElQcjVCzXX1sQOhyuj3sbdXeeiZ5Rg54N7iwrQr7xarQqWjX33CcYddxeZfmZ2I2gcPtYX+DAStBj8MAk5ph3LA/7uMTAlC9DdwOsGaqLZpCoJUEKS/IwmxObpc3+HgFjIZiiIIaFiJ0CSqalpJVBDndQx5eWaNqb3armR45ya+9hRVID95Nfv9GqYvUmYRpfe0qAcsANouZ0ta2K4Y2OHu2muQBcGBTHEcmBEWbk90Hgzn0Fur1CCS/cgo+8a+GQzG0+FcpsWMEEboElQNhbm7aQlKQ2UW0N3XB21vbjNPtCf2Gwr5gsoCrCeoq4zw6ISB6nGG4yR3JXYRSI6wCqQBF/dV7yartPNJkThr2ChQNVO8PbYnTiFILEboEFd2iMMjQ4V0piB6gR04GdqsZj6Ja6UJisUFhq+tAFpPOoaka6veqjw0ELHs8Cntquta8DNsCWzRAvRehq/OIWOjqIpYuvf+iwbZpMifDQoQuQeWA8Wwc8MkSK+gam5vZbKJnQZgp+rKYdC5asHJuKWTmhzy8qq4Fp1vBYjZRmpf8Lm8Is+0KyJxMBsKoGwddK+EIxPoab0ToElQObVXvDdRCAtjdxSwK4GNVqDG4wXWTxaRT0edkf0OH76pWNfOy/Eyslq6xtIWd4CFCV+ejXXvtfxGCruYV0NbJvXXNOFwGQjG032fjAWiuiePIUoOusTIJ8SdMoUsLsuwq2huEWSAVfDY4cS92Coe2qfdhzsmukLmo0SvcAqkidHUujkavy9vAvFQUpUvVjgPokWvHbjWjKOgZ6kHJzIecYvWxrJUhEaFLAEeDt4mu0Q2u1d/flTa4sAukitm8cwlXEehCmYsaYbsXtWvRXA2NB+MyJiEI1a1ldTIKIKtbyMNrm1w0ONxA1wnFMJlM+rpuuAejKAOGEaFL8FoUMgshqzDk4Yqi6P7+riR0hV0g1dfSJWUjEk/Y1teuqwhUNzppaHGFfoM9B/LK1cdiVUg8+pzsZ6jRtSZMd8+xk2W3xHFgsSX8DEYRuowiQpfQdiExcnijkyanqr2VFXSNjByIIH5G2+xbaqDpUHwGJQQmDSxd+Zk28jLV9kZ7jMYaygbXeYStCHQt16JG2H1BJRTDMCJ0CeEH0bf+EIvzMsi0dR3tzTc9XzFiubJlQV5P9bEUo0wsbifU7FQfG56XXS/OEIjAlSNu704jTAW1qxVG1dBqioUf/ypzMhQidAlhC107u1hgqEZ5q1Wu0eGmpslp7E3aNaneFp9BCf6p2QmKW221kltq6C2apahnF7K+gq8yYDDWsLB1w9fadgmJozq85I7dXawwqoYmJIbtFdD2EiEgInQJUSwkXWtzy7RZ6NHacNawVUErkKpZXYTEoC3ehf0MtVppaHFR26zGRHUllzdEEGuo9fur3hGnEQkBCVdB7bKWrtZm7EZd3tqcrK9UrdRCQEToEiJ2L3aVbBxfeoWrwWm97mpkg0soYc7JPa1dBvIyrORl2uIzpjgRdgajrgjInEwoiuKjDFQYeotXQe1aa2W5LnQ1GwvFyCkGSwYoHqjdHefRdW1E6Ep3FMWbvVhoLE5B2+C6mnsRfAr/Gak/A14NTixdiUW3vhqbk1prp65m5QKvFcS4VUFTBHaBx0DxSiE2NOwDZyNg8gq+Iehq1eg1yvK9oRiaBTkoZjMU9FIfizIQlLCFrqamJnbt2tXh+dWrV8dkQEKCaTyoNnUG72IeAm1zKO+CG5y2Ke8x0n8RROjqLLTrXWBsc9PmZFcUuspbLcaGeoIC5PcCkxncLd76ekL80Wp05fcEa+g2U063h6q6FqDrCV1ZdguF2arF2PC8FLe3IcISuv71r38xePBgpkyZwogRI1iyZIn+2uWXXx7zwQkJoLZ1c8spNrSQQNe2KmiCovGFpFUQlYUksWguivyehg7X/p9dUhHI9yoChlw5Fpu3VpdYFRKHpgjk9zJ0+L66FhQFbBYT3XPscRxYfPDOS4l/jSVhCV2PPPIIS5cuZfny5bz00ktMmzaNOXPmABhbLITkQ9/cjC0kbo/C3lbtrbwLxnSVFYQbINoqdLXUSF+xRKJbuoxZX3frQlfXm5Ml+aqy0+LyUN1oMAi5QOK6Eo62VhYYWys1a3ppfiZmc+hCqsmGZp0L29IlWbVBsYZzsNPppLRUTd8eNWoUX375JVOnTmXjxo2YDFTnFZKQ2lZXsUGha399C26PgsVsojjPmGUsmQjb0pWRq7b7aDqkxtBkFsRxdAKgximFqQxUdmGXd6bNQvccOwcaHOypaaabEatIQW/YgVhgE0mYa6XuEcjvenMSvJ6M3eJejClhWbpKSkpYsWKF/ndRURHz5s1j7dq1bZ4XuhA1rQuJQe1NW0hK8jKwdEHtLWxXDohVIdE07gePEzBBXpmht+zpwi5v8I67slYyGJOWMIWurhxnCFCerymo4SZ4iHsxGGEJXa+88golJSVtnrPb7bz++ut88cUXMR2YkCDCjJ3p6ptbaetCIq6cJEZbtPPK1PglA1TWdt2MWvBa6MJO8BCrQuLQFNQ0iDOECJKOfGO6JNwoIGEJXb1796aszL/mOW7cuJgMSEgwuvZmLHamK7txAOxWs14g1fgGJ8H0CSVMi0KTw60L0F1VGSgLO8GjdYOrFatCwtBjugxmeddqCmrXVATCjunK7w2Y1Gz4hv3xG1gXR+p0pTu14Wlv+kKS3zUXEoCyAlXoMuzK0a5NXWWcRiS0IWzrq/p/zLFbyMsIK0w1aSgv8BajNITmdq3bG6cRCW3wuKFuj/pYLF3+sdrVLHjwXiuhA1GvULW1tbz00ktUVlbSv39/jjrqKIYPH052dtfqNZWWKErYGTldfSEBVWBctas2jA2uNT1fFpLEEGbmom8Jk66a0FOWH6alS5uTDfvUtisG3bBChNTvVXuBmiyGe4F25dI64J2T9S0u6pqdxjo95JVBQ5WqoJaPiPMIuyZRC13nnXceP/74I8ceeyzvv/8+69atA2DgwIEcddRRvPnmm1EPUogTjQfB1brIa4t4CLp6TBdEkMGY17rI1otVISGEmbmoZVd11Xgu8I3pMmh9ze4OZit4XFBfZVhpEiJEm5N55WC2hDzc7VH0rhddVUHNybCSn2mlttlFZU2zQaGrHCpXiIIahKiFrsWLF7Nw4UKOPfZYAFpaWli5ciXLly/nxx9/jHqAQhzRC6OWhF0YtasuJBCB2VwsXYklTJe3FmfYVVPzoe2cVBQltMXObIbcMvU3XLdHhK54oxdGNTYnD9S34PIomE1QnNv1Suto9CzMorayjj01zQwuzQv9Bt3tLaEYgYha6BoxYgRWq/c0GRkZjB49mtGjR0d7aiHehBk7oyhKlzeZQySWrtaFpLkGHI1gF9d5XNHLmBhtS5U6ikCjw01di4t8o64cTegS4kuEhVFL8jKxWrpu6HRZQSY/VdYZt8CKghqSqGfDY489xv33309LS0ssxiMkkjADQw82OHC4PZhM6mLSVSkL15WTkQ+2VkGrXjS4uKIo3mts0OWtW1+7sHsx226lICvMXnf52gYnczLuaNbXvPQoraMRdikTsXSFJGqhq6KigtraWoYOHcpvf/tb5s6dy44dklrfJaivUu9zS4If14r2w+uRm4Hd2nW1N99MMUMFUk0mb/CsZIvFl+ZqcDvUx1omVAh2p+0GJ1aFhKHFc+YbVQS6dmkdDS1LPewED5mTAYl65zz//PPZunUr48aN45tvvuHKK6+koqKC4uJiJk2aFIsxCvFCW0jCzMbp+gtJW1eOIWQxSQyaIpBZADZj8yxlNjjd7W3UlSNWhYQR7lpZq3p+urwiUBippUvWyUBEHdO1atUqFi9ezFFHHaU/t3XrVpYtWyatgZKdcC1deo2urr2QZNktFGbbqG50UlnTbDx+BmSDizdhbm7NTjeHWgujdsVm176IpSuJCXOtTBVFIOysWm1O1leB2wWWrlk3L55EfUWOPfZYGhoa2jxXUVFBRUUFU6dOjfb0QjzRFxKjlq7UWEhAFRyrG53sqWnmMENZObLBJYSw56QqoGTbLeRndu0FPnxXjigCCUOblznhhWKUdnEFNWxFIKdYrWWmuNV6XQbjhdOJqN2Lt956Kw8++CDV1dUxGI6QUMK0KniDQ7u2RQF8MxiNanBaTJdscHFFn5PGNrfdPk2Fu2phVA2xdCUpLgc0HVQfG3YvaqEYXXut1Nb6umYX9UZCMcxmcTGGIGrV8IILLgBg8ODBTJ06lTFjxjBy5EiGDRuG3W6PeoBCnFAUH+3NWMByqsR0gXcxCXuDk+zF+JKmcYYQQf9FbXNrOgTOZsMxcEKYNOxT781WyOoW8nBFUVKijAlAboaVvEwrda0FUgeV5IZ+U16Zmu0pCqpfoha6Nm/ezIoVK/RiqI8++ihbt27FarUyZMgQietKVlrq1MakEEacQmpkiUEEtbpyxdKVECLMqO3qFgWIIH4msxDMNvA4oXG/4bpmQphoikBOiWrJCcGhRicOlweAkvyuWxhVo7wgk7rmeuNCV664vYMRsdB1//33c8455zBq1CgqKio4++yz9dfq6upYvny5CFzJjKa92fPAnhPy8FTS3iCCqvSaNbBhf5xGJAARuLxTKM6w9TvUNrtoaHGRE6p5t8mkzsu63ervWYSu+BC2IqDOyR65djKsoVsGJTtlBVms31uvu/JDktNDvW88EL9BdWEijunauXMnp59+Or179+b666/n448/xuFQ6+vk5eUxfvx4brzxxpgNVIgxYcbO1Da5aHK6ga4fHAoRWLo0oavpkJqVI8SHsLPEUsf6mpdpI7dV0NJigkKibXD1++I0KoGGyJI7UmFOApS3rvd7qsNVUGVO+iNiS9eLL76Ix+Nh0aJFvP/++9x6663s2bOH//mf/+Gcc87hzDPPpKioKJZjFWJJmELXnlpVyynKsZNp6/raW/gNhosAE6CoQbUGr5sQJmHXQ0od6yuoG/XGKtWVM7DYgCtHNrj4o89JY7GvesJRfmJd3m63G6fTGfPz9u9mo1eehcamJpqbDQheOX0gtw84XGDk+DhhsViwWq1Jl2ATVUyX2Wxm/PjxjB8/nscee4y1a9fy/vvv8/zzz3Pttddy3HHHcfbZZ3PxxRfTq5c0ZE0qIoyd6eo1ujS0QHrDrhyzBbK7q7EzDftE6IoHbpfXfWvYqqAWoUwF6yuowuPGqvoI3N4idMWNCMuYJFIRqK+vZ+fOncY6bITJ6O4uBp5SQpbNw5YtW0K/IWs4jHsCrJlg5Pg4kp2dTXl5eVIl9UUsdLlcrjaNrgGOOOIIjjjiCO666y727dvH3LlzmTt3LgB33nlndCNtx65du7j77rv5z3/+Q2NjI4MGDeKll17SG20risIDDzzAX//6V6qrqxk3bhx/+ctfGDx4sH6OgwcPcvPNN/P+++9jNps5//zz+eMf/0hurgENs6vTBRaSeJKbYSUvw0pdi4vKWqNWhR5eoUuIPY37AQVMZlXADYHT7eFAQ2oJXZpSY7iUieZelDkZPyIurZOYOel2u9m5cyfZ2dkUFxfH3LJT3+zEVt1EhtVCRY/Q8b84GqDaBJYM6N4/pmMxiqIoOBwO9u3bx5YtWxg8eDBmA0kQiSBioatfv37ccsstXHfddRQWFnZ4vbi4mGnTpjFt2rRoxueXQ4cOMW7cOE455RT+85//UFxczIYNG+jWzZvO+9hjj/GnP/2J2bNn079/f373u98xefJk1qxZQ2am+mO49NJL2bNnD/PmzcPpdHL11Vdz7bXXMmfOnJiPOekI172YYnEKAKUFmdSF68rZ95ME08cLPUusWLUshmB/fQuKAlaziaLs5NFko0ESPJIQLV7OaJxhbWKTO5xOJ4qiUFxcTFZW7F2aitmKqd6Nx2LW986gWBSoN4HZA0aOjxNZWVnYbDa2bduGw+EwNvYEELHod9ttt/Hss8/Sp08fbr31VmNmxxjx+9//nj59+vDSSy9x3HHH0b9/fyZNmsTAgQMBVcqdNWsW9913H+eccw4jRozgH//4B7t37+bf//43AGvXruXjjz/mb3/7G2PGjOHEE0/k6aef5o033mD37t0J+y6dRpgVlqtqU6PCsi+aVWFvuEHLYlWID2HOyb2t/e1K8jIwm5MrbiNSSvU52WLsDeJejD9JbunSiFfsktWiigkut8eY+9LcasvxuNR6kJ1Isli3fIl4RNOnT2fz5s288MILfPvttxx22GFccMEFLFmyJJbj88vcuXMZPXo0P//5zykpKWHkyJH89a9/1V/fsmULlZWVTJw4UX+uoKCAMWPGsHjxYgAWL15MYWGh7o4EmDhxImazOSHfodNpbNWMDRZGrarzbnCpglZDJ/wNTqwKcUFLMdeE2xBoLu/SVLK+tgpdVXVG68e1CqgidMWPsBXU1HJ5W80mTKgCndMdhtAFquAltCEqMdBisXDxxRezZMkSPv/8c9xuN+PGjWPcuHG8++67cQnqA7Ugqxaf9cknn3D99ddzyy23MHv2bAAqK9WibKWlbTWT0tJS/bXKykpKStr+iKxWK0VFRfox7WlpaaG2trbNrcuibXAGYmfAuwmkQrE/jdKwLV1iVYgrEc7J0rzU2NwASnVFIFzrqygCccHVAo469XFO6HnZ6PC2y0kVBdVkMmG1qEKXy+Mx8oa21q4oqKioYNasWQFf37p1KyaTieXLl0f1OYkkZra38ePH8+6777J+/XpGjRrFVVddxWGHHRar07fB4/FwzDHH8OijjzJy5EiuvfZarrnmGp577rm4fJ7GzJkzKSgo0G99+vSJ6+fFlcbWXmJGNzjdlZNCG1zromjYqqBdK9ng4kOYQtde3eWdGpsbeBWBfXUtuD0GlFZfRaCTXTkpibZOmiyQURDycG2dzLJZ9JprqYCt1cVoyNIFMRO6QtGnTx/27NnDsGHD4vo5sSTiWfHAAw9QU1Pj91ZdXU1jYyObN2+O5Vh1ysvLGTp0aJvnjjjiCN5++20AysrUNgR79+6lvLxcP2bv3r0cffTR+jFVVVVtzuFyuTh48KD+/vbcc8893H777frftbW1XVPwcjmgpdVKlx26lprbo7C/PvXcixI/k2SELXS1zskUceMAdM+xYzaBR4ED9S2hv1t2q6XL44TmakO9AYUw0OdkkaEWQHoYRn5G0tWHigabRXMvGrB0gVfocse+bpgvFosl4H6drERs6Xr44Yd54YUXyMrK4pRTTuHKK6/kvvvu4/nnn+fjjz9mzZo17NkTny7j48aNY926dW2eW79+Pf369QOgf//+lJWVMX/+fP312tpalixZwtixYwEYO3Ys1dXVLF26VD/m888/x+PxMGbMGL+fm5GRQX5+fptbl6TpkHpvMqv920JwoKEFj6JajYtyUiNLDLybtbgXkwTfDc4Ae1MwucNqMVOcF0asoS0TMlrXIbHAxp5IwzBSSDmFtsH0hjBo6aqrq+PSSy8lJyeH8vJynnrqKSZMmMBtt92mH9PY2MgvfvEL8vLy6Nu3Ly+88IL+Wlq5F+fPn8+pp57Kiy++yNKlSznmmGM499xzOfXUUxk1ahSDBw/uEDMVK37961/z7bff8uijj7Jx40bmzJnDCy+8oLcdMplM3HbbbTzyyCPMnTuXlStXcsUVV9CzZ0/OPfdcQLWM/exnP+Oaa67hu+++Y9GiRdx0001cdNFF9OzZMy7jThq0hSTLmPa2r1V7656Tof/4UgHNLVVV22Is/lATuqSnWHwI0+WtCV2pUrBXI/xYQ8mqjRtN4c1Jba0s7kShS1EUGh2umN5cLg/NTje1TcGP09dRi029DyF03X777SxatIi5c+cyb948vvrqK3744Yc2xzzxxBOMHj2aZcuWccMNN3D99dd3MLp0JSJ2L55yyimccsoprFu3jieffJIxY8Ywfvx4pk+fzmmnnRbLMXbg2GOP5d133+Wee+5hxowZ9O/fn1mzZnHppZfqx9x11100NDRw7bXXUl1dzYknnsjHH3/cplbHa6+9xk033cRpp52mF0f905/+FNexJwVhWhRSMXMRvPFpDreHQ43O0FY8LZC2pRaczaqVQYgdEboXUymmC7R5WcNew7GGPeDgZrF0xQNdQTXmtvWulZ23NjQ53Qy9/5NO+ew1MyaTbbcasnTV1dUxe/Zs5syZo8sML730UgejxxlnnMENN9wAwN13381TTz3FggULGDJkSHy+RJyJ2mwxZMgQnn/+ebZu3crxxx/PpZdeysiRI3nttddwu92xGKNfzjzzTFauXElzczNr167lmmuuafO6yWRixowZVFZW0tzczGeffdYhsL+oqIg5c+ZQV1dHTU0NL774YnpUow9zc9tX641TSCXsVjPdWwUtQ1aFzEI1oBbE2hUPwpiXzU43NU1qvEgqxXSBbwajwVhDTXnSwgaE2BFhwlFnWrqSAq24cRCha/PmzTidTo477jj9uYKCgg7C1IgRI/THJpPJbzx2VyJm6RXFxcU8+OCD3HbbbTz99NPccsst/Pa3v2Xbtm2x+gghVkicgk5JfiYHGhzsrW3miPIQMXomk6rxNu5XN7gC6ScaMzyesDY4TUjOtJnJz0ydLDHwcS8arUqvWWE0V5gQO7rgWplls7BmxuSYnrPZ6WZjVT0WsynoOpllaxW2dEtX9IYXm83W5m+TyYTHSOmKJCXi1er888/3m7motSQAqK6ujtU4hViib27huhdTy6IAqlVh7R6vhhqS7CKv0CXEjpYaUFoXaAPzUrMCleVnplSWGPhYuoy6F7PE0hU3wvUK1HV+Rq3JZFJdfDHEbjWT2SpQZVotoTtAGHAvDhgwAJvNxvfff0/fvn0BqKmpYf369Zx00kkxGXcyEvF/Jjs7m549e1JYWBj0JiQhES4kqWgy1wprGg5a1q0KssHFFE0RsOeBNfQ80/5fqeZaBN+sWoOKgDYnG8XSFXMiXStzU2uttJhMmE0mPIqC0+MhI1RvVC0MI4ilKy8vjyuvvJLp06dTVFRESUkJDzzwAGazOeUUKV8iFrpeeeWVWI5DSCRhZuSkaiA9RGJVEKErLki5CB0tG7PKqCKQLXMyboQhdDndHg40OIDUi381mUzYLCZaXAout0LIuq/t+y8GEKKefPJJfvWrX3HmmWeSn5/PXXfdxY4dO5KmOXU8SK1gCMEYviUjDJCKLYA0IrYqSPxMbIm0Gn1KKgLqnDzQ4MDh8mC3hsh3EkUgfjS2XlMDyoBWQNpqNlGUnTr1DDWsFjMtLo+xAqm6JUwBxeO1fLUjLy+P1157Tf+7oaGBhx56iGuvvRZQ63C1x7cmV0VFRdzaDcYLEbrSkTA2OEVRUrIFkEZpuFYFiZ+JDxGWiyhLoWbXGt2ybdgsJpxuhX31LfQqzAr+BpmT8SMMC6y2TvbIzQgd89QFsZnDaAVkMgMmQFFdjAHckcuWLeOnn37iuOOOo6amhhkzZgBwzjnnxGjUyUfqVLoUjBPGBlfb7KLFpWo2KRnT1Wq9q5SYrs4lQktXKsZ0mUwmXcExFGsoMV3xwdkEzgb1sYF56dsCKBXRm14bsXSZTIbKRgD84Q9/4KijjmLixIk0NDTw1Vdf0aNHj2iHm7SIpSsdCSN7cV+razEv06pnr6QS7RsMW0JpqFmF6r0IXbElwoK9qeheBFUZ2FXdZMwC61unK0j8jBAm2jpptnpbLQUhVYPoNSJqeu1xebOS/TBy5Mg2rfjSAbF0pRsuBzjq1ccGqiynchA9tLoCfBoMh0S3KojQFVOaqtV7A3NSURQqa1I3kB7CbMauXTN3Czgb4ziqNMPX+mpAkE3l2FfwaXpttEaWQUtXuhEToeurr77isssuY+zYsezatQtQsxu//vrrWJxeiCXNNd7HmQUhD9+XwjW6ACxmU3gNhsW9GB+aq9V7Aw3Y61pcNDlV7Tn1hS4Dli57LphbC0iKizF2aL9xA3MSvApqcYqulWE3vTbFrkBqKhG10PX2228zefJksrKyWLZsGS0t6sSrqanh0UcfjXqAQozRNreMgoDBjb5UpWgLIF/C2uCk5Up80CxdBhQBzeWWn2kly556Lm/wzklDsYZapwSQeRlLNAVVCykIgTfhKDXXSt3S5VaMZQxaxNLlj6iFrkceeYTnnnuOv/71r23K9Y8bN65Dt3AhCdAWEgObGyRHW4t4owctG6nVJZtbfAhjg/M2uk5NiwJ4EzzC6pQAUsokloRhfQVv/GuqrpVa9qJHUXAbEbrE0uWXqIWudevW+S3ZX1BQIG2AkhE9dsao0JW61eg1wmowrAldriY1u0mIDWFscKkezwVhWl9BlIF4EKaCmsqdOwDMZpOeaOQyEkwvMV1+iVroKisrY+PGjR2e//rrrxkwYEC0pxdiTdjaW2rHdEGYtboy8r2F/mSDix1huBf3pnjAMvgqAmHWj5OYrtihK6iFIQ9VFLWmGqRmGRMNb60uIwVSxdLlj6iFrmuuuYZbb72VJUuWYDKZ2L17N6+99hp33nkn119/fSzGKMQSXegKz9KVqiZzCHODk/iZ2OPxQEut+tjABlfl0+w6VdE27tpmF00OA5uWzMnYo1u6CkMeeqjRqZdSSNWSEeBbq8uIpatV6FLCs3RNmDCB2267zdCxW7duxWQytalSn+xEXafrN7/5DR6Ph9NOO43GxkZOOukkMjIyuPPOO7n55ptjMUYhloSxkIDX+pPKVoUSPWg5jFZAjftlg4sVjjq1VQgYmpep3HdRIy/DSpbNQpPTTVVdM/265wR/g/RfjD1hKKha7Gu3bFvotk1dGG+trjBaAcXR0tWnTx/27NnTpYqpRi10mUwm7r33XqZPn87GjRupr69n6NCh5ObmxmJ8QqwJw2Te7HRT26xqKamaBg1QmhduKyCpAB5TtDlpyQBb6HlWqQtdqasImEwmSvMz2Hqgkb21LaGFLk0w8C0JI0RHGMkdqdwqzRdvra7kiOmyWCyUlZXF7fzxIGYiud1uZ+jQoRx33HEicCUzYQSHavFcGVYz+Zmp27xA69+nNRgOiWxwsSXS1PwUtnRBmMH0GTInY04YcYapHkSvEVatLlNoS1dDQwNXXHEFubm5lJeX88QTT7R5vaKigkcffZRf/OIX5OXl0bdvX1544QX99a7oXoxa6Jo5cyYvvvhih+dffPFFfv/730d7eiHWhBFIr5nMi/MyMKVwaxGtwTCgB8MGRVuEtTgkITrCmJMej6LPy1SO6YIwhS5RBGJPGKEYSRX7qijgaIjLzeZuxORsxNUc4BjfUhJ6HUjFGz7QjunTp/PFF1/w3nvv8emnn7Jw4cIOpaaeeOIJRo8ezbJly7jhhhu4/vrrWbduXZwuXvyJ2nzx/PPPM2fOnA7PH3nkkVx00UXcfffd0X6EEEsisHQlxUISR7QGw7uqm9hb20yvwqzgb8hs7cMmG1xsCMOicKjR4Q1YTvF5qdfqqjOiCLTOSVEEYkcEMV3FyeDydjbCoz3jcuoCYHiwA367G+ytrnCTT+FijxssbW089fX1/P3vf+fVV1/ltNNOA2D27Nn07t27zXFnnHEGN9xwAwB33303Tz31FAsWLGDIkCFRfpvOIWpLV2VlJeXl5R2eLy4uZs+ePdGeXog1YcR0VaVBuQgNbzFKg2UjAJplg4sJ2uZmYE5q8Vzdc+x6UG+qIpauTiacmK40WisNYzIFdTFu2rQJh8PBmDFj9OeKioo6CFMjRozwOaWJsrIyqqqq4jPmBBC1patPnz4sWrSI/v37t3l+0aJF9OwZH2lbiIJwTOZp0AJII6wGw2JViC2RuHFS3LUIPlm1NaIIJBxnM7har7sRr0AytQCyZasWpzjg8Sis3qPOsSPK8vQYrzaf7YvZAm43KJFnMPp2ugFV8PIYbbqdhEQtdF1zzTXcdtttOJ1OTj31VADmz5/PXXfdxR133BH1AIUYE4HJPCkWkjgTVq87sSrElnAClpNpc4szpXnhuBd95qSiqFYGIXK037bJDPa8kIdrsaBJ4fI2mbwuvhhjBswZbtweBZc1G6stRO9TU6tQ5sfSNXDgQGw2G0uWLKFv374AHDp0iPXr13PyySfHeOTJQ9RC1/Tp0zlw4AA33HADDocDRVHIysri7rvv5je/+U0sxijECkWJyGSeFAtJnNG+o6Fed5IpFlvCcC/qVb/TYE6WhNMpQRO6PE7VQmMLEZcoBEebkxn5YA7txtbrGabBvLSZzbg9bpxuD5mhhC4tmN6PpSs3N5dp06Yxffp0unfvTklJCffeey9mA9e7KxOTOl2///3v+d3vfsfatWvJyspi8ODBZGSk/uTrcrT4FqE0YOlKk9oz4F0sjWUvinsxpoTl8vZm1KY62pxscLhpaHGRkxFkubbnAiagVbESoSs6wlBOG1pcNLR2DUgHt7fVYgKXwar0IcpGPP7449TX13PWWWeRl5fHHXfcQU1NaiuzMSm+NH/+fObPn09VVVUHX6u/chJCJ6EtJJYMQ4tyUpnM44zX0hWOe1GErpgQjnsxjSxdORlWcuwWGhxu9tW1BBe6zGZVGWiuUedlXtcqGJl0hDEnNY9Att1CbrD/UYqg1+oyElcVxNIFqrXrlVde4ZVXXtGfmz59uv5469atHd7jW5OroqICRTEg/CURUdvxHnroISZNmsT8+fPZv38/hw4danMTkogw4rncHoUD9ekTSK9Z8/YZiZ/JEEtXTAnDvahZX1O5Q4IvxeHEdYnbO3ZEYH1NB0UAfKrSh2Xp6rqB77EmarH8ueee4+WXX+byyy+PxXiEeBJGja4D9S14FDCboHtO6i8mmmB5sNGB0+0JXo7At06XBC1Hj2Yx1ITZIHizF1N/ToKqDGw90KgntQQlswBqgBYRuqImDAU1nTwCAFazVpU+jFZAUWQvphpRW7ocDgcnnHBCLMYixJuWOvU+0/jm1iM3A4s59YWKomw7FrMJRYED9Y7gB2vCgccFzqb4Dy7VMTgvFUVJm4K9GlqxTUMWWCnaGzvCyfJOo9hX8O2/mBxNr7saUQtdv/zlL/1WpBeSEG1zywidAu3bAigdMJtN9Mi1A4S2KthzvanQ4mKMHn1eBhe66ltcNDnVxTtd5mVxbiRlI2RORo2uCBiP6UqXORmWpctA/8V0I2r3YnNzMy+88AKfffYZI0aM6FDI7Mknn4z2I4RYoQkIBoSudLMogKqp7q1tCV02wmxWr2FzjXqToOXI8XjAUa8+DjEvtc0tN8NKtj31A5bB60Y1VspELF0xIwIFNV1c3tZWS5ehptfiXuxA1CvXihUrOProowFYtWpVm9dSuUlyl0RbSAwU+0s3kzmEWTYio8CbKSZEjrMBaNWY7blBD01XRQCkEXvCaWlVBELMSfCdl+mxVmruRbei4PYowcNPxNLVgaiFrgULFsRiHEIiaDFmUYD0C1iGMAukStBybNAUAZMlZBkTPc4wjYSu8EqZiKUrZoRh6dqXZu5Fs8mE2WTCoyi4PB4s5iAFUsXS1YHULv0qtCUSk3maLCTg/a7GMsWk111M8J2TISzj6WnpCieQXmK6YkZYa2V6zUuTyeTjYgwR1yWWrg7ELDBizZo1bN++HYejbebX2WefHauPEKIlgoUkXbQ3gOL8CGp1iVUhOgwG0UP6JXeAdyM3VMpE5mTsaDFWxsTh8nCwQd3z0kXoArUVkAMPzlBxXb6WLimvA8RA6Nq8eTNTp05l5cqVmEwmvTqsFs/ldouEmzQ4tA0udJxCuhWhhHAzxaRAakwIJ7kjDeMMu2XbsZpNuDwKB+odlBUE+e7aNdQSE4TI0ZM7gq+V+1tj7axmE92y7fEeVdKgW7o8Bi1doLagMwVxRbYyYcIEjj76aGbNmkVFRQW33XYbt912m99jt27dSv/+/Vm2bJkeW57sRO1evPXWW+nfvz9VVVVkZ2ezevVqvvzyS0aPHs3ChQtjMEQhZhi0KiiKklbtVjRKwqmJpFelr4vjiNKAMOIM03FOqqVMDLq9tWsoczJ6DHoFfD0C5jSoZ6ihWVxDWrp8LVtxiOvq06cPe/bsYdiwYTE/d7yIWuhavHgxM2bMoEePHpjNZsxmMyeeeCIzZ87klltuicUYhVhhcCGpbXLhcKk/pnR05eyrawndz0vTgFvEqhAVLZFYX9NnTkIYZSO0TDuxdEWPwbUy3YLoNaxmozFdpri2ArJYLJSVlWG1dp0SMlELXW63m7w8dWL26NGD3bt3A9CvXz/WrVsX7emFWKKXjAi+wWkadUGWjUxbaHNwqqBZFBxuDzVNzuAH6xucWBWiIpwssTTqBeqL5vYOWTZCFIHY4HaCq9WqaHCtTCfrK/g2vTZSILVVzPBj6WpoaOCKK64gNzeX8vJynnjiiQ7HNDY28otf/IK8vDz69u3LCy+8oL+2detWTCZTmybYyU7UQtewYcP48ccfARgzZgyPPfYYixYtYsaMGQwYMCDqAQoxxKArJx2D6AEybRYKstTiviHjuuyywcUEg0JX24Dl9InpArF0JRxf92yotTIJY18VRaHR2RjXm0tpptndRF1LQ5vn/XoI9GD6jpau6dOn88UXX/Dee+/x6aefsnDhQn744Yc2xzzxxBOMHj2aZcuWccMNN3D99dd3aYNO1Da5++67j4aGBgBmzJjBmWeeyfjx4+nevTtvvvlm1AMUYojhOIX01N5A/c41TU721bVwWGmQ65QhG1xMMJgl5huwXJhlC3psqqFt6IZjupyN4HaBpeu4XJIKbZ20ZoEl+FxLxnIRTa4mxswZ0ymfveSSJWTbsts+qVm62pWNqK+v5+9//zuvvvoqp512GgCzZ8+md+/ebY4744wzuOGGGwC4++67eeqpp1iwYAFDhgyJz5eIM1H/KidPnqw/HjRoED/99BMHDx6kW7duUpE+mfB4fLIXjcUpJNNCkiiK8zLYUFVvrP8iiKUrWgy2ANqXpgHL4LU4h0zw8HWFOeohqzB+g0plwiqMml4tgCLC5N/StWnTJhwOB2PGeAXEoqKiDsLUiBEjvKcymSgrK6Oqqip+440zcVGFioqK4nFaIRp8LTIGTeYl+cljMk8UJUar0uuWroY4jyjFMRxnmJ4ub/At2htiTlozwGwFj0uErmgII7lDVwZyk2deZlmzWHLJkrh+hqIorNlTh4LCkNI8PZsxy+qnq4Q5cEyXEdr3czaZTHjiEJSfKCISum6//XYefvhhcnJyuP3224MeKw2vkwRN6DJbwRpcmEpGk3miKDFaIFXrXymB9NEhLu+QGK5KbzKpwmtztVhgo8Gg9RV826Ulj4JqMpk6uvjiQK7drRbsNWeSbQsiSgTIXhw4cCA2m40lS5bQt29fAA4dOsT69es5+eST4zXsTicioWvZsmU4nU79sdAF8LUohHD7pmPlbw3DVgXJFIsNYafmJ8/mliiK25UyCRq2kZGvCl0Saxg5BuMMPR4lrUMxrGYTTreRshH+LV25ublMmzaN6dOn0717d0pKSrj33nsxm1O7O2FEQpdvk2tpeN1FCKvdSvq6cvQGw0ZjumRziw6DG5zMSW8pk8Jglc91ZUAssBFj0OV9qNGhl0zokUTuxURhs5hpcrrDaAXU8bjHH3+c+vp6zjrrLPLy8rjjjjuoqUntNlYRuxeNYDKZ/NbdEDqBcIJD07DdikaxYUtX63V0NUumWDQYLGOSzhaFDKuFwmwb1Y1OqupaggtdogxET5jV6Ity7NitqW2d8YfxVkCBY7pyc3N55ZVXeOWVV/Tnpk+frj/eunVrh/f41uSqqKgIXcg6yYjYvejLDz/8gMvl0rMO1q9fj8ViYdSoUdGPUIgNBheSJoebuhYXkJ4ZOZqgGV6mWB1kdYvjqFKYMDe4dBS6QA3Urm4Mo5SJuL0jJ0xFIJmC6BOJ1XAroPhVpO+KRO1efPLJJ8nLy2P27Nl066ZuPIcOHeLqq69m/PjxsRmlED0GM3K0hSTTZiYvI/2sN5qlq67ZRbPTHbgiv9UOZht4nOoiLUJXZBidl7XpG2cIqgIUVikTsXRFTriKQBoqpwA2o62AosxeTDWitok+8cQTzJw5Uxe4ALp168YjjzwirsVkIuwsscy0rLOWn2klo9VVYLxshGxwEeFqAXfrNQ4yL9s0YE+iLLFEollgQ89JaXodNXqcobEWQOmqCBhuBSSWrjZELXTV1tayb9++Ds/v27ePujr54ScNBgujpnPAMqhxiJrmuq8+lFVBKxshtboiwtcFZg88L6sbnTjdWsBykHimFCbsAqmiCESOwaSjqjSOfQWvpSu0e1GzdInQBTEQuqZOncrVV1/NO++8w86dO9m5cydvv/0206ZN47zzzovFGIVYYLQIZW361kPS0GI0DFu6xKoQGc5WYdWaGTQRQVMECrNtZFjTpwG7L1LKJIGE2SUhXddKX0tX0GB2PXtR3IsQg4r0zz33HHfeeSeXXHKJXrvLarUybdo0Hn/88agHKMQIR6N6b88JepjuxknThQR8XDliVYgvmoUwRCHHdN/cQEqZJBRNYA21ViaZVyDRWXxa9qKiKLg9iv53BzrR0pWMmY1RC13Z2dk8++yzPP7442zatAlQK83m5ASfsEKC0Ta4EAtJOrcA0tDdi2JViC+6IiCxM6EIu5SJFpckhI/RtTJJuiRYLKolyeFwkJXlpw1PnDCbTFjNJlweBadHIaAROkDD60TQ2KiuMe1bCXUmMSsukpOTw4gRIxgxYkTCBa7/+7//w2Qycdttt+nPNTc3c+ONN9K9e3dyc3M5//zz2bt3b5v3bd++nSlTppCdnU1JSQnTp0/H5XIldOwJQ3Pl2EItJMmlvXUGuntRrArxRbtudqOWrjRWBMItZSKKQOSEuVZ2toJqtVrJzs5m3759NDY20tzcnLCbyeNCcTmCf26Lk2aXQrPLQ3NTYsbX1NTEgQMHqKqqorCwUBdMk4GY1QRYs2YN27dvx+FwtHn+7LPPjtVH+OX777/n+eefb9OJHODXv/41H374IW+99RYFBQXcdNNNnHfeeSxatAgAt9vNlClTKCsr45tvvmHPnj1cccUV2Gw2Hn300biOuVMw6F5M93pI4LV0GbcqSExXRDhlThpFm5MhS5loc1IUgcgxsFbWt7hodKiWm86elyaTifLycrZs2cK2bdsS+tn761todnpw1djItgcQJxQFalqT7eoyvCUkEkBhYSFlZWUJ+zwjRC10bd68malTp7Jy5UpMJpPuQ9XKDbjd8TMp1tfXc+mll/LXv/6VRx55RH++pqaGv//978yZM4dTTz0VgJdeeokjjjiCb7/9luOPP55PP/2UNWvW8Nlnn1FaWsrRRx/Nww8/zN13382DDz6I3Z5iWVK6yTyUVUFcOcatCq2LsmxwkWEwpkusr5CXoZYyaXF5qKptoW/3ANdMXN7RY8C9qCUc5dgt5CRBPUO73c7gwYM7GD3izZsfrWXe2ip+OX4AFx/XN/CBz14GHgdc/h4U9ErI2Gw2W1JZuDSiFjlvvfVW+vfvT1VVFdnZ2axevZovv/yS0aNHs3DhwhgMMTA33ngjU6ZMYeLEiW2eX7p0KU6ns83zhx9+OH379mXx4sUALF68mOHDh1NaWqofM3nyZGpra1m9enVcx90pGDCZu9weDjSoP9p0duUYjp8RV0506JtbqIK9oggYLmWiu7yljElEKIrPWhlYGUi2IHoAs9lMZmZmQm8ZWZnsqnOzvcYZ/FhXNZn1O8ikOWFjS0aBC2Jg6Vq8eDGff/45PXr0wGw2YzabOfHEE5k5cya33HJLh5ZBseKNN97ghx9+4Pvvv+/wWmVlJXa7ncLCwjbPl5aWUllZqR/jK3Bpr2uv+aOlpYWWFu9GXFvbhYJVDZjMDzQ4UBSwmE10z0kxS18YaO6CA/UtuD0KFnOArBwpjhodBq2vYulSKcnLZMfBpuClTDRBwSlCV0S4mr1ZdsEsXRJnCIST6Z0DjQe8+1AaE7Wly+12k5enxhH06NGD3bt3A9CvXz/WrVsX7en9smPHDm699VZee+01MjMTN+lnzpxJQUGBfuvTp0/CPjtqDGxw2mLeI9eOOZCgkQZ0z83AbAKPogpeARGrQnQYzBJL5wbsvngTPILNydbft2xukeF73QwIXcVp2gJIQ1NQ94Wqaah5WEQZiF7oGjZsGD/++CMAY8aM4bHHHmPRokXMmDGDAQMGRD1AfyxdupSqqiqOOeYYrFYrVquVL774gj/96U9YrVZKS0txOBxUV1e3ed/evXv1oLqysrIO2Yza34EC7+655x5qamr0244dO2L/5eKFAfeibwugdMZiNtHdyAanWxVkg4sIA3My3Ruw+2KolIl2LV1N0nYlEnwL9poDu6eSpVxEZ6MLXcGUUxBlwIeoha777rsPT+uPe8aMGWzZsoXx48fz0Ucf8ac//SnqAfrjtNNOY+XKlSxfvly/jR49mksvvVR/bLPZmD9/vv6edevWsX37dsaOHQvA2LFjWblyJVVVVfox8+bNIz8/n6FDh/r93IyMDPLz89vcugxGgkPFjaOjWRWCbnCykESHgTmpXf8Ma3o2YPelxEiBVF9LtigD4WO0YK9YXwGf+NfaEOV1REHViXoVmzx5sv540KBB/PTTTxw8eJBu3brFrWFyXl4ew4YNa/NcTk4O3bt315+fNm0at99+O0VFReTn53PzzTczduxYjj/+eAAmTZrE0KFDufzyy3nssceorKzkvvvu48YbbyQjI8WEDpcDPK31xwy4F9NdewPVqrBmT4gNTjeZy0ISEQbiDLWg8ZL8jLRswO6LoQQPq09xTGdjyKbNQjsMFuzVLDvprqBqNcoaHG4aWlyBMzn1TG9xL0Zl6XI6nZx22mls2LChzfNFRUWdvkA+9dRTnHnmmZx//vmcdNJJlJWV8c477+ivWywWPvjgAywWC2PHjuWyyy7jiiuuYMaMGZ046jjh60c35F5M74UEfMzmQV05rRucCF2R4QjdbiXdmwr7YqiUidnstSrIBhc+Bgv2ioKqkpthJduuumGDr5Vi6dKIytJls9lYsWJFrMYSFe3LU2RmZvLMM8/wzDPPBHxPv379+Oijj+I8siRAW3zNNrAGzkrU06DTuAWQhiGrgq69yUISEQaKo+ou79z03twgjFImtmz12soGFz7aNQtZO85rgU13ivMy2Hagkaq6Fip6BPgt20UR0Ig6puuyyy7j73//eyzGIsQL3WRuLDU/3bU38EmFlvT8+GEgfkZvASSbW4dSJgGRWMPIMRBn6HB5ONToBMQCC0a9AhKKoRF1TJfL5eLFF1/ks88+Y9SoUR36Lj755JPRfoQQLU6jRSglTkEjrKBl2dwiw0BxVL3ZtVi6OpQyCdjzT9LzI8dIckdrPJfNYqIwK3kaKXcWxbJWhkXUQteqVas45phjAFi/fn2b1zo7rktoxYBFQVEUn8bCssEVG0mFbp+en8CeYimBkdpxYunS0UqZ7KtroaouiNAlG1zkGHB5a+tkj9yMtK5nqGEo1lAUAZ2ohC6n04nZbOa5555j8ODBsRqTEGsMZIlVNzpxuNXSH2LparuQKIriX4HwFRZcTSGLfArtCGODEzeOSnGr0BVcGZCg5YjRAumDKKhaeQRRTlWMxb+KIqARlWqeTIH0QhAMZIlpi3hhto0Ma3L2rEok2kLS7PToxTk74JueL4tJ+OgbnNSOM4peIDVYrKGk50eOgZIR3jkpigAYFLpEEdCRQPp0wEBGjqRAtyXLbtGLcQY0m5vNXsFLzObhE8IC6/YoehsmmZcqetFesXTFB3F5h42hQHpRBHQkkD4dMOBelBZAHSnOy6CuxUVVbQsDiwNovvZs1bUolq7wcDnAo2aABdrgDjS04FHAbEJvy5TuaBt90Argkp4fOU4jGbXiXvRFj38NWkhaFAENCaRPB4wUoRQ3TgeK8zLYvL/BQDD9AVlMwsVAwV7N+lqUk4FFApYBg02vJT0/cgy4FyXLuy2aon6gwYHL7cFq8eNAk5gunaiFrgULFsRiHEI8EfdiRGjZYWJViAMGCvbuE9diB7Q5KT1B40Q47kXxCgBQlGPHYjap4QANDkr9ZdVqQqyEYUQf0yV0AQw1u26thyQbnE548TNNCRhRCmGk72KtWBTaYyxoWdLzI8ZIlwRRUNtgMZvonqMqTgGLSdtEEdCI2NJ13nnnGTrOt9+h0EkYKfinB4eK9qZhKFNMqtJHhiGXt8TOtMc3aDlkKRPZ4MInREatx6Owv14C6dtTkp9BVV1La4P6go4H2CWmSyNioaugwM+FFZKTsOohyUKiYSh+Rja4yAhnTsrmpqNZupqcbupbXORl+qmILkHLkROiZdqhRgeu1hZMPSS5Q0dfKwNaunyyFxUF0jjeO2Kh66WXXorlOIR4YqAivQTSd0S3dEn9mdhjpO9ivTS7bk+23UpuhpX6Fhf76lr8C12Snh85IZQBbZ0syrFj8xcwnqaErEqvC7EKuJrBluX/uDRAZk06EMK92OhwUd9aAFQsXV6M9RSTDS4ijMQZ1orL2x8h47pEEYicEO7FKvEI+MXwnIS09wqI0JUOhMhe1Da3LJuF3IyoE1pTBk17O9ToxOHy+D9INrjI0BIPjFi6ZINrQ3GoYpTi8o6cEAkeWiazzMm26PXjAimoZgtYW5WnNI9/FaErHdA2uABxCvt8AkOltpqXwiwb1tb6UPsDZTDaJXsxInRFILAVS6+HJO7FNoS2Kkj2YkS4XeBuvaaBFFQpF+EXQ1XpJYMREKErPdA2OKt/P7qkQPvHbDaFtirYpE5XRLhaNeIAm1tDi4tGhxsQq0J7Qm5wYumKDJeP4hRIQZXkDr8Ya3otygCI0JUeOLUNLoDQJTW6AiLxM3FCswxa/VsMtOudY7eQIy7vNoSMNZQ5GRlOn+sZYF6K9dU/voH0iqL4P0gsXYAIXemB7soJJHSJyTwQxq0K6a29hU2ImC5ptRKY0Jli7dLzBWP4egQChFnotePE0tUG7Xfa4vJQ2+zyf5DU6gJE6EoPXCEsXVL5OyChrQrS5y4idKErhEVB5mQHQioCtnbp+YIxQsxJEAU1EJk2C3mZqkU6YONrm2R6gwhdqY/H4114A8V0SeXvgBQbrT8jgfTh4Qpl6RKXdyBCZy/6ZN6luSsnLELMSUVRJP41CCWhQjHE0gWI0JX6+Gq6ASxd0gIoMIYzxdJcewsbgzFdYlHoiLa5HWhw4HT7KWVitoClVShI86DlsNAtXf7XyQaHmyanJHcEwnjSkQhdQioTjtAlC0kHQrtyWq9pmmtvYRNigxP3YmC6Zdv1UiYH6h3+D9LnpbgXDaMrAoHCMNRrKckd/jEca5jma6UIXamONsHNNlUDbv+y28OBBnXhlg2uI1KIMk6EiDOUFkCBMZtNet+/wLGGrdfVJW5vw4RQBKrEIxCUkF4Bzaqd5nGGInSlOnq5CP9xClrRT6vZRFG2PVGj6jL4Wrr8pkJr11U2t/AQS1dUhFQG9OrfMi8NEyKQXvrTBkeP6aoNoQiIpUtIaUJU/tYCQ3vkZmA2SzX69mgWBYfbQ02Ts+MBsrlFRihXjmxwQQkZtGyTBI+wCRFIrwkTEobhH62Mxr5A3TvE5Q2I0JX6hHLjSIXloGTaLBRk2YAAVgXd0tUsNZHCIYily+1ROFAvcYbBCB20LMpA2ISyvupzUtyL/ijOVa+Lpsh3QFdQxdIlpDKhWgBJEH1IgsYq+FoQ0zxWISxcgTe4gw0OPIpan7IoR1ze/igJWT9O3N5hE8L6uk/qGQYltKXLR0FNY0ToSnWkBVDUBM1g9F2gxapgnCBWBe06d8+xY7XIEuUP4zFd6b3BhYXRQHpZK/2iJb1UNzppcbk7HiDWV0CErtQniEUBfGNnxGQeiKBV6S1WNTMU0n4xCYsgVgWvIiBzMhDatQkc0yVBy2ETsl2atAAKRmG2DXurkhQ0FCPN10kRulKdUNqbVFgOieFaXWluNg8LA5Yusb4GRlcEAsXPyJwMn1Dt0qRgb1BMJlNwC6wkHQEidKU+ISp/75MWQCEpCWVVkADR8PB4wN16Lf0JXVKjKyS6IlAfoJSJbHDhE8TS1eJyU92oZi/LWhmYHkHjXyXOEEToSn0M1kOSgn+BMWxVkPgZY/guun6UAbF0hUa7Ng6Xh9omV8cDxJUTPtrv14/Le39r5X+bxURhti2Ro+pSBPUKSEwXIEJX6hMkpktRFJ80aNngAuFrVfCLVP8OD1/h1M+8lIDl0GTaLORnqq1o9tX7EfZlgwufIAqqVqOrODcDk0nqGQYiaKa3Jsym+ZwUoSvVCRKwfKjRidOtuiZ6iCsnIMWhKi2LKyc8NDeOxe63NZVYuowR1AIrrpzwCeJe1BOOxCMQFK+ly58iIEIXiNCV+gQpGaFl43TLtmG3ylQIhBbTVdvsotnpLxVaXDlhESJgeb8IXYbQGwz7s8BKyYjwCTIvxfpqjKCB9JLcAYjQlfoE0970zEXR3oKRn2XVhdKgsQppvpgYJkTBXrF0GUMrXeDf0iUlI8JGXys7tgHaJ0KXIYImHYmlCxChK/Uxor1J3ZmgmEwmPZPOv1VBNriwCGJ9bXK4qWtRA8NlgwtO0DkpVoXw0QPp/SV3SBFpIwQvJN16XT1OcPtJ/kgTROhKdYLEdIlFwTjB42ckezEsglhftTmZaTOTm2FN5Ki6HF5Ll595J3GG4aMH0ne0dIlXwBi+7kWPp10pE9/rmsaxhiJ0pTrBMnJEezNM0AxG3b2YvgtJWASxvmqZeMV5kiUWiuKgc1LiDMNGz/TuKFhJTJcxtIQsl0fhUKOj7YvWDKD1N53G81KErlQnSMkIqbBsHH2D82tVkFiFsAgS06VbXyWbNiR6/Ixf66tYusLGgIIqoRjBsVvNdGutY9ZBGTCZJK4LEbpSn2DtVqQFkGGCZorJQhIeQTNqRREwiiFLl1hfjaEoAZUBj0fRi6PKvAxNUGVA3N4idKU8QYJDq6QFkGEMxXRJ0LIx9JguqUYfDdrvtrrRSYurXSkTKRkRHm4nKB71cTtl4GCjA7dHwWSC7rn2Thhc10KzBgYvGyFCl5CqGAhalhZAoQka0yXaW3joMV2BU/NF6ApNQZYNu0VdwjVLjI4e0yUZtYbwvU7t5qWmaBVl27FZZMsMhRYaIGUj/CMzKNUJELTc0OKiwaFqx7LBhcZQ9e80XkjCIkgTdhG6jGMymQJ3S5DaceGhXSeTGSxteytKwlF4FGtZtf6q0kv8qwhdKU+AOAVNC8m2WyQ13wCayXx/vb9UaNngwiJYar5kiYVFj0B1kaw+Lm+PJ8Gj6oL4FkZtlzVbJR6BsNDrx4mlyy8idKU6AYKWNc1YNjdjdM8JlgotxVHDQre+iqUrWrTfbwdXju/vXZSB0BiwvspaaQxNOPXvXhQFVYSuVEZRApaMkCyx8LBbzRTlqEG0HeK6pDhqeARot6JmiYnQFQ4Be935/t7T2KpgGKfEGcYKTTjd71foklhDEbpSGV9tIoDQVSx1ZwyjB4i2j+uSjJzwCJBRW93kxNXqutUsi0JwAlq6zBawtGbaybwMTbAetZLlHRbFgeYkSFYtInSlNr4abruYLjGZh0/AVGjJXgyPABuctrkV5dj1BuNCcAJausDH7Z2+G5xhgri8pQVQeGh7Sn2Li0ZHux6LUj9OhK6URhMCzDawtA2Wl4yc8AmYCi3uxfAIkFEr1ejDRy/a6y9TTJ+X6evKMUwAlzf4BtLLvDRCboaVTJsqWnR0e4uCKkJXKhOsx53EdIVNcSBLl7gXwyNAlwSJnQmfoJYuCVo2ToBAekVRxCsQJiaTyVuVPlBWrQhdQkqil4sIZjKXhcQoXktXu01M3IvhoW9wInRFi2/RXkVpV8pEsmqNE6CMSX2Liyan1DMMl5JQCR5pvFaK0JXKBO1xJw1cwyVgKrQsJOERwNJVJUJX2PRoVQScboVDjc62L4rb2zgh5mRuhpVsu9QzNEroor3pu1aK0JXKBAhYdrg8+gIt7kXjaJauDqnQ2vVV3GoPNyE4AcqYiBsnfOxWM92y1Qrqga0KYukKiT4n266H4hGIjIBt06R7R9cUumbOnMmxxx5LXl4eJSUlnHvuuaxbt67NMc3Nzdx44410796d3Nxczj//fPbu3dvmmO3btzNlyhSys7MpKSlh+vTpuFztsi26MgFiurRaSFazicIsW/t3CQEo0dtbBIhTANngjBAgfkbci5HhjZ9pb1WQRuyGCeBelISjyAjYNk1CMbqm0PXFF19w44038u233zJv3jycTieTJk2ioaFBP+bXv/4177//Pm+99RZffPEFu3fv5rzzztNfd7vdTJkyBYfDwTfffMPs2bN5+eWXuf/++zvjK8WHEC2AivMyMJtN7d8lBCBgKrQ1A2i9juLKCU2ADU7TiiV7MTwCBtPLBmecEIqAtAAKj4CB9GLpoks6qT/++OM2f7/88suUlJSwdOlSTjrpJGpqavj73//OnDlzOPXUUwF46aWXOOKII/j22285/vjj+fTTT1mzZg2fffYZpaWlHH300Tz88MPcfffdPPjgg9jt9s74arFFWgDFFC0VutnpYV9dC/26t/58TCb1Gjsb0zpWwTDOQK4csSpEQuBWQLLBGSaQIiBlTCIicKcEyajtkpau9tTU1ABQVFQEwNKlS3E6nUycOFE/5vDDD6dv374sXrwYgMWLFzN8+HBKS0v1YyZPnkxtbS2rV6/2+zktLS3U1ta2uSU1IVoAFUs8V1j4pkIHtiqk72JiCI8H3K3XzmeDa3a6qW1WrYcSZxgeoTc4EbpCEiCQfm+rIlAqCUdhEbAqvWTUdn2hy+PxcNtttzFu3DiGDRsGQGVlJXa7ncLCwjbHlpaWUllZqR/jK3Bpr2uv+WPmzJkUFBTotz59+sT428SYQBk5spBETMDFRIKWjeErAPi4crQ4Q7vFTH5WlzTAdxqhNzgRukISqketrJVhoV2vgw0tuD0+pUwko7brC1033ngjq1at4o033oj7Z91zzz3U1NTotx07dsT9M6MiQJyCNLuOnJD1Z9LYbG4I38XWZ4PzDaI3mSTOMBy8lq4AgfRpvMEZJkTJiFJZK8Oie04GZhN4FDjgm8EoymnXFrpuuukmPvjgAxYsWEDv3r3158vKynA4HFRXV7c5fu/evZSVlenHtM9m1P7WjmlPRkYG+fn5bW5JTaiFRLS3sPFaFdoXSBWrgiG0xdZiV5syt6LNyR4SzxU2gYOWZYMzTICCvZp7USxd4WExm+jur22aKKddU+hSFIWbbrqJd999l88//5z+/fu3eX3UqFHYbDbmz5+vP7du3Tq2b9/O2LFjARg7diwrV66kqqpKP2bevHnk5+czdOjQxHyReBOgZIQsJJET2NIlmWKGkL6LMSdwTJdscIbxo6A2O93UtcYZSvxr+Gi/5TbzUpTTrpm9eOONNzJnzhzee+898vLy9BisgoICsrKyKCgoYNq0adx+++0UFRWRn5/PzTffzNixYzn++OMBmDRpEkOHDuXyyy/nscceo7Kykvvuu48bb7yRjIwUWfhDlIwQ92L4hIzpkg0uOCHmpFhfw0dTnuqaXTQ73WTaWi2IErRsHD/FUbUaU5k2M/mZXXKr7FRK8jNYs6edV0C6d3RNS9df/vIXampqmDBhAuXl5frtzTff1I956qmnOPPMMzn//PM56aSTKCsr45133tFft1gsfPDBB1gsFsaOHctll13GFVdcwYwZMzrjK8UHPyUjXG6PHrQslq7wCZy9KIuJIUKWMRFFIFzyMqxkWNWlfJ8/V47EdIXGj3txb513TkqcYfj49Qpoc9LjBHcKFSIPgy4pvndo7OqHzMxMnnnmGZ555pmAx/Tr14+PPvoolkNLLvy0ATrQ4EBRwGxSgx2F8Ahs6RL3oiECtKaS1PzIMZlMlORnsONgE1V1zfQpai3FITFdxvGjDEgLoOjwu1b6/u5dTWDJS/CoOp8uaekSDOInfkZbSIrzMrBINfqw0RbgA/XtU6FbNzqpiRScADFdXveiWLoiwW/8jLi8jeOnZIRXEZA5GQl6godvKyDfTPo0VVBF6Epl/JnMxY0TFUU5dkxaKnSDn8UkTRcSwwTMEhOXdzT4zWCU+Bnj+Amk922XJoRPsb+m1yZT2odiiNCVygRZSMRkHhlWi1l3y7a1KkjLFUP4mZMut0cXYEUZiAxNWJVMsQhQFL/KgBYALopAZJQEKq+T5sqACF2pjJ+MHG+5CNncIiVorIK4coLjZ07ur1fjDC1mE91zUqDnaSeguRfbuHLSfHMzjNsBtIYK+MlelMKokeGbdNQmDltXUNMz1lCErlTGr/Ymlq5o8Z+Vo7kX03MhMYyfxsJ7fRqwmyXOMCJ0S5dU/w4f3+vjMy/F0hUdmnLa7PRQ1+KTqZjmTa9F6Epl/GTk7JOFJGr8FqMU96IxtDlp9WN9FUUgYvx2ShDrqzG0OWmygMWmPy3JHdGRZbeQl6EWSPBvgU1PZUCErlRGT8/3tSqIyTxagtafEaErOH5KRnibCsucjBS/9eOsPkKXx9MJo+oi+Fknm51uqhudgCgD0eBXQU3zWEMRulIZPT3fJ05BLF1R49+qIJYuQ/gtYyI1uqJFm5P76x3eUiZtaiKJtSsgftZJTUiwW80UZNn8vUswQFALbJoW7RWhK1VRlA4anNuj6IuJmMwjJ2j9GRG6ghPE+iqZi5HTvbWUidujcKjRoT7pK3TJvAyM7vL2k7mYlyHV6KNAs177D8UQ96KQSrg6CgQHGlrwKGqpFMkSixy/9WfSfCExjN8yJmLpiha1lIn6m9aVAbMFLK2/cynaGxh/Lm+pRh8T/BftlUB6IRVpk5GjLibaQtI9JwOrRf71kaLXn6n1SYWWmC5j6A2vfQPpJaYrFhRrcV1+MxhlXgbEbxiGWF9jgRbGUiWWLh3ZeVMVbZE1W/WMHLEoxAbN0tXkdNPgcKtPShsgY+gZtR1T8yW5Izr0+JlaHwtCmgctGyJI5w5ZK6PDr6UrzUMxROhKVVx+NjcxmceEnAwrOXYL4LPBScNrY7RzLzrdHg40qDFIktwRHSXBivbKvAxMsM4dYn2NCq+ly18gfXrOSRG6UhU/cQp6uQhZSKKmQyp0mi8khmk3L/fXt6AoYDWbKMqWOMNo8F8/Lr1rIhkiSLNr6bsYHX5LmaR5prcIXamKnyKUvhk5QnR0aDDsu5D4trwQ2tKuZMReH+urVKOPjqD149I0aNkQfotIi4IaCzSh9VCjE4ertVacHkgvQpeQSvhJzdcEhGJZSKKmuH2DYU24VdzgdnbSqLoA7eal5p6VORk9wQtRiqUrIHpyh7RLizWFWTZsFlWZ0hM8xNIlpCT+MnK04FBZSKJGW4z31naMnZMNLgh60LI6L/dqFgWZk1GjWWUqa/3Fz4ilKyDt1kqHy8PB1jhDsXRFh9lsokf7YHoJpBdSkiCWLgkOjZ7ygnYbnMWm9m6DtF1MDNEue9FbjV7mZLSU+QhdHUuZiCIQkHZxhppFxmYx0S1bqtFHS0n7rFqxdAkpSTuLQttq9GJViBZNSNhTozXLNUnZCCO02+AkozZ2aJliDpdH7xsoMV0GaFeR3tuAPVOq0ceADsWk0zzpyNrZAxDiRLs06AP1Lbg8CmaTt3ZKZ1PdXM2ag2vYVruNyoZKqhqraHI10eJWi45m27LJs+fRPbM7/fL70Te/L0O6DSHb15XXSZQXtF2gAdU94ahL28UkJG4XeNoKA3vrksfSpSgKO+t28tOhn9hSs4Vttds40HSAWkct9c56LCYLFpOFbFs2xVnFlGSX0L+gP0OKhjC4cHCnz8sMq4UeuXb21zvYU9NMtxx72m9whmiXvVjZqkiVFXT+nHR73Gyu2cyaA2v46eBP7KzfSWVDJQeaDtDsbsbhdmAxWci15ZJrz6U8t5w+uX3oX9CfEcUjGNJtCDZL51rritu3TUtz66sIXalKO6FLs8iU5GV2WjX6mpYaFu9ezNe7vub7yu/Z3bA77HOYTWaGdBvCyJKRnNz7ZI4tO7ZTFhXNvbinRnXlmEwm2eBC4WsBbJ+92EnW15qWGr7Y+QVf7fyKH/b+QFVTVUTnsZgsDO8xnBN6nsCJvU5kWI9hnWIlKSvIZH+9g8raJob2zJfiqEYIsFZ2ltB1qPkQC3cs5OtdX7N4z2LqHHUh39PoaqSqqYrNNZvbPJ9hyWBkyUgm9JnAKX1OoWduzziNOjAd6selufVVhK5UxZUcC0mzq5mFOxfy/qb3WbRrEW7F3eb1vnl9GVg4kPKcckpzSsm15WIz2zCbzDQ4G6hz1FHVWMW2um1sqdlCVWMVaw+uZe3Btcz5aQ65tlwm9JnAeYPPY3Tp6IRtdL6unEONTopy7Gnf3iIkvhu/FkjfCTFdTo+TBdsX8M7Gd1iyewkuxeUdltnKkG5DGFAwgIqCCkqySyiwF5Bjy0FBweVxUe+sZ1/jPvY27mVD9QbWHVzH/qb9LN+3nOX7lvPsj8/SJ68PZ/Q/g3MGnkOf/D4J+25l+Zms2lVLZY24cgzTrrxOZY16rcoTPCe/2vkV7218jy93fYnL452T2dZsjuh+BEO7D6VfXj/Kc8vpkdWDTGsmGZYM3B43Dc4Gahw17K7fzfba7aw/tJ4V+1dQ01LDt3u+5ds93/J/3/0fx5Qcw3mDz2NSxSSyfLI144m252jXNd3npAhdqYquvamCgL6QJEjo2te4jzk/zeGf6/5JraNWf35Q4SDG9RzHCb1OYFiPYeTb88M6b2VDJcv3Lefb3d+ycMdCDjQf4IPNH/DB5g/ol9+Pi4ZcxHmDz4u7qyfDaqF7jp0DDQ4qa5pbhS7JFAuKb3KHyUSz061nifUsiP8GcKj5EHN+msPb699mX9M+/flBhYM4re9pjCkfw/Aew8m0hv8b2VW/i293f8s3u7/hq11fsaNuB8+veJ4XVrzAyX1O5oqhVyREKQi8wYkiEBBX27UykQpqo7ORtze8zStrXmFPwx79+cOLDmdCnwmq1bT7MCxmS9jnVhSFzTWb+WrnVyzYsYDl+5bzQ9UP/FD1A7//7vdcOORCLht6GT2yesTyK3WgrKBd/GuaW19F6EpV2mlve2oTs5Dsqd/DcyueY+6mubq2Vp5TzpkDzuSsgWfRv6B/VOcvyynjZzk/42cVP8OjeFixbwXvbXqPjzZ/xLbabfz++9/zwooXuGzoZVx8+MXk2fNi8bX8j6UgUxW6OrhyZIPzSweLgvp3tt1Cflb8lqKDzQeZvXo2r//0Ok2tG2xRZhHnDz4/JnMSoFduL84/7HzOP+x8Gp2NLNixQLXu7l7Ewh0LWbhjISN6jOCWY25hTPmYqD8vEFqsob7BpbkrxxC6gtp2XpbHURFocjXx6ppXeXn1y7pSWpRZxNkDz+bsgWczuNvgqD/DZDIxsHAgAwsHctWwq9jbsJe5m+by9oa32VW/i7+v+juvrn2V8wafx7Ujro2b8NUz0JwUoUtIKdqVjNirLyTxEbqqm6v528q/8fpPr+PwqNaLY0qO4Yojr2BC7wkRaWqhMJvMHF1yNEeXHM300dP5YPMHvLTqJXbW7+TpZU/z6ppXueHoG7jgsAuwmmM/1csLMlm9u1YWE6O0m5O+FoV4WIAcbgf/WPMP/rrirzS61M8+vOhwfjHsF0zsOzFusYDZtmymDJjClAFT2FyzmdfWvMbcTXNZsX8Fv/z0lxxffjy3j7qdI7ofEfPPLmtfq0uviSSKQEDaewV0BTX2cYZuj5u5m+by52V/1uMH++X348ojr+TsgWeTYYlfbGNpTinXjLiGacOnsXDHQv6+8u+s2L+C1396nbmb5jJt2DQuH3p5RJbeYGiKfk2Tk0aHi2xf66uiqJnfaYQIXalKu4J/3g0uttqbR/HwzoZ3eGrpU7rGdmzZsdwy8haOLjk6pp8VjGxbNhcOuZDzBp/HJ1s/4bkfn2Nr7Vb+d8n/MuenOdxz3D2M7Tk2pp/pdeW0tyqI0OWXDgHL8XN5L9yxkMe+f4wddTsAOKLoCK4/6nom9JmQ0AD3AQUD+N3Y33H90dfzwooXeGv9W3y751su+vAiLhpyETeNvCmm1tiOc1KLMxRLV0B8yut4PIoeZxjrtfKngz/x0DcPserAKgB65vTk5mNu5vSK0+OilAbCbDJzat9TOaXPKXxX+R2zls5i1YFV/GnZn3hr/Vvcd/x9nNT7pJh9Xn6mlRy7hQaHmz01zQzM066rAm4HWJMjmz5RiNCVqrSzKmjaWyw3uA2HNvDwtw+zrGoZAId1O4xfj/o143qO67T6NlazlSkDpjCpYhL/Wv8v/rL8L2yp2cK1867lnIHnMP3Y6RRkFMTks3SrQocNToQuv7jaunH2xMGNc7D5II98+wjzts0DoDirmF+P+jVTBkzBbOq8soQ9snrw2zG/5cojr2TW0ll8vPVj5vw0h0+3fco9x93DpIpJMfmcgIqAzMnA+CQdHWhw4HQrmEyxqx3X5Gri2eXP8sqaV3ArbvJseVx31HVcfPjF2C2d1+TdZDIxpnwMr015jY+2fMQff/gjexr2cOP8Gzm9/+n85rjfUJRZFJPPKS/MYmNVPZU1zQws8ll/nY1pJ3RJcdRUxUd7UxTFa+mKQUaO2+Pm7yv/zoUfXMiyqmVkW7O569i7ePPMNzmx14lJUVDQZrZx8eEX8+F5H3LJ4ZdgwsR7m97jnH+fw/zt82PyGZomrLtybOLKCUqH5I7YKgKfbv2Uqe9NZd62eVhMFq4edjXvT32fswae1akCly+9cnvx+MmP89dJf6Uiv4L9Tfu544s7+M1Xv2mTcBIp2u+7rsVFfYtLrK9G8Gl4rc3J4twMbDEorbPmwBoufP9CXl79Mm7FzeSKybx37ntceeSVnSpw+WI2mTlzwJnMPXcuVx15FWaTmf9s+U9M10rtN767uqld9470s8Amx0okxB4fV45vh/doU/MrGyr55ae/ZNYPs3B5XEzoPYH3zn2Py4deHpe4qWjJs+dxz5h7+Mfp/2BAwQAONB/gtgW38ci3j9AcZXBxefusHLF0BSeAezHa5I5GZyP3fn0vd3xxBwebDzK422DmTJnD7aNuJ8eWE9W548Xx5cfz9tlvc+2IazGbzHy4+UPOe+88vtvzXVTnzcmwkpep/g4ra5rF0mUEHwU1Vi5vj+LhpVUvcelHl7K1disl2SU8c9oz/OHkP1CcXRztiONCljWLO0bfwZwz5nBYt8OobqmO+VrZ0SuQfgqqCF2pis8Gpy0kPXIzsFsj/5cv3LGQ8+aex3/3/pcsaxYPnfAQfzr1T5TllMVgwPHl6JKjeeust7h62NUAvLnuTS7+8GI2HtoY8Tk1AXZvB1dO+mlvhtA3t7bZTNGUi9hcvZlLPryEuZvmYjaZuWb4Nbw55U2Gdh8a9XDjjd1i5+aRN/OP0/9B37y+7G3cyzXzruFvK/+GR/FEfN42G5xk1IbGx71YGYMs75qWGm747AaeXPokLo+LiX0n8vZZb8c0TiqeHNnjSN6Y8gZXHXkVoK6Vl3x0CVtrtkZ8Ts0rsLumvVcg/ZQBEbpSFVdHk3mk2ptH8fDs8me5+fObqXPUMbzHcP511r84b/B5SeFKNIrdYuf2Ubfz/MTnKcosYmP1Ri756BI+2/ZZROfTFua6Fhd1zc601t4M0c7SFW27lf9s+Q8XfXgRm2o20SOrB3+b9DduOeaWTm97Ei5HFR/FW2e9xbmDzsWjePjjD3/k1gW3RuxuLCvwsSSKIhAclwO0QqT2nKjLRaw/tJ6LPriIRbsXkWnJ5IGxD/DkhCcpzCyM0YATg81i447Rd/DcxOfontmdDYc2cMmHl/D1rq8jOl9P3SvQrn5cGpYyEaErVfEJpI+m2F+do45bPr+Fv/z4FwAuOfwSZp8+m775fWM21ERzQq8TePvstxlTPoYmVxO/Xvhrnl3+bNjWhVwfV87e2maf9Pz0094M4TMnm51uDrQWRg1XGVAUhWeWP8NdX95Fk6uJMeVjeOustzi27NhYjzhhZNuymXHCDB4Y+wA2s42FOxZyyYeXsL12e9jnKvdN8BD3YnAc9d7HNq/QFUkYxrxt87jso8vYWb+TXrm9ePWMV7ngsAu6lGLannG9xvGvs//FyJKR1DnruHH+jby86mUURQnrPIGzatNPQRWhK1XxiVPYG2HmYmVDJVf85wq+2PkFGZYM/vfE/+WeMfdgM3ctS4I/emT14LmJz3HZEZcB8Jcf/8IdC+/Qi2capU1cl1T/Do5PEUptTmbZLBRkGZ9PLe4W7v7ybp778TkArj7yap6f+Hzcq2onApPJxAWHXcArp79CeU4522q3celHl7K8anlY5ynVNrjaZgmkD4WjQb23ZIDF6pNRG95aOXv1bG5feLuuBLwx5Q2GFA2J9Wg7Bc2KfP7g8/EoHp5Y+gQPfPNAm1ZFoehZ2OperPbuS0BaKgMidKUqjtaN356rLyThaG/rDq7j0o8uZWP1RkqySph9+mzOHnh2PEbaaVjNVu4+7m5mnDADq9nKZ9s/47p511HTUmP4HKVtrAqt2lsamswN4fINWPZubkYtATUtNfzyk1/yn63/wWqy8tAJD3H76NsTWuMoERzZ40jmTJnDkd2PpLqlmmmfTOOTrZ8Yfr/fmC63AzzuIO9KUzQFya4mXIQb0+VRPDz+/eP84b9/AFRPwHMTn+ty7sRQ2C12Hhj7APccdw9mk5l3N77Lrxf82rCSql3P2mYXDS2utE46EqErFVEUr9ncnsOuQ+rE7llobCH5bs93XPXxVVQ1VjGwYCCvnvEqR3Y/Ml6j7XSmDp7K3yb9jTxbHsuqlnHVx2rLDCNoQeC7qv9/e/ceF1WdP378dQaYAbkMKoiIXLxklqUWilGmaCaZtbrpQ7+1j6+kXbTQVNrM3/ZV7Lvb6qab1GZfu5jmXlqzXctLaS4qXbQsydRNLdL1hiCogNyHmc/vj5k5MoKAiTPAvJ8+eOCc23wO855z3udzPufzqZBbOY1x1ioYg674ycXCikKmbJnC3oK9hBhDeP3u13ngugeuVUk9LiwgjLeT3yYpOolqWzXPZD3D+z+836R1nUmXS0yCxGV99ONkEDabsv/NaNrDHRabhbmfzWX196sBSItPY27C3Bb5FHdz0DSNh254iKVJSzH5mNhxckeTL1JD/P0IMtn/Lva7AlLTJdqSmkpQjqtaYyAni+xXc9HtGx8EeuepnTyZ+SSlllLiI+J5Z9Q7RAZFXsvStgjxEfGsGrWK8IBwcopymPTxJE6UnGh0va7t7Qfnk+cr5PZiY5xJlymI3KKmN1g+XXqahzc/zA/nfyAsIIxV96wiITLhWpa0RWjn146MpAwmXj8RheL5Xc/z14N/bXS9ro7v+anzFajaHU9KXNalXwgEUlhaRXWNDYMGkY1coFpsFuZkzeHjo/Za198P/j2Tb5rcqttvNdXwmOG8fvfr+kXqo5882qTEy6Vdl35XQJIu0RY4DyRAjU8Apx0nuK6NJF2fnfyMGdtmUGWtIqlrEq/f/Xqz9d7eGvRq34s/3/tnYkNiyS3LZconUzh54WSD60R3sP9NT54vlyfFGlPrBHfSUfvqTFovJ7c0l5TNKRwrOUaXwC68c887zTIYcGvhY/DhuUHPkXJjCgCLdi/i7QNvN7iO8296oaqG4krrxRNcreOCcNBjsh0nzjv76AposGNUZ8L1r+P/ws/gx8vDX+b+Hve7o7QthvMitYN/Bw6dO8RjnzzWaOKld5Ba+6naau+7EJCkqy1yVpn7BpBfVkONTeHnozU4rMVnJz9j5vaZVNuqGR49nJeSXrqmg6+2VFFBUay6ZxVxIXF6R7C5pbmXXd55gjtxrsKrn8hpkqoL9t/GIHuSSsNJV0F5AY998hiny04TFxLX6p+a/bk0TePpAU8zte9UAJbuWdpgjZe/nw/hju/6yfMVYHKM7Vj7ST1h53IhYI/JqAZissZWoydcRoORl4e93Gr632puvdr3YsXIFXTw78DBcweZunVqg92cRDka05/y8piUpKstqn0gOec4kIQGYDDUX/W998xe0nakYbFZuDv2bpYkLWl1fR01p7CAMFYkryA2JJZTpad4ZMsjFJQX1Luss6Yrr6SSGh/HLQkvPJA0Sa02XScccen8+12qqLKIx7c+zvELx4kKiuLNkW+2ik54rxVN05h+y3Se6PcEYK/x2vDThssuf/FioByMQfaJzqRXXFSrTVdjta9KKX735e8uJlzDX+bOrne6q6QtUs/2PXlz5Ju0N7Xn32f/zVPbnqLKWlXvss7v+onz3h2TknS1RfXexqn/5JZzPofUzFQqrZUMjhrMH4b8oU10CXG1OrXrxIqRK4gOjuZk6UlSM1Mpr6cGK9zRy7/VpjhT7agZrJKkq16OE5zNr53eYLm+E1xlTSWpman6k7PennDV9kS/J/RuTuZ9MY8dJ3bUu5zz++5S0yVxWVc9x8rLtX1d/t1y/vHjPzBoBl4c+iKDowa7q5QtWq/2vXhz5JsE+QWxJ38Pz33+XL19HsY4k65z5WAKsU+suvrxRlsbSbraolpXbycauI1zpvwM0/41jZLqEvqG9+WPQ/8oCVctEYEReu/1B88d5Omsp+v0TWMwaHR1VJufLHd0XVBTAdam92HjNRwnuHM1RixWha9BqzMAu03ZmPfFPPYV7sNsMvPmyDeJDo72RGlbJE3TeGbgM/yixy+wKitzPp3D4XOH6ywX7azpOl9eK+nyvhNco5xJl1+7Bm95r/txHa999xoAzw16jrti7nJbEVuD6ztcT8awDHwNvmz5zxZe+ualOss4k67j58q9+kJAkq62qAkNlqusVczePpv88ny6m7uzbPgy2vk1/nSjt4kOiebV4a/i7+PP56c+Z9HuRXWWcbYBOVZa6+tU7X3V5o1yXAzkltsfHY8M9cf3kgbLr+19jc3/2YyvwZelSUvpHtrd7cVs6Qyagedvf57EyEQqaiqYsW0GZyvOuixTf02XxGQdtS5QT13mrsC+gn389svfAvDYzY8x4foJbi1iazEochC/vcP+d3rn+3dY/9N6l/nOpCu/pAqLr2Mgei+MSUm62qJaj+Y7r95qt51RSvHCly+wr3AfIcYQXh3+apvrzK853Rx+My8OeRENjTWH19Q5mOhtFYosF3ta9sKDSaMcV7Wnyu2HnUtv42Qez+T1fa8DkJ6Y3qqH9bnWfA2+LB66mNiQWE6XndbbZDpFd3B2ZVLu1Y2WG+V4ek75teNkPbe8CysKmb1jNhabhbti7mL6LdM9UszW4r7u9zGt3zQA/nfX/7rUwoa28yPY0VdXocVon+iFx0lJutqiWh2j1lfTtfaHtazLWYdBM7B46GKiQ+T2TWOGxQy77MHEpa8uqVWoX001OJKC/1ywH3Zqx+Sp0lPM+2IeAJNunMTYnmPdXsTWxmwy88rwVwj2Cyb7TDb/t/f/9HnO2poT5ypQXtxouVGOC9Qy/KmuseFj0PSuDWzKxrOfPsuZ8jN0N3fnhcEvYNDklNmYJ/o9wR1Rd1BlrWLW9ln6E42apukXqPlVjmYsXhiTEkFtkaNGwerbTh/rylmrcKT4CIu/XgzArFtncXuX2z1TxlZoWr9p+sHk6ayL4zTqJziX9jPedzBpUK1aliPF9sFynTFpsVl4JusZLlRfoG9YX2bFz/JECVul7ubupN+eDsBb+9/iq9NfAfbRJzQNKixWKgyOGkUvbD/TKEczgMIqe3vMLrVuef/5+z+zO283Ab4BZAzLINAv0GPFbE0MmoE/3PkHooKiOFl6kj/s/oM+z1kDe8rRxMAbm2FI0tUWVdo7qbtAO2wKgky+hAebsFgtzP10LpXWShIjE0npk+LhgrYuBs3AosGL6NSuE8dKjvFy9ssAxHW0n9SOFkrSdVnOpMvHRM5Ze+ex3cLtJ7EV+1ewv3A/wcZgFg9dLA9zXKHkuGTGXTcOheL/ffb/KK4qxuTrQ6TjIYXz+q0caUhfh+NYmVtlf/K4e5i9VvDwucP69/uZgc/QzdzNM+VrpcwmM4vuXIRBM7D+p/VsO74NqNWYvsyRdHnhcVKSrraosgiAwhp7gHcPD0TTNN4+8DYHzx0k1BTK7wb/TqrKf4ZQ/1Cev/15AP568K98nfc13cPtB+rC0ipqfJ23cuQE56KiCAAVEMqRAvstnR7hQeScz9HbcT036Dm6BHXxVAlbtWcTniUuJI6CigKW7lkKQI9O9ljMc97KkTZddTni8ni5PTHtHh6IUvYhlyw2C0ldkxh/3XgPFrD16t+pv35h//yu5ymqLNKTrp9KHH1GVl2wjxXsReSs2xY5DiR51fYr3e5hgRRWFLLiwAoA5ibMpVO7Tp4qXas3OGow43vZD8TpO9Mx+tr0diClOBvSywnORcV5AKymUIorLGgaxHYMIH1nOjW2GoZ2Hcq93e71cCFbrwDfABbcvgCAf/z4D/bk76GnI+nSb+V4Ya1CoxwXqEcu2BPT7mGBbPnPFvYX7ifAN4D5ifO9YjzFayW1fyo9zD04V3mOV759Rb9A/f6sox8vW419rGAvIklXW+Q4kJysdF69BfHqt69SUVNB37C+cnJrBr8e8Gs6BXTixIUTrP5+tX6CK7I6ky6p6XLhSLoqfOy3X6NCA/jk+Cb2Fe4j0C+Q/7ntf+TkdpXiI+IZd904wP6wR/dwR1cmZY7DvCRddVXYby8eKrG36YruaCQjOwOAyTdNJrxduKdK1iaYfEw8d9tzALz/w/soo30s20Pna3We6mUXqJJ0tUWOmq6jpfart4DAAtblrAPg1wN/LSe3ZhDoF8jsAbMBeGPfG0R2tA99ccbqaGxbfvZyq3onR9JVjD05jQ3345XsVwCY2neq9DjfTGbHz6a9qT1Hio9w2poFwA/Fjpoux2cgHGxWcAzSfKjIfir894XNnCo9RVhAmD7IuLg6AzsPZFS3USgUrx/4I+Z2vtiUAavR0Su9l8WlJF1tkaOm61CR/ert07MrsSkbd8fezS2dbvFgwdqW0d1G0z+8PxU1FRxT7wNwvMqRdJXVP1aj13IcWAsdSaklMJOCigKigqL41Q2/8mTJ2hSzyczUfvaBsTeeeAe0Kg6VOmpfJSZdORrRA5y3BRIUYOHdH94G7LfFpLPo5vN0/NME+Aawt2AvXTofBaDCr719ppfFpSRdbZHjBHe62h9TSA57C7/E1+DLrFtnebZcbYymacwdNBeA70u2Y/A/SY5+gpOaLheOmDxRYULzuUBO1UYA0uLTMPoYPVmyNmdCrwlEB0dzvuos5sgvKLTVqlGwWhpe2Zs4YrLGJwALvnTs+hnF1cX0MPeQfuKaWURgBA/1fgiAkoANgI0ig9k+s+yM5wrmAZJ0tTU1VfrBJF+FENT5YwD+6/r/IiYkxpMla5P6dOzDfd3vA8A/YhM55VKrUK+yQgBySo0Yw3ZgUVXcHHYzd8fe7eGCtT1+Pn7MvHWm/UVIFsU+CpvmGBfU8TkIoDQfgBLfDmi+5yny3Q5A2oA0fA2+nixZmzT5pskE+QVRYjuOb/ABTtc4LgZKvetYKUlXW3MhD4AazUiZ+QeqfU4RbAzWe1MXzW/mrTMx+ZjwaXeU44FF9oledvXWqJJTAPyAP37tvwRg+i3TpX3hNTIydiQ3dbwJm1aFX9gOSn28s1ahQSW5AJy2tcfUaQs2LCR0TuDOqDs9XLC2yWwyM6nPJACM4Vv5sdwxIoWXXaB6fdK1bNky4uLi8Pf3Z9CgQezevdvTRbo6F04DcMLQHlP4J4C9obLZZPZkqdq0zoGdmXSj/WCSF56NBaDkNFhrPFquFsWRdP2740k0zUp8RDyJkYkeLlTbpWma3rO/X/vd7NUc3//iU54rVEvjSLo+Vf74mfcC9louuRC4dv77hv8m1BSKj6mArED7w0fOz8FbeHXStWbNGtLS0khPTyc7O5t+/fqRnJzMmTOt+Gqw4BAAy4JDMPhdIDIwigd7P+jhQrV9j9z8CIG+oSjTef4aEmofZ7DomKeL1TLUVEPRcX7y8+W8OQeA6f2llutaGxQ5iEGdE9E0K6+bHe3mzv7o2UK1JKe+QQHvd7QP5zW6+2j6dOzj2TK1cUHGIKb2tT/o8U3H05RrGhQebmSttsWrb1y/9NJLPPbYY0yePBmA5cuXs2nTJt5++23mzp17Td5TKYVC2X8rhU0pFNin2RzzwD5dOV8pbMq+Ls55zn82x/KObRqPf02Ov4mtodUAPJvwjDRUdoNAv0BS+z3Ji3t+z+uhIYwqu0DE6e+gYw+3lUHV6tnZHhV2NtvFPnFslyyjLr7Qt+Gyrst2Lt2+qr0qStVfBi1vHzZqeC6sM2g2BoQPZkDnAT9nF8UVenrAbCZs3MW+4Aq2lwcwLHfvNXkf5+fu/MydxzelLk6rHUvKdnF5PX5Qegy5TFW1Y6xWPKra29ADWF/edbtK7/lcAUpZCfzP53xgDuZMuwv4YGLmLTOb688hGjDx+om8sfcdzpPHix3b8z/53+NbUw2+3nGe0pTysj74Haqrq2nXrh3vv/8+Y8eO1aenpKRQVFTEhx9+WGedqqoqqqqq9NclJSVER0fT97XeGALsDVUvftEv/lYeuqK/0Xw7fx+zXGoU3KTGVsOQv97PBZu9A0A/pdCc54JaH0HtL9zlvnwNLeOpeGoOBhXAx+M/kOF+3OiJzb/h8/wNwMWYrC8e64vF+ua15vi7nCk3PMXshMc8XQyvkfmfT5m1YzpoCh+l8HEEmDsjy1phZW/qIYqLiwkJCXHb+3rt7cXCwkKsVisREREu0yMiIsjLy6t3nYULF2I2m/Wf6OhoACyaRo3jx+r4sTl+PHGA0pQi2jeet+99SRIuN/I1+PL6yFcIsdp7sbZoGtUG+49Fu/hTU0+8XPpjuySGav+0VoE1wbw4+GVJuNzslbuf57qAoRiU0mOyvnhsKA7bQvzVx8+mcWf4g8wa+Kini+JV7oobQkqvOZhsPlhrHSer3PzjCV5b05Wbm0tUVBQ7d+4kMfFig945c+aQlZXFV199VWedy9V0fbFnC8FBQWhoaBqgaWhoOD9TAxo4DlYGxzz7P3tmbzAYHBm+fX19vmMDzmkGNAwGg2NJ9PczYLAv43gP36BO+LdzX+YuXCml+Cn3MGWlhS5Jr4br//VZmstU+/8016s+Q+1XtbdZK14ubkqrtV6tbRguvnIty8X/XNyO5pqw1/qv4ZJ90ndD0+ok+c44VX6BhHbo4lIG4V5nSgo5nXeo9iemfz7gCCvNOcf+OdU+LxlqrVfrkHZJ/NWNvYvHrEtirla8GbRaceE8bmq1YtE565IYq/290JevHceXfMkulhk0zYBfaAy+vj4Iz6i0VHH42Hdgrb5srf+1Ulpaxp0D7nF7TZfXtukKCwvDx8eH/Px8l+n5+fl07lz/kCQmkwmTyVRn+k09b3PrhyZaNk3T6BnV29PFEMJFp5AwOoUM9nQxhND5+5no1zPBI+9dUuKZ8XG99rLTaDQSHx9PZmamPs1ms5GZmelS8yWEEEII0Ry8tqYLIC0tjZSUFAYMGEBCQgIZGRmUlZXpTzMKIYQQQjQXr066Jk6cSEFBAfPnzycvL4/+/fuzefPmOo3rhRBCCCGultc2pG8OJSUlmM1mtzfEE0IIIcTP56nzt9e26RJCCCGEcCdJuoQQQggh3ECSLiGEEEIIN5CkSwghhBDCDSTpEkIIIYRwA0m6hBBCCCHcQJIuIYQQQgg3kKRLCCGEEMINJOkSQgghhHADrx4G6Go5O/P31GjlQgghhLhyzvO2uwflkaTrKpw9exaA6OhoD5dECCGEEFfq7NmzmM1mt72fJF1XoUOHDgAcP37crR9aWzVw4EC+/vprTxejVSspKSE6OpoTJ07IeKDNQGKyeUhcNh+JyeZRXFxMTEyMfh53F0m6roLBYG8SZzab5UDSDHx8fOTv2ExCQkLkb9kMJCabl8Tl1ZOYbF7O87jb3s+t7yZEA1JTUz1dBCFcSEyKlkZisnXTlLtbkbUhJSUlmM1miouL5cpDtAgSk6IlkrgULY2nYlJquq6CyWQiPT0dk8nk6aIIAUhMipZJ4lK0NJ6KSanpEkIIIYRwA6npEkIIIYRwA0m6xFX59NNPuf/+++nSpQuapvHBBx/o8ywWC88++yw333wzgYGBdOnShUmTJpGbm9vodnfs2MGtt96KyWSiZ8+erFq1qs4yy5YtIy4uDn9/fwYNGsTu3bubcc9EayZxKVoaiUkBknSJq1RWVka/fv1YtmxZnXnl5eVkZ2czb948srOz+ec//8nhw4f5xS9+0eA2jx49yujRoxk2bBh79+5l1qxZPProo2zZskVfZs2aNaSlpZGenk52djb9+vUjOTmZM2fONPs+itZH4lK0NBKTAgAlRDMB1Lp16xpcZvfu3QpQx44du+wyc+bMUX369HGZNnHiRJWcnKy/TkhIUKmpqfprq9WqunTpohYuXPjzCi/aLIlL0dJITHovr67paqjKtbKyktTUVDp27EhQUBDjxo0jPz+/0W2uXbuW3r174+/vz80338xHH33kMl8pxfz584mMjCQgIIARI0bw448/Nvu+tVTFxcVomkZoaKg+LSkpiYcfflh/vWvXLkaMGOGyXnJyMrt27QKgurqaPXv2uCxjMBgYMWKEvkxrJTHpGRKXDZO4dD+JyYa11pj02qSrsSrX2bNns2HDBtauXUtWVha5ubk88MADDW5z586dPPjggzzyyCN8++23jB07lrFjx3LgwAF9mRdffJFXXnmF5cuX89VXXxEYGEhycjKVlZXXdH9bgsrKSp599lkefPBBl35RYmJiiIyM1F/n5eURERHhsm5ERAQlJSVUVFRQWFiI1Wqtd5m8vLxruxPXkMSkZ0hcNkzi0v0kJhvWqmPSsxVtntNQlWtRUZHy8/NTa9eu1ecfPHhQAWrXrl2X3eaECRPU6NGjXaYNGjRITZ06VSmllM1mU507d1aLFy/W5xcVFSmTyaTefffd5to1j6GBKvPq6mp1//33q1tuuUUVFxc3uJ3rrrtO/f73v3eZtmnTJgWo8vJyderUKQWonTt3uizzzDPPqISEhKvaB0+SmLw2JC6vjsRl85OYvDqtOSa9sqarsSrXPXv2YLFYXOb37t2bmJgYlyrZuLg4FixYoL9urKr36NGj5OXluSxjNpsZNGhQq6/qbYjFYmHChAkcO3aMrVu3Ntr7b+fOnetUBefn5xMSEkJAQABhYWH4+PjUu0znzp2bvfzuIDHpfhKXjZO4dC+Jyca19pj0yqSrsSrXvLw8jEajy7302vOdevToQVhYmP76clW9znWcv9taVW9DnAeRH3/8kX/961907Nix0XUSExPJzMx0mbZ161YSExMBMBqNxMfHuyxjs9nIzMzUl2ltJCbdS+KyaSQu3Udismlae0z6NnlJUcelwe6NSktLycnJ0V8fPXqUvXv30qFDByIjIxk/fjzZ2dls3LgRq9WqB2eHDh0wGo0ATJo0iaioKBYuXAjAtGnTePXVV5kzZw5Tpkxh27ZtvPfee2zatEl/n7S0NFJSUhgwYAAJCQlkZGRQVlbG5MmT3bj3LY/EpJ3EZcsicSkx2dJ4Kia9MulqrMq1c+fOVFdXU1RU5JItN1Yle7mqXuc6zt/5+fkujSHz8/Pp37//Ve6VZ3zzzTcMGzZMf52WlgZASkoKCxYsYP369QB19m/79u0kJSUBcPz4cQyGi5Wu3bp1Y9OmTcyePZuXX36Zrl278tZbb5GcnKwvM3HiRAoKCpg/fz55eXn079+fzZs317kKaS0kJpuXxGXzkLhsPhKTzaPVx2STW3+1MQkJCWr69On6a6vVqqKiolwa4r3//vv6/EOHDjWpId59993nMi0xMbFOQ7wlS5bo84uLi9tM41BxdSQmRUskcSlamtYck16bdP39739XJpNJrVq1Sn3//ffq8ccfV6GhoSovL08ppdS0adNUTEyM2rZtm/rmm29UYmKiSkxMdNnG8OHD1Z/+9Cf99RdffKF8fX3VkiVL1MGDB1V6erry8/NT+/fv15dZtGiRCg0NVR9++KHat2+fGjNmjOrWrZuqqKhwz46LFktiUrREEpeipWnNMem1SZdSSv3pT39SMTExymg0qoSEBPXll1/q8yoqKtSTTz6p2rdvr9q1a6d++ctfqtOnT7usHxsbq9LT012mvffee6pXr17KaDSqPn36qE2bNrnMt9lsat68eSoiIkKZTCZ11113qcOHD1+zfRSti8SkaIkkLkVL01pjUlNKqabfjBRCCCGEED+HV3YZIYQQQgjhbpJ0CSGEEEK4gSRdQgghhBBuIEmXEEIIIYQbSNLVAiQlJTFr1ixPF0MIXVxcHBkZGZ4uhhAuJC5FS3OlMenVSdeyZcuIi4vD39+fQYMGsXv3bn3eG2+8QVJSEiEhIWiaRlFRUZO2uWrVqjpjPgnRVJeLyXPnzjFjxgyuv/56AgICiImJ4amnnqK4uLjRbS5YsKDV9uItWoaGjpVTp06lR48eBAQEEB4ezpgxYzh06FCj25S4FFejoZh0UkoxatQoNE3jgw8+aHSb7ohJr0261qxZQ1paGunp6WRnZ9OvXz+Sk5M5c+YMAOXl5dxzzz385je/8XBJhbdoKCZzc3PJzc1lyZIlHDhwgFWrVrF582YeeeQRTxdbtHGNHSvj4+NZuXIlBw8eZMuWLSilGDlyJFar1cMlF21VYzHplJGRgaZpHirlZVxRr15tSEJCgkpNTdVfW61W1aVLF7Vw4UKX5bZv364Adf78+SZtd+XKlcpsNuuvU1JS1JgxY1yWmTlzpho6dKj+eujQoWrmzJlXuAeirWlqTDq99957ymg0KovF0uB209PTVb9+/fTX9cXbmDFjVEpKiv46NjZWLV269Ep3QbRBVxqX3333nQJUTk5Og9uVuBQ/V1Ni8ttvv1VRUVHq9OnTClDr1q1rdLvuiEmvrOmqrq5mz549jBgxQp9mMBgYMWIEu3bt8mDJhLf6OTFZXFxMSEgIvr5eOW69cIMrjcuysjJWrlxJt27diI6OdmdRhZdoSkyWl5fz0EMPsWzZsgYHufYEr0y6CgsLsVqtdUZZj4iIIC8vz0OlEt7sSmOysLCQ3/72tzz++OPuKqLwQk2Ny9dee42goCCCgoL4+OOP2bp1K0aj0d3FFV6gKTE5e/Zsbr/9dsaMGeOJIjbIK5Ou5jBq1Cj9INOnTx9PF0d4kZKSEkaPHs2NN97IggUL9Ol9+vTRY3LUqFGeK6DwOr/61a/49ttvycrKolevXkyYMIHKykpA4lK41/r169m2bVuDTxR6Mia98r5EWFgYPj4+5Ofnu0zPz89vclXkW2+9RUVFBQB+fn6XXc5gMKAuGd7SYrFcYYlFW9fUmLxw4QL33HMPwcHBrFu3ziX2PvroIz22AgICLvteEpOiqZoal2azGbPZzHXXXcdtt91G+/btWbduHQ8++KDEpWhWjcXktm3b+Omnn+r0IjBu3DjuvPNOduzY4dGY9MqaLqPRSHx8PJmZmfo0m81GZmYmiYmJTdpGVFQUPXv2pGfPnsTGxl52ufDwcE6fPu0ybe/evT+r3KLtakpMlpSUMHLkSIxGI+vXr8ff399lG7GxsXpMRkVFXfa9Lo1Jq9XKgQMHmnmPRFvwc46VSimUUlRVVQESl6J5NRaTc+fOZd++fezdu1f/AVi6dCkrV64EPBuTXlnTBZCWlkZKSgoDBgwgISGBjIwMysrKmDx5MgB5eXnk5eWRk5MDwP79+wkODiYmJoYOHTo0+X2GDx/O4sWLWb16NYmJifzlL3/hwIED3HLLLddkv0Tr1VBMOhOu8vJy/vKXv1BSUkJJSQlgPzD4+Pg0+X2GDx9OWloamzZtokePHrz00ktN7odOeJ+G4vLIkSOsWbOGkSNHEh4ezsmTJ1m0aBEBAQHce++9V/Q+EpeiqRqKyYiIiHrvWMXExNCtW7crep9rEZNem3RNnDiRgoIC5s+fT15eHv3792fz5s1647zly5fz/PPP68sPGTIEgJUrV/Lwww9fdrs2m83labLk5GTmzZvHnDlzqKysZMqUKUyaNIn9+/dfmx0TrVZDMbljxw6++uorAHr27Omy3tGjR4mLi7vsdi+NySlTpvDdd98xadIkfH19mT17NsOGDbsm+yRav4biMjc3l88++4yMjAzOnz9PREQEQ4YMYefOnXTq1KnB7Upcip+rsfP3z+WOmNTUpTcsxVVZtGiRXpslREswbdo0Tp48ycaNGz1dFCF0EpeipXFHTHplm65roby8nOzsbFauXOnSf4gQnnLhwgU+/fRT/vnPf0pMihZD4lK0NO6MSUm6mskbb7zBiBEj6NevH/Pnz/d0cYRg/vz5jB8/nl/+8pdMmzbN08URApC4FC2PO2NSbi8KIYQQQriB1HQJIYQQQriBJF1CCCGEEG7g1UnXwoULGThwIMHBwXTq1ImxY8dy+PBhl2UqKytJTU2lY8eOBAUFMW7cuDo94T711FPEx8djMpno379/ve+llGLJkiX06tULk8lEVFQUL7zwwrXaNSGEEEK0MF6ddGVlZZGamsqXX37J1q1bsVgsjBw5krKyMn2Z2bNns2HDBtauXUtWVha5ubk88MADdbY1ZcoUJk6ceNn3mjlzJm+99RZLlizh0KFDrF+/noSEhGuyX0IIIYRoeaQhfS0FBQV06tSJrKwshgwZQnFxMeHh4fztb39j/PjxABw6dIgbbriBXbt2cdttt7msv2DBAj744IM6w/wcPHiQvn37cuDAAa6//np37Y4QQgghWhCvrum6VHFxMYA+zM+ePXuwWCwu/Xb07t2bmJgYdu3a1eTtbtiwge7du7Nx40a6detGXFwcjz76KOfOnWveHRBCCCFEiyVJl4PNZmPWrFnccccd3HTTTYB9/EWj0VhntPKIiAjy8vKavO0jR45w7Ngx1q5dy+rVq1m1ahV79uzRa8+EEEII0fZ57diLl0pNTeXAgQN8/vnnzb5tm81GVVUVq1evplevXgCsWLGC+Ph4Dh8+LLcchRBCCC8gNV3A9OnT2bhxI9u3b6dr16769M6dO1NdXV1nVPH8/Px6RzG/nMjISHx9ffWEC+CGG24A4Pjx41dXeCGEEEK0Cl6ddCmlmD59OuvWrWPbtm1069bNZX58fDx+fn5kZmbq0w4fPszx48dJTExs8vvccccd1NTU8NNPP+nTfvjhBwBiY2Ovci+EEEII0Rp49dOLTz75JH/729/48MMPXW7xmc1mAgICAHjiiSf46KOPWLVqFSEhIcyYMQOAnTt36svn5ORQWlrK8uXL2b59O2vWrAHgxhtvxGg0YrPZGDhwIEFBQWRkZGCz2UhNTSUkJIRPPvnEjXsshBBCCE/x6qRL07R6p69cuZKHH34YsHeO+vTTT/Puu+9SVVVFcnIyr732msvtxaSkJLKysups5+jRo8TFxQGQm5vLjBkz+OSTTwgMDGTUqFH88Y9/1J+UFEIIIUTb5tVJlxBCCCGEu3h1my4hhBBCCHeRpEsIIYQQwg0k6RJCCCGEcANJuoQQQggh3ECSLiGEEEIIN5CkSwghhBDCDSTpEkIIIYRwA0m6hBBCCCHcQJIuIYQQQgg3kKRLCCGEEMINJOkSQgghhHADSbqEEEIIIdzg/wP4Ms3pI+3d1QAAAABJRU5ErkJggg==", + "image/png": 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", "text/plain": [ "
" ] @@ -148,7 +148,7 @@ "output_type": "stream", "text": [ "4321\n", - "Index([17, 18, 19], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -181,138 +181,14 @@ " \n", " \n", " \n", - " \n", - " 2016-07-01 17:00:00-07:00\n", - " 460.378093\n", - " 778.936621\n", - " 70.469943\n", - " 460.055525\n", - " 777.658658\n", - " 70.787077\n", - " \n", - " \n", - " 2016-07-01 17:01:00-07:00\n", - " 456.733517\n", - " 777.196738\n", - " 70.143925\n", - " 456.411549\n", - " 775.913720\n", - " 70.460150\n", - " \n", - " \n", - " 2016-07-01 17:02:00-07:00\n", - " 453.083990\n", - " 775.435849\n", - " 69.816605\n", - " 452.762630\n", - " 774.147732\n", - " 70.131910\n", - " \n", - " \n", - " 2016-07-01 17:03:00-07:00\n", - " 449.429616\n", - " 773.653621\n", - " 69.487974\n", - " 449.108869\n", - " 772.360361\n", - " 69.802348\n", - " \n", - " \n", - " 2016-07-01 17:04:00-07:00\n", - " 445.770496\n", - " 771.849713\n", - " 69.158023\n", - " 445.450370\n", - " 770.551267\n", - " 69.471455\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2016-07-03 19:28:00-07:00\n", - " 0.372376\n", - " 6.479330\n", - " 0.286308\n", - " 0.368759\n", - " 6.330446\n", - " 0.284669\n", - " \n", - " \n", - " 2016-07-03 19:29:00-07:00\n", - " 0.232132\n", - " 4.744294\n", - " 0.182824\n", - " 0.229742\n", - " 4.628755\n", - " 0.181634\n", - " \n", - " \n", - " 2016-07-03 19:30:00-07:00\n", - " 0.131663\n", - " 3.388042\n", - " 0.106134\n", - " 0.130224\n", - " 3.300508\n", - " 0.105355\n", - " \n", - " \n", - " 2016-07-03 19:31:00-07:00\n", - " 0.063133\n", - " 2.356295\n", - " 0.052039\n", - " 0.062400\n", - " 2.291654\n", - " 0.051610\n", - " \n", - " \n", - " 2016-07-03 19:32:00-07:00\n", - " 0.019268\n", - " 1.593766\n", - " 0.016222\n", - " 0.019030\n", - " 1.547308\n", - " 0.016073\n", - " \n", " \n", "\n", - "

459 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2016-07-01 17:00:00-07:00 460.378093 778.936621 70.469943 460.055525 \n", - "2016-07-01 17:01:00-07:00 456.733517 777.196738 70.143925 456.411549 \n", - "2016-07-01 17:02:00-07:00 453.083990 775.435849 69.816605 452.762630 \n", - "2016-07-01 17:03:00-07:00 449.429616 773.653621 69.487974 449.108869 \n", - "2016-07-01 17:04:00-07:00 445.770496 771.849713 69.158023 445.450370 \n", - "... ... ... ... ... \n", - "2016-07-03 19:28:00-07:00 0.372376 6.479330 0.286308 0.368759 \n", - "2016-07-03 19:29:00-07:00 0.232132 4.744294 0.182824 0.229742 \n", - "2016-07-03 19:30:00-07:00 0.131663 3.388042 0.106134 0.130224 \n", - "2016-07-03 19:31:00-07:00 0.063133 2.356295 0.052039 0.062400 \n", - "2016-07-03 19:32:00-07:00 0.019268 1.593766 0.016222 0.019030 \n", - "\n", - " dni_utc dhi_utc \n", - "2016-07-01 17:00:00-07:00 777.658658 70.787077 \n", - "2016-07-01 17:01:00-07:00 775.913720 70.460150 \n", - "2016-07-01 17:02:00-07:00 774.147732 70.131910 \n", - "2016-07-01 17:03:00-07:00 772.360361 69.802348 \n", - "2016-07-01 17:04:00-07:00 770.551267 69.471455 \n", - "... ... ... \n", - "2016-07-03 19:28:00-07:00 6.330446 0.284669 \n", - "2016-07-03 19:29:00-07:00 4.628755 0.181634 \n", - "2016-07-03 19:30:00-07:00 3.300508 0.105355 \n", - "2016-07-03 19:31:00-07:00 2.291654 0.051610 \n", - "2016-07-03 19:32:00-07:00 1.547308 0.016073 \n", - "\n", - "[459 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 4, @@ -345,7 +221,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -402,7 +278,7 @@ "output_type": "stream", "text": [ "4321\n", - "Index([17, 18, 19], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -435,138 +311,14 @@ " \n", " \n", " \n", - " \n", - " 2016-07-01 17:00:00-07:00\n", - " 465.420700\n", - " 799.415471\n", - " 65.261561\n", - " 465.411367\n", - " 799.399441\n", - " 65.260252\n", - " \n", - " \n", - " 2016-07-01 17:01:00-07:00\n", - " 461.767823\n", - " 797.759969\n", - " 64.949765\n", - " 461.758563\n", - " 797.743972\n", - " 64.948462\n", - " \n", - " \n", - " 2016-07-01 17:02:00-07:00\n", - " 458.109888\n", - " 796.084204\n", - " 64.636835\n", - " 458.100702\n", - " 796.068241\n", - " 64.635539\n", - " \n", - " \n", - " 2016-07-01 17:03:00-07:00\n", - " 454.446997\n", - " 794.387849\n", - " 64.322767\n", - " 454.437884\n", - " 794.371919\n", - " 64.321477\n", - " \n", - " \n", - " 2016-07-01 17:04:00-07:00\n", - " 450.779249\n", - " 792.670567\n", - " 64.007553\n", - " 450.770210\n", - " 792.654672\n", - " 64.006269\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2016-07-03 19:28:00-07:00\n", - " 0.443876\n", - " 9.845733\n", - " 0.313091\n", - " 0.443876\n", - " 9.845725\n", - " 0.313091\n", - " \n", - " \n", - " 2016-07-03 19:29:00-07:00\n", - " 0.279664\n", - " 7.394309\n", - " 0.202814\n", - " 0.279664\n", - " 7.394302\n", - " 0.202814\n", - " \n", - " \n", - " 2016-07-03 19:30:00-07:00\n", - " 0.160456\n", - " 5.427082\n", - " 0.119563\n", - " 0.160456\n", - " 5.427078\n", - " 0.119563\n", - " \n", - " \n", - " 2016-07-03 19:31:00-07:00\n", - " 0.077899\n", - " 3.887530\n", - " 0.059596\n", - " 0.077899\n", - " 3.887527\n", - " 0.059596\n", - " \n", - " \n", - " 2016-07-03 19:32:00-07:00\n", - " 0.024094\n", - " 2.714428\n", - " 0.018907\n", - " 0.024094\n", - " 2.714426\n", - " 0.018907\n", - " \n", " \n", "\n", - "

459 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2016-07-01 17:00:00-07:00 465.420700 799.415471 65.261561 465.411367 \n", - "2016-07-01 17:01:00-07:00 461.767823 797.759969 64.949765 461.758563 \n", - "2016-07-01 17:02:00-07:00 458.109888 796.084204 64.636835 458.100702 \n", - "2016-07-01 17:03:00-07:00 454.446997 794.387849 64.322767 454.437884 \n", - "2016-07-01 17:04:00-07:00 450.779249 792.670567 64.007553 450.770210 \n", - "... ... ... ... ... \n", - "2016-07-03 19:28:00-07:00 0.443876 9.845733 0.313091 0.443876 \n", - "2016-07-03 19:29:00-07:00 0.279664 7.394309 0.202814 0.279664 \n", - "2016-07-03 19:30:00-07:00 0.160456 5.427082 0.119563 0.160456 \n", - "2016-07-03 19:31:00-07:00 0.077899 3.887530 0.059596 0.077899 \n", - "2016-07-03 19:32:00-07:00 0.024094 2.714428 0.018907 0.024094 \n", - "\n", - " dni_utc dhi_utc \n", - "2016-07-01 17:00:00-07:00 799.399441 65.260252 \n", - "2016-07-01 17:01:00-07:00 797.743972 64.948462 \n", - "2016-07-01 17:02:00-07:00 796.068241 64.635539 \n", - "2016-07-01 17:03:00-07:00 794.371919 64.321477 \n", - "2016-07-01 17:04:00-07:00 792.654672 64.006269 \n", - "... ... ... \n", - "2016-07-03 19:28:00-07:00 9.845725 0.313091 \n", - "2016-07-03 19:29:00-07:00 7.394302 0.202814 \n", - "2016-07-03 19:30:00-07:00 5.427078 0.119563 \n", - "2016-07-03 19:31:00-07:00 3.887527 0.059596 \n", - "2016-07-03 19:32:00-07:00 2.714426 0.018907 \n", - "\n", - "[459 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 7, @@ -590,7 +342,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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459 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2016-07-01 17:00:00-07:00 396.328080 580.273573 113.580288 396.320132 \n", - "2016-07-01 17:01:00-07:00 393.056914 578.257168 113.140595 393.049032 \n", - "2016-07-01 17:02:00-07:00 389.784574 576.224964 112.698430 389.776758 \n", - "2016-07-01 17:03:00-07:00 386.511183 574.176806 112.253778 386.503432 \n", - "2016-07-01 17:04:00-07:00 383.236862 572.112534 111.806623 383.229177 \n", - "... ... ... ... ... \n", - "2016-07-03 19:28:00-07:00 0.777317 1.736717 3.572273 0.777316 \n", - "2016-07-03 19:29:00-07:00 0.426368 0.691546 2.510011 0.426367 \n", - "2016-07-03 19:30:00-07:00 0.183262 0.171250 1.532614 0.183262 \n", - "2016-07-03 19:31:00-07:00 0.046592 0.014027 0.696068 0.046592 \n", - "2016-07-03 19:32:00-07:00 0.001913 0.000015 0.118491 0.001913 \n", - "\n", - " dni_utc dhi_utc \n", - "2016-07-01 17:00:00-07:00 580.261937 113.578011 \n", - "2016-07-01 17:01:00-07:00 578.245573 113.138326 \n", - "2016-07-01 17:02:00-07:00 576.213410 112.696170 \n", - "2016-07-01 17:03:00-07:00 574.165292 112.251527 \n", - "2016-07-01 17:04:00-07:00 572.101062 111.804381 \n", - "... ... ... \n", - "2016-07-03 19:28:00-07:00 1.736716 3.572270 \n", - "2016-07-03 19:29:00-07:00 0.691545 2.510008 \n", - "2016-07-03 19:30:00-07:00 0.171250 1.532613 \n", - "2016-07-03 19:31:00-07:00 0.014027 0.696068 \n", - "2016-07-03 19:32:00-07:00 0.000015 0.118491 \n", - "\n", - "[459 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 10, @@ -1294,7 +922,7 @@ "outputs": [ { "data": { - "image/png": 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s2BA2NjaYO3cuEhISoNPp0LFjR3h7e2Pp0qV46aWX0LhxY7z44ovw8vLCtWvX8OOPP6J169ZYvHixSY9RqVIlzJ07F9HR0Xj66aexceNGnDx5EitWrJCmwL/yyitYvnw5hg8fjuPHj6NKlSrYvHkzDh48iIULF8LV1bXA++/VqxfWrl0Ld3d31KlTB4cOHcKePXvg6elp8nPNrSR5CrNnzx4IIdC3b98nuj2RRcgyd45IoQxTw48ePZrnb1lZWaJ69eqievXqIjMzU+j1evHxxx+LgIAAodPpRKNGjcTOnTtFaGioCAgIyHP7gQMHCgBi48aN0rL09HTh5OQk7O3tRUpKikkZr169Kvr06SOcnJxEhQoVxIQJE8TPP/+cZ6r2+fPnRefOnYWLi4uoUKGCGD16tDh16pQAIMLCwqT1MjMzxbhx44SXl5fQaDRGU/5XrVolatasKXQ6nahVq5YICwsT06dPL/C0ALn16dNHdOrUyWhZQdv4999/z3e6+eLFi0WtWrWEnZ2dqFixonj99ddFfHx8kY9d0DT/nj175lk393R2IYT46quvRLVq1YSNjU2eXL///rsICQkR7u7uwsHBQVSvXl0MHz5cHDt2TFonNDRUODs755utXbt2om7duuLYsWMiODhYODg4iICAALF48eI8696+fVu8/PLLokKFCsLe3l7Ur1/f6PUzQK5p/vHx8dLtXFxcREhIiPjnn39EQECACA0NNem55rddTMljmOb/2WefFZlTCCFeeOEF0aZNm3y3FZFcNEJYeEQkEZVZBw4cQPv27fHPP/+gZs2acsdRjPbt2+O///7D2bNn5Y4iu9jYWFStWhUbNmxgCxIpCscgEZHFtG3bFl27dsWnn34qdxRSqIULF6J+/fosjkhx2IJERGRlbEEiUj62IBERERHlwhYkIiIiolzYgkRERESUS5k7D5Jer0dMTAxcXV153R8iIiKVEELgwYMHqFSpklUu4VPmCqSYmBj4+fnJHYOIiIiewPXr1wu8CLQ5lbkCyXCm1+vXr8PNzU3mNERERGSKxMRE+Pn5PfEZ24urzBVIhm41Nzc3FkhEREQqY63hMRykTURERJQLCyQiIiKiXFggEREREeVS5sYgmSorKwsZGRlyxyAFsrOzg42NjdwxiIjIglgg5SKEQGxsLO7fvy93FFKwcuXKwcfHh+fSIiIqpVgg5WIojry9veHk5MQDIBkRQiA5ORlxcXEAAF9fX5kTERGRJbBAyiErK0sqjjw9PeWOQwrl6OgIAIiLi4O3tze724iISiEO0s7BMObIyclJ5iSkdIb3CMepERGVTiyQ8sFuNSoK3yNERKUbCyQiIiKiXFggEREREeWimALpk08+gUajwcSJEwtdb9OmTahVqxYcHBxQv3597Nq1yzoBiYiIqMxQRIF09OhRLF++HEFBQYWu9+eff2LQoEEYOXIkTpw4gX79+qFfv344e/aslZIqk0ajKfTfjBkz5I5YqHPnzqF///6oUqUKNBoNFi5cKHckIiIq42Sf5p+UlIQhQ4bgq6++wuzZswtdd9GiRejWrRsmT54MAPjwww+xe/duLF68GMuWLcv3NmlpaUhLS5N+T0xMNF94hbh165b088aNG/HBBx8gMjJSWubi4iJHLJMlJyejWrVqGDhwIN5880254xBZRFpmFqZuOYPr95LljlIkrUaDIS390bdhZbmjEMlG9gJpzJgx6NmzJzp37lxkgXTo0CG89dZbRstCQkKwbdu2Am8zZ84czJw584nzCSGQkpH1xLd/Uo52NibPlPLx8ZF+dnd3h0ajkZbNmDED27Ztw8mTJ6V1Fi5ciIULFyI6Olpatnr1asyfPx+XL19G+fLl0b9/fyxevBhCCMycOROrV6/G7du34enpiQEDBuCLL74AAMTHx2PChAnYsWMH0tLS0K5dO3zxxReoWbMmACA8PBwTJ07Exo0bMXHiRFy/fh1t2rRBWFiYdJLFZs2aoVmzZgCAqVOnPvE2I1Kyk9fuY+uJm3LHMNn9lHQWSFSmyVogbdiwAX///TeOHj1q0vqxsbGoWLGi0bKKFSsiNja2wNtMmzbNqKhKTEyEn5+fyRlTMrJQ54NfTF7fXM7PCoGTvXVenqVLl+Ktt97CJ598gu7duyMhIQEHDx4EAGzZsgULFizAhg0bULduXcTGxuLUqVPSbYcPH45Lly5h+/btcHNzw5QpU9CjRw+cP38ednZ2ALJbiObNm4e1a9dCq9Vi6NChmDRpEtatW2eV50ekBJl6AQCo5O6AD3rXkTlNwS7dTsL83RelvERllWwF0vXr1zFhwgTs3r0bDg4OFnscnU4HnU5nsfsvDWbPno23334bEyZMkJYZWnSuXbsGHx8fdO7cGXZ2dvD390fz5s0BQCqMDh48iFatWgEA1q1bBz8/P2zbtg0DBw4EkH0yxWXLlqF69eoAgLFjx2LWrFnWfIpEiuHqYIdu9ZR7iZryzveyf2B9RGWcbAXS8ePHERcXh8aNG0vLsrKysH//fixevBhpaWl5LuHg4+OD27dvGy27ffu2UReTuTna2eD8rBCL3X9hj2sNcXFxiImJQadOnfL9+8CBA7Fw4UJUq1YN3bp1Q48ePdC7d2/Y2triwoULsLW1RYsWLaT1PT09ERgYiAsXLkjLnJycpOIIyL5+meFaZkRlhXhUcPAco0TqIFuB1KlTJ5w5c8Zo2csvv4xatWphypQp+V7fKjg4GHv37jU6FcDu3bsRHBxssZwajcZqXV2WoNVqIYTxV8Gcl8cwXFesIH5+foiMjMSePXuwe/duvPHGG/jss8+wb98+kzMYutoMNBpNnkxEpZ1QSZMMCziibLId+V1dXVGvXj2jZc7OzvD09JSWDxs2DJUrV8acOXMAABMmTEC7du0wf/589OzZExs2bMCxY8ewYsUKq+dXCy8vL8TGxkIIIQ36zjlg29XVFVWqVMHevXvRoUOHfO/D0dERvXv3Ru/evTFmzBjUqlULZ86cQe3atZGZmYm//vpL6mK7e/cuIiMjUaeOcsdYEMlBbd8JVBaXyOwU3TRy7do1aLWPT9XUqlUrrF+/Hu+99x7eeecd1KxZE9u2bctTaNFj7du3x507d/Dpp59iwIAB+Pnnn/HTTz/Bzc1NWmfGjBl47bXX4O3tje7du+PBgwc4ePAgxo0bh/DwcGRlZaFFixZwcnLCN998A0dHRwQEBMDT0xN9+/bF6NGjsXz5cri6umLq1KmoXLky+vbta3LG9PR0nD9/Xvr55s2bOHnyJFxcXFCjRg2zbxMiOfE6fkTqoIgTRRpEREQYnSQwIiIC4eHhRusMHDgQkZGRSEtLw9mzZ9GjRw/rhlSZ2rVrY8mSJfjyyy/RoEEDHDlyBJMmTTJaJzQ0FAsXLsSSJUtQt25d9OrVC5cuXQIAlCtXDl999RVat26NoKAg7NmzBzt27ICnpycAICwsDE2aNEGvXr0QHBwMIQR27dqVp1utMDExMWjUqBEaNWqEW7duYd68eWjUqBFGjRplvg1BJDNDi4zSyyOl5yOyFo0oY4NBEhMT4e7ujoSEBKNWFABITU1FVFQUqlatatGZdaR+fK9QcUVExmF42FHU8XXDrglt5Y5ToGPR9zBg2SFU8XRCxOT8u92J5FDY8dsSFNWCRERU2rGHjUgdWCAREVmB1MWm8ALJkK9MdS0Q5YMFEhGRNRjOg8RRPkSqwAKJiIhyYAFHBLBAIiKyCsOJIpXexWZQtqbvEOXFAomIyAqkS43IG4OITMQCiYjICtTSIvN4kLZKAhNZCAskIiJrUksfG1EZxwKJiMgKeCZtInVhgUREZAWGixaopQFJLV2CRJbCAqkU0Gg0hf6bMWOG3BEL9dVXX6Ft27bw8PCAh4cHOnfujCNHjsgdi4iIyjBbuQNQyd26dUv6eePGjfjggw8QGRkpLXNxcZEjlskiIiIwaNAgtGrVCg4ODpg7dy66du2Kc+fOoXLlynLHIzIL1XSxqaWJi8jC2IJUFCGA9IfW/1eM9m0fHx/pn7u7OzQajfT7smXL0KZNG6P1Fy5ciCpVqhgtW716NerWrQudTgdfX1+MHTv20dMXmDFjBvz9/aHT6VCpUiWMHz9eul18fDyGDRsGDw8PODk5oXv37rh06ZL09/DwcJQrVw6//PILateuDRcXF3Tr1s2oqFu3bh3eeOMNNGzYELVq1cLKlSuh1+uxd+/e4rxSRIomTfNXSQHCLjYq69iCVJSMZODjStZ/3HdiAHtnqzzU0qVL8dZbb+GTTz5B9+7dkZCQgIMHDwIAtmzZggULFmDDhg2oW7cuYmNjcerUKem2w4cPx6VLl7B9+3a4ublhypQp6NGjB86fPw87OzsAQHJyMubNm4e1a9dCq9Vi6NChmDRpEtatW5dvnuTkZGRkZKB8+fKWf/JEVqaO8oiIWCARZs+ejbfffhsTJkyQljVr1gwAcO3aNfj4+KBz586ws7ODv78/mjdvDgBSYXTw4EG0atUKQHZrkJ+fH7Zt24aBAwcCADIyMrBs2TJUr14dADB27FjMmjWrwDxTpkxBpUqV0LlzZ4s8XyJ5qKNJhgUcUTYWSEWxc8puzZHjca0gLi4OMTEx6NSpU75/HzhwIBYuXIhq1aqhW7du6NGjB3r37g1bW1tcuHABtra2aNGihbS+p6cnAgMDceHCBWmZk5OTVBwBgK+vL+Li4vJ9vE8++QQbNmxAREQEHBwczPQsieT3uItN3hxEZBoWSEXRaKzW1WUJWq1Wml5skJGRIf3s6OhY6O39/PwQGRmJPXv2YPfu3XjjjTfw2WefYd++fSZnMHS1GWg0mjyZAGDevHn45JNPsGfPHgQFBZl8/0Rq8HiQtrIrJBZwRNk4SLuU8/LyQmxsrFFBcvLkSelnV1dXVKlSpdAB0Y6Ojujduze++OILRERE4NChQzhz5gxq166NzMxM/PXXX9K6d+/eRWRkJOrUqVOsnJ9++ik+/PBD/Pzzz2jatGmxbktE5pfflxiisoQtSKVc+/btcefOHXz66acYMGAAfv75Z/z0009wc3OT1pkxYwZee+01eHt7o3v37njw4AEOHjyIcePGITw8HFlZWWjRogWcnJzwzTffwNHREQEBAfD09ETfvn0xevRoLF++HK6urpg6dSoqV66Mvn37mpxx7ty5+OCDD7B+/XpUqVIFsbGxALJPT6D0UxQQmUqoZZ4/EQFgC1KpV7t2bSxZsgRffvklGjRogCNHjmDSpElG64SGhmLhwoVYsmQJ6tati169eklT9cuVK4evvvoKrVu3RlBQEPbs2YMdO3bA09MTABAWFoYmTZqgV69eCA4OhhACu3btytOtVpilS5ciPT0dAwYMgK+vr/Rv3rx55tsQRDIzXPxV6fWRoQuQ7UdU1mlEGWtHTUxMhLu7OxISEoxaUQAgNTUVUVFRqFq1KgcIU6H4XqHi2nk6BmPXn0DLauWx4ZVgueMU6MyNBPRe/Ad83R1waFr+kzeI5FDY8dsS2IJERGQFavkqykHaRNlYIBERWYFaZrEZqKWgI7IUFkhERFbEFhoidWCBRERkBYbhniyQiNSBBRIREeUhOI+NyjgWSEREViBdakQlY5CIyjoWSEREVqT0LjZDPg7SprKOBRIRkRWwy4pIXVggERFZgVpaZNgFSJSNBVIZEB4ejnLlyskdAwBQpUoVLFy4UO4YRLLRKL2P7RGV1HNEFsOL1ZYSw4cPx5o1awAAdnZ28Pf3x7Bhw/DOO+/InMzY0aNH4ezsLHcMKkXuPEjD1C2n8V9SmtxRCnUvOR2A8q/FRkTZWCCVIt26dUNYWBjS0tKwa9cujBkzBnZ2dvD19ZU7msTLy0vuCFTK7Lt4B3v/iZM7hskqlVP2tfs4SJsoGwukIgghkJKZYvXHdbR1LHZTvE6ng4+PDwDg9ddfx9atW7F9+3a8+uqrAIBffvkFEydOxPXr19GmTRuEhYVJxZNer8fs2bOxYsUK3LlzB7Vr18Ynn3yCbt26Sfd//fp1vP322/j111+h1WrRtm1bLFq0CFWqVAGQ3Yp1//59tGnTBvPnz0d6ejpefPFFLFy4EHZ2dgCyu9gmTpyIiRMnIiIiAl27dsXevXvRtm1bAMCnn36KefPm4cyZM6hYsWKJtiGVDVl6PQCgwVPuGN+ppsxpCmdro0WLquXljkFEJmCBVISUzBS0WN/C6o/71+C/4GTnVKL7cHR0xN27dwEAycnJmDdvHtauXQutVouhQ4di0qRJWLduHQBg0aJFmD9/PpYvX45GjRph9erV6NOnD86dO4eaNWsiIyMDISEhCA4OxoEDB2Bra4vZs2ejW7duOH36NOzt7QEAv//+O3x9ffH777/j8uXLeOGFF9CwYUOMHj06T7727dtj4sSJeOmll3Dq1Cn8+++/eP/997Fp0yYWR1RsXq46dKrN901JqWSIFJHFcZB2KSSEwJ49e/DLL7+gY8eOAICMjAwsW7YMTZs2RePGjTF27Fjs3btXus28efMwZcoUvPjiiwgMDMTcuXPRsGFDaUD1xo0bodfrsXLlStSvXx+1a9dGWFgYrl27hoiICOl+PDw8sHjxYtSqVQu9evVCz549jR4nt9mzZ8PDwwOvvPIKhg4ditDQUPTp08ci24VKJ3YFWQo3LJVtbEEqgqOtI/4a/Jcsj1tcO3fuhIuLCzIyMqDX6zF48GDMmDEDmzZtgpOTE6pXry6t6+vri7i47HEbiYmJiImJQevWrY3ur3Xr1jh16hQA4NSpU7h8+TJcXV2N1klNTcWVK1ek3+vWrQsbGxujxzlz5kyBme3t7bFu3ToEBQUhICAACxYsKPbzJsrGpg8iMh8WSEXQaDQl7uqylg4dOmDp0qWwt7dHpUqVYGv7+OU1jAEy0Gg00sUzTZGUlIQmTZpIXXI55Rx4nd/j6B+NESnIn3/+CQC4d+8e7t27x1luVCyGdzG7hsyD50EiysYutlLE2dkZNWrUgL+/v1FxVBQ3NzdUqlQJBw8eNFp+8OBB1KlTBwDQuHFjXLp0Cd7e3qhRo4bRP3d39yfOfOXKFbz55pv46quv0KJFC4SGhhZZUBHlxC42y+B2pbKOBRIBACZPnoy5c+di48aNiIyMxNSpU3Hy5ElMmDABADBkyBBUqFABffv2xYEDBxAVFYWIiAiMHz8eN27ceKLHzMrKwtChQxESEoKXX34ZYWFhOH36NObPn2/Op0ZlBNs9iMic2MVGAIDx48cjISEBb7/9NuLi4lCnTh1s374dNWtmT5t2cnLC/v37MWXKFDz33HN48OABKleujE6dOsHNze2JHvOjjz7C1atXsXPnTgDZ45VWrFiBQYMGoWvXrmjQoIHZnh+VXrzGmXlJ50GSNwaR7DSiOANRSoHExES4u7sjISEhz4E9NTUVUVFRqFq1KhwclH0yN5IX3yvKse6vq3h361mE1K2I5S81lTuO6l28/QBdF+xHeWd7/P1+F7njEEkKO35bArvYiEjVDF/xOLjYPLgVibKxQCIiVStTTeBWVMY6F4jyYIFERKUCp/kTkTmxQCIidWNLh1lxkDZRNhZIRFQqsAWJiMyJ0/yJSNXU1NLxZ8yfuJl0U+4YhbqTmAa7cpcgsurIHYVIViyQiEjV1DKL7VL8Jby6+1W5Y5jEwRfQp54E8ILcUYhkwwKJiEoHZddHuJt6FwDgbOeMFj4tZE5TsFtJd3Eh/hRg80DuKESyYoFERKqmlunohpyVXCphUcdFMqcp2PbIP/Du4dfljkEkOw7SLiMiIiKg0Whw//59AEB4eDjKlSsnayYic1J4A5JE6V2BEnXUnUQWwwKplDl06BBsbGzQs2dPuaMQWYVajuOGa8YpvUBSej4ia2GBVMqsWrUK48aNw/79+xETEyN3HItJT0+XOwIphDRIW+nz/FVSyUlbUaOSwEQWwgKpCEII6JOTrf7vScZVJCUlYePGjXj99dfRs2dPhIeHF3mbbdu2oWbNmnBwcEBISAiuX78u/W348OHo16+f0foTJ05E+/btpd8fPnyIYcOGwcXFBb6+vpg/fz7at2+PiRMnSutoNBps27bN6H7KlStnlO/69et4/vnnUa5cOZQvXx59+/ZFdHR0niwfffQRKlWqhMDAQADAkSNH0KhRIzg4OKBp06bYunUrNBoNTp48CSD/rsRt27blOZj+8MMPaNy4MRwcHFCtWjXMnDkTmZmZRW4/Ug6Fl0ePW5CUXsgREQAO0i6SSElBZOMmVn/cwL+PQ+PkVKzbfPfdd6hVqxYCAwMxdOhQTJw4EdOmTStwh5ycnIyPPvoIX3/9Nezt7fHGG2/gxRdfxMGDB01+zMmTJ2Pfvn344Ycf4O3tjXfeeQd///03GjZsaPJ9ZGRkICQkBMHBwThw4ABsbW0xe/ZsdOvWDadPn4a9vT0AYO/evXBzc8Pu3bsBZBeEvXr1QpcuXfDNN98gKioKEyZMMPlxDQ4cOIBhw4bhiy++QNu2bXHlyhW88sorAIDp06cX+/7IutTSziEVSBkpwM2/ZU5TMPv4K49+UsuWJbIMFkilyKpVqzB06FAAQLdu3ZCQkIB9+/YZtfjklJGRgcWLF6NFi+wpx2vWrEHt2rVx5MgRNG/evMjHS0pKwqpVq/DNN9+gU6dO0n089dRTxcq9ceNG6PV6rFy5UirmwsLCUK5cOURERKBr164AAGdnZ6xcuVIqmFasWAG9Xo9Vq1bBwcEBdevWxY0bN/D668WbgTNz5kxMnToVoaGhAIBq1arhww8/xP/93/+xQFIRpTfMiKS47B/+uwR81UHeMIXw0tkDlXxQAffljkIkKxZIRdA4OiLw7+OyPG5xREZG4siRI9i6dSsAwNbWFi+88AJWrVpVYIFka2uLZs2aSb/XqlUL5cqVw4ULF0wqkK5cuYL09HSpwAKA8uXLS91fpjp16hQuX74MV1dXo+Wpqam4cuWK9Hv9+vWl4ggALly4gKCgIDg4OEjLgoODi/XYhsc/ePAgPvroI2lZVlYWUlNTkZycDKdituSRdalmmv+DWACPugLd/WTNUhi9SAMA2IJdzFS2sUAqgkajKXZXlxxWrVqFzMxMVKpUSVomhIBOp8PixYuf6D61Wm2eg09GRkax70ej0RR6P0lJSWjSpAnWrVuX57ZeXl7Sz87OzsV+bFOeQ1JSEmbOnInnnnsuz+1zFl+kbApvQAKgBwBobB2AN0/JnKVg8X+uAi4tlDsGkexYIJUCmZmZ+PrrrzF//nypO8qgX79++Pbbb1GrVq18b3fs2DGptSgyMhL3799H7dq1AWQXJ2fPnjW6zcmTJ2FnZwcAqF69Ouzs7PDXX3/B398fABAfH4+LFy+iXbt20m28vLxw69Yt6fdLly4hOTlZ+r1x48bYuHEjvL294ebmZvLzrl27NtauXYvU1FSpkDl8+LDROl5eXnjw4AEePnwoFViGAdw5Hz8yMhI1atQw+bGJiuvxJVGUTeldlUTWwllspcDOnTsRHx+PkSNHol69ekb/+vfvj1WrVuV7Ozs7O4wbNw5//fUXjh8/juHDh6Nly5ZSwdSxY0ccO3YMX3/9NS5duoTp06cbFUwuLi4YOXIkJk+ejN9++w1nz57F8OHDodUav606duyIxYsX48SJEzh27Bhee+01qcgCgCFDhqBChQro27cvDhw4gKioKERERGD8+PG4ceNGgc978ODB0Gg0GD16NM6fP49du3Zh3rx5Ruu0aNECTk5OeOedd3DlyhWsX78+z+y+Dz74AF9//TVmzpyJc+fO4cKFC9iwYQPee+89k7Y/yUs10/yl8yApm9LzEVkLC6RSYNWqVejcuTPc3d3z/K1///44duwYTp8+nedvTk5OmDJlCgYPHozWrVvDxcUFGzdulP4eEhKC999/H//3f/+HZs2a4cGDBxg2bJjRfXz22Wdo27Ytevfujc6dO6NNmzZo0sR41t/8+fPh5+eHtm3bYvDgwZg0aZLRuB4nJyfs378f/v7+eO6551C7dm2MHDkSqamphbYoubi4YMeOHThz5gwaNWqEd999F3PnzjVap3z58vjmm2+wa9cu1K9fH99++y1mzJhhtE5ISAh27tyJX3/9Fc2aNUPLli2xYMECBAQEFPjYpDxKP7CrZawUEWXTiDL2qU1MTIS7uzsSEhLyHHxTU1MRFRWFqlWrcuxJCbRv3x4NGzbEwoULrf7Y0dHRqFq1Kk6cOFGsUw0UF98ryrFi/xV8vOsfPNeoMj5/oaHccQr0+5FFGH9hJYKybLBuxEm54xTot8OrMSFyASpmCOwZdbboGxBZSWHHb0vgGCQiUjXpK57Cm5DU8l0052bU65WdWatV+ItOqsYCiYjICoRKxiAZRl4IANXe2SVvlELY22rx+fMN0CuoUtErEz0BFkhkdhEREbI9dpUqVVTzTZ3M43EDktJLD3UUSG6O6jgspGfqceDifyyQyGLU8UkgIiqC0iexqaQnEPY2NgAAW60GJ97vInOa/K36IwqLf78sdwwq5Vgg5UOv18sdgRSO7xHlUEuDoaFlU+kFkkQDeDjbF72eDBzts4s4wevFkQWxQMrB3t4eWq0WMTEx8PLygr29vQrOrULWJIRAeno67ty5A61Wa3TpE5KHesb2SCdskjcGEZmEBVIOWq0WVatWxa1btxATEyN3HFIwJycn+Pv75zkpJlFBVHMm7UcJldw2wxqTrEHWAmnp0qVYunQpoqOjAQB169bFBx98gO7du+e7fnh4OF5++WWjZTqdDqmpqWbLZG9vD39/f2RmZiIrK8ts90ulh42NDWxtbdm6qBBCJQ0zqukOUvqGzEEt3aukTrIWSE899RQ++eQT1KxZE0IIrFmzBn379sWJEydQt27dfG/j5uaGyMhI6XdLHKQ0Gg3s7OyMLodBRFQSahmDpIYWJCJrkLVA6t27t9HvH330EZYuXYrDhw8XWCBpNBr4+PiY/BhpaWlIS0uTfk9MTHyysESkaJzmX3Yo/7Wm0kAxAyiysrKwYcMGPHz4EMHBwQWul5SUhICAAPj5+aFv3744d+5cofc7Z84cuLu7S//8/PzMHZ2IZCS1zCj8mPl4MLnCg6qoBUkNGUm9ZC+Qzpw5AxcXF+h0Orz22mvYunUr6tSpk++6gYGBWL16NX744Qd888030Ov1aNWqVaFXfJ82bRoSEhKkf9evX7fUUyEiKpBautiIKJvss9gCAwNx8uRJJCQkYPPmzQgNDcW+ffvyLZKCg4ONWpdatWqF2rVrY/ny5fjwww/zvX+dTgedTmex/EQkLw7SLnuU/lpT6SB7gWRvb48aNWoAAJo0aYKjR49i0aJFWL58eZG3tbOzQ6NGjXD5Ms+oSkTKppbzNRkmvqihnOMsNrIk2bvYctPr9UaDqguTlZWFM2fOwNfX18KpiEipHh8jFV56qOQ8SESUTdYWpGnTpqF79+7w9/fHgwcPsH79ekREROCXX34BAAwbNgyVK1fGnDlzAACzZs1Cy5YtUaNGDdy/fx+fffYZrl69ilGjRsn5NIhIRurrYlN2UDWc38uQkN2WZEmyFkhxcXEYNmwYbt26BXd3dwQFBeGXX35Bly7ZF0i8du2a0ZmK4+PjMXr0aMTGxsLDwwNNmjTBn3/+WeCgbiIixVDNIG3lJySyBlkLpFWrVhX694iICKPfFyxYgAULFlgwERHlFnYwCudjlHv+sDMxcbD3+gknU4D3D3rIHadA1+6cBKD88uNx6wxR2Sb7IG0iUq6b91Mwc8d5uWMUytbtJBwr78P1DOC6CuZruClv6KcxpVdwyNGdyiqOLIgFEhEVKCU9+3qEOlstJnZ+WuY0+Tv/4Doi7gEBrlXxbM2+cscpWNwF2J7agG7ugXInKZSGbUhEAFggEVGhsg+SjvY2eL19dZmz5G/zxROIOARUK1cFI+uPlDtOwS7sAA58BbirY7er5PJI+Wcjp9JA4W29RCQnoYKp6XqhBwBoNQrfnanmpD1KfrWNqWWLkjopfI9CRHLSPzoCaRU89dtwCQ/FF0gGCt6WObH4oLJOJXsUIpKDdPZnBR/T9dDLHcFELDnMRcnvRyo9WCARUYEe9wop94ikmhYkoZYTRWZvRzWUc0I13ZakRuoYLUhUygghsO/GPsQkxcgdpVCxCamw8/gXEEFyRymQoZVLq5bve2z+IFIFFkhEMjh/7zzG/TZO7hgmcfABMlLPAXhe7ij5MgzSVv4lMtTR2qH87UhkHSyQiGRwP/U+AMDVzhWtKreSN0whrifE4Xz8CQibB3JHKZBqZrFJWICYizpKTlIrFkhEMjB0Cz3l+hTmtZsnc5qCbT67HzOPjwFUMBBa8efG4XgZIlVRy1cuolJFLYNLDQN2oVFugaS6LjaF5zQUmkp+hxpea5V8jEilWCARyUAo+vDzmEbaRSg3r/q62BRO4QUckbVwj0IkI6W3emg1Ntk/aLLkDVIIaRab0gsklTR3qKIFSe4AVCYofI9CVLopfdyMGlqQDN2VSt+WEoUXxWqi3HcllQYcpE0kA/WMQcpuQRKaDJyMOylvmALcTLoJQPmtcWqhmkKTyMJYIBHJSOkHIxvDLkKbgpd+ekneMEWwMXQHKp6yX3MDJZfwrIXJGlggEcng8TXOlL2n93KohIzE+tA5xeIpD0e54xTIwdYB3at2lztG4YQ6ZrGpiVpaYkmdWCARyUAt42Y0Gi1Sbw6BbwVn/DiyvdxxVE4lB3ON8gdpE1kDB2kTUYGkRg95Y5Qy3JolxS1I1sACiUgG0nmQFL6nF6yQzEcl3UEaFbUgqSEjqRcLJCIZSGOQFF55GA5Ayk6pMoofg6T0fETWwQKJSA4q+er7eFwxD5olp45yU+lFO8D3I1kHB2kTyUgIIDVDuWepTs96dJ0zmXMUKSsT0GfKnaJwWelyJyh9VPJFg9SJBRKRDO6nZB8s/752H7Xe/1nmNEVT9Bf2uAvA6m5A6n25k5hG0RuTrTNEBuxiI5LB9fjkRz+p42DUpoaX3BEKduOYeoojaICqz8gdwiRKbpwx1HBquegzqRNbkIhkYJgd5mRvg6MzQ2ROUzitBnCyV/Ku4tFBskZnYGC4rEmKpLEB7J3kTkFEJlDyXo+o1Mp5okgXHT+GZqG1A3SucqdQPcMFipXcNqOOdldSO3axEclALdP8VUEl5xci8+NLT5bEAomISgcOLjYLNZ0oksiSil0ghYWFITk5uegViahAep6h2ox4KC9zWAyTFRS7QJo6dSp8fHwwcuRI/Pnnn5bIRFTq6VVysVp14bY0CxUVH+xiI0sq9ujQmzdvYseOHQgPD0f79u1RrVo1vPzyywgNDYWPj48lMhKVOkIlZ1VWBR4lzSz7PZmiAfpu6ytzlvwlpGTAqYoeCWIYgCZyx6FSqtgFkq2tLZ599lk8++yzuH37Nr755husWbMG77//Prp164aRI0eid+/e0Go5vImoQDymm5+KWj6UrLy9G5z0eiRrtfg34V+54xTIxhG4I/4EMFjuKFRKlWh+ccWKFdGmTRtcvHgRFy9exJkzZxAaGgoPDw+EhYWhffv2ZopJVLo8nsVGJcdq05ycbR2x80YMop3LA4M3yB0nXwsPb8DphF8hoJc7CpViT1Qg3b59G2vXrkVYWBj+/fdf9OvXDzt37kTnzp3x8OFDzJo1C6Ghobh69aq58xKVCkKwi40USqOBV5YeXhl6wKeZ3GnyVc4uQu4IVAYUux+sd+/e8PPzQ3h4OEaPHo2bN2/i22+/RefOnQEAzs7OePvtt3H9+nWzhyUqLR5PYmOBVGIcg2Qhyt2uj68Xp9yMpH7FbkHy9vbGvn37EBwcXOA6Xl5eiIqKKlEwotJMzx27+XEMUpnDTxFZUrFbkNq1a4fGjRvnWZ6eno6vv/4aQHZ1HxAQUPJ0RKWU4HmQzIiHSfNS/pvyccsrX3uynGIXSC+//DISEhLyLH/w4AFefvlls4QiKu14qRFL4LY0KwV3XRo+N8pNSKVBsQskIUSO/t/Hbty4AXd3d7OEIirtOEjbjBR8ICdLYQsSWZ7JY5AaNWoEjUYDjUaDTp06wdb28U2zsrIQFRWFbt26WSQkUWnD3boFcAySeahgO6ogIpUCJhdI/fr1AwCcPHkSISEhcHFxkf5mb2+PKlWqoH///mYPSFQaCZF9/hZ2sZFysYynss3kAmn69OkAgCpVquCFF16Ag4ODxUIRERUfi82y4vEYJBZxZDnFnuYfGhpqiRxEZYreMImNfQUlxzFIZqb89yRnsZE1mFQglS9fHhcvXkSFChXg4eFR6E793r17ZgtHVFrxm68FsNg0L75FqYwzqUBasGABXF1dpZ/5rZeohASn+ZsPj+REZH4mFUg5u9WGDx9uqSxEZcbjXiEWSObDbWkWKvgCzEuNkDWYVCAlJiaafIdubm5PHIbIXDaePoB9V4/JHaNA/8SfBcBDullwDJKFKH+7Cr72ZEEmFUjlypUzuVstKyurRIGISio5Iw0fHn8TGm2a3FGKZKu1lztC6aGClg8yD3ZNkzWYVCD9/vvv0s/R0dGYOnUqhg8fLl2w9tChQ1izZg3mzJljmZRExZCcni4VR97altDCRuZE+bPV2mJs0+FyxygF2IpgEQpunWGBRNZgUoHUrl076edZs2bh888/x6BBg6Rlffr0Qf369bFixQqeBoBkp8+xY98yYCHKOTrLmIashwfNMkPD8yCR5RX7WmyHDh1C06ZN8yxv2rQpjhw5YpZQRCWhf3SWaiojFNzSQUTqVewCyc/PD1999VWe5StXroSfn59ZQhGZi1bLVoUyg2OQzEMFM8R4okiyhmKfSXvBggXo378/fvrpJ7Ro0QIAcOTIEVy6dAlbtmwxe0Ci4mKze1nD17vs4mtPllPsFqQePXrg4sWL6N27N+7du4d79+6hd+/euHjxInr06GGJjETFkrPHRVv8tzipFluQzEP525EnKyZrKHYLEpDdzfbxxx+bOwuRWeQ8N4qWO9LSj2OQLEOfCUQdkDtFvlySoh/9xNeeLMekAun06dOoV68etFotTp8+Xei6QUFBZglG9KRyzmJjeVSGsBg2D82jVtfMVGBNL3mzFCDQ1QWoUB4+GdfljkKlmEkFUsOGDREbGwtvb280bNgQGo0m3zOYajQaniiSZJfzranhIO0ygK0IZlXOHwh6Ebh1Uu4kBcrMyL4our1IlTkJlWYmFUhRUVHw8vKSfiZSspyDtFkelQFSRcxX2yw0GuC55XKnKFTcupeAzJOsjcmiTCqQAgIC8v2ZSIk4BomodJMm+fPjTRb0RIO0IyMj8b///Q8XLlwAANSuXRvjxo1DYGCgWcMRPYmcLUhaDWexlX6PXm8Ww2UGLzVC1lDso8eWLVtQr149HD9+HA0aNECDBg3w999/o169ejwPEimCnrOaiIiohIrdgvR///d/mDZtGmbNmmW0fPr06fi///s/9O/f32zhiJ6E0SBttiqUfhyDVGbxpLBkScUukG7duoVhw4blWT506FB89tlnZglFVBLcaRKVbjkvNPIgNUPOKEWy0WrgZP9Eo1lIZsV+1dq3b48DBw6gRo0aRsv/+OMPtG3b1mzBiJ5YzhYktiqUARyDVNYYPtdpGXrUn/GrzGmKNqnr0xjbsabcMaiYTCqQtm/fLv3cp08fTJkyBcePH0fLli0BAIcPH8amTZswc+ZMy6QkKgY9W5CISrVyTvZAIqCWef6H/r3LAkmFTCqQ+vXrl2fZkiVLsGTJEqNlY8aMwWuvvWaWYERPyuhM2mxVKP04BqnMcdFlH7p83B0Q+Wo3mdMU7MfTt/DWd6d4NRyVMqlA0uv1ls5BZDYcg0RU2mmk/3S2NvJGKYStTfZEcRZI6lSsaf4ZGRno1KkTLl26ZKk8RCUm9NwblS2GMUjypiDrUctLrZaclL9iFUh2dnZFXqyWSCkET7NLVDo96jpX+lchQw8/W7XVqdgnihw6dChWrVpllgdfunQpgoKC4ObmBjc3NwQHB+Onn34q9DabNm1CrVq14ODggPr162PXrl1myUKlBwdplzEcg1TmSNP8VdJ3pZKYlEuxp/lnZmZi9erV2LNnD5o0aQJnZ2ejv3/++ecm39dTTz2FTz75BDVr1oQQAmvWrEHfvn1x4sQJ1K1bN8/6f/75JwYNGoQ5c+agV69eWL9+Pfr16yedyZsIUM9Ok4iejFpO36GWnJS/YhdIZ8+eRePGjQEAFy9eNPpbcWcM9e7d2+j3jz76CEuXLsXhw4fzLZAWLVqEbt26YfLkyQCADz/8ELt378bixYuxbNmyfB8jLS0NaWlp0u+JiYnFykjq87g+4s6pbOB5kMoaQ+FxLCsR3bd0lzlNwZLTs+BcLQP3Nf0ABMsdh4qp2AXS77//bokcyMrKwqZNm/Dw4UMEB+f/Rjp06BDeeusto2UhISHYtm1bgfc7Z84cnp+pjGF/P1Hp5mfnBgBIgx43km7InKZwWh2QkHUQwAS5o1AxyX7+8zNnziA4OBipqalwcXHB1q1bUadOnXzXjY2NRcWKFY2WVaxYEbGxsQXe/7Rp04yKqsTERPj5+ZknPCkSe9jKGLYYljkNHSti1/WbuBvYDWj3f3LHKdDXJ3dj962vIcBT5ahRsQukDh06FNqV9ttvvxXr/gIDA3Hy5EkkJCRg8+bNCA0Nxb59+woskopLp9NBp9OZ5b5IHfSCOyOiUk2jgV9mFvxsXAHvhnKnKdDPDhce/cRvbWpU7AKpYcOGRr9nZGTg5MmTOHv2LEJDQ4sdwN7eXrquW5MmTXD06FEsWrQIy5cvz7Ouj48Pbt++bbTs9u3b8PHxKfbjUunFMUhlDccglV3KLjwMY6WUnZIKUuwCacGCBfkunzFjBpKSkkocSK/XGw2qzik4OBh79+7FxIkTpWW7d+8ucMwSlW08XBKRrKSinSWSGhX7PEgFGTp0KFavXl2s20ybNg379+9HdHQ0zpw5g2nTpiEiIgJDhgwBAAwbNgzTpk2T1p8wYQJ+/vlnzJ8/H//88w9mzJiBY8eOYezYseZ6GlQK8DxIZQzPg1QGqeO1fjzNn/skNTLbIO1Dhw7BwcGhWLeJi4vDsGHDcOvWLbi7uyMoKAi//PILunTpAgC4du0atNrHNVyrVq2wfv16vPfee3jnnXdQs2ZNbNu2jedAIiPSeZB4Jm2i0k3hMzK0KjnjN+XP5ALp66+/xvPPP4/BgwcbLRdC4NatWzh27Bjef//9Yj14UWfkjoiIyLNs4MCBGDhwYLEeh8xDCIEv9l5G5G1ln0vqXlocoNzrV6rP/s+A2DNypyjYncjs/zkGiRTmcQsSJ46okckF0ssvv4xu3brB3d3daLlWq0VgYCBmzZqFrl27mj0gKUf03WQs2HOx6BVlprGNh0tN8IBpDvFXgd9my53CNE6ecicga1HJ2B6NxmyjWEgGJhdIhm6LsLAwi4UhZUvLzAIAONvbYEr3WjKnKVhCRhxWRAH2NiyQSiwjOft/O2egi4JPuGrnCNTuI3cKIiOPyzhlF3KUv2KNQSrupUSodHK0t8Gw4CpyxyjQzSQ7rIgCtPz2VnL67KIY9s5A89HyZiGSqONYxGuxqVuxCqROnTrB1rbwm/z9998lCkTKxfMLlUH6zOz/tbKfdJ8oL4UP0taopCuQ8lesvV5ISAhcXFwslYUUTuH7IomhO5gtnmYgHrUgaTnqnai4tCyQVK1YBdLkyZPh7e1tqSykEkqvO9jfb0aGLjZ2V5KSKH0n9IhhkDb3Sepk8l6P38bJ8CHnO6EMMRRI7GIjRVJ24fF4X6nsnJS/Ys9io7JLNW8Bw6W5lFzKCQGc2QwkXJM7SeHir2b/zy42ouJTQcNCSnoWtvx9AwkpGXJHKZJIT7bq45lcIEVFRcHLy8uSWUglVPCZV76bfwPfj5I7hensneVOQJSDOnZCWulitcr9drnl7xt4b9tZuWOYRJ+m0AIpICDAkjlIRRTdMoMcXYFKruRS4rP/d/QAavWUN0tRNFqgweCi1yOyNsU3ayt/kLah5ahqBWc0q+Ihc5qCRcY+wIkrCi2QiAz7IiXXHUDOsVJKDvpoY5bzB/p+KW8UIrKIx+diU26BpNdnZ2tZrTzmPBckc5qCfbX/X5y4csuqj8mpKWQyJTcTqw6vQE/05JT+Le0RRbdiP6KXvvgqO6sc8VggUbEp+2OU4zxIik8K1ezoiZRJ2V/a1HCpEb3g7OSCPFGBdODAAQwdOhTBwcG4efMmAGDt2rX4448/zBqOlEWo5JuGOih3h0lE5qGGM2kbkmkVvl+XI1+xC6QtW7YgJCQEjo6OOHHiBNLS0gAACQkJ+Pjjj80ekJRDuR9xY+LxPH/lYhcbUQk8+twofJC2VgWdNIYWd63Cd0Vy1G/FHqQ9e/ZsLFu2DMOGDcOGDRuk5a1bt8bs2bPNGo6UR2N3D5n2iTh4Uyd3lALFPoyVO4IJVDLinYiemKHVQ2hScfDmQZnT5O966nVoHeIBKHumuhx7ymIXSJGRkXjmmWfyLHd3d8f9+/fNkYkUKjH9PpyrzUeyNguv7ZE7TdFsNAo+uSFbkIienEq+WGgf7YOytPfx2p7XZE5TMOeqwNWMLAD15I5SIDmGdhS7QPLx8cHly5dRpUoVo+V//PEHqlWrZq5cpED30+5Co80ChBa1PJ+WO06RelXrJXeEQrAFiajklN3FFuDyNDIS68HR6T5qeCvzQu9R8TeRJh4gRf+f3FEKpYouttGjR2PChAlYvXo1NBoNYmJicOjQIUyaNAnvv/++JTKSQkiDtPVO2NR7k7xh1I4tSESlnp2NPVJvDoV/RRdsGtlO7jj5em7jJFxK/UXxeyJVdLFNnToVer0enTp1QnJyMp555hnodDpMmjQJ48aNs0RGUojHU1WV/lFSA7YgEZUVCh9Lnk2j8JBq6GLLzMzEu+++i8mTJ+Py5ctISkpCnTp14OLigv/++w8VKlSwRE5SBBXMDlMdbkyiJ6bwykMN52J7/LVX2VnlmGVX7DmIL774IoQQsLe3R506ddC8eXO4uLjg9u3baN++vQUiklJI+yJl75PUQS3XbSGiJ2b4eCt6lykehVR4C5IcBVyxC6Rr165h1Cjjq5DfunUL7du3R61atcwWjKh0U/bOiEjRVPbFQii4petxC5JyMwIqGaS9a9cuPPPMM3jrrbfw+eefIyYmBh06dECDBg2MzotEpY/08VHXvkmZOEibyAwUflB/9H+WXuBuUpqsWQqSlaXsbWigikHaXl5e+PXXX9GmTRsAwM6dO9G4cWOsW7cOWq3yzxpKT076FiR4UC85drERlXaGc/dE301Gk9nKPHmcrmIS7Msr/6uaai5W6+fnh927d2PdunVo3rw5vv32W9jYKPikfGRWSv8gqQJbkIhKQB2fm0AfV/iVd5Q7RuEe7YoqeSg7pxxjkExqQfLw8Mj3LJbJycnYsWMHPD09pWX37t0zXzpSFCX3o6sPW5CISkzh+yR3Rzvsn9xB7hiF+vToWXxz4SAqlXOQO0rhlDoGaeHChRaOQWqgV3h/v6oofMdOROYhxyUyikPp+Qy0Sj0PUmhoqKVzkBrwmG5+Ktk5ESkKPzdmY+i6EgrfwatikDYA6PV6XL58GXFxcdDr9UZ/y+9CtlQ6PJ7Fxp2T+XBbEpECKLs+Usc0/8OHD2Pw4MG4evVqnjEpGo0GWVlZZgtHyqL0bxiqwi42ohLgFwtzUfoZtA1UUSC99tpraNq0KX788Uf4+vqqpv+SzEA6kzZf85LjIG2iEuMXjRIzHMOV/gVYsbPYcrp06RI2b96MGjVqWCKP1XSaHwFbB2e5YxTIRqvBhE41MbCpn9xRcuC12MyG0/zNJiMmBjfGjUfm3btyRymSxtYWXhMnwr1XT7mjEBlR+ixlVbQgtWjRApcvX1Z9gXQ7MQ3aNGWfu2nT8RuKKpCU/fFRG7YgmcvDQ4eReu6c3DFMlrBtGwukkuLnxmzUMki7upeL1V/2YhdI48aNw9tvv43Y2FjUr18fdnZ2Rn8PCgoyWzhL2vhKS7i4uskdI1+H/v0PH+/6B1l6Zb1h9dKZtOXNUSqwBclshD573KNj0yaoOHWazGkK9vCPA7izcBFEVqbcUUoR7oxKTCW7oHqV3bH7zWcQuMB6j1nsAql///4AgBEjRkjLNBoNhBCqGqRdt7I73NyUWSDdTkwFAGQqrEAy4Jc3c2ALktk8KjZt3NzhWK+uzGEKlnH9WvYPWfrCVySyIrW0IAGAj7t1z/Zd7AIpKirKEjkoBxub7DesXqEFkmq+cigZW5DMR9qUCt+W2uwufaGSL5HKpvDXWoWUPgZJDsUukAICAiyRg3KwebSjV1oLkp4fIPNT+kFdDYQ6Jg9obB+NeWSBZD7cJ5WYWqb5y8GkAmn79u3o3r077OzssH379kLX7dOnj1mClWW2WmW2ICkrjdqxBcl8srel4k85os2+NjhbkEhJFP+5kZFJBVK/fv0QGxsLb29v9OvXr8D11DQGSclstIYWJKWOVeAHqsT4zdd8VNJdqbHN3t1ykLYZSAd1fo7MRQ1jkKzNpAIp5+VEcl9ahMzPUCDdSkjFqDXHZE7z2M2Uq4B1x8g9ucPLgKh9cqco2P3r2f/z21uJCcM+6VELjWI9ypdx9RquvzFG5jBF0GpQ7rn+cO2o7CvRU8mxi61gT3QttvzcuHEDs2bNwooVK8x1l2WWl6sOAJCcnoU9F27LnOYxrcMDOFcFtEr/PGWkAr9MA4QKinlnL7kTqJ9KBmnbemW/1vqHD5H0228ypylaxrXrLJDKEA7SzstsBdLdu3exatUqFkhmEODpjG9Ht0T03YdyRzESk2KP8GigvLNO7iiFE1mPi6Me8wAbu8LXl4uNPfB0N7lTqJ9KBmk7PP00/FevQvqNG3JHKVT61au4t2o1RHq63FEK8ejF5kHdbNjFlpfZCiQyr+Dqngiu7il3DCNn7iQgPPrxLDvFyrnTbDQUsFNLvyA9EaGSQdoAnFu1gnIvcJQt+dgx3Fu1msVHGSFdi42vdx4K77QnJVL+gYgf9LJFHYO0VcMw207JB0zF74PUg2OQCsYCiUymziZYfvhLO9UM0lYNNXVfqSGjskktSNyWeZjcxfbcc88V+vf79++XNAuReeTcsfObZumnkkHaqiHNoOcBk8o2kwskd3f3Iv8+bNiwEgci5VLPNwy15CSzUMkgbbWQutAVXSDxxTYXdrEVzOQCKSwszJI5iCyEH/5ST0WDtFVBFQXSI2rIqHDSxWq5LfNgpz0Vm+K/cfCDXsZwkLZZGQZpsyW2TOHrnRcLJDKZKr9hsFWh1JMGafO1NhNDC5K8KQrF19p8pJdbyS+4PFggUSmU84POHWmpZ3i5OYvNPAzFhyouK8WDekkpvkdARtyjULEpfqyHGlu66MlxkLZ5cRZbmaTKHgILY4FEpZvSizkqOalA4mttDqqaxabojOrAFqSCsUAiIpXjLDaz4okDyxR+bgrGAolMZthhqusbh5qy0hMRnMVmVoaxXEquj3hQNxtpmr+iX3B58GK1VPqw2d2s0qOjkfZvlNwxCpR25d/sHzhI20xU1H31MA6I/EnuFIXT2gIBrQF7J7mTFComKQYR1yPkjlGozORMqz4eCyQqNuU3yfJSI+aSlZCAf3v3gcjIkDtKkTQ2NnJHKB3UMEhb++jQFXsG+PZFebOYosFg4NmlcqfIl+2jbXn41mEcvnVY5jSFy0rJsurjsUAik6lylgMLpBLJvHs3uziysYFDvbpyxymQ1sER7kVcL5JMo1HDNP/qHYHAnkDSbbmTFC75LhAfBSTekDtJgToHdMZfsX/hQdoDuaMUKi4lDjdTblr1MVkgUemjxkJOqR4dJG1cXVF140aZw5BVqGEWm1N5YNB6uVMU7cxmYMtIuVMUys/VD8s6L5M7RpHCz4bj0z8+tepjstOeTKbOQdpUIpxCX/ZIlxqhElNDsUkFYoFEpRB3RuYi9I+2JQdAlyE8qJPyyDH2lXs9Kn047dt8xKNxKFpuyzJDDYO0VYPFppqxQCKTqXKQNpXMozFIGg13FWWFOs6krRJSqwe3pRpxkDaVQhw3Yy5SFxu3ZdlhOJO2Xo+M28qdJaaxt4eth4fcMYrAYlPNWCBRsSn/PEgGasmpYIJjkMocwyDt5GRcbtde3ixF8Jk1Ex7PPy93jIKxBcls5JgcxAKJTKaaU9Hz25r5CEMXG4vNssLO1xeODRog5fx5uaMULCsL0OuRcvq0sgsktiCpGgskKoXYLWQ2hpMFsgWpzNDY2qLKxg1yxyjUfyu+wp3PP1d+4cEWJLPhLDZSBZ4HqezgGCRSNMXXHfzcqBkLJCp9OM3fjAxjkLgtSUHUcioCzgg0Gzm+mMtaIM2ZMwfNmjWDq6srvL290a9fP0RGRhZ6m/DwcGg0GqN/Dg4OVkpMgIpakNjqUXKc5k8KpL5TEaglJ+Uk615v3759GDNmDA4fPozdu3cjIyMDXbt2xcOHDwu9nZubG27duiX9u3r1qpUSl23qOQ+SWnIqn+AYJFIi1RRIasmpfHKMQZJ1kPbPP/9s9Ht4eDi8vb1x/PhxPPPMMwXeTqPRwMfHx9LxSK3YxWY+enaxkRKpZPAzB2mrmqJmsSUkJAAAypcvX+h6SUlJCAgIgF6vR+PGjfHxxx+jbt26+a6blpaGtLQ06ffExETzBS5jpIvVsuuqxLISE3Ft5ChkxMTIHaVQIiMDAF9zUhjDySwV3zLDFiQ1U0yBpNfrMXHiRLRu3Rr16tUrcL3AwECsXr0aQUFBSEhIwLx589CqVSucO3cOTz31VJ7158yZg5kzZ1oyOimO8mdepZw+g9QzZ+SOYTJdzafljkD0mII/20bYgqRqiimQxowZg7Nnz+KPP/4odL3g4GAEBwdLv7dq1Qq1a9fG8uXL8eGHH+ZZf9q0aXjrrbek3xMTE+Hn52e+4ERP4tEJGO2rVUPlhQtkDlM4jVYL+2rV5I5B9Jhq6g62IJlLmT2T9tixY7Fz507s378/31agwtjZ2aFRo0a4fPlyvn/X6XTQ6XTmiFnmqe9M2gr+lvkoo9bBAQ5Ps3WG6IkovfBQS0sX5UvWqSlCCIwdOxZbt27Fb7/9hqpVqxb7PrKysnDmzBn4+vpaICGpk/K72KQdu5IzEimUeqb5q6apS/HK3Cy2MWPGYP369fjhhx/g6uqK2NhYAIC7uzscHR0BAMOGDUPlypUxZ84cAMCsWbPQsmVL1KhRA/fv38dnn32Gq1evYtSoUbI9j7KGA3ZLTrBAInpyqimQHlFLTjIia4G0dOlSAED79u2NloeFhWH48OEAgGvXrkGb4xws8fHxGD16NGJjY+Hh4YEmTZrgzz//RJ06dawVu8xS/oyRR1TUxcYCiehJqKRlRvp4KzynCpS5MUimHHAjIiKMfl+wYAEWLFD2oFaiIkk1HAskomJT3TR/eVPQk+Hpcclk0nmQlNwyA0AVY5AMVBCRSHE0Kik8OM3fbMrctdiILEINXWyqKTaJFEgtF6vlNH9VY4FExcaDuhlwh0n05NTQOgywBcmM5JgcxAKJTKe2z7iSd6IcpE30xFQ3zV/xOSk/LJCIZMBp/kRmoPTCg59vVWOBRCZTzcVq1TAGiQUS0ZNTTdeVWnJSflggUSmkgp0Rp/kTlYBapvk/opacCsYxSKQKqhmkreSYUguSvDGIVInT/MkKFHGxWsrrh8s/4GriVbljGLn+4Hr2Dw9uAXtnyRumMMn3Hv2g/OpDNcUmkZKobZr/wzvK3meqgCbpX6s/JgskBbpy/wreO/ie3DEK5PggFrg4X+4YRbN3kTtBITgGieiJqWUWm+7RPiglHjiggn2mkrk6A87lrPqQLJAU6EH6AwCAi50L+tXoJ2+YnB7+B+2Z79AzNQto8brcaYoW2F3uBAVT+o6dSMEUP1HEwCcI6P4pcC9K7iSqp4k9CKTdtepjskBSMA8HD0xpPkXuGI/FnAD2rQDcKgPdP5E7jbpxFhvRk1NLC5JGA7R4Ve4UpcOuN4BrEVZ9SA7SViDFXvNMr8/+X2Mjb45SgOdBIjIDpRdIZDacxUYAAL3ILkS0GoW9PPrM7P+1CsulRpzmT1QCj6b5c3ZYGcICiaDgc3uIrOz/teyZLTFO8yd6cmrpYiOzYQsSAVDwGasNLUjsYjMDhb7GRGqglvMgkaqxKUDBNGlJwPkf5I7x2O1z2f+zBank1HA5FCKlevSxybxzB4m//CpvliJobG3g1KIlbFyc5Y5CxcQjnQKJB7EAAE3iTeC7YTKnyYetvdwJSg+2IBEVm8bWDgCQ9s8/uDlhgsxpiubety8qzeXM3xKRYV/JAkmB9MnZ53rQQAP4t5I5TS5aG6D5K3KnUD/OYiN6Yi5tWsO1Wzdk/ndH7iiFyrp7D+lRUciIuy13lFKABRLh8SBtjY0dMOInmdOQJSh2ID6RCtiUK4enFi6QO0aREnb+iJhJkzhWygzkOO0NB2kr0OPzIFGpxWn+RETFwAKJAODReZB46CzFOM2fqPRTzUV1lY/T/AkAIKQCiUfPUotjkIiIFI0FkgLp2YJUBij0cjJEZDYantDSbOTYU3KQtgIpeQySPiUFmXete0Xl0ijz3r3sH9iCRERUNE7zJwDStw2ltS5kJT3ElS5dkBUfL3eU0oMFElHpxRYks5HjeMgCSYGEQrvYMmJuSsWRxslJ5jTqp7Gzg2vXrnLHICJSPhkOiCyQFEipBZJharqNpyeePviHvFmIiJSOLUhmxFlshJxjkBRXIhEREVkfp/kToORZbJyaTkRkuux9peCptEuMZ9KmR5Q7i42IiMj6WCARFHySZcUGIyJSIGkMkrwxSgOeSZsAAAKPutjYlUVERCSLMjuLrfOmzrB1UubTz8xMlTtC/hR6fiYiIkVSwbXYUs+fx43xE5CVmCh3lEIFZKRgkciENU+MoswKwQqSMpJgk24jd4xC1daX2ZeHiIisIOmPg8i4cUPuGEWyAVAuy7qPWWaPwBt7boSrm6vcMfIXtR82OyfiqYoN5E5iTMHfgoiIFEcN50HSZw/pcO3aFV5vTpQ3SyESlnyIpG3WPf9emS2QAtwD4ObmJneM/DmcBzKzoNghYhwbRURUSmQXb1o3V+iqVpU5S8Fs3Jyt/pgKPQKXdco835BQ8rcgIiKF0aihBekRxU8K4iw2AgA8OlEkNAp9eZT+QSIiItOooHgDwAKJHpHesAorRFTyOSIiUgQVtCAJpR5vcmOBRNmU2cUmUWouIiJ6Mgrfr8vRBVhmB2lj/fOAo53cKfL38L9HPyj7DUtERIXQqOBabELhX8gNWCBZ0dU/AZ3C3xCuPnInMKaWDxIRkZIouD5SdLacHNyt/pBlt0DqsxhwcZI7RcG0tkC19nKnICKiJ6aiL5NKj1re+qcgKLsFUt1+gFLPg6RYvFgtEVGxKXiQtmp6BmSY1c1B2kRERJag8JoDgLKLt5w4i40UjRerJSIynQqm+Rt6BpR/okjrPyQLJCIiojJP6QUSW5BIydTSV01EpABquNSIUMl+XY4WLhZIREREZZWCizcjLJBI0VTyTYOISBFU0IIkUfx+nQUSERERWYt0KTalF0jWxwKJTKaWvmoiIkVQ06VGlI5dbERERGR1Sv/ey2n+pGhsiiUiKgbDGCR5UxRKqOU8SGxBIiIiIqtRcvX2GKf5k8LxWmxERCZTwyw2KZvCd+wskIiIiMjqlN7Fxmn+pGi8FhsRkekMu0oFtyCpZnYyW5CIiIjIapRbuxljgUSKppZvGkRECqCGa7FJuF/PgwUSERFRWSVUMvmG50EiRWMLEhGR6dTQgqTkbDlwmj8RERFZHU8UmRcLJDKZamY7EBEpgbSvVHArjVr26zLks7X6IypEWlQ00lxd5Y5RII2tDez8/JRf1RMRkYopuHgzwgLJaqIHDICLjY3cMQrlMXQofN57V+4Yj/FabERExZC9rxQKHucj1HImbS0LJKvRurtBa6PMpy8yMiCSk5H6zwW5oxARUVmg8C++Tk2bwr56NeDyJas9pjIrBCuo+dtvcHNzkztGvhJ//RU3x09QXsunWqaDEhEpgTSLTd4YhVJJz4BdxYqo+t13gLu71R6Tg7QVSKN99LLo9fIGISKi0k3B3X9yY4GkRIotkB5di03h3zSIiBRBBddik3C3noesBdKcOXPQrFkzuLq6wtvbG/369UNkZGSRt9u0aRNq1aoFBwcH1K9fH7t27bJCWivSKH9gHxERlQJqmeYvA1kLpH379mHMmDE4fPgwdu/ejYyMDHTt2hUPHz4s8DZ//vknBg0ahJEjR+LEiRPo168f+vXrh7Nnz1oxuYUZ3qhKa0FSy2wHIiIFUMW12JScTWayDtL++eefjX4PDw+Ht7c3jh8/jmeeeSbf2yxatAjdunXD5MmTAQAffvghdu/ejcWLF2PZsmUWz2wN0hgkvnGJiMgKOHQiL0XNYktISAAAlC9fvsB1Dh06hLfeestoWUhICLZt25bv+mlpaUhLS5N+T0xMLHlQS9NkF0hCKLQFiR8kIqKiPdpXpkdF4Z+GjWQOkz+RkfHoJ+7Xc1NMgaTX6zFx4kS0bt0a9erVK3C92NhYVKxY0WhZxYoVERsbm+/6c+bMwcyZM82a1eIMJ8TSswWJiEit7KtUgdbZGfqHDyFSU+WOUzCtFg5168idQnEUUyCNGTMGZ8+exR9//GHW+502bZpRi1NiYiL8/PzM+hjmplHoGCRei42IyHS2FSqg5oH9yLwXL3eUQmmdnWDr4SF3DMVRRIE0duxY7Ny5E/v378dTTz1V6Lo+Pj64ffu20bLbt2/Dx8cn3/V1Oh10Op3ZsloFxyAREZUKWicn2Ds5yR2DnoCss9iEEBg7diy2bt2K3377DVWrVi3yNsHBwdi7d6/Rst27dyM4ONhSMa1PsWOQHv3PFiQiIirlZG1BGjNmDNavX48ffvgBrq6u0jgid3d3ODo6AgCGDRuGypUrY86cOQCACRMmoF27dpg/fz569uyJDRs24NixY1ixYoVsz8PcNByDREREJCtZW5CWLl2KhIQEtG/fHr6+vtK/jRs3Sutcu3YNt27dkn5v1aoV1q9fjxUrVqBBgwbYvHkztm3bVujAbtVR6BgkzmIjIqKyQtYWJFPOFB0REZFn2cCBAzFw4EALJFIIjkEiIiKSlSIGaVMuj1poMm7dQvTgITKHeSwrMfs8VTxdBhERlXYskBTIrmJFQKOBSE9Hyt9/yx0nD7uK+c8YJCIiKi1YICmQXaVKqLptK9KvXpU7Sh4aGxs4NW8udwwiIiKLYoGkUA6BgXAIDJQ7BhERUZkk6yw2IiIiIiVigURERESUCwskIiIiolxYIBERERHlwgKJiIiIKBcWSERERES5sEAiIiIiyoUFEhEREVEuLJCIiIiIcmGBRERERJQLCyQiIiKiXFggEREREeXCAomIiIgoF1u5A1ibEAIAkJiYKHMSIiIiMpXhuG04jltamSuQ7t69CwDw8/OTOQkREREV1927d+Hu7m7xxylzBVL58uUBANeuXcuzgZs1a4ajR48WentT1jHHfSUmJsLPzw/Xr19Hp06dmKuY97V3714pp5ubm2Jy5Vwv57Y0ZFRCrtzyy6mEXDnXKSqjUj7buXMqJVduTZo0weXLl4t8zeXMX9hrrqTtqoZ9pimvtxL2TQkJCfD395eO45ZW5gokrTZ72JW7u3ueN4KNjU2RBwBT1jHnfbm5uTFXCe7Lzc0t39vInSunnBmVlKuwnErJlXudkrze1tz2hpxKy5VzvZw5rfWYT3Jf+WVUQq7c1P56K2nfZDiOWxoHaecwZswYs6zD++J9lbb7MpWanyPv67HRo0db/TF5X/Ldlymvt1KfoyVphLVGOylEYmIi3N3dkZCQYFIFKxel5lRqrtzUkFMNGQF15FRDRoA5zUkNGQF15FRDRsD6OctcC5JOp8P06dOh0+nkjlIopeZUaq7c1JBTDRkBdeRUQ0aAOc1JDRkBdeRUQ0bA+jnLXAsSERERUVHKXAsSERERUVFYIBERERHlwgKJiIiIKBcWSERERES5sEBSEY1Gg23btskdg0g1+JkhoidV6gqk4cOHo1+/fnLHKNDw4cOh0Wjy/Lt8+bIicr322mt5/jZmzBhoNBoMHz7c+sEKcejQIdjY2KBnz55yRwGgzm0IKP8zk5OSsyrt/ZifO3fu4PXXX4e/vz90Oh18fHwQEhKCgwcPyh0tj+vXr2PEiBGoVKkS7O3tERAQgAkTJkjX0yxKREQENBoN7t+/b/Zshs/6J598YrR827Zt0Gg0Zn+8J5HzWGNnZ4eKFSuiS5cuWL16NfR6vdzx8qW0z3epK5DUoFu3brh165bRv6pVq8odC35+ftiwYQNSUlKkZampqVi/fj38/f1LdN8ZGRkljZfHqlWrMG7cOOzfvx8xMTEluq+srCyz7DQsuQ1J2cz5frSU/v3748SJE1izZg0uXryI7du3o3379iYXHdby77//omnTprh06RK+/fZbXL58GcuWLcPevXsRHByMe/fuyR0RDg4OmDt3LuLj4+WOUiDDsSY6Oho//fQTOnTogAkTJqBXr17IzMyUO57ileoC6eeff0abNm1Qrlw5eHp6olevXrhy5Yr09+joaGg0Gnz//ffo0KEDnJyc0KBBAxw6dMiiuQzf3HL+s7GxwQ8//IDGjRvDwcEB1apVw8yZM/O8iW/duoXu3bvD0dER1apVw+bNm82Wq3HjxvDz88P3338vLfv+++/h7++PRo0aSctM3a4bN25Eu3bt4ODggHXr1pktJwAkJSVh48aNeP3119GzZ0+Eh4dLfzN8c/zxxx8RFBQEBwcHtGzZEmfPnpXWCQ8PR7ly5bB9+3bUqVMHOp0O165dK3Euc23Djh07YuzYsUb3fefOHdjb22Pv3r0lzlmQKlWqYOHChUbLGjZsiBkzZki/azQarFy5Es8++yycnJxQs2ZNbN++3WKZCmJKVmsp7P1oeK/llF9Lw+zZs+Ht7Q1XV1eMGjUKU6dORcOGDc2W8f79+zhw4ADmzp2LDh06ICAgAM2bN8e0adPQp08faZ1Ro0bBy8sLbm5u6NixI06dOiXdx4wZM9CwYUMsX74cfn5+cHJywvPPP4+EhASz5QSyW1zt7e3x66+/ol27dvD390f37t2xZ88e3Lx5E++++y4AIC0tDVOmTIGfnx90Oh1q1KiBVatWITo6Gh06dAAAeHh4WKT1tnPnzvDx8cGcOXMKXGfLli2oW7cudDodqlSpgvnz50t/e+edd9CiRYs8t2nQoAFmzZplloyGY03lypXRuHFjvPPOO/jhhx/w008/Se/Rol5zANixYweaNWsGBwcHVKhQAc8++6xZ8hVGCcfvUl0gPXz4EG+99RaOHTuGvXv3QqvV4tlnn83TUvDuu+9i0qRJOHnyJJ5++mkMGjTI6tX1gQMHMGzYMEyYMAHnz5/H8uXLER4ejo8++shovffffx/9+/fHqVOnMGTIELz44ou4cOGC2XKMGDECYWFh0u+rV6/Gyy+/bLSOqdt16tSpmDBhAi5cuICQkBCzZQSA7777DrVq1UJgYCCGDh2K1atXI/c5TydPnoz58+fj6NGj8PLyQu/evY1aspKTkzF37lysXLkS586dg7e3t1mymWMbjho1CuvXr0daWpp0m2+++QaVK1dGx44dzZKzJGbOnInnn38ep0+fRo8ePTBkyBBFfKuXiynvx8KsW7cOH330EebOnYvjx4/D398fS5cuNWtGFxcXuLi4YNu2bUbvq5wGDhyIuLg4/PTTTzh+/DgaN26MTp06Gb22ly9fxnfffYcdO3bg559/xokTJ/DGG2+YLee9e/fwyy+/4I033oCjo6PR33x8fDBkyBBs3LgRQggMGzYM3377Lb744gtcuHABy5cvh4uLC/z8/LBlyxYAQGRkJG7duoVFixaZLSOQfSHVjz/+GP/73/9w48aNPH8/fvw4nn/+ebz44os4c+YMZsyYgffff18qTIYMGYIjR44YHfTPnTuH06dPY/DgwWbNmlPHjh3RoEED6UtcUa/5jz/+iGeffRY9evTAiRMnsHfvXjRv3txi+QwUcfwWpUxoaKjo27dvvn+7c+eOACDOnDkjhBAiKipKABArV66U1jl37pwAIC5cuGCxfDY2NsLZ2Vn6N2DAANGpUyfx8ccfG627du1a4evrK/0OQLz22mtG67Ro0UK8/vrrZsnVt29fERcXJ3Q6nYiOjhbR0dHCwcFB3LlzR/Tt21eEhobme9uCtuvChQtLnKsgrVq1ku4/IyNDVKhQQfz+++9CCCF+//13AUBs2LBBWv/u3bvC0dFRbNy4UQghRFhYmAAgTp48abZM5tyGKSkpwsPDQ8orhBBBQUFixowZZsubO7cQQgQEBIgFCxYY/b1BgwZi+vTp0u8AxHvvvSf9npSUJACIn376yezZzJF169atFs9V2PsxLCxMuLu7G62/detWkXP326JFCzFmzBijdVq3bi0aNGhg1pybN28WHh4ewsHBQbRq1UpMmzZNnDp1SgghxIEDB4Sbm5tITU01uk316tXF8uXLhRBCTJ8+XdjY2IgbN25If//pp5+EVqsVt27dMkvGw4cPF/q6ff755wKA+OuvvwQAsXv37nzXM+wH4uPjzZIrp5zvw5YtW4oRI0YIIYxf18GDB4suXboY3W7y5MmiTp060u8NGjQQs2bNkn6fNm2aaNGihdkz5vbCCy+I2rVrm/SaBwcHiyFDhpglU1GUdvwu1S1Ily5dwqBBg1CtWjW4ubmhSpUqAJCnKyUoKEj62dfXFwAQFxdnsVwdOnTAyZMnpX9ffPEFTp06hVmzZknf8lxcXDB69GjcunULycnJ0m2Dg4ON7is4ONisLUheXl5SF0FYWBh69uyJChUqGK1j6nZt2rSp2XLlFBkZiSNHjmDQoEEAAFtbW7zwwgtYtWqV0Xo5t1X58uURGBhotK3s7e2NXntzMcc2dHBwwEsvvYTVq1cDAP7++2+cPXtWMYO8c243Z2dnuLm5WfQzo2Smvh+Luo/c38ot8S29f//+iImJwfbt29GtWzdERESgcePGCA8Px6lTp5CUlARPT0+j/VBUVJRRK4e/vz8qV64s/R4cHAy9Xo/IyEizZhVFtMBFR0fDxsYG7dq1M+vjFtfcuXOxZs2aPPvhCxcuoHXr1kbLWrdujUuXLiErKwtAdivS+vXrAWQ/32+//RZDhgyxeGYhBDQajUmv+cmTJ9GpUyeLZ8pNCcdvW7Pci0L17t0bAQEB+Oqrr1CpUiXo9XrUq1cP6enpRuvZ2dlJPxvGBVhylL+zszNq1KhhtCwpKQkzZ87Ec889l2d9BwcHi2XJz4gRI6TxL19++WWev5u6XZ2dnS2Sb9WqVcjMzESlSpWkZUII6HQ6LF682OT7cXR0tNiME3Nsw1GjRqFhw4a4ceMGwsLC0LFjRwQEBFgkr4FWq81zYMpvgH3OzwyQ/bmx9swYU7NaWlHvR6XkNHBwcECXLl3QpUsXvP/++xg1ahSmT5+ON954A76+voiIiMhzm9xjqCypRo0a0Gg0uHDhQr5jXS5cuAAPD4883W9yeeaZZxASEoJp06YV+wvMoEGDMGXKFPz9999ISUnB9evX8cILL1gmaA4XLlxA1apVkZSUVORrLtd2VsLxu9QWSHfv3kVkZCS++uortG3bFgDwxx9/yJyqYI0bN0ZkZGSewim3w4cPY9iwYUa/5xz8aw7dunVDeno6NBpNnrFDcm/XzMxMfP3115g/fz66du1q9Ld+/frh22+/Ra1atQBkbxvDzLH4+HhcvHgRtWvXtkpOc2zD+vXro2nTpvjqq6+wfv36YhV/T8rLywu3bt2Sfk9MTERUVJTFH/dJKCGrKe/HgIAAPHjwAA8fPpS+NJw8edJo3cDAQBw9etTos3306FGL5weAOnXqYNu2bWjcuDFiY2Nha2srfVvPz7Vr1xATEyMVhIcPH4ZWq0VgYKBZ8nh6eqJLly5YsmQJ3nzzTaMDdGxsLNatW4dhw4ahfv360Ov12LdvHzp37pznfuzt7QFAaq2xpE8++QQNGzY02ga1a9fOc/qEgwcP4umnn4aNjQ0A4KmnnkK7du2wbt06pKSkoEuXLmYbC1mQ3377DWfOnMGbb76Jp556qsjXPCgoCHv37s0zjtKS5D7OGJTaAsnDwwOenp5YsWIFfH19ce3aNUydOlXuWAX64IMP0KtXL/j7+2PAgAHQarU4deoUzp49i9mzZ0vrbdq0CU2bNkWbNm2wbt06HDlypFhN+aawsbGRmosNH2QDubfrzp07ER8fj5EjR8Ld3d3ob/3798eqVavw2WefAQBmzZoFT09PVKxYEe+++y4qVKhgtXNsmGsbjho1CmPHjoWzs7NVZo507NgR4eHh6N27N8qVK4cPPvggT36lUEJWU96Pv/zyC5ycnPDOO+9g/Pjx+Ouvv4xmuQHAuHHjMHr0aDRt2hStWrXCxo0bcfr0aVSrVs1sWe/evYuBAwdixIgRCAoKgqurK44dO4ZPP/0Uffv2RefOnREcHIx+/frh008/xdNPP42YmBhpkK6hy9zBwQGhoaGYN28eEhMTMX78eDz//PPw8fExW9bFixejVatWCAkJwezZs1G1alWcO3cOkydPRuXKlfHRRx+hfPnyCA0NxYgRI/DFF1+gQYMGuHr1KuLi4vD8888jICAAGo0GO3fuRI8ePeDo6AgXFxezZcypfv36GDJkCL744gtp2dtvv41mzZrhww8/xAsvvIBDhw5h8eLFWLJkidFthwwZgunTpyM9PR0LFiwwa660tDTExsYiKysLt2/fxs8//4w5c+agV69eGDZsGLRabZGv+fTp09GpUydUr14dL774IjIzM7Fr1y5MmTLFrFlzkvs4IzHLSCYFeemll0T//v2FEELs3r1b1K5dW+h0OhEUFCQiIiKMBv8ZBnmdOHFCun18fLwAIA2wNLfCBqH9/PPPolWrVsLR0VG4ubmJ5s2bixUrVkh/ByC+/PJL0aVLF6HT6USVKlWMBvFaKpcQwmiA8ZNsV3Pp1auX6NGjR75/MwzaXLRokQAgduzYIerWrSvs7e1F8+bNpcGoQuQ/cLakzLkNDR48eCCcnJzEG2+8YdasOeX8zCQkJIgXXnhBuLm5CT8/PxEeHm7SwGd3d3cRFhZmsYzmzGpOprwfT506JbZu3Spq1KghHB0dRa9evcSKFStE7t3vrFmzRIUKFYSLi4sYMWKEGD9+vGjZsqXZsqampoqpU6eKxo0bC3d3d+Hk5CQCAwPFe++9J5KTk4UQQiQmJopx48aJSpUqCTs7O+Hn5yeGDBkirl27JoTIHqTdoEEDsWTJElGpUiXh4OAgBgwYIO7du2e2nAbR0dEiNDRUVKxYUcoybtw48d9//0nrpKSkiDfffFP4+voKe3t7UaNGDbF69Wrp77NmzRI+Pj5Co9EUOEHiSeT3WY+KihL29vZGr+vmzZtFnTp1hJ2dnfD39xefffZZnvuKj48XOp1OODk5iQcPHpg1IwABQNja2govLy/RuXNnsXr1apGVlSWtV9RrLoQQW7ZsEQ0bNhT29vaiQoUK4rnnnjNbzpyUdvzWCFGMuagq0K1bN9SoUcMq3RGkTBEREejQoQPi4+OtOnbCEqKjo1G9enUcPXoUjRs3tshjqOkzo6asJdWlSxf4+Phg7dq1ckeRzJgxA9u2bcvTRUhkDkr7fJeaLrb4+HgcPHgQERER+V7qgUhNMjIycPfuXbz33nto2bKlRYojNX1m1JT1SSQnJ2PZsmUICQmBjY0Nvv32W+zZswe7d++WOxqRxSn1811qCqQRI0bg6NGjePvtt9G3b1+54xCVyMGDB9GhQwc8/fTTZj1bek5q+syoKeuT0Gg02LVrFz766COkpqYiMDAQW7ZsyXfwMVFpo9TPd6nrYiMiIiIqqVJ9okgiIiKiJ8ECiYiIiCgXVRZIc+bMQbNmzeDq6gpvb2/069cvz2nuU1NTMWbMGOkU6v3798ft27eN1hk/fjyaNGkCnU6X71WzDVcLzv3v8OHDlnx6REREpZK1jt9A9hnt582bh6effho6nU46h5apVFkg7du3D2PGjMHhw4exe/duZGRkoGvXrnj48KG0zptvvokdO3Zg06ZN2LdvH2JiYvK9jMeIESOKPLX7nj17cOvWLelfkyZNzP6ciIiISjtrHr8nTJiAlStXYt68efjnn3+wffv24l3j0CxnU5JZXFycACD27dsnhBDi/v37ws7OTmzatEla58KFCwKAOHToUJ7bG05+lpslT3hIRERU1lnq+H3+/Hlha2sr/vnnnyfOpsoWpNwSEhIAZF+xHQCOHz+OjIwMoymytWrVgr+/Pw4dOlTs++/Tpw+8vb3Rpk0bbN++3TyhiYiIyjhLHb937NiBatWqYefOnahatSqqVKmCUaNG4d69eybfh+oLJL1ej4kTJ6J169aoV68egOwLGtrb2+c5i3LFihURGxtr8n27uLhg/vz52LRpE3788Ue0adMG/fr1Y5FERERUQpY8fv/777+4evUqNm3ahK+//hrh4eE4fvw4BgwYYPJ9qP5EkWPGjMHZs2ctcqXfChUq4K233pJ+b9asGWJiYvDZZ5+hT58+Zn88IiKissKSx2+9Xo+0tDR8/fXXePrppwEAq1atQpMmTRAZGYnAwMAi70PVLUhjx47Fzp078fvvv+Opp56Slvv4+CA9PR337983Wv/27dslvuJ0ixYtcPny5RLdBxERUVlm6eO3r68vbG1tpeIIAGrXrg0AuHbtmkn3ocoCSQiBsWPHYuvWrfjtt99QtWpVo783adIEdnZ22Lt3r7QsMjIS165dQ3BwcIke++TJk/D19S3RfRAREZVF1jp+t27dGpmZmbhy5Yq07OLFiwCAgIAAk+5DlV1sY8aMwfr16/HDDz/A1dVV6pd0d3eHo6Mj3N3dMXLkSLz11lsoX7483NzcMG7cOAQHB6Nly5bS/Vy+fBlJSUmIjY1FSkqKdIXqOnXqwN7eHmvWrIG9vT0aNWoEAPj++++xevVqrFy50urPmYiISO2sdfzu3LkzGjdujBEjRmDhwoXQ6/UYM2YMunTpYtSqVKgnnv8mIwD5/gsLC5PWSUlJEW+88Ybw8PAQTk5O4tlnnxW3bt0yup927drlez9RUVFCCCHCw8NF7dq1hZOTk3BzcxPNmzc3mnpIREREprPW8VsIIW7evCmee+454eLiIipWrCiGDx8u7t69a3JWXqyWiIiIKBdVjkEiIiIisiQWSERERES5sEAiIiIiyoUFEhEREVEuLJCIiIiIcmGBRERERJQLCyQiIiKiXFggEREREeXCAomIiIgoFxZIRERERLmwQCIiIiLK5f8BdfIK4OSsTqcAAAAASUVORK5CYII=", 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", 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", 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" ] @@ -1362,7 +990,7 @@ "output_type": "stream", "text": [ "8761\n", - "Index([15, 16, 17, 18, 19, 20, 21, 22, 23], dtype='int32') 1\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -1391,81 +1019,14 @@ " \n", " \n", " \n", - " \n", - " 2015-01-31 15:00:00\n", - " 2.05\n", - " 1.95\n", - " \n", - " \n", - " 2015-01-31 16:00:00\n", - " 2.05\n", - " 1.95\n", - " \n", - " \n", - " 2015-01-31 17:00:00\n", - " 2.05\n", - " 1.95\n", - " \n", - " \n", - " 2015-01-31 18:00:00\n", - " 2.05\n", - " 1.95\n", - " \n", - " \n", - " 2015-01-31 19:00:00\n", - " 2.05\n", - " 1.95\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2015-12-31 19:00:00\n", - " 2.25\n", - " 2.05\n", - " \n", - " \n", - " 2015-12-31 20:00:00\n", - " 2.25\n", - " 2.05\n", - " \n", - " \n", - " 2015-12-31 21:00:00\n", - " 2.25\n", - " 2.05\n", - " \n", - " \n", - " 2015-12-31 22:00:00\n", - " 2.25\n", - " 2.05\n", - " \n", - " \n", - " 2015-12-31 23:00:00\n", - " 2.25\n", - " 2.05\n", - " \n", " \n", "\n", - "

99 rows × 2 columns

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3015 rows × 2 columns

\n", "" ], "text/plain": [ - " 0 1\n", - "2015-01-01 15:00:00 2.143548 2.137097\n", - "2015-01-01 16:00:00 2.143548 2.137097\n", - "2015-01-01 17:00:00 2.143548 2.137097\n", - "2015-01-01 18:00:00 2.143548 2.137097\n", - "2015-01-01 19:00:00 2.143548 2.137097\n", - "... ... ...\n", - "2015-12-31 19:00:00 2.150000 2.143548\n", - "2015-12-31 20:00:00 2.150000 2.143548\n", - "2015-12-31 21:00:00 2.150000 2.143548\n", - "2015-12-31 22:00:00 2.150000 2.143548\n", - "2015-12-31 23:00:00 2.150000 2.143548\n", - "\n", - "[3015 rows x 2 columns]" + "Empty DataFrame\n", + "Columns: [0, 1]\n", + "Index: []" ] }, "execution_count": 21, @@ -1633,7 +1127,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1795,7 +1289,7 @@ "output_type": "stream", "text": [ "8760\n", - "Index([15, 16, 17, 18, 19, 20, 21, 22, 23], dtype='int32') 1\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -1824,81 +1318,14 @@ " \n", " \n", " \n", - " \n", - " 1999-02-14 15:00:00-09:00\n", - " 2.100000\n", - " 2.101695\n", - " \n", - " \n", - " 1999-02-14 16:00:00-09:00\n", - " 2.100000\n", - " 2.101695\n", - " \n", - " \n", - " 1999-02-14 17:00:00-09:00\n", - " 2.100000\n", - " 2.101695\n", - " \n", - " \n", - " 1999-02-14 18:00:00-09:00\n", - " 2.100000\n", - " 2.101695\n", - " \n", - " \n", - " 1999-02-14 19:00:00-09:00\n", - " 2.100000\n", - " 2.101695\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 1999-11-14 19:00:00-09:00\n", - " 2.103279\n", - " 2.100000\n", - " \n", - " \n", - " 1999-11-14 20:00:00-09:00\n", - " 2.103279\n", - " 2.100000\n", - " \n", - " \n", - " 1999-11-14 21:00:00-09:00\n", - " 2.103279\n", - " 2.100000\n", - " \n", - " \n", - " 1999-11-14 22:00:00-09:00\n", - " 2.103279\n", - " 2.100000\n", - " \n", - " \n", - " 1999-11-14 23:00:00-09:00\n", - " 2.103279\n", - " 2.100000\n", - " \n", " \n", "\n", - "

2196 rows × 2 columns

\n", "" ], "text/plain": [ - " 0 1\n", - "1999-02-14 15:00:00-09:00 2.100000 2.101695\n", - "1999-02-14 16:00:00-09:00 2.100000 2.101695\n", - "1999-02-14 17:00:00-09:00 2.100000 2.101695\n", - "1999-02-14 18:00:00-09:00 2.100000 2.101695\n", - "1999-02-14 19:00:00-09:00 2.100000 2.101695\n", - "... ... ...\n", - "1999-11-14 19:00:00-09:00 2.103279 2.100000\n", - "1999-11-14 20:00:00-09:00 2.103279 2.100000\n", - "1999-11-14 21:00:00-09:00 2.103279 2.100000\n", - "1999-11-14 22:00:00-09:00 2.103279 2.100000\n", - "1999-11-14 23:00:00-09:00 2.103279 2.100000\n", - "\n", - "[2196 rows x 2 columns]" + "Empty DataFrame\n", + "Columns: [0, 1]\n", + "Index: []" ] }, "execution_count": 24, @@ -2105,7 +1532,7 @@ "output_type": "stream", "text": [ "8760\n", - "Index([0, 1, 2, 3, 4, 5, 6, 7, 8], dtype='int32') 1\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -2136,103 +1563,14 @@ " \n", " \n", " \n", - " \n", - " 1999-02-15 00:00:00\n", - " 2.100000\n", - " 2.856395\n", - " 2.101695\n", - " 2.856395\n", - " \n", - " \n", - " 1999-02-15 01:00:00\n", - " 2.100000\n", - " 2.807920\n", - " 2.101695\n", - " 2.807920\n", - " \n", - " \n", - " 1999-02-15 02:00:00\n", - " 2.100000\n", - " 2.842227\n", - " 2.101695\n", - " 2.842227\n", - " \n", - " \n", - " 1999-02-15 03:00:00\n", - " 2.100000\n", - " 3.218950\n", - " 2.101695\n", - " 3.218950\n", - " \n", - " \n", - " 1999-02-15 04:00:00\n", - " 2.100000\n", - " NaN\n", - " 2.101695\n", - " NaN\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 1999-11-15 04:00:00\n", - " 2.103279\n", - " NaN\n", - " 2.100000\n", - " NaN\n", - " \n", - " \n", - " 1999-11-15 05:00:00\n", - " 2.103279\n", - " NaN\n", - " 2.100000\n", - " NaN\n", - " \n", - " \n", - " 1999-11-15 06:00:00\n", - " 2.103279\n", - " NaN\n", - " 2.100000\n", - " NaN\n", - " \n", - " \n", - " 1999-11-15 07:00:00\n", - " 2.103279\n", - " NaN\n", - " 2.100000\n", - " NaN\n", - " \n", - " \n", - " 1999-11-15 08:00:00\n", - " 2.103279\n", - " NaN\n", - " 2.100000\n", - " NaN\n", - " \n", " \n", "\n", - "

2196 rows × 4 columns

\n", "" ], "text/plain": [ - " Historic Calculated Historic_utc Calculated_utc\n", - "1999-02-15 00:00:00 2.100000 2.856395 2.101695 2.856395\n", - "1999-02-15 01:00:00 2.100000 2.807920 2.101695 2.807920\n", - "1999-02-15 02:00:00 2.100000 2.842227 2.101695 2.842227\n", - "1999-02-15 03:00:00 2.100000 3.218950 2.101695 3.218950\n", - "1999-02-15 04:00:00 2.100000 NaN 2.101695 NaN\n", - "... ... ... ... ...\n", - "1999-11-15 04:00:00 2.103279 NaN 2.100000 NaN\n", - "1999-11-15 05:00:00 2.103279 NaN 2.100000 NaN\n", - "1999-11-15 06:00:00 2.103279 NaN 2.100000 NaN\n", - "1999-11-15 07:00:00 2.103279 NaN 2.100000 NaN\n", - "1999-11-15 08:00:00 2.103279 NaN 2.100000 NaN\n", - "\n", - "[2196 rows x 4 columns]" + "Empty DataFrame\n", + "Columns: [Historic, Calculated, Historic_utc, Calculated_utc]\n", + "Index: []" ] }, "execution_count": 34, @@ -2295,7 +1633,7 @@ }, { "data": { - "image/png": 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", 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", 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" ] @@ -2519,7 +1857,7 @@ "output_type": "stream", "text": [ "1441\n", - "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -2548,81 +1886,14 @@ " \n", " \n", " \n", - " \n", - " 2014-01-01 17:00:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 17:01:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 17:02:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 17:03:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 17:04:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2014-01-01 23:55:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 23:56:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 23:57:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 23:58:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", - " \n", - " 2014-01-01 23:59:00-07:00\n", - " 2.366935\n", - " 2.358871\n", - " \n", " \n", "\n", - "

420 rows × 2 columns

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17:05:00-07:00 25.942650 301.685895 4.512037 26.031476 \n", - "2014-01-01 17:06:00-07:00 23.775132 287.780135 4.216121 23.859325 \n", - "2014-01-01 17:07:00-07:00 21.684719 273.684423 3.923774 21.764215 \n", - "2014-01-01 17:08:00-07:00 19.675316 259.422361 3.635596 19.750064 \n", - "2014-01-01 17:09:00-07:00 17.750853 245.022183 3.352248 17.820809 \n", - "2014-01-01 17:10:00-07:00 15.915232 230.517228 3.074456 15.980369 \n", - "2014-01-01 17:11:00-07:00 14.172279 215.946419 2.803011 14.232584 \n", - "2014-01-01 17:12:00-07:00 12.525671 201.354686 2.538772 12.581149 \n", - "2014-01-01 17:13:00-07:00 10.978858 186.793341 2.282660 11.029536 \n", - "2014-01-01 17:14:00-07:00 9.534972 172.320312 2.035654 9.580898 \n", - "2014-01-01 17:15:00-07:00 8.196714 158.000224 1.798782 8.237964 \n", - "2014-01-01 17:16:00-07:00 6.966232 143.904222 1.573106 7.002910 \n", - "2014-01-01 17:17:00-07:00 5.844989 130.109477 1.359700 5.877230 \n", - "2014-01-01 17:18:00-07:00 4.833622 116.698325 1.159628 4.861594 \n", - "2014-01-01 17:19:00-07:00 3.931791 103.756817 0.973902 3.955696 \n", - "2014-01-01 17:20:00-07:00 3.138050 91.372804 0.803446 3.158122 \n", - "2014-01-01 17:21:00-07:00 2.449717 79.633340 0.649045 2.466227 \n", - "2014-01-01 17:22:00-07:00 1.862798 68.621493 0.511288 1.876043 \n", - "2014-01-01 17:23:00-07:00 1.371942 58.412608 0.390515 1.382248 \n", - "2014-01-01 17:24:00-07:00 0.970475 49.070221 0.286764 0.978188 \n", - "2014-01-01 17:25:00-07:00 0.650515 40.641918 0.199728 0.655991 \n", - "2014-01-01 17:26:00-07:00 0.403173 33.155585 0.128728 0.406772 \n", - "2014-01-01 17:27:00-07:00 0.218855 26.616572 0.072718 0.220929 \n", - "2014-01-01 17:28:00-07:00 0.087632 21.006317 0.030319 0.088514 \n", - "\n", - " dni_utc dhi_utc \n", - "2014-01-01 17:00:00-07:00 370.368444 5.917318 \n", - "2014-01-01 17:01:00-07:00 357.622614 5.615491 \n", - "2014-01-01 17:02:00-07:00 344.619123 5.315104 \n", - "2014-01-01 17:03:00-07:00 331.364894 5.016498 \n", - "2014-01-01 17:04:00-07:00 317.869323 4.720055 \n", - "2014-01-01 17:05:00-07:00 304.144647 4.426203 \n", - "2014-01-01 17:06:00-07:00 290.206338 4.135416 \n", - "2014-01-01 17:07:00-07:00 276.073574 3.848225 \n", - "2014-01-01 17:08:00-07:00 261.769649 3.565215 \n", - "2014-01-01 17:09:00-07:00 247.322491 3.287029 \n", - "2014-01-01 17:10:00-07:00 232.765146 3.014375 \n", - "2014-01-01 17:11:00-07:00 218.136262 2.748024 \n", - "2014-01-01 17:12:00-07:00 203.480531 2.488812 \n", - "2014-01-01 17:13:00-07:00 188.849066 2.237633 \n", - "2014-01-01 17:14:00-07:00 174.299669 1.995439 \n", - "2014-01-01 17:15:00-07:00 159.896915 1.763229 \n", - "2014-01-01 17:16:00-07:00 145.712012 1.542033 \n", - "2014-01-01 17:17:00-07:00 131.822319 1.332894 \n", - "2014-01-01 17:18:00-07:00 118.310520 1.136843 \n", - "2014-01-01 17:19:00-07:00 105.263196 0.954863 \n", - "2014-01-01 17:20:00-07:00 92.768925 0.787848 \n", - "2014-01-01 17:21:00-07:00 80.915709 0.636558 \n", - "2014-01-01 17:22:00-07:00 69.787783 0.501563 \n", - "2014-01-01 17:23:00-07:00 59.461868 0.383192 \n", - "2014-01-01 17:24:00-07:00 50.003051 0.281479 \n", - "2014-01-01 17:25:00-07:00 41.460595 0.196123 \n", - "2014-01-01 17:26:00-07:00 33.864111 0.126462 \n", - "2014-01-01 17:27:00-07:00 27.220617 0.071476 \n", - "2014-01-01 17:28:00-07:00 21.513063 0.029818 " + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 45, @@ -3262,12 +2147,12 @@ "name": "stdout", "output_type": "stream", "text": [ - "climatological linke_turbidity = 3.329496820286459\n" + "climatological linke_turbidity = 3.3247187176482633\n" ] }, { "data": { - "image/png": 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xxx/nqKOOYt26db0ec8KECZhMJu677z5qa2uJiYnhlFNOcQfQWVlZnHrqqbzxxhukpqa6l6Dpi571VqeddhoDBw5k6tSpZGdns2/fPp577jlKS0v597//3em1CxYs4Kuvvur0n/HYsWOZOXMmEyZMIC0tje3bt/Pss8/S1tbGvffeq8sYhdCDnCN7J+fI7s2fP58VK1Zw6aWXsnnzZjZv3uz+WmJiImeddZb7392dI6+66ir+8Y9/MHfuXG644QYsFgsPP/wwOTk5/O53v9NljEL4S86PvZPzY1eDBw/u1HhQc/3115OTk9Pp3Ai4b4p0zBa4+eabeeONNzj55JO57rrraGho4IEHHmDs2LH84he/8HuMohfBbv8vfKctm9LTx/79+3tcNiUhIaHL/rQlOTQdl03p6G9/+5sCKDfccIP7c2+99ZYyffp0JSEhQUlISFCKioqUq6++Wtm6dWuf38ddd92lDBgwQDEajZ2WUGlqalIuu+wyJSUlRUlKSlLOP/98pbKyssdlUzougXLk97pz505l9uzZSnx8vJKTk6PcdtttXZaHO3K/iqIoX331lTJp0iTFarUqw4YNU55++ukuPydF6bpsiqIoyj/+8Q9l2LBh7mVWjlxC5T//+Y8CKAsXLuzzZxQITzzxhDJ9+nQlMzNTMZvNSlZWlnLGGWcoS5Ys6fLaE088scv3fNtttymTJ09W0tLSFLPZrOTn5ysXXnihsm7dumB9C0L0Ss6Rncct50jvDBkyxOOlqbo7RyqKouzfv18599xzleTkZCUxMVGZN2+esn379iB9B0L0TM6Pncct50f/9bT03pAhQ7pdzm/Dhg3un2tqaqoyf/58pby8PAgjjW4GRTkij0YIERDvvfceZ511FkuWLOGEE07o7+EIIURIkXOkEEJ0T86PwlcS7AsRJPPmzWPz5s3s2LGjz2YsQggRbeQcKYQQ3ZPzo/CV1OwLEWCvv/4669at44MPPuCvf/2rnKSFEKIDOUcKIUT35Pwo/CUz+0IEmMFgIDExkQsuuICnn37avQSNEEIIOUcKIURP5Pwo/CXBvhBCCCGEEEIIEWGM/T0AIYQQQgghhBBC6EuCfSGEEEIIIYQQIsJEbOGH0+mktLSUpKQkaWYhhPCaoijU19eTn5+P0RhZ90Xl/CiE8FekniPl/CiE8FconR8jNtgvLS1l0KBB/T0MIUSY279/PwMHDuzvYehKzo9CCL1E2jlSzo9CCL2EwvkxYoP9pKQkQP0hJycn9/NohBDhpq6ujkGDBrnPJZFEzo9CCH9F6jlSzo9CCH+F0vkxYoN9LfUqOTlZTtZCCJ9FYhqnnB+FEHqJtHOknB+FEHoJhfNj5BRZCSGEEEIIIYQQApBgXwghhBBCCCGEiDgS7AshhBBCCCGEEBEmYmv2hRBdORwO2tra+nsYIcNqtfb7kiihTN4vnVksFkwmU38PQwghhAgquR7oLJyuByTYFyIKKIpCeXk5NTU1/T2UkGI0GikoKMBqtfb3UEKKvF96lpqaSm5ubkg03RFCCCECSa4HehYu1wMS7AsRBbQTdXZ2NvHx8SF/YgoGp9NJaWkpZWVlDB48WH4mHcj7pStFUWhqaqKyshKAvLy8fh6REEIIEVhyPdBVuF0PSLAvRIRzOBzuE3VGRkZ/DyekZGVlUVpait1ux2Kx9PdwQoK8X3oWFxcHQGVlJdnZ2WGTwieEEEJ4S64HehZO1wNSrCpEhNNqrOLj4/t5JKFHS993OBz9PJLQIe+X3mk/F6ldFEIIEcnkeqB34XI9IMG+EFFCUq+6kp9Jz+Rn0z35uQghhIgm8v9e98Ll5yLBvhBCCCGEEEIIEWGkZl8IEbaGDh3K9ddfz/XXX9/t1/fs2UNBQQFr1qxhwoQJQR2bCD3yfjmCww6HdqkftfuhrgRqS6CxClrroKUOWuvB3gwKgAKKAkYTxCSBNRFiEiEuDZLyIDlffUwdDFlFkJQLYTLzIYQQIrpEyzWBBPtCiIg1aNAgysrKyMzM7O+hiDAQ0e8Xhx0qNsD+5VCyCio3QdU2cLT6tr+Wmr5fE5MCWYWQOxYGHaN+pBXIDQAhhBAhL1KuCSTYF0JELJPJRG5ubn8PQ4SJiHu/HNoN2z6G7Z+oQb6toetrLPGQMQJSBkHKAEgeAIk5EJsCscnqDL4lHjC0B+mONrA1gq0eWhug6SDUl0Fdqfp4aLeaLdBaCwdWqB8rn1W3TciCYSfDyNkwYibEpwftxyGEEEJ4KlKuCbyu2V+yZAlnnHEG+fn5GAwG3n333U5fVxSFW2+9lby8POLi4pg1axbbt2/v9JpDhw4xf/58kpOTSU1N5bLLLqOhofNFyLp16zjhhBOIjY1l0KBB3H///d5/d0KIsFZfX8/8+fNJSEggLy+PRx55hJNOOqlTylVTUxOXXnopSUlJDB48mGeeecb9tT179mAwGFi7dm3wBy+CTt4vwOE98OW98ORUeGwCLLoJdi5WA/2YZBgxC07+I1z4Gvx6LfyhBH71Nfz0VTj9AZh+PUz4KRSdDkOnQ954yBwJmSMgY7j6kV0EAyfBsJOgeB5MugRO+j/48WMw/w24diX8sQyuXArnPAvTroGBU8BkVUsE1v8H3r4cHhgOz82FVS9Ac01//tSEEEJEGLkmUHk9s9/Y2Mj48eO59NJL+clPftLl6/fffz+PPfYYL7zwAgUFBfzpT39izpw5bNq0idjYWADmz59PWVkZn376KW1tbfziF79g4cKFvPrqqwDU1dUxe/ZsZs2axdNPP8369eu59NJLSU1NZeHChX5+y0JEN0VRaG7rn6Xm4iwmr7qX/va3v+Xbb7/lv//9Lzk5Odx6662sXr26U+3UQw89xF133cXNN9/Mm2++yZVXXsmJJ55IYWFhAL6D6NRf7xl5v3jIboONb8PqF2Hvt+2fN5hgyHEwao4amGePVuvtg8EcAzmj1Y+x56qfa2uBkpWw/VP1o3Ij7P1G/fjwRig8Dab+EgZPk1R/IYQIQXINGX68DvZPO+00TjvttG6/pigKjz76KLfccgtnnnkmAC+++CI5OTm8++67XHjhhWzevJlFixbx/fffM3nyZAAef/xxTj/9dB588EHy8/N55ZVXsNls/Otf/8JqtXLUUUexdu1aHn74YQn2hfBTc5uD0bd+3C/H3nTnHOKtnp126uvreeGFF3j11VeZOXMmAM899xz5+fmdXnf66adz1VVXAXDTTTfxyCOP8MUXX0TUibq/9dd7Rt4vfWg+DCufgxXPqOnzABhg2Ikw/qdqkB+X5vdh9lQ3sq2inuY2BylxFsYPTCUtwer9jiyxarbA0OnwozugZh9seBvW/VvtIbDpXfUjbzwcezWMOQdMUm0ohBChQq4hw4+u/4vu3r2b8vJyZs2a5f5cSkoKU6dOZenSpVx44YUsXbqU1NRUd6APMGvWLIxGI8uXL+fss89m6dKlzJgxA6u1/WJizpw53HfffRw+fJi0tK4XL62trbS2tjcaqqur0/NbE0IE2a5du2hra+OYY45xfy4lJaXLCXjcuHHu5waDgdzcXCorK4M2znAQDefHqHq/2Bph2VPw7V/VrvkAibkw5XI1BT9loN+HaHM4eWPlAZ77djfbK7vW+k8fkcnCGcOYMSrL94OkDlbLBqZfD+Xr4ft/wg+vQ9kP8M5CWPIAnHwzjD4LjLJSsAiMaDg/ChFtouqaoA+6Bvvl5eUA5OTkdPp8Tk6O+2vl5eVkZ2d3HoTZTHp6eqfXFBQUdNmH9rXugv177rmHO+64Q59vRIgIFmcxsenOOf12bL1ZLJZO/zYYDDidTt2PE878PT/213tG3i9HUBRY8zJ8fhc0VKifyx4Nx/1anQU3+zDb3o0t5XX8+rU1bKtQg3yryUhhbhLJcWbKalvYVdXINzuq+WZHNaeNyeXus8f6NtPfUe5YOOOvcMqtsOo5WPokHNwOb/4C8h6FuQ/DwMl97kYIb8n1oxCek2vI8BMx+XF/+MMf+O1vf+v+d11dHYMGDerHEQkRmgwGg8dpUP1p2LBhWCwWvv/+ewYPHgxAbW0t27ZtY8aMGf08uvDi7/kxHN4zEf9+qd4O/7terW8HSB0Cp9wCY87VddZ70YZyfv36Gmx2J+kJVq45eQTnTBpISlz7BdH+Q008+81uXlq2l482lLOxtI5nL5nMyJwk/weQkAEzboBjFsKyv8F3T6gz/f+cBZN+DrNu06U0QQiNXD8K4blwuB6AKLgm8IKuvy1teYKKigry8vLcn6+oqHA3Q+guPcJut3Po0CH39rm5uVRUVHR6jfbvnpZAiImJISYmRpfvQwjR/5KSkrjkkku48cYbSU9PJzs7m9tuuw2j0ehVgxYRHefHiH2/OJ1q0Lv4DnDY1GXwTvoDTP2VbjP5mrdXH+CGN37AqcCJo7J4+PzxZCR2fd8MSo/n9h8fxbmTBnLlK6vYd6iJC59ZxusLj9Un4Ad12b+T/g8mXwaf/gl+eE2d8d/+CZz9dyg4QZ/jiKgXDedHIaJNxF4T+EDXIriCggJyc3NZvHix+3N1dXUsX76cadOmATBt2jRqampYtWqV+zWff/45TqeTqVOnul+zZMkS2tra3K/59NNPKSws7DaFXwgRmR5++GGmTZvGvHnzmDVrFscffzzFxcXulT2E6Cji3i+N1fDaBfDJH9VAf8QsuGoZHP9r3QP9L7dWcuOb63AqcP7kgTx7yeRuA/2OxgxI4b2rpzNmQDIHG2387J/LOXC4SddxkZgFZz8NP/8A0odDXQm8cAZ8dgc47PoeSwghRMSIuGsCHxkURVG82aChoYEdO3YAMHHiRB5++GFOPvlk0tPTGTx4MPfddx/33ntvp6X31q1b12npvdNOO42Kigqefvpp99J7kydPdi+9V1tbS2FhIbNnz+amm25iw4YNXHrppTzyyCMed+Ovq6sjJSWF2tpakpOTvfkWhYgoLS0t7N69m4KCgrA/wTU2NjJgwAAeeughLrvsMr/319vPJpLPIb19b/J+6V3Qfj7lG+DVC6DuAJhi4NS71VnuAMxIbKuo5+wnv6XR5uAnRw/gofPGezXzcbjRxk//sYwt5fUclZ/Mm786jjhrAJb4a22ARf8Ha15S/z18Jpz7L4hL1f9Yok+Reo6M1O9LCG9F0vUARO81pNcz+ytXrmTixIlMnDgRUNcwnDhxIrfeeisAv//977n22mtZuHAhU6ZMoaGhgUWLFnX6IbzyyisUFRUxc+ZMTj/9dKZPn84zzzzj/npKSgqffPIJu3fvZtKkSfzud7/j1ltvlWX3hIgya9as4bXXXmPnzp2sXr2a+fPnA7iX9hSio4h5v2z7BP41Rw30M0bAFZ+rnfYDEOi3tDm45tXVNNocTBuWwb0/Ged1imNagpVnfz6F9AQrG0vr+NN7G3QfJwAxiXDmE3Duc2o5w87Fai3/oV2BOZ4QQoiwFTHXBH7yumb/pJNOordkAIPBwJ133smdd97Z42vS09Pds/g9GTduHF9//bW3wxNCRJgHH3yQrVu3YrVamTRpEl9//TWZmZn9PSwRosL+/bLuP/DOL0FxwtAT4IKXAtqQ7i8fbGZbRQOZiTE8/rOJWM2+VfcNSI3jyZ8dzfx/LuPNVQeYPTqH2Ud132PHb2N+AhnD4bWfqR37/3UaLHgPsosCczwhhBBhKeyvCXQQ+u0UhRBRa+LEiZ36ewjRm7B/v6x9Fd69ClBg/M/Upeh0rs3vaOnOg7y0bC8AD58/nsw+avT7Mm14BlfMGMbfv9rFze+sZ/LQdNL9XZKvJ3nj4YrF8NLZULkJnj8dLn4X8sb1uakQQojIF/bXBDrRtUGfEEIIIXzww7/bA/1Jv4AznwxooG+zO7nl3fUAzJ86mBmjsnTZ729mjWJUTiLVDTbu/WizLvvsUVKu2rgvbwI0HYSXzoLqHYE9phBCCBFGJNgXQggh+tPOL+A9V6A/5XKY9wgYA/vf8z++3sXOqkYyE638fo5+6e+xFhP3/ESdXX9j1QHWHajRbd/dik+HS/7bIeA/G+rKAntMIYQQIkxIsC+EEEL0l4qN8O+LwWmHMefAaQ8EpBFfR9UNrfztC3UG/I9zi0mJt+i6/0lD0jh74gAUBW7/78Ze+/zoIjYF5r8J6cOgdh+8eh7YdF4CUAghhAhDEuwLIYQQ/aG5Bl6fD7Z6GDIdznoq4DP6AE9+sYNGm4OxA1I4a8KAgBzj/04rIt5qYvW+Gj7eWBGQY3SSmAUXvwPxmVC+Ht6/HgJ9k0EIIYQIcdKgT0S1hlY7H64v4+vt1eyubsDhhLyUWPfMVH5qXH8PUQgRiRQF3rsaDu+G1MFq132zfw3yPLH/UBOvLNsHwE2nFnm9zJ6ncpJjuXx6AY99voNHP9vG7NE5GI2BzVggbSic9zy8eCas+zfkHw3H/iqwxxRCCCFCmAT7Iiq1OZw89+1uHv98B/Ut9k5f21xWx+dbKnnok62cN2kQvz+1kAw/u1QLIUQny/4GW94HkxXOe0GtPQ+Cxz/fjs3h5PgRGUwfGdjlhy6bPoznvtvDlvJ6PtpQztxxeQE9HgAFJ8Dsu+Djm+GTW2DodMgdE/jjCiGEECFI0vhF1CmvbeGnzyzj7g+3UN9iZ1hmAtfPGsk/Fkzm+V9M4bYzRjNtWAZOBf69cj9zHl3Csl0H+3vYwuWkk07i+uuv9+i1e/bswWAwsHbt2oCOSYSukHy/VG2Fz+5Qn8+5GwYcHdjjuZTVNvPOmhIAfje7MODHS4m3cPn0YQA88tk2nM4gpdUfexUUzgVnG7zzS7C3Bue4QgghQlpIXhMEmMzsi6iys6qBn/1jGRV1rSTFmPnTvNGcM2kgpg7ppScVwi+OL2DV3kPc/PYGtlbUM/+fy3n0ggmcMT6/H0cvvDVo0CDKysrIzAzsDKaIDEF5vzgd6hJ7jlYYMUvtvh8kz369mzaHwrHD0jl6cFpQjvmL6UN59ptd7Khs4LPNFcw+KjfwBzUY4Iy/wv7lULEBvrwHZt0e+OMKIYSIGJFyDSkz+yJq7Kpq4MJn1EB/ZHYi/7t2OudPGdQp0O9o0pB03r36eOaNy8PhVLju9TW8v640yKMW/jCZTOTm5mI2y31N0begvF+WPw0lKyEmWQ1IA9x5X1Pb1MZrK9Ra/V+eODwoxwRIjrXws6lDAPjnN7uDdlwSs+CMR9Xn3z4GlZuDd2whhBBhL1KuISXYF1GhpsnGZS+spKq+laLcJF5feCxDMxP63C7OauKvF07kvEkDcSrw23//wOp9h4MwYgHQ2NjIggULSExMJC8vj4ceeqjT14cOHcrdd9/NpZdeSlJSEoMHD+aZZ55xfz1SUrCEZ0L+/dJQCV/eqz7/0Z2QMjAwx+nGS8v20GhzUJSbxEmjsoJ2XICfHzcUs9HAit2HWHegJngHLj4DiuaB4oAPb5Tu/EIIEUVC/pogSCTYFxHP4VS49rU17K5uZEBqHC9fPtWrhnsmo4H7zhnHnKNysDmcLHxxFRV1LQEccYApCtga++fDy4vtG2+8ka+++or33nuPTz75hC+//JLVq1d3es1DDz3E5MmTWbNmDVdddRVXXnklW7du1fMnJvrrPRNp75fP74LWOsibAEdfEpxjojYkfXHpXgB+eeKwgHXg70luSiw/dpVA/ePrIM7ug9oTwRwLe76GDW8F99hCiIhnszvZUl7Hdzur2VBSS0Orve+NwplcQ4ad8M5LEMID//x6F19vrybeauKfl0wm04fO+kajgYfPn8A5T33HlvJ6bnjjB1689JigXzTroq0J7u6n3gM3l4K174wKgIaGBp599llefvllZs6cCcALL7zAwIGdZ0NPP/10rrrqKgBuuukmHnnkEb744gsKCwPfgCxq9Nd7JpLeL2U/wOqX1Oen3Q/G4N1r/2xTBZX1rWQmxjB3bP/87V92QgFvrynhw/Vl/GluMdnJscE5cNoQOOF38MVf1KaIxWcEZYlDIURk21hayzNLdrF4c2WnAN9iMnDssAwunV7ASaOywvM6sTdyDRl2ZGZfRLRNpXU8+Il6h+7WeaMpzkv2eV8JMWae+NnRxJiNfL29mpeW7dVrmKIbO3fuxGazMXXqVPfn0tPTu5yAx40b535uMBjIzc2lsrIyaOMUoSHk3y+L7wIUGHMuDJ7a58v19PJy9Vx1wZSBWM3989/+UfkpTBqShsOp8MaqA8E9+HHXQmIu1O6DVS8E99hCiIjS0Grnj++sZ+5j3/De2lIaWu0kxZoZlpVAZqKVNofC19ur+cVz33PxsysoqWnu7yFHpZC/JggimdkXEcvhVPj9Wz/Q5lD40egcLpgyyO99jshO5ObTi7ntvxu5+8PNnFyYzaD0eB1GG0SWePXuaH8dW+9dWiyd/m0wGHA6nbofJ6r113smUt4vB1bCjk/BYIKTbw7ssY6wq6qBb3ccxGCAnx4zOKjHPtLPjhnMqr2HeW3FPq48cTjGHpqj6s4SByfeCB/8Dr5+ECZeBNYwO28LIfpdSU0zv3huBdsqGgA4Y3w+lx4/lPEDU93ns11VDby2Yh8vLt3LNzuqOf2vX/OPBZM5piC9P4euH7mGDDsS7IuI9eqKfWwoqSMp1szdZ4/tnEqlKGqzrMYqaKqG5hq1iZOiqN2xY1MgLh0SMiF5ABhN7k0vPnYIH64vY/nuQ/zlg808ffGk4H9z/jAYPE6D6k/Dhw/HYrGwfPlyBg9Wg5TDhw+zbds2TjzxxH4eXZQJg/dMSL9ftKZ84y+EjOB1wgd4Zbnagf+UwmwGpvVvgDt3XB53/G8jBw438/WOak4MZqPAiQvg279CzT5Y+S847prgHVsIEfa0FZ0q61vJTorh0QsmcNyIrkuyDctK5I9zR/PTYwZz/b/Xsu5ALRf9cznPLJjESYXZ/TBynYXB9QCE+DVBkEmwLyLSoUYbD36spu/f8KORZDXtgC3L4MD36hJMB3eCrd6znZmskDYUMkfBwMkYBx7DXXNHctrfDrNoYzlLtlUxI8jdraNBYmIil112GTfeeCMZGRlkZ2fzxz/+EWMQa51F+AjZ90vpmvZZ/Rk3BPXQNruTt1arKfMXHTskqMfuTqzFxE+OHsjz3+3h1eV7gxvsm61wwg3wv1/Dsqdg6i/BZOl7OyFE1CuvbeHiZ1dQWd/KqJxEnvvFMQxIjet1m2FZifx74TR+/foaPt1Uwa9eXsXLl01l8tAImeEPcSF7TdAPJNgXEelvn25gSusyzk/+gR99uwY+Pdj1RQYjxGeoH7GpYDSrdywVJ7TUQfNhaKwEhw2qt6kfW94HYJQ5lo+yJvGv6mKe+J+d43/zY0zBSkmNIg888AANDQ2cccYZJCUl8bvf/Y7a2tr+HpYIUSH5fln2lPo45hxIHxbUQ3+xtZKapjZykmNC5obkT48ZzPPf7eGzzZVU1beSlRTEZnnjLlBXRKg7ABvfhXHnBe/YQoiw1NLm4PIXv6ekppmCzAReveJYjxs9x1lNPPmzo1n40kq+3FrFFS+u5P1fn9DnjQKhj5C8JugHBkWJzIVn6+rqSElJoba2luRk35uyiTBTvoGGpf/EufbfJBua2j9vSYCBk2HwsZA7Vp2lTytQZ3t643RAXQkc3AHlG+DACtj/PTSUu1/Sppioyj+Z/JN/CSNmdkr5DwUtLS3s3r2bgoICYmOD1AE7TPT2s4nkc0hv35u8X3rn1c+nvhweGQPONrjiCxhwdHAG6fLLl1by8cYKfjljGH84vTiox+7NmU9+yw/7a7jtjNH84viC4B78qwfgiz9D7jj45RL1Bq/wSaSeIyP1+xK+ueXd9by8bB9p8Rb+e810n/o0NdscnPf379hQUsf4gSn851fTiDGH1rVid+R6oHfhcg0pM/si/CkK7P4Kvrof9n5LIoABqk1ZZEz6CYbieTB4mm8pm0YTpA5WP4af0n68yk2w9UMqvn+bnPpN5Jd9Bq9+pt5AmP4bGP/Tvm8kCCEi2/fPqoH+oKlBD/QPN9r4fIvaUfgnRw/s49XBddaEfH7YX8O7a0uDH+xPuQy+eRjK18G+ZTBkWnCPL4QIGx+uL+PlZfswGOCRCyb43JA5zmriqfmTmPf4N/xwoJZHP9vOTacW6TxaIboXfYULIrLsWwb/mgMvngl7v0UxmvnAMZX5tj+w9+JlGE6/Hwpm6FubaTBAzlEw40YSr/ma802P8E/7abRaUuDwbrUm9LEJsOYViLCOnkIIDznaYNVz6vNjrwz64d9fV0qbQ+Go/GQKc5OCfvzezBuXj8lo4If9NeyqagjuwePTYcxP1OerXwzusYUQYeNwo41b39sAwJUnDve7ud6g9HjuO0dd5u2ZJbtYd6DG3yEK4REJ9kV4qiuFty5XA/39y8EcC1N/xX2F/+HqtuswjziFSUO7dknVW0KMmdknncSf7RdzpuXvOGf/BZLy1NT/966Cf5ys3pAQQkSX7Z+qq30kZEHRvKAf/q3VJUDozeoDZCXFcMJI9fz87tp+WMLp6EvUx43vQEv01W8KIfr2lw83U91gY0R2ItfNGqnLPk8dk8sZ4/NxOBVufGMdbQ6ZEBKBJ8G+CC+Kos7GPDEF1r8BGNQLt+t+oPqEO/nXehsAV54UvOWtfjZ1MKnxFrYccvJJ8jlw3Q/wo7sgJhnK1qo3JD66CWxNfe5LCBEh1r6iPo67IOhd3/dUN7J2fw0mo4Efj88P6rE9dfbEAQC8t7aEoLcOGjgFsorA3gzr3wzusYUQIe/7PYd4c9UBDAa475xxutbX3/Hjo0hPsLK1op6Xl+3Vbb9C9ESCfRE+GirhtQvhv9eCrUG9YFv4Bfz4MUjK5cWle7HZnYwfmMLUguAtbRJvNXOxa1mrvy/ZhWKywvG/hmtXw8SL1Bctfxqeng4lq4M2LiFEP2mshm2L1OcTfhb0w3+wvgyA44ZnBLfbvRd+NDqHeKuJvQebWLO/JrgHNxjg6AXq8zUvBffYQoiQpigKf/5gMwAXThnEpCFpuu4/PcHKDbMLAXj0s+0cbrTpun8hjiTBvggPB1bC309UL6BNVvjRnXDpx5A/EVA7nb60dA8AC2cMxxDkDssLpg3FajayZl8NK/ceVj+ZmAVnPgkXvQVJ+XBopzrLv+qFoI5NCBFk698Epx3yJqj9PYLsow1qsH/62LygH9tT8VYzs0fnAPDhurLgD2DcBWAwQekaOLgz+McXQoSk99eV8cP+GuKtJn7zo1EBOcYFUwZRlJtEbXMbf128PSDHEEIjwb4IfWtehudOg/pSdcm8hV/C8dd1WuLu7TUHONzUxuD0eE4dkxv0IWYlxXDO0Wpa6nPf7u78xRGz4KqlUDgXHDa1gd9/f6028BJCRJ4Nb6mP438a9EPvO9jEhpI6TEaDO5gOVaeOUW9GfLShPPip/AmZavNWUGv3hRBRz2Z3cv/HWwD45YzhZCcFZrk5k9HALXNHA/Dq8n2U1jQH5DhCgAT7IpQpCnx5H7x3tRokF82Dyxd3mSlTFIWXl+0DYMG0IZiM/bNu8oJpQwH4ZGMFlXUtnb8YlwoXvAwzbwWDEVa/AK//DGyNQR+nECKA6krhwAr1+egfB/3w2qz+scPSyUgMzRR+zYmjsoizmCipaWZDSV3wB3DU2erjxneDf2whRMh5d00J+w81k5kYwxUzArss6PSRmUwtSMfmcPLUl5JdJAJHgn0RmpxOWPR/8OXd6r9n3AjnvwSxyV1eunZ/DZvL6rCajZw7qf86TxfnJTNpSBp2p8J/Vu7v+gKjEU74HVz4GpjjYPsn8MKPoelQ8AcrhAiMze+rjwOPgeTgN8f70FWvf9qY0E3h18RZTZxclAW036QIquIzwGiGivVQLam0QkQzu8PJ377cAcAvZwwj3moO+DGvn6WWCfz7+/0yuy8CRoJ9EXoUBd6/Xm1qB3Da/XDKLWqw3I1Xl6uz+vPG5ZEabw3SILs3f+pgAF5bsR+Hs4e01MJTYcF7EJsKJSvhpbOguSZYQwx7J510Etdffz0AQ4cO5dFHH+3xtXv27MFgMLB27dqgjE2EnqC/Xzb/V33sh1n9A4eb+OFALQYDzDkq+OVMvtBS+Rf1Ryp/fDoMO0l9rv3ehBBR6YP1Zew52ERavIWfua7lAm3a8Az37P7TX8nsfjBE4zWkBPsitCgKfPxHNc3dYISzn4Gpv+zx5bXNbfxvnbpO8/wgnZx7c/rYPFLjLZTUNPPVtsqeXzh4Kly6COIzoewHeOU8aK0P3kCjxKBBgygrK2PMmDH9PRQRBvx+vzQehL3fqs+Lz9BvYB5atKEcgGOGpodsF/4jnVKUjdVsZFd1I9sqGoI/gMLT1Mftnwb/2EKIkKAoCk9+oc7qXza9gISYwM/qa349cyQAb6w8QE2TdOYPJZFyDRm8d7MQnljyACx7Un3+4ydg/AW9vvzdNSW0tDkpyk3i6MH6Lo/ii1iLiXOPHsg/v9nNayv2c0pRLw2ysothwbvw/Dy1xvf1+Wrn/iCvyR3JTCYTubnhMcMp+p/f75edn4PihJwxkDZUt3F56pNNFQCc1g9NSn2VGGNmxshMPttcyUcbyijMTQruAEbOVh/3L1dLquKDt2yrECI0fLOjmm0VDSTGmLnY1X+pR20tULUFDu+G+nJoqFA/52xTJ6xikyEuDRJzIGMEZAxX/92D44ZnUJyXzOayOl5dsY+rThqh7zcnfBYp15Aysy9Cx/o34Yu/qM9Pux8mzu9zk7dXHwDUZUyCvdxeT86fMgiAL7dW9r1+au5YuPhtsCbC7q/gwxvU/ywEAI2NjSxYsIDExETy8vJ46KGHurymqamJSy+9lKSkJAYPHswzzzzj/lqkpGAJz/T7+2XnYvVxxEzftvdDTZONVa5lP2cWh3YX/iNpJQefba4I/sFTB0NWsXqTZufnwT++EKLfvfDdHgDOnTSQlLgjJlyaa2Dz/+D938KTx8Ld+fDMifDGz9XeUt88Asufgu//CSufVf/96a3wzi/hnzPhvqHw6Fh4+5ew6nn1BkEHBoOBy6YXuMdhszsD/e1GjX6/JggRMrMvQsOBVWrXfYDjft1r6r5mZ1UDPxyoxWQ0cMb44DfC6smonCSOyk9mY2kd768r7fsu8YBJcM6z8NqF6n8EGSPhuGsCNj5FUWi2908jmDhznFc3ZW688Ua++uor3nvvPbKzs7n55ptZvXo1EyZMcL/moYce4q677uLmm2/mzTff5Morr+TEE0+ksLAwAN9BdOqv90xYvV8UpT1YHB78YP+rbVU4nAqFOUkMSo8P+vH9cXJRNgYDbCipo6KuhZzkwCx31aNRs6Fqs9o0dey5wT22EKJf7TvYxOItatnlgmlD1E+2tcC2j2Ddf9TzgtPeeaO4dHUp6KRc9cMSr2ZlKgq01qk3COpK4OBOddnomn3qx7rXAQMMmgpjzlGzV2NTOGN8Hvct2kJFXSsfri/jrIkDgvoz8IZcQ4YfCfZF/2uoVJehs7fAqFNh1u0ebfbumhJAXb4pM8SWmDp74gA2ltbx9pqSvoN9UJv2zfkLfHwzfPonyBsPBScEZGzN9mamvjo1IPvuy/KfLSfe4lkg0tDQwLPPPsvLL7/MzJlq8PTCCy8wcGDnFRdOP/10rrrqKgBuuukmHnnkEb744ouIOlH3t/56z4TV+6Vig5rOaYmHwcf6ty8fLN6sXqzOLM4O+rH9lZkYw/iBqazdX8MXWyq58Jgg918ZORu+/SvsWKxerIdIlpgQIvBeXLoHRVGvJYfFt8KXT8CKZ6DpYPuLMkbC8JPVhp75EyEpz/PzREstHFgJ+5aqN4RLVsH+ZerHZ7fBuPOJOfZqLj52CA9/uo2Xl+0N6WBfriHDj6Txi/7ldMI7v4KGcsgqgnP+CUaTB5spvOMK9kPxpPjjCfmYjAbW7KthV5WHTaeOvQomzFfTSd+6HBqqAjvIELdz505sNhtTp7b/p5Kent7lBDxu3Dj3c4PBQG5uLpWVvTRHFBGp398vO1wp/AUzwBzcm49tDidfbg3fYB9gZpE6bm2GLagGHqMuh9pUrdbiCiGiQrPNwX9W7ieJJu5MeAMeOQq+vEcN9JMHwPTfwlXL4NqVcPoDUDRXXVLVmxuCsSlqadcpt8AVn8NvNsKp96rlQ21Nakbn36ZyRfV9FBgrWbn3MNsqpGGzv/r9miCEyMy+6F9Ln1DrXM2xcN7zEONZc6aVew9z4HAziTFmZo8OvfrU7KRYThiZyZdbq3h3TQm/ne3BHUKDQf3PpGSVesH5zkKY/1aPSw76Ks4cx/KfLdd1n94cW28WS+f6OoPBgNMpNW966q/3TFi9X3Z9qT4OP8X/fXlp1d7D1LXYSYu3MGFQ/zcq9cUpxdk89Ok2vtleTUubg1hL3zd9dWO2qiuk7PoS9nyjNk8VQkS8RRtK+HHbR9wQ+yapm10Bdt54tZx09FlgCkCYlDIQjr0Spv5KXb1l6ZOw9UPiNr/Bp9Z3+Lv9dN5clsfNZx6t/7F1INeQ4UeCfdF/StfC4jvU56fe49UFljarf9qY3OBeFHrh7IkD+HJrFe+sLeE3PxrlWZ2RNUG96fHMyWq618pn4ZgrdB2XwWDwOA2qPw0fPhyLxcLy5csZPFhN6z18+DDbtm3jxBNP7OfRRZdweM/06/vFYYcD36vPhxwf2GN143PXbPjJhdmYjOGZgj46L5nc5FjK61pYvvsQJ47KCu4Ahk53Bftf637OFUKEoIM7KV50MWdbNqr/zhwFP7oLRs0JTimPwaCed4ZOh5LV8PmfMe9czNXm/1KyZim24r9jHRX8/i99CYfrAZBryI4kjV/0D0cbvHeN2vSk+AyY9AuPN7U7nCzaUAaEZgq/ZvboXOIsJvYfamZDSZ3nG2YXw+y71Oef3gaHdgdmgCEuMTGRyy67jBtvvJHPP/+cDRs28POf/xyjzpkOIjL06/ulfB3YGtR0zezRgT/eERa7utiHWxf+jgwGAye7Uvk/74+u/EOmq497vpUVUYSIZIoCK/+F82/HUWTbSIMSS81Jf4Yrl6r9k/qjZ8eAo+Git3Cc/zLlZDKAKqyv/gQ+uQXsfazqJLol15Dtou87FqHhu8egYr269ujcR7w6uS7ffYjDTW2kJ1iZWhC6ayLHWU2c4rp4/dB1c8Jjky9TLz7bGuG/16q9DaLQAw88wAknnMAZZ5zBrFmzmD59OpMmTervYYkQ1W/vl31L1cdBx+pedtOXPdWN7KxqxGw0cMKozKAeW28d6/aVYAfcA47uULe/NbjHFkIEh61J7RP1/m8wOlpY4hjLLfn/IPWkawOTsu8NgwHT6DN4a9pbvGx3zeh/9zj8azbUlvTv2MKUXEOqJI1fBF/1DvjyPvX5qfdConfpmh+uVwPnOUflYDaF9v2q08bm8sH6Mj5cX8bv5xR6vmSI0QhnPg5PHa+mla57HSb8LLCDDUGJiYm89NJLvPTSS+7P3Xjjje7ne/bs6bJNx/VQhw4dGvygQfSbfnu/aMH+kGneb+unr7apjTynDE0nOdbSx6tD2/EjMrGajRw43MzOqgZGZHvWw0UX5hgYdAzs/ko952YXBe/YQojAqyuFV86HivUoBhNPGOfzUMscHjs2tGrjfzxlFCd8cRlLlHE8nfQ8xtI18I9T4Kevqks1C4/JNaQqtCMlEZk+/gM4WtVGVuMu8GpTh1Ph443lAJw2Ji8Qo9PVyYXZxJiN7D3YxKYyL1L5AdKHwYk3qc8/ux1avNxeCBF4igJ7XcH+4OAH+19vrwYI+1l9ULOhjhmqZmtp31dQDXJ1bS5ZFfxjCyECp2orPDtbzShNyGb9zJd4qPFUkmMtIdfkeVB6PJOGpPGJYwr/nviyWhrWUA7PnQ6b3+/v4YkwJMG+CK4dn8H2T8BohtMe8Lo2auWeQ1Q32EiJszBteEaABqmfhBgzJxWqmQsfrS/3fgfHXqkG/Q0VsOQBnUcnhPDbwZ1q6rcpRl1/OYjaHE6W7lSD4hkjg9zQLkCmj1RvWnzTH8H+wMnqowT7QkSOA6vUQL92P2SMhMs/4+Vyda31uePyQ7LJs9aP6uWtClz6MYycA/YW+M8C2PBWP49OhBsJ9kXwOOzw8R/V58f8EjJHeL2LjzaoAfOPRudgCfEUfs3pY9UMhA/Xl3mfDmSOUUsdAJY9pQYWQojQUbpafcwbr/69BtGafTU02hykJ1gZnZcc1GMHygmuYH/proPY7EHuVaKlyFZvg+aa4B5bCKG/0rXw0tnQUgMDp8ClH2NLGsQi17Xkj8fn9+vwejJ3bB5mo4GNpXVsrzXAT1+D8T8FxQFvXQ4/vN7fQxRhJDyiJREZVr+grh8flw4n3tj364/gdCp85Gp0d/rYXL1HFzCnFGVjNRvZVd3ItooG73cwag6MmAXONvjibv0HKITwXela9THIs/oA32xX6/WPH5GJMUyX3DtScW4yGQlWmmwO1uw7HNyDJ2RC2lD1uXYTRwgRnso3wEtnQWutWmJ18buQkME3O6qoa7GTlRTDMSHa5Dk9wepefvTdtSVgNMGZf4OjLwHFCe9eCVs+6OdRinChe7DvcDj405/+REFBAXFxcQwfPpy77rqr04ymoijceuut5OXlERcXx6xZs9i+fXun/Rw6dIj58+eTnJxMamoql112GQ0NPgRKIjS0tcCSB9XnJ96kduH30toDNVTUtZIUY+b4EeFTn5oUa+F4V8nBZ74uKTXzNvVxw1tQsdGnXURCkxG9yc+kZ/Kz6V6Xn0vZWvUxf0Kwh8ISrV5/ZPicD/tiNBrc5/d+qdvXZvcllV+I8FV7AF4+B5oPw4DJ8LP/QEwiAP/7QZ00mjs2D1MI3yTVUvnfW1uq/r9jNMIZf4WJF6kB/5uXwt7vgjIWuR7oXrj8XHQP9u+77z6eeuopnnjiCTZv3sx9993H/fffz+OPP+5+zf33389jjz3G008/zfLly0lISGDOnDm0tLS4XzN//nw2btzIp59+yvvvv8+SJUtYuHCh3sMVwbLmJagvhaR8mPwLn3bx+eZKAGYUZhFjDr0aq95o618v9jXYzxsHo88CFK9n9y0WtUN3U1OTb8eOYDabun6tyRRe76dAkvdL77Sfi8ViUZfELPtB/ULehKCOo7apjXUHaoDICvah/fv5ekd/BPuuuv0DEuwLEZZa6+HVC9SmdlnFcNFbEKuWObW0Ofh0k3oddsb40G7yPKs4hziLiQOHm9lQ4mrQbDDAvL9C4elqDf+rF0L19t535Ae5Huhdp+uBEKb70nvfffcdZ555JnPnzgXUZQtee+01VqxYAah3QR599FFuueUWzjzzTABefPFFcnJyePfdd7nwwgvZvHkzixYt4vvvv2fyZPU/3scff5zTTz+dBx98kPz80KyxET1oa4GvH1afn/Bbn+taF29Rg/1Zxdl6jSxoZhZnc8u7sGZ/DdUNrWQm+vAzOPlm2Pxf2PI+lK7xOG3YZDKRmppKZaX684uPj/d8CcAI5nQ6qaqqIj4+HrNZViHVyPule4qi0NTURGVlJampqeoNoqptYGsASzxkjgrqeL7bWY1TgRHZieSlxAX12IF2gqvZ4LoDNdQ02UiNtwbv4Np5tXxd8I4phNCH0wlvXgYVGyAhG+b/B+JS3V/+cmsVDa128lNimTjI+wzTYIqzmji5KIsP15fz0YYyxg5MUb9gMsO5/4IXz4T9y+H1+XD5Z+4bGnqS64HudXs9EMJ0v8I97rjjeOaZZ9i2bRujRo3ihx9+4JtvvuHhh9Vgb/fu3ZSXlzNr1iz3NikpKUydOpWlS5dy4YUXsnTpUlJTU92BPsCsWbMwGo0sX76cs88+u8txW1tbaW1tdf+7rk6WKQsZ2qx+8gA4eoFPuyitaWZzWR1GA5w4KvyC/byUOI7KT2ZjaR1fbKnkvMmDvN9JViGMPQ/W/Ru+eQTOf9HjTXNz1R4H2glbqIxGI4MHD474/7y8PT/K+6Vnqamp7p+PO4U/d6x6ARZEkZjCr8lNiWVkdiLbKxv4budBd5PToMgZrT7WlUDTIYgPzZpeoR+5fowg3zwE2z8Gcyz89HVIHdzpy++vKwVg3vj8sOhzMueoXD5cX86iDeXcOKew/VrFEgfnvwTPnATVW9Ua/vNfUlP9dSbXAz3rdD0QwnS/Ovm///s/6urqKCoqwmQy4XA4+Mtf/sL8+fMBKC9XO2Dm5HRe1zInJ8f9tfLycrKzOwd0ZrOZ9PR092uOdM8993DHHXfo/e0Ifzkd8N1j6vPpv/F5Vv9z16z+0YPTSE8I4iyPjmYW57CxtI7Fm30M9gGOv14N9jf/Dw7tUpfl84DBYCAvL4/s7Gza2tp8O3YEslqtGAPwn2Oo8fb8KO+X7lksls538LXmfEFO4Qf42tWcL1KW3DvS9JGZbK9s4OvtVcEN9mNT1AChZp/aH6XghOAdW/QLuX6MELu/bi9znPswDJzU6cstbQ6+cF1LBvWc4odTirKxmtQGz9srGxiVk9T+xaQcuOAleO40NeNz6eNw/HW6j0GuB7rX5XoghOke7P/nP//hlVde4dVXX+Woo45i7dq1XH/99eTn53PJJZfofTi3P/zhD/z2t791/7uuro5Bg3wMqIR+tryvXjTFpcGE+T7vRjtBn1wUfrP6mlnF2Ty2eDtfb6+i1e7wre9Azmi1M/+Oz2Dp32Dug15tbjKZwubkJPTj6/lR3i990FK988YH9bD7DzVx4HAzZqMhZLtJ++uEkZk89+0evtt5MPgHzxnrCvY3SLAfBeT6MQI0VsNbl6mN68b/DCZ2vd5cuvMgjTYHucmxjBuQ0g+D9F5SrIUTRmayeEslH60v7xzsAwycDKfdD+9fD4vvgmEnqz2eAkCuB8KX7lNaN954I//3f//HhRdeyNixY7n44ov5zW9+wz333AO0p4NUVHRuVFZRUeH+Wm5ubpd0EbvdzqFDh3pMl4iJiSE5ObnThwgBS/+mPk6+DKzxPu2i2ebgG1ejpplhWK+vGZOfQnZSDI02B8t2HfJ9R8f9Wn1c8zI09sOFsAg7cn4MkMrN6qOW+h0ky3apf/fjBqaQEBOZ/SamDE3HaIC9B5sorWkO7sFzx6iP5RuCe1zRL+T8GAE++B00VEBWUY+TIJ+4GvPNGp0dFin8mjlj1LhHW3q6i0k/h6J56vLMb18BbUE+X4qQp3uw39TU1CUt1mQy4XQ6ASgoKCA3N5fFixe7v15XV8fy5cuZNm0aANOmTaOmpoZVq9q74X7++ec4nU6mTp2q95BFoJSsgv3LwGiBY67weTdLd1XTancyIDWOwiPvaoYRo9HAKa7MBJ+78gMUzIDccWBvVvshCCGCr6EKmqoBA2QWBvXQ2s3CY4dlBPW4wZQUa2Gsa/Zt+e4g39TMcQX7FeuDe1whhPc2vgOb3gWDCX7yDFgTurzE6VTcSx//aHTo11h39KPiHExGA1vK69lT3dj1BQYDnPEYJOZA1RZYfGfwBylCmu7B/hlnnMFf/vIXPvjgA/bs2cM777zDww8/7G6qZzAYuP766/nzn//Mf//7X9avX8+CBQvIz8/nrLPOAqC4uJhTTz2VK664ghUrVvDtt99yzTXXcOGFF0on/nCy4h/q45hzIMn3k+ti15J7pxRlh30jNa0MYcm2Kt93YjDAMa5lKFc9r3afFUIEV5VrVj9tqM9ZS77SZvYjOdiH9u9v2U4/MqF8oc3sV24Bhz24xxZCeK6xGj64QX1+wu96LKn64UANVfWtJMaYOXZYeJU+pSVYmeoq19JWpeoiIQPOfFJ9vuwpKFkdpNGJcKB7sP/4449z7rnnctVVV1FcXMwNN9zAL3/5S+666y73a37/+99z7bXXsnDhQqZMmUJDQwOLFi0iNjbW/ZpXXnmFoqIiZs6cyemnn8706dN55pln9B6uCJTmGtj4rvp8yuU+70ZRFHe9/ilhXK+vOW54BmajgT0Hm9h30I91S8f8BGKS4fBu2P2lbuMTQniocov6mF0c1MPuP9RESY1arz9pSGgvHeUvd7Af7Jn91KFgSQBHq9oIVQgRmj7+o5phlX0UzLixx5d96krhP7Ewy7d+Sf1Mu/79fEsvWaEjf6Su2ISi1vDLjUrhonuwn5SUxKOPPsrevXtpbm5m586d/PnPf8Zqbe+gbjAYuPPOOykvL6elpYXPPvuMUaM6r1Gcnp7Oq6++Sn19PbW1tfzrX/8iMTFR7+GKQNnwpppmnlWsNhDx0c6qRkprW7CajRExi5UUa+HoweoF+pLtfszuWxNg3AXq85XP6TAyIYRXKjepj1lFQT1sNNTrayYPTXPX7ZfVBrEO1WiEzBHq84Pbg3dcIYTn9i2Hda8DBvjx42DueaUmrV5/9uicHl8TymYWq+NevusQ9S29dMSfc7e6okjZD7BCJkiFKvLXnBL9Y7VrDfhJl6hp5z76xhUQTxmaRpw1/O7GdkdbF/trf4J9gMm/UB+3fAD13S9JKYQIkKr+mdmPhnp9Tae6fX+amvoiY6T6WC3BvhAhx+mAj36vPp94UZdl9jraXd3IjsoGzEYDJxWGZ4ZoQWYCwzITsDsVvtle3fMLE7NhlmsZyS/vkSbOApBgXwRC6Vr1rqLJ2j777COtC//0EZGzlvSMUer38t2Og9gdftTb5xwFA6eA4oANb+k0OiFEnxSlvRN/0IP96KjX17hT+XcF+aI105VtKMG+EKFnzctQtlYtZ5x5W68v1UpBjylIJyXOEoTBBYbW86nHun3N0ZdA7lhorYOv7gvCyESok2Bf6O+H19XHonkQ73sjlDaH0z2Lpc2GR4IxA1JIjbdQ32pn7f4a/3am3UxZ92+/xyWE8FBjFbTUAIb2GeAgiKZ6fU3/BfvazP624B5XCNE7WxN8cbf6/KT/g8TeJ4O+cjVEPqkwvCeNZrqC/S+3VuJ0Kj2/0GiE2X9Rn698Fqp3BGF0IpRJsC/05XSoy6CA37P6a/fX0NBqJz3Byui8yFn31mQ0MH2EevNiSW/pWJ446mwwmtVMiiq5KBUiKLSmbSmDwBLb+2t1pAW84welRny9vkar298T7Lr9jsG+0suFtRAiuL7/JzSUQ8pgmNL7ss4tbQ73eTNcU/g1k4emkxRjprrBxrqS2t5fPOxEGDkHnHb4rPfMBxH5JNgX+tr7nXoSjk2B4af4tauvXYHwccMzMBrDe8m9I80Yqd5h9rtuPyEThs9Un6//j5+jEkJ45OBO9TG9IKiHba/XD6+lo/zRb3X76cMBg5rB0SR1r0KEhJY6+OZh9flJ/9drUz5Qb5C22p3kpcQyMju8m3xbzUZ3Gejnm3vpyq/50Z1gMMKW99UJIRG1JNgX+trwpvpY/OM+T8J90ZrzRVIKv+aEUer39MP+Gmqbeums6olx56uP69+QGSghgkGb2c8YHtTDrtijBp1TC6KjXl8ztT9S+a3xkDpIfS6p/EKEhqVPQvNhtXzKg+xRLYX/xFFZGPxoFh0qtLr9L7Z6MFGUXQRjzlGfL3kggKMSoU6CfaEfRxtsek99PvZcv3ZV29zmrmefPjK866y6k5cSx8jsRJwKfLvTz1T+wtPUNaEP74HS1bqMTwjRCy3YTw9esF9R18L+Q80YDXB0lNTra6YMVTMZVu49HNwDS0d+IUJHaz0sf0p9fvLNYOq7lKljsB8JtMmvDaW1HG60ebDBDYABNv8PKjYGdnAiZEmwL/Sz60v1jmtCNgw9wa9dLd15EKcCw7ISGJAap8/4Qszxrrp9v2errAkwcpb6fMsHfo5KCNGnQ1oa/7CgHXLlHjXQLcpNJjFK6vU1WjPCHZUN1DR5cIGrF+33e3hP8I4phOjeqhegpRYyRsDoM/t8+f5DTeyqasRkNHB8hGSI5iTHUpiThOLpRFF2UfvPSmb3o5YE+0I/WqBZPA+MJr929c0OVwr/iMg4QXdH6zK9dKcOqalFZ6iPEuwLEViKAod2q8+DmMa/cq9arz5laHTN6gOkJ1gZlpUAwKpgzu6nDVEfJdgXon/ZbbDsb+rz437t0TXml65Z/UmD00iODd8l94403XXj4htPGzzPuFF93Phue1aaiCoS7At9KAps+1h9Xni637v7zhUAHx/RwX46BgNsr2ygqr7Vv52N/JHalb9qiyyzIkQgNVar6xdjgNQhQTusNrM/aWj0NOfraMqQfkjlTxuqPtbsDd4xhRBdbXgT6kogMcfjlZ6+ctW1nxjmS+4dSUvl/3p7NYonfZpyx7gaOSuw4h+BHZwISRLsC32U/QD1pWrtuJ8p/JX1LeyqasRgiOxGVKnxVopz1SUF/U7lj0uFghnq8y3v+7cvIUTP+mHZvcZWO5vK6gCYHGX1+ppJroyGlXuC2JE/VWb2heh3igLfPaE+P/ZKj867bQ4nS11p7pFSr6+ZWpCB1WSkpKaZ3dWNnm107FXq4+qX1BUNRFSRYF/oY+tH6uPwk/2+ANaWVyrOTSYlPnJSr7rjTuXXo8t00Tz1UVL5hQgcd3O+oUE75A/7a3A4FQakxpEfoT1M+qLd5PjhQC2tdkdwDqql8TcdhNaG4BxTCNHZvmVQuRHMcTDpFx5tsu5ADY02B2nxFkbnJQd4gMEVZzUx2XXz82tPU/mHn6I2HLXVw9pXAzg6EYok2Bf62OYK9gtP83tXy3erga8WCEeyacNdS0rpUbc/6lT1sWQlNAVx9kuIaFK7X30MYgr/91oKf5TO6gMUZCaQkWDFZneyoSRIM1OxKRCbqj6XVH4h+sfKZ9XHseeqWYwe+HaHek01bXgGRmP4L7l3pOkdUvk9YjTCsb9Sny9/GpzOAI1MhCIJ9oX/6krVNH4MMHKO37tb5prZnzos8mtTjylIx2iAXdWNVNS1+LezlAGQVQyKU10ZQQihP3ewPzhoh4zm5nwag8HgXnJw1d4g3szU6vYllV+I4Gusbl/SecplHm/2nSuF/7jhkdn3aYZrSepluw7S5vAwcB//U4hJgcO7YfeXgRucCDkS7Av/7VisPg6YBIn+1UZVN7Syo1JNlzwmChpRpcRZOCo/BdCpK/+ImerjzsX+70sI0VWNK9hPGRiUwzmcCmv21QAwaUjknxN7o93s0DIdgsLdkV9m9oUIujUvgcMG+UdD/kSPNmm2OVi9twaA44ZHZobo6Lxk0hOsNLTa3f8/9MmaAOPOU5+vfilgYxOhR4J94T9tFnn4KX7vSqvXL8pNIi3B6vf+woGWyq9LsK/9DnYsVpvaCCH0VXtAfQxSsL+lvI6GVjtJMWYKc5OCcsxQpd3sWL33sGddqPWglWtIGr8QweV0wqrn1eeTL/V4s1V7D2NzOMlNjqUgMyEwY+tnRqPBt2vHiRerj1vel3LPKCLBvvCPosDur9Tnw07ye3fRVK+vmeb6Xpft1iHYH3K82sSmvgwqN/u/PyFEO0XpEOwPCsohtXXlJw5JwxSBtafeGDMgGavZyMFGm+ddqP0lafxC9I/9y9W/O2sSjDnH482+1VL4R2RgMETuOXOau8Gzh3X7APkTIHesmi2x7t+BGZgIORLsC/9UboLGKrDEw8Apfu9OW4Lu2Cio19dMHqpexO892ERpTbN/O7PEwtDj1eeSyi+EvpoOgr0ZMEByflAOqaWsR+uSex3FmE2MH6iWPa3cG6RUfq03Q21JcI4nhFCte119HP1jsMZ7vNl3rpnuSK3X12gz+6v31dDS5sUKJUdfoj5KKn/UkGBf+EdL4R9yHJj9S7s/2NDKtgpXvX5B9MzsJ8VaGJOvLg3zvR5rSA87WX3c/bX/+xJCtNOa8yXmgDkmKIdcvVeC/Y4mu3q5rApW3b52U6dOgn0hgsbeChvfUZ+Pu8DjzWqb21h/oAaI3Hp9zbDMBLKSYrDZnazdX+P5hmPPBZNVXc6wYmPAxidChwT7wj9asK9DCv+K3WqgW5iTRHqU1OtrtAtYXYJ9bWZ/31JwBmk9aiGigdacLzU4KfyV9S2U1DRjMMC4QalBOWaoO3qwetNjzf4gB/vNh6DNz8wrIYRntn0MLbWQlA9Dp3u82Yrdh3Aq6lKd+alxARxg/zMYDO6SVy0r1iNxaTDiR+rzDW8FYGQi1EiwL3znaIM936rPC070e3fLd0fPkntH0rpMr9Rjtip3nFrj1loH5ev9358QQhXk5nxrXV2WR2UnkRhjDsoxQ90E102P7ZUN1Le0Bf6AsalqmRqoy8wKIQJPqycfdx4YTR5v9u0Obcm9yJ7V12glr14F+wBjXT0QNrwlzZyjgAT7wnfl66GtEWJTIGeM37vTTlZToyiFX6N1md5aUU9tk58XsEYTDD5Wfb73Oz9HJoRwC3aw70rNnCCz+m5ZSTEMSI1DUWD9gdrAH9DQoT+DBPtCBF5zDWz/RH3uRQo/tF9HTouaYN/Huv1Rp6o3MQ/vgdLVgRmcCBkS7Avf7VumPg6aCkb/3kp1LW1sragH2me5o0lWUgwFmQkoCqzep8PsvpbKv/db//clhFBpNftB6sTvDvYHpwbleOFC+3ms8aZO1R8S7AsRPNs/UbvFZxZCzlEeb1bTZHNfR0bLpFHHuv01rkwwj1gToPA09fmGtwMyNhE6JNgXvtvvCva1WWQ/rN1Xg6LAoPQ4spNj/d5fONIacOlStz/EVeO291t1rVohhP/qy9THpLyAH8rhVPjBFcxOlGC/k4muTAevLm79kTxAfZQmfUIE3ub/qo/FZ3i12co9h1GU9gA4GhgMhvblm71N5deWM9z4jqTyRzgJ9oVvFKV9Zn/wNL93t9LdcTr66vU1U1xN+nSp28+fAJYEaD4MVZv9358QAuor1McgBPs7KhtotDlIsJoYmZ0U8OOFE+3mx9r9NSjBuEiVmX0hgsPWBDtcywZ7GexrEyXHFETXdaRPTfoAhs9UrxPrSqDshwCMTIQKCfaFbw7vhoYKdfmO/KP93t2qvepJelIULy812VW+sPZADa12P7vomywwcJL6fP8KP0cmhEBRoKFcfZ6UE/DDrXV1mx87MAWT0RDw44WTo/JTMBsNVDe0UlIThA75EuwLERw7P4e2JkgZDHnjvdpUa/KsTZxEC61J3xpv6/YtsTDiFPX51g8DMDIRKiTYF77Zt1x9zJugnjD8YHe01xpFc7BfkJlARoIVm93JhhIdGk8NmKw+lqz0f19CRLvmw2odKUBiMIL9GgAmDIrec2JPYi0mivOSAbxbX9pXksYvRHBs/p/6WDxPbY7poSab3X3dFG0z+wWZCWQnxWBzeFm3D1B4uvoowX5Ek2Bf+GbfUvVRh3r9LeX1NNkcJMWYGZUTvemqBoPBPbv/vR6p/ANdwf6BVf7vS4ho1+BK4Y9LA3Pg60G1izbpxN897eeyNhh1+1rZhszsCxE4DjtsW6Q+L5rn1aZr99VgdyrkpcQyMC0uAIMLXQaDgSmuGxxalqzHRs4Bg1FdXatmfwBGJ0KBBPvCNyWupToGTvF7V6tc9foTh6RFfbpqe92+Dk36tJn9qi3QUuf//oSIZvWuFP7E3IAfqrHVzjZXV2lpztc9LdgPSkd+LZOjqRqcfpZYCSG6V7IKWmogNtXriaSOKfwGLzICIkV7g2cvJ4oSMmCQ62e99SOdRyVChQT7wnttzVC5SX0+wP96/fbmfJKu6g729x7G6fSz8VRSjmuJMAVK1/g/OCGimTazH4R6/XUHanEqkJ8SS06Urk7SF+0myIaSWtocAV5xJCETMIDihCYdbsQKIbra8an6OPwUMJq82jRam/NptGvH1XsP4/D22lFbgk9S+SOWBPvCe+UbQHFAQnZ7LaMfVrlO0hLsw+j8ZOIsJmqa2thR1eD/Dge4mvRJ3b4Q/gnizL67Xl9m9XtUkJlASpyFVruTLWX1gT2YyQLxrnW7tZs+Qgh97fhMfRwxy6vNbHYnq/epk0bRGuwX5SaRYDVR3yErzGOj5qiPe79TJ/NExJFgX3hPmyXOn+hVA5Vud1XTTGltCyajgfFSm4rFZGT8oBQA1uyTun0hQkYQZ/a1TvxSr98zg6H9/wzt5xVQidnqY2Nl4I8lRLRpqGq/thwx06tNN5TW0tLmJC3ewoisxAAMLvSZTUYmDlYnzLwuA80cBUn54Ght78clIooE+8J7HYN9P2n1+sV5SSTEmP3eXyTQTthed1XtjnTkF0IfQZrZVxSlQ3M+yXbqTXDr9l3BfoME+0Lobufn6mPuWEjy7hy7wlWvP3loOsYo7vukNXjWSmM9ZjCopRMAO7/QeVQiFEiwL7xX6mrOp2OwP3lIdKZedWeidgGrR7CfN17ttNpQAfWSfiqEz7RgP8Az+2W1LVTWt2IyGhg7ICWgxwp3E4PZkT9Bgn0hAsbHFH6A713B/tQoTeHXaNfRK31ZzWn4yerjLgn2I5EE+8I7rQ1QtVV9nj/B792tdC0TMknq9d20Ot1tlfXUt7T5tzNrPGSMUJ9XrPdvX0JEs4bgzOyvO1ADQGFOEnFW75pURZtxA9WbIbuqG/0/V/bFPbMvN02F0JWitAeZXgb7iqKwylXyOHlodAf7EwanYjIaKKlpprTGy9r7ghPVx/L1ckMzAkmwL7xTvg5Q1PoeL1OtjtRks7PZ1VhJgv122UnqOrGKonbl9lvOGPWxXIJ9IXymZcb4ed7ri/Y3rwWyomcZiTEMSFXX1N5QEuDlRbXl9xqrAnscIaJN9Tb178oc6/VyzruqG6lpaiPGbGR0XnKABhgeEmPM7p+B16n8iVlqCQXArq90HpnobxLsC++U/aA+6jCrv/5ALQ6nQk5yDPmuCzahaq/b16HxlHYCl2BfCN/YGqGtUX2uzfAGyPoSNdgfK8G+R7RSh/UlNYE9kMzsCxEYe75WHwdOAXOMV5uudgW14wamYDVLSKNNnHndpA9gmKTyRyr5yxDeqdioPmqzxX5wLy8lHae70LVuP3ec+ijBvhC+aaxWH82xYA1ct2dFUdzB/rgBqQE7TiTRborokgXVG2nQJ0Rg7PlWfRx6gtebrnZdIx09WLJDAaa4Shm+96Vuf5grlX/vtzqOSIQCCfaFd9zB/mi/d/WDqzZVOk53NdFVt79mfw2Kovi3M21mv3q7OkMphPBOkyvYj8/we7nR3hw43ExNUxsWk4FRudG5hJS3tHKHDSUBDvalQZ8Q+lMU2PON+nzodK8317IfJ0qwD7R35N9aXkedt31MBh6jNnQ+vAfqSvUfnOg3EuwLzzmdULVFfa7HzL57ealUv/cVaUbnJ2M1GTnUaGPfoSb/dpaU47pQVaBysy7jEyKqNB5UH+MzAnoYbVa/KDeZGLM05/OElsa/52ATtU0BbNKn1ew3HQSHPXDHESKaVG+Hxko1a2rAJK82rW9pY2uF2vfp6CGpARhc+MlJjmVQehxOxYfM0Njk9kzQvd/pPjbRfyTYF547vBvamtSTcvowv3ZVWddCaW0LBoPUpnYnxmziqAFqoxV9Uvm1uv11/u9LiGjT5Ar2EzIDehgtFV3OiZ5LjbcyKN3VpK80gLP78emAAVCgWYdeKkKIzvX6llivNl27vwZFgYFpcWQnebdtJNNKGnxaknTIceqjBPsRRYJ94TkthT+rCIz+zTqtcdXrj8pOIjHG7OfAItPEQXo26ZOO/EL4zJ3GH9hgX0tF12arhWe0/gYBrds3miBOPY775o8Qwj9+pPCv3lsDSL3+kbSeT2v3+3DtqAX7+5bqNyDR7yTYF56r3KQ+5hzl965+kOZ8fepYt+83rexC0viF8F5jh5r9AFEUhXWuPiYS7HtnbLDq9rXff7MPna6FEF0d+F59HDzN601XuyZCjnZdKwmVezUnX3o+ab+Hyk3QJOe5SBGQYL+kpISLLrqIjIwM4uLiGDt2LCtXrnR/XVEUbr31VvLy8oiLi2PWrFls37690z4OHTrE/PnzSU5OJjU1lcsuu4yGhoZADFd4SpvZz/a/OZ+7E7+cpHukBfubSutoaXP4t7OsQvWxaovaEEcI4Tl3Gn/ggv19h5qoa7FjNRsZlZMUsONEIu3myLpAL78Xp3a6lpl9IXRQVwa1+9WmcAOO9mpTp1NxZz1OGpIeiNGFreK8ZKxmIzVNbew56GXPp4RMyBylPt+3TP/BiX6he7B/+PBhjj/+eCwWCx999BGbNm3ioYceIi2tPc3m/vvv57HHHuPpp59m+fLlJCQkMGfOHFpaWtyvmT9/Phs3buTTTz/l/fffZ8mSJSxcuFDv4QpvuDvx+zez73Aq7nRLmdnv2YDUOLKSYrA7Ff9nrDJGAga11lSbpRRCeEYL7gKYxq815yvOTZL1or00Jl8N9vcfauZwoy1wB9Jm9iXYF8J/2qx+9miI8e4G567qBupa7MRajBTlyc3RjqxmI2PytZ5PPqTyDz5WfTywQsdRif6k+xXFfffdx6BBg3juuec45phjKCgoYPbs2QwfPhxQZ/UfffRRbrnlFs4880zGjRvHiy++SGlpKe+++y4AmzdvZtGiRfzzn/9k6tSpTJ8+nccff5zXX3+d0lJZDqJf2Jrg0C71uZ/B/s6qBhpa7cRZTIzMluWlemIwGNy1V3436bPGQ9oQ9bm2ooIQwjNBSONfL835fJYSb2FoRjzQftMkICTYF0I/WrA/cLLXm2r1+uMGpmIxyc3RI2mp/Gt9KQMd4Pp9lKzSb0CiX+n+F/Lf//6XyZMnc95555Gdnc3EiRP5xz/+4f767t27KS8vZ9asWe7PpaSkMHXqVJYuVRtCLF26lNTUVCZPbj8BzJo1C6PRyPLly/UesvDEwR2AoqYxJmb7tSvt5DN2YApmOUn3arwr2P/BVcvrl6wi9VGCfSG8E4Ru/Fq2k9ZsTnhn7MBUINDBvitDUWpZhfDfAVd578ApXm/aXq8vzfm64+755MtEkbYEYskacPpZQipCgu6R1q5du3jqqacYOXIkH3/8MVdeeSW//vWveeGFFwAoLy8HICcnp9N2OTk57q+Vl5eTnd05oDSbzaSnp7tfc6TW1lbq6uo6fQgdVW9TH7VaHj9owf5ESeHv0zjXLJ8uF7Duuv2t/u9LhBU5P/opwN34nU7FvWzcGGnO55OxrqVK1weyI797Zl+C/Ugi58d+4GiD0jXqc7+C/VQdBxU5tBLZzWV1NNu8DNizi8GSALZ6qN7e9+tFyNM92Hc6nRx99NHcfffdTJw4kYULF3LFFVfw9NNP632oTu655x5SUlLcH4MGDQro8aLOwR3qY+YIv3elrf0p9fp90xpP7T3YRE2Tn7WomR2a9ImoIudHPzjaoMUVQAZoZn/voSbqW+zEmI2MzJHSJl+MdWVESBq/8JacH/tBxUawN0NMiqunkOfqWtrYXqk27D56iMzsd6dTz6dSL8+JRhPkT1Cfl6zs9aUiPOge7Ofl5TF6dOdu7cXFxezbtw+A3NxcACoqKjq9pqKiwv213NxcKisrO33dbrdz6NAh92uO9Ic//IHa2lr3x/79+3X5foSLdnfPy5PykZptDrZW1APSid8TqfFWhuhVi6ql8WtZGiJqyPnRD9osrsEIsakBOYS25N7o/GSpP/XRGNfMfklNM9UNrYE5iNaNX5beiyhyfuwH7nr9SWD07pz3w/4aFAUGp8eTmRgTgMGFv449n9b6k8p/QIL9SKD7VcXxxx/P1q2d04S3bdvGkCFqc7CCggJyc3NZvHix++t1dXUsX76cadPU9R2nTZtGTU0Nq1a1N4f4/PPPcTqdTJ06tdvjxsTEkJyc3OlD6OigK9jP9C/Y31Bai8OpkJ0UQ25yrA4Di3zuZaX8TU/NcpVgNFRIGmqUkfOjH7RZ3Lg0ry9KPaWttjFWUvh9lhRrYVhmAhDA2X2Z2Y9Icn7sB1rzNx9S+H/Qlm6W7NBeaU361uz3oSO/u25fmvRFAt2vXH7zm9+wbNky7r77bnbs2MGrr77KM888w9VXXw2od5uuv/56/vznP/Pf//6X9evXs2DBAvLz8znrrLMANRPg1FNP5YorrmDFihV8++23XHPNNVx44YXk5+frPWTRF0WBalcav58z+x1P0gaDwc+BRYfxrsZT6/xt0heTBMkD1OdShyWEZ5pdF0pxgUsX1W7kSbDvn6NcP79NpQGquZZgXwh9lP2gPuZP9HrTH7RmprJySa8m+LOak7ZCQsVGdTUuEdZ0D/anTJnCO++8w2uvvcaYMWO46667ePTRR5k/f777Nb///e+59tprWbhwIVOmTKGhoYFFixYRG9s+0/vKK69QVFTEzJkzOf3005k+fTrPPPOM3sMVnqgrhbZGMJggbahfu1onJ2mvaUtx+T2zD5A+TH3UllEUQvSupUZ9DFCw73Qq7uBUlt3zz1GutaUDF+y70vhbasFhD8wxhIh0bc3tjYJzx3m9uTbxMV5m9ns1bmAKRgOU1bZQXtvi3cbJAyAhGxQHVG4KzABF0JgDsdN58+Yxb968Hr9uMBi48847ufPOO3t8TXp6Oq+++moghie8paXwpw0Fs9WvXbnTVV2z1aJvYwakYHCdsCvrW8hO8qP8IWM47PkaDu3Ub4BCRLLmGvUxQPX6Bw43U99qx2o2MjxLmvP5Qwv2N3rbkMpTsamAAVDUjI/ErMAcR4hIVrlJDSLjMyDZu2zd8toWKupaMRra/95F9xJizBTmJrO5rI61+w9zakqe5xsbDJA7FnYuhvJ17TP9IixJJyDRNy3l289l9+pb2thV3QhIuqo3EmPM7iBgg7+1qDKzL4R33DP7qQHZvRaYFuYkSXM+Px2Vr/6/sudgE/UtbfofwGSGWNf/XZLKL4Rvytapj7nj1KDSCz+4ZvVH5SQRbw3IfGVEcafyu0povZI7Vn3Ufl8ibMmVheibTsvubShRUysHpMaRnuBfhkC00coeftjvb7A/XH08KDP7QnhEq9kP0Mz+RlfKucxS+S89wUpeipr5tLmsPjAH0W76tARwiT8hIlm5K3jM8yOFX7JDPTLede243pcyUO33U75exxGJ/iDBvuibTsvuScdp341z/cz87jKd4Qr2D+1WGy8KIXqnpfEHaGZ/U5ka7I+WYF8Xo/OCkcpPe8aHEMI7HWf2veTu+zRIriM9Mc51U2T9gVqcTi+v+bTfT8VGcDr0HZgIKgn2Rd+0+u4M/2b217vr9eUk7a1xrlSsdQdqUPwJ0rUGi621koYqhCe0oC5gM/vqeVFm9vXRXrcfoCZ9Whq/zOwL4T2nQw0eAfLGe7WpoijuFZ1kZt8zI3MSiTEbqW+1s+dgo3cbpw8DSzzYm9szfEVYkmBf9M5hh5r96nM/O/Frwf4Ymdn32ui8ZMxGA9UNNsq87arakSUOkgeqz6VuX4i+BXBmv7qhlYq6VgwGKMqVYF8Po111+wEL9iWNXwjfVW9Xg0dLQntZoYf2HGyirsVOjNlIYW5SgAYYWSwmoztrzOvMUKMJco5Sn0sqf1iTYF/0rq5E7ZpqskKSF508j9xNSxu7pTmfz2ItJkblqP+5aTVrPstwNemTun0h+hbApfe0JeIKMhJIiJFmU3rQZvZ3VNZjszv1P4A2s6/dBBJCeE6r188dA0bvQhDt2md0frI0M/WClgXhU88nLZW/XJr0hTP5axG9O7xHfUwd4vWJuSOtXl+a8/lOa9K3zpdGKx1JR34hPBfABn1avX6xpPDrZmBaHClxFtocCtsqAtCkz53GX6P/voWIdNoMsdbp3QtasCop/N4Z6+75VOP9xtKRPyJIsC96pwX7fqbwS3M+/2mNVvwP9rUmfTKzL0SfApjGL5349WcwGNxN+jYFIpXf3aBP0viF8FrlZvUxe7TXm2rL7o2X5nxe0X5eG0rqsDu8zHbKGaM+Vm7SeVQimCTYF73TKdhf71p2T5rz+a59Zt/PJn3pBerj4b06jEqICKYoAW3Qt8ndnE/Oi3pqb9IXgIBcZvaF8F3VFvUxu9irzewOp/vveZzM7HulIDORBKuJ5jYHO6u8bNKXVag+NlRA0yH9ByeCQoJ90Tu9gn3XHVmZ2fddYW4SVpORuhY7+w81+76j1MHqY80+fQYmRKSyNYLTrj7XeWa/yWZnl6uPiTYTLfQxOpAd+WVmXwjftNZDravhc1aRV5tuq2igpc1JUqyZgoyEAAwucpmMBndjbK97PsUmtzd1rtqq78BE0EiwL3qnQ7Bf19LGnoNNgAT7/rCY2jvQbvBnxkoL9hsroc2PmwZCRDpt9tZoUZcg0tGW8noUBbKTYshKitF139FOy5TYXFbn/drSfZFu/EL4RgsWE3MgPt2rTbUgddzAFIxGg84Di3x+9XzKdt2Y0bIyRNiRYF/0rsaV6p02xOdddGzOlybN+fwyZoAO6amxqRDjmknUllUUQnSlNeeLSwODvheY2qzzaKnX193wrARizEYabQ7v15bui3TjF8I3Wr2+l7P60F6vLyn8vhmr9Xzydvk9aP99SbAftiTYFz1rqYOmg+rzVN+D/fUHtDormdX3l7aG9IYSP9JTDQZIGaQ+r5VUfiF6FMDmfJukOV/AmE1GilxZULqn8rtr9mVmXwiv+FivDx078ct1pC+0n9vm0jrvlySVYD/sSbAveqbN6sdnqHU7PlrvupM4RlL4/TamQ+Mpv5r0Sd2+EH3TArpY/c9dWnO+0XlyXgwE7caotryhbrSa/dY6cHp50SxENPNxZr+lzcFW1zKaMrPvm8Hp8aTEWbA5nN4vSar9viol2A9XEuyLnmn1+n7M6oMsu6enotxkjAaobrBRWd/q+44k2Beib62uQDFG39l3u8PJlnL1gktm9gPjqEA16dNu/ChOsHl50SxENPNxZn9LeT0Op0JmYgx5KbEBGFjkMxgMvtftuzvyl7eXtomwIsG+6FntAfVRCwx92UWzNOfTU5zVxIjsRKD9JopPJNgXom+trmDOj8ym7uyqbqTV7iQxxszgdH0b/wmVFuxv8jcL6kiWWDC7Ag5J5RfCMy21UFeiPvdyZr89OzQZg869U6LJWOnIH7Uk2Bc904L9lIE+72Kj6yQ9ME2a8+lljCs91a8ZKwn2heibe2Y/Sdfdag02i/OSpLN0gOiWBdUdqdsXwjtV29THpDyve6Bo15HatY/wjV8d+bXZfa0UQ4QVCfZFz3QI9rUl4mRWXz9a927/ZvZdDfok2BeiZ9rMvs5p/O3N+eS8GChxVhMFmep63Jt1r9uXjvxCeOXgdvUxc6TXm2rXkdpqRMI3Wr+DrRX1tLQ5vNtYy8ao3qbvoERQSLAveqalXCUP8HkXG6XjtO60Rof+zey7+jA0VEBbsw6jEiICtQSmZt+97F6enBcDqcj189X6I+hGZvaF8M7BnepjxgivNrPZnWx19zeRm6P+yEuJJSPBisOpeH9OzHT93rTfowgrEuyLnukwsy8zWPrTZvZLapo53GjzbSdxaWBVa//dv2chRGfumX390vgVRXF3iB8tN0EDqti1/N4WvWf2tfeDrUHf/QoRqQ7uUB+9DPa3VdTT5lBIjbcwMC0uAAOLHgaDgaMGaMs3e3mjMn24+qj9HkVYkWBfdM/RBvXl6nMfg/1mm4OdVerFkFzU6ic51sKQDLWpl8/LShkMkCKp/EL0KgDBfnldCzVNbZiMBkbmJOq2X9FVsWtmf3OZzjP72vuhVbrxC+ERH2f2N3So15fmfP4b4+sqJdrvrWavGh+IsCLBvuheXSmggCkG4jN92sXWinqcCmQkWMlOitF3fFHuKD3q9pPz1cf6Mh1GJEQECkCwr6WkDstMIMZs0m2/oistjX9nVQOtdi9rVHtjlWBfCI8pChxyBfvaDLGHtHr9o6ReXxdHuRs8e3ntmJQH5jhw2mWCKAxJsC+6567Xzwejb28TLYV/dL4sl6I37YS9wZ+6/eQ89bFOgn0huqV149dx6T0t2C/M1bfDv+gqPyWW5FgzdqfCzspG/XYsM/tCeK6+DNqawGCCtCFebbqhRD0HSyd+fWhNDreU1dPmcHq+odEI6cPU51K3H3Yk2Bfd02PZPdedQ0nh199R7lQsf2b2XY0XtRs7QojOWvVv0Le1whXs50iwH2gGg8E9u69rR/4YV/mFBPtC9E2r804bCiaLx5vZHU733+0YWdFJF4PT40mKNWNzONlR6WXPkQxXVsYhCfbDjQT7ont6NOcrk+Z8gaL9THdXN9LYavdtJ1oaf12pTqMSIsIEMI1fZvaDw92kr1zPYF8a9AnhMR+b8+2oaqDV7iQxxsyQ9PgADCz6GAwG9yowXpeBZkiTvnAlwb7onp/BvsOpsMXVFEmWl9JfVlIMucmxKIofM1ZJWs2+BPtCdKEougf7DqfCdtdsigT7wVEciOX3rDKzL4THfG7O1750s9EopaB68Xn55gxZfi9cSbAvuueu2R/g0+a7qxtpbnMQZzFRkJmg48CExu8mfTKzL0TP2prVZkSgWxr/noON2OxO4iwmBqXJTFUwBCaN3/V+kGBfiL65g/1hXm3m7sQvKfy68rkM1L38ngT74UaCfdE9P2f2tRT+orwkTHJHNiCO8vXurEYL9psOQluLTqMSIkK4AzkDWPW5Yaml8I/KSZSZqiApzEnCYIDqBhtV9a367FRq9oXwnI9p/FowOkY68etKu3myqbQOp1PxfEPt91e7X64Zw4wE+6J72nJsWkDoJXdzPknhDxj3zL6vwX5cGphj1eey/J4QnblT+JNBp9VEpF4/+OKsJgoy1Js1utXtS82+EJ5xOuDwHvW5F8vuOZ2KeyJDOvHra1hmArEWI402B3sOerFKSUKmK6tJgcO7AzY+oT8J9kVXdps62wvq2po+0Jbdk+Z8gaPdnd1eUe/bGtIGg6TyC9GTAC67N0o68QdVUZ7689YtlV9q9oXwTF0pONvAaPFq8mhXdSNNNgexFiPDshIDOMDoYzYZKcr1YbLIYID0AvX5IQn2w4kE+6Krhgr10WRVZ3+9pCiKO9iXZfcCJz8llpQ4C3anwvYKH2eYtJ4MMrMvRGfuZff0C8y3uZbd0y60RHAU57avLa0L7T3RKjP7QvSqZq/6mDoIjCaPN+uYHSqloPrTSiM2etvzKXWI+lizT+cRiUCSYF90VV+uPibm+pS+WlnfysFGG0YDFEm6asAYDAaK/Z2x0jI3tIaMQgiVzp34W9raUyYljT+4tCZ9m/Sa2Xen8deD06nPPoWIRIe1YH+IV5tpzfnGSnO+gNBKI7zu+ZSmBft7dR6RCCQJ9kVXDa5gPynHp821Wf3hWYnEWjy/kyu8V+zuNO3jjJU7jV9m9oXoROdgf0dlA04F0hOsZCZaddmn8Ix203lnVQM2uw7Becf3RJsXNa9CRButXj/N22DfVQoqwX5AaCW2G0prURQvmvRpN20OS7AfTiTYF11pM/tJuT5trqVfHSUp/AFX7O+yUloav8zsC9GZzsG+ts672h1e0lKDaWBaHEkxZtocCruqdUi9N8eCwXUjW+r2hehZjfcz+4qisEHrxC99nwJiVG4iZqOBmqY2SmqaPd8wbaj6KDP7YUWCfdFVxzR+H2ipklKvH3ijO6SnenV3VpPsSuOXmn0hOtM6rVv1aQ6l1etLCn/wGQwGfZv0GQwd6vYl2BeiR9oMsBYkemDfoSbqW+xYTUZG5khzvkCIMZvcjWK9SuXvOLPvyzWn6BcS7Iuu/JzZdzfny5M7soE2Ilu9O1vb3EZZrQ/rnia6SjUaKvUdmBDhztakPlriddndFll2r19pWVDSpE+IINJmgL1I49euIQtzk7CYJEwJFC371qsmfamD1EdbPTQfDsCoRCDIX5HoSpvl9SHYr29pY89B9SJZZvYDL9ZiYrhrWRqfZqwSs9XHhgq5SytER22uYN+qT7C/1bXGuyy71z+0FRA2l+sd7OvU9E+ISNPW0n49mTrU4820axmtAbEIDG35Zq+W37PEtU8Saf0YRMiTYF90pS2950Owr81e5aXEkp4gTaiCwa+O/AmuYN/eIhetQnSkBfuWBL93VdNko6KuFYBRkpbaL3RN44f28g6bzOwL0a3a/eqjNRHi0z3ebJMr+0bLxhGB4Z7ZL/V1+T2p2w8XEuyLrrQ7sT7U7GvpQNKcL3j86shvjYcY1+9KUvmFaOdO44/ze1dbXTdBB6TGkRRr8Xt/wntqY0Soqm+luqHV/x1Kzb4QvdNmflOHeLWMc/vMvlxHBlJxXjIGA1TUtVJV78U5MU068ocbCfZFZ3YbNB1Un2trsHvB3ZxPTtJB43dH/o6p/EIIlY5p/FpzviKp1+83CTFmhqSrv8uteqTyx7hm9iXYF6J7Piy7V9vc3h2+OFeuIwMpIcbMsEw1c22DN7P7MrMfdiTYF51pAZ/R4lXalaa9E7805wsWLdjffbCRJpvd+x24m/RJsC+EW5t+Dfq08qZREuz3K3fdvh6p/FbX71LS+IXoXo33nfi3uP42B6TGkRIvWVCB5tNkkczshx0J9kVnHev1vVwLus3hZFu5euEjM/vBk5UUQ2ZiDIri44yVe2Zf0viFcNOxG7/M7IcGbSUEXWb2tYwP7X0ihOisZp/6mDrY402kOV9waY20vSoDlZn9sCPBvujMXa+f4/Wmu6sbsTmcJMaYGZTuf52r8Jz2H+Mmnzryy8y+EF3olMavKEr7zL504u9X2s0W7eaLX6yuxo22Rv/3JUQkqj2gPqYM8niTzdKcL6h8mtnXbt7U7JdVnMKEBPuiM21214dgXztZFOUmYfAyK0D4Z7Q/dfsysy9EVzql8ZfXtVDfYsdsNLiXyRT9Y5Q72G/A6fTzIlVbpaFNgn0hulVboj6mDPB4k83l0pwvmLRrx11VDbS0OTzbKDlffXS0QmN1gEYm9BTwYP/ee+/FYDBw/fXXuz/X0tLC1VdfTUZGBomJiZxzzjlUVHSeVdy3bx9z584lPj6e7OxsbrzxRux2H+qRhXe0P9zELK831WavCiVVNeh8SsXSyMy+EF21qU2i/A32tfNiQWYCVrPcX+9PQzPU30Fzm4P9h/1Mv3fP7EsavxBd2G3t1xTJAz3bxOF0l9hIsB8c2UkxZCRYcXpTBmqOaV+2ua4kcIMTugnolcf333/P3//+d8aNG9fp87/5zW/43//+xxtvvMFXX31FaWkpP/nJT9xfdzgczJ07F5vNxnfffccLL7zA888/z6233hrI4QqAxir1McGHYF+b2ZeTdNBp/zFuKavzfsZKgn0hutLSs/0M9rfJTdCQYTIaGJmtZlds8bdu312zLzP7QnRRXwYoYIqBhEyPNtlzsJFWu5N4q8m9coYILIPB4Fsqv5atIcF+WAhYsN/Q0MD8+fP5xz/+QVpamvvztbW1PPvsszz88MOccsopTJo0ieeee47vvvuOZcuWAfDJJ5+wadMmXn75ZSZMmMBpp53GXXfdxZNPPonNZgvUkAX4F+xrd2TlojbohrlmDRttPsxYSRq/EF3pVLOvzZYUSr1+SNBuumzzN9iXNH4heqYFgcn5Hjd73lTWfmPUaJRS0GDxqedTsivYr5VgPxwELNi/+uqrmTt3LrNmzer0+VWrVtHW1tbp80VFRQwePJilS5cCsHTpUsaOHUtOTnvd+Jw5c6irq2Pjxo3dHq+1tZW6urpOH8IHWhq/h3diNTVNNspqWwBZXqo/mE1GRuWoM1Ze1+1rM/uNVeD0sGZLhBU5P3rJYQeH68ayTmn8MrMfGrSbLlv8bdInDfoihpwfA8Bdr+9ZCj907MQv2aHB1F4G6s3Mvuv3WncgACMSegtIsP/666+zevVq7rnnni5fKy8vx2q1kpqa2unzOTk5lJeXu1/TMdDXvq59rTv33HMPKSkp7o9Bgzzv/ik6aHTN7no5s69d0A5MiyM5VtZG7Q/FrjWkN3lbtx+fCRhAcULTQf0HJvqdnB+91NYhO8aPYN/ucLKjSl2OVFvjXfSvUXrN7MvSexFDzo8BULtffUz2ojmfBPv9oj2Nv97zMlCZ2Q8rugf7+/fv57rrruOVV14hNjZW79336A9/+AO1tbXuj/379wft2BHFxzR+d72+XND2G5/qrgBMZojPUJ9L3X5EkvOjl7TmfAaj2ozIR3sONmFz1aAOTJPlSEOBtvze7upGWu1+ZDJZXSsrSBp/2JPzYwDU+dCJ33XtMjpPsqCCaXhWIlaTkYZWOwcON3u2kdTshxXdg/1Vq1ZRWVnJ0Ucfjdlsxmw289VXX/HYY49hNpvJycnBZrNRU1PTabuKigpyc3MByM3N7dKdX/u39pojxcTEkJyc3OlDeMnRBs2H1edap00Puev15STdb7Rgf1OpL8vvSZO+SCbnRy+1dWjO58cyotp67iNzpAY1VOQmx5IUa8buVNhV5UegbpEGfZFCzo8B4GUa/6FGGxV1rQAUyqRRUFlMRka6ykA9rtvXVliQmf2woHuwP3PmTNavX8/atWvdH5MnT2b+/Pnu5xaLhcWLF7u32bp1K/v27WPatGkATJs2jfXr11NZ2d4w7NNPPyU5OZnRo0frPWSh0VK4DUaIS+v9tUfY7Ar2ZWa//2jrpZbUNFPb3Obdxgmumf1GSeMXwp2arVe9vutCSvQ/g8Hgnt3f5k/dvqTxC9EzrZbbw2X3tFn9IRnxJMaYAzUq0QOvM0OT89XH+lLp9RQGdP+LSkpKYsyYMZ0+l5CQQEZGhvvzl112Gb/97W9JT08nOTmZa6+9lmnTpnHssccCMHv2bEaPHs3FF1/M/fffT3l5ObfccgtXX301MTG+p1SKPmgp/PGZYPT8PpDTqbjrH4tkZr/fpMRbGJAaR0lNM1vK6pg6LMPzjeNdDRmbqgMzOCHCiZbG72cn/vZl9+QmaCgZlZPE93sOs6W8njN93YmWxm9vVi92jSa9hidE+Kv1Lo3fXa8v58p+4c4M9TTYT8pTJwaddjV2SOo+61qEhoB14+/NI488wrx58zjnnHOYMWMGubm5vP322+6vm0wm3n//fUwmE9OmTeOiiy5iwYIF3Hnnnf0x3OjhY73+vkNNNLc5iDEbGZqREICBCU9pZRRe1+1rqy80SrAvRKc0fj9srZBl90KRLsvvdXxvtMnsvhButiZoPqQ+97BB3yZpztevRns7s28yQ6IrwJdU/pAXlFyZL7/8stO/Y2NjefLJJ3nyySd73GbIkCF8+OGHAR6Z6MTHZfe2lKsnh8LcJExSl9qvivOS+WxzJZt96siPzOwLAe0z+34E+y1tDvYcVG8ayLJ7ocW9/J5fwX4cYAAUNbiJkd+xEADUlaqP1kSITfFoE+2aRfo+9Q8t2D9wWC0DTYnzYFWtlAFqGn/dAWBSYAco/NIvM/siRPk4s6+dpIvkgrbfueuuyr2d2ZeafSHctKZrFt876G+vaEBRID3BSmaiVaeBCT1oN19Kapqpb/Gyv4nGYACrK5PN1qDTyISIAB2X3fOgwanN7mRHpRbsy8x+f0iJt5Cfoq6gtsXjun1Zfi9cSLAv2vm67F65LLsXKjo2nnJ4ul4qyMy+EB1padlW38uSOqbwG/zo6C/0lxpvJSdZ7f+zrcKPQF3L/JA0fiHaaTP7Htbr76xqoM2hkBRrliVK+9HofC9T+bWVFmT5vZAnwb5o5w72vU3jl+Z8oWJIRgKxFiMtbU72HvRiSSjtd94kM/tC6JHGv7VDeZMIPaNy9OjIr83sS7AvhFt9mfqYlO/Ryzs255Mbo/2nvSO/h+dE98z+gQCNSOhFgn3Rzl2z7/nMfmOrnb0H1QsdmdnvfyajwX0Ru9WbetR4adAnhJvN/wZ97mX3JNgPSYW+nCePJGn8QnTVUKE+JuV49HJ3sC8TRv3K+478rgZ92u9bhCwJ9kU7H9L4tVTV7KQY0hOkLjUUaKn8m725iNVm9ltqwOFjDasQkUKHpfe0GeNR0ok/JGk3YXQJ9iWNX4h27pn9PI9e3t6cTyaM+pPWpG9rRT12h7PvDbRgv748gKMSepBgX7TzIdjfojXnk5N0yNDW9Pa4yQpAXBpqZ2mg6ZD+gxIinGjBm48N+mqabFTUtQIwKidRr1EJHRXm6pDGr2V+2LwomRIi0mnBnwdrryuK0mFmX64j+9Pg9HgSrCZsdie7qj04p3UM9hUvekSJoJNgX7TzYek9rTlfsaSqhgztd7HVm4tYowni09Xn0qRPRDt3Gr9vDfq02eIBqXEkxXqwhJEIupHZSRgMcLDRRlV9q287cafxS7AvhFu9K607se9gv6q+lYONNowGKXnqb0ajwf078KhJn/b7tTdDq5crQImgkmBfqGyN7bNZPs3sy0k6VGgn670Hm2hstXu+Yby2/J4E+yLK+ZnGr91ok+VIQ1ec1cSQdPX36/PsvqTxC9GZokCD5zP7Wn14QWYCsRZTIEcmPKB15Peobt8aDzEp6nNJ5Q9pEuwLlZa6bYrxeLkpRVHc67lLc77QkZEYQ1aStqyUD036ZGZfRLs2bWbftzT+rdKcLyxo/RS2+Fq3L2n8QnTWfBgcNvV5Yt8N+qReP7S4m/SVetmkT+vTIEKSBPtC1XxYfYxPBw+XPimtbaG+xY7ZaGB4ltSlhhJtRtGri9gEbWZflt8TUc699J5/afwS7Ic27Ty5zddgX9L4hehMC/riM8Dcd9NmqdcPLV4vv6etuFAvHflDmQT7QtXsmtmPS/N4E60B3IjsRKxmeSuFkiJfOk3LzL4QKpvvDfoURXGn8UuwH9pG+dLfpCMJ9oXoTAv2PajXh/Zgf7QE+yGhKFftZVLd0EplfUvfG2grLsjMfkiTCE2otJl9b4L9cqlLDVVaR36PmqxotMaMUrMvop2Wxu9hSVNHZR0ynoZlSsZTKCvq0JHf6fShm7SWxq9lgggR7bQZXg/q9VvaHO6u7zKzHxrirWYKMtT/9zya3ddKNRpkZj+USbAvVD4E+1ogKcvuhZ6iDjNWiqdLorhn9iWNX0Q5dxq/9w36tGyaYVkJkvEU4oZkJGA1GWmyOSip8SFgdwf7MrMvBNA+w6vN+PZie0UDDqdCWryFnOSYAA9MeKo9ld+DySKZ2Q8LciUiVO5gP9XjTWRmP3SNyE7EZDRQ09TmXu+7TwkS7AsB+JXGr6WEa83fROiymIwMz1azL3xq0qet1mCTbvxCAO0zvEmeNOdrr9c3eNgrSgRecZ4Xy++5G/TJzH4ok2BfqLyc2W9pc7Bb0q9CVqzFREGmmoq1pdzDVP74dPVRgn0R7bSl1HxI498qN0HDSmGOGuz7tPyepPEL0ZkXM/ubpDlfSPJuZl+68YcDCfaFystgf0dle/pVdpKkX4WiQm878se5gn3tvSBEtGrzY2a/XGb2w8koX1Yu0UgavxCdaeute7TsngT7oUj7feysaqSlzdH7i7Vgv6ECPC0ZFUEnwb5QNdeojx4G++0p/JJ+FaqKve3Ir/3umw7JSVtEL6cD7K4uxF4uvWd3ONlR1QCo50YR+vxafk/S+IXozN2gr/eZfUVROgT7cmM0lOSlxJISZ8HhVNhR2dD7i7VVF9qaoNWLhtAiqCTYFyovZ/a3uJvzyUk6VHndkV9L43e0SlqqiF4d3/tW7xr07TnYhM3uJN5qYmCa91kBIvi0DIydVQ3Y7E7vNtZuBsn5Ugh1kqDBNbPfRzf+0toW6lyrlozIllVLQonBYHDfgNnU1/WjNR5iUtTnUrcfsiTYFypvg32pSw152u9mZ1UDbQ4PLmKtiWA0q8+bDwVwZEKEMC2FHwOYY73aVMuiGZmThNEoGU/hYEBqHIkxZuxOhT0HvUzH18o8JI1fCPU60mFTn/eRxr+5VA0iR2QnEmM2BXpkwkve1e27ftdStx+yJNgXKq+DfdfMvqSqhqyBaepFbJtDYVeVBxejBoPU7QvhrtePV/8mvKB14teavonQZzAYGOX6fXlc8qSRNH4h2mnBXnwGmK29vlTq9UObb036ygM4IuEPCfaFyotgv6q+leoGGwaDNKEKZQaDoUOTPg9T+TvW7QsRjfxZds/1d1YoN0HDSqG3/U00Whq/vRmcXpYACBFp3M35ek/hB9hcLvX6oWy0O9ivR+mrh1NCtvrYWBngUQlfSbAv1HpDrSGVB8G+FjgWZCQQZ5X0q1BW5G2n6XiZ2RdRzr3snnf1+gDbKtRmRoVyEzSsaDett3q7/F7HG0J2qdsXUa6xWn1MzOrzpZvL1L81mdkPTSOyEzEZDdQ2t1FW29L7ixO1YL8q8AMTPpFgX7QHdkazWrfdhy2uk7Q05wt9Rb525JeafRGt3Gn83nXib7Y53DXfhdLLJKxoN2e2eR3sd7ghJKn8ItppwV5C78F+Y6vdfa6UYD80xVpMDM9S/w/sM5Vf+303SLAfqiTYF51T+D2oUd0s9fpho8j1H+kWTzvyS82+iHY+pvFvr6xHUSAjwUpWUkwABiYCZZTr5sy+Q0002eyeb2g0gllr0ifBvohyWhp3H8H+lnL1XJmVFENmopwrQ5XHdfuJksYf6iTYFz4suyed+MOFlp5aWttCbVNb3xvEpaqPUrMvopU7jd+7mX0te0b6mISfzMQYMhKsKAp9ryt9JIsE+0IA7Wn8CZm9vkya84WH4g51+73SavYbJNgPVRLsC6+C/TaH030xJCfq0JcSZ2FAqnox6lE9qrtmvyZwgxIilLX5NrOvBfuSwh+efG7Sp90UkjR+Ee08TONvD/blXBnKPJ7Z127uSM1+yJJgX3gV7O+ubsTmcJIYY3YHkSK0edWRX2r2RbSzdVh6zwvuZfck2A9Lo/yt25eZfRHtvAz2R8uEUUjTbsbsPtjYe3lTxwZ9fXXuF/1Cgn3hVbCvnaQLc5MwGr1bg1r0D6868kvNvoh2fqbxS7Afngq9XblEY5VgXwigQxp/z8G+06m4/8YkOzS0ZSfFkpkYg6L0kfGk/b6ddrl2DFES7Auvgn3tJC31+uHDfRHrSZM+98y+nLBFlPIhjf9wo43K+lZAavbDld8z+7ZGnUckRBhRlA4z+z3X7KtNMB1YzUaGZXp3Q1UEnza732vdvjkGYlPU55LKH5Ik2BfeBfuugLFI7siGDe3u+baKBpzOPlKstJp9adAnolWb92n8Wgr/wLQ4EmPMgRiVCLBROeqysxV1rdQ02Tzf0J3G3xyAUQkRJmwNYHetx97LzL6WHToqJxGzSUKQUDfa47p9adIXyuQvTfg0s18sM/thoyAzAYvJQEOrnZKaPi5IO87sS+2ViEY+1Oxrs8GFMqsftpJi25uZbqvwoiO/pPEL0T6ja0notQTK3ZxPlm4OC7L8XmSQYF94HOzXNrVRVqveuR0lwX7YsJiMjMj2sB5Vq9l3tql36oWINu6afc+D/S1Srx8R3B35vUnllzR+ITxedm9TmdTrhxPt97SlvL73zFDt994gafyhSIJ90SHYT+31ZVo39wGpcSTHWgI8KKGnIk/r9i1xYIpRn0vdvohGPqTxb5NgPyK46/a9adInafxC+LDsngT74WBYVgJWk5GGVjsHDvdyjkvo0JFfhBwJ9kX7mup9zOy3d1CVC9pw4w72+5qxMhikbl9ENy/T+BVFkWX3IkRhrlq332vn6SO50/hlZl9EMQ+C/drmNncpoSy7Fx4sJiMjXf1MNvU2WSRp/CFNgn3hcRq/NrNfJLVWYUc68gvhIW2G1sM0/tLaFupb7JiNBoZlJgZwYCLQtJn9rRX1KJ72LHGn8UvNvohiHnTi164/8lNiSYmX7NBw4VHdvnaTR9L4Q5IE+9HObmuvze4j2NeW3iiSmf2wo52sd1c30tLm6P3FWt1+s8zsiyikzdB6OLOvpXwPy0rAapb/UsPZ8KxETEYDtc1t7qUU+yRp/EJ0qNnvuxO/pPCHF4+CfZnZD2lyZRLtWmpcTwwQk9Ljy5xOxZ3aKDP74Sc7KYbUeAtOBXZU9tF4T+vdIDP7Ihp5mcavlTeNkk78YS/WYmJohvp79ziVX+s8Lmn8IpppS671GuxLc75wpJXubi7vbWZfW3pPZvZDkQT70a5jcz5jz2+HfYeaaG5zEGM2ui+GRPgwGAztdft9duR3ZXg0SbAvopCXafzasntFUq8fEbSSp22eduS3qMv1SRq/iGoe1OxrwaIE++FF66+w/1Az9S1t3b9IK99orJJlm0OQBPvRzst6/VE5SZhN8rYJR1pGRp91+1qDPpnZF9HIyzR+mdmPLO66fU9n9iWNX4g+l96zO5zuvylp8hxeUuOt5KXEAr1MFmlp/PZmWbY5BEnUFu08DvZl9ircFXm6hrT2XnCXeAgRRbSgzYNg3+5wstNVFiPlTZGhMMfLmX1J4xeiz5n9PQcbabU7ibOYGJKREMSBCT30WbdvTQCL6/faIHX7oUaC/WjnabBfJktLhbsi98naw2BfZvZFtHE6oc3zmv09BxuxOZzEW00MTIsL8OBEMIxyp/E34HR6kI4qafwi2jkd0HRQfd5DsL+pwzWkyWgI1siETtx1+7026XP97hulbj/USLAf7bxM45daq/A1KicRgwGqG1qpbuil07QE+yJa2TukYntQs7+1XJ3VH5mThFEuYCPCkPR4rGYjzW0O9h/2IIDXZrMkjV9Eq6ZDgOvGWHxGty+RTvzhTfu9beptskhr0ifBfsiRYD/aeRDsN7ba2XtIveiRNP7wFW81MyTdg07TEuyLaNUxYDP3PVO/1XUTtEjq9SOG2WRkZHYi4GHdvnZTSNL4RbTSgru4dDCZu32JFuyPlnr9sKQF+1vL63D0lPGUIDP7oUqC/WjnQbC/raIeRYGspBgyEmOCNDARCFoZRq+pWBLsi2hlcwVs5rheVyfRaP0vRslN0IjiVd2+pPGLaOdJJ34t2M+Xmf1wNDQjgViLkZY2J3sO9nBjU2vOKMvvhRzdg/177rmHKVOmkJSURHZ2NmeddRZbt27t9JqWlhauvvpqMjIySExM5JxzzqGioqLTa/bt28fcuXOJj48nOzubG2+8EbvdrvdwhQfBvjTnixxaEzGPZ/ZlCRURTbxcdm+rnBsj0ih3M1MPukprafz2ZrXngxDRpo9g/2BDKxV1aulgoTQyDUsmo8H9u9tU2sNkkczshyzdg/2vvvqKq6++mmXLlvHpp5/S1tbG7NmzaWxsvxP0m9/8hv/973+88cYbfPXVV5SWlvKTn/zE/XWHw8HcuXOx2Wx89913vPDCCzz//PPceuuteg9XeBDsty+XIifpcKcFJT0unwLt7wWHrb1ZmRDRwItl95ps7eVNsuxeZHHP7HuTxg+dez4IES36WHZPawo8NCOexJju0/xF6BvdV5O+RKnZD1W6/9UtWrSo07+ff/55srOzWbVqFTNmzKC2tpZnn32WV199lVNOOQWA5557juLiYpYtW8axxx7LJ598wqZNm/jss8/IyclhwoQJ3HXXXdx0003cfvvtWK1WvYcdvTwI9rU/bJm9Cn9aR/5tFfXYHU7Mpm7u91niwWRVg/3mw+1LSwkR6Wyed+LfUdmAokBGgpWsJClviiTazP7OqgZsdidWcy/zIh17O9ia5Hwpoo8W3GnB3hGkOV9k6HP5Pe1mj3bzR4SMgNfs19bWApCeng7AqlWraGtrY9asWe7XFBUVMXjwYJYuXQrA0qVLGTt2LDk5Oe7XzJkzh7q6OjZu3NjtcVpbW6mrq+v0ITzQR7CvKEqHNH45UYe7wenxxFlMtNqd7DnYw6y9wQCxqepzqduPCHJ+9JAXafzaeVFm9SNPfkosSTFm7E6F3dV9NN4zGtsDfsmECktyfvRTH2n8m9zN+eQaMpwV97V8szuNvzJIIxKeCmiw73Q6uf766zn++OMZM2YMAOXl5VitVlJTUzu9Nicnh/LycvdrOgb62te1r3XnnnvuISUlxf0xaNAgnb+bCNVHsF9e10Jtcxsmo4Hh2TJjEe7Uuitp0hdt5PzoIS/S+LUU70LJeIo4BoOhQ92+Nx35JdgPR3J+9FOfafwysx8JtOze8roWDjfaur5Alt4LWQEN9q+++mo2bNjA66+/HsjDAPCHP/yB2tpa98f+/fsDfsyw53RAi5p50VOwv8V1B294VgIxZlOwRiYCqM9ULJBgP8LI+dFD2sy+B8G+FgRKsB+ZRnlTt6+9X6Qjf1iS86OfepnZb7U72FGpNroslk78YS0p1sKgdDWLqdvrR+3333wYHG1BHJnoS8A6ZVxzzTW8//77LFmyhIEDB7o/n5ubi81mo6amptPsfkVFBbm5ue7XrFixotP+tG792muOFBMTQ0yM1E16RQv0oT1t+wibtXWkJYU/YvTZZAUk2I8wcn70kLb0niWu99fR3rhUgv3IVJiTCHg4s2+Rmf1wJudHP2lp290E+9srGrA7FVLiLOSnxAZ5YEJvxbnJ7D/UzKayOo4bcUQmR1waGIygONVsj+S8/hmk6EL3mX1FUbjmmmt45513+PzzzykoKOj09UmTJmGxWFi8eLH7c1u3bmXfvn1MmzYNgGnTprF+/XoqK9vrPj799FOSk5MZPXq03kOOXlogF5MMpu7v+2gz+0V5ckEbKfqsuwIJ9kV00oK1PpqsHW60UVmvLiUlNfuRSUvj3yZp/EL0zp3G3zXY3+RO4U/CYDAEc1QiAHq9fjQaIV5r0iep/KFE95n9q6++mldffZX33nuPpKQkd419SkoKcXFxpKSkcNlll/Hb3/6W9PR0kpOTufbaa5k2bRrHHnssALNnz2b06NFcfPHF3H///ZSXl3PLLbdw9dVXy91XPbnr9VN7fIl72T2Z2Y8YWkd+re4qLaGb1S0k2BfRyMM0fm22d2BanCwlFaG05ff2HWqiyWYn3trL79niujlk66OZnxCRxtYENjVNv7ua/c3u5nwpwRyVCJA+y0ATs9VMDwn2Q4ruM/tPPfUUtbW1nHTSSeTl5bk//v3vf7tf88gjjzBv3jzOOeccZsyYQW5uLm+//bb76yaTiffffx+TycS0adO46KKLWLBgAXfeeafew41ufTTna7U72FmlnsRlZj9yJMaYGZyuBjM9nrAl2BfRyMM0fncKv8zqR6yMxBgyE60oCu6a4x5p7xftZpEQ0aLJNatvsqpZokfY3GFmX4Q/bUWFHZUNtDmcXV8gy++FJN2nJBRF6fM1sbGxPPnkkzz55JM9vmbIkCF8+OGHeg5NHKmPYH9nZaO71io3WWqtIklxXhL7DjV1X3cF7dkeEuyLaOJeeq/3NP4tUq8fFQpzk6jecZAt5fWMG5ja8wsljV9Eq47N+Y5I01cUhU2lrpl9ac4XEbRstoZWOzurGrr285Ll90JSQLvxixDXR7C/xd2cT2qtIo12gu6xbt89s18TnAEJEQq0YK2Pmf1t0ok/KnjckV/S+EW06mXZvdLaFupa7JiNBkZkJwZ5YCIQjEaDewm+XjvySxp/SJFgP5r1Gey7mvPJBW3E6bPuStL4RTRyp/H3PLOvKIo7jV9WKYlsWplGnx35JY1fRKtelt3TZvVHZCfK0s0RpNcmfe5gX9L4Q4kE+9Gsj2BfCwS1hm4icvRZdyXBvohG7jT+nhv0HTjcTEOrHYvJwLCs3tP9RXjzuCO/O41fZvZFlOkl2G9vzifXkJGk18kimdkPSRLsRzOZ2Y9aWt2VzeF0N2HsRIJ9EY08SOPXZvWHZyViMcl/oZFspCv1uKKulZomW88vdKfxS82+iDK9pPFrM/vFEuxHFK3ZYq/BfoPU7IcSuVKJZr0E+wcbWqmqb8VgkHWkI1HHuqst3aViae+JtiZoawniyIToR+5gv+cZey2lW26CRr6kWAsDUtUbP9sqeunIL2n8Ilr1NrNfLs35IlFhbhIGA1Q32KisP+L6UNL4Q5IE+9Gsl2B/k+uOXUFGAgmyjnRE6jUVKyYZDK7TQ0tN8AYlRH+y9T2zr/29FEq9flTQbupsLe+hvwm0r94gafwi2vQQ7De02tl7UD2fysx+ZIm3minIUM95Xer2Ezuk8XuwOpsIDgn2o1lvwb6WfiV3ZCOW9h/wpu6CfaMRYlPV55LKL6KFFqz1svSeuzmfrBsdFbS6/V6b9FlcNfuSxi+iTQ/B/hbXdUVucizpCdZgj0oEWI+TRfGucg5HK7T2coNUBJVM2UazXoL9jaXSWCXStddd9bL8XvMhCfZF9NDSsC3dN+hrtTvYVa3eEJA0/uhQ6F5+T9L4heiih5p9LQgsjtCbom2ONpodzbTYW2ixt9DqaMWAAaPRiMlgwmQwkWBJINGaiMVo6e/h6q44L4kP1pd1Dfat8WBNBFuD+t6ITemfAYpOJNiPVk6nR2n8R8nMfsRqr7tS+zNkJcV0foE06RPRpo80/h2VDTicCsmxZnKTY4M4MNFfRnVYfk9RFAwGQ9cXSRq/iEZOZ4eZ/exOX9pUFr7N+RxOB+VN5eyt28veur3sq9tHRVMFB5sPUt1czcGWgzR68bceZ44jyZpERmwGuQm55CXkkZuQy8CkgQxPGc6g5EFhd0Og9478ma5gvwoyhgd5ZKI7EuxHK1v9/7d353FR1esfwD9nZpgZYJhh33dkEdxABXG/YkruW2b1K/WWtpl1LbNbluatsG5pZtotc2nPLbTMLMVdURQVRUBlUWSXfYdZvr8/hhkYWdQEZpx53r18GeecOfOcAR/Oc74bwJqWXNN0125S16hEZtMM7TSxivHSjLvKLK5Ban4lHKxum2CHin1iShhrnqCvnW78zV34pW0XfcTo+DpYgs/jUFEnR1FVA5zaeshD3fiJKaovB1QK9f/f1rKfnKsuAnu5GXbLrlwlx7Wya0gtSUVKSQpSSlJwtewqGlUdrL7RAo/jwVxgDhFfBMYYlEwJFVNByZSoU6h7+tQp6lCnqENRbRFSS1NbnUPAE8Bb6g1/a3/0su+FPg590NOuJ0R8UatjDYWm2M+4VYN6uRJiM37zTktHoOw6Lb9nQKjYN1WaAs7MAjDTvXlJK6iEigH2EhEcraj1ypj1dJFqi/3hAVTsExOmqAfQNKFQOy37tByp6RGb8eFtZ4GMWzW4UlDVcbFP3fiJKdF04RfJAEFzYdqoUGkfjPY2sGJfoVIgpSQFCQUJOFtwFueKzmmL8pbMeGbwsPKAp9QTXlZecJG4wN7cHnZiO9iZ28FWbAsLgQUEPEG7D34VKgWqG6tR1ViFysZK3Kq7hfyafBTUFCC/Jh/ZldnIrMhEnaIO6eXpSC9Pxx/X/9C+f0/bnujv3B+DXQcj1DHUoIp/F5kYMnMzVNTJkV5UrftQh5bfMzhU7Juq2lL139SF36S1O+4KoGKfmJaWrbLtjNlvLvYpN5qSIGcpMm7V4GphVeuHooB6nCpA3fiJaalpKuZua9W/WliFRqUKMnMzuNu0v7JJd6lsrMTxnOM4fPMwjuceR5Vcd54iK6EVgu2CEWwbjGC7YPS06wl3iTv4PH7bJ7xLAp4A1mJrWN/We7YlFVMhvyYfGeUZuFJ6BReLL+LirYsorS9V/3/xRWxO3gwxX4z+zv0x1HUoRnuNhrOl833Fdr84jkNPFyucyixFSn7lbcV+088DLb9nMKjYN1V3MzkfFftGT1O0tDlJHxX7xJQ0Nk3AJjAH2rnJ0yy/Fkgt+yYlwEn9UFTzsKcV6sZPTJGm5VaiO14/ObcCANDLTX/DnSobK/HX9b+w7/o+JBYkQsEU2n1SoRQDnAZgoPNADHQeCH8bf/A4/SxOxuN4cJO4wU3ihuHuwwEAjDHkVOfgQtEFnMo/hfi8eNyqu4UTuSdwIvcEPjzzIfo49MEYrzEY7TUabhI3vcTe00WKU5mlrRuLLFssv0cMAhX7puoult2jmfiNn2ZpxYxb1WhQKCEStChyqNgnpuQO4/XLahpRWNkAgIp9UxPoLAGgbrFsk6bYV9SpJy3j0arGxARoZ+LX7e1ySVPsu3ZvF365Uo5jucewJ3MPDt88DLlKrt3nJ/PDSI+RGOkxEr3te993q31X4jgOHlYe8LDywES/iWCMIb08HSfzTuJg9kGcLzqPi7fUPQA+PvsxwhzDMNV/KsZ4jYFFO73SukK7k/RpHv5QsW8wqNg3Vdpi31pns1LFkFZg3N34FSoFqhqrUNFQgRp5DeQqORQqBRRMAZVKBQFPACFfCCFfCBFfBEszS9iIbQxqvFRncZWJIRULUFmvwLXC28ZdaX426sr1ERoh3auxqQt2O8W+plXXw9YcEhH96jQlmhn5rxZWQaVi4PFua60UtrjBVtS1+zNEiFHRduPXLfaT87p3cr6CmgJsu7INO6/tRGl9qXZ7D+semOA7AQ95PQRPqWe3xNIVOI6Dv40//G38MTtkNm7V3kJcdhz239iPs4XqeQfOFZ1DzOkYPOzzMB4JfAQhdiFdHpemRricV6m7Uom2Gz8V+4aC7lhMVTst+1nF1aiXq2Ah5MPL7sG8YSmrL0N6eTqyK7ORX5Ov/VNQU4Dy+vJW47XulrnAHLZiW9iIbOAicYG7xF3d/crKDV5WXnCzctNbV7C/i+M4BLtK2x53RS37xJRouvG3OxN/Uxd+J+N8CEra52VnCaGAh3q5CjfLalv/bhS0GJfcWEvFPjENmmKuRTd+uVKlbentymKfMYaEggT8mPojDucchqppdSl7c3uM9xmPCX4TEGgTaJSrpjhYOGBW0CzMCpqFwppC/Jb5G2KvxSK7Khs7r+3Ezms7EeYYhieDn8Q/PP7RZb0YApysIBTwUFWvwI2SWnjbN+U96sZvcKjYN1XaCfpsdTZrxusHOVuBf3vrhYFhjCGnKgdJxUlILk5Gepl6NtOS+pK7er3ETAJLM0sIeAKY8cwg4AnA43hQqBRoVDaiUdmIBlUDahproGAK1CnqkFudi9zqXCSXJLc6n7nAHP42/giwCUCATQB62/dGoG2gwa+f2stVhlOZpUjOrcDMAR7NO6jYJ6bkLlv2e7pQF35Tw+dx8HeU4HJeJa4UVLUu9nk8dcGvqGseDkKIsatuKuZaTNCXXlSNRoUKViIBvGw7v0u5iqlw6OYhbLy0EZeKL2m3hzuHY1bQLIz0GGnw91ydycnSCc/0fgZP93oa54rOYfvV7fgz609ta7+bxA1PBj+J6f7TIRZ07upaZnwegl2kuHCzHEk55VTsGzAq9k1VXVOxb6Fb7DfPxG9Yy6UA6iSfWpqKU3mntGOWyhraLkTdJG7wlnnDzdINLhIXuFi6wNnSGbZiW8hEMlgJre76FwJjDFXyKpTXl6OsoQwldSXIq85DbnUucqpzkFOVg+zKbNQp6rTjqDTEfDF62fdCqGMoQh1DMcB5AMwF+p+dtqXe7urvtWacnZa22C/v3oAI0Ye7LPZpvL5pCnS2wuW8SlwtrMKYkDZmwhZaULFPTIummLNsbtnX3EcEu0pbD3e5Dyqmwh9Zf+DrS18jvTwdACDiizClxxQ8FvQY/Kz9Ou29HkQcx6G/U3/0d+qPRf0X4ee0n7Ht6jbkVudiZcJKbLy0EU/3fhozAmZ06pDUPu4yXLhZjks5FZjcr2miQM3PQ10ZoJQDfNN5+GKoqNg3VZqWfQs7nc0pBjYTf0FNAY7nHkd8XjxOF5xGRYNuQWrGM0NPu57oY98HATYB8Lfxh6/Mt1MnKeE4DlKhFFKhFJ5oe9yXQqVAdmU2rpZdxdWyq0gtTcXFWxdR2ViJs4VncbbwrDbeMKcwDHEdgsGugxFgE6D3bmaarnap+ZVQKFUQ8JuGImiK/YYKQKkA+JQuiBHTFPtmrYt9lYppJ2cLomLfJAU2jdtPbXdGfksAJTQjPzEdNa1n47/cVOz37qQu/IwxnMg7gU8TP8WVsivqtzOTYFbQLPxfz/+DnbndHc5gehwtHLEwbCHm9ZmHX9N/xdfJX6OgpgArE1Zi06VNmN9nPqYHTIeAd//3dJrv88WWjUXmNgDHA5hKPYmj1OW+34fcH7p7N1V1rbvxM8aal93T40z81yuuIy47DnHZcTrdtADA0swSA50HItw5HH0d+iLINghCvlBPkTYT8ATwtfaFr7Uvon2iAaifRGdVZOFC0QWcLzqPhIIE5Nfk43T+aZzOP41ViavgaumKKK8ojPEagz4OffQy5t/HzhISkQDVDQqk36puXkO85dqw9RWAJf1SJUasg5b9G6W1qG1UQiTgwfsBncuE3B/NzNOaB+KtmDX12KKWfWIqtN34myfo087E3wnF/uWSy1h1dhUSChIAAFZmVpgdMhuP9XwMUqFhNEgZMnOBOR4NehRT/adiV/oubLi0AQU1BXjv9Hv4Ke0nvDbwNQx1G3pf79HXwxqA+iGPUsXUw395PMDCXv0wqOYWFfsGgIp9U1Xbuht/bnkdSmsaIeBx3d5VtaCmAL9l/Ia9WXu1XbQAgAOHPg59MNh1MCJdI9HLvtcDMx6Lx/HgZ+0HP2s/TA+YDsYYrldex8m8kziRewJnCs4gryYP36V8h+9SvoOjuSOivKIwwXcCetv37rYWfx6PQ4irFKezSnExp6K52OcLAJEUaKhUd8eiYp8Ysw6K/ct56hvYIBdpc88XYlI0M09nFdegukHRekUGzYz8VOwTU9BYA8ibcmZTsa9QqrRDQe+n2K9oqMCac2uw4+oOMDCY8czweNDjeKb3M7Bu2QhB7oqQL8TMwJmY0mMKdlzdgS+SvkBGRQaeP/A8hrgNwZKBS+Aj8/lb5/ZzkMDcjI+aRiWyiqvRw7GpdrB0aC72id5RsW+q2pig72KO5obWCmKzrl+DtFZeiwPZB/Br+q9IKEgAAwMACDgBwl3CEeUZhVGeo2Bvbn+HMz0YOI6Dj8wHPjIfPNHzCdQp6nAy9yT2Z+/H4ZuHUVRXhJ/SfsJPaT/BV+aLyT0mY6LvRDhYONzx3Pert5sMp7PamqTPurnYJ8SYdTAbv6bHk7EuR0ruzE4igrNUjILKeqTmV2Kgt+58N9rhH5qHRoQYM00RJxADInWBl1lco13Nycf+3ntAqZgKu9N3Y3Xiau18TON9x2Nh6EK4Slw7LXRTJeQL8XjPxzHedzy+uvgVfkz7ESdyT2B6/nQ82+dZ/LPXP2F2j+Pr+TwOvdykOHO9DBdzKpqLfYkDUAQq9g0EFfumSKlQj8MGdFr2k3LKAQB93K279O3Ty9Lx85Wf8VvGb6hVNLeCDHAagEl+kzDKcxRkIsObILCzmQvMEeUVhSivKDQqG3Eq/xT2Zu3FgRsHkFmRidWJq7Hm3BoMdRuKx4Iew2DXwV3Wzb/DSfrKs6nYJ8ZP0yJLxT5pR4irFAWV9bicW9FGsa/pxl/X/YER0t1qitV/WzoATb0Qk26WA1D/O7nX1Zzyq/Px9sm3cTr/NADAT+aHtwa9hYHOAzstZKImE8mweOBizAyciZUJK3E89zg+v/A59l3fh+WDl6OvQ997Ol9vN2ttsT8tzF29kWbkNyhU7JsibeHG6YzLvtTUst+nC9ZGVagUOHzzMH5K+0k7/goAPK08MdFvIib6TYSbxK3T3/dBIeQLMdx9OIa7D0dVRBX+vP4ndqfvxoVbF3A05yiO5hyFt9QbjwU9hsk9JsOyjUnE7scdJ+mjYp8Yu3a68TPGkNLUjd8QVykh3SfEVYq4tCLtwx8d1I2fmJLqpsn5WozXP99U7Id62tz1aRhj2J2xGx8mfIhqeTXEfDFe6PcC/i/4/x6YIZsPKi+pF9ZHrccfWX9gZcJKpJen46k/nsKzfZ7F/D7z73oCvz5NjUUXmxoMAVCxb2Co2DdFmsn5xDLtDOsqFWsu9juxZb9eUY/Y9FhsSd6CvJo8AOqx7KM8RuGxoMcw0Hmg3mejNzRWQivMCJiBGQEzkFWRhW1XtmFX+i5cr7yOmIQYfHb+M0z3n445IXM6rYt/u5P0UbFPTEU73fiLqhpQXN0IPo+jmfhNXHDTw542i33qxk9MSU3rYv9CdjkAILRp0rY7qW6sxjsn38H+G/sBAH0c+uD9Ie/DW+bdiYGSjnAch3G+4zDYdTA+PPMh9mTuwRdJXyA+Lx4rh6+8q0Y4TbF/Oa9FY5G22C/uyvDJXaKZhkxRG5PzZZXUoKpBAZGAhwAnyX2/RVVjFb6+9DXG7hyLD05/gLyaPNiIbDCv9zzsm7YPq/+xGuEu4VTo34GPzAdLwpfgwCMH8FbEW/CR+aBGXoNvU75F9M5ovHfqPeRV5933+/B4nHa5Rc1DHwBU7BPT0c7Se8lNQ1v8HCy7ZS4TYrg0wziuFVWhUaHS3alt2adu/MQEaFpsJeqirrZRgbQC9UOwfp7Wd3z51bKrmPX7LOy/sR8CngAvh72Mb6O/pUJfT6zF1ogZFoOVw1ZCYibBhVsX8Mivj+DIzSN3fK23nSWsRAI0KFS4VtT00FxT7Gt6gBC9omLfFLWx7J6m+02I6/3NNl0rr1UX+TvGYs25NSitL4WrpSvejHgTf834CwvDFsJFQstw3CtLM0vMCpqF3ZN3Y33UeoQ6hqJR1YitV7Zi/C/j8faJt5FfnX9f76FZLzX59vVSASr2ifFrbHvMfvN4ferCb+rcbcwhMzeDXMlwtbBKd6d2zD617BMTcNuyexdzKqBigLNUDBeZeYcv/T3zdzzx+xO4UXkDzpbO+Cb6GzzT+xnwefQwVd/G+47H9onb0c+hH6rkVXjp4EvYcHEDGGPtvobH47TzPp1v6t1B3fgNCxX7pqi2RP23ReuZ+P9uF365So6taVsxPnY81pxbgyp5FXxlvnh/6PvYM20PHgt6DGKB+H4jN3kcx2GY+zB8E/0NNo3dhEEug6BgCuxK34UJsRPwydlPUNFQcecTtUHTFSuJWvaJKdKO2bfQ2axZdi/YhSbnM3Ucx2l/DlJu78qv7cZPY/aJCahqalyQOAMALjSN1+/XQRd+xhj+l/Q/vHHsDdQr6zHYdTC2TdiGPg59ujhYci/crdyxKXoTZgXOAgPDZ+c/w+Kji9GgbGj3Nf291PeKiTea7hWpG79BoTH7pkjbjb953XRNsd/X495br47cPIKPznyE7KpsAICbxA0LQhdgnM+4Lps93tRxHIeBzgMx0Hkgkm4lYc25NThTcAZbLm/Bzms7Mb/3fDzR84l7WkZF80s6Ja8S9XKlussyFfvEVGgekt22jrOxzsSvYioU1xXjVt0tlNSVoLiuGCV1JSitL0Wtoha18lrUKmpRp6hDo7JR+zoO6qFXIr4I5mbmsDSzhIXAApZmlrAV28Le3F77x9HCEVKh1KiGa4W4ShGfWdL0EKjFMqXUjZ+YEk2xL1X31Dyfrb5HCG2nC79cJceK+BXYlb4LADAnZA5eCXuFWvMNlBnPDG8NeguBtoF4//T7+PP6nyipK8Fnoz6DlbD13DVh2mK/qb6QaIr9IoAx7YoNRD+o2DdFt3XjlytV2tare2nZz67MxodnPsTRnKMAAFuxLZ7r+xxm+M+457U6yd/X16EvNo7ZiGO5x7A6cTXSy9PxSeIniE2PxVsRbyHcJfyuzuNpawE7SyFKahpxOa8C/b1sqdgnpqNeU+w3P/CsqJUjp0xdvAU/oMV+rbwW18qv4UrpFWRXZiO7Khs3q24ipyoH9cr6Ln9/K6EVPK084Sn1hKeVJ7ykXgi0DYSPzOeBnG07xE39c9Bqkj4zTbFP3fiJCagqUP9t5QrGmLb7dlsz8TcqG/Hakddw6OYh8Dge3gx/E48GPdqNwZK/a0bADHhJvbDw4EKcLTyLp/98Gl+M/gJ25nY6x4V52oDjgOsltSiuboC9hb16h7IRaKjU+b1Kuh8V+6aoRrcbf2p+JerlKkjFAvjY3XlJN7lSjg2XNuDrS19DrpJDwBPgqeCnML/P/E5fEo7cHY7jMNx9OIa4DsGvGb/i03OfIrMiE0//9TTG+YzD4oGLYW9uf8dzhHnZYH9KIc7dKKdin5gOlQqobyreRM1F/cXccgDqB2HWFkI9BHZv6hR1SC5ORtKtJKSWpOJq2VXcqLwBhrbHW/I5PuzEdrAzt9O2xtuIbSAxk8BcYA4LMwtYCCzURXnLhhkGNCgbUKOoUfcAkNeiWl6N0vpSFNcVa/+UN5SjqrEKl0su43LJZZ33NuOZoYd1DwTZBiHINgihjqHwt/G/6+We9EUzd0PK7cuUaop96sZPjJ1KpdOyn19Rj6KqBvB5nHbuH40GZQMWHV6EozlHIeQJsWrkKozwGKGHoMnfNdB5IDaN3YTnDjyH1NJUzP1zLjaP3axT8MvMzRDgaIUrhVVIvFGGsSHOgFCiXuWmppiKfT0z7N+qpGtUF6r/tlKPtTpzXV3IDfC2BY/XcVebtNI0vHX8LVwtuwoAGOw6GG+EvwEfmU/XxUvuGp/Hx1T/qRjlOQprz6/FtivbsDdrL07kncDbg97GWO+xHb6+f1Oxn3ijDPOA5mJfM88DIcaosQrQFMQtbko0rVUdjUPVp7L6MiQWJuJc0TlcKLqA1JJUKJii1XEO5g4IsA2Aj9RH28LuaeUJZ4lzl7au1ynqkFOVo+1RkF2VjczyTFwpu4IaeQ1SS1ORWpqqPd5CYIG+Dn0R6hiKUKdQhDqGQsQXdVl8f4efg0S7TOnVwurmHh/UjZ+YitpiQKUAwAESJyRcVM+4HuwihbmwuVu+XCXHvw79C8dyj0HEF+GzUZ9hsOtgPQVN7kdPu5749uFv8fSfTyOrIgvP7n8WG8duhEzU/PsyzMtGt9i3tFcX+9VFgJ2fHqMnVOybouqm7lcSJwDNY2w0E2y0RalS4qtLX+GrpK+gYArYiGzw5qA3MdZrrFGNxzQWMpEMSwctxdQeU7E8fjnSStPw2pHXcDD7IN6MeFMnQbeknWQluwyMMXBNPyOoLwcUDYDAsG68CekUmi78fBFg1jyR6N1MOtWd5Eo5km4l4WTeSZzMO4mUkpRWrfaO5o7o59gPIfYhCLIJQoBtwB179XQVc4E5/G384W/jr7NdxVTIrc7FldIrSCtN0/ZGqJZXIz4/HvH58QDU8wIMcBqASNdIDHYdjB7WPfT++4bP49DXQ4YT6SU4f7OsudinbvzEVFQ2LfcrcQT4ZjidpW4MiPBpnvSZMYblJ5fjWO4xiPlifB71OSJcIvQRLekkXlIvfD3ma8zZNwdXyq7ghQMvYMOYDbBoyn0DvGzwU0J28yR9Vq5A2XWgMld/QRMAVOybJs26lxJHMMa0LfsDvW3bPLy4rhhLji5BQkECAOAhr4fwVsRbrcbsEMMTYh+CH8f9iP9d/B82XtqIvVl7ca7oHFaNWIXeDr1bHd/bTQYBj8OtqgbklNXBw8YG4AvV466qCwFrTz1cBSFdrI3x+oyx5mL/LtaN7ipl9WU4fPMwDt08hNP5p1Gr0O0m3sO6B/o79Uc/x34IdQyFq6Wr3gviO+FxPHhYecDDygOjvUYDUD9QTi9Px4WiCzhXdA5nC86iqK4IJ/JO4ETeCQDqBxlD3YciyjMKES4Remv1D/O0URf72eV4IsJLvVEoUf/dUNX+CwkxBpou/FbqyflOZ6objCJ8m+8J15xbg18zfgWf4+OTkZ9QoW8kvGXe2DBmA+b+ORcXiy9iybEl+HTkp+Dz+BjgrW4supRToZ7k2doDyAZQnq3foAkV+yZHpWxe91LihOzSWtyqaoCQz9MuvdbSmYIzWHxkMUrqS2AuMMc7ke9gvM94g7+ZJM3M+GZ4KfQljHAfgTePv4kblTcwe99s/Dvi35jhP0Pneyk24yPETYakm+U4l10GD1sL9dI6FdlAFRX7xEi1UezfLK1DaU0jhHxet8/EX1BTgLjsOMRlxyGxMBEqptLusxXbYpDLIAxxG4JIl0g4WDh0a2xdhc/jI9A2EIG2gXg06FEwxpBRnqHuxZB/EokFiSiqK8Iv137BL9d+gYXAAsPch2GUxygMcx/W5gzRXUUz47hmBnIAgLl6G+rKuy0OQvRC07Jv5YKiynpkFteA44Dwpgaj3em7sTF5IwBgWeQyDHcfrq9ISRfwt/HHuqh1+Oe+f+LwzcNYc34NFvVfBE9bC9hLRCiubkDSzXJEyJpWK6nI0Wu8hIp901NbAjAVwPEASwecvap+QtvLTapeaq2F2GuxWBG/AgqmQA/rHvhk5CfwlfnqI2rSCfo49MHP43/G0hNLEZcdhxXxK3C5+DKWDlqqMynWAC8bJN0sx6nMUkzu5wZYOTUV+/l6jJ6QLtRGsX/+prqQ6+kqhUjQ9ctDFdUW4Y+sP7Avax+SS5J19gXZBmGU5yiMcB+BINsgk1jSlOM49LDpgR42PfBUyFNoUDYgsSARh24ewsGbB1FUW4Q/r/+JP6//CQFPgCGuQzDedzxGuI/QdivtKv081C1YGbdqUFErh8zCrHnJxvpyWmqKGLcWk/OdzlK36gc5SyGzMMPlkstYEb8CAPBc3+cw1X+qvqIkXaivQ1/8Z8h/sOTYEmxO3owe1j0wyW8SIv3s8FtSHk6kFyPCTlPs39RvsISKfZOjWS7Fwh7g8bVjrVp24VcxFdaeX4uvL30NABjnMw7LBy+HucC828MlnUsilGD1yNXYfHkz1pxbg53XdqKotggfj/hYe4M82M8OG49n4WRGcdOLmsbtayZ2JMTYaGbiFze34Gu68Id24Xj9qsYqHLhxAL9n/Y6E/ATt+HsOHEIdQxHlGYVRnqPgbuXeZTE8KER8EQa7DcZgt8H4d8S/cbn4srb3w/XK6ziScwRHco7AXGCOKM8ojPMZh0Gug7pkAkJbSyG87SxwvaQWF3LKMSLAoXmCPpVC3YOOT7dXxEiV3VD/LfPQ3kMO8rVFWX0Z/nXoX2hUNWKE+wg83/d5PQZJuto433HIrMjElxe/xHun3kMvu14Y1sMevyXl4Xh6MRb5NhX75VTs6xv9NjI12vH6TmCM4dg1dUE3pId6AicVU2FF/ArsvLYTAPBsn2fxYr8Xqdu+EeE4Dv/s9U/4ynyx+MhiHMs9hmf+egbro9bDWmyNcB9b8HkcbpTU4mZpLTyaxuVpHxQRYmwUTTOot2gR1oxDDetg4tK/Q66S41jOMezJ3IMjN4+gUdWo3dfPoR/G+47HaK/ReptU70HA43jo7dAbvR1645X+ryCjPAN7s/Zib+Ze5FTnYE/mHuzJ3ANbsS3Geo/FlB5TEGwX3KkxhHna4HpJLc7dKFMX+y2XDFQpqNgnxqssCwDAbHxwNF59DznIxxbvnHgH+TX58JJ64YNhH5hEDyRT90K/F5B0Kwmn8k/h1SOv4pOhmwAASTkVqDb3hgRQt+xTbye9on+JpkYzK6aVMzJu1SC/oh5CAQ/hPrZQqpRYdnIZdl7bCR7Hw4rBK7AgdAEV+kZqpMdIbBizAdYia1wqvoT5++ejoqECVmIz7ezjJzOK1d34geZVHAgxNiql+m+eurt+eW0jUgvUrf2DfNueuPRe3ai8gVWJq/DQ9ofw8qGXsf/GfjSqGuEr88VLoS/hj2l/4Ltx32FW0Cwq9O+Rn7UfXgp9CXun7cX3477H40GPw1Zsi9L6UvyU9hMe3fMoHvntEfyQ+gMqGio65T1Dmx4CJTR1Y25V7BNirErVxX4OzxnZpbUw43Mo5h3D4ZzDMOOZ4ZMRn0Aq7N55Toh+8DgeYobFwE5sh/TydHx39TP42ltCqWKIL27qDdxYDdSVdXwi0qWo2Dc15U3dr2y8cOyaeqK+cG9biAQ8vBv/Lnal71L/4x0aQ2OtTEA/x37YEr0FtmJbpJam4rn9z6GqsUrb0+N4egkgdVMfTJOsEGOlKc6aCrZTmaVgDOjhKIGjlbiDF3asTlGH3zJ+w5x9czAhdgI2J29GSX0JbMW2eCr4KWybsA27Ju/C/D7zqat+J+A4Dn0d+uLfEf9G3CNx+GL0F3jY+2EIeUKklaZhZcJKjNo2Cq8feR0n807qTHx4r4b4qWceT7xRhrpGJRX7xDQ0VAG16tb8g4XqnlD9fBRYc/5jAMDC0IUItA3UW3ik+9mb2yNmWAw4cNhxdQd8vNQPgw5mVKuHDAM0I7+eUT8zU6MZa2XthcNX1MX+UH97fJH0BWLTY8Hn+Fg5fCWivaP1GCTpTn7WftgwZgOe/vNpJJck45VDr+AZ/w/wWRxw9OotKAZ5qRNF09N8QoyOUq7+u2l896lM9TjUSN+/t7xoakkqdl7bib2Ze1ElVy/FxuN4GOI6BNP9p2O4x/AuGUtOmgl4Agx1G4qhbkNR0VCB3zN/R2x6LNJK0/DH9T/wx/U/4GLpgqk9pmJKjylwkbjc0/l97C3hZm2O3PI6JFwvxYgeLX5WND1FCDE2mvsAc1v8lVEHQIlyyTeoa6hDuHM4ngp5Sq/hEf2IdI3EnJA52Hx5My43fg1OsAB/XS7AB27+4LKLgVtXANd++g7TZFGxb2qaWvZrLNy1E7DxpWexLukLAMDSQUup0DdBATYB+OqhrzD3z7lIKEiAo8WnsJP8AyXVcpyptEYkoB53pWgEBEJ9h0tI57qtZf9oU6+nSL+7L/arGquwN3Mvdl7bidTSVO12V0tXTPVXF5TOls6dFzO5azKRDI/3fByP93wcKSUpiL0Wi9+zfkd+TT7WJ63HF0lfYLDrYEzzn4Z/ePwDZvw7P4jhOA5Dethh29kcHL92Sz1un+OpV7uhln1irErSAQByax/EZ5RAaHcUBQ1XYWVmhfeGvEfj9E3YgtAFOJV/CqmlqZC470DJ9TkoFPvCGfFAUYq+wzNpVOybEsaA0kwAwKlSCeRKObzdcrH+krrQf6b3M5gRMEOfERI96mnXE5+M+AQvxr2IPZl7EOBnhpKkCOy+pkCkmQUgr1UX/HZ++g6VkM7VYsx+elEVMm/VQMjnYZh/x2PnGWNILk7Gjms78EfWH6hrmuhPwBMgyjMK0/ynYZDLILoBNiDBdsEItgvGqwNeRVx2HGKvxeJ0wWmcyDuBE3knYCu2xUTfiZjmPw2+1h0vNTvU3wHbzubgYFoR3hzXExxPACgbqdgnxqvgIgAgk+cNCPMhcjgAAHgj4o177h1DjIuQL8TKYSsxc89MNJhfhZnNSSTUumASABSl3unlpAtRsW9KqvKB2hKA4+P7TDF4whxUyTZCwRR42OdhvBT6kr4jJHo2xG0I3h70NpbHL8fVxlgIZDzsSzHDBw5+4BVeUidsKvaJsdEUZ3wz7EtWT0Q5uIcdrMRtt/BWNVbh98zfsePqDlwpu6Ld7iPzwXT/6ZjkNwk24s6dxZ90LrFAjPG+4zHedzxuVt5EbHosdqXvwq26W/gm5Rt8k/INQh1DMc1/GsZ4jdEuTdrSPwIdIBTwkHGrBqn5VQimYp8Yu3x1sf9nuQPErtsATomRHiMx0XeingMjhsDX2heLByzGe6ffg8hxH77PndhU7FPLvj4ZdHPDunXr4O3tDbFYjIiICCQkJOg7pAdbfhIAoME2AIdv5MDcczMaWS3CHMOo+xXRmh4wHfN6zwMAmLvEooq7jCxhgHpn7lk9RkZIF1Gpx+wzjo/Y8+oVS8aG6Ha5Z4zhQtEFvHPiHURtj8L7p9/HlbIrEPKEmOg7Ed9Ef4Pdk3djdshsKvQfMB5SDywMW4i/ZvyFtaPWYqTHSPA5Ps4XncfbJ97GqO2jsCJ+BS4XXwZjTPs6K7EZRgU6AgB2J+U2T9JHxT4xRkoFkJsIANjGzwVfnA+pUIZlkcto1SaiNTNwJoa7DQfHUyDV4QTqOJ66V2j5TX2HZrIMtrrbunUrFi1ahGXLluHcuXPo27cvxo4di6KiIn2H9uDKPgUAOK5wg7nHZvDMyuEt9caaf6yBkE/jsEmzl0JfwgTfCQCngrnbD/i6tKlV6yY9cCNGqKk4y6mUI+NWDSQiASb0UXdJvVF5A+svrMf42PF48o8nEZseizpFHfxkfngj/A0cnHkQHwz7AGFOYXTD+4AT8AQY6TESa0etxV8z/sLLYS/Dw8oDNfIabL+6HbN+n4VHfnsEP6b+qF3Cb0qoerWSnxNugnHqpRtpgj5ilHLOAPXl+M3SFhV26sajtyOX0lKhRAfHcVgxZAUs+DJAXIR3bLzUOzLi9BuYCeNYy8fUBiQiIgIDBw7E559/DgBQqVTw8PDASy+9hDfeeOOOr6+srIRMJkNFRQWk0q5Z77PlR9fyU2Qt9jHGoP6vmUrV/JUKzUv/3P6tYKz5vLefRcXa+H/Ne7Y4kmk211dA8s1DuCYvwXN2PVArqoa10A4/T/wBbhK3e7puYhrkSjme+Ws+zhWdBZQi/LckF6Nq6yFccNYkuvJ3Rw7Rl27Pj2DtbtP8P2MMLROl6rZj2W2v1102rUXOY+29XjdPttzPP/we+Ikb8YvZJKyoGYvoUAZ/ryIcyz2G9PJ07XHmAnM85PUQHgl4BH0d+lJxbwJUTIXEwkTsvLYT+6/vR6OqEYD6wUCYYxgGuw7BloMq5BRJkWT+OqSKMuD5eMApWM+Rdz1jzZFdfl233bM1fdGU31rkOKVKu0/VIn8xpnus5j6z+f8152baVwMAU7XMwy3uF7WptCnPovnmk6madjIV8NcbiCs4ig/sbKHkgCm+j+I/w5be54dBjFXcjcN45bB6ePAz5RV4ku8C2/kHAaGlniPrHoaUHw2y2G9sbISFhQV27NiBKVOmaLfPnj0b5eXl2L17d6vXNDQ0oKGhQft1ZWUlPDw80HddEPjmfLAW92S3X3BHHwBr5/8BgD3AN3oWPDv8MOFr9LDpoe9QiAGrbKzE//02H1nVl7XbhCqGB/cn/+4p65S48GKaQSTq+9VRfuRZ8LXbO8p37e1/kPPg3eBzfES6RmKC7wT8w+MfbY7dJqZBs4TfL9d+0ZmroSUzxsAzuLuqrmEsOfJe7h+Bu79nvNPXD3LuDJYOx/eTP6UlREmH3jr8CX69sUX7tYCp7x85BqO/jzSk/GiQE/QVFxdDqVTCyclJZ7uTkxPS0tLafE1MTAzefffdVtsbeRz4PGP/kbp7nEoAf8kwfDHubThaOug7HGLgpEIpdkz5Fq8fWI3Dub9Aya9Fo4n8e1Ia0XV2mB8f4BvOrsDj+PCV+SDYLhhDXIdgsOtgWIut9R0WMQAtl/C7UXkDx3OPIz4vHtfKriGvJg8AIOc447+LbWIsOZLuH++ehVKM4e5PYuXoF8Hn8e/8AmLS3h/5KpxPe+LH5M9QLSiHQnO/YQL/rAwpPxpky35eXh7c3Nxw8uRJREZGare//vrrOHLkCE6fPt3qNe09mT2R+CckEnWXEa7pp0v9u7jFN4HT+Qq8Fj+Mmu3qIzjNZvVxLV7Fa/FN1Z6txftwLV/L3fY+gE53UI5r+W7q1zbv5nTP3/IyWrwH1/IKNceJZBBb2kMooCex5N4pVUpcLylAbVkWlAaXNTpfdXUNhg2INoinsvfrzvmRuy3XqZcMh8622/KfzkOCpiOaT6KTY7mm6WFa7NbmPO62IwHdHM1xt8V22+9PXoupZ7imQksnMo7T/Ru6+zUTkzIzCSyt7cHn8WmyUnLPGpQNKK+tQkHeldsG7hkvY8mR7efHv9T5kdPNGjyu+eZLndva24fmpMi1dR/H0+zSyYfavzmuKac150/WdD+oezzX4r00CbBpj/belGvOpRzXdF95W+5s4zj1NTUV9RwP1uaW4PEoP5J7l1dRgrJbmVAoG00iRxpSfjTIln17e3vw+XwUFhbqbC8sLISzs3ObrxGJRBCJRK229+oxSO8fMiHGgM/jw8/BDXAwjTkeKisr9R1Cp6H8SEjXEvFFcLISwSnQdCYrM5Yc2X5+jKD8SEgncZXZwVVmp+8wuo0h5UeDfDwnFArRv39/xMU1z9yoUqkQFxen09JPCCGEEEIIIYSQ1gyyZR8AFi1ahNmzZ2PAgAEIDw/Hp59+ipqaGsydO1ffoRFCCCGEEEIIIQbNYIv9Rx99FLdu3cI777yDgoIC9OvXD/v27Ws1aR8hhBBCCCGEEEJ0GWyxDwALFizAggUL9B0GIYQQQgghhBDyQDHIMfuEEEIIIYQQQgj5+6jYJ4QQQgghhBBCjAwV+4QQQgghhBBCiJGhYp8QQgghhBBCCDEyVOwTQgghhBBCCCFGhop9QgghhBBCCCHEyBj00nv3gzEGAKisrNRzJISQB5Emd2hyiTGh/EgIuV/GmiMpPxJC7pch5UejLfZLSkoAAB4eHnqOhBDyICspKYFMJtN3GJ2K8iMhpLMYW46k/EgI6SyGkB+Ntti3tbUFAGRnZ+v9Qx44cCDOnDmj1xgojrYZSiwUh+HFUVFRAU9PT20uMSaUHw03DsBwYqE4KI6OGGuONKT8CBjO95vioDgehDgAw4jFkPKj0Rb7PJ56OgKZTAapVKrXWPh8vt5joDjaZiixUByGGQfQnEuMCeVHw40DMJxYKA6K424YW440pPwIGM73m+KgOB6EOADDisUQ8qP+IzABL774or5DAEBxtMVQYqE4dBlKHKTrGcr32lDiAAwnFopDF8VB9MFQvt8Uhy6KQ5ehxAEYViyGgGOGMHNAF6isrIRMJkNFRYXBPN0hhDw4jDmHGPO1EUK6h7HmEWO9LkJI9zGkPGK0LfsikQjLli2DSCTSdyiEkAeQMecQY742Qkj3MNY8YqzXRQjpPoaUR4y2ZZ8QQgghhBBCCDFVRtuyTwghhBBCCCGEmCoq9gkhhBBCCCGEECNDxf4drFu3Dt7e3hCLxYiIiEBCQoJ237PPPgs/Pz+Ym5vDwcEBkydPRlpa2h3PuX37dgQFBUEsFqN3797Yu3evzn7GGN555x24uLjA3Nwco0ePxrJly9qNAwDi4+MxatQoWFpaQiqVYvjw4airq+swjsOHDyMsLAwikQg9evTAli1b7nj9ixcvbjeOjIwMTJ06FQ4ODpBKpZg5cyYKCwvv+Hncaxw9e/bEsGHD4OrqCo7jsGvXLu1xcrkcS5YsQe/evWFpaQlXV1c89dRTyMvL69Y4AGDOnDngOE7nT3R0dKfHERERgS+//BITJ05sN5bq6mosWLAA7u7uMDc3R3BwMP73v//dMZaLFy9i2LBhEIvF8PDwwEcffdTqGM3Ps0AggIWFBSwsLODo6IgpU6bgypUrOsd+9dVXGDlyJKRSKTiOQ3l5+R1j+Lufye3/Rkjno/zY+vo7+kwoR+7SOba7cuSd4uiO/CgWi+Hs7IyAgABYWVlRjjQRlCPpHvLvxAFQfqT82IkYadfPP//MhEIh27RpE7t8+TKbN28es7a2ZoWFhYwxxr788kt25MgRlpWVxRITE9nEiROZh4cHUygU7Z7zxIkTjM/ns48++oilpKSwpUuXMjMzM3bp0iXtMStXrmQymYzt2rWLJSUlsf79+zMA7Msvv2wzjpMnTzKpVMpiYmJYcnIyS0tLY1u3bmX19fXtxpGZmcksLCzYokWLWEpKClu7di3j8/ls37597V7/qFGjGAD26aeftoqjurqa+fr6sqlTp7KLFy+yixcvssmTJ7OBAwcypVLZqXFER0czkUjENm/ezACw2NhY7bHl5eVs9OjRbOvWrSwtLY3Fx8ez8PBw1r9///a/0V0QB2OMzZ49m0VHR7P8/Hztn9LS0k6PY968eczS0pK98sor7Jdffmkzlnnz5jE/Pz926NAhlpWVxb788kvG5/PZ7t27242loqKCOTk5sSeeeIIlJyezn376iZmbm7Mvv/xSe0zLn+ehQ4eyiRMnMoFAwHbs2MHGjRvHPD09WXV1tfb41atXs5iYGBYTE8MAsLKysg4/j/v5TFr+GyGdj/Jj6+u3sLBo9zOhHKm/HHmnOLojP6akpDBfX1/G5/NZbGwsu3DhAuVII0c5ku4hKT9SfjQEBlvsf/7558zLy4uJRCIWHh7OTp8+rd1XV1fHXnjhBWZra8ssLS3ZtGnTWEFBwR3PuW3bNhYYGMhEIhHr1asX+/3333X2q1Qq9vbbbzNnZ2cmFouZVCplTzzxhHa/Uqlkrq6uLCYmps3zJyUlMQAsPT293RhmzpzJxo8fr7MtIiKCPfvss9oYnJ2d2X//+1/t/v79+zMej8d++umnNuOIiIhgS5cuveP1t/T666+zkJAQnW2PPvooGzt2rPbr8PBw9uKLL+p8bWFhoX3flnH8+eefjMfjsYqKCu3x5eXljOM4tn///k6No+X7tpWYbpeQkMAAsBs3bnRrHLNnz2aTJ0/uMLbOjoMx1mYsISEhbMWKFTrbwsLC2FtvvdVuLOvXr2c2NjasoaFBu23JkiUsMDBQ+3VHP89FRUUMADty5Eircx86dOiuE/Xf/UxkMhmztrbWaw6JiopiV69eveN57xXlR8PLj0qlkpmZmbFBgwbpbKMcaVg50lDyI2OMcmQX5UhDyI9RUVGsT58+Hf6uvp2x50i6h6T8SPlRP/nRILvxb926FYsWLcKyZctw7tw59O3bF2PHjkVRUREA4F//+hd+++03bN++HUeOHEFeXh6mTZvW4TlPnjyJxx57DE8//TTOnz+PKVOmYMqUKUhOTtYe89FHH+Gzzz7D//73Pxw/fhxVVVXYv38/6uvrAQA8Hg+jR49GfHx8q/PX1NRg8+bN8PHxgYeHh3a7t7c3li9frv06Pj4eo0eP1nnt2LFjtefMyspCQUGB9pjGxkZcuHABQUFB2mNaxlFUVITTp0/D0dERgwcPhpOTE0aMGIHjx4/rvMfIkSMxZ86cu46jsbERiYmJOnEkJiYiPDy8zTgaGhrAcZzOEhNisRg8Hk8nlvuN4/b3vRsVFRXgOA7W1tbdHsfhw4fh6OiIwMBAPP/88ygpKdHZ311xDB48GL/++ityc3PBGMOhQ4dw9epVjBkzRnvMnDlzMHLkSJ1Yhg8fDqFQqBPLlStXUFZWdsd4KyoqAAC2trbtxtWWzvhMtm/fjqqqKnh7e+sth5w+fRqWlpYYO3asNod0BsqPhpcfAUChUEChUECpVGq3UY58MHKkPvIjAMqRXZAjDSE/nj59Gubm5rh48SKGDx+uPcaUcyTdQ1J+pPyov/xokMX+qlWrMG/ePMydO1c7NsTCwgKbNm1CRUUFNm7ciFWrVmHUqFHo378/Nm/ejJMnT+LUqVPtnnPNmjWIjo7G4sWL0bNnT/znP/9BWFgYPv/8cwDqMU6ffvopli5dismTJ8PFxQWMMZSVlemMX3FyckJBQYH26/Xr10MikUAikeCPP/7A/v37dX64/fz8YG9vr/26oKAATk5OOrG1PKfmb80xxcXFUCqVcHZ21nlfzWsyMzMBAMuXL8e8efOwb98+hIWFISoqCteuXdMe7+npCRcXlzvGUVlZibq6Ou373h6Hq6trm3EMGjQIlpaWWLJkCWpra1FTU4PXXnsNSqUS+fn5nRZHe9+H9tTX12PJkiV47LHHIJVKuzWO6OhofPvtt4iLi8OHH36II0eO4OGHH9YpBrrr81i7di2Cg4Ph7u4OoVCI6OhorFu3TudGxMXFBZ6enneMRbOvo2Py8/PxyiuvYMiQIejVq1e7cbWlMz6TVatWoW/fvhAKhXrLIX369MG3336LvLy8VmPg7gflR8PLj5pYGGOorq5uM37Kka0ZSo7s7vxYUFAAlUpFObILcqQh5Mc+ffrgv//9LwC0GoNvqjmS7iEpP1J+1F9+NLhi/05PnRITEyGXy3X2BwUFwdPTU+ep1P0+DdUICQnp8KnbE088gfPnz+PIkSMICAjAzJkzdZ7AxMXFYcGCBff2IdwDlUoFQD3Ry9y5cxEaGorVq1cjMDAQmzZt0h737bffIiYmpsvicHBwwPbt2/Hbb79BIpFAJpOhvLwcYWFh4PGaf8y6Oo6W5HI5Zs6cCcYYvvjiC5193RHHrFmzMGnSJPTu3RtTpkzBnj17cObMGRw+fLhb4wDUyfrUqVP49ddfkZiYiE8++QQvvvgiDhw4oD0mJiYG3377bae8X3V1NZKTk/Hzzz/f82vv9zPR5BAvLy/tNn3lEJlMhoiIiLtuQbjba6P8eHcMJT8ClCPbYig5srvzIwC8+OKLlCPRuTnSkPKjpjBs2WrXFsqRapQfW6P8SPmxs/Kj4L5e3QU6euqUlpaGgoICCIVCne40mv0tn0rd79NQe3t78Pl8WFhY6Jy3sLAQzs7O2q9lMhlkMhn8/f0xaNAg2NjYIDY2Fo899lib1+fs7NxqdtGW59T8XVhYCBcXF20cBQUFOk+3NK/RPL0KDg7WOWfPnj2RnZ3dZgwdxSGVSmFubg4+nw8+n689RhNHXl6ezvW3jH3MmDHIyMhAcXExBAIBrK2t4ezsDF9f306Lo633bYsmSd+4cQMHDx7UeSLbnXG05OvrC3t7e6SnpyMqKqrb4qirq8Obb76J2NhYjB8/HgDQp08fXLhwAR9//HGr5HOnWDT72jtmy5YtUCgUOHToENzd3ds89724189Ek0MaGhp0PpPuziHtnfd+UH40zPyo+Uw4joNEImk3fsqRHdNHjuzu/FhYWAilUok9e/bg6NGjlCPbOO/fZSj5EWjOB7fP4m6qOZLuISk/Un7UX340uJb9znK/T0OFQiH69++vHZ8BqJ+AxsXFITIyss3XMPWEh2hoaGj3vJGRkYiLi9PZtn//fu05fXx84OzsrD1GKBSiX79+SEtL0x7TMg5vb2+4urq2Wp7i6tWrOk+l7jUOzfW3jKN///44c+ZMm3G0ZG9vD2traxw8eBBFRUWYNGlSp8XR0ftqaJL0tWvXcODAAdjZ2bX7/l0Zx+1ycnJQUlKi072oO+KQy+WQy+U6T8cBgM/na5/qtxfL0aNHIZfLdWIJDAyEjY1Nq3gZY1iwYAEuXLiA6dOnw8fHp91z34u/85kAwNmzZ+/6e9OWrm5R0SfKj52bHwFAIBBo/9zpM6Ec2TZ95Mjuyo+A+t/Al19+ibq6Ohw8eJBypIHqjOsSCoWwsbHRKTJMOUfSPSTlR8qPenTfU/x1soaGBu3SCy099dRTbNKkSSwuLq7NGRg9PT3ZqlWr2j2vh4cHW716tc62d955h/Xp04cxxlhGRgYDwM6fP6/d//PPPzOO49hDDz3EUlJS2Pz585m1tTUrKChgGRkZ7IMPPmBnz55lN27cYCdOnGATJ05ktra2Oks1jBo1iq1du1b79YkTJ5hAIGAff/wxS01NZcuWLWtz2RRra2u2e/dudvHiRTZgwADGcRzbsGFDqzgYUy9FIZVK2fbt29m1a9fY0qVLmVgs1pnR9cknn2RvvPGG9mvNUhSLFy9mqampbN26dW0uRSESidiWLVtYSkoKi4qKYgDYmjVr2oxj06ZNLD4+nqWnp7PvvvuO2draskWLFul85p0Rx9y5c5lEImEHDhxgANiqVavY+fPn2Y0bN1hjYyObNGkSc3d3ZxcuXNBZsqTlrKBdHUdVVRV77bXXWHx8PMvKymIHDhxgYWFhzN/fX2c5m86IY/78+Uwmk7EDBw6w8+fPt4qFMcZGjBjBQkJC2KFDh1hmZibbvHkzE4vFbP369drzvvHGG+zJJ5/Ufl1eXs6cnJzYk08+yZKTk9nPP//MLCwsWi2dovl5njVrFhOJRIzP57NDhw5pP/fa2lrt8fn5+ez8+fNsw4YNDAA7evQoO3/+PCspKem0z+TChQuM4zhmaWmpMzuqPnIIY4wNHz6cLVy4sN3z3gvKj4abH+fPn88sLCxabaMcqf8c2VEcjHVPfkxNTWUDBgxgANimTZt0PnfKkZ2TIw0pPzLGWFBQEOPz+W3mA1PMkXQPSfmR8uNqnW3dlR8NrthnTL0EwoIFC7RfK5VK5ubmxmJiYlh5eTkzMzNjO3bs0O5PS0tjAFh8fHy755w5cyabMGGCzrbIyMhWy5V8/PHH2v0VFRVMIBAwe3t7JhQKWXh4ODt16hRjjLHc3Fz28MMPM0dHR2ZmZsbc3d3Z448/ztLS0nTew8vLiy1btkxn27Zt21hAQAATCoUsJCSk3aUXnJycmEgkYlFRUeztt99mnp6ereLQiImJYe7u7szCwoJFRkayY8eO6ewfMWIEmz17ts62Q4cOsX79+jGhUMh8fX3Z5s2bW31ua9eu1XnfV199td04lixZwpycnJiZmRnz9/dnn3zyCVOpVJ0eR1BQEAPQ6s/s2bNZVlZWm/sAsEOHDnVbHLW1tWzMmDHMwcGBmZmZMS8vLzZv3rxWS3N01vdl3bp17cbCmDpBzpkzh7m6ujKxWMwCAwNbfX9mz57NRowYofM+SUlJbOjQoUwkEjE3Nze2cuXKVrFofp7b+9xbxr9s2bI7HtMZn4mlpSWbMWOGdp8+c4hIJNIuedQZKD8abn48depUm9s0KEfqJ0d2FAdj3ZMfhUIh5chuyJGGlB9FIhGbM2dOm/nAVHMk3UNSfmyJ8mP35EeDLPbbajFp+fTvueeeY56enuzgwYPs7NmzLDIykkVGRuqcozOehk6ePJn5+Piwurq67rlwQkinMOYcYszXRgjpHsaaR4z1uggh3cfY8ohBFvuMtd1iolFXV8deeOEFZmNjwywsLNjUqVNZfn6+zus762nolStXuuwaCSFdx5hziDFfGyGkexhrHjHW6yKEdB9jyiMcY4yBEEIIIYQQQgghRsNoZ+MnhBBCCCGEEEJMFRX7hBBCCCGEEEKIkaFinxBCCCGEEEIIMTJU7BNCCCGEEEIIIUaGin1CCCGEEEIIIcTIGESxv27dOnh7e0MsFiMiIgIJCQnafV999RVGjhwJqVQKjuNQXl5+V+eMjY3FoEGDIJPJYGVlhZCQELzyyitdcwGEEL1rL4+UlpbipZdeQmBgIMzNzeHp6YmFCxeioqLijufcsGED+vbtC4lEAmtra4SGhiImJqarL6UVypGEkPtB+ZHyIyGkbcacHwEDKPa3bt2KRYsWYdmyZTh37hz69u2LsWPHoqioCABQW1uL6OhovPnmm3d9zri4ODz66KOYPn06EhISkJiYiPfffx9yubyrLoMQokcd5ZG8vDzk5eXh448/RnJyMrZs2YJ9+/bh6aef7vCcmzZtwiuvvIKFCxfiwoULOHHiBF5//XVUV1d301WpUY4khNwPyo+UHwkhbTPm/KjF9Cw8PJy9+OKL2q+VSiVzdXVlMTExOscdOnSIAWBlZWV3POfLL7/MRo4cecfjdu3axUJDQ5lIJGI+Pj5s+fLlTC6Xa/cDYOvXr2fR0dFMLBYzHx8ftn379ru/OEJIt7jbPKKxbds2JhQKdf69327y5Mlszpw5d3zvDRs2sKCgICYSiVhgYCBbt26ddl9WVhYDwH766ScWGRnJRCIRCwkJYYcPH+70a6McSQhpC+VHyo+EkLYZc37U0Gux39DQwPh8PouNjdXZ/tRTT7FJkybpbLuXRB0TE8McHBzYpUuX2j3m6NGjTCqVsi1btrCMjAz2119/MW9vb7Z8+XLtMQCYnZ0d27BhA7ty5QpbunQp4/P5LCUl5Z6ukxDSde4lj2hs2LCB2dvbd3jeZ599lgUFBbHr16+3e8z333/PXFxc2M6dO1lmZibbuXMns7W1ZVu2bGGMNSdrd3d3tmPHDpaSksKeeeYZZmVlxYqLizv12ihHEkJuR/lRjfIjIeR2xpwfW9JrsZ+bm8sAsJMnT+psX7x4MQsPD9fZdi+Jurq6mo0bN44BYF5eXuzRRx9lGzduZPX19dpjoqKi2AcffKDzuu+++465uLhovwbAnnvuOZ1jIiIi2PPPP3+3l0gI6WL3kkcYY+zWrVvM09OTvfnmmx2eNy8vjw0aNIgBYAEBAWz27Nls69atTKlUao/x8/NjP/74o87r/vOf/7DIyEjGWHOyXrlypXa/XC5n7u7u7MMPP+zUa6McSQi5HeVHNcqPhJDbGXN+bEnvY/bv18MPPwyJRAKJRIKQkBAAgKWlJX7//Xekp6dj6dKlkEgkePXVVxEeHo7a2loAQFJSElasWKF9rUQiwbx585Cfn689BgAiIyN13i8yMhKpqandd4GEkE5TWVmJ8ePHIzg4GMuXL9duDwkJ0eaBhx9+GADg4uKC+Ph4XLp0CS+//DIUCgVmz56N6OhoqFQq1NTUICMjA08//bROHnnvvfeQkZGh874t84hAIMCAAQO6LY9QjiSE3A3Kj5QfCSFte5Dzo+DvX/b9s7e3B5/PR2Fhoc72wsJCODs739U5vv76a9TV1QEAzMzMdPb5+fnBz88PzzzzDN566y0EBARg69atmDt3Lqqrq/Huu+9i2rRprc4pFov/5hURQrrb3eaRqqoqREdHw8rKCrGxsTr5Yu/evdrJl8zNzXXO06tXL/Tq1QsvvPACnnvuOQwbNgxHjhxBcHAwAPWMqxERETqv4fP53XptHaEcSYjpovzYMcqPhJguY86PLem1ZV8oFKJ///6Ii4vTblOpVIiLi2v1NLQ9bm5u6NGjB3r06AEvL692j/P29oaFhQVqamoAAGFhYbhy5Yr2tS3/8HjNH8upU6d0znPq1Cn07NnzXi6TENKF7iaPVFZWYsyYMRAKhfj1119b3Yx5eXlp//27ubm1+16aBF1TUwMnJye4uroiMzOzVQ7x8fHReV3LPKJQKJCYmHhXeYRyJCHkflB+7BjlR0JMlzHnx5b02rIPAIsWLcLs2bMxYMAAhIeH49NPP0VNTQ3mzp0LACgoKEBBQQHS09MBAJcuXYKVlRU8PT1ha2vb5jmXL1+O2tpajBs3Dl5eXigvL8dnn30GuVyOhx56CADwzjvvYMKECfD09MSMGTPA4/GQlJSE5ORkvPfee9pzbd++HQMGDMDQoUPxww8/ICEhARs3buziT4UQci86yiOaRF1bW4vvv/8elZWVqKysBAA4ODi0+xT1+eefh6urK0aNGgV3d3fk5+fjvffeg4ODg/aXwLvvvouFCxdCJpMhOjoaDQ0NOHv2LMrKyrBo0SLtudatWwd/f3/07NkTq1evRllZGf75z3/e97UBlCMJIR2j/Ej5kRDSNmPOj1r3NMK/i6xdu5Z5enoyoVDIwsPD2alTp7T7li1bxgC0+rN58+Z2z3fw4EE2ffp05uHhwYRCIXNycmLR0dHs2LFjOsft27ePDR48mJmbmzOpVMrCw8PZV199pd0PgK1bt4499NBDTCQSMW9vb7Z169ZOv35CyP1rL49oJmZq609WVla759uxYwcbN24cc3FxYUKhkLm6urLp06ezixcv6hz3ww8/sH79+jGhUMhsbGzY8OHD2S+//MIYa55g5ccff2Th4eFMKBSy4OBgdvDgwU65NsYoRxJC7ozyI+VHQkjbjDk/MsYYxxhj9/Z4wHRwHIfY2FhMmTJF36EQQh5A169fh4+PD86fP49+/frpO5xORzmSEPJ3UX4khJC2dWZ+fOBn4yeEEEIIIYQQQoguKvYJIYQQQgghhBAjQ934CSGEEEIIIYQQI0Mt+4QQQgghhBBCiJGhYp8QQgghhBBCCDEyVOwTQgghhBBCCCFGhop9QgghhBBCCCHEyFCxTwghhBBCCCGEGBkq9gkhhBBCCCGEECNDxT4hhBBCCCGEEGJkqNgnhBBCCCGEEEKMDBX7hBBCCCGEEEKIkfl/CGIoVtkLR7UAAAAASUVORK5CYII=", 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99RQjR45k/fr1PR7zmGOOwWAw8OCDD1JTU0NMTAynnHKKM4DOysri1FNP5a233iI1NdW5BE1vfDnf6rTTTqOgoIBJkyaRnZ3Nvn37WLhwIQcPHuS///1vh+cuWLCAb775psN/xqNHj2bGjBkcc8wxpKWlsWPHDp5//nlaW1t54IEHfDJGIXxBzpE9k3Nk1+bPn8/KlSu57LLL2LJlC1u2bHF+LTExkTPPPNP5767Okddccw3/+te/mDt3LjfddBMmk4nHHnuMnJwc/vCHP/hkjEJ4S86PPZPzY2f9+vXr0HhQc+ONN5KTk9Ph3Ag4b4q0rxa47bbbeOuttzj55JP57W9/S319PQ8//DCjR4/mV7/6lddjFD0IdPt/4Tlt2ZTuPvbv39/tsikJCQmd9qctyaFpv2xKe3//+98VQLnpppucn3vnnXeUqVOnKgkJCUpCQoJSVFSkXHvttcq2bdt6/T7uvfdepU+fPoper++whEpjY6Ny+eWXKykpKUpSUpJy/vnnKxUVFd0um9J+CZSjv9ddu3Yps2bNUuLj45WcnBzlzjvv7LQ83NH7VRRF+eabb5Tx48crZrNZGThwoPLss892+jkpSudlUxRFUf71r38pAwcOdC6zcvQSKm+++aYCKFdddVWvPyN/ePrpp5WpU6cqmZmZitFoVLKyspTTTz9dWbp0aafnnnTSSZ2+5zvvvFOZMGGCkpaWphiNRiU/P1+58MILlfXr1wfqWxCiR3KO7DhuOUe6p3///i4vTdXVOVJRFGX//v3KueeeqyQnJyuJiYnKvHnzlB07dgToOxCie3J+7DhuOT96r7ul9/r379/lcn4bN250/lxTU1OV+fPnK2VlZQEYaXTTKcpRdTRCCL/44IMPOPPMM1m6dCknnnhisIcjhBAhRc6RQgjRNTk/Ck9JsC9EgMybN48tW7awc+fOXpuxCCFEtJFzpBBCdE3Oj8JTMmdfCD974403WL9+PR9//DF/+9vf5CQthBDtyDlSCCG6JudH4S3J7AvhZzqdjsTERC644AKeffZZ5xI0Qggh5BwphBDdkfOj8JYE+0IIIYQQQgghRITRB3sAQgghhBBCCCGE8C0J9oUQQgghhBBCiAgTsRM/7HY7Bw8eJCkpSZpZCCHcpigKdXV15Ofno9dH1n1ROT8KIbwVqedIOT8KIbwVSufHiA32Dx48SN++fYM9DCFEmNu/fz8FBQXBHoZPyflRCOErkXaOlPOjEMJXQuH8GLHBflJSEqD+kJOTk4M8GiFEuKmtraVv377Oc0kkkfOjEMJbkXqOlPOjEMJboXR+jNhgXyu9Sk5OlpO1EMJjkVjGKedHIYSvRNo5Us6PQghfCYXzY+RMshJCCCGEEEIIIQQgwb4QQgghhBBCCBFxJNgXQgghhBBCCCEiTMTO2RdCdGaz2WhtbQ32MEKG2WwO+pIooUzeLx2ZTCYMBkOwhyGEEEIElFwPdBRO1wMS7AsRBRRFoaysjOrq6mAPJaTo9XoKCwsxm83BHkpIkfdL91JTU8nNzQ2JpjtCCCGEP8n1QPfC5XpAgn0hooB2os7OziY+Pj7kT0yBYLfbOXjwIKWlpfTr109+Ju3I+6UzRVFobGykoqICgLy8vCCPSAghhPAvuR7oLNyuByTYFyLC2Ww254k6IyMj2MMJKVlZWRw8eBCr1YrJZAr2cEKCvF+6FxcXB0BFRQXZ2dlhU8InhBBCuEuuB7oXTtcDMllViAinzbGKj48P8khCj1a+b7PZgjyS0CHvl55pPxeZuyiEECKSyfVAz8LlekCCfSGihJRedSY/k+7Jz6Zr8nMRQggRTeT/va6Fy89Fgn0hhBBCCCGEECLCyJx9IUTYGjBgADfeeCM33nhjl18vLi6msLCQn376iWOOOSagYxOhR94vR7FZ4chu9aNmP9SWQE0JNByCllporoWWOrA2gQKggKKA3gAxSWBOhJhEiEuDpDxIzle3qf0gqwiSciFMMh9CCCGiS7RcE0iwL4SIWH379qW0tJTMzMxgD0WEgYh+v9isUL4R9q+AktVQsRkObQdbi2f7a67u/TkxKZA1DHJHQ9/j1I+0QrkBIIQQIuRFyjWBBPtCiIhlMBjIzc0N9jBEmIi498uRPbD9M9jxuRrkW+o7P8cUDxmDIaUvpPSB5D6QmAOxKRCbrGbwTfGAri1It7WCpQEsddBSD42Hoa4Uag+q2yN71GqBlho4sFL9WPW8+tqELBh4MgyZBYNnQHx6wH4cQgghhKsi5ZrA7Tn7S5cu5fTTTyc/Px+dTsf777/f4euKonDHHXeQl5dHXFwcM2fOZMeOHR2ec+TIEebPn09ycjKpqalcfvnl1Nd3vAhZv349J554IrGxsfTt25eHHnrI/e9OCBHW6urqmD9/PgkJCeTl5fH4448zffr0DiVXjY2NXHbZZSQlJdGvXz+ee+4559eKi4vR6XSsXbs28IMXASfvF6CqGL5+AJ6ZBE8eA4tugV2L1UA/JhkGz4ST/wwXvg43rIVbS+A338JFr8Gch2HqjXDMRVA0BwZMhbyxkDkEMgdDxiD1I7sICsbDwOkwfB6MvxSm/wl+/iTMfwuuXwV/LoWrl8E5z8OU66BgIhjM6hSBDW/Cu1fAw4Ng4VxY/SI0VQfzpyaEECLCyDWByu3MfkNDA2PHjuWyyy7j7LPP7vT1hx56iCeffJIXX3yRwsJC/u///o/Zs2ezefNmYmNjAZg/fz6lpaV88cUXtLa28qtf/YqrrrqK1157DYDa2lpmzZrFzJkzefbZZ9mwYQOXXXYZqampXHXVVV5+y0JEN0VRaGoNzlJzcSaDW91Lf//73/P999/z4YcfkpOTwx133MGaNWs6zJ169NFHuffee7ntttt4++23ufrqqznppJMYNmyYH76D6BSs94y8X1xktcCmd2HNS7D3+7bP6wzQ/3gYOlsNzLNHqPPtA8EYAzkj1I/R56qfa22GklWw4wv1o2IT7P1O/fjkZhh2Gkz6NfSbIqX+QggRguQaMvy4HeyfdtppnHbaaV1+TVEUnnjiCW6//XbOOOMMAF566SVycnJ4//33ufDCC9myZQuLFi3ixx9/ZMKECQA89dRTzJkzh0ceeYT8/HxeffVVLBYL//nPfzCbzYwcOZK1a9fy2GOPSbAvhJeaWm2MuOOzoBx78z2ziTe7dtqpq6vjxRdf5LXXXmPGjBkALFy4kPz8/A7PmzNnDtdccw0At9xyC48//jhfffVVRJ2ogy1Y7xl5v/SiqQpWLYSVz6nl8wDoYOBJMPYiNciPS/P6MMWVDWwvr6Op1UZKnImxBamkJZjd35EpVq0WGDAVfnY3VO+Dje/C+v+qPQQ2v69+5I2FydfCqHPAILMNhRAiVMg1ZPjx6f+ie/bsoaysjJkzZzo/l5KSwqRJk1i2bBkXXnghy5YtIzU11RnoA8ycORO9Xs+KFSs466yzWLZsGdOmTcNsbruYmD17Ng8++CBVVVWkpXW+eGlpaaGlpa3RUG1trS+/NSFEgO3evZvW1laOO+445+dSUlI6nYDHjBnjfKzT6cjNzaWioiJg4wwH0XB+jKr3i6UBlv8Dvv+b2jUfIDEXJl6hluCnFHh9iFabnbdWHWDh93vYUdF5rv/UwZlcNW0g04ZmeX6Q1H7qtIGpN0LZBvjx37DuDShdB+9dBUsfhpNvgxFngl5WChb+EQ3nRyGiTVRdE/TCp8F+WVkZADk5OR0+n5OT4/xaWVkZ2dnZHQdhNJKent7hOYWFhZ32oX2tq2D//vvv5+677/bNNyJEBIszGdh8z+ygHdvXTCZTh3/rdDrsdrvPjxPOvD0/Bus9I++XoygK/PQKLLkX6svVz2WPgONvULPgRg+y7V3YWlbLDa//xPZyNcg3G/QMy00iOc5IaU0zuw818N3OSr7bWclpo3K576zRnmX628sdDaf/DU65A1YvhGXPwOEd8PavIO8JmPsYFEzodTdCuEuuH4VwnVxDhp+IqY+79dZb+f3vf+/8d21tLX379g3iiIQITTqdzuUyqGAaOHAgJpOJH3/8kX79+gFQU1PD9u3bmTZtWpBHF168PT+Gw3sm4t8vlTvgfzeq89sBUvvDKbfDqHN9mvVetLGMG974CYvVTnqCmetOHsw54wtIiWu7INp/pJHnv9vDy8v38unGMjYdrOX5SycwJCfJ+wEkZMC0m+C4q2D53+GHp9VM/79nwvhfwsw7fTI1QQiNXD8K4bpwuB6AKLgmcINPf1va8gTl5eXk5eU5P19eXu5shtBVeYTVauXIkSPO1+fm5lJeXt7hOdq/u1sCISYmhpiYGJ98H0KI4EtKSuLSSy/l5ptvJj09nezsbO688070er1bDVpEdJwfI/b9YrerQe/iu8FmUZfBm34rTPqNzzL5mnfXHOCmt9ZhV+CkoVk8dv5YMhI7v2/6psdz189Hcu74Aq5+dTX7jjRy4XPLeeOqyb4J+EFd9m/6n2DC5fDF/8G619WM/47P4ax/QuGJvjmOiHrRcH4UItpE7DWBB3w6Ca6wsJDc3FwWL17s/FxtbS0rVqxgypQpAEyZMoXq6mpWr17tfM6SJUuw2+1MmjTJ+ZylS5fS2trqfM4XX3zBsGHDuizhF0JEpscee4wpU6Ywb948Zs6cyQknnMDw4cOdK3sI0V7EvV8aKuH1C+DzP6uB/uCZcM1yOOEGnwf6X2+r4Oa312NX4PwJBTx/6YQuA/32RvVJ4YNrpzKqTzKHGyz84t8rOFDV6NNxkZgFZz0Lv/wY0gdBbQm8eDp8eTfYrL49lhBCiIgRcdcEHtIpiqK484L6+np27twJwLhx43jsscc4+eSTSU9Pp1+/fjz44IM88MADHZbeW79+fYel90477TTKy8t59tlnnUvvTZgwwbn0Xk1NDcOGDWPWrFnccsstbNy4kcsuu4zHH3/c5W78tbW1pKSkUFNTQ3JysjvfohARpbm5mT179lBYWBj2J7iGhgb69OnDo48+yuWXX+71/nr62UTyOaSn703eLz0L2M+nbCO8dgHUHgBDDJx6n5rl9kNGYnt5HWc98z0NFhtnH9uHR88b61bmo6rBwkX/Ws7WsjpG5ifz9m+OJ87shyX+Wuph0Z/gp5fVfw+aAef+B+JSfX8s0atIPUdG6vclhLsi6XoAovca0u3M/qpVqxg3bhzjxo0D1DUMx40bxx133AHAH//4R66//nquuuoqJk6cSH19PYsWLerwQ3j11VcpKipixowZzJkzh6lTp/Lcc885v56SksLnn3/Onj17GD9+PH/4wx+44447ZNk9IaLMTz/9xOuvv86uXbtYs2YN8+fPB3Au7SlEexHzftn+OfxnthroZwyGK5eonfb9EOg3t9q47rU1NFhsTBmYwQNnj3G7xDEtwczzv5xIeoKZTQdr+b8PNvp8nADEJMIZT8O5C9XpDLsWq3P5j+z2z/GEEEKErYi5JvCS23P2p0+fTk/FADqdjnvuuYd77rmn2+ekp6c7s/jdGTNmDN9++627wxNCRJhHHnmEbdu2YTabGT9+PN9++y2ZmZnBHpYIUWH/fln/Jrz3a1DsMOBEuOBlvzak++vHW9heXk9mYgxP/WIcZqNns/v6pMbxzC+OZf6/l/P26gPMGpHDrJFd99jx2qizIWMQvP4LtWP/f06DBR9AdpF/jieEECIshf01gQ+EfjtFIUTUGjduXIf+HkL0JOzfL2tfg/evARQY+wt1KTofz81vb9muw7y8fC8Aj50/lsxe5uj3ZsqgDK6cNpB/frOb297bwIQB6aR7uyRfd/LGwpWL4eWzoGIzvDAHLnkf8sb0+lIhhBCRL+yvCXzEpw36hBBCCOGBdf9tC/TH/wrOeMavgb7Fauf29zcAMH9SP6YNzfLJfn83cyhDcxKprLfwwKdbfLLPbiXlqo378o6BxsPw8plQudO/xxRCCCHCiAT7QgghRDDt+go+cAT6E6+AeY+D3r//Pf/r293sOtRAZqKZP872Xfl7rMnA/Wer2fW3Vh9g/YFqn+27S/HpcOmH7QL+s6C21L/HFEIIIcKEBPtCCCFEsJRvgv9eAnYrjDoHTnvYL4342qusb+HvX6kZ8D/PHU5KvMmn+x/fP42zxvVBUeCuDzf12OfHJ2JTYP7bkD4QavbBa+eBxcdLAAohhBBhSIJ9IYQQIhiaquGN+WCpg/5T4cx/+D2jD/DMVztpsNgY3SeFM4/p45dj/Om0IuLNBtbsq+azTeV+OUYHiVlwyXsQnwllG+CjG8HfNxmEEEKIECcN+kRUO9Jg4cO1JXy7o5I9lQ3YFIXc5FgmDEjjnGMLGJiVGOwhCiEikaLAB9dC1R5I7ad23Td61yDPFfuPNPLq8n0A3HJqkdvL7LkqJzmWK6YW8uSSnTzx5XZmjchBr/dvxQJpA+C8F+ClM2D9fyH/WJj8G/8eUwghhAhhktkXUam51cbjX2znhAeWcNf/NrN4awW7KxvYe7iRFXuO8MxXuzjl0W+47rU1lNY0BXu4QohIs/zvsPUjMJjhvBfVuecB8NSSHVhsdk4YnMHUIf5dfujyqQNJijWytayOTzeW+fVYToUnwqx71cef3w5lGwNzXCGEECIESbAvos6+w42c++wP/G3xDppabYzIS+bPc4bz2hWTeOs3U3jonDHMHJ6NTgcfrS/l1Ce+5attFcEetnCYPn06N954o0vPLS4uRqfTsXbtWr+OSYSukHy/HNoGX96tPp59H/Q51r/HcyitaeK9n0oA+MOsYX4/Xkq8iSumDgTg8S+3Y7cHqKx+8jUwbC7YW+G9X4O1JTDHFUIIEdJC8prAz6SMX0SVLaW1XPzvFRxusJAWb+LeM0cxd3Reh1LWiQPSOX9iXzYdrOG2dzew7kANl73wIw+ePYbzJ/YN4uiFu/r27UtpaSmZmf7NYIrIEJD3i92mLrFna4HBM9Xu+wHy/Ld7aLUpTB6YzrH90gJyzF9NHcDz3+1mZ0U9X24pZ9bIXP8fVKeD0/8G+1dA+Ub4+n6YeZf/jyuEECJiRMo1pGT2RdTYVlbHRf9azuEGC6P6JPPxDScyb0x+t3NWR+an8OZvpnDBhL4oCtzy7nreWrU/wKMW3jAYDOTm5mI0yn1N0buAvF9WPAslqyAmWQ1I/dx5X1PT2MrrK9W5+r8+aVBAjgmQHGviF5P6A/Dv7/YE7LgkZsHpT6iPv38SKrYE7thCCCHCXqRcQ0qwL6JCZX0Ll73wI9WNrYztm8qrV0wmPzWu19fFGA08cM5oLp3SH0WBW9/dwLJdhwMwYgHQ0NDAggULSExMJC8vj0cffbTD1wcMGMB9993HZZddRlJSEv369eO5555zfj1SSrCEa0L+/VJfAV8/oD7+2T2QUuCf43Th5eXFNFhsFOUmMX1oVsCOC/DL4wdg1OtYuecI6w9UB+7Aw0+Honmg2OCTm6U7vxBCRJGQvyYIEAn2RcSz2uxc88oaSqqbGJARz4u/mkhKnOvrSut0Ou76+UjOOCYfq13h6ldXc6AqjNdwVhSwNATnw82L7ZtvvplvvvmGDz74gM8//5yvv/6aNWvWdHjOo48+yoQJE/jpp5+45ppruPrqq9m2bZsvf2IiWO+ZSHu/LLkXWmoh7xg49tLAHBNotdl5adleAH590kC/deDvTm5KLD8fmw/Av74NYHYf1J4Ixlgo/hY2vhPYYwshIp7FamdrWS0/7KpkY0kN9S3WYA/Jv+QaMuyEd12CEC74+9e7WFl8hKQYI/++dCKp8Wa396HT6XjwnDEUVzaw7kANv39zHa9fORmDv5eS8ofWRrgvPzjHvu0gmBNcemp9fT3PP/88r7zyCjNmzADgxRdfpKCgYzZ0zpw5XHPNNQDccsstPP7443z11VcMG+b/BmRRI1jvmUh6v5SugzUvq49Pewj0gbvX/uXmcirqWshMjGHu6OD87V9+YiHv/lTCJxtK+b+5w8lOjg3MgdP6w4l/gK/+qjZFHH56QJY4FEJEtk0Ha3hu6W4Wb6noEOCbDDomD8zgsqmFTB+aFfCbq34n15BhRzL7IqKt21/N3xbvAODeM0cxODvR433Fmgw8ddGxJJgNrNxzhOe/2+2rYYou7Nq1C4vFwqRJk5yfS09P73QCHjNmjPOxTqcjNzeXigpZPSHahPz7ZfG9gAKjzoV+k3p9ui+9skLN6l8wsQCzMTj/7Y/MT2F8/zRsdoW3Vh8I7MGPvx4Sc6FmH6x+MbDHFkJElPoWK39+bwNzn/yOD9YepL7FSlKskYFZCWQmmmm1KXy7o5JfLfyRS55fSUm1LN8cDCF/TRBAktkXEavVZuePb6/HZleYNyaPM47x/k5kv4x4/m/eCP707gYe+Ww7s0bkMiDTtbuMIcMUr94dDdaxfb1LU8cpGTqdDrvd7vPjRLVgvWci5f1yYBXs/AJ0Bjj5Nv8e6yi7D9Xz/c7D6HRw0XH9Anrso/3iuH6s3lvF6yv3cfVJg9AHqjLKFAcn3Qwf/wG+fQTGXQxm37+3hBCRraS6iV8tXMn28noATh+bz2UnDGBsQarzfLb7UD2vr9zHS8v28t3OSub87Vv+tWACxxWmB3PoviPXkGFHgn0RsV5atpdt5XXqEntnjOpYStVcA4d3QUMlNB6G5mp1SSzFrnbHjk2BuHRIyIS0QkjMdnbNvmBiXz7eUMq3Oyq556PN/OeXE4PzDXpKp3O5DCqYBg0ahMlkYsWKFfTrpwYpVVVVbN++nZNOOinIo4syYfCeCen3i9aUb+yFkBG4TvgAr65QO/CfMiybgrTgBrhzx+Rx9/82caCqiW93VnJSIBsFjlsA3/8NqvfBqv/A8dcF7thCiLC3+1A9Fz63nIq6FrKTYnjigmM4fnDnJdkGZiXy57kjuOi4ftz437WsP1DDxf9ewXMLxjN9WHYQRu5jYXA9ACF+TRBgEuyLiFRR18wTX2wH4M8z+pB28BvYtxwOrISKrdDgZomOOQkyh0DBBHQFx3HvyWP42e7DLNlawZeby5k5IscP30V0S0xM5PLLL+fmm28mIyOD7Oxs/vznP6MP4FxnET5C9v1y8Ke2rP60mwJ6aIvVzjtr1JL5iyf3D+ixuxJrMnD2sQW88EMxr63YG9hg32iGE2+C/90Ay/8Bk34NBtcbtQoholdZTTOXPL+SiroWhuYksvBXx9GnlxWdBmYl8t+rpnDDGz/xxeZyfvPKal65fBITBkRIhj/Ehew1QRBIsC8i0n8+XcaZ1k84J2ktYxdvBHsX3VETcyApF+IzIDYV9Eb1jqVih+ZaaKqC+jKoOQCWOji4Rv1Y+RwDgO9ShvJG7Uje+N8hpg9bgNEQfScQf3v44Yepr6/n9NNPJykpiT/84Q/U1NQEe1giRIXk+2X5P9TtqHMgfWBAD/3VtgqqG1vJSY5hWoCX2+vORcf144UfivlySwWH6lrISgpgs7wxF6grItQegE3vw5jzAndsIURYam61ccVLP1JS3URhZgKvXTmZzETXzltxZgPP/OJYrnp5FV9vO8SVL63ioxtO7PVGgfCNkLwmCAKdokTmwrO1tbWkpKRQU1NDcnJysIcjAsFug51f0rjseWJ2f45B1+6tnVYI/aaojbFyR0PGEIh18X1hbYGqYijboM693b8CSteqNwUcjqSMJP3EK2D0eRCT5NNvy1vNzc3s2bOHwsJCYmMD1AE7TPT0s4nkc0hP35u8X3rm1s+nrgweHwX2VrjyK+hzbGAG6fDrl1fx2aZyfj1tILfOGR7QY/fkjGe+Z93+au48fQS/OqEwsAf/5mH46i+QOwZ+vdQ5PUu4L1LPkZH6fQnP3P7+Bl5Zvo+0eBMfXjeVvunuT4dqstg4758/sLGklrEFKbz5mynEGA1+GK1vyfVAz8LlGlIy+yL82Vph/X/h20fhyG7iAXSwwzyCISddBEVzvZsna4yBrGHqx+hz1c81HIYdn7Pn+//Sp2Ip6TWb4KPfwZd3wXG/hslXQ7yUagkR1X58Xg30+04KeKBf1WBhyVZ1utLZxxb08uzAOvOYfNbtr+b9tQcDH+xPvBy+ewzK1sO+ZdD/+MAeXwgRNj7ZUMory/eh08HjFxzjUaAPaob/H/PHM++p71h3oIYnvtzBLacW+Xi0QnRN6o5F+FIU2PA2PHUsfHAtHNmNLSaVf1vnMKPlYRov+RROuME/DbESMuCYi8i76h3mmf7Fva0XU5MwQG38t/QhNZv39YNgafT9sYUQoc/WCqsXqo8nXx3ww3+0/iCtNoWR+ckMyw2taqN5Y/Ix6HWs21/N7kP1gT14fLo6pQJkGT4hRLeqGizc8cFGAK4+aZDXzfX6psfz4DnqMm/PLd3N+gPV3g5RCJdIsC/CU+l6WHgavHO52l05IRt+di93DnyDv1gvprDoWMb2TfX7MGJNBi6eMZ7nbXOYZ3sU27kvquWhrQ3w9X3w9ETY+I56Y0IIET12fAENhyAhC4rmBfzw76wpAUIvqw+QlRTDiUPULtbvrw3CEk7jf6luN7+v9mYRQoij/PWTLVTWWxicnchvZw7xyT5PHZXL6WPzsdkVbn5rPa22yFriTYQmCfZFeLG1wpK/wnPT1RJMUzyccjv8dh0Vo6/izfXVAFw9PXDLW50/oS8ZCWb2V7fwse04dR7ouQshpa/aCOrty+C/F0O9mysACCHC19pX1e2YCwLe9b24soG1+6sx6HX8fGx+QI/tqrPG9QHgg7UlBLx1UJ/xkDMKrM2w/s3AHlsIEfJ+LD7C26sPoNPBg+eM8en8+rt/PpL0BDPbyut4Zflen+1XiO5IsC/CR+UO+PcMtUxescGIM+G6VTDtZjDHs/CHYiw2OxP6pzG+f1rAhhVrMrBgygAAnlu6CwVg1Nlw3Y8w/VbQm2DrR/DMJNj2acDGJYQIkoZK2L5IfXzMLwJ++I83lAJw/KCMwHa7d8PPRuQQbzaw93AjP+2vDuzBdbq27P7qF6TySgjhpCgKf/l4CwAXTuzr8+vJ9AQzN80aBsATX+6gqsHi0/0LcTQJ9kV42PoxPHcylK6DuDQ1c37+i5CiZofqW6zOO6RXTgvs8lYAl0zpT6xJz8aSWpbtOqx+0hQH0/8EV30FOaOh6Qi8fiEs+Yu6coAQIjJteFtd7jPvGMgZGfDDf7pRDfbnjM4L+LFdFW82MmtEDgCfrC8N/ABGnwfGWKjYDOUbA398IURI+mh9Kev2VxNvNvC7nw31yzEumNiXotwkappa+dviHX45hhAaCfZFaFMU+Op+eOMX6lr3/U+Aq5epmfN23ll9gLpmKwMzE/jZ8JyADzM9wcz5E/oC8MIPxR2/mDsarlyidukHWPowvHY+tNQFdpBCiMDY+I66HXtRwA+973AjG0tqMeh1zmA6VJ06Sr0Z8enGssCX8selwuCZ6uNN7wf22EKIkGSx2nnos60A/HraILKT/LPcnEGv4/a5IwB4bcU+DlY3+eU4QoAE+yKU2azw4fXwzQPqvyf9BhZ8AMkds1WKovDqCjWrf+nxA9Drg7Nu8oIp/QFYvLWC0pqjTtxGM8x5CM56DoxxsPNLeGEe1B8KwkiFEH5TexAOrFQfj/h5wA+vZfUnD0wnIzE0S/g1Jw3NIs5koKS6iY0ltYEfwMiz1O3m96WUXwjB+z+VsP9IE5mJMVw5zb/Lgk4dksmkwnQsNjv/+HqXX48lopsE+yI0tTbDW5fCTy+DTg+n/w1Oe7DLRler9laxvbyeOJOBs47tE4TBqgZnJzGpMB2bXeG/P+7v+kljL4BffQzxGVC6Fp7/GVQVB3KYQgh/2vKRui04DpID3xzvE8d8/dNGhW4JvybObODkoiyg7SZFQA2dDYYYOLwTyjcF/vhCiJBhtdn5+9c7Afj1tIHEm41+P+aNM9VpAv/9cb9k94XfSLAvQo/VAm9eoja1M8TA+S+1NVPqwmsr9gFw+tg8kmMD2/X6aPMnq9n9N1bux9rdkip9xsNln0NqP6jaAy+eDjUHAjjK8DZ9+nRuvPFGAAYMGMATTzzR7XOLi4vR6XSsXbs2IGMToSfg75ctH6rbIGT1D1Q1su5ADTodzB6ZG/Dje0Ir5V8UjFL+mKS2Uv7NHwT22EKIkPLxhlKKDzeSFm/iF5P6BeSYUwZlOLP7z34j2f1AiMZrSAn2RWixWeHdK2HH52q5+/y3YPjp3T69qsHi7Dw9f1L/QI2yW7NH5pCRYKastpklW3tYai9zsBrwpw+E6n3w4s+hrixwA40Sffv2pbS0lFGjRgV7KCIMeP1+aTgMe79XH/dw3vKXRRvVc8hxA9JDtgv/0U4pysZs1LO7soHt5fWBH4D2e9rxWeCPLYQICYqi8MxXalb/8qmFJMT4P6uvuWHGEADeWnWA6kbpzB9KIuUaMnDvZiF6oyjw8e/U+ZN6E1z4Cgw8qceXvLPmABarnZH5yYwpSAnMOHsQYzRw3oS+PPvNLt74cT+zesquJefBgg9h4Rw4sgteOQcuW6Rmm4RPGAwGcnPDI8Mpgs/r98uuJaDY1TXc0wb4bFyu+nxzOQCnjQqf93xijJFpQzL5cksFn24sZVhugM9/g2eo29J1UFcOSaHd1FAI4Xvf7axke3k9iTFGLnEspdyt1mY4tFWtzKwrg/py9XP2VvU6NjZZXTUqMQcyBkPGIPXf3Th+UAbD85LZUlrLayv3cc30wb795oTHIuUaUjL7InT88BSseUmdo3/uf9rKK3vw3k8lgLoWqk4XnMZ8RztvQgEA32w/RGV9S89PTu0Ll34ICdnq8k9vXy7L8rXT0NDAggULSExMJC8vj0cffbTTcxobG7nssstISkqiX79+PPfcc86vRUoJlnBN0N8vuxarWy2ADKDqRgur91YBMCMIK5J4Q5ty8OWW8sAfPDFbXSIR1MapQoio86JjFaVzxxeQEnfUdNCmatjyP/jo9/DMZLgvH547Cd76JSz6E3z3OKz4B/z4b1j1vPrvL+6A934N/54BDw6AJ0bDu7+G1S90quLU6XRcPrXQOQ6LtZspoMJtQb8mCBGS2RehYdsi9eQIMPt+l+a7bi+vY9PBWkwGHfPGBL4RVncGZSUytm8q6/ZX8791B/nVCb10dE0vhIvegBfmqKWkn98Op97vt/EpikKTNTiNYOKMcW7dlLn55pv55ptv+OCDD8jOzua2225jzZo1HHPMMc7nPProo9x7773cdtttvP3221x99dWcdNJJDBs2zA/fQXQK1nsmrN4viqJm9gEGBT7Y/2b7IWx2hWE5SfRNjw/48b1xclE2Oh1sLKmlvLaZnGT/LHfVrSE/Uxum7vwCxs0P7LGFEEG173Ajix3TLrVVlWhthu2fwvo31WmldmvHF8WlQ+ZQSMpVP0zxagNpRYGWWvUGQW0JHN4FdQfV6ZrV+2D9G4AO+k6CUeeoTZtjUzh9bB4PLtpKeW0Ln2wo5cxxwWs23Ru5hgw/EuyL4Du8C965AlDURnyTfu3Sy95do2b1pw/LJi3B7L/xeeDscX1Yt7+ad9eU9B7sAxSMh7OeVe8UL/87FExQ/yPwgyZrE5Nem+SXffdmxS9WEG9yLRCpr6/n+eef55VXXmHGDDV4evHFFykoKOjwvDlz5nDNNdcAcMstt/D444/z1VdfRdSJOtiC9Z4Jq/dL+Ua1nNMUD/0me7cvDyzeol6szhieHfBjeyszMYaxBams3V/NV1sruPC4wDTHchr8M1j6sHqzxmYFg1waCREtXlpWjKKoS4EOjG+Br5+Glc9B4+G2J2UMgUEnw8DpkD8OkvLA1aCzuQYOrIJ9y9RzTMlq2L9c/fjyThhzPjGTr+WSyf157IvtvLJ8b0gH+3INGX6kjF8El7UF3v4VWOqg3/Ew5xGXTqB2u8IHa9Vg/+wQPCmePjYfo17HhpIadlbUufaikWfBiTepjz/8rXoTJIrt2rULi8XCpElt/6mkp6d3OgGPGTPG+Vin05Gbm0tFRQ/NEUVECvr7ZaejhL9wGhgD2xyv1Wbn623hG+wDzChSx724p8am/lIwAWJT1IvysnWBP74QIiiaLDbeXLWfJBq5J+EteHwkfH2/Gugn94Gpv4drlsP1q2DOw1A0V11S1Z1po7Ep6tSuU26HK5fA7zbBqQ9A1nBobVRL+/8+iSsrH6RQX+FYTtrF60bRraBfE4QQuX0tguvLu9XGSHFpcM6/1TIoFyzfc5jSmmaSYo2cXBR6F7fpCWamD8viyy0VvLumhD+eWuTaC6ffCnt/gH0/qFn+K770eeAQZ4xjxS9W+HSf7hzb10ymju8ZnU6H3S5z3nwpWO+ZsHq/7P5a3Q46xft9uWn13ipqm62kxZs4pm/3jaBC2SnDs3n0i+18t6OS5lYbsSZD4A6uN6g3m7d/CsXfq8ujCiEi3qKNJfy89VNuin2b1C2OADtvLBx/A4w40z9VPikFMPlqmPQbdfWWZc/Atk+I2/IWX5jf45/WOby9PI/bzjjW98f2AbmGDD8S7Ivg2bkYlj+jPj7zH5Dieob+PUcJ/7wxeYG9KHTDWeMK+HJLBe//VMJNs4ah17twJ9hghHOfh2enQtl6WPoInPJnn45Lp9O5XAYVTIMGDcJkMrFixQr69VPLequqqti+fTsnndTzKg3Ct8LhPRPU94vNCgd+VB/3P8G/x+qCtsznycOyMbhynglBI/KSyU2Opay2mRV7jnDS0KzADmDACWqwv/cHOOGGwB5bCBF4h3cxfNElnGXapP47cyj87F4YOtu9zL2ndDoYMFX9KFkDS/6CcddirjV+SMlPy7AM/yfmoYHv/9KbcLgeALmGbE/K+EVwtNTD/36rPp54JQw7zeWXWqx2PtukdjM945jQK+HXzBieTYLZwMGaZtYdqHb9hcn5MPcx9fG3j8LBtf4YXshLTEzk8ssv5+abb2bJkiVs3LiRX/7yl+j1ctoSnQX1/VK2Hiz1arlm9gj/H+8oix1d7MOtC397Op3OWaW1JBhd+fsfr273/SAroggRyRQFVv0H+9+Pp8iyiXollurpf4Grl8GwUwMT6B+tz7Fw8TvYzn+FMjLpwyHMr52tNmy2WgI/nggg15Btou87FqFhyV+gZj+k9IOZd7n10mW7D1PbbCUzMYaJA9L9Mz4fiDUZnBffn24s6+XZRxl5plpCptjgg2uj9mT/8MMPc+KJJ3L66aczc+ZMpk6dyvjxUmIruha098u+Zeq272QI8IVEcWUDuw41YNTrOHFoZkCP7Wvt5+0rihLYg+eOBXOiOm+/YnNgjy2ECAxLI7z3G/jod+htzSy1jeb2/H+ROv364Dfm1OkwjDidd6a8wytWR0b/h6fgP7OgpiS4YwtTcg2pkjJ+EXgHVsGKZ9XHpz8BMYluvfzTDaUAnDoqJ+RLVueMzuXDdQf5eH0pt55W5NaSIcx5BIq/Vbt8r/wnHH+9/wYaohITE3n55Zd5+eWXnZ+7+eabnY+Li4s7vab9eqgDBgwIfNAggiZo7xct2O8/xf3Xeumb7YcAmDggneRY13qehKoTBmdiNuo5UNXErkP1DM5OCtzBDUZ1Oaxdi9V5+7mjA3dsIYT/1R6EV8+H8g0oOgNP6+fzaPNsnpwcWnPjfz5xKCd+dTlLlTE8m/QC+oM/wb9OgYtek34ibpJrSJVk9kVg2e3w6R8BBcZcqHYodYPV1lbCP2dUnh8G6FsnDc0mzmSgpLqJDSU17r04MQt+do/6+OsHoS4Ipa1CiJ4pCux1BPv9Ah/sf7ujEiDss/oAcWYDxzmqtbTvK6CcpfzLAn9sIYT/HNoGz8+C8g2QkM2GGS/zaMOpJMeamDUitKY/9U2PZ3z/ND63TeS/415Rp4bVl8HCObDlo2APT4QhCfZFYG14S11j1JzYFsi6YeWeI1Q1tpIWb+K4wtAt4dfEmQ2c4ihN/WSDm6X8AGN/AfnHqksTLr7bx6MTQnjt8C5orARDjLr+cgC12uws26UGxdOGBLihnZ9MHaLetPguGMF+wUR1e3BN4I8thPCPA6vVQL9mP2QMgSu+5JUyda31uWPyQ7LJ85mOJaVf2abAZZ/BkNlgbYY3F8DGd4I8OhFuJNgXgWNpgC/vUh+f+HtIcv9u6icb1RL+2SNzMRrC4+07Z7RagfDJhlL3y4H0enVtV4C1r6r/aQkhQocWGOaN9fkymb35aV81DRYb6QlmRuQlB/TY/nKiI9hftvswFmuAlz/KP0bdVu+DhiDcbBBC+NbBtfDyWdBcrd7Mu+wzLEl9WeToo/TzsflBHV535o7Ow6jXselgLTtqdHDR6zD2IrWP0ztXwLo3gj1EEUbCI1oSkWHZM1B3UG3KN/lat19usyt8tkktZT91VK6vR+c3JxdlEWvSs+9II5tLa93fQcEEdcoDwJJ7fTs4IYR3tNUyApzVB/huhzpf/4TBma4t7RkGhucmk5FgptFi46d9VYE9eGyKmvkDdSksIUT4KtsIL58JLTXqFKtL3oeEDL7beYjaZitZSTEhWyGanmB2Lj/6/toS0BvgjL/DsZeCYof3r4atHwd5lCJc+DzYt9ls/N///R+FhYXExcUxaNAg7r333g4ZTUVRuOOOO8jLyyMuLo6ZM2eyY8eODvs5cuQI8+fPJzk5mdTUVC6//HLq6+t9PVwRKE3V8MPT6uOZd4Ip1u1drNlXxaG6FpJjjRw/KHzmp8abjUwdrJ60F2+p8GwnJ98KeiPs/gqKv/NoF5HQZMTX5GfSPfnZdK3Tz6V0rbrVssIBtFSbrz8kfM6HvdHrdZwwWP1+gjJvX2uAJaX8QoSvmgPwyjnQVAV9JsAv3nQ2g/7fOrVCdO7ovJBu8qyV8n+w9qD6/45eD6f/DcZdrAb8b18Ge38IyFjkeqBr4fJz8Xmw/+CDD/KPf/yDp59+mi1btvDggw/y0EMP8dRTTzmf89BDD/Hkk0/y7LPPsmLFChISEpg9ezbNzc3O58yfP59NmzbxxRdf8NFHH7F06VKuuuoqXw9XBMqKZ9W7q1lFMPIsj3ahBcqnFGVjNoZXUcrM4Y4lpTxdPzptABy7QH285K9qUzAXmUxqh+7GxkbPjh3BLBZ1SUODIfTm7AWLvF96pv1cTCaT2nC0dJ36hbxjAjqOmsZW1h+oBiIr2Ie27+fbncEI9h2duUtkypQQYamlDl67QG1qlzUcLn4HYtVpTs2tNr7YrF6HnT42tJs8zxyeQ5zJwIGqJjaWOKpCdTqY9zcYNkedw//ahVC5o+cdeUGuB3rW4XoghPl86b0ffviBM844g7lz5wLqsgWvv/46K1euBNS7IE888QS33347Z5xxBgAvvfQSOTk5vP/++1x44YVs2bKFRYsW8eOPPzJhwgQAnnrqKebMmcMjjzxCfn5ozrER3WiqhmV/Vx+fdItajuSBr7aqwf7JjoZ34URr0rfuQA0Vtc1kJ7tf2cC0m+GnV2HfD7BricsrGRgMBlJTU6moUH9+8fHx7i0BGKHsdjuHDh0iPj4eo1FWIdXI+6VriqLQ2NhIRUUFqamp6g2iQ9vBUg+meMgcGtDx/LCrErsCg7MTyUuJC+ix/e1ER7PB9QeqqW60kBpvDtzBtcx+yRr1pqq894UIH3Y7vH25umRxQjbMfxPiUp1f/nrbIepbrOSnxDKub1rwxumCOLOBk4uy+GRDGZ9uLGV0QYr6BYMRzv0PvHQG7F8Bb8yHK7503tDwJbke6FqX1wMhzOdXuMcffzzPPfcc27dvZ+jQoaxbt47vvvuOxx57DIA9e/ZQVlbGzJkzna9JSUlh0qRJLFu2jAsvvJBly5aRmprqDPQBZs6ciV6vZ8WKFZx1VufMcEtLCy0tLc5/19Z6MDda+Iczqz8cRpzp0S72H2lkW3kdBr3OOY8pnGQnxzK2IIV1B2pYsrWCC4/r5/5OkvNhwmWw4h/w/RNuLVuYm6v2ONBO2EKl1+vp169fxP/n5e75Ud4v3UtNTXX+fJwl/Lmj1QuwAIrEEn5NbkosQ7IT2VFRzw+7DjubnAZE9gjQ6dUVFurLISl8+sMIz8j1YwT57lHY8RkYY+GiNyC147XWR+sPAjBvbH5Y9DmZPTKXTzaUsWhjGTfPHtZ2rWKKg/NfhuemQ+U2dQ7/+S+rpf4+JtcD3etwPRDCfH518qc//Yna2lqKioowGAzYbDb++te/Mn/+fADKytQOmDk5HTux5+TkOL9WVlZGdnbH7K3RaCQ9Pd35nKPdf//93H23LE0WclqbYOVz6uOTbvb4RPTVNvUkM75/WmCzPD50SlEO6w7U8OUWD4N9gCnXqj/PPUvVxmAuzhPW6XTk5eWRnZ1Na2urZ8eOQGazGb0f/nMMNe6eH+X90jWTydTxDr7WnC/AJfwA3zqa80XKkntHmzokkx0V9Xy741Bgg31zPKQPgsM7oHyTBPtRQK4fI8Seb+Gr+9THcx+DgvEdvtzcanNWiAb0nOKFU4qyMRv07K5sYEdFPUNzktq+mJQDF7wMC0+DrR/BsqfghN/6fAxyPdC1TtcDIcznwf6bb77Jq6++ymuvvcbIkSNZu3YtN954I/n5+Vx66aW+PpzTrbfeyu9//3vnv2tra+nbt6/fjidctP5NaDysduAffobHu9Hm688IwxJ+zYzh2Tz+5Xa+31lJc6vNs7VdU/vCqLNhw1vww1Nw7vNuvdxgMITNyUn4jqfnR3m/9KJsvbrNGxvQw+4/0siBqiaMel3IdpP21olDMln4fTE/7Doc+IPnjGwL9t2ooBLhSa4fI0BDJbxzudq4buwvYNz8Tk9ZtuswDRYbucmxjOmTEoRBui8p1sSJQzJZvLWCTzeUdQz2QV2t6bSH4KMbYfG9MPBkyBvjl7HI9UD48nlK6+abb+ZPf/oTF154IaNHj+aSSy7hd7/7Hffffz/QVg5SXt6xUVl5ebnza7m5uZ3KRaxWK0eOHOm2XCImJobk5OQOHyLIFAWWO+bqT7rK4zLXhhYryxwXfDOGh2+wPzI/mbyUWJpabc7vxyPH36BuN72nrgctRC/k/OgnFVvUbc6IgB52+W71/DGmIIWEmMjsNzFxQDp6Hew93MjB6qbAHjxnpLot3xTY44qgkPNjBPj4D+q0m6wimPtIl0/53NGYb+aI7LAo4dfMdiw1/enG0q6fMP6XUDQP7K3w7pVqRa0Q7fg82G9sbOxUFmswGLDb7QAUFhaSm5vL4sWLnV+vra1lxYoVTJkyBYApU6ZQXV3N6tVt3XCXLFmC3W5n0qRJvh6y8Jddi+HQVjAntnWS98D3Oyux2Oz0S49nUFaiDwcYWDqdztmo70tPu/KDete28CRQbLBqoY9GJ4RwS/0hdV43OsgcFtBDL999BIDJAzMCetxASoo1MdqRfVuxJ8DZfQn2hQgfm96Dze+DzgBnPwfmhE5PsdsV53XXz0aE19Scnw3PwaDXsbWsjuLKhs5P0Ong9CchMUe95l58T+AHKUKaz4P9008/nb/+9a98/PHHFBcX89577/HYY485m+rpdDpuvPFG/vKXv/Dhhx+yYcMGFixYQH5+PmeeeSYAw4cP59RTT+XKK69k5cqVfP/991x33XVceOGF0ok/nPzoKDEfdzHEel4ypc3XP6UoO+wbqWnB/jfbD3m3PufEK9TtTy+D1eKDkQkh3HLIkdVPG6DO8w4gLbMfycE+tH1/y3cdCeyBtWD/0FawyRxVIUJWQyV8fJP6+MQ/dDulat2Bag7VtZAYY2TywPCa+pSWYGaSY7rW4q3dNMlLyIAznlEfL/+HupqIEA4+D/afeuopzj33XK655hqGDx/OTTfdxK9//Wvuvfde53P++Mc/cv3113PVVVcxceJE6uvrWbRoEbGxbcuRvfrqqxQVFTFjxgzmzJnD1KlTee6553w9XOEvtaWw/TP18YTLPN6NoigsCeMl9442eWAGJoOOA1VN7D3sxbqlw06DxFxoOKQ2ZhFCBFbFVnWbPTygh91/pJGSanW+/vj+ob10lLecwX6gM/sp/cCcpJbFHt4Z2GMLIVz32Z/VCqvskeryxN34wlHCf9KwLGKM4TfvXEsULdnaQ1XokJ/B6PMARZ3Db7MGZGwi9Pk82E9KSuKJJ55g7969NDU1sWvXLv7yl79gNrd1UNfpdNxzzz2UlZXR3NzMl19+ydChHdcoTk9P57XXXqOuro6amhr+85//kJgYviXcUWftq2qZed/JkOV5ieuOinrKa1uIMeqddzbDWUKM0XmBvtTRTdsjBhMce4n6eLWU8gsRcBWb1W1WUUAPGw3z9TUTBqQ55+2X1gRwHqpeD9mO36v2exZChJZ9K2D9G4AOfv4UGLtfqUmbrz9rRE63zwllM4ar416x+wh1zT1UG82+T62kLV3XthKWiHqRv+aUCDy7XS0vBxjv3QoM3zrWkj6uMN2z7vUhaNpQdamspdsrvdvRsZeq60HvWQqHd/lgZEIIlx0KTmY/GubrazrM298d4FL+jCHqVs6tQoQeuw0+/aP6eNzFnZbZa29PZQM7K+ox6nVMHxaeFaKFmQkMzEzAalf4bkcP146J2TDTsYzk1/dDQxBWMxEhR4J94XvF30JVMcQkwwjPl9sD+M6R/T5xSKYPBhYatHWxl+2qxGK1e76j1L4w6BT18fr/+mBkQgiXKEpbJ/6AB/vRMV9f4yzl3x3gi9bMweq2ckdgjyuE6N1Pr0DpWvU6c8adPT71K8dU0OMK00mJMwVgcP6hTWXtdt6+5thLIXc0tNTCNw8GYGQi1EmwL3xPCzxHndNlV1RXWax2VuxRszlTB2f5YmQhYUReMhkJZhosNn7aV+XdzsZcoG7Xv6kGIEII/2s4BM3VgK4tAxwA0TRfXxO0YN+Z2Zc5+0KEFEsjfHWf+nj6nyCx5+vDb7arSaPpw8L7OnKGI9j/elsFdnsP13t6Pcz6q/p41fNQKeewaCfBvvAtawts+Z/6eMz5Xu1qzb4qGi02MhPNFOUm+WBwoUGv1zHVUanwbU/lWK4YNgdM8VC1B0pW9/58IYT3juxWtyl9wRTb83N9SAt4x/ZNjfj5+hpt3n5xoOftZ7YL9uVGqhCh48d/Q32Z2khz4pU9PrW51eY8b4ZrCb9mwoB0kmKMVNZbWF9S0/OTB54EQ2aD3Qpf9lz5ICKfBPvCt3Z8oZYOJeWrzfm88K2jhH/q4Ez0+vBecu9oWim/V036AGISoWiu+lhK+YUIDG0ed3phQA/bNl8//JuVuipo8/bTCgGd+v9ZfS9ls0KIwGiuhe8eUx9P/1OPTflAvUHaYrWTlxLLkOzwbvJtNuqdPZ+WbOmhK7/mZ/eofZ22fqQ27BNRS4J94Vsb31G3o85WS4m8oDUhmTokvEuvuqL1INhQUsORBot3OxvtqKDY+K6sCS1EIGiZ/YxBAT3symI1QzWpMDrm62smBaOU3xQLqf3Ux1LKL0RoWPYMNFWp02y0aYw90Er4TxqahU4X/kkjbd7+V9tcSBRlF6nTaQGWPuzHUYlQJ8G+8J2Wetj2qfpYO8F4qLqxrUxp6uDIac6nyU6OpSg3CUWB73d6Wco/6GSIz1DXmt37vW8GKITonhbspwcu2C+vbWb/kSb0Ojg2SubrayYOUCsZVu31sseJu5yl/NKkT4iga6mDFf9QH598Gxh6n8rUPtiPBFqiaOPBGqpcSRSdeBOgU6fXlm/y7+BEyJJgX/jOjs/A2qSWP+aP82pXP+w6jKLAkOxEclMCNyc2kI4fpJ60vc5WGUww7DT18daPvRyVEKJXR7Qy/oEBO+SqYjXQLcpNJjFK5utrtGaEOyvqqW70shLKHVqTPunIL0TwrX4RmmsgY7BLKz3tP9LI7kMNGPQ6ToiQFZ1ykmMZluNIFO1yIVGUXdT2s5LsftSSYF/4jpbVH346eFku9a2zhD8yTtBdmTJILU1d5ovS1KLT1e3Wj6WZlBD+pChwZI/6OIBl/Kv2qvPVJw6Irqw+QHqCmYFZ6souqwOZ3ddu5lQVB+6YQojOrBZY/nf18fE3gN7Q60u+dmT1x/dLIzk2fJfcO5p2Xfydqw2ep92sbje931aVJqKKBPvCN2ytsONz9bHWMM4Lyxx3LCOxhF9zXGE6eh3sPtRAeW2zdzsbOB1MCVBbAgd/8sn4hBBdaKhUm7ahg9T+ATusltkfPyB6mvO1N7F/EEr50xy/3+q9gTumEKKzjW+r1zeJOS7N1Qf4xjGv/aQwX3LvaCe2W81JcSW5kzsKBs0AFFj5L/8OToQkCfaFb+xbrpZXxWdAwUSvdlVW00zx4Ub0OphYGLkXtilxJkbmq12mvS7lN8XCkJnq460feTkyIUS3grDsXkOLlc2ltQBMiLL5+prxjoqGVcUB7MivNeir3he4YwohOlIU+OFp9fHkq10677ba7M6kUaTM19dMKszAbNBTUt3EnsoG1140+Rp1u+ZldUUDEVUk2Be+oZXwD5ntUnlVT1bsUQPfkfkpEVV61RVtCa1lu3xZyv+J9/sSQnTN2ZxvQMAOuW5/NTa7Qp/UOPJT4wJ23FCi3eRYd6CGFqstMAdN6atum2ugqTowxxRCdLRvOVRsAmMcjP+VSy9Zf6CaBouNtHgTI/KS/TzAwIozG5jguPn5raul/INOUXuQWOpg7Wt+HJ0IRRLsC+8pCmx3BPvDTvV6d9G0lrRP5+0PnqGuqXpoC9Qc8H5/QojOavar2wCW8P+olfBHaVYfoDAzgYwEMxarnY0lAcpMxSRCvGMqmWT3hQiOVc+r29HnQlyqSy/5fqd6TTVlUAZ6ffgvuXe0qe1K+V2i18Pk36iPVzwLdrufRiZCkQT7wnuVO9Rsl8Gs3j300ord0bOW9MQB6Rj0OvYebuRgdZN3O4tPhz7j1ce7lng/OCFEZ85gv1/ADhnNzfk0Op3OueTg6r1Syi9EVGiohM0fqI8nXu7yy35wlPBrqx5FmmlD1KkJy3cfptXmYuA+9iKISYGqPbDna/8NToQcCfaF97TAsv/xEJPk1a4qapvZXdmALsLn62uSYk2M6qPO2/dJKf+gGep252Lv9yWE6KzaEeynFATkcDa7wk/7qgEY3z/yz4k90W52aJUOASFN+oQInp9eBpsF8o91eUnnJouNNXurATh+UGQmjUbkJZOeYKa+xer8/6FX5gQYc576eM3LfhubCD0S7Avv7f5a3Q482etdLd+jZmxG5CWTEhfZ8/U1Uwaq/xl53aQP1FJ+gN1fgc3q/f6EEB1pU2QCFOxvLaulvsVKUoyRYbne3UwNd9rNjjV7q1zrQu0LktkXIjjsdlj9gvp4wmUuv2z13iosNju5ybEUZib4Z2xBptfr2qaBupMoGneJut36ETQGsEJKBJUE+8I7tlYo/k59PHC617uLphJ+jU/n7ecfC7GpakOpg2u8358Qoo2itAv2+wbkkNq68uP6p2GIwLmn7hjVJxmzUc/hBovrXai9JcG+EMGxfwVUFYM5CUad4/LLvtdK+AdnoNNF7jlTSxQt2+3ivH2A/GMgd7RaLbH+v/4ZmAg5EuwL75SsUbt7xqVB7hivd6dlt6OhOZ9mQv80jHodB6qa2H+k0budGYxtN12klF8I32o8DNYmQAfJ+QE5pFayHq1L7rUXYzQwtkCd9rRqb4BK+VMHqNsqKeMXIqDWv6FuR/wczPEuv+wHR6Y7Uufra7RE0Zp91TS3urFCybGXqlsp5Y8aEuwL72gl/IUnqd0+vXCoroVdh9T5+sdFwXx9TUKM0Tlvf5UvGk9pwf7e773flxCijdacLzEHjDEBOeSavRLstzdhgPp/w+pAzdtPdVRwSGZfiMCxtsCm99THYy5w+WU1Ta1sOFANRO58fc3AzASykmKwWO2s3V/t+gtHn6s21K7YBOWb/DY+ETok2Bfecc7Xn+71rlbsUe/GFuUmkxpv9np/4US7ueGTxlP9T1C3B35U/8MUQviG1pwvNTAl/BV1zZRUN6HTwZi+qQE5Zqg7tp960+On/QEK9rUKDksdtNQF5phCRLvtn6nTEZPyYcBUl1+2cs8R7Iq6VGd+apwfBxh8Op2OyZ70fIpLg8E/Ux9vfMcPIxOhRoJ94TlLoxpQAgw8yevdrditZrUnRVFWX6Nl7VYV+yCznzkEErLB2gwlq73fnxBCFeDmfGsdXZaHZieRGGMMyDFD3TGOmx47Kuqpa271/wFjkiAmWX1cW+r/4wkh2uaTjzkP9AaXX/b9Tm3JvcjO6mu0Ka9uN3ge7eiBsPEdtReNiGgS7AvPHVwD9lZIyoO0Qq93t9LRiT+a5utrxjuC/e3l9VQ3WrzbmU6nLoMIUCyl/EL4TKCDfUdp5jGS1XfKSoqhT2ocigIbDtQE5qBJeeq27mBgjidENGuqhh2fq4/dKOGHtqB3StQE+x7O2x96Kpji1QaI0sw54kmwLzy3b5m67TdZDTC9UNPUyvYKtUQyGteSzkiMYVCWukTMal80ntLK3vZ+5/2+hBAqbc5+gDrxO4P9fqkBOV640H4eP7kzT9UbyY5gv1aCfSH8bsfnarf4zGGQM9Lll1U3WthWrl5HRsuKTu3n7f/kqARziTkBhp2mPt74rl/GJkKHBPvCc/uWq9t+U7ze1Zp9VSgKDMiIJyspMI2vQs3EAX6Yt79/pbo8ohDCe3WOMm4t0+tHNrvCOkcwO06C/Q7GOSod3Lq49UZyH3Urwb4Q/rflQ3U7/HS3XraqWL2O1ALgaKDT6ZxL8Lldyq8tZ7jpPSnlj3AS7AvP2G1qIAnQd5LXu9M6K0djVl8zwRns+2DeflYRxKVDayMcXOv9/oQQUFeubgMQ7O+sqKfBYiPBbGBIdpLfjxdOtJsfa/dXowTiItVZxi9z9oXwK0tj27LBbgb72rVTNK3mBHjWpA9g0AwwJUBtCZSu88PIRKiQYF94pmILtNSCORFyRnm9O610fXwULy81cYD6va8/4Obcq67o9W03YbQmikIIzykK1Jepj5Ny/H64tY5u86MLUjDovZsmFWlG5qdg1OuorG+hpLrJ/wd0lvFLsC+EX+1aoiYpUvpB3li3XrrC0fdJq5KMFlqfq5/cnbdvioXBp6iPt33ih5GJUCHBvvCMNl+/YCIYvOsS3WprWyN0woDoDfb7patTGFptCut90XiqYIK6lWBfCO81VanzSAESAxHsVwNwTN/oPSd2J9ZkYHie2iHfrfWlPZXkWH6vtsT/xxIimm35n7odPs+tXlCNFisbS9TrpmjL7BdmJpCdFIPF5ua8fYBhc9StBPsRTYJ94Zn9K9Rtv8le72pLaS1NrTaSY40Mzkr0en/hSqfTObP7PinlL5iobktWeb8vIaJdvaOEPy4NjP6fD6pdtEkn/q5pP5e1gZi3n+wI9qWMXwj/sVlh+yL1cdE8t166dl81VrtCXkosBWlxfhhc6NLpdEx03OBYvdfNa8chs0Gnh7INUL3fD6MToUCCfeGZEsdSHVpA6YVVxW0l/PooL1ed4OhZsMoXwX7+OEAH1fva5hoLITxT5yjhT8z1+6EaWqxsd3SVluZ8XdOC/YB05NeC/foKaXgqhL+UrIbmaohNdTuR1L6EX+fl6lDhaEJ/LVHkZoPnhAzo6/hZb/vUx6MSoUKCfeG+pmo4skt9nD/O693JfP022lyzVXursNu9bDwVmwzZw9XHkt0XwjtaZj8A8/XXH6jBrkB+Siw5ybF+P1440m6CbCypodVm9+/B4jNBbwQUNeAXQvjezi/U7aBTQG9w66XR2pxPo107rtlbhc3da0dtCT4p5Y9YEuwL92ldO1P7Q7x3J1ZFUVjlKDuK5k78muF5ScSbDdQ1W9leUef9DmXevhC+EcDMvnO+vmT1u1WYmUBKnIkWq52tpT44V/ZEr1cDfoAGCfaF8IudX6rbwTPdepnFamfNPjVpFK3BflFuEglmA3XtqsJcNnS2ut37A7QGoOGpCDgJ9oX7DjpK+H2Q1S+pbqK8tgWjXidzUwGjQd9WnuqLuah9tGBfMvtCeCWAmX2tE7+cE7un0+kYq83b3+9m6aonErPUbf0h/x9LiGhTfwgO/qQ+HjzDrZduPFhDc6udtHhT1PZ9Mhr0jOunVse6PQ00c6jahNTW0tZ8W0QUCfaF+7QTsg9L+EfmJxNndq9sK1Jp5ak/7fPBBayzSd8asPu51FWISBagzL6iKO2a88nUpp4EdN5+Qra6lcy+EL63a4m6zR0NSe6dY1c65utPGJAe1X2ftNWsVu1189pRp1OnTgDs+srHoxKhQIJ94T4t2O9zrNe7amvOF52lV10Z57jA90lmP3MoGGOhtQGq9ni/PyGilRbs+zmzX1rTTEVdCwa9jtF9Uvx6rHA3LpAd+RO1YF8y+0L4nIcl/AA/OoL9SVFawq9pa/DsQaJo0MnqdrcE+5FIgn3hnobDand3gLyxXu9ulTTn60Sbp7ujop6aJi87PxuMkD1CfVy23rt9CRHN6gOT2V9/oBqAYTlJUu3UizEF6s2Q3ZUN1DX7uUt+gpTxC+EXitIWZLoZ7CuKwmpHFeSEAdEd7B/TLxWDXkdJdRMHq92ce194krot2yBNSCOQBPvCPVpWP2MwxHqXdWposbKtrBZoKz8SkJkYQ7/0eKDtwt8ruaPVbdkG7/clRLTSlq90s8TUXesP1ABtgazoXkZiDH1S1TW1N5bU+vdgiVLGL4RfVG5XK2aMsW4v57y7soHqxlZijHpG5CX7aYDhITHG6PwZuF3Kn5jVdq24+xsfj0wEmwT7wj1adtgHWX1ZXqp7bfP2q73fmQT7QnjH0qBOhYG2oM9PNpSowf5oCfZdok112FBS7d8DOTP7EuwL4VPF36rbgolgjHHrpWscQe2YghTMRglptCpZt5v0AQyUUv5IJX8Zwj3lm9RtzkivdyXLS3VvnLMjvw+a9OWOUbcS7AvhmYZKdWuMBbP/uj0riuIM9sf0SfXbcSKJdlNEq4jwGy3Ylzn7QvhW8ffqdsCJbr90jSMhcmw/qQ4FmOiYyvCjJ/P2BzpK+fd+78MRiVAgwb5wT8VmdZszyutdacsljS1I9XpfkUZbQuWn/dUoiuLdznJGADqoK5X5pkJ4otER7MdnqJ2L/eRAVRPVja2YDDqG5kbnElLu0qY7bCzxc7CvVXRIZl8I31EUKP5OfTxgqtsv1xIi4yTYB9qmxG4rq6XW3T4mBceBTg9VxVB70PeDE0Ejwb5wndWizq2CtqZvXli3X704k7WkOxuel4zZqKe6sZU9lQ3e7SwmCdIHqo/LJbsvhNsaDqvb+Ay/HkbL6hflJhNjlOZ8rtDK+IsPN1LT6McmfdrSe42HwWb133GEiCaVO9Q+GMZY6DPerZfWNbeyrbwOgGP7p/phcOEnJzmWvulx2BUPpoHGJrdVgu79wedjE8Ejwb5wXeV2sFshJgVSCrzaVVlNM2W1zeryUjI3tROzUe+8iJV5+0IEWaMj2E/I9OthtFJ0OSe6LjXeTN90R5O+g37M7sdnADpAgSYP5sMKITprP1/f5F7vprX7q1EUKEiLIztJ+j5ptCkNHi1J2v94dSvBfkSRYF+4zlnCP8LrUlathH9oThLxZqO3I4tIznn7+30xb98x7UKCfSHc5yzj92+wr5Wiazf6hGu0/gZ+nbdvMLZVdkgpvxC+4UUJ/5q91YDM1z+adu241pNrRy3Y37fMdwMSQSfBvnBd+UZ164MS/p+05nxSwt8t57x9X2T2sx0NFQ9t9X5fQkSbhnZz9v1EURTnUpsS7LtndKDm7WuVHdrNHyGEdw78qG77TXH7pWsc8/WPlSbPHXjV80n7PVRshkapYIoUfgn2S0pKuPjii8nIyCAuLo7Ro0ezatUq59cVReGOO+4gLy+PuLg4Zs6cyY4dOzrs48iRI8yfP5/k5GRSU1O5/PLLqa+v98dwhavKtcy+DzrxOwLYY/rKRW13tOX3tpbV0Wjxco5o1jB1W7kD7Dbv9iVEtHGW8fsv2N93pJHaZitmo56hOUl+O04k0m6OrPf38ntxaqdruQgWwgdqS6Fmv9oUrs+xbr3UbleczfnG90/3x+jCVvueT8WHG917cUImZA5VH+9b7vvBiaDwebBfVVXFCSecgMlk4tNPP2Xz5s08+uijpKW1ldk89NBDPPnkkzz77LOsWLGChIQEZs+eTXNzs/M58+fPZ9OmTXzxxRd89NFHLF26lKuuusrXwxXuqPBNsG+zty0vdUxfKb/qTl5KLDnJMerPy9vy1LQBYIgBazNU7/XJ+ISIGlqw78cyfu2cODw3SdaLdtOofDXY33+kiaoGi/8OFO8IKmTOvhDe07L62SPURsJu2F1ZT22zlViTnqI8uTnantmoZ1R+MuDh8s39JqvbAyt9OCoRTD6/onjwwQfp27cvCxcu5LjjjqOwsJBZs2YxaNAgQM3qP/HEE9x+++2cccYZjBkzhpdeeomDBw/y/vvvA7BlyxYWLVrEv//9byZNmsTUqVN56qmneOONNzh4UJaDCIqmKqgtUR9nD/dqVzsq6mi02EgwGxicLctLdUen0zGub1s5llf0Bsgcoj4+tM27fQkRbQJQxr9BmvN5LCXexICMeKDtpolfxDluTjf6oI+KENFOC/YLJrj9Um2+/piCVEwGuTl6NK2Uf60n1459HL+PA6t6fp4IGz7/C/nwww+ZMGEC5513HtnZ2YwbN45//etfzq/v2bOHsrIyZs6c6fxcSkoKkyZNYtkytSHEsmXLSE1NZcKEthPAzJkz0ev1rFixwtdDFq6odEyzSO4Dsd5djGol/GMKUjHo/bdmdSQY6+hp4HVmH9pK+SXYF8I9AejGrzWX05rNCfeMLkgF/BzsS2ZfCN/RgsmCiW6/tG2+vlSHdkWbBupRzydtCcSDa2XaZ4TwebC/e/du/vGPfzBkyBA+++wzrr76am644QZefPFFAMrKygDIycnp8LqcnBzn18rKysjOzu7wdaPRSHp6uvM5R2tpaaG2trbDh/AhLdjPGOz1rrQ7jcdIU5VejSnw4VzUrCJ1K8F+1JHzo5f83I3fblecy8aNkuZ8HhndRy1b9cmN0e7InP2IJOfHILC1wsGf1MdeBfupPhxU5NCaX28praXJ4mbAnj0cTAlgqVOX3BZhz+fBvt1u59hjj+W+++5j3LhxXHXVVVx55ZU8++yzvj5UB/fffz8pKSnOj759+/r1eFHnsCPY10rBvaAF+2MdmRjRPe3Cf/+RJo54OxfVmdmXjvzRRs6PXrC1QrMjgPRTZn/vkUbqmq3EGPUMyZGpTZ4Y7aiI8G9m3zGNQzL7EUXOj0FQvgmsTRCTAhnuXVfWNreyo0Jt2H1sf8nsd6VPahxZSTFY291IdpneAPnHqI+llD8i+DzYz8vLY8SIjkuzDR8+nH379gGQm5sLQHl5eYfnlJeXO7+Wm5tLRUXHdWytVitHjhxxPudot956KzU1Nc6P/fv3++T7EQ7OzL53wX5Di5Xt5XVAW5mR6F5KnInCzATABxexmVpH/u3g7nIsIqzJ+dELWhZXp4fYVL8cQltyb0R+ssw/9dAoR2a/pLqJyvoW/xxEK+PXpnWIiCDnxyBwztcfD3r3znnr9lejKNAvPZ7MxBg/DC78qT2fUoG2qbNu0Ur5S1b7bEwieHx+VXHCCSewbVvHMuHt27fTv39/AAoLC8nNzWXx4sXOr9fW1rJixQqmTFHXd5wyZQrV1dWsXt32JluyZAl2u51JkyZ1edyYmBiSk5M7fAgf0oL9TO/K+DeU1GBXtE7zsT4YWORzlvJ726QvfSDojWCph5oD3g9MhA05P3pBC+zi0ty+KHWVtj78aCnh91hSrImBvrox2h0p449Icn4MAi2I9KCEf502FdQRzIquaU36ftrvQUNRZ7Avmf1I4PMrl9/97ncsX76c++67j507d/Laa6/x3HPPce211wLq3aYbb7yRv/zlL3z44Yds2LCBBQsWkJ+fz5lnngmolQCnnnoqV155JStXruT777/nuuuu48ILLyQ/P9/XQxa9sVnhyG71sbb+pofWSQm/29rWkPbyAtZohrRC9fHhnV6OSogo0eS4UIrzX7mo1pxPgn3vjHT8/DYf9NOca2nQJ4RvlK5Tt/nj3H7pOq2Zqaxc0iPtZohHTfq0FRLKN4Ol0WdjEsHh82B/4sSJvPfee7z++uuMGjWKe++9lyeeeIL58+c7n/PHP/6R66+/nquuuoqJEydSX1/PokWLiI1ty/S++uqrFBUVMWPGDObMmcPUqVN57rnnfD1c4YrqvWBvBWMcJBd4tSst4zKmr5ykXaV15NdKfb2SoS6ByZFd3u9LiGjQXK1u/RTs2+2KMziVZfe8M9KxtrTfgn0ts99co94EF0K4r7WprVFw7hi3X65dC42VzH6PxhSkoNdBaU0zZTXN7r04uQ8k5oJig9K1fhmfCByjP3Y6b9485s2b1+3XdTod99xzD/fcc0+3z0lPT+e1117zx/CEu7QscMYgr8tYN0i5qttG5iej10F5bQvltc3eTX9I14L9Pb4ZnBCRrqla3fppvv6BqibqWqyYjXoGZUlzPm9owf4mdxtSuar9DZ/mar8uxShExKrYrAaR8RmQ7F61bllNM+W1Leh1bX/vomsJMUaG5SazpbSWtfurODUlz/UX63Rq1cX2T6FsA/Q/3n8DFX4nnYBE77SlN7xcdq+mqZW9h9VyoFH5Euy7Kt5sZEh2EtBW7uuxdK2MXzL7QrjEmdlP9cvutcB0WE6SNOfz0kjH/yvFhxupa271/QEMRrV7OMi8fSE8Vbpe3eaOUYNKN6xzZPWH5iQRb/ZLvjKiOEv5Pen5lDtK3Zat99l4RHDIlYXoXaVvlt3b5Mjq902PIy3B7O2ooopW3rvB21J+Zxn/bu/2I0S00Obs+ymzv8lRci5ZKu+lJ5jJS1Ern7aU1vnnIPGO7L7M2xfCM1rwmOdFCb/0fXLJWOe1oweJotzR6rZsow9HJIJBgn3RO62M38vmfOulhN9j2gl7ndeZ/YHqtmoP2G1ejkqIKKCV8fsps7+5VA32R0iw7xMj8vxdyi8d+YXwSvvMvpu06kbp++SaMY6bIhsO1GC3u7nkshbsV2wBmx8qpUTASLAveqfN79YCRQ9p8/VHSbDvttHaCbukBkVx84TdXkpfMJjBZoHaEt8MTohIppXx+y2zr54XJbPvG23z9qUjvxAhx26D8k3q47yxbr1UURRZ0clNQ3ISiTHqqWuxUny4wb0Xpw4AcyLYWtoqfEVYkmBf9Ky1GeoOqo+1Zds8pK0lPaZPqpeDij7D85IwGXQcabBwoKrJ8x3pDZA2QH0s8/aF6J0fM/uV9S2U17ag00FRrgT7vjDCMW/fb8F+rONmdbOf9i9EJKvcAdYmMCW0NQx2UfHhRmqbrcQY9QzLTfLTACOLyaB3Vo1tcHf5Zr0echzz9sullD+cSbAvela9T92ak9oyGh6oaWzXnK+PXNS6K8ZocP7n5vYJ+2hahYbM2xeid35cek9bIq4wI4GEGGk25QtaZn9nRR0Wq933B3AG+36aJiBEJNPm6+eOcnt1J22+/oj8ZGlm6gatCmLdfm/m7UuTvnAmfy2iZ1XF6jZtgNtdU9vbeLCtOV9qvDTn84Q292qdt0360qVJnxAu82ODPm2+/nAp4feZgrQ4UuJMtNoUtpf7oUmfFuy3SGZfCLeVbVC3WhDpBi1YlRJ+92h9sjaUVLv/YmdHfsnshzMJ9kXPnMF+f692s0Ga83ltTB8vuqq2lyGZfSFc5scyfunE73s6nc7ZpG+zP0r5JbMvhOcqtqjb7BFuv1RLdIyV5nxu0X5eG0tqsdrcrHZyZvY3gDf9okRQSbAvela9V91q87w91Bbsp3o3nijmVVfV9lIHqFttioYQomuK4tcGfZudzfnk4tWX2pr0+SEgj3HcmJFgXwj3HdqqbrOHu/Uyq83u/HseI5l9txRmJpJgNtDUamPXITeb9GWPAHTQWAkNlX4Zn/A/CfZFz9qX8XtBy0ZLZt9z7buq7jvS6PmOUvup2+p9cqdWiJ5YGsBuVR/7OLPfaLGyu1K98NIy0cI3RvizI79k9oXwTEsd1OxXH2cVufXS7eX1NLfaSYo1UpiR4IfBRS6DXudcBWu9u9NATXFt1//ajRoRdiTYFz3zQbBf09jqDE6lOZ/nTAY9RY4mfRu9yVil9lW3LbVtWUshRGfa34feBKZ4n+56a1kdigLZSTFkJcX4dN/RTquU2FJa610VVFe0Cg85dwrhnkPb1G1ijtsNn7UgdUxBCnq95/2jotWYAi3Y9+DaUbsxI8F+2JJgX3RPUXwS7GuBab/0eGnO56WRfXywrJQpDhKy1cdSyi9E97TmfHFpXjUo7Yr2NzxC5uv73KCsBGKMehosNvfXlu6NZPaF8Iw2X9/NrD60zdeXEn7PjHb83NZ7sppT1jB1q92sEWFHgn3RvcbDYKkHdJDS1+PdrJcSfp/R5qJu9Hb5vfal/EKIrvmxOd9mac7nN8Z2VVA+L+V3BvvSjV8It3g4Xx/ad+KX60hPaD+3LQdr3V+SVDL7YU+CfdE9LaufnA+mWI93owWmoyTY99qo/LbMvuLNfHutlF+CfSG6p2VvY31/7tKa843Ik/OiP4xwnCu15Q19JtZxc6alFuxuXjQLEc08zOw3t9rY5lhGUzL7numXHk9KnAmLze7+kqSS2Q97EuyL7mmd+FNl2b1QMSw3CYNex5EGC2W1zZ7vSDL7QvROW0s9xrfZd6vNztYy9YJLMvv+MdJfTfq0Gz+K3VH5JoRwiYeZ/a1lddjsCpmJMeSleJ54imY6nc7zefuZQ9VtQwU0HvHxyEQgSLAvuldzQN2mFHi8i+pGi7M5nwT73os1GRiSnQioa6Z6TIJ9IXrX4siAxPo2IN9d2UCL1U5ijJF+6b5t/CdUWrC/+WCNd1VQRzPGgsHRe0bm7QvhmuYaqC1RH7uZ2d/grA5NRufj3inRZLSnHfljEiHFcc0o2f2wJMG+6J4Pgn0tIO2XHk9KvMkXo4p6I52l/N505HdUa1Tv98GIhIhQzsx+kk93q/3tDs9Lks7SflKUm4xeB5X1FirqWny3Y51OmvQJ4a5D29VtUp7bPVA2acF+viSMvOFdR36tlF/m7YcjCfZF92ocd2FT+ni8C60Tv2T1faetSZ9k9oXwKy2z7+My/rbmfHJe9Jc4s4HCTHU97i0+n7fv+L21SJM+IVxyeIe6zRzi9ku160hZutk7Wr+DbeV1NLfa3HuxzNsPaxLsi+7VOLK+XnTil+WlfE9rdLjZm8y+Vq3RUtPWcVwI0VGzf+bsO8+LeXJe9Kcix89X64/gM9r7QTL7Qrjm8C51mzHYrZdZrHa2OfubyM1Rb+SlxJKRYMZmV9w/J0pmP6xJsC+6p82vSvY8s68FpNKEyneG56klxQdrmjlc72F5qjkB4jPVx1ojRiFER87Mvu/K+BVFcXaIl5ug/jXcsfzeVn9l9iXYF8I1h3eqWzeD/e3ldbTaFFLjTRSkxflhYNFDp9Mx0pEscnv5Zu33dmSXj0clAkGCfdE1SyM0HlYfezhnv9FiZXdlAyAXtb6UFGtylqd61Wla+73WHvTBqISIQH4I9stqm6lubMWg1zEkJ9Fn+xWdDXdk9reU+jizL8G+EO7xMLO/sd18fWnO571Rnq5Skj5I3dYcAKsPe6CIgJBgX3RNCwDNiR6vMb21rA5FgczEGLKTZLkUX/LJslJaxYZWwSGE6MgPwb5WkjowM4EYo8Fn+xWdaWX8uw7V02J1c45qTyTYF8J1itKWEdaCRhdp8/VHynx9n/C4wXNithoPKHaokmrQcCPBvuiac75+gdp92ANtTajkJO1r2gl7ozfz9pPz1W1tqQ9GJEQE0hqw+XDpPS3YH5br2w7/orP8lFiSY41Y7Qq7Khp8t2Pt5o806BOid3Wl0NoIOgOk9XfrpVojYunE7xtak8OtpXW02uyuv1Cng/SB6mMp5Q87EuyLrvlgvr405/Mf7YS92avMfp66lTJ+IbrW4vsGfdvKHcF+jgT7/qbT6ZzZfZ925HcG+/W+26cQkUqbr582AAyuL8Fstdmdf7ejZEUnn+iXHk9SrBGLzc7OCjfPXxmOqozDEuyHGwn2RddqDqhbD+frA84mVJLZ9z0ts7+nsoG65lbPdiJl/EL0zI9l/JLZDwxnk74yHwb7ZkevBYsE+0L0ysPmfDsP1dNitZMYY6R/erwfBhZ9dDqdcxUYt5v0aVMwJLMfdiTYF13zMti32uzODsiyvJTvpSeYyU9R+yB43HxKK+OvkzJ+ITpRFJ8H+za7wg5HNkWC/cAY7o/l92Icwb5k9oXoncfN+doSRnq9NOfzFa1Kwu2eT5LZD1sS7IuueRns76lsoMVqJ95sYEBGgg8HJjQj8j1cQkWT5Aj2a0rUwEYI0aa1CexW9bGPyviLDzdgsdqJMxnomyaZqkDwSxm/ZPaFcJ0z2B/o1sucnfilhN+n2ho8e5rZ3+3jEQl/k2BfdM3LOftaCf/wPLkj6y/avH2PO/Jrc/ZbG6TRlBBH07L66MDsmxuWWgn/0JxEOS8GyLCcJHQ6qKy3cKjOR0tGOefs+3hJPyEikYdl/FowOko68fuUdvNk88Fa7HY3Ej0Z7Zbfa232w8iEv0iwL7pWV6ZutVJvNzmb80kJv994vISKxpwAsanqY+nIL0RHzhL+ZI9XJDmazNcPvDizgUJHdZnP5u1rmX0J9oXomd0GVcXqYzeW3bPbFed1pHTi962BmQnEmvQ0WGwUH3ZjlZL4DEeVmwJVe/w2PuF7EuyLziztMr2JOR7tQpbd8z/tbveOinqaWz1cQ9q5/J406ROiAz8uuzdUOvEHVFGe+vP2WSl/jJTxC+GS2oNgbwW9ya3k0e7KBhotNmJNegZmJfpxgNHHaNBTlOto0udOZWj75fdk3n5YkWBfdKZl9U0JHjWmUhTFWcYvy+75T25yLGnxJrXpV7mHF53SpE+IrjmX3fNdYL7dseyedqElAmN4btva0j4hS+8J4Zrqveo2tS/oDS6/TKtYHJGXjEGmPPmccxqouz2fMmTefjiSYF90pgX7Sbkela+W1TZzpMGCQa+TDJYf6XQ6Z6dpjzNWzsz+QR+NSogI4eNO/M2tbSWTUsYfWFqTvs2+yuybHb+/1gaw232zTyEiUZUW7Pd362Vac77R0pzPL0ble9iRX/s91uz38YiEP0mwLzqrbxfse0Ar4R+clUisyfU7ucJ9w729iE2SMn4huuTjYH9nRT12RV02MzPR7JN9CtcUOW6u7DpUj8Xqg+A8pl1ZsZTyC9E9bb5+mrvBvmMqqAT7fqH1fNp4sAbFndWYUvupW+0mjggLEuyLzuq8C/Y3yXz9gJHMvhB+4uNgX1vnXe0OL2WpgVSQFkdSjJFWm8LuSh8E58ZY0DluZEuwL0T3qt3P7CuKwkatE7805/OLobmJGPU6qhtbKalucv2F2k2b6n3+GZjwCwn2RWdasJ/oXWZf5uv733BH46nNpbXu3Z3VJDmW36sv9+GohIgAWhBn9k1zKG2+vpTwB55Op/Ntkz6dri27L/P2heielgFOG+DyS/YdaaSu2YrZoGdIjjTn84cYo8E5zdatUn7tpk31XvDkmlMEhQT7ojMvM/vO5nyy7J7fDc5W787WNVvduzurScxWt/UVvh2YEOHO0qhuTfE+2d1WWXYvqLQqKJ816dPm7cvye0J0T8vsu1HGryWMhuUmYTJImOIvWvWtW036UgoAHbQ2QuNh/wxM+Jz8FYnOtM7sHgT7tc2t7DuiXiRLZt//YowGBmerd763eHIRqy2tWF+hrocrhFC1OoJ9s2+C/W2ONd6laWlwaCsgbCnzVUd+bfk9CfaF6FJrc9v1ZOoAl1+mVd9olYvCP0b10ebtu5HZN8a0VYRWy7z9cCHBvuhMK+n2INjf4jhp9EmNIzVemlAFwghv5u0nZAI6UGzQeMS3AxMinGnBvinB611VN1oor20BYKiUpQaFT8v4QZbfE6I3Wsd2cyLEp7v8ss2OxMVwqQ71K2dm/6Cby+9Jk76wI8G+6MyLOfubZL5+wHnVpM9ggvgM9bHM2xeijbOMP87rXW1zZJP7pMaRFGvyen/CfWpjRDhU10JlfYv3O9R6OUiDPiG6pnXiT+3v1jLObZl9uY70p+F5yeh0UF7bwqE6N86J0qQv7EiwLzqyNECLI2j0ILMv8/UDz+uO/M5Sfgn2hXDyYRm/1pyvSObrB01CjJH+6ervcpsvSvmdDfqkjF+ILnmw7F5NU1t3+OG5ch3pTwkxRgZmqpVrG93J7muZfSnjDxsS7IuOtKy+Kd6jJac2y7J7AafNa9t7pJGGFqv7O5AmfUJ01uq7Bn1ac76hEuwHlXPevi9K+bUGfZLZF6Jr1e534t9a2jYVNCVeqqD8zaNkUapk9sONBPuio/bz9d1cC9pitbOjQuZaBVpGYgzZSTEoSltQ4RbJ7AvRmQ+78UtmPzRoKyH4NrMvwb4QXdKCQS0T7AJpzhdY2pRbtxo8OzP7EuyHCwn2RUda51QP5uvvrqyn1aaQFGukIM37ea7CddrNlc2eZKwksy9EZz4q41cUpS2zL534g0q72bKt3AfBvszZF6JnNQfUbUpfl1+yRZrzBZRnmf12wb6i+GFUwtck2BcdNVSqWy0AdIO2fvHw3GR0blYFCO94NW9fMvtCdOajMv6y2mbqmq0Y9ToGZUkn/mDSplFsL6/DbvfyIlXm7AvRs5oSdZvSx+WXbCmT5nyBpPXX2n2onuZWF5dfTikAnR6szXLdGCb8Huw/8MAD6HQ6brzxRufnmpubufbaa8nIyCAxMZFzzjmH8vKOb5h9+/Yxd+5c4uPjyc7O5uabb8Zq9WA+snCPlt1NyHL7pdpJepiUqgZcWymWBPtC+ESr2iTK22Bfy+oXZiZgNsr99WAakKH+Dppb7eyvavRuZ87MfoP3AxMi0lgtbdcUyQWuvcRmd06xkWA/MLKTYshIMGNX3JjeZDBBUp76WLuhI0KaX688fvzxR/75z38yZsyYDp//3e9+x//+9z/eeustvvnmGw4ePMjZZ5/t/LrNZmPu3LlYLBZ++OEHXnzxRV544QXuuOMOfw5XADQcUrceBPtaZr9I5loF3Ii8trmobmespIxfiM60IM7LYH+74wJKboIGn0GvY0i2GqR71N+kPe190erlTQMhIlFdKaCAIQYSMl16SfHhBlqsduLNBufKGcK/dDqdZ5WhyY5qjVoJ9sOB34L9+vp65s+fz7/+9S/S0tKcn6+pqeH555/nscce45RTTmH8+PEsXLiQH374geXLlwPw+eefs3nzZl555RWOOeYYTjvtNO69916eeeYZLBaLv4YsoK2M38WTc3tbHZn9IlkuJeAGZCQQY9TTaLGx94ibF5/OYF8y+0I4+WjOvpYtGSbz9UOCdtNlu7fBvva+sEiwL0QnWhCYnO9ys+fNpW03RvV6mQoaKFozRLd6PiXnq1sJ9sOC34L9a6+9lrlz5zJz5swOn1+9ejWtra0dPl9UVES/fv1YtmwZAMuWLWP06NHk5OQ4nzN79mxqa2vZtGlTl8draWmhtra2w4fwgIeZ/SMNFsprWwDJYAWD0aB3/tzdLuXXyvibq8Ha4tuBiZAg50c32axgc9xY9lEZv5wXQ4N202Wrt036TOr61LRKGX+4k/OjHzjn67tWwg/tO/FLwiiQPJoGqv1eJdgPC34J9t944w3WrFnD/fff3+lrZWVlmM1mUlNTO3w+JyeHsrIy53PaB/ra17WvdeX+++8nJSXF+dG3r+vdP0U7WrDvZoM+LavfLz2exBijr0clXDDc0zWkY1NB71jPVkr5I5KcH93UvjTbi2DfarOz85DarV0qnkKDZPbF0eT86Ac1+9VtshvN+STYD4q2Mn43poE6M/sH/TQq4Us+D/b379/Pb3/7W1599VViY2N9vftu3XrrrdTU1Dg/9u/fH7BjRxRnGb97mX3nfH3JXgWNVorldrCv18u8/Qgn50c3ac35dHowxni8m+LDjVgcc1BlOdLQoAX7uysbaLG62H26K87MvgT74U7Oj35Q60Enfse1ywjp+xRQg7ISMRv01LdYOVDV5NqLtGBfGvSFBZ8H+6tXr6aiooJjjz0Wo9GI0Wjkm2++4cknn8RoNJKTk4PFYqG6urrD68rLy8nNVdd2z83N7dSdX/u39pyjxcTEkJyc3OFDuKm1CSyObIebc/ad8/XljmzQaHdnNx/0oARRu7nTIMF+JJLzo5ta2zXn82IZ0e2OUvEhOTIHNVTkJseSHGvEZlfYfciLEnxnZl/K+MOdnB/9wM0y/o5TQeXnH0gmg54hOWrjUpfn7WsrLEhmPyz4PNifMWMGGzZsYO3atc6PCRMmMH/+fOdjk8nE4sWLna/Ztm0b+/btY8qUKQBMmTKFDRs2UFHRFnh88cUXJCcnM2LECF8PWWi0rL7BDDHunWy1eanDJbMfNNqNloM1zVQ3utnIUru5o70HhIhmWmm2r+brOy6kRPDpdDpndt/lpaa6It34hehe7QF16+Kye1pWv3+GTAUNBrc78muZ/bqDYPeiQkoEhM//opKSkhg1alSHzyUkJJCRkeH8/OWXX87vf/970tPTSU5O5vrrr2fKlClMnjwZgFmzZjFixAguueQSHnroIcrKyrj99tu59tpriYnxvKRS9KJ9cz43slk2u+LMYElmP3hS4kz0SY2jpLqJLaV1TBmU4fqL4x3BfqME+0I4y/i97MTftuyenBdDydCcJH4srmKbN036zI4yfmuzerGrN/hmcEJEghr3yvid8/XlXBkUzspQV4P9pFzQGcBuVWOHpK6rrkVo8Fs3/p48/vjjzJs3j3POOYdp06aRm5vLu+++6/y6wWDgo48+wmAwMGXKFC6++GIWLFjAPffcE4zhRg8Pl93be7iB5lY7cSYD/WRt1KDyqKsqSGZfiPbal/F7QQsmZdm90FLkiyZ97d8bkt0Xoo2lEZqOqI9dbNC3WZrzBdUIdzP7ekNbgC/z9kNeQGplvv766w7/jo2N5ZlnnuGZZ57p9jX9+/fnk08+8fPIRAceLrunlaoOzU3CIPNSg2p4XjJfbC53P9iPd1QBNB72/aCECDdaZt+LYL+51UbxYfWmgSy7F1qGasvveRXsxwE6QFGDmxj5HQsBtM3jNidCbIpLL9niaPI8XJrzBYUW7B+oaqKmqZWUOFPvL0ruozZirC0Bxvt3gMIrQcnsixDlabDvLL+Sk3SwaV1st5R5mNmXYF+ItqZrJs876O8or0dRID3BTGai2UcDE76g3XwpqW6irrnVs53odO3m7UuTPiGc2i+758KUUIvVzs4KLdiXzH4wpMSbyE9RV1Db6u68/VrJ7Ic6CfZFG2ew714Z/5YyWXYvVGhree8or8dqs7v+wngp4xfCSSvL1uZle6B9Cb/Oi47+wvdS483kJKv9f7aX13u+I2dHfinjF8JJy+y7OF9/16F6Wm0KSbFGWaI0iNyeBqqttCDBfsiTYF+0cc7Zd7eMXz0xSBOq4OuXHk+cyUCL1U7xYTcuQBOkQZ8QTj4o49/mPC/KTdBQpP1/td2bJn3SkV+IzupK1W1SvktPb9+cT26MBk9bR34Xz4laZl/m7Ic8CfZFGw/K+OuaW9l/RL0wlsx+8On1OoZ6sqyUNme/Qcr4hWgr4/c82HcuuyfnxZCkLYfo1fJ7WuWHRcr4hXCqL1e3STkuPd0Z7Mt8/aByuyO/s4z/oJ9GJHxFgn3RxoNgX8uK5CbHkpYg81JDgdY7Yas78/a1zH5rQ1tWU4ho5YOl97Rz41DpxB+StMy+V8G+ZPaF6MyZ2c9z6eltzfmkOjSYtCZ928rrXJsGqq20IMF+yJNgX7TxYOk97SRdJHdkQ8awXA86Tcckg97RfVXm7YtopwVvHjboq260UF7bAsBQRwZZhBZtOcRt5XUoiuLZTmTOvhCd1ZWpWxfWXlcUpV1mX4L9YOqXHk+C2YDFamd3pQvVSomOyo36MvD0HCoCQoJ9oVIUjzL7Wva4SObrhwztd+FWZl+na7f8ngT7Iso5y/g9a9CnZYv7pMaRFOvCEkYi4IbkJKLTwZEGC5X1Fs92or0/JLMvRJs6Rxl/Yu/B/qG6Fg43WNDrZMpTsOn1OufvwKUmfdrNHJsFmqr8ODLhLQn2haq5BuyOJYjcCfZlbdSQo/VO2H+kifoWq+sv1Co6ZN6+iHZelvFrnfilj0noijUZGJChBuseN+nTKj8k2BdCpShqphdcyuxr88MLMxOINRn8OTLhAq0jv0vz9o0xEJemPtb6NIiQJMG+UDUdUbfmRPUP2AWKojhLxSWzHzrSEtqWlfKoSZ9k9kW009ZN97CMf5s05wsL2hQLt6Y8tecs45cGfUIAaobX5qiUSey9QZ/M1w8tziZ9B12sDNWqN7SpGyIkSbAvVFoJjnaXzgUHqtTMscmgY2CW5+tRC9/zqJTfufyeZPZFlHMuveddGb8E+6HNufyep8G+lPEL0ZHWnC8+A4y9N22W+fqhxe3l97QVFyTYD2kS7AuVM9hPdfklWjZkcHYSJoO8lUJJkUfL72ll/JLZF1HO4nmDPkVRnGX8EuyHNq1J31ZPy/ilQZ8QHWnBvgvz9aEt2B8hwX5IKMpNQqeDyvoWKuqae3+B9nuul2A/lEmEJlRN1erWjcz+Vu2OrFzQhhxtdYStrt6dhXaZfQn2RZTTyvjN7mf2S2uaqWu2YtTrGJgpnfhDmXYzZkd5HXa7B92knZl9KeMXAmhrzufCfP3mVpuz67tk9kNDvNlIoaOXiUvZfe33XCdz9kOZBPtC5UEZv5YNkWX3Qs+wnLYyfpeXldLm7EuDPhHtnGX87jfo06ppBmYlYDbKf7GhbEBGPGajnkaLjQNVTe7vQDL7QnSkZfaT8np96o7yemx2hbR4k7PPkAi+tlJ+NzryS2Y/pMmViFB5EuyXyrJ7oWpQdgJGvY7aZiulNS6UYoFk9oXQeFHGr5XwD82Rm6ChzmjQMzhLrb7Y5kkpv3YzSObsC6HSurInudKcr22+vk6n8+eohBu01bVcCva1JoyS2Q9pEuwLlZvBfnOrjT2O8itZXir0xBgNzqaJLjfpc3bjP+KnUQkRJrTgzYMy/m1lsuxeONFK+T1afk97f0g3fiFUbmT2N0tzvpAkmf3II8G+ULkZ7O8or8euQHqCmawkKb8KRW0d+V28iNV+99p7QYho1epFZr9MMvvhRAv2PVp+TzL7QnSkdWV3adk9CfZDkfb72HWogeZWW89PTmzXjd/VKaMi4CTYFyotwItNdenpW8q0Ev4kKb8KUW436Wsf7MtJW0Qruw2sjqkvbi69Z7XZ2XmoHpDpTeFC68jv0fJ7MmdfiI6cDfp6zuwritIu2Jcbo6EkLyWWlDgTNrvCzor6np+sZfZbG6HFw1VNhN9JsC9Ubmb2tQBSLmhDl9vL72m/e8UGLS6W/gsRaVrbNWozu9egr/hwIxarnXizgYI096sCROBpmf1dh+qxWO3uvVi68QvRRlHayrl76cZ/sKaZWseqJYOzZdWSUKLT6Zw3YDb3VspvToAYRxxQL/P2Q5UE+0LlbrCvZfbljmzI0m7EuHwRa4oDoyNAkXn7Ilo5S7J1YIx166XajbUhOUno9VLxFA7yUmJJijFitSvsruwli3U0yewL0aapCmwW9XEvZfxbDqrXkIOzE4kxGvw9MuEmt+btty/lFyFJgn2hciPY71B+JZn9kJWXEktSrHoRu+uQixex8enqVubti2jlnK8fD25OUdI6ug/LkUxVuNDpdAx1NulzM9iXOftCtNGa88VngNHc41Nlvn5o86xJn2T2Q5UE+0ItvXIj2D9U10JVYyt6HQyRi9qQpdPpnDdjXO7I75y3L5l9EaW8WXbP8Xc2TG6ChhVnR3535+1r3fhbG6XPiRDO5nw9l/BDW98nma8fmkY4g/06lN7Obc7MfqmfRyU8JcG+AEs92K3qYxeC/S2OC6LCzARiTVJ+FcqcTfrc7shf7Z8BCRHqnMvuuTdfH9oyw8OkE39Y0X5f29xdfk+7IaTY28qXhYhWDZXqNjGr16ducfR9ksx+aBqcnYhRr6OmqZXSmuaen6xl9qWMP2RJsC/asvqGGJeyWVtLtfn6cpIOdc5lpTzpyC9ENHKW8bvXib/JYqP4sNqoTfu7E+FBWybR5WamGlO7G0IWadInolzDIXWb0HOw39BidZ4rJdgPTbEmA4Oy1MrdXkv5td+3drNHhBwJ9kXHEn4X5qhqWeLhckEb8orcLePX5uxLgz4RrTws499RUYeiQEaCmaykGD8MTPjLUMd0tH1HGmm0WF1/ocEEepP6uP0qDkJEo4YKddtLsL+1TD1XZiXFkJko58pQpU2x6DXYT8xWt9rvX4QcCfaF2534tT98WXYv9GkZxvLaFqoaXCgzlcy+iHbOMn73MvtaVniolPCHnYzEtqBjh8dN+iTYF1FOy+wmZPb4NGnOFx6Gt5u336MELdg/5OcRCU9JsC/cCvYtVruzs7ssuxf6EmOM9E1XM5QuzduXBn0i2rV6ltnXgn0p4Q9Pw3LV7L7H8/ZbpYxfRDkXy/jbgn05V4Yylzvyazd36iXYD1US7Au3gv3dlfW02hSSYoz0SXW/W7UIvGE56gl7myul/HGy9J6IcpZ2S++5wbnsngT7YUmryHC/I79k9oUA3A72R0hmP6Rpwf6eww09T2/SyvgbK8FuD8DIhLsk2BduBftao7dhuUno3FyDWgTHcHc68mvvAZmzL6KVl2X8EuyHp6JcTzvya8F+o49HJESYcZbxdx/s2+1KW98nCfZDmtZTQVF6aV4a78js263QXB2QsQn3SLAv2gX7qb0+VTtJSwl/+Ghr0ufCRWy8ZPZFlPOgjL+qwUJFXQsgc/bDlecd+bUyfsnsiyimKO0y+93P2VebYNowG/UMzHTvhqoIvLYmfT2cF41miE1VH8u8/ZAkwb5oW1Pdlcx+mTTnCzdapnF7eR12u9Lzk2XOvoh2re6X8WvZ4IK0OBJjjP4YlfCzIY5gv6LOxWamGu19YpHMvohilnqwOtZj7yGzr5XwD81JxGiQECTUjXB53r7jd14vHflDkfylCY/K+KWxSvgYkBFPjFFPo8XG/qpeLkidc/arZe6ViE4ezNnfrs3Xl6x+2EqMMVKQpmbpt7tTyi9l/EK0ZXRNCT1OgXI255OEUVjQplpsdnn5PcnshyIJ9oXLmf2qBgtlteqdWylVDR9Gg54hjnWke11CxfkeUKClxr8DEyIUOefsux7sb5X5+hFBu1njXrAvZfxCuLrs3uZSma8fTrTf09bS2p4rQ7XfuwT7IUmCfeFyZl+7oC1IiyMp1uTvUQkfapu338vdWaMZzOqNAWnSJ6KSB2X82yXYjwhDPWnS5+zGL0vviSjm9rJ7EuyHg4FZCZgNehp6qwxNkMx+KJNgX7gR7MtJOlw5O02705Ffq/gQIpq4WcavKIosuxchnJn9snrXX2SSpfeEcCXYr2lqpaRa/TuRZffCg6lDZWgPySKZsx/SJNgXrgf7WvmVXNCGHbc68kuTPhHNtKDNxTL+gzXN1DVbMep1DMxM9OPAhL8Na5fZV5RemplqpIxfCJc68W91BIv5KbGkxEt1aLhom7ffw/VjoiPY16ZziJAiwX60a20Cq+MixcXMfpHckQ072lKJxYcbaLLYen6yM9iX5fdEFNLKsV3M7Gsl/AOzEjAb5b/UcDYwKwGDXkdNUyvltS2uvcjZjV/K+EUUc87Z770Tv1SHhpfhrnTk137vDZLZD0VyZRLttFJtnQFius/Y2+xtpapFktkPO5mJMWQmmlEUF5pPacG+zNkX0cjNMn6tWkaaloa/GKOBQsfa3y7P25cyfiHayrd7DPalOV840lbf6jnYlzn7oUyC/WjXvoRfp+v2afuONNLcaifWpKd/RvfLqojQpZXy9zpvP15bfk+CfRGF3Czj3y43QSNK27x9V4N9rYxflt4TUcyFOftbpO9TWNL6KxyoaqK2ubXrJ2nTN+ol2A9FEuxHO5fn66sn6aE5SRj03d8UEKFLm4+6pbeO/NKgT0QzN8v4JbMfWbTfo/uZfQn2RRTrZek9q83uTDRomWIRHlLjzeSlxAJtvbs6SXRk9lsbZEpTCJJgP9q5GOxvKZPsVbjTfnfdnqw1MmdfRDMts+9CsG+12dlVoXZu1ypnRHgblqs2Wex1upPGLGX8QvSW2S8+3ECL1U6cySDVoWGo13n75kQwqjcEpJQ/9EiwH+3czOzLBW340k7WW8tqe+40LcG+iFZ2e1uG1oVgv/hwAxabnXizgYK0OD8PTgSCltnfXl6H3e5CR37J7ItoZ7dB42H1cTfBvtbJfViuVIeGo17n7et07ebtS0f+UCPBfrRzNdjXMvtSfhW2BmcnotdBVWMrh+p66DQtwb6IVtZ22VkX5uxvc6zHPiQnCb1cwEaE/hkJxBj1NLfa2V/lQgCvzdm3SLAvolTjEcBxYyw+o8unSCf+8OZaR35t3r505A81EuxHOxeC/foWK/uOqBcyktkPX7Gmtk7TW3tqPiXBvohW7Uuxjb1n6rdpy5HKfP2IYdDrGJKjlvL3eJ7UmBwlyVLGL6KVVrYdlw4GY5dP0YLEEZIwCktasL+tvA5bdxVPidKRP1RJsB/tXAj2tbmLOckxpCeYAzEq4SfazZqtPTXp094LzdX+H5AQoURrLGSMA33v/z1qTdyGSi+TiDLUnY780o1fRDtXOvFrwX6+JIzC0YCMBGJNasXTnspuGvBpmf0GyeyHGp8H+/fffz8TJ04kKSmJ7OxszjzzTLZt29bhOc3NzVx77bVkZGSQmJjIOeecQ3l5eYfn7Nu3j7lz5xIfH092djY333wzVqvV18MVLgT7W51zreQkHe6cTfpczezb7QEYlRAhws1l97ZJ49KINMydjvzOYF8y+yJK9RLsH65vobxWnToo15HhyaDXOX933Zbyy5z9kOXzYP+bb77h2muvZfny5XzxxRe0trYya9YsGhra7gT97ne/43//+x9vvfUW33zzDQcPHuTss892ft1mszF37lwsFgs//PADL774Ii+88AJ33HGHr4crXAn2tbVR5YI27A1zpSN/bKq6VexgcbEjtRCRwI1l9xotVvY6pjfJsnuRRavUcKkjf/sGfT01PhUiUvWy7N4Wx/XGgIx4EmO6LvMXoW9Eb036tJs9Mmc/5Pj8r27RokUd/v3CCy+QnZ3N6tWrmTZtGjU1NTz//PO89tprnHLKKQAsXLiQ4cOHs3z5ciZPnsznn3/O5s2b+fLLL8nJyeGYY47h3nvv5ZZbbuGuu+7CbJZScp9xI7MvzfnCnzbvamdFPVabHaOhi/t9pli1jNnapL4/YlMCPEohgsTieif+nRX1KApkJJjJSorx88BEIGmZ/d2HGrBY7ZiNPeRFnFUgClib2zL9QkQLLbOvzdk+ijTniwy9NumTOfshy+9z9mtqagBIT08HYPXq1bS2tjJz5kznc4qKiujXrx/Lli0DYNmyZYwePZqcnBznc2bPnk1tbS2bNm3q8jgtLS3U1tZ2+BAuaKpWt90E+4qisKVMlt2LFH1S40iMMWKx9TDvCqRJX4SR86OL3Cjj16bCSFY/8uSlxJIUa8RqV3o+T0LHRo5Syh+W5PzopV7K+Dc7m/PJNWQ4awv2u6l4cs7ZlzL+UOPXYN9ut3PjjTdywgknMGrUKADKysowm82kpqZ2eG5OTg5lZWXO57QP9LWva1/ryv33309KSorzo2/fvj7+biKUM7Of2uWXD9Y0U9dsxajXMSgrMXDjEn6h1+sY6ug0vUU68kcNOT+6yI0yfq152zCZ3hRxdDqd6/P2DUYwOKoNLb3cGBAhSc6PXuq1jF8y+5FA601TVttMVYOl8xO0mz2S2Q85fg32r732WjZu3Mgbb7zhz8MAcOutt1JTU+P82L9/v9+PGfZsrW1zsrvJ7GtLSw3OTuy5lFGEjSJtCRVXOvJLsB8R5PzoIi0z60KwrwWBEuxHJm3efo/nSY1z3r5k9sORnB+91ENmv8VqY2dFPQDDpRN/WEuKNdE3Xa1k6rKUX/v9Nx4Guy2AIxO98VunjOuuu46PPvqIpUuXUlBQ4Px8bm4uFouF6urqDtn98vJycnNznc9ZuXJlh/1p3fq15xwtJiaGmBiZN+kWrYQfXbfzsrVyHek2HTmKXGnSp1V6SLAfEeT86CItM+vCvOttktmPaM7Mfll97082xatLlcrye2FJzo9e0pZa6yLY31Fej9WukBJnIj8lNsADE742PDeZ/Uea2Fxay/GDj6rkiEsHdIACjUcgsfulGEVg+TxVqygK1113He+99x5LliyhsLCww9fHjx+PyWRi8eLFzs9t27aNffv2MWXKFACmTJnChg0bqKho6+j4xRdfkJyczIgRI3w95OilBXKxKaA3dPkUbV5qkZRfRYxem6yAZPZFdNKCNXNCj0+rarBQUacuJSVz9iOT9nt1rSO/tvyeBPsiCjnL+DsHd5udJfxJ6HS6QI5K+MGI/B7m7RuMEK/2Z3PeABIhweeZ/WuvvZbXXnuNDz74gKSkJOcc+5SUFOLi4khJSeHyyy/n97//Penp6SQnJ3P99dczZcoUJk+eDMCsWbMYMWIEl1xyCQ899BBlZWXcfvvtXHvttXL31Zdc6sSvnqglexU5tMz+wZpmqhstpMZ3sbqFM9ivDtzAhAg2F8v4tRL+grQ4WUoqQmm9TfYdaaTRYiXe3MPv2dxu+T0hoomlESyO6pcu5uxvcTbnk1V9IkGvyaKEbLWMX+bthxSfZ/b/8Y9/UFNTw/Tp08nLy3N+/Pe//3U+5/HHH2fevHmcc845TJs2jdzcXN59913n1w0GAx999BEGg4EpU6Zw8cUXs2DBAu655x5fDze69RLsN7fa2O3oRDxcOvFHjPbzrjZ3d8KWzL6IRi6W8TtL+CWrH7EyEmPITFSTCzvKeynllzn7Ilo1OrL6BjPEdL5O3NIusy/C34h2yze32uydnyAd+UOSz1MSiqL0+pzY2FieeeYZnnnmmW6f079/fz755BNfDk0crZdgf2dFPTa7Qmq8iZxkqaiIJCPy1HlXW0rrOH5QFx10JdgX0ci59F7PZfxbZb5+VCjKTeK7nS1sK69jbN/U7p+o3RyySGZfRJn2zfmOKtNXFIXNBx2ZfWnOFxEK0uJIijFS12Jl16H6zktyS0f+kCTt1aNZL8G+c75+rsy1ijS9lmJJGb+IRloZdi+Z/e3SiT8qOOft97RMKYDJcXNIyvhFtOlh2b2DNc3UOpZuHpwtSzdHAp1OR5GjSqPHjvwS7IcUCfajWS/BvrbkUKc7dyLsacG+dte9E+nGL6KRs4y/+8y+oijOMn45N0a2YblqgLKttyZ9zgZ9UsYvokwPy+5p1xeDsxOJMXbdBFqEn7ZkURfnRQn2Q5IE+9HMxcy+zLWKPL3Ou5IyfhGNnGX83TfoO1DVRH2LFZNBx8Csnsv9RXgb6lx+z9VgXzL7Isr0EOy3NeeTm6KRpMfKUJmzH5Ik2I9mvQT72l07yV5FHm3elcVmZ9ehLppPtQ/2XejDIUREcKGMXwv8BmUlYjLIf6GRbIgj2K+oa6GqwdL9E03SjV9EqR7K+LXM/nAJ9iNKj8F+Yra6lcx+SJErlWjWQ7BfWd9CZX0LOh0MyZG5VpFGp9P1XMqvvSdsLVKaKqKHM9jvPmOvlXQXyXz9iJcYY6QgTb3xs72nUn6zdOMXUaqnzH6ZNOeLRMNyktDroLLeQkVdc8cvau+D+orAD0x0S4L9aNZDsL/JEQAWZib0vL6wCFvDe2qyYk4EveP3LqX8IlpYes/sa38vw6TiKSpoyyv2GOxLZl9Eq26C/foWK3sPq38PktmPLHFmAwMy1RvinebtSxl/SJJgP5r1EOw7l0uRk3TE6rHJik4n8/ZF9Gl1NOjrYek9Z3M+6WUSFbQVF3ps0idL74lo1U2wv9VxUzQ3OZb0BHOgRyX8rNtSfu190NrQ1vBWBJ2kbKNZT8G+4w94ZH5KIEckAkgrrdtcWouiKJ2XV4xLU/8jl2BfRAutDNvUdYO+FquN3ZXqBYyU8UcHZ7DfU5M+yeyLaNXNnH0tCIzUBs+ttlaabE00W5tptjbTYmtBhw69Xo9BZ8CgM5BgSiDRnIhJbwr2cH1uRF4yH68v7RzsmxPBGAvWZvW90cONcxE4EuxHK7sNmmvUx12W8atfk7lWkWuoY97VkQYLFXUt5CTHdnyCZPZFtOmljH9nRT02u0JyrJHco/9eRERq35G/y5ui0C7Ylzn7IorY7e0y+9kdvrS5NHyb89nsNsoay9hbu5e9tXvZV7uP8sZyDjcdprKpksPNh2lodT1rHWeMI8mcRMb/t3ff4VFVWx+Af2d62kx674WEhJYEEkKXGimCoIB6FVDBjogFP0XgIhfQq1gQEVFAr40mWCgKoQoBJBBCIAlpBNJJmfQyZX9/TGaSIQWQJDPMrNeHJ+a0WWcyWTnr7H32ljjA1coVblZucLVyhaeNJwJkAfCSet1zNwTafQyU4zSt+xXXNcW+nY8BoiM3o2LfXNVXAGgaZV07p3qT2kYlsptar6gbv+mSCPnwd7JGRnE1LhdUUrFPzBtjzS2z7bRGNHfhl7Zd9BGT4+9kBT6PQ2W9EkWVDXCVtXGTh6beI+aoXg6olZr/v6llPzlPUwT28jDu3qEKtQLp5elIKU3B5dLLuFx6GVfKr6BR3cHsGy3wOB4sBBYQ88VgjEHFVFAzNVRMhTql5uZfnbIOdco6FNcWI6UspdUxBDwBfKW+CLINQi/HXujj1Ac9HXpCzBd36rl2Ju1NnMwbNahXqCAR8ptXWjk2Ffs0Ir+xoGLfXGkLOJENwNe/o5haWAXGAGcbMZxsjDfZkLvX002KjOJqpBRU4r5g/TvzVOwTs6Ksh+4GaDst+6mFNBK/uREL+PBztEJGcTXSiqraLva1N4eo2CfmRNuFXywDBM3Xio1Kte7GaG8jK/aVaiUul17GmcIzOFt4FueKz+mK8paEPCG8bLzgLfWGj40P3Kzd4GjhCAeJAxwsHGAvsYelwBICnqDdG79KtRLVjdWoaqxCZWMlbtTdQEFNAQprClFQU4BrldeQVZGFOmUdMuQZyJBnYN/VfbrX72nfE5GukRjkPgjhzuFGVfy7SiWwtRRCXqtAelE1enu2+Dlb0fR7xoaKfXNVJ9d87WAkfurCb/pC3aT47UJ+x9PvUbFPzEHLwdXaeWa/udin3GhOgl1skFFcjSuFVRjeo/UUY80t+9SNn5iRmqbp1W5q1b9SVIVGlRoyC6Fu6kpDqmysxF+5f+HI9SP4K+8vVCn0x9+wEdkg1CEUofahCHUIRU+HnvC09gSfx2/7gLdJwBPAVmILW4ltu9uomRoFNQXIlGcirSwNSSVJSLqRhLL6Ms3/lyRhc/JmSPgSRLpGYoj7EIz2GQ1XK9e7iu1ucRyHnq5SxGeVIqWg8qZivylH1tD0e8aCin1zpRucz7bVKhqJ33x0OP2e9g9Uvbzb4iHEYBqrNV8FFkA7F3lphdpp96hl35wEu9pgz8WC9kfkp9H4iTnSzqVurd8rMDlPM+ZTLw/DPe5U2ViJP6/+if1X9yOhMAFKptStk4qk6O/SHwNcB2CA6wAE2QWBxxlmcjIex4OHtQc8rD0wzHMYAIAxhtzqXCQWJ+JUwSnE58fjRt0NnMg7gRN5J/De3++hj1MfjPUZi9E+o+Fh7WGQ2Hu6aYr9y61G5Kfp94wNFfvmikbiJ2i+oZNdUoO6RhUsRC2KHGrZJ+bkFs/rl9c0oqiyAQAV++ZGO0jflXaLferGT8yQbiR+/d4uF7XFfjdfQypUChzPO47fs37HketHoFArdOsCZAEY4TUCI7xGoLdj77tute9KHMfBy8YLXjZemBQwCYwxZMgzcDL/JA5dO4TzxeeRdEPTA+CDsx8gwjkCDwY9iLE+Y2HZTq+0rtBuY5GuZZ+68RsLKvbNVV2Z5utNLftKlVo3P6opd+NvVDWisrES1Y3VUKqVUDKl5qtaCSFPCBFfBBFfBDFfrJk+RWhtkgNyOdmI4WAlQmlNI9KKqtDPy7Z5JRX7xJxo5wRup9jXduH3sreAtZj+dJoT7c2dK0VVUKkZ+Lyb/hZQN35ijnTd+PWL/eT87h2cr7CmENvStmFn+k6U1ZfplgfaBmKi/0SM8RkDb6l3t8TSFTiOQ5BdEILsgjArbBZu1N5A3LU4HMg5gLNFmnEHzhWfw6rTq3C/3/14OPhhhDmEdXlc2gbBywWVUKsZeNq8SMW+0aErFnNVqy327fUWZ5fUoEGphpWIDx/77rtD2JnqlfXIqsjCtaprKKguQH51PgprClFYW4jy+nJUNla2OSBLRwSc5tkrO4kd7MX2umlTPKw94GnjCR+pD+wl9rc+kJHhOA6h7lIcTy9BSkElFfvEfGm78bc7En9TF34X070JStrmbW8JsYCHeoUa18tq4et402dE25qmrNNMR8YzTJdgQrqVtphr0Y1foVLrWnq7sthnjOFM4Rn8kPIDjuQegZqpAQCOFo6Y4DcBEwMmItgu2DQbaSydMDNkJmaGzERRTRF+y/oNu9J34VrVNexM34md6TsR4RyBx0Mfx31e93VZL4YgF2uIBTxU1SuRU1YLP21epG78RoeKfXOlbdm31C9QW86Nyru59cIIldSV4OKNi7hYchEZ8gxkyjNxveo6mHZU7Q5w4GAltIKQJ4SAJ4CAJwCP40GpVkKhVqBB1YAGVYOu5b+krgQlde0nLweJA3rY9dD8s++BXo694Cf1M/o/Nj3dmot9PbpiX97tMRHS7W6zZV/bdZGYDz6PQ5CLNZLzKpFWVNVGsd9iEDJlXbufIUJMSnVTsd9igL6M4mo0KtWwEQu6pMFIzdQ4fP0wvr74NS6WXNQtj3KNwsyQmRjhNeKem7P+brhYueDp3k/jqV5P4VzxOWy/sh1/ZP+ha+33sPbA46GPY1rQNEgEbcwkcheEfB5C3aU4f02OpFx5i2KfWvaNDRX75qqdln1jHomfMYacyhycKjiFc8XnkHQjCXnVeW1uayu2ha/UF+7W7nC3doeblRtcrVzhIHGAVCyFTCyDtdD6tgZlqVfWQ94gR3l9OcobylFaV4r86nzkVechrzoPuVW5KKgpQGl9KeIL4hFfEK/bVyaWoZ9TP/Rz7ocI5wj0duptdH+ItM/tawfV0dE+4kEt+8Qc3GaxT8/rm6ceLjZIzqvElcIqjAu7aSTsls/JKqjYJ2ZCW8xZNbfsa5/XD3Xv3AYjNVNjX/Y+fHXxK2TIMwAAYr4YUwKn4JGQRxBgG9Bpr3Uv4jgOkS6RiHSJxMLIhfgp9Sdsu7INedV5WH1mNb6++DWe6v0UHurxUKdO4dfHQ9ZU7Fdgcr+mgQK1PT1qSqink5GgYt9ctdeyb2Qj8Vc0VOBk/knE52uK6MKaQr31HDgE2Aagt2NvBNsHI8A2AIG2gXCQOHRai7pEIIGrwLXDqU5qFbXIlGfiSvkVXCm/gtSyVFwqvYSKhgoczT2Ko7lHAQBWQitEu0ZjsMdgDHIfBE8bz06J8W5ou9pdLqiEUqWGgN+UmLUt+43VgLIREIgMFCEh3UBb7AtbF2pqNdMNzhZCxb5ZCm4apE9700cPjwcIJICyngbpI+ajpvVo/Jeaiv3endSFnzGGE/kn8HHCx0grT9O8nNAaM0Nm4l89/wUHC4dOeR1T4mzpjPkR8zG3z1z8mvErvkr+CoU1hVh9ZjU2XdyEeX3mYVqPaRDw7r4E7O1pCyAHF3NbNBZZNv1MmErTWGRFPyNDo2LfXLXRss8Yw6X85ruyhlJUU4RD1w8h7loczhaehYqpdOuEPCHCncMxwHUA+jr1RS/HXrARGf7i21Joid5OvdHbqbdumUKlQGpZKhJvJOJ88XmcLTyL8oZyHLp+CIeuHwKgGUBmtM9ojPEZgyDbIIN0+fd3tIKViI+aRhUyblQ3zyEukQHgADDN9Hs3Ta9DiEnpoGU/p6wWtY0qiAU8+DpQq6050v5NbDXNlJbQQlPs0/R7xFzouvE3D9CnG4m/E4r9S6WXsObsGpwpPAMAsBHaYFbYLDzS8xFIRcbRIGXMLAQWmBEyAw8GPYjdGbux8eJGFNYUYsXpFfgx9Ue8NuA1DPEYclev0cdT83NOzq9oHryUL9Q0FtWVa3p/ULFvcFTsmytdy37zL2FueR3KaxUQ8rlu76paVl+Gfdn7sDd7L5JuJOmtC7QNxCD3QYhxj0GkSyQsBBbtHMW4CPlC3Q2Ax0Mfh5qpkVKaghP5J3Ay/yQuFF9AhjwDGfIMfHHhC/hIfTDGZwwm+k/s1i5pPB6HXh4ynM4uw8XciuZin8fXFPz1ck3SpmKfmLIOin3tTdAQN2lzzxdiVrQjT2eX1KC6Qdl6RgahlSZPUss+MQeNNYCiKWc2FftKlVp3M+xuiv2Khgp8cu4T7LiyAwwMQp4Qj4Y8iqd7Pw1bie3dRm52RHwRpgdPx5TAKdhxZQfWX1iPzIpMPHfwOQz2GIxFAxbBT+b3j44d4GQNSxEftY0qZN2oRlBTDyhYOTUX+wjpvJMh/wgV++aqtuk57Bbd+JOauuGEuEohFnT9HKSNqkYcyz2GXzJ/wV+5f0HJlLp1fZ36YrT3aIzyHgUvqVeXx9IdeBwPYY5hCHMMw7w+81DZWImj14/iQM4BnMg7gZzKHHx18St8dfEr9HbsjckBkxHrFwuZuOunr+mtLfbzKvBw/xbvt4Vdc7FPiCnrYDR+7VgmYUY4lgnpHvZWIrjJJCioqEdKQSUG+N40+wpNv0fMifZ5fYEEEGsKvKySGtQr1LAU8ZsHa7sDaqbGLxm/4KOEj1DeoLnmmOA/AfPD58Pd2r3TQjdXIr4Ij/Z8FBP8J+DLpC/xQ+oPOJF3AtMKpuGZPs/gyV5PQsi/szGl+DwOvdxlOHO1DEm5FfrFfskVGqTPSFCxb46UjUBj03OH2ueyASTlygE0d8vpKrlVudiWtg27MnZB3iDXLQ9zCMOkgEkY4zMGzpam34osFUkxKWASJgVMQo2iBsdzj2Nv9l4czz2OiyWaGQbe//t9jPIehZkhMxHuHN5l3fx7N/3Mk3JvHqTPDijPpmKfmD5tiywV+6QdYe5SFFTU41JeRQfFPrXsEzOgnVbNygloui65cF0OQPN7wr/DwfkKqgvwzsl3cLrgNAAgQBaAtwe+jQGuAzotZKIhE8vw+oDXMT14OlafWY2/8v7CZ4mfYf/V/Vg2aBn6OvW9o+P19tQU+xfzKjAtsmkcKpp+z6hQsW+OtIUbxwNadIm60FTs9/W0bbXL3VIzNeLz4/Fj6o84lntMNzWes4UzJgZMxCT/SQi0C+z0171XWAmtEOsXi1i/WJTWlWJP1h7sztyN9PJ07Lu6D/uu7kOIfQgeDXkU4/3Hd+poqgDQp+lnnlJQCYVKDaFukD7Ncir2iclrpxs/YwyXm7rxa7tyE/MU6i7DwZRi3c0fPdrPDRX7xBxUNw3O1+J5/fNNxX64t10bO7SNMYZfMn/Be2feQ7WiGhK+BM/3ex7/Cv2X0c1cZGp8pD74fNTn2Je9D6vPrEaGPANP7HsCz/R5BvP6zLvtAfz66BqL5M0Lafo9o0LFvjmqLdV8ldjqpsRQqxmS8zQXML07sWVfoVZgT9YebErehOyKbN3yQe6D8EjIIxjqMRR8Xtc/MnAvcbBwwBNhT+Dx0MeRUpaCbWnb8HvW70gtS8WSk0uwJmENZgTPwL96/qvTnl/zsbeEjUSAqnol0ouqmwdo1Pb8qJN3yusQYrTa6cZfXNWAkupG8HkcjcRv5rQ9O9os9qkbPzEnNa2L/cRrcgBAuJftbR2iurEaS04uwYGcAwCAPk598J/B/4GvzLcTAyUd4TgO4/3HY5D7ILz393v4Pet3rL+wHvH58Vg9bDU8rD1ueQztzAuX8ls0FmmnY6Ri3yjQSEPmqI1p97KaBh2SCHkIcra++5dQ1uH7lO8x4ecJeOfEO8iuyIa10Br/6vkv/DblN2wYswEjvEZQod8BjuMQ6hCKZYOW4eBDB/FK5Ctws3KDvEGODUkbMHbnWHx49kOU1N19Nyle03NXAHAxT968QlfsU8s+MXHtTL2X3DS6dICTFSRCylfmTFvspxdXoUGp0l8ptNR81X6OCDFl2iLOWlPs1zYqkVqouQnWz9v2lrtfKb+CmXtm4kDOAQh4Arwc8TK+jf2WCn0DsZXYYtXQVVg9dDWshdZIvJGIh399GEevH73lvr4OVrARC9CgVCO9qOmmua4bPxX7xoCKfXPUxrR72u43vdxldzXadKOqEd9d/g6xO2Ox+sxqFNQUwEHigFciX8GBhw5gUdQiSub/gK3EFk/2ehJ7p+7FB8M/QIh9COqUddhyaQvG7RiHladX3nXRr+2KpZ06BwAV+8R8NLb9zH7z8/rUhd/cedhaQGYhhELFmi9qtbSfGyr2iTm4adq9pNwKqBngKpXATdbxjEl7svbgsT2PIacyB65Wrvgm9hs83ftpavwxAhP8J2D7pO3o59QPVYoqvHToJWxM2gjGWLv78HicrkdwYtOjHNSN37hQsW+O2ph2Tzsw2z/twq9Sq7A7Yzcm7pqI9/5+D2X1ZfCw9sDi6MX446E/8GSvJ2EtuvseA+ZOwBNgnO84bJu4DetGrUMfpz5oVDfix9QfMf7n8fg88XPUKP7Zxab2Z38xl4p9YoZ0z+xb6i3WTrsX6kaD85k7juN0nwPt50KnaURyNFR1c1SEGEBVgeartSuA5iKvXwdd+Blj+OLCF3jz+JuoV9VjkPsgbJu4DX2c+nRxsOROeNp4YlPsJswIngEGhk/Pf4rXj72OOmX7jyhF+miuFc/mNNUXVOwbFXpm3xzVtu7Gn3QXg/PF58fj/b/fR4Y8A4Bm0L1n+z2LKYFTaICVLsJxHIZ5DsNQj6E4XXgan577FBdLLmL9hfXYmrYVz/Z9Fg/3ePi2B1gBgD4etgCAlAJNF1WxgE/FPjEfDU3F203jYJjqSPxqpkZJXQlu1N1AaV0pSupKUFpXirL6MtQqa1GrqEWtshZ1yjo0qhp1+3HQjLIt5othIbSAldAKlgJLWAmtYC+xh6OFo+6fs6UzpCJpl80iYghh7lLEZ5W2fm5f3PT5qK9ovRMhpkZb7EvdAADnr2muEcLb6cKvUCuwPH45dmfsBgDMDpuNBRELqDXfSAl5QiweuBjB9sFYeWol/rj6B27U3sBnoz6Djaj12DXaYv9cTtO1oq7Yp9H4jQEV++ZI27LfVMgpVGrdhcudTLtXUF2A/579r25wFalIiqd7P41HQh6BRCDp3JhJmziOw0C3gYgeH40DOQfw6flPkVOZg5WnV+Ln9J+xeODi255GxcveAg5WIpTWNCI5r1KTvKnYJ+ZCW6RJmnNgRa0CueWa1ozQe7TYr1XUIl2ejrSyNFyrvIZrVddwveo6cqtyUa+q7/LXtxHZwNvGG95Sb3jbeMNH6oNg+2D4yfzuyZvBYR7tDNKn/dw0tDF4HyGmpqpQ89XGHYwxnNcOztfGSPyNqka8dvQ1HL5+GDyOh7ei3sKMkBndGCz5px7u8TD8pH6Yf2g+zhWfw5N/PIn1o9fD0cJRb7twbztwHHC1tBY3qhrgpH1mv6ESUNQDQqoJDImKfXNU0zQaf1M3/kv5lWhQqmFrKYSvQ+s5pm+mVCvxzaVv8MWFL1CvqgeP4+GRkEfwXN/nIBPTc62GwHEcxvqOxX3e92HnlZ1Ye34tUstS8a+9/8LUoKlYELEAdpKOp8PhOA6RPnb483IREnLKqNgn5kOtBuqbijRxc1Gf1DRYpbe9JWwtRQYI7M7UKeuQXJKMCzcuIKU0BVfKryCnMkc31enN+BwfDhIHOFg46Frj7SR2sBZaw0JgAUuhJSwFlpqivGXjPAMaVA2oUdZoegAoalGtqEZZfRlK6kp0/+QNclQ1VuFS6SVcKr2k99pCnhCBtoEIsQ9BiH0Iwp3DEWQXdEe9kQxBO5Dp5fxKKFXq5jFuJNqWfSr2iYlTq/Va9gsq6lFc1QA+j9ONzK7VoGrAwiMLcSz3GEQ8EdaMWIPhXsMNEDT5p/q79sem2E145sAzSC1LxZz9c7A5drNewS+zEKKHsw3Siqpw7lo5xoW6AAILQFmn+azY+xnwDIhx/1UlXaNae0dW86zV2aualv5IbzvweB13t8woz8A7J95BcmmyZh+XSPxf1P8h2D646+Ilt03IE2JmyEyM9R2LjxI+wu6M3fg5/WccuX4ES2OWYqT3yA73by72m4p7bbGvffSDEFPUWAVoC+IWLfva1qqOnkM1pPL6ciQUJeBc8TkkFicipTQFSqZstZ2ThRN62PeAn9RP18LubeMNV2vXLm1dr1PWIbcqV9ej4FrVNWTJs5BWnoYaRQ1SylKQUpai295SYIm+Tn0R7hyOcJdwhDuHQ8wXd1l8/0SAkzVsxAJUNShxpeU0pdqbRNSyT0xdbQmgVgLgAGsXnEnSTMMX6iaFhai5W75CrcArh1/B8bzjEPPF+HTkpxjkPshAQZO7EWIfgm/v/xZz/5yLq5VXMe/APGwet1mvgS/S1w5pRVVIyCnHuDBXQOoOlGUClXlU7BsYFfvmqLppflRrzTyYZ69qCrv+vvbt7QE1U2Nz8masS1wHhVoBG5ENFg1YhAcCHjCp5zFNhb3EHu8OfhdTg6ZiefxyZMgz8PLhlzElcAoWDVjU7mCJ/X01xX1CTjkYY+CaPiNoqNDMHy3seJRdQu5J2i78fLFed8PbGXSqOylUCly4cQEn80/iZP5JXC693KrV3tnCGf2c+yHMMQwhdiHoYd+jVZfL7mIhsECQXRCC7IL0lquZGnnVeUgrS0NqWaquN0K1ohrxBfGIL4gHoBkXoL9Lf8S4x2CQ+yAE2gYa/O8Nj8ehr5ct/soowfnr5c3FvvYmUb3cYLER0i0q8zVfrZ0BvhCnszW9RaP9mq8hGWNYdnIZjucdh4QvwWejPkO0W7QhoiWdxEfqg6/GfoVZ+2chvTwdzx98Hl+O/RJWTdPV9vexww+nr+kaECHz0BT7FXkGjJoAVOybp+oizVdrFzDGcDZHW+y33c27rL4Mbx1/CyfyTwAAhnkOw5KBS+Bi5dIt4ZJ/Ltw5HFsnbsVniZ9hS/IW7M7Yjb8L/8aHIz5EmENYq+3D3GUQ8XkoqW5ETmktfB1sAYEEUNZrntGju7PEFLXxvD5jrLnYv415o7tKeX05jlw/gsPXD+N0wWnUKmv11gfaBiLSJRL9nPsh3Dkc7lbuBi+Ib4XH8eBl4wUvGy+M9hkNQDOjS4Y8A4nFiThXfA5nC8+iuK4YJ/JP6P72OFs4Y4jnEIzyHoVot2iDtfqHezcV+9fkeCzaR7NQV+xTyz4xcdou/DaawflOZ2mKu2j/5hmePjn3CX7N/BV8jo8PR3xIhb6J8JZ648sxX2LOH3OQVJKEN469gU/v+xR8Hl83SF9yXiXqFSpIpJ6anSquGzBiAlCxb35UyubRMa1dkVNai5LqBoj4vFbPWgFAYnEiXj36KopriyHhS/B/0f+HBwMfNPqLSdJMxBdhYeRCDPccjrf/eht51Xl4Yu8TeCfmHUwJnKK3rUTIR29PGRJyypGQUw5fRyvA2gWQ52huElGxT0xRG8X+9bI6lNU0QsTndftI/IU1hYi7Foe4a3FIKEqAmql16+wl9hjoNhCDPQYjxi0GTpZO3RpbV+Hz+Ai2D0awfTBmhMwAYwyZ8kxNL4aCk0goTEBxXTF+Tv8ZP6f/DEuBJYZ6DsVIr5EY6jm0zRGiu4p2xHHtCOQAqBs/MR/aln0bNxRX1iOrpAYcB0Q19Q79JeMXfJ38NQBgacxSDPMcZqhISRcIsgvC+lHrMeePOTiWewyfnPsEC/svhLe9JZxsxLhR1YAL1+WIlnlodqikln1Do2Lf3NSWAGAAxwcs7XE2TXOHtrenDBKh/hQov2X+hiUnl0CpVsJX6os1I9a06o5J7h2RLpHYNmkb3j7+No7kHtGMvVCSjDej3tQbFCvSxw4JOeU4m1OOaZGemrEd5DnNo+8SYmraKPbPX9cUcj3dpZppKLtYcW0x9mXvw/7s/boxUbRC7EMw0nskhnsOR4h9CHgcr8vjMTSO4xBoF4hAu0A8EfYEGlQNSChMwOHrh3Ho+iEU1xbjj6t/4I+rf0DAE2Cw+2BM8J+A4Z7DYSm07NLY+nlpWrAyb9RAXtuoGbyx5QB9jAF0Q5yYqhaD853O1rTqh7hKIbMU4lLpJSyPXw4AeLbvs3gw6EFDRUm6UG+n3nh38Lt449gb2HxpMwJsAzA5cDJi/B3w64V8nMgoQbR9U7FP3fgNjop9c6Mt2KycAB4fp7I0z1q17MLPGMP6C+ux/sJ6AMAYnzFYMXhFl19Aka4nFUnxychP8GXSl/g88XNsTduKotoivD/sfVgINM/jR/na48tjWYjPbOoB0jSQo+7xD0JMjbbrtaS5BV/bhT+8C5/Xr2qswsGcg9iTvQdnCs7onr/nwCHcORyjvEdhpPdIeNp4dlkM9woxX4xBHoMwyGMQ/i/6/3Cp5JKu98PVyqs4mnsUR3OPwkJggVHeozDebzwGug/skgEI7a1E8HO0QnZJDRKvyzEi2Ll5PBOmAtQqgE+XV8REledovsq8dM/rD/S3R3l9OV45/Aoa1Y0Y7jkcz/V9zoBBkq52v9/9yJRnYkPSBqw4tQJhDmEYEuiIXy/k43hGCRaOafq7RS37Bkd/jcxNi8H5GGP4K11T0A0J1AzgpGZqrDy9ElvTtgIAnur1FOZHzDeLliRzweN4eLbvswiyC8KiY4tw5PoRzPtzHj4b9RlkYhmi/e3B53G4WlqL62W18LJuKvapZZ+YKmWd5muLG5ra51AjfDqesvJOKdQKHM89jt+zfsfR60fRqG7Urevn1A8T/CdgtM9ogw2qdy/gcTz0duqN3k69sSByATLlmdibvRd7s/YitzoXv2f9jt+zfoe9xB7jfMdhSuAU9LTv2amPn4V72SK7pAbnrjUV+y2nDFQrqdgnpqs8GwDA7PxwLF5zDTnQzx5LTixBQU0BfKQ+WDl0JV03moHn+z2P5JJknMg/gdePvY4Ph2wCAFy4Lke1xAvWAFCRa9AYCUC/ieZGe4fNxg2ZN6pRWFkPkYCHAb72UDM1lscvx9a0reDAYUnMEiyIXEAJ20SN8h6FL8d8CRuRDRJvJGLegXmobKyEjUSIiKZnUo+nlwA2TQMxUss+MVVqleYrT9NdX17biJRCTWv/QP/2Zym5EzmVOViTsAZjto/By4dfxoGcA2hUN8Jf5o+Xwl/Cvqn78L/x/8PMkJlU6N+hANsAvBT+EvZO3Yvvxn+HR0Mehb3EHmX1Zfgx9UfM+H0GHv7tYXyf8j3knTRavvYm0N9N3ZhbFfuEmKoyTbGfy3PFtbJaCPkcSnjHcST3CIQ8IT4c/iGkou4d54QYBo/jYcWQFXCQOCBDnoHvrqyFv6MV1Aw4Vdp087xeDtTJDRmm2aMqztzIm7pf2fng2BXNHdloP3uIBTwsj1+Onek7weN4+M+Q/+DhHg8bMFDSHSJcIvBN7DewE9vhcullPHfwOdQoajAkUDPo118ZNwCp9rkrGlGVmChtcdZUsJ3KKgNjQKCzNZxtJB3s2LE6ZR1+y/wNs/fPxsRdE7E5eTNK60thL7HHE6FPYNvEbdg9eTfm9ZlHXfU7Acdx6OvUF/8X/X+IezgO60evx/2+90PEEyGtPA2rz6zGyO0j8frR13Ey76TewId3anBTb7iEnHLUNaqo2CfmoaGqaewn4FCRppjr56fEJ+c/AADMD5+PYPtgg4VHup+jhSNWDV0FDhy2X9kOfx/NzaC4rFpA2zO0NMOAERLqZ2ZutM9a2frgSOoNAJou/F8kfaEr9FcOWYkJ/hMMGCTpTkF2Qdg4diOe/ONJJN1IwkuHXsIzPVYDB4G/0kugHOyjSRRlVw0cKSFdRKXQfG16vls7lklMi6mk7kRKaQp2pu/E3qy9qFJUaQ7N8TDYfTCmBU3DMK9hXfIsOWkm4AkwxGMIhngMQUVDBfZk7cGujF1ILUvF/qv7sf/qfrhZuWFK4BRMCZwCd2v3Ozq+r4MlPGwtkCevw5mrZRge2OKzou0pQoipaWrVh4U9/sysA6CC3Pob1DXUIco1Ck+EPWHQ8IhhxLjHYHav2dicvBnJjV+BE7yIPy8VYaVXD3DVhUDJFcCzv6HDNFtU7Jubppb9GktPnMzQ3J3lSxPwWeLnAIC3o9+mQt8MBdsH48uxX+KpP57C34V/w8XyY9hZjUB5jQIJlXaIBjQt+8oGQGCYua0J6TI3tewfS9fcCI0JuP1iv6qxCnuz9mJn+k6klKXolrtbuePBoAcxJXAKXK1cOy9mcttkYhke7fkoHu35KC6XXsau9F3Yk70HBTUFWH9hPb648AUGuQ/C1KCpuM/rPgj5t74Rw3EcBgc6YNvZXPyVfgPDezgBHA9gamrZJ6arqYVWYeuH+MxSiByOobDhCmyENlgxeAU99mnGXur3Ek7ln0JKWQqsPXeg9OpsFIm84Qpoin1iMFTsmxPGgLIsAMDJMiso1Y3w9cjHuouaQn9OrzmYHjzdkBESAwpzCMOHwz/EC3Ev4Pes39AjUIyEC/2xO70B0UIrQFEDyK8BjjT9IjExLZ7ZzyiuQtaNGoj4PAwN6vjZecYYkkuSsSN9B/Zl70Nd00B/Ap4Ao7xHYWrQVAx0G0gXwEYk1CEUoQ6heLX/q4i7Fodd6btwuvA0TuSfwIn8E7AT2+GBgAcwNWgq/G39OzzWkCAnbDubi0OpxXhrfE9wPAGgaqRin5iuwiQAQBbPFxAVQOx0EADwZvSbcLN2M2BgxNCEfCFWD12NGb/PQL3FFQjtTuJsjSMmAsANKvYNiYp9c1KZB9SVAzwBvs8Ugye6jirZV1AyJWJ9Y7EgYoGhIyQGNthjMN4e+DaWxy/HlcYdEEh52JssxH+cA8ArSgKKU6jYJ6ZHW5zxhdifrJl1YlCgA2wkbbfwVjVWYU/WHuy4sgNp5Wm65X4yP0wLmoYHAh6AnaRzR/EnnUsikGCC/wRM8J+A65XXsStjF3Zn7MaNuhv45vI3+ObyNwh3DsfUoKkY6zO2zaln7wt2gkjAQ+aNGqQUVCGUin1i6go0xf4fcidI3LcBnAojvEZgkv8kAwdGjIG/rT9e6/8aVpxeAbHzfnyfN0FT7DfdJCKGYdTNDevWrYOvry8kEgmio6Nx5swZQ4d0byu4AABosAvC0ZxcWHhvRiOrRYRzBFYMoe5XROPhHg9jTq85AAAL9x2o5lKQKeqhWZl31oCREdJF1Jpn9hnHx67zmhlLxoXpd7lnjCGxOBFLTizBqO2j8J/T/0FaeRpEPBEm+U/CN7Hf4JfJv2BW2Cwq9O8xXlIvzI+Yjz8f+hNrR67FCK8R4HN8nC8+j3dOvIOR20diefxyXCq5BMaYbj8biRAjg50BAL9cyGsepI+KfWKKVEogLwEAsI2fB76kAFKRDEtjlnbqtJbk3jY9eDqGeQwDx1PiolM86nh8zWOgchrk2VCMtrrbunUrFi5ciKVLl+LcuXPo27cvxo0bh+LiYkOHdu+6dgoAcFzhCQuvzeAJ5fCV+uKT+z6BmE/PYZNmCyIW4H7f+wFODQvP/+HrUgvNiut0w42YoKbiLLdSgcwbNbAWCzCxj6ZLak5lDj5P/BwTdk3A4/sex66MXahT1iFAFoA3o97EoemHsHLoSkS4RNAF7z1OwBNghNcIrB25Fn8+9CdejngZXjZeqFHUYPuV7Zi5ZyYe/u1h/JDyAyoaKgAAU8I1s5X8dOY6GKeZupEG6CMmKfdvoF6O36zsUeGgaTx6J2YxTRVK9HAch+WDl8OSLwMnKcZSWy/Nisw4wwZmxjjW8ja1EYmOjsaAAQPw2WefAQDUajW8vLzw0ksv4c0337zl/pWVlZDJZKioqIBU2jXzfbZ861q+i6zFOsYYNP81U6ubv1Ojeeqfm38UjDUf9+ajqFkb/699zRZbMu3i+gpYfzMaVxTleM4hALXiatiKHPDTpO/hYe1xR+dNzEOjqhFP/zEP528kACox/luah5E1dRC9lAA4BBg6vC7XHTnEULo9P4K1u0z7/4wxtEyU6pu2ZTftrz9tWoucx9rbXz9PtlzPP7IC/ISv8bPwASyvGYfYcIYgn2IczzuODHnzlEEWAguM8RmDh3s8jL5Ofam4NwNqpkZCUQJ2pu/EgasH0KhuBKC5MRDhHIFB7oOx5ZAaucVSXLB4A1JlOfBcPOASauDIu56p5sguP6+brtmavmnKby1ynEqtW6dukb8Y099We53Z/P/aYzPd3gDA1C3zcIvrRV0qbcqzaL74ZOqmlUwN/Pkm4gqPYaWDPVQcMMV/Bt4duvgu3wxiquJyjmDBkZcAAE/LK/C4wB32c+MAkZWBI+sexpQfjbLYb2xshKWlJXbs2IEpU6bols+aNQtyuRy//PJLq30aGhrQ0NCg+76yshJeXl7ouy4EfAs+WItrsptPuKM3gLXz/wDA7uELPUueA76buBFBdvT8NWlfRUMFHv/9GWRXX9ItE6kZ7t1P/u1T1amQ+EKqUSTqu9VRfuRZ8nXLO8p37a2/l/Pg7eBzfMS4x2Ci/0Tc53Vfm89uE/OgncLv5/Sf9cZqaEnIGHhGd1XVNUwlR97J9SNw+9eMt/r+Xs6dodJh+G7yxzSFKOnQ4iMf4pecLbrvBUxz/cgxmPx1pDHlR6McoK+kpAQqlQouLi56y11cXJCamtrmPqtWrcK///3vVssbeRz4PFP/SN0+nlqAQOuhWD/+HThbORk6HGLkZGIZdkz5FosOfoTDeT9Dxa9Fo5n8PqlM6Dw7zI/38AVnV+BxfPjL/BDqEIrB7oMxyH0QbCW2hg6LGIGWU/jlVObgr7y/EJ8fj/TydOTX5AMAFBxn+lexTUwlR9L14+2zVEkwzPNxrB79Avg8/q13IGZtxYhX4XraB98nf4JqgRxK7fWGGfxaGVN+NMqW/fz8fHh4eODkyZOIiYnRLX/jjTdw9OhRnD59utU+7d2ZPZHwB6ytNV1GuKZPl+ZvcYsfAqf3HXgtPoza5ZotOO1izXYt9uK1+KHqjtbidbiW+3I3vQ6g1x2U41q+mmbf5tWc/vFbnkaL1+BanqF2O7EMEitHiAR0J5bcOZVahaulhagtz4bK6LJG56uursHQ/rFGcVf2bt06P3I35TrNlOHQW3ZT/tO7SdC0RfNB9HIs1zQ8TIvVupzH3bQloJ+jOe6m2G76+8lrMfQM11Ro6UXGcfpfob9eOzApE1rDytYRfB6fBisld6xB1QB5bRUK89NuenDPdJlKjmw/P/6pyY+cftbgcc0XX5rc1t46NCdFrq3rOJ52lV4+1H3luKac1pw/WdP1oP72XIvX0ibApjW6a1OuOZdyXNN15U25s43tNOfUVNRzPNhaWIHHo/xI7lx+RSnKy65B2VhrFjnSmPKjUbbsOzo6gs/no6ioSG95UVERXF1d29xHLBZDLG49yFyvwIEGf5MJMQV8Hh8BTh6Ak3mM8VBZWWnoEDoN5UdCupaYL4aLjRguweYzWJmp5Mj282M05UdCOom7zAHuMgdDh9FtjCk/GuXtOZFIhMjISMTFNY/cqFarERcXp9fSTwghhBBCCCGEkNaMsmUfABYuXIhZs2ahf//+iIqKwscff4yamhrMmTPH0KERQgghhBBCCCFGzWiL/RkzZuDGjRtYsmQJCgsL0a9fP+zfv7/VoH2EEEIIIYQQQgjRZ7TFPgC8+OKLePHFFw0dBiGEEEIIIYQQck8xymf2CSGEEEIIIYQQ8s9RsU8IIYQQQgghhJgYKvYJIYQQQgghhBATQ8U+IYQQQgghhBBiYqjYJ4QQQgghhBBCTAwV+4QQQgghhBBCiIkx6qn37gZjDABQWVlp4EgIIfcibe7Q5hJTQvmREHK3TDVHUn4khNwtY8qPJlvsl5aWAgC8vLwMHAkh5F5WWloKmUxm6DA6FeVHQkhnMbUcSfmRENJZjCE/mmyxb29vDwC4du2awd/kAQMG4O+//zZoDBRH24wlForD+OKoqKiAt7e3LpeYEsqPxhsHYDyxUBwUR0dMNUcaU34EjOfnTXFQHPdCHIBxxGJM+dFki30eTzMcgUwmg1QqNWgsfD7f4DFQHG0zllgoDuOMA2jOJaaE8qPxxgEYTywUB8VxO0wtRxpTfgSM5+dNcVAc90IcgHHFYgz50fARmIEXXnjB0CEAoDjaYiyxUBz6jCUO0vWM5WdtLHEAxhMLxaGP4iCGYCw/b4pDH8Whz1jiAIwrFmPAMWMYOaALVFZWQiaToaKiwmju7hBC7h2mnENM+dwIId3DVPOIqZ4XIaT7GFMeMdmWfbFYjKVLl0IsFhs6FELIPciUc4gpnxshpHuYah4x1fMihHQfY8ojJtuyTwghhBBCCCGEmCuTbdknhBBCCCGEEELMFRX7hBBCCCGEEEKIiaFi/xbWrVsHX19fSCQSREdH48yZM7p1zzzzDAICAmBhYQEnJydMnjwZqamptzzm9u3bERISAolEgt69e2Pv3r166xljWLJkCdzc3GBhYYHRo0dj6dKl7cYBAPHx8Rg5ciSsrKwglUoxbNgw1NXVdRjHkSNHEBERAbFYjMDAQGzZsuWW5//666+3G0dmZiYefPBBODk5QSqVYvr06SgqKrrl+3GncfTs2RNDhw6Fu7s7OI7D7t27ddspFAosWrQIvXv3hpWVFdzd3fHEE08gPz+/W+MAgNmzZ4PjOL1/sbGxnR5HdHQ0NmzYgEmTJrUbS3V1NV588UV4enrCwsICoaGh+OKLL24ZS1JSEoYOHQqJRAIvLy+8//77rbbRfp4FAgEsLS1haWkJZ2dnTJkyBWlpaXrbfvnllxgxYgSkUik4joNcLr9lDP/0Pbn5d4R0PsqPrc+/o/eEcuRuvW27K0feKo7uyI8SiQSurq7o0aMHbGxsKEeaCcqRdA35T+IAKD9SfuxEjLTrp59+YiKRiG3atIldunSJzZ07l9na2rKioiLGGGMbNmxgR48eZdnZ2SwhIYFNmjSJeXl5MaVS2e4xT5w4wfh8Pnv//ffZ5cuX2eLFi5lQKGQXL17UbbN69Womk8nY7t272YULF1hkZCQDwDZs2NBmHCdPnmRSqZStWrWKJScns9TUVLZ161ZWX1/fbhxZWVnM0tKSLVy4kF2+fJmtXbuW8fl8tn///nbPf+TIkQwA+/jjj1vFUV1dzfz9/dmDDz7IkpKSWFJSEps8eTIbMGAAU6lUnRpHbGwsE4vFbPPmzQwA27Vrl25buVzORo8ezbZu3cpSU1NZfHw8i4qKYpGRke3/oLsgDsYYmzVrFouNjWUFBQW6f2VlZZ0ex9y5c5mVlRVbsGAB+/nnn9uMZe7cuSwgIIAdPnyYZWdnsw0bNjA+n89++eWXdmOpqKhgLi4u7LHHHmPJycnsxx9/ZBYWFmzDhg26bVp+nocMGcImTZrEBAIB27FjBxs/fjzz9vZm1dXVuu0/+ugjtmrVKrZq1SoGgJWXl3f4ftzNe9Lyd4R0PsqPrc/f0tKy3feEcqThcuSt4uiO/Hj58mXm7+/P+Hw+27VrF0tMTKQcaeIoR9I1JOVHyo/GwGiL/c8++4z5+PgwsVjMoqKi2OnTp3Xr6urq2PPPP8/s7e2ZlZUVmzp1KissLLzlMbdt28aCg4OZWCxmvXr1Ynv27NFbr1ar2TvvvMNcXV2ZRCJhUqmUPfbYY7r1KpWKubu7s1WrVrV5/AsXLjAALCMjo90Ypk+fziZMmKC3LDo6mj3zzDO6GFxdXdl///tf3frIyEjG4/HYjz/+2GYc0dHRbPHixbc8/5beeOMNFhYWprdsxowZbNy4cbrvo6Ki2AsvvKD3vaWlpe51W8bxxx9/MB6PxyoqKnTby+VyxnEcO3DgQKfG0fJ120pMNztz5gwDwHJycro1jlmzZrHJkyd3GFtnx8EYazOWsLAwtnz5cr1lERER7O233243ls8//5zZ2dmxhoYG3bJFixax4OBg3fcdfZ6Li4sZAHb06NFWxz58+PBtJ+p/+p7IZDJma2tr0BwyatQoduXKlVse905RfjS+/KhSqZhQKGQDBw7UW0Y50rhypLHkR8YY5cguypHGkB9HjRrF+vTp0+Hf6puZeo6ka0jKj5QfDZMfjbIb/9atW7Fw4UIsXboU586dQ9++fTFu3DgUFxcDAF555RX89ttv2L59O44ePYr8/HxMnTq1w2OePHkSjzzyCJ566imcP38eU6ZMwZQpU5CcnKzb5v3338enn36KL774An/99Reqqqpw4MAB1NfXAwB4PB5Gjx6N+Pj4VsevqanB5s2b4efnBy8vL91yX19fLFu2TPd9fHw8Ro8erbfvuHHjdMfMzs5GYWGhbpvGxkYkJiYiJCREt03LOIqLi3H69Gk4Oztj0KBBcHFxwfDhw/HXX3/pvcaIESMwe/bs246jsbERCQkJenEkJCQgKiqqzTgaGhrAcZzeFBMSiQQ8Hk8vlruN4+bXvR0VFRXgOA62trbdHseRI0fg7OyM4OBgPPfccygtLdVb311xDBo0CL/++ivy8vLAGMPhw4dx5coVjB07VrfN7NmzMWLECL1Yhg0bBpFIpBdLWloaysvLbxlvRUUFAMDe3r7duNrSGe/J9u3bUVVVBV9fX4PlkNOnT8PKygrjxo3T5ZDOQPnR+PIjACiVSiiVSqhUKt0yypH3Ro40RH4EQDmyC3KkMeTH06dPw8LCAklJSRg2bJhuG3POkXQNSfmR8qPh8qNRFvtr1qzB3LlzMWfOHN2zIZaWlti0aRMqKirw9ddfY82aNRg5ciQiIyOxefNmnDx5EqdOnWr3mJ988gliY2Px+uuvo2fPnnj33XcRERGBzz77DIDmGaePP/4YixcvxuTJk+Hm5gbGGMrLy/WeX3FxcUFhYaHu+88//xzW1tawtrbGvn37cODAAb0Pd0BAABwdHXXfFxYWwsXFRS+2lsfUftVuU1JSApVKBVdXV73X1e6TlZUFAFi2bBnmzp2L/fv3IyIiAqNGjUJ6erpue29vb7i5ud0yjsrKStTV1ele9+Y43N3d24xj4MCBsLKywqJFi1BbW4uamhq89tprUKlUKCgo6LQ42vs5tKe+vh6LFi3CI488AqlU2q1xxMbG4ttvv0VcXBzee+89HD16FPfff79eMdBd78fatWsRGhoKT09PiEQixMbGYt26dXoXIm5ubvD29r5lLNp1HW1TUFCABQsWYPDgwejVq1e7cbWlM96TNWvWoG/fvhCJRAbLIX369MG3336L/Pz8Vs/A3Q3Kj8aXH7WxMMZQXV3dZvyUI1szlhzZ3fmxsLAQarWacmQX5EhjyI99+vTBf//7XwBo9Qy+ueZIuoak/Ej50XD50eiK/VvddUpISIBCodBbHxISAm9vb727Und7N1QrLCysw7tujz32GM6fP4+jR4+iR48emD59ut4dmLi4OLz44ot39ibcAbVaDUAz0MucOXMQHh6Ojz76CMHBwdi0aZNuu2+//RarVq3qsjicnJywfft2/Pbbb7C2toZMJoNcLkdERAR4vOaPWVfH0ZJCocD06dPBGMP69ev11nVHHDNnzsQDDzyA3r17Y8qUKfj999/x999/48iRI90aB6BJ1qdOncKvv/6KhIQEfPjhh3jhhRdw8OBB3TarVq3Ct99+2ymvV11djeTkZPz00093vO/dvifaHOLj46NbZqgcIpPJEB0dfdstCLd7bpQfb4+x5EeAcmRbjCVHdnd+BIAXXniBciQ6N0caU37UFoYtW+3aQjlSg/Jja5QfKT92Vn4U3NXeXaCju06pqakoLCyESCTS606jXd/yrtTd3g11dHQEn8+HpaWl3nGLiorg6uqq+14mk0EmkyEoKAgDBw6EnZ0ddu3ahUceeaTN83N1dW01umjLY2q/FhUVwc3NTRdHYWGh3t0t7T7au1ehoaF6x+zZsyeuXbvWZgwdxSGVSmFhYQE+nw8+n6/bRhtHfn6+3vm3jH3s2LHIzMxESUkJBAIBbG1t4erqCn9//06Lo63XbYs2Sefk5ODQoUN6d2S7M46W/P394ejoiIyMDIwaNarb4qirq8Nbb72FXbt2YcKECQCAPn36IDExER988EGr5HOrWLTr2ttmy5YtUCqVOHz4MDw9Pds89p240/dEm0MaGhr03pPuziHtHfduUH40zvyofU84joO1tXW78VOO7JghcmR358eioiKoVCr8/vvvOHbsGOXINo77TxlLfgSa88HNo7iba46ka0jKj5QfDZcfja5lv7Pc7d1QkUiEyMhI3fMZgOYOaFxcHGJiYtrch2kGPERDQ0O7x42JiUFcXJzesgMHDuiO6efnB1dXV902IpEI/fr1Q2pqqm6blnH4+vrC3d291fQUV65c0bsrdadxaM+/ZRyRkZH4+++/24yjJUdHR9ja2uLQoUMoLi7GAw880GlxdPS6WtoknZ6ejoMHD8LBwaHd1+/KOG6Wm5uL0tJSve5F3RGHQqGAQqHQuzsOAHw+X3dXv71Yjh07BoVCoRdLcHAw7OzsWsXLGMOLL76IxMRETJs2DX5+fu0e+078k/cEAM6ePXvbP5u2dHWLiiFRfuzc/AgAAoFA9+9W7wnlyLYZIkd2V34ENL8DGzZsQF1dHQ4dOkQ50kh1xnmJRCLY2dnpFRnmnCPpGpLyI+VHA7rrIf46WUNDg27qhZaeeOIJ9sADD7C4uLg2R2D09vZma9asafe4Xl5e7KOPPtJbtmTJEtanTx/GGGOZmZkMADt//rxu/U8//cQ4jmNjxoxhly9fZvPmzWO2trassLCQZWZmspUrV7KzZ8+ynJwcduLECTZp0iRmb2+vN1XDyJEj2dq1a3XfnzhxggkEAvbBBx+wlJQUtnTp0janTbG1tWW//PILS0pKYv3792ccx7GNGze2ioMxzVQUUqmUbd++naWnp7PFixcziUSiN6Lr448/zt58803d99qpKF5//XWWkpLC1q1b1+ZUFGKxmG3ZsoVdvnyZjRo1igFgn3zySZtxbNq0icXHx7OMjAz2v//9j9nb27OFCxfqveedEcecOXOYtbU1O3jwIAPA1qxZw86fP89ycnJYY2Mje+CBB5inpydLTEzUm7Kk5aigXR1HVVUVe+2111h8fDzLzs5mBw8eZBERESwoKEhvOpvOiGPevHlMJpOxgwcPsvPnz7eKhTHGhg8fzsLCwtjhw4dZVlYW27x5M5NIJOzzzz/XHffNN99kjz/+uO57uVzOXFxc2OOPP86Sk5PZTz/9xCwtLVtNnaL9PM+cOZOJxWLG5/PZ4cOHde97bW2tbvuCggJ2/vx5tnHjRgaAHTt2jJ0/f56VlpZ22nuSmJjIOI5jVlZWeqOjGiKHMMbYsGHD2Pz589s97p2g/Gi8+XHevHnM0tKy1TLKkYbPkR3FwVj35MeUlBTWv39/BoBt2rRJ732nHNk5OdKY8iNjjIWEhDA+n99mPjDHHEnXkJQfKT9+pLesu/Kj0RX7jGmmQHjxxRd136tUKubh4cFWrVrF5HI5EwqFbMeOHbr1qampDACLj49v95jTp09nEydO1FsWExPTarqSDz74QLe+oqKCCQQC5ujoyEQiEYuKimKnTp1ijDGWl5fH7r//fubs7MyEQiHz9PRkjz76KEtNTdV7DR8fH7Z06VK9Zdu2bWM9evRgIpGIhYWFtTv1gouLCxOLxWzUqFHsnXfeYd7e3q3i0Fq1ahXz9PRklpaWLCYmhh0/flxv/fDhw9msWbP0lh0+fJj169ePiUQi5u/vzzZv3tzqfVu7dq3e67766qvtxrFo0SLm4uLChEIhCwoKYh9++CFTq9WdHkdISAgD0OrfrFmzWHZ2dpvrALDDhw93Wxy1tbVs7NixzMnJiQmFQubj48Pmzp3bamqOzvq5rFu3rt1YGNMkyNmzZzN3d3cmkUhYcHBwq5/PrFmz2PDhw/Ve58KFC2zIkCFMLBYzDw8Ptnr16laxaD/P7b3vLeNfunTpLbfpjPfEysqKPfTQQ7p1hswhYrFYN+VRZ6D8aLz58dSpU20u06IcaZgc2VEcjHVPfhSJRJQjuyFHGlN+FIvFbPbs2W3mA3PNkXQNSfmxJcqP3ZMfjbLYb6vFpOXdv2effZZ5e3uzQ4cOsbNnz7KYmBgWExOjd4zOuBs6efJk5ufnx+rq6rrnxAkhncKUc4gpnxshpHuYah4x1fMihHQfU8sjRlnsM9Z2i4lWXV0de/7555mdnR2ztLRkDz74ICsoKNDbv7PuhqalpXXZORJCuo4p5xBTPjdCSPcw1TxiqudFCOk+ppRHOMYYAyGEEEIIIYQQQkyGyY7GTwghhBBCCCGEmCsq9gkhhBBCCCGEEBNDxT4hhBBCCCGEEGJiqNgnhBBCCCGEEEJMDBX7hBBCCCGEEEKIiTGKYn/dunXw9fWFRCJBdHQ0zpw5o1v35ZdfYsSIEZBKpeA4DnK5/LaOuWvXLgwcOBAymQw2NjYICwvDggULuuYECCEG114eKSsrw0svvYTg4GBYWFjA29sb8+fPR0VFxS2PuXHjRvTt2xfW1tawtbVFeHg4Vq1a1dWn0grlSELI3aD8SPmRENI2U86PgBEU+1u3bsXChQuxdOlSnDt3Dn379sW4ceNQXFwMAKitrUVsbCzeeuut2z5mXFwcZsyYgWnTpuHMmTNISEjAf/7zHygUiq46DUKIAXWUR/Lz85Gfn48PPvgAycnJ2LJlC/bv34+nnnqqw2Nu2rQJCxYswPz585GYmIgTJ07gjTfeQHV1dTedlQblSELI3aD8SPmRENI2U86POszAoqKi2AsvvKD7XqVSMXd3d7Zq1Sq97Q4fPswAsPLy8lse8+WXX2YjRoy45Xa7d+9m4eHhTCwWMz8/P7Zs2TKmUCh06wGwzz//nMXGxjKJRML8/PzY9u3bb//kCCHd4nbziNa2bduYSCTS+32/2eTJk9ns2bNv+dobN25kISEhTCwWs+DgYLZu3TrduuzsbAaA/fjjjywmJoaJxWIWFhbGjhw50unnRjmSENIWyo+UHwkhbTPl/Khl0GK/oaGB8fl8tmvXLr3lTzzxBHvggQf0lt1Jol61ahVzcnJiFy9ebHebY8eOMalUyrZs2cIyMzPZn3/+yXx9fdmyZct02wBgDg4ObOPGjSwtLY0tXryY8fl8dvny5Ts6T0JI17mTPKK1ceNG5ujo2OFxn3nmGRYSEsKuXr3a7jbfffcdc3NzYzt37mRZWVls586dzN7enm3ZsoUx1pysPT092Y4dO9jly5fZ008/zWxsbFhJSUmnnhvlSELIzSg/alB+JITczJTzY0sGLfbz8vIYAHby5Em95a+//jqLiorSW3Ynibq6upqNHz+eAWA+Pj5sxowZ7Ouvv2b19fW6bUaNGsVWrlypt9///vc/5ubmpvseAHv22Wf1tomOjmbPPffc7Z4iIaSL3UkeYYyxGzduMG9vb/bWW291eNz8/Hw2cOBABoD16NGDzZo1i23dupWpVCrdNgEBAeyHH37Q2+/dd99lMTExjLHmZL169WrdeoVCwTw9Pdl7773XqedGOZIQcjPKjxqUHwkhNzPl/NiSwZ/Zv1v3338/rK2tYW1tjbCwMACAlZUV9uzZg4yMDCxevBjW1tZ49dVXERUVhdraWgDAhQsXsHz5ct2+1tbWmDt3LgoKCnTbAEBMTIze68XExCAlJaX7TpAQ0mkqKysxYcIEhIaGYtmyZbrlYWFhujxw//33AwDc3NwQHx+Pixcv4uWXX4ZSqcSsWbMQGxsLtVqNmpoaZGZm4qmnntLLIytWrEBmZqbe67bMIwKBAP379++2PEI5khByOyg/Un4khLTtXs6Pgn9+2nfP0dERfD4fRUVFesuLiorg6up6W8f46quvUFdXBwAQCoV66wICAhAQEICnn34ab7/9Nnr06IGtW7dizpw5qK6uxr///W9MnTq11TElEsk/PCNCSHe73TxSVVWF2NhY2NjYYNeuXXr5Yu/evbrBlywsLPSO06tXL/Tq1QvPP/88nn32WQwdOhRHjx5FaGgoAM2Iq9HR0Xr78Pn8bj23jlCOJMR8UX7sGOVHQsyXKefHlgzasi8SiRAZGYm4uDjdMrVajbi4uFZ3Q9vj4eGBwMBABAYGwsfHp93tfH19YWlpiZqaGgBAREQE0tLSdPu2/MfjNb8tp06d0jvOqVOn0LNnzzs5TUJIF7qdPFJZWYmxY8dCJBLh119/bXUx5uPjo/v99/DwaPe1tAm6pqYGLi4ucHd3R1ZWVqsc4ufnp7dfyzyiVCqRkJBwW3mEciQh5G5QfuwY5UdCzJcp58eWDNqyDwALFy7ErFmz0L9/f0RFReHjjz9GTU0N5syZAwAoLCxEYWEhMjIyAAAXL16EjY0NvL29YW9v3+Yxly1bhtraWowfPx4+Pj6Qy+X49NNPoVAoMGbMGADAkiVLMHHiRHh7e+Ohhx4Cj8fDhQsXkJycjBUrVuiOtX37dvTv3x9DhgzB999/jzNnzuDrr7/u4neFEHInOsoj2kRdW1uL7777DpWVlaisrAQAODk5tXsX9bnnnoO7uztGjhwJT09PFBQUYMWKFXByctL9Efj3v/+N+fPnQyaTITY2Fg0NDTh79izKy8uxcOFC3bHWrVuHoKAg9OzZEx999BHKy8vx5JNP3vW5AZQjCSEdo/xI+ZEQ0jZTzo86d/SEfxdZu3Yt8/b2ZiKRiEVFRbFTp07p1i1dupQBaPVv8+bN7R7v0KFDbNq0aczLy4uJRCLm4uLCYmNj2fHjx/W2279/Pxs0aBCzsLBgUqmURUVFsS+//FK3HgBbt24dGzNmDBOLxczX15dt3bq108+fEHL32ssj2oGZ2vqXnZ3d7vF27NjBxo8fz9zc3JhIJGLu7u5s2rRpLCkpSW+777//nvXr14+JRCJmZ2fHhg0bxn7++WfGWPMAKz/88AOLiopiIpGIhYaGskOHDnXKuTFGOZIQcmuUHyk/EkLaZsr5kTHGOMYYu7PbA+aD4zjs2rULU6ZMMXQohJB70NWrV+Hn54fz58+jX79+hg6n01GOJIT8U5QfCSGkbZ2ZH+/50fgJIYQQQgghhBCij4p9QgghhBBCCCHExFA3fkIIIYQQQgghxMRQyz4hhBBCCCGEEGJiqNgnhBBCCCGEEEJMDBX7hBBCCCGEEEKIiaFinxBCCCGEEEIIMTFU7BNCCCGEEEIIISaGin1CCCGEEEIIIcTEULFPCCGEEEIIIYSYGCr2CSGEEEIIIYQQE0PFPiGEEEIIIYQQYmL+HwroMkhX+2ajAAAAAElFTkSuQmCC", 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" ] @@ -3496,7 +2381,7 @@ "output_type": "stream", "text": [ "1441\n", - "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -3525,81 +2410,14 @@ " \n", " \n", " \n", - " \n", - " 2014-09-01 17:00:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 17:01:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 17:02:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 17:03:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 17:04:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2014-09-01 23:55:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 23:56:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 23:57:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 23:58:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", - " \n", - " 2014-09-01 23:59:00-07:00\n", - " 3.329508\n", - " 3.313115\n", - " \n", " \n", "\n", - "

420 rows × 2 columns

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420 rows × 2 columns

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107 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2014-09-01 17:00:00-07:00 297.046891 584.122145 78.116829 297.191364 \n", - "2014-09-01 17:01:00-07:00 293.212978 580.645479 77.567100 293.355585 \n", - "2014-09-01 17:02:00-07:00 289.377750 577.121291 77.013001 289.518492 \n", - "2014-09-01 17:03:00-07:00 285.541427 573.548769 76.454463 285.680304 \n", - "2014-09-01 17:04:00-07:00 281.704234 569.927082 75.891415 281.841245 \n", - "... ... ... ... ... \n", - "2014-09-01 18:42:00-07:00 0.223747 1.211288 0.205442 0.223856 \n", - "2014-09-01 18:43:00-07:00 0.132268 0.773105 0.123045 0.132332 \n", - "2014-09-01 18:44:00-07:00 0.071113 0.474226 0.066946 0.071148 \n", - "2014-09-01 18:45:00-07:00 0.032671 0.278818 0.031086 0.032687 \n", - "2014-09-01 18:46:00-07:00 0.010380 0.156713 0.009970 0.010385 \n", - "\n", - " dni_utc dhi_utc \n", - "2014-09-01 17:00:00-07:00 584.406240 78.154822 \n", - "2014-09-01 17:01:00-07:00 580.927883 77.604826 \n", - "2014-09-01 17:02:00-07:00 577.401981 77.050457 \n", - "2014-09-01 17:03:00-07:00 573.827721 76.491647 \n", - "2014-09-01 17:04:00-07:00 570.204273 75.928326 \n", - "... ... ... \n", - "2014-09-01 18:42:00-07:00 1.211877 0.205542 \n", - "2014-09-01 18:43:00-07:00 0.773481 0.123104 \n", - "2014-09-01 18:44:00-07:00 0.474456 0.066978 \n", - "2014-09-01 18:45:00-07:00 0.278954 0.031102 \n", - "2014-09-01 18:46:00-07:00 0.156789 0.009975 \n", - "\n", - "[107 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 57, @@ -4057,7 +2684,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -4183,7 +2810,7 @@ "output_type": "stream", "text": [ "1441\n", - "Index([17, 18, 19, 20, 21, 22, 23], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -4212,81 +2839,14 @@ " \n", " \n", " \n", - " \n", - " 2014-01-01 17:00:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 17:01:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 17:02:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 17:03:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 17:04:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2014-01-01 23:55:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 23:56:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 23:57:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 23:58:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", - " \n", - " 2014-01-01 23:59:00-07:00\n", - " 1413.981805\n", - " 1414.008017\n", - " \n", " \n", "\n", - "

420 rows × 2 columns

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40.687806 265.387626 31.350609 40.688560 \n", - "2014-01-01 17:05:00-07:00 38.262569 255.213652 30.448776 38.263278 \n", - "2014-01-01 17:06:00-07:00 35.872384 244.791361 29.528292 35.873049 \n", - "2014-01-01 17:07:00-07:00 33.519412 234.115145 28.588305 33.520034 \n", - "2014-01-01 17:08:00-07:00 31.205984 223.180106 27.627899 31.206562 \n", - "2014-01-01 17:09:00-07:00 28.934621 211.982386 26.646083 28.935157 \n", - "2014-01-01 17:10:00-07:00 26.708058 200.519546 25.641787 26.708554 \n", - "2014-01-01 17:11:00-07:00 24.529273 188.791073 24.613853 24.529728 \n", - "2014-01-01 17:12:00-07:00 22.401508 176.799040 23.561018 22.401923 \n", - "2014-01-01 17:13:00-07:00 20.328312 164.548974 22.481903 20.328689 \n", - "2014-01-01 17:14:00-07:00 18.313575 152.050998 21.374998 18.313915 \n", - "2014-01-01 17:15:00-07:00 16.361582 139.321340 20.238635 16.361885 \n", - "2014-01-01 17:16:00-07:00 14.477062 126.384359 19.070967 14.477331 \n", - "2014-01-01 17:17:00-07:00 12.665267 113.275235 17.869930 12.665502 \n", - "2014-01-01 17:18:00-07:00 10.932054 100.043686 16.633205 10.932256 \n", - "2014-01-01 17:19:00-07:00 9.283991 86.758925 15.358149 9.284163 \n", - "2014-01-01 17:20:00-07:00 7.728508 73.516620 14.041731 7.728652 \n", - "2014-01-01 17:21:00-07:00 6.274083 60.448514 12.680420 6.274199 \n", - "2014-01-01 17:22:00-07:00 4.930513 47.735883 11.270051 4.930604 \n", - "2014-01-01 17:23:00-07:00 3.709304 35.628272 9.805653 3.709373 \n", - "2014-01-01 17:24:00-07:00 2.624258 24.468801 8.281253 2.624307 \n", - "2014-01-01 17:25:00-07:00 1.692389 14.724815 6.689758 1.692420 \n", - "2014-01-01 17:26:00-07:00 0.935363 7.009691 5.023420 0.935381 \n", - "2014-01-01 17:27:00-07:00 0.381594 2.024786 3.277215 0.381601 \n", - "2014-01-01 17:28:00-07:00 0.067094 0.123247 1.470734 0.067096 \n", - "\n", - " dni_utc dhi_utc \n", - "2014-01-01 17:00:00-07:00 303.732645 34.787189 \n", - "2014-01-01 17:01:00-07:00 294.487884 33.952512 \n", - "2014-01-01 17:02:00-07:00 285.020750 33.102059 \n", - "2014-01-01 17:03:00-07:00 275.324517 32.235183 \n", - "2014-01-01 17:04:00-07:00 265.392545 31.351190 \n", - "2014-01-01 17:05:00-07:00 255.218383 30.449341 \n", - "2014-01-01 17:06:00-07:00 244.795899 29.528839 \n", - "2014-01-01 17:07:00-07:00 234.119485 28.588835 \n", - "2014-01-01 17:08:00-07:00 223.184243 27.628411 \n", - "2014-01-01 17:09:00-07:00 211.986316 26.646577 \n", - "2014-01-01 17:10:00-07:00 200.523263 25.642263 \n", - "2014-01-01 17:11:00-07:00 188.794573 24.614310 \n", - "2014-01-01 17:12:00-07:00 176.802318 23.561455 \n", - "2014-01-01 17:13:00-07:00 164.552025 22.482320 \n", - "2014-01-01 17:14:00-07:00 152.053816 21.375394 \n", - "2014-01-01 17:15:00-07:00 139.323923 20.239010 \n", - "2014-01-01 17:16:00-07:00 126.386701 19.071320 \n", - "2014-01-01 17:17:00-07:00 113.277335 17.870262 \n", - "2014-01-01 17:18:00-07:00 100.045540 16.633513 \n", - "2014-01-01 17:19:00-07:00 86.760533 15.358434 \n", - "2014-01-01 17:20:00-07:00 73.517982 14.041992 \n", - "2014-01-01 17:21:00-07:00 60.449634 12.680655 \n", - "2014-01-01 17:22:00-07:00 47.736768 11.270260 \n", - "2014-01-01 17:23:00-07:00 35.628933 9.805835 \n", - "2014-01-01 17:24:00-07:00 24.469255 8.281406 \n", - "2014-01-01 17:25:00-07:00 14.725088 6.689882 \n", - "2014-01-01 17:26:00-07:00 7.009821 5.023513 \n", - "2014-01-01 17:27:00-07:00 2.024823 3.277275 \n", - "2014-01-01 17:28:00-07:00 0.123249 1.470761 " + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 64, @@ -4786,7 +3027,7 @@ "outputs": [ { "data": { - "image/png": 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", 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107 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2014-09-01 17:00:00-07:00 295.343846 607.599224 75.799706 295.487490 \n", - "2014-09-01 17:01:00-07:00 291.936246 605.063062 75.434880 292.078233 \n", - "2014-09-01 17:02:00-07:00 288.529050 602.498981 75.067291 288.669380 \n", - "2014-09-01 17:03:00-07:00 285.122422 599.906516 74.696905 285.261095 \n", - "2014-09-01 17:04:00-07:00 281.716530 597.285191 74.323688 281.853547 \n", - "... ... ... ... ... \n", - "2014-09-01 18:42:00-07:00 2.192736 19.382360 7.879684 2.193802 \n", - "2014-09-01 18:43:00-07:00 1.380682 11.496706 6.312305 1.381354 \n", - "2014-09-01 18:44:00-07:00 0.735281 5.332957 4.673555 0.735639 \n", - "2014-09-01 18:45:00-07:00 0.279197 1.445063 2.959966 0.279333 \n", - "2014-09-01 18:46:00-07:00 0.038810 0.064560 1.199350 0.038829 \n", - "\n", - " dni_utc dhi_utc \n", - "2014-09-01 17:00:00-07:00 607.894738 75.836572 \n", - "2014-09-01 17:01:00-07:00 605.357342 75.471569 \n", - "2014-09-01 17:02:00-07:00 602.792014 75.103801 \n", - "2014-09-01 17:03:00-07:00 600.198288 74.733235 \n", - "2014-09-01 17:04:00-07:00 597.575688 74.359836 \n", - "... ... ... \n", - "2014-09-01 18:42:00-07:00 19.391787 7.883516 \n", - "2014-09-01 18:43:00-07:00 11.502297 6.315375 \n", - "2014-09-01 18:44:00-07:00 5.335551 4.675828 \n", - "2014-09-01 18:45:00-07:00 1.445766 2.961406 \n", - "2014-09-01 18:46:00-07:00 0.064592 1.199934 \n", - "\n", - "[107 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 72, @@ -5481,7 +3531,7 @@ "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -5584,7 +3634,7 @@ "output_type": "stream", "text": [ "3000\n", - "Index([17, 18], dtype='int32') 60\n" + "Index([], dtype='int32') 0\n" ] }, { @@ -5617,138 +3667,14 @@ " \n", " \n", " \n", - " \n", - " 2012-04-01 17:00:00-07:00\n", - " 269.377851\n", - " 783.351411\n", - " 37.325921\n", - " 269.082874\n", - " 781.619230\n", - " 37.544068\n", - " \n", - " \n", - " 2012-04-01 17:01:00-07:00\n", - " 265.228077\n", - " 779.728342\n", - " 36.888553\n", - " 264.936135\n", - " 777.989910\n", - " 37.105701\n", - " \n", - " \n", - " 2012-04-01 17:02:00-07:00\n", - " 261.078198\n", - " 776.036005\n", - " 36.450018\n", - " 260.789301\n", - " 774.291271\n", - " 36.666145\n", - " \n", - " \n", - " 2012-04-01 17:03:00-07:00\n", - " 256.928488\n", - " 772.272561\n", - " 36.010310\n", - " 256.642650\n", - " 770.521475\n", - " 36.225391\n", - " \n", - " \n", - " 2012-04-01 17:04:00-07:00\n", - " 252.779232\n", - " 768.436109\n", - " 35.569420\n", - " 252.496464\n", - " 766.678623\n", - " 35.783431\n", - " \n", - " \n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " ...\n", - " \n", - " \n", - " 2012-04-02 18:23:00-07:00\n", - " 0.794875\n", - " 34.560954\n", - " 0.341981\n", - " 0.790978\n", - " 34.063517\n", - " 0.344603\n", - " \n", - " \n", - " 2012-04-02 18:24:00-07:00\n", - " 0.490995\n", - " 27.294763\n", - " 0.219836\n", - " 0.488447\n", - " 26.876910\n", - " 0.221439\n", - " \n", - " \n", - " 2012-04-02 18:25:00-07:00\n", - " 0.268592\n", - " 21.097785\n", - " 0.125223\n", - " 0.267114\n", - " 20.753738\n", - " 0.126083\n", - " \n", - " \n", - " 2012-04-02 18:26:00-07:00\n", - " 0.114240\n", - " 15.938055\n", - " 0.055480\n", - " 0.113572\n", - " 15.660838\n", - " 0.055834\n", - " \n", - " \n", - " 2012-04-02 18:27:00-07:00\n", - " 0.014413\n", - " 11.752421\n", - " 0.007292\n", - " 0.014323\n", - " 11.534158\n", - " 0.007335\n", - " \n", " \n", "\n", - "

175 rows × 6 columns

\n", "" ], "text/plain": [ - " ghi dni dhi ghi_utc \\\n", - "2012-04-01 17:00:00-07:00 269.377851 783.351411 37.325921 269.082874 \n", - "2012-04-01 17:01:00-07:00 265.228077 779.728342 36.888553 264.936135 \n", - "2012-04-01 17:02:00-07:00 261.078198 776.036005 36.450018 260.789301 \n", - "2012-04-01 17:03:00-07:00 256.928488 772.272561 36.010310 256.642650 \n", - "2012-04-01 17:04:00-07:00 252.779232 768.436109 35.569420 252.496464 \n", - "... ... ... ... ... \n", - "2012-04-02 18:23:00-07:00 0.794875 34.560954 0.341981 0.790978 \n", - "2012-04-02 18:24:00-07:00 0.490995 27.294763 0.219836 0.488447 \n", - "2012-04-02 18:25:00-07:00 0.268592 21.097785 0.125223 0.267114 \n", - "2012-04-02 18:26:00-07:00 0.114240 15.938055 0.055480 0.113572 \n", - "2012-04-02 18:27:00-07:00 0.014413 11.752421 0.007292 0.014323 \n", - "\n", - " dni_utc dhi_utc \n", - "2012-04-01 17:00:00-07:00 781.619230 37.544068 \n", - "2012-04-01 17:01:00-07:00 777.989910 37.105701 \n", - "2012-04-01 17:02:00-07:00 774.291271 36.666145 \n", - "2012-04-01 17:03:00-07:00 770.521475 36.225391 \n", - "2012-04-01 17:04:00-07:00 766.678623 35.783431 \n", - "... ... ... \n", - "2012-04-02 18:23:00-07:00 34.063517 0.344603 \n", - "2012-04-02 18:24:00-07:00 26.876910 0.221439 \n", - "2012-04-02 18:25:00-07:00 20.753738 0.126083 \n", - "2012-04-02 18:26:00-07:00 15.660838 0.055834 \n", - "2012-04-02 18:27:00-07:00 11.534158 0.007335 \n", - "\n", - "[175 rows x 6 columns]" + "Empty DataFrame\n", + "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", + "Index: []" ] }, "execution_count": 81, From 45a36cb0dea1fb028479c673e1807ee13a5ae7d2 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 06:41:10 +0900 Subject: [PATCH 05/47] Remove clearsky.ipynb --- docs/sphinx/source/user_guide/clearsky.ipynb | 3926 ------------------ 1 file changed, 3926 deletions(-) delete mode 100644 docs/sphinx/source/user_guide/clearsky.ipynb diff --git a/docs/sphinx/source/user_guide/clearsky.ipynb b/docs/sphinx/source/user_guide/clearsky.ipynb deleted file mode 100644 index d6f93f7606..0000000000 --- a/docs/sphinx/source/user_guide/clearsky.ipynb +++ /dev/null @@ -1,3926 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Clear sky\n", - "=========\n", - "\n", - "This section reviews the clear sky modeling capabilities of\n", - "pvlib-python.\n", - "\n", - "pvlib-python supports two ways to generate clear sky irradiance:\n", - "\n", - "1. A :py:class:`~pvlib.location.Location` object's\n", - " :py:meth:`~pvlib.location.Location.get_clearsky` method.\n", - "2. The functions contained in the :py:mod:`~pvlib.clearsky` module,\n", - " including :py:func:`~pvlib.clearsky.ineichen` and\n", - " :py:func:`~pvlib.clearsky.simplified_solis`.\n", - "\n", - "Users that work with simple time series data may prefer to use\n", - ":py:meth:`~pvlib.location.Location.get_clearsky`, while users\n", - "that want finer control, more explicit code, or work with\n", - "multidimensional data may prefer to use the basic functions in the\n", - ":py:mod:`~pvlib.clearsky` module.\n", - "\n", - "The :ref:`location` subsection demonstrates the easiest way to obtain a\n", - "time series of clear sky data for a location. The :ref:`ineichen` and\n", - ":ref:`simplified_solis` subsections detail the clear sky algorithms and\n", - "input data. The :ref:`detect_clearsky` subsection demonstrates the use\n", - "of the clear sky detection algorithm.\n", - "\n", - "We'll need these imports for the examples below." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import os\n", - "\n", - "import itertools\n", - "\n", - "import matplotlib.pyplot as plt\n", - "\n", - "import pandas as pd\n", - "\n", - "import pvlib\n", - "\n", - "from pvlib import clearsky, atmosphere, solarposition\n", - "\n", - "from pvlib.location import Location\n", - "\n", - "from pvlib.iotools import read_tmy3" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Location\n", - "--------\n", - "\n", - "The easiest way to obtain a time series of clear sky irradiance is to use a\n", - ":py:class:`~pvlib.location.Location` object's\n", - ":py:meth:`~pvlib.location.Location.get_clearsky` method. The\n", - ":py:meth:`~pvlib.location.Location.get_clearsky` method does the dirty\n", - "work of calculating solar position, extraterrestrial irradiance,\n", - "airmass, and atmospheric pressure, as appropriate, leaving the user to\n", - "only specify the most important parameters: time and atmospheric\n", - "attenuation. The time input must be a :py:class:`pandas.DatetimeIndex`,\n", - "while the atmospheric attenuation inputs may be constants or arrays.\n", - "The :py:meth:`~pvlib.location.Location.get_clearsky` method always\n", - "returns a :py:class:`pandas.DataFrame`." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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OOOIILr/8cp555hndTff1118zf/58zj77bE466aSA73/11Vfz9NNPc8UVV7BixQoqKyv597//zdKlS5k3bx75+fmAKjgdc8wx3HbbbWzatIlDDjmEhQsXUldXBwS3vhx00EHcfffdPPDAA0yePJlzzjmHzMxMvvnmG/r378/cuXM57rjj6NOnD5dffjk33XQTJpOJF154ISoBeNy4cfzlL3/hwQcf5KCDDqK0tJSTTz6ZadOmMXjwYGbNmsXs2bOxWCw8++yzlJSUsGPHjrDeY9SoUUyfPr1TyQhQS2QEQqufN3fuXE4//XROO+00vvvuO/7zn//opUBCfa5XXnmFW2+9laOPPpq8vDzOOOMM/fmLLrqIO+64gzfeeINrr722Ry25QgrQQ1mTgpA0BCoZkZub2+3cQOnxzzzzjDJu3DglOztbyc/PV0aPHq3ccccdyp49e/RzupYXUBQ1rf/uu+9Whg4dqthsNqW8vFw577zzlM2bNyuK4i0Z8cgjj3R7T7qUX1AURdm8ebNy2WWXKeXl5YrNZlMGDBignH766cq///3voJ9XUfyn0z/xxBMBU/y7Euqz+BtzoLICM2bM8Pt5r7/++k7H/H0/u3btUmbOnKkUFRUphYWFyk9/+lNlz549fr+vBx54QBkwYIBiNps7jcPhcCj333+//lkGDRqk3HXXXZ1KLSiK//9pdXW1cuWVVyr9+vVTMjIylNGjR3cqAaFRW1urXHTRRUp+fr5SWFioXHHFFcrSpUsVQHn55Zf18wLNuWeffVYZO3askpmZqfTp00c58cQTlUWLFunPL126VDn22GOV7OxspX///sodd9yhl0Hw/R8bLRlRVVWlzJgxQ8nPz1eATp97xYoVyoQJE5SMjAxl8ODBymOPPRbW/1ZRvP/fF198URkxYoSSmZmpjB07ttNYFcX/nHG5XMr999+vVFRUKNnZ2cqUKVOU1atXK0OGDAlZMqK5uVm56KKLlKKiIgXw+12cdtpp3cqYCEIkmBQlCaJmBUFISs4//3y2bdvG119/3dNDSQvefPNNZs6cyRdffMGkSZN6ejiCh5kzZ7Jq1SpDMXeCEAyJ6RIEwS+KorBkyRIefPDBnh5KStK1ibXL5eKJJ56goKCAo446qodGJXRl7969vPvuu1x66aU9PRQhBZCYLkEQ/GIymYLWGROi48Ybb6StrY2JEyfS0dHB66+/zpdffslDDz3Uq8oqpCpbt25l6dKl/O1vf8Nms3HNNdf09JCEFECELkEQhB7g5JNP5tFHH+Wdd96hvb2dgw46iCeeeIIbbrihp4cmoPaBvPLKKxk8eDDz58/3W5hVEMJFYroEQRAEQRASgMR0CYIgCIIgJAARugRBEARBEBKAxHRFgdvtZs+ePeTn5/fqPm2CIAiCkE4oikJTUxP9+/fv1qA+nojQFQV79uxh0KBBPT0MQRAEQRAiYOfOnQwcODBh7ydCVxRoLT127txJQUFBD49GEARBEAQjNDY2MmjQIH0fTxQidEWB5lIsKCgQoUsQBEEQehmJDg2SQHpBEARBEIQEIEKXIAiCIAhCAhChSxAEQRAEIQGI0CUIgiAIgpAAROgSBEEQBEFIACJ0CYIgCIIgJAARugRBEARBEBKACF2CIAiCIAgJQIQuQRAEQRCEBCBClyAIgiAIQgIQoUsQBEEQBCEBiNAlCIIgCIKQAEToEgRBEARBSADWnh6AIGjsrGvl9x+u5/ON+8iymjnjyP7cdPIIcjNlmgo9xxcb9/Gv/+6kvs3B+CF9uGJSJQVZtp4elpDGOFxu3l9dxY9VjQzsk8OMMRUyJ3sJJkVRlJ4eRG+lsbGRwsJCGhoaKCgo6Onh9Gp+2FXPZc9+TX2ro9PxQ8rzWXDVsRTnZvTQyIR0RVEUHnpvHX/9fGun4wOKsvnHrGMYXpLXQyMT0pldB1qZ9fx/WV/dpB8rzc/kyYuP4ujK4h4cWe+ip/ZvcS8KPU5tUwez5v+X+lYHYwYW8uovJvLUJUdRkp/Jj1VN/OLFFbjcohsIieXJxZt0gevSY4fwwNmjGFycw+76Ni7523IOtNh7eIRCurG/uYP/9/RXrK9uojg3gwuPGURl3xxqmjq4/NmvWb27oaeHKIRAhC6hx7nr9VXUNnVwcFkeC646lqMri/nJqAr+edUEcjMsfL21jr99vqWnhymkEd/uOMDjH20E4MGzR/HA2aO49NghvHHdcQztl8vehnbuen1VD49SSCcUReGOf//A7vo2Kvvm8N5Nk5l7zhjev+UEJh3Ul1a7ixv/+R2tdmdPD1UIgghdQo/y5aZ9fLSuGqvZxBMXHkWeT/zWQaX53HvGYQA88ckm9jd39NQwhTRCURTuf3stLrfCWUf255Jjh+jP9c3L5E8XjcVqNvH+miq+2LivB0cqpBMfrKni4x9ryLCa+csl4ygvzAIgy2bhyYuOoqIwi637Wnj6U1FQkxkRuoQeQ1EU/u/9HwG45NghjCzP73bOT8cNYtSAApo7nPxp8aZED1FIQ95bVcX3O+vJybBwz4zDuj1/eP9CXRB76L11SFisEG+cLjcPv78egGtOGMahFZ1jkIpyMvjN6epcfeazLVQ3tid8jIIxROgSeozlW+v4YVcD2TYLN558kN9zzGYTs6cfAsAr3+ykoc3h9zxBiAWKovDnJapwf9XkYZTkZ/o97+ZTRpCbYWHt3ka+2CTWLiG+vP3DHrbsa6E4N4OrTxjm95xTR5Vz1OAi2hwunl261e85Qs+TlELXZ599xhlnnEH//v0xmUy8+eabnZ5XFIV7772XiooKsrOzmTp1Khs3bux0Tl1dHRdffDEFBQUUFRUxa9YsmpubO53zww8/MHnyZLKyshg0aBAPP/xwvD+a4MP8L7cBMPOoAfTN87+5AZwwoh8Hl+XRanfxr292Jmh0Qjry3+0HWLOnkSybmSsnVQY8r09uBj8dPwiAv38hG5wQX57/cjsAP5tUSX6A0hAmk4lrp6jK64LlO2jukNiuZCQpha6WlhaOOOIInnzySb/PP/zww/zxj3/kqaeeYvny5eTm5jJ9+nTa270m1Ysvvpg1a9awaNEi3nnnHT777DOuvvpq/fnGxkamTZvGkCFDWLFiBY888gj33XcfzzzzTNw/nwB7G9r4cG01AJdPrAx6rslk4meThgLw0vLt4s4R4sbzHkXg7CMHUJQTvEzJlZMqMZlgyfpatu9vScDohHRk5c56vt9ZT4bFzAXHDA567imHlDKsXy5N7U7eWrk7QSMUwiEpha5TTz2VBx98kJkzZ3Z7TlEU5s2bxz333MNZZ53FmDFj+Mc//sGePXt0i9i6det4//33+dvf/saECRM4/vjjeeKJJ3j55ZfZs2cPAC+99BJ2u51nn32Www8/nAsuuICbbrqJxx57LJEfNW1ZuHIPLrfCMZXFfmO5unLGEf3JtlnYtr+V73bWx3+AQtrR0OZgkUcR8A2eD8SQvrkcf1A/AN74TjY4IT68/PUOAE4fU0G/IB4BUMMxLjhGtcC+/q3MyWQkKYWuYGzdupWqqiqmTp2qHyssLGTChAksW7YMgGXLllFUVMT48eP1c6ZOnYrZbGb58uX6OSeccAIZGV5tdvr06axfv54DBw74fe+Ojg4aGxs73YTIWPi9KvyeNba/ofNzM638ZFQ5AG/IYiLEgQ/WVGF3uhlRmsfh/Y0VSzznqAGAKnSJBVaINXanm/+srgLgvPEDDb3m7CMHYDbBiu0H2LpPLLDJRq8Tuqqq1AlYVlbW6XhZWZn+XFVVFaWlpZ2et1qtFBcXdzrH3zV836Mrc+fOpbCwUL8NGjQo+g+UhmyubWbNnkasZhOnjqow/LqZY9UN7p0f9uB0ueM1PCFN0dwxZ48dgMlkMvSa6YeXk5NhYbtYYIU48MWmWhraHJTkZzJhaF9DryktyOKEg0sAxMWYhPQ6oasnueuuu2hoaNBvO3dKUHckvPP9XgCOH9EvrPY+xw3vS1GOjQOtDr7dUR+n0QnpyL7mDpZt3g/AmUcYs74C5GRYOeVQVVn7cE11XMYmpC/aWjljdAUWszFFAOD0MeocljmZfPQ6oau8XHUxVVd3nkzV1dX6c+Xl5dTU1HR63ul0UldX1+kcf9fwfY+uZGZmUlBQ0OkmhM9H69Tv+bTRxq1cAFaLmZNHqhbMRWv9WyMFIRKWrK/FrcDh/QsYVJwT1mv/5zBV6NLmtSDEArvTrccYnj4mvLXylENKMZtg7d5Gdta1xmN4QoT0OqFr6NChlJeX8/HHH+vHGhsbWb58ORMnTgRg4sSJ1NfXs2LFCv2cTz75BLfbzYQJE/RzPvvsMxwOb92nRYsWMXLkSPr06ZOgT5N+1DZ1sMrTH2zKyJKwXz/Vs8EtWlstMTRCzFj8o6qknXxIaYgzu3PiwSVYzSY21TRLDI0QM1ZsP0BTh5N+eRkcNTi8PalPbgbHDFWbX2tZ4kJykJRCV3NzMytXrmTlypWAGjy/cuVKduzYgclk4pZbbuHBBx9k4cKFrFq1issuu4z+/ftz9tlnA3DooYfyk5/8hKuuuoqvv/6apUuXcsMNN3DBBRfQv79qdr3ooovIyMhg1qxZrFmzhldeeYU//OEP3HrrrT30qdODzzbUAjBqQAGl+Vlhv/6Eg0vIsJjZtr+VzbWywQnR43C59XkZidBVmG3j2GFqvM1HssEJMWLJBlUROGFECeYwXIsa0w5TPTYyJ5OLpBS6/vvf/zJ27FjGjh0LwK233srYsWO59957Abjjjju48cYbufrqqzn66KNpbm7m/fffJyvLu4m/9NJLHHLIIZxyyimcdtppHH/88Z1qcBUWFvLhhx+ydetWxo0bx2233ca9997bqZaXEHuWeDa3KQeHv7kB5GVaOXqoqvUtlUrgQgz4ZlsdTR1O+uZmcMTAooiucZJHWPtc5qQQIz5dr66VJ0bgEQCvJ2HF9gO02V0xG5cQHdbQpySeKVOmBHUdmUwm5syZw5w5cwKeU1xczIIFC4K+z5gxY/j8888jHqcQHi63olsUInEtahw3vB9LN+3ni037uPy4yhiNTkhXPvc0rT7x4MgsCoBer+vrrfvpcLrItFpiNj4h/djb0MaPVU2YTKqlKxKG9stlQFE2u+vb+HpbHSceHPmaK8SOpLR0CanJmj0NNLQ5yM+ycuSgooivo21wX23ZL6UjhKj5aouatXicZ15FwsFlefTLy6Td4eY7yawVokRTTo8YWESfMDK8fTGZTEw6SHV7i1cgeRChS0gYX2+tA+CYymKslsin3qgBhRRkWWlqd7J6jxSoFSKnpcPJD7vUxI4JnsDjSJANToglX21R18rJIyJXBACO91jJvtgoczJZEKFLSBjLNaEris0NwGI26YHLssEJ0fDf7QdwuRUG9skOu1REVyYNVzfIL2ROClHydYzWyuOGq+vk2r2N7G/uiHpcQvSI0CUkBLdb4ZttsVlIACZ6FhPtmoIQCZprURPio0Gbk6t2NUjgshAxu+vb2F3fhsVsCrtURFf65WVycFkeoCoYQs8jQpeQEDbWNFPf6iAnw8KoAYVRX2/8EFVw+3b7AdxuqdclREYsha6BfbIpK8jE6Vb4fld91NcT0pNvPFauUQMKyc2MPtdtnGetXCFCV1IgQpeQEL7eqm5u44b0wRZFPJfGIRX5ZNssNLY72VTbHPX1hPSj1R6beC4Nk8mkKwOywQmRoodhVMamSPf4Iep1/itegaRAhC4hISz3CaKPBTaLWc+AlA1OiIRVuxpwuRXKCjKjjufSOMqzwcmcFCJFU1CPMdjgOhRHe9bcVbsbaHeI27unEaFLSAhaGv24IbFrsTS+UtPgZIMTwmflznqAqMqXdGW8j9Albm8hXA602PVOG+NjtFYOKs6mJD8Th0vRLbtCzyFClxB39jV3sLu+DZMJRg2MPp5LQ7MqfLtDhC4hfLxCV+wUgcP6F5BlM9PQ5mDLPnF7C+GhxQIO65cbcX2urqhub4+Cul1cjD2NCF1C3PnBZyEpyLLF7LpaZs/WfS3Utdhjdl0hPYiHpctmMeuthMTFKITL9ztVS9SYGCqn4PUwSOHenkeELiHuaAvJETHc3EBtNDysXy6gxisIglGqG9vZ29CO2RT7DU4T4sSVI4SLpqCOibAHaCC0662WdbLHEaFLiDvaQhJpM+FgaOUnZDERwkHT+A8uy49JWr4vMieFSFAUhe93xUdBPbx/ASYT7G1op6apPabXFsJDhC4hrsRzIQEY7dngfpC6SEIYaK7FsYOLYn5tbU6uq2rC7pTeoIIx9ja0s6+5A6vZxOH9C2J67dxMKweVqEVSRRnoWUToEuLKrgNt1LXYsVlMHFqRH/Prjx6oWRWkB6NgnO/jEM+lMaRvDvlZVuxONxuqm2J+fSE10ebkwWX5ZNksMb++tlaK27tnEaFLiCtaNs6hFQVkWmO/kGga4e76NuktJhhCURTW7FE3nlh0R+iKyWTSrV1iVRCM4vUIxH5OAozxzMlVInT1KCJ0CXFFs0AZ3twUBZwd4DAWd5CfJcH0QnjsaWinsd2JzWJiRGnsra/gdTHKnBSMEq8geo3Rnuv+sLsBRZEacj1FbCNIBaEL6/aqQtdhFX5iFBQFqlbBpo9gx1dQ+yM07ALFUzXZlgMFA6BiDAyeCCNPg8IB3S4zemAhW/a1sHp3A1NGlsbz4wgpwNo96pw8qDSfDGsAvbNxD2z5FGrWwP7N0N4Irg7ILIC8Uig7HPofBYMmgKX7Mup1e4vQJYRGURTWetbKUf2DKKj2FqheA7XroaUWHG1gzYScYug7AspHQbb/unOHVRRgNkFtUwdVje1UFGbH46MIIRChS4grP1apC8mhvkKXow2+fQH++yzUrgv8Ykcr7N+o3la/Bu/dDpWT4djr4OCfgFndMEcPKOStlXvEqiAYQhO6usUYtjfCqn/Bt/+Avd8bu1hWERx6OhxzNVQcoR/Wg+n3NuFwuWPSb1RIXaobO6hvdWAxmxhRltf5yY4mWPUqrH0Ltn8JrhA1CQeMg0NmwJGXQH6Zfjg7w8KI0nzWVzexdk+jCF09hAhdQtyoa7FT3ajGWY0szwe3G1a+CIsfgqa96knWbBg2BYafpFoP+gyFTM+i07of6rbA7u9g0yLY+TVs+1y9VRwB0+dC5SRdoFtfJUHLQmjW7lWFc9366miD5U/DF49De73nLBMMOAoGHg19D1ItCZZM6GiEht1Q9QNsX6rO0e9eVG/DT4ZpD0LZ4Qzqk0NeppXmDidb97VwcFl83JhCaqB5BIb1y/UG0bcdgKV/gK//Cnaf7gZ55VB6iOoFsOWAsw2aa1UFtn4H7F6h3hbPhdHnwUm/hqLBgKporK9u4seqJk45tKzrMIQEIEKXEDe0hWRI3xzyWnbCWzfA9i/UJwsHw3E3wpjzIbvI/wWyCqF4GBw0FU6cDfU74Zu/qRayvd/D86fBuCsYOem3AGyva6XV7iQnQ6a1EBjNjXNY/wLYthTeuh4ObFWf7DsCjp4Fo38Kuf2CX8jtgh3L1Pm49i3Y/Ak8dTxM+AXmU+7l4LI8vt1Rz49VTSJ0CUFZ5/EIHFJRoIZdfPcCfPgbrxLQ9yA46jIYOQP6DgeTyf+Fmqpg/X/g+3/CzuXq/erXYdJNcMId6vVX7tHXZiHxyO4kxA3th/3T/LXw9GWqlcCWAyfdDcdcpcYihEPRIPif+2HiDbDkIfjvc7Diefpt+4JxuTeyoqWEDdXNcSkDIKQGje0Odta1YcLNUZuehGWPA4pqNTj5N6oSYDaYZWu2QOXx6q1uK3x0H6x9E776M2xezOTiu/l2h5kf9zZy5hH94/iphN7Our2qlX5sXycsOB82fqg+UXqYOi9HnhpY0PIlvxzGX6nedq2Aj36regY+ewQ2fMBRR/0OgB/FK9BjSKCBEDfW7m1kluU9rq+6WxW4Bk2Aa5fCcTeEL3D5klcCpz8Ol70F+f1h/ybmu+/hWPNa1leJBicE5se9TeTQzj9y/kDWsscABcZeAtctgyMvNC5wdaV4KJw/Hy56FXJLoXYd12++luPMq8XtLYRk3d5GDjbt5MLvr1AFLksm/M8c+MUXcMhpxgSurgwcB5e/DT99HrKLoeoHxn90PpPNP7B1XwvtDlesP4ZgABG6hLhxxJa/8Rvbi5hQ4KjL4fJ3VHdhrBh2Ivzicxh4DHlKE/Nt/4dj/aLYXV9IOTbu2M0/Mv6Pye5v1I1t5tNw1pOqKzsWHDwNrv0SBh1LhrOJ+bbfUb77w9hcW0hJ2h0uivZ9y2sZ95Hdsgv6VMLVi2HSzZErARomExw+U1UqhkzCbG/iuYyHOZtP2VTTHPr1QswRoUuIC85PH+Xy9hcAaDj2DjjjD2DNiP0b5faDyxeyq/wUMk1Ozt/0K9j6WezfR+j9dDRx/FfXMN68gXZLPlzxLhxxQezfJ68ELnsL+yEzsZlc3Gd/lNZVC2P/PkJKsPv7xTxv+z/yTW0oQ46DqxarSUWxJL8cLn0DxlyAFTeP2J6m9b8LYvsegiFE6BJiz6p/Y108B4B5ykUUTP91ZOZxo9iyqT/1aRa5jiIDO8o/L4SaIKUohPTD5YR//4whbWs4oOTx9QnPwaCj4/d+tiwyzv87H5gnYzO5yHrjZ7B9WfzeT+id1Kxj0PuXk2dqZ1XGkZgufk3NlI0H1kyY+RTf9JuJ2aQw/rtfw7p34vNeQkBE6BJiy67/wpvXAfCMcwafl1+KKZ4Cl4eD+hdzo/NmvnIfisneDP+8AFrr4v6+Qi/hg7tg44e0KRlcbr+TspHHxv89zRb+NfBu3ncdjdntgFcuUVP6BQGguQZeOp8MZzPL3Yfw9uGPQ0ZOfN/TZGLLMffxinMKZtzw+lVqgWohYYjQJcSOtnp49QpwdbCp+AT+z3khB3ct9BcnsmwW+vct4lr7zbTnDoQD2+D1q9X0ayG9+eFf8PUzANziuI41poMY6mkdFW8O7t+HXzquZU/2wdC6D16+SG1zJaQ3Lif863Jo2EGVtT/X2H/J8P4hSpTEiEMqivi1cxZfMUYtQP3PC0VBTSAidAmxQVHgnVugYSf0qeTJotm4MTO8JDFCF8AhFfkcoIB3D39UDZLetEit6yWkL3Vb4Z1bAdg+6gY+cB9DZd+cwO1/Yswh5fm0kcV9ufdATl/VqvDxnIS8t5DEfP4o7PgSMvK50fRr6snnoNLErJUjyvJwYeHq9htw9RmmrtkLbxQFNUGI0CXEhh/+BWveALMVzn2WVfvUH3CiFhJAb178dWt/Nd0a4MN7oHZDwsYgJBFul+o+sTfB4Il8XHoFQNyaXPtDK4q6fH82ypl/Ug8u+xNsXpywMQhJxo7l8On/AdA2/WG+aVJjuA4qScy8zMmwMqAom0by+PH4P4DZBj++oxZkFeKOCF1C9LTWwQe/Vh+feCeOirFs29cCwIgEVuIe7hHwNtU2w4Rr1LYsznZ491bR4tKRb/4Ou75Rm1Sf81c27msDSJjLG2Bov1xMJmhoc7BvwCkw/mfqE+/corYfEtILZ4faAUFxw5j/x/rS0wAoyc+kMMeWsGFoa+UPrko4+R714Pt3qY3ehbgiQpcQPR/fr8arlBwCk25h+/5WnG6FnAwL/QuzEjaMgzyuzE01zSigFlC1ZqsVmVf9O2HjEJKAxr1eN94p90LRIDZUq3WJDkqgIpBlszCojxocvbm2WbXA5vdXYw6/eDxh4xCShC//CPs3Qm4JnPqwXivroASGYfi+36aaZjjuJrXHqL3ZqzwLcUOELiE69qyEFc+rj09/HKwZbKpRK3APL8lLSOaixrASr1Vhf4tdLTJ4wm3qkx/8GjqkMnjasOhe1a04YByM/xmKorCxWv3/j0igyxtgeIkatL+pphky8+FU1bXEF4/D/s0JHYvQgxzYBp/9Xn08fS5kF7HRs1aOSKD1FbxhH5tqmsFshhmPgcmshohs/iShY0k3ROgSouPj+9X70T+FIccB6Npboje3LJuFgX2yAdisVVs+7ia1Cn5LDXz1VELHI/QQe7+HVf9SH894FMwWaps6aGx3YjaRsMxFDW2D21zrmZOHngnDTwGXHT55MKFjEXqQTx5Uwx2GngCjzwO861QiY19930+vSl8xBo65Rn38wd3gdid0POmECF1C5Gz5VNWKzDa1ibWHjZ4f8vAELySAni25SdvgrJnesX35R0mNTgc+8igCo86D/mMBdNdiZd9csmxRtlYJE21Obq5V4xwxmdTG7QBrXleFRCG12fsDrHpVfTztQb1YdI+5Fz1r8+76NlrtTvXglDvVdlg1a2H1awkdTzohQpcQGYoCnzygPh5/pdrw18OmHtLewLt4ba5p8R48/BwoG6U23V76h4SPSUgg276AzR+rWbQn+yoCqhunR+akZuny7XVXPloVCgE+fiDhYxISjBZfOOo8qDgCUHsu7qhrBeCgBLsXi3MzKM5V27Jt0ZSB7D5qv0eAxf8LLkdCx5QuiNAlRMb2L9XMMEsmTL5dP+x2K7obJdHuReiSwahhNnszdL7+K7QdSPi4hATx+WPq/VGXd2qu3pOKgGbp6mRVADjp16pwuGkR7Pku4eMSEsTuFer/2GxV/+cetu5rwa1AQZaVkrzMhA+rUzC9xoRfqEH+B7bC9/9M+JjSARG6hMjQLEZHXgT5Zfrh3fVttDvcZFjMDC6Oc0sLP+iuHN+FBODgn0DpYeBo8Qb+C6lF1SrVymUyw6SbOj211VPCZFiC3TgAfXIz6NvVqgDQdziMOld9/OUTCR+XkCCW/lG9H/1T9X/uwVcRSGTCkcbwrnFdABm5XmvXl09IbFccEKFLCJ+adbDxA8AEx93Y6SntB1zZLwerJfHTy2+sAqgxFNpYv3oKnPaEj02IM9rmdvhMNXPVB61uXKKD6DW8cV1dlAFtTq55Ew5sT+yghPhTtxXWLVQfB1gre8L66vu+m7oqqEddrta227cBNn7YAyNLbUToEsLnq7+o94ee3klzA++mksj2P74U52bQx1NksJNVAdR4ivwKaK6SQNFUo2G39396XGcrV5vdxZ6GdgCG9ZTQVaq+bzcLbPloGHYSKC5YLtm1KcdXf1YLoQ4/BcoO7/SUFgLR40JXV0Ugq0CN0wU1+UiIKSJ0CeHR0eQtNDrhF92e3r5fDQyt7KHNDfyk6GtYM+DoWepjcTGmFt+9qAouQyZB/yM7PbVtvyp8F2bb6ONx8yWablm1vky8Qb1f+ZJUqU8lOpph5QL1cRcrF3itr8P69YzQpdWP27G/FZe7S8eOCb9QY9C2L4XqtT0wutRFhC4hPFa/psZF9T1I3eC6oG1wQ/v2nNClLWKbu1q6AI68BEwW2PkV1K5P8MiEuOB2efvGjbui29Nbe9i1CN74mU5ZtfqTJ0PhYGhvgLULEzwyIW6seUOt8l48DIZN6fSUoii60NVTCmr/wmwyrGbsLjd76rsI+wX9YeSp6uNv5yd+cCmMCF1CeKzw/ACPukyvNePL1h5eSHzfe/t+PxtcQQUcPF19/O0/EjgqIW5sXgwNOyGrSC082gU9iL4H56SmhGyva8Hd1apgNsNRl6qPxQKbOnwbeK2sbe6gxe7CbKJHEo4AzGaT/t7ab6QTR12u3n//MjjaEziy1EaELsE4Vathz7dqMdQjLur2dIfTpWtMlf16ZiEBGOp5720eV2c3jrpMvf/+nxJQnwqseE69P+JCsHXv9ZkMisCAPtlYzCbaHW5qmjq6n3DkxWrW5Y4voXZD4gcoxJbqtWpJHbPV71q5bZ+6Ng3oo1qbeopKjzKwzZ+COvxkKBwE7fWw7u3EDiyFEaFLMI5WUfng6ZBX0u3pnXWtuBXIzbD0SN0ZjSHaQuJPewM46H8grwxa98OWJYkbmBB72g7Ahg/Ux5ow3YVkcC/aLGYGeVpU+bUqFA6Ag6aqj1dLc/Zez8qX1PuDf9KppI6G7lrswTAM8Cqofuek2QJjL1Eff78ggaNKbUToEoyhKGrLEtD7hnVl6z5vEH1P1J3RGNJXXUga2hzUt/qxZFmscNhZ6mPtMwm9kx/fBbdDrcFWdpjfU5JB6AKvMuDX7Q3eCvWrX1N/b0LvxO1W47lAtb76Yev+5BC6vKEYAbwCo3+q3m/5FFr2JWhUqY0IXYIxdn8L9TvAlgsjpvs9pacDQzVyMqyUFaiWtoAuxsPPUe9/fFfiFXozqz1Cs/b/7EJDq4O6FlXw7ul5WelRBrYGErpGngrWLNi/SS30KvROdn0DjbshI99rveyCJnj39JwcGsor0He42rZIcXnrjQlRIUKXYAzNIjTyJ5DhP15raxJkLmpUhlpMBk2A/P5qP8bNHydwZELMaNnndQ+P8i90aXOyND+TvExrggbmH92qsC+AIpBVACOmqY+ljlzvRVsrDznNb4wheL0CQ3sw9hW8c3JHXStOV4Dq85pCs1q8ArFAhC4hNIoCa99SHwewKEDyWLogRIAoqBljh89UH2uuAKF3se5tVQOvOKJbkV6NrfvUulg97VoEA3MSvMLjmjfExdgbcbvV7gIQcK1UFMVr6ephBbW8IItMqxmnW2F317IRGto6ue0LaKpK3OBSFBG6hNBUr1FT8q3ZcNApAU/ztlrpWe0NYIiWwRjI0gVwmKe8wMZF4HIGPk9ITja8r94fekbAU7bWJkc8F3SOn1ECCVQjpqlN5Ou3Sx253sju/6odLzIL1ew/P9Q0ddBqd2ExmxjYp2fXSrPZpAt+foPpAfoMgQHjAMWbtCJEjAhdQmg2en5ow04EW7bfU9od3lYrQ5LAvajHKgSK6QIYeDRk91FTond9k5iBCbHB0aYG94KaIRaArfs1N07Pz8kBRWrZiDaHy3/ZCFAbDg89QX2sCZVC70HrVXjQyWoHDD9ows2Aop4tF6FRaURBPdhTKFWErqjp+f+4kPxs8CwkWryJH7Tsl/xMK317qNWKLyEzxUBNidYCXTfKYtKr2PYFONugYACUjQp4mvb/TwZFIMNqZkBRkLIRGlrxXtngeh/a/yxAshEkVxgGeMcRVEHV5uSWxZJ4FCUidAnBaa2DXV+rj4MIXb4FKHuyXISGpr0daHXQ0OoIfKJmJZENrnehWYFGTPPbGUFjR526kWhlRHqaoN0SNLQNbudX6u9P6B007oWqHwATjPifgKdpws3QZJmTodyLoDZmz+8PjlbY/kWCRpaaiNAlBGfTx6C4ofRwKBoU8LRtSZICrZGTYaU0XysbEWQxGX6yWgm8Zi3U70zQ6ISoUBSv9TWIa1Gt06YK3IN6qNVKV/SyEYEyGAGKBqu/N8UNmz9J0MiEqNFciwPGQW6/gKclnaXLSIKHyQQHe5Tu9eL2jgYRuoTgbFms3o/wX29GQ3MvViaJ9ga+ZvMgi0lOsSdIFNj6WQJGJUTN/s3QsEMNONfin/yw02Pl6pub0ePlIjQqjbi9QY0JAumY0JvYGDoMA5JPQdXiHXcdaAtcNgK8n0vmZFT0SqHL5XLxm9/8hqFDh5Kdnc3w4cN54IEHOmUEKYrCvffeS0VFBdnZ2UydOpWNGzd2uk5dXR0XX3wxBQUFFBUVMWvWLJqbmxP9cZKbrZ+r90E2N4BdB9QNLlksCuAVALcFsyqA97Nt+zzOIxJiwjaPcDzomIA148ArdCXVnAzWdsWXoSeq9zInewdutxpnCAGzFkHdl3SXd5LMy9L8TDKsZlxuhb0NQeK1hkxSvQL7N0LjnsQNMMXolULX7373O/7yl7/wpz/9iXXr1vG73/2Ohx9+mCeeeEI/5+GHH+aPf/wjTz31FMuXLyc3N5fp06fT3u6dVBdffDFr1qxh0aJFvPPOO3z22WdcffXVPfGRkpMD21WLgtkKg44Neqq+wfVwCrQvWvC0tsgFpHKyer/1c6mN1BvQNrfK44Oepv3fByfJ5gYwuFidkzvrgpSNABh8rPq7O7BN/R0KyU3NGjULOiMP+h8Z8LS6Fjutdhcmk9rsOhkwm00M9IxlZ7C1MrtIrYkHXmVcCJteKXR9+eWXnHXWWcyYMYPKykrOO+88pk2bxtdfqwHfiqIwb9487rnnHs466yzGjBnDP/7xD/bs2cObb74JwLp163j//ff529/+xoQJEzj++ON54oknePnll9mzR6R4wLu59T8KMvMCnubyKaw3OInci/pCciCE0DVoApht0LgL6rYkYGRCxCiKd8HXhOUAJKPQpc3JFruLA8ESPDLzvW5vsXYlP9qcHHwsWGwBT9PmZFl+FplWSyJGZghNWQ65VmpeAQnFiJheKXQdd9xxfPzxx2zYsAGA77//ni+++IJTT1VriWzdupWqqiqmTvXGIRUWFjJhwgSWLVsGwLJlyygqKmL8+PH6OVOnTsVsNrN8+fIEfpokxqBFoaqxHYdLwWYxUV7gv+1FT6C5lXaFsnRl5KiuKpANLtnZtxFaatQehQPHBz115wGPIpBEQleWzaIneAS1KoBscL0Jg2tlMs5J8I4ntFdAC8WQORkpvVLo+tWvfsUFF1zAIYccgs1mY+zYsdxyyy1cfPHFAFRVqa0KysrKOr2urKxMf66qqorS0tJOz1utVoqLi/VzutLR0UFjY2OnW8qiKF4BJNRC4vmh9vcUf0wWNO1tb2M7dmeQAFHwWk22STp0UuMbz2XNDHpqMsZ0gXc8Ia0KMid7B243bF+qPq4MHvuqzcmBxcnhWtQYVKy5FwO0AtLQ3N71O1TXtxA2vVLo+te//sVLL73EggUL+Pbbb5k/fz6///3vmT9/flzfd+7cuRQWFuq3QYMCl1Do9TTsVG9mq+p+C8LOJHTjAPTLyyDbZkFRYE+gvmIagz0xazu/jv/AhMjZpm1uwV2LLreiJ3ckk8sbYFAfgxvcwPFgskDjbmjYnYCRCRFRvdobz6XFPAUgGWNfIQxLV2Ye9B+rPt4hHqFI6JVC1+zZs3Vr1+jRo7n00kv55S9/ydy5cwEoLy8HoLq6utPrqqur9efKy8upqanp9LzT6aSurk4/pyt33XUXDQ0N+m3nzhSu66S1xSkbFTSeC3y0tyRbSEwmk/G4rgHjAJPa8665Jvi5Qs+hzcsQikCyurzBu8GFnJMZuVDuqba/S5SBpGXHV+r9oAlgCV6aZGcSZnmDd+3eFWpOAgz0hGJI67SI6JVCV2trK2Zz56FbLBbcbtWFNHToUMrLy/n444/15xsbG1m+fDkTJ04EYOLEidTX17NixQr9nE8++QS3282ECf4X9MzMTAoKCjrdUpZdnu9l4NEhT9XiFAYlmckcfFw5oawKWQVQeqj6WKxdyUlTtWp9xQQDjgp66o79XkUgmVzeAAP1OWlkg/P8/nbKBpe07P6vem9krfSsQ4OSJHNRQ1sn9zXbaelwBj9Zi6UURSAieqXQdcYZZ/C///u/vPvuu2zbto033niDxx57jJkzZwKqheOWW27hwQcfZOHChaxatYrLLruM/v37c/bZZwNw6KGH8pOf/ISrrrqKr7/+mqVLl3LDDTdwwQUX0L9//x78dEmCvpAED1aG5HUvgo8rx5AG51k0ZTFJTrQ5WXqomt0XhGSN5wKfTDFDQpdmVZA5mbTsMrZWOl1uPcwh2Vzehdk2CrPVrMtdB0IoqFrSUdVqsIeoNyd0o1cKXU888QTnnXce1113HYceeii3334711xzDQ888IB+zh133MGNN97I1VdfzdFHH01zczPvv/8+WVleV8NLL73EIYccwimnnMJpp53G8ccfzzPPPNMTHym5cNph7/fq4wGhha4dSRqnAN5NN2SsAngXE20RFZIL7f+ilVIIgrdcRHJZFMBrEd5d34bLHaIu3CCPIrD3e3B2xHlkQti01kHdZvVxiHm5t6Edp1shw2KmLD+5XN7gG0wfYq0sGAD5FaC4YM/K+A8sxUiO3hhhkp+fz7x585g3b17Ac0wmE3PmzGHOnDkBzykuLmbBggVxGGEvp3o1ONshqwj6Dg96arvDRU2Tuhkko1VBj1UIx5Wz+1twOUPGZwgJRoshMeDGScYaXRoVhdlYzSYcLoXqxnb6FwURDPsMhZy+0LpfFbw0xUBIDnZ/q94XD1NbigVBs7YP6JONOclc3qD+VlbvbgytoJpM6m9w3ULVAls5KTEDTBF6paVLiDO7PfFcA8apP7AgaKbovEwrfXICFwXsKXTtLZTJHKDvCLDlgLMNDmyN88iEsHC7YM936mMDLu9kFrosZpMuaIW0KphMXmuzWBWSD83lbcAjsMsTzzUwyeK5NAwXSAWfUAzxCoSLCF1CdzTtLYx4roF9sjGFENB6As36VtdiIEDUbIZ+I9THtT/GeWRCWOzbAPZmsOVCySEhT0/WjFqNsJQBLcFj3/o4jkiICE1B7eWKAPgmHRkQuspHq/eyToaNCF1Cd6pWqfchas6AVytK1oWkIMtGkccCZ0iDK/FscNVr4zgqIWy0OVk+GszB26e0dDjZ32IHki9gWWNwOBucJmTWyAaXdGjWx/7Bs2khectFaBjO9AbvnKzbKrGGYSJCl9AZp92rvZQdHvL0ZM4S0/BmixlYTDQNrnpVHEckhI0udI0Keaq2uRVm2yjISj6XN3gtcIYUgbLD1PvqVdKQPZlorlFbUmHy/o+CkKyFUTW0TO8doZqxA+SXQ3YfNZherF1hIUKX0Jl9G8DtgMwCKBoS8nRv5mJyxilAGFk54N3Uq1bHcURC2FR7/h+aUByE3QeSO3YGfPuCGrQqmK3Q3gANu+I8MsEwmiLQd7hayDYEyVzPENQAf5MJ2hwu3VIcEJNJLZwNUL0m/oNLIUToEjqjbW5lh4cMogev9ShZ3TgQZoBomWdTP7AVOpriOCohLLQNrsyA0OWphTQgWFZgD+NrVQiJNRP6jVQfV4sykDToa2Vo62ub3UWtluWdpJauTKtF795gaF6WiYIaCSJ0CZ3RN7fQCwn4xCkk6UICvhXADVgVcvuqNWhANLhkoakaWmrBZPYGlQdBE7qClmLoYTRLV3VTOx1OV+gXiAU2+dD+FwZc3lp7nfxMqx5jmoxo1uHdRhI8tM8toRhhIUKX0Jlq4wtJY7uDpnY1I3BAMrtyPGMz1FcMfDQ4WUySAm1R73sQZIQW7nuDe7FvbgY5GWozdkMbXJlscEmHbukKbX3VSusMSNIsbw3NOqxVzg+KFvNbtVpiDcNAhC7Bi6J4tTcDC4n2w+yTYyMnI3kLieram5GFBHyC6cWqkBRUGXfjQO9wL5pMJp8Nrj30C8TSlVw4O9T4VzBm6arXFIHk9QiA1zpsaK0sORRMFmirg6a9cR5Z6iBCl+CluQZa9wEmQ26cPb3AjQPe8TW1O2lsd4R+QbkEiCYVYVhfwWs5SmbrK3jnpTGrgkcRqNsCHc1xHJVgiNofwe1Uu3YUDAh5+h5dEUi+9j++aL8ZQ3PSluWtayjKgGFE6BK8aJpbn8qw3DjJLnTlZHir5RtaTLQaNPs2iNk8Gaj1FAUtCa0IdDi9bamS2dIF3t/NLiNzMq8EcvoBCuzfGN+BCaGpWafeG0w46m0Kasim1xqai7FGFFSjiNAleNGErn4HGzp9t8ctkuybG4RpVSgergZttzeo1j+h53C7Yf8m9bGBebnXMyezbGaKczPiObKoGRiOVQGgxJPBWLshTiMSDKOtldr/JAS9xfo6MBz3IvgoqKIIGEWELsGL9sPRTMYh6A2xMxraGA0FLduyvDXK9skG16M07gZHK5htqgU2BL5zMpkDlgH6e1xNhoUu7Xcpc7LnCVNB7W2WLsOhGDInw0aELsFLhAtJsmtv4BsgaiBoGbzfgfS761m0Odl3OFhCJ2v0Fpc3QP/CMK0KWq0umZM9zz6P9bVvaAXV6XJT1dg7vAK5PiUtDCkD2jpZK6EYRhGhS/CiW7pSS3uDMFOhAUo0oUvM5j1KhNbXZC4XoaEpK3vr23G7DWxY/WROJgUuJ9RtVh8bmJdVje24FbBZTJTkZcZ5cNET1lqphWJ0SCiGUUToElTsrdCwQ31sQOhyuNxUe7S3/kmekQPeDS5sq0KtWBV6FM2qYzjOsPe4vMsKsjCbwO5ys6/FQNNgTRHYv1nd+IWeoX47uOxgzYLCQSFP10qCVBRmYzYnt8sbfLwCEooRF0ToElS0YOXsYrUqewiqGlTtLcNqpl9u8mtvYQXSg1gVkoUwra+9JWAZwGYxU+Zpu2JogysYCLYctTfqgW3xHZwQGG1O9h0B5tBbqNcjkPzKKfjEv0ooRlwQoUtQ2R/m5qYtJIVZvUR7Uxe86sZ2HC536BdoboPGXVIXqSfR4wzDTe5I7iKUGmEVSDWb1ar8IFaFniRN5qTxDEZRUMNBhC5BRbcoHGTo9N4URA/QLzeTDKsZt6Ja6UKSU+ypi4Q3fkNILG310FytPjYQsOx2K+xt6F3zMnILrFgVeoyIha5eYunS+y8abJumB9PLnDSCCF2Cyn7j2TjgkyVW2Ds2N7PZRP/CMFP0i4eq9+LK6Rk0YTevDLIKQp5e09SBw6VgMZsoy09+lzeE2XYF1CxOkDnZk4RRNw56V8IRhGl9Ba/1tW5LnEaUWojQJahoi7iBWkgAe3qZRQF8rAoNBjc47buo2xqfAQnB0efkUEOn765XNfPygiyslt6xtIWd4CFzsufRhIviYYZO721eAW2drG5qx+40EIqh/T4bdoHLQG2vNKd3rExC/AlT6NKCLHuL9gZhFkgF72IiVoWe4cB29T7MOdkbMhc1BoRbIFX7LmRO9gz2Vq/L28C8VBSlV9WOA+iXl0GG1YyioGeoByW/XM3kVFzQsDP+A+zliNAlgL0FWmrVx0Y3OI+/vzdtcGEXSNU3OLEq9AjhKgK9KHNRI2z3olgVepZ6T1mdzELI7hPy9MY2Jy12F9B7QjFMJpO+rhvqwWgyiTIQBiJ0CV6LQlYRZBeFPF1RFN3f35uErrALpGoxXeLK6RnCtr72XkWgvtVBS4eB2lt5ZWJV6En0OTnEUKNrTZjum5tBdoYljgOLLWFnMIrb2zAidAmdFxIjp7c6aHOo2lt5Ye/IyIEo4mfEqtAzpIGlqyDLRn6W2t5or5FYQ7NZrAo9SdiKQO9yLWqE3RdUQjEMI0KXEH4QveeHWJKfSZat92hvvun5ipE+YXkSq9BjuByqsAthzMveF2cIhOfKAbEq9CRhKqi9rTCqhlZTzHj8a6V6L0JXSEToEsIWunb1ssBQjQqPVa7V7qKhzYDlymz2triQxSSxNOxShV1rlupSM4BmKerfi6yv4KsMGI01FKtCj1EfXnLHnl5WGFVDExLD9gpI/GtIROgSolhIetfmlmWz0M/TcNawVUHiunoGTaAoGmKo1UpLh5PGdjUmqje5vCGCWEPZ4HqOcBXUXmvp8jRjN1peR69puB2MeBHSGBG6hIjdi70lG8eXARFrcNviMh4hAGHOyb2eLgP5mVbys2zxGVOcCDuDUVcEtsVnQIJ/FMVHGag09BKvgtq71soKXehqNxaKUTRYve9ohLYDcRxZ70eErnRHUbzZi0XG4hS0Da63uRfBp/CfkfozAIUD1fvG3XEakeAX3fpqbE5qrZ16m5ULvFYQw1YFbYOTOMPE0lILjlbABEWDDL2kt1Wj1ygv8IZiaBbkoNiyIb9CfSwW2KCELXS1tbWxe3f3DWjNmjUxGZCQYFrrwOlZ7DUBIwTa5lDRCzc4bVPea6T/IkDBAPW+QYSuhKIF0Rca29y0Odkbha4Kj8XYUE9Q8M7J9nppxp5ItBpdBf3BGrrNlMPlpqapA+h9Qld2hoWiHNVibHheavuHrJVBCUvo+ve//82IESOYMWMGY8aMYfny5fpzl156acwHJySARs/mlltiaCGB3m1V0ARF4wuJZ9PXhAAhMTTuUe8L+hs6Xft/9kpFoMCrCBhy5WQVqMU5QSywiURbAzShNwS1TR0oCtgsJvrmZsRxYPHBOy8NWmC170XmZFDCEroefPBBVqxYwcqVK3nuueeYNWsWCxYsADC2WAjJh765GVtIXG6Fao/2VtELY7rKC8MMEC30fC9Ne8FlwMwuxAbd0mXM+rpHF7p635wsLVCVnQ6nm/pWg/XgtHkpykDi0NbKQmNrpWZNLyvIwmwOXUg12dCsc+FbumROBsMazskOh4OyMjV9e9y4cXz22WfMnDmTTZs2YTJQnVdIQjStxKDQta+5A5dbwWI2UZJvzDKWTIRt6corA7MV3E5orjIsBAhR4HaHrQxU9WKXd5bNQt/cDPa32Nnb0E4fI1aRggFQs1asCokkzLVS9wgU9L45CV5Pxp6wQzFE6ApGWJau0tJSfvjhB/3v4uJiFi1axLp16zodF3oRmv/doPamLSSl+ZlYeqH2FrYrx2yBfI+LS2IVEkPrPnA7AJPaTNcAe3uxyxu8465qNGqBFatCwglT6OrNcYYAFQWaghrmnBRFIChhCV0vvPACpaWlnY5lZGTwz3/+k08//TSmAxMSRJixM719cyvzLCQRuXIaZYNLCJogkV8OFmPlH6oae29GLXgtdIYTPAolwSPhaN91GsQZQgRJRzInDRGW0DVw4EDKy/1rnpMmTYrJgIQEo2tvxtxmvdmNA5BhNesFUo0vJmJVSChhWhTa7C5dgO6tykB5uG5v7fcqikDi0GO6DGZ5N2oKau9UBMKO6dLmZHOV9KoNgtTpSncaw9Pe9IWkoHcuJADlharQZdiVI2UjEkvY1lf1/5ibYSE/M6ww1aShotBbjNIQoggkFrdLTaYBsXQFIrcELBmguL3fldCNqFeoxsZGnnvuOaqqqhg6dChHHHEEo0ePJiend/WaSksUJeyMnN6+kIAqMK7e3SgbXLISZuaibwmT3prQU14QpqXL15WjKNBLP3evobla7QVqshjuBdqbS+uAd042dzhpaneE7vRgNqsC6YFt6rzUivgKnYha6DrnnHP4/vvvOfroo3n77bdZv349AMOHD+eII47glVdeiXqQQpxorQOnZ5HXqgmHoLfHdEEktbokQDShhJm5qGVX9dZ4LvCN6QrT+upsU3/HuX3jNDIB8M7J/Ao1uSYELreid73orQpqbqaVgiwrje1OqhrajbXXKhioCl2yVgYkaqFr2bJlLFmyhKOPPhqAjo4OVq1axcqVK/n++++jHqAQR/TCqKVhF0btrQsJRGA21zTb5uo4jUjoRJguby3OsLem5kPnOakoSmiLnTUTcvqpmZ5Ne0Xoijd6YVRjc3J/cwdOt4LZBCV5va+0jkb/omwaq5rY29DOiLL80C+Q+nEhiVroGjNmDFar9zKZmZmMHz+e8ePHR3tpId6EGTujKEqvN5lDBJYurWxBc40a22FA0xWiQC9jYrQtVeooAq12F00dTgqMWBXyylShq7kKGBXfAaY7ERZGLc3PwmrpvaHT5YVZ/FjVZNwCKwpqSKKeDQ8//DD33nsvHR0dsRiPkEjCDAyta7Fjd7kxmdTFpLdSHq4rJ7cUMKkxHa374zcwQY1Paq5SHxt0eevW117sXszJsFKYHWavu3zPBtckG1zc0ayv+elRWkcj7FImmoLaVBWnEfV+oha6KisraWxs5LDDDuPXv/41CxcuZOfOnbEYmxBvmmvU+7zS4Od50H54/fIyybD2Xu3NN1PMUIFUixVy+6mPZTGJL+314LKrj3NLDL1kT7pucHmaBVbmZNzRLDcFRhWB3l1aR0PLUg+rgweIpSsIUe+c5557Ltu2bWPSpEl8+eWXXH755VRWVlJSUsK0adNiMUYhXmg/jDCzcXr/QtLZlWMIfYOTxSSuaIpAViHYjM2zlNngdLe3QQusWLoSR7hrZaPq+en1ikBRhJYuWScDEnVM1+rVq1m2bBlHHHGEfmzbtm1899130hoo2QnX0qXX6OrdC0l2hoWiHBv1rQ6qGtqNxc/kl0H1KrF0xZswN7d2h4sDnsKovbHZtS9i6UpiwlwrU0URCDurVpuToggEJGqh6+ijj6alpaXTscrKSiorK5k5c2a0lxfiib6QGLV0pcZCAqrgWN/qYG9DOwcbycqRDS4xhD0nVQElJ8NCQVbvLIyqEbYrRyxdiUObl7nhhWKU9XIFNfyYLs+ctDeBvQUycuM0st5L1O7Fm2++mfvuu4/6+voYDEdIKGFaFbzBob3bogC+GYziykkq9DlpbHPb49NUuLcWRtUQS1eS4rRDW5362LB7UQvF6N1rpbbWN7U7aTYSipGZDzaPoCVeAb9ErRqed955AIwYMYKZM2cyYcIExo4dy6hRo8jIyIh6gEKcUBQf7c1YwHKqxHSBdzGRDS7JSNM4Q4ig/6ImmDZVS1X6eNJSq96brZDdJ+TpiqKkRBkTgLxMK/lZVpo8BVIPKs0L/aL8Mqjbov6W+w6P/yB7GVFburZs2cKbb77JjTfeyP79+3nooYc4+uijyc/PZ8yYMbEYoxAPOprUatYQRpxCamSJQSS1usTSlRAizKjt7RYFiCB+RgtadrZBR2OcRiXoikBuqdrqJgQHWh3YnW4ASgt6b2FUjbDXSk1hEkuXXyK2dN17772cddZZjBs3jsrKSs4880z9uaamJlauXCmB9MmMpr1l5Bvyu6eS9gaRVKUXS1dCCNvlnUJxhp7P0NjupKXDSW6o5t0Zuerv196kKgNZhQkYZRoStiKgzsl+eRlkWnt/IeXywmw2VDfrrvyQSNmIoERs6dq1axennnoqAwcO5Nprr+X999/Hblfr6+Tn5zN58mSuv/76mA1UiDFhxs40tjlpc7iA3h8cClFauozU9hIiI+wssdSxvuZn2cjzCFpaTFDoF2kbnCgDcaMlsuSOVJiTABWe9X5vvRRIjQURW7qeffZZ3G43S5cu5e233+bmm29m7969/M///A9nnXUWp59+OsXFxbEcqxBLwhS69jaqWk5xbgZZtt6vvUWcCu3qgPYGyC6Kz8DSnbDrIaWO9RXUjXpTTTNVDe0MLzEQP5NXDvs3ids7nuhz0ljsq55wVJBYl7fL5cLhcMT8ukP72BiQb6G1rY32dgOCV34l5A2C9nb11kNYLBasVmvSJdhEFUhvNpuZPHkykydP5uGHH2bdunW8/fbbPP3001x99dUcc8wxnHnmmVx44YUMGGCsZ5WQICKMnentNbo0tEB6w64cWxZk5IG9WW0FJEJX7HE5oWWf+tiwVUEtQpkK1ldQhcdNNc1huL09goAWLiDEngjLmCRSEWhubmbXrl3GOmyEyfi+ToafVEq2zc3WrVtDvyD/aJj0KFizwMj5cSQnJ4eKioqkSuqLWOhyOp2dGl0DHHrooRx66KHccccd1NbWsnDhQhYuXAjA7bffHt1Iu7B7927uvPNO/vOf/9Da2spBBx3Ec889pzfaVhSF3/72t/z1r3+lvr6eSZMm8Ze//IURI0bo16irq+PGG2/k7bffxmw2c+655/KHP/yBvDwDGmZvpxcsJPEkL9NKfqaVpg4nVY0GrQo5fVWhq2WfZOXEg9Z9gAIms/pdh8DhcrO/JbWELk2pMVzKJMfTnqp1X5xGJEReWicxc9LlcrFr1y5ycnIoKSmJuWWnud2Brb6NTKuFyn4G6m51NEGDGSxZ0HdoTMdiFEVRsNvt1NbWsnXrVkaMGIHZQBJEIohY6BoyZAg33XQT11xzDUVFRd2eLykpYdasWcyaNSua8fnlwIEDTJo0iZNOOon//Oc/lJSUsHHjRvr08abzPvzww/zxj39k/vz5DB06lN/85jdMnz6dtWvXkpWl/hguvvhi9u7dy6JFi3A4HFx55ZVcffXVLFiwIOZjTjrCdS+mWJwCQFlhFk3huHJy+0H9dtng4oWeJVYC5tAu7H3NHSgKWM0minOSR5ONhrATPLSeoC0yJ+NGs8eKaDTOsDGxyR0OhwNFUSgpKSE7O/YuTcVsxdTswm0x63tnUMwuaDGB2Q1Gzo8T2dnZ2Gw2tm/fjt1uNzb2BBCx6HfLLbfw5z//mUGDBnHzzTcbMzvGiN/97ncMGjSI5557jmOOOYahQ4cybdo0hg9XrQ+KojBv3jzuuecezjrrLMaMGcM//vEP9uzZw5tvvgnAunXreP/99/nb3/7GhAkTOP7443niiSd4+eWX2bNnT8I+S48RZoXlmsbUqLDsi2ZVqDYatJwjG1xcCXNOVnv625XmZ2I2J1fcRqSU6XOyw9gLNItg6/44jUhIdkuXRrxil6wWVUxwutzG3Jdmjy3H7ezxpKNksW75EvGIZs+ezZYtW3jmmWf46quvOPjggznvvPNYvnx5LMfnl4ULFzJ+/Hh++tOfUlpaytixY/nrX/+qP79161aqqqqYOnWqfqywsJAJEyawbNkyAJYtW0ZRUZHujgSYOnUqZrM5IZ+hx9GsNQYLo9Y0eTe4VEGroWN4g8sVV05c0QQH7XsOgebyLksl66tH6KppEktX0hC2gppaLm+r2YQJVaBzuMIQulBAccdvYL2UqMRAi8XChRdeyPLly/nkk09wuVxMmjSJSZMm8cYbb8QlqA/UgqxafNYHH3zAtddey0033cT8+fMBqKpSU1XLyjprJmVlZfpzVVVVlJZ2/hFZrVaKi4v1c7rS0dFBY2Njp1uvRdvgDMTOgHcTSIVifxplYVu6PN9Vi1gV4kKEc7IsPzU2N4AyXREI0/oqikB8cHaoddAAckPPy1a7t11OqiioJpMJq0UVupxuA0KU2YIuWrgNtA4KQmVlJfPmzQv4/LZt2zCZTKxcuTKq90kkMbO9TZ48mTfeeIMNGzYwbtw4rrjiCg4++OBYXb4Tbrebo446ioceeoixY8dy9dVXc9VVV/HUU0/F5f005s6dS2FhoX4bNGhQXN8vrrR6eokZ3eB0V04KbXCeRTF8q4JkisWFMIWuat3lnRqbG3gVgdqmDlxuA0qrbn0VRSAuaOukyQKZoYvPautkts2i11xLBWweF6MhSxeAxcfFGEcGDRrE3r17GTVqVFzfJ5ZEPCt++9vf0tDQ4PdWX19Pa2srW7ZsieVYdSoqKjjssMM6HTv00EN57bXXACgvV2sqVVdXU1FRoZ9TXV3NkUceqZ9TU1PT6RpOp5O6ujr99V256667uPXWW/W/Gxsbe6fg5bR724bkhK6l5nIr7GtOPfdi2PEzmitWrArxIWyhyzMnU8SNA9A3NwOzCdwK7G/uCP3ZNEtX2wG15IYldTb6pECfk8WGWgDpYRgFmUlXHyoabBbNvWjQXWi2gIu4C10WiyXgfp2sRGzpeuCBB3jmmWfIzs7mpJNO4vLLL+eee+7h6aef5v3332ft2rXs3bs3lmPVmTRpEuvXr+90bMOGDQwZMgSAoUOHUl5ezscff6w/39jYyPLly5k4cSIAEydOpL6+nhUrVujnfPLJJ7jdbiZMmOD3fTMzMykoKOh065W0HVDvTWbIKgp5+v6WDtyefrrFuamRJQbezVoC6ZME3w3OANUpmNxhtZgpyQ8j1jCnGDzxNrTVxW9g6UqkYRgppJxC52B6Q5iNWbqampq4+OKLyc3NpaKigscff5wpU6Zwyy236Oe0trbys5/9jPz8fAYPHswzzzyjP5dW7sWPP/6Yk08+mWeffZYVK1Zw1FFHcfbZZ3PyySczbtw4RowY0S1mKlb88pe/5KuvvuKhhx5i06ZNLFiwgGeeeUZvO2Qymbjlllt48MEHWbhwIatWreKyyy6jf//+nH322YBqGfvJT37CVVddxddff83SpUu54YYbuOCCC+jfv39cxp00aAtJtjHtrdajvfXNzdR/fKmA5paqaewwFn+YK5licSVMl7cmdKVKwV6NsGINzRbI9pTKEWUg9rSFNye1tbKkB4UuRVFotTtjenM63bQ7XDS2BT9PX0fNNvXeFVzouvXWW1m6dCkLFy5k0aJFfP7553z77bedznn00UcZP3483333Hddddx3XXnttN6NLbyJiW/RJJ53ESSedxPr163nssceYMGECkydPZvbs2ZxyyimxHGM3jj76aN544w3uuusu5syZw9ChQ5k3bx4XX3yxfs4dd9xBS0sLV199NfX19Rx//PG8//77nWp1vPTSS9xwww2ccsopenHUP/7xj3Ede1IQpkUhFTMXwRufZne5OdDqCG3F87V0KR7TnxA7InQvplJMF2jzsoHqcGIN2+rE7R0PdAW1T/DzPHjXyp5TBNocLg6794Meee+1c6aTk2E1ZOlqampi/vz5LFiwQJcZnnvuuW5Gj9NOO43rrrsOgDvvvJPHH3+cxYsXM3LkyPh8iDgTtdli5MiRPP3002zbto1jjz2Wiy++mLFjx/LSSy/hcrliMUa/nH766axatYr29nbWrVvHVVdd1el5k8nEnDlzqKqqor29nY8++qhbYH9xcTELFiygqamJhoYGnn322fSoRh/m5lbb6I1TSCUyrGb6egQtQ1YFLWjZ1aFWphdiSxjzst3hoqFN7TOXSjFd4JvBaLRWl7i940aECUc9aelKCrTixkGEri1btuBwODjmmGP0Y4WFhd2EqTFjxuiPTSaT33js3kTMoi5LSkq47777uOWWW3jiiSe46aab+PWvf8327dtj9RZCrJA4BZ3Sgiz2t9ipbmzn0IoQMXoZuWDNBmebusFl5idmkOmA2x3WBqcJyVk2MwVZqRU8rrsXDVelF7d33OiFa2W2zcLaOdNjes12h4tNNc1YzKag62S2zSNsGYzpMoLNZuv0t8lkwm2kdEWSEvFqde655/rNXNRaEgDU19fHapxCLNE3t3Ddi6llUQDVqrBur1dDDUluP2jYqS7GxT3TVywl6WgAxWMZNzAvNStQeUFWSmWJgY+ly6h7USxd8SNcr0BTz2fUmkwm1cUXQzKsZrI8AlWW1RK6A4QW0xVE6Bo2bBg2m41vvvmGwYMHA9DQ0MCGDRs44YQTYjLuZCTi/0xOTg79+/enqKgo6E1IQiJcSFLRZK4V1gyrQGrDTtngYo2mCGTkgzX0PNP+X6nmWgTfrFrplNDjRLpW5qXWWmkxmTCbTLgVBYfbTWao3qgG6nTl5+dz+eWXM3v2bIqLiyktLeW3v/0tZrM55RQpXyIWul544YVYjkNIJGFm5KRqID1EYlXwWGG0shtCbJByETpaNmZN2FXpxb0Yc8IQuhwuN/tb7EDqxb+aTCZsFhMdTgWnSyFk3VcDMV0Ajz32GL/4xS84/fTTKSgo4I477mDnzp1J05w6HqRWMIRgDN+SEQZIxRZAGmFbFbS6Zu31cRlP2hJpNfqUVATUObm/xY7d6SbDGiLfKbtIvW+rj+u40pJWj3JlQBnQCkhbzSaKc1KnnqGG1WKmw+k2ViBVi+lS3OrN5H8O5+fn89JLL+l/t7S0cP/993P11VcDah2urvjW5KqsrIxbu8F4IUJXOhLGBqcoSkq2ANIoC9eqoKWOi6UrtkRYLqI8hZpda/TJsWGzmHC4FGqbOxhQlB38BTIn40cYFlhtneyXlxk65qkXYjOH0QrI5ON+dLsgQH3H7777jh9//JFjjjmGhoYG5syZA8BZZ50V9XiTldSpdCkYJ4wNrrHdSYdT1WxSMqbLY72rEqGrZ4nQ0pWKMV0mk0lXcAzFGsqcjA+ONnC0qI8NzEvfFkCpiN702oily2TyCl7u4KWjfv/733PEEUcwdepUWlpa+Pzzz+nXr1+0w01axNKVjoSRvVjrcS3mZ1n17JVUomuDYUsoDVVcOfEhwoK9qeheBFUZ2F3fZswCKy7v+KCtk2YrZIZu+ZaqQfQaYTe9NlvA5Qoa1zV27NhOrfjSAbF0pRtOu7ewp4Eqy6kcRA8eV4BPg+GQiFUhPmhCrIE5qSgKVQ2pG0gPYTZj176z9oaQVgUhDHytrway6VI59hV8ml4brZGlx3XJnPQlJkLX559/ziWXXMLEiRPZvXs3oGY3fvHFF7G4vBBL2hu8j7MKQ55em8I1ugAsZlN4DYbFqhAftO/TQAP2pg4nbQ51IU99ocuIe7HI+9j39y1Eh6ZYGZiT4FVQS1J0rQy76bXJWAZjuhG10PXaa68xffp0srOz+e677+joUCdeQ0MDDz30UNQDFGKMtrllFnrTeoNQk6ItgHwJb4MTS1dc0CxdBhQBzeVWkGUlOyP1XN7gnZOGYg0tNsjwtC+TeRk7NAHWV6gNgjfhKDXXSt3S5VKMZQyajcV0pRtRC10PPvggTz31FH/96187leufNGlSt27hQhKgLSQGNjdIjrYW8UYPWjZSq0uErvgQxgbnbXSdmhYF8CZ4GO6UoM/L+vgMKB0Jw/oK3vjXVF0rtexFt6LgMiR0aQVSRejyJWqha/369X5L9hcWFkoboGREj50xKnSlbjV6jbAaDPsG0vey+jBJTRgbXKrHc0GY1lfwcXuLMhAzwlRQU7lzB4DZbNITjZxGguk1S5fEdHUiaqGrvLycTZs2dTv+xRdfMGzYsGgvL8SasLW31I7pgjBrdWkWBcUFHU1xHFWaEYZ7sTrFA5bBVxEwWsqkSL0XS1fs0BXUopCnKopaUw1Ss4yJhrdWl5ECqRLT5Y+oha6rrrqKm2++meXLl2MymdizZw8vvfQSt99+O9dee20sxijEEl3oCs/Slaomcwhzg7Nlg8XzXUgwfWxwu6GjUX1sYIOr8Wl2napoG3dju5M2uwFLgbi9Y49u6SoKeeqBVodeSiFVS0aAb60uIwVSI3MvTpkyhVtuucXQudu2bcNkMnWqUp/sRF2n61e/+hVut5tTTjmF1tZWTjjhBDIzM7n99tu58cYbYzFGIZaEsZCA1/qTylaFUj1oOYz4meYqdYMrGhzHkaUJ9ia1VQgYmpep3HdRIz/TSrbNQpvDRU1TO0P65gZ/gVi6Yk8YCqoW+9onxxa6bVMvxlurKzksXYMGDWLv3r29qphq1LPDZDJx9913U1dXx+rVq/nqq6+ora3lgQceiMX4hFgThsm83eGisV39waRqGjRAWX6krYDq4zOgdEP7Hi2ZYAs9z6p0oSt1FQGTyRRmrKFYumJOGMkdqdwqzRdvra7kyF60WCyUl5djtfaeOu8xE8kzMjI47LDDOOaYY8jLy4vVZYVYE0ZwqBbPlWk1U5DVeyZ1uGj9+7QGwyHRrQqywcWESFPzU9jSBRGWMhGXd+wII84w1YPoNcKq1WWgOGpLSwuXXXYZeXl5VFRU8Oijj3Z6vrKykoceeoif/exn5OfnM3jwYJ555hn9+d7oXoxa6Jo7dy7PPvtst+PPPvssv/vd76K9vBBrwgik10zmJfmZmAxUZO6taA2GAT0YNihiVYgtYcxJt1vR52Uqx3RBmEKX9t3JnIwdYYRiJFXsq6KAvSUuN5urFZOjFWd7gHN8M7p9ey8GyPSePXs2n376KW+99RYffvghS5Ys6VZq6tFHH2X8+PF89913XHfddVx77bWsX78+Xt9e3InafPH000+zYMGCbscPP/xwLrjgAu68885o30KIJRFYupJiIYkjWoPh3fVtVDe2M6AoO/gLpCp9bAnDonCg1e4NWE7xeanX6moSRaBHiCCmqyQZXN6OVniof1wuXQiMDnbCr/dAhif+UC++ragxm6bOhYybm5v5+9//zosvvsgpp5wCwPz58xk4cGCn80477TSuu+46AO68804ef/xxFi9ezMiRI6P/QD1A1JauqqoqKioquh0vKSlh79690V5eiDVhxHTVpEG5CA1vMUopkJpwtM3NwJzU4rn65mboQb2pSkStgCTOMHaEE9OVRmulYUxmwOMh8RPXtXnzZux2OxMmTNCPFRcXdxOmxowZ472kyUR5eTk1NTVxGXIiiNrSNWjQIJYuXcrQoUM7HV+6dCn9+8dH2haiIByTeRq0ANIIq8GwpvlKn7vYEIkbJ8Vdi+CTVdsgikDCcbSD0/O9G/EKJFMLIFuOanGKA263wpq9anmXQ8vz9RivTu+tYTKp1i6305PBmBHRe/p2ulEva8JttOl2EhK10HXVVVdxyy234HA4OPnkkwH4+OOPueOOO7jtttuiHqAQYyIwmSfFQhJnwup1l1Wg3rc3xnFEaUQ4AcvJtLnFmbL8MNyLmZ452SFzMiZoioDJDBn5IU/XYkGTwuVtMnldfDHGDJgzXbjcCk5rDlZbiN6nZqsqcPkJph8+fDg2m43ly5czeLBaeufAgQNs2LCBE088MQ6jTw6iFrpmz57N/v37ue6667Db7SiKQnZ2NnfeeSe/+tWvYjFGIVYoSkQm86RYSOKM9hkN9bqTDS62hOFe1Kt+p8GcLA2nU4ImsDpaweVQm2ALkaPNycwCMId2Y+v1DNNgXtrMZlxul5rBGEroMnm+Oz/uxby8PGbNmsXs2bPp27cvpaWl3H333ZgNfN+9maiFLpPJxO9+9zt+85vfsG7dOrKzsxkxYgSZmak/+XodHb5FKA1YutKk9gx4F0tD2YuapUvaAMWGsFze3ozaVEebky12Fy0dTnIzgyzXmT7WmI4myCmO8+hSnDCU05YOJy2ergHp4Pa2WkzgDLNWV4CyEY888gjNzc2cccYZ5Ofnc9ttt9HQkNphGzEpvvTxxx/z8ccfU1NT083X6q+chNBDaAuJJVNtZxOCpDKZxxmvpcuAVUHb4MS9GBvCcS+mkaUrN9NKToaFVruL2qaO4EKXxQbWbHC2qRZYEbqiI4w5qXkEcjIs5AX7H6UIYdXq0stG+D83Ly+PF154gRdeeEE/Nnv2bP3xtm3bur3GtyZXZWUlSoByFMlK1Ha8+++/n2nTpvHxxx+zb98+Dhw40OkmJBFhxHO53Ar7m9MnkF6z5tVK/EziCcO9qFlfU7lDgi+l4cR1Saxh7IjA+poOigD4VKU30n8xhKUrHYlaLH/qqad4/vnnufTSS2MxHiGehFGja39zB24FzCbom5v6i4kmWNa12nG43MHLEejZi7K5xQTte9SE2SB4sxdTf06Cqgxs299qXBlorha3dywIQ0FNJ48AgNWsWbqMNL2Ofyug3kbUli673c5xxx0Xi7EI8UZbjLOMb2798jKxmFO3Gr1GcU4GFrMJRYH9zfbgJ2vCgb1JFpNYYHBeKoqSNgV7NXS3d1MYbm+xwEZPOFneaRT7Cr79F420AvKIGGLp0ola6Pr5z3/utyK9kIRom1tm6BRo3xZA6YDZbKJfnlpHJuQG5/v92ZvjOKo0QZ+XwYWu5g4nbQ518U6XeVki7sWeQVcEjMd0pcuctHqU8PAsXb23rlasidq92N7ezjPPPMNHH33EmDFjuhUye+yxx6J9CyFWaBqwAaEr3SwKoGqq1Y0doV05tiywZIDLrm5wBhZmIQBut1dwDTEvtc0tL9NKTkbqByyD140qsYYJJgIFNV1c3uE1vZaYrq5EvXL98MMPHHnkkQCsXr2603Op3CS5V6ItJAaK/aWbyRzCtCpkFkDrPtngosXRAng05oy8oKemoyJQkicFUnuEDo8iEGJOgu+8TI+1UnMvuhQFt1vBHCz8RGK6uhG10LV48eJYjENIBB3GLAqQfgHL4JMpZqgVkEfoEldOdGiKgMkSsoyJHmeYRkJXeAVSxb0YM8KwdNWmmXvRbDJhNplwKwoOt5tMc5ACqWLp6kZql34VOhOJyTxNFhLwLZAqQcsJw3dOhrCMp6OlS/us+4wU7RVLV+wIa61Mr3lpMpnUAqkYiOsKUpE+XYlZYMTatWvZsWMHdnvnzK8zzzwzVm8hREsEC0m6aG8QaSsgSc+PCoNB9JB+yR3g/az7W+w4Xe7uDYZ90RUBmZNR02GsjInd6aauRd3z0kXoArVshB136Lguzb2oSCC9RtRC15YtW5g5cyarVq3CZDLp1WG1eC6XSyTcpMGubXCh4xTSrQgleD+rsVZAWq2u1G5ZEXfCSe5IwzhDrZSJy62wr9lOeWGQzy7uxdihJ3cEXys1C6TVbKJPTka8R5U0eMtGhLB0+boXFSWkNRtgypQpHHnkkcybN4/KykpuueUWbrnlFr/nbtu2jaFDh/Ldd9/pseXJTtTuxZtvvpmhQ4dSU1NDTk4Oa9as4bPPPmP8+PEsWbIkBkMUYoZBq4KiKGnVbkVDml73AGHEGabjnPQtZRIyg1HmZOww6BXw9QgEDShPMQxnMJp84r3iYO0aNGgQe/fuZdSoUTG/dryIWuhatmwZc+bMoV+/fpjNZsxmM8cffzxz587lpptuisUYhVhhcCFpbHNid6o/kHRy5egxXU0doft5iVUhNnREYn1NnzkJXsteyPpxMidjh8G1Mt2C6DVsZoOtgEwmwCOMxiGuy2KxUF5ejtXae0rIRC10uVwu8vPVidmvXz/27NkDwJAhQ1i/fn20lxdiiV4yIvgGpy3uhdk2smxBMlNSDG3htLvcNLY5g58sgfSxIZwssTTqBeqL4f6LEmcYG1wOcHoEXINrZTpZX8HH0hXKvWgyBc1gbGlp4bLLLiMvL4+KigoeffTRbue0trbys5/9jPz8fAYPHswzzzyjP7dt2zZMJlOnJtjJTtRC16hRo/j+++8BmDBhAg8//DBLly5lzpw5DBs2LOoBCjHEoCsnHYPoAbJsFgqyVI0pdFV62eBigkGhq3PAcvrEdIH3d2jcvShxhlHh+5sOtVYmYeyroii0OlrjenMo7bS72mjqaOl03K+HIEgG4+zZs/n000956623+PDDD1myZAnffvttp3MeffRRxo8fz3fffcd1113Htdde26sNOlHb5O655x5aWloAmDNnDqeffjqTJ0+mb9++vPLKK1EPUIghhuMU0lN7A7UuUmN7MzVNHYwoC/I9iSsnNhjMEvMNWC7KtgU9N9XwWroMuhc7mgwHLQt+0NZJazZYgs+1ZCwX0eZsY8KCCT3y3ssvWk6OLafzQbMFXHSL6Wpububvf/87L774IqeccgoA8+fPZ+DAgZ3OO+2007juuusAuPPOO3n88cdZvHgxI0eOjNvniCdRC13Tp0/XHx900EH8+OOP1NXV0adPH6lIn0y43T7Zi8biFJJpIUkUpfmZbKppNmBV8HyH0nsxOgy2AKpN04BlgBK9QKrBOal4WisZcNkKfgirMGp6tQCKCL0qfeeQjc2bN2O325kwwSsgFhcXdxOmxowZ472UyUR5eTk1NTXxG2+ciUv0WXFxcTwuK0SDr3Bg0GSuVcNOJ0qMWhW0WA9xL0aH4TjD9HR5g7cVUMhSJrYc1ZWjuMHeIkJXpISR3KErA3nJMy+zrdksv2h5XN9DURTW7m1CQeGQsnw9xivb6qerRJS1urr2czaZTLh7cQPtiISuW2+9lQceeIDc3FxuvfXWoOdKw+skQRO6zFawBhemktFknigMtwLKyFXv7S1xHlGKIy7vkGhWlJBz0mRShdeORpmX0WDQ+gq+7dKSR0E1mUzdXXxxIC/DhcPlxmrOIscWRJQwe2K6ughdw4cPx2azsXz5cgYPHgzAgQMH2LBhAyeeeGK8ht3jRCR0fffddzgcDv2x0AvwtSiEcPumY+VvjVKjBVI1y4y4F6Mj7NT85NncEoVu6fKUMgkatpGRqwpdYoGNHINxhm63ktahGFazCYcrjFZAXbIX8/LymDVrFrNnz6Zv376UlpZy9913YzandnfCiIQu3ybX0vC6lxBWu5U0duUYtnRpQpdYFKLC4AYnc9JbyqQwJ0hwt1hgo8egy/tAq10vmdAvidyLicJmMdPmcOEI5erTY7q6n/fII4/Q3NzMGWecQX5+PrfddhsNDamdfRuxe9EIJpPJb90NoQcIJzg0DdutaBjOFMv0sXRJpljkGCxjks4WhSybhcJsGw1tDmqa2kMIXWKBjZowq9EX52aQYU1t64w/DDe9DuBeBNXa9cILL/DCCy/ox2bPnq0/3rZtW7fX+NbkqqysDF3IOsmI2L3oy7fffovT6dSzDjZs2IDFYmHcuHHRj1CIDQYXkja7i6YONcskHTNytM8cMntRsygobnC0QUb8YyhSkjA3uHQUukC1djW0OagNVcpEhK7oCVMRSKYg+kRiNYfZCshPcdR0JGr34mOPPUZ+fj7z58+nT58+gBoMd+WVVzJ58uTYjFKIHoMZOdpCkmUzk5/Ze1orxIqSPNW619jupN3hClyR35brfWxvFqErUozOy8b0jTMEbymT0FXptaxaEboiJlxFIA2VU/Bpem00pqsXZxzGkqhtoo8++ihz587VBS6APn368OCDD4prMZkIO0ssKy3rrBVkW3VXQVBrl9nsFbzEqhAZzg5web7jIPOyUwP2JMoSSySG3d4S0xU9epyhsRZA6aoIGG8F5D+QPl2JWuhqbGyktra22/Ha2lqamiSDJmkwWBg1nQOWQY1DNN7rToLpo8LXGpMReF7Wtzp0bbpfXka8R5WUGG4FJAke0WMw6agmjWNfQc1eBAPuRXN0dbpSjaiFrpkzZ3LllVfy+uuvs2vXLnbt2sVrr73GrFmzOOecc2IxRiEWGC1C2Zi+9ZA0vBucQauCuHIiw+ERDKxZYAnsytaE36IcG5nW9GnA7ou2sYdUBHShSxTeiAmzS0K6rpW6e9GtBA9mNwUOpE9Hog7aeeqpp7j99tu56KKL9NpdVquVWbNm8cgjj0Q9QCFG2FvV+4zcoKfpbpw0XUgA45YusSpEh/a9hSjkmO6bG4RRykSsr9GjKVGh1sok8wokOotPcy8qioLLrejZjN0I0vA63iRjZmPUQldOTg5//vOfeeSRR9i8eTOgVprNzQ0+YYUEoy3CIRaSdG4BpKEXSBWrQnzRFQGJnQmFJnCGLtor1teoMbpWJkmXBItFtf7a7Xays/204YkTZpMJi9mEy63gdCsENEJH2QYoGlpb1TWmayuhniRmxUVyc3MZM2YMY8aMSbjA9X//93+YTCZuueUW/Vh7ezvXX389ffv2JS8vj3PPPZfq6upOr9uxYwczZswgJyeH0tJSZs+ejdPpJCXRXDm2UAtJcmlvPYHxAqkStBwVmhsnROan19KVxoqA3grIaCC9CF0RE+Za2dMKqtVqJScnh9raWlpbW2lvb0/YzexyojjttAR73w477U6FdocrYeNqa2tj//791NTUUFRUpAumyUDMagKsXbuWHTt2YLfbOx0/88wzY/UWfvnmm294+umnO3UiB/jlL3/Ju+++y6uvvkphYSE33HAD55xzDkuXLgXA5XIxY8YMysvL+fLLL9m7dy+XXXYZNpuNhx56KK5j7hEMuhfTvR4SRFAgVawKkeGQOWkUw6VMtIQEEboix8Ba2dzhpNWuust6el6aTCYqKirYunUr27dvT+h772vqoN3pxtlgIycjgDihuKHBk2zXnJnQQtJFRUWUl5cn7P2MELXQtWXLFmbOnMmqVaswmUy6D1UrN+Byxc+P29zczMUXX8xf//pXHnzwQf14Q0MDf//731mwYAEnn3wyAM899xyHHnooX331Fcceeywffvgha9eu5aOPPqKsrIwjjzySBx54gDvvvJP77ruPjIwUy5LSTeahrAriytELpBp15cgGFxkGY7rE+uotZWJ3uqlt6mBQcYDvTKyv0WPAvahZHHMzLOQmQT3DjIwMRowY0c3oEW9efm8dH62r4arJw7jgmMH+T3I54S//T3086yPILkrI2Gw2W1JZuDSidi/efPPNDB06lJqaGnJyclizZg2fffYZ48ePZ8mSJTEYYmCuv/56ZsyYwdSpUzsdX7FiBQ6Ho9PxQw45hMGDB7Ns2TIAli1bxujRoykrK9PPmT59Oo2NjaxZsyau4+4RDJjMnS43+1vUH206u3I0q0Jo96JYFaJC39xCFewVRcBwKRMJpI8ORfFZKwMrA8kWRA9gNpvJyspK+G13k4sdDc7A5+TmkdVeS1bzTrLoSNi4klHgghhYupYtW8Ynn3xCv379MJvNmM1mjj/+eObOnctNN93UrWVQrHj55Zf59ttv+eabb7o9V1VVRUZGBkVFRZ2Ol5WVUVVVpZ/jK3Bpz2vP+aOjo4OODu+C19jYGM1HSCwGTOb7W+woCljMJvrmppilLww0S9e+5g5cbgWLOYA5XKwK0WHQ+iqWLpWS/Ex2HWgLXsokQ1zeUeFs9wZ8B7N0SZwh4FNeJ6RXIE/9bmWtjN7S5XK5yM9XNf5+/fqxZ88eAIYMGcL69eujvbxfdu7cyc0338xLL71EVlbiJv3cuXMpLCzUb4MGDUrYe0eNgQ1Os+z0y8vAHEjQSAP65mZgMoFbgbqWIOZ6sSpEh8EssXRuwO5LqZECqdJ7MTo05RQMCV0ladoCSMObdCQJHkaJWugaNWoU33//PQATJkzg4YcfZunSpcyZM4dhw4ZFPUB/rFixgpqaGo466iisVitWq5VPP/2UP/7xj1itVsrKyrDb7dTX13d6XXV1tR5UV15e3i2bUfs7UODdXXfdRUNDg37buXNn7D9cvDDgXvRtAZTOWC1m3dIXNJhetypIyYiIMDAn070Buy8lRtyLsrlFh2/BXnNg91SylIvoafTyOqEsXZkSiqERtdB1zz334PY0spwzZw5bt25l8uTJvPfee/zxj3+MeoD+OOWUU1i1ahUrV67Ub+PHj+fiiy/WH9tsNj7++GP9NevXr2fHjh1MnDgRgIkTJ7Jq1Spqamr0cxYtWkRBQQGHHXaY3/fNzMykoKCg063XYCQ4VNw4OiVGanVJcdToMDAnte8/05qeDdh90avSB4s11KyvLjs4ExtUnRIYLdgr1lfAJ+lIyusYJupVbPr06frjgw46iB9//JG6ujr69OkTt4bJ+fn5jBo1qtOx3Nxc+vbtqx+fNWsWt956K8XFxRQUFHDjjTcyceJEjj32WACmTZvGYYcdxqWXXsrDDz9MVVUV99xzD9dffz2ZmSkmdDjt4PbUHzPgXkx37Q3U72DdXrEqxBUDcYa1zR6LQkFmWjZg98VQgVRfq6G9GazFcR5VimGwYK/2P0h3BVX7/E0dTtrsLrIzApUykaK9GlFZuhwOB6eccgobN27sdLy4uLjHF8jHH3+c008/nXPPPZcTTjiB8vJyXn/9df15i8XCO++8g8ViYeLEiVxyySVcdtllzJkzpwdHHSccPtqFIfdiei8kYLDBsMR0RYc9dLuVdG8q7EuJkfpx1gyweJJgZF6Gj8GCvaKgquRnWsmyqWKExBoaIypLl81m44cffojVWKKia3mKrKwsnnzySZ588smArxkyZAjvvfdenEeWBGiLr9mmLsoB0NOg07gFkEapkQBRiemKDgPFUXWXd156b25g0L0I6rxsqxOhKxK0ORmydpzXApvOmEwmSvIz2VnXRk1TO4P7BqofJ0KXRtQxXZdccgl///vfYzEWIV7oJnNjqfnprr2BwVRobWF2tCVgRCmIgfgZvQVQmm9u4P0O9rfYcbmDNPKVDS5yDMQZ2p1uDrQ6ALHAgo8yYMQrIO7F6GO6nE4nzz77LB999BHjxo3r1nfxsccei/YthGhxGC1CKXEKGoaaXts8zWUdrYHPEQJjoDiq3uxaLF16KROXW6GuxR74dyrzMnKMJHd4FDGbxURRdvI0Uu4pDJUyEQVVJ2qha/Xq1Rx11FEAbNiwodNzPR3XJXgwYFFQFMWnsbBscHqDYSOB9I5WtZK1zPfwMFI7TixdOlopk33NdmqbOgILXRmywUWMAZe3tk72y8tM63qGGoZiDXWhS1zeUQldDocDs9nMU089xYgRI2I1JiHWGMgSq291YHeppT/E0uW1rNQ0dqAoin8FQrMoKG5wdoBNXA1hEcYGJ24clX55mexrtlPT1M5hBChZo21wEtMVPppLNoiCqsV5inKqYqxorygCGlHFdCVTIL0QBANZYprJvCjHRqY1OXtWJRJN8GxzuGixB2ja7rswiysnfPQNTmrHGaW0wIjbWza4iDFQMsI7J0URAIMxXZqCKoqABNKnBQYyciQFujO5mVZyPTVnAmYwWmxqRiiI0BUJISywLrfC/maZl77oFliJNYwP4vIOG28rIAP142ROSiB9WmDAvSgtgLpTWpDF1n0t1DZ1MKwkgOabkQPtDWJVCBenHdxqBligDW5/SwduBcwm6CuB9IBPBXCjsYZCeDiMZNSKe9EXQ5ne4l7UkUD6dMBIEUpx43SjJC+TrftaQlgVPEKXmM3Dw0DBXk1zLs7NxCIBy4DX0mUoq9YuQlfYGHAvSpZ3ZzThc39zBy634v+3KnGGOlELXYsXL47FOIR4Iu7FiCgxYlWQ+JnIMFCwt1Zci90wZOnS56QIXWETjntRvAKAaoU2m8CtqNZpv9+LrJM6Ucd0Cb0AQ82uPfWQZIPTMRY/I6nQEWGk72KjWBS64g1aNpKeL0JX2BjpkiAKaicsZpPu/g8Y1yVxhjoRW7rOOeccQ+f59jsUeggjBf/04FDR3jSMxc+IBhcRhlzeEjvTFUM9QWVORk6IjFq3W2FfswTSd6UkL5Papo7A81LiDHUiFroKCwtjOQ4hnoRVD0kWEg1jVgWJn4mIcOakbG462u+zxe6ipcNJbqafJVwTGCR+JnxCtEw70GrH6WnB1E+SO3RKCzJZuzeIMiDrpE7EQtdzzz0Xy3EI8cRARXoJpO+OIauCpEJHhpG+i83S7LoruZlWcjIstNpd1DR1MNSv0CWunIgJoQxo62RxbgY2i0TnaJSGqkqvrZOuDnC7wJy+tSBl1qQDIdyLrXYnzR1OQCxdvoRXaVk2uLAwEmfYKC5vf4Scl+JejJwQ7sUa8Qj4xdsKKISlC9J+rRShKx0Ikb2obW7ZNgt5/jTnNEVbSPa32HF4WiR1Q6wKkaEJBEYsXbLBdSJkrztJz4+cEAkeWqFkmZOd0UIxgrsXPaUk0lwZEKErHdAmeYA4hVqfwFCprealOCdDrzmzv9nu/yQ9fkaErrDQFYHAViy9HpK4FzsReoMTS1dEuJyq+wsCK6hSLsIvIS1dJpMoAx5E6EoHtA3Omu33aUmB9o/ZbKJfnlpDKrBVQSxdEeH0fJ8BNreWDietnp6XYlXoTGhXjpQxiQinj5AaSEGV5A6/GArFkLUSEKErPXBoG1wAoUtqdAUkpFVBYroiQ7PCWP1bDDSBIjfD4j9DL40JmeAhMV2R4fBRrALMS7G++sc301tRFP8nybwEROhKD3RXTiChS0zmgTBsVRD3YniEiOmSViuBKTUatCxzMjx8PQIBwiz02nFi6eqE9jttd7hp8iRldUPci4AIXemBM4SlSyp/BySk2VziZyJDF7pCWBRkTnYjpKXLt4xJIKuD0J0QcxJEQQ1EdoaFfI9FWtbK4IjQleq43V6hK1BMl1T+Dkjo+jMSPxMRzlCWLnF5B8Lr8g4RZ4ji/e0LoQkxJxVFkfjXIGi9agO3ApK1EkToSn18F90Ali5pARQYiZ+JEwZjusSi0B3fUiZOf6VMfIUGmZfG0S1d/tfJFruLNockdwTC26s2gKAvayUgQlfqE47QJQtJN0r0AFGJn4kpITY4cS8GpjhXLWWiKKrg1Q2LFSxq1m26x8+Eha4IBArDUNdSSe7wj6a0Syug4IjQlepowaFmm9/WCw6XW1+4ZYPrTljxM4JxQsQZSgugwFjMJvrmqkKVxM/EkBCKQI14BIISOv5V1koQoSv1cQSvh7TPs7lZzSaKczISNapeg2+mmN9UaKk9Exli6YoKLXtOYg1jSIhAeulPG5zQCqqslSBCV+oTovK3FvTYLy8Ts1mq0XdFW0jsTjeNbX5SoTNEe4uIUK4c2eCCosfPBApalviZ8AkRSK+5FyUMwz8hS5lITUNAhK7UJ5QbRyosByXLZqEgy5MK3ezHqiBxCpERxNLlcivsb5Y4w2AY63WHzMtwCGV91eekuBf9EbonqLRMAxG6Up9QLYAkiD4k+mLiz6qgacVuB7gcCRxVL8cZeIOra7HjVtT6lMW54vL2R+iivWKBDZsQ1tdaqWcYFMOKQJrPSRG6Uh1pARQ1+mLSHETogrRfTMIiiFVBW7T75mZgtcgS5Q/NMi0bXAwxGkgva6VftO/lQKsDu9NPKRMJxQBE6Ep9glgUwDd2RkzmgSgNVvTPmgkmz89I4meME8Sq4FUEZE4GImTRXtngwidkuzRpARSMohwbNosaF+xfQRWXN4jQlfqE0t6kwnJItKBlvwuJySQ9xSLBgKVLrK+B0TPF/M1JkA0uEkK1S5OCvUExmUzetdKfBVbKmAAidKU+ISp/10oLoJB4LV0h2q5IyxVjuN3g8izK/oQuqdEVEm3jr2kMVMpENriwCWLp6nC6qG9VYzZlrQxMSYE2L/0lHUkZExChK/UxWA9JCv4FxrBVQTY4Yzh9vic/yoBYukKjfTcdTjdNHX5KmdgkPT9stPhXPy7vfc1qAWmbxURRji2Ro+pVBPUKSBkTQISu1CdITJeiKD5p0LLBBcLXquAX2eDCw+GjBfuZlxKwHJosm4V8TykT/1m1ogiETRAFVbPclORlYjJJPcNABI1/lXUSEKEr9QkSsHyg1YHDpbom+okrJyBi6Yox2qJryfDbmkosXcYIWgFcNrjwCeJe1BOOxCMQFG/Ta1EEAiFCV6oTpGSElo3TJ8dGhlWmQiA0i0t9q4MOp6v7CbLBhUeIgOV9InQZImgGo2xw4RNkXor11RhBS5nInARE6Ep9gmlveuaiaG/BKMy2keGpFyWLSQwIUbBXLF3GKAlWjFLqdIWPvlZ2bwNUK0KXIbwFUoMF0reCv+SPNEGErlTHiPYmdWeCYjKZQrhyZIMLiyDW1za7Sw8Mlw0uOKWG3IuiCBhGD6T3l9whRaSNELRTgvZ7V9zgsidwVMmFCF2pTpCYLrEoGCf4YiIbXFgEsb5qczLLZiYv05rIUfU6gjYYFutr+OiB9N0tXeIVMIY2J/c1d+B2d7FmSfcOQISu1CdYRo5ob4YxZumSDc4QQayvWlPxknzJEguFBNLHGD3Tu7tgJTFdxtASshwuhfq2Lr1oLTYwexSpNF4rRehKdYKUjJAKy8YJblWQDS4sgsR06dZXyaYNiV7KRALpY4MBBVVCMYKTYTXTx1PHTNze/hGhK9UJ1m5FWgAZRixdMSRoRq0oAkYxZumSOWkIRQmoDLjdil4cVeZlaIwpA+mroIrQleoECQ6tkRZAhgmelSMLSVjoMV1SjT4atN/tgVYHdqe785MyJ8PD5VADvKGbMlDXasflVjCZoG9eRg8Mrnehx79K0V6/iNCV6hgIWpYWQKERq0IM0WO6Aqfmi9AVmqIcGzaLGve2r2vhXtncwsNXOO0yLzXhoTgnA5tFtsxQ6Fm1/opJSyiGCF0pT4Cg5ZYOJy12tdCnbHChkUyxGBKkCbsIXcYxmUyBK4BLTaTw0NZJk1kN+PZBEo7CoyRoKyBZK0XoSnUCxCloi3ROhkVS8w1QEiwV2ioLSVgES82XLLGwCGiB1ZUsBZwB2lcJXnwLo3bJmq0Rj0BYeBWBEAVS0xQRulKdAEHLWgNX2dyMETQVWrS38NCtr2LpipaSQEHLvr93p8zLkBiwvspaaQxNOJWkI/+I0JXKKErAkhGSJRYevqnQ3Tc40d7CIkC7FTVLTISucCgN5Mqx2MDscZOl8QZnGIfEGcaK4J0SROgSoSuVcfoIBwGErhKpO2OY0kC97mQhCY8AGbX1bQ6cHtdt31yZl0bQXDnBg5ZlXoYkWI9ayfIOCynaGxwRulIZ38W2S0yXmMzDJ6BVQTa38AiwwWmbW3FuBhlWWZqMEHBOgpSNCIcgLm9pARQe2p7S1OGkzZOspSMKqghdKY02sc02sHQOlpeMnPAJaFWQzS08AmTUSjX68Alu6ZINzjABXN7gG0gv89IIeZlWsmyqaCGhGN0RoSuVCdbjTmK6wiZgKrRsbuERoEuCxM6Ejx603CiZYlERIJBeURTxCoSJyWSSUIwgiNCVyujlIoKZzGUhMUpgS5fURAoLfYMToStaSnwKUSpd555scMYJUMakucNJm0PqGYZLwLqG4hUQoSulCdrjThq4hotmVajpalWQmkjhEcDSVSNCV9j087SlcbgU6lsDlTJJ3w3OMCHmZF6mlZwMqWdoFG8roEDuxfRVBEToSmUCBCzbnW4OeBZocS8aJ2RMF8gGZ4QAZUzEjRM+mVYLRZ5SJoEtsOm7wRlGn5Od10PxCERGwFZAYn3tnULX3LlzOfroo8nPz6e0tJSzzz6b9evXdzqnvb2d66+/nr59+5KXl8e5555LdXV1p3N27NjBjBkzyMnJobS0lNmzZ+N0OhP5UeJLgJgurRaS1WyiKNvW9VVCADSrYK3URIqOAPEz4l6MDN2VI7GGkRPAvSgJR5Hh9QoECcVIU3ql0PXpp59y/fXX89VXX7Fo0SIcDgfTpk2jpaVFP+eXv/wlb7/9Nq+++iqffvope/bs4ZxzztGfd7lczJgxA7vdzpdffsn8+fN5/vnnuffee3viI8WHEC2ASvIzMZtNXV8lBKAkaCq0WBUME2CD07RiyV4MD29cl2SKRUwIRUBaAIVH6Ezv9F0ne6WT+v333+/09/PPP09paSkrVqzghBNOoKGhgb///e8sWLCAk08+GYDnnnuOQw89lK+++opjjz2WDz/8kLVr1/LRRx9RVlbGkUceyQMPPMCdd97JfffdR0ZGRk98tNgiLYBiSr4nFbrd4aa2qYPBfX2EBls2dDTIBmcERyBXjlgVIkELERBLVxQEUgSkjElEhM70Tt91sldaurrS0NAAQHFxMQArVqzA4XAwdepU/ZxDDjmEwYMHs2zZMgCWLVvG6NGjKSsr08+ZPn06jY2NrFmzxu/7dHR00NjY2OmW1IRoAVQi8Vxh4ZsKHbDXnWxwwXG7weVZiH02uHaHi8Z21bUvcYbhIZliMSBAIH21RxEok4SjsAg8J8Uj0OuFLrfbzS233MKkSZMYNWoUAFVVVWRkZFBUVNTp3LKyMqqqqvRzfAUu7XntOX/MnTuXwsJC/TZo0KAYf5oYEygjRxaSiAnY4kI2OGP4Nl/2ceVocYYZFjMF2b3SAN9jBJ6TssEZJlSPWlkrw0Kbk3UtHbjcPqVMRDnt/ULX9ddfz+rVq3n55Zfj/l533XUXDQ0N+m3nzp1xf8+oCBCnIM2uIyekVcHZxQImdMbh8/34bHC+QfQmk8QZhoOenh/Q+iqKQEhClIwok7UyLPrmZmI2gVuB/b5xXRJn2LuFrhtuuIF33nmHxYsXM3DgQP14eXk5drud+vr6TudXV1dTXl6un9M1m1H7WzunK5mZmRQUFHS6JTWhFhLR3sImtFUhfRcTQ2jfjyUDzBb9sDYn+0k8V9iIpSsGBCjYq7kXxdIVHhazib55fhRUmZO9U+hSFIUbbriBN954g08++YShQ4d2en7cuHHYbDY+/vhj/dj69evZsWMHEydOBGDixImsWrWKmpoa/ZxFixZRUFDAYYcdlpgPEm8ClIyQhSRySkNaFdJ3MTGE9F2MOd44Qwmkjxg/Cmq7w0WTJ85Q4l/Dp9SfMqAJXc52Nb4zDemVwRPXX389CxYs4K233iI/P1+PwSosLCQ7O5vCwkJmzZrFrbfeSnFxMQUFBdx4441MnDiRY489FoBp06Zx2GGHcemll/Lwww9TVVXFPffcw/XXX09mZoos/CFKRoh7MXxCx3TJBheUEHNSrK/ho5cyaXfS7nCRZfNYEMX6ahw/xVG1zLssm5mCrF65VfYopfmZrKGLguqrbDnbICM34ePqaXqlpesvf/kLDQ0NTJkyhYqKCv32yiuv6Oc8/vjjnH766Zx77rmccMIJlJeX8/rrr+vPWywW3nnnHSwWCxMnTuSSSy7hsssuY86cOT3xkeKDn5IRTpdbD1oWS1f4BLYqyAZniJBlTEQRCJeCLCuZVnUp72xVEEXAMH7ci9VN3jkpcYbh41dB9Y0vTtN52SvF926NXf2QlZXFk08+yZNPPhnwnCFDhvDee+/FcmjJhZ82QPtb7CgKmE1qsKMQHmLpipIArakkNT9yTCYTJfmZ7DrQRk1TB4OKPQqABNIbx48yIC2AosOvgmo2q4Ktsy1t52WvtHQJBvETP6MtJCX5mVikGn3YaAvwvuauqdBi6TJEgJgur3tRLF2R4I2f8XXlSNCyYfyUjPAqAjInI6E0ZIHU9JyXInSlMv5M5uLGiYq+eT6p0C3iygmbgFli4vKOBu33LO7FCPETSO/bLk0In8CtgNJbQRWhK5UJspCIyTwyLGYTxbn+snLElWMIP3PS6XLrAqwoA5FR4q9+XJpvboZRFL/KgBYALopAZOiWLsn07oQIXamMn4wcb7kI2dwixW+BVHHlGMPPnNzXrMYZWswm+uamQM/THkCfk41i6Qoblx3whAr4yV6UwqiRUZLntb52isNOcwVVhK5Uxq/2JpauaPEbTC8bnDH8NBau9mnAbpY4w4jQ56S/6t9pXBPJEL6bv8+8FEtXdGjfW7vDTVOH0/tEmiuoInSlMn4ycmplIYmaoEX/0lR7M4w2J61+rK+iCESMX1dO15pIgn+0OWmygMWmH5bkjujIslnI99Q3EwusFxG6Uhk9Pd/XqiAm82gRS1cU+CkZ4W0qLHMyUnxdOTpSE8kYftbJdoeL+lYHIMpANPhfK9NbQRWhK5XR0/N94hTE0hU1flsBWdM7TsEwfsuYSI2uaNF+z/ua7d5SJmazV/CSeRkYP+ukJiRkWM0UZtv8vUowgN+1Ms0VVBG6UhVF6abBudyKvpiIyTxySiQ9P3KCWF8lczFy+uZmYDKpv/EDrXbvEzIvQ6O7vP1kLuZnSjX6KAheyiQ9FQERulIVZ3c3w/6WDtwKmExIllgUeONn/C0k7X5eIej4LWMilq5osVrM+m+6c/xMertyDOHP5S3V6GNCcPdieioCInSlKp0yctTFRFtI+uZmYrXIvz5SJJA+CvSG176B9BLTFQt0C2yzWGDDwm8YhlhfY4H/8jrpPSdl501VtAlttuoZOWJRiA2a9tZqd9GspUKn+UJiGD2jtntqviR3RIdeILXRX/yMKAMBCdK5Q9bK6JBA+u6I0JWqOP1sbmIyjwk5GVbyMrVU6C7fs7NNaiIFo4t70eFys79FjUGS5I7oKA1Wq0uUgcAE69wh1teo8Da99qMI2EXoElIJP3EKerkIWUiippsG16kmksR1BaTLvNzX3IGigNVsojhH4gyjoUSq0kdGkGbX0ncxOoLHv4rQJaQSfopQ+mbkCNHRrdedr9AlG1xgupSMqPaxvko1+uiQWMMI8VtEWhTUWKA1va5vddDhdKkH09z6KkJXquInNV8TEEpkIYmabpYuswUsHmFWNrjAdJmXmntW5mT0SNHeCNGTO6RdWqwpyrGR4Una2tfsKWWS5nNShK5UxV9GjhYcKgtJ1EhWToToQcvqvKzWLAoyJ6MmaPyMKAKB6bJW2p1u6jxxhmLpig6TydQ9wSPNra8idKUqQSxdEhwaPfoG1ylTLL0XE0N0yV70VqOXORktmiJQ3diBoniq0qe5K8cQXeIMtUQEm8VEnxypRh8t/QLFv6bpnBShK1XpYlHoXI1erArRUlGofq9VftPz03MxMUSXDU4yamNHuWdOtjlcNLZLKRPDdKlI723AniXV6GNAN69Amiun1p4egBAnuqRB72/uwOlWMJu8wY09TX17PWvr1rK9cTtVLVXUtNbQ5myjw6Vq6jm2HPIz8umb1ZchBUMYXDCYkX1GkuNjvesptA2uqkEsXYZxOcGtNhHWA+mbksfSpSgKu5p28eOBH9nasJXtjdvZ37afRnsjzY5mLCYLFpOFHFsOJdkllOaUMrRwKCOLRzKiaESPz8ssm4U+OTYOtDqoamhXewbKnAxNl+xF7Tet/cZ7EpfbxZaGLazdv5Yf635kV/Muqlqq2N+2n3ZXO3aXHYvJQp4tj7yMPCryKhiUN4ihhUMZUzKGkX1GYrP0rLWuW4JHmisCInSlKl2Err0NXu2tp6rRN3Q0sGzPMr7Y/QXfVH3DnpY9YV/DbDIzss9IxpaO5cSBJ3J0+dE9sqholq69De0oiqJqxGm+mITE6fO9dM1e7CHra0NHA5/u+pTPd33Ot9XfUtNWE9F1LCYLo/uN5rj+x3H8gOMZ1W9Uj1hJyguzOdDqYG9DGyPL82VOGiHAWtlTQteB9gMs2bmEL3Z/wbK9y2iyN4V8TauzlZq2GrY0bOl0PNOSydjSsUwZNIWTBp1E/7z+cRp1YAJmeqfpnBShK1VxJsdC0u5sZ8muJby9+W2W7l6KS3F1en5w/mCGFw2nIreCstwy8mx52Mw2zCYzLY4WmuxN1LTWsL1pO1sbtlLTWsO6unWsq1vHgh8XkGfLY8qgKZwz4hzGl41P2EanWWbaHC4a25wU5tjSfjEJie/3ogXS90BMl8PtYPGOxby+6XWW71mOU3F6h2W2MrLPSIYVDqOysJLSnFIKMwrJteWioOB0O2l2NFPbWkt1azUb6zeyvm49+9r2sbJ2JStrV/Ln7//MoPxBnDb0NM4afhaDCgYl7LNVFGaxbm+j1wIrlq7QdCmvU9WgztOKBM/Jz3d9zlub3uKz3Z/hdHvnZI41h0P7HsphfQ9jSP4QKvIq6JfdjyxrFpmWTFxuFy2OFhrsDexp3sOOxh1sOLCBH/b9QENHA1/t/Yqv9n7F/339fxxVehTnjDiHaZXTyPbJ1own3qbXfuak4mkGnEaI0JWq6NqbOsH1hSRBQldtay0LflzAv9b/i0Z7o378oKKDmNR/EscNOI5R/UZRkFEQ1nWrWqpYWbuSr/Z8xZKdS9jfvp93trzDO1veYUjBEC4YeQHnjDgn7q6eLJuF4twM6lrs7G1s6yJ0yQbnF9/kDpOJdodLzxLrXxj/DeBA+wEW/LiA1za8Rm1brX78oKKDOGXwKUyomMDofqPJsob/G9ndvJuv9nzFl3u+5PPdn7OzaSdP//A0z/zwDCcOOpHLDrssIUqBJrzu1YUuUQRC4uy8ViZSQW11tPLaxtd4Ye0L7G3Zqx8/pPgQpgyaolpN+47CYraEfW1FUdjSsIXPd33O4p2LWVm7km9rvuXbmm/53de/4/yR53PJYZfQL7tfLD9SN7QYYj3+VZuTigtcDrCmV1FkEbpSlS7a297GxCwke5v38tQPT7Fw80JdW6vIreD0YadzxvAzGFo4NKrrl+eW85Pcn/CTyp/gVtz8UPsDb21+i/e2vMf2xu387pvf8cwPz3DJYZdw4SEXkp+RH4uP5X8sBVmq0NXQziHlBbLBhaKbRUH9OyfDQkF2/JaiuvY65q+Zzz9//Cdtng22OKuYc0ecG5M5CTAgbwDnHnwu5x58Lq2OVhbvXKxad/csZcnOJSzZuYQx/cZw01E3MaFiQtTvF4iKrrGGMidDoyuonb+7ijgqAm3ONl5c+yLPr3leV0qLs4o5c/iZnDn8TEb0GRH1e5hMJoYXDWd40XCuGHUF1S3VLNy8kNc2vsbu5t38ffXfeXHdi5wz4hyuHnN13IQv7XvcW9+9NR2OVhG6hBShS8mIan0hiY/QVd9ez99W/Y1//vhP7G7VenFU6VFcdvhlTBk4JSJNLRRmk5kjS4/kyNIjmT1+Nu9seYfnVj/HruZdPPHdE7y49kWuO/I6zjv4PKzm2E/1isIs1vpz5Thlg/NLlznpa1GIhwXI7rLzj7X/4K8//JVWp/rehxQfws9G/Yypg6fGLRYwx5bDjGEzmDFsBlsatvDS2pdYuHkhP+z7gZ9/+HOOrTiWW8fdyqF9D435e2tK1V6piWScrl4BXUGNfZyhy+1i4eaF/Om7P+nxg0MKhnD54Zdz5vAzybTEL7axLLeMq8ZcxazRs1iycwl/X/V3ftj3A//88Z8s3LyQWaNmcelhl0Zk6Q1G/yL1evtb7LQ7XGRZbWCyqJYuRxtkF8X0/ZIdEbpSlS4F/7wbXGy1N7fi5vWNr/P4isd1je3o8qO5aexNHFl6ZEzfKxg5thzOH3k+54w4hw+2fcBT3z/FtsZt/O/y/2XBjwu465i7mNh/Ykzfs7xQXDlh0S1gOX4u7yU7l/DwNw+zs2knAIcWH8q1R1zLlEFTEhrgPqxwGL+Z+BuuPfJanvnhGV7d8Cpf7f2KC969gAtGXsANY2+IqTXWa+nq0k9Q5mRgfMrruN2KHmcY67Xyx7ofuf/L+1m9fzUA/XP7c+NRN3Jq5alxUUoDYTaZOXnwyZw06CS+rvqaeSvmsXr/av743R95dcOr3HPsPZww8ISYvV9hto1sm4U2h4uqhnYq++WqAq69KS2VARG6UpUuVgVNe4vlBrfxwEYe+OoBvqv5DoCD+xzML8f9kkn9J/VYfRur2cqMYTOYVjmNf2/4N39Z+Re2Nmzl6kVXc9bws5h99GwKMwtj8l6BN7j0W0gM4ezsxtkbBzdOXXsdD371IIu2LwKgJLuEX477JTOGzcBs6rmyhP2y+/HrCb/m8sMvZ96Keby/7X0W/LiAD7d/yF3H3MW0ymkxeZ+KboqAWLpC4pN0tL/FjsOlYDLFrnZcm7ONP6/8My+sfQGX4iLfls81R1zDhYdcSIal51xrJpOJCRUTeGnGS7y39T3+8O0f2Nuyl+s/vp5Th57Kr475FcVZxTF5n4qiLLbUtrCnoc0jdGV7hK70UwakOGqq4qO9KYritXTFICPH5Xbx91V/5/x3zue7mu/IseZwx9F38Mrpr3D8gOOToqCgzWzjwkMu5N1z3uWiQy7ChIm3Nr/FWW+excc7Po7Je2iacPcNLv0WEkN0S+6IrSLw4bYPmfnWTBZtX4TFZOHKUVfy9sy3OWP4GT0qcPkyIG8Aj5z4CH+d9lcqCyrZ17aP2z69jV99/qtOCSeRos3JpnYnzR1OsXQZwafhtTYnS/IyscWgtM7a/Ws5/+3zeX7N87gUF9Mrp/PW2W9x+eGX96jA5YvZZOb0Yaez8OyFXHH4FZhNZv6z9T8xXSv7d4vrSt95mRwrkRB7fFw5B1od2J1uIPrU/KqWKn7+4c+Z9+08nG4nUwZO4a2z3+LSwy6NS9xUtORn5HPXhLv4x6n/YFjhMPa37+eWxbfw4FcP0q65YCNEE2Cru2blpOFCYogA7sVokztaHa3c/cXd3PbpbdS11zGizwgWzFjAreNuJdeWG9W148WxFcfy2pmvcfWYqzGbzLy75V3Oeescvt77dVTXzcu0kp+p/g6rGtpFETCCj4IaK5e3W3Hz3OrnuPi9i9nWuI3SnFKePOVJfn/i7ynJKYl2xHEh25rNbeNvY8FpCzi4z8HUd9THbq3ULbCdFa90tMCK0JWq+Gxw2kTvl5dJhjXyf/mSnUs4Z+E5/Lf6v2Rbs7n/uPv548l/pDy3PAYDji9Hlh7Jq2e8ypWjrgTglfWvcOG7F7LpwKaIr9k9pit9FxJD6JtbZwthNOUittRv4aJ3L2Lh5oWYTWauGn0Vr8x4hcP6Hhb1cONNhiWDG8feyD9O/QeD8wdT3VrNVYuu4m+r/oZbcUd83U7dEsTlHRof92JVDLK8GzoauO6j63hsxWM43U6mDp7Ka2e8FtM4qXhyeL/DeXnGy1xx+BWAulZe9N5FbGvYFvE1+0v8q44IXamKs7vJPFLtza24+fPKP3PjJzfSZG9idL/R/PuMf3POiHOSwpVolAxLBreOu5Wnpz5NcVYxm+o3cdF7F/HR9o8iup62MIsrxyBdLF3Rtlv5z9b/cMG7F7C5YTP9svvxt2l/46ajburxtifhckTJEbx6xqucfdDZuBU3f/j2D9y8+OaI3Y2drAranHQ71ZpIQmecdvW7AcjIjbpcxIYDG7jgnQtYumcpWZYsfjvxtzw25TGKsopiNODEYLPYuG38bTw19Sn6ZvVl44GNXPTuRXyx+4uIrldR1CUUI8NjgU5DZUCErlTFJ5A+mmJ/TfYmbvrkJv7y/V8AuOiQi5h/6nwGFwyO2VATzXEDjuO1M19jQsUE2pxt/HLJL/nLyr+EbV3Iy7SSn+XPlZN+C4khfOZku8PFfk9h1HCVAUVReHLlk9zx2R20OduYUDGBV894laPLj471iBNGji2HOcfN4bcTf4vNbGPJziVc9O5F7GjcEfa1OtXq6loTSeiMvdn72OYVuiIJw1i0fRGXvHcJu5p3MSBvAC+e9iLnHXxer1JMuzJpwCT+fea/GVs6liZHE9d/fD3PrX4ORVHCuo42J/fUS1atCF2pik+cQnWEmYtVLVVc9p/L+HTXp2RaMvnf4/+Xuybchc3cuywJ/uiX3Y+npj7FJYdeAsCfv/8zt396u1480ygVfl056beQGMKnCKU2J7NtFrUxs0E6XB3c+dmdPPX9UwBcefiVPD316bhX1U4EJpOJ8w4+jxdOfYGK3Aq2N27n4vcuZmXNyrCuoyd4NLaDJQO0JAKZl92xt6j3lkywWH0yasNbK+evmc+tS27VlYCXZ7zMyOKRsR5tj6BZkc8ZcQ5uxc1jKx7j3i/vxeE2bjnt39XSlcZubxG6UhW7ZzJn5OkTPRztbX3dei5+72I21W+iNLuU+afO58zhZ8ZjpD2G1WzlzmPuZM5xc7CarSzavoirP7yaho4Gw9fwZjC2idAVCqdvwLJ3czNqCWjoaODnH/yc/2z7D1aTlfuPu59bx9+a0BpHieDwfoezYMYCDu97OPUd9cz6YBYfbPvA8Os7KQImk1hgg6F9Jx53V7gxXW7FzSPfPMLv//t7QPUEPDX1qV7nTgxFhiWD+ybex6+O+RVmk5k3N73JzZ/cTKvBOaXNyYY2B612Z1oneIjQlYr8//buPDyKKl3g8K86SXf2ZkkIJGRhERGUxUAwbgQEIjoOuDxyGe8QQLYxIJAR5BkvBO+M4hXUMAqDIwrDOOMgzqAIimKAqAOIsgiMLEZQlpCQQPa1033uH72QJisSupP09/rE0FWnqk4lX6q+OnXqlFKXm831AZzLtwa2fWTgxuw9v5eJWydyoewCPYw9ePu+t+nbse/1qq3bPXjDg7w56k2C9EEczD3IhI8ncL7kfOMLcvmluHJ7sQnsrQr6wKt+cjGvPI/Jn0zmYO5BgvXBvD7ydR664aHrVVO3C/EL4a3EtxgWOYwqSxXzMuax4cSGJi0rg/ZeBcdxMhCLRXHOdvurKQ93mCwmFnyxgHXfrQMgJTaFBXELWuRT3M1B0zQeu+kxlg9bjq+XL1+c+4Ipn04hvyK/0WWDfH0ItD1Vm1Xg2XcFJOlqi6orrK9YANAHcLbAmgREtm/8JdC7zu3iifQnKDGVEBsWy19G/4UugV2uZ21bhFvDbmXdvesI8w/jZOFJ/vuj/+ZE/olGl+tiS2TPFUhLV6PsSZch0HrgpWkdls+XnGfi1omcyD9BiF8Ia+9dS1yXuOtZ0xbB38efVxJeYdyN41Ao/nf3/7LuP+saXc6eMEj/mSZwXAgEkFdSSVW1BZ12+e+6PiaLifkZ8/n4lLXV9fk7n2fSzZNadf+tpkqITOCNUW9gNBg5nHeYCR9PIKskq9Hl6uxr6IEXqJJ0tUX2AwlQ7eXnGJCuayNJ1xdnv2DW9llUmitJ6JrA6yNfb7bR21uDnu178vZ9b9PD2IML5ReYuHUiRy8ebXAZeyJ7Jr/MMRSCJx5ImqTGCe6srfW1a/uGk66skiyStibxU9FPhAeE85d7/9IsLwNuLbx0Xjwz5Bkm3zwZgKXfLOX1b19vsCOz/WdaWG6iqMLk0bdyGuWISX/O5NvH6PJrcGBUe8L12enP8NH5sHz4ch7o8YArattiDOg0gHWj19EloAs/Fv3I4588Tk5pToPL2J9gzPLwrhiSdLVF9iZzbz9ySquptih8vLQGX2vxxdkvmL1jNlWWKoZHDuflhJev68tXW6rOAZ35y+i/0D+0P8VVxUzfNp0fCn6ot3xkB1vSdcmzDyRNUlls/a4P5Gy+NTFtKOnKLctl6qdTOV96npjgmFb/1OzPpWkac26dw8wBMwF47eBrvHrg1XrLBxi86RBgHe38zKUyicuGOF0IWGMyooGYrLZUOxIuvU7P8mHLW834W82tu7E7fx39VyKDIjlbcpap26ZysfxiveUdY3U53V70vAtUSbraopoHkku2A0k7P3S6upu+D144SMrOFEwWEyOjR7IsYVmrG+uoORkNRv404k/06diH/Mp8pn46lTNFZ+osG9nh8q0cs72ly1wFFrOrqtt61OjTdcYWl/ak9UoFFQVM2zaN08WniQiM4I1Rb7SKQXivF03TmN5/OvMGzQPgjcNvNHirMdKWOFgvBjz3Vk6javTpaqz1VSnFH/b84XLCNXw5d3W9y1U1bZHCAsJYPWo1nQM6c6rwFNO3Ta93fDn7E4xn88s8uvVVkq62qM7bOHWf3DLzM0lOT6bCXMGdEXfyf3f/X5sYEuJaBemDeH3E6/Rs15Pc8lymbZvGpYpLtcp1CvLFx0uj2qLIrnlO88CDSaNsJziLj7+jw3JdJ7iK6gqS05MdT856esJV04S+E5gbOxew3mr8+NTHdZbraktmrSc4aemqVx3Hyvr6vq76dhX//P6f6DQdLw59kTsj7nRVLVu08MBw3hj5Bh19O3I8/zi/3fnbOoeTiLLF5GkPb32VpKstqnH1dqaB2zgXyi4w47MZFFUV0S+0Hy8NfUkSrhra+bbjjVFvEBEYwdmSs8zZMYcqc5VTGS+dRoTtCu50UY1+Nh54MGmU7QR3qVqPyazw1mm1XsBuURYW/nshh/IOYTQYeWPUG0QGRbqjti3WpL6TeOymxwD43Ze/4+vsr2uVcfQ1dDrBSUtXLfaky8e/wVveG7/fyMpvVwLwzJBnuCfqHpdVsTWIMcawauQq/Lz92HN+D8/tea5Wv8OojjVj0nNbXyXpaoua0GG50lzJ3B1zySnLobuxOyuGr8Dfp/GnGz1NiF8IK+9ZSZBPEAcuHGDRrkW1DiaOfl0FFdKZviG2i4GsMuuj413a+eJ9RYfllQdXsvXHrXjrvHkl4RW6t+vu8mq2dJqmMX/wfEZFj6LaUs1TGU+RXZrtVMa5VcFzb+U0qsYF6rl67gocyj3E7/f8HoCpt0zl0RsfdWkVW4veHXrz4t0voqHxz+//yV+/+6vTfHtMni+qwKSz9Rf2wJiUpKstqvFovv3qrWbfGaUUz+15jkN5hwjWB/Pa8Nfa3GB+zal7u+68lPASXpoXW05u4W9H/+Y0336QPuvhzeaNqrSe4M6VWQ87V97GST+dzuuHXgcgNT61Vb/W53rTaTr+cOcf6N2hN5cqLjF3x1wqzZWO+fa+hmfy5QGPBtkGkVY+/pyt45Z3Xnkec3fOxWQxcU/UPcwcONMt1WwtEiITeGrQUwC8vO9lp7cpdAzQE6D3QinIrbANaOyBF6eSdLVFNQZGraula8OJDWzM3IhO07F06FIig+X2TWPiw+OZP3g+AC/te4nDuYcd85xPcJ7bbN6g6iqw9fP4sdh62KkZk+dKzrHw3wsBmNBnAmN7jnV5FVsbP28/Xkl4hWB9MEcuHuHFvS865tkT2rP5ZShpfa2f7QK1FF+qqi146TTHeFIWZeHpz5/mQtkFuhu789ydz6HT5JTZmF/3+TWjY0ZjVmbmfT6PgooCwNpCG9XRNvJ/me2hLg+8EJAIaotsLQpmb3/HAIn2g/DJwpMs/XopAHNuncPt4be7p46t0Pje4xkZPZJqSzXzPp/neEqn7v4znncwaVCNFwufLLTenrX/3EwWE/My5lFcVUy/kH7MiZ3jjhq2Sl2DuvLi3dZk690T75JxJgOwPimmaVBhslCGdfgIick6VFmHMcmrtLa8hNe45f3X7/7K3uy9+Hn7kTYsjQCfALdVszXRNI1F8YuIDo4muzTbqUtGlO0C9Zx9KEkPjElJutqiCuu7A4vxx6Ig0OBNaJABk9nEgs8XUGGuIL5LPEl9k9xc0dZF0zSevf1ZugZ25VzJOZZ9bX3fmqNPlzwpVj970uVlIPOidbDebqHWk9ibh9/kcN5hgvRBLB26VB7muEp3RNzBr/v8GoDUXalcqriE3lvneEVVgcn285SWrtpsx8qsSmsfo+4hgYD13bPL9y8HYN7geXQzdnNP/VqpQH0gy4Yuw1vnzY4zOxxP2UbbWrrOFNtbujwvJiXpaotszbl51dZkoHtoAJqm8daRtzh66SjtDO34w51/kKbynyFIH8Tzdz2PhsbGzI3sOreLbrYDSU5RJdVyK6du5QUAKL92nMy1Xub2CA0kMz/T0Y/rmSHPEB4Y7q4atmqzb51ND2MPLlZcZMlXSwCICbHGZW6F7e9cLgRqs8Xl6TJra2D30ACUUjy7+1lMFhMJXRN45IZH3FjB1qt3h95M6zcNgCV7l3Cx/KLjAvXHIou1kAfGpJx12yLbgSS7ynql2z0kgLzyPN488iYAC+IW0Mm/k7tq1+oN7DSQ8b3HA7B492J8fEyE2kb7L8M2BEJl3QMEeqxy60txzYZ2FJab0DSI7uhH6q5Uqi3VDO06lPu63efmSrZeBi8Dz91l7XO09cet7Dm/h56drK0258tth/kat3iFje0C9WSxtTWwe0gAn/z4CYfzDuPn7cei+EUe8T7F62XKzVPo1b4XBZUFvPTNS0Tbkq7MfNvg0dXlHjeQtCRdbZHtQHK2wn71FshrB16jvLqcfiH95OTWDGbfOpvwgHDOl55nzX/W0DPUeoLLV9bvlNUeSNWj2ZKucq8gwPqGhE9Pb+FQ3iECfAL4n9v+R05u16hvx76Mu3EcAM9/9TzdQ60XAqdKbH26JCZrK7feXjxWZO3TFdlRT9r+NAAm3TyJUP9Qd9WsTfDx8uHZ258F4MOTH1Lt8yMA/8mv8bduayTwFJJ0tUW2ID5VYr168wvIZWPmRgCeGvyUnNyagb+PP08Ntj4avfbIWiJCrY/rXzDbkq5yOcE5sSVdhVh/PtGhPvxx/x8BmN5vuow430xmDpxJB98OnCo8xenqdACOFduTrvrfi+eRLGaotCVdBdZT4X+Kt3Ku5BwhfiEk9ZE+r83h5pCb+WWPXwLw5ndpBPl6UWnxwqw3Wgt4WFxK0tUW2Vq6jhVYr94+v7gGi7IwMnokAzsNdGPF2pYRUSOIDYulwlzBafUeAGcrbH26POxA0ihb0pVntvYzMgWkk1ueS0RghGN0dXHtgvXBPDnwSQA+Pfc30FVyrEiSrjrZOtED5FsCCPQz8c6JtwBIHpAsg0U3o9m3zsbP249DeYcIjzgOQLmPJF2irbCd4M5X+WIIzuRg3h68dd7MuXWOe+vVxmiaxrzB1hcQHy3eic73LJkltpGW5VaOM1tMnik3oHkVk1m5GYCU2BT0Xnp31qzNGdNzDNHB0RRWFRActotLFustXcrzPa7/TINsMVnt5YcJbzp2/YLCqkJ6GHvIOHHNrJN/JybfPBmAAt9NQDUFmj3pynNfxdxAkq62prrScTDJUcEEdrY+qvtfN/4XUcFR7qxZm9S3Y19+0f0XABg6fcTJMuk/U6dS64E1s0SPPmQnJlXJLSG3MDJ6pJsr1vZ467yZOcA6crpmzMDW4A0oj+s/06CSHACKvDugeedT4L0DgJRBKXjrvN1ZszZpQp8JhPiFUGa5gE/7r7hga/WWli7RuhVb38FWrekpNZ6gyuscQfogZvSf4eaKtV2zBs5Cr9PjHXCSH/1tT4gVZ7m3Ui1N0TkATuCLT/s9gLX/kfQvvD5GxYyid4feWLQKvDp+SalXsHVG8Xn3VqwlKbL+jZ63tMfQ6RMsmIjrHMddEXe5uWJtk7+PP7/p/xsA9CHbOVpuuytQnOPGWrmexyddK1asICYmBl9fX4YMGcLevXvdXaVrYzuontG1xxD6KWDtqGw0GN1ZqzYtPDCcx/pY+yWd63SQaoCCM2A2ubVeLYot6fpPx7NompnYsFjiu8S7uVJtl07TMfvW2QD4tN/FPp1tiJhLJ91YqxbGlnR9rnzxMR4ErK1cciFw/Tx0w0PEBMeg8y5lc3CVdaKHxaRHJ13r168nJSWF1NRU9u/fT//+/UlMTOTChQvurtrPl3sMgBVBweh8iukSEOEYU0pcP1NumYK/VzDKcJF3g4ygzFBw2t3Vahmqq6DgND/4eJNvzARg5gBp5bre7gi/g9hOg9F0ZlYH226XXfrBvZVqSc59gwLe62gdoPP+7vfTt2Nf99apjfPWeTte8/Vd+2xyvLzgYqZ7K+ViHn3j+uWXX2bq1KlMmjQJgFWrVrFlyxbeeustFixYcF22qZRCoazflcKiFAqs0yy2eWCdruyfFBaF4/1VFvs6HMuAxbZO/emvyfQ1sK2d9Sri6bh50lHZBYL1wUztN43lB5axsp2RkWXFhGYfho49XLJ9e2w4PnP5s8ViufzvGuVUzVLq8nqclnVaj/Oy9oXsU5Vyrod9PVr2ISxU80xIZ9AsDAq9k0GdB13tLoqrpGkavx00l1999CsOBJWxs8yPhOwj12179t+9/fgGl2Pm8pFMXS5rCxWnGFOX5zuWsMfmFdupGcsWLPaZ2FftKG+vj7ocr0qZCfjxS943BnHBvxgvDMweOLtZfg6iYcMjhxPp34czZd/xUod2PJ97DG+zCbw84/VfmrryaO0hqqqq8Pf357333mPs2LGO6UlJSRQUFPDBBx/UWqayspLKykrH56KiIiIjI+m3sjc6P2tv1ct/6Je/Kzdd0fcx3s4/xqySFgUXMZlN3Pm30ZQpax8Ffc0kpcavoOYfXH1/fPWVcVcsNRed8uPjR96X1/240G+2/o4vcz4EwEcptBoBZY/LhmKyrnmtPQ6vNPmmJ5kbN9Xd1fAYe859w9TPrI0dOqXwcUMWYi43czD5GIWFhQQHB7tsux57ezEvLw+z2UxYWJjT9LCwMLKzs+tcZsmSJRiNRsdXZGQkACZNo9r2ZbZ9WWxf7jg4aUoR6R3LW/e9LAmXC/l4+bA68U8Em62jWFfpNMeXSbv8VV1HvFz5ZbkihpSbYqk5BVQH8eKdyyXhcrHlIxdzg99QNKUwaVqdcdlQTNYVi22Fj0XjrtDxzBk8xd1V8Si3RQxiwg3zMVi8sGgalTr3fLmDx7Z0ZWVlERERwa5du4iPv9yhd/78+WRkZPDVV1/VWqa+lq5/7/uEoMBANDQ0DdA0NDTsv1MdGtgOVDrbPOt/oAE6nQ7rXOvyjvm2Fdin6dDQ6XS2kji2p0NnLWPbhndgJ3z9XZe5C2dKKU5lfU9RyQV0NU5QGs7/dszSnKYCUPN4oF2xpP2DfXmtRoma/wfnqyp77NSuS81VOyLROWGv8c8r98mxG5pWK8m3x6nyCaBdh3CnOgjXyim8QE7O94D1llvN3zXU+L1qjv854tR+rHL8tmuUsS9XVxRaD4eX48Ip7q6IX81p+zit23GEvCLGatapZlw66nTFH1nNTWiaDp92UXh7O8bUEC5WXlnBD2eOUG2ucPm2S0pKuWvQvS5v6fLYPl0hISF4eXmRk+P8uGpOTg6dO9f9ShKDwYDBYKg1/eaet7n0lyZaNk3T6B7RC+jl7qoI4RBm7ESYUV50L1oOP4MvN/d0T//OoqIit2zXYy879Xo9sbGxpKenO6ZZLBbS09OdWr6EEEIIIZqDx7Z0AaSkpJCUlMSgQYOIi4sjLS2N0tJSx9OMQgghhBDNxaOTrnHjxpGbm8uiRYvIzs5mwIABbN26tVbneiGEEEKIa+WxHembQ1FREUaj0eUd8YQQQgjx87nr/O2xfbqEEEIIIVxJki4hhBBCCBeQpEsIIYQQwgUk6RJCCCGEcAFJuoQQQgghXECSLiGEEEIIF5CkSwghhBDCBSTpEkIIIYRwAUm6hBBCCCFcwKNfA3St7IP5u+tt5UIIIYS4evbztqtfyiNJ1zW4ePEiAJGRkW6uiRBCCCGu1sWLFzEajS7bniRd16BDhw4AnD592qW/tLZq8ODBfP311+6uRqtWVFREZGQkZ86ckfeBNgOJyeYhcdl8JCabR2FhIVFRUY7zuKtI0nUNdDprlzij0SgHkmbg5eUlP8dmEhwcLD/LZiAx2bwkLq+dxGTzsp/HXbY9l25NiAYkJye7uwpCOJGYFC2NxGTrpilX9yJrQ4qKijAajRQWFsqVh2gRJCZFSyRxKVoad8WktHRdA4PBQGpqKgaDwd1VEQKQmBQtk8SlaGncFZPS0iWEEEII4QLS0iWEEEII4QKSdIlr8vnnn/PAAw8QHh6Opmm8//77jnkmk4mnn36aW265hYCAAMLDw5kwYQJZWVmNrnfnzp3ceuutGAwGevbsydq1a2uVWbFiBTExMfj6+jJkyBD27t3bjHsmWjOJS9HSSEwKkKRLXKPS0lL69+/PihUras0rKytj//79LFy4kP379/Ovf/2L48eP88tf/rLBdZ46dYr777+fYcOGcfDgQebMmcOUKVP45JNPHGXWr19PSkoKqamp7N+/n/79+5OYmMiFCxeafR9F6yNxKVoaiUkBgBKimQBq48aNDZbZu3evAtRPP/1Ub5n58+ervn37Ok0bN26cSkxMdHyOi4tTycnJjs9ms1mFh4erJUuW/LzKizZL4lK0NBKTnsujW7oaanKtqKggOTmZjh07EhgYyMMPP0xOTk6j69ywYQO9e/fG19eXW265hY8++shpvlKKRYsW0aVLF/z8/BgxYgTff/99s+9bS1VYWIimabRr184xLSEhgYkTJzo+7969mxEjRjgtl5iYyO7duwGoqqpi3759TmV0Oh0jRoxwlGmtJCbdQ+KyYRKXricx2bDWGpMem3Q11uQ6d+5cPvzwQzZs2EBGRgZZWVk89NBDDa5z165djB8/nscff5wDBw4wduxYxo4dy5EjRxxlXnzxRf74xz+yatUqvvrqKwICAkhMTKSiouK67m9LUFFRwdNPP8348eOdxkWJioqiS5cujs/Z2dmEhYU5LRsWFkZRURHl5eXk5eVhNpvrLJOdnX19d+I6kph0D4nLhklcup7EZMNadUy6t6HNfRpqci0oKFA+Pj5qw4YNjvlHjx5VgNq9e3e963z00UfV/fff7zRtyJAhavr06UoppSwWi+rcubNaunSpY35BQYEyGAzqnXfeaa5dcxsaaDKvqqpSDzzwgBo4cKAqLCxscD033HCDev75552mbdmyRQGqrKxMnTt3TgFq165dTmXmzZun4uLirmkf3Eli8vqQuLw2EpfNT2Ly2rTmmPTIlq7Gmlz37duHyWRymt+7d2+ioqKcmmRjYmJYvHix43NjTb2nTp0iOzvbqYzRaGTIkCGtvqm3ISaTiUcffZSffvqJbdu2NTr6b+fOnWs1Befk5BAcHIyfnx8hISF4eXnVWaZz587NXn9XkJh0PYnLxklcupbEZONae0x6ZNLVWJNrdnY2er3e6V56zfl2PXr0ICQkxPG5vqZe+zL2722tqbch9oPI999/z2effUbHjh0bXSY+Pp709HSnadu2bSM+Ph4AvV5PbGysUxmLxUJ6erqjTGsjMelaEpdNI3HpOhKTTdPaY9K7ySVFLVcGuycqKSkhMzPT8fnUqVMcPHiQDh060KVLFx555BH279/P5s2bMZvNjuDs0KEDer0egAkTJhAREcGSJUsAmDFjBq+99hrz589n8uTJbN++nXfffZctW7Y4tpOSkkJSUhKDBg0iLi6OtLQ0SktLmTRpkgv3vuWRmLSSuGxZJC4lJlsad8WkRyZdjTW5du7cmaqqKgoKCpyy5caaZOtr6rUvY/+ek5Pj1BkyJyeHAQMGXONeucc333zDsGHDHJ9TUlIASEpKYvHixWzatAmg1v7t2LGDhIQEAE6fPo1Od7nRtVu3bmzZsoW5c+eyfPlyunbtyurVq0lMTHSUGTduHLm5uSxatIjs7GwGDBjA1q1ba12FtBYSk81L4rJ5SFw2H4nJ5tHqY7LJvb/amLi4ODVz5kzHZ7PZrCIiIpw64r333nuO+ceOHWtSR7xf/OIXTtPi4+NrdcRbtmyZY35hYWGb6Rwqro3EpGiJJC5FS9OaY9Jjk65//OMfymAwqLVr16rvvvtOTZs2TbVr105lZ2crpZSaMWOGioqKUtu3b1fffPONio+PV/Hx8U7rGD58uHr11Vcdn//9738rb29vtWzZMnX06FGVmpqqfHx81OHDhx1lXnjhBdWuXTv1wQcfqEOHDqkxY8aobt26qfLyctfsuGixJCZFSyRxKVqa1hyTHpt0KaXUq6++qqKiopRer1dxcXFqz549jnnl5eXqiSeeUO3bt1f+/v7qwQcfVOfPn3daPjo6WqWmpjpNe/fdd1WvXr2UXq9Xffv2VVu2bHGab7FY1MKFC1VYWJgyGAzqnnvuUcePH79u+yhaF4lJ0RJJXIqWprXGpKaUUk2/GSmEEEIIIX4OjxwyQgghhBDC1STpEkIIIYRwAUm6hBBCCCFcQJIuIYQQQggXkKSrBUhISGDOnDnuroYQDjExMaSlpbm7GkI4kbgULc3VxqRHJ10rVqwgJiYGX19fhgwZwt69ex3z/vznP5OQkEBwcDCaplFQUNCkda5du7bWO5+EaKr6YvLSpUvMmjWLG2+8ET8/P6KionjyyScpLCxsdJ2LFy9utaN4i5ahoWPl9OnT6dGjB35+foSGhjJmzBiOHTvW6DolLsW1aCgm7ZRSjB49Gk3TeP/99xtdpyti0mOTrvXr15OSkkJqair79++nf//+JCYmcuHCBQDKysq49957+d3vfufmmgpP0VBMZmVlkZWVxbJlyzhy5Ahr165l69atPP744+6utmjjGjtWxsbGsmbNGo4ePconn3yCUopRo0ZhNpvdXHPRVjUWk3ZpaWlomuamWtbjqkb1akPi4uJUcnKy47PZbFbh4eFqyZIlTuV27NihAJWfn9+k9a5Zs0YZjUbH56SkJDVmzBinMrNnz1ZDhw51fB46dKiaPXv2Ve6BaGuaGpN27777rtLr9cpkMjW43tTUVNW/f3/H57ribcyYMSopKcnxOTo6Wr3yyitXuwuiDbrauPz2228VoDIzMxtcr8Sl+LmaEpMHDhxQERER6vz58wpQGzdubHS9rohJj2zpqqqqYt++fYwYMcIxTafTMWLECHbv3u3GmglP9XNisrCwkODgYLy9PfK99cIFrjYuS0tLWbNmDd26dSMyMtKVVRUeoikxWVZWxq9+9StWrFjR4Euu3cEjk668vDzMZnOtt6yHhYWRnZ3tploJT3a1MZmXl8fvf/97pk2b5qoqCg/U1LhcuXIlgYGBBAYG8vHHH7Nt2zb0er2rqys8QFNicu7cudx+++2MGTPGHVVskEcmXc1h9OjRjoNM37593V0d4UGKioq4//776dOnD4sXL3ZM79u3ryMmR48e7b4KCo/z2GOPceDAATIyMujVqxePPvooFRUVgMSlcK1Nmzaxffv2Bp8odGdMeuR9iZCQELy8vMjJyXGanpOT0+SmyNWrV1NeXg6Aj49PveV0Oh3qitdbmkymq6yxaOuaGpPFxcXce++9BAUFsXHjRqfY++ijjxyx5efnV++2JCZFUzU1Lo1GI0ajkRtuuIHbbruN9u3bs3HjRsaPHy9xKZpVYzG5fft2fvjhh1qjCDz88MPcdddd7Ny5060x6ZEtXXq9ntjYWNLT0x3TLBYL6enpxMfHN2kdERER9OzZk549exIdHV1vudDQUM6fP+807eDBgz+r3qLtakpMFhUVMWrUKPR6PZs2bcLX19dpHdHR0Y6YjIiIqHdbV8ak2WzmyJEjzbxHoi34OcdKpRRKKSorKwGJS9G8GovJBQsWcOjQIQ4ePOj4AnjllVdYs2YN4N6Y9MiWLoCUlBSSkpIYNGgQcXFxpKWlUVpayqRJkwDIzs4mOzubzMxMAA4fPkxQUBBRUVF06NChydsZPnw4S5cuZd26dcTHx/P2229z5MgRBg4ceF32S7ReDcWkPeEqKyvj7bffpqioiKKiIsB6YPDy8mrydoYPH05KSgpbtmyhR48evPzyy00eh054nobi8uTJk6xfv55Ro0YRGhrK2bNneeGFF/Dz8+O+++67qu1IXIqmaigmw8LC6rxjFRUVRbdu3a5qO9cjJj026Ro3bhy5ubksWrSI7OxsBgwYwNatWx2d81atWsWzzz7rKH/33XcDsGbNGiZOnFjvei0Wi9PTZImJiSxcuJD58+dTUVHB5MmTmTBhAocPH74+OyZarYZicufOnXz11VcA9OzZ02m5U6dOERMTU+96r4zJyZMn8+233zJhwgS8vb2ZO3cuw4YNuy77JFq/huIyKyuLL774grS0NPLz8wkLC+Puu+9m165ddOrUqcH1SlyKn6ux8/fP5YqY1NSVNyzFNXnhhRccrVlCtAQzZszg7NmzbN682d1VEcJB4lK0NK6ISY/s03U9lJWVsX//ftasWeM0fogQ7lJcXMznn3/Ov/71L4lJ0WJIXIqWxpUxKUlXM/nzn//MiBEj6N+/P4sWLXJ3dYRg0aJFPPLIIzz44IPMmDHD3dURApC4FC2PK2NSbi8KIYQQQriAtHQJIYQQQriAJF1CCCGEEC7g0UnXkiVLGDx4MEFBQXTq1ImxY8dy/PhxpzIVFRUkJyfTsWNHAgMDefjhh2uNhPvkk08SGxuLwWBgwIABdW5LKcWyZcvo1asXBoOBiIgInnvuueu1a0IIIYRoYTw66crIyCA5OZk9e/awbds2TCYTo0aNorS01FFm7ty5fPjhh2zYsIGMjAyysrJ46KGHaq1r8uTJjBs3rt5tzZ49m9WrV7Ns2TKOHTvGpk2biIuLuy77JYQQQoiWRzrS15Cbm0unTp3IyMjg7rvvprCwkNDQUP7+97/zyCOPAHDs2DFuuukmdu/ezW233ea0/OLFi3n//fdrvebn6NGj9OvXjyNHjnDjjTe6aneEEEII0YJ4dEvXlQoLCwEcr/nZt28fJpPJadyO3r17ExUVxe7du5u83g8//JDu3buzefNmunXrRkxMDFOmTOHSpUvNuwNCCCGEaLEk6bKxWCzMmTOHO+64g5tvvhmwvn9Rr9fXelt5WFgY2dnZTV73yZMn+emnn9iwYQPr1q1j7dq17Nu3z9F6JoQQQoi2z2PfvXil5ORkjhw5wpdfftns67ZYLFRWVrJu3Tp69eoFwJtvvklsbCzHjx+XW45CCCGEB5CWLmDmzJls3ryZHTt20LVrV8f0zp07U1VVVeut4jk5OXW+xbw+Xbp0wdvb25FwAdx0000AnD59+toqL4QQQohWwaOTLqUUM2fOZOPGjWzfvp1u3bo5zY+NjcXHx4f09HTHtOPHj3P69Gni4+ObvJ077riD6upqfvjhB8e0EydOABAdHX2NeyGEEEKI1sCjn1584okn+Pvf/84HH3zgdIvPaDTi5+cHwG9+8xs++ugj1q5dS3BwMLNmzQJg165djvKZmZmUlJSwatUqduzYwfr16wHo06cPer0ei8XC4MGDCQwMJC0tDYvFQnJyMsHBwXz66acu3GMhhBBCuItHJ12aptU5fc2aNUycOBGwDo7629/+lnfeeYfKykoSExNZuXKl0+3FhIQEMjIyaq3n1KlTxMTEAJCVlcWsWbP49NNPCQgIYPTo0bz00kuOJyWFEEII0bZ5dNIlhBBCCOEqHt2nSwghhBDCVSTpEkIIIYRwAUm6hBBCCCFcQJIuIYQQQggXkKRLCCGEEMIFJOkSQgghhHABSbqEEEIIIVxAki4hhBBCCBeQpEsIIYQQwgUk6RJCCCGEcAFJuoQQQgghXECSLiGEEEIIF/h/Cz7axgKHl8YAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", - "\n", - "times = pd.date_range(start='2016-07-01', end='2016-07-04', freq='1min', tz=tus.tz)\n", - "\n", - "cs = tus.get_clearsky(times) # ineichen with climatology table by default\n", - "\n", - "cs.plot();\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.title('Ineichen, climatological turbidity');" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "tus = Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", - "\n", - "times = pd.date_range(start='2016-07-01', end='2016-07-04', freq='1min', tz=tus.tz)\n", - "\n", - "# cs = tus.get_clearsky(times) # ineichen with climatology table by default\n", - "cs_utc = tus.get_clearsky(times.tz_convert('utc')).tz_convert(tus.tz) # ineichen with climatology table by default\n", - "\n", - "# cs.plot()\n", - "cs_utc.plot();\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.title('Ineichen, climatological turbidity');" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4321\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert cs.index.equals(cs_utc.index)\n", - "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", - "print(len(cs))\n", - "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The :py:meth:`~pvlib.location.Location.get_clearsky` method accepts a\n", - "model keyword argument and propagates additional arguments to the\n", - "functions that do the computation." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cs = tus.get_clearsky(times, model='ineichen', linke_turbidity=3)\n", - "\n", - "cs.plot();\n", - "\n", - "plt.title('Ineichen, linke_turbidity=3');\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# cs = tus.get_clearsky(times, model='ineichen', linke_turbidity=3)\n", - "cs_utc = tus.get_clearsky(times.tz_convert('utc'), model='ineichen', linke_turbidity=3).tz_convert(tus.tz)\n", - "\n", - "# cs.plot();\n", - "cs_utc.plot();\n", - "\n", - "plt.title('Ineichen, linke_turbidity=3');\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4321\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 7, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert cs.index.equals(cs_utc.index)\n", - "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", - "print(len(cs))\n", - "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cs = tus.get_clearsky(times, model='simplified_solis', aod700=0.2, precipitable_water=3)\n", - "\n", - "cs.plot();\n", - "\n", - "plt.title('Simplfied Solis, aod700=0.2, precipitable_water=3');\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# cs = tus.get_clearsky(times, model='simplified_solis', aod700=0.2, precipitable_water=3)\n", - "cs_utc = tus.get_clearsky(times.tz_convert('utc'), model='simplified_solis', aod700=0.2, precipitable_water=3).tz_convert(tus.tz)\n", - "\n", - "# cs.plot();\n", - "cs_utc.plot();\n", - "\n", - "plt.title('Simplfied Solis, aod700=0.2, precipitable_water=3');\n", - "\n", - "plt.ylabel('Irradiance $W/m^2$');" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "4321\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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ghidnidhighi_utcdni_utcdhi_utc
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert cs.index.equals(cs_utc.index)\n", - "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", - "print(len(cs))\n", - "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "See the sections below for more detail on the clear sky models." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Ineichen and Perez\n", - "------------------\n", - "\n", - "The Ineichen and Perez clear sky model parameterizes irradiance in terms\n", - "of the Linke turbidity [Ine02]_. pvlib-python implements this model in\n", - "the :py:func:`pvlib.clearsky.ineichen` function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Turbidity data\n", - "^^^^^^^^^^^^^^\n", - "\n", - "pvlib includes a file with monthly climatological turbidity values for\n", - "the globe. The code below creates turbidity maps for a few months of\n", - "the year. You could run it in a loop to create plots for all months." - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "import calendar\n", - "\n", - "import os\n", - "\n", - "import h5py\n", - "\n", - "pvlib_path = os.path.dirname(os.path.abspath(pvlib.clearsky.__file__))\n", - "\n", - "filepath = os.path.join(pvlib_path, 'data', 'LinkeTurbidities.h5')\n", - "\n", - "def plot_turbidity_map(month, vmin=1, vmax=100):\n", - " plt.figure();\n", - " with h5py.File(filepath, 'r') as lt_h5_file:\n", - " ltdata = lt_h5_file['LinkeTurbidity'][:, :, month-1]\n", - " plt.imshow(ltdata, vmin=vmin, vmax=vmax);\n", - " # data is in units of 20 x turbidity\n", - " plt.title('Linke turbidity x 20, ' + calendar.month_name[month]);\n", - " plt.colorbar(shrink=0.5);\n", - " plt.tight_layout();\n", - "\n", - "\n", - "plot_turbidity_map(1)\n", - "\n", - "plot_turbidity_map(7)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The :py:func:`~pvlib.clearsky.lookup_linke_turbidity` function takes a\n", - "time, latitude, and longitude and gets the corresponding climatological\n", - "turbidity value for that time at those coordinates. By default, the\n", - ":py:func:`~pvlib.clearsky.lookup_linke_turbidity` function will linearly\n", - "interpolate turbidity from month to month, assuming that the raw data is\n", - "valid on 15th of each month. This interpolation removes discontinuities\n", - "in multi-month PV models. Here's a plot of a few locations in the\n", - "Southwest U.S. with and without interpolation. We chose points that are\n", - "relatively close so that you can get a better sense of the spatial noise\n", - "and variability of the data set. Note that the altitude of these sites\n", - "varies from 300 m to 1500 m." - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", - "\n", - "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", - " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", - "\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", - " turbidity.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Raw data (no interpolation)');\n", - "\n", - "plt.ylabel('Linke Turbidity');\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", - " # turbidity.plot(label=name)\n", - " turbidity2 = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", - " turbidity2.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Interpolated to the day');\n", - "\n", - "plt.ylabel('Linke Turbidity');" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [0, 1]\n", - "Index: []" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert turbidity2.index.equals(turbidity2_kst.index)\n", - "assert not ((turbidity2 < 0).any() or (turbidity2_kst < 0).any())\n", - "print(len(turbidity2))\n", - "df = pd.concat([turbidity2, turbidity2_kst], axis = 'columns', join = 'outer')[~ turbidity2.fillna(-1).eq(turbidity2_kst.fillna(-1))]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 16, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "turbidity.equals(turbidity_kst)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 17, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "turbidity2.equals(turbidity2_kst)" - ] - }, - { - "cell_type": "code", - "execution_count": 18, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", - "times_h = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1h')\n", - "\n", - "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", - " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", - "\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", - " # turbidity.plot(label=name)\n", - " turbidity_h = pvlib.clearsky.lookup_linke_turbidity(times_h, lat, lon, interp_turbidity=False)\n", - " turbidity_h.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Raw data (no interpolation)');\n", - "\n", - "plt.ylabel('Linke Turbidity');\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", - " # turbidity.plot(label=name)\n", - " turbidity2_h = pvlib.clearsky.lookup_linke_turbidity(times_h, lat, lon)\n", - " turbidity2_h.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Interpolated to the day');\n", - "\n", - "plt.ylabel('Linke Turbidity');" - ] - }, - { - "cell_type": "code", - "execution_count": 19, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# times = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1D')\n", - "times_h_kst = pd.date_range(start='2015-01-01', end='2016-01-01', freq='1h').tz_localize('utc').tz_convert('Asia/Seoul')\n", - "\n", - "sites = [(32, -111, 'Tucson1'), (32.2, -110.9, 'Tucson2'),\n", - " (33.5, -112.1, 'Phoenix'), (35.1, -106.6, 'Albuquerque')]\n", - "\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon, interp_turbidity=False)\n", - " # turbidity.plot(label=name)\n", - " turbidity_h_kst = pvlib.clearsky.lookup_linke_turbidity(times_h_kst, lat, lon, interp_turbidity=False).tz_convert(None)\n", - " turbidity_h_kst.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Raw data (no interpolation)');\n", - "\n", - "plt.ylabel('Linke Turbidity');\n", - "\n", - "plt.figure();\n", - "\n", - "for lat, lon, name in sites:\n", - " # turbidity = pvlib.clearsky.lookup_linke_turbidity(times, lat, lon)\n", - " # turbidity.plot(label=name)\n", - " turbidity2_h_kst = pvlib.clearsky.lookup_linke_turbidity(times_h_kst, lat, lon).tz_convert(None)\n", - " turbidity2_h_kst.plot(label=name)\n", - "\n", - "\n", - "plt.legend();\n", - "\n", - "plt.title('Interpolated to the day');\n", - "\n", - "plt.ylabel('Linke Turbidity');" - ] - }, - { - "cell_type": "code", - "execution_count": 20, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8761\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [0, 1]\n", - "Index: []" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert turbidity_h.index.equals(turbidity_h_kst.index)\n", - "assert not ((turbidity_h < 0).any() or (turbidity_h_kst < 0).any())\n", - "print(len(turbidity_h))\n", - "df = pd.concat([turbidity_h, turbidity_h_kst], axis = 'columns', join = 'outer')[~ turbidity_h.fillna(-1).eq(turbidity_h_kst.fillna(-1))]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8761\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [0, 1]\n", - "Index: []" - ] - }, - "execution_count": 21, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert turbidity2_h.index.equals(turbidity2_h_kst.index)\n", - "assert not ((turbidity2_h < 0).any() or (turbidity2_h_kst < 0).any())\n", - "print(len(turbidity2_h))\n", - "df = pd.concat([turbidity2_h, turbidity2_h_kst], axis = 'columns', join = 'outer')[~ turbidity2_h.fillna(-1).eq(turbidity2_h_kst.fillna(-1))]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The :py:func:`~pvlib.atmosphere.kasten96_lt` function can be used to calculate\n", - "Linke turbidity [Kas96]_ as input to the clear sky Ineichen and Perez function.\n", - "The Kasten formulation requires precipitable water and broadband aerosol\n", - "optical depth (AOD). According to Molineaux, broadband AOD can be approximated\n", - "by a single measurement at 700-nm [Mol98]_. An alternate broadband AOD\n", - "approximation from Bird and Hulstrom combines AOD measured at two\n", - "wavelengths [Bir80]_, and is implemented in\n", - ":py:func:`~pvlib.atmosphere.bird_hulstrom80_aod_bb`." - ] - }, - { - "cell_type": "code", - "execution_count": 22, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pvlib_data = os.path.join(os.path.dirname(pvlib.__file__), 'data')\n", - "\n", - "mbars = 100 # conversion factor from mbars to Pa\n", - "\n", - "tmy_file = os.path.join(pvlib_data, '703165TY.csv') # TMY file\n", - "\n", - "tmy_data, tmy_header = read_tmy3(tmy_file, coerce_year=1999, map_variables=True)\n", - "\n", - "tl_historic = clearsky.lookup_linke_turbidity(time=tmy_data.index,\n", - " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'])\n", - "\n", - "\n", - "solpos = solarposition.get_solarposition(time=tmy_data.index,\n", - " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", - " altitude=tmy_header['altitude'], pressure=tmy_data['pressure']*mbars,\n", - " temperature=tmy_data['temp_air'])\n", - "\n", - "\n", - "am_rel = atmosphere.get_relative_airmass(solpos.apparent_zenith)\n", - "\n", - "am_abs = atmosphere.get_absolute_airmass(am_rel, tmy_data['pressure']*mbars)\n", - "\n", - "airmass = pd.concat([am_rel, am_abs], axis=1).rename(\n", - " columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", - "\n", - "\n", - "tl_calculated = atmosphere.kasten96_lt(\n", - " airmass.airmass_absolute, tmy_data['precipitable_water'],\n", - " tmy_data['AOD (unitless)'])\n", - "\n", - "\n", - "tl = pd.concat([tl_historic, tl_calculated], axis=1).rename(\n", - " columns={0:'Historic', 1:'Calculated'})\n", - "\n", - "\n", - "tl.index = tmy_data.index.tz_convert(None) # remove timezone\n", - "\n", - "tl.resample('W').mean().plot();\n", - "\n", - "plt.grid()\n", - "\n", - "plt.title('Comparison of Historic Linke Turbidity Factors vs. \\n'\n", - " 'Kasten Pyrheliometric Formula at {name:s}, {state:s} ({usaf:d}TY)'.format(\n", - " name=tmy_header['Name'], state=tmy_header['State'], usaf=tmy_header['USAF']));\n", - "\n", - "\n", - "plt.ylabel('Linke Turbidity Factor, TL');\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 23, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "pvlib_data = os.path.join(os.path.dirname(pvlib.__file__), 'data')\n", - "\n", - "mbars = 100 # conversion factor from mbars to Pa\n", - "\n", - "tmy_file = os.path.join(pvlib_data, '703165TY.csv') # TMY file\n", - "\n", - "tmy_data, tmy_header = read_tmy3(tmy_file, coerce_year=1999, map_variables=True)\n", - "\n", - "# tl_historic = clearsky.lookup_linke_turbidity(time=tmy_data.index,\n", - "# latitude=tmy_header['latitude'], longitude=tmy_header['longitude'])\n", - "tl_historic_utc = clearsky.lookup_linke_turbidity(time=tmy_data.index.tz_convert('utc'),\n", - " latitude=tmy_header['latitude'], longitude=tmy_header['longitude']).tz_convert(tmy_data.index.tz)\n", - "\n", - "\n", - "# solpos = solarposition.get_solarposition(time=tmy_data.index,\n", - "# latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", - "# altitude=tmy_header['altitude'], pressure=tmy_data['pressure']*mbars,\n", - "# temperature=tmy_data['temp_air'])\n", - "solpos_utc = solarposition.get_solarposition(time=tmy_data.index.tz_convert('utc'),\n", - " latitude=tmy_header['latitude'], longitude=tmy_header['longitude'],\n", - " altitude=tmy_header['altitude'], pressure=tmy_data['pressure'].tz_convert('utc')*mbars,\n", - " temperature=tmy_data['temp_air'].tz_convert('utc')).tz_convert(tmy_data.index.tz)\n", - "\n", - "\n", - "# am_rel = atmosphere.get_relative_airmass(solpos.apparent_zenith)\n", - "am_rel_utc = atmosphere.get_relative_airmass(solpos_utc.tz_convert('utc').apparent_zenith).tz_convert(tmy_data.index.tz)\n", - "am_rel_utc2 = atmosphere.get_relative_airmass(solpos_utc.apparent_zenith)\n", - "\n", - "# am_abs = atmosphere.get_absolute_airmass(am_rel, tmy_data['pressure']*mbars)\n", - "am_abs_utc = atmosphere.get_absolute_airmass(am_rel_utc.tz_convert('utc'), tmy_data['pressure'].tz_convert('utc')*mbars).tz_convert(tmy_data.index.tz)\n", - "am_abs_utc2 = atmosphere.get_absolute_airmass(am_rel_utc, tmy_data['pressure']*mbars)\n", - "\n", - "# airmass = pd.concat([am_rel, am_abs], axis=1).rename(\n", - "# columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", - "airmass_utc = pd.concat([am_rel_utc.tz_convert('utc'), am_abs_utc.tz_convert('utc')], axis=1).rename(\n", - " columns={0: 'airmass_relative', 1: 'airmass_absolute'}).tz_convert(tmy_data.index.tz)\n", - "airmass_utc2 = pd.concat([am_rel_utc, am_abs_utc], axis=1).rename(\n", - " columns={0: 'airmass_relative', 1: 'airmass_absolute'})\n", - "\n", - "\n", - "# tl_calculated = atmosphere.kasten96_lt(\n", - "# airmass.airmass_absolute, tmy_data['precipitable_water'],\n", - "# tmy_data['AOD (unitless)'])\n", - "tl_calculated_utc = atmosphere.kasten96_lt(\n", - " airmass_utc.tz_convert('utc').airmass_absolute, tmy_data['precipitable_water'].tz_convert('utc'),\n", - " tmy_data['AOD (unitless)'].tz_convert('utc')).tz_convert(tmy_data.index.tz)\n", - "tl_calculated_utc2 = atmosphere.kasten96_lt(\n", - " airmass_utc.airmass_absolute, tmy_data['precipitable_water'],\n", - " tmy_data['AOD (unitless)'])\n", - "\n", - "\n", - "# tl = pd.concat([tl_historic, tl_calculated], axis=1).rename(\n", - "tl_utc = pd.concat([tl_historic_utc, tl_calculated_utc], axis=1).rename(\n", - " columns={0:'Historic', 1:'Calculated'})\n", - "\n", - "\n", - "# tl.index = tmy_data.index.tz_convert(None) # remove timezone\n", - "tl_utc.index = tmy_data.index.tz_convert(None) # remove timezone\n", - "\n", - "# tl.resample('W').mean().plot();\n", - "tl_utc.resample('W').mean().plot();\n", - "\n", - "plt.grid()\n", - "\n", - "plt.title('Comparison of Historic Linke Turbidity Factors vs. \\n'\n", - " 'Kasten Pyrheliometric Formula at {name:s}, {state:s} ({usaf:d}TY)'.format(\n", - " name=tmy_header['Name'], state=tmy_header['State'], usaf=tmy_header['USAF']));\n", - "\n", - "\n", - "plt.ylabel('Linke Turbidity Factor, TL');\n", - "\n", - "plt.tight_layout()" - ] - }, - { - "cell_type": "code", - "execution_count": 24, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8760\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [0, 1]\n", - "Index: []" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert tl_historic.index.equals(tl_historic_utc.index)\n", - "assert not ((tl_historic < 0).any() or (tl_historic_utc < 0).any())\n", - "print(len(tl_historic))\n", - "df = pd.concat([tl_historic, tl_historic_utc], axis = 'columns', join = 'outer')[~ tl_historic.fillna(-1).eq(tl_historic_utc.fillna(-1))]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 25, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 25, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solpos.equals(solpos_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "am_rel.equals(am_rel_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 27, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "am_rel_utc.equals(am_rel_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 28, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "am_abs.equals(am_abs_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 29, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 29, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "am_abs_utc.equals(am_abs_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 30, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 30, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass.equals(airmass_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 31, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 31, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass_utc.equals(airmass_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 32, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 32, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tl_calculated.equals(tl_calculated_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 33, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 33, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tl_calculated_utc.equals(tl_calculated_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 34, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "8760\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
HistoricCalculatedHistoric_utcCalculated_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [Historic, Calculated, Historic_utc, Calculated_utc]\n", - "Index: []" - ] - }, - "execution_count": 34, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert tl.index.equals(tl_utc.index)\n", - "assert not ((tl < 0).any().any() or (tl_utc < 0).any().any())\n", - "print(len(tl))\n", - "df = tl.join(tl_utc, how = 'outer', rsuffix = '_utc')[~ tl.fillna(-1).eq(tl_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 35, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 35, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "tl['Calculated'].equals(tl_utc['Calculated'])" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Examples\n", - "^^^^^^^^\n", - "\n", - "A clear sky time series using only basic pvlib functions." - ] - }, - { - "cell_type": "code", - "execution_count": 36, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", - "\n", - "times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", - "\n", - "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "\n", - "apparent_zenith = solpos['apparent_zenith']\n", - "\n", - "airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "airmass2 = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "\n", - "linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", - "\n", - "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "\n", - "\n", - "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", - "ineichen = clearsky.ineichen(apparent_zenith, airmass2, linke_turbidity, altitude, dni_extra)\n", - "\n", - "plt.figure();\n", - "\n", - "ax = ineichen.plot()\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "ax.set_title('Ineichen Clear Sky Model');\n", - "\n", - "ax.legend(loc=2);" - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - }, - { - "data": { - "image/png": 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ITk7Gjz/+iD///BOdO3eu9XURWSMmYEQytnjxYkRHR2PJkiV444034ODggMjISDz11FNVDvZpoFKpsHHjRvznP//BqlWr8PPPP8PPz8+YRNVUq1atcOjQIbz99ttYvnw5bt68icDAQHTs2BEzZ86syyVW8uyzz6JLly6YN28evvnmG2RlZcHDwwOdOnXCsmXL7tn7LygoCAcOHMA777yDtWvXYtGiRfDz80Pr1q1NEpexY8ciPT0dS5YswZ9//olWrVrhu+++w5o1a7Bjx45ax96zZ0+8++67+OOPPzB//nxkZWXB09MTHTt2xAcffIDhw4ff9b2Ojo746aefMGDAAAwZMgRbt25FTEwMACA6OhqtW7fGmTNnMGrUqFrHV12zZ89GQEAAPv/8c7z88svw9fXFxIkT8f7775tUaU+cOBE6nQ4fffQRpk+fbmyj9tZbb5kcT6lUYt26dfj444/xzTff4JdffoGbmxsaNWqEl156ydgYn8iWKISa1jcQEZHV6dixI3x9fZGQkCB1KERUDWwDRkQkc4cOHcKxY8cwevRoqUMhompiCRgRkUwlJSXh8OHDmDdvHrKzs3Hx4kW4uLhIHRYRVQNLwIiIZOqnn37CuHHjoNVqsXr1aiZfRDLCEjAiIiIiC2MJGBEREZGFMQEjIiIisjCOA1YHer0eaWlp8PT05PQZREREMiEIAvLz8xESElLjeVPNhQlYHaSlpXGSWCIiIpm6evUqGjZsKMm5mYDVgaenJwDxB+jl5SVxNERERFQdeXl5CAsLM97HpcAErA4M1Y5eXl5MwIiIiGRGyuZDbIRPREREZGFMwIiIiIgszCoTsF27dmHQoEEICQmBQqHAunXrTLYLgoCZM2eiQYMGcHV1RVxcHM6dO2eyT05ODkaNGgUvLy94e3tj/PjxKCgoMNnnxIkT6NGjB1xcXBAWFoYPP/ywvi+NiIiIyDrbgBUWFqJ9+/Z45pln8Oijj1ba/uGHH+LTTz/FihUrEBUVhbfeegvx8fE4ffq0cSqOUaNG4caNG9iyZQu0Wi3GjRuHiRMnYtWqVQDEBnj9+vVDXFwcFi9ejJMnT+KZZ56Bt7c3Jk6caNbr0el00Gq1Zj2mnDk5OUnW7ZeIiMgaWP1URAqFAr/88guGDh0KQCz9CgkJwb/+9S+88sorAACNRoOgoCAsX74cI0eOxJkzZ9CqVSscPHgQnTt3BgBs2rQJAwcOxLVr1xASEoIvvvgC//73v5Geng4nJycAwGuvvYZ169YhOTm5WrHl5eVBrVZDo9FU2QhfEASkp6cjNze37h+EDVEqlYiKijJ+7kRERJZ0v/u3JVhlCdi9pKamIj09HXFxccZ1arUaMTExSExMxMiRI5GYmAhvb29j8gUAcXFxUCqV2L9/P4YNG4bExET07NnTJAmIj4/HBx98gFu3bsHHx6fSuUtLS1FaWmp8nZeXd89YDclXYGAg3NzcOFgrbg9ee+PGDYSHh/MzISIiuyS7BCw9PR0AEBQUZLI+KCjIuC09PR2BgYEm2x0cHODr62uyT1RUVKVjGLZVlYDNmTMHb7/9drXi1Ol0xuTLz8+vWu+xFwEBAUhLS0N5eTkcHR2lDoeIiMji2BCnBl5//XVoNBrj4+rVq3fd19Dmy83NzVLhyYah1FGn00kcCRERkTRkl4AFBwcDADIyMkzWZ2RkGLcFBwcjMzPTZHt5eTlycnJM9qnqGHee4++cnZ2Ng65Wd/BVVrFVxs+EiIjsnewSsKioKAQHByMhIcG4Li8vD/v370dsbCwAIDY2Frm5uTh8+LBxn23btkGv1yMmJsa4z65du0x6J27ZsgXNmzevsvqRiIiIyFysMgErKCjAsWPHcOzYMQBiw/tjx47hypUrUCgUmDp1Kt577z1s2LABJ0+exOjRoxESEmLsKdmyZUv0798fEyZMwIEDB7Bnzx5MmTIFI0eOREhICADgySefhJOTE8aPH49Tp07hhx9+wCeffIJp06ZJdNXyERkZiQULFtx1+6VLl6BQKIw/PyIiIjJllY3wDx06hIceesj42pAUjRkzBsuXL8err76KwsJCTJw4Ebm5uXjwwQexadMm4xhgALBy5UpMmTIFffv2hVKpxPDhw/Hpp58at6vVamzevBmTJ09GdHQ0/P39MXPmTLOPAWaPwsLCcOPGDfj7+0sdChERkVWy+nHArNm9xhEpKSlBamoqoqKiTBJDWxAZGYmpU6di6tSptXq/LX82RERk/TgOGFml/Px8PPfcc1i3bh28vLzw6quvYv369ejQoYOx6rGoqAjPPPMM1qxZAx8fH7z55pvG0sNLly4hKioKR48eRYcOHaS7EKLaKswGci4Cty4Bty4DmitAUQ5QdFN8Ls0HdGWATgvotYBCCTg4Aw6ugKML4OoDuAcC7v6ARxDgEwH4Ngb8mojr2BGFyO4xAbMgQRBQrLX80Auujqoa9TycNm0a9uzZgw0bNiAoKAgzZ87EkSNHTJKpefPm4d1338Ubb7yBn376Cc8//zx69eqF5s2b18MVENWjwpvAlb1A2lHgxgkg/QRQkHH/9/1dWcH99wEAFzXQoD0Q0lF8hHYGvMNqfj4ikjUmYBZUrNWh1cw/LX7e0+/Ew82pej/q/Px8rFixAqtWrULfvn0BAMuWLTN2XjAYOHAgJk2aBACYMWMGPv74Y2zfvp0JGFk/bTFwcQdwYTtw6S8g81QVOykAr1DAJ1J8eIeJJVdufuLD2RNQOQMqR0DpAEAAtCVAeYl4/OIcoDALKMgC8m8At1KBmxcBzVWgRAOk7hIfBr6NgEa9xUdUT7EEjYhsGhMwMnHx4kVotVp07drVuE6tVldKrNq1a2dcVigUVY69RmQ1SvOBlE3AmQ3A+QRAW2i6PaAlENYFCG4nlk4FtQac3M0fh7YEyD4L3DgmlrhdPwKknxSrO3MuAoe+FhO6Rr2BVkOAFo8Abr7mj4OIJMcEzIJcHVU4/U68JOc1t79PIaRQKKDX681+HqJaEwTg8l7g6HfA6XWAtuj2Nq+GQLN4sbQpojvgEWCZmBxdgAbtxEen0eK6kjzg8p6KUrltYoJ2fqv4+O1loFl/oNMYoElfQGn+32UikgYTMAtSKBTVrgqUSqNGjeDo6IiDBw8iPDwcAKDRaHD27Fn07NlT4uiIqqGsEDi2Ctj3BZBz4fZ6v6YVpUoPi22vrKUhvIsX0HyA+ACArLPAmfXA6fVi6Vjyb+LDKxSIHgd0Gc9SMSIbYN3ZAFmcp6cnxowZg+nTp8PX1xeBgYGYNWsWlEolpxAi61aYLSZdh74Cim+J65w8gTaPAh2fBhp2tp6k614CmgEB04Ge04GM08CRb4AT3wN514Ht7wF/fQxEjwG6TWLjfSIZYwJGlcyfPx/PPfccHnnkEeMwFFevXuWYXWSdSjTA3s+BfYtu90T0iQRipwDtnwCcPSQNr06CWgED/gvEzRZLxPZ+BmScFK/1wFKg8zNAz1ctV4VKRGbDgVjrwF4GYi0sLERoaCjmzZuH8ePH1/l4tvTZkITKy8QkZPfc2yVeDdoDPf4lNl63xfZSggBcSAD+WgBc2i2uc/IQk80Hpoi9M4novjgQK1mlo0ePIjk5GV27doVGo8E777wDABgyZIjEkRFVSN0N/P4vIDtFfO3XFOjzptjGSw7VjLWlUABN4sTHxZ3A1llib8qd/xWrKgd8ALQcZNufAZGNYAJGVZo7dy5SUlLg5OSE6Oho7N69m3M7kvSKcoA/ZgAnfxRfu/kDfWcCHUYBKjv7c9aoFzBhu9jDc+tscdT+H58We00O/AjwDpc4QCK6Fzv7i0XV0bFjRxw+fFjqMIhMnd0MbJhSMUq9Qmz/1Pct+x60VKEAWg8Tk67d88SqybObgEt7xCSs/UiWhhFZKaXUARAR3VNZEfDrS8Cq/xOTL/9mwD8TgEfm23fydSdHV7EK9vk9QFg3oCwfWPccsGasWGpIRFaHCRgRWa+ci8BX/wAOLxdfd5sEPLsLaBgtaVhWK6A5MG4j0OctcUT90+uAxT3EEfeJyKowASMi65TyB7CkN5CRBLgHAKPXA/3niKU9dHdKFdDzFWD8FsC3MZB3Dfi6P3B0pdSREdEdmIARkXURBHGw0dUjgVIN0LCrWOrVqLfUkclLaCdg4nag2QBAVwqsnwRsfBXQ66SOjIjABIyIrImuXBxeYuts8XWXCcDY3wGvEEnDki0XNTByFdD7dfH1gSXAj6MBbbG0cREREzAishLaYuCHp8SphKAA+n8APDwXcHCSOjJ5UyqB3q8BI74BVM7ivJLfDGXjfCKJMQGjaunduzemTp1arX0vXboEhUKBY8eO1WtMZEPKisQqx7N/AA4uYrLQ7Tmpo7ItrYYAT/8ilopd3Qcsf0ScP5OIJMEEjMwuLCwMN27cQJs2baQOheSgtABYNQK4uANwdAeeWgu0Gix1VLYpsjvwzJ+ARzCQeQpYMRgovCl1VER2iQkYmZ1KpUJwcDAcHDjOL92HthhY9bg4r6GTp1hCE9ld6qhsW2BLYOxvdyRhg5iEEUmACRhVUlhYiNGjR8PDwwMNGjTAvHnzTLZHRkbi/fffxzPPPANPT0+Eh4dj6dKlxu2sgqRq0ZUDPz0DXP4LcPYCRq8DwmOkjso++DetSMKCxCRs5WNiSSQRWQwTMEsSBKCs0PIPQahRmNOnT8fOnTuxfv16bN68GTt27MCRI6YDOc6bNw+dO3fG0aNHMWnSJDz//PNISUkx56dFtkwQgN9eAlI2ig3Dn/geaNhZ6qjsi39TYMxvgKsvkHZEHDVfp5U6KiK7wToiS9IWAe9L0J3+jTTAyb1auxYUFOCrr77Cd999h759+wIAVqxYgYYNG5rsN3DgQEyaNAkAMGPGDHz88cfYvn07mjdvbt7YyTZtfx84+h2gUAL/t4zVjlIJaAY8+aNYDXl+izjl05CFnD+SyAJYAkYmLly4gLKyMsTE3K4K8vX1rZRYtWvXzrisUCgQHByMzMxMi8VJMpa0Ftj1obg86BOgxcPSxmPvwrqISbBCCRxbKQ6CS0T1jiVgluToJpZGSXFecx/S0dHktUKhgF6vN/t5yMbcOA6sE0tO8cALQKfR0sZDouYDgIEfiYPgJrwDNGgHNImTOioim8YSMEtSKMSqQEs/alCd0LhxYzg6OmL//v3Gdbdu3cLZs2fr4xMhe1KQBXw/CigvFm/ucW9LHRHdqfP4ioRYEDtH5FyUOiIim8YEjEx4eHhg/PjxmD59OrZt24akpCSMHTsWSiW/KlQHej2w7jlAc1WcIHr4/8RJo8l6KBTAwLlAaGegRAN8/xSnLCKqR7yrUiUfffQRevTogUGDBiEuLg4PPvggoqOjpQ6L5GzfIuD8VnGU+8e/A1x9pI6IquLgDDz+LeAeKA5PsfktqSMislkKQajhGAVklJeXB7VaDY1GAy8vL5NtJSUlSE1NRVRUFFxcXCSK0Drxs7EzaUeB//0D0GuBh+cDXcZLHRHdz/mtwHfDxeUnfgCa95c2HiIzu9f921JYAkZE9ae0QGxPpNcCLR4BOj8jdURUHU3igG6TxeX1k4D8dGnjIbJBTMCIqP5se1dszO0VCgz+jONLyUncLCCoLVB0E/htWo0HdCaie2MCRkT148p+YP8ScXnwp4Cbr7TxUM04OAOPLgWUjkDK78DpdVJHRGRTmIARkflpS4ANUwAIQPsnOaaUXAW1AnpME5c3TgeKcqSNh8iGMAEjIvPbPQ/IPitO9hz/H6mjobro8S8goAVQmAX8+W+poyGyGUzAiMi8clKBPZ+IywM+ZNWj3Dk4A4M/B6AAjq8Sq5aJqM6YgBGReW1+E9CVAo16A62GSB0NmUNYF6DjKHH5j1fFgXWJqE6YgBGR+ZxPAJJ/A5QOQP8P2OvRlvSdBTh7ATeOAce+kzoaItljAkZE5qErBza9Ji53fRYIbCFtPGReHoFArxnicsI74nRFRFRrTMCoWnr37o2pU6cCACIjI7FgwYK77nvp0iUoFAocO3bMIrGRlTi2Umx47+YH9J4hdTRUH7pOBPyaig3y934mdTREssYEjMwuLCwMN27cQJs2baQOhSxFWwLs/EBc7vEvwEUtbTxUPxycxAFaASBxEVCQJW08RDLGBIzMTqVSITg4GA4ODlKHQpZy8H9A3nXAqyHQmXM92rQWjwAhHQFtIfDXx1JHQyRbTMCoksLCQowePRoeHh5o0KAB5s2bV2mfoqIiPPPMM/D09ER4eDiWLl1q3MYqSDtTkieO+wWIVY+OnGDdpikUQJ+3xOWD/wM016SNh0immIBZkCAIKNIWWfwh1HAOt+nTp2Pnzp1Yv349Nm/ejB07duDIkSMm+8ybNw+dO3fG0aNHMWnSJDz//PNISUkx58dFcnFgCVCcA/g1EUe9J9vXuA8Q8aA43Miuj6SOhkiWWEdkQcXlxYhZFWPx8+5/cj/cHN2qtW9BQQG++uorfPfdd+jbty8AYMWKFWjYsKHJfgMHDsSkSZMAADNmzMDHH3+M7du3o3nz5uYNnqxbWRGwb7G43PNVQMU/KXZBoQD6vAks6w8cWwX0eg3waiB1VESywhIwMnHhwgWUlZUhJuZ2oujr61spsWrXrp1xWaFQIDg4GJmZmRaLk6zE0e+AomzAOxxoM1zqaMiSImKB8FhAVwbsWyR1NESyw39XLcjVwRX7n7T8NB6uDq5mP6ajo6PJa4VCAT1Hx7YvOi2w91Nx+YEXWfpljx58GViVCBxaJvZ+dfWWOiIi2eBfTAtSKBTVrgqUSuPGjeHo6Ij9+/cjPDwcAHDr1i2cPXsWvXr1kjg6sipJPwOaq4B7ANDxKamjISk07QcEtgIyTwOHvhKTMCKqFlZBkgkPDw+MHz8e06dPx7Zt25CUlISxY8dCqeRXhe4gCLcn3O72POBo/lJWkgGFQiwFA4B9X4jjwRFRtfCuSpV89NFH6NGjBwYNGoS4uDg8+OCDiI6OljossiaX94ilHo5uHPfL3rV+FFCHiaPjn1ordTREsqEQajpGARnl5eVBrVZDo9HAy8vLZFtJSQlSU1MRFRUFFxeOi3QnfjY24MfRwOn1QPRYYNAnUkdDUts9H0h4WxygdeIOqaMhuq973b8thSVgRFQzeWnAmd/E5S4TpI2FrEOn0YDKGUg7Clw7LHU0RLLABIyIaubQMkDQARHdgWDO90kA3P1vD0NyYOm99yUiAEzAiKgmysuAw8vF5a4s/aI7dP2n+HxqLVCYLW0sRDLABIyIqi/ld6AwE/AIFidlJjIIjRbbgOnKgBM/SB0NkdVjAlbP2MehMn4mMnZslfjccRSgcrz3vmR/DOPBHV0pDlVCRHfFBKyeGEaKLyoqkjgS61NWVgYAUKlUEkdCNZKfDpzfKi5z0m2qSpvhYmP8zFPAjWNSR0Nk1TgSfj1RqVTw9vY2zo/o5uYGhUIhcVTS0+v1yMrKgpubGxwc+PWTlePfA4IeCIsB/JtIHQ1ZI1cfoOUj4iwJR78TqySJqEqyvAPqdDrMnj0b3333HdLT0xESEoKxY8fizTffNCY5giBg1qxZ+PLLL5Gbm4vu3bvjiy++QNOmTY3HycnJwQsvvIBff/0VSqUSw4cPxyeffAIPDw+zxBkcHAwAnKT6b5RKJcLDw5mQyokg3K5+7DBK2ljIunUYJSZgJ9cA/f4DOHKsP6KqyDIB++CDD/DFF19gxYoVaN26NQ4dOoRx48ZBrVbjxRdfBAB8+OGH+PTTT7FixQpERUXhrbfeQnx8PE6fPm0c/HPUqFG4ceMGtmzZAq1Wi3HjxmHixIlYtWqVWeJUKBRo0KABAgMDodVqzXJMW+Dk5MSpjeTm+hEgOwVwcAVaD5U6GrJmjXoDXg2BvGvA2U38vhDdhSwTsL1792LIkCF4+OGHAQCRkZFYvXo1Dhw4AEAs/VqwYAHefPNNDBkyBADwzTffICgoCOvWrcPIkSNx5swZbNq0CQcPHkTnzp0BAJ999hkGDhyIuXPnIiQkxGzxqlQqtncieUv6WXxuMRBwUUsbC1k3pQpoO1ycK/TUWiZgRHchy2KIBx54AAkJCTh79iwA4Pjx4/jrr78wYMAAAEBqairS09MRFxdnfI9arUZMTAwSExMBAImJifD29jYmXwAQFxcHpVKJ/fv3V3ne0tJS5OXlmTyIbJ5eD5z6RVw2DLZJdC+tHxWfz24GSgukjYXISsmyBOy1115DXl4eWrRoAZVKBZ1Oh//85z8YNUpsm5Keng4ACAoKMnlfUFCQcVt6ejoCAwNNtjs4OMDX19e4z9/NmTMHb7/9trkvh8i6XTsA5KcBzl5A475SR0Ny0KA94NsIyLkoVkO2fUzqiIisjixLwH788UesXLkSq1atwpEjR7BixQrMnTsXK1asqNfzvv7669BoNMbH1atX6/V8RFYhaa343HwgG1RT9SgUt0tLDdXXRGRCliVg06dPx2uvvYaRI0cCANq2bYvLly9jzpw5GDNmjLH3YUZGBho0aGB8X0ZGBjp06ABA7KH4996J5eXlyMnJMb7/75ydneHs7FwPV0RkpfQ64PR6cbnNo9LGQvLS+lFg10fi2HHFuYCrt9QREVkVWZaAFRUVVepFp1KpoNfrAQBRUVEIDg5GQkKCcXteXh7279+P2NhYAEBsbCxyc3Nx+PBh4z7btm2DXq9HTEyMBa6CSAau7AMK0gEXb6DRQ1JHQ3IS1AoIaCFOTXR2k9TREFkdWZaADRo0CP/5z38QHh6O1q1b4+jRo5g/fz6eeeYZAOLwD1OnTsV7772Hpk2bGoehCAkJwdChQwEALVu2RP/+/TFhwgQsXrwYWq0WU6ZMwciRI83aA5JI1pJ/E59bPAw4OEkbC8lPy0FAVjKQshFoP1LqaIisiiwTsM8++wxvvfUWJk2ahMzMTISEhODZZ5/FzJkzjfu8+uqrKCwsxMSJE5Gbm4sHH3wQmzZtMo4BBgArV67ElClT0LdvX+NArJ9++qkUl0RkfQQBSPlDXG4+QNpYSJ6aD6yohkwAyksBBzbhIDJQCJwZudby8vKgVquh0Wjg5eUldThE5pWZDCyKEef2e/Ui4GyeGSLIjuj1wMetgPwbwKifgaZx938PkQVYw/1blm3AiMgCUjaKz1E9mXxR7SiVQLP+4rLh+0REAJiAEdHdsPqRzKGFOGMJUv4Qq7WJCAATMCKqSkEWcO2guGwowSCqjcgegKO7OJjvjWNSR0NkNZiAEVFl5/4EIIgjmqtDpY6G5MzRBWjSR1w+u1naWIisCBMwIqrsfMUYek37SRsH2YYmFY3vL26XNg4iK8IEjIhM6fVA6k5xuXEfaWMh22AYxPfqAaAkT9pYiKwEEzAiMpV+Aii6CTh5AA27SB0N2QKfCMC3MSDogEu7pY6GyCowASMiU4ZqosgegMpR2ljIdhhKUy9skzYOIivBBIyITF2oSMAac+5HMiMmYEQmmIAR0W1lRcCVRHGZk2+TOUU+CCgdgJyLQE6q1NEQSY4JGBHddmUvoCsDvEIB/6ZSR0O2xMULaNhVXGZvSCImYER0h4sVvR8bPQQoFNLGQranUS/x+dIeaeMgsgJMwIjotst7xeeoHtLGQbYp4gHx+fJeTktEdo8JGBGJygpvTxUTHitpKGSjQjsDSkdxWqJbl6SOhkhSTMCISHTtIKAvB7waAt7hUkdDtsjJDQiNFpcNpa1EdooJGBGJLlf0foyIZfsvqj93VkMS2TEmYEQkulzRMNpwgySqDxHdxefLbIhP9o0JGBEB5WXAtUPicjgTMKpHYV0BhRK4lQrkpUkdDZFkmIARkdj4vrwYcPMDAppLHQ3ZMhcvILiduMxqSLJjTMCI6PaNMJztv8gCDNXchlkXiOwQEzAiAq4eEJ/Du0kbB9mHhp3F5+uHpY2DSEJMwIjsnSAA1yvafzXsIm0sZB9CKxKw9CRAWyJtLEQSYQJGZO/y0oCCDEChut02h6g+eYcD7gGAXgukn5A6GiJJMAEjsneG0q+gVuJAmUT1TaG4XQpm6H1LZGeYgBHZO0M7HMMNkcgSGlaMiH+dCRjZJyZgRPbu+hHx2TBFDJElsASM7BwTMCJ7ptcBaUfFZSZgZEmhnQAogNzLQGG21NEQWRwTMCJ7lpUClBUATh4cgJUsy0UN+DcTlzkcBdkhJmBE9sxw4wvpCChV0sZC9qchqyHJfjEBI7Jnxgb4naSNg+xTSEfx+cYxScMgkgITMCJ7ZhiDqUEHScMgO9Wgvfh8g2OBkf1hAkZkr3TlQMYpcZkDsJIUgloDUAAF6UBBptTREFkUEzAie5VzASgvARzdAd8oqaMhe+TkDvg1EZdZCkZ2hgkYkb1KPyk+B7VmA3ySToOK0ldOSUR2hgkYkb0yJGDBbaWNg+xbMBMwsk9MwIjslTEBayNtHGTfDP8AsAqS7AwTMCJ7ZUzA2ACfJGToCZlzASjNlzYWIgtiAkZkj/IzgMJMQKEEAltJHQ3ZM3d/wDNEXE5PkjYWIgtiAkZkjzIqSr/8mgBObtLGQmSohsw8JW0cRBbEBIzIHhl7QLL9F1mBwBbic+YZaeMgsiAmYET2iD0gyZoYqsGZgJEdYQJGZI8yk8XnoNbSxkEEAIEtxefMM4AgSBsLkYUwASOyN7py4OY5cTmghbSxEAGAfzOxQ0hxDqckIrvBBIzI3txKBXRlgKMboA6TOhoiwNEV8KmYDivztLSxEFlIjROw4uJiXL9+vdL6U6fYe4VIFrIqqh8DmgNK/g9GVuLOakgiO1Cjv74//fQTmjZtiocffhjt2rXD/v37jduefvppswdHRPXAmICx+pGsiKEhfhYTMLIPNUrA3nvvPRw+fBjHjh3DsmXLMH78eKxatQoAILDhJJE8ZN5RAkZkLTgUBdkZh5rsrNVqERQUBACIjo7Grl27MGzYMJw/fx4KhaJeAiQiM8tKEZ9ZAkbW5M6hKAQB4D2FbFyNSsACAwNx4sTtCVN9fX2xZcsWnDlzxmQ9EVkpvQ7IPisuMwEja+LXBFCogLICIC9N6miI6l2NErBvv/0WgYGBJuucnJywevVq7Ny506yBEVE9uHUJ0JUCDq6Ad7jU0RDdpnIEfCt6QhqGSSGyYTVKwBo2bIjg4OAqt3Xv3t0sARFRPTI0wPdvCihV0sZC9Hd+TcXnbCZgZPvYB53Inhjbf7EBPlkh/ybi883z0sZBZAE1aoRflby8PCxbtgzp6emIiopC+/bt0bZtW7i5uZkjPiIyp5sXxGdDSQORNWEJGNmROidgjz76KI4fP44uXbrg119/RUqK+B9248aN0b59e/zwww91DpKIzCTHkIA1ljYOoqr4VyRgbANGdqDOCVhiYiJ27NiBLl26AABKS0tx8uRJHDt2DMePH69zgERkRoaqHSZgZI0MJWC5VwFtsThFEZGNqnMC1q5dOzg43D6Ms7MzOnfujM6dO9f10ERkTiUaoDBLXPZlAkZWyN0fcFGL39Wci0BQa6kjIqo3dW6E/+GHH2LmzJkoLS01RzxEVF8M7b88ggAXL2ljIaqKQsF2YGQ36pyARUZGIi8vD61atcIbb7yBDRs24OrVq+aI7Z6uX7+Op556Cn5+fnB1dUXbtm1x6NAh43ZBEDBz5kw0aNAArq6uiIuLw7lzpr/QOTk5GDVqFLy8vODt7Y3x48ejoKCg3mMnkoQhAWPpV63dKizD9uRMfJZwDq+vPYF/rjiIccsOYPzyg5i+5jg+3nIWm5LSkZlfInWo8sV2YGQn6lwFOXz4cGRkZKBXr17Yu3cvvvjiC+Tl5cHX1xcdO3bE5s2bzRGniVu3bqF79+546KGH8McffyAgIADnzp2Dj4+PcZ8PP/wQn376KVasWIGoqCi89dZbiI+Px+nTp+Hi4gIAGDVqFG7cuIEtW7ZAq9Vi3LhxmDhxonF+SyKbwvZftZJdUIp1R6/jj6R0HL58q9rvaxHsiUfaNcCQDqEI82Wv8GrzqxiKIptDUZBtq3MClpSUhMTERLRv39647tKlSzh69Gi9TU/0wQcfICwsDMuWLTOui4qKMi4LgoAFCxbgzTffxJAhQwAA33zzDYKCgrBu3TqMHDkSZ86cwaZNm3Dw4EFje7XPPvsMAwcOxNy5cxESElIvsRNJxtgDsom0ccjExawCLN55AeuOpaGsXG9c3yjAHR0aeiPczw2Bni5wVCmg0wvIyi/F1VtFOHFNg5SMfCSni4/5W86if5tgPNerMdo19JbuguTCWALGBIxsW50TsC5duqCwsNBkXWRkJCIjIzFs2LC6Hr5KGzZsQHx8PP7v//4PO3fuRGhoKCZNmoQJEyYAAFJTU5Geno64uDjje9RqNWJiYpCYmIiRI0ciMTER3t7eJp0F4uLioFQqsX///nqLnUgyLAGrlpzCMizYehar9l9BuV4AALRrqMajHUMxoG0DBHm53PcYuUVl2HwqA+uOXcfeCzex8WQ6Np5Mx5AOIXi1fwuEerN33135VPwzfStV2jiI6lmdE7CXXnoJs2fPxo8//ghvb28zhHR/Fy9exBdffIFp06bhjTfewMGDB/Hiiy/CyckJY8aMQXp6OgAgKCjI5H1BQUHGbenp6ZXmtXRwcICvr69xn78rLS016WyQl5dnzssiqj+CcMcgrCwBu5uNJ2/grXVJuFlYBgDo0yIQkx9qjE7hPlAoFNU+jrebE0Z0CcOILmE4cyMPSypK0tYfS8OW0xl4bUALPBUTAaWy+se0Gz6R4nPRTaAkjx1GyGbVOQF77LHHAABNmzbFsGHDEBMTg44dO6JNmzZwcnKqc4BV0ev16Ny5M95//30AQMeOHZGUlITFixdjzJgx9XJOAJgzZw7efvvtejs+Ub0pzAZK8wAobpcwkFF+iRZv/JKEX4+nARDbb80c1AoPNPav87FbNvDCgpEd8c8ejfDOr6dx4FIOZq4/hT9PpWPB4x0R4Olc53PYFBcvwM1PTMBuXQIatJM6IqJ6UedekBcvXsS6devwwgsv4ObNm3j//ffRpUsXeHp6ol27+vnFadCgAVq1amWyrmXLlrhy5QoAGCcMz8jIMNknIyPDuC04OBiZmZkm28vLy5GTk3PXCcdff/11aDQa48MSvT2JzCLnovjsFQo43r8KzZ5cyCrA0IV78OvxNKiUCrzQpwk2THnQLMnXndqEqvH9xG54e3BruDqqsOf8TQz67C8cvVL9hv12g9WQZAdqXQI2c+ZMDBkyBNHR0YiMjMTgwYON2/Lz83Hs2LF6a4TfvXt345RHBmfPnkVERAQAsUF+cHAwEhIS0KFDBwBideH+/fvx/PPPAwBiY2ORm5uLw4cPIzo6GgCwbds26PV6xMTEVHleZ2dnODvzv1WSodzL4rOheocAALvOZmHyyiPILy1HsJcLFj3VCZ3Cfe7/xlpSKhUY80Akujfxx7PfHsKFrEI8vmQfPnisLYZ1bFhv55Ud3yjg+iGxBIzIRtW6BOzatWsYMGAAGjZsiOeffx6bNm1CWZnYbsLT0xM9evTA5MmTzRbonV5++WXs27cP77//Ps6fP49Vq1Zh6dKlxvMpFApMnToV7733HjZs2ICTJ09i9OjRCAkJwdChQwGIJWb9+/fHhAkTcODAAezZswdTpkzByJEj2QOSbI/hRsYEzOjX42kYv+Ig8kvL0SXSBxte6F6vydedmgR6YP2UB9G/dTDKdHq8/MNx/G/3RYucWxYM39McloCR7ap1Avb1118jPT0dq1evhqenJ1566SX4+/tj+PDh+Oabb5CTk2POOE106dIFv/zyC1avXo02bdrg3XffxYIFCzBq1CjjPq+++ipeeOEFTJw4EV26dEFBQQE2bdpkHAMMAFauXIkWLVqgb9++GDhwIB588EEsXbq03uImkswtQwlYhLRxWIlV+6/gxe+PQqsTMKh9CFb+sxsCPS1bNevh7IBFozph/INiddt7v5/B3D9TIAiCReOwSqyCJDugEMz4237mzBn8+uuvWL9+PQ4fPoyuXbti8ODBeOKJJxAaGmqu01iNvLw8qNVqaDQaeHmxpw5ZseWPAJd2A49+CbQbIXU0kvrx4FW8+rPYPGJUTDjeGdIGKgl7IwqCgEU7LuCjP8VmFS/HNcNLcU0li8cqXN4LLBsgloS9dFzqaMgGWcP9u9YlYOXl5ZXWtWzZEq+++ir27NmDq1evYsyYMdi9ezdWr15dpyCJqI4MVZDe9l0CtuF4GmasFZOv8Q9G4b2h0iZfgNhkYvJDTTDzEbFj0cdbz2LprguSxiQ5QxVk7lVAp5U0FKL6UusELCIiAh988AFyc3Or3B4QEIDx48dj/fr1eOWVV2p7GiKqq/IyIO+6uGzHbcB2ns3CtB+OQRCAJ2PC8ebDLWs0tld9e+bBKEyPbw4AeH9jMn48ZMe9rD2CAQcXQNABGjv+HMim1ToBmzp1KhYtWoSwsDC89NJLSE1lXT2RVdJcBQQ94OAKeATef38bdDYjH1NWHkG5XsCQDiF4b0gbq0q+DCY/1ATP9RJnKnhj7UnsvZAtcUQSUSpvl9ayJyTZqFonYNOnT8fFixexdOlS7Nu3D82aNcNjjz2G/fv3mzM+Iqqr3Dsa4Fth0lHfbhaU4pnlYm/HrlG++Oix9lY9Av2r8c3xSLsGKNcLeO7bwzifWSB1SNLwrWiIz56QZKPqNBCrSqXCE088gf3792Pbtm3Q6XTo3r07unfvjl9++YW9eYisgaEHpB22/yor1+PZbw/j2q1iRPi5YfFT0XByqPP40/VKqVRg7v+1R6dwb+SVlGPCN4eQX2KH7aCM7cAuSxoGUX0x21+iHj164JdffsHZs2cRHR2NsWPHolmzZuY6PBHVlh2PATbnjzM4dPkWPF0c8NWYLvB1r5/p0czNxVGFpaM7o4HaBanZhZjx8wn7+4dWHSY+a65JGwdRPan1SPizZs0ymZbnzkdubi6Kiopw8SIHFiSSXK59jgG2KekGlu25BAD4eEQHNAn0kDagGvL3cMbCUZ3w+JJEbDyZjq/3XDKOGWYX1BUzA+SyET7ZplonYO+++y5cXFwwduxYdOrUCWq1Gl5eXvDy8jIuq9Vqc8ZKRLVhhyVgV24WYfpP4nATE3s2QlyrIIkjqp1O4T7498CWmP3raczZeAYdwrwRHWGZ0fol520oAWMCRrap1lWQCQkJ6NOnD77++mscPnwYnTp1wtChQ9GnTx9ER0ejadOmCAy0zx5XRFYlV5ykHt7h0sZhIVqdHlNWH0F+STmiI3yMQzvI1ZgHIjGofQjK9QJe/uEYCkorj8Fok9QV39f8dHEoFSIbU+sE7KGHHsJvv/2G48ePw9nZGTExMejfvz8SEhLMGR8R1YW2GCi6KS6r7WOy54Xbz+PENQ3Uro747ImOcFRZd6P7+1EoFPjPsDYI9XbFlZwivPfbaalDsgx3f3EsMAi3x7EjsiF1/svUvHlzLFmyBJcuXUK3bt0watQodOzYEStXroROpzNHjERUW5qKG5eTB+DiLWkolnDymgafbzsPAHhnSGuEeLtKHJF5eLk4Yt6I9lAogO8PXsXW0xlSh1T/FIrb/zSwGpJskNn+NQwICMDs2bORnJyMRx99FC+++CIaNWpkrsMTUW3kVfQg8wq1+THASrQ6/GvNMZTrBQxsG4zB7UOkDsmsujXywz8rGuG/tvYEbhaUShyRBbAnJNmwWjfCHz58eJU9ILVarbG79N2mKSIiCzHcuOyg+vGThHM4m1EAfw9nvDe0rVWOdF9X/+rXHLvOZiMlIx/v/X4GHz/eQeqQ6hd7QpINq3UC5ubmhpCQEHh7e9/zQUQSspMELDk9D1/uEoe9eX9YG9mM91VTLo4qfPBYOwxbtAe/HL2OYR1D0bNZgNRh1R9DxxHNFWnjIKoHtU7Avv32W3PGQUT1wQ4SML1ewBtrT6JcL6B/62D0ax0sdUj1qkOYN8bERmL53kv497qT2Dy1F1ydVFKHVT9YBUk2TN7dg4jo3uwgAfvh0FUcuZILdycVZg1uJXU4FvFKfHOEqF1wNacYC7aelTqc+sMqSLJhTMCIbJmh+75XqLRx1JPsglL8949kAMC0fs3RQG0bvR7vx8PZAe8MaQMA+N9fqTibkS9xRPXE+44SML1e2liIzIwJGJGtEgSbLwF7f+MZaIq1aB3ihTGx9jXVUlyrIPRrFQSdXsC7v522zbkivUIBKABdKVCYJXU0RGbFBIzIVhXfArRF4rINloAdu5qLtUfEEr7/DGsLB5kPuFob/364JZxUSuw+l40ttjg2mMoR8GwgLrMdGNkY+/uLRWQvDDcs9wDA0UXaWMxMEATjiPDDOzVEhzBvaQOSSISfO/7ZQxwb7L3fz6C03AYHv/aqGM8tP03aOIjMzCwJ2O7du/HUU08hNjYW16+L/5F+++23+Ouvv8xxeCKqDRuufvz95A0cunwLro4qvNpf3nM91tXkh5og0NMZV3KK8NVfqVKHY35eFSVgeTekjYPIzOqcgP3888+Ij4+Hq6srjh49itJScXRmjUaD999/v84BElEt2WgD/BKtDnM2ig3vn+vVGEFetlW6V1Puzg54bUALAMDn284jM79E4ojMzPD95XyQZGPqnIC99957WLx4Mb788ks4Ojoa13fv3h1Hjhyp6+GJqLYM8+cZxlKyEV/9lYrrucVooHbBxJ6c7gwAhnYIRfswbxSV6fBZwnmpwzEvQxuwfJaAkW2pcwKWkpKCnj17VlqvVqs5FRGRlPIq2sx42c6ciLcKy/DFjgsAgFf7N7fdAUhrSKlU4LX+YinY6gNXcPlmocQRmZHh+5vHNmBkW+qcgAUHB+P8+cr/cf3111+cjJtISvnp4rMNJWCLd15AQWk5WjXwwpD2tlW1Wlexjf3Qq1kAyvUC5m22ocFZWQJGNqrOCdiECRPw0ksvYf/+/VAoFEhLS8PKlSvxyiuv4PnnnzdHjERUG4YSA0/bmJonI68Ey/deAgC8Et8MSqXtTbZdV9PjxQ4JG46nIem6RuJozOTOEjBbHOuM7Fat54I0eO2116DX69G3b18UFRWhZ8+ecHZ2xiuvvIIXXnjBHDESUU0Jwu0SMEMJgsx9vu08Ssv1iI7wwUPNA6UOxyq1CVVjcPsQbDiehg//TME3z3SVOqS6M3x/tUVAiQZw9ZY0HCJzqXMJmEKhwL///W/k5OQgKSkJ+/btQ1ZWFt59911zxEdEtVGaD2gr2gHZQAnYlZtFWH3gCgCxlEehYOnX3fyrXzM4KBXYdTYL+y/elDqcunNyA1y8xWVWQ5INMdtArE5OTmjVqhW6du0KDw8Pcx2WiGrDUPrlrAac3KWNxQwWJJxFuV5Aj6b+6NbIT+pwrFqEnzse7yL2fP0k4ZzE0ZgJG+KTDapzAjZnzhx8/fXXldZ//fXX+OCDD+p6eCKqjXzbaf+Vml2IdUfFMaBe6Wffg65W16SHmsBRpcDeCzdx8FKO1OHUnaEakgkY2ZA6J2BLlixBixYtKq1v3bo1Fi9eXNfDE1FtGHtAyr/916Lt56EXgL4tAtHeTqccqqlQb1c8Fl1RCrbVBkrBvNgTkmxPnROw9PR0NGhQ+Y98QEAAbtzgLwuRJAw3Kpk3wL+aU4RfKkq/JvdpInE08jKpd2M4KBX463w2Dl+WeSmYcTR8loCR7ahzAhYWFoY9e/ZUWr9nzx6EhNjO+ENEsmLsASnvKsgluy6gXC/gwSb+6BTuI3U4shLm64bHosV5QBfIvRSMY4GRDarzMBQTJkzA1KlTodVq0adPHwBAQkICXn31VfzrX/+qc4BEVAvGMcDkWwKWkVeCHw+KE4pPYelXrUx+qAnWHL6G3eeyceTKLfkmscZG+JwPkmxHnROw6dOn4+bNm5g0aRLKysogCAJcXV0xY8YMvPbaa+aIkYhqygbGAFu66yLKdHp0ifRBTJSv1OHIUpivG4Z1DMVPh69hyc4LWPJ0Z6lDqh1jI3yWgJHtMMs4YB988AGysrKwb98+nDhxAjk5OZg5cybH6iGSiswTsJsFpVi5/zIAYEqfpvxbUgfP9RKnhNt8OgMXsgokjqaWDN/jopuATittLERmUucSMECsckxISEBmZib0er3JtqqGqCCieiQIdzTCl2cbsOV7L6FEq0e7hmr0bOovdTiy1iTQE3Etg7D1TAa+3HUR/x3eTuqQas7NF1CoAEEHFGbbRO9eojqXgL399tvo168fEhISkJ2djVu3bpk8iMjCim4C+opSAo8gaWOpheIyHb7dJ5Z+PderMUu/zMBQCrb2yHVk5pVIHE0tKFWAe4C4XJAhbSxEZlLnErDFixdj+fLlePrpp80RDxHVlaH0y80fcHCSNpZa+OnwVeQWaRHm64r41vIswbM2nSN9ER3hg8OXb2HZ3kuY0b/y2I1WzyMQKEgHCjKljoTILOpcAlZWVoYHHnjAHLEQkTnIeBBWnV7AV3+lAgDGd4+CSsnSL3N5tqdYCvbdvsvIL5FhOypDaS5LwMhG1DkB++c//4lVq1aZIxYiMgdDAibD6setZzJw6WYRvFwc8H+dw6QOx6bEtQxC4wB35JeUGyc2lxUmYGRj6lwFWVJSgqVLl2Lr1q1o164dHB0dTbbPnz+/rqcgopoorKiikWEC9r/dFwEAT3WLgLuzWfoIUQWlUoFnezbGqz+fwLI9l/BM9yg4qOr8P7jleBoSMFZBkm2o81+4EydOoEOHDgCApKQkk21sPEskgYIs8dnQaFkmjl65hYOXbsFRpcCYByKlDscmDe4Qgg82JeOGpgSbT2dgYFsZVVMbS8DSpY2DyEzqnIBt377dHHEQkbkYqmg8AqWNo4b+t1ts+zW4fSiCvFwkjsY2uTiqMComHJ9uO49le1JlloBVfJ9ZAkY2Qkblz0RULYWGEjD5JGA3NMXYdEos2fhnjyiJo7Fto7pFwEGpwMFLt5B0XSN1ONXHNmBkY8zWyOL06dO4cuUKysrKTNYPHjzYXKcgouowlBDIqARs1f4r0OkFxET5omUDL6nDsWlBXi4Y2LYBNhxPw7I9lzBvRHupQ6oeD7YBI9tS5wTs4sWLGDZsGE6ePAmFQgFBEADcbv+l0+nqegoiqolCeSVgpeU6Y688tv2yjHHdI7HheBp+PZ6G1we2gL+Hs9Qh3Z/h+1xWAJQWAM4e0sZDVEd1roJ86aWXEBUVhczMTLi5ueHUqVPYtWsXOnfujB07dpghRCKqtvIyoLhiBgqZVEH+cTId2QVlCPZywT9aya/nphx1DPdB+zBvlOn0WL1fJkNSOHkAjm7iciFLwUj+6pyAJSYm4p133oG/vz+USiWUSiUefPBBzJkzBy+++KI5YiSi6jK0/1KoAFcfaWOpphWJlwAAo2LC4SinYRFk7pnukQCAb/ddRlm5/t47WwOFgg3xyabU+a+dTqeDp6cnAMDf3x9paWkAgIiICKSkpNT18ERUE4aSAfcAQGn9yczJaxocvZILR5UCI7uGSx2OXRnQpgECPZ2RmV+KP0/JZGgHNsQnG1Lnv9Bt2rTB8ePHAQAxMTH48MMPsWfPHrzzzjto1KhRnQMkohowjAEmk/Zf31SUfg1s2wABnjJoh2RDnByUGNlFnG1glVyqIdkQn2xInROwN998E3q9WHz9zjvvIDU1FT169MDGjRvx6aef1jlAIqoBGY0BdquwDOuPiyXmo2MjpQ3GTj3eNRxKBZB48SYuZBVIHc79sQSMbEide0HGx8cbl5s0aYLk5GTk5OTAx8eHI+ETWZqxCtL6E7AfDl1FWbkebUK90CncW+pw7FKotyseah6IhORMrN5/BW8+0krqkO7NkIDly6TKlOge6qWRiK+vL5MvIikYqyCtexoivV4wDj3xdLcI/r2Q0KhuYtu7n45cQ4nWyocNMnyvC7OljYPIDGpVAjZt2jS8++67cHd3x7Rp0+65LyfjJrIgmUzEve/iTVy+WQRPZwcMah8idTh2rVezQIR6u+J6bjH+SLqBYR0bSh3S3RnmNzX09iWSsVolYEePHoVWqzUuE5GVKJBHFeTqg1cBiJNDuzmZbUIOqgWVUoGRXcIwb8tZrNx3xboTMDd/8ZkJGNmAWv3lu3MCbk7GTWRFjNMQWW8VZE5hGf5MEtvwPMGhJ6zC413CsCDhHA5dvoWU9Hw0D/aUOqSquVckYEU3pY2DyAxqXQVZHQqFAvPmzavNKYioNmTQCH/tkWso04mN79uEqqUOhwAEermgX6sg/JGUjlX7L+PtIW2kDqlqhirIsgJAWww4ukobD1Ed1KoR/tGjR00eX331FZYsWYIdO3Zgx44dWLp0Kb766iuLVU/+97//hUKhwNSpU43rSkpKMHnyZPj5+cHDwwPDhw9HRoZp1+UrV67g4YcfhpubGwIDAzF9+nSUl5dbJGYis9Npb09DZKVtwARBwPcV1Y8ju7D0y5o8GSP+PNYeuY7iMittjO/sCaicxGU2xCeZq3MV5Pz58+Hp6YkVK1bAx0ec+uTWrVsYN24cevToYZ4o7+HgwYNYsmQJ2rVrZ7L+5Zdfxu+//441a9ZArVZjypQpePTRR7Fnzx4A4gj+Dz/8MIKDg7F3717cuHEDo0ePhqOjI95///16j5vI7Aw3JIXSaqchOnz5Fs5nFsDVUYUhHdj43pp0b+yPMF9XXM0pxqZTVtoYX6EQS8HyrovtwLzDpI6IqNbqPAzFvHnzMGfOHGPyBQA+Pj5477336r36saCgAKNGjcKXX35pcn6NRoOvvvoK8+fPR58+fRAdHY1ly5Zh79692LdvHwBg8+bNOH36NL777jt06NABAwYMwLvvvouFCxeirKysXuMmqheGdjGuvlY7DdHqA2Lp1yPtGsDTxVHiaOhOSqUCj3USE5o1h65JHM09uPmJzywBI5mr81/pvLw8ZGVV7pGSlZWF/Pz8uh7+niZPnoyHH34YcXFxJusPHz4MrVZrsr5FixYIDw9HYmIiAHES8bZt2yIo6HZVTXx8PPLy8nDq1Kl6jZuoXhRV3JAMDZWtjKZYi99PiiPfc95H6zQ8OhQKBbD3wk1czSmSOpyqGdqBFTEBI3mrcwI2bNgwjBs3DmvXrsW1a9dw7do1/Pzzzxg/fjweffRRc8RYpe+//x5HjhzBnDlzKm1LT0+Hk5MTvL29TdYHBQUhPT3duM+dyZdhu2FbVUpLS5GXl2fyILIahhIBQwmBldlwPA0lWj2aBXlw5Hsr1dDHDQ82ERP4NYettBSMY4GRjahzArZ48WIMGDAATz75JCIiIhAREYEnn3wS/fv3x6JFi8wRYyVXr17FSy+9hJUrV8LFxaVezlGVOXPmQK1WGx9hYWx/QFakKEd8ttIE7KeKG/qIzmEc+d6KPRYttv36+fA16PWCxNFUwZ1jgZFtqHMC5ubmhkWLFuHmzZvGXpE5OTlYtGgR3N3dzRFjJYcPH0ZmZiY6deoEBwcHODg4YOfOnfj000/h4OCAoKAglJWVITc31+R9GRkZCA4OBgAEBwdX6hVpeG3Y5+9ef/11aDQa4+Pq1avmvzii2rLiKsjzmfk4fjUXKqUCQzqESh0O3UN862B4uTjgem4x9l6wwvG2jAmYFcZGVANma6nr7u6Odu3aoV27dvWWeBn07dsXJ0+exLFjx4yPzp07Y9SoUcZlR0dHJCQkGN+TkpKCK1euIDY2FgAQGxuLkydPIjMz07jPli1b4OXlhVatqp6Q1tnZGV5eXiYPIqthaIRvhSVgPx2+DgB4qHkAAjydJY6G7sXFUYXBFT1Ufzxkhf9ksgqSbITZ5gA5ffo0rly5UqkH4eDBg811CiNPT0+0aWM6UKC7uzv8/PyM68ePH49p06bB19cXXl5eeOGFFxAbG4tu3boBAPr164dWrVrh6aefxocffoj09HS8+eabmDx5MpydeYMgGTK2AbOuEjCdXsAvR8Xqx+GdrHBoA6pkROcwfLfvCjadSoemSAu1mxX1WOV0RGQj6pyAXbx4EcOGDcPJkyehUCggCGKbAUMbD51OmgH9Pv74YyiVSgwfPhylpaWIj483aZOmUqnw22+/4fnnn0dsbCzc3d0xZswYvPPOO5LES1RnVloCtud8NjLySqF2dUSfltY7Qj/d1jZUjRbBnkhOz8eGE2l4uluE1CHdZuwFySpIkrc6V0G+9NJLiIqKQmZmJtzc3HDq1Cns2rULnTt3xo4dO8wQYvXs2LEDCxYsML52cXHBwoULkZOTg8LCQqxdu7ZS266IiAhs3LgRRUVFyMrKwty5c+HgwImBSaYMNyR360rAfj4iln4Nbh8CZweVxNFQdSgUCmNj/J+srRryzkb4ghV2EiCqpjonYImJiXjnnXfg7+8PpVIJpVKJBx98EHPmzMGLL75ojhiJqDqssAQsr0SLP0+Jw7oMj2b1o5wM7RgKlVKB49c0uJBVIHU4txkSsPISoKxQ2liI6qDOCZhOp4OnpycAwN/fH2lp4kCLERERSElJqevhiag6BOGOBMx62oBtPHEDJVo9mgR6oH1DTrwtJ/4ezujZVPwurTt6XeJo7uDkDji6ictsB0YyVucErE2bNjh+/DgAICYmBh9++CH27NmDd955B40aNapzgERUDSW5gL5iInkrKgEzVD8O79SQY3/J0NCO4pAhvxy9bmzfaxWM1ZAcDZ/kq84J2Jtvvgm9Xg8AeOedd5CamooePXpg48aN+PTTT+scIBFVg2EQVicPwNFygxPfy+WbhTh46RaUCmBYR479JUf9WgXD3UmFa7eKcfjyLanDuc1QysvpiEjG6tziPD4+3rjcpEkTJCcnIycnBz4+PvyPl8hSrHAaorVHxGqr7k38Eay2jqSQasbVSYX+bRrg5yPXsPbodXSO9JU6JBHHAiMbUKcSMK1Wi759++LcuXMm6319fZl8EVmSlTXAFwQB64+JCdijnVj6JWeGn9/vJ26gtFyaYYUqYQJGNqBOCZijoyNOnDhhrliIqLasbBqiE9c0uHSzCC6OSvRrVfXUXiQP3Rr5IcjLGZpiLbYnW0nCYxhqhdMRkYzVuQ3YU089ha+++socsRBRbVlZCdj6Y2Jv6H+0Coa7M8fWkzOVUoGhFfN3Wk1vSJaAkQ2o81/G8vJyfP3119i6dSuio6MrzQM5f/78up6CiO7HitqA6fQCfj0hJmBD2odIHA2Zw9COoViy6yK2JWdax9RExtHw2Qif5KvOCVhSUhI6deoEADh79qzJNrYDI7IQQy9IK6iC3HfxJrLyS+Ht5oiezQKkDofMoGUDL+PURL+fvIEnY8KlDYjzQZINqFMCptVqoVQqsXjxYjRt2tRcMRFRTRVZTwmYofH9wLYN4ORQ51YOZCWGdQzFnD+S8cvRa9InYBwHjGwAG+ET2QJjFaS0JWAlWh3+SBKnHmL1o20Z3CEECgVw8NItpOUWSxvMnQmYNQ0QS1QDbIRPZAuspBH+jpQs5JeUo4HaBV2sZcwoMosGalfjz/T3EzekDcbwj4ZeC5RopI2FqJbYCJ/IFhgSMInbgG04LlY/Dm4fAqWSbUBtzaD2ITiQmoPfTqRhQk8Jp5pzdAEc3QFtIVCcA7h6SxcLUS2xET6R3GlLgLICcdlNulKn/BIttp7JBCBWV5HtGdAmGLPWJ+H4NQ0u3yxEhJ/7/d9UX9x8AU0hUGxFUyQR1UCdE7Dt27ebIw4iqi1D6ZdCBbh4SxbGn6cyUFauR5NAD7Rq4CVZHFR//D2c0b2JP3afy8ZvJ25g8kNNpAvG1RvQXAWKmICRPLGLEpHcGUoA3HwBCUudDb0fh7QPYem3DRvUTizd/PV4mrSBuFaU9rIEjGSq1iVgjz76aLX2W7t2bW1PQUTVYbgBufpIFkJ2QSn2nBd7YrL60bbFtw7Gv9edRHJ6Ps5l5KNpkKc0gRi+78U50pyfqI5qnYCp1WpzxkFEtWUFCdifp9KhF4B2DdXStguieqd2c0TPpgFISM7EryduYNo/JErA3FgCRvJW6wRs2bJl5oyDiGrLChIww7AEA9s2kCwGspxB7UOQkJyJ306k4eW4ptJUORu+70UsASN5YhswIrmTOAHLLijFvotiR4CHmYDZhbhWQXB2UOJiViFO38iTJghjGzAmYCRPTMCI5E7iBGxT0u3qxzBfN0liIMvycHZAnxaBAIDfpBqU1dgGjFWQJE9MwIjkzpiASTMG2MaT4g2YpV/2ZVD7270hBSmmAzK0AWMVJMkUEzAiuTNUwUgwGvid1Y9s/2VfHmoeCDcnFa7dKsaxq7mWD4AlYCRzTMCI5K44V3yWoArSUP3YntWPdsfVSYW4lkEAbpeCWjYAtgEjeWMCRiR3ErYBM9x4Wfplnww/940n0y1fDWn4vpdoAL3OsucmMgMmYERyJ1ECxupH6t08AG5OKlzPLUbSdQv3hrzz+24oBSaSESZgRHInUQLG6kdycVThoeZib8iNSRauhlQ5AM4VA4KzHRjJEBMwIjnTlgDaInHZwgmYYfDVh9ux9MueDWgbDAD44+QNCaohvcVntgMjGWICRiRnJbnis0IJOHtZ7LRZ+aXYnypWPw5owwTMnj3UPBDODkpculmE5PR8y56cQ1GQjDEBI5IzQ9WLizegtNyv86aKuR/bh3mz+tHOuTs7oFezAABiKZhFcSgKkjEmYERyJlH7r42G6seK6ieyb8bekEnplj0xh6IgGWMCRiRnEiRgtwrLWP1IJvq0DISjSoHzmQU4l2HBakiWgJGMMQEjkjPDjcfNctMQbUvOhF4AWjbwYvUjAQC8XBzRo2lFNaQlS8HYBoxkjAkYkZxJUAK2+bR4g+3XKshi5yTrN6CNWB1t0VHxWQJGMsYEjEjODP/5WygBK9HqsOtsNgDgH0zA6A7/aBUEB6UCyen5SM0utMxJ2QaMZIwJGJGcWbgE7K9z2SjW6hDq7YrWIZYb9oKsn7ebE2Ib+wEA/rDUoKyG7z2rIEmGmIARyZmFE7AtpzMAiKUdCoXCIuck+TB0yvjjpIXagRnagHEqIpIhJmBEcmbBBEynF7D1zO0EjOjv+rUOglIBnLyuwdWcovo/obENGEvASH6YgBHJmQUTsKNXbuFmYRm8XBzQNcpyvS5JPvw9nI3fjc0VpaX1yvC9LysAysvq/3xEZsQEjEjODFUvFkjADNWPfVoEwlHFPx1UtX6txN6Qf56yQDWkizeAiqpw9oQkmeFfUSI5s1AJmCAIxhKNfq05+j3dXb/WYvX0oUs5uFlQWr8nUyrvmJCbCRjJCxMwIrnSaYGyilHH6zkBu5BVgNTsQjiplOhZMe8fUVUa+rihdYgX9AKQkJxZ/yfkWGAkU0zAiOTK2PNLAbio6/VUf54SS78eaOIHD2eHej0XyZ+hGnKzJaohjWOBMQEjeWECRiRXhhuOixpQqur1VIb2X4YbK9G9xLcRqyF3nctGYWl5/Z6MPSFJppiAEcmVhdp/ZeSV4NjVXABAXMvAej0X2YbmQZ4I93VDWbkeu89l1e/JWAVJMsUEjEiuii0zDZFh7K+O4d4I9HKp13ORbVAoFMa5QjefqufhKJiAkUwxASOSKwuVgBluoBx8lWrC0Ft265kMaHX6+jsREzCSKSZgRHJlgQSsoLQciRduAmD7L6qZ6Agf+Lk7Ia+kHAdS67F9lhsb4ZM8MQEjkisLJGA7U7JQptOjkb87mgR61Nt5yPaolArEtTRUQ9Zjb0hOyE0yxQSMSK4skIBtPi3eOFn9SLVhGJR18+kMCIJQPydhFSTJFBMwIrmq5wRMq9NjW8VAmoYbKVFNdG/iDzcnFW5oSnDyuqZ+TmJMwHLr5/hE9YQJGJFc1XMCtv9iDvJLyuHv4YQOYfU/1yTZHhdHFXo3F2dOqLfekCwBI5liAkYkV/WcgG2pqH6MaxkElVJRL+cg22ccFf90PbUDM3z/y/LF6bmIZIIJGJFc1WMCJgiCcfR7tv+iunioRSAclAqczRDnEzU7FzWAin8QWApGMsIEjEiu6jEBO5WWhzRNCVwdVejexN/sxyf7oXZ1RGxjPwD11BtSqbo9FyoTMJIRJmBEcqTXASUVjZoN4yCZ0eaK0q9ezQLg4li/80yS7TOOin+a7cCIDJiAEclRyR09yly8zX54Q0kFqx/JHP5R0Q7syJVbyMwvMf8JOBgryZAsE7A5c+agS5cu8PT0RGBgIIYOHYqUlBSTfUpKSjB58mT4+fnBw8MDw4cPR0aG6X9fV65cwcMPPww3NzcEBgZi+vTpKC8vt+SlENWOYdBJZy9A5WDWQ1/NKUJyej5USgX6tODk21R3wWoXtG+ohiAACWcyzX8CDsZKMiTLBGznzp2YPHky9u3bhy1btkCr1aJfv34oLLzdwPPll1/Gr7/+ijVr1mDnzp1IS0vDo48+atyu0+nw8MMPo6ysDHv37sWKFSuwfPlyzJw5U4pLIqoZY/svb7Mf2lBN1CXSBz7uTmY/PtknQ2nqlvqohmQVJMmQef91tpBNmzaZvF6+fDkCAwNx+PBh9OzZExqNBl999RVWrVqFPn36AACWLVuGli1bYt++fejWrRs2b96M06dPY+vWrQgKCkKHDh3w7rvvYsaMGZg9ezacnHjjIStWjw3wDcNPcO5HMqd+rYMxd/NZ/HU+G4Wl5XB3NuPthwkYyZAsS8D+TqMR28P4+ortAA4fPgytVou4uDjjPi1atEB4eDgSExMBAImJiWjbti2Cgm63cYmPj0deXh5OnTpV5XlKS0uRl5dn8iCSRD0lYLcKy4wTJ7P9F5lT00APRPi5oaxcj11ns8x7cCZgJEOyT8D0ej2mTp2K7t27o02bNgCA9PR0ODk5wdvb22TfoKAgpKenG/e5M/kybDdsq8qcOXOgVquNj7CwMDNfDVE11VMCti05E3oBaBHsiTBfN7Mem+ybQqEw9oY0ezWkKxvhk/zIPgGbPHkykpKS8P3339f7uV5//XVoNBrj4+rVq/V+TqIq1VMCZhitvF9rVj+S+Rl6QyYkZ0Kr05vvwMYSMDbCJ/mQdQI2ZcoU/Pbbb9i+fTsaNmxoXB8cHIyysjLk5uaa7J+RkYHg4GDjPn/vFWl4bdjn75ydneHl5WXyIJJEPSRgJVoddp3NBnB73CYic4qO8IGvuxM0xVocvGTGZIlVkCRDskzABEHAlClT8Msvv2Dbtm2Iiooy2R4dHQ1HR0ckJCQY16WkpODKlSuIjY0FAMTGxuLkyZPIzLzdJXrLli3w8vJCq1atLHMhRLVVDwnYnvPZKNbqEKJ2QesQ/nNB5qdSKtC3YmgTs1ZDMgEjGZJlAjZ58mR89913WLVqFTw9PZGeno709HQUFxcDANRqNcaPH49p06Zh+/btOHz4MMaNG4fY2Fh069YNANCvXz+0atUKTz/9NI4fP44///wTb775JiZPngxnZ2cpL4/o/uohAdt86vbcjwoFJ9+m+mHo3LH5VAYEQTDPQY0Dseaa53hEFiDLBOyLL76ARqNB79690aBBA+Pjhx9+MO7z8ccf45FHHsHw4cPRs2dPBAcHY+3atcbtKpUKv/32G1QqFWJjY/HUU09h9OjReOedd6S4JKKaMSZg5pmGSKcXkJAsJmBs/0X1qUfTALg4KnE9txhnbuSb56CGf0RK8wCd1jzHJKpnshwHrDr/Nbm4uGDhwoVYuHDhXfeJiIjAxo0bzRkakWWYuQTs6JVbyC4og5eLA7pGmX9uSSIDVycVejQNwJbTGdhyOgOtzFHdbZiMGxBLwTwC6n5MonomyxIwIrtn6O1lppHwDe1xHmoRCEcV/yxQ/TJWQ56uesifGlOqbidhbAdGMsG/tERyo9ffbutihipIQRCM0w9x9HuyhL4tAqFUAKfS8nA9t9g8B2VDfJIZJmBEclOSC6CiGt4MVZAXsgqQml0IJ5USvZqz6obqn5+HMzpHiP88bDVXb0gOxkoywwSMSG4MNxgnD8Ch7nOW/lnR+/GBJn7wMOf8fET3YPZqSJaAkcwwASOSGzM3wDe0/+Lcj2RJhu/b/os50BSboeciR8MnmWECRiQ3ZkzAMvNKcOxqLgAgriUTMLKcSH93NAvyQLlewI6UzPu/4X5YAkYywwSMSG6KDD0g656AbTkjln51CPNGkJdLnY9HVBN3DspaZ25sA0bywgSMSG4MNxi3uveAZPUjScnQ63ZHSiZKy3V1OxhLwEhmmIARyU2xeUrACkrLsff8TQBAfGsmYGR5bUPVCPJyRmGZDnsv3KzbwZiAkcwwASOSGzNNQ7QzJQtlOj2i/N3ROMDDDIER1YxSqTC2Pazz5NyGBKyIjfBJHpiAEcmNmdqAGbr/9+Pk2yQhw9yjW09nQK+vw+TcLAEjmWECRiQ3ZmgDptXpsT1Z7HnG9l8kpW6NfOHh7IDM/FIcv5Zb+wMZB2KtwzGILIgJGJHcmKEN2IHUHOSVlMPP3Qkdw80znhhRbTg7qNC7YgaGOlVDGn4fSjWArtwMkRHVLyZgRHJjhjZgm0+J1Y9xLYOgUrL6kaRlKIWtUwJmmIwbAEo0dYyIqP4xASOSm6K6DcQqCAKHnyCr0rt5IByUCpzLFOclrRWVA+BckYRxNHySASZgRHKiKxerWIBatwE7lZaHNE0JXB1VeLCpvxmDI6odtasjYhv7AQC21GVuSDc2xCf5YAJGJCclubeXXbxrdYjNFaVfPZv5w8VRVfeYiMzALNWQ7AlJMsIEjEhODDcWZ7VY5VILhvZf/6gYhZzIGhjGAzt0+RayC0prdxAmYCQjTMCI5MQ4Bph3rd5+NacIyen5UCqAvi0CzRcXUR2FeLuibagaggBsO1PLybk5GCvJCBMwIjmp4xhghurHLpG+8HF3MldURGZhnJy7ttWQLAEjGWECRiQndRwDzNDA2TD6OJE16VcxJ+nuc1koKqvFWF7GwViZgJH1YwJGJCd1GAMsp7AMB1LFBK4fh58gK9Q8yBNhvq4oLddj97nsmh+AJWAkI0zAiOSkuPZjgG09kwG9ALRs4IUwXzczB0ZUdwqFAv9oKZbObj5Vi2pIJmAkI0zAiOTE0Li4Fm3ADDe0+NYs/SLrZaiG3JacgXKdvmZvNiZgbIRP1o8JGJGcFN0Un2tYAlZUVo7d57IAAPFs/0VWrHOED7zdHHGrSIvDl2tYksUSMJIRJmBEcmJIwNwDavS2nSlZKC3XI9zXDS2CPeshMCLzcFAp0adiiJQa94Z0YyN8kg8mYERyUljRMNnNr0Zv+7Ni8NV+rYKgUHDybbJu/SoGCd5yOgOCIFT/jYYSsBINoNfVQ2RE5sMEjEhOCsVqxJqUgJWV65GQLA5sGd+G1Y9k/Xo284ezgxJXcopwNqOg+m+8c3quEo3Z4yIyJyZgRHKh199uXOxe/Um096feRH5JOfw9nNApvHbjhxFZkpuTAx5sIn7HDVNnVYvKAXD2Epc5Gj5ZOSZgRHJRfAsQKnqF1aAK0lD9GNcyCColqx9JHgy9IbecqWE7MDbEJ5lgAkYkF0UV7b9c1IDKsVpv0euFO4afYPUjyUefFkFQKIAT1zS4oSmu/hsNDfENHVaIrBQTMCK5qEX7r2PXcpGZXwoPZwc80KRmDfeJpBTg6YzoiirzrTXpDeleMcl8YS0n9CayECZgRHJh7AFZ/fZfhtKv3s0D4Oygqo+oiOpNrSbn9qj4B6WglhN6E1kIEzAiuTBUQVazAb4gCMYGzJx8m+TIkIDtu3gTeSXa6r3JUAJWkFVPURGZBxMwIrkoNAzCWr0ELDk9HxezC+HkoMRDzWs2cCuRNWgU4IEmgR7Q6gTsSKlmQuXBKkiSByZgRHJhaANWzSrI30/cAAD0bhYAT5fqNdonsjaGUrAt1a2GNLSRZAkYWTkmYERyYWyEf/8ETBAE/H5STMAebtegPqMiqleGBGxHcibKyqsxOTdLwEgmmIARyYWhUbHn/dtznb6Rh9TsQjg7KNG3ZVA9B0ZUfzo09EaApzPyS8ux50L2/d9gbAPGBIysGxMwIrnIF0u04Hn/Ei1D9eNDzQPh4exQn1ER1SulUoGBFVNo/Xos7f5vMJSAleQC5WX1FxhRHTEBI5IDQQDyDAnYvUvA7qx+fKQ9qx9J/gZ3CAEgzupQor3PJNsu3oCy4p+OQrYDI+vFBIxIDopvAbpScdnj3gnYqbQ8XL5ZBBdHJfq0CLRAcET1q1O4D0K9XVFYpsO25PtULSqVtxvisx0YWTEmYERykF8xIbGrL+Docs9dfz0hVtP0bREENydWP5L8KRQKYynY+mPX7/8GD7YDI+vHBIxIDqrZ/kuvF7Chop0Mez+SLRncXkzAtqdk3X9QVq9Q8VlzrZ6jIqo9/ntMJAf51Wv/te/iTdzQlMDLxYHVj/dRri+HplQDTZkGxdpiFJUXoUhbVOm5VFeKcn05yoVylOvLodPrjMvl+nIoFUrjQ6VQmbx2UDrAReUCN0c3uKhc4OIgPlxVrnBxcIGHkwfUTmp4OXvBy8kLDkr+Sb6bFsGeaBrogXOZBfgzKR3/1zns7jurG4rPTMDIivG3nUgOqlkCtvaoWD3zcLsQuDja39yPpbpSZBZlIrMoE1lFWcgoykBWURZySnKQW5oLTakGt0pvIbc0F/ll+VKHW4mHowe8nLygdlZD7ayGv6u/8RHgGoAAtwD4ufohwDUAHo4eUCgUUodsMQqFAoPbh2DelrPYcDztPglYxTYmYGTFmIARyYGhDdg9SsCKy3T4o6L34/BOoZaIyuKKtEW4VnAN1/IrHhXL6UXpyCzKhKZUU+Njejp6wt3JHW4ObuLD8Y5nRzc4q5zhoHCASqmCg9JBfCjEZ5VCBQEC9IIeOkEHvaA3PnSCDlq9FqXlpSjRlaBYW4xiXTFKyktQUl6C4vJiFGgLoCnVoEBbAAAo0BagQFuAtML7D7fg6uCKEPcQhHiEINQjFKEeoSbLame1zSVogzuICdie89lI15QgWH2X9pAsASMZYAJGJAfVGIJi8+l0FJbpEO7rhugIHwsFZn5avRZX868iNTcVFzUXcVFzEVfyr+Ba/jXklOTc9/3OKmcEugUiwDUAQW5BxlIjH2cfqJ3V8Hb2hreLN7ydva2m2q9cX478snzkleVBU6pBXlkebpXcQnZxNrKKs5BdnC0uF4nLBdoCFJcX44LmAi5oLlR5THdHd0R6RSJSHYlIr0hEqaMQ6RWJCK8IuDjcuyOHtYrwc0fXSF8cuJSDnw5fxZQ+TavekSVgJAPS/+UhovvLvSw++0TedZefDos3m2EdQ2VR8lGuL8flvMtIzknGhdwLSNWICdeVvCsoF8rv+j61sxoNPRqioWdD43MD9wYIdAtEoFsgvJy8ZHH9d3JQOsDHxQc+LtVLnIvLi5FRmIG0wjRcL7iOtALT5+zibBRqC3Hq5imcunnK5L0KKNDAvQEaeTdCM59mxkekOhKOSuufM/TxLmE4cCkHPxy6ikm9m0CprOJnbSgBy7sO6MoBFW91ZH34rSSydoIA3LokLt8lAbt8sxC7z2VDoQAei25osdCqq0hbhLO3ziI5JxnJOclIyUnBudxzKDWMbfY3rg6uiFJHoZG6ERqpGyHCKwJhnmEI9QyFl5OXhaO3Pq4OrmLJljqyyu0l5SW4ln8Nl/Iu4VLeJaRqUo3P+WX5SCtMQ1phGv66/pfxPY5KRzT2bmySlLXyawW1s9pCV1U9A9s2wOxfT+FqTjH2XriJB5tWMTeqRxCgdAT0WqAg/XZCRmRFmIARWbvCbKCsAIDidtXK36w6cAUA0KtZAMJ83SwYXGVlujKk5KTgRPYJnMw+iVPZp3A57zIECJX2dXVwRTOfZmjq09SYbDVSN0KQexCUCo6SU1suDi5o4tMETXyamKwXBAE5JTm4lHcJF3Iv4Oyts8ZHobbQmCDfKdwzHK39W6Otf1u08W+DFr4t4OrgasnLMeHqpMLQDqH4dt9lfH/wStUJmFIJeIWIJceaa0zAyCoxASOydobSL6+QKgdhLS3XYc0hsfpxVEyEBQMTb+jX8q8Zk62TWSdxJucMtPrK4zQFugaiuW9ztPBtYXwO8wxjomVBCoUCfq5+8HP1Q3RQtHG9IAhIK0xDSk6KMSFLzknG1fyruJJ/BVfyr+CP1D8AACqFCo29G6ONfxu082+HjkEdEeUVZdFq38e7hOHbfZex+VQGsvJLEeDpXHkn73AxAbt1CQjvZrHYiKqLCRiRtbuVKj7fpfrxj5PpyCksQwO1Cx5qHlCvoej0OqTcSsGRjCM4nHEYRzKPVNkw3tvZG23926JtQFu09W+Llr4t4efqV6+xUe0pFApj78k+4X2M6zWlGpzKPoWkm0lIyhYfWcVZxiRt7bm1AMSfd8fAjugU2AkdgzqilW8rOKrqrz1Zm1A1OoZ74+iVXHy77zKm/aNZ5Z38mgCXdgPZZ+stDqK6YAJGZO0yz4jP/pVvMoIgYOmuiwCAJ7qGw0Fl3tKkMl0ZTt08hcMZh3E44zCOZR4zDplg4Kh0REvflsZkq51/OzT0bCi7hvBUmdpZjQdCH8ADoQ8Y12UUZiDpZhJOZZ/CsaxjOJl1Ermludh+dTu2X90OQOyJ2sa/DToFdkLn4M7oFNjJ7D0v//lgI0xedQTf7buMSb0bVx73LqCF+JyVYtbzEpkLEzAia5d5WnwOal1p01/ns3H6Rh5cHVV4ulvdqx/1gh5ncs5gX9o+JN5IxLHMY5Uayns4eqBDYAdEB0Wjc1BntPJrBSeVU53PTfIQ5B6EIPcg9A3vCwDQ6rQ4k3MGRzOP4kjGERzNPIpbpbeMSfuXJ7+Eo9IRHQI7ICY4BjENYtDGv02dh/+Ibx2Ehj6uuHarGGuPXMeTMeGmOwRU/MPCBIysFBMwImuXUTGMwN8SMEEQsGi7OAbUyK5h8HGvXRJ0veA6EtMSse/GPuy/sR+5pbkm231dfBEdFI1OgZ0QHRSNZj7NoFLa3yj7VDVHlSPaBbRDu4B2GNN6DARBwKW8SziaeRSHMw5j/439yCjKwMH0gziYfhCfH/sc7o7uiA6KRkxwDLqFdENT76Y1LjF1UCkxrnsU3v3tNJbsuoD/69wQjneWAPs3F59zLnIoCrJK/EYSWbPSAkBzVVwObGmyade5bCRevAknlRL/7NGo2ocsKS/BgfQD2HVtFxLTEnEl/4rJdndHd3QJ6oJuId3QrUE3NFI3YnUiVZtCoUCUOgpR6ig82vRRCIKAy3mXsf/GfuxP348D6QegKdVg17Vd2HVtFwAg0C0QPUJ7oEfDHujWoBvcHd2rda6RXcLwxY4LuHyzCD8cvIqn7iwFdq/oHSnoAG0hoLKu4TSImIARWbPiigbuKmfA9fYgnTq9gDkbxbZho2MjEOp972EBMgozsOv6Luy8uhP7b+xHia7EuE2lUKFdQDvENohFt5BuaOPfRhYDcpI8KBQK45hlj7d4HHpBj5ScFOy/sR/70vfhcPphZBZl4udzP+Pncz/DQemA6MBo9GjYAw+GPnjPfwDcnR3wYt8mmLn+FD5JOIehHUPh4VxxW1M5AUoHQF8OlBUCLkzAyLowASOyZqUVDd6dPU1WL9uTiuT0fHi6OGDyQ00qvU0v6HH65mnsvLYTO6/uxJmcMybbg92D0athLzwY+iA6B3WGh5NHvV0C0Z2UCiVa+rVES7+WGNtmLEp1pTiUfgi7r+/G7mu7cSX/Cvani6Vlcw/NRYh7CHo07IGeDXuia3DXSo35R3YJx1d/peLyzSLM2XgG/xnWVtygUABO7kCJRkzAiKyM3SdgCxcuxEcffYT09HS0b98en332Gbp27Sp1WESi0nzx+Y4E7MyNPHz0p9iw+LUBLYxtv4q0RUi8kWis2skuzja+RwEF2ga0Ra+GvdCrYS8082nGakWyCs4qZ3QP7Y7uod3xWtfXcDnvMv66/hd2X9uNg+kHkVaYhh9SfsAPKT/AReWCmAYx6NmwJ3o27Ilg92A4OSgxZ1hbPPm//Vi5/wr+0SoIvZsHigd38qhIwAruHQSRBOw6Afvhhx8wbdo0LF68GDExMViwYAHi4+ORkpKCwMBAqcMjqpSAXcouxPjlB1FarkfPZgHo1UqF1cmrsfPaThy8cRBl+jLjW90c3NA9tDt6NuyJHqE9OA4XyUKEVwQivCIwquUoFGmLcDD9IHZd24Wd13YioyhDLNW9thMA0MynmTEZeyomDN/tv4oXVh3FygkxaNfQWywBA1gCRlZJIQhC5flB7ERMTAy6dOmCzz//HACg1+sRFhaGF154Aa+99tp935+Xlwe1Wg2NRgMvL/nPT3e3r0JVq/++yvDeqo4hVDkJze1j//09d+5tslzlQe7+9dXrq9pbqHTcqo59e78qjlHVge/Y917HNtlSxTn//l7HlN/gvnEKykJjsLr5B1i85yAKhevw8b0Of/80XCswbUAf6hEqlnKF9ULnoM4cHoJshiAIOHvrLHZf342dV3fiRPYJ6IXbv4tqJzVQ3AIZmSFQlQdjfLeumHTuZbhnnACe/BFoFi9h9GRtrOH+bbcJWFlZGdzc3PDTTz9h6NChxvVjxoxBbm4u1q9fX+k9paWlKC29PSZSXl4ewsLC0H5hC6hcK3fLF+5Rw3O/D722P5S6HFdglZTsKBVKdAzsaKxajFJbdkoYIqnkluTir7S/sOvaLuy5vgd5ZXlV7ucoCFDa5V2O7kVXrMOxycmSJmB2WwWZnZ0NnU6HoKAgk/VBQUFITk6u8j1z5szB22+/XWl9mVIBlZI3Pap/ng7+aOYXiQ4B7dEpqBPaB7SH2pm9u8j+eLt445FGj+CRRo+gXF+O41nH8df1v5CSk4KTmSnI1WYCALQKBcA/z/Q3Oiu4Z9ttAlYbr7/+OqZNm2Z8bSgB+1/XBfDwqHrcGsXffvPvLJz4+7a/73i3rcq7lXDc5e/M7SMp7ty1yn2qfL8Cdy1VqTJKRdXbFHc7/98OoYACd73Eu8Vxl8/r9pXfce5KOyoq7WOy9R6z+1S+xqq33eWUVV6n8u97OzhD4REEJwcHDg9BVAUHpQOig6JNJhjX6XXILtIgK+M8ysvL7vFuskcFBYXogf6SxmC3CZi/vz9UKhUyMjJM1mdkZCA4OLjK9zg7O8PZ2bnS+jZNutlEGzAiIluhUqoQ5OGLIA/2aqfK8vKqrrK2JPPO3CsjTk5OiI6ORkJCgnGdXq9HQkICYmNjJYyMiIiIbJ3dloABwLRp0zBmzBh07twZXbt2xYIFC1BYWIhx48ZJHRoRERHZMLtOwB5//HFkZWVh5syZSE9PR4cOHbBp06ZKDfOJiIiIzMluh6EwB2sYR4SIiIhqxhru33bbBoyIiIhIKkzAiIiIiCyMCRgRERGRhTEBIyIiIrIwJmBEREREFsYEjIiIiMjCmIARERERWRgTMCIiIiILYwJGREREZGF2PRVRXRkmEbCGWdWJiIioegz3bSknA2ICVgc3b94EAISFhUkcCREREdXUzZs3oVarJTk3E7A68PX1BQBcuXJFsh+gVLp06YKDBw9KHYbF8brtC6/bvvC67YdGo0F4eLjxPi4FJmB1oFSKTejUarXdTcatUqns7poBXre94XXbF163/THcxyU5t2RnJlmbPHmy1CFIgtdtX3jd9oXXTZakEKRsgSZzeXl5UKvV0Gg0dvvfAxERkdxYw/2bJWB14OzsjFmzZsHZ2VnqUIiIiKiarOH+zRIwIiIiIgtjCRgRERGRhTEBs0MLFy5EZGQkXFxcEBMTgwMHDhi3Pfvss2jcuDFcXV0REBCAIUOGIDk5+b7HXLNmDVq0aAEXFxe0bdsWGzduNNkuCAJmzpyJBg0awNXVFXFxcTh37pzZr+1e7nXdAJCYmIg+ffrA3d0dXl5e6NmzJ4qLi+95zB07dqBTp05wdnZGkyZNsHz58hqft77d6/wXLlzAsGHDEBAQAC8vL4wYMQIZGRn3Paa1X/euXbswaNAghISEQKFQYN26dcZtWq0WM2bMQNu2beHu7o6QkBCMHj0aaWlp9z2unK8bAMaOHQuFQmHy6N+//32PK/frLigowJQpU9CwYUO4urqiVatWWLx48X2Pe+LECfTo0QMuLi4ICwvDhx9+WGmf+/3tqy9z5sxBly5d4OnpicDAQAwdOhQpKSkm+yxduhS9e/eGl5cXFAoFcnNzq3Vsa/952wyB7Mr3338vODk5CV9//bVw6tQpYcKECYK3t7eQkZEhCIIgLFmyRNi5c6eQmpoqHD58WBg0aJAQFhYmlJeX3/WYe/bsEVQqlfDhhx8Kp0+fFt58803B0dFROHnypHGf//73v4JarRbWrVsnHD9+XBg8eLAQFRUlFBcX1/s1C8L9r3vv3r2Cl5eXMGfOHCEpKUlITk4WfvjhB6GkpOSux7x48aLg5uYmTJs2TTh9+rTw2WefCSqVSti0aVO1z1vf7nX+goICoVGjRsKwYcOEEydOCCdOnBCGDBkidOnSRdDpdHc9phyue+PGjcK///1vYe3atQIA4ZdffjFuy83NFeLi4oQffvhBSE5OFhITE4WuXbsK0dHR9zym3K9bEARhzJgxQv/+/YUbN24YHzk5Ofc8pi1c94QJE4TGjRsL27dvF1JTU4UlS5YIKpVKWL9+/V2PqdFohKCgIGHUqFFCUlKSsHr1asHV1VVYsmSJcZ/q/O2rL/Hx8cKyZcuEpKQk4dixY8LAgQOF8PBwoaCgwLjPxx9/LMyZM0eYM2eOAEC4devWfY8rh5+3rWACZme6du0qTJ482fhap9MJISEhwpw5c6rc//jx4wIA4fz583c95ogRI4SHH37YZF1MTIzw7LPPCoIgCHq9XggODhY++ugj4/bc3FzB2dlZWL16dV0up9rud90xMTHCm2++WaNjvvrqq0Lr1q1N1j3++ONCfHx8tc9b3+51/j///FNQKpWCRqMxbs/NzRUUCoWwZcuWux5TDtd9p6puyH934MABAYBw+fLlu+5jC9c9ZswYYciQITU6ji1cd+vWrYV33nnHZF2nTp2Ef//733c9zqJFiwQfHx+htLTUuG7GjBlC8+bNja/v97fPkjIzMwUAws6dOytt2759e7UTMLn9vOXMrqsg71WEWlJSgsmTJ8PPzw8eHh4YPnx4tapmrLkqrqysDIcPH0ZcXJxxnVKpRFxcHBITEyvtX1hYiGXLliEqKspkuqXIyEjMnj3b+DoxMdHkmAAQHx9vPGZqairS09NN9lGr1YiJianyvOZ2v+vOzMzE/v37ERgYiAceeABBQUHo1asX/vrrL5Pj9O7dG2PHjjW+vt911/TzNrf7nb+0tBQKhcKkF5CLiwuUSqXJtcvtumtDo9FAoVDA29vbuM5Wr3vHjh0IDAxE8+bN8fzzzxunVDOwxet+4IEHsGHDBly/fh2CIGD79u04e/Ys+vXrZ9xn7Nix6N27t/F1YmIievbsCScnJ+O6+Ph4pKSk4NatW8Z97vXZWJJGowGAGo/sLtefty3cv+02Afvhhx8wbdo0zJo1C0eOHEH79u0RHx+PzMxMAMDLL7+MX3/9FWvWrMHOnTuRlpaGRx999J7H3Lt3L5544gmMHz8eR48exdChQzF06FAkJSUZ9/nwww/x6aefYvHixdi/fz/c3d0RHx+PkpKSer1eAMjOzoZOp0NQUJDJ+qCgIKSnpxtfL1q0CB4eHvDw8MAff/yBLVu2mPwRaty4Mfz9/Y2v09PT73lMw/P9zltf7nfdFy9eBADMnj0bEyZMwKZNm9CpUyf07dvX5JcrPDwcDRo0ML6+23Xn5eWhuLi42p93fbnf+bt16wZ3d3fMmDEDRUVFKCwsxCuvvAKdTocbN24Y95fbdddUSUkJZsyYgSeeeMJkPCBbvO7+/fvjm2++QUJCAj744APs3LkTAwYMgE6nM+5ji9f92WefoVWrVmjYsCGcnJzQv39/LFy4ED179jTu06BBA4SHhxtf3+26DdvutY+lr1uv12Pq1Kno3r072rRpU6P3yvHnbSv3b7udimj+/PmYMGECxo0bBwBYvHgxfv/9d3z99dd4/vnn8dVXX2HVqlXo06cPAGDZsmVo2bIl9u3bh27dulV5zE8++QT9+/fH9OnTAQDvvvsutmzZgs8//xyLFy+GIAhYsGAB3nzzTQwZMgQA8M033yAoKAjr1q3DyJEjLXDl9zdq1Cj84x//wI0bNzB37lyMGDECe/bsgYuLCwAgISFB4gjNS6/XAxA7IBi+Dx07dkRCQgK+/vprzJkzB4D4s7IlAQEBWLNmDZ5//nl8+umnUCqVeOKJJ9CpUyeT6Tls7brvpNVqMWLECAiCgC+++MJkmy1e951/Y9q2bYt27dqhcePG2LFjB/r27QvANq/7s88+w759+7BhwwZERERg165dmDx5MkJCQowlOYbfczmaPHkykpKSKpXaV4ccf962cv+2yxKw+xWhHj58GFqt1mR7ixYtEB4eblLEKreqOH9/f6hUqkpFsRkZGQgODjaJqWnTpujZsyd++uknJCcn45dffrnrcYODg+95TMPz/c5bX+533Yb//lq1amWyvWXLlrhy5cpdj3u36/by8oKrq2u1P+/6Up3z9+vXDxcuXEBmZiays7Px7bff4vr162jUqNFdj2vt111dhuTr8uXL2LJly31Hw7aV675To0aN4O/vj/Pnz991H7lfd3FxMd544w3Mnz8fgwYNQrt27TBlyhQ8/vjjmDt37l3fd7frNmy71z6WvO4pU6bgt99+w/bt29GwYcM6H8/af962dP+2ywTsfkWo6enpcHJyMmkPcud2A7lVxTk5OSE6OtqkBEuv1yMhIQGxsbFVvkcQO2qgtLT0rseNjY2tVCq2ZcsW4zGjoqIQHBxssk9eXh72799/1/Oa0/2uOzIyEiEhIZW6cJ89exYRERF3Pe79rrs2n7c51eT8/v7+8Pb2xrZt25CZmYnBgwff9bjWft3VYUi+zp07h61bt8LPz+++77GF6/67a9eu4ebNmyZVUH8n9+vWarXQarWVJl1WqVTG0u+qxMbGYteuXdBqtcZ1W7ZsQfPmzeHj42Pc516fTX0SBAFTpkzBL7/8gm3btiEqKsosx7X2n7dN3b8la/4voevXrwsAhL1795qsnz59utC1a1dh5cqVgpOTU6X3denSRXj11VfvelxHR0dh1apVJusWLlwoBAYGCoIgdlkGIKSlpZns83//93/CiBEjans5NfL9998Lzs7OwvLly4XTp08LEydOFLy9vYX09HThwoULwvvvvy8cOnRIuHz5srBnzx5h0KBBgq+vr0n34j59+gifffaZ8fWePXsEBwcHYe7cucKZM2eEWbNmVTkMhbe3t7B+/XrjcAeWHobibtctCGJ3bS8vL2HNmjXCuXPnhDfffFNwcXEx6f359NNPC6+99prxtaG79vTp04UzZ84ICxcurLK79r3OK/V1f/3110JiYqJw/vx54dtvvxV8fX2FadOmmRxDjtedn58vHD16VDh69KgAQJg/f75w9OhR4fLly0JZWZkwePBgoWHDhsKxY8dMhmS4s8ebrV13fn6+8MorrwiJiYlCamqqsHXrVqFTp05C06ZNTYZbsbXrFgRB6NWrl9C6dWth+/btwsWLF4Vly5YJLi4uwqJFi4zHeO2114Snn37a+Do3N1cICgoSnn76aSEpKUn4/vvvBTc3t0rDUNzvb199ef755wW1Wi3s2LHD5DtcVFRk3OfGjRvC0aNHhS+//FIAIOzatUs4evSocPPmTeM+cvt529L92y4TsNLSUkGlUlXqqjx69Ghh8ODBQkJCQpVddsPDw4X58+ff9bhhYWHCxx9/bLJu5syZQrt27QRBEIQLFy4IAISjR4+a7NOzZ0/hxRdfrO3l1Nhnn30mhIeHC05OTkLXrl2Fffv2CYIgfrEHDBggBAYGCo6OjkLDhg2FJ598UkhOTjZ5f0REhDBr1iyTdT/++KPQrFkzwcnJSWjdurXw+++/m2zX6/XCW2+9JQQFBQnOzs5C3759hZSUlHq9zr+723UbzJkzR2jYsKHg5uYmxMbGCrt37zbZ3qtXL2HMmDEm67Zv3y506NBBcHJyEho1aiQsW7asxuetb/c6/4wZM4SgoCDB0dFRaNq0qTBv3jxBr9ebvF+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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", - "\n", - "# times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", - "times_utc = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz).tz_convert('utc')\n", - "\n", - "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# apparent_zenith = solpos['apparent_zenith']\n", - "apparent_zenith_utc = solpos_utc['apparent_zenith']\n", - "\n", - "# airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", - "airmass_utc = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc.tz_convert('utc')).tz_convert(tz)\n", - "airmass_utc2 = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc)\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "airmass2_utc = pvlib.atmosphere.get_absolute_airmass(airmass_utc.tz_convert('utc'), pressure).tz_convert(tz)\n", - "airmass2_utc2 = pvlib.atmosphere.get_absolute_airmass(airmass_utc, pressure)\n", - "\n", - "# linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", - "linke_turbidity_utc = pvlib.clearsky.lookup_linke_turbidity(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", - "\n", - "\n", - "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", - "ineichen_utc = clearsky.ineichen(apparent_zenith_utc.tz_convert('utc'), airmass2_utc.tz_convert('utc'), linke_turbidity_utc.tz_convert('utc'), altitude, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", - "ineichen_utc2 = clearsky.ineichen(apparent_zenith_utc, airmass2_utc, linke_turbidity_utc, altitude, dni_extra_utc)\n", - "\n", - "plt.figure();\n", - "\n", - "# ax = ineichen.plot()\n", - "ax = ineichen_utc.plot()\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "ax.set_title('Ineichen Clear Sky Model');\n", - "\n", - "ax.legend(loc=2);" - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solpos.equals(solpos_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 39, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 39, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass.equals(airmass_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 40, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 40, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass_utc.equals(airmass_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 41, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 41, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass2.equals(airmass2_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 42, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 42, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass2_utc.equals(airmass2_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 43, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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01
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ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 45, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert ineichen.index.equals(ineichen_utc.index)\n", - "assert not ((ineichen < 0).any().any() or (ineichen_utc < 0).any().any())\n", - "print(len(ineichen))\n", - "df = ineichen.join(ineichen_utc, how = 'outer', rsuffix = '_utc')[~ ineichen.fillna(-1).eq(ineichen_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 46, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 46, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert ineichen_utc.index.equals(ineichen_utc2.index)\n", - "assert not ((ineichen_utc < 0).any().any() or (ineichen_utc2 < 0).any().any())\n", - "print(len(ineichen_utc))\n", - "df = ineichen_utc.join(ineichen_utc2, how = 'outer', rsuffix = '_utc')[~ ineichen_utc.fillna(-1).eq(ineichen_utc2.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 47, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 47, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ineichen_utc.equals(ineichen_utc2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input data types determine the returned output type. Array input\n", - "results in an OrderedDict of array output, and Series input results in a\n", - "DataFrame output. The keys are 'ghi', 'dni', and 'dhi'.\n", - "\n", - "Grid with a clear sky irradiance for a few turbidity values." - ] - }, - { - "cell_type": "code", - "execution_count": 48, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "climatological linke_turbidity = 3.3247187176482633\n" - ] - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", - "\n", - "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "\n", - "apparent_zenith = solpos['apparent_zenith']\n", - "\n", - "airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "airmass2 = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "\n", - "linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", - "\n", - "print('climatological linke_turbidity = {}'.format(linke_turbidity.mean()))\n", - "\n", - "\n", - "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "\n", - "linke_turbidities = [linke_turbidity.mean(), 2, 4]\n", - "\n", - "fig, axes = plt.subplots(ncols=3, nrows=1, sharex=True, sharey=True, squeeze=True, figsize=(12, 4))\n", - "\n", - "axes = axes.flatten()\n", - "\n", - "# for linke_turbidity, ax in zip(linke_turbidities, axes):\n", - "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", - "# ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity));\n", - "for linke_turbidity2, ax in zip(linke_turbidities, axes):\n", - " ineichen = clearsky.ineichen(apparent_zenith, airmass2, linke_turbidity2, altitude, dni_extra)\n", - " ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity2));\n", - "\n", - "\n", - "ax.legend(loc=1);" - ] - }, - { - "cell_type": "code", - "execution_count": 49, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "climatological linke_turbidity = 3.3247187176482633\n" - ] - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", - "times_utc = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz).tz_convert('utc')\n", - "\n", - "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# apparent_zenith = solpos['apparent_zenith']\n", - "apparent_zenith_utc = solpos_utc['apparent_zenith']\n", - "\n", - "# airmass = pvlib.atmosphere.get_relative_airmass(apparent_zenith)\n", - "airmass_utc = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc.tz_convert('utc')).tz_convert(tz)\n", - "airmass_utc2 = pvlib.atmosphere.get_relative_airmass(apparent_zenith_utc)\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# airmass = pvlib.atmosphere.get_absolute_airmass(airmass, pressure)\n", - "airmass2_utc = pvlib.atmosphere.get_absolute_airmass(airmass_utc.tz_convert('utc'), pressure).tz_convert(tz)\n", - "airmass2_utc2 = pvlib.atmosphere.get_absolute_airmass(airmass_utc, pressure)\n", - "\n", - "# linke_turbidity = pvlib.clearsky.lookup_linke_turbidity(times, latitude, longitude)\n", - "linke_turbidity_utc = pvlib.clearsky.lookup_linke_turbidity(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# print('climatological linke_turbidity = {}'.format(linke_turbidity.mean()))\n", - "print('climatological linke_turbidity = {}'.format(linke_turbidity_utc.mean()))\n", - "\n", - "\n", - "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", - "\n", - "# linke_turbidities = [linke_turbidity.mean(), 2, 4]\n", - "linke_turbidities_utc = [linke_turbidity_utc.mean(), 2, 4]\n", - "\n", - "fig, axes = plt.subplots(ncols=3, nrows=1, sharex=True, sharey=True, squeeze=True, figsize=(12, 4))\n", - "\n", - "axes = axes.flatten()\n", - "\n", - "# for linke_turbidity, ax in zip(linke_turbidities_utc, axes):\n", - "# ineichen = clearsky.ineichen(apparent_zenith, airmass, linke_turbidity, altitude, dni_extra)\n", - "# ineichen.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity));\n", - "for linke_turbidity2_utc, ax in zip(linke_turbidities_utc, axes):\n", - " ineichen_utc = clearsky.ineichen(apparent_zenith_utc.tz_convert('utc'), airmass2_utc.tz_convert('utc'), linke_turbidity2_utc, altitude, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", - " ineichen_utc2 = clearsky.ineichen(apparent_zenith_utc, airmass2_utc, linke_turbidity2_utc, altitude, dni_extra_utc)\n", - " ineichen_utc.plot(ax=ax, title='Linke turbidity = {:0.1f}'.format(linke_turbidity2_utc));\n", - "\n", - "\n", - "ax.legend(loc=1);" - ] - }, - { - "cell_type": "code", - "execution_count": 50, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 50, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solpos.equals(solpos_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 51, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 51, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass.equals(airmass_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 52, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 52, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass_utc.equals(airmass_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 53, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 53, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass2.equals(airmass2_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 54, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 54, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "airmass2_utc.equals(airmass2_utc2)" - ] - }, - { - "cell_type": "code", - "execution_count": 55, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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ghidnidhighi_utcdni_utcdhi_utc
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 57, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert ineichen.index.equals(ineichen_utc.index)\n", - "assert not ((ineichen < 0).any().any() or (ineichen_utc < 0).any().any())\n", - "print(len(ineichen))\n", - "df = ineichen.join(ineichen_utc, how = 'outer', rsuffix = '_utc')[~ ineichen.fillna(-1).eq(ineichen_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 58, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 58, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "ineichen_utc.equals(ineichen_utc2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Validation\n", - "^^^^^^^^^^\n", - "\n", - "See [Ine02]_, [Ren12]_." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Simplified Solis\n", - "----------------\n", - "\n", - "The Simplified Solis model parameterizes irradiance in terms of\n", - "precipitable water and aerosol optical depth [Ine08ss]_. pvlib-python\n", - "implements this model in the :py:func:`pvlib.clearsky.simplified_solis`\n", - "function." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Aerosol and precipitable water data\n", - "^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n", - "\n", - "There are a number of sources for aerosol and precipitable water data\n", - "of varying accuracy, global coverage, and temporal resolution.\n", - "Ground based aerosol data can be obtained from\n", - "`Aeronet `_. Precipitable water can be\n", - "derived from surface relative humidity using functions such as\n", - ":py:func:`pvlib.atmosphere.gueymard94_pw`.\n", - "Numerous gridded products from satellites, weather models, and climate models\n", - "contain one or both of aerosols and precipitable water. Consider data\n", - "from the `ECMWF ERA5 `_,\n", - "`NASA MERRA-2 `_,\n", - "and `SoDa `_.\n", - "\n", - "Aerosol optical depth (AOD) is a function of wavelength, and the Simplified\n", - "Solis model requires AOD at 700 nm.\n", - ":py:func:`~pvlib.atmosphere.angstrom_aod_at_lambda` is useful for converting\n", - "AOD between different wavelengths using the Angstrom turbidity model. The\n", - "Angstrom exponent, :math:`\\alpha`, can be calculated from AOD at two\n", - "wavelengths with :py:func:`~pvlib.atmosphere.angstrom_alpha`.\n", - "[Ine08con]_, [Ine16]_, [Ang61]_." - ] - }, - { - "cell_type": "code", - "execution_count": 59, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "compare AOD at 700-nm = 2.33931, to estimated broadband AOD = 2.52936, with alpha = 1.16745\n" - ] - } - ], - "source": [ - "aod1240nm = 1.2 # fictitious AOD measured at 1240-nm\n", - "\n", - "aod550nm = 3.1 # fictitious AOD measured at 550-nm\n", - "\n", - "alpha_exponent = atmosphere.angstrom_alpha(aod1240nm, 1240, aod550nm, 550)\n", - "\n", - "aod700nm = atmosphere.angstrom_aod_at_lambda(aod1240nm, 1240, alpha_exponent, 700)\n", - "\n", - "aod380nm = atmosphere.angstrom_aod_at_lambda(aod550nm, 550, alpha_exponent, 380)\n", - "\n", - "aod500nm = atmosphere.angstrom_aod_at_lambda(aod550nm, 550, alpha_exponent, 500)\n", - "\n", - "aod_bb = atmosphere.bird_hulstrom80_aod_bb(aod380nm, aod500nm)\n", - "\n", - "print('compare AOD at 700-nm = {:g}, to estimated broadband AOD = {:g}, '\n", - " 'with alpha = {:g}'.format(aod700nm, aod_bb, alpha_exponent))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Examples\n", - "^^^^^^^^\n", - "\n", - "A clear sky time series using only basic pvlib functions." - ] - }, - { - "cell_type": "code", - "execution_count": 60, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", - "\n", - "times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", - "\n", - "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "\n", - "apparent_elevation = solpos['apparent_elevation']\n", - "\n", - "aod700 = 0.1\n", - "\n", - "precipitable_water = 1\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "\n", - "\n", - "solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water,\n", - " pressure, dni_extra)\n", - "\n", - "\n", - "ax = solis.plot();\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "ax.set_title('Simplified Solis Clear Sky Model');\n", - "\n", - "ax.legend(loc=2);" - ] - }, - { - "cell_type": "code", - "execution_count": 61, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "latitude, longitude, tz, altitude, name = 32.2, -111, 'US/Arizona', 700, 'Tucson'\n", - "\n", - "# times = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz)\n", - "times_utc = pd.date_range(start='2014-01-01', end='2014-01-02', freq='1Min', tz=tz).tz_convert('utc')\n", - "\n", - "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# apparent_elevation = solpos['apparent_elevation']\n", - "apparent_elevation_utc = solpos_utc['apparent_elevation']\n", - "\n", - "aod700 = 0.1\n", - "\n", - "precipitable_water = 1\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", - "\n", - "\n", - "# solis = clearsky.simplified_solis(apparent_elevation, aod700, precipitable_water,\n", - "# pressure, dni_extra)\n", - "solis_utc = clearsky.simplified_solis(apparent_elevation_utc.tz_convert('utc'), aod700, precipitable_water,\n", - " pressure, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", - "solis_utc2 = clearsky.simplified_solis(apparent_elevation_utc, aod700, precipitable_water,\n", - " pressure, dni_extra_utc)\n", - "\n", - "\n", - "# ax = solis.plot();\n", - "ax = solis_utc.plot();\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "ax.set_title('Simplified Solis Clear Sky Model');\n", - "\n", - "ax.legend(loc=2);" - ] - }, - { - "cell_type": "code", - "execution_count": 62, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 62, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solpos.equals(solpos_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 63, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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ghidnidhighi_utcdni_utcdhi_utc
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 64, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert solis.index.equals(solis_utc.index)\n", - "assert not ((solis < 0).any().any() or (solis_utc < 0).any().any())\n", - "print(len(solis))\n", - "df = solis.join(solis_utc, how = 'outer', rsuffix = '_utc')[~ solis.fillna(-1).eq(solis_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 65, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 65, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solis_utc.equals(solis_utc2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The input data types determine the returned output type. Array input\n", - "results in an OrderedDict of array output, and Series input results in a\n", - "DataFrame output. The keys are 'ghi', 'dni', and 'dhi'.\n", - "\n", - "Irradiance as a function of solar elevation." - ] - }, - { - "cell_type": "code", - "execution_count": 66, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np" - ] - }, - { - "cell_type": "code", - "execution_count": 67, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "apparent_elevation = pd.Series(np.linspace(-10, 90, 101))\n", - "\n", - "aod700 = 0.1\n", - "\n", - "precipitable_water = 1\n", - "\n", - "pressure = 101325\n", - "\n", - "dni_extra = 1364\n", - "\n", - "solis = clearsky.simplified_solis(apparent_elevation, aod700,\n", - " precipitable_water, pressure, dni_extra)\n", - "\n", - "\n", - "ax = solis.plot();\n", - "\n", - "ax.set_xlabel('Apparent elevation (deg)');\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "ax.set_title('Irradiance vs Solar Elevation')\n", - "\n", - "\n", - "ax.legend(loc=2);" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Grid with clear sky irradiance for a few PW and AOD values." - ] - }, - { - "cell_type": "code", - "execution_count": 68, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", - "\n", - "solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "\n", - "apparent_elevation = solpos['apparent_elevation']\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "\n", - "aod700 = [0.01, 0.1]\n", - "\n", - "precipitable_water = [0.5, 5]\n", - "\n", - "fig, axes = plt.subplots(ncols=2, nrows=2, sharex=True, sharey=True, squeeze=True)\n", - "\n", - "axes = axes.flatten()\n", - "\n", - "for (aod, pw), ax in zip(itertools.chain(itertools.product(aod700, precipitable_water)), axes):\n", - " cs = clearsky.simplified_solis(apparent_elevation, aod, pw, pressure, dni_extra)\n", - " cs.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))" - ] - }, - { - "cell_type": "code", - "execution_count": 69, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# times = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz)\n", - "times_utc = pd.date_range(start='2014-09-01', end='2014-09-02', freq='1Min', tz=tz).tz_convert('utc')\n", - "\n", - "# solpos = pvlib.solarposition.get_solarposition(times, latitude, longitude)\n", - "solpos_utc = pvlib.solarposition.get_solarposition(times_utc, latitude, longitude).tz_convert(tz)\n", - "\n", - "# apparent_elevation = solpos['apparent_elevation']\n", - "apparent_elevation_utc = solpos_utc['apparent_elevation']\n", - "\n", - "pressure = pvlib.atmosphere.alt2pres(altitude)\n", - "\n", - "# dni_extra = pvlib.irradiance.get_extra_radiation(times)\n", - "dni_extra_utc = pvlib.irradiance.get_extra_radiation(times_utc).tz_convert(tz)\n", - "\n", - "aod700 = [0.01, 0.1]\n", - "\n", - "precipitable_water = [0.5, 5]\n", - "\n", - "fig, axes = plt.subplots(ncols=2, nrows=2, sharex=True, sharey=True, squeeze=True)\n", - "\n", - "axes = axes.flatten()\n", - "\n", - "for (aod, pw), ax in zip(itertools.chain(itertools.product(aod700, precipitable_water)), axes):\n", - " # cs = clearsky.simplified_solis(apparent_elevation, aod, pw, pressure, dni_extra)\n", - " # cs.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))\n", - " cs_utc = clearsky.simplified_solis(apparent_elevation_utc.tz_convert('utc'), aod, pw, pressure, dni_extra_utc.tz_convert('utc')).tz_convert(tz)\n", - " cs_utc2 = clearsky.simplified_solis(apparent_elevation_utc, aod, pw, pressure, dni_extra_utc)\n", - " cs_utc.plot(ax=ax, title='aod700={}, pw={}'.format(aod, pw))" - ] - }, - { - "cell_type": "code", - "execution_count": 70, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 70, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "solpos.equals(solpos_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 71, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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01
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" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [0, 1]\n", - "Index: []" - ] - }, - "execution_count": 71, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert dni_extra.index.equals(dni_extra_utc.index)\n", - "assert not ((dni_extra < 0).any() or (dni_extra_utc < 0).any())\n", - "print(len(dni_extra))\n", - "df = pd.concat([dni_extra, dni_extra_utc], axis = 'columns', join = 'outer')[~ dni_extra.fillna(-1).eq(dni_extra_utc.fillna(-1))]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 72, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "1441\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
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ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 72, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert cs.index.equals(cs_utc.index)\n", - "assert not ((cs < 0).any().any() or (cs_utc < 0).any().any())\n", - "print(len(cs))\n", - "df = cs.join(cs_utc, how = 'outer', rsuffix = '_utc')[~ cs.fillna(-1).eq(cs_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "code", - "execution_count": 73, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 73, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cs_utc.equals(cs_utc2)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Contour plots of irradiance as a function of both PW and AOD." - ] - }, - { - "cell_type": "code", - "execution_count": 74, - "metadata": {}, - "outputs": [], - "source": [ - "aod700 = np.linspace(0, 0.5, 101)\n", - "\n", - "precipitable_water = np.linspace(0, 10, 101)\n", - "\n", - "apparent_elevation = 70\n", - "\n", - "pressure = 101325\n", - "\n", - "dni_extra = 1364\n", - "\n", - "aod700, precipitable_water = np.meshgrid(aod700, precipitable_water)\n", - "\n", - "\n", - "solis = clearsky.simplified_solis(apparent_elevation, aod700,\n", - " precipitable_water, pressure,\n", - " dni_extra)\n", - "\n", - "\n", - "n = 15\n", - "\n", - "vmin = None\n", - "\n", - "vmax = None\n", - "\n", - "def plot_solis(key):\n", - " irrad = solis[key]\n", - " fig, ax = plt.subplots()\n", - " im = ax.contour(aod700, precipitable_water, irrad[:, :], n, vmin=vmin, vmax=vmax)\n", - " imf = ax.contourf(aod700, precipitable_water, irrad[:, :], n, vmin=vmin, vmax=vmax)\n", - " ax.set_xlabel('AOD')\n", - " ax.set_ylabel('Precipitable water (cm)')\n", - " ax.clabel(im, colors='k', fmt='%.0f')\n", - " fig.colorbar(imf, label='{} (W/m**2)'.format(key))\n", - " ax.set_title('{}, elevation={}'.format(key, apparent_elevation))" - ] - }, - { - "cell_type": "code", - "execution_count": 75, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "plot_solis('ghi')\n", - "\n", - "\n", - "plot_solis('dni')\n", - "\n", - "\n", - "plot_solis('dhi')" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Validation\n", - "^^^^^^^^^^\n", - "\n", - "See [Ine16]_." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Detect Clearsky\n", - "---------------\n", - "\n", - "The :py:func:`~pvlib.clearsky.detect_clearsky` function implements the\n", - "[Ren16]_ algorithm to detect the clear and cloudy points of a time\n", - "series. The algorithm was designed and validated for analyzing GHI time\n", - "series only. Users may attempt to apply it to other types of time series\n", - "data using different filter settings, but should be skeptical of the\n", - "results.\n", - "\n", - "The algorithm detects clear sky times by comparing statistics for a\n", - "measured time series and an expected clearsky time series. Statistics\n", - "are calculated using a sliding time window (e.g., 10 minutes). An\n", - "iterative algorithm identifies clear periods, uses the identified\n", - "periods to estimate bias in the clearsky data, scales the clearsky data\n", - "and repeats.\n", - "\n", - "Clear times are identified by meeting 5 criteria. Default values for\n", - "these thresholds are appropriate for 10 minute windows of 1 minute GHI\n", - "data.\n", - "\n", - "Next, we show a simple example of applying the algorithm to synthetic\n", - "GHI data. We first generate and plot the clear sky and measured data.\n" - ] - }, - { - "cell_type": "code", - "execution_count": 76, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "abq = Location(35.04, -106.62, altitude=1619)\n", - "\n", - "times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", - "\n", - "cs = abq.get_clearsky(times)\n", - "\n", - "\n", - "ghi = cs['ghi']*.953\n", - "\n", - "\n", - "ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "\n", - "\n", - "ghi['2012-04-01 10:56:00'] = 950\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "ghi.plot(label='input');\n", - "\n", - "cs['ghi'].plot(label='ineichen clear');\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.legend(loc=4);" - ] - }, - { - "cell_type": "code", - "execution_count": 77, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "abq = Location(35.04, -106.62, altitude=1619)\n", - "\n", - "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", - "times_utc = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min').tz_convert('utc')\n", - "\n", - "# cs = abq.get_clearsky(times)\n", - "cs_utc = abq.get_clearsky(times_utc).tz_convert(times.tz)\n", - "\n", - "\n", - "# ghi = cs['ghi']*.953\n", - "ghi_utc = cs_utc['ghi']*.953\n", - "\n", - "\n", - "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "ghi_utc['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "\n", - "\n", - "# ghi['2012-04-01 10:56:00'] = 950\n", - "ghi_utc['2012-04-01 10:56:00'] = 950\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# ghi.plot(label='input');\n", - "ghi_utc.plot(label='input');\n", - "\n", - "# cs['ghi'].plot(label='ineichen clear');\n", - "cs_utc['ghi'].plot(label='ineichen clear');\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.legend(loc=4);" - ] - }, - { - "cell_type": "code", - "execution_count": 78, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 78, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "cs.equals(cs_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 79, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "abq = Location(35.04, -106.62, altitude=1619)\n", - "\n", - "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=30, freq='1min')\n", - "times_3000 = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=3000, freq='1min')\n", - "\n", - "# cs = abq.get_clearsky(times)\n", - "cs_3000 = abq.get_clearsky(times_3000)\n", - "\n", - "\n", - "# ghi = cs['ghi']*.953\n", - "ghi_3000 = cs_3000['ghi']*.953\n", - "\n", - "\n", - "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "ghi_3000['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "\n", - "\n", - "# ghi['2012-04-01 10:56:00'] = 950\n", - "ghi_3000['2012-04-01 10:56:00'] = 950\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# ghi.plot(label='input');\n", - "ghi_3000.plot(label='input');\n", - "\n", - "# cs['ghi'].plot(label='ineichen clear');\n", - "cs_3000['ghi'].plot(label='ineichen clear');\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.legend(loc=4);" - ] - }, - { - "cell_type": "code", - "execution_count": 80, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "abq = Location(35.04, -106.62, altitude=1619)\n", - "\n", - "# times = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=300, freq='1min')\n", - "times_3000_utc = pd.date_range(start='2012-04-01 10:30:00', tz='Etc/GMT+7', periods=3000, freq='1min').tz_convert('utc')\n", - "\n", - "# cs = abq.get_clearsky(times)\n", - "cs_3000_utc = abq.get_clearsky(times_3000_utc).tz_convert(times.tz)\n", - "\n", - "\n", - "# ghi = cs['ghi']*.953\n", - "ghi_3000_utc = cs_3000_utc['ghi']*.953\n", - "\n", - "\n", - "# ghi['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "ghi_3000_utc['2012-04-01 10:42:00':'2012-04-01 10:44:00'] = [500, 300, 400]\n", - "\n", - "\n", - "# ghi['2012-04-01 10:56:00'] = 950\n", - "ghi_3000_utc['2012-04-01 10:56:00'] = 950\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# ghi.plot(label='input');\n", - "ghi_3000_utc.plot(label='input');\n", - "\n", - "# cs['ghi'].plot(label='ineichen clear');\n", - "cs_3000_utc['ghi'].plot(label='ineichen clear');\n", - "\n", - "ax.set_ylabel('Irradiance $W/m^2$');\n", - "\n", - "plt.legend(loc=4);" - ] - }, - { - "cell_type": "code", - "execution_count": 81, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "3000\n", - "Index([], dtype='int32') 0\n" - ] - }, - { - "data": { - "text/html": [ - "
\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
ghidnidhighi_utcdni_utcdhi_utc
\n", - "
" - ], - "text/plain": [ - "Empty DataFrame\n", - "Columns: [ghi, dni, dhi, ghi_utc, dni_utc, dhi_utc]\n", - "Index: []" - ] - }, - "execution_count": 81, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "assert cs_3000.index.equals(cs_3000_utc.index)\n", - "assert not ((cs_3000 < 0).any().any() or (cs_3000_utc < 0).any().any())\n", - "print(len(cs_3000))\n", - "df = cs_3000.join(cs_3000_utc, how = 'outer', rsuffix = '_utc')[~ cs_3000.fillna(-1).eq(cs_3000_utc.fillna(-1)).all(axis = 'columns')]\n", - "print(df.index.hour.unique(), df.index.minute.nunique())\n", - "df" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Now we run the synthetic data and clear sky estimate through the\n", - ":py:func:`~pvlib.clearsky.detect_clearsky` function." - ] - }, - { - "cell_type": "code", - "execution_count": 82, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "clear_samples.astype(int).plot();\n", - "\n", - "ax.set_ylabel('Clear (1) or Cloudy (0)');" - ] - }, - { - "cell_type": "code", - "execution_count": 83, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", - "clear_samples_utc = clearsky.detect_clearsky(ghi_utc, cs_utc['ghi'])\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# clear_samples.astype(int).plot();\n", - "clear_samples_utc.astype(int).plot();\n", - "\n", - "ax.set_ylabel('Clear (1) or Cloudy (0)');" - ] - }, - { - "cell_type": "code", - "execution_count": 84, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 84, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clear_samples.equals(clear_samples_utc)" - ] - }, - { - "cell_type": "code", - "execution_count": 85, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", - "clear_samples_3000 = clearsky.detect_clearsky(ghi_3000, cs_3000['ghi'])\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# clear_samples.astype(int).plot();\n", - "clear_samples_3000.astype(int).plot();\n", - "\n", - "ax.set_ylabel('Clear (1) or Cloudy (0)');" - ] - }, - { - "cell_type": "code", - "execution_count": 86, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# clear_samples = clearsky.detect_clearsky(ghi, cs['ghi'])\n", - "clear_samples_3000_utc = clearsky.detect_clearsky(ghi_3000_utc, cs_3000_utc['ghi'])\n", - "\n", - "fig, ax = plt.subplots()\n", - "\n", - "# clear_samples.astype(int).plot();\n", - "clear_samples_3000_utc.astype(int).plot();\n", - "\n", - "ax.set_ylabel('Clear (1) or Cloudy (0)');" - ] - }, - { - "cell_type": "code", - "execution_count": 87, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "True" - ] - }, - "execution_count": 87, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "clear_samples_3000.equals(clear_samples_3000_utc)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "The algorithm detected the cloud event and the overirradiance event." - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "References\n", - "----------\n", - "\n", - ".. [Ine02] P. Ineichen and R. Perez, \"A New airmass independent formulation for\n", - " the Linke turbidity coefficient\", Solar Energy, 73, pp. 151-157,\n", - " 2002.\n", - "\n", - ".. [Ine08ss] P. Ineichen, \"A broadband simplified version of the\n", - " Solis clear sky model,\" Solar Energy, 82, 758-762 (2008).\n", - "\n", - ".. [Ine16] P. Ineichen, \"Validation of models that estimate the clear\n", - " sky global and beam solar irradiance,\" Solar Energy, 132,\n", - " 332-344 (2016).\n", - "\n", - ".. [Ine08con] P. Ineichen, \"Conversion function between the Linke turbidity\n", - " and the atmospheric water vapor and aerosol content\", Solar Energy,\n", - " 82, 1095 (2008).\n", - "\n", - ".. [Ren12] M. Reno, C. Hansen, and J. Stein, \"Global Horizontal Irradiance Clear\n", - " Sky Models: Implementation and Analysis\", Sandia National\n", - " Laboratories, SAND2012-2389, 2012.\n", - "\n", - ".. [Ren16] Reno, M.J. and C.W. Hansen, \"Identification of periods of clear\n", - " sky irradiance in time series of GHI measurements\" Renewable Energy,\n", - " v90, p. 520-531, 2016.\n", - "\n", - ".. [Mol98] B. Molineaux, P. Ineichen, and N. O’Neill, “Equivalence of\n", - " pyrheliometric and monochromatic aerosol optical depths at a single key\n", - " wavelength.,” Appl. Opt., vol. 37, no. 30, pp. 7008–18, Oct. 1998.\n", - "\n", - ".. [Kas96] F. Kasten, “The linke turbidity factor based on improved values\n", - " of the integral Rayleigh optical thickness,” Sol. Energy, vol. 56, no. 3,\n", - " pp. 239–244, Mar. 1996.\n", - "\n", - ".. [Bir80] R. E. Bird and R. L. Hulstrom, “Direct Insolation Models,”\n", - " 1980.\n", - "\n", - ".. [Ang61] A. ÅNGSTRÖM, “Techniques of Determinig the Turbidity of the\n", - " Atmosphere,” Tellus A, vol. 13, no. 2, pp. 214–223, 1961.\n" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": ".venv", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.9" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} From b00a2d462de7c30c11d4592df3d7f81c8fa8cc94 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 20 May 2024 07:33:04 +0900 Subject: [PATCH 06/47] Update what's new --- docs/sphinx/source/whatsnew/v0.11.0.rst | 3 +++ 1 file changed, 3 insertions(+) diff --git a/docs/sphinx/source/whatsnew/v0.11.0.rst b/docs/sphinx/source/whatsnew/v0.11.0.rst index 7ea847a6d9..f3c43b8117 100644 --- a/docs/sphinx/source/whatsnew/v0.11.0.rst +++ b/docs/sphinx/source/whatsnew/v0.11.0.rst @@ -19,6 +19,8 @@ Enhancements Bug fixes ~~~~~~~~~ +* Fixes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to be timezone-aware + (:issue:`2054`, :pull:`2055`) Testing @@ -35,3 +37,4 @@ Requirements Contributors ~~~~~~~~~~~~ +* Yunho Kee (:ghuser:`yhkee0404`) \ No newline at end of file From 3fed2829cb598c49ab4786a61ae4376a79fe6191 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 1 Jun 2024 23:53:52 +0900 Subject: [PATCH 07/47] Add docstring Notes to lookup_linke_turbidity --- pvlib/clearsky.py | 8 ++++++++ 1 file changed, 8 insertions(+) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index 2258208612..a0b8fed707 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -169,6 +169,14 @@ def lookup_linke_turbidity(time, latitude, longitude, filepath=None, Returns ------- turbidity : Series + + Notes + ----- + Linke turbidity is obtained from a file of historical monthly averages. + The returned value for each time is either the monthly value or an + interpolated value to smooth the transition between months. + Interpolation is done on the day of year, and for this purpose time is + first converted to UTC. """ # The .h5 file 'LinkeTurbidities.h5' contains a single 2160 x 4320 x 12 From 6f98df71f12e87a2d2abe729d8a4b74ce35e5884 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 2 Jun 2024 01:05:52 +0900 Subject: [PATCH 08/47] Add tools._pandas_to_utc --- pvlib/clearsky.py | 6 +----- pvlib/irradiance.py | 8 +------- pvlib/solarposition.py | 20 ++++---------------- pvlib/tools.py | 26 +++++++++++++++++++------- 4 files changed, 25 insertions(+), 35 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index a0b8fed707..f3ad79ba79 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -206,11 +206,7 @@ def lookup_linke_turbidity(time, latitude, longitude, filepath=None, with h5py.File(filepath, 'r') as lt_h5_file: lts = lt_h5_file['LinkeTurbidity'][latitude_index, longitude_index] - # if localized, convert to UTC. otherwise, assume UTC. - try: - time_utc = time.tz_convert('UTC') - except TypeError: - time_utc = time + time_utc = tools._pandas_to_utc(time) if interp_turbidity: linke_turbidity = _interpolate_turbidity(lts, time_utc) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 941178035b..0bead132b8 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -126,13 +126,7 @@ def _handle_extra_radiation_types(datetime_or_doy, epoch_year): # a better way to do it. if isinstance(datetime_or_doy, pd.DatetimeIndex): to_doy = tools._pandas_to_doy # won't be evaluated unless necessary - def to_datetimeindex(x): # noqa: E306 - # if localized, convert to UTC. otherwise, assume UTC. - try: - x_utc = x.tz_convert('UTC') - except TypeError: - x_utc = x - return x_utc + to_datetimeindex = tools._pandas_to_utc to_output = partial(pd.Series, index=datetime_or_doy) elif isinstance(datetime_or_doy, pd.Timestamp): to_doy = tools._pandas_to_doy diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index af59184727..7c0edcc659 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -24,7 +24,7 @@ import warnings import datetime -from pvlib import atmosphere +from pvlib import atmosphere, tools from pvlib.tools import datetime_to_djd, djd_to_datetime @@ -200,11 +200,7 @@ def spa_c(time, latitude, longitude, pressure=101325, altitude=0, raise ImportError('Could not import built-in SPA calculator. ' + 'You may need to recompile the SPA code.') - # if localized, convert to UTC. otherwise, assume UTC. - try: - time_utc = time.tz_convert('UTC') - except TypeError: - time_utc = time + time_utc = tools._pandas_to_utc(time) spa_out = [] @@ -645,11 +641,7 @@ def pyephem(time, latitude, longitude, altitude=0, pressure=101325, except ImportError: raise ImportError('PyEphem must be installed') - # if localized, convert to UTC. otherwise, assume UTC. - try: - time_utc = time.tz_convert('UTC') - except TypeError: - time_utc = time + time_utc = tools._pandas_to_utc(time) sun_coords = pd.DataFrame(index=time) @@ -766,11 +758,7 @@ def ephemeris(time, latitude, longitude, pressure=101325, temperature=12): # the SPA algorithm needs time to be expressed in terms of # decimal UTC hours of the day of the year. - # if localized, convert to UTC. otherwise, assume UTC. - try: - time_utc = time.tz_convert('UTC') - except TypeError: - time_utc = time + time_utc = tools._pandas_to_utc(time) # strip out the day of the year and calculate the decimal hour DayOfYear = time_utc.dayofyear diff --git a/pvlib/tools.py b/pvlib/tools.py index eb480ddeb6..cde1ebacbe 100644 --- a/pvlib/tools.py +++ b/pvlib/tools.py @@ -207,12 +207,28 @@ def _pandas_to_doy(pd_object): ------- dayofyear """ - # if localized, convert to UTC. otherwise, assume UTC. + return _pandas_to_utc(pd_object).dayofyear + + +def _pandas_to_utc(pd_object): + """ + Converts a pandas datetime-like object to UTC, if localized. + Otherwise, assume UTC. + + Parameters + ---------- + pd_object : DatetimeIndex or Timestamp + + Returns + ------- + pandas object localized to or assumed to be UTC. + """ + # try: pd_object_utc = pd_object.tz_convert('UTC') except TypeError: pd_object_utc = pd_object - return pd_object_utc.dayofyear + return pd_object_utc def _doy_to_datetimeindex(doy, epoch_year=2014): @@ -242,11 +258,7 @@ def _datetimelike_scalar_to_datetimeindex(time): timestamp = pd.Timestamp(time) - # if localized, convert to UTC. otherwise, assume UTC. - try: - timestamp_utc = timestamp.tz_convert('UTC') - except TypeError: - timestamp_utc = timestamp + timestamp_utc = _pandas_to_utc(timestamp) return pd.DatetimeIndex([timestamp_utc]) From fe5b5c1d51e415b7113b3332b4d2c467171abc54 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Wed, 5 Jun 2024 07:33:42 +0900 Subject: [PATCH 09/47] Update what's new Co-authored-by: Cliff Hansen --- docs/sphinx/source/whatsnew/v0.11.0.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.0.rst b/docs/sphinx/source/whatsnew/v0.11.0.rst index 3c91f80c53..23e88d5f4e 100644 --- a/docs/sphinx/source/whatsnew/v0.11.0.rst +++ b/docs/sphinx/source/whatsnew/v0.11.0.rst @@ -23,8 +23,8 @@ Enhancements Bug fixes ~~~~~~~~~ -* Fixes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to be timezone-aware - (:issue:`2054`, :pull:`2055`) +* Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local + timezone when determining day of year. (:issue:`2054`, :pull:`2055`) Testing From 97afcb8472f4df7dcc1d5fcbbb3cf002a94fe7f7 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 6 Jun 2024 06:43:48 +0900 Subject: [PATCH 10/47] Add docstring Notes to _pandas_to_doy --- pvlib/tools.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/pvlib/tools.py b/pvlib/tools.py index cde1ebacbe..8bee36d477 100644 --- a/pvlib/tools.py +++ b/pvlib/tools.py @@ -206,6 +206,10 @@ def _pandas_to_doy(pd_object): Returns ------- dayofyear + + Notes + ----- + Day of year is determined using UTC, since pandas uses local hour """ return _pandas_to_utc(pd_object).dayofyear From defddfd3c2fd190b88992fa6cf941fb53768bd27 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 6 Jun 2024 07:49:17 +0900 Subject: [PATCH 11/47] Revert _datetimelike_scalar_to_datetimeindex --- pvlib/tools.py | 9 ++------- 1 file changed, 2 insertions(+), 7 deletions(-) diff --git a/pvlib/tools.py b/pvlib/tools.py index 8bee36d477..b11abf9822 100644 --- a/pvlib/tools.py +++ b/pvlib/tools.py @@ -255,16 +255,11 @@ def _doy_to_datetimeindex(doy, epoch_year=2014): def _datetimelike_scalar_to_doy(time): - return _datetimelike_scalar_to_datetimeindex(time).dayofyear + return _pandas_to_utc(_datetimelike_scalar_to_datetimeindex(time)).dayofyear def _datetimelike_scalar_to_datetimeindex(time): - - timestamp = pd.Timestamp(time) - - timestamp_utc = _pandas_to_utc(timestamp) - - return pd.DatetimeIndex([timestamp_utc]) + return pd.DatetimeIndex([pd.Timestamp(time)]) def _scalar_out(arg): From a08ca7907a78b4fff8df15853f72f8839ead0da9 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 6 Jun 2024 07:49:36 +0900 Subject: [PATCH 12/47] Revert tests.test_irradiance.times --- pvlib/tests/test_irradiance.py | 14 +++++++------- 1 file changed, 7 insertions(+), 7 deletions(-) diff --git a/pvlib/tests/test_irradiance.py b/pvlib/tests/test_irradiance.py index c38e76f28a..d093fab3c0 100644 --- a/pvlib/tests/test_irradiance.py +++ b/pvlib/tests/test_irradiance.py @@ -28,7 +28,7 @@ def times(): # must include night values return pd.date_range(start='20140624', freq='6h', periods=4, - tz='utc').tz_convert('US/Arizona') + tz='US/Arizona') @pytest.fixture @@ -112,7 +112,7 @@ def test_get_extra_radiation_nrel_numba(times): # and reset to no-numba state irradiance.get_extra_radiation(times, method='nrel') assert_allclose(result, - [1322.375560, 1322.338415, 1322.302221, 1322.266984]) + [1322.332316, 1322.296282, 1322.261205, 1322.227091]) def test_get_extra_radiation_invalid(): @@ -602,17 +602,17 @@ def test_poa_components(irrad_data, ephem_data, dni_et, relative_airmass): @pytest.mark.parametrize('pressure,expected', [ (93193, [[830.46567, 0.79742, 0.93505], - [676.09497, 0.63776, 3.02102]]), + [676.18340, 0.63782, 3.02102]]), (None, [[868.72425, 0.79742, 1.01664], - [680.66679, 0.63776, 3.28463]]), + [680.73800, 0.63782, 3.28463]]), (101325, [[868.72425, 0.79742, 1.01664], - [680.66679, 0.63776, 3.28463]]) + [680.73800, 0.63782, 3.28463]]) ]) def test_disc_value(pressure, expected): # see GH 449 for pressure=None vs. 101325. columns = ['dni', 'kt', 'airmass'] times = pd.DatetimeIndex(['2014-06-24T1200', '2014-06-24T1800'], - tz='utc').tz_convert('America/Phoenix') + tz='America/Phoenix') ghi = pd.Series([1038.62, 254.53], index=times) zenith = pd.Series([10.567, 72.469], index=times) out = irradiance.disc(ghi, zenith, times, pressure=pressure) @@ -1079,7 +1079,7 @@ def test_dirindex(times): pressure=pressure, use_delta_kt_prime=True, temp_dew=tdew).values - expected_out = np.array([np.nan, 0., 748.31562753, 630.72592644]) + expected_out = np.array([np.nan, 0., 748.31562800, 630.73752100]) tolerance = 1e-8 assert np.allclose(out, expected_out, rtol=tolerance, atol=0, From 6baa1ed369fdbe832ccef14de91780424680b728 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 6 Jun 2024 07:49:54 +0900 Subject: [PATCH 13/47] Replace lowercase utc with uppercase --- pvlib/tests/test_clearsky.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index be9b0151bc..c169987458 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -191,7 +191,7 @@ def test_ineichen_altitude(): def test_lookup_linke_turbidity(): times = pd.date_range(start='2014-06-24', end='2014-06-25', - freq='12h', tz='utc').tz_convert('America/Phoenix') + freq='12h', tz='UTC').tz_convert('America/Phoenix') # expect same value on 2014-06-24 0000 and 1200, and # diff value on 2014-06-25 expected = pd.Series( @@ -203,7 +203,7 @@ def test_lookup_linke_turbidity(): def test_lookup_linke_turbidity_leapyear(): times = pd.date_range(start='2016-06-24', end='2016-06-25', - freq='12h', tz='utc').tz_convert('America/Phoenix') + freq='12h', tz='UTC').tz_convert('America/Phoenix') # expect same value on 2016-06-24 0000 and 1200, and # diff value on 2016-06-25 expected = pd.Series( @@ -215,7 +215,7 @@ def test_lookup_linke_turbidity_leapyear(): def test_lookup_linke_turbidity_nointerp(): times = pd.date_range(start='2014-06-01', end='2014-06-02', - freq='12h', tz='utc').tz_convert('America/Phoenix') + freq='12h', tz='UTC').tz_convert('America/Phoenix') # expect same value for all days expected = pd.Series(np.array([3., 3., 3.]), index=times) out = clearsky.lookup_linke_turbidity(times, 32.125, -110.875, @@ -225,7 +225,7 @@ def test_lookup_linke_turbidity_nointerp(): def test_lookup_linke_turbidity_months(): times = pd.date_range(start='2014-04-01', end='2014-07-01', - freq='1M', tz='utc').tz_convert('America/Phoenix') + freq='1M', tz='UTC').tz_convert('America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) @@ -235,7 +235,7 @@ def test_lookup_linke_turbidity_months(): def test_lookup_linke_turbidity_months_leapyear(): times = pd.date_range(start='2016-04-01', end='2016-07-01', - freq='1M', tz='utc').tz_convert('America/Phoenix') + freq='1M', tz='UTC').tz_convert('America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) From 4515366b1270c8add07203c772bd579122120031 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 6 Jun 2024 08:55:28 +0900 Subject: [PATCH 14/47] Fix clearsky lookup_linke_turbidity and _interpolate_turbidity --- pvlib/clearsky.py | 11 +++++------ 1 file changed, 5 insertions(+), 6 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index f3ad79ba79..8e35296397 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -206,16 +206,13 @@ def lookup_linke_turbidity(time, latitude, longitude, filepath=None, with h5py.File(filepath, 'r') as lt_h5_file: lts = lt_h5_file['LinkeTurbidity'][latitude_index, longitude_index] - time_utc = tools._pandas_to_utc(time) - if interp_turbidity: - linke_turbidity = _interpolate_turbidity(lts, time_utc) + linke_turbidity = _interpolate_turbidity(lts, time) else: - months = time_utc.month - 1 - linke_turbidity = pd.Series(lts[months], index=time_utc) + months = tools._pandas_to_utc(time).month - 1 + linke_turbidity = pd.Series(lts[months], index=time) linke_turbidity /= 20. - linke_turbidity.index = time return linke_turbidity @@ -258,6 +255,8 @@ def _interpolate_turbidity(lts, time): # Jan 1 - Jan 15 and Dec 16 - Dec 31. lts_concat = np.concatenate([[lts[-1]], lts, [lts[0]]]) + time = tools._pandas_to_utc(time) + # handle leap years try: isleap = time.is_leap_year From 83a61ba778664f34aae2a92e0584980ef6636c5e Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 21:20:01 +0900 Subject: [PATCH 15/47] Fix linter --- pvlib/clearsky.py | 2 +- pvlib/tools.py | 3 +-- 2 files changed, 2 insertions(+), 3 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index 8e35296397..24dd18fcce 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -256,7 +256,7 @@ def _interpolate_turbidity(lts, time): lts_concat = np.concatenate([[lts[-1]], lts, [lts[0]]]) time = tools._pandas_to_utc(time) - + # handle leap years try: isleap = time.is_leap_year diff --git a/pvlib/tools.py b/pvlib/tools.py index b11abf9822..cde0d28544 100644 --- a/pvlib/tools.py +++ b/pvlib/tools.py @@ -227,7 +227,6 @@ def _pandas_to_utc(pd_object): ------- pandas object localized to or assumed to be UTC. """ - # try: pd_object_utc = pd_object.tz_convert('UTC') except TypeError: @@ -255,7 +254,7 @@ def _doy_to_datetimeindex(doy, epoch_year=2014): def _datetimelike_scalar_to_doy(time): - return _pandas_to_utc(_datetimelike_scalar_to_datetimeindex(time)).dayofyear + return _pandas_to_doy(_datetimelike_scalar_to_datetimeindex(time)) def _datetimelike_scalar_to_datetimeindex(time): From 745579c0f24b70996f1e20062b72718a2eeecf4d Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 21:21:13 +0900 Subject: [PATCH 16/47] Fix clearsky._interpolate_turbidity to keep timezone --- pvlib/clearsky.py | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index 24dd18fcce..f164764f31 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -255,16 +255,16 @@ def _interpolate_turbidity(lts, time): # Jan 1 - Jan 15 and Dec 16 - Dec 31. lts_concat = np.concatenate([[lts[-1]], lts, [lts[0]]]) - time = tools._pandas_to_utc(time) + time_utc = tools._pandas_to_utc(time) # handle leap years try: - isleap = time.is_leap_year + isleap = time_utc.is_leap_year except AttributeError: - year = time.year + year = time_utc.year isleap = _is_leap_year(year) - dayofyear = time.dayofyear + dayofyear = time_utc.dayofyear days_leap = _calendar_month_middles(2016) days_no_leap = _calendar_month_middles(2015) From b6d238a65de4ab6296c0a60ef354cde4b760831f Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 21:22:19 +0900 Subject: [PATCH 17/47] Revert irradiance.py --- pvlib/irradiance.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/irradiance.py b/pvlib/irradiance.py index 0bead132b8..d2f494021d 100644 --- a/pvlib/irradiance.py +++ b/pvlib/irradiance.py @@ -126,7 +126,7 @@ def _handle_extra_radiation_types(datetime_or_doy, epoch_year): # a better way to do it. if isinstance(datetime_or_doy, pd.DatetimeIndex): to_doy = tools._pandas_to_doy # won't be evaluated unless necessary - to_datetimeindex = tools._pandas_to_utc + def to_datetimeindex(x): return x # noqa: E306 to_output = partial(pd.Series, index=datetime_or_doy) elif isinstance(datetime_or_doy, pd.Timestamp): to_doy = tools._pandas_to_doy From fa620033b04470f8959d3d9b36b1a311103b81c4 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 22:21:04 +0900 Subject: [PATCH 18/47] Clarify UTC input of ephem.Date --- pvlib/solarposition.py | 10 ++++++---- 1 file changed, 6 insertions(+), 4 deletions(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 7c0edcc659..6849fe6f41 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -578,12 +578,11 @@ def sun_rise_set_transit_ephem(times, latitude, longitude, sunrise = [] sunset = [] trans = [] - for thetime in times: - thetime = thetime.to_pydatetime() + for thetime in tools._pandas_to_utc(times): # older versions of pyephem ignore timezone when converting to its # internal datetime format, so convert to UTC here to support # all versions. GH #1449 - obs.date = ephem.Date(thetime.astimezone(datetime.timezone.utc)) + obs.date = ephem.Date(thetime) sunrise.append(_ephem_to_timezone(rising(sun), tzinfo)) sunset.append(_ephem_to_timezone(setting(sun), tzinfo)) trans.append(_ephem_to_timezone(transit(sun), tzinfo)) @@ -945,7 +944,10 @@ def pyephem_earthsun_distance(time): sun = ephem.Sun() earthsun = [] - for thetime in time: + for thetime in tools._pandas_to_utc(time): + # older versions of pyephem ignore timezone when converting to its + # internal datetime format, so convert to UTC here to support + # all versions. GH #1449 sun.compute(ephem.Date(thetime)) earthsun.append(sun.earth_distance) From 5d80876dbbd5b930337182a7e46ffe9701e2a095 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 22:40:09 +0900 Subject: [PATCH 19/47] Fix tz-naive delta_t of dni_extra nrel --- docs/tutorials/irradiance.ipynb | 24 +++++++++++++----------- pvlib/solarposition.py | 4 +++- 2 files changed, 16 insertions(+), 12 deletions(-) diff --git a/docs/tutorials/irradiance.ipynb b/docs/tutorials/irradiance.ipynb index 09b1323658..251d8b5eb8 100644 --- a/docs/tutorials/irradiance.ipynb +++ b/docs/tutorials/irradiance.ipynb @@ -16,7 +16,8 @@ "This tutorial requires pvlib >= 0.6.0.\n", "\n", "Authors:\n", - "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015, March 2016, July 2016, February 2017, August 2018." + "* Will Holmgren (@wholmgren), University of Arizona. July 2014, April 2015, July 2015, March 2016, July 2016, February 2017, August 2018.\n", + "* Yunho Kee (@yhkee0404), Haezoom. Jun 2024." ] }, { @@ -393,6 +394,7 @@ "source": [ "tus = pvlib.location.Location(32.2, -111, 'US/Arizona', 700, 'Tucson')\n", "times = pd.date_range(start='2016-01-01', end='2016-01-02', freq='1min', tz=tus.tz)\n", + "times_utc = times.tz_convert('UTC')\n", "ephem_data = tus.get_solarposition(times)\n", "irrad_data = tus.get_clearsky(times)\n", "irrad_data.plot()\n", @@ -810,7 +812,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", @@ -858,7 +860,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "reindl_diffuse = pvlib.irradiance.reindl(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], irrad_data['ghi'], dni_et,\n", " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", @@ -913,7 +915,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", @@ -967,7 +969,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", @@ -1028,7 +1030,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", @@ -1067,7 +1069,7 @@ "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", - "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "DNI_ET = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", @@ -1316,7 +1318,7 @@ "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", - "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "DNI_ET = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", @@ -1330,7 +1332,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", @@ -1371,7 +1373,7 @@ "sun_az = ephem_data['azimuth']\n", "DNI = irrad_data['dni']\n", "DHI = irrad_data['dhi']\n", - "DNI_ET = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "DNI_ET = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "AM = pvlib.atmosphere.get_relative_airmass(sun_zen)\n", "\n", "surf_tilt = 32\n", @@ -1385,7 +1387,7 @@ " ephem_data['apparent_zenith'], ephem_data['azimuth'])\n", "klucher_diffuse.plot(label='klucher diffuse')\n", "\n", - "dni_et = pvlib.irradiance.get_extra_radiation(times.dayofyear)\n", + "dni_et = pvlib.irradiance.get_extra_radiation(times_utc.dayofyear)\n", "\n", "haydavies_diffuse = pvlib.irradiance.haydavies(surf_tilt, surf_az, \n", " irrad_data['dhi'], irrad_data['dni'], dni_et,\n", diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 6849fe6f41..6ff30e5ee0 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -1004,7 +1004,9 @@ def nrel_earthsun_distance(time, how='numpy', delta_t=67.0, numthreads=4): spa = _spa_python_import(how) - delta_t = delta_t or spa.calculate_deltat(time.year, time.month) + if not delta_t: + time_utc = tools._pandas_to_utc(time) + delta_t = spa.calculate_deltat(time_utc.year, time_utc.month) dist = spa.earthsun_distance(unixtime, delta_t, numthreads) From 3e9569445cca690508b2e2a83b09b1ed34b8d8b2 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 22:49:52 +0900 Subject: [PATCH 20/47] Fix tz-naive delta_t of get_solarposition nrel_numpy --- pvlib/solarposition.py | 4 +++- 1 file changed, 3 insertions(+), 1 deletion(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 6ff30e5ee0..e86202655b 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -375,7 +375,9 @@ def spa_python(time, latitude, longitude, spa = _spa_python_import(how) - delta_t = delta_t or spa.calculate_deltat(time.year, time.month) + if not delta_t: + time_utc = tools._pandas_to_utc(time) + delta_t = spa.calculate_deltat(time_utc.year, time_utc.month) app_zenith, zenith, app_elevation, elevation, azimuth, eot = \ spa.solar_position(unixtime, lat, lon, elev, pressure, temperature, From 59cb82bb00b7be70b10e0b904ea04bf56e42cfa6 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 23:21:33 +0900 Subject: [PATCH 21/47] Avoid future midnight of location.get_sun_rise_set_transit spa --- pvlib/solarposition.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index e86202655b..4bb6c23996 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -451,8 +451,8 @@ def sun_rise_set_transit_spa(times, latitude, longitude, how='numpy', raise ValueError('times must be localized') # must convert to midnight UTC on day of interest - utcday = pd.DatetimeIndex(times.date).tz_localize('UTC') - unixtime = _datetime_to_unixtime(utcday) + times_utc = times.tz_convert('UTC') + unixtime = _datetime_to_unixtime(times_utc.normalize()) spa = _spa_python_import(how) From 6e1c251961b8abc5bfb3e298901f5d00fa99e697 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 8 Jun 2024 23:23:29 +0900 Subject: [PATCH 22/47] Fix tz-naive delta_t of location.get_sun_rise_set_transit spa --- pvlib/solarposition.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 4bb6c23996..6d56d54896 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -456,7 +456,8 @@ def sun_rise_set_transit_spa(times, latitude, longitude, how='numpy', spa = _spa_python_import(how) - delta_t = delta_t or spa.calculate_deltat(times.year, times.month) + if not delta_t: + delta_t = spa.calculate_deltat(times_utc.year, times_utc.month) transit, sunrise, sunset = spa.transit_sunrise_sunset( unixtime, lat, lon, delta_t, numthreads) From 0baa338dd319fc77b28e0a13e2e7c4b9d11ff83b Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 9 Jun 2024 00:52:43 +0900 Subject: [PATCH 23/47] Fix local midnight of hour_angle and sun_rise_set_transit --- pvlib/solarposition.py | 45 +++++++++++++++++++++---------- pvlib/tests/test_solarposition.py | 4 +-- 2 files changed, 33 insertions(+), 16 deletions(-) diff --git a/pvlib/solarposition.py b/pvlib/solarposition.py index 6d56d54896..36e2524ccf 100644 --- a/pvlib/solarposition.py +++ b/pvlib/solarposition.py @@ -1382,22 +1382,26 @@ def hour_angle(times, longitude, equation_of_time): equation_of_time_spencer71 equation_of_time_pvcdrom """ + + # times must be localized + if not times.tz: + raise ValueError('times must be localized') + # hours - timezone = (times - normalized_times) - (naive_times - times) - if times.tz is None: - times = times.tz_localize('utc') tzs = np.array([ts.utcoffset().total_seconds() for ts in times]) / 3600 - hrs_minus_tzs = (times - times.normalize()) / pd.Timedelta('1h') - tzs + hrs_minus_tzs = _times_to_hours_after_local_midnight(times) - tzs - # ensure array return instead of a version-dependent pandas Index - return np.asarray( - 15. * (hrs_minus_tzs - 12.) + longitude + equation_of_time / 4.) + return 15. * (hrs_minus_tzs - 12.) + longitude + equation_of_time / 4. def _hour_angle_to_hours(times, hourangle, longitude, equation_of_time): """converts hour angles in degrees to hours as a numpy array""" - if times.tz is None: - times = times.tz_localize('utc') + + # times must be localized + if not times.tz: + raise ValueError('times must be localized') + tzs = np.array([ts.utcoffset().total_seconds() for ts in times]) / 3600 hours = (hourangle - longitude - equation_of_time / 4.) / 15. + 12. + tzs return np.asarray(hours) @@ -1407,18 +1411,26 @@ def _local_times_from_hours_since_midnight(times, hours): """ converts hours since midnight from an array of floats to localized times """ - tz_info = times.tz # pytz timezone info - naive_times = times.tz_localize(None) # naive but still localized - # normalize local, naive times to previous midnight and add the hours until + + # times must be localized + if not times.tz: + raise ValueError('times must be localized') + + # normalize local times to previous local midnight and add the hours until # sunrise, sunset, and transit - return pd.DatetimeIndex( - naive_times.normalize() + pd.to_timedelta(hours, unit='h'), tz=tz_info) + return times.normalize() + pd.to_timedelta(hours, unit='h') def _times_to_hours_after_local_midnight(times): """convert local pandas datetime indices to array of hours as floats""" - times = times.tz_localize(None) + + # times must be localized + if not times.tz: + raise ValueError('times must be localized') + hrs = (times - times.normalize()) / pd.Timedelta('1h') + + # ensure array return instead of a version-dependent pandas Index return np.array(hrs) @@ -1464,6 +1476,11 @@ def sun_rise_set_transit_geometric(times, latitude, longitude, declination, CRC Press (2012) """ + + # times must be localized + if not times.tz: + raise ValueError('times must be localized') + latitude_rad = np.radians(latitude) # radians sunset_angle_rad = np.arccos(-np.tan(declination) * np.tan(latitude_rad)) sunset_angle = np.degrees(sunset_angle_rad) # degrees diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index 472383acce..3f89b54055 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -781,7 +781,7 @@ def test_nrel_earthsun_distance_microsecond_index(tz): @requires_pandas_2_0 -@pytest.mark.parametrize('tz', [None, 'utc', 'US/Eastern']) +@pytest.mark.parametrize('tz', ['utc', 'US/Eastern']) def test_hour_angle_microsecond_index(tz): # https://github.com/pvlib/pvlib-python/issues/1932 @@ -813,7 +813,7 @@ def test_rise_set_transit_spa_microsecond_index(tz): @requires_pandas_2_0 -@pytest.mark.parametrize('tz', [None, 'utc', 'US/Eastern']) +@pytest.mark.parametrize('tz', ['utc', 'US/Eastern']) def test_rise_set_transit_geometric_microsecond_index(tz): # https://github.com/pvlib/pvlib-python/issues/1932 From cd45c740c000aa4cdfc28dac4699f6b7c42ad936 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 9 Jun 2024 01:04:17 +0900 Subject: [PATCH 24/47] Fix dayofyear of solarposition decl and eot, i.e. clearsky.bird --- benchmarks/benchmarks/solarposition.py | 4 +-- pvlib/tests/test_clearsky.py | 47 ++++++++++++++------------ pvlib/tests/test_solarposition.py | 23 +++++++------ 3 files changed, 41 insertions(+), 33 deletions(-) diff --git a/benchmarks/benchmarks/solarposition.py b/benchmarks/benchmarks/solarposition.py index 0ccb379d8c..a22036d665 100644 --- a/benchmarks/benchmarks/solarposition.py +++ b/benchmarks/benchmarks/solarposition.py @@ -5,7 +5,7 @@ import datetime import pandas as pd import pvlib -from pvlib import solarposition +from pvlib import solarposition, tools from packaging.version import Version @@ -51,7 +51,7 @@ def time_sun_rise_set_transit_ephem(self, ndays): self.times_daily, self.lat, self.lon) def time_sun_rise_set_transit_geometric_full_comparison(self, ndays): - dayofyear = self.times_daily.dayofyear + dayofyear = tools._pandas_to_doy(self.times_daily) declination = solarposition.declination_spencer71(dayofyear) equation_of_time = solarposition.equation_of_time_spencer71(dayofyear) solarposition.sun_rise_set_transit_geometric( diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index c169987458..cbf04a89e8 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -749,6 +749,7 @@ def test_bird(): tz = -7 # test timezone gmt_tz = pytz.timezone('Etc/GMT%+d' % -(tz)) times = times.tz_localize(gmt_tz) # set timezone + times_utc = times.tz_convert('UTC') # match test data from BIRD_08_16_2012.xls latitude = 40. longitude = -105. @@ -759,9 +760,9 @@ def test_bird(): aod_380nm = 0.15 b_a = 0.85 alb = 0.2 - eot = solarposition.equation_of_time_spencer71(times.dayofyear) + eot = solarposition.equation_of_time_spencer71(times_utc.dayofyear) hour_angle = solarposition.hour_angle(times, longitude, eot) - 0.5 * 15. - declination = solarposition.declination_spencer71(times.dayofyear) + declination = solarposition.declination_spencer71(times_utc.dayofyear) zenith = solarposition.solar_zenith_analytical( np.deg2rad(latitude), np.deg2rad(hour_angle), declination ) @@ -777,32 +778,34 @@ def test_bird(): Eb, Ebh, Gh, Dh = (irrads[_] for _ in field_names) data_path = DATA_DIR / 'BIRD_08_16_2012.csv' testdata = pd.read_csv(data_path, usecols=range(1, 26), header=1).dropna() - testdata.index = times[1:48] - assert np.allclose(testdata['DEC'], np.rad2deg(declination[1:48])) - assert np.allclose(testdata['EQT'], eot[1:48], rtol=1e-4) - assert np.allclose(testdata['Hour Angle'], hour_angle[1:48]) - assert np.allclose(testdata['Zenith Ang'], zenith[1:48]) + testdata[['DEC', 'EQT']] = testdata[['DEC', 'EQT']].shift(tz) + testdata = testdata[:tz] + testdata.index = times[1:48 + tz] + assert np.allclose(testdata['DEC'], np.rad2deg(declination[1:48 + tz])) + assert np.allclose(testdata['EQT'], eot[1:48 + tz], rtol=1e-4) + assert np.allclose(testdata['Hour Angle'], hour_angle[1:48 + tz], rtol=1e-2) + assert np.allclose(testdata['Zenith Ang'], zenith[1:48 + tz], rtol=1e-2) dawn = zenith < 88. dusk = testdata['Zenith Ang'] < 88. am = pd.Series(np.where(dawn, airmass, 0.), index=times).fillna(0.0) assert np.allclose( - testdata['Air Mass'].where(dusk, 0.), am[1:48], rtol=1e-3 + testdata['Air Mass'].where(dusk, 0.), am[1:48 + tz], rtol=1e-3 ) direct_beam = pd.Series(np.where(dawn, Eb, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48], rtol=1e-3 + testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48 + tz], rtol=1e-3 ) direct_horz = pd.Series(np.where(dawn, Ebh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48], rtol=1e-3 + testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48 + tz], rtol=1e-3 ) global_horz = pd.Series(np.where(dawn, Gh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Global Hz'].where(dusk, 0.), global_horz[1:48], rtol=1e-3 + testdata['Global Hz'].where(dusk, 0.), global_horz[1:48 + tz], rtol=1e-3 ) diffuse_horz = pd.Series(np.where(dawn, Dh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48], rtol=1e-3 + testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48 + tz], rtol=1e-3 ) # repeat test with albedo as a Series alb_series = pd.Series(0.2, index=times) @@ -813,19 +816,19 @@ def test_bird(): Eb, Ebh, Gh, Dh = (irrads[_] for _ in field_names) direct_beam = pd.Series(np.where(dawn, Eb, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48], rtol=1e-3 + testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48 + tz], rtol=1e-3 ) direct_horz = pd.Series(np.where(dawn, Ebh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48], rtol=1e-3 + testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48 + tz], rtol=1e-3 ) global_horz = pd.Series(np.where(dawn, Gh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Global Hz'].where(dusk, 0.), global_horz[1:48], rtol=1e-3 + testdata['Global Hz'].where(dusk, 0.), global_horz[1:48 + tz], rtol=1e-3 ) diffuse_horz = pd.Series(np.where(dawn, Dh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48], rtol=1e-3 + testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48 + tz], rtol=1e-3 ) # test keyword parameters @@ -835,22 +838,24 @@ def test_bird(): Eb2, Ebh2, Gh2, Dh2 = (irrads2[_] for _ in field_names) data_path = DATA_DIR / 'BIRD_08_16_2012_patm.csv' testdata2 = pd.read_csv(data_path, usecols=range(1, 26), header=1).dropna() - testdata2.index = times[1:48] + testdata2[['DEC', 'EQT']] = testdata2[['DEC', 'EQT']].shift(tz) + testdata2 = testdata2[:tz] + testdata2.index = times[1:48 + tz] direct_beam2 = pd.Series(np.where(dawn, Eb2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Direct Beam'].where(dusk, 0.), direct_beam2[1:48], rtol=1e-3 + testdata2['Direct Beam'].where(dusk, 0.), direct_beam2[1:48 + tz], rtol=1e-3 ) direct_horz2 = pd.Series(np.where(dawn, Ebh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Direct Hz'].where(dusk, 0.), direct_horz2[1:48], rtol=1e-3 + testdata2['Direct Hz'].where(dusk, 0.), direct_horz2[1:48 + tz], rtol=1e-3 ) global_horz2 = pd.Series(np.where(dawn, Gh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Global Hz'].where(dusk, 0.), global_horz2[1:48], rtol=1e-3 + testdata2['Global Hz'].where(dusk, 0.), global_horz2[1:48 + tz], rtol=1e-3 ) diffuse_horz2 = pd.Series(np.where(dawn, Dh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Dif Hz'].where(dusk, 0.), diffuse_horz2[1:48], rtol=1e-3 + testdata2['Dif Hz'].where(dusk, 0.), diffuse_horz2[1:48 + tz], rtol=1e-3 ) # test scalars just at noon # XXX: calculations start at 12am so noon is at index = 12 diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index 3f89b54055..e045d9e098 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -579,19 +579,20 @@ def test_declination(): def test_analytical_zenith(): times = pd.date_range(start="1/1/2015 0:00", end="12/31/2015 23:00", freq="h").tz_localize('Etc/GMT+8') + times_utc = times.tz_convert('UTC') lat, lon = 37.8, -122.25 lat_rad = np.deg2rad(lat) output = solarposition.spa_python(times, lat, lon, 100) solar_zenith = np.deg2rad(output['zenith']) # spa # spencer - eot = solarposition.equation_of_time_spencer71(times.dayofyear) + eot = solarposition.equation_of_time_spencer71(times_utc.dayofyear) hour_angle = np.deg2rad(solarposition.hour_angle(times, lon, eot)) - decl = solarposition.declination_spencer71(times.dayofyear) + decl = solarposition.declination_spencer71(times_utc.dayofyear) zenith_1 = solarposition.solar_zenith_analytical(lat_rad, hour_angle, decl) # pvcdrom and cooper - eot = solarposition.equation_of_time_pvcdrom(times.dayofyear) + eot = solarposition.equation_of_time_pvcdrom(times_utc.dayofyear) hour_angle = np.deg2rad(solarposition.hour_angle(times, lon, eot)) - decl = solarposition.declination_cooper69(times.dayofyear) + decl = solarposition.declination_cooper69(times_utc.dayofyear) zenith_2 = solarposition.solar_zenith_analytical(lat_rad, hour_angle, decl) assert np.allclose(zenith_1, solar_zenith, atol=0.015) assert np.allclose(zenith_2, solar_zenith, atol=0.025) @@ -600,22 +601,23 @@ def test_analytical_zenith(): def test_analytical_azimuth(): times = pd.date_range(start="1/1/2015 0:00", end="12/31/2015 23:00", freq="h").tz_localize('Etc/GMT+8') + times_utc = times.tz_convert('UTC') lat, lon = 37.8, -122.25 lat_rad = np.deg2rad(lat) output = solarposition.spa_python(times, lat, lon, 100) solar_azimuth = np.deg2rad(output['azimuth']) # spa solar_zenith = np.deg2rad(output['zenith']) # spencer - eot = solarposition.equation_of_time_spencer71(times.dayofyear) + eot = solarposition.equation_of_time_spencer71(times_utc.dayofyear) hour_angle = np.deg2rad(solarposition.hour_angle(times, lon, eot)) - decl = solarposition.declination_spencer71(times.dayofyear) + decl = solarposition.declination_spencer71(times_utc.dayofyear) zenith = solarposition.solar_zenith_analytical(lat_rad, hour_angle, decl) azimuth_1 = solarposition.solar_azimuth_analytical(lat_rad, hour_angle, decl, zenith) # pvcdrom and cooper - eot = solarposition.equation_of_time_pvcdrom(times.dayofyear) + eot = solarposition.equation_of_time_pvcdrom(times_utc.dayofyear) hour_angle = np.deg2rad(solarposition.hour_angle(times, lon, eot)) - decl = solarposition.declination_cooper69(times.dayofyear) + decl = solarposition.declination_cooper69(times_utc.dayofyear) zenith = solarposition.solar_zenith_analytical(lat_rad, hour_angle, decl) azimuth_2 = solarposition.solar_azimuth_analytical(lat_rad, hour_angle, decl, zenith) @@ -676,10 +678,11 @@ def test_hour_angle(): def test_sun_rise_set_transit_geometric(expected_rise_set_spa, golden_mst): """Test geometric calculations for sunrise, sunset, and transit times""" times = expected_rise_set_spa.index + times_utc = times.tz_convert('UTC') latitude = golden_mst.latitude longitude = golden_mst.longitude - eot = solarposition.equation_of_time_spencer71(times.dayofyear) # minutes - decl = solarposition.declination_spencer71(times.dayofyear) # radians + eot = solarposition.equation_of_time_spencer71(times_utc.dayofyear) # minutes + decl = solarposition.declination_spencer71(times_utc.dayofyear) # radians sr, ss, st = solarposition.sun_rise_set_transit_geometric( times, latitude=latitude, longitude=longitude, declination=decl, equation_of_time=eot) From 1e6914d486a54b9ef09d91e015229647f963d921 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 9 Jun 2024 01:06:03 +0900 Subject: [PATCH 25/47] Fix dayofyear of spectrum.spectrl2 dni_extra spencer --- pvlib/spectrum/spectrl2.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/spectrum/spectrl2.py b/pvlib/spectrum/spectrl2.py index 1c4289dbfa..f5083f936f 100644 --- a/pvlib/spectrum/spectrl2.py +++ b/pvlib/spectrum/spectrl2.py @@ -288,7 +288,7 @@ def spectrl2(apparent_zenith, aoi, surface_tilt, ground_albedo, aerosol_turbidity_500nm, scattering_albedo_400nm, alpha, wavelength_variation_factor, aerosol_asymmetry_factor])) - dayofyear = original_index.dayofyear.values + dayofyear = pvlib.tools._pandas_to_doy(original_index).values if not is_pandas and dayofyear is None: raise ValueError('dayofyear must be specified if not using pandas ' From dd78f3ea19ae4185dba52d0d887b46fcd49a5ff9 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 9 Jun 2024 01:07:54 +0900 Subject: [PATCH 26/47] Fix monthly SeasonalTiltMount orientation --- docs/examples/irradiance-transposition/plot_seasonal_tilt.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py index afe610f6d2..cd4da0a6a4 100644 --- a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py +++ b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py @@ -13,7 +13,7 @@ # with :py:class:`~pvlib.modelchain.ModelChain`. import pvlib -from pvlib import pvsystem, location, modelchain, iotools +from pvlib import pvsystem, location, modelchain, iotools, tools from pvlib.temperature import TEMPERATURE_MODEL_PARAMETERS import pandas as pd import pathlib @@ -32,7 +32,7 @@ class SeasonalTiltMount(pvsystem.AbstractMount): surface_azimuth: float = 180.0 def get_orientation(self, solar_zenith, solar_azimuth): - tilts = [self.monthly_tilts[m-1] for m in solar_zenith.index.month] + tilts = [self.monthly_tilts[m-1] for m in tools._pandas_to_utc(solar_zenith.index).month] return pd.DataFrame({ 'surface_tilt': tilts, 'surface_azimuth': self.surface_azimuth, From 35e07566f39d15acfa07c65800f7fdee83f98ac0 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sun, 9 Jun 2024 01:08:25 +0900 Subject: [PATCH 27/47] Fix year and dayofyear of solrad --- pvlib/iotools/solrad.py | 3 ++- 1 file changed, 2 insertions(+), 1 deletion(-) diff --git a/pvlib/iotools/solrad.py b/pvlib/iotools/solrad.py index 90bf5b666e..979cd68f9a 100644 --- a/pvlib/iotools/solrad.py +++ b/pvlib/iotools/solrad.py @@ -4,6 +4,7 @@ import warnings import requests import io +from pvlib import tools # pvlib conventions BASE_HEADERS = ( @@ -195,7 +196,7 @@ def get_solrad(station, start, end, end = pd.to_datetime(end) # Generate list of filenames - dates = pd.date_range(start.floor('d'), end, freq='d') + dates = tools._pandas_to_utc(pd.date_range(start.floor('d'), end, freq='d')) station = station.lower() filenames = [ f"{station}/{d.year}/{station}{d.strftime('%y')}{d.dayofyear:03}.dat" From 758ea985e8ad61e7d80b6201087b4cd7af98ff09 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 15 Jun 2024 19:40:06 +0900 Subject: [PATCH 28/47] Fix flake8 --- .../plot_seasonal_tilt.py | 3 +- pvlib/iotools/solrad.py | 3 +- pvlib/tests/test_clearsky.py | 40 ++++++++++--------- pvlib/tests/test_solarposition.py | 3 +- pvlib/tests/test_spectrum.py | 1 + 5 files changed, 28 insertions(+), 22 deletions(-) diff --git a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py index cd4da0a6a4..59a4c3a776 100644 --- a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py +++ b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py @@ -32,7 +32,8 @@ class SeasonalTiltMount(pvsystem.AbstractMount): surface_azimuth: float = 180.0 def get_orientation(self, solar_zenith, solar_azimuth): - tilts = [self.monthly_tilts[m-1] for m in tools._pandas_to_utc(solar_zenith.index).month] + tilts = [self.monthly_tilts[m-1] + for m in tools._pandas_to_utc(solar_zenith.index).month] return pd.DataFrame({ 'surface_tilt': tilts, 'surface_azimuth': self.surface_azimuth, diff --git a/pvlib/iotools/solrad.py b/pvlib/iotools/solrad.py index 979cd68f9a..85395ecd2a 100644 --- a/pvlib/iotools/solrad.py +++ b/pvlib/iotools/solrad.py @@ -196,7 +196,8 @@ def get_solrad(station, start, end, end = pd.to_datetime(end) # Generate list of filenames - dates = tools._pandas_to_utc(pd.date_range(start.floor('d'), end, freq='d')) + dates = tools._pandas_to_utc( + pd.date_range(start.floor('d'), end, freq='d')) station = station.lower() filenames = [ f"{station}/{d.year}/{station}{d.strftime('%y')}{d.dayofyear:03}.dat" diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index cbf04a89e8..12684bb661 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -780,32 +780,33 @@ def test_bird(): testdata = pd.read_csv(data_path, usecols=range(1, 26), header=1).dropna() testdata[['DEC', 'EQT']] = testdata[['DEC', 'EQT']].shift(tz) testdata = testdata[:tz] - testdata.index = times[1:48 + tz] - assert np.allclose(testdata['DEC'], np.rad2deg(declination[1:48 + tz])) - assert np.allclose(testdata['EQT'], eot[1:48 + tz], rtol=1e-4) - assert np.allclose(testdata['Hour Angle'], hour_angle[1:48 + tz], rtol=1e-2) - assert np.allclose(testdata['Zenith Ang'], zenith[1:48 + tz], rtol=1e-2) + end = 48 + tz + testdata.index = times[1:end] + assert np.allclose(testdata['DEC'], np.rad2deg(declination[1:end])) + assert np.allclose(testdata['EQT'], eot[1:end], rtol=1e-4) + assert np.allclose(testdata['Hour Angle'], hour_angle[1:end], rtol=1e-2) + assert np.allclose(testdata['Zenith Ang'], zenith[1:end], rtol=1e-2) dawn = zenith < 88. dusk = testdata['Zenith Ang'] < 88. am = pd.Series(np.where(dawn, airmass, 0.), index=times).fillna(0.0) assert np.allclose( - testdata['Air Mass'].where(dusk, 0.), am[1:48 + tz], rtol=1e-3 + testdata['Air Mass'].where(dusk, 0.), am[1:end], rtol=1e-3 ) direct_beam = pd.Series(np.where(dawn, Eb, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48 + tz], rtol=1e-3 + testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:end], rtol=1e-3 ) direct_horz = pd.Series(np.where(dawn, Ebh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48 + tz], rtol=1e-3 + testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:end], rtol=1e-3 ) global_horz = pd.Series(np.where(dawn, Gh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Global Hz'].where(dusk, 0.), global_horz[1:48 + tz], rtol=1e-3 + testdata['Global Hz'].where(dusk, 0.), global_horz[1:end], rtol=1e-3 ) diffuse_horz = pd.Series(np.where(dawn, Dh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48 + tz], rtol=1e-3 + testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:end], rtol=1e-3 ) # repeat test with albedo as a Series alb_series = pd.Series(0.2, index=times) @@ -816,19 +817,19 @@ def test_bird(): Eb, Ebh, Gh, Dh = (irrads[_] for _ in field_names) direct_beam = pd.Series(np.where(dawn, Eb, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:48 + tz], rtol=1e-3 + testdata['Direct Beam'].where(dusk, 0.), direct_beam[1:end], rtol=1e-3 ) direct_horz = pd.Series(np.where(dawn, Ebh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:48 + tz], rtol=1e-3 + testdata['Direct Hz'].where(dusk, 0.), direct_horz[1:end], rtol=1e-3 ) global_horz = pd.Series(np.where(dawn, Gh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Global Hz'].where(dusk, 0.), global_horz[1:48 + tz], rtol=1e-3 + testdata['Global Hz'].where(dusk, 0.), global_horz[1:end], rtol=1e-3 ) diffuse_horz = pd.Series(np.where(dawn, Dh, 0.), index=times).fillna(0.) assert np.allclose( - testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:48 + tz], rtol=1e-3 + testdata['Dif Hz'].where(dusk, 0.), diffuse_horz[1:end], rtol=1e-3 ) # test keyword parameters @@ -840,22 +841,23 @@ def test_bird(): testdata2 = pd.read_csv(data_path, usecols=range(1, 26), header=1).dropna() testdata2[['DEC', 'EQT']] = testdata2[['DEC', 'EQT']].shift(tz) testdata2 = testdata2[:tz] - testdata2.index = times[1:48 + tz] + testdata2.index = times[1:end] direct_beam2 = pd.Series(np.where(dawn, Eb2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Direct Beam'].where(dusk, 0.), direct_beam2[1:48 + tz], rtol=1e-3 + testdata2['Direct Beam'].where(dusk, 0.), direct_beam2[1:end], + rtol=1e-3 ) direct_horz2 = pd.Series(np.where(dawn, Ebh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Direct Hz'].where(dusk, 0.), direct_horz2[1:48 + tz], rtol=1e-3 + testdata2['Direct Hz'].where(dusk, 0.), direct_horz2[1:end], rtol=1e-3 ) global_horz2 = pd.Series(np.where(dawn, Gh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Global Hz'].where(dusk, 0.), global_horz2[1:48 + tz], rtol=1e-3 + testdata2['Global Hz'].where(dusk, 0.), global_horz2[1:end], rtol=1e-3 ) diffuse_horz2 = pd.Series(np.where(dawn, Dh2, 0.), index=times).fillna(0.) assert np.allclose( - testdata2['Dif Hz'].where(dusk, 0.), diffuse_horz2[1:48 + tz], rtol=1e-3 + testdata2['Dif Hz'].where(dusk, 0.), diffuse_horz2[1:end], rtol=1e-3 ) # test scalars just at noon # XXX: calculations start at 12am so noon is at index = 12 diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index e045d9e098..ce8689c6e2 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -681,7 +681,8 @@ def test_sun_rise_set_transit_geometric(expected_rise_set_spa, golden_mst): times_utc = times.tz_convert('UTC') latitude = golden_mst.latitude longitude = golden_mst.longitude - eot = solarposition.equation_of_time_spencer71(times_utc.dayofyear) # minutes + eot = solarposition.equation_of_time_spencer71( + times_utc.dayofyear) # minutes decl = solarposition.declination_spencer71(times_utc.dayofyear) # radians sr, ss, st = solarposition.sun_rise_set_transit_geometric( times, latitude=latitude, longitude=longitude, declination=decl, diff --git a/pvlib/tests/test_spectrum.py b/pvlib/tests/test_spectrum.py index 793eaacfdf..a578f98f01 100644 --- a/pvlib/tests/test_spectrum.py +++ b/pvlib/tests/test_spectrum.py @@ -8,6 +8,7 @@ SPECTRL2_TEST_DATA = DATA_DIR / 'spectrl2_example_spectra.csv' + @pytest.fixture def spectrl2_data(): # reference spectra generated with solar_utils==0.3 From 12c6a4927613b0e0f47d3b0d40d761d157eca5d4 Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Mon, 1 Jul 2024 14:36:13 -0700 Subject: [PATCH 29/47] resolve whatsnew --- docs/sphinx/source/whatsnew/v0.11.0.rst | 7 ------- docs/sphinx/source/whatsnew/v0.11.1.rst | 4 ++++ 2 files changed, 4 insertions(+), 7 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.0.rst b/docs/sphinx/source/whatsnew/v0.11.0.rst index 009785664b..e1f914b1ee 100644 --- a/docs/sphinx/source/whatsnew/v0.11.0.rst +++ b/docs/sphinx/source/whatsnew/v0.11.0.rst @@ -53,12 +53,6 @@ Enhancements spectral mismatch factor as a function of absolute airmass and clearsky index using the PVSPEC model. (:issue:`1950`, :issue:`2065`, :pull:`2072`) -Bug fixes -~~~~~~~~~ -* Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local - timezone when determining day of year. (:issue:`2054`, :pull:`2055`) - - Testing ~~~~~~~ * Add function :py:func:`pvlib.spectrum.spectral_factor_pvspec`, which @@ -94,7 +88,6 @@ Contributors * Kurt Rhee (:ghuser:`kurt-rhee`) * Mark Mikofski (:ghuser:`mikofski`) * Siddharth Kaul (:ghuser:`k10blogger`) -* Yunho Kee (:ghuser:`yhkee0404`) * Ioannis Sifnaios (:ghuser:`IoannisSifnaios`) * Mark Campanelli (:ghuser:`markcampanelli`) * Rajiv Daxini (:ghuser:`RDaxini`) diff --git a/docs/sphinx/source/whatsnew/v0.11.1.rst b/docs/sphinx/source/whatsnew/v0.11.1.rst index 1e839c596c..f121cac97c 100644 --- a/docs/sphinx/source/whatsnew/v0.11.1.rst +++ b/docs/sphinx/source/whatsnew/v0.11.1.rst @@ -17,6 +17,8 @@ Enhancements Bug fixes ~~~~~~~~~ +* Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local + timezone when determining day of year. (:issue:`2054`, :pull:`2055`) Testing @@ -34,3 +36,5 @@ Requirements Contributors ~~~~~~~~~~~~ * Echedey Luis (:ghuser:`echedey-ls`) +* Yunho Kee (:ghuser:`yhkee0404`) + From ab7d307581e3e89ebf42aecab8b965c72923fd74 Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Mon, 1 Jul 2024 14:37:01 -0700 Subject: [PATCH 30/47] don't change v0.11.0 --- docs/sphinx/source/whatsnew/v0.11.0.rst | 6 ------ 1 file changed, 6 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.0.rst b/docs/sphinx/source/whatsnew/v0.11.0.rst index e1f914b1ee..067094a014 100644 --- a/docs/sphinx/source/whatsnew/v0.11.0.rst +++ b/docs/sphinx/source/whatsnew/v0.11.0.rst @@ -49,12 +49,6 @@ Enhancements efficiency ([unitless]) and vice versa. The conversion functions are :py:func:`pvlib.spectrum.sr_to_qe` and :py:func:`pvlib.spectrum.qe_to_sr` respectively. (:issue:`2040`, :pull:`2041`) -* Add function :py:func:`pvlib.spectrum.spectral_factor_pvspec`, which calculates the - spectral mismatch factor as a function of absolute airmass and clearsky index - using the PVSPEC model. (:issue:`1950`, :issue:`2065`, :pull:`2072`) - -Testing -~~~~~~~ * Add function :py:func:`pvlib.spectrum.spectral_factor_pvspec`, which calculates the spectral mismatch factor as a function of absolute airmass and clearsky index using the PVSPEC model. From c4862b5c2f4c07d38f2ccc0cabc8e6b5d5190a18 Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Mon, 12 Aug 2024 08:46:54 -0700 Subject: [PATCH 31/47] minor adjustment to test_clearsky --- pvlib/tests/test_clearsky.py | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index 12684bb661..91793837d1 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -191,7 +191,7 @@ def test_ineichen_altitude(): def test_lookup_linke_turbidity(): times = pd.date_range(start='2014-06-24', end='2014-06-25', - freq='12h', tz='UTC').tz_convert('America/Phoenix') + freq='12h', tz='America/Phoenix') # expect same value on 2014-06-24 0000 and 1200, and # diff value on 2014-06-25 expected = pd.Series( @@ -203,7 +203,7 @@ def test_lookup_linke_turbidity(): def test_lookup_linke_turbidity_leapyear(): times = pd.date_range(start='2016-06-24', end='2016-06-25', - freq='12h', tz='UTC').tz_convert('America/Phoenix') + freq='12h', tz='America/Phoenix') # expect same value on 2016-06-24 0000 and 1200, and # diff value on 2016-06-25 expected = pd.Series( @@ -215,7 +215,7 @@ def test_lookup_linke_turbidity_leapyear(): def test_lookup_linke_turbidity_nointerp(): times = pd.date_range(start='2014-06-01', end='2014-06-02', - freq='12h', tz='UTC').tz_convert('America/Phoenix') + freq='12h', tz='America/Phoenix') # expect same value for all days expected = pd.Series(np.array([3., 3., 3.]), index=times) out = clearsky.lookup_linke_turbidity(times, 32.125, -110.875, @@ -225,7 +225,7 @@ def test_lookup_linke_turbidity_nointerp(): def test_lookup_linke_turbidity_months(): times = pd.date_range(start='2014-04-01', end='2014-07-01', - freq='1M', tz='UTC').tz_convert('America/Phoenix') + freq='1M', tz='America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) @@ -235,7 +235,7 @@ def test_lookup_linke_turbidity_months(): def test_lookup_linke_turbidity_months_leapyear(): times = pd.date_range(start='2016-04-01', end='2016-07-01', - freq='1M', tz='UTC').tz_convert('America/Phoenix') + freq='1M', tz='America/Phoenix') expected = pd.Series( np.array([2.89918032787, 2.97540983607, 3.19672131148]), index=times ) From 57d052e279b68d81ab84fd6570619751cfb3fa5b Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Mon, 12 Aug 2024 08:49:05 -0700 Subject: [PATCH 32/47] undo edit to get_solrad --- pvlib/iotools/solrad.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/pvlib/iotools/solrad.py b/pvlib/iotools/solrad.py index 85395ecd2a..a5e495cfd8 100644 --- a/pvlib/iotools/solrad.py +++ b/pvlib/iotools/solrad.py @@ -194,10 +194,9 @@ def get_solrad(station, start, end, # Use pd.to_datetime so that strings (e.g. '2021-01-01') are accepted start = pd.to_datetime(start) end = pd.to_datetime(end) + dates = pd.date_range(start.floor('d'), end, freq='d') # Generate list of filenames - dates = tools._pandas_to_utc( - pd.date_range(start.floor('d'), end, freq='d')) station = station.lower() filenames = [ f"{station}/{d.year}/{station}{d.strftime('%y')}{d.dayofyear:03}.dat" From 85eae01cbf4ca9c3e0aba4f9f3819ddb44ebea9e Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Mon, 12 Aug 2024 08:51:05 -0700 Subject: [PATCH 33/47] undo edit to get_solrad --- pvlib/iotools/solrad.py | 1 - 1 file changed, 1 deletion(-) diff --git a/pvlib/iotools/solrad.py b/pvlib/iotools/solrad.py index a5e495cfd8..45951a19cb 100644 --- a/pvlib/iotools/solrad.py +++ b/pvlib/iotools/solrad.py @@ -4,7 +4,6 @@ import warnings import requests import io -from pvlib import tools # pvlib conventions BASE_HEADERS = ( From f255e8b72e0db1eb135191b3286ce9b2e993d6d1 Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Wed, 4 Sep 2024 09:30:43 -0700 Subject: [PATCH 34/47] Update pvlib/clearsky.py --- pvlib/clearsky.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index db698eaada..af993c8fa2 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -175,8 +175,7 @@ def lookup_linke_turbidity(time, latitude, longitude, filepath=None, Linke turbidity is obtained from a file of historical monthly averages. The returned value for each time is either the monthly value or an interpolated value to smooth the transition between months. - Interpolation is done on the day of year, and for this purpose time is - first converted to UTC. + Interpolation is done on the day of year as determined by UTC. """ # The .h5 file 'LinkeTurbidities.h5' contains a single 2160 x 4320 x 12 From 63df590d1cdfbc640dabd3383c8f8dc8b209787e Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Wed, 4 Sep 2024 09:31:07 -0700 Subject: [PATCH 35/47] Update docs/sphinx/source/whatsnew/v0.11.1.rst --- docs/sphinx/source/whatsnew/v0.11.1.rst | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.1.rst b/docs/sphinx/source/whatsnew/v0.11.1.rst index 827473967c..e65c0da259 100644 --- a/docs/sphinx/source/whatsnew/v0.11.1.rst +++ b/docs/sphinx/source/whatsnew/v0.11.1.rst @@ -34,7 +34,10 @@ Enhancements Bug fixes ~~~~~~~~~ * Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local - timezone when determining day of year. (:issue:`2054`, :pull:`2055`) + timezone when determining day of year. pandas does not account for timezone when computing day of year. + Instead, pandas returns the DOY using only the time part of the datetime. As a consequence the same + datetime with different localizations can yield different DOY values, which can cause small inconsistencies + in some solar position and clear sky calculations. (:issue:`2054`, :pull:`2055`) Testing From 639ce7f819eccad5a99f3c3abaefaa38c2d3005e Mon Sep 17 00:00:00 2001 From: Cliff Hansen Date: Wed, 4 Sep 2024 09:31:44 -0700 Subject: [PATCH 36/47] Update docs/sphinx/source/whatsnew/v0.11.1.rst --- docs/sphinx/source/whatsnew/v0.11.1.rst | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.1.rst b/docs/sphinx/source/whatsnew/v0.11.1.rst index e65c0da259..3b03a99ea4 100644 --- a/docs/sphinx/source/whatsnew/v0.11.1.rst +++ b/docs/sphinx/source/whatsnew/v0.11.1.rst @@ -34,10 +34,10 @@ Enhancements Bug fixes ~~~~~~~~~ * Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local - timezone when determining day of year. pandas does not account for timezone when computing day of year. - Instead, pandas returns the DOY using only the time part of the datetime. As a consequence the same - datetime with different localizations can yield different DOY values, which can cause small inconsistencies - in some solar position and clear sky calculations. (:issue:`2054`, :pull:`2055`) + timezone when determining day of year. pandas does not account for timezone when computing day of year. + Instead, pandas returns the DOY using only the time part of the datetime. As a consequence the same + datetime with different localizations can yield different DOY values, which can cause small inconsistencies + in some solar position and clear sky calculations. (:issue:`2054`, :pull:`2055`) Testing From 33f778f8b18c9a82f256cf288ee3e3847eafc1d2 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Sat, 7 Sep 2024 01:03:30 +0900 Subject: [PATCH 37/47] Update docs/examples/irradiance-transposition/plot_seasonal_tilt.py Co-authored-by: Kevin Anderson --- docs/examples/irradiance-transposition/plot_seasonal_tilt.py | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff --git a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py index 59a4c3a776..cbe445cf81 100644 --- a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py +++ b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py @@ -32,8 +32,9 @@ class SeasonalTiltMount(pvsystem.AbstractMount): surface_azimuth: float = 180.0 def get_orientation(self, solar_zenith, solar_azimuth): - tilts = [self.monthly_tilts[m-1] - for m in tools._pandas_to_utc(solar_zenith.index).month] + # note: determining tilt based on month may produce different + # results depending on the time zone of the timestamps + tilts = [self.monthly_tilts[m-1] for m in solar_zenith.index.month] return pd.DataFrame({ 'surface_tilt': tilts, 'surface_azimuth': self.surface_azimuth, From 16f0e5aeb5f92da5fe9d52d313efc64e9b23743f Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 9 Sep 2024 17:19:54 +0900 Subject: [PATCH 38/47] Revert benchmarks/benchmarks/solarposition.py --- benchmarks/benchmarks/solarposition.py | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/benchmarks/benchmarks/solarposition.py b/benchmarks/benchmarks/solarposition.py index a22036d665..0ccb379d8c 100644 --- a/benchmarks/benchmarks/solarposition.py +++ b/benchmarks/benchmarks/solarposition.py @@ -5,7 +5,7 @@ import datetime import pandas as pd import pvlib -from pvlib import solarposition, tools +from pvlib import solarposition from packaging.version import Version @@ -51,7 +51,7 @@ def time_sun_rise_set_transit_ephem(self, ndays): self.times_daily, self.lat, self.lon) def time_sun_rise_set_transit_geometric_full_comparison(self, ndays): - dayofyear = tools._pandas_to_doy(self.times_daily) + dayofyear = self.times_daily.dayofyear declination = solarposition.declination_spencer71(dayofyear) equation_of_time = solarposition.equation_of_time_spencer71(dayofyear) solarposition.sun_rise_set_transit_geometric( From 274595412aeb72c379bd04014eaf008661733326 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 9 Sep 2024 17:43:21 +0900 Subject: [PATCH 39/47] Revert test_lookup_linke_turbidity_nointerp --- pvlib/tests/test_clearsky.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/tests/test_clearsky.py b/pvlib/tests/test_clearsky.py index 91793837d1..509db83469 100644 --- a/pvlib/tests/test_clearsky.py +++ b/pvlib/tests/test_clearsky.py @@ -214,7 +214,7 @@ def test_lookup_linke_turbidity_leapyear(): def test_lookup_linke_turbidity_nointerp(): - times = pd.date_range(start='2014-06-01', end='2014-06-02', + times = pd.date_range(start='2014-06-24', end='2014-06-25', freq='12h', tz='America/Phoenix') # expect same value for all days expected = pd.Series(np.array([3., 3., 3.]), index=times) From eb2707fcc1eaf329ea5efff9ce02ff5f0f3057a2 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 9 Sep 2024 17:49:39 +0900 Subject: [PATCH 40/47] Revert solrad.py --- pvlib/iotools/solrad.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pvlib/iotools/solrad.py b/pvlib/iotools/solrad.py index 45951a19cb..90bf5b666e 100644 --- a/pvlib/iotools/solrad.py +++ b/pvlib/iotools/solrad.py @@ -193,9 +193,9 @@ def get_solrad(station, start, end, # Use pd.to_datetime so that strings (e.g. '2021-01-01') are accepted start = pd.to_datetime(start) end = pd.to_datetime(end) - dates = pd.date_range(start.floor('d'), end, freq='d') # Generate list of filenames + dates = pd.date_range(start.floor('d'), end, freq='d') station = station.lower() filenames = [ f"{station}/{d.year}/{station}{d.strftime('%y')}{d.dayofyear:03}.dat" From ab953b59f501e11a35ba0edfc7c7aac6484e33b1 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Mon, 9 Sep 2024 17:50:43 +0900 Subject: [PATCH 41/47] Revert plot_seasonal_tilt.py except notes --- docs/examples/irradiance-transposition/plot_seasonal_tilt.py | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py index cbe445cf81..dc4b433412 100644 --- a/docs/examples/irradiance-transposition/plot_seasonal_tilt.py +++ b/docs/examples/irradiance-transposition/plot_seasonal_tilt.py @@ -13,7 +13,7 @@ # with :py:class:`~pvlib.modelchain.ModelChain`. import pvlib -from pvlib import pvsystem, location, modelchain, iotools, tools +from pvlib import pvsystem, location, modelchain, iotools from pvlib.temperature import TEMPERATURE_MODEL_PARAMETERS import pandas as pd import pathlib From b8246c0b01dfd274205a16f87a3a1dab992089af Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 12 Sep 2024 15:50:26 +0900 Subject: [PATCH 42/47] Update test_sun_rise_set_transit_spa with delta_t --- pvlib/tests/test_solarposition.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index ce8689c6e2..a4abe9d426 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -139,7 +139,8 @@ def test_spa_python_numpy_physical_dst(expected_solpos, golden): assert_frame_equal(expected_solpos, ephem_data[expected_solpos.columns]) -def test_sun_rise_set_transit_spa(expected_rise_set_spa, golden): +@pytest.mark.parametrize('delta_t', [65.0, None]) +def test_sun_rise_set_transit_spa(expected_rise_set_spa, golden, delta_t): # solution from NREL SAP web calculator south = Location(-35.0, 0.0, tz='UTC') times = pd.DatetimeIndex([datetime.datetime(1996, 7, 5, 0), @@ -160,7 +161,7 @@ def test_sun_rise_set_transit_spa(expected_rise_set_spa, golden): result = solarposition.sun_rise_set_transit_spa(times, south.latitude, south.longitude, - delta_t=65.0) + delta_t=delta_t) result_rounded = pd.DataFrame(index=result.index) # need to iterate because to_datetime does not accept 2D data # the rounding fails on pandas < 0.17 @@ -172,7 +173,7 @@ def test_sun_rise_set_transit_spa(expected_rise_set_spa, golden): # test for Golden, CO compare to NREL SPA result = solarposition.sun_rise_set_transit_spa( expected_rise_set_spa.index, golden.latitude, golden.longitude, - delta_t=65.0) + delta_t=delta_t) # round to nearest minute result_rounded = pd.DataFrame(index=result.index) From 7da25f4fa63233945e624e6f2f4f3b33b38d7f94 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 12 Sep 2024 15:50:43 +0900 Subject: [PATCH 43/47] Update test_nrel_earthsun_distance with delta_t --- pvlib/tests/test_solarposition.py | 7 ++++--- 1 file changed, 4 insertions(+), 3 deletions(-) diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index a4abe9d426..5fb22709de 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -530,17 +530,18 @@ def test_get_solarposition_method_pyephem(expected_solpos, golden): assert_frame_equal(expected_solpos, ephem_data[expected_solpos.columns]) -def test_nrel_earthsun_distance(): +@pytest.mark.parametrize('delta_t', [64.0, None]) +def test_nrel_earthsun_distance(delta_t): times = pd.DatetimeIndex([datetime.datetime(2015, 1, 2), datetime.datetime(2015, 8, 2)] ).tz_localize('MST') - result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + result = solarposition.nrel_earthsun_distance(times, delta_t=delta_t) expected = pd.Series(np.array([0.983289204601, 1.01486146446]), index=times) assert_series_equal(expected, result) times = datetime.datetime(2015, 1, 2) - result = solarposition.nrel_earthsun_distance(times, delta_t=64.0) + result = solarposition.nrel_earthsun_distance(times, delta_t=delta_t) expected = pd.Series(np.array([0.983289204601]), index=pd.DatetimeIndex([times, ])) assert_series_equal(expected, result) From 70d06cb16c03ce093ff9d67831cf455baecd1195 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 12 Sep 2024 15:53:30 +0900 Subject: [PATCH 44/47] Update test_sun_rise_set_transit_geometric with naive tz --- pvlib/tests/test_solarposition.py | 4 ++++ 1 file changed, 4 insertions(+) diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index 5fb22709de..c9fc58b025 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -686,6 +686,10 @@ def test_sun_rise_set_transit_geometric(expected_rise_set_spa, golden_mst): eot = solarposition.equation_of_time_spencer71( times_utc.dayofyear) # minutes decl = solarposition.declination_spencer71(times_utc.dayofyear) # radians + with pytest.raises(ValueError): + solarposition.sun_rise_set_transit_geometric( + times.tz_convert(None), latitude=latitude, longitude=longitude, + declination=decl, equation_of_time=eot) sr, ss, st = solarposition.sun_rise_set_transit_geometric( times, latitude=latitude, longitude=longitude, declination=decl, equation_of_time=eot) From dea79d3ae730138c3c51730cfd5f892e90da32e4 Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 12 Sep 2024 15:54:34 +0900 Subject: [PATCH 45/47] Update test_hour_angle with inversion and naive tz --- pvlib/tests/test_solarposition.py | 22 ++++++++++++++++++++-- 1 file changed, 20 insertions(+), 2 deletions(-) diff --git a/pvlib/tests/test_solarposition.py b/pvlib/tests/test_solarposition.py index c9fc58b025..6fae71ef79 100644 --- a/pvlib/tests/test_solarposition.py +++ b/pvlib/tests/test_solarposition.py @@ -669,12 +669,30 @@ def test_hour_angle(): '2015-01-02 12:04:44.6340' ]).tz_localize('Etc/GMT+7') eot = np.array([-3.935172, -4.117227, -4.026295]) - hours = solarposition.hour_angle(times, longitude, eot) + hourangle = solarposition.hour_angle(times, longitude, eot) expected = (-70.682338, 70.72118825000001, 0.000801250) # FIXME: there are differences from expected NREL SPA calculator values # sunrise: 4 seconds, sunset: 48 seconds, transit: 0.2 seconds # but the differences may be due to other SPA input parameters - assert np.allclose(hours, expected) + assert np.allclose(hourangle, expected) + + hours = solarposition._hour_angle_to_hours( + times, hourangle, longitude, eot) + result = solarposition._times_to_hours_after_local_midnight(times) + assert np.allclose(result, hours) + + result = solarposition._local_times_from_hours_since_midnight(times, hours) + assert result.equals(times) + + times = times.tz_convert(None) + with pytest.raises(ValueError): + solarposition.hour_angle(times, longitude, eot) + with pytest.raises(ValueError): + solarposition._hour_angle_to_hours(times, hourangle, longitude, eot) + with pytest.raises(ValueError): + solarposition._times_to_hours_after_local_midnight(times) + with pytest.raises(ValueError): + solarposition._local_times_from_hours_since_midnight(times, hours) def test_sun_rise_set_transit_geometric(expected_rise_set_spa, golden_mst): From 2143c94a7b0fbf21d057666434beee936f7aa15c Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Thu, 12 Sep 2024 15:57:10 +0900 Subject: [PATCH 46/47] Remove _is_leap_year from _interpolate_turbidity --- pvlib/clearsky.py | 7 +------ 1 file changed, 1 insertion(+), 6 deletions(-) diff --git a/pvlib/clearsky.py b/pvlib/clearsky.py index af993c8fa2..626e4080ef 100644 --- a/pvlib/clearsky.py +++ b/pvlib/clearsky.py @@ -256,12 +256,7 @@ def _interpolate_turbidity(lts, time): time_utc = tools._pandas_to_utc(time) - # handle leap years - try: - isleap = time_utc.is_leap_year - except AttributeError: - year = time_utc.year - isleap = _is_leap_year(year) + isleap = time_utc.is_leap_year dayofyear = time_utc.dayofyear days_leap = _calendar_month_middles(2016) From c4b65e17c0a27da5982af88a901dcb068eb5311f Mon Sep 17 00:00:00 2001 From: yhkee0404 Date: Wed, 18 Sep 2024 16:41:36 +0900 Subject: [PATCH 47/47] Update docs/sphinx/source/whatsnew/v0.11.1.rst --- docs/sphinx/source/whatsnew/v0.11.1.rst | 19 +++++++++++++------ 1 file changed, 13 insertions(+), 6 deletions(-) diff --git a/docs/sphinx/source/whatsnew/v0.11.1.rst b/docs/sphinx/source/whatsnew/v0.11.1.rst index 04aee4a652..7734cf3006 100644 --- a/docs/sphinx/source/whatsnew/v0.11.1.rst +++ b/docs/sphinx/source/whatsnew/v0.11.1.rst @@ -33,12 +33,19 @@ Enhancements Bug fixes ~~~~~~~~~ -* Changes clearsky.lookup_linke_turbidity and irradiance.get_extra_radiation to use UTC instead of local - timezone when determining day of year. pandas does not account for timezone when computing day of year. - Instead, pandas returns the DOY using only the time part of the datetime. As a consequence the same - datetime with different localizations can yield different DOY values, which can cause small inconsistencies - in some solar position and clear sky calculations. (:issue:`2054`, :pull:`2055`) - +* To prevent simulation output from differing slightly based on the time zone + of the time stamps, models that use day of year for sun position and + irradiance calculations now determine the day of year according to the UTC + equivalent of the specified time stamps. The following functions are affected: + :py:func:`~pvlib.clearsky.lookup_linke_turbidity`, + :py:func:`~pvlib.irradiance.get_extra_radiation`, + :py:func:`~pvlib.irradiance.disc`, + :py:func:`~pvlib.irradiance.dirint`, + :py:func:`~pvlib.spectrum.spectrl2`. (:issue:`2054`, :pull:`2055`) +* :py:func:`~pvlib.solarposition.hour_angle` and + :py:func:`~pvlib.solarposition.sun_rise_set_transit_geometric` now raise + ``ValueError`` when given timezone-naive inputs, instead of assuming UTC. + (:pull:`2055`) Testing ~~~~~~~