diff --git a/book/_toc.yml b/book/_toc.yml
index ca3293f..0ce7e0a 100644
--- a/book/_toc.yml
+++ b/book/_toc.yml
@@ -15,7 +15,8 @@ parts:
- caption: Ocean Data Science
chapters:
- file: chapters/1.1oceanscience
- - file: chapters/1.2epipelargosy
+ - file: chapters/1.2.1epipelargosy
+ - file: chapters/1.2.2current
- file: chapters/1.3anomaly
- file: chapters/1.4annotation
- file: chapters/1.5argo
diff --git a/book/chapters/1.0about.ipynb b/book/chapters/1.0about.ipynb
index 14c9ce8..8523477 100644
--- a/book/chapters/1.0about.ipynb
+++ b/book/chapters/1.0about.ipynb
@@ -10,31 +10,29 @@
"[GitHub repo](https://github.com/geo-smart/oceanography)\n",
"\n",
"\n",
- "# The GeoSMART Use Case Library\n",
+ "# About the GeoSMART Use Case Library and this book on oceanography\n",
"\n",
"\n",
- "## Preamble\n",
+ "## The GeoSMART Jupyter Book library\n",
"\n",
- "These remarks consider a collection of Jupyter Books forming a digital \n",
- "geoscience library. \n",
- "Books in the library can be identified by the badge\n",
- "[![GeoSMART Use Case](../img/use_case_badge.svg)](https://geo-smart.github.io/usecases)\n",
"\n",
+ "Jupyter Books include executable code. Supporting platforms include\n",
+ "Binder, Colab and the AWS free tier.\n",
"\n",
- "## Contributing\n",
"\n",
- "DIY Jupyter Book from template; or contribute content for integration\n",
+ "GeoSMART supports a collection of Jupyter Books forming a digital geoscience library. \n",
+ "Books in the library can be identified by this badge:\n",
"\n",
"\n",
- "Jupyter books support executable code on some platform.\n",
+ "[![GeoSMART Use Case](../img/use_case_badge.svg)](https://geo-smart.github.io/usecases)\n",
"\n",
"\n",
- "* Binder\n",
- "* Google Colab\n",
- "* Free AWS tier (smaller cloud-based examples)\n",
+ "Contributions are welcome! Taking a full scale 'do it yourself' approach: \n",
+ "Create a Jupyter Book from a GeoSMART template. Contributions are also welcome\n",
+ "on a smaller scale: Simply start that conversation by contacting the GeoSMAR organization.\n",
"\n",
"\n",
- "## Creating a Jupyter Book\n",
+ "### Creating a Jupyter Book\n",
"\n",
"\n",
"Navigate the Use Case template repository and click \"use as template\".\n",
@@ -44,11 +42,20 @@
]
},
{
- "cell_type": "code",
- "execution_count": null,
+ "cell_type": "markdown",
"metadata": {},
- "outputs": [],
- "source": []
+ "source": [
+ "## Oceanography\n",
+ "\n",
+ "\n",
+ "The book is divided into two parts. The first part emphasizes scientific research\n",
+ "concerning the upper layer of the\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
}
],
"metadata": {
diff --git a/book/chapters/1.1oceanscience.ipynb b/book/chapters/1.1oceanscience.ipynb
index 535445f..eaafeb8 100644
--- a/book/chapters/1.1oceanscience.ipynb
+++ b/book/chapters/1.1oceanscience.ipynb
@@ -10,6 +10,7 @@
" [Ryan Abernathy's Introduction to Physical Oceanography](https://rabernat.github.io/intro_to_physical_oceanography/intro.html#)\n",
"\n",
"\n",
+ "\n",
"# Ocean Science\n",
"\n",
"\n",
diff --git a/book/chapters/1.2.1epipelargosy.ipynb b/book/chapters/1.2.1epipelargosy.ipynb
new file mode 100644
index 0000000..fa51b20
--- /dev/null
+++ b/book/chapters/1.2.1epipelargosy.ipynb
@@ -0,0 +1,2362 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "55da4d02-dbbb-4ab1-a961-934be14bb336",
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
+ "source": [
+ "[Jupyter Book](https://geo-smart.github.io/oceanography/chapters/1.2epipelargosy.html) \n",
+ "[GitHub repo](https://github.com/geo-smart/oceanography)\n",
+ "\n",
+ "\n",
+ "# Epipelargosy\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "> Wavering between the profit and the loss\n",
+ "in this brief transit where the dreams cross... -T.S.Eliot\n",
+ "\n",
+ "\n",
+ "**Epipelargosy (επιπελαργοση)(noun)(neologism): A voyage through the epipelagic zone.**\n",
+ "\n",
+ "\n",
+ "This chapter introduces physical and bio-optical data from a *shallow profiler* as pictured below.\n",
+ "We will also look at data from a NOAA buoy installed about one kilometer away that tracks\n",
+ "the surface sea state including waves and wind conditions.\n",
+ "\n",
+ "\n",
+ "To begin with the shallow profiler: Let's review *how* observational data are collected.\n",
+ "The profiler base or *platform* is anchored to the sea floor by cables. The platform is\n",
+ "positively buoyant, *'floating'* 200 meters below the ocean surface. Periodically cable is let\n",
+ "out from the platform so that the instrument-bearing science pod (upper right in image) \n",
+ "gradually ascends from the platform depth to a few meters below the surface, acquiring data\n",
+ "as it rises. The science pod is then drawn back down. In this manner the instruments on the science pod \n",
+ "*profile* the upper water column through a depth range of 10 to 200 meters. Typically there are nine \n",
+ "such profiles per day.\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "```{figure} ../img/shallowprofilerinsitu.png\n",
+ "---\n",
+ "height: 500px\n",
+ "name: directive-fig\n",
+ "---\n",
+ "Shallow Profiler: Platform and Science Pod photographed by ROV; depth 200 meters.\n",
+ "The orange sensor pod (the Science Pod or SCIP) is connected to the rectangular platform\n",
+ "by means of the yellow cable.\n",
+ "Multiple *instruments* are visible attached to the SCIP, each bearing\n",
+ "one or more *sensors*. Sensors correspond to types of data: Temperature, \n",
+ "salinity, chlorophyll fluorescence and so on. \n",
+ "```\n",
+ "\n",
+ " \n",
+ " \n",
+ "
\n",
+ "
\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "The shallow profiler platform resides at a *site* (i.e. a geographic location).\n",
+ "Sites are connected together by means of undersea cables.\n",
+ "The ensemble constitutes an enormous observing system called the Regional Cabled \n",
+ "Array ([RCA](https://interactiveoceans.washington.edu/)). \n",
+ "The RCA is in turn one of several arrays that together comprise the Ocean Observatories Initiative.\n",
+ "\n",
+ "\n",
+ "### Technical notes\n",
+ "\n",
+ "\n",
+ "#### Code and data organization\n",
+ "\n",
+ "\n",
+ "The code in this notebook uses a *data dictionary* to manage the large collection of sensors intrinsic\n",
+ "to the RCA shallow profilers. This dictionary is elaborated at some length in the \n",
+ "`shallowprofiler_techical.ipynb` notebook. In addition there are several native *module* files\n",
+ "(file extension `.py`) that contain commonly used functions: See `charts.py`, `data.py` and \n",
+ "`shallowprofiler.py` for example. \n",
+ "\n",
+ "\n",
+ "#### The `/osb` data path\n",
+ " \n",
+ "\n",
+ "The data volume in use here exceeds the recommended limit for GitHub. Consequently we \n",
+ "use a standard Linux mechanism to place the data outside the repository while making it \n",
+ "appear functionally like it is *inside*. This mechanism is called a symbolic link. \n",
+ "\n",
+ "\n",
+ "The notebook `dataloader.ipynb` is run to build out a dataset from the Oregon Slope Base\n",
+ "shallow profiler. The Oregon Slope Base site is abbreviated `osb`. The data should be \n",
+ "placed in a local directory outside the repo, for example in `/home/user/osb`. A symbolic\n",
+ "link is then created inside this repository that links or points to this external data\n",
+ "directory. The Linux command to generate this link would be something like: \n",
+ "\n",
+ "\n",
+ "`ln -s /home/user/osb /home/user/oceanography/books/chapters/data/rca/sensors/osb`\n",
+ "\n",
+ "\n",
+ "This command should be customized to fit the file paths on your system.\n",
+ "\n",
+ "\n",
+ "## Load profile metadata and build the data dictionary\n",
+ "\n",
+ "\n",
+ "We now presume the `osb` data has been loaded and linked as described above. \n",
+ "The next step -- cell below -- is to build out a data dictionary **`d `** with keys \n",
+ "corresponding to sensors: **`conductivity`, `temperature`, `pco2`** etcetera. \n",
+ "Sensor names are the dictionary keys. The dictionary values are five-tuples indexed\n",
+ "`\\[0\\]`, `\\[1\\]`, `\\[2\\]`, `\\[3\\]`, `\\[4\\]`. These correspond to two XArray DataArrays, \n",
+ "2 float values, and one string respectively:\n",
+ "\n",
+ "\n",
+ "```\n",
+ "0: XArray DataArray: sensor data: Various units, coordinate/dimension = time\n",
+ "1: XArray DataArray: sensor depth: Meters, coordinate/dimension = time\n",
+ "2: float: Default charting lower limit for this sensor's data\n",
+ "3: float: Default charting upper limit for this sensor's data\n",
+ "4: string: Default chart color e.g. 'blue'\n",
+ "```\n",
+ "\n",
+ "
\n",
+ "\n",
+ "Note that if the time extent of the data is one month -- say 30 days -- \n",
+ "a shallow profiler will generate about $9 \\times 30 = 270$ profiles.\n",
+ "Selecting out time blocks that correspond to these profiles is done using\n",
+ "the profile metadata, contained in a pandas Dataframe called `profiles`. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "ea3bdf20-f4d4-4d97-a695-cc1d6b33692d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Jupyter Notebook running Python 3\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "dict_keys(['conductivity', 'density', 'salinity', 'temp', 'chlora', 'backscatter', 'fdom', 'nitrate', 'pco2', 'do', 'ph', 'up', 'east', 'north'])"
+ ]
+ },
+ "execution_count": 1,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "from shallowprofiler import *\n",
+ "from data import *\n",
+ "from charts import *\n",
+ "from os import path\n",
+ "from time import time\n",
+ "\n",
+ "# Loads data / depth from local files > d{}. See the chapter 'dataloader' to pre-stage these local files. \n",
+ "# Each sensor has an associated key so d[key] is a 5-tuple (DA-sensor, DA-depth, lo, hi, color).\n",
+ "\n",
+ "profiles = ReadProfileMetadata() # Times associated with profile stages, 1 year\n",
+ "\n",
+ "d = {} # empty dictionary: to populate with 5-tuples, default time range January 2022,\n",
+ " # defult site Oregon Slope Base\n",
+ "\n",
+ "data_file_root_path = './data/rca/sensors'\n",
+ "sitestring = 'osb'\n",
+ "monthstring = 'jan' \n",
+ "yearstring = '2022'\n",
+ "\n",
+ "for sensor in sensors: # sensors[] is a list of 2-element lists, each list = [sensor_str, instrument_str]\n",
+ " f = AssembleShallowProfilerDataFilename(data_file_root_path, sitestring, sensor[0], monthstring, yearstring)\n",
+ " if path.isfile(f): d[sensor[0]] = GetSensorTuple(sensor[0], f) # creates d[sensor-key]\n",
+ " # as a quick check on data validity: use d['temperature'].z.plot()\n",
+ "\n",
+ "profile_list = [0]\n",
+ "d.keys() # indicats which sensors loaded properly: 'conductivity' etcetera\n",
+ "\n",
+ "# `sensors` is a list of lists, each ['
', ''].\n",
+ "# sensors"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "049d4cff-b1d2-4152-a4ba-41e2891b050d",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n",
+ "0.3099093437194824 seconds\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "toc = time()\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['temp'], ranges['salinity']], profile_list, \n",
+ " d['temp'][0], -d['temp'][1], 'Temperature', colors['temp'], 'ascent',\n",
+ " d['salinity'][0], -d['salinity'][1], 'Salinity', colors['salinity'], 'ascent', 6, 6)\n",
+ "print(time() - toc, 'seconds\\n\\n\\n')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "84ccaab8-742c-4c7d-99c3-d1fa287749ae",
+ "metadata": {},
+ "source": [
+ "### Interpretation\n",
+ "\n",
+ "The upper 70m is a homogeneous *mixed layer*. The transitional section below this\n",
+ "(particularly in terms of salinity) from 70m to 95m represents a sharp change in temperature and salinity.\n",
+ "This is the *pycnocline*, a boundary separating the mixed layer from the lower ocean. From 95m down\n",
+ "to the lowest observed depth of 195m we have water that is colder, more saline, and more dense. The cold\n",
+ "temperature excursion in the data in the 70--90m depth range is an anomalous departure from a monotonic \n",
+ "gradient. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "a10605ea-57a9-4d9e-a593-e36483d06eee",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# density and pressure\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['density'], ranges['conductivity']], profile_list, \n",
+ " d['density'][0], -d['density'][1], 'Density', colors['density'], 'ascent',\n",
+ " d['conductivity'][0], -d['conductivity'][1], 'Conductivity', 'blue', 'ascent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f461af19-2e98-4417-b5ad-68cc6041e679",
+ "metadata": {},
+ "source": [
+ "Interpretation: ...hmmmm... compared to the one prior: It seems like conductivity and salinity are not 'pretty much the same thing'..."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "ff9ad8cd-eb68-483b-a565-d0299beb91eb",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# dissolved oxygen and chlorophyll-a\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['do'], ranges['chlora']], profile_list, \n",
+ " d['do'][0], -d['do'][1], 'Dissolved Oxygen', colors['do'], 'ascent',\n",
+ " d['chlora'][0], -d['chlora'][1], 'Chlorophyll-A', colors['chlora'], 'ascent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "1003765c-b69f-4bb0-a67a-ff959ec56197",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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aiLp165oVuxBCWN0Zp99++w2nT5/WWezs7IzeXphx9kSzjaFTsJo761auXInk5GQsWbIE3bt3h5ubm9H1379/H5IkwdfX1+D7nTt3hpOTk/a1u7s7OnTogMOHD2d5mcgYf/75JypVqoRq1arpnMlr3bq1bHfGXb16Fffv30fv3r11Lke6ubmhS5cuOHHihLYvQ/PmzXHz5k3cunUL8fHxOHr0KNq0aYOmTZtqzxDu3bsXjo6OaNiwIQBg165dSE5OxgcffKCzD05OTmjcuLHBfejSpYvR8Xfv3h0ff/wxPv30U4P//QghMjwTmpycjBkzZiAoKAgODg6ws7ODg4MDrl+/rj1TqVGmTBksXrwYW7duRfv27dGoUaMs7xzx8fFB6dKlMWfOHHz77bcIDQ3N8K4Re3t7eHl54d69e1nu8/79+9GiRQt4enrC1tYW9vb2mDRpEp48eYJHjx7plK1WrZpOX0MnJyeUK1cOd+7c0a47cOCA9tS+hq2trUl9AQH1z/706dM4deoU/vzzT7Ro0QI9e/bEli1bdMpt2LABDRo0gJubG+zs7GBvb48lS5boHPO///4bADB06NAs233y5AmaNWuGU6dO4ejRo3qXd+vUqYNnz57h3XffxR9//IGoqCi9Ov7++280bdoUFStWzLQtY2I3x/HjxxEdHY0+ffrofFZVKhXatGmD06dP612eN/b3RHM2uFChQjrrDx06BED9O5TWu+++m2Fd6dv8888/IUkS3n//fZ24/f39UbVqVe3vtzn717FjR53XVapUQXx8vN5n3BLeeOMNVK1aVWddr169EBsbq3ezQ69evXT+BhUvXhz169fXXnK6ceMGrly5gvfeew8AdPa/bdu2ePDggd6NIaZ8Bxrz3ZT+OzDt31tjP9OOjo5Yv349njx5gho1ahh9Zr9OnTr4+++/MW7cOBw8eBCvXr3KsGyhQoWM+g7MiNUlThUrVkStWrV0FlNovsgDAgIAQPtlf+vWrQy30ZyyDwwMNPh+v3798PjxY8yYMQPnzp0z6TIdoO6UZ29vn+EHw9/f3+C6xMREPH/+3KS2DHn48CH++ecf2Nvb6yzu7u4QQhj8A2AqzelSQ6d0AwICoFKptJcqNJff9u7di6NHjyIpKQnNmjVDixYttKfa9+7diwYNGsDZ2Vm7DwBQu3Ztvf1Yt26d3j5ohpwwRf/+/ZGUlAQ7Ozu9OzkPHTqk167mczN69Gh8+eWX6NSpE7Zv346TJ0/i9OnTqFq1qsFf7nbt2sHPzw/x8fEYPXp0ll8YkiRh3759aN26Nb755hvUqFEDBQsWxPDhww32ZXJycsr0SwUATp06hVatWgEAFi9ejGPHjuH06dOYOHEiAOhtX6BAAb06HB0ddco9efIkw8+yKapWrYpatWqhdu3aaNeuHTZs2IAyZcroJD+bN29G9+7dUaRIEaxatQohISE4ffo0+vfvr+3fCACPHz+Gra2tUTFcu3YNJ0+exFtvvYVKlSrpvd+7d28sXboUd+7cQZcuXVCoUCHUrVtXp1/G48ePs+zQamzs5tD8nnTt2lXv8zp79mwIIRAdHa2zTVaXYTQ0P+u0/+QB6p+7nZ0dfHx8dNanTaDTS9/mw4cPIYSAn5+fXtwnTpzQ/n6bs3/pP7uOjo46+2NJmf0+pL/ElFFZTTnNvo8dO1Zv34cMGQIAet+Dxv5sNbL6bkrfrubuNVM/02XKlEGjRo0QHx+P9957z6g4v//+e3z++efYunUrmjZtCh8fH3Tq1AnXr1/XK2vMd2BmjD9VkwcIIbB9+3a4urpqE66WLVvil19+wdatWzFu3DiD223duhV2dnZ6Hao1AgMD0aJFC0ydOhXly5dH/fr1TYrL19cXiYmJePHiBVxdXfXeT98pXbPOwcEh0zNbTk5OBjv7RUVF6Zzd8vX1hbOzs8HOvJr3s0vz5WSoE+H9+/dhY2MDb29vAEDRokVRrlw57N27FyVKlECtWrXg5eWF5s2bY8iQITh58iROnDih0y9JE+PGjRtRvHjxLOMxdPYwMy9evEDv3r1Rrlw5PHz4EB9++KFOx8aaNWvi9OnTOttokvNVq1bhgw8+0PY70YiKitLrRAuoO2LGxcXhjTfewPDhw9GoUSPtsclI8eLFsWTJEgDqP/Dr16/HlClTkJiYqNcv5enTp1n+TNeuXQt7e3v8+eefOn8IDd36bqwCBQpk+FnODhsbG7zxxhvYsGEDHj16hEKFCmHVqlUoWbIk1q1bp/OzTv/7ULBgQaSkpCAyMjLLL+fg4GB069ZN+4/RwoUL9W7m6NevH/r164cXL17g8OHDmDx5Mtq3b49r166hePHiKFiwICIiIjJtx9jYzaH5uf/www+oV6+ewTLpExpjf1c0dUdHR+scywIFCiA5ORnR0dE6yVNmP/f0bfr6+kKSJBw5ckSb2KSlWWfO/slJ87uSkJCgE2dG/3xm9vuQPqHLqKymnGbfx48fn+Hd2eXLl9d5ber3YFbfTem/A0uWLAnA9M/0r7/+ih07dqBOnTr48ccf0aNHD9StWzfT2FxdXTF16lRMnToVDx8+1J596tChA65cuaJTNjo6Ont/18y+yJfDNNdk0/fDSS+zPk6a688TJkzQrktOThZBQUHC09NTXL16VW+btWvXCgBi8ODBOuvxuo+Txq5du8Tbb78tVq1apV1nbB+n3377TQAQFy5c0FmfVR+n5s2ba9cZuobeunVrERQUpFPn1atXhZ2dnU4fp6+//lq4uLiImzdvZhqnKQz1cSpSpIioVq2aznX658+fi0KFCokGDRrobD9kyBDh6+srqlevrnMdvVixYqJVq1YCgDh16pR2/a1bt4SdnZ1OP7SM9OnTR7i6upq0P++//75wcXER//77r7bv17fffmvUtun7+gghxJ9//ikA6PwchBBi8eLF2v5X//33n/D09BRvv/22Tpn0xzYj1apVE7Vr19ZZd+/ePQFA/O9//8t029GjRws3NzeRmJioXffy5UtRrFgxg301DP3Ope9LJ1cfp8ePH+us19Th6Oio/T3p3LmzKF++vE65Bw8eCDc3N50+KJo+Tl9++WWmbafdxw0bNgh7e3vx3nvv6fW7SG/r1q0CgNixY4cQIrWP05UrVzLcxtjYhVB/ttL239PYtm2bwf6JcXFxwsvLS3z88ceZxi1Exsc7I5pj+ccff+is1/RxWrBggc76zPo4pW/z6NGjOn1TMyLH/hn6LjXWmjVr9L6bhBDizTffNKmPk7u7u14fp5o1axrs4zRgwADturJly4q2bdtmGaexf0/TMua7KSOmfKb/+ecf4ezsLD744AORkJAgatasKYoXLy6io6N1yqX/7BgycuRIAUB7LDXKli0r3nnnHaNiNyRPJk4NGjQQISEhIiQkROzdu1f89NNPolGjRgKA6N69u17HucuXL4uiRYsKHx8fMX36dLF//37x999/iyFDhmiTjPQHPn3iZIixidPdu3cFAPHzzz/rrNckToGBgaJhw4Zi8+bNYuPGjaJ27drCzs5OHD16VO/4pG1r1apVAoD4+OOPxd69e8WSJUtE+fLlReHChXX+oD1//lxUr15dFC1aVMybN0/s2bNH7Nq1SyxevFh069ZNp7On5ssmqz/ahv64r169WgAQbdu2FX/88YdYv369qF27tnBwcBBHjhzR2X7Tpk3azr+HDh3Sru/Xr58AILy9vXU6mQshxIwZM4SdnZ0YNGiQ2LJlizh48KBYt26dGDNmjE5nU1MTJ80XxrJly7Trhg0bJuzt7cXJkyez3P6DDz4Qjo6O4rvvvhP79u0T33zzjShYsKAoWrSozs9B84WRtrOvJkn77rvvtOvSH9sLFy6IRo0aie+//178/fffYt++fWLixInCxsZG558EIVKP6z///JNpzPv27RMARNeuXcXu3bvFmjVrRM2aNUXZsmXNTpwuXrwonJ2dRVBQkFi7dq3Ytm2baN26tQgMDDQpcdq5c6f293vr1q2iY8eOAoBOR/ulS5dqP/v79u0Ty5cvF6VLl9bGn1bv3r2FJEli4MCBYtu2bWLXrl1i1qxZ4vvvv89wH3fs2CGcnZ1F586dRUJCghBCiA8//FB88sknYu3ateLQoUNi3bp1olq1asLT01M8evRICCFERESEKFy4sChUqJCYP3++2Ldvn9i0aZP46KOPxOXLl02OvXHjxqJQoUJi27Zt4vTp09qE7ObNmwKA6NSpkzhy5Ig4ffq0iIqKEkIIsXLlSmFjYyN69OghNmzYIA4dOiQ2btwovvzyS51/EE1NnBISEoSzs7MYP368zvqUlBTRoEED4ezsLGbNmiX27Nkjpk2bJsqUKSMAiKlTpxrV5sCBA4WLi4v49NNPxfbt28X+/fvF6tWrxccff6yTlGV3/wx9lxr7vRcTEyN8fHxE5cqVxZYtW8T27dtFly5dRMmSJQ3+3hQpUkQUK1ZMLF26VPz999/ivffe07sRSfP7HhgYKN5++23x559/itWrV4syZcoId3d3cePGDW3Z/fv3C0dHR9GqVSvx+++/i0OHDoktW7aIGTNmiK5du+rto7GJk7HfTRkx9jP9/PlzUaFCBREUFCSeP38uhBAZJmnpE6c6deqIadOmia1bt4pDhw6JRYsWiQIFCojg4GCd7TQ306T9/TZVnkycNH9wJUkSbm5uonz58qJ3795i165dGW4XFRUlxo0bJypUqCCcnJyEm5ubqFOnjvjxxx91/uvWkDNxEkKIRo0a6f2noEmcZs+eLaZOnSqKFi0qHBwcRPXq1fX2xdAvu0qlEt98840oVaqUcHJyErVq1RL79+/X+4MmhPoD+8UXX4jy5csLBwcH4enpKSpXrixGjRqlc4ZgzJgxQpIk7Zd8RjI6K7J161ZRt25d4eTkJFxdXUXz5s3FsWPH9LZ/+vSpsLGxEa6urjrHX5N8de7c2WC7W7duFU2bNhUeHh7C0dFRFC9eXHTt2lXnDihTEidDXxhCqO/8qFmzpihRooR4+vRppnU8ffpUDBgwQBQqVEi4uLiIhg0biiNHjuj8HNJ+YaRP0ocOHaqTpKU/tg8fPhR9+/YVFSpUEK6ursLNzU1UqVJFfPfdd3pnRHr37i0qV65s1L4vXbpUlC9fXjg6OopSpUqJmTNniiVLlpidOAmhvhuyXr16wtHRUfj7+4tPP/1U/PLLL2bfVefj4yPq1q0rli5dqpdIz5o1S5QoUUI4OjqKihUrisWLFxu86yklJUV89913olKlStrPfnBwsNi+fXum+3jgwAHh5uYm2rRpI16+fClWrFghmjZtKvz8/ISDg4MICAgQ3bt310tSw8PDRf/+/YW/v7+wt7fXlnv48KHJsZ8/f140aNBAuLi46J3BnD9/vihZsqSwtbXVS/wPHTok2rVrJ3x8fIS9vb0oUqSIaNeundiwYYPe8TY2cRJC/flKf5ZbCCGio6NFv379hJeXl3BxcREtW7YUJ06c0Dv7mVWbS5cuFXXr1hWurq7C2dlZlC5dWnzwwQfizJkzOuWys3+GvkuN/d4TQohTp06J+vXrC1dXV1GkSBExefJk8euvv2b4e7Nx40bxxhtvCAcHB1GiRAm9M9ma3/eVK1eK4cOHi4IFCwpHR0fRqFEjvf0WQv2PVPfu3UWhQoWEvb298Pf3F82aNROLFi3S20djEidTvpsyY8xnWnNm/9KlSzrbau4STZukpU+cxo0bJ2rVqiW8vb2131mjRo3S/sOgsWTJEmFvb693F7sprCZxyus2btwobG1tRUREhNKhZKp27do6/7mQ9YiJiRGurq7il19+UToUyqNOnz4tAP0hCQzR/BNk6B+n3MYS33tZDZ2joUmc0iZ9ZL6GDRuKXr16ZauOfNU5PDfr3LkzateujZkzZ+qNmppbxMbG4sKFC9me54eU8d1336FYsWLo16+f0qFQHlWrVi10794dX331Ff7880/t+jVr1uDevXuoXLkybGxscOLECcyZMwdvvvmmyTfT5DR+7+Udhw8fxunTp7P9s2TilEtIkoTFixdj27ZtUKlUuXKiXw8PD1nu7CFleHh4YPny5SaNe0Zkqnnz5mHJkiWIi4vTTvTr7u6OtWvX4uuvv8aLFy9QuHBh9O3b1+RR45XA772848mTJ/jtt99QqlSpbNUjCWFFs/oRERERKSj3ndYgIiIiyqWYOBEREREZiYkTERERkZGYOBEREREZiYkTERERkZGsInFasGABSpYsCScnJ9SsWRNHjhzJtPyhQ4dQs2ZNODk5oVSpUnqTnALApk2bEBQUBEdHRwQFBWHLli3ZbtdaKHE8Dx8+jA4dOiAgIACSJGVrstjcRIljOXPmTNSuXRvu7u4oVKgQOnXqhKtXr8q6X0pR4nguXLgQVapUgYeHBzw8PBAcHIy///5b1v1SilLfnRozZ86EJEkYOXJkdndFcUocyylTpkCSJJ3F399f1v1SilKfzXv37uH9999HgQIF4OLigmrVquHs2bOmBS/LUJwWtHbtWmFvby8WL14swsLCxIgRI4Srq6u4c+eOwfI3b94ULi4uYsSIESIsLEwsXrxY2Nvbi40bN2rLHD9+XNja2ooZM2aIy5cva+c4SzvarantWguljudff/0lJk6cqJ0rbcuWLZbeVYtT6li2bt1aLFu2TPz777/i/Pnzol27dqJYsWLauZ2slVLHc9u2bWLHjh3i6tWr4urVq2LChAnC3t5e/PvvvxbfZ0tS6nhqnDp1SpQoUUJUqVJFjBgxwlK7mSOUOpaTJ08Wb7zxhnjw4IF20cx7aM2UOp7R0dGiePHiom/fvuLkyZPi1q1bYu/evTrz/Rkj1ydOderU0ZmYUQghKlSoIMaNG2ew/GeffSYqVKigs27QoEGiXr162tfdu3cXbdq00SnTunVr0bNnT7PbtRZKHc+08krilBuOpRBCPHr0SG8yZGuUW46nEEJ4e3uLX3/91ZTwcx0lj2dcXJwoW7as2LNnj2jcuLHVJ05KHcvJkyeLqlWrZjP63Eep4/n555+Lhg0bZjd8kasv1SUmJuLs2bNo1aqVzvpWrVrh+PHjBrcJCQnRK9+6dWucOXMGSUlJmZbR1GlOu9ZAqeOZF+WmYxkTEwMA8PHxMXk/covccjxTUlKwdu1avHjxAsHBwebujuKUPp5Dhw5Fu3bt0KJFi+zuiuKUPpbXr19HQEAASpYsiZ49e+LmzZvZ3SVFKXk8t23bhlq1aqFbt24oVKgQqlevjsWLF5u8D7k6cYqKikJKSgr8/Px01vv5+SEyMtLgNpGRkQbLJycnIyoqKtMymjrNadcaKHU886LcciyFEBg9ejQaNmyISpUqmbs7ilP6eF68eBFubm5wdHTE4MGDsWXLFgQFBWV3txSj5PFcu3Ytzp07h5kzZ8qxK4pT8ljWrVsXv/32G3bt2oXFixcjMjIS9evXx5MnT+TYNUUoeTxv3ryJhQsXomzZsti1axcGDx6M4cOH47fffjNpH6xi0ipJknReCyH01mVVPv16Y+o0tV1rodTxzIuUPpbDhg3DP//8g6NHj5oUd26l1PEsX748zp8/j2fPnmHTpk3o06cPDh06ZNXJE5DzxzM8PBwjRozA7t274eTklK3YcxslPptvvfWW9nnlypURHByM0qVLY8WKFRg9erTpO5GLKHE8VSoVatWqhRkzZgAAqlevjkuXLmHhwoX44IMPjI49V59x8vX1ha2trV4W+ujRI73MUsPf399geTs7OxQoUCDTMpo6zWnXGih1PPOi3HAsP/nkE2zbtg0HDhxA0aJFs7M7ilP6eDo4OKBMmTKoVasWZs6ciapVq+J///tfdndLMUodz7Nnz+LRo0eoWbMm7OzsYGdnh0OHDuH777+HnZ0dUlJS5NrFHKP0ZzMtV1dXVK5cGdevXzdnV3IFJY9n4cKF9f4ZqlixIu7evWvSPuTqxMnBwQE1a9bEnj17dNbv2bMH9evXN7hNcHCwXvndu3ejVq1asLe3z7SMpk5z2rUGSh3PvEjJYymEwLBhw7B582bs378fJUuWlGOXFJXbPptCCCQkJJi6G7mGUsezefPmuHjxIs6fP69datWqhffeew/nz5+Hra2tXLuYY3LTZzMhIQGXL19G4cKFzdmVXEHJ49mgQQO9oVuuXbuG4sWLm7YT2e5ebmGa2xaXLFkiwsLCxMiRI4Wrq6u4ffu2EEKIcePGid69e2vLa25bHDVqlAgLCxNLlizRu23x2LFjwtbWVsyaNUtcvnxZzJo1K8PhCDJq11opdTzj4uJEaGioCA0NFQDEt99+K0JDQ616eAeljuXHH38sPD09xcGDB3VuU3758mXO7bwFKHU8x48fLw4fPixu3bol/vnnHzFhwgRhY2Mjdu/enXM7bwFKHc/08sJddUodyzFjxoiDBw+KmzdvihMnToj27dsLd3d3/h0y83ieOnVK2NnZienTp4vr16+L1atXCxcXF7Fq1SqT4s/1iZMQQvz000+iePHiwsHBQdSoUUPntus+ffqIxo0b65Q/ePCgqF69unBwcBAlSpQQCxcu1Ktzw4YNonz58sLe3l5UqFBBbNq0yaR2rZkSx/PAgQMCgN7Sp08fS+xijlHiWBo6jgDEsmXLLLGLOUqJ49m/f39tmwULFhTNmze3+qRJQ6nvzrTyQuIkhDLHskePHqJw4cLC3t5eBAQEiM6dO4tLly5ZZP9ymlKfze3bt4tKlSoJR0dHUaFCBfHLL7+YHLskxOseVkRERESUqVzdx4mIiIgoN2HiRERERGQkJk5ERERERmLiRERERGQkJk5ERERERmLiRERERGQkJk5ERERERsoXiVNCQgKmTJli1VMo5CY8nvLhsZQXj6e8eDzlw2MpLyWPp9UMgLlgwQLMmTMHDx48wBtvvIH58+ejUaNGRm0bGxsLT09PxMTEwMPDw8KR5n08nvLhsZQXj6e8eDzlw2MpLyWPp1WccVq3bh1GjhyJiRMnIjQ0FI0aNcJbb71l8ozGRERERNlhFYnTt99+iwEDBuDDDz9ExYoVMX/+fAQGBmLhwoVKh0ZERET5iJ3SAWQlMTERZ8+exbhx43TWt2rVCsePHze4TUJCgs51z+joaABAeHg4PD09LRdsPhEXFwcAuHfvHmJjYxWOxrrxWMqLx1NePJ7y4bGUV0xMDAAgOTk5x9vO9YlTVFQUUlJS4Ofnp7Pez88PkZGRBreZOXMmpk6dqre+UqVKFokxvwoKClI6hDyDx1JePJ7y4vGUD4+lvMLCwtCwYcMcbTPXJ04akiTpvBZC6K3TGD9+PEaPHq19HR4ejkqVKuHUqVMoXLiwReMkIiIiy3rw4AHq1KmDYsWK5XjbuT5x8vX1ha2trd7ZpUePHumdhdJwdHSEo6Oj9rXm8lzhwoVRtGhRywVLREREOcbGJue7auf6zuEODg6oWbMm9uzZo7N+z549qF+/vkJRERERUX6U6884AcDo0aPRu3dv1KpVC8HBwfjll19w9+5dDB48WOnQiIiIKB+xisSpR48eePLkCaZNm4YHDx6gUqVK+Ouvv1C8eHGlQyMiIqJ8xCoSJwAYMmQIhgwZonQYRERElI/l+j5ORERERLkFEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIsU8evQIgwYNQrFixeDo6Ah/f3+0bt0aISEh2jKSJGHr1q2ytHf79m1IkoTz589nWu7gwYOQJAnPnj3Te69atWqYMmWKtkxmy/LlywEAmzZtQpMmTeDp6Qk3NzdUqVIF06ZNQ3R0tNGxb968GS1btkTBggXh4eGB4OBg7Nq1S6/cpk2bEBQUBEdHRwQFBWHLli0678+cORO1a9eGu7s7ChUqhE6dOuHq1ava95OSkvD555+jcuXKcHV1RUBAAD744APcv38/yxifPn2K3r17w9PTE56enujdu7feMRwxYgRq1qwJR0dHVKtWzej9P3ToEGrWrAknJyeUKlUKixYt0nn/0qVL6NKlC0qUKAFJkjB//nyj6r148SIaN24MZ2dnFClSBNOmTYMQwqS204uOjsYnn3yC8uXLw8XFBcWKFcPw4cMRExOjLXP79m0MGDAAJUuWhLOzM0qXLo3JkycjMTExy5iz+hkDwIIFC1CyZEk4OTmhZs2aOHLkiFHHg4iyxsSJFNOlSxdcuHABK1aswLVr17Bt2zY0adLEpITCWMb8QTJF/fr18eDBA+3SvXt3tGnTRmddjx49MHHiRPTo0QO1a9fG33//jX///Rfz5s3DhQsXsHLlSqPbO3z4MFq2bIm//voLZ8+eRdOmTdGhQweEhoZqy4SEhKBHjx7o3bs3Lly4gN69e6N79+44efKktsyhQ4cwdOhQnDhxAnv27EFycjJatWqFFy9eAABevnyJc+fO4csvv8S5c+ewefNmXLt2DR07dswyxl69euH8+fPYuXMndu7cifPnz6N37946ZYQQ6N+/P3r06GH0vt+6dQtt27ZFo0aNEBoaigkTJmD48OHYtGmTtszLly9RqlQpzJo1C/7+/kbVGxsbi5YtWyIgIACnT5/GDz/8gLlz5+Lbb781qe307t+/j/v372Pu3Lm4ePEili9fjp07d2LAgAHaMleuXIFKpcLPP/+MS5cu4bvvvsOiRYswYcKETGM25me8bt06jBw5EhMnTkRoaCgaNWqEt956C3fv3jXquBBRFkQ+EB4eLgCI8PBwpUOh154+fSoAiIMHD2ZYpnjx4gKAdilevLgQQogbN26Ijh07ikKFCglXV1dRq1YtsWfPHr1tv/rqK9GnTx/h4eEhPvjgA526AIjGjRsbbPfAgQMCgHj69Knee1WrVhWTJ0/WW9+nTx/x9ttv66w7efKkACDmz5+f4THIjqCgIDF16lTt6+7du4s2bdrolGndurXo2bNnhnU8evRIABCHDh3KsMypU6cEAHHnzp0My4SFhQkA4sSJE9p1ISEhAoC4cuWKXvnJkyeLqlWrZlhfWp999pmoUKGCzrpBgwaJevXqGSxfvHhx8d1332VZ74IFC4Snp6eIj4/Xrps5c6YICAgQKpXKrLYzsn79euHg4CCSkpIyLPPNN9+IkiVLZlqPMT/jOnXqiMGDB+uUqVChghg3bpxJMRPlZkr+XecZJ1KEm5sb3NzcsHXrViQkJBgsc/r0aQDAsmXL8ODBA+3r58+fo23btti7dy9CQ0PRunVrdOjQQe8/6jlz5qBSpUo4e/YsvvzyS5w6dQoAsHfvXjx48ACbN2+24B4Cq1evhpubW4ZzLHp5eQFIvYR48OBBo+tWqVSIi4uDj4+Pdl1ISAhatWqlU65169Y4fvx4hvVoLh+lrcdQGUmStPEaEhISAk9PT9StW1e7rl69evD09My0fWNktF9nzpxBUlJStupt3LgxHB0ddeq9f/8+bt++bXTbmsu2mm0MiYmJgYeHB+zsMp4eNCYmRu/nUKJECUyZMkUn5sx+xomJiTh79qxemVatWmX750BEakycSBF2dnZYvnw5VqxYAS8vLzRo0AATJkzAP//8oy1TsGBBAOoEw9/fX/u6atWqGDRoECpXroyyZcvi66+/RqlSpbBt2zadNpo1a4axY8eiTJkyKFOmjHb7AgUKwN/fP9NkQQ7Xr19HqVKlYG9vn2k5e3t7bX8YY82bNw8vXrxA9+7dtesiIyPh5+enU87Pzw+RkZEG6xBCYPTo0WjYsCEqVapksEx8fDzGjRuHXr16wcPDI8N4IiMjUahQIb31hQoVyrB9Y2W0X8nJyYiKipK9Xs17xrbt4uKC8uXLZ/hzfvLkCb766isMGjQow1j+++8//PDDDxg8eLDO+tKlS8PX1zfLmDXxRkVFISUlxaTPARGZhokTKaZLly64f/8+tm3bhtatW+PgwYOoUaOGtlN1Rl68eIHPPvsMQUFB8PLygpubG65cuaJ3xqlWrVoWjD5rQghIkpRluSJFiuDKlSuoU6eOUfWuWbMGU6ZMwbp16/SSlfTtZRbDsGHD8M8//2DNmjUG309KSkLPnj2hUqmwYMEC7frBgwdrzxi6ubll2HZW7RuStt60SYSh/cqoTVMYU29WZerUqYMrV66gSJEievXHxsaiXbt2CAoKwuTJkw3GcP/+fbRp0wbdunXDhx9+qPPevn37MGzYsCxjTr/OlM8BEZkm4/PGRDnAyckJLVu2RMuWLTFp0iR8+OGHmDx5Mvr27ZvhNp9++il27dqFuXPnokyZMnB2dkbXrl31OoC7urqaFZPmzEpMTIze5alnz57B09PTqHrKlSuHo0ePIikpKcuzTsZat24dBgwYgA0bNqBFixY67/n7++udVXj06JHe2QcA+OSTT7Bt2zYcPnwYRYsW1Xs/KSkJ3bt3x61bt7B//36ds03Tpk3D2LFj9dp++PChXj2PHz822H5G0t7xqGkzo/2ys7NDgQIFjK47vYzqBVLPPGWn7bi4OLRp0wZubm7YsmWLwc/A/fv30bRpUwQHB+OXX34xO2ZNvL6+vrC1tTX6c0BEpuMZJ8pVgoKCtHd4AerLWCkpKTpljhw5gr59++Kdd95B5cqV4e/vn2n/Eg0HBwcA0KsvvbJly8LGxkbbp0rjwYMHuHfvHsqXL2/UvvTq1QvPnz/XOVuTlqHhDjKzZs0a9O3bF7///jvatWun935wcDD27Nmjs2737t2oX7++9rUQAsOGDcPmzZuxf/9+lCxZUq8eTdJ0/fp17N27Vy9BKFSokPbyZ5kyZbRtx8TEaPuRAcDJkycRExOj035W0tarOZuW0X7VqlUrWwlpcHAwDh8+rJNw7969GwEBAShRokS22o6NjUWrVq3g4OCAbdu2wcnJSa/MvXv30KRJE9SoUQPLli2DjU3WX8dZ/YwdHBxQs2ZNvTJ79uwx6edARJnI8e7oCuBddblPVFSUaNq0qVi5cqW4cOGCuHnzpli/fr3w8/MT/fv315YrW7as+Pjjj8WDBw9EdHS0EEKITp06iWrVqonQ0FBx/vx50aFDB+Hu7i5GjBih3c7QnVVJSUnC2dlZfP311yIyMlI8e/Ysw/g+/vhjUaxYMbFlyxZx8+ZNcfToUdG4cWNRuXJlg3dGGbqrTgj1XVm2trbi008/FcePHxe3b98We/fuFV27dtXebRcRESHKly8vTp48mWE8v//+u7CzsxM//fSTePDggXZJuw/Hjh0Ttra2YtasWeLy5cti1qxZws7OTudOt48//lh4enqKgwcP6tTz8uVL7THq2LGjKFq0qDh//rxOmYSEhAzjE0KINm3aiCpVqoiQkBAREhIiKleuLNq3b69T5vr16yI0NFQMGjRIlCtXToSGhorQ0NBM675586ZwcXERo0aNEmFhYWLJkiXC3t5ebNy4UVsmISFBW1fhwoXF2LFjRWhoqLh+/XqG9T579kz4+fmJd999V1y8eFFs3rxZeHh4iLlz55rU9smTJ0X58uVFRESEEEKI2NhYUbduXVG5cmVx48YNnWOYnJwshBDi3r17okyZMqJZs2YiIiJCp0xazZo1Ez/88IP2tTE/47Vr1wp7e3uxZMkSERYWJkaOHClcXV3F7du3MzwWRNZGyb/rTJxIEfHx8WLcuHGiRo0awtPTU7i4uIjy5cuLL774QvtHXAghtm3bJsqUKSPs7Oy0wxHcunVLNG3aVDg7O4vAwEDx448/isaNG2eZOAkhxOLFi0VgYKCwsbHJcDgCTXzTpk0TFStWFM7OzqJ48eKib9++en/YNDJKnIQQYt26deLNN98U7u7uwtXVVVSpUkVMmzZNOxzBrVu3BABx4MCBDONp3Lix3nAKAESfPn10ym3YsEGUL19e2NvbiwoVKohNmzbpvG+oDgBi2bJlOrEYWjKLTwghnjx5It577z3h7u4u3N3dxXvvvac35EJG+3Hr1q1M6z548KCoXr26cHBwECVKlBALFy7UeT+juDP7GQshxD///CMaNWokHB0dhb+/v5gyZYp2KAJj29YMX6HZB83rzPZz2bJlGZZJq3jx4nrDX2T1MxZCiJ9++kkUL15cODg4iBo1amQ63ASRNVLy77okRLphcvOgiIgIBAYGIjw83GB/DiIiIrIeSv5dZx8nIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiPZKR0AKU8I4Nw5ICUFsLPLeJEkdXnNY9rnGT0+jX+CZJEMR1sHONo5wcXe2eht0z4KkbqoVOpHDw/A1lbGA0FERJQFJk551PbtQL9+gI1N6mJrq36UJN3X165ZKIhqy4BO/XXXJboCxz4FXKIAlyeA8xPgwFfAvTpmNTFyJODsrE6mUlKA5GT1Y2ZLcrJu+fTbli8PzJ4NeHll+wgQEVEew8QpD3r1CujYUekoABQ5rb/O4QXQdIruujK7geeFgHgvQGUPpDgAKfaAyg4QtoCwAVSvH3UWW8yPTPNaZZta3uA26V5faw/cbKEX4qFD6jNsP/1kkaNCRERWjIlTHuTsrD5j8vnnCgcSXh+ovdC4sm6P1EtOqvc/YMkxdZzpvP9+zoZCRETWgZ3D86jPPtPtFyTXsnKlkQHU/Bno3Nui+5hdrvaueHS5rMH9DA5WOjoiIsqNeMaJTNLb2FzIJsX0yo9+Bpwapr6kpr3MZpt6CU7n0QaAhHr1gDJlACen1MXZGXB01F3n5we0aaO+BEdERGQu/hkhyzg9BPi3J1ByH9C9u3HbNPwGuNtI3ffISGvWACVKmBciERGRqZg4kUnKlTPhLjz3+8YnTRq9OphUvOQK/XX7eh9AhYLlAABCCKiESrukiBSohEq7Pu1rzXNDS43CNeDm4GbavhARUZ7DxInw8KG6T9STJ+pb89MuKSm6r00auiBog8VizkzzlU0tUu+LCS/gYu9ikbqJiMg6MHEi+PvLXGGVVbm+Y7ipAj0CYW9jr3QYRESkMCZOJL/AY+Zve3gCEFsUiCsCJLgDiW7qcZ1edwbXHZdJgoO9DcqVtYG9nQ3sbG1gZyfB3i71tf3r16VL26BEcfU2QqXeXoINVCoJ0uv6hMoGQkgoXBjo0kU9OCgREVFaiiVOt2/fxldffYX9+/cjMjISAQEBeP/99zFx4kQ4ODhoy0lp5/d4beHChRg8eHBOhpun3bsHjBkDREfrT6eiWTT++suIChPdzQ/mzRnqx2UHgTuNs24KwL8PzW8uI2PHAnPmyF8vERFZN8USpytXrkClUuHnn39GmTJl8O+//+Kjjz7CixcvMHfuXJ2yy5YtQ5s2bbSvPT09czpcqxMSAnz6aeq8bmnneNM8z+i9zMoaJS4g+zuQ7JT9OrKhvv6YmERERMolTm3atNFJhkqVKoWrV69i4cKFeomTl5cX/GXviJN3vXqVB/7w2yXIXuWePUAL/RlWiIiIjJarenHExMTAx8dHb/2wYcPg6+uL2rVrY9GiRVCpVApEZz0MXN3MObUXAG1GZb8eC5xxevpU9iqJiCifyTWdw//77z/88MMPmDdvns76r776Cs2bN4ezszP27duHMWPGICoqCl988UWGdSUkJCAhIfWMRVxcnMXizo0cHYHWrYFduxRovOR+eer5qK489aTRPQzAVP31LUu1xNqua+HjrJ+0ExERpSX7GacpU6ZAkqRMlzNnzuhsc//+fbRp0wbdunXDhx9+qPPeF198geDgYFSrVg1jxozBtGnTMCeLXrszZ86Ep6endgkKCpJ7N3M1SQJ27rTMXHVvvplF45t+B7YuBUJGAfEeObK/2bXn5h6s/Xet0mEQEZEVkIQwusuvUaKiohAVFZVpmRIlSsDJSX0p5v79+2jatCnq1q2L5cuXwyaLe8CPHTuGhg0bIjIyEn5+fgbLpD/jdO/ePQQFBSE8PBxFixY1cY+sU2QksGqV4eQHMNwJPO16zXvp123bBoSFZdF4k8lAk2kW2ze5FUcjdBdb4KQqgJQUIDAQGDAAsOewTUREuVJERAQCAwMV+bsu+6U6X19f+Pr6GlX23r17aNq0KWrWrIlly5ZlmTQBQGhoKJycnODl5ZVhGUdHRzg6Ompfx8bGGhVPXvHqFVC4sIIB5PQdcd/dBmKKm735HQDpz2FevQp89112giIiorxIsT5O9+/fR5MmTVCsWDHMnTsXjx8/1r6nuYNu+/btiIyMRHBwMJydnXHgwAFMnDgRAwcO1EmMSJeTE9C2rZFjLllCbKA89dxuDFzqBtikADZJgE1y6mKbpF53qXu2kqaMtGwpe5VERJQHKJY47d69Gzdu3MCNGzf0TrNprh7a29tjwYIFGD16NFQqFUqVKoVp06Zh6NChSoRsNSQJ2LFD3jo1l+psbY0oXOyIPI2WOATcaA0cHS9LdevWmT7nMBERUVqy93HKjZS8FprXTJgAzJyZRSHvm8CI0vI0uOwQcCfjHul2dkDFiurpUdKOdK5ZNOs7dlQPCMp+S0RE1i9P9XGivC3LpAkAmk2Up7HwepkmTQDw9ddAuXLqM2F2drpL2nW+vkyaiIgo+5g4Ec6dU4+oLdsAkSGjgcoy3N4feAKYIgGbVwL/vG+wyLhxxle3Y4e67xcREZG5ctXI4aSM4cNlHlW76koZKwPgc0OWapKSZKmGiIjyMZ5xyoNUKqBpU+DwYYUCeFhF3vqaTFUv2dTpPIDz2a5GEWFDwlCxYEWlwyAiyvd4xikPSkwEjsh0Y5tZzn0InBihYAB5z41oec66ERFR9vCMUx7k5ARERQF//qn/XvoJgCUJ6N1bztYF4HsVcL+X/arO9QdiiwJ4HbRIP3uxhLZtgaCgdOu15SRAM+r56/WaR2jXaUZNl7SPjo5AgdfT1kmvD5gE3TZycn01/2poUKwBiIhIeUyc8igfH+CDD4wrGxEBjJdnqCSgw0Cg5q+mbXOvNrDkOKAy/eP41yHAEuN8zpxpWsdzIiLKH3ipjuQdLDMuwPRtbjcGVMaMrJlzfHyUjoCIiHIjnnEirFoFDBoEPHoEpKQAycm6j2mfP3qURWUHpwIpjkBzE8ZyajBXvaQVWRWICVSfhRI2+guk15fc0r5OWyb9axt4eEhoUN8GNjY2sIENbCQpzXP1egkSJNjgBFzhvmkgnGxcDV7e1Awb6+Cgnp6FY0QREeUPTJwIxYsDO3caVzZ9EqHHNsG0pCkj/hfUi4xiAfwdY3z5ZSc3AkuPZVmuUSMF72AkIqIcxUt1ZBI/vywKdOmVI3HkiGsdjCpWo4aF4yAiolyDZ5zIJMePq+/CO348gwJBm7PXwE//Agmehi/PpV9UtvqX72QyaBCwSMkhHYiIKFdi4kQmmTs3k6QJAPZPA5pNMr8B26TXQxAYz86ET7GhKa3Tr6tRQz2ZMRERUXpMnMgkCxdm8uabX2UvaUqxAxrMhs6ZI72xm4D0Z5aSjSzbtRvg7JQ6RpL6XcNnqSaHSkCo4TDTbmNoeyldR7CM2khf1pi6NLydvDGu4Th4OnlmWDcREcmPiRNBCOC//1Lnckt711iWncHTKrk/e4HYJsszOXAGNl6zWNWKOPvgLHb33q10GERE+QoTJ0LfvsBvv8lQ0eq/gUprgU79ZKiMstKzUk+lQyAiyneYOBG8vWWqyO8foPVomSqzXhV8K+Dy0MtKh0FERBbAxIkwfz7w7bev53QTgEqV8aOXVyYVtR8MOD/NoagV9LIAkOykfentLcHFRX1t09XBFWu7WO5yIxERKYuJEwEAbIwc0SsiQn3XmcERxHd9C/RtKmtcudHpETtRK6CW0mEQEZECmDgRjh0DGjaUoaLbTYBfQ4APg2WozAh3GqJUKQlOzgKAehGvH9U3qAmooNJ7T/2I189V2mciTVkHR0AIAZVIfV8lVPikzieoUZgjXhIR5VdMnEiepEmjyWQZK8vCuQ9xM1QA4cHAk/JZFr96FShXLgfiIiKiPItTrhBcXGSsbNd3MlaWhXf6qu/g+6QCUOjfLItfvWr5kIiIKG/jGSfCuXPAe+8BUVHqvk42NoCtreHHc+eyqMwtMkdi1tPlXSAuAFDZAyn2rx8dgJe+wKFJ8HX1werVwJo16v2QJN3HtM9LlQJGjgQcHZXZFSIiyr2YOBHKlwfOnDGu7LZtwNtvZ1KgwTeyxGQyv3/ViyGFzyFq2WGsW2d8dX//DRw8KEtkRESUhzBxIpN07Gh4vjeNm08XoNemXjh171SaTtgKK34EmJJuCPSjnwH7Zr6eHFhfREQOxEVERFaHiROZ5PFj9RmnkJCMSpQCCi0GhlTJybBM1/AblE98Hw5PKyMlBUhOTl0qVQKWLFE6QCIiyo2YOBEePgQ+/xx48kQ9yKVmwEvNoJdpXxt1+Sq3J00AuhcbgRGz3oCdrbpvU9rF0xPw91c6QiIiyo2YOBF69AAOHVI6igxsWwyc+1D2ate/XjIycyYwbpzszRIRkZXjcASEgQNlrjCirnx1vZJrIj3TFCigSLNERJTL8YwToWhROSsLAYqezF4dP1wxakBLU7z5JvDHH1nMtUdERJQFnnEiTJggY2VNZRg5/JMKQMGw7NeTxuHD6iEGiIiIsoNnnAg//QS0apXBxL2m2jkfGPpG9uvxug08Dsp+PWn06wfcvJna0T2zJW2HeEOvNYuTE/Dpp7y0R0SUX0hCZDYqT94QERGBwMBAhIeHo6is16XyHw8PIC7OmJICcI4G7OKBkSUA22TTGnpYGRBSmnGWXo/DJKTMX+uEkEVZo1+npV/WzQ2oU0d6/er1o2T4ddp12tcZlDWlrrTrTKnL1PbSrv+oxkdoXKIxiIhympJ/13nGiUzy1Vfq6UiyJgEqO2CMmR9ov4vmbaeA5wD231I6ipy3+uJq3Bl5B8U8iykdChFRjmHiRNi0CejaVcYKbZKAqiuBtwfIWCnlNvWK1kNht8JKh0FElKOYOJG8SRMAtBsK1Fwsc6U5q1XpVtj1/i6lwyAiolyGiRPJ72ZzeRKn22n6zwgJkEztjqcpr+6TU6q0gKeHpmO3BCGEuuN3ug7fBV0KYWnH/2U/fiIiynOYOOVRX38NfPmlEi0L4LGZd9UlOwKrdgJR5YHn8l8CumlkuSsAfroPzJghewhERGTlmDjlQa9eKZU0AZhi4tBgSc5Akguwey5wvq9FQjJH1apKR0BERLkRE6c8yNkZ2LULGDwYsLMDbG1THzVL2tfGlNG8jooCtm6VMVj7V+qlUz/gZgsg1rS78Jo3B9q3143Txkb3tWadvb16cXBIfbR9PckvkDrJr5cXUK6cjPtIRER5BhOnPKpVK/Vgj3KbODGLxGnjGqDru6ZXfHIYEFvE5M327VMvcps+XeYR1YmIKE9g4mQlkpLUf8h/+EH/PUNDmGa2TvMoSfrrzKlXx789gaCNQNCmLAqmcbc+UDgU6PdmmpWGBp/MRNrBKh9WBfZNBxLdTasjjUKFzN6UiIjyMCZOVuLwYWDuXKWjMFK8p2nlix2Xt/0Sh4G6PyCooP6ULZpRrwWEwfUa8xOB7xYIg+8ZQ5LUd+1l9J5G2jLpR+hO+76h9zSxpd+XtO8B+vua9j1tO8jevqaN1dB76d/PaH8ybYf7qn1P204Wn+Pcsq9vlXkLX775JRztHE2Ogyi3YeJkJYKD1X15/vxT6UiMEFVB6QgAAGGP5Z0omIjMc+7BOZTxKYO+1foqHQpRtpl4CxQpxcUF2L7duAlqLblMm2ZEsK0+s/jxICLr4e3kjZalWiodBpEseMaJTFKxYlYlBBDnD7hH5kQ4+pYeAe42zHY1e/eq79gjIiJKi2ecCACQkgIkJ6uXpCTdJTExdTl5MouKOn6oXNIEAPYvZanmjz9kqYaIiPIYnnEiDBkCLFwoU2VxATJVZKberWWp5gcAra5tR/ty7WWpj4iI8gaecSL5kiYACO2vHl4gD/jygFLDrxMRUW7FM06EcuWAa9dkqqxnJ8D/H5kqMyDFHvivFSCpsrGkvH4UGT4vGeCOle+stNx+EBGRVWLiRPIlTQBQ0MJDADwpB/xu+TEZWg8GKnEQTCIiSoeJE+Gzz4BvvpGhoiKnANtkGSrKwEsfYOtyszaVJPW8dPb2qfPu2dmlzk+XdqlSBZg8Wd7QiYgob1C0j1OJEiUgSZLOMm7cOJ0yd+/eRYcOHeDq6gpfX18MHz4ciYmJCkWcN73zjkwVtftYpooMWLcR+OYJcL+WWZsLob5j8NUr4Plz4Nkz9YTFjx8Djx4BDx8CkZHAgwfqCZL37pU3fCIiyhsUP+M0bdo0fPTRR9rXbm5u2ucpKSlo164dChYsiKNHj+LJkyfo06cPhBD4wdCkbWSWsWNlqmj3PKBvU5kqe+3v/wEnh8tbpxFkvXxJRER5huKJk7u7O/z9/Q2+t3v3boSFhSE8PBwBAerb3OfNm4e+ffti+vTp8PDwyMlQ8ywnJ5kqut0EmCKAz3wBlyfy1PnWCKDxVBg16a9mot+IesAfS4GXBc1utl8/szclIqI8TPHhCGbPno0CBQqgWrVqmD59us5luJCQEFSqVEmbNAFA69atkZCQgLNnzyoRbp5UoEA2Nq6yCpgiAV86ABNcgXFe8iVNGi7R6jqzWlyj1Ev5P4EGc7LV5OzZMsVORER5iqJnnEaMGIEaNWrA29sbp06dwvjx43Hr1i38+uuvAIDIyEj4+fnpbOPt7Q0HBwdERmY8OnVCQgISEhK0r+Pi4iyzA7nYxx8DixZZuBGHOKBzb/Vz2yT1khskO6jHkzJT4cLAmDEyxkNERHmG7InTlClTMHXq1EzLnD59GrVq1cKoUaO066pUqQJvb2907dpVexYKACRJ/xKNEMLgeo2ZM2dmGUNe9upVDiRNAJDoDuyaC7SWq5OUEeI9gaVHgUeVTN7099+Bd9+1QExERJRvSEIIIWeFUVFRiIqKyrRMiRIl4GSgY829e/dQtGhRnDhxAnXr1sWkSZPwxx9/4MKFC9oyT58+hY+PD/bv34+mTQ13RE5/xunevXsICgpCeHg4ihYtauaeWZcLF4AZM9S31wOpj5rnmgVQJ1qbN8vYeMFLwFDTExujxRUG5t2DUf2e0ujaFXB3T32dUe5dsqT6jJOzs/khEhGR5URERCAwMFCRv+uyn3Hy9fWFr6+vWduGhoYCAAoXLgwACA4OxvTp0/HgwQPtut27d8PR0RE1a9bMsB5HR0c4OjpqX8fGxpoVjzWrWhVYt864sq1aydhww1lAi/EyVmjAwckwNWkCgI0bjS/76BHw/fcmN0FERHmcYn2cQkJCcOLECTRt2hSenp44ffo0Ro0ahY4dO6JYsWIAgFatWiEoKAi9e/fGnDlzEB0djbFjx+Kjjz7iHXUy6tAB2LNHpsoKXpKponRW7lJPtZJDOnbMsaaIiMiKKHZXnaOjI9atW4cmTZogKCgIkyZNwkcffYQ1a9Zoy9ja2mLHjh1wcnJCgwYN0L17d3Tq1Alz585VKuw86ZNP1ANEGrNkOebT1hXA8v3A6j/lm+x3+osMk6bISONjN2Vp0UKe0ImIKG+RvY9TbqTktVBrsGiR+i48eQngozpAkTPZr+rEcGDn/7JVRbNmwKZNgJdX9sMhIiJl5ak+TpQ7XLoEzJqlfp6+E3T6juIrVsjcuM8NYHhZ+eq70zjbVezfD8ydC3z9tQzxEBFRvsXEKQ969QqoZMGb2rLUdJK89ZXcD1zunO1qQkJkiIWIiPI1xUcOpzzoiMx31V34QJZqJkyQpRoiIsrHeMYpD3J2BhYvBtLMnZwhOzvA1la9GBrXSJLUnaU1z58/NyKAR5VNijdD6zbJcqZJ49Ur2aoiIqJ8iolTHvXhh+pFbkIAf/8N3Lmj/17axOu3mH4IiV+WeWU3WgMp9urnNinAvz2AW80BYQMkugIJnlnGM3WqOlFMO6Cnoec1agCNGhmxg0RERJlg4kQmkSSgbdusy5W9+R5arFyGAPcARIyKyHSKnMwIAfz1FzBuHPDvv+p1RYqoE6Y+fdRnzIiIiHIK+ziRRTQo1gBOdk64H3cfl6Mum1VHSAjQuDHQvr06afLyAmbPBq5fBwYMYNJEREQ5j4kTWYSTnRMaFVNfG9vzn2nDkl++DLzzDlC/PnDkCODkBHz2GXDzpvqRc8gREZFSmDiRxbQs1RIAsPfWXqPKR0So+2VVqgRs3QrY2KhfX7+uPtPk7W3BYImIiIzAix1kMS1KqectOXj7IJJSkmBva2+wXHS0erDOH34A4uPV6955B5g+HahYMaeiJSIiyhrPOJHFVPWvioIuBfE88TlORJzQe//lS/WZpNKlgTlz1EnTm28Cx48DmzczaSIiotyHiRNZjI1kg+almgMA9t5MvVyXnKweZ6psWfXdcs+eAZUrAzt2AAcPAsHBysRLRESUFSZOZFEtSqov1+25uQdCqM8kVaoEDBwI3L8PFC8O/PYbEBqqHubAzFELiIiIcgT7OJFFtSyt7iB+MuIUajeKwdlj6kEtCxQAvvgC+PhjwNFRyQiJiIiMx8SJAACPHgEqlXrqFRsb9aI5+6OZckXzaGhd2vdUKoGw6ItITklGxH/usEl2gcruJc6KXwB8ihYtgLFjAQ8P4OxZw3VmVH/adqpVU4/tRERElFOYOBEGDlT3OZJNy8+BBnNSX2s+Za0+A1p9hr1JTth7PBGwUelud+xTYO9MQNga31RLwM8PsLdXLw4Ouo+apX599WCaRERE2cHEiWBrfJ6StcqrdZMmQ+zjDa9vMAf4tyfwoIbRze0xYWzNbduADh2ML09ERJQeEyfCwoXqcZSSktSX6zRLSkrqo+Z5w4ZAVFQmldX5yfxAjowDIquav30Wype3WNVERJRPMHEiAICnp3HlMkyaipwCenYC3B+Y3viuecDjIPXz0nsApOnIJInU1ykOwO2mgMq8j21srFmbERERaTFxIrx8qT7rFBOjfi2E+uxS2kfNc4NcHgMf1TU/gNZjjC97sxnw2z6zmgkNBWrVMmtTIiIiAEycCECnTqb1FdIhpQBD35AznMw9qmz2pgMHqhe5/fgjMHSo/PUSEVHuw8SJ0KFDNhInYQuEdQVqL8x+IA+qA6eGARd7qS/HqWwB5P4RMX/+mYkTEVF+wcSJEBaWzQp2LFAvztHA5wXMr6dwKPD2AKDUXmDzSlgiaWrXTj0+lWaMqqyeZ/W+szPw9deyh0lERLkUEyfCokUyVfRuR3nqqbwGiC0CXOoObfIkNEmUpPtc+14W5YSEed8Cbd+SXq+RIEmpzwFAkiSd58aWSwFwL1YyaRtLlEtL856tjS3sbPhrTkQkF36jEubMAT79NJuV1P0fUOyYLPEAABrMVS8yGnMTGJON0RKs1dYeW/F2hbeVDoOIKE9g4kQoWDAbGwceB5pOAkqZd6cbWV58cgYDjhIRkcmYOBGWLTNzQ4c4YEADeYIIDwZ2z83gMpwxr7Mu88cfEkqUgMFLXIYuj5ny2pRtRNpxql4TQn+dIaZu6+HogYKu2cmMiYgoLSZOhI0bgalTgefP9ed8S7+sWQOcP/96Q2EjXxCBIUBMMSC2qHx1pqN6AFTJxnBTRERETJwIvr7ADz8YV/b48TSJU7ITcLc+UOy4+Y0nOavPCO361qJJEwA0aWLR6omIKB+Q8ZQB5Qd//JHmhbAFlh4D1m8wr7JEVyDeC9i0Bjg7SI7wMvXzzxZvgoiI8jiecSJcvgx07QpERupPs5J+0SOlAN27mdewwwv18u7bwPk+6kQKAO68qTsUgUwOHAA+/1zWKomIKJ9h4kRo3RoIDzdz49LmDjmeTrUVqc/rLFCPHH65izx1vzZ+vKzVERFRPsTEicxPmhzigPffkjUWrUR3wOe6ugO6sAFSHIC4ItmqcvBgYPHi1Ndpz6Klfe7tDVStmq2miIgoj2LiRNi8Gejc2cAbUgpQcQvgGPM6gbFVzx8nbAH7l+rpUSyld2v9dacHAzvMnxPvyhWgUSPjyk6dCkyaZHZTRESURzFxyqN+/BH45JNsVtLxI6C6uYM8WUCKY441VaxYjjVFRERWhIlTHvTqlQxJU9EQyyVNv+0BwuunG7wSMNwZXACSSv00yTVbza5dC/Toka0qiIgon2PilAc5mntixvOOevqUar/JGo/WwcnAwSmyVlm2LFCqlPpOQEOLEEBKCtChQwaXI4mIiEzAxCkPSkoCnJ3VZ54yZf8C6NQPeMPMcZgysmsekOgG7dkiSaXu2H1F/olmV6wAgoNlr5aIiMggJk55kKMj8PixepRvSVIvKSIJDxNvY8eDxVgXMcf8ynf8CDwprx4uAIA6OdJcThPAvTpAgqccu2EUX98ca4qIiIiJU1616+5mdDku0zhIi0KByGry1CWzcuWMK+flBfz3H+DjY9FwiIgoj+OUK3mQSqjwwZYPZKlrdovZUN2vqh3nyMNDlmpz3LNnwGefKR0FERFZOyZOeZCNZIOWpVtmu54eb/TAp/U/hSSl3u2W7bv1FMTO4URElF28VJcHqIQKC04vwLLzy5CYkoh/H/1rdl3Fr8+E46sS8HrSChF7fNBovu4cdSpV9uNVSmys0hEQEZG1Y+Jk5Z4nPkfAvADEJcbJUt+dAr8C39+Qpa6c4OsLBAaqhxxITlYndoaed+8OdOqkdLRERGTtmDhZqZj4GIzYOQIrLqzIurApTlrXtbj//rPefldERGR9mDhZqbnH52Y7aVrdeTUaFWukP72IpFLPTWcFDh4EKlRIHXYho8XbG3B3VzpaIiKydpIQaXuw5E0REREIDAxEeHg4ihYtqnQ4sgh7HIZqi6ohSZUkf+X3agG/nrSa5MlYR48CDRooHQUREWWXkn/X89ZfxnzkStQVyyRNAJDiYGAeOetna6t0BEREZO14qc5KPXrxyLQNfrgKJLmozyJpFpWt7muNRDcYnnDXupkyNctffwFvvWW5WIiIyDrxjJOVGlxrMK4Nu4bPG3xu3AaflAcSXYG4AOC5P/CiEPCqABDvrZ4iJdE9dcmDSZOpdu1SOgIiIsqNeMbJij159QSzj802uvzy1S9RwMFbb32HDnJGlTdUqqR0BERElBsxcbJSM47MwMT9E03apu/FDDrQTUnzfOUu4L9WZseVV9y/r3QERESUGymWOB08eBBNmzY1+N6pU6dQu3ZtANCZ7kNj4cKFGDx4sEXjy+3WX1pvmYp7twbupr31LN1Nl1L6mzDTvT44NdcmXp99ph4IU6VSj4ae9jHtcy8voFo1paMlIqLcSLHEqX79+njw4IHOui+//BJ79+5FrVq1dNYvW7YMbdq00b729PTMkRhzs9/e+Q1VF1W1TOXFjpm/be/W6scEN/V4UMDrZEtk8Bzq12nLSgII6wz8sVTd/0omzZoBNWvKVh0REeVDiiVODg4O8Pf3175OSkrCtm3bMGzYML2zTF5eXjplCajiVwWx42LhMSuXDpvt+Dx72wdtBm41B04PkSceAG3a6M67R0REZKpcc1fdtm3bEBUVhb59++q9N2zYMPj6+qJ27dpYtGgRVFnMNJuQkIDY2FjtEhcnzzxuuc2S0CVKh2A5kVWBsC6yVnnzpqzVERFRPpRrOocvWbIErVu3RmBgoM76r776Cs2bN4ezszP27duHMWPGICoqCl988UWGdc2cORNTp061dMiK61yxM0btGmW5BqY/B5JcLVd/Djt5EihZUukoiIjImsl+xmnKlCmQJCnT5cyZMzrbREREYNeuXRgwYIBefV988QWCg4NRrVo1jBkzBtOmTcOcOXMyjWH8+PGIiYnRLmFhYbLuY25RzLMYOlfsbJnKD0/IU0lT/fpA69ZKR0FERNZO9jNOw4YNQ8+ePTMtU6JECZ3Xy5YtQ4ECBdCxY8cs669Xrx5iY2Px8OFD+Pn5GSzj6OgIR0dH7evY2NisA7dCP5/5GZsvbza/AkPTqmjWNZytXjItL+muX78JuNbe/Hgs6Phx4O5d9WS/RERE5pI9cfL19YWvr6/R5YUQWLZsGT744APY29tnWT40NBROTk7w8vLKRpR5w75b+7JXgd7QAhmsM1avDsC0RECV9c9RCY8fKx0BERFZO8X7OO3fvx+3bt0yeJlu+/btiIyMRHBwMJydnXHgwAFMnDgRAwcO1DmjlF9NbTIVG8I2KB2GrkkOGb+39DBwt5GszZ06BTg4AJKkXlQqIDk5dUlJAZKS1H2bSpWStWkiIsqHFE+clixZgvr166NixYp679nb22PBggUYPXo0VCoVSpUqhWnTpmHo0KEKRJq73Hl2B0ELgpQOwzRldsmeONWpY1y5Fi2AjRsBDgFGRETZoXji9Pvvv2f4Xps2bXQGvqRUv5z9xeRtmpdsjtLepY0qqxlLS6QZ+EiSJBw6DFy5nKagkAxf3kvfH+pJOeC0cgnv3r3AtGnAvHmKhUBERHmAJETeHxIwIiICgYGBCA8PR9GiGczXZmUexD1ApYWVEP0qOtNyvSr3go+TD3pV7oXgwGCDZc6cAd58E3j1yhKR5i55/9NORJT3Kfl3XfEzTmSe+OT4LJMmAPj9ovqM3o+nf9RZf23YNZQtUBYAMHJk/kiaqlRROgIiIrJ2TJys1OJzi7O1/bHwY9rEac4c9ThHed0//wAVK6rPOqVfgNRJfqtUARYvBgoVUjZeIiLKfZg4WakRdUfg8J3DOBZu/IS8Ps4+KO1dGvWK1kNVv6q4EHkBAOBSEgh9kHoNK+3VW/F6Ql7NOtWLAvj0oxI4fDj1TjYg9XnaJT4+u3spvytXsi5z+zYQEAAsXGjxcIiIyMqwj5OV2xi2Ed02dMvRNhd3WIwPa3yYZbmlSwEDo0xYhXPngOrVlY6CiIgMYR8nMtnFhxdRZZEynXY+et8bH13Oupw1e/FC6QiIiCg3YuJkpdZfWm/yNqc/Oo3yBcqr5wyEZNKjxpdfAl/n8aQJAL75BmjYUOkoiIgot2HiZKU+a/AZnsY/xS9nf0GSKsmobWovro37o+/D381fJxkyxdixwP376iEM0pIk3Vv9JQm4cMGsJnIFG9mnvyYioryAfZzygL0396LlypbZquPbVt9iVPAomSJSCw8HihWTtcoclfd/M4iIrJOSf9f5f3Ue0KxkM/zS3vSRxNMavXs0pKkSPt39qUxRAYGBhm/9N7RcuyZbs0RERBbDxCkP2H9rPwb+OVCWunb9t0uWekxVoIAizRIREZmEfZzygGr+1VDEvQjuxd3Ldl0XH12ENFW3/1MR9yKY2mQq7G3ts9xegqQd+0nzOtPyr/taxcYCMHSToGbOO818eOnnwMsgikyln1/PQJ3B9YE1F/Xj1FzZTt9HzNz9zrSMmXXKFaMl6ky7vdx1GlufJeqU41jqlTcxRlPrLOVdSjsILhEZj32c8pi4hDhcibqC6Uem44+rfygdDhHlYtvf3Y725dorHQaRydjHiWTj7uiO2kVqY2vPrdjTe4/S4RBRLubn6qd0CERWh5fq8rAB2zIftjtyTKT2eUan+NNfLrhwAWjZMvXdDGV6SS2XbJfJNg4OEp48yai2jLfL7FJJTm5nDTESEVkjJk55WNTLqEzf95/nb17Fn5m3mTVJBOA+U+kogI9rfYz5bebDwdZB6VCIiAi8VJenlfAqoXQIlE0LzyzEkTtHlA6DiIhe4xmnPOzkhyex68Yu2NnYodO6TkqHQ2bo/kZ3NCjWQOkwiIjoNSZOeZibgxu2XduG3y78Jnvd7cq2w+rOq+Hp5ClLfTExgJeXLFXluNmzgc/yweVLIiLipbo8TyVUFql3x/Ud8JrtBWmqhHc3vZvt+uLjZQhKIXPmKB0BERHlFI7jlA88fP4QyapkJKQk4FXSK7xKfpXl45cHvjSpDTE5ex+j+/eBIkWyVYWi8v5vERFR7qHk33VeqssH/NxMH6tlWJ1h8J7tbVTZKn6Ghvw2jYdHtqsgIiKyOF6qI4O8nLzwToV3jCr7z8N/IE2VdJYxu8YgWZVsdHv2Wc/mkmv9Jn8XMiIiyqV4qY4ylJiSiN8v/o6XSS+xNHQpzj44a1Y9V4ddRbkC5TIt8+wZ4G3cCa5cJygIuHRJ6SiIiPIPXqqjXMnB1gF9q/UFAAypPQQ3om+g7A+mTwp6+t7pLBOnZONPTuWYN94ANINeS1Lqkva1mxvw66/KxUhERDmLiRMZ7ejdo0aVG1Z7GCRJgo1kg+Ciwej+Rvcst3F2zm508jP2LNJPPwH/+59lYyEiotyBl+rIaA/iHqDE/0ogMSXR5G0P9z2MRsUbZVpmwgRgZi6Y5sRUdnZAUpLSURAR5R9K/l1n53AyWmH3wngx4QWCiwabvO2bXcJ0LncZWqwxaQKAEiWUjoCIiHIKL9WRSXb/txshESGmbbR1KRDWFbB/AQhbQNjoLlaubl1gxYrU/k+GaN5r2RLwN3NuZSIiUh4TJzJJ7YDapm/Uqb96sYSnJYCfLgPJTpap3wirV6sXY0VHW+8dhERE+Z31/7tPOer0/dNKh6DL+zbgHK10FEYrXhxwdVU6CiIiMhfPOJHRhBB49OKR2duX9SmLUfVGQUBAc0+C5nlMLPDlFwAkAeD1/QoZPU/7+mpHIC7A7Jgys3Ch7uu0QxFoHh0cgB49ACflTngREVEOYuJERtsQtgH9/uhn9vbvVnoXH9f+2OB7z54BX54yu2qL+NhwqHoWLQJCTOz2RURE1omX6sho1fyrZWv7N4u/meF7np5A69bZql4xJ05kfrdg2sXHB0hJUTpiIiIyFxMnMlq5AuUgJguEjwo3a/sWK1vgzP0zBt9TqYDY2OxEZx2ePgVu3FA6CiIiMhcv1ZHJinoUhWqSCj+e+hHDdw43advai2ujV+VekJB6774kSYiPB0L8AejNK5zmHv9EN+DAVOBlQbNjzw3KlFE6AiIiMhcTJzKLJEn4pO4neBb/DJMOTjJp298v/m74japGbBxwBlicyzpDmejJE6BQIaWjICIiczBxomz5svGX+LLxlwCAZFUy7L+yt2yDoRYaDyobbGzUd9dpJi9K+6hZNK8XLGDSRERkzZg4kWzsbOzwS/tfMPDPgSZv+1GNj7C448/QuTRnJerU4V11RET5BTuHk6w+qvkRvmj0hcnbLT63GHB7aIGILK9xY6UjICKinMIzTiQ7RztH8zbs/B6waiegsvDlPiP07w906KC+DGdrq35Mv9jaqi/R1amjdLRERJRTJKEZwjkPi4iIQGBgIMLDw1G0aFGlw8kXjocfR4OlDcyv4Fpb4M9FQGygfEFZUN7/LSIiyj2U/LvOM05kEfUD60NMFohLiENcYhwSkhOQmJKIW89u4a3Vb2VdQbm/gPrzgCPjgWRnIMkFUPHjSkREyuJfIrKYiAggMNAdgHvqSg9XYLSRFdT7n3rRODIO2DdTzhBl4eamdARERJRTmDiRxaxda2BlbFFgwUVgSGXTK/S+me2YjFW1KjBokOEhBdIu9vZAP/On7yMiIivDxIksxscngzceVQJ+3wZ07wbYJRhfYaX1QKl9QHiw+vW+GcAjMxIwI1y4YPwkv0RElH9wOAKymC5dgGrVMnjzWgfg63hgigBuNTG+UpcnQPk/1cuQKoDrIxkiNczYiXtnz7ZYCERElMswcSKL8fQEQkP1L2+lXe7F3kf/d0qZ30i8p3wBm2nGDKUjICKinMJLdWSSR4+Ad98FDh82b3tJSu0vJElA0qBmgO9V8wP60sn8bc3xoBqw5Lj6Tr/XYmOBhw/1hySQDAyCXqAAYMffOiIiq8WvcDLJ//4H7N8vY4VnBgFtjL3NLhcofB4ocB14WEVntb+/8VXExfFOPCIia8XEiUwyYACwZIn6DIssToxSLwAwxcx56h5WAiLqAZIAIPQfgYzXSarXlaTfztA6AVzoAzzMXod0Q2eiiIjIOjBxIpOUKgVERlqmbpVIwe7/duPJyyfYcX0HLkddxvnI81lvuHEd8DjIMkFZQHQ04OqqdBRERGQOi3YOnz59OurXrw8XFxd4eXkZLHP37l106NABrq6u8PX1xfDhw5GYmKhT5uLFi2jcuDGcnZ1RpEgRTJs2Dflgppg84dUrdaIVGak+S/XwYeprzbrISODe/RTM2rcAb61+C+9veR9r/l1jXNL0oBrwpJyld0NW7u5ZlyEiotzJomecEhMT0a1bNwQHB2PJkiV676ekpKBdu3YoWLAgjh49iidPnqBPnz4QQuCHH34AAMTGxqJly5Zo2rQpTp8+jWvXrqFv375wdXXFmDFjLBl+vhEeDnzyCfDkiW7HbXNy07TbX7oEPHtm5IZTzPwoPvcHhPLXvo4fT32e9rilP4aVKwMeHjkTExERyc+iidPUqVMBAMuXLzf4/u7duxEWFobw8HAEBAQAAObNm4e+ffti+vTp8PDwwOrVqxEfH4/ly5fD0dERlSpVwrVr1/Dtt99i9OjRkNhhJNveew84ckTpKMxUdicw2cDHePFJ4F6dHAnB1xcIDs6RpoiISGGKjuMUEhKCSpUqaZMmAGjdujUSEhJw9uxZbZnGjRvD0dFRp8z9+/dx+/Ztg/UmJCQgNjZWu8TFxVl0P6zdiBEKB1D1N/nrLPen/HVmICwsx5oiIiKFKZo4RUZGws/PT2edt7c3HBwcEPm6B7KhMprXkRn0Up45cyY8PT21S1CQ9XQcVkKXLpkPUmnucuKEkQHUWiTvDkWVB45MkLfOTBQqlGNNERGRwkxOnKZMmQJJkjJdzpw5Y3R9hi61CSF01qcvo+kYntFluvHjxyMmJka7hPGUgCLi440suH4jkOgiX8N/LgKSc3hgTCIiyhdM7uM0bNgw9OzZM9MyJUqUMKouf39/nDx5Umfd06dPkZSUpD2r5O/vr3dm6dEj9fxk6c9EaTg6Oupc2ouNjTUqHpKXizG5kEcEUG478OfPAATQ/mPA4YVpDR39HNg3HRC25oQpC0t0tfP0BC5fBgoXlr9uIiIyj8mJk6+vL3x9fWVpPDg4GNOnT8eDBw9Q+PVfh927d8PR0RE1a9bUlpkwYQISExPh4OCgLRMQEGB0gkbKqF0b+O8/4N9/dddrLuW9SnmOXv8GZr+hhrOBsC7A/drZrysXiYkBQkKAzp2VjoSIiDQselfd3bt3ER0djbt37yIlJQXnz58HAJQpUwZubm5o1aoVgoKC0Lt3b8yZMwfR0dEYO3YsPvroI3i8vme7V69emDp1Kvr27YsJEybg+vXrmDFjBiZNmsQ76nK527eB0qVfv5BUQK2FQO2FQKFL8jYU2g+IrCZvnQAWLEgdlkEIICUFUKkMP6Z/nlUZY+p56y3g7bdl3y0iIsoGiyZOkyZNwooVK7Svq1evDgA4cOAAmjRpAltbW+zYsQNDhgxBgwYN4OzsjF69emHu3LnabTw9PbFnzx4MHToUtWrVgre3N0aPHo3Ro61ofrN86vHjNC+KHwLaDTOvopkxQELOD340ZIhx5YYNA14PO0ZERHmcJPLBENwREREIDAxEeHg4ihYtqnQ4+crNm8DFi8CLlBhMutEc/706q3RIZGEB7gE42OcgyhYoq3QoRJRHKfl3XdHhCCjvK1VKfbmpV2dP3PjsDB6NfaR0SGRh9+PuY17IPKXDICKyCCZOlKMKuhbEjU9uYG7LuZDAPmp5UbkC5fB5g8+VDoOIyCIs2seJyJCS3iVx4t4JCJhxlXjbrwCEurO5ZrndBHhsPYOchocDvGJMRGSdmDiRRT17Bty/r34e/vwmwp6dw8vk59gYttHoOlxelodnXD2Uu/MN7H0KQQhg3z7LxGtpn34KFCmidBRERGQuJk5kknv3gE6dABMGh1crfBYYVMu0bfbMBo59hpcAXgJ4YGKTOSnv32JBREQAEycy0YIFZiRNAPDSjEFTW36uXjRW/QXceMuMxomIiOTBzuFkkkGDgPLlzdgwpjjw/bXsNf5+W2CKlLq811bdx4mIiCiH8IwTmaRYMeDKFePLP3sGREYCz5NiEbz1DSTLmeeU/RtwfQTEewKQAGGTZpHU63JIQIDua82lO83I4xpz5wLvvZdjYRERkcyYOJHFCCFw9NEO3Iq5hTnH5yBZlSR/I2PNmAH3eSHgu7tAimPWZY30wMgOWO+/D7RsCRQqJFvTRESUg5g4key2XtmKd9a9o3QYGXN7BNglyJo4GWvECKBgwRxvloiIZMLEiWQTERuBwO8ClQ5D1ysvYMOGNCsEcL+2rHPfubsDsbGyVUdERLkYEyeSxaukV/ImTSl26jvxNH2WVHavF3tAZYvUPk2afkxSar8mzWNMMeCvH4Hn/vLFZUBcnEWrJyKiXISJE8mi9uLa8lZomwy4R5q//aq/gRtt5IsnC0+eqDuCaxZA97Up6zTrbWxSnxMRUe7AxImybc9/e3Dp8SWlw9BV6GKOJk6+ZgxTZYwzZ4CaNS1TNxERmY6JE2VLUkoSWq1qla06CroUxPwWC/FeLxvoDCEg0jyXXs9PB5HuuUr/dWxR4FazbMWUW8THKx0BERGlxcSJFCMmpw5w9PgxABPGh7JWn38O9O2b+jrtpbi04z1JkvruOx+fHAuNiIiMwMSJTJKiSsHic4uxMWwjbG1sYSPZoKpfVVx4eMHkuqSp6TrwTMlig42/A/++a3I7OYFz1RER5Q9MnMgku/7bhY93fKxM4117qRdDLvQGtv8MJDvnbExQj6ZORET5AxMnMkmdInVQxL0I7sXdUzoUXVVXqhcF3AUgTTV/++VvL0efan1ki4eIiCyHk/ySSZ7FP8t9SZOV23F9h9IhEBGRkXjGiYyWlJKEoX8NNWmbAPcAqIQKQggEuAdgQPUBsLNJ/dgJqDsHCSGwZ5/Als1pt359B13a1xra9RmsM7SdMXVJ6TsrZR1DpcoC3bvp749IU1a87gSVfp2Psw8+rq3QpU8iIjIZEycy2o+nfsTu/3abtM39uPva5w9fPETY4zD81O4ng2WTTwBbTmcrRFn98w9gZ5e62NqmPtrapg5WyTvfiIjyDyZOZLQnr55ku47WZVobXP/iBTB8eLarl1WVKsaVa98e2L7dsrEQEVHuwMSJjHYj+ka263h70HngUMfsB5OL/Pkn8PCh7hQqAKBSqYcpECL1eaFCgIODcrESEVH2MHEio3Uo1wHrLq3LXiVNJwOHJskTUC7ib8I8wnFxgJub5WIhIiLLYeJERnuvyntoW7YtDt05hHfWvWNWHY3P34RrW/XztKNmp5/01tD6tO9t2WJW87mCDe9lJSKyWkycyCTezt64G3PX7O0PVSsF3H4TOPwFtPPSaeekk4DHFYHnhbMdZ26WkAC4uCgdBRERmYOJExntZMRJ1FtSL/sVlTgMlMhkYuAF/wCPKme/nVzK1VXpCIiIyFxMnChLZ++fRdTLKLRZ3SZH2qtX3QPOierLcjY2qZfr0j7/668cCcUirl0DKlVSOgoiIjIHEyfKVPWfq+N85Pls12Mj2UB6fWlOQEAlVDrvf9/me3hf/wS9ewMnst1a7ubnp3QERERkLiZOlKl/Hv4jSz3pE6X0hu8cDszpDsA6s4q2bdVnxDSL5gxZ+mXYMKBgQaWjJSIiczFxoky9mPAC847PwxcHvrBoOxPqT8GMF9aZNAHADk43R0SULzBxoizZSDZoVbqVUdOtvFPhHcxqMQu2ki0kSYJKqJCiSoGbgxuKeBTJdNvOZ4CvvzY8/ED655s2mboXllWhgu5ZJkNnnCQJmDgRaN1afz0REVkHSWhmH83DIiIiEBgYiPDwcBQtWlTpcKzK4D8H4+ezP+dYe15OXrjxyQ0UcCmQabn8kmz88w9QOe/eYEhEZBYl/67zjBNlqmP5jjmaOD2LfwbfOb4Zvj+r+Sx83vDzHItHaVFRSkdARERpMXGiTLUt2xaf1v8Uc47PUToUAMC4pX9iXKPclzidO6c/8nnaOeo0zzXr079nqGzp0kCJEorsDhERZYCJE2VpeN3huSZxQvGjwJTcd52uxjbjyrUv1x6r3lkFTydPywZEREQWwVmzKEsRsRFKh5Bn/HntT2wIy2U924mIyGhMnChTLxJfIHhJsNJh5B23mqJxQfMmSCYiIuXxUh1lavSu0fJUdPZD4FEl4MzHQIqDPHVaIRsboNQSpaMgIiJz8YwTZaprUFd5Kqr5K/DWSKD1KHnqs1IqFfD0qdJREBGRuZg4UaZalm4JMVlATBaY33p+9it0jMt+HVauYMHUyYozWxwcgHv3lI6WiIjS4qU6ytKe//ag1apWstTlauMD76L6ScKzZ+qFUiUlAadOAe+wSxQRUa7BxImydDz8eLa2r1e0Ht6v/D783PzQeVJn2GQwmkCBAkB0dLaaUkzfvurxl4DUR43069O+n1nZli2Bt9+WPVQiIsoGJk6UqcjnkQiNDDV5uzpF6sDF3gVtSrfB6ODRsLe1z7T88+fWmzSNGgV8+63SURARUU5g4kQZavd7O/x1/S+ztt3UfROKehg/f1BCglnN5ArLlzNxIiLKL5g4kVZ4TDh+PfcrbCQb2Eg2ZidNABD4XaBR5fzd/GFvYw97W3vYj7JHUrw9oLIHrr8FHP4SSHYyO4acwrvkiIjyDyZOBAB4lfQKxeYXy/F2I59Hpr7wfL0AQOFQIKYYcHZQjsdkqv/9T+kIiIgopzBxIgCAk50TOlXohK1Xtiodilq8B3CjjaIhDB2qfpTSdGZPP5EvANy8CYwcqbutoXKSBPTrB1SqJHuoRESUQyQh0t/Xk/dEREQgMDAQ4eHhKFrU+H43+ZU01fxJdD9v8DlmtZhl8nYJCYBT7r8qJ4vHjwFfX6WjICKyXkr+XecZJ0J8cjyKfFsE0a+yf1vb7GOzMfvQd0C8F3C+H3BgWr6eYsUQFxelIyAiInNZdOTw6dOno379+nBxcYGXl5fe+xcuXMC7776LwMBAODs7o2LFivhfug4jt2/fhiRJesvOnTstGXq+8irplSxJk5ZdIuD2CGg4Gyi1R75684jERKUjICIic1n0jFNiYiK6deuG4OBgLFmiP7Pp2bNnUbBgQaxatQqBgYE4fvw4Bg4cCFtbWwwbNkyn7N69e/HGG29oX/v4+Fgy9HzF29kbn9b/FHOOz5G34rsNYRPRCDavP2VpRwrX0DyPj5e36ewaPlw9YrckqSfmzexRktQDVqpUuotmXdrHGjUAA/9DEBGRlciRPk7Lly/HyJEj8cyIOTWGDh2Ky5cvY//+/QDUZ5xKliyJ0NBQVKtWzaz22ccpc5HPI1F4XuFs1RHgHoB7o/UnVjt2DDh4UDdhMvQ8MRH44otshaCormnmQpYy6CImScCIEUD9+jkTExFRXsU+TmnExMQYPJvUsWNHxMfHo2zZshg1ahS6pv1LRWYLjwnHoTuHsl3Ppu6b9NYdPQo0apTtqq3Cxo3GlVu/Hnj0SD3RLxERWZ9clTiFhIRg/fr12LFjh3adm5sbvv32WzRo0AA2NjbYtm0bevTogRUrVuD99983WE9CQgIS0gxFHRcXZ/HYrdGFyAuo9nO1bNWxuftmvFPR8Cy0pUplq+o8qX179Zx8RERknUzuHD5lyhSDnbXTLmfOnDE5kEuXLuHtt9/GpEmT0LJlS+16X19fjBo1CnXq1EGtWrUwbdo0DBkyBN98802Gdc2cOROenp7aJSgoyOR48gMvJ69s17HwzMIM3wsIUPfrMXaZOjXb4SiiQwfj93H7dnXfKCIisk4mn3EaNmwYevbsmWmZEiVKmFRnWFgYmjVrho8++ghfGNHRpV69evj1118zfH/8+PEYPXq09vW9e/eYPBlQ3Ks4xGSBZFUy7L/KfBLejBTxKCJLLC9eAJMny1JVjkvzUSMiojzO5MTJ19cXvjKO3nfp0iU0a9YMffr0wfTp043aJjQ0FIULZ9yZ2dHREY6OjtrXsbGx2Y4zL7v25JrZ28bExyAmPgaOdo5wtHWElFHP6Cy4ugJ//gkMGZLxSN3pR+vOLZo2Nb5srVrAyZM860REZK0s2sfp7t27iI6Oxt27d5GSkoLz588DAMqUKQM3NzdcunQJTZs2RatWrTB69GhERqrnLbO1tUXB171nV6xYAXt7e1SvXh02NjbYvn07vv/+e8yePduSoecr5QuUR2G3wnjw/IHJ2265sgVbrmzRWefp6ImI0RFwc3Azqa4GDYB589TPNfd6ai5xpX/eq5fJoeYKZ84A164BFSooHQkREZnDoonTpEmTsGLFCu3r6tWrAwAOHDiAJk2aYMOGDXj8+DFWr16N1atXa8sVL14ct2/f1r7++uuvcefOHdja2qJcuXJYunRphh3DyXS2NraIGB2BlitbYv+t/dmuLyYhBnEJcSYlTq9eAd7e2W7aKnh6Zl2GiIhyJ85VRwCAZFUyyv9YHjefmnYNrE/VPrCzsYMQAkmqJCSpkhBcNBiF3XQvpQoY/phpPn4qFTBhInD7eE0guox5O6Gg/v3Vj5lNCCxJwMCBQM2aORsbEVFew3GcSHHRr6JNTpoAYMWFFXrr1v671rwgaqkX73WhsH9SDZml9I8fm9eEpRgYGJ+IiPIgJk6E6FfR8Jvrp3QYWk8jCgJWNvTWqVOGp1tJ/7pOHU65QkRkzZg4EVzsXVDEvQjuxelPmZJdO3rtQNuybY0qO2MGMHGi7CHkiLp1jS/79CmTJyIia8WboglOdk6IGB2BlEkpstZbo3AN1A80bmK2lBT1dCR5XcGCgLOz0lEQEZG5mDiRlgTzxmAypH+1/jgx4ITRo5MnJQEXLsjWfK7VvDng4KB0FEREZC4mTqQlSRJUk1Sy1LX0/FKce3DO6PIp8p7syrXWrgWiopSOgoiIzMU+TqTDlJG/vZ28kSJSkKxKRooqRfscAD6r/xlqBhh/372ZA47nGsHBqaObp1+A1Ofjxqkv1xERkXVi4kRaL5Ne4nj4cdQtUhcn753Msnz/6v0xt9VcWdp+9kyWahRz/LjSERARUU5g4kQQQqDHxh7YELbBpO3mhczDvJB5eusnNJyAr5t9bdLZKw8Pk5q2uLJlgV9/1Z3uRfOYdnwpGxugUaOcj4+IiJTBkcMJD58/hP88f8Xab+8/GIOKLESHDoqFkC2HDgFvvql0FERE+YeSf9eZOBEA4K/rf2HGkRmwtbHF4TuHlQ4nazt+BE4PVToKAOoJey9fVjoKIqL8Q8m/67yrjgAAbcu2xdH+R3Go7yE0LdFU6XCy1noMIOWOW/Hq1VM6AiIiyilMnEjrZdJLHLp9CJMbT0ZVv6pKh2OQe3IpuCeXAlbsA4St0uEAAJYvVzoCIiLKKewcTgCAhOQE+M31w/PE5xap39vJG4B6uAPN1eG0ncclSHjyRGhfaQkJkAQQWxRYvwFx0WUtEh8REZExmDgRAMDOxg6lvEvhn4f/yF6385X+kK70BSBBCAlQ2QCQoBISIGwghIS4GAlQqV9DSADSP5cASQUUuJa6LjOahEvzXCOmOKCS92NfpYqs1RERUS7GxIkAALY2trgwWD3nyfTD0/HFgS9kq/tVhaV4VWGpbPVlS0wg8L+bRiVP3bqpHzVDEKQfkkAI9bxzP/xgwXiJiChX4V11lKFxe8dh9rHZSochr8cVgAX/yt4/Ku//FhER5R5K/l3nGSfK0KwWszCrxSwAwL6b+9BiZQvZ6m5ZqiXGNxyPoh5FIUkSXr2SUKWygctzhi7ZGbtO2KR5/7UUB2R5mY+IiCgDTJzIKM1LNYeYLKASKkw7NA1zj89FQdeCGFhjIFzsXbDt2jbsv7VfZxs7GztIkGAj2UCS1I+lvUtjc4/NKONTRq+NU7uAadN012n6j2vO6Gheb98u9x6ar2RJpSMgIqKcwkt1JJuQ8BDUX1ofXk5eiPo0CrY2lhsu4MkTYNIk4OefgZTXwzk1bQpMngz4+KinQrG1VT+mf57Ze4aeW/sExEREeQ0v1VGecOjOIQBA4+KNLZo0AUCBAsBPPwFDhwJjxgA7dwIHDgAXLwJTpwIDBwJ2/HQTEZHMOAAmyebA7QMAkKMjjwcFAX//rV6CgoCoKHUyVbWqOpkiIiKSExMnkkViSiKO3j0KAGhaMuenbGnTBrhwQX0WqkABICwMeOst9RIWluPhEBFRHsXEiWRx+t5pvEx6CV8XX1QqVEmRGOzsgCFDgBs31Jfv7O3VZ52qVFGfhYqKUiQsIiLKQ5g4kSw0l+malGgCG0nZj5WXFzB3rvpM0zvvqDuPL1gAlCkDzJsHJCYqGh4REVkxJk4kCyX6N2WlTBlg82Z1p/Hq1YGYGGDsWHVfqC1bOGglERGZjokTZVt8cjyOhx8HkLsSJ40mTYDTp4GlSwF/f+C//4DOnYFmzYDQUKWjIyIia8LEibLtRMQJxCfHw9/NHxV8KygdjkG2tkC/fsC1a8DEiYCTE3DwIFCzJtC/P/DggdIREhGRNWDiRNl24FZq/yYpl48W6e4OfP01cPUq8O676st1y5YBZcuq1796pXSERESUmzFxIrMkq5LxIvEFol9FY9+tfQBy52W6jBQrBvz+OxASAtSrB7x4AXz5JVC+PLBmDfs/ERGRYZxyhYx2MuIk6i2pZ9I2EaMiUMSjiOyxHD4MjB4NhIerX2tOdKV9NLQu/aNKBSQnA5GR5seyYgXwwQfmb09ERKbhlCtkFZ68emLyNkW/y/wDPaHhBExvPh2A+izPy5fqZCb9kpKSuqhU6oEtX740azdk16cPEyciovyCZ5zIJHee3cG9uHuws7HDknNL8Mu5XyzT0LV2wOaVQLy3Zeq3Aj16pI6ETkREqXjGiaxGca/iiHweiZDwEFQqVAktS7XEnpt75G+o3A5gnA/wX8vUdcJQx3NJ973wBsCxT4EUR/ljymHr1gHt2wPvv690JEREpMHEiUxy4NYBNPutWc41WNrEpKzsTiDeEzj1iWXikYnN69syJEm/I7rm9SefAB075mxcRESUOSZOZJKS3iWVDiFr/7VWOoJMpaSkJk5ERGRdmDiRSYp5lMCa8gI3bgAvRTRmqnK4A068JxATCEB6fXku7aW61+u6vJvx+zvnAxGm3Rkot6gooFAhRUMgIiIzMXEik8yapR55W80HCDwGtPgcsH8JBJyzfABOMerFXB8GA18lACkO8sUEwMND93Xay29pn8+fz6SJiMiaMXEikwQHp1sRXh9YdkT9vMNHQM1fczwmkxz6UvakCVBPIExERHkfEycySdOmGY+q/W1IRYzZnc0G1m9QX4qLCwBiA7NZGRERkbzYRZVk8/vF37NfSfduwEf1gNHF8MeVbRACBpe2bbPfFBERkal4xolks7v3bsw5NgdXnlzBy6SXuP3sNq49uWZ2fW+vfTvjN+u8XoyxchfwXyuz4zDGP/+kTuEihP7I55p1VaqoJxomIiLrxMSJZOPj7IOZLWbqrb8adRXXo69j1K5RuBF9I+cDazTd4olT1arGl332DPD0tFgoRERkQUycyOLK+5ZHed/yaFKiCS4+vIj6S+vLUq+/mz8kSJAk3RHFJaS+9nPzw7nvc1eHdUfrH9SciCjfYuJEshFC4OqTq3hv83u4F3sPkiRBCIGHLx7K3paviy8iRkXA1sY2y7LSINmbz5b794FSpZSOgoiIzMHEicx26PYhNFnRRPZ6f2n/C2xtbJGUkoRkVTKSVclIUqmfJ6UkIUmVhKG1h0KobJGYnNphPH3/Is3z3IajhhMRWS8mTmSyhOQEVPu5Gq5EXZGtTj9XPwCAgMDE/RO1z4UQEEgd/0Dz+qs936eOiyAJAOmeS5ptBPBFmucbNgBXlZsA7uOPgeLFFWueiIiyiYkTmezcg3OyJk0ATL+cZ24/oXfftsjI4cZKTFSkWSIikgkvGpDJ6hSpg9oBtZUOwzx/LlAsaQKAJUuA69cVa56IiLKJZ5zIZBcfXcTp+6dzvuHti4CzuayntxlKlFA6AiIiMhcTJzLJrae3UP3n6so03mGwesnIfy3VU7Yk5O5Bkp4940S/RETWiokTZWnDpQ3ovrG70mFkrfQeoNyfwMX3lI4kQ598AhQsqHQURERkLov2cZo+fTrq168PFxcXeHl5GSwjSZLesmjRIp0yFy9eROPGjeHs7IwiRYpg2rRpEBnNNEuyuxd3T+kQjBPWRbE75jKaUy/98v336qlZiIjIOln0jFNiYiK6deuG4OBgLFmyJMNyy5YtQ5s2bbSvPdPMRxEbG4uWLVuiadOmOH36NK5du4a+ffvC1dUVY8aMsWT49NrIeiPh5eSFfn/0s3xjh74EnpZMs0IChJT6qLIHrnQCkp0sH4sJjE2GGjYEDh4EbLMet5OIiHIhiyZOU6dOBQAsX74803JeXl7w9/c3+N7q1asRHx+P5cuXw9HREZUqVcK1a9fw7bffYvTo0XrTbZBl9K3WF+9XeR8/nfoJB24fgK2NLWwlW2wI2yBvQ42/yrJIVb9quPBxqLzt5pCjR4HHj4EMPu5ERJTL5Yo+TsOGDcOHH36IkiVLYsCAARg4cCBsXg+vHBISgsaNG8MxzQRfrVu3xvjx43H79m2ULFkyo2pJJnee3cHLpJewkWzQrGQzbLu2Dftv7VcsngaB9XFBsdazr1EjoHRp/fWSlGZMTwlo1049YCbPThER5R6KJ05fffUVmjdvDmdnZ+zbtw9jxoxBVFQUvvjiCwBAZGQkSqS7f9vPz0/7nqHEKSEhAQkJCdrXcXFxltuBPOx4+HE0WNpA0Ric7JwwvuF47WS+mseu/5uBjV/2BmIDFY3PHDduqJes7NwJBAQAnTtbPiYiIjKOyYnTlClTtJfgMnL69GnUqlXLqPo0CRIAVKtWDQAwbdo0nfXpL8dpOoZndJlu5syZWcZI+oQQ6LahGzZd3qR0KFrxyfGYfHCy4TdHT8TXLnFwlNwApJ6tUamA5GT1Y0oKYM0fBXd3pSMgIqK0TE6chg0bhp49e2ZaJv0ZIlPUq1cPsbGxePjwIfz8/ODv74/IyEidMo8ePQKQeuYpvfHjx2P06NHa1/fu3UNQUJDZMeV1Qqjnh5t5dKbSoZjmZnN8sdIFyMM3WPIyHRFR7mJy4uTr6wtfX19LxAIACA0NhZOTk3b4guDgYEyYMAGJiYlwcFBPlbF7924EBARkmKA5Ojrq9ImKjY21WLzWTCVUWHF+Bb498S3+ffRvjrY9oNQU9C05GSqV+sxQUhLQqlWOhiCb4GDgu+/U/ZIyW4DUR83ZsPSPmkWlUveDKlVKuf0iIiJ9Fu3jdPfuXURHR+Pu3btISUnB+fPnAQBlypSBm5sbtm/fjsjISAQHB8PZ2RkHDhzAxIkTMXDgQG3i06tXL0ydOhV9+/bFhAkTcP36dcyYMQOTJk3iHXXZdOTOEfTf1l+Rtpf8FYolaxVpWnYhIUB3I8cHnT0byOKELRER5WIWTZwmTZqEFStWaF9Xr66equPAgQNo0qQJ7O3tsWDBAowePRoqlQqlSpXCtGnTMHToUO02np6e2LNnD4YOHYpatWrB29sbo0eP1rkUR+ap6l8V5QuUx9UnV7NdV+VClfFZg890OnE/eCBhzOg0YzBpHpOdgRuts91mbnL3rnHl3n0XaNaMU64QEVkrSeSDIbgjIiIQGBiI8PBwFC1aVOlwcpVkVTK6rO+CbVe3ZbuuSoUqQQgBAQGVUKF3ld74rMFnsJXU+XnaEbTTvxYC+O8/4Oefob18p7lklfYylub1Wis+W6VScfRwIqLsUPLvuuLDEZCyfj7zsyxJEwC9flIT909Edf/qeKvsWwAyTxaSk4G2bY0/c2PN/v0XqFxZ6SiIiMgcTJzyoehX0Xh307vY/d9ui7ZT1a8qggODjSqbkgJERVk0nFyDo4YTEVkvJk750JqLayyaNMWMi4GHo4dJ2zg6AtHRwLVrunegpb8jTfO8QgUZA5bBN99kHG/adW+/DRQsqFycRESUPUyc8pnxe8dj1rFZFqu/ecnmcHNwM2tbR0frvYTVunXGfbjSPrfgSB5ERJQDmDjlI6N3jcZ3J76Ttc6N3TaiS1AXWer65hvg889lqSrHVa1qfNmYGMDDtBNyRESUS9goHQDlHLmTJgDouqErpKkSpKkSvg351ux6Xryw3qTJVNHRSkdARETmYuKUj7Qo1cKi9Y/bOw7JqmSztrXJR59EN/OuZBIRUS7AS3X5wLRD0zKeKFdGB/sehJ2NeR+phASZg8lBrq7Ahx+qn6cdFS39CGlCAAMGsJ8TEZE1Y+KUD9yIvpEj7YQ+CEUJrxIIcA8weVsPD6BRI+DIEQsEZmGvXgHz5ysdBRER5QSOHJ4PCCFQ4acKuPbkWo63/d/w/1DKW/6ZavPDyNuNGgHbtgGv57smIqLXlPy7no96luRfkiThwuALmNNyDt4o+EaOtv0g7kGOtpeXHDkC7NmjdBRERJQWL9XlE052ThhbfywcbR0xfOfwbNXVqnQrvF/5fe1kvukfAXWyVtWvKsr7lpcjfD116wInT1qk6hzh4mK4P1TasZ8++ABo3z7nYyMioowxccrDxu4ei3kh82Spa0WnFWhaoilcHVzh4+wjS53ZYc1J04sX6sSJiIisDxOnPEyupAkAlp9fjg1hG3TWac4uAYCA0FuXGUmSkL57XWKihAcPAOl1fZKkW5+zjQe6e38Db/vCZu5F7vD8ORMnIiJrxcQpj1lxfgUmH5yMJFWSrPUeuH1A1vrMFXLtOvDrCaXDyJb80LGdiCivYuKUh9x8ehN9/+irdBiWdWaw0hFky9tvAwUKKB0FERGZi4lTHiJH36Nf2v+Cj2p+JEM0FvJ6HM/cdNbG0xN49kzpKIiIKCcwccpDklKyf3lu4J8DcSz8GFRChSG1h6Be0XoyRJa3xcQoHQEREeUUjuOUhxR0LYjoz7I/g+yKCyuw8p+VCF4SjIfPH8oQmfwKFVI6AiIiyo94ximP8Xb2hpicerfajms70H6N+YMBdd3QFbaSrd4YTQCyfK1ZZ862aV9r6ki73neIhEeX1GsAACLttbu066Q076Uv+/rxzptAaD9A2JpwZIiIKD9i4pTHtSvXDq1Kt8Lu/3abtf3Ru0dljkhGcg2CXnUlkOIAXPhApgqJiCivYuKUD6x8ZyU+3fMpIp9HQiVU2Htzr9Ih5T7h9ZWOgIiIrAATpzxu3b/r0HNTT4vV375ce2x/d7vF6s9IbrqrDgCePlU/SlJqbJrnpr7O6D0iIlIeE6c8LCI2wqJJEwCs77pelnqEAIKDrXcqFR/lZ6HBsmVA375KR0FElLcxccrDAr8LtHgbLjPMmztkRacV+KBqap+i6GjrTZpyi8hIpSMgIsr7mDiRIpadX6aTOHl7KxhMBi5c0L1EZuhyWbrp9nReG3rP1PLG1uXpCVSooB8fERHJi4lTHnZz+E2U+r5UturoFtQNdjamf0ykTDrleDp6YlrTaTrrXr0yuQmLcnUFqlRROgoiIsptmDjlYU1WNDFru7I+ZbXPz0eeN2lbAfVpEAkSVCrg9h0gJVm/1MJde/Q3/iSLyiWRRYGsozPWCwB+M7QjPeGjoj+hlmcb2NgANjbqs082NoCDA9C4MWDLIaCIiPIFJk55kEqo0Hh5Y9yNuWvW9tejr8sXjKd8VeW0R2lmsPn61lvA9BdAkn6frqAg4NKlHAyMiIgUwylX8iAhBKJeRikdRt5ycJLBpAkAwsJyOBYiIlIMzzjlIXEJcXjw/AEkSNjSYwsuP76M8NhwjNg5QunQ5HGpK7Bhg9JREBFRPsbEKY+49fRWtjuCm2p8w/Eo7FY4y3KZdRTXSE4GJk6U8PJFBgUS3YGL75oYYc4xdoBKf3/g9m3A0dGi4RARkYUwccojzLnzLbtuP7uNGc1nyFbfsD2pYxFpbrfX3HKvea5SqZMsa731PjJSfQchEyciIuvExCmPCPQMRMqkFCSrkrH96nb0+6Mf4hLjLNrmx7U+lq0ulQpo2hQ4movnFJZLYqLSERARkbmYOOUhNpINXiW9QtcNXS1Sf62AWtjRawcKuRaSve6EhPyRNAGAr6/SERARkbmYOOUxHo4eGBM8BvNC5mWrnl6Ve2HVO6uM6p8kB5UqR5rJFaKjmTwREVkrSYj0kznkPREREQgMDER4eDiKFi2qdDg5rtCcQnj88rHSYejZ1H0TOlfsDEDdf8nGigfH6N1b/ZjVFC1DhgB16uRMTEREeZWSf9d5xikfyI1JEwBM2DdBmzhFWfmwUytXGlfu1Stg7Vrj78IjIqLchYkTKaaASwEM2TEEgHqKlqBPRepgkuJ1ZqGZZkXzWmUPHJkAvJC/n1VOWL8emDMHKFZM6UiIiMgcvFSXD/z76F9UXlhZ6TAoF9jSYws6VeikdBhERNmi5N91K+5VQsaqVKgSxGSB5iWbKx0KKWztv2uVDoGIyKrxUl0+UrdIXfy/vXsPi6ra+wD+3dxv4kEREUXFJA1RQjgkeQ9vmWZ24uFkp7yUYamF1ntS61EpCztH86R5yfdoam/vix196GjGk9gR1PL4osER4zX1eAGVixdURAWF9f4xzsjAADPD7Nkze38/T/PMzN5rr/1brJDfs9bea/9w5gelw8DUR6ci0OfBbWVCCFTXAKtW4sHUXCMNthuVa25fg/3N7WtF/TNm6D8Z72tqQLd+uYZlmquj0b4m4jd1TLBvMN4d8q7J8kREZB4mThoyrPswfHTAdit9W+vq7avYOGGj0ba6OqBkM7Btm0JBtdLab5WOgIiI7IGJk4Z8/+/vlQ4BAJAck9xom4uLZc/vTU8HnnegR9e99JLxY2H07/rPQujupEtOBkaOVDpaIiKyFhMnDfko4SN0bdsVZyrOYMeJHThdcdqm9f/XxP9CUmQSXCVX2RfOXLVK1uotZu5yBNu36x7y262brOEQEZFMmDhpiIerB9547A0AQHxoPJK2JbW6ztRhqVg4dGGr67HU1q1ASgpw/bputEqSjN/rf87IsHt4zSotZeJEROSsmDhpxPkb53Hr7i2cvHIS4/5nnM3qXTB4AWrragHAMMokQZJ9xCkoCHjmGeDWrQdTYfoXYPzd0RKnXr2UjoCIiKzFxEkDZn03C6tzV8tSt/sH7rLUa1OL77/nTwa+2aRgIDpu/K0jInJa/CdcAzxdPZUOwTGE5EK3tICyzzvp3Rvw9dV91g/M1X9valtzZfr2Bf7yFyAgQPbwiYg0jYmTBiwfvRwfJnwI6X7CMGPXDGzK32S387/Q9wWM6TnG8F0fR/2pvTvVAtOm4cGjVfTJjWiY5Jja3qBMU3WcHNu4rAIuXLB9nXl5gL+/4100T0SkNkycNMLLzcvweVz4OLsmTikDUhAbEttsGSGAb8KAHTvsFJQKvfSS0hEQEakfEycNau/T3ib1RAdHY0zPMXCVXOEiucDVxdWwT6o3spN5MhOZJzObreu5R36PEyfCbRKXI/PzAy5dAry8Wi5LRESOR9bE6cMPP8SuXbuQn58PDw8PXLt2zWj/pk2bMHXqVJPHlpWVISgoCGfPnkVYWFij/ZmZmRgzZoyJI6klko2mq/JK85BXmmeTuhZmLwTOXQZgm6TOUU2cCHjykjMiIqcla+JUU1ODxMRExMfHY8OGDY32JyUlNUp+pkyZgjt37iAoKMho+549e9CnTx/D93bt2skTtAb8q+xfSofQ2MUYoLqt0lHI7ssvgWXLdMspEBGR85E1cUpNTQWgG1kyxdvbG97e3obvly5dwj/+8Q+TSVb79u0RHBwsS5xa4+Yi7wxtckwy1jy1Bi6SC/btA7Kzje8MM/WqDAKW1MkalsMID29+3Sn9a/Jk4NNPgXq/IkREpDCHusZpy5Yt8PHxwXPPPddo39NPP407d+4gPDwcc+bMMVmGzPNC3xcw87uZstX/+ZHP8c7AdxAWEIYhQ4AhQ1o+5uZNYMkS2UJyKDdumFfuP/9T91y7xER54yEiIvM5VOK0ceNGTJo0yWgUys/PD5988gkGDhwIFxcX7NixA0lJSdi8eTP+8Ic/mKynuroa1dXVhu+VlZWyx+5M0o+ly36OHit7NLt/8dDFWDRskeG7n59uhe/p0x+sTaRnal2j0lJbRuuYBg/mA4GJiByNxYnT4sWLDVNwTcnNzUVsbPO3nzd08OBBFBYWYsuWLUbbAwMDMWfOHMP32NhYVFRU4E9/+lOTiVNaWlqLMWrZ8LDhSoeA/LL8RtueeUb3MofMT3SxyMKFAP93IyLSBkkI/VUW5rl8+TIuX77cbJnu3bvDq9791ps2bUJKSkqju+rqe/nll/Hzzz8jL6/lu7S++uorvPLKK7h9+7bJ/Q1HnC5cuICIiAgUFxejS5cuLdavFedvnEfoilDZz9PBpwNWjF4BPw8/ALo1pUb0GGG0fIGl3NyA2lpbRdh6lv0WERFRa5w/fx6hoaGK/F23eMQpMDAQgYGBNg3i5s2b+Prrr5GWlmZW+by8PHTq1KnJ/Z6envCsd8/3DXMvKtGYwkuFrTp+2chleDXmVbi66NZxqv+S+0G/jz0G/PSTbNVbTI6mensDp04BISG2r5uIiKwj6zVORUVFuHr1KoqKilBbW4v8/HwAQM+ePeHn52cot3XrVty7dw8vvPBCozo2b94Md3d3REdHw8XFBTt37sTKlSvx8ccfyxm6JtRfTdwab2e9jbez3ja7/LbEbfhdxO9adU49R5qqk8vt28ChQ7q1n4iIyDHImjgtXLgQmzdvNnyPjo4GAOzduxfDhg0zbN+wYQOeffZZBDTxhNIlS5bg3LlzcHV1xcMPP4yNGzc2eX0TmSaEwJ7Te3D19lXUiTrUiTqcu37OrjE89zfr74TcP3U/BnUdZPj+44+2iMjxtWmjdARERFSfxdc4OSMl50IdxazvZmF17mqlw7Dai/1exJaJD24cGDwYOHBAwYDsZO5cYPlypaMgInIsTnWNEzmnvkF9ZT/H8O7DISAghIDAg3xc/12fozdVpqZG4PIV4zIA0E7qgdD/W4aP/u/B4pBaSJrGjwfef1/pKIiIqD4mThqRHJuM5Nhkw/evf/kaSduSbHqOkDYhcHVxxav9X8XArgMtOvbWLcDX1/S+CwAKWh+ew8jPB6KilI6CiIis4aJ0AKSMp3s9jTkD5rRc0AJfFXyFLf/agkFfDELR9SKLjvXyAhISbBqOwwoPVzoCIiKyFkecNMrLzQtTHp2CFf9cYfO6Hw99HJ38ml4uwhQXF2DPHvPLe3oCNTUWBiajuDjdu6lVzutbuBDw8bFfXEREZFtMnDSqpLIEUessny+K6hiFz8Z+BgkPMgIBAX9Pf0R0iJD9AcJ6jpQ0AcD//q955Z580vw6AwKAwkKAz7YmInIcTJw0qKa2BmP/e6xVxyaEJRgtC0DyqajQLfL57LNKR0JERHpMnDTmaNlRq0aaAGDdU+vwasyrNo7IOv7+gCMtCP/KK0Bd3YO7/lr6bE7ZsWOBCROUbhkREdXHdZw0JmpdFI6WHbX6+A4+HSBJkuGRKqbeAUCSJEx7dBreHfKuLNN3u3YB48bZvFqrqf+3iIjIcSj5d52Jk8Z8fvhzzNg1w67nLHu7DEG+QTatc8AA3eNIHMHDDwMpKQ++S5LxReENLxBvuK+lsubUFRwMjBypjUfREBExcZIZEydjZTfLUHGnAtN3TseBIvlXktz8zGa8FPWSTes8cgQYMQK4ds2m1Tq1994DPvhA6SiIiOSn5N91ruOkQR39OqJ3YG/sn7ofha8XynIOCRI6t+mM2XGzkRiRaPP6Y2J0F0/rrwdq7rVokc1P75D69VM6AiIi9ePF4Rp0++5tTNsxDenH0mU7R3JMMlaNXSXb8gSnTwMvvwxcuWJ8fZH+c/3E6fhxWUKwi4ICIDJS6SiIiEiPiZMGbcrfJGvSBADrjqzD1OipiOscZ/YxBQXA0qVAba3xq66u8ee9e2UMXmZ37gAeHrweiYjIGTFx0qCx4dat4WSJ12JfQ/9O/c0uX1WlnammykogMFDpKIiIyBpMnDTkp+KfMHCjZQ/ftcaNeTfQxrONRcf4+ABTpgCbNskSkkPx8FA6AiIishYTJw3Zemyr7OfwuzIYQx/3Rf1ZqKampBrez1lVJVtYDsPHB3B3VzoKIiKyFhMnDVnyxBK4SC7YX7QfR0qO2LbyH/8DyPoTbgLIs23NDs/VFbh5U/egYkl68N5wDSYiInJ+XI5AQ9p4tsGKMSsw9dGptq+89ze2r9NJ1NYC3t6Ap6duGs7NTZdMNUygJAkICeEq40REzowjThr0fN/nsevkLmSeyrRJfY91fgzfv/M92q5sXT2FhcCKFcbbTN1ZV1sLbN/eunMppaREl1B17PhgNKqp9+efB5Ys0SVkRETkGJg4aZCXmxd6te9ls8Tp0IVD+M3HvwGgu2Pv2+e/hWThHFVVFdCnj03CcQplZS2XWbYMiIsDEm2/figREVmJU3UatCl/E/5y6C+y1P3dye9QWVNp8XE+PjIE4+T69QOeeELpKIiIqD6OOGnQ+IfHY+Z3M2Wrv+3SttYduBjAsSQgYzNQq875qYULgdRUpaMgIiJrccRJg+zxYF+rRW4FuhxSOgrZvP8+UF6udBRERGQtjjhpULffdFM6hKYdnAMUxysdhcUCAnQXsDf3EgJYvRoIClI6WiIishYTJw3q2rYrOrfpjAuVF+xyvhOzTiC8fXiL5Q4eBBYeAGDmdT2S1PjWfv016fW379ljXn2tUVFhXrmZM3Uvc507B3Ttal1MRERke0ycNOjvx/8ua9IU6h+KE7NPwMvNy6Lj4uOBrCzbx+PMi1AmJQFPP216X0vrQTW138sLSE4G/PxaFxsRkRZJQqh/Ob7z588jNDQUxcXF6NKli9LhKO5mzU30WdMHRdeLZKn/4fYPo41HGwgICCEseq8TdXg+8nm8N+Q9eLja5qFuzpw4ySUuDjik3kvJiEjllPy7zhEnDfLz8MPZN89iW+E27D27F0II3Lp3C1v+tcUm9Z+4cqJVx3+w7wNEB0dj4iMTbRLPiBH2ma5zJk2NYhERUfOYOGmUJElI7JOIxD4PVldcOGQhFvxjAW7fvY2dJ3YqFltkUCSGdBtis/q2bwc++0y3MnlLq3Vv3myz0zYpNRVo377lcjExwIAB8sdDRETmY+JEAICa2hr0XNXT5vX+OO1HPB76eLNlhNC96t99VlcH3LrVeJv+/fBh4MknbR6uXSxaZH7ZzExgzBj5YiEiIsswcdK4OlGHt75/y+YriS8augjRvuMxsEcEgDu6jUICIDX9To306KF0BEREVB8TJ40rKCuQ5fErqTmpAFKB92xeNZD/EvCNHebUZHL0KNC3r9JREBGRNbhyuMZFBkXi9djXlQ7DIlFPnHLakZj+/YHISKWjICIia3HESePKq8qx5vAaWc+xftx6dG3bFdL9K7Cl+9NyUr11AiRIkCSpyX36bRJcENcpHgvOAp98ImvYsvj5Z+DePcDdXelIiIjIGkycNK5W1Mp+Dh93H4zuObrZMnV1wKBButXD1e7QIV1biYjI+TBx0rgu/l3wy+u/oM+aPq2qZ0KvCSYXtBzZYySSIpNaPL66WhtJEwCEt/z0GSIiclBMnDSu+Hpxq5MmALh6+6phqs1FcoEkSRBCYMevO/D34383JFN6AvU+398et07gaoUADPsEIIl6Rwi4u3jitc7r8eYLj7Q6ZqUsX268mrmplc0lSTcqNXYsVz4nInIkfOSKhmwr3IbEvyW2XJDMs+o4cKWX0lEYjB8P7NihdBRERPJT8u8676rTkKNlR5UOQV0CTisdgZFvv1U6AiIi9eNUnYakDkvFkG5DkHshF5dvXUadqEOdqIOAQG1dLQSE0d1tt+7eQmVNJTxcPeDq4qorK4ThGMPx9R7QW/9znajDb9w7wqc2+P7UnG5wUz/IqZ+u079fvwZk59y/RgoCuv8evNef7tO93a9VCBhK3B8/1Z9Pt8sF94r7A8IFD6YB76s3FWiS1MT20keBC3GW/PgtFhWle+SKfmX15saGe/cG5s6VNRwiIgITJ02RJAkjeozAiB4jlA6laa8pHQAREVHTOFVHREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCbZEqezZ8/i5ZdfRlhYGLy9vfHQQw9h0aJFqKmpMSpXVFSE8ePHw9fXF4GBgXjjjTcalSkoKMDQoUPh7e2Nzp074/333zc87JWIiIjIXmR7yO/x48dRV1eHzz//HD179sSxY8cwffp0VFVVYdmyZQCA2tpaPPXUU+jQoQMOHDiAK1euYPLkyRBCYNWqVQCAGzduYOTIkRg+fDhyc3Nx4sQJTJkyBb6+vnjrrbfkCp+IiIioEUnYcejmz3/+M9auXYvTp08DADIzMzFu3DgUFxcjJCQEAJCeno4pU6agvLwc/v7+WLt2LebPn4+ysjJ4enoCAJYuXYpVq1bh/PnzkCSpxfOeP38eoaGhKC4uRpcuXeRrIBEREclOyb/rso04mXL9+nW0a9fO8P3gwYOIjIw0JE0AMHr0aFRXV+PIkSMYPnw4Dh48iKFDhxqSJn2Z+fPn4+zZswgLC2t0nurqalRXVxudFwBKSkrkaBYRERHZkf7veV1dnd3PbbfE6d///jdWrVqF5cuXG7aVlpaiY8eORuUCAgLg4eGB0tJSQ5nu3bsbldEfU1paajJxSktLQ2pqaqPtcXFxrW0GEREROYji4mJ07drVrue0OHFavHixyaSkvtzcXMTGxhq+X7x4EWPGjEFiYiJeeeUVo7KmptqEEEbbG5bRzy42NU03f/58zJ071/D96tWrCAsLw7Fjx9C2bdtmY1ebyspKREREoLCwEG3atFE6HLvRarsBtp1tZ9u1QqvtBnQzSZGRkXjkkUfsfm6LE6dZs2bh97//fbNl6o8QXbx4EcOHD0d8fDzWr19vVC44OBiHDh0y2lZRUYG7d+8aRpWCg4MNo0965eXlANBotErP09PTaGpPLzQ0FP7+/s3GrjY3btwAAHTu3FlTbddquwG2HWDb2XZt0Gq7ARja6+Zm1yuOdOe09IDAwEAEBgaaVfbChQsYPnw4YmJi8MUXX8DFxXj1g/j4eHz44YcoKSlBp06dAAC7d++Gp6cnYmJiDGUWLFiAmpoaeHh4GMqEhIQ0msIjIiIikpNs6zhdvHgRw4YNQ2hoKJYtW4ZLly6htLTUaPRo1KhRiIiIwIsvvoi8vDz88MMPePvttzF9+nRDNjlp0iR4enpiypQpOHbsGDIyMvDRRx9h7ty5Zt1RR0RERGQrso1x7d69G6dOncKpU6ca3Sqov0bJ1dUVu3btwuuvv46BAwfC29sbkyZNMqzzBABt27ZFVlYWZs6cidjYWAQEBGDu3LlG1zC1xNPTE4sWLTI5fad2Wm27VtsNsO1sO9uuFVptN6Bs2+26jhMRERGRM+Oz6oiIiIjMxMSJiIiIyExMnIiIiIjMxMSJiIiIyEyqSZzWrFmDsLAweHl5ISYmBvv372+ybHZ2NiRJavQ6fvy4HSNuvX379mH8+PEICQmBJEn45ptvWjwmJycHMTEx8PLyQo8ePbBu3Tr5A5WBpW1XS5+npaXht7/9Ldq0aYOgoCA888wz+PXXX1s8Tg39bk3b1dLva9euRb9+/eDv7w9/f3/Ex8cjMzOz2WPU0OeA5W1XS583lJaWBkmSkJKS0mw5tfR7fea03Z79rorEaevWrUhJScG7776LvLw8DB48GE8++SSKioqaPe7XX39FSUmJ4RUeHm6niG2jqqoKUVFR+Oyzz8wqf+bMGYwdOxaDBw9GXl4eFixYgDfeeAPbt2+XOVLbs7Ttes7e5zk5OZg5cyb++c9/IisrC/fu3cOoUaNQVVXV5DFq6Xdr2q7n7P3epUsXLF26FIcPH8bhw4fxxBNPYMKECfjll19MlldLnwOWt13P2fu8vtzcXKxfvx79+vVrtpya+l3P3Lbr2aXfhQrExcWJGTNmGG3r3bu3mDdvnsnye/fuFQBERUWFHaKzDwAiIyOj2TJ//OMfRe/evY22JScniwEDBsgYmfzMabsa+1wIIcrLywUAkZOT02QZtfa7OW1Xa78LIURAQID461//anKfWvtcr7m2q63PKysrRXh4uMjKyhJDhw4Vb775ZpNl1dbvlrTdnv3u9CNONTU1OHLkCEaNGmW0fdSoUfjpp5+aPTY6OhqdOnVCQkIC9u7dK2eYDuHgwYONfk6jR4/G4cOHcffuXYWisi+19fn169cBAO3atWuyjFr73Zy266mp32tra5Geno6qqirEx8ebLKPWPjen7Xpq6fOZM2fiqaeewogRI1osq7Z+t6Ttevbod/s/Hc/GLl++jNra2kYP/O3YsWOjhwPrderUCevXr0dMTAyqq6vx5ZdfIiEhAdnZ2RgyZIg9wlZEaWmpyZ/TvXv3cPnyZcPzAtVIjX0uhMDcuXMxaNAgREZGNllOjf1ubtvV1O8FBQWIj4/HnTt34Ofnh4yMDERERJgsq7Y+t6Ttaurz9PR0/Pzzz8jNzTWrvJr63dK227PfnT5x0mv43DohRJPPsuvVqxd69epl+B4fH4/i4mIsW7bM6X6xLGXq52Rqu9qosc9nzZqFo0eP4sCBAy2WVVu/m9t2NfV7r169kJ+fj2vXrmH79u2YPHkycnJymkwg1NTnlrRdLX1eXFyMN998E7t374aXl5fZx6mh361puz373emn6gIDA+Hq6tpodKm8vLxR5t2cAQMG4OTJk7YOz6EEBweb/Dm5ubmhffv2CkWlHGfu89mzZ2PHjh3Yu3dvo2dBNqS2frek7aY4a797eHigZ8+eiI2NRVpaGqKiovDpp5+aLKu2Prek7aY4Y58fOXIE5eXliImJgZubG9zc3JCTk4OVK1fCzc0NtbW1jY5RS79b03ZT5Op3px9x8vDwQExMDLKysjBx4kTD9qysLEyYMMHsevLy8pxqGNMa8fHx2Llzp9G23bt3IzY2Fu7u7gpFpRxn7HMhBGbPno2MjAxkZ2cjLCysxWPU0u/WtN0UZ+x3U4QQqK6uNrlPLX3elObabooz9nlCQgIKCgqMtk2dOhW9e/fGO++8A1dX10bHqKXfrWm7KbL1u+yXn9tBenq6cHd3Fxs2bBCFhYUiJSVF+Pr6irNnzwohhJg3b5548cUXDeVXrFghMjIyxIkTJ8SxY8fEvHnzBACxfft2pZpglcrKSpGXlyfy8vIEAPHJJ5+IvLw8ce7cOSFE43afPn1a+Pj4iDlz5ojCwkKxYcMG4e7uLrZt26ZUE6xmadvV0uevvfaaaNu2rcjOzhYlJSWG161btwxl1Nrv1rRdLf0+f/58sW/fPnHmzBlx9OhRsWDBAuHi4iJ2794thFBvnwthedvV0uemNLyzTM393lBLbbdnv6sicRJCiNWrV4tu3boJDw8P0b9/f6NblCdPniyGDh1q+P7xxx+Lhx56SHh5eYmAgAAxaNAgsWvXLgWibh397ZcNX5MnTxZCNG63EEJkZ2eL6Oho4eHhIbp37y7Wrl1r/8BtwNK2q6XPTbUZgPjiiy8MZdTa79a0XS39Pm3aNMO/bx06dBAJCQmGxEEI9fa5EJa3XS19bkrD5EHN/d5QS223Z79LQty/coyIiIiImuX0F4cTERER2QsTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIz/T+wwPcJZFOV7wAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# fdom and backscatter\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['fdom'], ranges['backscatter']], profile_list, \n",
+ " d['fdom'][0], -d['fdom'][1], 'FDOM', colors['do'], 'ascent',\n",
+ " d['backscatter'][0], -d['backscatter'][1], 'Backscatter', colors['chlora'], 'ascent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "9ce31097-51b2-48d4-8692-bf69b13fa6ae",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# pH and pCO2\n",
+ "# These sensors are recording only on midnight and noon *descents*. The first of these 0n\n",
+ "# January 1 2022 is profile 3, not profile 0, hence the third argument is [3], the first \n",
+ "# first midnight profile of January. Next would be profiel 8, the subsequent noon. \n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['ph'], ranges['pco2']], [3],\n",
+ " d['ph'][0], -d['ph'][1], 'pH', colors['ph'], 'descent',\n",
+ " d['pco2'][0], -d['pco2'][1], 'pCO2', colors['pco2'], 'descent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "a66e0fa5-a504-42cf-abe4-82f0b82b943b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# Spectral irradiance is not currently in place\n",
+ "if False:\n",
+ " fig,axs = ChartTwoSensors(profiles, [ranges['spkir412nm'], ranges['spkir555nm']], [8],\n",
+ " d['spkir412nm'][0], d['spkir412nm'][1], '412nm', colors['spkir412nm'], 'ascent',\n",
+ " d['spkir555nm'][0], d['spkir555nm'][1], '555nm', colors['spkir555nm'], 'ascent', 6, 6)\n",
+ "\n",
+ "if False:\n",
+ " fig,axs = ChartTwoSensors(profiles, [ranges['par'], ranges['spkir620nm']], [8, 80],\n",
+ " d['par'][0], d['par'][1], 'PAR', colors['par'], 'ascent',\n",
+ " d['spkir620nm'][0], d['spkir620nm'][1], 'spkir620nm spkir', \n",
+ " colors['spkir620nm'], 'ascent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "d24bdc33-b1a8-47ce-b82d-5cd2b41dfcec",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Nitrate and pH (midnight: ascent for nitrate, descent for pH)\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['nitrate'], ranges['ph']], [3], # (then 8, 12, 17)\n",
+ " d['nitrate'][0], -d['nitrate'][1], 'nitrate', colors['nitrate'], 'ascent',\n",
+ " d['ph'][0], -d['ph'][1], 'pH', colors['ph'], 'descent', 6, 6)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "de6fd9ef-f269-403c-9831-4c183db18564",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Attempting 1 chart \n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Current velocity 'east' and 'north'\n",
+ "fig,axs = ChartTwoSensors(profiles, [ranges['east'], ranges['north']], [0],\n",
+ " d['east'][0], -d['east'][1], 'east velocity', colors['east'], 'ascent',\n",
+ " d['north'][0], -d['north'][1], 'north velocity', colors['north'], 'ascent', 6, 4)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f63d009-d81b-4976-8407-1d7301502ee9",
+ "metadata": {},
+ "source": [
+ "## A next type of visualization: bundle charts\n",
+ "\n",
+ "\n",
+ "The 'depth-signal' charts above illustrate epipelagic snapshots in terms of single profiles. \n",
+ "A next logical step is to create 'bundle charts' from consecutive profiles for a given sensor.\n",
+ "This introduces a sense of variability across a longer time interval. Again we note that \n",
+ "nine consecutive profiles correspond to a single day. \n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "663a8767-a802-4ec4-8b98-43de19ff1bf5",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "if False: ShowStaticBundles(d, profiles) # broken"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f5e4e808-972f-42f4-aecd-d69a55f9285e",
+ "metadata": {},
+ "source": [
+ "```\n",
+ "def BundleChart(profiles, date0, date1, time0, time1, wid, hgt, data, title):\n",
+ " '''\n",
+ " Create a bundle chart: Multiple profiles showing sensor/depth in ensemble.\n",
+ " date0 start / end of time range: date only, range is inclusive [date0, date1]\n",
+ " date1\n",
+ " time0 start / end time range for each day\n",
+ " time1 (this scheme permits selecting midnight or noon)\n",
+ " wid figure size\n",
+ " hgt\n",
+ " data a value from the data dictionary (5-tuple: includes range and color)\n",
+ " title chart title\n",
+ " '''\n",
+ "\n",
+ "BundleChart(profiles, dt64('2022-01-01'), dt64('2022-02-01'), td64(0, 'h'), td64(24, 'h'), 8, 6, 'Dissolved Oxygen')\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "da79f6ed-792c-4142-86ad-f2ad0fcf65fc",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def LocalGenerateTimeWindowIndices(profiles, dt0, dt1):\n",
+ " '''\n",
+ " In UTC: Passed a time window via two bounding datetimes. Return a list of \n",
+ " profile indices for profiles that begin ascent within this time box. These \n",
+ " indices are rows in the profiles DataFrame.\n",
+ " '''\n",
+ " pidcs = []\n",
+ " for i in range(len(profiles)):\n",
+ " a0 = profiles[\"a0t\"][i]\n",
+ " if a0 >= dt0 and a0 <= dt1: pidcs.append(i)\n",
+ " return pidcs\n",
+ "\n",
+ "\n",
+ "def LocalBundleChart(profiles, dt0, dt1, wid, hgt, data, depth, lo, hi, title, color):\n",
+ " pidcs = LocalGenerateTimeWindowIndices(profiles, dt0, dt1)\n",
+ " if len(pidcs) < 1: \n",
+ " print('LocalBundleChart(): Zero profile hits')\n",
+ " return False\n",
+ " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
+ " for i in range(len(pidcs)):\n",
+ " ta0, ta1 = profiles[\"a0t\"][pidcs[i]], profiles[\"a1t\"][pidcs[i]]\n",
+ " ax.plot(data.sel(time=slice(ta0, ta1)), depth.sel(time=slice(ta0, ta1)), ms = 4., color=color)\n",
+ " ax.set(title = title)\n",
+ " ax.set(xlim = (lo, hi), ylim = (-200, 0))\n",
+ " return ax\n",
+ "\n",
+ "bundle_start_time, bundle_end_time = dt64('2022-01-01T00:00:00'), dt64('2022-01-04T00:00:00')\n",
+ "LocalBundleChart(profiles, bundle_start_time, bundle_end_time, \n",
+ " 8, 8, d['do'][0], -d['do'][1], d['do'][2], d['do'][3], 'Dissolved Oxygen: OSB, 3 days', d['do'][4])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "9e8cdf75-0df5-40ac-a9fe-2ab28de2fa64",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "bundle_start_time, bundle_end_time = dt64('2022-01-01T00:00:00'), dt64('2022-02-01T00:00:00')\n",
+ "LocalBundleChart(profiles, bundle_start_time, bundle_end_time, \n",
+ " 8, 8, d['do'][0], -d['do'][1], d['do'][2], d['do'][3], 'Dissolved Oxygen', d['do'][4])"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aee163dc-7c2d-4ad6-94e1-5f3d821e55f1",
+ "metadata": {},
+ "source": [
+ "### **Interpretation** \n",
+ "\n",
+ "The three-day time interval implies at most 27 profiles. Some might be missing. The low profile \n",
+ "depth is fairly consistently around 195 meters. The upper depth shows more variability, 10 to 30 meters.\n",
+ "\n",
+ "\n",
+ "The mixed layer depth (transition to pycnocline) varies in depth from 50 to 70 meters. \n",
+ "Mixed layer depth is influenced by surface winds driving wave action and hence mixing. \n",
+ "\n",
+ "\n",
+ "There are anomalies in the month-long dataset: Dissolved oxygen excursions below the main 'bundle'. \n",
+ "In particular four 'low oxygen' profiles originate in the pycnocline and extend down to the platform \n",
+ "depth at 190 meters. To verify that these profiles are consecutive we need a convenient scrolling\n",
+ "interface; which we now introduce by means of an interactive 'widget'."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "fb0913c9-f44f-467c-8fdc-7bb25e08e077",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from ipywidgets import interact, widgets\n",
+ "from traitlets import dlink"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "cf424214-afb5-4b42-b5f0-0f1d4f1f2496",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def BundleInteract(sensor_key, time_index, bundle_size):\n",
+ " '''\n",
+ " Consider a time range that includes many (e.g. 279) consecutive profiles. This function plots sensor data\n",
+ " within the time range. Choose the sensor using a dropdown. Choose the first profile using the start slider.\n",
+ " Choose the number of consecutive profiles to chart using the bundle slider. \n",
+ " Details\n",
+ " - There is no support at this time for selecting midnight or noon profiles exclusively\n",
+ " - nitrate, ph and pco2 bundle charts will be correspondingly sparse\n",
+ " - There is a little bit of intelligence built in to the selection of ascent or descent\n",
+ " - most sensors measure on ascent or ascent + descent. pco2 and ph are descent only\n",
+ " - ph and pco2 still have a charting bug \"last-to-first line\" clutter: For some reason\n",
+ " the first profile value is the last value from the prior profile. There is a hack in\n",
+ " place (\"i0\") to deal with this.\n",
+ " - All available profiles are first plotted in light grey\n",
+ " - This tacitly assumes a month or less time interval for the current full dataset\n",
+ " '''\n",
+ " \n",
+ " \n",
+ " (phase0, phase1, i0) = ('a0t', 'a1t', 0) if not (sensor_key == 'ph' or sensor_key == 'pco2') else ('d0t', 'd1t', 1)\n",
+ " x = d[sensor_key][0]\n",
+ " z = d[sensor_key][1]\n",
+ " xlo = d[sensor_key][2]\n",
+ " xhi = d[sensor_key][3]\n",
+ " xtitle = sensor_names[sensor_key]\n",
+ " xcolor = d[sensor_key][4]\n",
+ "\n",
+ " # This configuration code block is hardcoded to work with Jan 2022\n",
+ " date0, date1 = dt64('2022-01-01T00:00:00'), dt64('2022-02-01T00:00:00')\n",
+ " wid, hgt = 9, 6\n",
+ " x0, x1, z0, z1 = xlo, xhi, -200, 0\n",
+ " title = xtitle\n",
+ " color = xcolor\n",
+ " pidcs = LocalGenerateTimeWindowIndices(profiles, date0, date1) # !!!!! either midn or noon, not both\n",
+ " nProfiles = len(pidcs)\n",
+ " \n",
+ " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
+ " \n",
+ " # insert code: light grey full history\n",
+ " iProf0 = 0\n",
+ " iProf1 = nProfiles\n",
+ " for i in range(iProf0, iProf1):\n",
+ " pIdx = pidcs[i]\n",
+ " ta0, ta1 = profiles[phase0][pIdx], profiles[phase1][pIdx]\n",
+ " xi, zi = x.sel(time=slice(ta0, ta1)), -z.sel(time=slice(ta0, ta1))\n",
+ " ax.plot(xi[i0:], zi[i0:], ms = 4., color = 'xkcd:light grey') \n",
+ " \n",
+ " # resume normal code\n",
+ " iProf0 = time_index if time_index < nProfiles else nProfiles\n",
+ " iProf1 = iProf0 + bundle_size if iProf0 + bundle_size < nProfiles else nProfiles\n",
+ " for i in range(iProf0, iProf1):\n",
+ " pIdx = pidcs[i]\n",
+ " ta0, ta1 = profiles[phase0][pIdx], profiles[phase1][pIdx]\n",
+ " xi, zi = x.sel(time=slice(ta0, ta1)), -z.sel(time=slice(ta0, ta1))\n",
+ " ax.plot(xi[i0:], zi[i0:], ms = 4., color=color, mfc=color)\n",
+ " ax.set(title = title)\n",
+ " ax.set(xlim = (x0, x1), ylim = (z0, z1))\n",
+ "\n",
+ " # Add text indicating the current time range of the profile bundle\n",
+ " # tString = str(p[\"ascent_start\"][pIdcs[iProf0]])\n",
+ " # if iProf1 - iProf0 > 1: tString += '\\n ...through... \\n' + str(p[\"ascent_start\"][pIdcs[iProf1-1]])\n",
+ " # ax.text(px, py, tString)\n",
+ " \n",
+ " plt.show()\n",
+ " return"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "a37208cf-a150-4b0a-98ce-2dff447edddd",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "925d3bf27ac448069842670ede7b518f",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='sensor', options=('temp', 'salinity', 'density', 'conductivity', '…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def Interactor(continuous_update = False):\n",
+ " '''Set up three bundle-interactive charts, vertically. Independent sliders for choice of \n",
+ " sensor, starting profile by index, and number of profiles in bundle. (90 profiles is about\n",
+ " ten days.) A fast machine can have cu = True to give a slider-responsive animation. Make\n",
+ " it False to avoid jerky 'takes forever' animation on less powerful machines.\n",
+ " '''\n",
+ " style = {'description_width': 'initial'}\n",
+ " \n",
+ " # data dictionary d{} keys:\n",
+ " optionsList = ['temp', 'salinity', 'density', 'conductivity', 'do', 'chlora', 'fdom', 'bb', 'pco2', \\\n",
+ " 'ph', 'par', 'nitrate', 'east', 'north', 'up']\n",
+ "\n",
+ " interact(BundleInteract, \\\n",
+ " sensor_key = widgets.Dropdown(options=optionsList, value=optionsList[0], description='sensor'), \\\n",
+ " time_index = widgets.IntSlider(min=0, max=270, step=1, value=160, \\\n",
+ " layout=widgets.Layout(width='35%'), \\\n",
+ " continuous_update=False, description='bundle start', \\\n",
+ " style=style),\n",
+ " bundle_size = widgets.IntSlider(min=1, max=90, step=1, value=20, \\\n",
+ " layout=widgets.Layout(width='35%'), \\\n",
+ " continuous_update=False, description='bundle width', \\\n",
+ " style=style))\n",
+ "\n",
+ " return\n",
+ "\n",
+ "Interactor(False)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2867c76c-bbe0-410b-9451-3e00091aa583",
+ "metadata": {},
+ "source": [
+ "### **Interpretation**\n",
+ "\n",
+ "\n",
+ "Selecting dissolved oxygen (**`do`**) with `start = 0`, `width = 90` shows two anomalies, \n",
+ "both *low* oxygen levels. The full bundle is shown in light grey in the background for context.\n",
+ "Narrowing in we get `start = 59` and `width = 4` showing four consecutive\n",
+ "anomalous profiles. The anomaly extends as far down as the profiler platform at ~195 meters.\n",
+ "\n",
+ "\n",
+ "The bundle width slider can be maximized to reinforce the \n",
+ "typical (bundle-based) profile distribution in relation to the second anomaly. \n",
+ "\n",
+ "\n",
+ "Incidentally other anomalies are also apparent, for example a single outlier in profile 211.\n",
+ "\n",
+ "\n",
+ "***Temperature coincidence***: An obvious next thought is to check for *coincidence*: This dissolved oxygen anomaly \n",
+ "with other sensors. Beginning with temperature: During the anomaly the mixed layer is apparently very small (30 meters) \n",
+ "with a relatively cold upper water column temperature. Sub-pycnocline temperatures are in contrast comparatively warm. \n",
+ "The pycnocline itself is very constricted and features temperature inversions.\n",
+ "\n",
+ "\n",
+ "***Salinity coincidence***: The anomaly is again present, with a shallow fixed layer and comparatively \n",
+ "high salinity throughout the profiler depth range. \n",
+ "\n",
+ "\n",
+ "***Density coincidence***: Sharp increase through the pycnocline, anomalously high.\n",
+ "\n",
+ "\n",
+ "***Other coincidences***: pH, pCO2, nitrate, chlorophyll: All anomalous, respectively low, high, high, low."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "19fe7c88-76f0-499d-bacf-10188c50408f",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "cc23b5ba3e7545f6bc0ee7ce3bdf5af0",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='sensor', options=('temp', 'salinity', 'density', 'conductivity', '…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "3b13107101b745ed820faf68c216d499",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='sensor', options=('temp', 'salinity', 'density', 'conductivity', '…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "application/vnd.jupyter.widget-view+json": {
+ "model_id": "6116108d726142a4b95f5b7f4dc295fc",
+ "version_major": 2,
+ "version_minor": 0
+ },
+ "text/plain": [
+ "interactive(children=(Dropdown(description='sensor', options=('temp', 'salinity', 'density', 'conductivity', '…"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "Interactor(False)\n",
+ "Interactor(False)\n",
+ "Interactor(False)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "fa89a731-5748-44ea-870a-d73bf3eb7f3a",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2022-01-07 05:27:00\n",
+ "2022-01-07 07:42:00\n",
+ "2022-01-07 10:07:00\n",
+ "2022-01-07 12:37:00\n",
+ "\n",
+ "\n",
+ "Zulu\n",
+ "\n",
+ "2022-01-07 05:27:00\n",
+ "2022-01-07 07:42:00\n",
+ "2022-01-07 10:07:00\n",
+ "2022-01-07 12:37:00\n"
+ ]
+ }
+ ],
+ "source": [
+ "ZuluToLocal = td64(8, 'h')\n",
+ "for i in range(4): print(profiles['a0t'][59+i]-ZuluToLocal)\n",
+ "print('\\n\\nZulu\\n')\n",
+ "for i in range(4): print(profiles['a0t'][59+i]-ZuluToLocal)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dd83aeb4-10ca-4189-8d00-4e25715ae37b",
+ "metadata": {},
+ "source": [
+ "Summary: The OSB shallow profiler observed a mass of acidic, nutrient rich water with depleted oxygen \n",
+ "and elevated carbon dioxide on January 7 2022. The episode lasted ten hours.\n",
+ "\n",
+ "\n",
+ "Questions about the sea state\n",
+ "- What was the current before / during / after this anomaly?\n",
+ "- Was the onset sharp or gradual? Decay to typical sharp or gradual?\n",
+ "- What was the windspeed? Wave height? "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "b78f73b5-0e5e-430b-92b3-5e65f8b2a6bc",
+ "metadata": {},
+ "source": [
+ "The NOAA **National Data Buoy Center** (NDBC) has historical data available for download.\n",
+ "[This website](https://www.ndbc.noaa.gov/histsearch.php) is the search interface. Stations \n",
+ "46098 and 46050 are closest to the Oregon Slope Base observing site: Respective distances\n",
+ "are 1 km and 46 km. Datasets are downloadable\n",
+ "as text files (space delimiter). No-data values typically have nines in them, as `999` \n",
+ "or `99.00` or `999.0`. Observations are at 10 minute intervals. \n",
+ "\n",
+ "\n",
+ "### Historical buoy data: Metadata\n",
+ "\n",
+ "\n",
+ "The first two rows of a data file are column headers: Type and units. An interpretive \n",
+ "key may be found [here](https://www.ndbc.noaa.gov/faq/measdes.shtml). For the two stations\n",
+ "of interest, 46098 and 46050, year = 2022, we have these column headers:\n",
+ "\n",
+ "```\n",
+ "YY MM DD hh mm Time down to minutes: UTC not local\n",
+ "WDIR WSPD GST Wind speed, direction and gusts; direction is degrees clockwise from true north\n",
+ "WVHT Wave height, meters\n",
+ "DPD APD Dominant and Average wave period\n",
+ "MWD Mean wave direction (direction from which; deg CW from TN as above)\n",
+ "PRES Sea surface atmospheric pressure (hPa, hectoPascale or equiv. millibars)\n",
+ "ATMP Air temperature (deg C)\n",
+ "WTMP Surface water temperature (deg C)\n",
+ "DEWP Dewpoint (deg C)\n",
+ "VIS Visibility (mi)\n",
+ "TIDE Tide (ft)\n",
+ "```\n",
+ "\n",
+ "### Locations, proximity\n",
+ "\n",
+ "\n",
+ "```\n",
+ "Oregon Slope Base: 44.37415 N 124.95648 W\n",
+ "Buoy 46050: 44.669 N 124.546 W Distance to OSB: 46km\n",
+ "Buoy 46098: 44.378 N 124.947 W Distance to OSB: 1km\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "766f03ae-fdb7-4c6c-8645-1975c35e0354",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "one degree of latitude approximately 111317.1 meters\n",
+ "At this latitude one degree of longitude is 79432.8 meters\n",
+ "Distance OSB to buoy 46050: 46264.4 m\n",
+ "Distance OSB to buoy 46098: 866.4 m\n"
+ ]
+ }
+ ],
+ "source": [
+ "# This cell calculates distances from NDBC buoys to the OSB shallow profiler\n",
+ "\n",
+ "from math import cos, pi, sqrt\n",
+ "\n",
+ "loc_osb_lat, loc_osb_lon = 44.37415, -124.95648\n",
+ "loc_buoy_46050_lat, loc_buoy_46050_lon = 44.669, -124.546\n",
+ "loc_buoy_46098_lat, loc_buoy_46098_lon = 44.378, -124.947\n",
+ "\n",
+ "earth_r = 6378000\n",
+ "earth_c = earth_r * 2 * pi\n",
+ "deg_lat_m = earth_c / 360\n",
+ "\n",
+ "print('one degree of latitude approximately', round(deg_lat_m, 1), 'meters')\n",
+ "\n",
+ "meanlat = (1/3)*(loc_osb_lat + loc_buoy_46050_lat + loc_buoy_46098_lat)\n",
+ "dtr = pi/180\n",
+ "lon_stride = deg_lat_m * cos(meanlat*dtr)\n",
+ "\n",
+ "print('At this latitude one degree of longitude is', round(lon_stride, 1), 'meters')\n",
+ "\n",
+ "dlat = loc_osb_lat - loc_buoy_46050_lat\n",
+ "dlon = loc_osb_lon - loc_buoy_46050_lon\n",
+ "d_osb_46050 = sqrt((dlat*deg_lat_m)**2 + (dlon*lon_stride)**2)\n",
+ "\n",
+ "dlat = loc_osb_lat - loc_buoy_46098_lat\n",
+ "dlon = loc_osb_lon - loc_buoy_46098_lon\n",
+ "d_osb_46098 = sqrt((dlat*deg_lat_m)**2 + (dlon*lon_stride)**2)\n",
+ "\n",
+ "print('Distance OSB to buoy 46050:', round(d_osb_46050, 1), 'm')\n",
+ "print('Distance OSB to buoy 46098:', round(d_osb_46098, 1), 'm')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "e5654d2f-3058-4ce9-96af-4a7c0e61092b",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "# This cell reads in the 46098 (proximal) data to a pandas DataFrame\n",
+ "ndbc_root_path = './data/noaa/ndbc/'\n",
+ "buoy_id = '46098'\n",
+ "year = '2022'\n",
+ "ndbc_filename = 'station_' + buoy_id + '_year_' + year + '.txt'\n",
+ "ndbc_path = ndbc_root_path + ndbc_filename"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "91c4ce63-1eeb-4cdc-8643-8cfbd038e13a",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
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+ " WDIR WSPD GST WVHT DPD APD MWD PRES ATMP WTMP DEWP \\\n",
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+ "2 2.0 5.7 NaN 3.03 10.5 NaN 325.0 1017.1 6.7 10.1 NaN \n",
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+ "4 359.0 6.1 NaN NaN NaN NaN NaN 1017.2 6.7 10.1 NaN \n",
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+ "... ... ... ... ... ... ... ... ... ... ... ... \n",
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+ "\n",
+ " VIS TIDE Zulu \n",
+ "1 NaN NaN 2022-01-01 00:00:00 \n",
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+ "3 NaN NaN 2022-01-01 00:20:00 \n",
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+ "5 NaN NaN 2022-01-01 00:40:00 \n",
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+ "\n",
+ "[52386 rows x 14 columns]"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# This cell can take a few minutes to run. It loads and tidies up the NDBC data from\n",
+ "# a site 1km from the OSB shallow profiler location.\n",
+ "#\n",
+ "# def ReadNDBCMetadata(fnm = './data/noaa/ndbc/station_46098_year_2022.txt'):\n",
+ "# \"\"\"\n",
+ "# See comment above on file format.\n",
+ "# The default input buoy is 800 meters from the Oregon Slope Base (OSB) site. Default year is 2022.\n",
+ "# \"\"\"\n",
+ "df = pd.read_csv('./data/noaa/ndbc/station_46098_year_2022.txt', sep='\\s+', header = 0)\n",
+ "df = df.drop([0]) # the second row of text is units for each column\n",
+ "# df\n",
+ "# df['Zulu'] = pd.to_datetime( )\n",
+ "# df['Zulu'] = pd.to_datetime(df['#YY'] + '-' + str(df['MM']) + '-' + str(df['DD']))\n",
+ "# df.dtypes gives all 'object'\n",
+ "# print(df['#YY'][17]) etcetera for MM DD hh mm\n",
+ "\n",
+ "# timestamp = dt64(df['#YY'][1400] + '-' + df['MM'][1400] + '-' + df['DD'][1400] + ' ' + df['hh'][1400] + ':' + df['mm'][1400])\n",
+ "# print(timestamp)\n",
+ "# df['Zulu'] = pd.to_datetime(str(df['#YY']) + '-' + str(df['MM']) + '-' + str(df['DD']) + ' ' + str(df['hh']) + ':' + str(df['mm']))\n",
+ "\n",
+ "df['Zulu'] = pd.to_datetime(df['#YY'])\n",
+ "for i in range(1, len(df)+1):\n",
+ " c_yr = str(df['#YY'][i])\n",
+ " c_mo = str(df['MM'][i])\n",
+ " c_dy = str(df['DD'][i])\n",
+ " c_hr = str(df['hh'][i])\n",
+ " c_mn = str(df['mm'][i]) # eschewing fixes like: if len(c_mo) == 1: c_mo = '0' + c_mo\n",
+ " df['Zulu'][i] = pd.to_datetime(c_yr + '-' + c_mo + '-' + c_dy + ' ' + c_hr + ':' + c_mn)\n",
+ "\n",
+ "df = df.drop(columns=['#YY', 'MM', 'DD', 'hh', 'mm'])\n",
+ "\n",
+ "df = df.astype({'WDIR': 'float'})\n",
+ "df = df.astype({'WSPD': 'float'})\n",
+ "df = df.astype({'GST': 'float'})\n",
+ "df = df.astype({'WVHT': 'float'})\n",
+ "df = df.astype({'DPD': 'float'})\n",
+ "df = df.astype({'APD': 'float'})\n",
+ "df = df.astype({'MWD': 'float'})\n",
+ "df = df.astype({'PRES': 'float'})\n",
+ "df = df.astype({'ATMP': 'float'})\n",
+ "df = df.astype({'WTMP': 'float'})\n",
+ "df = df.astype({'DEWP': 'float'})\n",
+ "df = df.astype({'VIS': 'float'})\n",
+ "df = df.astype({'TIDE': 'float'}) # to this point: df still contains 99 and 999 for \"no data\"\n",
+ " # so we take a moment to replace those with np.NaN.\n",
+ "dfNaN = df.replace([99, 999], np.NaN) # Post-NaN-sub this fails: dfNaN['WVHT'][1:4459].plot()\n",
+ "dfNaN # Visual inspection of the cleaned up DataFrame"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "eb39947e-06ca-4c52-acf6-8e18f57dae17",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[[,\n",
+ " ,\n",
+ " ]]"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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9+/bhj3/8o2dCw1g77B1I/fjHP0ZiYqKnw/jmzZuxevVqy9pZo2P0jBkzfP6G119/vcO/wZCammr5PjEx0TKervweo3x62LBhlsvj4uJ8fm+g4wmWcb2kpCS/P1cUxednCQkJPs9z43Lvbbn279+Pd9991+d+McqhO3oMDh06hKamJvz5z3/2uQ1joqD1bXjvLmD405/+hNtvvx1vv/025s2bh8GDB+Pcc8/1O9mVlJTUqfsymOcv4Ps4AvKxDOZ379q1C/PmzUNcXBw+++wzn8ckNTXVp0QfAGpqatDQ0OD3Mayvr8d5552Hr776Cu+88w7y8/Pb/P3r1q3DaaedhpycHLz//vue5yIRUU/if4qciIjCKjY2FvPmzcOHH36IvXv3+l1XvnfvXqxZswZnnnkmYmNj27yt+Ph43HPPPfjDH/7Q4XpOQAYYaWlp2LBhQ7vHxcXF4ZZbbsEtt9yCI0eO4NNPP8Vvf/tbLFiwAHv27IGiKB3/oV6MJmLejaC89evXr93r5+fno2/fvvj0009RWlqK+fPnIyYmBvPnz8fjjz+O1atXY/fu3Zag/O2330ZNTQ3++9//YsyYMZ7L169f73P7gwYNwjnnnIO///3veOCBB/Diiy8iKSkJF198seVvAIA333zTcnvdrSu/xwjM9u/fj5EjR3oub2pq8htMhYIxhsrKym6/7bS0NBx33HF48MEH/f58xIgR7V5/0KBBiI2NxU9+8hP88pe/9HtMVlaW5Xt/2d+UlBTcd999uO+++7B//35P1vyss87Cd999Zzm2srLS85gGI5jnb3fYtWsX5s6dC13XsXz5cr/vS1OmTMG//vUvlJeXW9aVb9y4EQB89lmvr6/Hueeeiy+++AL/+9//MH/+/DZ//7p163DqqadizJgx+Pjjjz1NKYmIehoG5URENnHnnXfigw8+wHXXXYe33nrLEng3NzfjF7/4BXRdx5133um5vKyszG/WzuVyAeg4IAFksH/w4EFMmjQp4LEOHDgQF1xwAfbt24ebbroJpaWlbV6/rczcokWL8K9//QvNzc3tZsraEh8fjzlz5uCTTz7Bnj17PN26Z8+ejbi4ONx1112eIN1gBFPe2TZd1/G3v/3N7++44oor8MYbb+D999/Hq6++ivPOO8/SqGzBggWIi4vD9u3b/ZY0d5eu/J45c+YAkJ3bTzjhBM/lb775pqc7eWcEk3FNSEhAdnY2tm/f3unf15ZFixbh/fffx9ixYzFo0KA2j2sr268oCubNm4d169bhuOOOQ0JCQpfHNGzYMFx++eXYsGEDli5dCiGEZdJqx44dPsFqIIJ9/nbF7t27MXfuXDQ3N2P58uVtTgadc845uOuuu/Dyyy/j9ttv91z+0ksvITk5GWeccYbnMiND/vnnn+O///0vFixY0ObvX79+PU499VSMGjUKn3zySbuPLRFRtGNQTkRkE7NmzcLSpUtx00034eSTT8b111+PjIwM7N69G08++SSKioqwdOlSS5f0BQsWYNSoUTjrrLMwceJEtLS0YP369Xj88cfRt29f3HjjjZbfUVtb61kf29zcjJ07d3pK3G+66aZ2x3fWWWdBVVU4HA4MGTIEu3btwtKlSzFmzBjLmu3WpkyZgv/+9794+umnMX36dPTp0wcOhwMXXXQR/vGPf+AHP/gBbrzxRuTl5SE+Ph579+7FF198gXPOOQfnnXdeu2OaP38+br31VgDwZMSTk5Mxc+ZMfPzxxzjuuOMs65hPO+00JCQk4OKLL8Ztt92Guro6PP300zh8+LDf2z/99NMxatQoXHfddSgvL/fZ9ikzMxP3338/fve732HHjh0444wzMGjQIOzfvx/FxcWe7GlXdeX3TJ48GRdffDEef/xxxMbG4pRTTsGmTZvw+OOPY8CAAQFvndeakSF9/fXXkZ2djaSkJEyZMqXN4+fOnYsPPvigU7+rPffffz8++eQTzJw5EzfccAMmTJiAuro6lJaW4v3338czzzyDUaNGoV+/fhgzZownOzt48GCkpaUhMzMTf/zjH3HyySdj9uzZ+MUvfoHMzEwcPXoU27Ztw7vvvuvpOt6e/Px8LFq0CMcddxwGDRoEl8uFV155BSeddJIlID906BBKSkrwq1/9KqC/zzsrH+zzt7MqKiowb948lJWV4fnnn0dFRQUqKio8Px81apQnaz558mRcddVVuOeeexAbG4sZM2bg448/xrPPPosHHnjAUr5+wQUX4IMPPsDvfvc7pKamWtbq9+/f3zOxt2XLFs/r+cEHH0RJSYllGcDYsWM9W9wREfUIEW0zR0REPlatWqVfcMEF+rBhw/S4uDh96NCh+vnnn6+vXLnS59jXX39dv+SSS/ScnBy9b9++enx8vJ6RkaH/5Cc/0Tdv3mw5tnX39T59+ugjRozQzzzzTH358uUdjuvxxx/XZ86cqaelpekJCQl6RkaGftVVV+mlpaWeY/x1X6+srNQvuOACfeDAgXpMTIylM3hjY6P+2GOP6ccff7yelJSk9+3bV584caJ+zTXX6CUlJR2OacOGDToAPScnx3L5gw8+qAOwdOk2vPvuu57fN3LkSP03v/mN/sEHH+gA9C+++MLn+N/+9rc6AH306NF6c3Oz33G8/fbb+rx58/T+/fvriYmJ+pgxY/QLLrhA//TTT9sdv3F/rV692nK50eW79XgC+T2tu6/ruq7X1dXpt9xyiz506FA9KSlJP/HEE/VVq1bpAwYMsHSzDmY8paWl+umnn67369dPB+C3w763zz77TAegFxcXWy6/7LLL9JSUFJ/j2+o8PmbMGH3hwoWWyw4cOKDfcMMNelZWlh4fH68PHjxYnz59uv673/1OP3bsmOe4Tz/9VJ82bZqemJjo03l+586d+pVXXqmPHDlSj4+P14cMGaLPnDlTf+CBB3zuh3//+98+47rjjjt0h8OhDxo0SE9MTNSzs7P1m2++WT948KDluOeff16Pj4/Xy8vL272/dF3XZ8yYoU+fPt1yWaDP37buv8suu6zDx8r4O9v617qDfUNDg37PPffoGRkZekJCgj5+/Hj9T3/6k8/ttneb3p38jedhW/9efPHFju46IqKoEqPr7la+RERE1GusXLkSs2bNwj/+8Q9ccsklYfmdxx13HGbNmoWnn346LL/PjmbPno2MjAz84x//aPe4xsZGDB8+HKeccgreeOONMI2OiIgigUE5ERFRD/fJJ59g1apVmD59OpKTk7FhwwY8/PDDGDBgAL799ts2u6J3tw8//BDnnXceSkpK/DYN6+lWrFiB008/HZs3b0Z2drbfY6qrq7F69Wr84x//wIsvvoi3334b55xzTphHSkRE4cQ15URERD1c//798fHHH2Pp0qU4evQo0tLScOaZZ2Lx4sVhC8gB4IwzzsCjjz6KnTt39sqg/NChQ/j73//eZkAOyD25FyxYgMzMTPzpT39iQE5E1AswU05EREREREQUIZ1rudpNVqxYgbPOOgsjRoxATEwM3n77bcvPdV3HvffeixEjRiA5ORlz587Fpk2bIjNYIiIiIiIiom4W0aC8pqYGxx9/PP7yl7/4/fmSJUvwxBNP4C9/+QtWr16N9PR0nHbaaTh69GiYR0pERERERETU/WxTvh4TE4O33noL5557LgCZJR8xYgRuuukm3H777QCA+vp6DBs2DI888giuueaaCI6WiIiIiIiIqOts2+ht586dKC8vx+mnn+65LDExEQUFBVi5cmWbQXl9fT3q6+s937e0tKCyshKpqamIiYkJ+biJiIiIiIiod9N1HUePHsWIESPQp0/7Beq2DcrLy8sBAMOGDbNcPmzYMOzatavN6y1evBj33XdfSMdGRERERERE1JE9e/Z0uOOIbYNyQ+vstq7r7Wa877zzTtxyyy2e76uqqpCRkYE9e/agf//+IRsnEREREREREQBUV1dj9OjR6NevX4fH2jYoT09PByAz5sOHD/dcXlFR4ZM995aYmIjExESfy/v378+gnIiIiIiIiMImkCXUEe2+3p6srCykp6fjk08+8VzW0NCAwsJCzJw5M4IjIyIiIiIiIuoeEc2UHzt2DNu2bfN8v3PnTqxfvx6DBw9GRkYGbrrpJjz00EPIyclBTk4OHnroISiKgksuuSSCoyYiIiIiIiLqHhENyp1OJ+bNm+f53lgLftlll+Gll17CbbfdhtraWlx33XU4fPgw8vPz8fHHHwdUl09ERERERERkd7bZpzxUqqurMWDAAFRVVXFNOREREREREYVcMHGobdeUExEREREREfV0DMqJiIiIiIiIIoRBOREREREREVGEMCgnIiIiIiIiihAG5UREREREREQRwqCciIiIiIiIKEIYlBMRERERERFFCINyIiIiIiIioghhUE5EREREREQUIQzKiYiIiIiIiCKEQTkRERERERFRhDAoJyIiIiIiIooQBuVEREREREREEcKgnIiIiIiIiChCGJQTERERERERRQiDciIiIiIiIqIIYVBOREREREREFCEMyomIiIiIiIgihEE5ERERERERUYQwKCciIiIiIiKKEAblRERERERERBHCoJyIiIiIiIgoQhiUExEREREREUUIg3IiIiIiIiKiCGFQTkRERERERBQhDMqJiIiIiIiIIoRBOREREREREVGEMCgnIiIiIiIiihAG5UREREREREQRwqCciIiIiIiIKEIYlBMRERERERFFCINyIiIiIiIioghhUE5EREREREQUIQzKiYiIiIiIiCKEQTkRERERERFRhDAoJyIiIiIiIooQBuVEREREREREEcKgnIiIiIiIiChCGJQTERERERERRQiDciIiIiIiIqIIYVBOREREREREFCEMyomIiIiIiIgihEE5ERERERERUYQwKCciIiIiIiKKEAblRERERERERBHCoJyIiIiIiIgoQhiUExEREREREUUIg3IiIiIiIiKiCGFQTkRERERERBQhDMqJiIiIiIiIIoRBOREREREREVGEMCgnIiIiIiIiihAG5UREREREREQRwqCciIiIiIiIKEIYlBMRERERERFFCINyIiIiIiIioghhUE5EREREREQUIQzKiYiIiIiIiCKEQTkRERERERFRhDAoJyIiIiIiIooQBuVEREREREREEcKgnIiIiIiIiChCGJQTERERERERRQiDciIiIiIiIqIIYVBOYSP27EHxq6/i4Pffo/i55yCqqyM9JCIiIiIiooiKi/QAqHcQQsAxZgxcuo5kALUAcm+7Dc69e6EoSqSHR0REREREFBHMlFNYaJoGl65jFmRAvhCA6/BhaJoW4ZERERERERFFDoNyCgtVVZEL4GsAyQCWAch1X05ERERERNRbsXydwkJRFDgBaACyAewAoLovJyIiIiIi6q0YlFPYKADy3P9PA4DY2MgNhoiIiIiIyAZYvk6Rw6CciIiIiIh6OQblFDkMyomIiIiIqJdjUE7hoeu+lzEoJyIiIiKiXo5BOYVHY6PvZbGxEFVVKC4uhhAi/GMiIiIiIiKKMDZ6o/DwE5SLqio4Bg2CS9eRm5MD5/r17MZORERERES9CjPlFB4NDT4XaQBcuo6FAFwlJdA0LezDIiIiIiIiiiQG5RQefjLlKoBcAMsA5ObkQFXVcI+KiIiIiIgooli+TuHhJ1OuAHAC0EaMgMrSdSIiIiIi6oUYlFN4+AnKARmY5wEAA3IiIiIiIuqFWL5O4eGv+7qhri584yAiIiIiIrIRBuUUHm1kygEA9fXhGwcREREREZGN2Doob2pqwl133YWsrCwkJycjOzsb999/P1paWiI9NApWe0E5M+VERERERNRL2XpN+SOPPIJnnnkGL7/8MiZPngyn04krrrgCAwYMwI033hjp4VEw2itfb24GmpqAOFs/HYmIiIiIiLqdraOgVatW4ZxzzsHChQsBAJmZmXjttdfgdDojPDIKWnuZckBmy/v2Dc9YiIiIiIiIbMLW5esnn3wyPvvsM2zduhUAsGHDBnz11Vf4wQ9+0OZ16uvrUV1dbflHNtBephzgunIiIiIiIuqVbJ0pv/3221FVVYWJEyciNjYWzc3NePDBB3HxxRe3eZ3FixfjvvvuC+MoKSCBZMqJiIiIiIh6GVtnyl9//XW8+uqr+Oc//4m1a9fi5ZdfxmOPPYaXX365zevceeedqKqq8vzbs2dPGEdMbWJQTkRERERE5MPWmfLf/OY3uOOOO3DRRRcBAKZMmYJdu3Zh8eLFuOyyy/xeJzExEYmJieEcJgWC5etEREREREQ+bJ0pF0KgTx/rEGNjY7klWjRippyIiIiIiMiHrTPlZ511Fh588EFkZGRg8uTJWLduHZ544glceeWVkR4aBYtBORERERERkQ9bB+V//vOf8fvf/x7XXXcdKioqMGLECFxzzTW4++67Iz00ChbL14mIiIiIiHzYOijv168fli5diqVLl0Z6KNRVzJQTERERERH5sPWacupBOsqUMygnIiIiIqJeiEE5hYc7Uy4AFLu/WrB8nYiIiIiIeiEG5RQeDQ0QABwA8t1fLYE5M+VERERERNQLMSin8GhshAbABWCh+6vm/XMG5URERERE1AsxKKfwaGiACiC3f38sA5CbmAjV++csXyciIiIiol6IQTmFR0MDFADOq65CUVERnJMmQfH+OTPlRERERETUC9l6SzTqQdzd1xVFQV5enu/PGZQTEREREVEvxEw5hYexT3lCgvza0mL9OcvXiYiIiIioF2JQTuFh7FMeHy+/tg7KmSknIiIiIqJeiEE5hUdHmXIG5URERERE1AsxKKfwYPk6ERERERGRDwblFB4dlK+LY8dQXFwMIUSYB0ZERERERBQ5DMopPNrJlAsAjjfeQH5+PhxTpzIwJyIiIiKiXoNBOYWHn6BcACgG4ATgArAQgKukBJqmRWSIRERERERE4cZ9yik8WpWvi6YmOCCD8QkAJgJYBiB31CioqhqZMRIREREREYUZM+UUHq0y5do553iy41sA/BVAEQDnHXdAUZTIjJGIiIiIiCjMGJRTeBiZcndQrj7wAHJHjZLZcQAOAHkAlNLSyIyPiIiIiIgoAhiUU3gYmXJ3+brSrx+cW7ag6C9/gROAkRsXH3yA4t/9DuLYsYgMk4iIiIiIKJwYlFN4tG70BkBRFORNnWoG5AAcmzYh/6GH4JgwgV3YiYiIiIiox2NQTiEnhEDx0aMQgCUoh/t7owv7V/Dqwv799+zCTkREREREPR67r1NIiZoaOEaPhuvwYeQCcDY3w7uNm6iu9nRhTwIQC9mFfeKQIezCTkREREREPR4z5RRS2gcfwHX4sMx+A9B27bL+PDkZLgCzANQBOM19+V8vuYRd2ImIiIiIqMdjUE4hpQ4dilzA02Vdzc21/nzqVOTm5OBrAMnx8fjQfZwjPT3sYyUiIiIiIgo3BuUUUooQcAIoBPAM4LOmXFEUONevR1FREXZ//z2KzjpLdmPX9fAPloiIiIiIKMwYlFNoVVYCAK4FUADAcc45Pl3VFUVBXl4e0tLSkDdypFxzbnRrJyIiIiIi6sEYlFNoVVZCg1dX9Z072++qnpgov9bXh2FwREREREREkcWgnEKrshIqgNz4eLmuPCen/a7qDMqJiIiIiKgXYVBOoVVZCQWA88YbUVRUBOf69e13VWdQTkREREREvQj3KafQcq8pV4YNQ15eXsfHG43gGJQTEREREVEvwEw5hZY7KMfgwYEdb2TK2eiNiIiIiIh6AQblFFqdDcqZKSciIiIiol6AQTmFFoNyIiIiIiKiNjEop9BiUE5ERERERNQmBuUUOroefFBuNHrjmnIiIiIiIuoFGJRT6Bw9CjQ3y/8PGhTYdZgpJyIiIiKiXoRBOYVOZSUEgOLERAhdD+w6DMqJiIiIiKgXYVBOISP27YMDQH59PRxTp0II0fGVGJQTEREREVEvwqCcQkZbtw4uAAsBuEpKoGlax1fimnIiIiIiIupFGJRTyKiDBiEXwDIAuTk5UFW14ysxU05ERERERL0Ig3IKGaW2Fk4ARbNmwbl+PRRF6fhKDMqJiIiIiKgXYVBOoVNVBQVAXlZWYAE54BOUCyFQXFwc2Hp0IiIiIiKiKMOgnELnyBH5deDAwK/jtaZclJTAMWgQ8vPzA28UR0REREREFEUYlFPodCYo98qUa3fdBVdDQ3CN4oiIiIiIiKIIg3IKHSMoHzAg8OsYQXlDA9TBg4NvFEdERERERBRF4iI9AOrBupIpB6CkpsIJQAOgFhYGvi6diIiIiIgoSjBTTqFTVSW/djIoR12dbBQHQDlwoBsHRkREREREZA8Myil0utLoDQAqK83/79rVHSMiIiIiIiKyFQblFDqdWVPepw8Q515VceiQeXlpaXeNioiIiIiIyDYYlFPodCZTDpgl7AcPmpcxU05ERERERD0Qg3IKjeZm4OhR+f/OBuXuTLkAULx2LfcpJyIiIiKiHodBOYVGdbX5/2DK1wFzXXllJQQAB4D8L76AY+pUBuZERERERNSjMCin0DBK15OTrc3bAuGVKdcAuAAsBOAqKYGmad03RiIiIiIioghjUE6h0dn15IAZlLe0QAWQC2AZgNycHKiq2i3DIyIiIiIisoO4SA+AeqjuCMoBKACcALTERKjr10NRlG4YHBERERERkT0wU06hUVUlG7TFxga/DtwrKAdkYJ7X2AglObnbhkdERERERGQHDMopJMT+/bJBm6YF36DN3xr0lhagqanbxkdERERERGQHDMopJLSSks43aGuVKfeoq+uOoREREREREdkGg3IKCbV//843aGNQTkREREREvQSDcgoJpbERTgBFF1wAZ7AN2ryD8vh4s5ydQTkREREREfUwDMopNISQDdqysoLumC769EExAAEAffsCSUnyBwzKiYiIiIioh2FQTqFRUyO/pqQEdTUhBByffop8AA4AIiXFDMrr67t1iERERERERJHGoJxCo5NBuaZpcB09KhvEAdDi45kpJyIiIiKiHotBOYWGsQVakKXrqqoid+hQ2SAOgDp4MINyIiIiIiLqsRiUU2h0MlOuKAqcH3+MIgBOAEpiotn4jUE5ERERERH1MAzKKTQ6GZQDgHLccchz/794wwaI+Hj5DYNyIiIiIiLqYRiUU2gY5eudCMoREwMB2egtv6YGjs2bZSd2BuVERERERNTDMCin0DAy5UGuKTdoDzwAFyAbvtXVQQMYlBMRERERUY/DoJxCowvl6wCg3nwzcrOzZcO3lBSoAINyIiIiIiLqcRiUU2h0pXwd7oZvGzeiqKgIztNPhwIwKCciIiIioh4nLtIDoB6qi+Xr8qoK8vLygL595QUMyomIiIiIqIdhppy6X3MzUF8v/9/JTLkF9yknIiIiIqIeikE5dT+jdB1gUE5ERERERNQOBuXU/YzS9ZgYM6DuCgblRERERETUQzEop+7nvZ48Jqbrt8egnIiIiIiIeigG5dT9uth53YcRlBvr1ImIiIiIiHoIBuXU/bqh87oFM+VERERERNRDMSin7mcE5d2dKWdQTkREREREPQyDcupWQggUr18PATAoJyIiIiIi6kBcpAdAPYcQAo6sLLgqKpALwJmYiG4pYGdQTkREREREPRQz5dRtNE2Dq6ICCwG4AGgtLd1zwwzKiYiIiIioh2JQTt1GVVXkAlgGIBeAOmxY99xwYqL8yqCciIiIiIh6GAbl1G0URYFz4kQUAVgBQNu9G8LYHq0rmCknIiIiIqIeyvZB+b59+3DppZciNTUViqJg6tSpWLNmTaSHRW1QEhOhApgDIN/phGPq1K4H5gzKiYiIiIioh7J1UH748GHMmjUL8fHx+OCDD7B582Y8/vjjGDhwYKSHRm0RAhrkmvKFAFwlJdA0rWu3yaCciIiIiIh6KFt3X3/kkUcwevRovPjii57LMjMzIzcg6pgQUAHkpqdjWXk5cnNyoKpq126TQTkREREREfVQts6Uv/POO3A4HPjhD3+IoUOHYtq0afjb3/7W7nXq6+tRXV1t+UdhJAQUAM7330dRURGc69dDUbq4MRqDciIiIiIi6qFsHZTv2LEDTz/9NHJycvDRRx/h2muvxQ033IC///3vbV5n8eLFGDBggOff6NGjwzhignv9uJKairy8vK4H5EC7QbkQAsXFxd3TUI6IiIiIiCjMYnRd1yM9iLYkJCTA4XBg5cqVnstuuOEGrF69GqtWrfJ7nfr6etTX13u+r66uxujRo1FVVYX+/fuHfMy9WnMzEOdeEXHgAJCW1j23e+gQRFoaNABqdTWUfv0AAKKsDI6JE+GqrkZuTk73ZOWJiIiIiIi6qLq6GgMGDAgoDrV1pnz48OGYNGmS5bLc3Fzs3r27zeskJiaif//+ln8UJrW15v+7MTgWLS1wAMgH4Jg2zZMV1664Aq7q6u5rKEdERERERBRmtg7KZ82ahS1btlgu27p1K8aMGROhEVG7vEvIjZLzbqCVlJjd3Ldv9wTf6pdfIhfAMqB7GsoRERERERGFma27r998882YOXMmHnroIfzoRz9CcXExnn32WTz77LORHhr5YwTlyclAn+6b71GnTvUE3xPGjEGdEBAHDwJC4Bn3MY7iYpauExERERFR1LF1pnzGjBl466238Nprr0FVVfy///f/sHTpUvz4xz+O9NDIHyMo7+bgWFEUOFNSUAgg5tAhFMybhxMmTcJ0AAUArgWAdpY0EBERERER2ZWtM+UAsGjRIixatCjSw6BAhCgoBwAlORlJNTX47tgxLASw7MABALKkfRkAbfly5B13XLf/Xgre3r1ASQmQkwOMGhXp0RARERER2ZutM+UUZUIYlCMpCSpglrHHxGCi+/+5ANSYmO7/nRS0558HxowBTjlFfn3++UiPiIiIiIjI3hiUU/cJcVCuAHACKAKwVtexxv1/JwBl377u/50UlL17gauvBlpa5PctLcA118jLiYiIiIjIPwbl1H1CHJQDgAIgz/1VAZA3ciQAoNjp9GyVRpFRUmIG5IbmZmDbtsiMh4iIiIgoGjAop+4ThqDc51fm5so9zD/7DI6pUxmYR1BOjm/T/dhYYNy4yIyHiIiIiCgaMCin7hPKoDwx0e/F2oAB5h7mJSVwFhWhePlyBucRMGoU8OyzMhAH5Ne//pXN3oiIiIiI2mP77usURSKQKVcnTPA0f8vJzMRlZ56J0vp65GZkwOlyce/yMLvqKmDBAlmyPm4cA3IiIiIioo4EFZRXVVXhrbfewpdffonS0lIIITBkyBBMmzYNCxYswMyZM0M1TooGEQjKleHD4QTgVBT89MAB7KqvxxkAPty9G86iIsyZN6/7x0LtGjWKwTgRERERUaACKl8vKyvDz3/+cwwfPhz3338/ampqMHXqVMyfPx+jRo3CF198gdNOOw2TJk3C66+/Huoxk11FIChHWhoUAEn19dhVU4P+AD5x/+iaSy5hGXsICSFQXFzM+5iIiIiIqAsCypQff/zx+OlPf4ri4mKoqur3mNraWrz99tt44oknsGfPHvz617/u1oFSFIhQUA4AanMzcgG43BcvBLCsvByapiEvL6/7x9PLCSHgyMqCq6ICudnZcG7cyKUCRERERESdEFBQvmnTJgwZMqTdY5KTk3HxxRfj4osvxoEDB7plcBRlIhGUp6bKXwm5X7kTwDX9+mHZ0aPIHTy4zUkk6hpN0+CqqJCTHzt2cPKDiIiIiKiTAipf7ygg7+rx1ENEMCgHZGA+B8CaK69EEQDnj3/M7G2IqKrqabCX278/Jz+IiIiIiDqpU93X9+3bh6+//hoVFRVoaWmx/OyGG27oloFRFIpEUN63r9wurb7ec5ySloY8AKit7f5xEABAURQ4AWgA1EWLOPlBRERERNRJQQflL774Iq699lokJCQgNTUVMTExnp/FxMQwKO/NIhGUp6QAyclmUK4oQL9+8v9Hj3b/OMhDAeTkh9d7ABERERERBSfooPzuu+/G3XffjTvvvBN9+gRU/U69hDh6VGZOY2PR7WG5v6A8NhZISJBB+ZEj8jJFAfr3l/9nUB4ezc2RHgERERERUdQKOqoWQuCiiy5iQE4WQgg4Vq9GPgDHHXd0/zZZ/oLylBSZpU1ONi/zzpRXV3fvGMi/VktYiIiIiIgocEFH1ldddRX+/e9/h2IsFMW0b7+Fq74eCwG4vv8emqZ17y9oKygHfINyZsrDi5lyIiIiIqJOC7p8ffHixVi0aBE+/PBDTJkyBfHx8ZafP/HEE902OIoeap8+ZjfuceO6vxt3MEE5M+XhxaCciIiIiKjTgg7KH3roIXz00UeYMGECAPg0eqPeSSkult248/KgfvFF93fj9heUG7+DmfLw8w7EGZQTEREREXVa0EH5E088gRdeeAGXX355CIZD0Up89pls8nbGGaHZHqszmXIG5aFjdLsHgKYmiGPH4Hz9dWDMGDhmzuQWaUREREREAQo6KE9MTMSsWbNCMRaKUkIION59Fy4AuS+8AOftt4cnU95RUF5fDzQ0yA7t1L28gnKxbh1OGDgQ25qb0Qxg4tixWPPttwzMiYiIiIgCEHSjtxtvvBF//vOfQzEWilLaxo1wNTfLJm9793Z/kzegc0E5wGx5qHgF5Vp5Oba4A/KFAL7bvj00zwEiIiIioh4o6Ex5cXExPv/8c7z33nuYPHmyT6O3//73v902OIoO6vjxZpO3sWO7v8kbACQm+l7WVlAeFycvq62FeOQRaLNnQ50/n5nb7uQVlKsAJgDYBvkcmBiq5wARERERUQ8UdFA+cOBAnH/++aEYC0UppaVFNnkDoK5ZE/k15QDQvz9EbS0cjz4K16OPIjcnB8716xmYdxevoFwBsBaAEwBGjYKDpetERERERAELOih/8cUXQzEOimY1NVAA5CUkAAMGhOZ3BBuU9+sHbf9+uCBLqpeVlEDTNOTl5YVmfL2Nd6M3yMB8DgC0tJiPARERERERdSjoNeVEPmpq5FcjSA4Fr6BcACgGIIwGbm1kylXAU1Y/YcwY1FVUQAgRujH2Jg0N/i/nGn4iIiIioqAEFJSfccYZWLlyZYfHHT16FI888giefPLJLg+MokgYg3IBwAEgH4Dj+edlkN1GplyBLKkuBBCzaxcKzjoLjqlTGZh3h1aZco9jxwBdD+9YiIiIiIiiWEDl6z/84Q/xox/9CP369cPZZ58Nh8OBESNGICkpCYcPH8bmzZvx1Vdf4f3338eiRYvw6KOPhnrcZCdhDMo1wCxJP3RIlqT7C8qbm+W3AJIAfAeWsXertoJyXQdqa1nCTkREREQUoICC8quuugo/+clP8Oabb+L111/H3/72Nxw5cgQAEBMTg0mTJmHBggVYs2YNJkyYEMrxkh2FMShXAeSmp2NZeTlyc3Jkl++1a83jjGBw714IyCA+G7B0h89OSEDx3XdDvfVWKKFaA9/TtRWUA7KEnUE5EREREVFAAm70lpCQgEsuuQSXXHIJAKCqqgq1tbVITU312RaNepkwBuUKAOfTT0MbMQKqqsou334y5WL3bjggs+q5AFYA2AEg+623MGfmTLiOHUPuc8/BuW0bO4V3RntB+bFjwLBh4RsLEREREVEU63SjtwEDBiA9PZ0BOYUnKI+LA/rIp6syaBDy8vLMYNpPUK7Nm+cpc3dBBuR5AHa4XHAdOyYvLyuDpmmhG3NP5i8oT0uTX48dC+9YiIiIiIiiGLuvU9eFIyiPiYFITJRd11v/zE9Qrr74InIHDpQl65Bl7wCgpqcjNylJXp6WJsvfKXj+gvKBA+VXdmAnIiIiIgoYg3LqujAE5UIIOOrrZdf1n/7U2kHdT1CujB4NZ3ExiiA7sBsF6kpDA5zjxsnLr7+epeud5S8o79tXfmWmnIiIiIgoYAzKqevCEJRrmgZXS4ssO9+921p27q/7OgBl8GDkwQzIAQBHj0Kpr5eXuzu0Uyf4C8r79ZNfGZQTEREREQUs4KB8xYoVaGpqCuVYKFqFIShXVRW5OTmy7Nzoum5oIyg3msNZVFfLLbsA8ysFr71MOcvXiYiIiIgCFnBQPm/ePFRWVoZyLBStwhCUK4oC5/r1KCoqgnP9emvZeXIyBOC73pxBeei0DsoTEpgpJyIiIiLqhICDcl3XQzkOimbhaPQGGZhbuq67CV2HA5DrzefONdebx8YCrXcHYFDePfwF5e5MuaisRHFxsXXdPxERERER+RXUmvKYmJhQjYOiWZiC8rZo+/eb259t22Zdb946W86gvHu0Dsrj44G+fSEAOO69F/n5+XBMncrAnIiIiIioA3HBHPz73/++w27VTzzxRJcGRFEowkG5mp+P3FGjsGzvXv/rzb3XOB88CBhVHwzKO6+hAYBcLqABUOPjofTrBw3wTJAsKymBpmnIy8uL3DiJiIiIiGwuqKB848aNSEhIaPPnzKT3UhEOyhVFgXPLFmiaBlVVrRNHrTPlFRXm/xmUd159vcyKQwbhuUePwpmQABVyX/hlAHLHjuU+8EREREREHQgqKH/rrbcwdOjQUI2FolWEg3LAXG/ug0F5aNTXW7PitbXQqquRB7kvvAZA/fhj7gNPRERERNSBgNeUMwtObTKCcmNLLDvx3i4NAPbvN//PoLzz6utlVjwtzdymbvx4AHJf+DwASktLBAdIRERERBQd2H2dus4GmfI2tZcpr6sL71h6kvp6KACcd9xhblOXmmrdmo5boxERERERdSjg8vUXX3wRAwYMCOVYKFrZOShvnSn3zo4zU9557u7rSr9+nmUDorLSXGMOwHngAFi8TkRERETUvoCD8kGDBuGjjz7q8Lizzz67SwOiKGTnoLx1ptwbg/LOM7ZE82r8qCUnm2vMAWibNiHvtNMiMToiIiIioqgRcFB+7rnnWr6PiYnxKWmPiYlBc3NztwyMokRDA0Rjo2zsFRNjv8xoe0H50aMQ//kPtIEDoZ50UptNyYQQ/ju792ZGUJ6Y6LlIPf985N55p9yaDoCalhaZsRERERERRZGA15S3tLRY/imKgm3btlkuY0De+4gDB+AAkA/AMXcuhBCRHpKVV/m6Zb0zAFFdDccFFyD/1FPhmDrV79jF9u1wDBqE/Pz8No/plfwE5cbWdEWzZsEJQGlsjMzYiIiIiIiiSMBBOZE/2vr1npJl17Zt0DQt0kOycmfKjT21891fBWDZ0stVUgJN0yCEQHFxsSf41m66Ca6GBssxBL9BOeDemm7UKFkxcfRo2IdFRERERBRtGJRTl6hZWcgFzG2xVDXSQ7JyZ8otAbj7exUwxz5uHLKzs+EYP96SFbccY8e/L1LaCMoBmFvjsfs6EREREVGHGJRTlygxMXACKOrfX26LZbc11+5MuSW4dn+vAHLsAJz/+hd27NgB1759lqy45Rg7/n2RwqCciIiIiKhbdDooj4mJQUxMTHeOhaKRe7/qvJQUewas7qBcAeBMT5fBtft74/I8AMq2bVBV1Qzc09JkVry52TzGjn9fhIjaWrk+v1WzRwBAv37yK4NyshGxcyeK33qLfSGIiIjIdoLaEs07CD927BimTZuGPn2scX1lZWX3jY7sr65Ofm2vy3kkeTV6U8aMQV55uc8hAoD24YdQFy6EE+7S9l/8QgbhbF7oQwgBR1mZ3I/8Jz+B0+WyTlgYmXKuKSebEELAMWECXI2NyM3I8H3OEhEREUVQwEH5H/7wB2bGyVd7Zcx24D1ZkJEBFBVZfmw0gHO99BJyv/wSTsisOJqa5AHGV/LQNA2u5ma5H/nu3dA0DXl5eeYBLF8nm9HWr4ersRFnAPhw9244i4sxZ+7cSA+LiIiICEAQQfmll16KuLiAD6fewu5BuZEpj4kBRo70+bF3A7hl27dDgzsoP3xYHuAdlOu6vJ1eTp0wwSzzz872bX7HoJxsRs3IwAQAn7i/v+bSS7Fm61Zmy4mIiMgWAl5TPmLECPz617+Gy+UK5Xgo2ti9fN0YV3IyMGSIz48tDeDGjIEnvDTK3L3L140JiF5Oqatrv/kd15STzSiNjXgWQDPkBNx3+/Zxe0MiIiKyjYCD8ptvvhnvvvsuVFXFSSedhOeffx7HeNJNds+UG0G5ogBpaT4/tnRX/+tfPQ3gPEG5d6acDaKkykrZ/G7QIChGAO6Na8rJbo4cgQNeE3DDhnF7QyIiIrKNgIPyO++8E1u2bMHy5csxceJE3HTTTRg+fDiuuOIKfP3116EcI9mZ3TPlyckQAIr79IHwF0ACUOLiZHf1PXvMC8vK5NfaWvMy7//3ZkYzx8GD/f+c5etkN1VV1gm4W25h6ToRERHZRtBbos2ePRsvvvgiysvLsXTpUmzbtg2zZ8/GhAkTsGTJklCMkezM5plyo5FbfkUFHLfdBr+57mHD5NctW8zLysvlGnLvbC8z5RKDcoo2R44A8NoCsY0JNiEEiouLuW0aERERhVWn9ylPSUnBVVddhS+//BLvvvsuDh48iDvvvLM7x0bRwOaZck3XPY3cXHv3wu8q0uHD5VfvoLy+HqiqYlDuz6FD8mtqqv+fc0052U1VVfvfw71tWkYG8vPz4TjuOAbmREREFDadDsqFEHjxxRcxZ84cnH322UhNTcWDDz7YnWOjaGDzTLl65pnIzcoyO4X7Oyg9XX7duhWAzK4XAxA7d1qDcpavS4FmymtqgJaW8IyJqD0BBOWapsF16JCcwNu+3faN4IQQKF61ipMHREREPUDQQfmXX36JK6+8Eunp6bj++uuRlZWFL774Alu3bsUdd9wRijGSndk8KFcUBU5NQ1FREZzr1wOQAfdB91cBmEH5li1muTsAx1lnQXh3XOfJrxRAUO6Z2DhwIFyjImqbu3zdw09Qrqqq2QguNdXWjeCEEHBkZSF/5kw4xo9nYE5ERBTlAg7KH3roIYwfPx5z587Fpk2b8Oijj6KsrAwvv/wy5syZE8oxkp3ZvHwdkIF5Xl4eEBvrCbgz3F8dAIRXV3bvfctd+/ZZyt1FZSXXmwIdlq+LlhZzYuOkk3h/UeQZQbixVMVPUK4oitkI7uc/t3UjOE3T4KqoMN+nbJ7VJyIiovYFHJT/4Q9/wMKFC7FhwwYUFRXhmmuuQf/+/UM5NooGNs+Ue9M0DS4AswDUwh14A9C89iK37Fs+YICn3F0AcFxyiVxvOnVqm4GmKC1F8X//27MD0Q4y5dqmTebExs6dnQoYxLZtKH7nnZ59P1L4GJnyjAz51U9QjuZmsxGcrodpYJ1jyeq7vyciIqLoFXBQvmrVKvzhD3/ghz9ZRUGm3KCqKnKzsvA1gOT4eHlCO24c1GnTPOXWAODs21dmy6ZO9exbrgFwNTbKQLOkxG+g6Skp/b//g0NVe25A2UFQrqoqcmNj5f2bkRH0e4aoroYjJwf555wDx/HH99z7kcLHCMLHjLF+762mxvx/Y2Pox9QFlqy++3siIiKKXgEH5ePHj8fo0aPx05/+FC+++CJKS0tDOCyKGlGUKfdeX777++/lOvMNG4D0dLPcGgAmTpTZspISz3UtGfSRI/0GmkYmvisZ4qjQQVCuKAqc2dkyYPjb39oNGPxtQaUVFZn347ZtPfd+pPAxgvD2MuXeQXkUNHX0ZPUjPRAiIiLqsoCD8sLCQlxzzTX4/vvvcf3112Ps2LHIysrCVVddhVdffRX79u0L5TjJroygPAoy5YC5vjwtLQ15eXlQFAVaXZ0ZBALQjMZv339vXg8wM1M33ug30FQnTDAD96FDe25VSUdbogFQ+veXAUNTU5vHCCHgyMyUSwImTfIE5mp2tnk/ZmX13PuxBxKlpSi+4w6Iw4cjPRSrQMrXvYNyu42fiIiIerSAg/LZs2fjrrvuwqeffoojR47giy++wBVXXIGdO3fi6quvRkZGBiZMmBDKsZIdGeXrUZApb4taUIBco5wdgHriiX6P82SmvPcz9/55TIwZuF99dY8tKRWHDsnO6snJbR8UwF7lmqbBdeCAnAzZtcuTEVdaWsz78b33euz92NMIIeAYOxb5jzxiv47grcvX6+qAhgbrMQzKiYiIKEI6tU95fHw85syZg9/85je48847cd1116Fv377Ytm1bd4+P7C6KytfboigKnJdcYq7PnDrV8zPP1l7eV9i40f8NCWEG7kaJdw8jqqrgOHZMlvqfd17bgZexV7n3Pu+tWJpVJSaaGfGaGvN+7NOptyiKAM3phKulRU6yHDxor2UHRqZ89GjzsqoqiK1bzb2+vSeQGJQTERFRGAV1xltXV4fPP/8cv//97zF79mwMGjQIN9xwA44dO4ann34au3fvDtU4ya6iqNFbe5T586FCNnQTo0cDsbHWPcshA3MBoHjDBgh/GWDvAHXPntAPOgK0VavMUv8dO9oOvIygvJ1MuaVZVVaWmRH3zlh67xNPtiWEwJHPPkMm3JMsgwbZa9mBkSlPTQVSUgAA4h//gGPCBLnX99SpEMayDIBBOREREYVVXKAHFhQUYPXq1Rg7dizmzJmDX/3qVygoKMCwYcNCOT6yux6QKQcAMWMGHJBrynPPOw/OoUOhlZV5AtBlkFn0awG46uuRO2UKnJs2WUurvZtD9dAJKnXoUDO7nZPTduAVQFAOmEsCPJM7gDUob11iTGEnhICmaVBV1e9SAiEEThg9GtsqK9EMYAyAFRdcYJ9lB3V1EA0N0ACo8fFQBgwAamqg3XGH+fouKYH23XfyuQhER1AeH2/7LvFEREQUmIAz5StXrkRaWhrmzZuH+fPn45RTTmFATj0mU65VV1sywE5dRx2AiTD3AgZgHlNa6psl7gWZcqW2Vma3R46Ec/36tgOvANaUW3jfd8yU24aoqYEjPV0245s61e9yBW3dOmxxB+QLAewCsGP//nAPtU1iyxaz4qWgAML93FSTk80JprFjoXo3Ljx8GLD5XuWW91y7j5WIiIjaFXBQfuTIETz77LNQFAWPPPIIRo4ciSlTpuD666/Hm2++iQMHDoRynGRXPSRTrqoqcnNysAzAhLFjcc3+/SgAoAMovPlmOCFL2NvdFs2dKRcAiisrISoqwvgXhEllpcxujxjRfiY0gDXlFt5VBgzKbUMrLITr6FE5EVVS4ne5ghoTgwkAYiFfGxMBqDZ6P9D+8AdzMq2kBM7YWBQDwJEj5vKJJ5+E4p11bm4OfEIpUryDcr5OiIiIolrAQXlKSgrOOOMMPPzwwygqKsLBgwexZMkSKIqCJUuWYNSoUfZaQ0jhEWVborVFURQ4169HUVERnn3hBXyn61gIYAuApH79oKDVtmgPP+wblAphXYeel2evDtTdwWhg1852aAACLl/38L6fvP/P8vWIUuPjzYmozEy/7/HKli1YC+DzadNQeOutWANAsUuQWF8P9f33PX/DhLFjcc3OnZ4+EQBkL4n33/fdxs3uJewJCeb/q6sjNw4iIiLqsk63Nk5JScHgwYMxePBgDBo0CHFxcXC5XN05NooGPWBLNIOxh7nD4fBkzXNzcqDm5JjHjBolu4J7r4E21NZCg1eJu9c2Xz2G0Qxr8OD2jwskKG9u9v9/ZsptQ9mzx5yIeu01/9UR69dDATBn7lzMmTYNCmB9DCPpv/+FcuAAnOnpKPr6aznhVlsrX5+ApwIm/09/guOxx6y7LNg9KG9qMv8faEUKERER2VLAQXlLSwuKi4uxZMkSnHnmmRg4cCBmzpyJp556Cunp6XjyySexY8eOUI6V7KiHlK97886aO9evl42hDEaAbmyx5E0IqPAqcR8xoudVjxiZ8o6C8kDWlHuXrANmVpxBuX2UlJjb07XRVEw4nXLbwNxcT2dzCAEhBIqLiyNaLSL+8hdZqn7llcibOVNOuKWl+e8TUVkpd1+AexvEsrKIjDlg3lUkncyUi+pqFL/6qv/dJIiIiChsAu6+PnDgQNTU1GD48OGYO3cunnjiCcybNw9jx44N5fjI7npIo7fWjKw5AKCxEQJyuzQ1M1NmAo0tlry59yl3Gse6l3f0KIEG5YGsKW8drB06BAwfzu7rdlJSYv7fT+Anjh2Dw71NXu4DD8D55z9DASC2bYNjyBC4hEBuTk77TQFDRDidcKxcKcf22mtw/u53csLtr3+F9n//B2O6zDOJNmAAsquqzF0YrrwSzm3b7Psa9p4k6URQLoSAIzMTrsOHkTt4MJx79tj3byUiIurhAs6UP/roo3C5XNi7dy9effVV/OxnP2NATj0yU96aqKw014m//bYscfUXlLszv57MYthGGEbduaa8dVB+8KD8yky5fWzdav7fT+CnLV8Ol7v/gmv3bmjuruvagQNwCdFug7hQMTL0zldeMbPgO3d6xqCccILn9enpEzFkCJyLFmEHvDLnZWX2Xn7SxUy5pmlwHT5sVgnY+W8lIiLq4QLOlF9zzTWhHAdFqx7S6K092siR5n7Ghw9DA5BnlK83NUH85S/QMjKgHjliDcT9rTuPdt25ptxfphxgUG4DQgho336L7K1bsQOyGZriZyJKTUnxu2+9ZRlHe/vZh2DcjrFj4Sovx4TERHNLQ+8xZGRYrqMAyGtqkk3hAOTGxWFZUxNyU1Lsu/xE161BeSfWlKuqaj5GMTH2/VuJiIh6gYCDciIfut4rMuVqQQFys7OxbMcO5A4dCrWiwpMpF88/D8fNN8ty18GD4YRXhrwnBuXduaa8VVAuNm2CMyYG2LkTDrjvR5avh50oK4NDVeGqrEQygFrIANt58KBP9YdSUSGXaxx/PNSVK6Hs2ycvh9cyjjCWrmuaBld5uZxAq69HIYCk226Des895hj69DGXo7jHCiGAmho57h//GNrLL0Pt2xdKcnJYxh007yZvQKcy5YqimI/RsGEsXSciIoqgTndfJ7IETD04U64oCpwbN8rGb489Jk/i3Zly7a23fBpFefTELG+w5esBrCkXAFYAmHb99Thl7lwUfPEFprsv75H3oc1pl18OV2UlZkEG5Eancm37dt+Dd++WmebJk2VQZzR6g9cyjjAGe5bsL2Rn9bxTT7WMQQhhLkeB1/PMHdgq8+dDjY2Ftn8/xHffhW3sQWk9WdWZRm8tLeZj1NEkGxEREYUUg3LqPO9McA/OlANm4zdl6FB5QVUVoOtQN260NIqyFID2xEx5sOXrtbXW7c68ee3rXgBgK4BmyCDwO8gMHjPl4ad+/DFyAXwNIBlmgKv6m3jbs0d+NUrCvYLySDCyv0WAWbXSqveJpmnmRBpgTqS5n9uib1844uKQD+CEmTOx4tNPI9pB3i+v14UAUOxyBT/GAwfM/xuVLURERBQRDMqp87yzmAkJkRtHOA0cKL9WVQE7dwLff49nABSmp8N59tk9e015Y6OZ+Q40KAfa3rNaCM++7mdAvhnFQgaBEyFLi5kpDz9P8zMAu+EV4Lbewg4Adu+WX20SlAOAkpZmbbTYag25qqrIzckx15obP3AHqVpFBVz19TgDwLYjR1Bw2mlwTJ1qr8Dc3XndmNTKf+ml4Me4d6/5f77OiIiIIiqqgvLFixcjJiYGN910U6SHQoAZdCYmAjExkR1LuBh7lh85AvHxx54s77UVFea+2/Hx8mtPO9E9fNjcw7mjSZjERCDO3bLCTwm7+PprFL/yCrIB5CoKPgSQk5mJ9wEUAlgDd1DV0+5Du3MHe0ZZcxq8dhLwVyLdOiiPi4v8BF2fVh9rcdbWKYqiwLl+vVyOsn49FKPKx50pV1UVuePG4UOYlRvh7iDfIXem3JjU6tQYjSoHoP3eD0RERBRyUROUr169Gs8++yyOO+64SA+FDL2gyZsPIyivrob27rvmCXFLi2c7KAwaJL/2sEy52LfPXIs7fXr7WbmYmDY7sItjx+CYMwf5b7+NOQBWzJmDoqIirNU0nK4omAOvLCfL18Nryxbfy4xJpkCCciDy2XL3OD0TSH6ep57lKIoCuJu5GccjJQXODRtQeN99/ru324H7ddGlLvfemfJjxyCOHUNxcbG9KgKIiIh6iagIyo8dO4Yf//jH+Nvf/oZBRsBDkVdfL09kY2N7z4mcUb7e0gL1m28sTaVUXZc/M56jPSzLq61dG1RWTiiKDIqM/ceN21mxAq6WFs+a3h0tLTJASkkBRo2y3kgPuw/tTjid8jHzvnDMGPm1dVBeUwNx6JA8Pi3NvDySQXlDA1BXZ5Z1Ax2XdSuK9fjzzwcAzJk9G2sAFGVlyYy6nbqTu4Nyz1KDefOCHqPYscPzWIvycjgGDkR+fr79SvWJiIh6gagIyn/5y19i4cKFOPXUUzs8tr6+HtXV1ZZ/FBriyBF5Inv4cO85kUtK8mQOlcpKOPv0MdfcGk3QemimXE1NDTgrJ4SA48ABGeRcdJHnuSFKS1G3c6eZgQSgDh9uXnH0aOsNMSgPGyEEHLfcYu1KDrQZlIutW81AtqDAfP233kas9fZdoeQeY1Bl3cnJ1uN37pTHDx4sy/hra6EoCoQQ9skke1WQKADyUlKCC8iFgOO55zyPtROAq7nZnqX6REREvYDtg/J//etfWLt2LRYvXhzQ8YsXL8aAAQM8/0a3PsmnbqNt3Nj59YzRKiYGGDjQLHWdNg15iYmy3LqiQh7TQ4NypaFBZuWmTeswK6dpGlyNjfK5sXcvNE2D2LgRjqwsFFx/PXTIteNOAEr//uYVR4603hDL18NG0zS4Dh/27UreRlCurVnj//Xfutt+OCdWqqoAAKqiWJu5tVfWrSj+y8CNZoaVlRA1NXBkZNgnk9z6dRHkfaxpGlxHj3oea6ALZfBERETUZbYOyvfs2YMbb7wRr776KpIC3Af7zjvvRFVVleffHu9mNtSt1KSkXnkid7CmBircGcIdOyCMtdOtM+U9LctbVSWzcqNGdZiVU1UVuSkp8rkxdChUVYW2dKkniNsCIAnutePetzVkiPWGetp9aGOqqiI3KcmsYDB+0EZQrg4d6v/13zpgDOfklDsoVwYOtDZza+/5mpxsloG7m8ApimIG5Q0N0D7/HK5Dh+wzAeluyOcR5OtEVVXk9ulj2c/ds5Wc3Ur1iYiIegFbB+Vr1qxBRUUFpk+fjri4OMTFxaGwsBB/+tOfEBcXh2Y/+x8nJiaif//+ln8UGsqBA/JE7owzes2JnBACMxobsRPuDOHhw9BaN7rroZlyI+DxNLtrh6IocJ5/vjzJv+46KIoCNTvbugbfPNi8Yuut1hiUh42iKHD272/d4xswg/KaGksWXGlulq9/VbW+/lsH5f62UgsVY+JgwABrM7f2uH+uAMgbPNg8XlE8neTV+nrzuZuVFfkJyC5mypXaWjhbWuRjHRMDBWbH/d7wPk5ERGQ3cR0fEjnz58/Hxo0bLZddccUVmDhxIm6//XbExsZGaGQEANi3T57ITZ1qDax6ME3TUNrYiAGQJ+hZo0dD7d8f+P578yAjsOxpAWUQQTkAKMOHI8/rekpNDZyQZdEqvIK+VkG58D6G5evhU1sLpaJCPmaTJwObNsnLjaAckNvbGc0Oa2rk6z893foY2iBTjmAmY73XwHtfLyZGvpbLy6Fs3mw+d996K/KBaxeDcpSUyMdu5Eg50VJe3m1DIyIiouDZOlPer18/qKpq+ZeSkoLU1NTIZyrI3FKn9TrgHkxVVeTm5KAKQObo0SheuxZK6yC1p2bKjSxkoAGP0ZHb6L5eVmZm47yP8wpwxPjxZvMw+N/OikLE2N6sXz9g7Fjz8uHDIeLjZaduY9s/QGbOAXPrO4MdgvIAJ44AWCcUWl/PmGBbu9Z87ra0dGWE3aMbgnIAQE6O7+PXujSeiIiIQs7WQTnZ3L598msvCsoV95rToqIibPruO6SlpckgxltPDcqDDXhaB+VtZeO8giKtb1+zeRgA7ciRTgyUOqW0VH4dM8ayjEAkJsLR3CwnSk4/3ZwoMfafb70FWkODuUc4AHH4cPi6lnuVrwfMO1PeTlDuYUxGRJIRlMfEyK/Bvtd4B+Wt37/CudyAiIiIAERhUL58+XIsXbo00sMgwMyUt95buofzWavqPqn1BCLG5b28fN0TlFdUQKxdi+Lt22WQBlj3wvYKioxKBM+68zhbr7DpWXbtkl8zM82JJQDa99+b+8rv3m02OTOC01ZBuWhq8lQ7nABg+umnh69reWfK170z5a2vZwTl3g1D7RSUGwF1kO81wuWSr8ExY3wz5axOISIiCruoC8rJJpqazMxnL8qU+9WvHwRgll3feqsMOL2yV2LFChR/9FF0l2MHW77u7qQu1qyBY/p05JeUyCANZsC2AoAwAil4VSI8+aRsNsZS2rARJSUyUBsxwgxGU1KgTp3q00kfQJvl69oll1i67H9XVxe+ruWhKl/3FqGgXHzzDYrfe0++hxivi04E5UIION59V75XPfkkROt95aP5PYqIiChKMSinztm/XzYIio0Fhg2L9Ggiq18/aIBZdr13r9zj2X2iLD7+GI6CAuSfcYY99jjurE5myr3vmy0AvgNwBoBtAAoAOO66y3KfKIqCvOOPl+vOe1q1gU0JIeD4619loPbf/0KkpMiKBncW3PmTn8hO3T/+sVkh0kamXH3ySeSOHIllACYAmAh31/Ls7ND3AglV+bq3CATlYvNmOE46CflnnSXfQ44elT8wJsiCeJ1omgZXfb18ryorg9bquqKyMnzLDYiIiAgAg3LqrH375El7aipEbw+c+vWDCphbJo0ZI7f7cmfKteeeMwN2O+xxHCAhBIqLisyT804G5d73zQQAE8eOxYcAmuG+Tw4c8L1PjG3m2H09LDRNg+voUfl4HDwIZ2WlrPyoqIBj6lQgK0t2Zd+50wzY2lhTrgwcCOfWrSiaNg1rAayBe//rN98MfdfyrmbK2yhftyy5iECwqr33nvU9xFhq0IlMuaqqyI2Nle9VGRlQvSYlBADHzJnhW25AREREABiUUyeJ7dstJ+29+uStb18ogLln+7JlMsvrDsrVxEQzYM/JiYqdA4QQcGRkIP/EE+GYPFk+vsGWr7sDI899A8gg7dtvUVhYiIljx7Z9n7j3h2amPDxUVUVuYqJ8PEaMACZOtAaBMTEyYHv7bRmwTZhgLjto3egN7mqHoUOt+1+HIcMsKitl8GxM6gSig0z5QciJJc+OAIcPd3mcwVJzcsz3kLFjoRr9GoygvLERCLArvKIocCqKnCh55x3LEhENgKuxMeomEIl6MiEEq1eIegEG5dQp2vr1UZn9DQn3ibECIG/OHCjGPs7ugFKprfUEpc716yO/x3EANE2D69Ah+fiWlsrHN9gspNEZGvK+USFP+gFgzpw5WPPttygqKvJ/nxhBFYPysFAUBc7MTPkcfe45OM47D7nekyZz5vgu0TC2R2vdKMyQlGT93ujCHyJCCDhWrJDB8/33B34C206mXCgKZgDYCa8dAXbu7J4BB0FJSDDfQ955x9xS0Pu+D/S1outQhJATJWlplutZKn7S06NiApGoJxNVVXCMGsXqFaJegEE5dYoaFxd12d+Q8d5SaNIkMxhpapLr7o8dM7OFURCQA+7MKdyPb3Iy1Jwc8+Q9iNJgo+z3ILwa4blPLHy62HszMuUsXw8bT6A2ZIgM0r0nTSZNsgZsffpANSZd/GTKAVgz0ABw6FDoBg9AKy6Gy2gqV1YW+ERhO5lybehQlAIYAPl3ZwFQ25qECBEhBIo3bADgfg8Rwrf7OhB4UN7QIN+XAPnY1dV5XqeAWdXivPLKqHm/IuqptAcegOvwYSZAiHoBBuXUKcqRI/Lk7Yoroib7GzJGUywAIivLkiEU77yD4l27zO2/jJNhm1MUxTw5nzwZSlOT+cPW+xq3QQjhCcRnAMFVVjBTHn7GGnF30GmZNHE/5s8AKATgbGmBYux13VZQHuZMuVpW1rmJwna6r6sFBcjNyUEVgMx+/VAMQAnjRJFwueAYOhT5v/udLJ0H5OSGUXLemUy5d6ZNUSCGDjUnzNwX5wFQtm3r4uiJqKtUIZgAIeolGJRT51RUyOzvtGm9OyAHIMrKzJPa//s/CHfgLQA4zj8f+d99Z55Q19ZGbJzB8mT3a2vN0vW+fWXH/QBomuYJxEsBZI0eHfiJhRGUt7TIigMKLV0HjI7efjLBxgRLAYBr4a6AOHBAPqdtEpTjvffkpMEPfxjcRKF3prxV+bpni76iImy69VakAWHtvq5deilcNTVm6TwA8f33KC4tlfd9YmLwE1jG+OPigIQEaNdcY06YwVxigs2bu+vPIKJOUhITo275GxF1DoNy6pwDB+TXoUMjOw4b0MaMMU9qt22D9t13QGysdQ0u3Ce70bgerKamU12tVVVF7rhxnkC8eO3atteQt2aUrwMsYQ+HhgZz8sNPJYT3BIsLcrLG0/gsLs7/bYaxfF0cOgTHv/4lJw1WrQruyu3tUw6vioFBg+QFYQzK1YMHzSwZgGwAjiuvRP5LL8n7Piam80G5ezJFPfVU5ObkeH6HCveki8sFYTR3JKLI6NMn6pa/EVHnMCinzqmokF+HDInsOGxAnT8fudnZ1ixwYqJ1DS7kyW5UBuXHjgFVVfJEPT4+4EYziqLAuWGDJxBPS0trew15a97ds1nCHnpG6TrgN/OtqqoncMscNMja+GzfPv+3GcZMufPxx+FqaTGb0AWz7tL7udbepJNxv4QxKLdkyQDsQKuJviNHgg/Kjdev+3XoqQY46yw43Yc4AOQ3N8Nx3HFsLEUUSX2i6zSdneKJOi+6Xu1kH0ZQzky5PKnduNGaBU5KsmwF5oQsB4/WoFxUVMgT9dLSoDrAttvMrT3x8eb/mSn3IXbvRvE333TfiY9Rup6UJMuaW/Eu4179zDPWyaapU/3fZpiCciEErn7iCcS6xzRx7Njg1l02N5s9IdrK+gNmRj2cr+G4ODNLBvhO9I0YYQbl7i0YO9QqUw64X6djxkABrBU+u3axsRRRJHntYmJ3Qgg4srPZKZ6okxiUU/CamsxSVAblAPwEn+6AxPuEGkB0BuV1ddC+/jq8W+DFxHCvcrfWmQfx9ddwjBmD/JNO6r4THyNT3k4TP+M5nqaq1skmY8/s1sIUlGtff40t9fU4zf39X194IahJINHYaPaEOPHEtu/PCGTKW0+Q+Ez09e3rkynvMFPlJyiXNy7vM+/Af8KwYairq+PJNVGkRFGmXHM64dq/n53iiTopel7tZB9GQB4TA6SmRnYsdtVWl/VoObltabF8q5aXh78DLDuwy8xDZqbMPBx/PIQQ0O69t/snSFp1Xm/X6NHWyaa2rhOmNeVqaipyAXwI+dx0OBwdXcVCS0kJ7P6MRFDuXTHiZrnvExIsrxPL86WtCRvjstZBufvxMgL/QgAxNTUoKCiAY9IkBuZEkRBFmXI1O9s8T8jOZqd4oiAxKKfgGaXrqakBd+LudSorPf/1lMYC0ROUtwqElaIimaFbujRsHWBFfDxWAFjx8MMQ4QyEbET79lu4DhwwmwhqGtQRI7p/giSYoLx1Nt27KZ83760BARRXVoakcZhy7Jh8bo4e3annpnr88Wajs/buTxtkyn0kJJj3c309tNWrzedLWxMMxvhb309e3ysAkgB8d+wYy9iJIsk7U27zLVWV2FizkufTT9mYjihIDMopeFxP3jH3PsICsOwBLA4fjuCggtB6feqePTJDd+GF4QnIhcAJVVU4BUDBCy9gek5Or8zUqcnJZgA+bBhUVYUyYIB54vPll93zeBhrygPcg95fBteHO1i3vAamTWvzcRRFRSh+6KHgH+cDB+Rzc/ToTt0X3uvl2w3q7RqUe2XK1epq8/kyaJDPBIMQAsWa5n8rO++/OzPTun69Tx9mvYgiwTsot3vVWH29WckTyGcEEVkwKKfgVVTIzFdSUq8MlILhsy3a1q2RHVCgWn34CwDFgwdDtNrHOVQ0TcOW5mY0Q95335WV9cpMnbJlixmAX3WVDBgbGz0nPti3r3s63QaTKQcAY3uw9ri3WLO8Bnbs8Ps4HvzqK6gnnoj83/0OjvHjg/t7jO0Zu7ATREANCW0QlFuqbgB5H3sF5UZFSyGAZ1otLRJCwDF2LPIfeUROEHp3nQesQfn48db168OHM+tFFAneQbndm556j8/uYyWyIQblFDSxb5/MfK1dyw6bHVD79LHuARwta/C9MuWeTGdlZdgeb1VVMWHsWLOjdt++vTNTt26dmXkwth5zV1sIAI6Cgu7pdBtAozeLQILyujoIAHUAJiqKfA0MHeo3eztj3jxzm7V9+4KbgOmGoDwgRlAuhKXngtizB8VFRaF5XXhNjnlXHJwAYAUAsWuXpfu6+PxzOAFcA6Bg2zY4pkzxjEtbtgyu8nJzgrB1NYx3D4Dx4wF4rV8fOLDb/zQiClIUZMo9GJQTBY1BOQVNc7nC24k7ChkZLaSmytLY00+X3ZLd2UPbc5+wCwCvA2F/vBVFwdpvv8Xn99+PQgBrxo/vlZk6sWaNmRnduVNe6O5XoAFwGWt+u/q4GOXrQWTKPVnbtsrRq6vhAFAAQE9IQCEA56JFPo+j5nSitKkJAyAnYEYAyB4xQt6Gu5P4wYMH264ICFdQ7j3u2lo5vuXL4cjIQP6JJ4Zmwsr9ewCz4uAMANsg71fHc89BuPt6iIMH4Vi1CgUAvoNvZYJ6+LB1O7VRo9r++9xBuYefveuJKAy8zxnsHuh6B+XuJXxEFDgG5RQ0tW/f8HfijiJCCHMNrTsDmefuWB1Njd6MzNyVAJIR/sdbURTMOf98zAGgbNsG6HpYfq9dCCHg+Pxzsx/B9u3yB+5MuWXNb1c73QZZvi5ycszneBvBqJae7pnM2XLkCJIAoKgIxc8/72ncJ776CnVbt2IigCrI5mLfA5gzYwZ2L18ONTUV+fn5GD10qKci4ODevSj+298gjImECATlwj1J4LzlltBOWHndryqA3NGj8SHgWdbhOnwYmvtEWFu3zhO0GxUmRh8CAFC+/da6nVrr7Hd7QXm0vG8R9TTewS0z5UQ9GoNyCprS1CRP7q66KmyduKOJpmnmiXptrTxRN+6jaDm5rauzrAWuBfDCCy+E//EeN06uqauuBsrLw/d7bUArKoKrudlTbuzctw/FixdDfP89gFZ7Vr/zTtcelyDL17VLL+0wGFUvvBC5o0bJ4DAzE+kA1E2bkP+zn8GRk4OD774Lx+zZKPj5z6EDeKZ/f9QZt1lejpPmzcPOujqkAKjTdc/vyps4EflXXw1HVpacDAhXUB4bC5GYiBUApuflIT8/H1evW4eJCOGElVemXAHgfPttFBYWYuLYsebvdDfcVBsaPFvDjUtJkZUJN99sPi9WrrRup9b6+eK9r3xOjvVnR450399E1MuIDz9E8dtvd66Sxjsot3ugyzXlRF3CoJyCJ4Q8uRs3jgG5H6qq+m6xFIVBuQogNy7O83dcGKbO6xaJiRBjxsgy6Q0bwvu7I0wdONCTCc8BcBmA/N/+Fo7vv4eALGnXIDOoSldLBYMsX1dPPrnDbcQURYFzyxYUFRVhRVERCgBz3XhZGd599FEzkw4gNzUVuVlZWAZgOGTGPAVADWCWtg8ejJ01NfI2Dh2SkwFhCsqFEHA0Nsry8IoKz7j/CvfESCgmrLyCcgBQ0tIwZ84crPn2W7NbvLu0XNm/X07SjBuHtRdfLCtMjKZ0NTUQGzZYm8S1LknXdXNJQuuGjgzKiTpFrFwJx5lnIv+882SlT3tLcfyJ1kw5y9eJgsagnIJnnCgyIPfL7xZL0RaUu7c2cebmdrxVVAgJIeDYv1+WSV92Wa9qKqgcOSI7aY8ejQYApTC7+DvRaqs9Y5vCzgqyfD3QbcSMruY7SktRCjO4zlIUnDVggGWNs2P0aKwoLkZWUhLKIJdM1ABIiotDFYBMAKsefNC6LlpVwxaUa5oGV0uLtTwc8v7Pc/+t3a71890IwL27xRuN3vbtM7eGGzZMXubuPyBWroSjpcV8vnjdludXHT1qPqdmzsRBeHV6P3bMuraViAKiLVtmqSrKU9XgmnNGa1DOTDlR0BiUU/CMDxLvbr1k4bPFUrQF5e5GbwFtFRVCmqbBJYQ8oamo6F1NBcvKoABIGjoUu+AV0Lp/bNlqr6v3S7Dd1xHcc8OoHjGC6+Ljj0daba11jfOwYdixYwd21tVZlkzsKStD0amnYhOAjNbXSU4OW1CuqipyBw6U5eGQ24454S4FDwVdt+yCAMD/RKhXUA4ASEsDBg+W/3f3H9A++8z6fPFzW1r//tbgAbAG8dXVXf2LiHoddcIEz0Ri5qhR2Ll/f3A9KFi+TtRrMCin4BmBJTPlgYvSoNyyzjQCVFVF7uDBMis5YEDvaipYVgYAUMeOtQa0AByKYt1qzwjCOivY7utB8mTW//Y3bAKQ9v33wI4d1jXOaWk+Sz8uvPBCpKWlIW/aNHnM7t3W6xw8CNHUJDO6Ie4QrigKnC+9hEIAz0IGq5Z3wO4+CW0dkAP+X49eW6IBkEG5sWWdO1OuVlVZKwwAn0y5On26577PHD3aXGoAGcSLsrLgym6JCEr//p6JxNXvvWe+DlNTA/s8865QiaZMOcvXiYLGoJyCZ5SvM1MeuGgNyo0T/ghRFAXO3/9eZkbnzOldPQyMhm4ZGTKg/fhjGdACUJKS5GUFBTJb28WTNVFdLQPb+PiujrpNiqIg78wzZSC7a5e5xZshNbXtsviMDPl161bruL/6yiy5PvHE0AeMs2bhWri3I4PX+mzArDboLq3WkwMAYmJ8L2v9Gk1N9cmUKyUlMjCYNcvM7rcKyr3v+9Vr15qTI7GxyAbgmDYtuLJbIgLq6jwTiWnV1Walz733BvZ5FiWZciEEil0u8z3RxmMlsisG5RQ8ZsqDF21BuRHkRThTDgDKyJEyM+oOMHoNd6Ycw4fLgPa008zMbGWlvCwjQ17WhdJiIQQcmiYD2xtuCG3ANXw44A78PU3FjJ+lpQFooyzeCMrXrLHcnPO660K7JVkr2o4dvmXgBqPaoLsE+ji0fo36yZRj82YZGPzwh+ZzyE9lgXHfp6WlmZMjOTnYAcDV2Bi2+5mox/CueFmzxqz0GTAgsOtHwZpysWcPHGlpyH/oIXOykkE5UdAYlFPw2OgteO77Shw9Gh0loDYpXwdgrhU21g73Fl5BuTdPMCsEYHTJ7kJAqDmdZsC1d29oA64+fYAxYyDQqlEd4AnK/TKC8v37PRcdBPDT8nJP07WJY8eGfHmDqqrINbYjA5CNVs3QupNXptzymLfWOlPeek354cOy9ByAmDnTdzKkDZ7JkcGD5U4MCOHWb0Q9lXfFi/ekYqABdhRkyrVbboGrttY6WcnydaKgMSin4LHRW/AURQYia9dGRwkog/LI8xOUW4LZqVMhjNdgFzLl4Q64RHo6Xgd8M86pqW1fKSPDEkwKADMA7AJwmvuQv77wQsiXNyiKAqd7O7IVZ56JOfCaWOju56f7ZN7nMW/9vuGvfN3IlB8+DLF2ref6J1x0EaYbt3XRRYG9Bw0cKHdigLvs9rPPetcyEqKuaJUp9wg0wI6CTLkqhG/PCptOIBDZGYNyCh4z5cFTFGhAWEttu8T48I/wmnIAZlBeWdm7tmVyryn3Dsq1006zPoeMfai7EJQr330nA678/JBvfSeEgGPNGlwJueWZ5SSunUy5SEyEIybGEwA7Ac8Wax8CyBo9Gg6HI2Tj9ubZ5u3GG7u3A35r7oC5w/eNxERr9ts7U97cDO2558z94HfswHfGbe3ZE9iY3WW2nrJbr2oFIuqAd6bc5TL/35lMuU2DcqWx0borBsCgnKgTGJRT8JgpD56iIBtyO6tlAHIzMuxdAmqnTHlqqtng6tChyI4lXGpq5FIHAGLgQM/F6ssvIzctzcxq5+QAAER5OYr/97/OVV+sWycDrrlzQ54B1TTNU+ZYC+CFq682T+LaCcq1TZvg0nVPAIxTT0XuuHGyI/3o0Sheuzbs2Vt19mxrB/z2yu87w30yr+bkIHfIkDYrGXyWAqSkyPdm94Ra9r/+5XnfmTB2LCYa5feBVkU0N1u/37GjS38WUa/ibxcFoEeVr0MI664YAMvXiTqBQTkFR9eZKe8E0acP5gDYCbmt1YqlS+1dAmqnoDw21sz89ZISdlFSYgZas2d7gm1l+HA4d+0yu5Onpcmg7IMPkH/uuXDk5gYdmAunUwb/ubnd/Wf48Nny7DRZfF4MQLTzerBsjQfAMXEinBs2oKioCJu++w5p3R0QB8DTrTw/X04sdPcJs/t9VunfH87SUt+O9G6aolgz9uXl8geDB0MA5vvO6NH46ptvsMZdfh9wVcSePdZMfOuu+UTUNn+9IYAeVb7ud6cIu04gENkYg3IKTn29DMwBZsqDoNXUeE6cSwHs+O67yA6oI3YqXwd63bpy7Y032ixZtnQn79/fWt68e3dQZdSipgaONWtk8H/PPSHvc9B6yzOkppqTDyef3ObvVxQFztdfRyGAZwBg8GD/XdrDTFEU5I0aJbNDoWr0lpzc7t+qnn02cuPi5P7iALKN7PegQZbnRumePdixY0fQ95sYOtSaiW+1LR0RtcM9we1T0RLo+0WUZMp92HWsRDbGoJyC4/3ma+dMr82oU6ZYS139bEdkK3bKlAO9LihXXa7Amq/162dt1JaWFtSyCM3pNMvCd+0KS58D76DQkuXtqM/CjBnmHuF//rN9GiX27Su/hmpLtA7eZxVFwYrf/Q5ZkBN+c2bNghACYu9e1AGYiK418dOuuMKSiX+9qMg+9z2R3bkn1yyTpwC0ffsCu753HxVmyol6NAblFBzjzTc21rPfMHXMkyE8+2xZ6tqFxlxhwaA8cpqbgS++wDMACp96qv0y4/79rZ2xf/3roDLH6qhREd3qyjJZ1cHv17ZsMU9qDx+2T6PEfv3k1xBmyjuy4/TTsRPm5IbT6YSjuhoFAHQAhYWFnW7ip552mucxSgZw5aZN9t89gsgu3J+llp4yAFRjO8uOREOm3F9QzjXlREFjUE7BCTB7Q74URUFebq4sdbV7wzIjKLdR+boAULx+fY8PBsTXX8NRVYUCANc+8UT7B7tP7DxNdoLMpHi65vbtG/LO635/f6ty9vZ+f+v16LZplGgE5d2dKQ8iKFenTrXcN4CZldsCICkpqdOPrfEYvfDYY6hFlOweQWQXtbXW3g6KghUAlJaWwK4fDWvK/SUZ7DqBQFFHHDmC4hUrevy5H8CgnIIVxIki+WE0pDp4MLLj6Ijx4W+TTLkYOFCux3vuuR6fpdO++srMCG/b1n7wYwSEhmADw6oqGdCnpkZsbXaga5yDCeDDyihf7+5MeRC7XLS+bxwOR7dOYCiKgguvuQa5MTHyNseMsc+kCJGd1dVZezsIgR1Az+m+LoT/DvN2HCtFHSEEHMOGIb+gAI7jjuvR534Ag3LbEF9+ieLFiyG2bYv0UNrHTHnXeAXl4uhRFL/8MoQdS9ltVr6u9ekTPXu8d5E6YEDgJeWtSyCDfS5VVfm/HZuyQ3M3H6HOlAf4t3rfN6GYwFD69oVzyhS5TOLRR+31GBDZVW2t7PuRnm72/QCivvu6OHBAnr/s2eP/AJavUxcJIfD6P/8JV0ODPPfbvr1Hn/sBDMptQQgBx+mnI/+3v4Vjzhx7zwRxO7SucQflB8vKoA4ZgvzLL4cjJyesj7kQAsXFxe3/TpuVr6vz5kV07XM4KfX1sqR8wYKOAypFsW6zE2xgaATxAwZ0aqyEkAXlorpaPq5xcZ26figmMJRJk+QyidLSbrtNoh6trk72/Vi6VE6S3XWXXMLWmUy5TYJyIQQcmZny/OWkk+D3TIKZcuqCg19/DTU1FVf+/OdIhvvcb/jwHn3uBzAotwVN0+Cqq5MzQWVl9p4JCqKkkvxITYUAMGPDBuysr5ePeUVF2B5zIQQcw4cjPz+//TJwm5WvK8cf72lmtuKzz6Bpmr0nr7qiulqWlGdndxhQidpa6zY7hw8H97uiLFNuSyEoXxdCwPHSS/JxfeUV+zzXJ0yQX7dsiew4iKKFO5GhDBwoJ8mM94soLl/XNA0uIcymm/4OsslYKfqIwkLMOPlk7HTHRbUAXgDgvOOOHl+hxaDcBlRVRW7//nImaPBge88EMVPeNWlp0CC3LhoAOfuXpShhe8y1DRvgqq7uuAzcZuXrGDIEyqBBUAHMycjoeFIhmhnZ6wACZU3TrNvslJcH/GuEECjeuFFmOZgp77x+/WS1Qnl5tz0fNU2Dq6pKPq6VlfaZqJ04EQLAiqIirOgljXeIuqT1Z6lRfRbF5euqqpqVa5Cd5T3VWgaWr1Nn7NsH5/nnW8+RAVwIQNm/P5IjCwsG5TagKAqcV18t1+r98If2ngliprxr3OvJcgFUAcgEUHzyyWF7zNUxY8wP05Ej25wMEELID1ldD8u4OhQTA0yYYN3rtaeuLQ8iKLd0JAegBvh4iWPH4BgzBvl//KPMsNv5PcfmRHy8rFYoKem2iSJ10iRbNlUTGRk4AcApmoaCggJM7wWNd4i6pHVz3IQE+TXQANt7n3KbZJ8VRTEr1yA7y3uqtYyD2hlrW920RXk5ilet4ntKLyH27/d5vMUf/oCrKysRC3mOPAZywkcBIEpLO156GeUYlNuEMmKEXKt35Eikh9I+Zsq7xp2RfAZAIYBNANLC+AajNDWZH6Z33AHtk098PxiFgKO0VH7I/uxn9nkDnDjRstfrhMxM1NXVWd/Qt2yJ/g/1IIJyT0OvZ5+FE4ASYAm1dtddcB08aGbYbXKyF420hoZunyhSysvh1HUUxcfD+e23tpmo1RobsQVAM+Tf+10vaLxD1CU9MFMOmNtw7gCs1VrGAW38fZ4ldAUFcEyZ4vmsFpomL585s+dWwZGH2L7d7+OtrVqFLQBOcx/3dwBpkJM9jtdek1WSPXgymEG5XQwZIr8eOBDZcXSEmfIuEXV1cAByD+o+7pdfsOuAO/u7hUDx118DgCwD/9WvkH/uuXBMmGB5g9PWrYOrqUl+yO7ZY5uTbpGQ4NnrNQOAXlmJgoICzxu6eOstOCZOjP4P9SCCcsDd0OvEE2XzoACbjanLl1vKD9Xs7E4MlABAnTMHucnJWAYgs39/ZHfHfblunTzpPf54KDZa76/OmIEJI0YgFvK5M9Huy62IIq11ptwIyqN4TTm8KrKMyj/PZ4nxgzbK17WNG80eSjt2eM4vtNtu6/lVcOSh/ec/cOm6z+Ot7t2LXAAfQj6fHMbxgHl8D54MZlBuF9EWlNskcxNtLGuAW1rkrHIYgnJRUQHHkCHIv+QSOAA44TW7vXev5Q1OTUqyZadzbfp0z5h3A9jaam28dvfdPeNDPcigHIDZATyQLdEaG4GNGz3VGk4AivH+Q0FTFAUrHn4YWQBKq6sxZ+bMLk0ICSGw4q23sAKAmDKl28bZHRRFwdqSEnx+440oBLDm+ONlFl/XId57D8Uffxy9k2FEoWBkyjtTvt7cbAmAUV8f2O4pISJWrULx229bGooqkJ8hRfn58rPE+EEbEwhqVpZ5ftG3r+f8Qi0rs+V5B4WG2tjo+3jX1EDZvVs+nz7+GM6kJM/zyTL5k5LSY58fDMrtIlqC8tazvhQUVVWRm50t31gyM+WschiCcu13vzO7pbov87zB9e9veYNTdu6Ub4qTJ3fbHsfdQb30UuRmZMjSdQATAXPfV1WFqus940O9M0G5cWxdHdDU1O6Jm/j4YzhaWmS1RuvrU6fsUFXsRNcnhIQQOGH0aJzy2msoADD9vfdsF+QqioI5P/sZHAC0lSshqqogXngBjrPOQv6CBdFdpULUnZqbzeC0M+XrrbLNorYWjtGjQ17C6+/zQ5SWwjFzJvLPOw+O6dMhAM92nACQN20aLGcKbfx9SkMDnJATws8kJHgmHRSXy7O0zrlunW3OOygw3s+ZQCaOPME3gBV/+hOcS5ZgxQsvQABQhg5F3mmnQRk40HIdTyJh0qQe+/xgUG4XRlB+8KB1ZtRumCnvEkVR4Ny4Ue5X+vXX8kOstjZ0a8WqqyGeeAJ169ebQSzgyZYXAXBecon1DW7zZlk62817HHeVoihwulwo+slPsBbAGrjHf+KJUBQFSm2t+TfZaDIhUEIIuR7e6CvRmUw5ALFiBRz9+7fZoV57/33fNYDsvt4l6oknIldR5OsrNbXTE0Ka04ktlZXmmu0DB2xZ8SEyM+Ho0wf59fVwTJkC51NP9YwqFaLu5P253pny9VZBuXb4MFyVlSEt4RVCwDFqlPz88FrzrX3yCVwAzgDgKi3FV4B1O874+HbH7uFOQlwLoKCyEo7JkyFKSyHq66FBZkQV99I+sWkTin/9a4jKyu7+M6kbCSFk49j8fOQOGYJpAwZ0vEPOtm1QIB/vk888E6fcdx8KbrgBkwAcHDdOHuM+BxKAuewTADZvBlpaQvxXRQaDcrswgvKmJnPvYBsS1dWyK3dcXKSHErUURZEBb3q67CoOhCxbLu69F45bb0WB0wkdXuXKMBu1KEePQhw6hOKiIhwsLUXxF1/IDqqTJoVkTF3hvX7aeEPXvv4aoqZGlj5B/k2orUXxypVRk7ETQsAxdqxcD79vn7z/gwnK4+M9mRjtvPPgam5uM0BShfBdA8igvEsURYHzoYdk9mfYsE7fjnrkCCYA5prtsWNtWfGhbd4MV0uLp+8E6up6RpUKUXcyKgsBM1PuVb7eYUaxVWCr7tljvs6GD++W15nYv98yBm3jRrgOH/ZZ862mpGACgE/c17sarRq8tW4y2lYlwJEj1l1Udu2C85//tAb47u0lHSeeiPzHH5eBe5R8lvdGmqbBdfAgBgDYLQS2Gj2J2pug3bZNXhfwNA8dAGAXgLwNG+Tj7T4HsjxfAGg1NcCuXSH9myKFQbldJCUBffvK/9u0hF0IAccbb8g3zmef5ZtkV/XpAxjlOUEE5eLAARR/8EFA97/26aeeN7MtAJIAtM4fi//+F460NOSfeCIysrKQv3w5JgM4OHJkwGMKq8xMuVcygOkA8g8fhkNVIdwnBQKAIz0d+bNmRU0praZpcJWXW7PXwZaUu7PlanV1uwGSsmuXrChITDTXALJ8vesWLpTZn82bLRmmoHz2GZ4F8P6CBSgsLMQaG3Ve96aqKnKHDJHPMUWBIyYmqqtUiELCWE8eHw/Exsr/uzPloqICjhEjfDKKlkC9VVDuWb8NwHn33VCSkyE2b0ZxUVGn3m/Es8/Kz0qvMajDhpmfH16NHJXDh/EszJ0XdgHIioszP2fGjLHeeFtB+eHD1vXBgwYBFRXWoGvNGvmZeOyYvKy8nNU3NqaqKjJjYlAFWUlhTCpnpqX5b3xaVwfs2SOvC7kcsQ/kFmgLAeysqZGPtztZoEI+T5YBmBAfjzoAwukM9Z8VEQzK7cTm68o1TYPr6FH5JnnwIN8ku8OgQfJrAEG52LwZK959F9NHjkT+D37Q8Yl/UxPUkhK/nVGNtWACgFZbCxeAWQBqIWcrSwHk3XqrLQNaMXSop5TpO7g/yEtLoRkz/YDZPT5KSmlVVfV9nDoZlFtO3PwFSNu3y4qCU04xJ2iYKe8yrbLSPLH0yjAFSggBxzPPoADATRs2wOFw2Da4VRQFzv/9Tz7HYmKgHD1qVt704WkFEQAzU25kyQFPplwD4KqqsnxOeSqm8vPhOP54CK/GncZEtBPuEm8hIJ55Bo7Jk5F/4omdmoDWrrnGZ9mJUlpqfn4UFJjvQeXlcMDaab140iS5FG/9eiheS6gAtFu+bvmMmj0bjsGDrZ9/7iqAXCPoHziQ1Tc2prS0YLWuIwuya3r2gAHIBFB68KD/xqc7d0LouqcfwVoAHyQlIXP4cPl4jxsnH2/3OZACwHnjjSgsLERMYiIKADh+8QscPHiwx+1bzk9PO7F5UG55kxw9mm+S3SHAoFx89x0ckyej4Oyz8V1jY2An/i4XlLo6s6mKcVuwrgXLhvwg/BpAArxmK8vKbBnQakJ41rZ5ZmQBZLt7MVhm4bOzo+J5qiiKeZICQImNDb6Zotf6Kw2A2q+fb1BXX++ZocasWeblDMq7TFVV5CYldbq0VFu+HK6GhqjJDCl5eVAHDIBWUwOxe7f5g0OHIjcoIjtp3Xkd8GTKLZ9T7oombeNGs2Jq2zZomzYBkO/pJwA4BXIyejpkpl277rou9XJoPYbs7GwUv/8+APcE25Yt5sHl5dZgGkDaoEFm75nWSxrbKV8HAGXAAPk7tm/3nKcYt4vqamgbN2KFcdnpp9t2gpIA7NqFNADawIEoKirCc088gVK0/bwUmzZZzkEB4PRhw7Bp2zY5ybNhg3y8vRITyuDBSEpKwndG9cShQ8gbNqzjtetRhkG5jYjBg2X2cu/eSA/FLwWAs6lJvkl+9RXfJLtDgEG59uqrPoFo7rBh7Z74i6++8mTDr4X8MPfZDg3ADsgZ+CwADQCSYmNtvTZUdTiQO2aMnJHNykJmXBxKAcyB/FstJw5vvhk1z1MlMVGepAByKYvRbyBQ/fpZJ1yOHoVovW95aalsJJmSAuTkmBUT7BHRZYqiwHnGGfJ5d8stQT/vjP1Z7fza8ybq6+FoajLXgRo/YFBOJPnLlLuDcsvn1MqVUBQFalyc+R6Qng7VXfqrJSd71t0uhKwQ07Zv9xvYB8N7DCu++gpzsrKQ/+ij5ut561Yz411W5rmO53PKOztulOcb2ilfBwCceKL8WlLiyZ7nuQ9xnHUW8k88EXOammRVQBh2qKEuKC0FACiZmcjLy4PjwguR6z6PnDB4MOrWrLEEzdpXX/k2mx00yOy3ZHx2eicL+vWTE9/ubHomgJ1GX5MoqYgMBINymxBCwLFypTzBuecee876GGWvAwdCGT060qPpGdxBeetmK62piYnIhSwNGgd3w7arr27zxF8IAceddyIfwIyEBMsbIABzPSjkbPkOwLOlU11zM1544QXbrg1VFAXOzZvljOxLL6HUKFWH+80dXicOoepqHwopKeb/O7M+0OXC62jVEKWoyHrMpk0yCM/Kghg50gzgZ8yw53tOlFHGjJHPu4MHg7/yZ5/JLV8uvdS2rz1vmqbBVVPj89pjUN67iLfeQvETT/D9wx9/mXKj0Ru8Pqe2bpXfFxebgfr990NxT5aqycmYMHas2QASQPb27dAgJ9S7sn2pMYYdX38N17Fjsrs6gK8AFDc1QWzcKA8sL5dfhw41r9xeUN5W+bqxu8jxx0MkJKC4oQFi/XrPjzXAbFTq/h4VFUH/XRRGRtO1zEwAgJKSAueFF+IjAPWVlSi47jrLFn5+m80OHux7u95L+NyVf85330URgNXo2oSUXTEotwlN0+CqrvaUZdhy1qekRH7NyQk+i0f+DRoks5u/+U27ZTie5lyQ62/mAFCMD0k/NE3zrFcrbWhA1siR1u3Q7r8fRV9/7Wn0pUIuSTDe4C688EJbBwXGjKrD4fDsXe69Zt4gysujY82Rrpv7kwNtn9C0QQgBR309rgSQDOvaPMsx114rg/CdO+FsbuY2Vt1txAj59fvvg7qaOHYMjjfflFu+LF/e7cMKBVVVkZuVJbMhgGy+AzAo70VERQUc55+P/FtvDem+2VGrnUy5QQAofvNNub/zZ5+Z24I1NHg+B5SEBKz99lt8XliIwttuw5cA5qxbh3zIcwE1IaHLn9fq0KGW7urnwj1hu2iRfFyN843jjzev5B2UB1q+7s56i379zEnhb77xVNpYsv/u7xmU25w7Uw7vZn/z5+MawCxj99rCz3M+GxtrNps1qka9tQrKAUBRVeT16YM0uKs87rorKiaxA8Wg3CZUVUVuerp8I0pKQnZKClZ8/DFWrFhhnw8676CcusfAgbKcXNfbD45KSswtwOA++fVex9mKqqrIjY+Xz6dRo1C8fj2KzjrL3A4tLQ15M2d6mjIpAJyrV5tNW6LkDU5RFDg3bZLld/C6b9xfHT/9qdk0xy6vI3+OHpXbIXaSdxPGWgAvuJ9XipGpMY45cEA+z2pqAMgJmJ420xxRRlC+b19QV9M+/tjcYmzv3qiYIFEUBU5NQyGAGJjLY4S7zJV6Pq2w0JzYC9G+2VGtrk4G3c3N5ueP137enuVGf/gDcseOxbS33/YsBzlYVobi9evl51l8PBRFwZw5czDnxBOxA60qorphH2+locHTXd1o+roQgKusDNq33wL798sD2wnKvRvIdhSUazU1Zg8NuDPiSUk+69YVQPZZcveMIfsR27fLx934/AOgjRmDUsjGwcsAZHl18jf2KM9TVbPZrL9MeavydQByUisrC4C7yuP886PmfDUQDMptQlEUON98UwYXdXU4WVVxyoIFKCgowHSbzEALl0u+8NwlKtR1IiEBVyOAfYlLSnwatAljdtIPJTkZzthY+cH2/vtIS0tD3oQJ5hugMQPZ0mJeZ9gw63qeKKH07Qs1IQFzAMv6Vg0wdwvYts3eJ4xe2UXPiU0Qr3lVVS0B9oXDh8vH2igVNI5JTvb0I3A4HHCuXx91EzG21slMuZqWFpWleIqiIOnCC81dECD3MKfeQU1JMZ+3GRlR87wNF3H4sPzM1jSzCi4mxtqBHTJw2V1ejq1eZdt5jz+O/Msvl59n3qXhgwb5ZpO7MKHrceSI7K6elISvAST36SNvf8AAWXFl/A7vx9grKBcJCdbzk8ZG/4G0+zNJnTwZuQMGWDPi7m1YLevWAfm7vT7LyD6EEHAsWyYf96VLzRL1k05Cbk4OqiDXfxdfeqk8x2hoMDPrJ5xg3lCAmXIAQHKyeZ7kDtB7CgblNqIcd5xc2wNYm3rYYAbaskf5Cy/YYpKgJ9COPx5bAJzm/v6vv/+9b3B07BhQVub5ADc+tJ1btqD4L3/xbeYFAJWVUOrq5AebUdngPRPZw/al1l580adxiOXEpX9/2VnWrqXs7kyHZeIliI6iiqJYA+zUVPkDrwY5SnIynElJcqLmP/+Boii+jVWoa9wnlf6Ccsv+w60oQsjsUE5O1E2QqH/7G3JHjDBPrr0ygdSzKYcOmVnNJ5/0PG/be673JlpRkf8lQl4d2DMHD/bd3xnAzro68/Osudm80UGDfLPJ3XE/V1XJ2509G0VFRdj9hz/I23c4oFRXyyBowACItDTzOl6BkpaZ6du8y2uywPOccE9AK+npcP7iF9aM+KhRbY+PJey2pDmdcNXXm1UVRom6cU5y663YBCDNCMR37ZLJoORkYOJE84YCWFNuEDU15nlSXl6Pep9hUG4n/foBw4ZBhVyj58mejhkT8RloTdPgqq2Nmu16ooX6gx8gNycHH8K93tvfWv1t2yAA1PXrh4ljxnjWcF4DIP9Xv4IjJ8f3Tcno4D9kiLmerQcH5eq555qZYrjX5MGrs2xCAuaMHGnf7TPcJypaSkqn13lbAuyBA+WF3tmFsjIohw8jr08fKN4z1NR9jEx5dbWcTHMTx47BMXRo288/o/vwqFFRFZADgNKvH5wlJSj65S/lybV3bwTq2fbuNbOa7iUx4uuv4Rg82L7vtWGkHj7svwLGHWQrAFb/73+e/Z2NJq6WJlYA1L59zRt1ZxQt2WT3fR8U70AfAKqq5O2mpiIvLw9p7iSRsns3xM6dMgiqqoLjuuvMnRa8ziPUqVN9PoPR0AAIgYO33QZ14ED5nNi6VV5/4EAo6enWjDiD8qijVlS0WeWlKAryfvAD+fgaFVTu89niESMgvBsgdhSUe70GtOuv77H9cBiU24070/IsgPeTklAIYM1jj0X8RI17lIeGZzbx7LPl/pyahuJvvrGcyBh7OhYcPQo9Lg6FhYX4E2CWjO7f7/umZOxF7f0h510e5J51tKwBi2Kt70fj1eLpLHvwoLl+zY5v4u5MuXrCCd2zztvfVntGF92cnOD3QKfA9OsHkZIiX1Pbt0NUVmLFRx/hlccfNzuV+3v+GWtC/ZXwRQFFUZA3dap83bHRW+/h3TvB/RzWzjvPzJzZ8b02jJQtW+TE8JIl1goYr8/3tKlTocHaxNXTxMr9VfFuDufvPaKhAaKqKrjqhNYVdsYErrGO1ygLLi2FtnKlGQTt3m3utOD1OeL5DPZqIIvGRognnsCMRx/FzsZGef2mJrwOQCQlAd5Zd8ByvmKcmxx0fxXGOQ3Zy7JlcteQc8/1X+U1aRIEgBXbtuHjiy/Gx7/9LaYDyN++HY6HHjLPPf09rwcMMM9RvZZwqNdei9zMzKhb7hUIBuU2IyoqZAAG4Kb4eDgAKEaDtQhSFAVORZEfEu+8E/FJgp5EURTkzZ8PAUB99FHkn3SSpTGZtnq15wNxy/btAIAbEhLMSoqkJN83JeMDzHvrupQUy77UQgg4kpJkCZCiRH1GQ1EU5I0bB3/PzK7u5xpyRknfkCHds87bT6ZcrFkjH/vc3C4NldomhICjoQH5AE4oKMC01FSccsYZuPbee82u+MOH+z7/jMkTf9mCaJGWJt9fSkuj/r2EAuQdlLvfw9QDB+z9Xhsuzc2AyyUnhs89t+338pQUKImJ1owxWmXCvZeEeGfN3ZcLAI7U1ICrE4QQKC4stE7GG5loIygfNUp2VG9shLp3r+UxzYb7PKJVVYyiKMg76SQo7jEVf/klnIWFloZfSQCuBOA45xwI778F8CSlvJdxZbi/Om6+me8rNiNqauB45RW5a8jq1f6P6dcPJ/Tpg3kAfvCvf2HB+vVmQqm83Jzg8fPZJ1JS/Japexr89sB+OAzKbUY77TRzRvLoUfmENTJckaTrUI4elR8Sw4ZFejQ9jsjJwQyYe4W7tm3D6888AyEE1OZmywciAGxpaDDXofvbDsUoX/cKykVzs/kGV1AAp9MJl7FuTYiekdHwbgbixVPKPn26Pd/EjUxpamr3rPNulSkXQsDx8MPysbfTjg49jKZpcLkzQluqqrAVZm+QWgAvAHD6224wyjPlgNcJlHdTK+rZjM8ZwPMctqx3tuN7bbjs2iX3KffqFu1XTIxvxrg171Jz7yVuQ4cCcXHWvb07qE4QQsAxfjzyzz3X0xQVgDnBYkzoxsZ6trhSvvxSPqbXX48VK1eaTVXvu8/3dR4TAxEXJ98Lzj4bV3/6KSYCqAIwHHLrxIUAXDt2QGvdvM2dKTf651i6wFdU9IxzlB5EKy42n3f79vl9fLRNm7ClpQUtkJ+F3r0TckeNMrex9fPZpx082GaZek/th8Og3GbUJ55A7rBh8gk7YoSckSwqivwJTk2N2UnTe5sC6hZaSorvbPKtt8IxcSKwd6/8QLz5ZjjXr5d7c3uvQ6+ulluGeBE7d8qZ7KFDzd8BWN7ggB64JZafoNyoDgCAvNhYe76JGyW/3ZUpbRWUa998Y3air6zkyU2IqKqK3EGDPH0fxsOrNwiAswBoX3zhd005gKjOlGt1dT12nR+1wU+mHPDK8trxvTZcNm+Wnz2jR0O0tT2YwTsoHz7c9+fGHuFunoq3/v2Bvn2tlWDp6VBVtc1me5qmwbVvn7UhG2A+ll7ndyIjQ/6e3bvlY3ryydixY4f5Ove3dA6A1tRkVvcB+CuAoowMfItWFWt5eeaV4uNlDxy4K9syMny7wPeEc5QeRB06tMOqGFVVMWHsWPSB/Cz8EMDYrCwUFhbC+eabANzPZT9L6lrvKtMbHn8G5TajDBwI544dKCoqwoply+SM5I4dkd9n2d0EBLGxXI8aAqo70PaZTd6zB5qxp+PJJ3s6ZntKnMeMsTTREEJgxYoVmP7WW3Im++mnzS0qTj0VuaNGed7geuSWWO6tZgw+28i1mrywC1FRIT+Y2sj0B61V+Xp2cTGywJLSUFMUBc4//cmzPnQdgM8hmzd9CbleNH/DBt/3cyNTHsVBuXrKKcg1TqC5PVbP19gIUVZm9iSprLQ2lvTexquXEWVlWHH33XLt7LZtHVeOGLtlAIC/LWfLyszbFsL8TNu5EyI52VqdMG8eAMAxYYIsZ5882fK7VVW1NpEzfmDsGOEOyoUQcKxZY9lmFJmZAQVK2YD5eQPA0acP8i6/HAog1x///vfynMN7eV1sLKAonu1MV7z/vuwC///+n/y7TjmlZ5yj9CCeXUOGDm3zHFJRFKz99lt8UViI9z/6CIWFhVinaZgzZw7gXqKbD8CxaJHPa8RnV5ne8PjrPVxVVZUOQK+qqor0UIJW9M03OgB9IaAD0IuKiiI3mM2bdR3Q9UGDIjeGHq6mpkYvOvdc/QCg57of89z+/fWa4cPlfV9c7HulhQv1GkAvuu02/UBFhZ7bt68O93X9PW9qamr0oqIivaamJox/WRg98YS8r9z/ilrfF/36RXqEPmpqavRcRZGP99Ch3fPYvP22fF5Mnqwf2L1bz42L0wHomQMH6gcOHOj67VPbtm41n4P9++t6TIz/56L3+/ns2fL4N96I3Li7Qc3cuXoRoNc8+WSkh0IhduDTT/Us43MK0Gvy8nR97VrL+6/e0BDpYYZdTU2NnjtwYLufw577JyZGfv+jH5mXXXSR9T40/rkVFRVZbzcjw3rcsGHtnzsePSo/GwC9xt/vee89/78H0PWyMs/f2NZ5RE1Njef8JRPQDwC6Pm6cXvPGG+Z5zdix8rotLebv7dNHr1m71jwmJ0ce89pr8udz53b/g0Vd88EH8rGZOrVTVy9avtw+MU4IBROHMlNuY+qUKciNj5ezjSNHRjbzYDT0YOl6yCiKgrwZM6ydVydOhLJ/vzzAz3YhYtw4OdO4ZAlmHH88XMeO4TR4rdnxt0VFD1yH49HUZOkorwLmchAA6tGjvlvBRJimaXAJ0a3r5kTfvvJ5sWkT1JwcuJqasBBA6ZEj2LFjR5dvn9oxdqzZgf2EE4D0dACtmg22ziT3gEw5ACjTp8uyZWP7G+p5amtx8LrrcPypp5o9UABo5eXAzp3WY43ntZsoKUHx7bdDHDwYrtGGnaZpcB05Yl0721Z1klF12E6m3PN5ZlS8qSpyx40zb7f1e8b+/db3Gvd1PPbssTaRa819jqeqqtnhGu6MurufUHvnEZqmeUrXSwG86/4btFGjzLL37dvl55z3+viWFmiNjb5LYNwl7dwSzYaM17H38zcI6owZyM3KYgWfFwblNqYoCpynnCKDszvuiGwgZZSv97D9rW3H/YHs+dAsLgZaWuR6Kz8N9rTERPMDsKwMYyDLZZsBjBkwACtWruy5AbgfIivLUw51AuTkxoolS6zbtLRuLhNh6rBh5gnU2LHd8sGkJSXBBaA/gAP19ea65m66fWqbqKuDo7lZluRt2ADhDsotJabPPQcAKF65Up5sG2vKo7jRGwBg2jRP1+WI90GhkBC33YYZTz+N72H2QMkCoNbUQGzZYt1i0yv4FkLAMWkS8pcsgSMnp8c+P4ztYz8EMG7ECLl2tlXprSfQTkqSF3ivKfcKyi3Lr9wl8IqiwLlhg1nS6+eczNOYDfI9B4C5vty7OZ8/7qVPng7XAFZAlpSL2trA/n53eXsy3J3Wd+9Gdk5Oh2Xvfkvjjb44DMrtx+gj0cmgXFEUODWtd5Wnd4BBuc0p48bJ4MxY7xMpRqacQXloubud+hg5Eujj+3JV8/LMgG74cDwLs9vzrqqqXpcV1UaPhguyw+c2yK0F5/z2t1CnTjVPXmy2j7Kydas8gRo1Cs5vv+2WDyZ12jRkDhmCagAtgNmp/4UX+MEXYpqmmbsaHD4MzatPgDHZhqNH4Rg7FvmzZsExbhxEdzf6ixAxYYIMIr79NvJ9UKjbiZ078fpf/+ppSloFYERammykWVkJxwMPWNcgewXlmqZ5KnZcR474VAS11Zgs2iiJiXDquuwrsXw55syZYw3IvdeEV1fLv9c7KM/I8Py3dXNW4z6zZKpTUszrjh0rA/5//xuA+70GgGPUKHO7tG3b2v8DvKohFUWBmp1tdlsPYFcFYx3wCy+8YHZOb2jAjh07Olwf7HcNsRGUHzpkuyq3Xs94fXe0e0A7enz1ZpAYlNudsZVG67KwcGNQHh6ZmZ5Z9IPeXwcO9PthqIwfLwO6/v3hvO02nAwgNyWl15YDqVOmeDrTG5MTnq06jIDHZkE51q2TwdpJJ3XbB5OiKFi9eTPGpKV5Op5OHDsWDoejW26f2uaT7Zk40fyhu7GR5nLBVV4un59lZdDq6+XPozxTbik/3baNHdh7ECEEHA4HrmxsRDJkQJ45ejQ2uN+/Xtd1cxkO3F29vd5rLQ3G4uIsn01CCDlJlZ8f/ZM5+/ZBaW5GXnw8lOxsnx97l3e7mprka8Q702iUawNQR4/uuPu0117f4oILZMBfXOyZGNEgJwc9gf3atfJYwFrVYGi1RFF78MGgd1VQFAUXXnihz9jbCsC8S/R9jklNlWXuum6/z+7erouZcvLFoNzuvIJycfAgip96CqKmJvzjMMrXuaY8pMSAAZ5Z9Azvr+vX+5+lzsiQAV11NRT3tiXOiy/uteVAxkx7YWEhJo4daz2ZMT44Wq1zjDThdMoTkkmTuvV209LSsHnXLnxeWIjCwkKs6aYsPLXPJ9vjvUZ03DgAgNqvn28H5NjYqJ/0VI8/HrmDB2MZgMyEBGT7CUooOmmaBldlJRZC7h39wgsvYNN330EZPBiOmBhcCVmuvAxyYlgFLJlyRVHMkuq0NMt7kaZp5iRVtE/mlJbKrxkZfjvQq6qK3OxseT+NGyc/m7wzjV4BjpKY2HH3aa9MuTZihBlAQwbklvXlOTlQ3X1XLLuSGDfQp48lyAcA9eyzO7UtVaCds/2V6FvExZkT6ixhtxcjKO9Cpvz/t3fn8VFVd//APwlLkhtIWLKHrBBCYBCEgYBLoliQRattHx+qPi6VqrRq9WefWqvPU7e2dHFpa62WtqBtXbA+WLQqlAokopAwLCYXQoSsQAhkMQnMJSzJ+f1xZu6dmz0kk9k+79eLV8jkzs2dydx77vec7/keMmNQ7u0cQblWXi57ku+7D9bU1KHvSeZI+ZBQDxxACYDLIW98nF+77aWOjDT+JoVyNW4lOTmg04EURUFOTg52FxWZbwi8cKRc0zRYN2yQNyR//OOgn9fO96JjCiW5l2m0Z8IEORIUGgrNcfOi7NjRec5neHif5mx6M0VRkL91K9IAVJ47h5w5c3x71JN0lsmTjeAuJQXLly+HoigyoBbCFKzbvv51Wb+jQ0E3vVaKEOZ9jx9v7DsqyrczvJxZjc4BlQ4URYGtuFi2TZ9/Lq8RUVGd55kDwIgRvaf3ugTRltmzkRUa2mm5s1cgl2W07dgB5fhxc1o8HPPFARQqCrTW1s7He5HLUvUlNVn99rd7H4l3pLBr1dV+McXBbwyw0Bt1xqDc26WlQQPw17o6lLS0yAtXfT3Wvfba0F6YGJQPCYvFgqyJE/EpgLARI/SvPfZSO+egOYJyZ7XnQNdlGhwArbbWaxp2VVVRcu6cPK9ranx7hIi6pMXGypGg1lZY//UvaAC099/XR7EAx0hRS0uf5mx6u/LWVqMqd2UlP9M+zjnXG0VFxlSp/fv166qzzXK2UcuXL4fiaIO0mpqur7Ud5gYr+/cbnVR33+3bHYjOkfKu1ht36Ng2uWbIWXNz9alrWl/WencZKVcSE2FbtszU2WeFrK2yEoD2618jf9MmNAGYEh8v/2aRkUh3bJd9+nSX1yB3zvu1vPACslJSer7HiYmRI+rLlhlz4338OukXmL4+6BiUezlt5EjMCg7Gd2EsrxEG4K7vfndoL0xMXx8SiqLA5hjhra6pMX3ttpfaGZSfPy+/Mijv2rhxsmF/9NE+N+zuLj5kmThx0Cuvk3dRIyKMkaDmZtgAWO12PXXUhq6LOfkqi8WCrNGj5Wd63Dh+pn2YpmmwZmQgOzsbs77xDdgAWC67DIprIOjSZultVFQU6gFYXnrJuNa6rnrRsWDXrl3GKHptrftfmBtphw/LgDohoc/PURsbTdeAuXAE6IcO9d72uC4rNn48lPR0fbmzjiPi1p/8BAsAXAugffhwWRl+xQqUw3PXIGXUKNgOHOj5Hic6utuid+RBg1DojcwYlHs5VVVR2t5uqqDcYzqzu3CkfMg4e6WjoqJMX7vtpU5ONhdtYVDetXHjZADkSLXs7fxxvSF1VweYcuqUHCEaMcJIZSS/YrnkEmNOpmMKheuNMtBhzqePB7GKosD26KNytI7TJnyaumsXSmpq5GoW9fXIBWDdtavXkVRt1CjMAYyMiUOHoBYUGE9wdiA7aDt3Gu3XkSNuez3upmkarP/3fzKgXr26z22Ga3HI1KQk4307e7b3ezxnkUhAprK7VG+3XHmlvqZ5KoAqGAVQvzhyBKGhoVDGjOk873yIr0G9jsRHRyMdcuk9f7lO+jzXwnscKR80DMq9nMViQebEiXoF5cnR0ZgCD1yYGJR7LS0+3ly0xbHOKJlpoaG4B+jzmt1qcTFKamrc2wFWWytHiBISTKNP5D9MczL/+79hhcsNcHAwpsIx5/Ptt/2mOKMye7YcrSsp6XVbb6VVVqLwn/8M6DRZixDIAsyrWTQ09HotVBMS9GXTPgCQNnYsLK4jx6dPAxcuQNM05G/ditlbthjtV3W1W17LUFBVFSVnzsj3qba2z22G6zVi1549yEpLMxeC60lrq9Epf+aMKShXYmPlmua3345dADLRRft37hwAxzXojTe88hqkVVUhB7KTJxVA/pYtRgdQSwsK33zTMwWQA5mmQWttlZ87L/u8+DIG5V5OURTsKSrSKyjv/eMfsRtAQUbG0F48mb7utdTQUH1t7hIANh++qXEnddo0lKJva3ZrmobWsjKjAywmxj0dYMePy6/x8YO/b/Ia+kjQ+PFyhQTI+bP5s2cjB445n48/7tFjHFTTp8tA4YsvjDXYAWjbt6Pwo4+6DHS9aZ1qzW6HNS0N2ddfD+sll3jFMXmCUlICG2SRMP1amJ7e67XQsmgRsjIy0Ay5esgrkycb9xAOWkkJrLGxyF2wAAfb242iY9XVchTOB1mmTDE63NLS+tVmuGbI2VTVXAiuB9rp0+bq5c51vQHAUeV+7uWXQwGwGsCHzz5rWo1Da2015p0/8UR/X/KQUHNy9OyiSgDlzmXdNA3W5GRk33ILrGlpAXueeoJ29KjxubvySr73g4RBuQ8wVVBOSTGWwBqigFzbuhX5O3ciH3KOO3kXy8qVyASw2fH9vffeywtkFyyLFiErLQ0bIUcqrbNnd7md1twMa0wMcm+9FQKOqrU33OCe8805f5JTDgLD6NEAjCrU5Q895JfzJLXISFiDg5EtBKyzZkHTNNS/8AIsV16J7KVLO00H0YqLYR0/3muKOKm7dhl/l7Iyv/m79Nu+fVAA5AByMCAmBrbi4l6vhfrSlH/6ExQA1xYUwHrTTaY1sW23346S06exEMbobRYAS2sr4Dr/3IcoDQ3GdKQBLEHZn8Jq6vz55mvI6dOuOwIAaOPG6YH3Q6+8AqvVqu9bXbTI669BlvvvR9aECcZnZOxYAI7MhOZmeex1dV557P5KLSz0+s+NL2JQ7mtiY+XXurrOxVLcQGtowKwFC7AA8oI+mwGf11EiIrD65Zf19MKDgXwT2QNFUWDbsUOvTKu4Fshxob79NkrsdiwDUAogFG5Mw2VQHlgcQTkAICgIluuuu6g1gL2dun8/Spyjn9XV2P6zn2HGww+b5xi7XKPUO+9ESWur19zgWRIS9BHPzPh4tJ45E5Dtnmaz6XO9FaBfFbgVRUGoxYKDcGRx1dbqFcE1APfs24dgAFsgU+NToqKwccwY2ADkv/uub77flZXyfUpLg9JhvW93sdxxh7l6+fz5Rjq7Y9qhOmGCEUB1WAfecvnlXn8NUsLDYSstRcGUKbLtdnTaWCwWIzNh+HCvPHZ/ZRkzxq9qoXgLBuW+JjpaVttsb++0Bqg7qNu3oxTGfLKDR496/IaJOrPefjuy0tN5geyFEh2NuUFBcg1dZ52EDizBwXpjkwogHQCKi92TUukMypm+Hhhcg/KxY6FERFz0GsDezGKxICs8XAa1YWG456c/RQ1c5hh3qMpuaWryqhs85exZPW07qKEBuVddBevUqb4ZKF4kraUF1r17kQ1gFiAz5fr5d7FMn47MuDgjiwsyIFchOzznwri3qKqvR87p03IAYMUKzJ40yffe7z4shzbYFEUxVS9HUJCRVvz3v0PTNHOxyQ7n10DWIR9KiqJg7sSJsu0+cUJ/TF9Kb/p0rz12f6TY7fK9v/RSr/7c+BoG5b5m+HBj+QHHhcmdLNHRXRcHIa+iKApsxcVe37B6XHCwERh1E5QrR48iH7LSayWAKwDkNzdDO3Ro8I/HOaecI+WBwTUod1zH3bkGsKcoigLbLbegAMDqM2dQBRmQNwOIA/DK9Onm7dvajJtrb7h+NTVBgcySOXjunBxhrKoKqA5p9e9/R4kQsvI6ZKac9bXX+hUoK4qC1W+9ZXTqQwbkzmrfOwGEjRihVx2vunDB2Pb4cY+83wOqbeAMytPSBvWYeuN6DVFV1bQEo6qqvQbePnMNcmaKOu997XZjKT1WAB9a9fXyvU9P9/7PjQ9hUO6LOl6Y3Eg5cwZ7AGxJSTEVByHv4zMNq6c5ixU6gnKtsRGFb79t3ISVlaEcstKr6Yb06qsHf+SG6euBxTUoj4723HEMAWXCBMwF9GrzzQCSo6MRAeDavDzz3PELF4yba2+4fjnTY+FSKT88PKA6pC27d3euvH4RgbJ1zhw9ayIL8j0FHNW+330X1TU1etXxzJQUYwAgJGTI3m9nIF5fXw/rlCmytsHFFPirqJBfh3CkvCPX5dVcR8X94v7Aee/rbDddl88bNmzojyeQcTk0t2BQ7os6XpjcqbFRFnpJTpaF5nz5gk4EGMv6tbQY1VuXL4c1I0PehJWVyZvxuDjzDWlNzaCP3Gg1NXLun6NwDfk513mm/n4z42in9Grzv/oV/vrGG/gCxrxym80mRyU7rFvtcY6g3LVSvm3p0oBp/7SmJtjeegu/BrDp6acxZeLEi55aoCgKbPffr9fyAGBU+37kEVPV8T0HDmDLa68hD8Du4cOBfftQ+K9/uTWNXbPbYU1IQHZ2NubMmoWSI0cuusCfVlYmr+cenI7kK+noF8XZee0ckHJdaca1wB25H4Nyt2BQ7os6XpjcqbFRfh03zv2/i2gouATlqqrqRd30oLusTN6Mv/MO8vLyMGX0aHlDOn78oI7caC0tsB47Juf+3XGH782fpP5zHSn3p5vlrrhkfygA5l59NayXXYYsR7pyZnw87l2+XI5KnjxpVOZub/fAwXbgUv1bH8FvbfXU0Qwpbf9+zIqKwoIvv8S1AB587TV8snPngII8ZdYs+R4CUJOSuq3arCgKcm6+GTnDhwN2O6yXX47sa691a0V+9b339ArelUeOIA2OzIgxY/p1vdc0DdaCAnk9/9//9ej13C9GxbvScUDKNSg/dWrojyeQOWtaOafT0qDw6qB81apVmDNnDkaPHo2YmBjceOONKC0t9fRheV5srKyuuXev+y/8DMrJ37gE5ZaMDCM9NTISltRUaCdOoBAA0tKQk5OD3XffLUd5li8f1Jsc9f33jZvTioqAmq8asMLDjf+HhnruOIaC8wbaKTFRjuJde62ca37jjThYW2usT+3czhtGvLpakmsoMtO8gPrUUyhtazOt5lFeXj6wIM+5bj2A9O9+11wtvGPgO2IEMHkyVGBIllyypKQYlfYjImRaPQDbf/yHXMdb05Cfn4/8/PxO91uu88/VTz9FSVubPN4jR3g9dwfnvW9lJTRNMzITAO+4bgQSjpS7hVcH5Xl5ebjvvvuwc+dObN68GRcuXMCiRYtgt9s9fWgepY0dK6trvvGG+9d0ZVBO/sYlKFeOHjXSU2++GaioMCrXXnUVNE2DkpgoR3m+/HJQD8PS3OxVFadpCLguwxdIQfnw4UBMDABAueQSzAUwdd06Y1QSxlxjr1ijuqtzPRCCciFg2bFj0Iu7aomJ+nU159lnkW+z9TzynpaGdMD4fKSnu+36qISEGJX2T5/GtQBWAkBdHbRTpzBrwgQsyM1Fbm4uZrvMM9fq62FNSZGZHjNnIr2lhddzN9OiouTn6MgRZKakYOpvfiPbagAaR8qHFkfK3cKrg/KNGzfizjvvxLRp0zBjxgysXbsW1dXV2L17t6cPzaNUIYakBxkAg3LyPy5BOQ4cMNJTT52Cun1753PLEUygrm5QD0MpLpYdAv/1X/4394+6pa8hHOzVze/AuQblCQly5QMAmDoVGoCcxkZUQC47mA+Z2gwAaG4e0K8dUPVsAFp1NQoPHkSnZ9fWumdZRC+i7dwJ9ehRbA8JwZZNmwatuKt68KBxXW1o6HXkXQsJQQ5gfD5eesl918czZ4xK++3tRuZGZSXUZ55B6ZdfmrIGnPdb6g9+gJL6er2tKM/Lk9fzq6/m9dxNVE1DCYAIADX19ag6c8b4e3Wzmgq5CUfK3cKn7gqaHY31uB4CxLNnz6KlpcX0z99YvvUtZAUFyWVEYmKQnp7uvl/GoJz8TYegXNfQAEtEROfRDmdQfvLkoB6GVlAglwe69lrewAUITdOMTIx16/y7joCiGHPoExONx6dOhQ1GanIlgHLX5w0gKNdOn4Y1MVEfvezr+6udPo3Ct95CfUGBHP386CNYAdQDRnrs+fNGe+iHNE2D9frr5Wj28OGwXnHFoBV3tVgsPaesd6DedJP587Fjx4CPoVuOz4ip0j4AS2Mj0v/6V6TAJWsgOVk/dkt5ubH9xImwnDwpO3ivuYbXczexWCxITUxEC4B2yGUWP4DMqLCcPQu0tXn0+AIKg3K38JmgXAiBhx9+GFdccUWPF/RVq1YhMjJS/5eUlDSERzk0lAkTkL98uVxH+eRJ5Fx2mftu7hiUk79xrb5eVGTcdDc2QjlzRo52XHONMdrhXLpqEINy7csvYd271yuKAtHQMa0h3NDg//NOnaPlEyboD2lJSbgHLoEOXFLXgQGlr6u//z1Kmpr6lUWmaZoMxG++GXPmzTP+PpAZNHp6LODXKeyqqqKkoUG+drt9UD+biqLAduBAn4vFWb76VWNZLzgCLndxXHtNlfYB4MgR5NTWogpAYnAwNgHY/eKL+rErCQl62vsrK1ZA27tXtiVTprjvWAOcoijYtW8fUhITMQxymcWUhAQUQv79tH/+E4X//jfbU3c7e9aYw8/09UHlM0H5/fffj6KiIrz55ps9bvejH/0Izc3N+r8jrusY+pHyr3wFFRiCFHYG5eRvHEG51tgI6wcfGDfddXVAc7Mc7UhPN24cnSPlJ05Ae+cdFG7bNuBGX/33v42b/8pK/w/OCED3awj7Ky06WgYqznMIgFpejlIACx3f/wEuqevAgEbKLYrS73m9qqqipLFRH5V1zmNOBYw2Fo5CdH4clFssFmQpinzvYmMH/bPZn4rg+rJeDzwAGwClsnJQj8XE5VquT2UCTIXmqtvbMQaAcvy48TzHZ2ElgNzHHkPyF1/ItuQHP2BQ6EZRUVE48MUX2JKXh7y8PBz44gtEDR8ODYD1xhuRvXCh+2stBTrnKHlwMBAZ6dlj8TM+EZQ/8MADeO+997B161ZMcOlx70pISAgiIiJM//yRZflyZA0bJhvQxERYLBZo5eUofPLJwS14waCc/I3jmqDu2YOS8+eNm+76eiMgcG1oHCPlmhCw3nQTsq++esCNviUqikWBApBfryHcgaZpsBYXd0rVd3ZMbIT87Fs7PnEAQbkSEWGMdm7f3qf312KxmNKWCx3P3wUgKylJVuUODUUrAK0fwaH23nso/MMffCY4UBQFtuRk+d796U8e/2wqioK511wDACjct8997+OZM+bvx48HRowwp7OPGSOzOSoqjO1qa/XA/XIAZ8CVNIaKoijIycmR0yvCw4FRo4asWj8BqK+XtVEiIqAFyFKRQ8Wrg3IhBO6//36sX78eW7ZsQVpamqcPyWsoo0bBdsstsgH9+tcBANaZM5H91FOwTpo0eA0Yg3LyN46g3HLokHkO4alTRg/wmDHG9iNHAmPGDGqjr9jtMniYMsXvgzMy89s1hDtQVRUlp0/L86W+Xj9fOnZMAC7ztoGBVV+/cMEY7eymDexYCE5RFFPacpTj+VEAbBs2IC8vD0HDhyMXgPWHP0R9fX2vheTqV6+G5YYbkL1yJawzZvhOYF5bK9+7iRM9fSgAAC05WdZgKC2F1aXy+eD+kg77HD8eiIkx0tlffRW2Rx+V2RzlLtUPamv1wP1TAGFgJ6vHjB5t7kTh38CttGPH5HnZ1MSshEHm1UH5fffdh7/97W944403MHr0aNTW1qK2thZnOvZsBijlq1+VDei//iVvgE6dkjdAJ08OTi/hmTOAsxeMQTn5C5fsmVcA5N16q0yRBICqKvmDjilZY8cObqPf0CCDh5QUvw/OKDD1lKrv7JgAYBS+gyMwH0j1ddcsMeeSPS40ux3W5GRzIbj2dlPasislPh6hoaE46OxcaGjATJdlsLq6GdUqKjDn3nuN1PfDh31j1E7TjA6RhASPHoqTeu6c0RHqUvl8UHX8G44dq/9XATD3ppugZGbKB5wj5WfOAE1NMnAfOxYFAKoBFNx2GztZPWHUKHNNgB07gNZWFG7ZwoBxgLTGRhRu3Wp6H9WdO5mV4CZeHZS//PLLaG5uxlVXXYX4+Hj937p16zx9aN5h4UK5/mtpKSznzxsBw8iRg9NL2NgoU1SCg6ENGzbw/RF5g4gI1EMWl8oFsDIvDxg1Sv7MORLSISjXjhyBCrl0UwEA22efDezGixko5Of6kqpvKnwHx7ztwQrKnVkvrr/vz382ipk5bya7WOpQX7bO0ZZmTZyIDwCEADimaVjseL7NZuv8O955B5VwqQw9frxvjNo550sriqnj0pMs06cja+xYOcc/NNQ9K810DNrGjYNWW2tkbygKkJYmPxNffCGDkxMn5LYhIVAWLdIzK+YuXcqA3BMc7bezcw21tXIVhmuugXXaNAbmF0nTNFjj4pC9YIEpU8XS2sqsBDfx6qBcCNHlvzvvvNPTh+YdIiOBK64AACjPP2/0Ep47B6W9fcC7144ckaMY7e2wXnopL2zkF7QRIzAHLkWcjh6F6ly6yTlS7pK+rmkarBcuyKWCIIN5paZmYAfB5UQoAPSWqm8aTY+KggVyqcD8p55C/l/+0mub02lNctclULsYKbcIod9Mpo4bJ4O8o0fN+4TL6P28eQAAW1ER1nzjGzgLuUbyZse29951V6djtJw9iyzIytCpAArvucc3ArVjx+TXxEQgKMizx+KgKAryN2yQK820tiJn3rzBvw/psD9t9GhY29qM7A1NgxYbKz8TLS0yOHHWFoiLA+bMMTpxnCPqNLSc7beD+tprKGltlZ1nlZVddp5R79Tdu426Oy6ZKkplpYw3vvc9ZoYMMq8OyqkPli6VDcL69QAcvYQACl9/feAVojdvZooK+R311CnzSFZSEixxceaNXEbKuxzNO3RoYAfhHClnUE4BzDSa/pOfQAMwdd8+LHjySeTecQcuzcxE/q9+Bc1u7/RcTdNgnThRppJPny7neh8+bMxN7yIoV44dQz5khfXKxka5nOjhw6ZtuqodoSgKlr/2GrImTEALgDbHzw92kVKtlJfLG9YRI7AfQFSHoN/baPv2ofAvf4HmTM32ktR1p/KQEKMD1eX97tQhc7E6PF8Vwny9V1Wo1dXmNPrCQrlxXBy06dONTpzlyzl44QnOTDeH9LffRgpcOs9uu41/l4tgiY83RsQTEowR8UOHZFbCNdcwIB9kDMp9nHb11XqDMA1yXpMVkAVmBloh+ssvmaJCfscybx6yUlPlSFZSEgr37AHGjjUXm3IJyi0WC7ImTZLnwejRSAdQ+PHHA2vknSPlTF+nAKfPL4+MxBwAVZBB72IAZUePIveRR2CdPLnT+aaqKkpqa2WgVF6OufHxyH73XWNuehfp6ygrQzlgXk501y7TJhYAWWlpndo9JTwcttJS5G3bhilwtIupqZ3bxdJSecP6ta/JOeqlpQN4dwafZrfrwax2+jSsl16K7DvugPWhh+T75mVBucViQdbo0fL9dkwF0HbuhHXs2B7n9vdZhxpFlokTjev9pEmwWCzyGEJD5WNxcUgPCpLtRXQ01IgIDl54mhD6fzUAOVVVpuvIwepq2PLyPHRw7jVonVNd0AvSArD96EcyABfCGJTIyBj03xnoGJT7OLWtDSWQo36VAOYPHz54FaJVVZ6Qjz7KFBXyG4qiwLZ/PwoKCrD/4EEoigJrYaG52JRL+rqiKLB9/jkKCgqQ/53vIAdA9ssvD+xmkCPlRCZqWBgqIdPDhwHYCGNEuqSmplNbZpkyRe80jgdQceGCOZuli5FylJWZCjYmjxqF2t27kQ+jQ04BYNuzp8u58IqiICc3F7snTUIBgPwXXoCqqubrgDMIv+EGmcW2f3+XI/2eoP3jH7BGROjBrO399437haYmrIMMNL2JoiiwPfGEDAxmz4aiKFD/939Rcu7c4ATCHa7hSmysfr23ff45FEWRx3DzzfJvfuutyPn5z2V78cknSJ80qduChjREXOpQODNdFkMGOPpo+a23+t1ouaZpsGZmduqc0ux2FBYUGN9rGgo//bT/r7++3iiC6ay9ceIEcPq0XKPcHTUeAhyDch9nmT4dqYmJaIZsWGsuXEAaBmF0Wwhg3z55Qn796wzIya+4znU1Ld0Exw19h0Jvzu3LIyMHp9OLI+VEJpaFC5E1cSJaACSOH4+3IedkfwAga+xYU1umNTVB3bABGyFT0Y/DZUkqyNHuTkG5EEBZGRQA+d//PlIAHD19Gl/ftg25AGbDEZhHRkIZM6bHufBKWhosAHJuu818Q1xfD62hAYUA6ufOlVlrdjumpaaivqtOgiGmfvObKGlv169fKCvTOyjCANwFwPrGG14XvChXXQULAHXHDtSXl6M1P9/IVhhoINxF9fWuaiEoFgvmAijftw8ljY3yPWxuRnl5ea8FDcnNmpr0ef3pkNeAjQAmJCYaU02+/BJqcbEHD3LwqaqKkqNHTfcjmqrCOno0sufNg3XmTNTX18uid1dcAevUqf07t12zjZw1Jw4dku91bCy0trbBfDkEBuU+T1EU7Nq3D2lJSbKBSkpCIYCCmJiBNRA1NdDq6mTldfaGkR+zWCzIio4239B3KByjb3v33cgKDjYXiroYLPRGZKIoCmxFRSgoKMDuPXvwBGT2VyqAfJeq1tqpU7DGxCD79tuRCyMV/QyANYCxvGHH9PW6OjnCExSE8muvRRWAdrjMD4ejQ64vI8WpqXJEztmZ57wh/vxzfTrZnAULjCy2+nrMveSSPq1x7k7OInTOYNZ69ixskEtDngE6rSnvLbRJk2ANCkL2qVNIzshA7rlzEADykpIGHgh3UX29S44ibpbDh5EVFCTfw+RkWCyWXgsakntpTU36eZcDxyop996L3fv26SsnZAJoLSqS0zaqqlC4ebPXdT71l8ViMc5nR8el+txzKBFCvy795je/QUlTk/y+qqp/57ZrR+KxY9A0DfmvvorZALKPH+ca5W7AoNwPREVFQT14UPbUfvKJXJqjrg5K8EX+eS9cQP3jj8MCR+X1+fN54pHfUhQFtrVrZXokACUiAuhmCUAlOhr5jz1mLhR1MecGl0Qj6kTPSKmt1TNSKgGUV1frcydtH32kVwSuBJDmnOsLYDlc1hp33FBqdXUo/POfoamqHOGJjkb6pZcic8IEBEOmyn8AYMqYMbJeRGho7+d0SoopDT4rJkbeEH/8sXHcR44gISZGz2KrOH4cc5OSBmce9EVSgoKMOaL79kFxpNq/AJf3YeJEr0vBVktLUSIELgdwxjHSXwogtLl54IGwM8UXjgrq3e1vyhRoAGxVVfi1ELJD4MABBuJeQF22zFSc730Alm98A1FRUbAVFSHvqqsQBCD3nnswy2LB7PR0ZC9a5PNBpRIaapzPX/kKFEWBJTxcvy6FAvjJT35iZBFFRCA9Pb3vHYMuQblWXQ1rZiZy16zBQbCGgtsIP9fc3CwAiObmZk8fytBobxdi9GghAGHfvVsUFBQIu93er13YV68WqYAAIJY5vhYUFLjpgIm8QE2NEDLBVYiYmB43Ldi6VQAQix3nRl5eXp9+hd1ul+fjl18av6uxcRAOnsi/2O12kZWRIQCILEDUjRkjskJDBQCRmZAgpjjOvVRAVP3wh6Lgo4+E3XlOAcIOiIKoKFFXVyeyIiMFAJExbJjermVlZIi6ujqRl5cnNm3aJPLy8kTdT34islx+3mO7+be/Gb8HEPYHH5TH/e1vm/ZRVVUl0sLC9GP1eJs6cqRx7WlpEfaMDLHGcTz9vZ4NJbvdLrKiowUAEeZ8fx3vvzh/fmA7nzFD2B37AyCyUlK6/NvbW1pEJiCGObabMnZsv++tyD3sTU0iKzHR/PmYNEn/+xQ8/LDp3PP4eThYmpuN8zknRz62bJmoA0RCh9e5BhB1M2fq19Fer3FCCPHAA/r+C0aP1q8TznOgT/ugfsWhDMr90cyZ5kamnydOwa23CgAi0vH8tKQknnjk39rbjcatl75Ku90uMseNM27OJk7s9fyw2+36TUNWXJy8mQwOFqKtbTBfBZHfsNvtomD1aj3wdQ0cNwAizdm+xccLe0uLPJ8cgZqz7UtNStKfF9zLzXjBBx/0/Wb9k0+MgBwQYulS+fi8efLxZ57Rrwn2e+8VBYCoG0CbPCg0zXSNs2/dqh9P2PDhXn+Tbf/iC5EHiE2AyMvIEPagIPlajh8f2I4zMvTPV09/+4KCAv8K6PyM3W4Xa/70py7/Pva//lX/rGcoitE5FxvrtZ/3PqmqMs7pCRPkY5Mn659n/R7epQOxr59fu90uChYtEnbHc/MAMSUkRHaMxsSIvLw8337vhhCDchcBGZR/4xsir4uTz263i4KdO3sPIL75TdNNTV1d3RAdOJEHuTRcvZ0jef/8Z79uzvK2bDFtnweIgogINmpEPSkt1c9L11HKlK5uLseNkyM6HX7mDN5762g2jc73EpzaS0uNABsQ9qQkIS5cEEJR5A1ySYmx8dNPm0fw+3B9cYtDh0xBubPzXR9JW7PGq69HdrtdZDmCgqyoKGGPipKv5fPPB7bjCRNkR86ECT3+7e12u8hMS+tXZywNrW7P4e3bZWAZHS2mBAXpmSt13/qWZw94oIqKzNeVI0eEGD5cfp4dHZKpjg7Bjh2WPV3j7KdPi6zYWBmAA3pmUqbj3sX+8cdD/EJ9W3/iUM4p90NaSAjugcscsdRUpKenw5qcLCsyZmX1OJ9EaWiQ81R+/GPsP3gQUVFRQ3TkRJ6jAXqxmN7mmlmvvlov+JaVktLjHExN03DPzTfr5+NkAPcCyG5p8fk5bURuFRMDQM4TXw2jKFsVgLSICHP1bcfcXguALEWRPwsLQyGAvJgYTElPRzOA1KQkFO7Z02kusKIofa6irTY2muawrjtyBNrOnXLee0gItMREY2OXwnH68kKhoQN5Vy7OkSP6fzUArR9+aKpgvnz5cq+eH62qKkrOnjWK0TmLcTqXarpYmiaXwduwoce/vaIo2KOq2JKXh7y8POwuKvLq9ysQdXsOx8dDARBaV4eDjiJolQDe37rVt9vf5mbzfcucOdAuXJBzzQ8cQMHdd2M/AOcdvAKYa0p08/lV16xByYkTeu0G5xzyUsh56sq0aW59WYGMQbkfUqdMQSmAhY7vf7NyJd5//32UNDTIBq26uufiDLW18ubhssvY6FDAUG++uc/LnSmKAptjrWLbyy/3fAOvqig9cUI/H+8DWCiFqC8iI4ERIwDIG0+9sBqAwp/+1Hzz7TgHFQC2Z59FHoBfnzmDAwCs8+Zhd3ExCgoKeuxo7msVbcsll+hrUzuXEpu1bJmsSnz2LKyzZxs3+46OBZOTJ/v5RgwCR1DuvInP/fJLWcH87rt9Yikvi8ViXg88KUn+YKDvpePvpIwf3+vfXlEU5OTkICcnx+vfr0DV5TkcHw8ApuKMYQDuqqyEdcYM3w3Mm5r0ddmXASiprYUNQGF8PBAcjLlLlqDjp1TvGAwJ6Xa3lspK/X3KBDBl+HBjdRpF6fqaRoOCQbkfsjz0ELLi4rAR8oR68LHHcNddd5nXcZ06tfsdnDghv8bGuv1YibyF5aWXkBUb2+e1b5XERNm4NTX1vN/UVH3d1MzQULwE7650TOQ1goL0/yoAbPPn66skRF1yifnmOyzMeN6SJbgHwFJArkG+fTsADNqyVc4RuTVr1uhLiZU2N3fd2dbVDWxlZZ9+j7Pi/GAEDVp5OQoB2EJCUAJgMeTIFxxLenm7TqOgjkBL27wZhR991O171ON72N4OtLY6f4G7Dp08LSwMiIzUR4rX5OYaSwAePuxzHeP6Z/rkSVNHQyYcWXgVFTILb9IkY1WBjjupre12/8pnn+kj6nsA7F650lidZtIk03WZBheDcj+kjB4NW1kZClaswGoABx1LiJwB8DLkmqTYu7frJ7e1GcsgxMUNxeESeQVl7FjYysv7lL4KQD8/tOrqHm+clV27ZAMXH4/Vr72GL2BksfxhzRqfuCEm8pjz5/X/Kjk5sECuJ651DHZdziP15EmUwmUN8sbGQb/xVhQFy5cvR9bYscaIEtC5U6+rdc+rqnrdv9bSAmt8vFxCbYCjeZqmwfrrXyMbwD1hYZgcFITNjp/d+5vf+MxIoWkUNDpajvqvXYvspUsxLSMD9a7rKgPQGhthjY7ufhm6M2dcd+7+F0Ce4+jEUQAsX7wYWc6lFOPifKpjXDt+HNaoKPmZfvRRAIBt7FgUQE7xce0YtDU0GKnt6BCYV1d3/Qvsdmi7dkEFkA55rcWSJXIAAgDS0tzwqsiJQbmfUhQFcxcvxlQAaTB60X4DOXJgvfHGrhviujrZexwUBHAuOQWYvqavAgDi4uRN4aOPygbSYunynNI++AAqAMuSJbBedx2yMjKwEfLG3Wq1DvZLIPIrriM9WkyMcZN5/fXm801R9G3T09OROXGi2zNSFEWBbfVqY0QJQME775g79Tp0HmgA8rdsQX5+ftfXC8co2Pbbb0dJSwsWQ47m2Wy2iz5OVVVR0twsR/SbmvDwww8bHRbl5T43UggAiImBDTJ1NxJAZU0NrDNnmt5X9fXXUaJpepCybt0683vu+n/XTAvyPwkJ+n+VadNg+4//kKO/3/62T3WMqz/9KUrOnJGf6bo6qACUxYvhvLq5dgwiONhc+wJGYK598QXy8/I6XYe0LVtgbWtDNoBkOK61Dz6Iejiuw64dWTT4hqDwnEcFZPV1B3tRkV5pMRkQv+lQlTZv27bO65jv2ycrmkZHe+7AiXzBL37RaammTRs3ms4pu90uskaONJZustuN9cpZuZeoR3a73VTlPG/Dhm5XPbD/6EemysLOdcjdvnTPyZNG9ePx4+Xyiq7a24UYPrzrKvIJCabVTewNDSIrKkoAEKGQy7jp28bGXvRKKHa7XWSNGCHfmwkT5PrtaWlevwxaT+w/+5nIhLHUXVfrJ9tfeMFY9m3YsM6v17mkVEiIZ18Mud+ttxqrD5SUCLFqlfz/Lbd4+sj6xXSdGzNGLll2//36Y5mAfs1zrUavr9/uqMbueh1yXUmgYOVKAUBc3s0qFlnjxvnk9cKTWH2dAADqmTP63LFjAB4EEBYUZMw9WbCgc1qXc54JU9eJehYXBwvkueRMBb1x8WLTOaXabCg5d072VB8/DlVV+zcaTxTAVFU1jfRgzBhkTZzYZd0HdckSU6HG8vLyISnKpYWHwzpihBxRam3tPJIUFKSnsKuAnlYfCaCqpgYzMjP1tGv1mWdQUl+PeQBaIQsy6dueOIG5F7lagzJiBGxtbXJkcNs2REVFwaaqfZ+q44XUkSNRCuAayBodG2FMV3DO6VeqquQcYgBn2to6z/d3vpc++Pqpn4KCjKybuDhgyhT5eGmpJ4+q35TwcKOC+owZUACoZ8/q175SAKGhoVAUpcvaFyUA/g8wT+8pK9PPCcvx48gC8CmAsBEj8AHkihUVzue7YSoQGRiU+zFntVLXxuqMEFgTHGyaa25qpFjkjahvHMusOJdquhwwGj7HOWUJDjYqRveheBwRGTpW3LZarbAVFXUZTFpmzzZX5x6ic01VVZScPy/Pe7u9yxtWLSpKptXfcgsyo6MRDKAZMtiuaWzEXMecccuOHciEDByGAdgJIGTYMDRDXlcqjh27uBviigoo7e2YGx4OJT0dQD+n6nghy8qVyIqJwWYAk6KisAFAKhzX2tGj5d//0CE5hxgulfsjI/XPhtbQgHwA+cHBPjOvni6O1tRkTH2ZOxdacrL8QWmpHD/3FQ0NRgX1PXsAAJaMjG6vfXrtC8fPM8ePx/OQwZ8+vSc+Xn+Ooqoy6P/d71BdU4OCggLs2rPHI9fWgDQEI/ceFcjp60LItLW8vDwxZeJEI3Vr+nRR55qOMmmSTHU5dkzkzZ8v8gBhX77c04dO5N2KivSU1KzQUHOKmDNFcvVqmdo6dy5TvoguQn+me3hiaojdbhdZzvbV0ZZ2+rmi6KmfdXV1YtOmTSLekabunPqS9/HHQoSHi7wOU2I2bNgg0kaNks8fO7bfr81++LAoePBBYQeEmDFjEF+55zn/3nWffaan76YCoi41Vdj//W9REB8vX7fjOp0HiLyxY4W9uVnYDx8WmcHBXabwkv8pePpp89SX7duFPThYTjs5dEiI9nZh375dFGzd6t2fg9tuM9Lwnf/Wru312uf8ed4775iuL68Awv7Tn8qNmpqMfdbXd/l8r35vvFR/4lAG5QHC9YSyX3qpqQGr+u1vxaYHHhDJQUFGAzVmDE8+op64zCWt+/73RcGnn4q6sDDZyO/aJbf57ndlA/eDH3j2WInIbXq6YS0oKOhyHnxdXZ1IGT9eb3Mnx8WJPEDUjRsnshITzXOjn39eXleWLu3fcR09KrKcc6kBYb/xxkF5vd6mYOdO03v8MiCmuMyhtTs7T533PeHhYtM99wh0mDfrWqOA/Iv91CmRlZBgqjmh11lISBBV3/ueMVDlzXUWlizpHJS/+26fn+46zzxr/HjZaXX77fKH+fnyniYmxntfvw/inHLqxDVVTf2v/9Lnn1QCyPne97DkxRdRLYQxx6SpifNGiHqghYXp6XA5f/0rLDNnImrePFgA2N5+G/n5+agvKJBz2KZO9ezBEpHb9JQKbrFYkDVpUqfUz6ioKPzl//4PbZB1X8pqa5ELIOfcOeS7rsetKFCmT5fpqmVlvR+MEND+8hcUfvghtt97L0ra2mQFdwC28PBBe83exDJ9OrLS0/EBgDAA34FcGkp/3ZDz+fVK7XY77lm9GpMBt1foJ++gjBoF26FD+nlVXl5uTDupqcH83/7WmDftOqXT29TVATCvSoHIyD4/3TnPvKCgALaXXpLLnBUXy31u2ybvaU6e7HoJQXK7ICF8aTJF/7W0tCAyMhLNzc2IiIjw9OF4BU3TYJ02DSWVlUiFDMwBIAKAHXJ+7JSJE7G7qMhn55sRuVthYSGys7OxDPKmrqCgAJZ33sGsX/0KhyHPozDIeeZZKSmwHTjA84koAGmaJmtMWCyma4CmabAmJqKkqQkATNeSuXPnGjs4cgRITgaGDweamqD96U+whYUBU6bAarWa9/nOO7DedBNKAIQCOAcgCI52PSoKu6uq/PI6pGka1q1bh7vuuguLAfwLxuueDOBFAPfExKDq5En9fc4DgB/8ALjuuk7vI/k3TdNgzcxEydGjiAdwHLLDphlAWkIC1EOHvObzoGka1H37YJk5E8q0adAqK2GF7GRKBbDr448RtWBB/3dcVgZt0iSoI0Yg/cMP8f7SpbjL0VHR5XWILkq/4lC3j9t7GNPXu2a320XBihWdlkZIio8XmzZtYuoKUS/sdrvImjTJlO5W8OqrekrkPKZGElEv7K+9JvJc061TUzu3v21tQoSHCwGIujlzREo3yxkJIUTBbbeZrj+BdB1yTc1Njo7utFRaRkqKSB03zpTWLvLyPH3Y5CF1J07oKevOejCpgKh7801PH5rObreLrPHj5Wc2OVnYw8P1pVgjHV/THMut9nvfp06JrKAgfQlGACLM8b1Xp/D7GKavU68URcHcq67Sq0d/+D//g7y8PBw8fBiLFi3ymh5CIm+lKApsn39uSjO13HQTMtPSEAyjgjJTI4moO8pVV8EK4A8A8hxLlXVqf4ODoaWmIh+AddcuVAF62vvBsjLYbDZop06h8P33kR4c3KmCu3NpI3+vnOyamrv7wIFOq88cqqrCa88+K5eTAmTqbkaGB4+YPKm8slJPWT8DYM28edgFoHzLFq9J3VZVFSUNDTKtvroaqt0OC4DUceOMVRkcy632e98HDqBECIRDLsGor9C0Zo3PLpXo65i+HsC0zZthXbQIJQCy0tNhKy7mSUg0QJqm4a+//CVWPvUUFkOun5uXl4ecnBxPHxoReRnNboc1MhIlbW3IGj0attraTu2wpmmwxsai5PRpAHKq2Wm4pGenpSG4uRkHGxuRBeDXAK4F9OvPpk2bMGbMmE7p8/5O0zTYbDbce9ddOFhWhqyMDNgKC6GMHWts1N4u15KngKNpGqwzZ6Lk0CFkZWQg/447kPM//yPviTMyOgWm3U1DcfsxhofLY4KjM2n4cNTX1GCuxYKKkye7PNa+7ntaZiYqjx41UveTkqAePBhQ1wl3608cypHyAKaOGqUXfCspL/fewhZEPkRRFNz2yCPISk7GRhjrKxMRdaTu34+StjbZDp861WU7rKoqSk6fxmLI0e8WANHjxukjwF9UVOBgY6PcB+Rc8qzERP36c8UVV/j0muQXS1EU5OTkYLfr2vZjxgBwKZR15ownD5E8yFT0bN8+lEdFGffEHYq9aYcOwRoVhezs7EEtgqZVVqLwz3/udn9KWJhcNxwu2R1RUYiKjoZaUWHK1OsvRVGwa+9epCUkoBlAalISCvfsCbjrhDfhSHkA69hLyHQVosHjiV51IvItmqbBesklKHGO5HbRDru21ZkTJ2L1mjWYOnUqchISUHL+PDLj4hBUW4uDMEbTUFQE9cwZXn+6oAUF6YWyeO9DTlp1NawpKfJzMXEibC7Fjgu/+lVkv//+oBZB0zQN1tGjUdLejqzkZNhKSjp/DhsbgfHjzY9Nnw4UFQ3od3c8Dt6ruA9HyqlPOvYS8mQkGjw9LZNERAQ42mHXkdwurheubfWeoiLk5OQgKioKtkWLUABgz5w52A3zaJoyeTKvP91Qf/zjbkdEKXApycmwjRuHAgD5q1fDZrMhPz8fmqbBIgSyIAPy1NhYxJWWovC556BpGjRNQ2FhYb9Hz9WPP0ZJe7sxX7yrz2FNjelbDUDhyJGDOued9yregyPlRERERL7msceAVaugQa7DbYEjvRUA/PvWbkA0TYN1+nSUlJdzpJzMLr8c2mefYZai4LCmGUsER0VBKyjAXAAVkFNEWgFkJicjKDgYBysrO42uA7JmhFpYCEt2NnD6NNTKSn1Euv4Xv8DcRx9FBYCs6GjYKiv15+qj17W1UG64ARpkh9u9gMyI4efWZ3CknIiIiMifTZsGDYAVQLbjaz0cc6W9pHq0N1IUBbbiYmYJUmdTpkAFUOoIyJdBrnCglpaiHDIgd61WXlpdjYOVlXK0u6zMPA9d02BNSED2ggWYlZSE2bGxyM7OxqxLLsF7//gH5vz4x6iAXGs8f8UK/XNY/8knsDi2nXbnnaiGPLdzIQNyZnj4LwblRERERL5m6lTYACMVG8BcOAL0QSxG5Y+YsktdysyEBUAmXJY0DQ2FpalJLkUWHg47gEjHz+KGD8fkkSPlkoPh4aYlB1VVRUlLiwzeGxtxEMBCAIfKyvC1r30NlefOYRmASgDlVVUAAG3fPszJyUHF6dOIBFD55ZeYD3luL3Y5Jn9f3jBQMSgnIiIi8jFaUhLugXGjnhITo6+7zJE0ooswZQoAYDWADxctwiYAf2htBQAocXHYVVmJtJgYNEOmsNdeuICgc+eQB8AWFWXq5LFMnqzPQ88EMBnAxwDaHf+cgX0aAEuwDMfUP/wBlZCj8c51yGsApI0ejY0AJqWnIy8vjxkefopBOREREZGPUcvLUQo5+gYAq//6V2RlZHAkjegiaSkpeqr490pL8eDIkcgFMA1AfUoKoqKioFZUYM2aNUYKO2SArlRVAadO6ftSamv15cz2APgjZDAeAdmR1gwgZcwYFAJQWlqgaRpad+zAFAB2AKFBQbKwHIBtP/yhLPRYXIycnBwG5H6Khd6IiIiIfExXy6kB4PJGRBepsLAQ2dnZ+tJngBzRbgaQFhYGtb4eiqLIcy85GSUNDUgFsAtAFADs2AHt8GGo58/DMno0lJtu0vetAbAmJKCkpgbJiYn445o1uKK+Hsqtt8qfBQWhRAgkA/jj2rWYkpyMq665RhaCi4uDrayM57QP6k8cyqCciIiIyAdxjWGiwaNpGqwzZ6Lk0CFkTpyI1tZWVB071uX65PW7d2Ou1SqDZgD5AA7ccAPu3bBBVkgfNw62xka4npXa1q1QFcU4X7duBRYsQCFkLQi9AyApCa/+7W/Izc0d1LXRaeix+joRERGRn2PBMqLBoygKbPv2yVTxoiLY9u1DWlJSl1NCytvajBoOkEUWcx0B+WIAJY2NsHXcf1KS+XwdNw6AXM4wFcY88oojRwDH7+R0lMDBkXIiIiIiIqIOustG0TQNVosFJRUVSB03DpWNjVgM4F8AggC0AUiBXF88yvmk5mbANRY5cgRITgYglzOcGxODipMnOR3FjzB93QWDciIiIiIiGkzOgD197FjkTJ6MEgDJAKrhkooOQAWgjBwJtLYCQUHGDux2YNQoY38lJVBbWhiE+5H+xKHDh+iYiIiIiIiI/IJz+ggA2KZOhe3AAbQCuCcqClX19fp8cBXA3Ohoc0Aud2D+NiMDc4cNG4pDJy/EOeVEREREREQXKzUVKwFcC2Dk6NFInTBBzgeHnDOO6OjOz+kYpDMgD2gMyomIiIiIiC6SescdKIEs1HaoogKvvf46CgoKYIuNlRXYuwrKXQUzJAt0/AQQERERERFdJMt115mqpVutVllpPSZGbtBNUK4BKASgse5VwGNQTkREREREdJFcl1Oz7dunF2rTxo2TQfeYMZ2eo2karJBrlFtbW6Fp2lAeMnkZBuVEREREREQD4Cz8pgfkmgbr7t0y6F63rlPQraqqnvJe0toKVVWH/JjJezAoJyIiIiIiGkSqqqLk9GkZdDc0dAq6LRaLKeXdYrF45DjJOzAoJyIiIiIiGkS9Bd3dpbxTYOI65URERERERIPIGXSrqgqLxdJl0O261jkFNgblREREREREg4xBN/UV09eJiIiIiIiIPIRBOREREREREZGHMCgnIiIiIiIi8hAG5UREREREREQewqCciIiIiIiIyEMYlBMRERERERF5CINyIiIiIiIiIg9hUE5ERERERETkIQzKiYiIiIiIiDyEQTkRERERERGRhzAoJyIiIiIiIvIQBuVEREREREREHsKgnIiIiIiIiMhDGJQTEREREREReQiDciIiIiIiIiIPYVBORERERERE5CEMyomIiIiIiIg8hEE5ERERERERkYcwKCciIiIiIiLyEAblRERERERERB7CoJyIiIiIiIjIQxiUExEREREREXkIg3IiIiIiIiIiD2FQTkREREREROQhDMqJiIiIiIiIPIRBOREREREREZGHMCgnIiIiIiIi8hAG5UREREREREQewqCciIiIiIiIyEMYlBMRERERERF5CINyIiIiIiIiIg9hUE5ERERERETkIQzKiYiIiIiIiDyEQTkRERERERGRhzAoJyIiIiIiIvIQnwjKf//73yMtLQ2hoaGYPXs2PvnkE08fEhEREREREdGAeX1Qvm7dOjz00EN4/PHHsXfvXlx55ZVYsmQJqqurPX1oRERERERERAMSJIQQnj6InmRnZ2PWrFl4+eWX9ceysrJw4403YtWqVb0+v6WlBZGRkWhubkZERIQ7D5WIiIiIiIioX3Ho8CE6poty7tw57N69G48++qjp8UWLFuGzzz7r8jlnz57F2bNn9e+bm5sByDeFiIiIiIiIyN2c8WdfxsC9Oiivr69HW1sbYmNjTY/Hxsaitra2y+esWrUKTz31VKfHk5KS3HKMRERERERERF05deoUIiMje9zGq4Nyp6CgINP3QohOjzn96Ec/wsMPP6x/397ejsbGRowfP77b53iDlpYWJCUl4ciRI0yzJyKibrG9ICKiQOcLbaEQAqdOnUJCQkKv23p1UB4VFYVhw4Z1GhU/efJkp9Fzp5CQEISEhJgeGzNmjLsOcdBFRER47QeLiIi8B9sLIiIKdN7eFvY2Qu7k1dXXR44cidmzZ2Pz5s2mxzdv3ozLLrvMQ0dFRERERERENDi8eqQcAB5++GHcdtttsFqtmD9/PlavXo3q6mqsXLnS04dGRERERERENCBeH5QvX74cDQ0NePrpp3H8+HFYLBZ8+OGHSElJ8fShDaqQkBA88cQTnVLviYiIXLG9ICKiQOdvbaHXr1NORERERERE5K+8ek45ERERERERkT9jUE5ERERERETkIQzKiYiIiIiIiDyEQTkRERERERGRhwRcUL5q1SrMmTMHo0ePRkxMDG688UaUlpaathFC4Mknn0RCQgLCwsJw1VVXYf/+/frPGxsb8cADDyAzMxOKoiA5ORnf+9730NzcrG9TWVmJFStWIC0tDWFhYZg4cSKeeOIJnDt3rtdjLC4uRm5uLsLCwpCYmIinn34arvX4jh8/jltuuQWZmZkIDg7GQw891OfX//vf/x5paWkIDQ3F7Nmz8cknn5h+vn79elx77bWIiopCUFAQ9u3b1+d9ExH5k0BuL/Lz83H99dcjISEBQUFB+Mc//tFpmzvvvBNBQUGmf/PmzevT/omIyPv5Qzu4fv16LFy4ENHR0YiIiMD8+fOxadOmPr3+oYybAi4oz8vLw3333YedO3di8+bNuHDhAhYtWgS73a5v88tf/hLPP/88fve732HXrl2Ii4vDwoULcerUKQBATU0Nampq8Oyzz6K4uBivvvoqNm7ciBUrVuj7OHjwINrb2/GHP/wB+/fvxwsvvIBXXnkFjz32WI/H19LSgoULFyIhIQG7du3Ciy++iGeffRbPP/+8vs3Zs2cRHR2Nxx9/HDNmzOjza1+3bh0eeughPP7449i7dy+uvPJKLFmyBNXV1fo2drsdl19+OX7+85/3eb9ERP4okNsLu92OGTNm4He/+12P2y1evBjHjx/X/3344Yd9/h1EROTd/KEdzM/Px8KFC/Hhhx9i9+7duPrqq3H99ddj7969Pe57yOMmEeBOnjwpAIi8vDwhhBDt7e0iLi5O/PznP9e3aW1tFZGRkeKVV17pdj9vv/22GDlypDh//ny32/zyl78UaWlpPR7P73//exEZGSlaW1v1x1atWiUSEhJEe3t7p+1zc3PFgw8+2OM+nebOnStWrlxpemzKlCni0Ucf7bRtRUWFACD27t3bp30TEfm7QGovXAEQ7777bqfH77jjDnHDDTf0e39EROSbfL0ddJo6dap46qmnetz3UMdNATdS3pEzdWLcuHEAgIqKCtTW1mLRokX6NiEhIcjNzcVnn33W434iIiIwfPjwHrdx/p7u7NixA7m5uQgJCdEfu/baa1FTU4PKysq+vKQunTt3Drt37za9LgBYtGhRj6+LiIikQGkv+mPbtm2IiYnB5MmTcffdd+PkyZND8nuJiGjo+UM72N7ejlOnTvW4b0/ETQEdlAsh8PDDD+OKK66AxWIBANTW1gIAYmNjTdvGxsbqP+uooaEBzzzzDO69995uf1dZWRlefPFFrFy5ssdjqq2t7fJ3ux7bxaivr0dbW1u/XhcREUmB1F701ZIlS/D6669jy5YteO6557Br1y4sWLAAZ8+edfvvJiKioeUv7eBzzz0Hu92O//zP/+x2v56ImwI6KL///vtRVFSEN998s9PPgoKCTN8LITo9Bsi5DMuWLcPUqVPxxBNPdPl7ampqsHjxYtx000349re/rT8+bdo0jBo1CqNGjcKSJUt6/N1dPd6dTz75RN/vqFGj8Prrr/f7dRERkSEQ24veLF++HMuWLYPFYsH111+Pjz76CF988QU++OCDPu+DiIh8gz+0g2+++SaefPJJrFu3DjExMQC8J27qPmfAzz3wwAN47733kJ+fjwkTJuiPx8XFAZC9K/Hx8frjJ0+e7NRbcurUKSxevBijRo3Cu+++ixEjRnT6PTU1Nbj66qsxf/58rF692vSzDz/8EOfPnwcAhIWF6b+/Yw+MMx2w4+/vjtVqNVX/i42NRUhICIYNG9blvvu6XyKiQBRo7cXFio+PR0pKCg4dOnTR+yAiIu/jD+3gunXrsGLFCvz973/HV77yFf1xb4mbAm6kXAiB+++/H+vXr8eWLVuQlpZm+nlaWhri4uKwefNm/bFz584hLy8Pl112mf5YS0sLFi1ahJEjR+K9995DaGhop9917NgxXHXVVZg1axbWrl2L4GDz252SkoJJkyZh0qRJSExMBADMnz8f+fn5piUA/vWvfyEhIQGpqal9eo1hYWH6fidNmoTRo0dj5MiRmD17tul1AcDmzZtNr4uIiKRAbS8uVkNDA44cOWK6MSMiIt/lL+3gm2++iTvvvBNvvPEGli1bZtqv18RNF10izkd95zvfEZGRkWLbtm3i+PHj+j9N0/Rtfv7zn4vIyEixfv16UVxcLG6++WYRHx8vWlpahBBCtLS0iOzsbDF9+nRx+PBh034uXLgghBDi2LFjYtKkSWLBggXi6NGjpm160tTUJGJjY8XNN98siouLxfr160VERIR49tlnTdvt3btX7N27V8yePVvccsstYu/evWL//v097vutt94SI0aMEH/+85/FgQMHxEMPPSTCw8NFZWWlvk1DQ4PYu3ev+OCDDwQA8dZbb4m9e/f2etxERP4mkNuLU6dO6c8DIJ5//nmxd+9eUVVVpf/8+9//vvjss89ERUWF2Lp1q5g/f75ITEzUXzsREfk2f2gH33jjDTF8+HDx0ksvmfbb1NTU476HOm4KuKAcQJf/1q5dq2/T3t4unnjiCREXFydCQkJETk6OKC4u1n++devWbvdTUVEhhBBi7dq13W7Tm6KiInHllVeKkJAQERcXJ5588slOZf272m9KSkqv+37ppZdESkqKGDlypJg1a5a+pIFTd8f9xBNP9LpvIiJ/EsjtRXfHfccddwghhNA0TSxatEhER0eLESNGiOTkZHHHHXeI6urqPr23RETk/fyhHczNze2xPevJUMZNQUI4ZsMTERERERER0ZAKuDnlRERERERERN6CQTkRERERERGRhzAoJyIiIiIiIvIQBuVEREREREREHsKgnIiIiIiIiMhDGJQTEREREREReQiDciIiIiIiIiIPYVBORERERERE5CEMyomIiIiIiIg8hEE5ERGRn7vzzjsRFBSEoKAgjBgxArGxsVi4cCHWrFmD9vb2Pu/n1VdfxZgxY9x3oERERAGIQTkREVEAWLx4MY4fP47Kykp89NFHuPrqq/Hggw/iuuuuw4ULFzx9eERERAGLQTkREVEACAkJQVxcHBITEzFr1iw89thj2LBhAz766CO8+uqrAIDnn38e06dPR3h4OJKSkvDd734Xp0+fBgBs27YN3/rWt9Dc3KyPuj/55JMAgHPnzuGRRx5BYmIiwsPDkZ2djW3btnnmhRIREfkYBuVEREQBasGCBZgxYwbWr18PAAgODsZvf/tbqKqK1157DVu2bMEjjzwCALjsssvw61//GhERETh+/DiOHz+O//7v/wYAfOtb38Knn36Kt956C0VFRbjpppuwePFiHDp0yGOvjYiIyFcECSGEpw+CiIiI3OfOO+9EU1MT/vGPf3T62Te/+U0UFRXhwIEDnX7297//Hd/5zndQX18PQM4pf+ihh9DU1KRvU1ZWhoyMDBw9ehQJCQn641/5ylcwd+5c/OxnPxv010NERORPhnv6AIiIiMhzhBAICgoCAGzduhU/+9nPcODAAbS0tODChQtobW2F3W5HeHh4l8/fs2cPhBCYPHmy6fGzZ89i/Pjxbj9+IiIiX8egnIiIKICVlJQgLS0NVVVVWLp0KVauXIlnnnkG48aNw/bt27FixQqcP3++2+e3t7dj2LBh2L17N4YNG2b62ahRo9x9+ERERD6PQTkREVGA2rJlC4qLi/H//t//g81mw4ULF/Dcc88hOFiWnHn77bdN248cORJtbW2mxy699FK0tbXh5MmTuPLKK4fs2ImIiPwFg3IiIqIAcPbsWdTW1qKtrQ0nTpzAxo0bsWrVKlx33XW4/fbbUVxcjAsXLuDFF1/E9ddfj08//RSvvPKKaR+pqak4ffo0Pv74Y8yYMQOKomDy5Mm49dZbcfvtt+O5557DpZdeivr6emzZsgXTp0/H0qVLPfSKiYiIfAOrrxMREQWAjRs3Ij4+HqmpqVi8eDG2bt2K3/72t9iwYQOGDRuGmTNn4vnnn8cvfvELWCwWvP7661i1apVpH5dddhlWrlyJ5cuXIzo6Gr/85S8BAGvXrsXtt9+O73//+8jMzMRXv/pVFBQUICkpyRMvlYiIyKew+joRERERERGRh3CknIiIiIiIiMhDGJQTEREREREReQiDciIiIiIiIiIPYVBORERERERE5CEMyomIiIiIiIg8hEE5ERERERERkYcwKCciIiIiIiLyEAblRERERERERB7CoJyIiIiIiIjIQxiUExEREREREXkIg3IiIiIiIiIiD/n/dF1E759xS1gAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "# Artifact: Scatter plot\n",
+ "# fig,ax = plt.subplots(figsize=(8,8))\n",
+ "# ax.scatter(dfNaN['Zulu'][1:4459], dfNaN['WVHT'][1:4459], s=4, c='r')\n",
+ "# , ds.z, marker='.', ms=11., color='k', mfc='r', linewidth='.0001')\n",
+ "# ax.set(ylim = (0., 10.), title='OSB site wave height (meters) Jan 2022', ylabel='WVHT (m)', xlabel='Date')\n",
+ "# ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])\n",
+ "\n",
+ "wdir_time = dfNaN['Zulu'][1:4459]; wdir_data = dfNaN['WDIR'][1:4459]; wdir_mask = np.isfinite(wdir_data)\n",
+ "wvht_time = dfNaN['Zulu'][1:4459]; wvht_data = dfNaN['WVHT'][1:4459]; wvht_mask = np.isfinite(wvht_data)\n",
+ "wspd_time = dfNaN['Zulu'][1:4459]; wspd_data = dfNaN['WSPD'][1:4459]; wspd_mask = np.isfinite(wspd_data)\n",
+ "wtmp_time = dfNaN['Zulu'][1:4459]; wtmp_data = dfNaN['WTMP'][1:4459]; wtmp_mask = np.isfinite(wtmp_data)\n",
+ "\n",
+ "fig,ax = plt.subplots(figsize=(12,6))\n",
+ "ax.plot(wvht_time[wvht_mask], wvht_data[wvht_mask], linestyle='-', marker='.', ms=3, color='red', mec='black')\n",
+ "ax.plot(profiles['a0t'][59], 5.8, linestyle='-', marker='.', color='blue')\n",
+ "ax.set(ylim = (0., 10.), title='OSB site wave height (meters) Jan 2022', ylabel='WVHT (m)', xlabel='Date')\n",
+ "ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 22,
+ "id": "24fcd230-0db3-4010-8845-5b1587e542a4",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[(0.0, 10.0)]"
+ ]
+ },
+ "execution_count": 22,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig,ax = plt.subplots(figsize=(12,6))\n",
+ "twinx = ax.twinx()\n",
+ "ax.plot(wspd_time[wspd_mask], wspd_data[wspd_mask], linestyle='-', marker='.', ms=3, color='black', mec='blue')\n",
+ "ax.plot(profiles['a0t'][59], 5.8, linestyle='-', marker='.', color='blue')\n",
+ "ax.set(ylim = (0., 22.), title='OSB site wind speed (meters / second) Jan 2022', ylabel='WSPD (m/s)', xlabel='Date')\n",
+ "ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])\n",
+ "\n",
+ "twinx.plot(wvht_time[wvht_mask], wvht_data[wvht_mask], linestyle='-', marker='.', ms=3, color='red', mec='black')\n",
+ "twinx.set(ylim = (0., 10.))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "a875b6b8-01a1-4f49-b051-2b8b74979886",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2 2.0\n",
+ "3 358.0\n",
+ "4 359.0\n",
+ "5 2.0\n",
+ "6 6.0\n",
+ " ... \n",
+ "4455 329.0\n",
+ "4456 330.0\n",
+ "4457 320.0\n",
+ "4458 327.0\n",
+ "4459 340.0\n",
+ "Name: WDIR, Length: 4458, dtype: float64"
+ ]
+ },
+ "execution_count": 23,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "wdir_data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "1d135de1-0651-4ead-8a0a-2b65519747cd",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "True 2.0\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(wdir_mask[2], wdir_data[2])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "71b67370-d365-43c8-b44b-d662b9a5c7d4",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "2 True\n",
+ "3 True\n",
+ "4 True\n",
+ "5 True\n",
+ "6 True\n",
+ " ... \n",
+ "4455 True\n",
+ "4456 True\n",
+ "4457 True\n",
+ "4458 True\n",
+ "4459 True\n",
+ "Name: WDIR, Length: 4458, dtype: bool\n"
+ ]
+ }
+ ],
+ "source": [
+ "print(wdir_mask)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "7969fdda-aa8f-4d9e-8fc5-352c6b661290",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "from matplotlib import dates as mdates"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "31b3214e-f8b5-43b2-af84-944ed7d126b6",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "wdir_data_list = list(wdir_data[wdir_mask])\n",
+ "wdir_time_list = list(wdir_time[wdir_mask])\n",
+ "prior_wdir = wdir_data_list[0]\n",
+ "len_wdir = len(wdir_data_list)\n",
+ "\n",
+ "for i in range(len_wdir):\n",
+ " w = wdir_data_list[i]\n",
+ " while w - prior_wdir > 180: w -= 360\n",
+ " while w - prior_wdir < -180: w += 360\n",
+ " while w > 360 + 90: w -= 360\n",
+ " while w < -90: w += 360\n",
+ " prior_wdir = w\n",
+ " wdir_data_list[i] = w\n",
+ "\n",
+ "fig,ax = plt.subplots(figsize=(12,6))\n",
+ "twinx = ax.twinx()\n",
+ "ax.plot(wspd_time[wspd_mask], wspd_data[wspd_mask], linestyle='-', marker='.', ms=3, color='blue')\n",
+ "ax.set(ylim = (0., 40.), ylabel='Wind speed (blue) in meters / second')\n",
+ "ax.text(profiles['a0t'][59], 33, 'anomaly start')\n",
+ "ax.plot(profiles['a0t'][59], 35, linestyle='-', marker='.', color='red')\n",
+ "ax.set(xticks=[dt64('2022-01-01T00:00'), dt64('2022-01-15T12:00'), dt64('2022-02-01T00:00')])\n",
+ "twinx.plot(wdir_time_list, wdir_data_list, linestyle='-', marker='.', ms=3, color='green')\n",
+ "twinx.set(ylim = (-200, max(wdir_data_list)+20), \\\n",
+ " title='OSB wind speed (blue, m/s), direction (green, deg CW from True N): Jan 2022', \\\n",
+ " ylabel='Wind direction in deg CW from True North', xlabel='Date')\n",
+ "\n",
+ "locator = mdates.AutoDateLocator(minticks=7, maxticks=7)\n",
+ "formatter = mdates.ConciseDateFormatter(locator)\n",
+ "ax.xaxis.set_major_locator(locator)\n",
+ "ax.xaxis.set_major_formatter(formatter)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "d041210d-b197-4af9-8816-2fea2d2576f0",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "448.0"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "max(wdir_data_list)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dea1e63a-c0e8-4dfc-aa2a-e5385597d9ab",
+ "metadata": {},
+ "source": [
+ "### Interpretation\n",
+ "\n",
+ "The blue signal is wind speed; which tends to be more variable than the (red signal) waveheight. As the wind drops the wave height decays; and\n",
+ "vice versa: There tends to be a phase lag between wind and wave height."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "aea7ad41-7970-4c0f-a819-e6c1c0d728d5",
+ "metadata": {},
+ "source": [
+ "### Resampling profiles to depth bins\n",
+ "\n",
+ "We have d['sensor'][0] and [1] as respectively sensor and depth DataArrays, with dimension/coordinate = time.\n",
+ "That is, both sensor data and depth data are indexed by time of observation. However we are treating each profile\n",
+ "like a snapshot of the water column; so time is not the key index. Rather this is depth; so we now bin the\n",
+ "data on some vertical spatial interval. \n",
+ "\n",
+ "Practically this means a single profile will be a Dataset with dimension/coordinate `depth` at some spatial \n",
+ "scale, e.g. 20 cm. Time will be dropped. We will bin both using mean and standard deviation.\n",
+ "\n",
+ "\n",
+ "***Note: .resample() only operates on a time dimension. Please document: c.resample( --not time-- ) fails***"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "07e4dee3-f9ca-4fa3-9b1a-e91c7bf7edef",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "def LocalGenerateBinnedProfileDatasetFromTimeSeries(a, b, t0, t1, binZ, sensor):\n",
+ " '''\n",
+ " Operate on DataArrays a and b to produce a Dataset c:\n",
+ " a is a sensor value as a function of time\n",
+ " b is depth as a function of (the same) time\n",
+ " This is presumed to span a single profile ascent or descent.\n",
+ " Depth is swapped in for time as the operative dimension\n",
+ " A regular depth profile is generated.\n",
+ " Both mean and standard deviation DataArrays are calculated and combined \n",
+ " into a new Dataset which is returned.\n",
+ " '''\n",
+ " a_sel, b_sel = a.sel(time=slice(t0, t1)), b.sel(time=slice(t0, t1))\n",
+ " c = xr.combine_by_coords([a_sel, b_sel])\n",
+ " c = c.swap_dims({'time':'depth'})\n",
+ " c = c.drop_vars('time')\n",
+ " c = c.sortby('depth')\n",
+ " depth0, depthE = 0., 200. # depth of surface, depth of epipelagic\n",
+ " nBounds = int((depthE - depth0)/binZ + 1)\n",
+ " nCenters = nBounds - 1\n",
+ " depth_bounds = np.linspace(depth0, depthE, nBounds) # For 1001 bounds: 0., .20, ..., 200.\n",
+ " depth_centers = np.linspace(depth0 + binZ/2, depthE - binZ/2, nCenters)\n",
+ " cmean = c.groupby_bins('depth', depth_bounds, labels=depth_centers).mean()\n",
+ " cstd = c.groupby_bins('depth', depth_bounds, labels=depth_centers).std()\n",
+ " cmean = cmean.rename({sensor: sensor + '_mean'})\n",
+ " cstd = cstd.rename({sensor: sensor + '_std'})\n",
+ " c = xr.combine_by_coords([cmean, cstd])\n",
+ " return c\n",
+ "\n",
+ "def LocalChartSensorMeanStd(s, key_mean, key_std, key_z, range_mean, range_std, color_mean, color_std, wid, hgt, annot):\n",
+ " \"\"\"\n",
+ " Single chart, one profile, no time: Superimpose sensor depth-averaged mean data and \n",
+ " standard deviation. Axis format: Vertical down is depth, horizontal is sensor mean / std.\n",
+ " Data s[km], s[ks] are XArrays Dataset 's' DataArrays keyed km, ks, and then kz for depth. \n",
+ " Ranges are 2-tuples. Colors for mean and std as given, chart size wid x hgt.\n",
+ "\n",
+ " annot[] is a list of strings to be attached to the chart, in order:\n",
+ " [0] sensor\n",
+ " [1] timestamp presumed Zulu of presumed ascent start\n",
+ " [2] vertical bin size presumed meters\n",
+ " [3] remark\n",
+ " [4] x-axis label\n",
+ " [5] y-axis label\n",
+ " \"\"\"\n",
+ " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
+ " axtwin = ax.twiny()\n",
+ " ax.plot(s[key_mean], -s[key_z], ms = 4., color=color_mean, mfc=color_mean)\n",
+ " axtwin.plot(s[key_std], -s[key_z], ms = 4., color=color_std, mfc=color_std)\n",
+ " ax.set( xlim = (range_mean[0], range_mean[1]), ylim = (-200, 0))\n",
+ " axtwin.set(xlim = (range_std[0], range_std[1]), ylim = (-200, 0))\n",
+ "\n",
+ " # place annotations if len(string)\n",
+ " titlestring = 'mean and standard deviation: one profile' if not len(annot[0]) else annot[0] + ' binned at ' + annot[2] + 'm: M/SD ' \n",
+ " xlabelstring = 'sensor value mean / std' if not len(annot[4]) else annot[4]\n",
+ " ylabelstring = 'depth (m)' if not len(annot[5]) else annot[5]\n",
+ " dtmsgstring = '' if not len(annot[1]) else annot[1]\n",
+ " dtmsgX = (range_mean[0] + range_mean[1])/2\n",
+ " remarkstring = '' if not len(annot[3]) else annot[3]\n",
+ " ax.set(title = titlestring, ylabel=ylabelstring, xlabel=xlabelstring)\n",
+ " ax.text(dtmsgX, -20, dtmsgstring)\n",
+ " ax.text(dtmsgX, -40, remarkstring)\n",
+ "\n",
+ " return fig, ax\n",
+ "\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "8d2f2d12-ae79-4838-b575-3d86258a0e94",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "data": {
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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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///4b69evBwCMHz8eW7ZsQZMmTTBhwgQ4ODjghx9+ULXzyo+LiwsaNWqEWbNmwd3dHf7+/jh48CCWLVuGYsWKqS2rPEK0ZMkSODs7w87ODgEBAXkeiWvVqhWaN2+O//znP0hOTkb58uWxZs0a7Nq1C6tWrVI7CtivXz+sXLkS165dg5+fHwBg+PDhWLZsGfr27YugoCC17hpsbW1Ro0YNrfZnfg4ePIimTZtiwoQJWrdzsrOzw4YNG/Jd5sGDBzh48GCOn6MnT57A398fnTp1QrNmzeDr64unT5/iwIED+Pbbb1G5cuUcRxzv3r2r6mYhJSUF58+fx88//4wzZ85g1KhRWv2jQFRgcrVKJzIGW7ZsEdWqVRM2NjaiTJkyYsaMGXl2gPnTTz+JOnXqCEdHR2Fvby/KlSsnevbsKU6dOqVaJiwsTFSpUiXHa3v16qV2NdycOXNEvXr1hLu7u+q9+/XrJ+Li4lTL5HZV3cOHD8X7778vihUrJhQKRa45J06cKACI48ePa7wf8P8rlhYsWCDKlSsnrK2tRaVKlcTq1avVlsvrqjrllVbZvb4flVfVzZo1K9f3f/0qrDNnzogPPvhAlCpVSlhbWwtPT0/RpEkTsWjRIrXljhw5IurWrStsbW2Fp6en+OSTT8SSJUs0uqouISFBdOzYUbi5uQlnZ2fRsmVLcf78eeHn5yd69eqltuy8efNEQECAsLS0zNEtQm5SUlLE8OHDhaenp7CxsRHVqlVTu3JQSXlVYvasfn5+qivNXh9ev6oSuVxtlte+Vn5+uXUxoU13BPl5/aq6pUuXCgcHB/Hs2TO15VJTU8Xs2bNFq1atRJkyZYStra2ws7MTlStXFp9++ql48OBBju1UDhYWFsLFxUUEBQWJgQMHqrrlICoMCiF4KQJRURISEgKFQoGTJ0/KHYUIrVu3hr29fY7TlkSmiqfqiIqA5ORknD9/Htu2bcPp06exefNmuSMRAQB27NghdwQivWLhRFQE/P333wgPD0eJEiUQGRmJd999V+5IRERFEk/VEREREWmI3REQERERaYiFExEREZGGWDgRERERaYiFExEREZGGWDgRERERaYiFE4AFCxYgICAAdnZ2CA4OxuHDh/Nd/uDBgwgODoadnR3Kli2LRYsW5Vhm48aNCAwMhK2tLQIDA9mvzmv0vc9//PFHNGzYEG5ubnBzc0OzZs1w4sQJQ26CyTHEz7nS2rVroVAo2A3Cawyxzx8/fowhQ4bAy8sLdnZ2qFy5MvtKysYQ+3zevHmoWLEi7O3t4evri1GjRqnd49LcabPPExMT0a1bN1SsWBEWFhYYOXJkrssZ9XeovB2Xy2/t2rXC2tpa/PjjjyI2NlaMGDFCODo6ips3b+a6/PXr14WDg4MYMWKEiI2NFT/++KOwtrYWGzZsUC1z9OhRYWlpKaZNmyYuXrwopk2bJqysrLS6BUZRZoh93q1bN/HDDz+I6OhocfHiRdGnTx/h6uoqEhISCmuzjJoh9rlSXFyc8PHxEQ0bNhTvvPOOgbfEdBhin6empoqQkBDRunVr8eeff4q4uDhx+PBhERMTU1ibZdQMsc9XrVolbG1txerVq8WNGzfE7t27hZeXlxg5cmRhbZZR03af37hxQwwfPlysXLlSVK9eXYwYMSLHMsb+HWr2hVPt2rXFoEGD1KZVqlRJfP7557ku/+mnn4pKlSqpTfvoo49E3bp1Vc8/+OAD0bJlS7VlIiIiRJcuXfSU2rQZYp+/LiMjQzg7O4uVK1fqHrgIMNQ+z8jIEPXr1xdLly4VvXr1YuGUjSH2+cKFC0XZsmVFWlqa/gMXAYbY50OGDBFNmjRRW2b06NGiQYMGekpt2rTd59mFhYXlWjgZ+3eoWZ+qS0tLw+nTp9GiRQu16S1atMDRo0dzfc2xY8dyLB8REYFTp04hPT0932XyWqc5MdQ+f93z58+Rnp6O4sWL6ye4CTPkPp88eTJKliyJfv366T+4CTPUPt+yZQtCQ0MxZMgQeHh4oGrVqpg2bRoyMzMNsyEmxFD7vEGDBjh9+rTq1P/169exY8cOtGnTxgBbYVoKss81YezfoWZ9y5X79+8jMzMTHh4eatM9PDyQlJSU62uSkpJyXT4jIwP379+Hl5dXnsvktU5zYqh9/rrPP/8cPj4+aNasmf7CmyhD7fMjR45g2bJliImJMVR0k2WofX79+nXs378f3bt3x44dO3DlyhUMGTIEGRkZmDBhgsG2xxQYap936dIF//77Lxo0aAAhBDIyMvCf//wHn3/+ucG2xVQUZJ9rwti/Q826cFJSKBRqz4UQOaa9afnXp2u7TnNjiH2uNHPmTKxZswYHDhyAnZ2dHtIWDfrc5ykpKejRowd+/PFHuLu76z9sEaHvn/OsrCyUKlUKS5YsgaWlJYKDg3Hnzh3MmjXL7AsnJX3v8wMHDmDq1KlYsGAB6tSpg6tXr2LEiBHw8vLCl19+qef0pskQ33fG/B1q1oWTu7s7LC0tc1Sx9+7dy1HtKnl6eua6vJWVFUqUKJHvMnmt05wYap8rzZ49G9OmTcO+fftQrVo1/YY3UYbY5xcuXEBcXBzatWunmp+VlQUAsLKywuXLl1GuXDk9b4npMNTPuZeXF6ytrWFpaalapnLlykhKSkJaWhpsbGz0vCWmw1D7/Msvv8SHH36I/v37AwCCgoLw7NkzDBw4EOPGjYOFhfm2eCnIPteEsX+Hmu8nDsDGxgbBwcHYu3ev2vS9e/eiXr16ub4mNDQ0x/J79uxBSEgIrK2t810mr3WaE0PtcwCYNWsWvvrqK+zatQshISH6D2+iDLHPK1WqhHPnziEmJkY1tG/fHuHh4YiJiYGvr6/BtscUGOrnvH79+rh69aqqSAWAf/75B15eXmZdNAGG2+fPnz/PURxZWlpCSBdX6XELTE9B9rkmjP47tPDboxsX5aWUy5YtE7GxsWLkyJHC0dFRxMXFCSGE+Pzzz8WHH36oWl55+eqoUaNEbGysWLZsWY7LV48cOSIsLS3FjBkzxMWLF8WMGTOM6lJKuRlin3/99dfCxsZGbNiwQSQmJqqGlJSUQt8+Y2SIff46XlWnzhD7/NatW8LJyUkMHTpUXL58WWzbtk2UKlVKTJkypdC3zxgZYp9HRkYKZ2dnsWbNGnH9+nWxZ88eUa5cOfHBBx8U+vYZI233uRBCREdHi+joaBEcHCy6desmoqOjxYULF1Tzjf071OwLJyGE+OGHH4Sfn5+wsbERNWvWFAcPHlTN69WrlwgLC1Nb/sCBA6JGjRrCxsZG+Pv7i4ULF+ZY5/r160XFihWFtbW1qFSpkti4caOhN8Ok6Huf+/n5CQA5hsjIyELYGtNgiJ/z7Fg45WSIfX706FFRp04dYWtrK8qWLSumTp0qMjIyDL0pJkPf+zw9PV1MnDhRlCtXTtjZ2QlfX18xePBg8ejRo0LYGtOg7T7P7W+1n5+f2jLG/B2qEMLMjzUSERERacis2zgRERERaYOFExEREZGGWDgRERERaYiFExEREZGGWDgRERERaYiFExEREZGGWDgRERERaYiFUwGkpqZi4sSJSE1NlTuK2eA+L3zc54WP+7zwcZ8XPlPf52bbAeaCBQswa9YsJCYmokqVKpg3bx4aNmyo0WuTk5Ph6uqKJ0+ewMXFxcBJCeA+lwP3eeHjPi983OeFz9T3uVkecVq3bh1GjhyJcePGITo6Gg0bNkSrVq1w69YtuaMRERGRETPLwmnu3Lno168f+vfvj8qVK2PevHnw9fXFwoUL5Y5GRERERsxK7gCFLS0tDadPn8bnn3+uNr1FixY4evRorq9JTU1VOxf78OFDAEB8fDxcXV0NF5ZUUlJSAAC3b99GcnKyzGnMA/d54eM+L3zc54WvIPs8KysLd+/eRY0aNWBlJW/pYnaF0/3795GZmQkPDw+16R4eHkhKSsr1NdOnT8ekSZNyTK9atapBMlLeAgMD5Y5gdrjPCx/3eeHjPi98BdnnJ06cQK1atQyQRnNmVzgpKRQKtedCiBzTlMaOHYvRo0ernsfHx6Nq1ao4ceIEvLy8DJqTiIjI3CUmJqJ27do5DnrIwewKJ3d3d1haWuY4unTv3r08PxBbW1vY2tqqnitPz3l5eaF06dKGC0tEREQqFhbyN82WP0Ehs7GxQXBwMPbu3as2fe/evahXr55MqYiIiMgUmN0RJwAYPXo0PvzwQ4SEhCA0NBRLlizBrVu3MGjQILmjERERkREzy8Kpc+fOePDgASZPnozExERUrVoVO3bsgJ+fn9zRiIiIyIiZZeEEAIMHD8bgwYPljkFEREQmxOzaOBEREREVFAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIiIiIg2xcCIiIiLSEAsnIjI706dPR61ateDs7IxSpUrh3XffxeXLl9WWEUJg4sSJ8Pb2hr29PRo3bowLFy6o5j98+BDDhg1DxYoV4eDggDJlymD48OF48uSJapm4uDj069cPAQEBsLe3R7ly5RAZGYm0tLQ3Zjx37hzCwsJgb28PHx8fTJ48GUII1fzExER069YNFStWhIWFBUaOHKnx9i9YsAABAQGws7NDcHAwDh8+rDZfoVDkOsyaNSvPdV64cAEdO3aEv78/FAoF5s2bl2OZiRMn5linp6enxrkfPHiA0qVLQ6FQ4PHjx6rpBw4cwDvvvAMvLy84OjqievXqWL169RvX96bPGABSU1MxbNgwuLu7w9HREe3bt0dCQoLGmanoYeFERGbn4MGDGDJkCI4fP469e/ciIyMDLVq0wLNnz1TLzJw5E3PnzsX333+PkydPwtPTE82bN0dKSgoA4M6dO7hz5w5mz56Nc+fOYcWKFdi1axf69eunWselS5eQlZWFxYsX48KFC/jmm2+waNEifPHFF/nmS05ORvPmzeHt7Y2TJ09i/vz5mD17NubOnataJjU1FSVLlsS4cePw9ttva7zt69atw8iRIzFu3DhER0ejYcOGaNWqFW7duqVaJjExUW346aefoFAo0LFjxzzX+/z5c5QtWxYzZszItxiqUqWK2rrPnTuncfZ+/fqhWrVqOaYfPXoU1apVw8aNG3H27Fn07dsXPXv2xNatW/Nd35s+YwAYOXIkNm/ejLVr1+LPP//E06dP0bZtW2RmZmqcm4oYQVqLj48XAER8fLzcUYhID+7duycAiIMHDwohhMjKyhKenp5ixowZqmVevnwpXF1dxaJFi/Jcz2+//SZsbGxEenp6nsvMnDlTBAQE5JtnwYIFwtXVVbx8+VI1bfr06cLb21tkZWXlWD4sLEyMGDEi33Uq1a5dWwwaNEhtWqVKlcTnn3+e52veeecd0aRJE43WL4QQfn5+4ptvvskxPTIyUrz99tsarye7BQsWiLCwMPHHH38IAOLRo0f5Lt+6dWvRp0+fPOdr8hk/fvxYWFtbi7Vr16qWuX37trCwsBC7du0q0HZQwRjT9y6POBGR2VOeXitevDgA4MaNG0hKSkKLFi1Uy9ja2iIsLAxHjx7Ndz0uLi6wsrLKdxnl++Tl2LFjCAsLg62trWpaREQE7ty5g7i4OE02KVdpaWk4ffq02nYBQIsWLfLcrrt372L79u1qR9J0ceXKFXh7eyMgIABdunTB9evX1eZPnDgR/v7+atNiY2MxefJk/Pzzz7Cw0Oxr6/X9HBcXB4VCgQMHDgDQ7DM+ffo00tPT1Zbx9vZG1apV8/05oKKNhRMRmTUhBEaPHo0GDRqgatWqAICkpCQAgIeHh9qyHh4eqnmve/DgAb766it89NFHeb7XtWvXMH/+fAwaNCjfTElJSbm+d/ZsBXH//n1kZmZqtV0rV66Es7MzOnToUOD3VapTpw5+/vln7N69Gz/++COSkpJQr149PHjwQLWMu7s7ypUrp3qempqKrl27YtasWShTpoxG77NhwwacPHkSffr0UU2ztrZWtUcDNPuMk5KSYGNjAzc3tzyXIfPDwomIzNrQoUNx9uxZrFmzJsc8hUKh9lwIkWMaILVJatOmDQIDAxEZGZnr+9y5cwctW7ZEp06d0L9/f9X0KlWqwMnJCU5OTmjVqlW+753b9LwcPnxYtV4nJye1xtKabhcA/PTTT+jevTvs7Ow0et/8tGrVCh07dkRQUBCaNWuG7du3A5CKM6WhQ4fijz/+UD0fO3YsKleujB49emj0HgcOHEDv3r3x448/okqVKqrpPj4+uHTpEmrXrq22vDb7QptlqOjK+3gyEVERN2zYMGzZsgWHDh1C6dKlVdOVjZuTkpLg5eWlmn7v3r0cRyhSUlLQsmVLODk5YfPmzbC2ts7xPnfu3EF4eDhCQ0OxZMkStXk7duxAeno6AMDe3l71/q8f0bh37x6AnEdI8hISEoKYmBjVcw8PD9ja2sLS0jLXdee23sOHD+Py5ctYt26dRu+pLUdHRwQFBeHKlSt5LrN//36cO3cOGzZsAPCqgHR3d8e4ceMwadIk1bIHDx5Eu3btMHfuXPTs2TPf99bkM/b09ERaWhoePXqkdtTp3r17qFevnpZbS0UFjzgRkdkRQmDo0KHYtGkT9u/fj4CAALX5AQEB8PT0xN69e1XT0tLScPDgQbUvzOTkZLRo0QI2NjbYsmVLrkdlbt++jcaNG6NmzZpYvnx5jjY6fn5+KF++PMqXLw8fHx8AQGhoKA4dOqTWbcGePXvg7e2do/1PXuzt7VXrLV++PJydnWFjY4Pg4GC17QKAvXv35loILFu2DMHBwVpdtaeN1NRUXLx4Ua1wed3GjRtx5swZxMTEICYmBkuXLgUgFXVDhgxRLXfgwAG0adMGM2bMwMCBA9/43pp8xsHBwbC2tlZbJjExEefPn2fhZM7ka5duuoypdT8Rae8///mPcHV1FQcOHBCJiYmq4fnz56plZsyYIVxdXcWmTZvEuXPnRNeuXYWXl5dITk4WQgiRnJws6tSpI4KCgsTVq1fV1pORkSGEkK7AKl++vGjSpIlISEhQWyY/jx8/Fh4eHqJr167i3LlzYtOmTcLFxUXMnj1bbbno6GgRHR0tgoODRbdu3UR0dLS4cOFCvuteu3atsLa2FsuWLROxsbFi5MiRwtHRUcTFxakt9+TJE+Hg4CAWLlyo0T5NTU1V5fHy8hIff/yxiI6OFleuXFEtM2bMGHHgwAFx/fp1cfz4cdG2bVvh7Oys9t7z58/P9wq+qKioHFfVRUVFCQcHBzF27Fi1ffzgwQPVMgkJCaJixYrir7/+Uk1702cshBCDBg0SpUuXFvv27RN///23aNKkiXj77bdVnzEVDmP63mXhVADG9AESkfYA5DosX75ctUxWVpaIjIwUnp6ewtbWVjRq1EicO3dONV/5BZ7bcOPGDSGEEMuXL89zmTc5e/asaNiwobC1tRWenp5i4sSJOboiyG29fn5+b1z3Dz/8IPz8/ISNjY2oWbOmqhuG7BYvXizs7e3F48eP37g+IYS4ceNGrnnCwsJUy3Tu3Fl4eXkJa2tr4e3tLTp06JCj0IuMjMx3G3IrnHr16vXG91bmi4qKUk1702cshBAvXrwQQ4cOFcWLFxf29vaibdu24tatWxrtE9IfY/reVQiRrSta0khCQgJ8fX0RHx+v1i6Cip70dODRI6BUKbmTEBGZL2P63mUbJx3Y9+wJHD8udwwykN27AXt7oG1buZMQEZGxYOGkA+uoKCAiAtDgvlNkery9gcxM4MoVgMdliYgIYOGkOzc36XwOFTlvvQU4OgKPHwOnT8udhoiIjAELJ13dvAmsXAn88guwcSPw8qXciUhPbG2B1q2lx7//LmsUIiIyEuwAUx+y9SWCWrWAEyfky0J61awZsH49sH+/3EmIiMgY8IiTvr3WnT+ZtnbtAAsL4Ngx6eAiERGZNxZOupo4Ebh2DXj6VGpB/P33ciciPfLyAurUkR4fOiRvFiIikl+RKZzi4uLQr18/BAQEwN7eHuXKlUNkZKTaLQsA6YaOrw+LFi0q+BvXqQOULSu1IqYiqWFDafzaXSqIiMgMFZk2TpcuXUJWVhYWL16M8uXL4/z58xgwYACePXuG2bNnqy27fPlytGzZUvXc1dW14G+8ejWQbV1U9ISHAzNn8so6IiIqQoVTy5Yt1YqhsmXL4vLly1i4cGGOwqlYsWKqO2PrbNUq4Pp1wNISmD2bbZyKoCpVpPE//0hddtnYyJuHiIjkU2RO1eXmyZMnKF68eI7pQ4cOhbu7O2rVqoVFixYhKysr3/WkpqYiOTlZNaSkpKgvcPQocPgwUL8+8Py5PjeBjEDp0oCzM5CRITVnIyIi81VkC6dr165h/vz5GDRokNr0r776CuvXr8e+ffvQpUsXjBkzBtOmTct3XdOnT4erq6tqCAwMzH3Bzz4DHBz0tQlkJBQKqRdxAIiPlzcLERHJy+gLp4kTJ+baoDv7cOrUKbXX3LlzBy1btkSnTp3Qv39/tXnjx49HaGgoqlevjjFjxmDy5MmYNWtWvhnGjh2LJ0+eqIbY2NicCw0bBkyZovP2knGqVUsasz8nIiLzphDCuO/Cdf/+fdy/fz/fZfz9/WFnZwdAKprCw8NRp04drFixAhYW+deGR44cQYMGDZCUlAQPDw+NMinv0nw3MhKlJk16NSM9HbAqMs3GKJvVq4EePYDq1YHoaLnTEBGZF+X3bnx8PEqXLi1rFqP/lnd3d4e7u7tGy96+fRvh4eEIDg7G8uXL31g0AUB0dDTs7OxQrFgxrbPZZS+aFAogORnIpU0Vmb7mzaVxTAyQlATo69oCIiIyLUZfOGnqzp07aNy4McqUKYPZs2fj33//Vc1TXkG3detWJCUlITQ0FPb29oiKisK4ceMwcOBA2Nra6hbg009ZNBVhpUoBwcFSlwR79gA9e8qdiIiI5FBkCqc9e/bg6tWruHr1ao7DeMqzkdbW1liwYAFGjx6NrKwslC1bFpMnT8aQ7PeaK4hvvwX69tVtHWT0QkOlwunkSRZORETmyujbOBkj5bnWJwBclBO9vYFbt6T+nKhI+uYbYPRooEULYPduudMQEZkPY2rjZPRX1ZmM58+lxuFUZDVtKo2PHgUyM+XNQkRE8mDhpA9t2kg3Mvv/lX1UNFWpInWE+fQpcOGC3GmIiEgOLJx0FRYGbNsGhITInYQMzNJSuqczIB11IiIi88PCSVcHDwJXrsidggpJcLA0zq0PVCIiKvpYOOmDl5fcCaiQ+PpK46tX5c1BRETyYOGkD2fOyJ2ACkm9etL4yBFeC0BEZI5YOOlDgwZSBz9U5FWrBnh4SJ3E//673GmIiKiwsXDSlwcP5E5AhcDSEujWTXq8b5+8WYiIqPCxcNKHd96RekUksxAeLo3375c3BxERFT4WTvrw3/9KNzBLTATYEXuR16iRdE/nq1fZSJyIyNywcNKXiAjptitNm7J4KuJcXYHy5aXHa9bIm4WIiAoXCycdpA4YkHNiZqZ0OIKKNOVHP3u21FCciIjMAwsnHWQpDztk5+cHpKQUfhgqVKNHA56eUtG0fLncaYiIqLCwcNKBcHPLOfGXX6TzOJMnA3//XfihqFBYWgLjxkmPZ81in05EROaChZMOHAYOBMqUyTnj3j0gMlK6PwcvvSqy+vcHbG2B27eBnTvlTkNERIWBhZOubt3Kf763d+HkoEJnZwdUrSo9vntX3ixERFQ4WDjpS5s2wJ07UqOXzEzpyjohgEqV5E5GBuTjI42fPpU3BxERFQ4WTjrIyt7Gaft2qU2TszNgwd1qLmrXlsZHjsibg4iICge/4XVg8ejRqyf29tKNzMisODlJ46QkeXMQEVHhYOGkL598AqSlAY8eAVlZcqehQuLhIY15VZ1pady4MUaOHCl3DCIyQVZyBygyJk+Whuw6dAAGDwasrKTr162sXg3Zn2v6mB1rGp2QEGl84gTw0UfAl18CpUvLm4mIiAyHhZMhbdokDfpiYaFeSFlbAzY20pD9cW7Ps0+ztpaOjqWkSK2anz4Fnj2TnvfvD3z+ufQe9EblygFt2wLbtgFLlkjDo0dAsWJyJyMiIoMQpLX4+HgBQDx5de1c7kO1akIUL57/MsY47Nkj9y42Kenp6rvP31+I06flTkX5CQsLE8OGDROffPKJcHNzEx4eHiIyMlI1H4BYtGiRaNOmjbC3txeVKlUSR48eFVeuXBFhYWHCwcFB1K1bV1y9elX1msjISPH222+LZcuWCV9fX+Ho6CgGDRokMjIyxNdffy08PDxEyZIlxZQpU2TYYiLTpvzejY+PlzuKYBsnHSTHx+ddfhw4AFSsCDx8KHdM7TRpAtStK3cKk2JlJR20W7RIeh4XB7z3nqyRSAMrV66Eo6Mj/vrrL8ycOROTJ0/G3r17VfO/+uor9OzZEzExMahUqRK6deuGjz76CGPHjsWpU6cAAEOHDlVb57Vr17Bz507s2rULa9aswU8//YQ2bdogISEBBw8exNdff43x48fj+PHjhbqtRKQ/PB9jKP37A1evvnk5a2up++nsp9RsbV+dVstt3uun4LSdZ2cHuLtLl4RZWEin/ZSDhQXw8iWQkfHqtKC1NdtYvYGjo9TGadEiICZG6hf1118BX19pKFOGvVQYm2rVqiEyMhIAUKFCBXz//ff4448/0Lx5cwBAnz598MEHHwAAPvvsM4SGhuLLL79EREQEAGDEiBHo06eP2jqzsrLw008/wdnZGYGBgQgPD8fly5exY8cOWFhYoGLFivj6669x4MAB1OU/KEQmiYWToUyZAnTp8ubl0tNN55Ks7I3Vra3VG7tr+zwtDTh+XGoQpPTNN4CJX+nUqpVUOAFA9+6vpleoAOzeDfj7s/40FtVe6z7Ey8sL9+7dy3W+x/8vnwwKClKb9vLlSyQnJ8PFxQUA4O/vD2dnZ7VlLC0tYZGtavbw8FB7HyIyLSycDKVzZ6BBA2DlSuDJE6k38cxMqasC5WN9P9f2tZmZrwq3zMw3b5PyNamphtlno0ZJg6aWLAEGDDBMlgIaO1Y6oHf1KhAfD1y7Jo2vXAHKlpUO9AUFSV1+BQVJQ5Uq0hErKlzW1tZqzxUKBbKydSWSfb7i/9VubtPyeo1ymTe9DxGZFhZOhuTjA3zxBbB6NdCjx6vpbdpIY2Uhk5WV/2NNl9P2sRDy7Bd9GTkS6NPHqK4AdHYGJkxQn7Z1q3Qw7eBB4P59ICpKGpQUCqmoql5d2qQGDQozMRERacN4vnGKmocPpW/Aixdzztu+vfDz6EKheNX+SdkmSvn49VNwufVZldd8S0upeMvIkAq6jAz1Ifu03OavW2dURVNe2rWThufPgdhY4Nw59eHuXenI1LVrwMaNQGCgVED17SvtIiIiMh7G/61jxGynT5dutaL8Ik9Pf/V461b19ju6mDRJulmwsuBQNtbOrzDJrcgpyGOFgo1y9MTBQeowU9lpptK9e1IBtWqVdHAyNhYYOBAYNw5o0QKoVQsIDZXG/CiIiOSlEMLUz9cUvoSEBPj6+uIJABe5w+RGWexYWLwa5/W4sOYrC7LsV/Blv5LvTdNzqxiyT1MoXp16VE7Pq8rIb7qNDfDpp0DJkgXf/zp4/BhYvBj4+uucdXfNmlI3B3XrSvHc3YESJaQ2VURERZnyezc+Ph6lZb49AwunAjD6wol0U7EicOmSrBHS04FDh4AjR4CTJ4F9+6ReInLj4CAVUPkNxYpJDdCzDw4Or8bsKoGIjJkxFU48VUf0up495U4Aa2ugaVNpAIB//5XaP+3dKzWbe/BAGjIzpbZTz59LV+8VlL39qyLK2Vnqe8rPT+o+oUwZoHhxqfgqVgxwc5PGtra6bycRkanhEacC4BEnI5WaKp1qMxNCAMnJr4oo5XD/fs5pycnS7QizD8+f6/b+9vZSAVW2LBAcLHWt4OKS84hW9sHenu20iEh7POJEpG8ff2xWRRMgFSCurtJQtqz2rxcCePFCvZB69kzqduzWLenWMXFx0pGsx4+lNlePH0vzAem1L14AiYnSKUVNMzs4SJ3WlykjHdXKypLuK12rlvbbQERU2Fg4keHs2QP8//YVZHyURYyDg3Zt4TMzpSNYjx5JvW5cvAicPi118vn0qXoRphyU7bOEeDXt7l2p/RYAbNoErFkD1KsnnSbkUSkiMlY8VVcAReJUXfv26l0aKK9ey60vptwe5zff0lLqzfHtt+XeSjISyrZYyqIpORnYtUvqH/Z1fn5Sn1bsw4qIlHiqjuRVuTKweTMvpaJCY2kpNTrPdhs31KghtcOPipLGyn/hbt6UTuMdPSoVUURExoSFU1E1bBjQtWvO6UJIjUlYNJER8PGR7kYUEQF89JFUzwPAnTtAp07AiRPy5iMieh0Lp6Kqbl2pu2kiE1CypNTOCQA++wyYOVNq/3TiBFC7trzZiIiyY+EkJ0dH4Pvv87+vW25DbveHUw7K3q+dnOTeOqIC6d9fKpwA6SjU33+zsTgRGQ8WTnL66COppaydHdCokdSwg8jMVaggdW9Qvz4QEwP8/DPQq5fcqYiIJLyqrgAMdlXdDz9I5yxevpQGFxegY0fpSBKRmfHzk/qT8vKS2jwRkfniVXWUuyFDck7r3x/48cfCz0Iks9q1pcIpMRGYMgUYP17uREREAC+tMnYNG8qdgEgW330HdOsmPf7yS2DtWnnzEBEBPOIkj7lzpfZMzs5SI25lBzfKx7x7KhG8vIDVq4Hr14Hjx4E+faQ+VStXljsZEZkzFk46SHvvPemupVlZUiPv+/elm3ldvJj/C0ePlv76h4YCc+ZId0ololxt2gS0bAmcPSv9yly5ot0tYoiI9ImFkw5EqVLA779LN93S1sWL0vDiBfDrr3rPRlRUeHkB+/YBpUpJNxju3RvYvl3uVERkrnhVXQHo/ao6R0fp9Jy1tXRvCoVC6tnbwuLVY39/YOlSICBAH+9IZHJ69gR++UV6nJYm/boQkXkwpqvqilTjcH9/fygUCrXh888/V1vm1q1baNeuHRwdHeHu7o7hw4cjLS1NpsT/9+yZdJv5u3el665v3wbi46WbdsXFSY089u8H+vWTNyeRjHr3fvV4/nzZYhCRmStyp+omT56MAQMGqJ47ZetBOzMzE23atEHJkiXx559/4sGDB+jVqxeEEJhvCn+JP/lE7gREsgkLe/V4zBipmWCrVvLlISLzVOQKJ2dnZ3h6euY6b8+ePYiNjUV8fDy8vb0BAHPmzEHv3r0xdepUuLjotTtLzXz5JeDmJjUQ9/CQGnS4uUmNzh0c1G8nT2TGLC2l/x1mzZKet2sn3cuuZk15cxGReSlSp+oA4Ouvv0aJEiVQvXp1TJ06Ve003LFjx1C1alVV0QQAERERSE1NxenTp7V+r+T4eECIV8OGDdoH/uor6Sq7vn2BNm2kb4GAAMDTU+o5nJ3XEKnMmAHs2SM9zswENm+WNw8RmZ8idcRpxIgRqFmzJtzc3HDixAmMHTsWN27cwNKlSwEASUlJ8PDwUHuNm5sbbGxskJSUlOd6U1NTkZqaqnqekpICAHDx9TXAVryGdzclUrGwAJo3l07R7dwJTJsGXLsGLF7Mg7NEVDiMvnCaOHEiJk2alO8yJ0+eREhICEaNGqWaVq1aNbi5ueH9999XHYUCAEUuhYgQItfpStOnT39jBoNo2xb45x9g9mzp1N3rg53dq8fOztKpPnv7ws9JVMg2bgSGDgV++glYswYoW1a6LQsRkaEZfXcE9+/fx/379/Ndxt/fH3Z2djmm3759G6VLl8bx48dRp04dTJgwAf/9739x5swZ1TKPHj1C8eLFsX//foSHh+e6/tePON2+fRuBgYF4bGkJV4VCOk0HSOcOjIm7OxAdDch86SaRodSrBxw7Jj0eMUK6tWPVqvJmIiL9Y3cEWnB3d0elSpXyHXIrmgAgOjoaAODl5QUACA0Nxfnz55GYmKhaZs+ePbC1tUVwcHCeGWxtbeHi4qIanP9/TiAlLg5ITwcyMqRxuXJ62mo9uX8f2LFD7hREBrNhA1C+vPT422+B6tWBBQte/S9DRKRvRn+qTlPHjh3D8ePHER4eDldXV5w8eRKjRo1C+/btUaZMGQBAixYtEBgYiA8//BCzZs3Cw4cP8fHHH2PAgAG6X1GnUEg35L12TQ9b839WVtJRIxcX6Qo75aC84u71cVqaVCw9eCCNGzcGPvxQf3mIjIy3t9QB/549wBdfAGfOAEOGSKfwJkyQrrXw8pKuyCMi0gejP1Wnqb///huDBw/GpUuXkJqaCj8/P3Tp0gWffvopHBwcVMvdunULgwcPxv79+2Fvb49u3bph9uzZsNXixrpvPGT49ClQoQKQT4Nzg7GxyXuwtZXG1tZSUZbbkN88XZdxcZF6QPfx4TcZ6V1qqtTO6ZtvpD5llaytpXtqV64sNSxv0QKoWJHXXRCZEmM6VVdkCqfCpPUHKATw8qX01/zZM6mwen38+DHw6JHUg/ijR+rDixfS0aTXh9RU0z4nMXcukK1BP5E+3LsndVvw++/ArVu5Nz309ZUKKW/vV0NAANCsmfS/BREZFxZOJs7gH2Bq6qtbrdy9KxVWuQ0pKabdhqlOHeD4cblTUBGWkSHdxejGDamzzD17gMOHpV+x3Hh7A126AAMHSkeliMg4sHAycTk+wPR06f5yN29K/+KmpEhHmHIbUlPzn5eSAiQmFvxIUvPmUmc3lpbSkP3x68/lWA6QTmE+eybde8/NTX8fDJEGnj8H/vpL+lW9c+fVcPToq7Prjo7Ar78C7dvLm5WIJMZUOBWZxuGyePRIasv08qX+1+3oKHVO4+Mj9dHk5PRqeP25tbV0aRGvwyZ6IwcHILeeR1JTge3bgchI4Px54J13gCtXXl21R0QEsHDSiUu1agV7YfPmQKdOUgeWysHWVho7OEgtWUuWZOtVokJkawt06AC0bCl1ffbokdRP1JUrgKur3OmIyFiwcCpsJUsC69bxFBWRkXJwAJYtk4qof/8F+vQBNm2SOxURGQuj7wCzyDl0iEUTkZF77z2pYAKkGwn/+KO8eYjIeLBw0kFa9+6aLejnJ3VEee4cUKmSYUMRkV4sWiSdPQeAMWPkzUJExoOn6nRgs3q1ZgvevCk18t6wQTrmr1BIV5llH/Q9zRDrFELqFCczE8jKevW4RAleu01Fjo0N8PXX0j3wUlKkZolffin978O+nojMFwunwjJjhtwJDGvhQmDQILlTEOlVUNCrxxs2SIOzM9CggXT6zsdHvmxEJA8WTjrIKlVK6g7A3v7VFXHKx/b2rwYrK+loTVaW+pDbtLymvz5t5065N1/dzp3SdleqBNStK3caIr1o2BBYskQqmFJSpPviPX4s/biXLi0VVlWrAj17AhERvBCWyBywA8wCMIqOuDZskM4dGKPVq4Fu3eROQaR3WVnSgdXcGovzx57IcIzie/f/eMTJFFy/DqxYkbNH7lmzpH9xU1KASZPkTvkKewykIsrCQjoCtXChdFek7D/qK1YArVsDxYrJFI6ICgULJ2OXkgKUKyd3Cs24ukr3sXBxkTsJkUFZWkq/loMHAwsWSNP27pV6Gpk6FWjUSGoHRURFD0/VFUChHjLMypL+jd2927Dvo6kaNaTbwSjbbikU6gPw5sd5zRs6lN82ZHIePgT695f6e8qudWupI01PT3lyERUlxnSqjoVTASg/wAfBwSgOAGlp0o2uso/T0qRbs1tZSfeSs7aWHltaSg29szf2ftPj16elp8u9Cwznzh3Ay0vuFERa27cP+OIL4ORJ9emxsUDlyvJkIioqjKlw4qk6HVidPi13hKKlWTOgVCm5UxAVSLNm0nDwIDB7NrBtmzS9ZUupKzciKhpYOJH2UlPZAyBRHhwcXhVNgNTsb+tWoG1bdldAVBTwliuknQkTWDQR5SMhIee09u2Bpk2B588LPw8R6RcLp6Js3LhX7an0NRhTtwdERui994CYGGDdOumUXb9+0vSoKGDOHFmjEZEe8FSdnKKjpUv4ra2lozjKRuQ2NlJDcgvWtUSm6O23pUHJzg744Qfgm2+AXr2AMmXky0ZEuuE3sw6eL1xY8BcvWgRUrw4EBEj3bihVSuoExslJKpxYNBEVGdOnA35+wKNHwNKlcqchIl3w21kHDv/5T/4LbN2a9ymvjz4qnJBEJDtnZ6mzTEBqOJ6VJW8eIio4Fk6G1K6dVCQRkdnr00cqoKKjpbZP/NNAZJpYOBmSnR3/tSQiAEDJksCXX0qPP/vs1a1aiMi0sHG4vjRsKLVRKl781Tg8XOopnIgIwMcfS/06ff89MH8+MGgQ/0QQmRoecdKXSpWkRt7OztLz5GRgxw7g7l15cxGR0VAogClTpPtgX77M7gmITBHvVVcAynvmPAHgoskL4uKAYsWkoopXyxGZvQ8/BFatkv4c3LoF+PjInYjIuBnTver4LV4Y/P2lwsnSUvqXUznMni13MiKSwbffSl22ZWVJ7Z747yuR6WDhJKc1a+ROQEQyKF4c6NFDerx8ObBkibx5iEhzbBxemD75ROopPDVV6hl82DC5ExGRTBYulJpA7tgBjBwJeHtLPZgQkXFj4VSYPvwQCAqSOwURGQFbW+CXX4D69YFLl6R73KWkAPb2cicjovywcDKkmTOlrgmEAMLCgLfekjsRERmR4sWBI0eAEiWAzEzpIPR33wEODnInI6K8sI2TDp5t2pT/Ap9+CgwYAAwcCFSsKF1dR0SUTfHiQGSk9HjZMmDsWHnzEFH+WDjpwG7MGO1e8Py5YYIQkUmbOBHo1096/N13wM2bssYhonzwVJ0OLG/cyDlx4ULA3R1wcpIGOztpekCAdDyeiCgXn3wiHXECgF69gAMHZI1DRHlg4aQvtWpJN6Dq2FHuJERkgipWBDZvlhqJHzwI/P03ULOm3KmI6HU8VacPzs5Sw29HR/ZkR0QF9u67QOvW0uPffpM1ChHlgYWTDoSTk/QgJQVYvRpo1Qr48Ud5QxGRSQsJkcbbtsmbg4hyp9Gpui1btmi8wvbt2xc4jKlRPH2ac+K8edLVc3Z2bx5cXICSJaW2T8q2UERk1jIzpXF6urw5iCh3GhVO7777rtpzhUKB7PcGVigUqseZyt96c3XxojTo4uOPgVmz9JOHiExKw4bS+J9/gHHjgKlT5c1DROo0OlWXlZWlGvbs2YPq1atj586dePz4MZ48eYIdO3agZs2a2LVrl6HzGpXnS5YAP/wgHWWqWlV/K549W7otCxGZnRYtgMBA6fG0aUD79sCqVezNhMhYKITQrjVz1apVsWjRIjRo0EBt+uHDhzFw4EBc1PVoiwlISEiAr68v4uPjUbp0aWnimTNA9eqGfeNWraSGDxZsmkZUlN2+DbRsCZw//2paiRJAmzZAo0ZA585SbydE5iLX712ZaP0NfO3aNbi6uuaY7urqijgz6xnbsV076c6cjo6GL5oAYOdOqSE6ERVpPj7AuXNS4TRhAuDvDzx4APz8M9C/PzB4sNwJicyX1kecGjVqBGtra6xatQpeXl4AgKSkJHz44YdIS0vDwYMHDRLUmCgr3ycAXF6f6eQEFCsGuLpKg729dDdPGxtpUD62spKOHCkUrwZA/fnrw4ABUmcvRGRWMjKAqCipVcCOHYClJXDnDlCqlNzJiAqHMR1x0roDzJ9++gnvvfce/Pz8UKZMGQDArVu38NZbb+H333/Xdz7Tsn8/EB4udwoiKmKsrIDmzaUhMFC6/uTPP4EOHeRORmR+tC6cypcvj7Nnz2Lv3r24dOkShBAIDAxEs2bN1K6uMzsREa86YCEiMpDwcKlwOnCAhRORHAp0yxWFQoEWLVqgUaNGsLW1Ne+CadgwYM4cwNpa7iREZAYaNwYWLAAOH5Y7CZF50rpxeFZWFr766iv4+PjAyckJN/5/o9svv/wSy5R3qDQn7duzaCKiQlO/vjQ+e5bXihDJQevCacqUKVixYgVmzpwJGxsb1fSgoCAsXbpUr+GMnXBwePVXjIioEHh7S1fZZWUBx4/LnYbI/GhdOP38889YsmQJunfvDktLS9X0atWq4dKlS3oNZ/SEkK6SIyIqRMr/144ckTcHkTnSunC6ffs2ypcvn2N6VlYW0mW8udKBAwegUChyHU6ePKlaLrf5ixYtKtB7Kl68AK5c0dcmEBFphIUTkXy0bhxepUoVHD58GH5+fmrT169fjxo1augtmLbq1auHxMREtWlffvkl9u3bh5DXrnZbvnw5WrZsqXqeW4eeGitbtuCvJSIqAGXhdPy41MeTVYEu8yGigtD61y0yMhIffvghbt++jaysLGzatAmXL1/Gzz//jG3bthkio0ZsbGzg6empep6eno4tW7Zg6NChOa76K1asmNqyOnnyBHB318+6iIg0UKUK4OICJCdLPYzL+D8rkdnR+lRdu3btsG7dOuzYsQMKhQITJkzAxYsXsXXrVjRv3twQGQtky5YtuH//Pnr37p1j3tChQ+Hu7o5atWph0aJFyMrKynddqampSE5OVg0p2S9leecdPScnIsqfpSUQGio9/vNPebMQmZsCHeCNiIhARESEvrPo1bJlyxAREQFfX1+16V999RWaNm0Ke3t7/PHHHxgzZgzu37+P8ePH57mu6dOnY9KkSbnPfO1mx0REhaFhQ2D3buDQIak7OSIqHFrfq04pLS0N9+7dy3G0RnkbFn2ZOHFi3kXL/508eVKtHVNCQgL8/Pzw22+/oWPHjvm+ds6cOZg8eTKePHmS5zKpqalITU1VPb99+zYCAwOle9UVbPcREenkzz+l4qlUKSAp6dXtLomKIpO+V92VK1fQt29fHD16VG26EAIKhQKZmZl6CwdIp9W6dOmS7zL+/v5qz5cvX44SJUqgffv2b1x/3bp1kZycjLt378LDwyPXZWxtbWGbrduB5OTkVzOF4F8sIip0tWpJ9xC/dw+4dAmoXFnuRETmQevCqXfv3rCyssK2bdvg5eVl8NutuLu7w12LxtdCCCxfvhw9e/aEtQY9ekdHR8POzg7FihUrWMDffgM6dy7Ya4mICsjWVmrntH+/dN86Fk5EhUPrwikmJganT59GpUqVDJFHZ/v378eNGzfQr1+/HPO2bt2KpKQkhIaGwt7eHlFRURg3bhwGDhyodkRJK2fOsHAiIlmEhUmF06FDwH/+I3caIvOgdeEUGBiI+/fvGyKLXixbtgz16tVD5Vz+/bK2tsaCBQswevRoZGVloWzZspg8eTKGDBlS8Dc00gKSiIo+5bUp7AiTqPBoXTh9/fXX+PTTTzFt2jQEBQXlOB3m4uKit3AF8euvv+Y5r2XLlmodX+pFUpJ+10dEpKHataWuCeLjgVu3AD1fm0NEudC6cGrWrBkAoGnTpmrTDdU43OjVri13AiIyU05OQHAwcOIEcPAg8OGHciciKvq0LpyioqIMkcN0KXuhIyKSQaNGLJyICpPWhVNYWJghcpiuN/Q6TkRkSI0bA7NnS4UTERlegXoOf/z4MU6cOJFrB5g9e/bUSzCTcf681KEKEZEMGjQALCyAq1eBhARA5r4BiYo8rQunrVu3onv37nj27BmcnZ3V+nFSKBTmVzjVrg0sWQIMGCB3EiIyQ66uQM2awKlTUtcE5vYnmKiwaX2T3zFjxqBv375ISUnB48eP8ejRI9Xw8OFDQ2Q0fvwXj4hkpLxYeONGeXMQmQOtC6fbt29j+PDhcHBwMEQe0/Pf/wKtWsmdgojMmLIP3l27gMePZY1CVORpXThFRETg1KlThshimv76C3j0SO4URGTGqlaVbrmSliYVT0RkOFq3cWrTpg0++eQTxMbG5toBpiY31i1Spk2ThgsXpF7ELbSuRYmIdNa+PXDxIrBiBfCG+6ITkQ4UQgihzQss8ikMzKUDzISEBPj6+uIJgDz7SV+6FGjSBHB2lnqps7UFDHxDZCIyXxcuSEeeLC2lrgnq15c7EZH+KL934+PjUVrmdsVaHx7JysrKczCHoklj/fsDZcsCJUsC9vbSkSiFQhoSEuROR0RFTGAg0KwZkJkJNGwo3YaFiPSP55XkcOeO3AmIqIhRKIB16wB3d0AI6YD39etypyIqejRq4/Tdd99h4MCBsLOzw3fffZfvssOHD9dLMJNXpw4waJB0ii4rC8jIkP4VrFMHqFJF7nREVAQVLw4cOSLdhuXqVaB3b+DQIblTERUtGrVxCggIwKlTp1CiRAkEBATkvTKFAtfN4F+cXNs4zZ4t3ZpcoZBO0dWsKWNCIjJn0dFASIj0P9vu3UCLFnInItKNMbVx0uiI040bN3J9TNmkpQGdOsmdgogINWoAw4YB334r/U/HwolIf3Rq4ySEgJYX5RVd/frJnYCISGXkSOmalL17gUuX5E5DVHQUqHBatmwZqlatCjs7O9jZ2aFq1apYunSpvrOZjlGjgFKl5E5BRKTi7w+0ayc9fkPTVCLSgtaF05dffokRI0agXbt2WL9+PdavX4927dph1KhRGD9+vCEyGr/ly+VOQESUw6hR0njZMuDePXmzEBUVWneA6e7ujvnz56Nr165q09esWYNhw4bh/v37eg1ojHJtHP7FF1Jnl9kHQLqqLiJC6pWOiKgQCQHUrg2cOgVMmABMmiR3IqKCMbnG4dllZmYiJCQkx/Tg4GBkZGToJZRJmjYt73kDBwKLFxdeFiIiSBf5DhsG9Or16k9UZCTvDEWkC61/fXr06IGFCxfmmL5kyRJ0795dL6GKnLp15U5ARGaqWzegY0epK7nJk4ElS+RORGTaNDriNHr0aNVjhUKBpUuXYs+ePaj7/4Lg+PHjiI+PR8+ePQ2T0thVrAhUqAAEBEhD2bKvHitP2RERycDKCli/Hhg/XjrqtGqV1DcvERWMRm2cwsPDNVuZQoH9+/frHMrY5Wjj1KMHsGABiyQiMloJCYCvr3T67s4dwNNT7kREmjO5Nk5RUVGGzmHaVq0CihUD5s+XOwkRUa5Kl5bu+PTXX8DmzcB//iN3IiLTxCaC+hIcLHcCIqJ8dewojTdulDcHkSlj4aQvAwbwrxERGTXlrVeOHgWePpU3C5GpYuGkg9QhQ149ycgAzp+XLwwR0RtUrQqULw+8eAEsWiR3GiLTxMJJB7Y//PDqSZ8+r7rpJSIyQpaWUl+9ADBrlnRvciLSjtYdYFIe9u2Tuuh1cAAcHdXHyseBgUCnTlJDciIiGfToAQwfLt2C5cQJoEEDuRMRmRatC6fU1FScOHECcXFxeP78OUqWLIkaNWogICDAEPlMR3y8ZsuNHAncugWUKGHQOEREubG2Bpo1A37/XTpQvm8f4Ocndyoi06Fx4XT06FHMnz8fv//+O9LS0lCsWDHY29vj4cOHSE1NRdmyZTFw4EAMGjQIzmbSn1Fa587AunXavcjbW/rLRUQkk4ULgcOHgatXgYkTeZ9yIm1o1MbpnXfewfvvvw8fHx/s3r0bKSkpePDgARISEvD8+XNcuXIF48ePxx9//IG33noLe/fuNXRuo2CTX9E0ZQpw6BDw99/AP/9IPc4lJwOXLwMuLnm/jojIwDw9X90+c/166WbARKQZjY44tWjRAuvXr4eNjU2u88uWLYuyZcuiV69euHDhAu7cuaPXkEbPwwP45RegTBmgVCmpDZNCIXcqIqI8KVsLWFnxzxWRNjQ64jRkyJA8i6bXValSBc2bN9cplMm5exe4eFG6Z52bG/8KEZHRK19eusruyRPpwDgRaUbr7gji4+ORkJCgen7ixAmMHDkSS8z9ltunTsmdgIhIY6VLA126SI9nzpQ3C5Ep0bpw6tatm+redUlJSWjevDlOnDiBL774ApMnT9Z7QJPQogUwb57cKYiItPLJJ9J4/XrpYl8iejOtC6fz58+jdu3aAIDffvsNVatWxdGjR/Hrr79ixYoV+s5nGjIzgeLF5U5BRKSVt98GGjcGsrKAn3+WOw2RadC6cEpPT4etrS0AYN++fWjfvj0AoFKlSkhMTNRvOlPxwQdyJyAiKpA+faTxihW8uo5IE1oXTlWqVMGiRYtw+PBh7N27Fy1btgQA3LlzByXMtVPHgQPlTkBEVCAdOwJOTsC1a1IPKkSUP60Lp6+//hqLFy9G48aN0bVrV7z99tsAgC1btqhO4Zmd776TjnUTEZkYR0egWzfp8Zdf8qgT0ZsohND810QIgVu3bsHNzQ2ZmZlwc3NTzYuLi4ODgwNKlSplkKDGJCEhAb6+vngCQNWV5c6dwP+PvhERmZL4eKk3lRcvgE2bgPfekzsRkTrl9258fDxKly4taxatjjgJIVChQgXcvXtXrWgCAH9/f7MomvLUqpXUf5OHB3DkiNxpiIg05usLjBolPZ4yhQfQifKjVeFkYWGBChUq4MGDB4bKY/ru3QP695c7BRGRVkaOBOztpc4wp06VOw2R8dK6jdPMmTPxySef4Pz584bIUzSwTyciMjElSwKTJkmP166VNwuRMdOqjRMAuLm54fnz58jIyICNjQ3s7e3V5j98+FCvAY1RjjZO774LbN4sbygiIh3duye1NlAogMePeT9yMh7G1MZJo5v8ZjePR1NycnCQOwERkc5KlQL8/YG4OOCvvwBzu+0okSa0Lpx69epliBymTdmDHBGRiWvQQCqcFi9m4USUG63bOAHAtWvXMH78eHTt2hX37t0DAOzatQsXLlzQaziTkZYmDUREJm7AAGm8fz+Qni5vFiJjpHXhdPDgQQQFBeGvv/7Cpk2b8PTpUwDA2bNnERkZqfeAJqFNG8DWFhg2TLpvHRGRiapbV2oo/ugR8O23cqchMj5aF06ff/45pkyZgr1798LGxkY1PTw8HMeOHdNruOymTp2KevXqwcHBAcWKFct1mVu3bqFdu3ZwdHSEu7s7hg8fjrTXjgSdO3cOYWFhsLe3h4+PDyZPngwt28fn7fvvgc6dgQ8/BHr2BHr3lk7jXb+un/UTERmYjQ0wZoz0mE1aiXLSuo3TuXPn8Ouvv+aYXrJkSYP275SWloZOnTohNDQUy5YtyzE/MzMTbdq0QcmSJfHnn3/iwYMH6NWrF4QQmD9/PgAgOTkZzZs3R3h4OE6ePIl//vkHvXv3hqOjI8Yo/1LoauPG3Kc9eABYW+vnPYiIDOiDD4DPPwdu3wa2bgXatZM7EZHx0PqIU7FixZCYmJhjenR0NHx8fPQSKjeTJk3CqFGjEBQUlOv8PXv2IDY2FqtWrUKNGjXQrFkzzJkzBz/++COSk5MBAKtXr8bLly+xYsUKVK1aFR06dMAXX3yBuXPn6u+oU24GDmTRREQmIyAA6NtXejxrlrxZiIyN1oVTt27d8NlnnyEpKQkKhQJZWVk4cuQIPv74Y/Ts2dMQGTVy7NgxVK1aFd7e3qppERERSE1NxenTp1XLhIWFwdbWVm2ZO3fuIC4uLs91p6amIjk5WTWkpKSoLxAbKzUISEuT7pD5+jB7tl63lYjI0JRNVo8cAe7flzcLkTHRunCaOnUqypQpAx8fHzx9+hSBgYFo1KgR6tWrh/Hjxxsio0aSkpLg4eGhNs3NzQ02NjZISkrKcxnlc+UyuZk+fTpcXV1VQ2BgoPoCzs5AsWI8qkRERUaZMkD16tJ967ZvlzsNkfHQunCytrbG6tWrceXKFfz2229YtWoVLl26hF9++QWWlpZarWvixIlQKBT5DqdOndJ4fQqFIsc0IYTa9NeXUZ6iy+21SmPHjsWTJ09UQ2xsrPoC2Y5gEREVFe3bS+MtW+TNQWRMtG4cPnnyZHz88ccoW7YsypYtq5r+4sULzJo1CxMmTNB4XUOHDkWXLl3yXcbf31+jdXl6euKvv/5Sm/bo0SOkp6erjip5enrmOLKk7Ifq9SNR2dna2qqd3lO2mVIpWVKjjEREpqR9e2DyZGD3buDlS8DOTu5ERPLT+ojTpEmTVH03Zff8+XNMUt4hUkPu7u6oVKlSvoOdhr+poaGhOH/+vFrD9T179sDW1hbBwcGqZQ4dOqTWRcGePXvg7e2tcYGWw9ChBXsdEZGRq1kT8PYGnj0DoqLkTkNkHLQunF4/9aV05swZFC9eXC+hcnPr1i3ExMTg1q1byMzMRExMDGJiYlRFXIsWLRAYGIgPP/wQ0dHR+OOPP/Dxxx9jwIABcPn/nSq7desGW1tb9O7dG+fPn8fmzZsxbdo0jB49Ot9Tdfm6e1dfm0hEZFQUCqBtW+kx2zkRSTQ+Vefm5qZqd/TWW2+pFRqZmZl4+vQpBg0aZJCQADBhwgSsXLlS9bxGjRoAgKioKDRu3BiWlpbYvn07Bg8ejPr168Pe3h7dunXD7GxXtLm6umLv3r0YMmQIQkJC4ObmhtGjR2P06NEFD9ajR8FfS0Rk5MqVk8YJCfLmIDIWCqFhB0YrV66EEAJ9+/bFvHnz4OrqqppnY2MDf39/hIaGGiyoMUlISICvry+eAHBZsQLgjY+JqIjavx9o2hTw8pI6xCzowXkiXSi/d+Pj41G6dGlZs2hcOCkdPHgQ9evXh5WV1u3Kiwy1wgkAEhMBT0+ZUxER6d/Ll0Dx4sCLF0B0tNRFAVFhM6bCSes2TmFhYbh58ybGjx+Prl27qq5K27VrFy5cuKD3gCYhKAjIyJA7BRGR3tnZAS1bSo8XLJA3C5Ex0LpwOnjwIIKCgvDXX39h06ZNqsbZZ8+eRaSyq1lz07AhYKH1riQiMgkjR0rjX3+VbpBAZM60/rb//PPPMWXKFOzduxc2Njaq6eHh4Th27Jhew5mE+Hhg0yYWTkRUZDVoAJQqJXVL8Fp3eURmR+tv+3PnzuG9997LMb1kyZJ48OCBXkKZFF9fwBwLRiIyGxYWwP8vZMbZs/JmIZKb1oVTsWLF1DqZVIqOjoaPj49eQpmcevWAy5flTkFEZDBNm0rjbL3CEJklrQunbt264bPPPkNSUhIUCgWysrJw5MgRfPzxx+jZs6chMpqGSpWAZs2AK1fkTkJEpHe9ewM2NsDJk4C5XgdEBBSgcJo6dSrKlCkDHx8fPH36FIGBgWjUqBHq1auH8ePHGyKj6fjjD3aISURFUsmSQESE9HjWLHmzEMlJ636clK5du4bo6GhkZWWhRo0aqFChgr6zGa0c/Thlt3Ej0KGDDKmIiAzrxAmgTh2pzdPDh0C2fpCJDMqY+nEqcC+W5cqVQzllX/wEfPcdMGyY3CmIiAymdm3A3R24fx84fvzVESgic6J14SSEwIYNGxAVFYV79+4hKytLbf6mTZv0Fs6ktGsndwIiIoMLDgZ275a6JWDhROZI6zZOI0aMwIcffogbN27AyckJrq6uaoPZYqNwIjID774rjWfMAG7dkjUKkSy0PuK0atUqbNq0Ca1btzZEHtPVoIHcCYiIDK5XL2DJEum+dQsWSAUUkTnR+oiTq6srypYta4gsps3BQbptePXqwP/v30dEVNTY2wMTJkiPFy4ELl2SNw9RYdO6cJo4cSImTZqEFy9eGCKP6TtzRuqWgIioiGrfXur3NzkZeP99oGDXZhOZJq1P1XXq1Alr1qxBqVKl4O/vD2tra7X5f//9t97CmZRatYD0dKBTJ3ZHQERFmoWFdItOX1+pM8yzZ4G335Y7FVHh0Lpw6t27N06fPo0ePXrAw8MDCoXCELlMzy+/ABUryp2CiKhQeHgAbdsCmzcDa9awcCLzoXXhtH37duzevRsN2BhaHYsmIjIzH3zwqnCaMgWwKnDPgESmQ+s2Tr6+vnBxydFftnn74gu5ExARFbp33wWKF5e6Jdi/X+40RIVD68Jpzpw5+PTTTxEXF2eAOCbK3O/RR0Rmyc4OaN5cevz777JGISo0Wh9Y7dGjB54/f45y5crBwcEhR+Pwhw8f6i2cyUhKAgIC5E5BRFToevQA1q0D9uyROwlR4dC6cJo3b54BYpiwUqWkS0uIiMxQo0aApSVw7Rpw8ybg5yd3IiLD0rpw6tWrlyFymK4ZM9gikojMlouLdPPfY8ekdk59+sidiMiwNGrj9OzZM61Wqu3yJq1HD7kTEBHJqkkTacy+f8kcaFQ4lS9fHtOmTcOdO3fyXEYIgb1796JVq1b47rvv9BbQ6PFoExGZuaZNpfH+/exFnIo+jb71Dxw4gPHjx2PSpEmoXr06QkJC4O3tDTs7Ozx69AixsbE4duwYrK2tMXbsWAwcONDQuY1HYiLg7S13CiIi2YSGSlfYJSZK966rXFnuRESGo1HhVLFiRaxfvx4JCQlYv349Dh06hKNHj+LFixdwd3dHjRo18OOPP6J169awsNC6hwPTZm7bS0T0Gjs7oH596VTdH3+wcKKiTavzTKVLl8aoUaMwatQoQ+UxPY8fA56ecqcgIpJV06ZS0bR/PzB0qNxpiAyHh0t09eiR3AmIiGSnbCAeFQVkZsqbhciQWDjp6swZuRMQEckuOFjqmuDxYyAmRu40RIbDwklXFSrInYCISHZWVkDjxtJjdktARRkLJ101bw6cPSt3CiIi2bE/JzIHLJx0JQTvMUBEhFf9OR0+DKSlyZuFyFAK1Hvj48ePceLECdy7dw9ZWVlq83r27KmXYCajTRvA1VXuFEREsqtSRbp95717wPHj0n3siIoarQunrVu3onv37nj27BmcnZ2hUChU8xQKhfkVTrNmyZ2AiMgoKBTS6bq1a6VuCVg4UVGk9am6MWPGoG/fvkhJScHjx4/x6NEj1fDw4UNDZDRuZcrInYCIyGgoT9exnRMVVVoXTrdv38bw4cPh4OBgiDymZ+lSuRMQERkNZQPx48eBp0/lzUJkCFoXThERETh16pQhspimcePkTkBEZDTKlgX8/YGMDODPP+VOQ6R/GrVx2rJli+pxmzZt8MknnyA2NhZBQUGwtrZWW7Z9+/b6TWjsBg2SOwERkVFp0gT46SfpdF3LlnKnIdIvhRBCvGkhTW/cq1AokGkGfe0nJCTA19cXTwC4xMWxOwIiomx+/RXo3h2oUQP4+2+501BRoPzejY+PR+nSpWXNolFFlJWVpdFgDkVTDitXyp2AiMioKNs5xcQA9+/LGoVI77Ru4/Tzzz8jNTU1x/S0tDT8/PPPegllUpyc5E5ARGRUPD2BoCCpf2BeXUdFjdaFU58+ffDkyZMc01NSUtCnTx+9hDIp4eFyJyAiMjotWkjjPXvkzUGkb1oXTkIItU4vlRISEuBqjj1o16wpHXXy9ARGj5b+xSIiMnPKwmnbNt5+hYoWjXsOr1GjBhQKBRQKBZo2bQorq1cvzczMxI0bN9DSXC+fePZMGubNAyZOBFxc5E5ERCSrhg2lP4X37gFTpgCTJ8udiEg/NC6c3n33XQBATEwMIiIi4JStbY+NjQ38/f3RsWNHvQc0Kd99x6KJiAiAvT0wezYwcCCwejUwaZJ0SxYiU6dRdwTZrVy5Ep07d4adnZ2hMhk9te4IlBPv3gXc3IDX+rUiIjJXz54B7u7Ay5dAdDRQvbrcichUmVx3BNn16tULdnZ2OHXqFH755ResWrUKp0+fNkQ20+LhAdjYSP9SKRRS729ERGbM0fFV1wS8HzoVFQW6V13Dhg1Ru3ZtjBgxAsOHD0etWrXQoEEDxMfHGyKjaTp8WO4ERESyGzFCGq9bB/z7r7xZiPShQN0RpKen4+LFi3j48CEePnyIixcvQgiBfv36GSIjAGDq1KmoV68eHBwcUKxYsRzzz5w5g65du8LX1xf29vaoXLkyvv32W7Vl4uLiVA3csw+7du3SPeDcucC330rDr78CP/6o+zqJiExcixbSxceZmcDmzXKnIdKdxo3DlQ4fPoyjR4+iYsWKqmkVK1bE/PnzUb9+fb2Gyy4tLQ2dOnVCaGgoli1blmP+6dOnUbJkSaxatQq+vr44evQoBg4cCEtLSwwdOlRt2X379qFKlSqq58WLF9ctXEoKO8IkIsrDBx9It15Zt05qLE5kyrQunMqUKYP09PQc0zMyMuDj46OXULmZNGkSAGDFihW5zu/bt6/a87Jly+LYsWPYtGlTjsKpRIkS8PT01E+w0qVZNBER5aNTJ+Dzz4EDB4DHj4FcThoQmQytT9XNnDkTw4YNw6lTp6C8IO/UqVMYMWIEZs+erfeAunjy5EmuR5Pat2+PUqVKoX79+tiwYYNub/Lhh7q9noioiCtbFihXDsjKAo4dkzsNkW60PuLUu3dvPH/+HHXq1FF1gpmRkQErKyv07dtX7cjPw4cP9ZdUS8eOHcNvv/2G7du3q6Y5OTlh7ty5qF+/PiwsLLBlyxZ07twZK1euRI8ePfJcV2pqqtr9+VJSUl7NnD4dCAkBOnQwyHYQERUFDRoA164BR44ArVrJnYao4LQunObNm6e3N584caLqFFxeTp48iZCQEK3We+HCBbzzzjuYMGECmjdvrpru7u6OUaNGqZ6HhITg0aNHmDlzZr6F0/Tp0/PP6eCgVT4iInPToAGwciWwf7/cSYh0o3UHmPp0//593L9/P99l/P391TrbXLFiBUaOHInHjx/nunxsbCzCw8PRv39/TJ069Y0ZVq9ejf79++PFixd5LvP6Eafbt28jMDAQD996C25//y11VkJERHlKSAD8/KTTdXfuAF5eciciU2JMHWBqfcQJAK5du4bly5fj2rVr+Pbbb1GqVCns2rULvr6+alervYm7uzvc3d0LEiFXFy5cQJMmTdCrVy+NiiYAiI6OhtcbfoNtbW1ha2urep6cnAwAsPznH6mlIwsnIqJ8lS4NVK4MXLgAnDwJtG8vdyKigtG6cfjBgwcRFBSEv/76C5s2bcLTp08BAGfPnkVkZKTeAyrdunULMTExuHXrFjIzMxETE4OYmBjV+1+4cAHh4eFo3rw5Ro8ejaSkJCQlJeHfbD2urVy5Er/++isuXryIy5cvY/bs2fjuu+8wbNiwggerXBlgx59ERG9Uq5Y0PnJE3hxEOhFaqlu3rpgzZ44QQggnJydx7do1IYQQJ06cEN7e3tquTmO9evUSAHIMUVFRQgghIiMjc53v5+enWseKFStE5cqVhYODg3B2dhbBwcHil19+0TpLfHy8ACCeAEIAQqxcqaetJCIqutaskf5k+vgIkZ4udxoyJcrv3fj4eLmjCK3bODk5OeHcuXMICAiAs7Mzzpw5g7JlyyIuLg6VKlXCy5cv9VnXGSW1m/y+9x6wYQNgofXBOyIis5KaKrVtevRIOupUr57cichUGFMbJ62/7YsVK4bExMQc06Ojow3aAabR6tSJRRMRkQZsbV/d9JdX15Gp0vobv1u3bvjss8+QlJQEhUKBrKwsHDlyBB9//DF69uxpiIzGrXVruRMQEZmMxo2l8cGDssYgKjCtC6epU6eiTJky8PHxwdOnTxEYGIhGjRqhXr16GD9+vCEyGrcnT+ROQERkMsLCpPHRo0Aud+8iMnpad0dgbW2N1atXY/LkyYiOjkZWVhZq1KiBChUqGCKf8eNvPhGRxqpUAYoXBx4+BE6fBurWlTsRkXYK1I8TAJQrVw7lypXTZxbTNGQIsGuX3CmIiEyChQXQsCHw3/8CUVEsnMj0aFQ4jR49WuMVzp07t8BhTNInn8idgIjIpLRoIRVOO3cCY8fKnYZIOxoVTtHR0WrPT58+jczMTFSsWBEA8M8//8DS0hLBwcH6T2jssrLkTkBEZFKU19QcPSp1TeDmJm8eIm1oVDhFRUWpHs+dOxfOzs5YuXIl3P7/0/7o0SP06dMHDRs2NExKYzZypHQPASIi0oi/PxAYCMTGArt3A126yJ2ISHNaX1U3Z84cTJ8+XVU0AYCbmxumTJmCOXPm6DWcSbh4UerVjYiINNa2rTTetk3eHETa0rpwSk5Oxt27d3NMv3fvHlJSUvQSyqQIAZw6JXcKIiKT0qaNNN6xgxcnk2nRunB677330KdPH2zYsAEJCQlISEjAhg0b0K9fP3To0MEQGY3fgQPAzJnA6tVARobcaYiIjF79+oC7u9TG6ehRudMQaU7r7ggWLVqEjz/+GD169ED6//9NsLKyQr9+/TBr1iy9BzQJ2Tv+jIoCli6VLwsRkQmwtARatgRWrQJ++OFVx5hExk7rm/wqPXv2DNeuXYMQAuXLl4ejo6O+sxkttZv8vj7z55+BDz+UIRURkWk5cQKoUwdwcpI6xLS2ljsRGStjuslvgTvAdHR0RLVq1fSZxTR16iT9u1SiBG/2S0SkhZAQ6U/ngwfAyZNAvXpyJyJ6M37T62rwYKBkSRZNRERasrAAGjWSHh8+LG8WIk3x215XBTvTSUREeFU4HTokbw4iTbFw0lXlynInICIyWcrC6c8/gcxMebMQaYKFk67+/lvuBEREJuvttwFnZyA5GThzRu40RG/GwklX9+/LnYCIyGRZWr5qFH78uLxZiDTBwklXtrZyJyAiMml16khjFk5kClg4ERGRrOrXl8a8so5MAQsnXX3wgdwJiIhMWmio1DVBXByQkCB3GqL8sXDS1ePHcicgIjJpzs5AjRrSYx51ImPHwomIiGTXsKE0ZuFExo6Fk65cctytjoiItKRs53TsmLw5iN6EhZMOskqXlq6lJSIinSi7JDh7FkhJkTcLUX5YOOlAkZTEW64QEemBtzdQpgyQlQX89ZfcaYjyxsJJB4qMDCA+Xu4YRERFQliYNP7jD3lzEOWHhZOuvLzkTkBEVCQ0by6N9+6VNwdRflg46SoqSu4ERERFQrNm0vjvv4EHD+TNQpQXFk662ruX7ZyIiPTAywuoWlX6k8rTdWSsWDjpavZs6Traly/lTkJEZPJ4uo6MHQsnfbhxQ7oUhIiIdBIeLo0PHZI3B1FeWDjpQ82agIOD3CmIiExeUJA0vnoVuH1b3ixEuWHhpA87dgCPHsmdgojI5Pn7A40aSQfxZ86UOw1RTiyc9KV4cUCheDUsWSJ3IiIik/Txx9J4yRJgzx55sxC9joWToQwdCqSmyp2CiMjktGkDtG4tXXPTpw8vXCbjYiV3AJNXogTg6QnY2gLPngFPnwLp6cCKFdI0IiLSioUF8NtvgKsrcOcOkJAA+PrKnYpIwsJJV0eOABUryp2CiKhIcXSU+nQ6cwY4ehTo3FnuREQSnqrT1dixcicgIiqSlD2J79wpbw6i7Fg46erRI+n0HBER6VWbNtJ45052lUfGg4WTrg4cAJydpSvpzp+XOw0RUZHRoIH05/XePWDtWrnTEElYOOnT6dNyJyAiKjKsrYHhw6XHH33EG/+ScWDhpA/16wMbNgA9e8qdhIioSJk0SepN/OlTYONGudMQsXDSj2HDgI4dpdN1RESkN5aWr66oYyNxMgYsnPShUye5ExARFVkREdJ4/36pmzwiObFw0lXjxtLdKJ89kzsJEVGRVKOG1NdwcjJw4oTcacjcsXDS1YEDUgeYTk7AokVypyEiKnIsLV/16bRrl7xZiFg46RPvTUdEZBDKPp3WruW960heLJz0Yf9+ID4eGDFC7iREREVShw7SbViuXpVuw0IkF5MpnKZOnYp69erBwcEBxYoVy3UZhUKRY1j02umzc+fOISwsDPb29vDx8cHkyZMhdPn3JTBQaudUunTB10FERPlydAQaNZIeHzggaxQycyZzk9+0tDR06tQJoaGhWLZsWZ7LLV++HC1btlQ9d3V1VT1OTk5G8+bNER4ejpMnT+Kff/5B79694ejoiDFjxhQsWGys1Cubu3vBXk9ERBpp0EDqkoB9DZOcTKZwmjRpEgBgxYoV+S5XrFgxeHp65jpv9erVePnyJVasWAFbW1tUrVoV//zzD+bOnYvRo0dDUZB+mLZuZdFERFQIypSRxteuyZuDzJvJnKrT1NChQ+Hu7o5atWph0aJFyMp2Z8hjx44hLCwMtra2qmkRERG4c+cO4uLi8lxnamoqkpOTVUNKSsqrmbNmAQkJhtgUIiLKpn59aXzyJG+/QvIpUoXTV199hfXr12Pfvn3o0qULxowZg2nTpqnmJyUlwcPDQ+01yudJSUl5rnf69OlwdXVVDYGBga9mHjrEjkWIiApBQABQsyaQkQEsXix3GjJXshZOEydOzLVBd/bh1KlTGq9v/PjxCA0NRfXq1TFmzBhMnjwZs2bNUlvm9dNxyobh+Z2mGzt2LJ48eaIaYmNj1Rfo2BF45x0gLU3jrEREpL1Ro6TxwoVSAUVU2GRt4zR06FB06dIl32X8/f0LvP66desiOTkZd+/ehYeHBzw9PXMcWbp37x4A5DgSlZ2tra3a6b3k5OScC23bBty/D3h7FzgvERHlr1MnYPRoqYXEli1SNwVEhUnWwsnd3R3uBmxYHR0dDTs7O1X3BaGhofjiiy+QlpYGGxsbAMCePXvg7e1d8AKtfXugbFngo49YNBERGZitLdCjB/DNN8DevSycqPCZzFV1t27dwsOHD3Hr1i1kZmYiJiYGAFC+fHk4OTlh69atSEpKQmhoKOzt7REVFYVx48Zh4MCBqqNF3bp1w6RJk9C7d2988cUXuHLlCqZNm4YJEyYU7Io6QPqXZ/9+6Z4Az58DDg562mIiIsrNW29J4+vX5c1B5kkhdOr9sfD07t0bK1euzDE9KioKjRs3xq5duzB27FhcvXoVWVlZKFu2LPr3748hQ4bAyupVfXju3DkMGTIEJ06cgJubGwYNGqR14ZSQkABfX188AeDy+kxvb6lvp2z9RxERkf5ER0uNxK2sgM2bgbZt5U5Ehqb83o2Pj0dpmTucNpnCyZgoP8CHlSrB7dKlnAtcuiTd+JeIiPROCODdd6UD/g4OQGIi4JLjv1gqSoypcCpS3REUNsvciiYAOHy4cIMQEZkRhQJYvx7w8pJaSKxeLXciMicsnAzhv/8FXryQOwURUZFlYwMoL8r++msgM1PePGQ+WDgZwrZtwNGjcqcgIirSvvoKKF4cuHlTuocdUWFg4WQIY8YADRvKnYKIqEhzdAT69pUeL1ggbxYyHyyc9GXlSqnFohDA7NnScWQiIjKoQYOk8a5d0pEnIkNj4aSrjh2lYqlnT7mTEBGZnXLlgEaNpD/D27bJnYbMAQsnXW3cKF3ioVAAx47JnYaIyOy0bCmN//hD3hxkHlg46dN//yt3AiIis1O+vDS+ckXeHGQeTOaWK0atVSsgNBT45BO5kxARmZ3wcOmg//nz0s1/Ze4fkYo4HnHSh06dgC+/BOzs5E5CRGR23N2l/10B6TodIkNi4aQPx4/LnYCIyKz16yeNf/1V3hxU9LFw0lWPHsD338udgojIrDVrJo0vXgSePpU3CxVtLJx0tWoVb5RERCQzX1+gQgWpW4I1a+ROQ0UZCyd96NPnVZcEHTsCDx/KnYiIyKwoFK96EV+/Xt4sVLSxcNK3TZuA5cvlTkFEZHbCw6Xx0aPAs2fyZqGii4WTvtWtC3TvLncKIiKzU7s24O8vFU0HDsidhooqFk66ysx8dY86IaTewz095U5FRGR2FAogIkJ6vHu3vFmo6GLhpKsXL+ROQERE/9e0qTTmEScyFBZOunJ0lDsBERH9X1iYND53DnjwQN4sVDSxcNIVb+xLRGQ0SpUCKleWHh86JG8WKppYOOnKy0vuBERElE3jxtL44EFZY1ARxcJJBxl160qXcBARkdFQFk5s50SGwMJJB1bHj/NYMBGRkVG2czpzhu2cSP9YOOnq6FG5ExARUTYeHkBgoPSYp+tI31g46SolBcjIkDsFERFlo+xFPCpK3hxU9LBw0tW0adKNfomIyGiwcCJDYeGkq6CgV13VEhGRUVC2c7pwAbh3T94sVLSwcNLVr7+ySwIiIiPj7i79XwuwnRPpFwsnXe3dK3cCIiLKBU/XkSGwcNJV9+5yJyAiolywcCJDYOGkK0tLuRMQEVEuGjUCFArg0iUgMVHuNFRUsHDSQVaZMkDx4nLHICKiXBQvDrz9tvSYvYiTvrBw0kGWv7/07wwRERkl5ek6Fk6kLyycdGB16BBQsyZw967cUYiIKBeNGknjP/+UNwcVHSycdBUdDfz1l9wpiIgoF/XqSePYWODhQ3mzUNHAwkkf2rWTOwEREeWiVCmgQgXp8fHj8mahooGFk64++4ztnIiIjFj9+tL4yBF5c1DRwMJJV19/zXvVEREZMWXhxB7ESR9YOOnDsWNyJyAiojw0by6Njx0D7t+XNwuZPhZOupo9G/j2W7lTEBFRHvz8gOrVgawsYOdOudOQqWPhpKtRowArK7lTEBFRPpRHnXi6jnTFwklX16/LnYCIiN5A2Z/ToUPy5iDTx8JJV40bA48fy52CiIjy0aCBdAH0lSu8bx3phoWTrtLSACHkTkFERPkoVuzVfesOH5Y1Cpk4Fk66Kl8ecHOTOwUREb0BT9eRPrBw0pWPj9wJiIhIAyycSB9YOOlqxQq5ExARkQaUhdO5c7xvHRUcCyddpafLnYCIiDRQsiRQubL0mO2cqKBYOOnK1VXuBEREpCGeriNdmUzhNHXqVNSrVw8ODg4oVqxYjvkrVqyAQqHIdbh37x4AIC4uLtf5u3btKniwzMyCv5aIiAoVCyfSlcl0eZ2WloZOnTohNDQUy5YtyzG/c+fOaNmypdq03r174+XLlyhVqpTa9H379qFKlSqq58WLFy94sOfPAReXgr+eiIgKjbJw+vtvICUFcHaWNw+ZHpMpnCZNmgRAOrKUG3t7e9jb26ue//vvv9i/f3+uRVaJEiXg6empn2BOTvpZDxERGVzp0kDZstJNH44dA1q0kDsRmRqTOVWnrZ9//hkODg54//33c8xr3749SpUqhfr162PDhg1vXFdqaiqSk5NVQ0pKyquZcXF6TE1ERIZWp440PnlS3hxkmops4fTTTz+hW7duakehnJycMHfuXGzYsAE7duxA06ZN0blzZ6xatSrfdU2fPh2urq6qITAw8NXM+fMNtQlERGQAtWtL4yNH5M1BpknWwmnixIl5NuhWDqdOndJ6vceOHUNsbCz69eunNt3d3R2jRo1C7dq1ERISgsmTJ2Pw4MGYOXNmvusbO3Ysnjx5ohpiY2NfzWQ/TkREJiU8XBofOsQeZUh7srZxGjp0KLp06ZLvMv7+/lqvd+nSpahevTqCg4PfuGzdunWxdOnSfJextbWFra2t6nlycvKrmW8ouoiIyLgEBQElSgAPHkin6+rVkzsRmRJZCyd3d3e4u7vrdZ1Pnz7Fb7/9hunTp2u0fHR0NLy8vAr+hqdOAQMGFPz1RERUqCwspKNOGzYAUVEsnEg7JnNV3a1bt/Dw4UPcunULmZmZiImJAQCUL18eTtmubFu3bh0yMjLQvXv3HOtYuXIlrK2tUaNGDVhYWGDr1q347rvv8PXXXxc82NGjBX8tERHJQlk47d8PjBsndxoyJSZTOE2YMAErV65UPa9RowYAICoqCo0bN1ZNX7ZsGTp06AA3N7dc1zNlyhTcvHkTlpaWeOutt/DTTz+hR48eBQ82alTBX0tERLJo0kQaHzkCvHwJ2NnJm4dMh0IIIeQOYWoSEhLg6+uLJwBcuncHFi1if05ERCZECMDHB0hMlI46KRuMk3FSfu/Gx8ejdOnSsmYpst0RFJrVq4Hjx+VOQUREWlAoXh11ioqSNwuZFhZOuho3DmjaVO4URESkJeVRpv375c1BpoWFk6769JH+dSEiIpOiPOL011/A06fyZiHTwcJJV7xDJBGRSQoIAPz8gIwM9iJOmmPhpCu2rSciMlnKi7IPHpQ1BpkQFk46yCxbFihZUu4YRERUQGFh0piFE2mKhZMOLO7cYfsmIiITpiycTpwAnj2TNwuZBhZOOlC8fAl88IHcMYiIqIACAgBfX6md07FjcqchU8DCSVcbNsidgIiICkih4Ok60g4LJ1116iR3AiIi0kHDhtL4zz/lzUGmgYWTrn7+We4ERESkA2XhdPw4kJYmbxYyfiycdJDepAnvDElEZOIqVZIukH75Ejh1Su40ZOxYOOlAkZIidwQiItKRQgE0aiQ9PnRI3ixk/Fg46cDy3DkgKUnuGEREpCNl4cQG4vQmLJx0oHj5ktevEhEVAcrC6cgRqWsCorywcNJVhw7AokVypyAiIh1UqwYULw6kpEiNxInywsJJH77/Xu4ERESkAwsLICJCerx4sbxZyLixcNKHFi3kTkBERDoaPFgab9gA3L0rbxYyXiyc9KFLF7kTEBGRjurXB4KDpW4J/vtfudOQsWLhpKuvvgK8veVOQUREOlIogHbtpMf798ubhYwXCyddffklUL488PvvcichIiIdNWkijffsAZ4/lzcLGScWTjpIV/5rkpoKnDkjbxgiItJZnTqAhwfw6BEwc6bcacgYsXDSQUZ4+KsnFSvKF4SIiPTCxgb45hvp8YIFUnsnouxYOOnAfvToV0+6duVNjoiIioBOnQBfX+Dff4EtW+ROQ8aGhZM+pabKnYCIiHRkZQV07iw93r5d3ixkfFg46YOvL/DggXQtKxERmbw2baTxzp1AVpa8Wci4sHDShxkzpL76iYioSKhfH3BxkU7XsRUGZcfCSVfffAN06yZ3CiIi0iNr61c3heDpOsqOhZOuDh+WOwERERlA69bSeMcOeXOQcWHhpCu2ayIiKpJatZLGp04B9+7Jm4WMBwsnXfXuLXcCIiIyAE9PIChIevznn/JmIePBwkkHwtoasLOTOwYRERlIgwbSmIUTKbFw0oHw8gIcHOSOQUREBqJsjXHkiLw5yHiwcNKB4vFjuSMQEZEBKY84/f03b/pLEhZOOsisUkXuCEREZEBlygA+PkBGBnDihNxpyBiwcNKBcHKSOwIRERmQQsF2TqSOhZMOrI4c4f3piIiKOGU7JxZOBLBw0oni+XPp3xEiIiqylIXTuXOAEPJmIfmxcNJByqFDgI2N3DGIiMiAqlUDTp4E4uL4vzIBVnIHMGUiIEDuCEREZGBWVkBIiNwpyFjwiBMRERGRhlg4EREREWmIhRMRERGRhlg4EREREWmIhRMRERGRhlg4EREREWmIhRMRERGRhlg4EREREWmIhRMRERGRhkyicIqLi0O/fv0QEBAAe3t7lCtXDpGRkUhLS1Nb7tatW2jXrh0cHR3h7u6O4cOH51jm3LlzCAsLg729PXx8fDB58mQI3nyIiIiINGASt1y5dOkSsrKysHjxYpQvXx7nz5/HgAED8OzZM8yePRsAkJmZiTZt2qBkyZL4888/8eDBA/Tq1QtCCMyfPx8AkJycjObNmyM8PBwnT57EP//8g969e8PR0RFjxoyRcxOJiIjIBCiEiR5umTVrFhYuXIjr168DAHbu3Im2bdsiPj4e3t7eAIC1a9eid+/euHfvHlxcXLBw4UKMHTsWd+/eha2tLQBgxowZmD9/PhISEqDQ8O6NCQkJ8PX1RXx8PEqXLm2YDSQiIiIAxvW9axKn6nLz5MkTFC9eXPX82LFjqFq1qqpoAoCIiAikpqbi9OnTqmXCwsJURZNymTt37iAuLq7QshMREZFpMolTda+7du0a5s+fjzlz5qimJSUlwcPDQ205Nzc32NjYICkpSbWMv7+/2jLK1yQlJSEgICDX90tNTUVqaqrq+ZMnTwAAiYmJOm8LERER5U/5fZuVlSVzEpkLp4kTJ2LSpEn5LnPy5EmEhISont+5cwctW7ZEp06d0L9/f7VlczvVJoRQm/76Msozlfmdpps+fXquOWvXrp1vdiIiItKf+Ph4lClTRtYMshZOQ4cORZcuXfJdJvsRojt37iA8PByhoaFYsmSJ2nKenp7466+/1KY9evQI6enpqqNKnp6eqqNPSvfu3QOAHEershs7dixGjx6tev7w4UMEBATg/PnzcHV1zTe/qUtJSUFgYCBiY2Ph7OwsdxyD4/YWbea0vea0rQC3t6h78uQJqlatisqVK8sdRd7Cyd3dHe7u7hote/v2bYSHhyM4OBjLly+HhYV686zQ0FBMnToViYmJ8PLyAgDs2bMHtra2CA4OVi3zxRdfIC0tDTY2NqplvL29c5zCy87W1latXZSSr68vXFxcNMpvqpKTkwEAPj4+RX5bAW5vUWdO22tO2wpwe4s65TZaWcnfwsgkGoffuXMHjRs3hq+vL2bPno1///0XSUlJakePWrRogcDAQHz44YeIjo7GH3/8gY8//hgDBgxQ7fBu3brB1tYWvXv3xvnz57F582ZMmzYNo0eP1viKOiIiIjJf8pduGtizZw+uXr2Kq1ev5rgMUdlGydLSEtu3b8fgwYNRv3592Nvbo1u3bqp+ngDA1dUVe/fuxZAhQxASEgI3NzeMHj1a7TQcERERUV5MonDq3bs3evfu/cblypQpg23btuW7TFBQEA4dOqRTHltbW0RGRuZ6+q6oMadtBbi9RZ05ba85bSvA7S3qjGl7TbYDTCIiIqLCZhJtnIiIiIiMAQsnIiIiIg2xcCIiIiLSUJEunA4dOoR27drB29sbCoUCv//+u9p8IQQmTpwIb29v2Nvbo3Hjxrhw4YJq/sOHDzFs2DBUrFgRDg4OKFOmDIYPH6665crrUlNTUb16dSgUCsTExOSb7U3vXZS2tXfv3lAoFGpD3bp1C7ythbm9/v7+ObJ//vnn+WbT92dr7Ntryp8vAGzfvh116tSBvb093N3d0aFDh3yzmfLnW5Dt1ffnWxjbeuDAgRyZlcPJkyfzzGaqn21Bt9eUf3f/+ecfvPPOO3B3d4eLiwvq16+PqKiofLPp7fMVRdiOHTvEuHHjxMaNGwUAsXnzZrX5M2bMEM7OzmLjxo3i3LlzonPnzsLLy0skJycLIYQ4d+6c6NChg9iyZYu4evWq+OOPP0SFChVEx44dc32/4cOHi1atWgkAIjo6Ot9sb3rvorStvXr1Ei1bthSJiYmq4cGDBwXazsLeXj8/PzF58mS17CkpKflm0/dna+zba8qf74YNG4Sbm5tYuHChuHz5srh06ZJYv359vtlM+fMtyPbq+/MtjG1NTU1Vy5uYmCj69+8v/P39RVZWVp7ZTPWzLej2mvLvbvny5UXr1q3FmTNnxD///CMGDx4sHBwcRGJiYp7Z9PX5FunCKbvXP8CsrCzh6ekpZsyYoZr28uVL4erqKhYtWpTnen777TdhY2Mj0tPT1abv2LFDVKpUSVy4cOGNxURB31tTxrStQki/nO+8805BNkUjhtxePz8/8c0332icxdCfrRDGtb1CmO7nm56eLnx8fMTSpUs1zmLKn29BtlcIw36+hv5bpZSWliZKlSolJk+enOc6TPmzfZ0m2yuE6f7u/vvvvwKAOHTokGqZ5ORkAUDs27cv13Xo8/Mt0qfq8nPjxg0kJSWhRYsWqmm2trYICwvD0aNH83zdkydP4OLiotbt+927dzFgwAD88ssvcHBwMNh7F5Sc26p04MABlCpVCm+99RYGDBigukegIehzewHg66+/RokSJVC9enVMnToVaWlpen9vXci5vUqm+Pn+/fffuH37NiwsLFCjRg14eXmhVatW+R66N+XPtyDbq1RYn6++f5aVtmzZgvv37+fbH6Apf7av02R7lUzxd7dEiRKoXLkyfv75Zzx79gwZGRlYvHgxPDw8VLdY09d758ZsCyfl7Vpev7mvh4dHjhsBKz148ABfffUVPvroI9U0IQR69+6NQYMGISQkxGDvrQs5txUAWrVqhdWrV2P//v2YM2cOTp48iSZNmiA1NbUAW/Nm+tpeABgxYgTWrl2LqKgoDB06FPPmzcPgwYP1+t66knN7AdP9fK9fvw4AmDhxIsaPH49t27bBzc0NYWFhePjwod7eW1dybi9QuJ+vPn+Ws1u2bBkiIiLg6+ur1/fWlZzbC5ju765CocDevXsRHR0NZ2dn2NnZ4ZtvvsGuXbtQrFgxvb13Xkyi53BDev0edUKIXO9bl5ycjDZt2iAwMBCRkZGq6fPnz0dycjLGjh1rsPfWF7m2tXPnzqrHVatWRUhICPz8/LB9+/Y3NkzVha7bCwCjRo1SPa5WrRrc3Nzw/vvvq47K6Pre+iTX9prq55uVlQUAGDduHDp27AgAWL58OUqXLo3169fn+8Vkip9vQbdXjs9XHz/LSgkJCdi9ezd+++03vb63Psm1vab6uyuEwODBg1GqVCkcPnwY9vb2WLp0Kdq2bYuTJ0/Cy8tL5/fOj9kecfL09ASAHJXmvXv3clSkKSkpaNmyJZycnLB582ZYW1ur5u3fvx/Hjx+Hra0trKysUL58eQBASEgIevXqpfN764Oc25obLy8v+Pn54cqVKwXdpHzpa3tzo7zi5OrVqzq/t77Iub25MZXPV/nHNTAwUDXN1tYWZcuWxa1bt3R+b32Rc3tzY8jP1xA/y8uXL0eJEiXQvn17vb23vsi5vbkxld/d/fv3Y9u2bVi7di3q16+PmjVrYsGCBbC3t8fKlSt1fu83MdvCKSAgAJ6enti7d69qWlpaGg4ePIh69eqppiUnJ6NFixawsbHBli1bYGdnp7ae7777DmfOnEFMTAxiYmKwY8cOAMC6deswdepUnd5bX+Tc1tw8ePAA8fHx+f5XoAt9bW9uoqOjASDP7IX92WrznobY3tyYyucbHBwMW1tbXL58WTUtPT0dcXFx8PPz0+m99UnO7c2NIT9fff8sCyGwfPly9OzZ843/JJjyZ6ukzfbmxlR+d58/fw4AsLBQL2EsLCxUR1YL+t4a0aopuYlJSUkR0dHRIjo6WgAQc+fOFdHR0eLmzZtCCOnSRFdXV7Fp0yZx7tw50bVrV7VLE5OTk0WdOnVEUFCQuHr1qtolmxkZGbm+540bN3K90qxixYpi06ZNqudveu+isq0pKSlizJgx4ujRo+LGjRsiKipKhIaGCh8fH50u8S2M7T169KhqvdevXxfr1q0T3t7eon379nlurybvXZS215Q/XyGEGDFihPDx8RG7d+8Wly5dEv369ROlSpUSDx8+zHV7NXnvorS9hvh8C/Nv1b59+wQAERsbm2uWovTZaru9pvy7+++//4oSJUqIDh06iJiYGHH58mXx8ccfC2traxETE5Pr9mry3poq0oVTVFSUAJBj6NWrlxBCujwxMjJSeHp6CltbW9GoUSNx7ty5N74egLhx40au75lXMQFALF++XPX8Te9dVLb1+fPnokWLFqJkyZLC2tpalClTRvTq1UvcunWrwNtaWNt7+vRpUadOHeHq6irs7OxExYoVRWRkpHj27Fme26vJexel7TXlz1cI6bLtMWPGiFKlSglnZ2fRrFkzcf78+Ty3V5P3Lkrba4jPtzD/VnXt2lXUq1cvzyxF6bPVdntN/Xf35MmTokWLFqJ48eLC2dlZ1K1bV+zYsSPP7dXkvTWl+P/KiYiIiOgNzLaNExEREZG2WDgRERERaYiFExEREZGGWDgRERERaYiFExEREZGGWDgRERERaYiFExEREZGGWDgRERERaYiFExGZlMaNG2PkyJFyxzBb/v7+mDdvntwxiGTDwomIqIhYsWIF6tatW6DXFStWTP+BiIogFk5EpHdpaWlyRzBLW7ZswTvvvCN3DKIijYUTkQnYsGEDgoKCYG9vjxIlSqBZs2Z49uyZav7y5ctRuXJl2NnZoVKlSliwYIFqXlxcHBQKBTZt2oTw8HA4ODjg7bffxrFjx1TL3Lx5E+3atYObmxscHR1RpUoV7NixQzX/4MGDqF27NmxtbeHl5YXPP/8cGRkZqvmNGzfG0KFDMXr0aLi7u6N58+Y5tmH37t2ws7PD48eP1aYPHz4cYWFhAIAHDx6ga9euKF26NBwcHBAUFIQ1a9bku28UCgV+//13tWnFihXDihUrVM9v376Nzp07w83NDSVKlMA777yDuLi4PNd54MABKBQK7N69GzVq1IC9vT2aNGmCe/fuYefOnahcuTJcXFzQtWtXPH/+XPU6IQRmzpyJsmXLwt7eHm+//TY2bNigmp+ZmYl+/fohICAA9vb2qFixIr799lu19+7duzfeffddzJ49G15eXihRogSGDBmC9PT0fPfDy5cvsWfPHrRv3z7X+WfOnEF4eDicnZ3h4uKC4OBgnDp1CgcOHECfPn3w5MkTKBQKKBQKTJw4EQBw7949tGvXDvb29ggICMDq1avzzUBkFrS+LTARFao7d+4IKysrMXfuXHHjxg1x9uxZ8cMPP4iUlBQhhBBLliwRXl5eYuPGjeL69eti48aNonjx4mLFihVCCCFu3LghAIhKlSqJbdu2icuXL4v3339f+Pn5ifT0dCGEEG3atBHNmzcXZ8+eFdeuXRNbt24VBw8eFEIIkZCQIBwcHMTgwYPFxYsXxebNm4W7u7uIjIxUZQwLCxNOTk7ik08+EZcuXRIXL17MsR0ZGRnCw8NDLF26NMe0xYsXq95r1qxZIjo6Wly7dk189913wtLSUhw/flztvUaMGKF6DkBs3rxZ7b1cXV1Vd0V/9uyZqFChgujbt684e/asiI2NFd26dRMVK1YUqampue5z5R3a69atK/7880/x999/i/Lly4uwsDDRokUL8ffff4tDhw6JEiVKiBkzZqhe98UXX4hKlSqJXbt2iWvXronly5cLW1tbceDAASGEEGlpaWLChAnixIkT4vr162LVqlXCwcFBrFu3TrWOXr16CRcXFzFo0CBx8eJFsXXrVuHg4CCWLFmSa1albdu2iXLlyuU5v0qVKqJHjx7i4sWL4p9//hG//fabiImJEampqWLevHnCxcVFJCYmisTERNXPVqtWrUTVqlXF0aNHxalTp0S9evWEvb29+Oabb/LNQlSUsXAiMnKnT58WAERcXFyu8319fcWvv/6qNu2rr74SoaGhQohXhVP2guXChQsCgKrACQoKEhMnTsx1/V988YWoWLGiyMrKUk374YcfhJOTk8jMzBRCSMVM9erV37gtw4cPF02aNFE93717t7CxsREPHz7M8zWtW7cWY8aMUT3XtnBatmxZjvypqanC3t5e7N69O9f3VBZO+/btU02bPn26ACCuXbummvbRRx+JiIgIIYQQT58+FXZ2duLo0aNq6+rXr5/o2rVrnts3ePBg0bFjR9XzXr16CT8/P5GRkaGa1qlTJ9G5c+c81yGEEAMGDBCjR4/Oc76zs7OqmH7d8uXLhaurq9q0y5cvCwBqRevFixcFABZOZNasZDrQRUQaevvtt9G0aVMEBQUhIiICLVq0wPvvvw83Nzf8+++/iI+PR79+/TBgwADVazIyMuDq6qq2nmrVqqkee3l5AZBOxVSqVAnDhw/Hf/7zH+zZswfNmjVDx44dVctfvHgRoaGhUCgUqtfXr18fT58+RUJCAsqUKQMACAkJeeO2dO/eHaGhobhz5w68vb2xevVqtG7dGm5ubgCkU1kzZszAunXrcPv2baSmpiI1NRWOjo4F3HvA6dOncfXqVTg7O6tNf/nyJa5du5bva7PvMw8PDzg4OKBs2bJq006cOAEAiI2NxcuXL3OcpkxLS0ONGjVUzxctWoSlS5fi5s2bePHiBdLS0lC9enW111SpUgWWlpaq515eXjh37lyeOYUQ2Lp1K9auXZvnMqNHj0b//v3xyy+/oFmzZujUqRPKlSuX5/IXL16ElZWV2udaqVIlNiIns8c2TkRGztLSEnv37sXOnTsRGBiI+fPno2LFirhx4waysrIAAD/++CNiYmJUw/nz53H8+HG19VhbW6seK4sg5ev79++P69ev48MPP8S5c+cQEhKC+fPnA5C+lLMXTcpp2dcDQKPipnbt2ihXrhzWrl2LFy9eYPPmzejRo4dq/pw5c/DNN9/g008/xf79+xETE4OIiIh8G5srFApVHqXs7YGysrIQHBystn9iYmLwzz//oFu3bvnmfX2fZX+unKbch8rx9u3b1d4nNjZW1c7pt99+w6hRo9C3b1/s2bMHMTEx6NOnT47ty+99cnPixAmkpaWhQYMGeS4zceJEXLhwAW3atMH+/fsRGBiIzZs357l8bp8xEQE84kRkAhQKBerXr4/69etjwoQJ8PPzw+bNmzF69Gj4+Pjg+vXr6N69u07v4evri0H/a+duQmHr4ziAfx/KyxQrM6kZohidKakplIWRzWAWmGQyysLraRAjG2W8JKYUpVhRZhYWFpSUkpcwmRrGKBYYJC9FYSc2uM/i1qm593HvcT1Pz9X9fnZz/qf//3c6NX37nX9/UYQoiujo6MD4+Diam5uh0+kwMzMTEqC8Xi9iYmKgVqvfvY7VasXU1BQ0Gg3CwsJgMpmkMY/Hg+LiYilMvb6+4vj4GIIgvDmfUqnE9fW19Pv4+Dhkw7Zer8f09DRUKhViY2PfXa9cOp0OkZGRuLi4kDa7f8vj8SAnJwc2m0269rOulxxzc3MwmUwhXap/otVqodVqYbfbUVFRgcnJSZSWliIiIgIvLy8h9wqCgOfnZ/j9fmRlZQEAjo6OvtvcT/SnYceJ6Dfn8/kwMDAAv9+Pi4sLzM7O4vb2VgoTPT09cDqdGBkZQTAYxP7+PiYnJzE8PCx7jdbWViwuLuLs7AyBQACrq6vS/DabDZeXl2hubsbh4SHm5ubQ3d2NtrY2hIW9/y+ksrISgUAA/f39KCsrQ1RUlDSWkpKCpaUleL1eHBwcoKGhATc3Nz+cLz8/H6OjowgEAvD7/RBFMaRjU1lZibi4OBQXF8Pj8eDs7Azr6+toaWnB1dXVu+t/S0xMDNrb22G32+F2u3F6eord3V2MjY3B7XZLz+f3+7G4uIhgMAiHw4Ht7e0Pr/2zYwienp7Q1NSEtbU1nJ+fY3NzE9vb29I7TkpKwsPDA1ZWVnB3d4fHx0ekpaWhoKAAdXV18Pl82NnZQW1tLaKjoz9cL9FnxuBE9JuLjY3FxsYGioqKoNVq0dnZiaGhIRQWFgL4+pltYmICLpcL6enpMBgMcLlcSE5Olr3Gy8sLGhsbIQgCCgoKkJaWJh1poFarsbCwgK2tLWRkZEAURdTU1KCzs/OXnic1NRWZmZnY29v7rkvmcDig1+thNBqRl5eH+Ph4lJSU/HC+oaEhJCQkIDc3F1arFe3t7VAoFNK4QqHAxsYGEhMTYTabIQgCqqur8fT09K93oPr6+tDV1QWn0wlBEGA0GjE/Py+9C1EUYTabYbFYkJ2djfv7+5Du0684PT3FyckJjEbjm/eEh4fj/v4eVVVV0Gq1KC8vR2FhIXp7ewEAOTk5EEURFosFSqUSg4ODAL4ec5GQkACDwQCz2Yz6+nqoVKoP1Uv02f315dvNAURE9GkMDw9jeXk55NwtIvrvsONERPSJaTQadHR0/N9lEP0x2HEiIiIikokdJyIiIiKZGJyIiIiIZGJwIiIiIpKJwYmIiIhIJgYnIiIiIpkYnIiIiIhkYnAiIiIikonBiYiIiEgmBiciIiIimRiciIiIiGT6GxhWcfAop/NgAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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mTWjcuDEmTJgAe3t7/Pzzz+p+XjlxcnLC22+/jWnTpsHV1RW+vr44cOAAFi1ahKJFi2qUVbUQ/fLLL3B0dIStrS38/PyybYlr2bIlmjVrhkGDBiExMRHlypXDypUrsX37dixfvlyjFbBv375YtmwZrl+/Dh8fHwDAsGHDsGjRIvTp0wdBQUEawzUolUpUq1ZNp+OZkwMHDqBJkyaYMGGCzv2cbG1tsW7duhzLPHz4EAcOHMj0c/TkyRP4+vqiY8eOaNq0Kby9vfH06VPs378fP/zwAypVqpSpxfHu3bvqYRaSkpJw/vx5/Prrr/j7778xcuRInf5RIMozuXqlExmDTZs2icqVKwsbGxtRunRp8e2332Y7AObixYtF7dq1hYODg7CzsxNly5YVPXr0EKdPn1aXCQ0NFW+99Vamz/bs2VPjbrgZM2aIunXrCldXV/W++/btK2JiYtRlsrqr7tGjR+L9998XRYsWFQqFIss4IyIiBABx/PhxrY8D/n/H0pw5c0TZsmWFtbW1qFixolixYoVGuezuqlPdafW6N4+j6q66adOmZbn/N+/C+vvvv8UHH3wg3NzchLW1tfDw8BCNGzcW8+bN0yh35MgRUadOHaFUKoWHh4f45JNPxC+//KLVXXVxcXHivffeEy4uLsLR0VG0aNFCnD9/Xvj4+IiePXtqlJ01a5bw8/MTlpaWmYZFyEpSUpIYNmyY8PDwEDY2NqJy5coadw6qqO5KfD1WHx8f9Z1mb05v3lWJLO42y+5Yq85fVkNM6DIcQU7evKtu4cKFwt7eXjx79kyjXHJyspg+fbpo2bKlKF26tFAqlcLW1lZUqlRJfPrpp+Lhw4eZ6qmaLCwshJOTkwgKChIDBgxQD8tBVBAUQvBWBKLCJDg4GAqFAqdOnZI7FCK0atUKdnZ2mS5bEpkqXqojKgQSExNx/vx5bNmyBWfOnMHGjRvlDokIALBt2za5QyDSKyZORIXA2bNn0ahRIxQvXhzh4eF455135A6JiKhQ4qU6IiIiIi1xOAIiIiIiLTFxIiIiItISEyciIiIiLTFxIiIiItISEyciIiIiLTFxAjBnzhz4+fnB1tYWNWrUwKFDh3Isf+DAAdSoUQO2trYoU6YM5s2bl6nM+vXrERAQAKVSiYCAAI6r8wZ9H/MFCxagQYMGcHFxgYuLC5o2bYqTJ08asgomxxA/5yqrVq2CQqHgMAhvMMQxf/z4MYYMGQJPT0/Y2tqiUqVKHCvpNYY45rNmzYK/vz/s7Ozg7e2NkSNHajzj0tzpcszj4+PRtWtX+Pv7w8LCAiNGjMiynFF/h8o7cLn8Vq1aJaytrcWCBQvExYsXxfDhw4WDg4O4efNmluVv3Lgh7O3txfDhw8XFixfFggULhLW1tVi3bp26zNGjR4WlpaX45ptvxKVLl8Q333wjrKysdHoERmFmiGPetWtX8fPPP4vIyEhx6dIl0bt3b+Hs7Czi4uIKqlpGzRDHXCUmJkaULFlSNGjQQLRv397ANTEdhjjmycnJIjg4WLRq1UocPnxYxMTEiEOHDomoqKiCqpZRM8QxX758uVAqlWLFihUiOjpa7NixQ3h6eooRI0YUVLWMmq7HPDo6WgwbNkwsW7ZMVK1aVQwfPjxTGWP/DjX7xKlWrVpi4MCBGssqVqwoxo4dm2X5Tz/9VFSsWFFj2UcffSTq1Kmjfv/BBx+IFi1aaJQJCwsTnTt31lPUps0Qx/xNaWlpwtHRUSxbtiz/ARcChjrmaWlpol69emLhwoWiZ8+eTJxeY4hjPnfuXFGmTBmRkpKi/4ALAUMc8yFDhojGjRtrlBk1apSoX7++nqI2bboe89eFhoZmmTgZ+3eoWV+qS0lJwZkzZ9C8eXON5c2bN8fRo0ez/MyxY8cylQ8LC8Pp06eRmpqaY5nstmlODHXM3/T8+XOkpqaiWLFi+gnchBnymE+aNAklSpRA37599R+4CTPUMd+0aRNCQkIwZMgQuLu7IzAwEN988w3S09MNUxETYqhjXr9+fZw5c0Z96f/GjRvYtm0bWrdubYBamJa8HHNtGPt3qFk/cuXBgwdIT0+Hu7u7xnJ3d3ckJCRk+ZmEhIQsy6elpeHBgwfw9PTMtkx22zQnhjrmbxo7dixKliyJpk2b6i94E2WoY37kyBEsWrQIUVFRhgrdZBnqmN+4cQN79+5Ft27dsG3bNvz7778YMmQI0tLSMGHCBIPVxxQY6ph37twZ9+/fR/369SGEQFpaGgYNGoSxY8carC6mIi/HXBvG/h1q1omTikKh0HgvhMi0LLfyby7XdZvmxhDHXGXq1KlYuXIl9u/fD1tbWz1EWzjo85gnJSWhe/fuWLBgAVxdXfUfbCGh75/zjIwMuLm54ZdffoGlpSVq1KiBO3fuYNq0aWafOKno+5jv378fkydPxpw5c1C7dm1cu3YNw4cPh6enJ7788ks9R2+aDPF9Z8zfoWadOLm6usLS0jJTFnvv3r1M2a6Kh4dHluWtrKxQvHjxHMtkt01zYqhjrjJ9+nR888032L17NypXrqzf4E2UIY75hQsXEBMTg7Zt26rXZ2RkAACsrKxw5coVlC1bVs81MR2G+jn39PSEtbU1LC0t1WUqVaqEhIQEpKSkwMbGRs81MR2GOuZffvklPvzwQ/Tr1w8AEBQUhGfPnmHAgAH44osvYGFhvj1e8nLMtWHs36Hme8YB2NjYoEaNGti1a5fG8l27dqFu3bpZfiYkJCRT+Z07dyI4OBjW1tY5lslum+bEUMccAKZNm4avvvoK27dvR3BwsP6DN1GGOOYVK1bEuXPnEBUVpZ7atWuHRo0aISoqCt7e3garjykw1M95vXr1cO3aNXWSCgBXr16Fp6enWSdNgOGO+fPnzzMlR5aWlhDSzVV6rIHpycsx14bRf4cWfH9046K6lXLRokXi4sWLYsSIEcLBwUHExMQIIYQYO3as+PDDD9XlVbevjhw5Uly8eFEsWrQo0+2rR44cEZaWluLbb78Vly5dEt9++61R3UopN0Mc8++++07Y2NiIdevWifj4ePWUlJRU4PUzRoY45m/iXXWaDHHMb926JYoUKSKGDh0qrly5IrZs2SLc3NzE119/XeD1M0aGOObh4eHC0dFRrFy5Uty4cUPs3LlTlC1bVnzwwQcFXj9jpOsxF0KIyMhIERkZKWrUqCG6du0qIiMjxYULF9Trjf071OwTJyGE+Pnnn4WPj4+wsbER1atXFwcOHFCv69mzpwgNDdUov3//flGtWjVhY2MjfH19xdy5czNtc+3atcLf319YW1uLihUrivXr1xu6GiZF38fcx8dHAMg0hYeHF0BtTIMhfs5fx8QpM0Mc86NHj4ratWsLpVIpypQpIyZPnizS0tIMXRWToe9jnpqaKiIiIkTZsmWFra2t8Pb2FoMHDxb//fdfAdTGNOh6zLP6W+3j46NRxpi/QxVCmHlbIxEREZGWzLqPExEREZEumDgRERERaYmJExEREZGWmDgRERERaYmJExEREZGWmDgRERERaYmJExEREZGWmDjlQXJyMiIiIpCcnCx3KGaDx7zg8ZgXPB7zgsdjXvBM/Zib7QCYc+bMwbRp0xAfH4+33noLs2bNQoMGDbT6bGJiIpydnfHkyRM4OTkZOFICeMzlwGNe8HjMCx6PecEz9WNuli1Oq1evxogRI/DFF18gMjISDRo0QMuWLXHr1i25QyMiIiIjZpaJ08yZM9G3b1/069cPlSpVwqxZs+Dt7Y25c+fKHRoREREZMSu5AyhoKSkpOHPmDMaOHauxvHnz5jh69GiWn0lOTta4Fvvo0SMAQGxsLJydnQ0XLKklJSUBAG7fvo3ExESZozEPPOYFj8e84PGYF7y8HPOMjAzcvXsX1apVg5WVvKmL2SVODx48QHp6Otzd3TWWu7u7IyEhIcvPTJkyBRMnTsy0PDAw0CAxUvYCAgLkDsHs8JgXPB7zgsdjXvDycsxPnjyJmjVrGiAa7Zld4qSiUCg03gshMi1TGTduHEaNGqV+Hxsbi8DAQJw8eRKenp4GjZOIiMjcxcfHo1atWpkaPeRgdomTq6srLC0tM7Uu3bt3L9sTolQqoVQq1e9Vl+c8PT1RqlQpwwVLREREahYW8nfNlj+CAmZjY4MaNWpg165dGst37dqFunXryhQVERERmQKza3ECgFGjRuHDDz9EcHAwQkJC8Msvv+DWrVsYOHCg3KERERGRETPLxKlTp054+PAhJk2ahPj4eAQGBmLbtm3w8fGROzQiIiIyYmaZOAHA4MGDMXjwYLnDICIiIhNidn2ciIiIiPKKiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRmZ0pU6agZs2acHR0hJubG9555x1cuXJFo4wQAhEREfDy8oKdnR0aNmyICxcuqNc/evQIH3/8Mfz9/WFvb4/SpUtj2LBhePLkibpMTEwM+vbtCz8/P9jZ2aFs2bIIDw9HSkpKrjGeO3cOoaGhsLOzQ8mSJTFp0iQIIdTr4+Pj0bVrV/j7+8PCwgIjRozQuv5z5syBn58fbG1tUaNGDRw6dEhjvUKhyHKaNm1attu8cOEC3nvvPfj6+kKhUGDWrFmZyqSlpWH8+PHq41GmTBlMmjQJGRkZOcZ769YttG3bFg4ODnB1dcWwYcM0jmFERESW8To4OOS43dzOMQAkJyfj448/hqurKxwcHNCuXTvExcXluF0q3Jg4EZHZOXDgAIYMGYLjx49j165dSEtLQ/PmzfHs2TN1malTp2LmzJn46aefcOrUKXh4eKBZs2ZISkoCANy5cwd37tzB9OnTce7cOSxduhTbt29H37591du4fPkyMjIyMH/+fFy4cAHff/895s2bh88//zzH+BITE9GsWTN4eXnh1KlTmD17NqZPn46ZM2eqyyQnJ6NEiRL44osvUKVKFa3rvnr1aowYMQJffPEFIiMj0aBBA7Rs2RK3bt1Sl4mPj9eYFi9eDIVCgffeey/b7T5//hxlypTBt99+Cw8PjyzLfPfdd5g3bx5++uknXLp0CVOnTsW0adMwe/bsbLebnp6O1q1b49mzZzh8+DBWrVqF9evXY/To0eoyY8aMyRRzQEAAOnbsmOOxyO0cA8CIESOwceNGrFq1CocPH8bTp0/Rpk0bpKen57htKsQE6Sw2NlYAELGxsXKHQkR6cO/ePQFAHDhwQAghREZGhvDw8BDffvutuszLly+Fs7OzmDdvXrbbWbNmjbCxsRGpqanZlpk6darw8/PLMZ45c+YIZ2dn8fLlS/WyKVOmCC8vL5GRkZGpfGhoqBg+fHiO21SpVauWGDhwoMayihUrirFjx2b7mfbt24vGjRtrtX0hhPDx8RHff/99puWtW7cWffr00VjWoUMH0b1792y3tW3bNmFhYSFu376tXrZy5UqhVCrFkydPsvxMVFSUACAOHjyY7Xa1OcePHz8W1tbWYtWqVeoyt2/fFhYWFmL79u3Zbpv0z5i+d9niRERmT3V5rVixYgCA6OhoJCQkoHnz5uoySqUSoaGhOHr0aI7bcXJygpWVVY5lVPvJzrFjxxAaGgqlUqleFhYWhjt37iAmJkabKmUpJSUFZ86c0agXADRv3jzbet29exdbt27VaEnLq/r162PPnj24evUqAODvv//G4cOH0apVK3WZiIgI+Pr6qt8fO3YMgYGB8PLyUi8LCwtDcnIyzpw5k+V+Fi5ciAoVKqBBgwbqZTExMVAoFNi/fz8A7c7xmTNnkJqaqlHGy8sLgYGBOf4cUOGW/W83EZEZEEJg1KhRqF+/PgIDAwEACQkJAAB3d3eNsu7u7rh582aW23n48CG++uorfPTRR9nu6/r165g9ezZmzJiRY0wJCQkaycPrsSQkJMDPzy/Hz2fnwYMHSE9Pz7Jeqjq/admyZXB0dESHDh3ytM/XffbZZ3jy5AkqVqwIS0tLpKenY/LkyejSpYu6jKurK8qWLat+n5CQkCleFxcX2NjYZBlzcnIyVqxYgbFjx2ost7a2VvdHU20XyPkcJyQkwMbGBi4uLpnKZHe8qPBjixMRmbWhQ4fin3/+wcqVKzOtUygUGu+FEJmWAVKfpNatWyMgIADh4eFZ7ufOnTto0aIFOnbsiH79+qmXv/XWWyhSpAiKFCmCli1b5rjvrJZn59ChQ+rtFilSBCtWrNC5XgCwePFidOvWDba2tlrtNyerV6/G8uXL8fvvv+Ps2bNYtmwZpk+fjmXLlqnLDB06FHv27NH4XFaxZRfzhg0bkJSUhB49emgsL1myJC5fvoxatWrluO2cjoUuZajwYosTEZmtjz/+GJs2bcLBgwdRqlQp9XJV5+aEhAR4enqql9+7dy9TC0VSUhJatGiBIkWKYOPGjbC2ts60nzt37qBRo0YICQnBL7/8orFu27ZtSE1NBQDY2dmp9/9mi8a9e/cAZG4hyU5wcDCioqLU793d3aFUKmFpaZnltrPa7qFDh3DlyhWsXr1aq33m5pNPPsHYsWPRuXNnAEBQUBBu3ryJKVOmoGfPnll+xsPDAydOnNBY9t9//yE1NTXLmBcuXIg2bdpk20H99e0COZ9jDw8PpKSk4L///tNodbp37x7q1q2rRY2pMGKLExGZHSEEhg4dig0bNmDv3r2ZLn35+fnBw8MDu3btUi9LSUnBgQMHNL4wExMT0bx5c9jY2GDTpk1Ztsrcvn0bDRs2RPXq1bFkyRJYWGj+2fXx8UG5cuVQrlw5lCxZEgAQEhKCgwcPatxyv3PnTnh5eWW6hJcdOzs79XbLlSsHR0dH2NjYoEaNGhr1AoBdu3ZlmQgsWrQINWrU0OmuvZw8f/48U/0tLS1zHI4gJCQE58+fR3x8vHrZzp07oVQqUaNGDY2y0dHR2Ldvn1b9sbQ5xzVq1IC1tbVGmfj4eJw/f56JkzmTr1+66TKm3v1EpLtBgwYJZ2dnsX//fhEfH6+enj9/ri7z7bffCmdnZ7FhwwZx7tw50aVLF+Hp6SkSExOFEEIkJiaK2rVri6CgIHHt2jWN7aSlpQkhpDuwypUrJxo3bizi4uI0yuTk8ePHwt3dXXTp0kWcO3dObNiwQTg5OYnp06drlIuMjBSRkZGiRo0aomvXriIyMlJcuHAhx22vWrVKWFtbi0WLFomLFy+KESNGCAcHBxETE6NR7smTJ8Le3l7MnTtXq2OanJysjsfT01OMGTNGREZGin///VddpmfPnqJkyZJiy5YtIjo6WmzYsEG4urqKTz/9VF1m9uzZGnfwpaWlicDAQNGkSRNx9uxZsXv3blGqVCkxdOjQTDGMHz9eeHl5qY//6+Li4oS/v784ceKEellu51gIIQYOHChKlSoldu/eLc6ePSsaN24sqlSpkuU+yHCM6XuXiVMeGNMJJCLdAchyWrJkibpMRkaGCA8PFx4eHkKpVIq3335bnDt3Tr1+37592W4nOjpaCCHEkiVLsi2Tm3/++Uc0aNBAKJVK4eHhISIiIjINRZDVdn18fHLd9s8//yx8fHyEjY2NqF69unoYhtfNnz9f2NnZicePH+e6PSGEiI6OzjKe0NBQdZnExEQxfPhwUbp0aWFrayvKlCkjvvjiC5GcnKwuEx4enqkON2/eFK1btxZ2dnaiWLFiYujQoRpDNQghRHp6uihVqpT4/PPPc4xv37596mW5nWMhhHjx4oUYOnSoKFasmLCzsxNt2rQRt27d0uqYkP4Y0/euQojXhqIlrcTFxcHb2xuxsbEa/SKIiIhI/4zpe5d9nIiIiIi0xMSJiIiISEtMnIiIiIi0xMSJiIiISEtMnIiIiIi0xMSJiIiISEtMnIiIiIi0VGgSp5iYGPTt2xd+fn6ws7ND2bJlER4ervHIAkB6oOOb07x582SKmoiIiExJoXnI7+XLl5GRkYH58+ejXLlyOH/+PPr3749nz55h+vTpGmWXLFmCFi1aqN87OzsXdLhERERkggpN4tSiRQuNZKhMmTK4cuUK5s6dmylxKlq0aK5PziYiIiJ6U6G5VJeVJ0+eoFixYpmWDx06FK6urqhZsybmzZuX45O5ASA5ORmJiYnqKSkpyVAhExERkRErNC1Ob7p+/Tpmz56NGTNmaCz/6quv0KRJE9jZ2WHPnj0YPXo0Hjx4gPHjx2e7rSlTpmDixImGDpmIiIiMnNE/5DciIiLXpOXUqVMIDg5Wv79z5w5CQ0MRGhqKhQsX5vjZGTNmYNKkSXjy5Em2ZZKTk5GcnKx+f/v2bQQEBBjFwwaJiIgKO2N6yK/RtzgNHToUnTt3zrGMr6+v+vWdO3fQqFEjhISE4Jdffsl1+3Xq1EFiYiLu3r0Ld3f3LMsolUoolUr1+8TERO2CJyIiokLF6BMnV1dXuLq6alX29u3baNSoEWrUqIElS5bAwiL3LlyRkZGwtbVF0aJF8xkpERERFXZGnzhp686dO2jYsCFKly6N6dOn4/79++p1qjvoNm/ejISEBISEhMDOzg779u3DF198gQEDBmi0KBERERFlpdAkTjt37sS1a9dw7dq1TNc/Vd24rK2tMWfOHIwaNQoZGRkoU6YMJk2ahCFDhsgRMhEREZkYo+8cboyMqZMaERFRYWdM37uFehwnIiIiIn1i4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kRERESkJSZORERERFpi4kREZqdhw4YYMWKE3GEQkQli4kRERESkJSZORERERFpi4kREZikjIwOffvopihUrBg8PD0RERKjXKRQKzJ8/H23atIG9vT0qVaqEY8eO4dq1a2jYsCEcHBwQEhKC69evqz8TERGBqlWrYvHixShdujSKFCmCQYMGIT09HVOnToWHhwfc3NwwefJkGWpLRPrCxImIzNKyZcvg4OCAEydOYOrUqZg0aRJ27dqlXv/VV1+hR48eiIqKQsWKFdG1a1d89NFHGDduHE6fPg0AGDp0qMY2r1+/jr/++gvbt2/HypUrsXjxYrRu3RpxcXE4cOAAvvvuO4wfPx7Hjx8v0LoSkf5YyR0AEZEcKleujPDwcABA+fLl8dNPP2HPnj1o1qwZAKB379744IMPAACfffYZQkJC8OWXXyIsLAwAMHz4cPTu3VtjmxkZGVi8eDEcHR0REBCARo0a4cqVK9i2bRssLCzg7++P7777Dvv370edOnUKsLZEpC9MnIjILFWuXFnjvaenJ+7du5flend3dwBAUFCQxrKXL18iMTERTk5OAABfX184OjpqlLG0tISFhYXGstf3Q0SmhZfqiMgsWVtba7xXKBTIyMjIcr1Coch2WXafUZXJbT9EZFqYOBERERFpiYkTERERkZaYOBERERFpSSGEEHIHYWri4uLg7e2N2NhYlCpVSu5wiIiICjVj+t5lixMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmpUCVOvr6+UCgUGtPYsWM1yty6dQtt27aFg4MDXF1dMWzYMKSkpMgUMREREZkSK7kD0LdJkyahf//+6vdFihRRv05PT0fr1q1RokQJHD58GA8fPkTPnj0hhMDs2bPlCJeIiIhMSKFLnBwdHeHh4ZHlup07d+LixYuIjY2Fl5cXAGDGjBno1asXJk+eDCcnp4IMlYiIiExMobpUBwDfffcdihcvjqpVq2Ly5Mkal+GOHTuGwMBAddIEAGFhYUhOTsaZM2cKLsj0dCAxEYiPB1JTC26/ZNROnpR+NIiIyHgVqhan4cOHo3r16nBxccHJkycxbtw4REdHY+HChQCAhIQEuLu7a3zGxcUFNjY2SEhIyHa7ycnJSE5OVr9PSkrKuuCdO0C7dkBWSZiXF5CSAjx7Brx48Wr5pUtAxYraV5IKpZs3gTp1gFKlgIEDgdGjAaVS7qiIiOhNRt/iFBERkanD95vT6dOnAQAjR45EaGgoKleujH79+mHevHlYtGgRHj58qN6eQqHItA8hRJbLVaZMmQJnZ2f1FBAQkLlQSgowZEjWSRMgJVUPHmgmTRYWwPPn2h0IKtQuXgRcXIDYWOCLLwBPT6B3bymhIiIi46EQQgi5g8jJgwcP8ODBgxzL+Pr6wtbWNtPy27dvo1SpUjh+/Dhq166NCRMm4M8//8Tff/+tLvPff/+hWLFi2Lt3Lxo1apTl9t9scbp9+zYCAgIQGxuLUqVKSQvDwoCdO3OuzFdfSd+IXl6Amxvg5CQ1K7w+2dgAlpY5b4cKpZcvgdWrgXHjpKu4gPTjsG4d0KoVfyyIyHzFxcXB29tb83tXJkZ/qc7V1RWurq55+mxkZCQAwNPTEwAQEhKCyZMnIz4+Xr1s586dUCqVqFGjRrbbUSqVUL523SQxMTFzofLlc0+cvvxSu8AtLV8lUaqE6tatrMvWrg0sXAhYW0stWPqacmiBI8OwtQV69gS6dQOOHAG6dJESqHbtAA8PoEkToEwZwM9PmteoAbx20ygRERUAo29x0taxY8dw/PhxNGrUCM7Ozjh16hRGjhyJ4OBg/PnnnwCk4QiqVq0Kd3d3TJs2DY8ePUKvXr3wzjvv6DQcQbaZb0ICsHcvcPs2kJQkdQBXzd98/eIFkJwsLaOsbdkCtG4tdxSyiYkBvvsOWLMGePQo83praylvLl1aasBUTSVKSIlVQICUAxMRmTpjanEqNInT2bNnMXjwYFy+fBnJycnw8fFB586d8emnn8Le3l5d7tatWxg8eDD27t0LOzs7dO3aFdOnT9doUcqN3k7g5s1ScwJlrWNHKWswcykpwJ49wD//ANHR0nT5cvaNkCpFiwJVqwLu7q8SKlVyVb++9J6IyBQwcTJxqhP44J13UNzePvNlLdX73JZfvw4cPmzYYPOjZk3puhAAZPVj8uYybd5r+xkvL2DyZKBYMd1iNiPXrgHHjwP37r2a7t8H7t6VOps/e5b9Zx0cpOSpZEnpUL85ubsDVkZ/IZ+IzIUxJU7805gP1n/8IXcIhnXqlNS5xsoq+8naWporFNIgRGlpr6Y336uWFSkCTJ0q3XtPeVaunDRlJS0NiIoCrlyRkqn7918lVufPSzn7jh3Zb1uhkFqmgoKkvlZuboCjo3TqXp87OPByIBGZF7Y45YEq830CgGON51FwsJSYUYFLTwcOHpT6UN25I3VAv3Pn1RQfLyVe2nJwkBIpZ2fA1RUoXvzV5OoqJV2NGr1qvCQi0hVbnAqJxNhYOKlO4MuX0gA8GzZkbmV5cyJpzCuShaWllMhkJyNDGnIsLg7YuFG6wy8pCXj6VHOekSGVf/ZMmu7eBa5ezXnff/wh9a1STc7OvIGTiEwLEyd9WbUKmDlT7igMb8oUICREamawtc16YucYk2Zh8aoTefXqWZcRQvpf4fVE6vFj4OFDzenBA+ly4bFj0ufeeUdzO1ZW0rAKvXtLdwi+9ZZ09ZeIyFjxG05fwsIAH5/CP9RzrVpAaKjcUZDMFArAzk6a3NxyLz9zpnRn4IMHr/pcPX0qNcCeOCFNgJSPR0QAgwZJr4mIjA37OOVBltda09Olf8//+SfvGx48WOpxa2kp/dv/+jyrZbquUyg07+zT5m7A11+XLw+ULZv3+hG95uVLqT/V779LSdXp06+GNXNykgYCnTiRwyYQkXH1cWLilAdZnsAXL6TrDNHRedtotWpSvx8bm+yn10cHVyikuZeX1AuXyMRlZABz5gCzZkl3/QFSH6gOHaRGztq1gQoVeBcfkTli4mTisj2BmzYB7dsXfEDHjgF16hT8fokMICNDGoB/yJDMnc2dnaXhxdq0AQYMkC4VElHhx8TJxBndcASRkdIQ0USFSFqaND7sli3AyZPSpbwXL16tt7QE/P2BKlWkJKpuXalhlogKHyZOJk7WxGnAAOmSnbW19C1hZaV5+S6rqaDXybFPbeLJqS+YLnNeK5JFWpo0eOfevcC0adKjId/k7i6Nq+rtLQ0V1qABULGi1E+Kwx4QmS4mTibO6FqcyDwEBUlNME78qRNCGmfq/HlgyRLgzz+lZ/plx85OuunV11dKqOrWlboklirFPJjIFDBxMnGqE/goKAguDg6vWoBU0+uPI3lz+ZtzheLVM9yEkDp4vP5e23Vvrn/+HPjtN7kPFenboUPSQ+ZIgxCvBu2MiwNu3JAG7jx2DLh9O+tHLQLSr2FqqvRYmWXLOIYUkbEypsSJ4zjlw7Nt2+BSvLg0HLKFhZQIqZ7P9vpz2rJ6bYj16emak6l6772cL7vl9XKdtp99PQnVdv5m8prVPD+fFQLo3l1qKqFMFIpXo5FXqyYtGz5cmicnS8lUTAzw77/Sg5GPH5fu3EtNlcqsXCk9bmbCBKBxY1mqQEQmgi1OeaCR+U6ZIt1DTfrxzTfAuHFyR0FmIC0N2L8faNZMc3mjRkDDhkDTpsxTiYyFMbU4MXHKA40T+Pff0r3Rpq52bc2Wl6zmr09ZlQFetZ68/jq7qVs34MMP2WuXZCWENHL5ggXA4sWa66ZMAT75RLovgIjkw8TJxGU6gUIAUVFSx4qnTzWnZ89ePdDr2bNXy1++lK4hvHwJ3Lold5Xkc/gwUK+e3FEQAZB+jffvB8LDgcREaZmDAzBqFDBpkpyREZk3Jk4mTnUCH9apg2LHj8sdjuny95cG6OFdYmRkzp2T+kgdOyb9bwNI/aPKlZM3LiJzZUyJEzuH54OVIZKmMWNePV5FNVZTbq/ffK8a20n1rLqsptzWq55tR2SGgoKk8aLS04FixaTWp0qVpGEPWrWSOzoikhMTJ2Pz++/Z3/kF5P2usbxOBb3P7PYHaN6d9vrdg6+/1+Z1Vu91+UzHjsAvv7ClzAw8fvzqkl1aGtC6NdC/P1C6NBAWJo0Jxf8viMwLEydjc+eO3BFQblavBpo0kb5BqVBLT5eeof3w4atlCxZI8y+/fLXst9+k0SKIqPBj4pQPT/fvh5OPj3TZK7c7yPIyXbgA9OwpdzXpTTVrAu++K3cUVADc3KTxn65fl/6nuX1bmiIiNMt9+KFUZsIEtkARFXZMnPIho2xZ6ZkNgPQvaUyMlPA8e/bqDro3Xz99Ko3qnZwsjb6nmlJSMr8/dUrW+pmtmTOBkSPljoKMRJEi0oOEq1R5tczBQRqm4HUREVKiNWhQgYZHRAWMiVM+WFy4IP2beeIE8NlncoejacaMzA//5evM4069ycoKcHQs2HNFJmfMGKBvX+l/pZgY6ZEtycnA4MHSnXdvDqpJRIUHE6d8KNKiRe6FWrWS/j11cJD+dVW9Viqzvysuv+85Wh+Rwbm4SFO1atLDhkNCpOflffopEBkpd3REZChMnAwhMFBKYObNA2rVkjsaIjKwcuWAL76QrvBGRUlDGfCZd0SFk4XcAZiylPfey3pFjx5Anz5AQEDBBkREshk48NXrjRvli4OIDIuJUz5YZdd5+9NPgY8/Bjp0KNiAiEg2trbAV19Jr3/6CdizR954iMgw+MiVPFAN/f4EQK5DINaoIfVnym2ytc15nbPzq04VLi7SewvmvUTGJD1dur8AAJo3B9avl7o2ElH+8JEr5uTMGcPv48cfpRYuIpKVpaXU2jR0KLBzpzTc165dckdFRPrEJovC4K+/5I6AiP5v8GCgQQPp9e7d0vPtMjLkjYmI9IctTsbik08AHx/pX1Yrq5zn6enSQJqJidIyPuuByGgoFMDy5dJdddevA++8Iw2M2acP0L69dPXe2lruKIkor9jHKQ906uOkrU6dgFWr9LU1IpLZo0fAsGHApk1AUtKr5Q4OQL9+UkdyjrVKpB1j6uPES3X58PKLL4BevfSzMfZRIipUihWTWp4ePJA6ib/zjvTA4GfPgB9+AOrXB06elDtKItIVW5zyIE8tThYWwJYtQOnS0h1x7u5srycyMxkZwI4d0kOBHz6Uli1dymd5E+WGLU7mKCMDuHIFeOst6cHATJqIzI6FBdCyJXDhwqtlvXoBd+/KFhIR6YiJU0EJDQW6dZM7CiIyAu7u0vPsPDyk98uXyxsPEWmPiZO+ZTco5YED0q01EyYAvDpKZPaqVpVupgWAr78GDh2SNRwi0hITJ33LbcCWr74CYmIKJBQiMm79+0sPBnj8GHj7beDwYbkjIqLcaDWO06ZNm7TeYLt27fIcjKlJjI2Fk6qTWnq6dLvMlStArVo5f/DaNcDPz/ABEpFRc3QEjh4FqleX3g8eDPzzj7wxEVHOtEqc3nnnHY33CoUCr9+Mp1Ao1K/T09P1E5kJsLh2DVi2TLrHuFgxaeGnn+b+webNtd/JmTOv/qoSUaFTrZo0VMEffwDnzgEBAVIH8vfeA+rWlTs6InqTVpfqMjIy1NPOnTtRtWpV/PXXX3j8+DGePHmCbdu2oXr16ti+fbuh4zUqRRo1AsaPBwYNkgaw7NQJuHlTvzvZvFm/2yMio/Pzz0DbttKDAS5dAmbOBOrVk553R0TGRedxnAIDAzFv3jzUr19fY/mhQ4cwYMAAXLp0Sa8BGiPVeBKPAgPhcv687hvw9ZXushNC6hOV3bxyZakFy9ZW73UgIuPz+DEwbx4wbtyrZfPmAR99JFtIREbBmMZx0vlZddevX4ezs3Om5c7Ozogxs07PL6ZMgUvbtrp/sFs36TYaIqLXFC0KjB0rXflXJUsDBwJ9+0qPpSQi+en8q1izZk2MGDECy5cvh6enJwAgISEBo0ePRq3cOkUXMja//ZZ7oeBgadAWW1tpqlJF+kuYni61yxMRvWHAAKBmzVfdG8uVkwbNdHCQNy4iysOlumvXruHdd9/FlStXULp0aQDArVu3UKFCBfzxxx8oV66cQQI1Jqomw8c2NnBOSdHPRkeNAmbM0M+2iKhQaN0a2Lbt1euffwZ8fOSNiUgOxnSpLk/PqhNCYNeuXbh8+TKEEAgICEDTpk017q4rzFQn8O64cXCbMkXucHKmUGSeVMstLDTfv75+0CBg8mQ+GoZIRnFx0t11rz8MeNAgqeG6alUgMJCtUGQeTD5xUnn58iWUSqXZJEwqeXrIrynavh0IC5M7CiKzJoSUPG3cmHmdpSXwyy9Anz4FHxdRQTKmxEnnkcMzMjLw1VdfoWTJkihSpAiio6MBAF9++SUWLVqk9wALFQsL0+nh2bSpdD80EclKoQA2bAAuXgRWrJAe06IaCi49Hfjyy9wfWEBE+qNz4vT1119j6dKlmDp1KmxsbNTLg4KCsHDhQr0GZ3LOnQMSE6URxF+8AJKTgdRU6a+bENI8NVV6bezTrl1AkSJyH1Ei+r9KlYCuXYGpU4EdO4C7dwGlErhzBzhxQu7oiMyHzonTr7/+il9++QXdunWD5Wt3hVWuXBmXL1/Wa3AmY+ZM4NEjqcOBoyNgby/dQWdjI7UwZffgXyKiPHJzky7hAcCaNfLGQmROdP5Gv337dpZ3zmVkZCA1NVUvQeXF/v37oVAospxOnTqlLpfV+nnz5uV9x926ASNHAi4ueqgFEZH23n9fmm/aJDUUE5Hh6Zw4vfXWWzh06FCm5WvXrkW1atX0ElRe1K1bF/Hx8RpTv3794Ovri+DgYI2yS5Ys0SjXs2fPvO94xQr+xSIiWTRrJjVs37ghPV+ciAxP557K4eHh+PDDD3H79m1kZGRgw4YNuHLlCn799Vds2bLFEDFqxcbGBh4eHur3qamp2LRpE4YOHZrprr+iRYtqlM2XevWkxMnM7iwkIvkVKQI0aiT1edqyBahYUe6IiAo/nVuc2rZti9WrV2Pbtm1QKBSYMGECLl26hM2bN6NZs2aGiDFPNm3ahAcPHqBXr16Z1g0dOhSurq6oWbMm5s2bh4xcbklJTk5GYmKiekpKSnq1cuVK9mEiItm0aSPN+TxwooKRr3GcjFmrVq0AANtUw+7+39dff40mTZrAzs4Oe/bswYQJEzBu3DiMHz8+221FRERg4sSJmZY/AeCUns7EiYhkExMD+PlJYzo9egQ4FerB5chcGdM4TnlOnFJSUnDv3r1MrTWqx7DoS3ZJy+tOnTql0Y8pLi4OPj4+WLNmDd5T3XaSjRkzZmDSpEl48uRJtmWSk5ORnJysfn/79m0EBARIiVPXrsCyZaYzPhMRFTpubsD9+0BkpDSiOFFhY0yJk87f9v/++y/69OmDo0ePaiwXQkChUCA9PV1vwQHSZbXOnTvnWMbX11fj/ZIlS1C8eHG0a9cu1+3XqVMHiYmJuHv3Ltzd3bMso1QqoVQq1e8TExNfrfz9d2D+fI55RESyeestYP9+YPduJk5EhqZz4tSrVy9YWVlhy5Yt8PT0NPjjVlxdXeHq6qp1eSEElixZgh49esBai+esRUZGwtbWFkWLFs17kIXzaicRmYguXaTEaelSYMwYuaMhKtx0TpyioqJw5swZVDTS2zf27t2L6Oho9O3bN9O6zZs3IyEhASEhIbCzs8O+ffvwxRdfYMCAARotSjpzdMxHxERE+dOxI/DRR8CFC8DVq0CFCnJHRFR46dyrOSAgAA8ePDBELHqxaNEi1K1bF5UqVcq0ztraGnPmzEFISAgqV66MH374AZMmTcKMGTPyvsPw8HxES0SUfy4uQJMm0mveXUdkWDp3Dt+7dy/Gjx+Pb775BkFBQZkuhzmZwS0dqk5qTwA4ZWRwDCcikt306dIDgNu1A/78U+5oiPTLpDuHN23aFADQRPXvzf8ZqnO40bt8WXr6JhGRjBo0kOaHDwMZGRwlhchQdE6c9u3bZ4g4TNf160yciEh21aoBdnbSWE6XLkl32hGR/umcOIWGhhoiDtNVubLcERARwcYGqFMH2LdPanVi4kRkGHkatfHx48c4efJklgNg9ujRQy+BmQwXF7kjICICIF2u27cPOHRIusuOiPRP58Rp8+bN6NatG549ewZHR0eNcZwUCoX5JU4cioCIjISqn9OhQ/LGQVSY6dx9cPTo0ejTpw+SkpLw+PFj/Pfff+rp0aNHhojRuBnx0AxEZF7q1JE6hd+6Bdy5I3c0RIWTzonT7du3MWzYMNjb2xsiHtMzZ47cERARAZCe/BQUJL0+cEDeWIgKK50Tp7CwMJw+fdoQsZimv/6SOwIiIjXVSDG//y5vHESFlc59nFq3bo1PPvkEFy9ezHIATG0erFuodOggdwRERGrvvw/MnAns2AGkpwOWlnJHRFS46DxyuEUOo6qZywCYGiOHt28PbNzI0cOJyCikpQFFiwLPngFnzgDVq8sdEVH+GdPI4TpfqsvIyMh2MoekKZP9+4HkZLmjICICAFhZAc2aSa+3bZM3FqLCiIPy51ezZtJfKiIiI9GihTTftUveOIgKI62+8X/88UcMGDAAtra2+PHHH3MsO2zYML0EZjLWrQPatwe6d5c7EiIiAK/Gczp9GkhNBd7oikpE+aBVHyc/Pz+cPn0axYsXh5+fX/YbUyhw48YNvQZojDT6OAHAw4dAsWIyR0VEJMnIALy8gLt3ga1bgVat5I6IKH+MqY+TVi1O0dHRWb4mABERTJqIyKhYWABt2wILFwJ79jBxItKnfPVxEkJAx5vyChVRpAgwYYLcYRARZdK4sTTft0/eOIgKmzwlTosWLUJgYCBsbW1ha2uLwMBALFy4UN+xGT3F06fAtWtyh0FElEnDhtI8Kgowx6dhERmKzonTl19+ieHDh6Nt27ZYu3Yt1q5di7Zt22LkyJEYP368IWI0bp99JncERESZeHoClSoBQvDxK0T6pPMAmK6urpg9eza6dOmisXzlypX4+OOP8cAMHnqbqXN4zZrS0zXbtQN8fABnZ2lSKmWOlIjM2ccfAz/9JP1p+uMPjtNLpsuYOofr3OKUnp6O4ODgTMtr1KiBtLQ0vQRlck6dAmbPlsZ0qlABcHcHbG2lv1JvTny2HREVkI8+kv7sbNok9Xk6dUruiIhMn86JU/fu3TF37txMy3/55Rd069ZNL0GZipdffgm0aaPbhxYtMkwwRERvCAwEfv4ZsLGRHnJQty5w/LjcURGZNq2GIxg1apT6tUKhwMKFC7Fz507UqVMHAHD8+HHExsaiR48ehonSSNl+9ZXmgsBAwMMDcHCQOhZkZLya0tOB0qWBKVPkCZaIzNKgQUDr1sCAAdKDfz/7jH2eiPJDqz5OjRo10m5jCgX27t2b76CMXaY+TgDw9tv8a0RERuv2bel/t4wM4MQJoFYtuSMi0p4x9XHSqsVpHwcCyd2VK3JHQESUrZIlpSdD/forMHYsYAb/4xIZBB/yqy9ly3KwFCIyal99JXUW37cPuHRJ7miITBMTp3xIr1jx1dMzjx4FiheXOn9nZMgbGBFRFkqXBlq2lF63by89ZpOIdMPEKR9ehodnfuRKv37Azp3yBERElItFi6Th5v79F3j3XSA5We6IiEwLE6d8cOjSBfjyS82FbdoADRrIExARUS48PICtW6Uxeg8dAlaulDsiItPCxEnfihSRhiMgIjJSb70FDB0qvV64EDDXsYuJ8kLnxCk5ORmHDh3Cb7/9hvnz52PDhg2Ijo42RGymadUqqfdlSAhw757c0RARZemDD6QumkeOAAMHsmsmkba0Go4AAI4ePYrZs2fjjz/+QEpKCooWLQo7Ozs8evQIycnJKFOmDAYMGICBAwfC0dHRkDGbhuPHgTVrXv1bR0RkRCpXBhYsAHr1kvo9NW0KdO4sd1RExk+rFqf27dvj/fffR8mSJbFjxw4kJSXh4cOHiIuLw/Pnz/Hvv/9i/Pjx2LNnDypUqIBdu3YZOm7jY28vPdfA0lJ636mTNGgKEZGR6tkT+OIL6fW338obC5Gp0Grk8J9//hn9+/eHjY1Nrhu8cOEC7ty5g2bNmuklQGOUaeTwdeuA996TOSoiIt09egSUKCFdqrt9G/DykjsiosyMaeRwrVqchgwZolXSBABvvfVWoU6asrR1K7Bxo/R8OiIiE1KsGFCtmvSaD4kgyp3OncNjY2MRFxenfn/y5EmMGDECv/zyi14DMylLlgAdOkhzIiIT07SpNF+6VNYwiEyCzolT165d1c+uS0hIQLNmzXDy5El8/vnnmDRpkt4DNClVq8odARGRzgYOlOa7dwOPH8saCpHR0zlxOn/+PGr9/7Haa9asQWBgII4ePYrff/8dS83935X+/YE7d+SOgohIJ76+0mjiADB3rqyhEBk9nROn1NRUKJVKAMDu3bvRrl07AEDFihURHx+v3+hMzdmzwM2bckdBRKQzVavTvHnsrkmUE50Tp7feegvz5s3DoUOHsGvXLrRo0QIAcOfOHRQvXlzvAZqEUqWA0FCpk3hIiNzREBHp7OOPpQExb90Crl+XOxoi46Vz4vTdd99h/vz5aNiwIbp06YIqVaoAADZt2qS+hGdWdu0CYmOB/fuBVq3kjoaIKE8cHF7937d7t7yxEBkzrUcOBwAhBPz8/HDz5k2kp6fDxcVFvW7AgAGwt7fXe4BGb8GCV7ekEBGZsKZNgYMHgT17Xl26IyJNOrU4CSFQvnx53L17VyNpAgBfX1+4ubnpNTiT8NrQDEREpqxJE2m+dy+fXUeUHZ0SJwsLC5QvXx4PHz40VDymZ+JEPlqciAqFmjUBR0dpNPHISLmjITJOOvdxmjp1Kj755BOcP3/eEPGYnmbN2LeJiAoFa+tXrU6bNskbC5Gx0jlx6t69O06ePIkqVarAzs4OxYoV05jMUlKS3BEQEenFO+9IcyZORFnTqXM4AMyaNcsAYZi4rVvljoCISC9UDehRUcD9+9IDgInoFZ0Tp549exoiDtPVq5f0lEwiokKgRAmgUiXg0iXg6FGgfXu5IyIyLjpfqgOA69evY/z48ejSpQvu3bsHANi+fTsuXLig1+BMwtKlwP+PARFRYfD229J8zx554yAyRjonTgcOHEBQUBBOnDiBDRs24OnTpwCAf/75B+Hh4XoP0CScOCF3BEREetOmjTRfuZLDEhC9SefEaezYsfj666+xa9cu2NjYqJc3atQIx44d02twr5s8eTLq1q0Le3t7FC1aNMsyt27dQtu2beHg4ABXV1cMGzYMKSkpGmXOnTuH0NBQ2NnZoWTJkpg0aRJEfh7MtGzZq78yRESFQIsW0kjiDx4AFy/KHQ2RcdE5cTp37hzefffdTMtLlChh0PGdUlJS0LFjRwwaNCjL9enp6WjdujWePXuGw4cPY9WqVVi/fj1Gjx6tLpOYmIhmzZrBy8sLp06dwuzZszF9+nTMnDkz74H16AEoFHn/PBGRkbGyAmrXll4fOSJvLETGRufEqWjRooiPj8+0PDIyEiVLltRLUFmZOHEiRo4ciaCgoCzX79y5ExcvXsTy5ctRrVo1NG3aFDNmzMCCBQuQmJgIAFixYgVevnyJpUuXIjAwEB06dMDnn3+OmTNn5r3ViY8RJ6JCqH59aX7woLxxEBkbnROnrl274rPPPkNCQgIUCgUyMjJw5MgRjBkzBj169DBEjFo5duwYAgMD4eXlpV4WFhaG5ORknDlzRl0mNDQUSqVSo8ydO3cQExOT7baTk5ORmJionpL+P26TcHBg4kREhVJoqDQ/cIB/5ohep3PiNHnyZJQuXRolS5bE06dPERAQgLfffht169bF+PHjDRGjVhISEuDu7q6xzMXFBTY2NkhISMi2jOq9qkxWpkyZAmdnZ/UUEBAAABBFiwIWeboxkYjIqNWpI40kfvs2cP263NEQGQ+dv/Wtra2xYsUK/Pvvv1izZg2WL1+Oy5cv47fffoOlpaVO24qIiIBCochxOn36tNbbU2TR10gIobH8zTKqS3RZfVZl3LhxePLkiXq6+P/ekha3b2sdGxGRKbG3B2rVkl4fOCBvLETGROcBMCdNmoQxY8agTJkyKFOmjHr5ixcvMG3aNEyYMEHrbQ0dOhSdO3fOsYyvr69W2/Lw8MCJN4YF+O+//5CamqpuVfLw8MjUsqQah+rNlqjXKZVKjct7qj5TAIBVq4Bc6kBEZIpCQ6XO4QcOAH37yh0NkXHQucVp4sSJ6rGbXvf8+XNMnDhRp225urqiYsWKOU62trZabSskJATnz5/X6Li+c+dOKJVK1KhRQ13m4MGDGkMU7Ny5E15eXlonaJn068cOAERUKKn6Oe3fzz9zRCo6J05vXvpS+fvvvw36kN9bt24hKioKt27dQnp6OqKiohAVFaVO4po3b46AgAB8+OGHiIyMxJ49ezBmzBj0798fTk5OAKSO7UqlEr169cL58+exceNGfPPNNxg1alSOl+pyNH8+hyMgokKpXj3AxgaIjQWuXZM7GiLjoPWlOhcXF3W/owoVKmgkGunp6Xj69CkGDhxokCABYMKECVi2bJn6fbVq1QAA+/btQ8OGDWFpaYmtW7di8ODBqFevHuzs7NC1a1dMnz5d/RlnZ2fs2rULQ4YMQXBwMFxcXDBq1CiMGjUq74EdOQJ065b3zxMRGSkHB6BuXanFac8eoHx5uSMikp9CaDmA0bJlyyCEQJ8+fTBr1iw4Ozur19nY2MDX1xchISEGC9SYxMXFwdvbG08AOPn5ATduyB0SEZFBfP018OWXwHvvAevWyR0NmSvV925sbCxKlSolayxatzj17NkTAODn54d69erBykrnfuWFUzYjmRMRFQZNm0qJ0969QHo6oOPN00SFjs59nEJDQ3Hz5k2MHz8eXbp0Ud+Vtn37dly4cEHvARq9Tz8FHj2SOwoiIoMIDgacnID//gP+P5YwkVnTOXE6cOAAgoKCcOLECWzYsEHdOfuff/5BeHi43gM0CQ0byh0BEZFBWFlJrU6ANPoKkbnTOXEaO3Ysvv76a+zatQs2Njbq5Y0aNcKxY8f0GpzJaN5c7giIiAxG9TStX38FMjLkjYVIbjonTufOncO7776baXmJEiXw8OFDvQRlcqZMkTsCIiKDadVKusPu4UPAHHtkEL1O58SpaNGiGoNMqkRGRqJkyZJ6CcrkzJrFf8OIqNCytgbq15de79kjbyxEctM5ceratSs+++wzJCQkQKFQICMjA0eOHMGYMWPQQ9Wea24+/RRYu1buKIiIDKZFC2n+/ffAaw9fIDI7OidOkydPRunSpVGyZEk8ffoUAQEBePvtt1G3bl2MHz/eEDGahk8/Bd54Vh4RUWExYABQtChw6xZw9qzc0RDJR+sBMN90/fp1REZGIiMjA9WqVUN5MxpSVmMAzNdXeHkBt2/LFBURkWG9+y7wxx9A797A4sVyR0PmxCQHwHxT2bJlUbZsWX3GYvq++UbuCIiIDGbUKClx2rgRWLCAg2GSedI5cRJCYN26ddi3bx/u3buHjDc6RW/YsEFvwZmEH38Ehg7lg36JqNCrWxdwdgYePwaiooAaNeSOiKjg6dzHafjw4fjwww8RHR2NIkWKwNnZWWMyO/7+TJqIyCxYWgINGkiv9+6VNxYiuejc4rR8+XJs2LABrVq1MkQ8pqd6dbkjICIqMM2aAVu2AH/+CXzyidzREBU8nVucnJ2dUaZMGUPEYppeGz2diKiwa9NGmp88CSQnyxsLkRx0TpwiIiIwceJEvHjxwhDxmJ4rV+SOgIiowPj5AcWLA6mpwLlzckdDVPB0Tpw6duyI//77D25ubggKCkL16tU1JrMzZ47cERARFRiFAggOll4fPy5vLERy0LmPU69evXDmzBl0794d7u7uUJh7x+jAQLkjICIqUA0bAjt2AH/9Jd1UTGROdE6ctm7dih07dqC+6sFF5q5tW7kjICIqUC1aAOPGAYcOAWlpgFWeRwQkMj06X6rz9vaGk5NT7gXNRYUKckdARFSggoKk8ZySkqTxnIjMic6J04wZM/Dpp58iJibGAOGYoNq1gfXr5Y6CiKjAvD6e0/79soZCVOB0Tpy6d++Offv2oWzZsnB0dESxYsU0JrNz8iTw/vvAmjVyR0JEVGAaNZLm/L+RzI3OV6ZnzZplgDAKgR9/BD74QO4oiIgKRJcuwGefSXfWRUYC1arJHRFRwdA5cerZs6ch4jB9R45It5i0bCl3JEREBufpCbRuLY0gPnkysG6d3BERFQytLtU9e/ZMp43qWr7Q6NBBusWEiMgMjBkjzfft458+Mh9aJU7lypXDN998gzt37mRbRgiBXbt2oWXLlvjxxx/1FqBJmTOH9+USkdmoUwcoVgx49Ejq7klkDrT6lt+/fz/Gjx+PiRMnomrVqggODoaXlxdsbW3x33//4eLFizh27Bisra0xbtw4DBgwwNBxGw8h5I6AiEgWVlZAaCiwcSNw+DBQt67cEREZnlaJk7+/P9auXYu4uDisXbsWBw8exNGjR/HixQu4urqiWrVqWLBgAVq1agULC51v1CMiIhNVv/6rxOnTT+WOhsjwFEKwyURXcXFx8Pb2xhMATkeO8N8sIjJbJ09Kw9kVKwbcvw/wf2cyBNX3bmxsLEqVKiVrLPwRz6969YAlS+SOgohIFtWqAXZ2Uj+ny5fljobI8Jg46UOZMnJHQEQkC2trqZM4IF2uIyrsmDjl1927Uu9IIiIzpXrm+6FD8sZBVBCYOOWXm5vcERARyYqJE5kTJk75xb71RGTmQkKkB//evAncuiV3NESGlafRGh8/foyTJ0/i3r17yMjI0FjXo0cPvQRmMi5cAAID5Y6CiEg2jo5AjRrSHXYHDgAffih3RESGo3PitHnzZnTr1g3Pnj2Do6MjFAqFep1CoTCrxCnDxQUoV07uMIiIZNewIRMnMg86X6obPXo0+vTpg6SkJDx+/Bj//fefenr06JEhYjReDg6Ara3cURARya5BA2nOO+uosNM5cbp9+zaGDRsGe3t7Q8RjWl5rbSMiMmeqcYCvXJEGwiQqrHROnMLCwnD69GlDxGJyLGJjgcREucMgIpJdsWLAW29Jr48ckTcWIkPSqo/Tpk2b1K9bt26NTz75BBcvXkRQUBCsra01yrZr106/ERq7FSuAQYPkjoKISHb160v3yxw6BLzzjtzREBmGVs+q0/bBvQqFAunp6fkOythpPKvu7l2O5UREBGD5cqljeK1awIkTckdDhYkxPatOqxanN4ccoNe80eJGRGSuVB3Ez54Fnj2T7p8hKmx07uP066+/Ijk5OdPylJQU/Prrr3oJyqT8+afcERARGQUfH8DbG0hLY4sTFV46J069e/fGkydPMi1PSkpC79699RKUSWnRQu4IiIiMhqrViY9focJK58RJCKEx6KVKXFwcnJ2d9RKUSSlSRO4IiIiMBp9bR4Wd1iOHV6tWDQqFAgqFAk2aNIGV1auPpqenIzo6Gi3MsfXlwgWgdm25oyAiMgqqFqdjx4CUFMDGRt54iPRN68Tpnf/fWxoVFYWwsDAUea2lxcbGBr6+vnjvvff0HqDRq1MHOH1aelATEZGZCwgA3N2Bu3elUcQbN5Y7IiL90jpxCg8PBwD4+vqiU6dOsOWjRl756CMpeSIiMnMWFkDLlsDSpcC2bUycqPDRuY9Tz549YWtri9OnT+O3337D8uXLcebMGUPEZjpat5Y7AiIio9GqlTTfsgXIfaRAItOidYuTyu3bt9G5c2ccOXIERYsWBQA8fvwYdevWxcqVK+Ht7a3vGI3fjBlA+/aAk9OrSanks+yIyCw1by79CbxyBTh5kt1AqXDJ03AEqampuHTpEh49eoRHjx7h0qVLEEKgb9++hogRADB58mTUrVsX9vb26oTtdX///Te6dOkCb29v2NnZoVKlSvjhhx80ysTExKg7uL8+bd++PX/BPXsm9XEqX166uG9nJ7VXBwVJvSOJiMyIszPQtq30evVqeWMh0jedW5wOHTqEo0ePwt/fX73M398fs2fPRr169fQa3OtSUlLQsWNHhISEYNGiRZnWnzlzBiVKlMDy5cvh7e2No0ePYsCAAbC0tMTQoUM1yu7evRtvqZ5GCaBYsWKGCfrCBeDlS95WQkRmp3lzYN064PvvgcmTpf8niQoDnROn0qVLIzU1NdPytLQ0lCxZUi9BZWXixIkAgKVLl2a5vk+fPhrvy5Qpg2PHjmHDhg2ZEqfixYvDw8ND/0HOmQO4uEiJkrW1dF+uk5P+90NEZOSaN3/1ev16oHt3+WIh0iedL9VNnToVH3/8MU6fPg3V84FPnz6N4cOHY/r06XoPMD+ePHmSZWtSu3bt4Obmhnr16mHdunX62dnvvwODBgGdOwMdOkjt1FlcUiQiMgelSwPvviu9/v13eWMh0iedW5x69eqF58+fo3bt2upBMNPS0mBlZYU+ffpotPw8evRIf5Hq6NixY1izZg22bt2qXlakSBHMnDkT9erVg4WFBTZt2oROnTph2bJl6J7Dv0PJyckaz+dLSkrSLODiAjRsqO8qEBGZLIUC+PxzYONG6bl1QvB+GSocdE6cZs2apbedR0REqC/BZefUqVMIDg7WabsXLlxA+/btMWHCBDRr1ky93NXVFSNHjlS/Dw4Oxn///YepU6fmmDhNmTIl5zitrQFLS51iJCIq7CpXBmxtgUePpC6fgYFyR0SUfzonTj179tTbzocOHYrOnTvnWMbX11enbV68eBGNGzdG//79MX78+FzL16lTBwsXLsyxzLhx4zBq1Cj1+9u3byMgIEB64+YGxMVJyRMREanZ2EgDYG7bJo3pxMSJCgOdEycAuH79OpYsWYLr16/jhx9+gJubG7Zv3w5vb2+Nu9Vy4+rqCldX17yEkKULFy6gcePG6NmzJyZPnqzVZyIjI+Hp6ZljGaVSCaVSqX6fmJj4amXnzkyaiIiy0batlDht2gSMHSt3NET5p3Pn8AMHDiAoKAgnTpzAhg0b8PTpUwDAP//8o34siyHcunULUVFRuHXrFtLT0xEVFYWoqCj1/i9cuIBGjRqhWbNmGDVqFBISEpCQkID79++rt7Fs2TL8/vvvuHTpEq5cuYLp06fjxx9/xMcff5z3wGbMyG/ViIgKrTZtpPnx48C9e/LGQqQPOidOY8eOxddff41du3bB5rXxiRo1aoRjx47pNbjXTZgwAdWqVUN4eDiePn2KatWqoVq1ajj9/2fErV27Fvfv38eKFSvg6empnmrWrKmxna+//hrBwcGoWbMmVq1ahcWLF2v0e9LZ7dv5qRYRUaFWqhRQvbrUOfy1e3WITJZCCN2eJFSkSBGcO3cOfn5+cHR0xN9//40yZcogJiYGFStWxMuXLw0Vq9GIi4uDt7c3ngBwAoBPPgGmTpU5KiIi4xQRAUycKA1PsGGD3NGQKVJ978bGxqJUqVKyxqJzi1PRokURHx+faXlkZKRBB8A0anymABFRtlSPX9mxA3htZBcik6Rz4tS1a1d89tlnSEhIgEKhQEZGBo4cOYIxY8agR48ehojRuDk6AkePyh0FEZHRql4d8PQEnj/nn0syfTonTpMnT0bp0qVRsmRJPH36FAEBAXj77bdRt25drW7/L3QWLQLMtaWNiEgLCgVQp470+v/dUolMls6Jk7W1NVasWIGrV69izZo1WL58OS5fvozffvsNluY4COS4cUAWly6JiOiV0FBp/tdf8sZBlF86dw6nLDqH9+kjtTwREVGWrl8HypUDrKyA+/f5KE/SjTF1DtdqAMzXR83OzcyZM/McjMlavBgYORLw9+dgmEREWShbFqhUCbh0SXp+Xe/eckdElDdaJU6RkZEa78+cOYP09HT4+/sDAK5evQpLS0vUqFFD/xGaiqAg6d+pCxek5wwQEZGGbt2A8eOlEVzeeUd6PjqRqdEqcdq3b5/69cyZM+Ho6Ihly5bB5f8/9f/99x969+6NBg0aGCZKU3HtGpCSwsSJiCgLn3wC/P47cPEiMH8+H8FCpknnzuEzZszAlClT1EkTALi4uODrr7/GDD5+BJg7FzCDQUCJiHRlYwOMGCG9njNH1lCI8kznxCkxMRF3797NtPzevXtISkrSS1Am7dNPgZAQuaMgIjJKTZpI89hYICZG1lCI8kTnxOndd99F7969sW7dOsTFxSEuLg7r1q1D37590aFDB0PEaHqqVJE7AiIio+TnB6h6dcydK28sRHmh83AEz58/x5gxY7B48WKkpqYCAKysrNC3b19MmzYNDg4OBgnUmGgMR2BvD3z5JVCzpvQXwdubd9YREeVg3TqgY0fA2VkamoB/Mik3xjQcQZ7HcXr27BmuX78OIQTKlStnFgmTikbi9O23wGefyR0SEZHJSE8H3N2Bhw+BQ4eA+vXljoiMnTElTjpfqlNxcHBA5cqVUaVKFbNKmjIZMkTuCIiITIqlJdC8ufR65055YyHSVZ4TJ/o/Ozu5IyAiMjn16knzU6fkjYNIV0yc8mv3brkjICIyOarE6dAhafg7IlPBxCm/zp+XOwIiIpNTuTJQogTw7Blw4oTc0RBpj4lTfpnzY2aIiPLIwuLVmE5suCdTwsQpvypUkDsCIiKT1LSpNN+1S944iHTBxCm/LlyQOwIiIpOkSpxOnpQu2RGZAiZO+VWrltwREBGZJB8foGRJaVyns2fljoZIO0yc8kuplDsCIiKTVbOmND95Ut44iLTFxCm/Ro6UOwIiIpOlarQ/flzeOIi0xcQpv+bNA8qUAR48kDsSIiKTExoqzbdvB+7dkzcWIm0wcdKH6Ghg2za5oyAiMjl16gCBgcDTp8DixXJHQ5Q7Jk760KsX0LWr3FEQEZkcCwtg0CDp9V9/yRsLkTaYOOlDs2aAlZXcURARmaSWLaX5kSPA48eyhkKUKyZO+rBli9wREBGZLD8/oGJFaViC7dvljoYoZ0yc9KFIEbkjICIyaR06SPP16+WNgyg3TJz0oWdPuSMgIjJpYWHS/OBBIDVV3liIcsLESR9u3ZI7AiIik1anDuDmJg1JwGfXkTFj4qQPXbrIHQERkUmzsQHeeUd6vXu3rKEQ5YiJU37NnSt3BEREhULjxtJ8zx554yDKCROn/KpeXe4IiIgKBVXi9M8/HEWcjBcTp/z64w+5IyAiKhRKlAAqV5Ze790rbyxE2WHilF8ffih3BEREhUbz5tJ8xw554yDKDhOn/GLHcCIivWnRQprv2AEIIW8sRFlh4pRfpUrJHQERUaFRvz5gbw/ExwPnzskdDVFmTJzyq2pVYPNm/mtERKQHSiXw9tvSa95dR8aIiVN+TZ4MtGsHLFggdyRERIVC06bSfO1a/k9KxoeJk74EBckdARFRofDBB9KAmMeOSUMTEBkTJk768P77QEiI3FEQERUK3t5Aq1bS6zVr5I2F6E1MnPRh3TqgbVsgLU3uSIiICoWOHaX55s3yxkH0JiZO+rJzJ/DkidxREBEVCv7+0vzOHfZzIuPCxElfFiwAiheXOwoiokIhIAAoUgR4+BA4fFjuaIheYeKkLwMH8t8iIiI9sbN7dblu9Gh5YyF6HRMnfZk6FVAo5I6CiKjQmDxZ+rN66hQf+kvGg4lTfj15IrU0DR0qdyRERIWKpydQpoz0mqOIk7Fg4pRfu3fLHQERUaFVu7Y050N/yVgwccqvly/ljoCIqNB6911pvmGDvHEQqZhM4jR58mTUrVsX9vb2KFq0aJZlFApFpmnevHkaZc6dO4fQ0FDY2dmhZMmSmDRpEkR+OnV36yZdhN+/P+/bICKiLDVsKM2vXwcuXZI1FCIAJpQ4paSkoGPHjhg0aFCO5ZYsWYL4+Hj11LNnT/W6xMRENGvWDF5eXjh16hRmz56N6dOnY+bMmfkPcOrU/G+DiIg0uLq+enadPv5UE+WXldwBaGvixIkAgKVLl+ZYrmjRovDw8Mhy3YoVK/Dy5UssXboUSqUSgYGBuHr1KmbOnIlRo0ZBkZ+74urVy/tniYgoW2PGSN1Jt22T7sXhDcwkJ5NpcdLW0KFD4erqipo1a2LevHnIyMhQrzt27BhCQ0OhVCrVy8LCwnDnzh3ExMRku83k5GQkJiaqp6SkpMyFVO3JRESkV6GhgL29NIo4764juRWqxOmrr77C2rVrsXv3bnTu3BmjR4/GN998o16fkJAAd3d3jc+o3ickJGS73SlTpsDZ2Vk9BQQEaBawtweqVNFfRYiISM3WFqhfX3q9fr28sRDJmjhFRERk2aH79en06dNab2/8+PEICQlB1apVMXr0aEyaNAnTpk3TKPPm5ThVx/CcLtONGzcOT548UU8XL17ULNCuHfBaKxYREemXqrsq764jucnax2no0KHo3LlzjmV8fX3zvP06deogMTERd+/ehbu7Ozw8PDK1LN37/3C0b7ZEvU6pVGpc3ktMTHy18uZNoHTpPMdIRES5U3UQP38eePQIKFZM3njIfMmaOLm6usLV1dVg24+MjIStra16+IKQkBB8/vnnSElJgY2NDQBg586d8PLyynuClpysn2CJiChbbm6Avz9w5Qpw5AjQtq3cEZG5Mpk+Trdu3UJUVBRu3bqF9PR0REVFISoqCk+fPgUAbN68GQsWLMD58+dx/fp1LFy4EF988QUGDBigbi3q2rUrlEolevXqhfPnz2Pjxo345ptv8ndHXUgIcP++vqpJRETZaNBAmnMUcZKTQuRr9MeC06tXLyxbtizT8n379qFhw4bYvn07xo0bh2vXriEjIwNlypRBv379MGTIEFhZvWpYO3fuHIYMGYKTJ0/CxcUFAwcOxIQJE3RKnOLi4uDt7Y0nAJwA4LffgO7d819JIiLK1l9/Aa1aAcWLA3fvApaWckdEBUX1vRsbG4tSpUrJGovJJE7GJFPipDJxIvD554CVyQyPRURkMtLSgBIlgMePpct1devKHREVFGNKnEzmUp1JCA8HTp2SOwoiokLJygoIC5Neb9wobyxkvpg46dPw4UCNGnJHQURUaH3wgTT//XfgtfGNiQoMrynpw4MH0kV3IiIyqNatAWdnaRTxY8f4tCsqeGxx0ody5YD4eLmjICIq9JRKoE0b6fXy5fLGQuaJiZM+uLtz5HAiogLSu7c0//VXDqVHBY+Jkz60aiW1HRMRkcE1biwNiPn8Oe/HoYLHxEkfvv8eGDVK7iiIiMyCQiElTgBw4YK8sZD5YeKkLz/+KHcERERmw99fmh86JG8cZH6YOOnLDz/IHQERkdlQNfKvWCENhklUUJg46UO9esCwYXJHQURkNurWBTp1kl6vWydvLGRemDjpAy/TEREVONVgmDt3yhsHmRcmTvpQowbg7S2NxkZERAWienVpfuUKcPWqvLGQ+WDipC9xcdKQtkREVCB8fIBq1YD0dOCdd6SHABMZGhMnfercWe4IiIjMhkIBbNsmPfHq0iVg/Xq5IyJzwMRJnzigCBFRgfLwAIYOlV7/9JO8sZB5YOKkTwcPsp8TEVEB695dmh8+DCQkyBsLFX5MnPRt7Fi5IyAiMitly0rPWgeAIUPkjYUKPyZO+lS+PNuKiYgKmELxalSYjRuB+/fljYcKNyZO+fXrr8Ddu0BGhnQ/bFCQ3BEREZmdli2BKlUAITiuExkWE6f8mjsXcHKS/uUhIiLZtGolzTdtkjcOKtyYOOXXsWPS6GtERCSrd9+V5lu3Ai9eyBsLFV5MnPShShW5IyAiMnvBwYCnJ/DsmXSTM5EhMHHSB4VC+heHiIhko1BIPScA4NEjeWOhwouJk760aSN1EiciItmEhEjzhQuljuJE+sbESZ848hoRkazCwwEbG2DvXmDfPrmjocKIiZM+NGoEHDrEvk5ERDLz9QXee096feCArKFQIcXESR8UCqB+fbmjICIivPof9tAheeOgwomJUz6kfPCB9GLfPiA1Vd5giIgIANCli/T/7L59QHS03NFQYcPEKR9s1qyRXpQrB1hbyxsMEREBAEqXBpo0kV7PnStvLFT4MHHShy++kDsCIiJ6zcCB0pyjiJO+MXHSB44cTkRkVBo1ki7XXbnCG55Jv5g46UObNnJHQERErylW7NUz19lJnPSJiZM+eHvLHQEREb0hNFSac1gC0icmTvlVvToTJyIiI6RKnPjcOtInJk759eSJ3BEQEVEWGjSQ5ufOAQ8eyBsLFR5MnPKrRw+5IyAioiy4ub3q57Rnj7yxUOHBxCm/2raVOwIiIspG8+bSfMcOeeOgwoOJU36dPSt3BERElI2wMGm+cycghLyxUOHAxCm/xo4Fzp+XOwoiIspC/fqArS1w+zZw8aLc0VBhwMQpvx48AC5dkjsKIiLKgp3dq7vrdu6UNxYqHJg45ZezM/DOO3JHQURE2WA/J9InJk759eQJBwkhIjJiqn5OBw4AL17IGwuZPiZO+tC0qdwREBFRNgICgJIlgZcv+fgVyj8mTkREVKgpFECLFtLrrVvljYVMHxMnfahSRe4IiIgoB6rLdXv3clgCyh8mTvrg5CR3BERElIOGDQGlUho9Zu9euaMhU8bESR8WLJA7AiIiykGJEkDfvtLrxYvljYVMGxOn/CpRAvD3lzsKIiLKxQcfSPPdu4GMDHljIdPFxCm/PvxQ7giIiEgLISGAgwNw7x7w999yR0OmymQSp8mTJ6Nu3bqwt7dH0aJFM61funQpFApFltO9e/cAADExMVmu3759e94DW7Uq758lIqICY2MDNGkivV63Tt5YyHSZTOKUkpKCjh07YtCgQVmu79SpE+Lj4zWmsLAwhIaGws3NTaPs7t27Nco1btw474HducMHIBERmQjVRYKlS4H0dFlDIRNlJXcA2po4cSIAqWUpK3Z2drCzs1O/v3//Pvbu3YtFixZlKlu8eHF4eHjoL7ilS4GpU/W3PSIiMoi2bYHixaX/effvf9UCRaQtk2lx0tWvv/4Ke3t7vP/++5nWtWvXDm5ubqhXrx7WadFem5ycjMTERPWUlJSkWeC99/QVNhERGZBSCbRuLb3msASUF4U2cVq8eDG6du2q0QpVpEgRzJw5E+vWrcO2bdvQpEkTdOrUCcuXL89xW1OmTIGzs7N6CggIeLXy5Uugdm1DVYOIiPQsNFSa8zGjlBeyJk4RERHZduhWTadPn9Z5u8eOHcPFixfRVzVox/+5urpi5MiRqFWrFoKDgzFp0iQMHjwYU3O5zDZu3Dg8efJEPV18vU+TUqlzfEREJJ+335bmJ0/yob+kO1n7OA0dOhSdO3fOsYyvr6/O2124cCGqVq2KGjVq5Fq2Tp06WLhwYY5llEollK8lSImJiTrHRERExqFsWcDLS+rndPw40KiR3BGRKZE1cXJ1dYWrq6tet/n06VOsWbMGU6ZM0ap8ZGQkPD09877Du3cBd/e8f56IiAqUQiFdrlu5Urpcx8SJdGEyd9XdunULjx49wq1bt5Ceno6oqCgAQLly5VCkSBF1udWrVyMtLQ3dunXLtI1ly5bB2toa1apVg4WFBTZv3owff/wR3333Xd4Ds7HJ+2eJiEgWb78tJU4HDsgdCZkak0mcJkyYgGXLlqnfV6tWDQCwb98+NGzYUL180aJF6NChA1xcXLLcztdff42bN2/C0tISFSpUwOLFi9G9e/e8B2ZtnffPEhGRLFQdxI8dA5KT2V2VtKcQQgi5gzA1cXFx8Pb2xhMATikpTJ6IiEyMEICHh/T4lUOHgPr15Y6IcqL63o2NjUWpUqVkjaXQDkdQYPjAIyIik6NQvLq7jsMSkC6YOOWXs7PcERARUR6oEif2cyJdMHHKr3Ll5I6AiIjyQNXP6cgRIDVV3ljIdDBxyq/t2+WOgIiI8iAwEChWDHj2DDh7Vu5oyFQwccqvlSvljoCIiPLAwgJo0EB6zX5OpC0mTvm1YgXH7CciMlHs50S6YuKUX7a2vDhORGSiVP2cDh0C0tPljYVMAxOn/PrjD8DJSe4oiIgoD6pWlf6EJyZydBnSDhOnfBBWVkDTpnKHQUREeWRpCdSrJ70+ckTeWMg0MHHKB0VaGvDokdxhEBFRPtStK82PHpU3DjINTJzy69o1uSMgIqJ8qFVLmv//2fFEOWLilF9du8odARER5UNQkDS/fBm4cUPeWMj4MXHKr4AAuSMgIqJ88PR8NZ7T3r3yxkLGj4lTfi1fLncERESUT6rE6dgxeeMg48fEKb/27JE7AiIiyifVnXUcCJNyw8Qpv1q0kDsCIiLKp/r1paEJrl8HYmPljoaMGROn/LK3lzsCIiLKJycnoEYN6fX+/bKGQkaOiVM+pAcGyh0CERHpScOG0pyJE+WEiVM+WJ4/D0yZIncYRESkB40aSfN9++SNg4wbE6f8YudwIqJCoV49qZ9TdDRw86bc0ZCxYuKUX1evAvHxckdBRET55OgI1KwpveblOsoOE6f8io0F/vtP7iiIiEgPVP2ceLmOssPEKb/WrePo4UREhYSqnxNbnCg7TJzy68cf5Y6AiIj0pF49wNpa6uN0/rzc0ZAxYuKUXwcPAgoF8NVXQHKy3NEQEVE+ODgArVtLrxcvljcWMk5MnPRlwgTgyBG5oyAionzq3l2aL1kCpKXJGwsZHyZO+lK8OBAaKncURESUT40aAUWKAI8fAxs3yh0NGRsmTvpSsaI0AAgREZm0YsWAjz+WXv/6q7yxkPFh4qQvCxbIHQEREelJjx7S/K+/gIQEeWMh48LESR9u3gQqVZI7CiIi0pOKFYE6dYD0dGD5crmjIWPCxEkfSpeWOwIiItKzbt2k+aZN8sZBxoWJU34tXSp3BEREZACqYQmOHgWePJE3FjIeTJzy6/335Y6AiIgMwM8PKFNGulx34oTc0ZCxYOKUXwqF3BEQEZGB1K0rzY8elTcOMh5MnPJB2NoCVlZyh0FERAZSr540Z+JEKkyc8iE9IACwsZE7DCIiMhBVi9Px49IlOyI2l+SD1dmzgJsbYGsL2NlpzrNa9vq6li2B4GC5q0BERDl46y1pnpQkPfS3ShV54yH5MXHKr/v38/Y5V1cmTkRERk51iU6hAJyc5I2FjAMTp3xIOngQTkWLAi9fStOLF5rznF6r/o0hIiKjVbMmEB4uDUfg5yd3NGQMmDjlg/DzA0qVkjsMIiIyEFtbICJC7ijImLBzOBEREZGWmDgRERERaYmJExEREZGWmDgRERERaYmJExEREZGWmDgRERERaYmJExEREZGWmDgRERERaYmJExEREZGWTCJxiomJQd++feHn5wc7OzuULVsW4eHhSElJ0Sh369YttG3bFg4ODnB1dcWwYcMylTl37hxCQ0NhZ2eHkiVLYtKkSRBCFGR1iIiIyESZxCNXLl++jIyMDMyfPx/lypXD+fPn0b9/fzx79gzTp08HAKSnp6N169YoUaIEDh8+jIcPH6Jnz54QQmD27NkAgMTERDRr1gyNGjXCqVOncPXqVfTq1QsODg4YPXq0nFUkIiIiE6AQJtrcMm3aNMydOxc3btwAAPz1119o06YNYmNj4eXlBQBYtWoVevXqhXv37sHJyQlz587FuHHjcPfuXSiVSgDAt99+i9mzZyMuLg4KhUKrfcfFxcHb2xuxsbEoxWfVERERGZQxfe+axKW6rDx58gTFihVTvz927BgCAwPVSRMAhIWFITk5GWfOnFGXCQ0NVSdNqjJ37txBTExMgcVOREREpskkLtW96fr165g9ezZmzJihXpaQkAB3d3eNci4uLrCxsUFCQoK6jK+vr0YZ1WcSEhLg5+eX5f6Sk5ORnJysfv/kyRMAQHx8fL7rQkRERDlTfd9mZGTIHInMiVNERAQmTpyYY5lTp04hODhY/f7OnTto0aIFOnbsiH79+mmUzepSmxBCY/mbZVRXKnO6TDdlypQs46xVq1aOsRMREZH+xMbGonTp0rLGIGviNHToUHTu3DnHMq+3EN25cweNGjVCSEgIfvnlF41yHh4eOHHihMay//77D6mpqepWJQ8PD3Xrk8q9e/cAIFNr1evGjRuHUaNGqd8/evQIfn5+OH/+PJydnXOM39QlJSUhICAAFy9ehKOjo9zhGBzrW7iZU33Nqa4A61vYPXnyBIGBgahUqZLcocibOLm6usLV1VWrsrdv30ajRo1Qo0YNLFmyBBYWmt2zQkJCMHnyZMTHx8PT0xMAsHPnTiiVStSoUUNd5vPPP0dKSgpsbGzUZby8vDJdwnudUqnU6Bel4u3tDScnJ63iN1WJiYkAgJIlSxb6ugKsb2FnTvU1p7oCrG9hp6qjlZX8PYxMonP4nTt30LBhQ3h7e2P69Om4f/8+EhISNFqPmjdvjoCAAHz44YeIjIzEnj17MGbMGPTv3199wLt27QqlUolevXrh/Pnz2LhxI7755huMGjVK6zvqiIiIyHzJn7ppYefOnbh27RquXbuW6TZEVR8lS0tLbN26FYMHD0a9evVgZ2eHrl27qsd5AgBnZ2fs2rULQ4YMQXBwMFxcXDBq1CiNy3BERERE2TGJxKlXr17o1atXruVKly6NLVu25FgmKCgIBw8ezFc8SqUS4eHhWV6+K2zMqa4A61vYmVN9zamuAOtb2BlTfU12AEwiIiKigmYSfZyIiIiIjAETJyIiIiItMXEiIiIi0lKhTpwOHjyItm3bwsvLCwqFAn/88YfGeiEEIiIi4OXlBTs7OzRs2BAXLlxQr3/06BE+/vhj+Pv7w97eHqVLl8awYcPUj1x5U3JyMqpWrQqFQoGoqKgcY8tt34Wprr169YJCodCY6tSpk+e6FmR9fX19M8U+duzYHGPT97k19vqa8vkFgK1bt6J27dqws7ODq6srOnTokGNspnx+81JffZ/fgqjr/v37M8Wsmk6dOpVtbKZ6bvNaX1P+3b169Srat28PV1dXODk5oV69eti3b1+Osent/IpCbNu2beKLL74Q69evFwDExo0bNdZ/++23wtHRUaxfv16cO3dOdOrUSXh6eorExEQhhBDnzp0THTp0EJs2bRLXrl0Te/bsEeXLlxfvvfdelvsbNmyYaNmypQAgIiMjc4wtt30Xprr27NlTtGjRQsTHx6unhw8f5qmeBV1fHx8fMWnSJI3Yk5KScoxN3+fW2Otryud33bp1wsXFRcydO1dcuXJFXL58WaxduzbH2Ez5/Oalvvo+vwVR1+TkZI144+PjRb9+/YSvr6/IyMjINjZTPbd5ra8p/+6WK1dOtGrVSvz999/i6tWrYvDgwcLe3l7Ex8dnG5u+zm+hTpxe9+YJzMjIEB4eHuLbb79VL3v58qVwdnYW8+bNy3Y7a9asETY2NiI1NVVj+bZt20TFihXFhQsXck0m8rpvbRlTXYWQfjnbt2+fl6poxZD19fHxEd9//73WsRj63AphXPUVwnTPb2pqqihZsqRYuHCh1rGY8vnNS32FMOz5NfTfKpWUlBTh5uYmJk2alO02TPncvkmb+gphur+79+/fFwDEwYMH1WUSExMFALF79+4st6HP81uoL9XlJDo6GgkJCWjevLl6mVKpRGhoKI4ePZrt5548eQInJyeNYd/v3r2L/v3747fffoO9vb3B9p1XctZVZf/+/XBzc0OFChXQv39/9TMCDUGf9QWA7777DsWLF0fVqlUxefJkpKSk6H3f+SFnfVVM8fyePXsWt2/fhoWFBapVqwZPT0+0bNkyx6Z7Uz6/eamvSkGdX33/LKts2rQJDx48yHE8QFM+t2/Spr4qpvi7W7x4cVSqVAm//vornj17hrS0NMyfPx/u7u7qR6zpa99ZMdvESfW4ljcf7uvu7p7pQcAqDx8+xFdffYWPPvpIvUwIgV69emHgwIEIDg422L7zQ866AkDLli2xYsUK7N27FzNmzMCpU6fQuHFjJCcn56E2udNXfQFg+PDhWLVqFfbt24ehQ4di1qxZGDx4sF73nV9y1hcw3fN748YNAEBERATGjx+PLVu2wMXFBaGhoXj06JHe9p1fctYXKNjzq8+f5dctWrQIYWFh8Pb21uu+80vO+gKm+7urUCiwa9cuREZGwtHREba2tvj++++xfft2FC1aVG/7zo5JjBxuSG8+o04IkeVz6xITE9G6dWsEBAQgPDxcvXz27NlITEzEuHHjDLZvfZGrrp06dVK/DgwMRHBwMHx8fLB169ZcO6bmR37rCwAjR45Uv65cuTJcXFzw/vvvq1tl8rtvfZKrvqZ6fjMyMgAAX3zxBd577z0AwJIlS1CqVCmsXbs2xy8mUzy/ea2vHOdXHz/LKnFxcdixYwfWrFmj133rk1z1NdXfXSEEBg8eDDc3Nxw6dAh2dnZYuHAh2rRpg1OnTsHT0zPf+86J2bY4eXh4AECmTPPevXuZMtKkpCS0aNECRYoUwcaNG2Ftba1et3fvXhw/fhxKpRJWVlYoV64cACA4OBg9e/bM9771Qc66ZsXT0xM+Pj74999/81qlHOmrvllR3XFy7dq1fO9bX+Ssb1ZM5fyq/rgGBASolymVSpQpUwa3bt3K9771Rc76ZsWQ59cQP8tLlixB8eLF0a5dO73tW1/krG9WTOV3d+/evdiyZQtWrVqFevXqoXr16pgzZw7s7OywbNmyfO87N2abOPn5+cHDwwO7du1SL0tJScGBAwdQt25d9bLExEQ0b94cNjY22LRpE2xtbTW28+OPP+Lvv/9GVFQUoqKisG3bNgDA6tWrMXny5HztW1/krGtWHj58iNjY2Bz/K8gPfdU3K5GRkQCQbewFfW512ach6psVUzm/NWrUgFKpxJUrV9TLUlNTERMTAx8fn3ztW5/krG9WDHl+9f2zLITAkiVL0KNHj1z/STDlc6uiS32zYiq/u8+fPwcAWFhopjAWFhbqltW87lsrOnUlNzFJSUkiMjJSREZGCgBi5syZIjIyUty8eVMIId2a6OzsLDZs2CDOnTsnunTponFrYmJioqhdu7YICgoS165d07hlMy0tLct9RkdHZ3mnmb+/v9iwYYP6fW77Lix1TUpKEqNHjxZHjx4V0dHRYt++fSIkJESULFkyX7f4FkR9jx49qt7ujRs3xOrVq4WXl5do165dtvXVZt+Fqb6mfH6FEGL48OGiZMmSYseOHeLy5cuib9++ws3NTTx69CjL+mqz78JUX0Oc34L8W7V7924BQFy8eDHLWArTudW1vqb8u3v//n1RvHhx0aFDBxEVFSWuXLkixowZI6ytrUVUVFSW9dVm39oq1InTvn37BIBMU8+ePYUQ0u2J4eHhwsPDQyiVSvH222+Lc+fO5fp5ACI6OjrLfWaXTAAQS5YsUb/Pbd+Fpa7Pnz8XzZs3FyVKlBDW1taidOnSomfPnuLWrVt5rmtB1ffMmTOidu3awtnZWdja2gp/f38RHh4unj17lm19tdl3YaqvKZ9fIaTbtkePHi3c3NyEo6OjaNq0qTh//ny29dVm34WpvoY4vwX5t6pLly6ibt262cZSmM6trvU19d/dU6dOiebNm4tixYoJR0dHUadOHbFt27Zs66vNvrWl+P/GiYiIiCgXZtvHiYiIiEhXTJyIiIiItMTEiYiIiEhLTJyIiIiItMTEiYiIiEhLTJyIiIiItMTEiYiIiEhLTJyIiIiItMTEiYhMSsOGDTFixAi5wzBbvr6+mDVrltxhEMmGiRMRUSGxdOlS1KlTJ0+fK1q0qP4DIiqEmDgRkd6lpKTIHYJZ2rRpE9q3by93GESFGhMnIhOwbt06BAUFwc7ODsWLF0fTpk3x7Nkz9folS5agUqVKsLW1RcWKFTFnzhz1upiYGCgUCmzYsAGNGjWCvb09qlSpgmPHjqnL3Lx5E23btoWLiwscHBzw1ltvYdu2ber1Bw4cQK1ataBUKuHp6YmxY8ciLS1Nvb5hw4YYOnQoRo0aBVdXVzRr1ixTHXbs2AFbW1s8fvxYY/mwYcMQGhoKAHj48CG6dOmCUqVKwd7eHkFBQVi5cmWOx0ahUOCPP/7QWFa0aFEsXbpU/f727dvo1KkTXFxcULx4cbRv3x4xMTHZbnP//v1QKBTYsWMHqlWrBjs7OzRu3Bj37t3DX3/9hUqVKsHJyQldunTB8+fP1Z8TQmDq1KkoU6YM7OzsUKVKFaxbt069Pj09HX379oWfnx/s7Ozg7++PH374QWPfvXr1wjvvvIPp06fD09MTxYsXx5AhQ5CamprjcXj58iV27tyJdu3aZbn+77//RqNGjeDo6AgnJyfUqFEDp0+fxv79+9G7d288efIECoUCCoUCERERAIB79+6hbdu2sLOzg5+fH1asWJFjDERmQefHAhNRgbpz546wsrISM2fOFNHR0eKff/4RP//8s0hKShJCCPHLL78IT09PsX79enHjxg2xfv16UaxYMbF06VIhhBDR0dECgKhYsaLYsmWLuHLlinj//feFj4+PSE1NFUII0bp1a9GsWTPxzz//iOvXr4vNmzeLAwcOCCGEiIuLE/b29mLw4MHi0qVLYuPGjcLV1VWEh4erYwwNDRVFihQRn3zyibh8+bK4dOlSpnqkpaUJd3d3sXDhwkzL5s+fr97XtGnTRGRkpLh+/br48ccfhaWlpTh+/LjGvoYPH65+D0Bs3LhRY1/Ozs7qp6I/e/ZMlC9fXvTp00f8888/4uLFi6Jr167C399fJCcnZ3nMVU9or1Onjjh8+LA4e/asKFeunAgNDRXNmzcXZ8+eFQcPHhTFixcX3377rfpzn3/+uahYsaLYvn27uH79uliyZIlQKpVi//79QgghUlJSxIQJE8TJkyfFjRs3xPLly4W9vb1YvXq1ehs9e/YUTk5OYuDAgeLSpUti8+bNwt7eXvzyyy9ZxqqyZcsWUbZs2WzXv/XWW6J79+7i0qVL4urVq2LNmjUiKipKJCcni1mzZgknJycRHx8v4uPj1T9bLVu2FIGBgeLo0aPi9OnTom7dusLOzk58//33OcZCVJgxcSIycmfOnBEARExMTJbrvb29xe+//66x7KuvvhIhISFCiFeJ0+sJy4ULFwQAdYITFBQkIiIistz+559/Lvz9/UVGRoZ62c8//yyKFCki0tPThRBSMlO1atVc6zJs2DDRuHFj9fsdO3YIGxsb8ejRo2w/06pVKzF69Gj1e10Tp0WLFmWKPzk5WdjZ2YkdO3ZkuU9V4rR79271silTpggA4vr16+plH330kQgLCxNCCPH06VNha2srjh49qrGtvn37ii5dumRbv8GDB4v33ntP/b5nz57Cx8dHpKWlqZd17NhRdOrUKdttCCFE//79xahRo7Jd7+joqE6m37RkyRLh7OyssezKlSsCgEbSeunSJQGAiROZNSuZGrqISEtVqlRBkyZNEBQUhLCwMDRv3hzvv/8+XFxccP/+fcTGxqJv377o37+/+jNpaWlwdnbW2E7lypXVrz09PQFIl2IqVqyIYcOGYdCgQdi5cyeaNm2K9957T13+0qVLCAkJgUKhUH++Xr16ePr0KeLi4lC6dGkAQHBwcK516datG0JCQnDnzh14eXlhxYoVaNWqFVxcXABIl7K+/fZbrF69Grdv30ZycjKSk5Ph4OCQx6MHnDlzBteuXYOjo6PG8pcvX+L69es5fvb1Y+bu7g57e3uUKVNGY9nJkycBABcvXsTLly8zXaZMSUlBtWrV1O/nzZuHhQsX4ubNm3jx4gVSUlJQtWpVjc+89dZbsLS0VL/39PTEuXPnso1TCIHNmzdj1apV2ZYZNWoU+vXrh99++w1NmzZFx44dUbZs2WzLX7p0CVZWVhrntWLFiuxETmaPfZyIjJylpSV27dqFv/76CwEBAZg9ezb8/f0RHR2NjIwMAMCCBQsQFRWlns6fP4/jx49rbMfa2lr9WpUEqT7fr18/3LhxAx9++CHOnTuH4OBgzJ49G4D0pfx60qRa9vp2AGiV3NSqVQtly5bFqlWr8OLFC2zcuBHdu3dXr58xYwa+//57fPrpp9i7dy+ioqIQFhaWY2dzhUKhjkfl9f5AGRkZqFGjhsbxiYqKwtWrV9G1a9cc433zmL3+XrVMdQxV861bt2rs5+LFi+p+TmvWrMHIkSPRp08f7Ny5E1FRUejdu3em+uW0n6ycPHkSKSkpqF+/frZlIiIicOHCBbRu3Rp79+5FQEAANm7cmG35rM4xEQFscSIyAQqFAvXq1UO9evUwYcIE+Pj4YOPGjRg1ahRKliyJGzduoFu3bvnah7e3NwYOHIiBAwdi3LhxWLBgAT7++GMEBARg/fr1GgnU0aNH4ejoiJIlS+q8n65du2LFihUoVaoULCws0Lp1a/W6Q4cOoX379upkKiMjA//++y8qVaqU7fZKlCiB+Ph49ft///1Xo8N29erVsXr1ari5ucHJyUnneLUVEBAApVKJW7duqTu7v+nQoUOoW7cuBg8erF6WW6uXNv7880+0bt1ao5UqKxUqVECFChUwcuRIdOnSBUuWLMG7774LGxsbpKena5StVKkS0tLScPr0adSqVQsAcOXKlUyd+4nMDVuciIzciRMn8M033+D06dO4desWNmzYgPv376uTiYiICEyZMgU//PADrl69inPnzmHJkiWYOXOm1vsYMWIEduzYgejoaJw9exZ79+5Vb3/w4MGIjY3Fxx9/jMuXL+PPP/9EeHg4Ro0aBQsL3f+EdOvWDWfPnsXkyZPx/vvvw9bWVr2uXLly2LVrF44ePYpLly7ho48+QkJCQo7ba9y4MX766SecPXsWp0+fxsCBAzVabLp16wZXV1e0b98ehw4dQnR0NA4cOIDhw4cjLi5O5/iz4+joiDFjxmDkyJFYtmwZrl+/jsjISPz8889YtmyZun6nT5/Gjh07cPXqVXz55Zc4depUvved2zAEL168wNChQ7F//37cvHkTR44cwalTp9Tn2NfXF0+fPsWePXvw4MEDPH/+HP7+/mjRogX69++PEydO4MyZM+jXrx/s7OzyHS+RKWPiRGTknJyccPDgQbRq1QoVKlTA+PHjMWPGDLRs2RKAdJlt4cKFWLp0KYKCghAaGoqlS5fCz89P632kp6djyJAhqFSpElq0aAF/f3/1kAYlS5bEtm3bcPLkSVSpUgUDBw5E3759MX78+DzVp3z58qhZsyb++eefTK1kX375JapXr46wsDA0bNgQHh4eeOedd3Lc3owZM+Dt7Y23334bXbt2xZgxY2Bvb69eb29vj4MHD6J06dLo0KEDKlWqhD59+uDFixd6b4H66quvMGHCBEyZMgWVKlVCWFgYNm/erD4XAwcORIcOHdCpUyfUrl0bDx8+1Gh9yovr16/j2rVrCAsLy7aMpaUlHj58iB49eqBChQr44IMP0LJlS0ycOBEAULduXQwcOBCdOnVCiRIlMHXqVADSMBfe3t4IDQ1Fhw4dMGDAALi5ueUrXiJTpxBvdg4gIiKTMXPmTOzevVtj3C0iMhy2OBERmbBSpUph3LhxcodBZDbY4kRERESkJbY4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlpg4EREREWmJiRMRERGRlv4HP+niUDwG3M4AAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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4999/sWbNGgDA6NGjsWHDBjRr1gxjxoyBo6MjfvrpJ1U7r8K4urri9ddfx7Rp0+Dh4QF/f3/s3bsXCxcuRKlSpdTmzT1C9PPPP8PFxQX29vYICAgo8EhcmzZt0LJlS3zyySdITU1FlSpVsGLFCmzbtg3Lli1TOwrYr18/LF26FJcvX4afnx8AYPDgwVi4cCH69u2LkJAQte4alEolateurdP+LMzevXvRvHlzjBkzRud2Tvb29li7dm2h89y7dw979+7N93P08OFD+Pv7o3PnzmjRogV8fX3x6NEj7NmzB99//z2qV6+e74jjrVu3VN0spKWl4fTp0/j1119x4sQJDBs2TKd/FIiKTK5W6USmYMOGDaJmzZrCzs5OVKxYUXzzzTcFdoC5aNEiUb9+feHk5CQcHBxE5cqVRc+ePcWxY8dU84SHh4saNWrke2+vXr3UroabMWOGaNiwofDw8FCtu1+/fiI+Pl41j6ar6lJSUsQ777wjSpUqJRQKhcacUVFRAoA4fPiw1vsB/3/F0pw5c0TlypWFra2tqFatmli+fLnafAVdVZd7pVVeL+7H3Kvqpk2bpnH9L16FdeLECfHuu++KcuXKCVtbW+Hl5SWaNWsm5s2bpzbfwYMHRYMGDYRSqRReXl7i888/Fz///LNWV9UlJiaKTp06CXd3d+Hi4iJat24tTp8+Lfz8/ESvXr3U5p01a5YICAgQ1tbW+bpF0CQtLU0MHjxYeHl5CTs7O1GzZk21Kwdz5V6VmDern5+f6kqzF4cXr6qEhqvNCtrXuZ+fpi4mdOmOoDAvXlW3YMEC4ejoKB4/fqw2X3p6upg+fbpo06aNqFixolAqlcLe3l5Ur15d/O9//xP37t3Lt525g5WVlXB1dRUhISHiww8/VHXLQVQcFELwUgSikiQ0NBQKhQJHjx6VOwoR3njjDTg4OOQ7bUlkrniqjqgESE1NxenTp7Fp0yYcP34c69evlzsSEQBgy5YtckcgMigWTkQlwL///ouIiAiUKVMGY8eOxVtvvSV3JCKiEomn6oiIiIi0xO4IiIiIiLTEwomIiIhISyyciIiIiLTEwomIiIhISyyciIiIiLTEwgnAnDlzEBAQAHt7e9SpUwf79+8vdP69e/eiTp06sLe3R6VKlTBv3rx88/zxxx8ICgqCUqlEUFAQ+9V5gaH3+S+//IImTZrA3d0d7u7uaNGiBY4cOWLMTTA7xvg5z7Vy5UooFAp2g/ACY+zzBw8eYODAgfD29oa9vT2qV6/OvpLyMMY+nzVrFgIDA+Hg4ABfX18MGzZM7R6Xlk6XfZ6UlITu3bsjMDAQVlZWGDp0qMb5TPo7VN6Oy+W3cuVKYWtrK3755Rdx9uxZMWTIEOHk5CSuXbumcf4rV64IR0dHMWTIEHH27Fnxyy+/CFtbW7F27VrVPIcOHRLW1tZi8uTJ4ty5c2Ly5MnCxsZGp1tglGTG2Ofdu3cXP/30k4iNjRXnzp0Tffr0EW5ubiIxMbG4NsukGWOf54qPjxfly5cXTZo0EW+++aaRt8R8GGOfp6eni9DQUPHGG2+IAwcOiPj4eLF//34RFxdXXJtl0oyxz5ctWyaUSqVYvny5uHr1qti+fbvw9vYWQ4cOLa7NMmm67vOrV6+KwYMHi6VLl4patWqJIUOG5JvH1L9DLb5wqlevnvj444/VxlWrVk2MHDlS4/z/+9//RLVq1dTGffTRR6JBgwaq1++++65o3bq12jyRkZGia9euBkpt3oyxz1+UlZUlXFxcxNKlS/UPXAIYa59nZWWJRo0aiQULFohevXqxcMrDGPt87ty5olKlSiIjI8PwgUsAY+zzgQMHimbNmqnNM3z4cNG4cWMDpTZvuu7zvMLDwzUWTqb+HWrRp+oyMjJw/PhxtGrVSm18q1atcOjQIY3viYmJyTd/ZGQkjh07hszMzELnKWiZlsRY+/xFT548QWZmJkqXLm2Y4GbMmPt8/PjxKFu2LPr162f44GbMWPt8w4YNCAsLw8CBA+Hp6Yng4GBMnjwZ2dnZxtkQM2Ksfd64cWMcP35cder/ypUr2LJlC9q2bWuErTAvRdnn2jD171CLvuXK3bt3kZ2dDU9PT7Xxnp6eSE5O1vie5ORkjfNnZWXh7t278Pb2LnCegpZpSYy1z180cuRIlC9fHi1atDBceDNlrH1+8OBBLFy4EHFxccaKbraMtc+vXLmCXbt24b333sOWLVvw33//YeDAgcjKysKYMWOMtj3mwFj7vGvXrrhz5w4aN24MIQSysrLwySefYOTIkUbbFnNRlH2uDVP/DrXowimXQqFQey2EyDfuZfO/OF7XZVoaY+zzXFOnTsWKFSuwZ88e2NvbGyBtyWDIfZ6WloYePXrgl19+gYeHh+HDlhCG/jnPyclBuXLl8PPPP8Pa2hp16tTBzZs3MW3aNIsvnHIZep/v2bMHkyZNwpw5c1C/fn1cunQJQ4YMgbe3N77++msDpzdPxvi+M+XvUIsunDw8PGBtbZ2vir19+3a+ajeXl5eXxvltbGxQpkyZQucpaJmWxFj7PNf06dMxefJk7Ny5EzVr1jRseDNljH1+5swZxMfHo3379qrpOTk5AAAbGxtcuHABlStXNvCWmA9j/Zx7e3vD1tYW1tbWqnmqV6+O5ORkZGRkwM7OzsBbYj6Mtc+//vprvP/++/jggw8AACEhIXj8+DE+/PBDfPXVV7CystwWL0XZ59ow9e9Qy/3EAdjZ2aFOnTqIjo5WGx8dHY2GDRtqfE9YWFi++Xfs2IHQ0FDY2toWOk9By7QkxtrnADBt2jRMmDAB27ZtQ2hoqOHDmylj7PNq1arh1KlTiIuLUw0dOnRAREQE4uLi4Ovra7TtMQfG+jlv1KgRLl26pCpSAeDixYvw9va26KIJMN4+f/LkSb7iyNraGkK6uMqAW2B+irLPtWHy36HF3x7dtOReSrlw4UJx9uxZMXToUOHk5CTi4+OFEEKMHDlSvP/++6r5cy9fHTZsmDh79qxYuHBhvstXDx48KKytrcU333wjzp07J7755huTupRSbsbY599++62ws7MTa9euFUlJSaohLS2t2LfPFBljn7+IV9WpM8Y+v379unB2dhaDBg0SFy5cEJs2bRLlypUTEydOLPbtM0XG2Odjx44VLi4uYsWKFeLKlStix44donLlyuLdd98t9u0zRbrucyGEiI2NFbGxsaJOnTqie/fuIjY2Vpw5c0Y13dS/Qy2+cBJCiJ9++kn4+fkJOzs78dprr4m9e/eqpvXq1UuEh4erzb9nzx5Ru3ZtYWdnJ/z9/cXcuXPzLXPNmjUiMDBQ2NraimrVqok//vjD2JthVgy9z/38/ASAfMPYsWOLYWvMgzF+zvNi4ZSfMfb5oUOHRP369YVSqRSVKlUSkyZNEllZWcbeFLNh6H2emZkpoqKiROXKlYW9vb3w9fUVAwYMEPfv3y+GrTEPuu5zTX+r/fz81OYx5e9QhRAWfqyRiIiISEsW3caJiIiISBcsnIiIiIi0xMKJiIiISEssnIiIiIi0xMKJiIiISEssnIiIiIi0xMKJiIiISEssnIogPT0dUVFRSE9PlzuKxeA+L37c58WP+7z4cZ8XP3Pf5xbbAeacOXMwbdo0JCUloUaNGpg1axaaNGmi1XtTU1Ph5uaGhw8fwtXV1chJCeA+lwP3efHjPi9+3OfFz9z3uUUecVq1ahWGDh2Kr776CrGxsWjSpAnatGmD69evyx2NiIiITJhFFk4zZ85Ev3798MEHH6B69eqYNWsWfH19MXfuXLmjERERkQmzkTtAccvIyMDx48cxcuRItfGtWrXCoUOHNL4nPT1d7VxsSkoKACAhIQFubm7GC0sqaWlpAIAbN24gNTVV5jSWgfu8+HGfFz/u8+JXlH2ek5ODW7duoXbt2rCxkbd0sbjC6e7du8jOzoanp6faeE9PTyQnJ2t8z5QpUzBu3Lh844ODg42SkQoWFBQkdwSLw31e/LjPix/3efEryj4/cuQI6tata4Q02rO4wimXQqFQey2EyDcu16hRozB8+HDV64SEBAQHB+PIkSPw9vY2ak4iIiJLl5SUhHr16uU76CEHiyucPDw8YG1tne/o0u3btwv8QJRKJZRKpep17uk5b29vVKhQwXhhiYiISMXKSv6m2fInKGZ2dnaoU6cOoqOj1cZHR0ejYcOGMqUiIiIic2BxR5wAYPjw4Xj//fcRGhqKsLAw/Pzzz7h+/To+/vhjuaMRERGRCbPIwqlLly64d+8exo8fj6SkJAQHB2PLli3w8/OTOxoRERGZMIssnABgwIABGDBggNwxiIiIyIxYXBsnIiIioqJi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4URERESkJRZORERERFpi4UREFmfKlCmoW7cuXFxcUK5cObz11lu4cOGC2jxCCERFRcHHxwcODg5o2rQpzpw5o5qekpKCTz/9FIGBgXB0dETFihUxePBgPHz4UDVPfHw8+vXrh4CAADg4OKBy5coYO3YsMjIyXprx1KlTCA8Ph4ODA8qXL4/x48dDCKGanpSUhO7duyMwMBBWVlYYOnSo1ts/Z84cBAQEwN7eHnXq1MH+/fvVpisUCo3DtGnTClzmL7/8giZNmsDd3R3u7u5o0aIFjhw5ovO6X3Tv3j20bt0aPj4+UCqV8PX1xaBBg5CamqqaJyoqSmNeJyenQpf9ss8YANLT0/Hpp5/Cw8MDTk5O6NChAxITEwtdLpVsLJyIyOLs3bsXAwcOxOHDhxEdHY2srCy0atUKjx8/Vs0zdepUzJw5Ez/++COOHj0KLy8vtGzZEmlpaQCAmzdv4ubNm5g+fTpOnTqFJUuWYNu2bejXr59qGefPn0dOTg7mz5+PM2fO4LvvvsO8efPw5ZdfFpovNTUVLVu2hI+PD44ePYrZs2dj+vTpmDlzpmqe9PR0lC1bFl999RVeffVVrbd91apVGDp0KL766ivExsaiSZMmaNOmDa5fv66aJykpSW1YtGgRFAoFOnXqVOBy9+zZg27dumH37t2IiYlBxYoV0apVK9y4cUOndb/IysoKb775JjZs2ICLFy9iyZIl2LlzJz7++GPVPJ999lm+zEFBQejcuXOh++JlnzEADB06FOvXr8fKlStx4MABPHr0CO3atUN2dnahy6YSTJDOEhISBACRkJAgdxQiMoDbt28LAGLv3r1CCCFycnKEl5eX+Oabb1TzPHv2TLi5uYl58+YVuJzVq1cLOzs7kZmZWeA8U6dOFQEBAYXmmTNnjnBzcxPPnj1TjZsyZYrw8fEROTk5+eYPDw8XQ4YMKXSZuerVqyc+/vhjtXHVqlUTI0eOLPA9b775pmjWrJlWy8+VlZUlXFxcxNKlS/Vatybff/+9qFChQoHT4+LiBACxb9++AufR5jN+8OCBsLW1FStXrlTNc+PGDWFlZSW2bdumU2bSjyl97/KIExFZvNzTa6VLlwYAXL16FcnJyWjVqpVqHqVSifDwcBw6dKjQ5bi6usLGxqbQeXLXU5CYmBiEh4dDqVSqxkVGRuLmzZuIj4/XZpM0ysjIwPHjx9W2CwBatWpV4HbdunULmzdvVjuSpo0nT54gMzNTta3arjsqKgr+/v4FLvfmzZtYt24dwsPDC5xnwYIFeOWVV9CkSRPVuPj4eCgUCuzZsweAdp/x8ePHkZmZqTaPj48PgoODC/05oJKNhRMRWTQhBIYPH47GjRsjODgYAJCcnAwA8PT0VJvX09NTNe1F9+7dw4QJE/DRRx8VuK7Lly9j9uzZaqeZNElOTta47rzZiuLu3bvIzs7WabuWLl0KFxcXdOzYUad1jRw5EuXLl0eLFi10WreHhwcqV66cb3ndunWDo6MjypcvD1dXVyxYsEDjetPT07F8+fJ8hZ6tra2qPRqg3WecnJwMOzs7uLu7F5qZLAsLJyKyaIMGDcLJkyexYsWKfNMUCoXaayFEvnGA1Capbdu2CAoKwtixYzWu5+bNm2jdujU6d+6MDz74QDW+Ro0acHZ2hrOzM9q0aVPoujWNL8j+/ftVy3V2dsby5ct13i4AWLRoEd577z3Y29trtV5Aaju0YsUKrFu3Lt/7XrbuQYMG4e+//863zO+++w7//vsv/vzzT1y+fBnDhw/XuO5169YhLS0NPXv2VBtfvnx5nD9/HvXq1dMpjybazEMlV8HHk4mISrhPP/0UGzZswL59+1ChQgXVeC8vLwDSEQdvb2/V+Nu3b+c7QpGWlobWrVvD2dkZ69evh62tbb713Lx5ExEREQgLC8PPP/+sNm3Lli3IzMwEADg4OKjW/+IRjdu3bwPIf4SkIKGhoYiLi1O99vT0hFKphLW1tcZla1ru/v37ceHCBaxatUqrdQLA9OnTMXnyZOzcuRM1a9ZUjffw8NBp3S/y8vKCl5cXqlWrhjJlyqBJkyb4+uuv1T4fQDpN165dO9VnWNjygMI/Yy8vL2RkZOD+/ftqR51u376Nhg0bvjQzlUw84kREFkcIgUGDBmHdunXYtWsXAgIC1KYHBATAy8sL0dHRqnEZGRnYu3ev2hdmamoqWrVqBTs7O2zYsEHjUZkbN26gadOmeO2117B48WJYWan/2fXz80OVKlVQpUoVlC9fHgAQFhaGffv2qXVbsGPHDvj4+BTa/icvBwcH1XKrVKkCFxcX2NnZoU6dOmrbBQDR0dEaC4GFCxeiTp06Wl+1N23aNEyYMAHbtm1DaGio2jRd112Y3KNv6enpauOvXr2K3bt3a9UeS5vPuE6dOrC1tVWbJykpCadPn2bhZMlka5ZuxkypdT8R6e6TTz4Rbm5uYs+ePSIpKUk1PHnyRDXPN998I9zc3MS6devEqVOnRLdu3YS3t7dITU0VQgiRmpoq6tevL0JCQsSlS5fUlpOVlSWEkK7AqlKlimjWrJlITExUm6cwDx48EJ6enqJbt27i1KlTYt26dcLV1VVMnz5dbb7Y2FgRGxsr6tSpI7p37y5iY2PFmTNnCl32ypUrha2trVi4cKE4e/asGDp0qHBychLx8fFq8z18+FA4OjqKuXPnarVPv/32W2FnZyfWrl2rtp1paWk6rXv27NlqV/Bt3rxZLFq0SJw6dUpcvXpVbN68WdSoUUM0atQoX4bRo0cLHx8f1f7PKzExUQQGBop//vlHNe5ln7EQQnz88ceiQoUKYufOneLff/8VzZo1E6+++qrGdZDxmNL3LgunIjClD5CIdAdA47B48WLVPDk5OWLs2LHCy8tLKJVK8frrr4tTp06ppu/evbvA5Vy9elUIIcTixYsLnOdlTp48KZo0aSKUSqXw8vISUVFR+boi0LRcPz+/ly77p59+En5+fsLOzk689tprqm4Y8po/f75wcHAQDx48eOnyhBDCz89PY56xY8fqtO6xY8eqbcOuXbtEWFiYcHNzE/b29qJq1ariiy++EPfv31d7X3Z2tqhQoYL48ssvNea7evWqACB2796tGveyz1gIIZ4+fSoGDRokSpcuLRwcHES7du3E9evXtdonZDim9L2rECJPV7SklcTERPj6+iIhIUGtXQQREREZnil977KNExEREZGWWDgRERERaYmFExEREZGWWDgRERERaYmFExEREZGWWDgRERERaYmFExEREZGWSkzhFB8fj379+iEgIAAODg6oXLkyxo4dq3bLAkC6oeOLw7x582RKTUREROakxNzk9/z588jJycH8+fNRpUoVnD59Gv3798fjx48xffp0tXkXL16M1q1bq167ubkVd1wiIiIyQyWmcGrdurVaMVSpUiVcuHABc+fOzVc4lSpV6qV3ziYiIiJ6UYk5VafJw4cPUbp06XzjBw0aBA8PD9StWxfz5s1DTk5OoctJT09HamqqakhLSzNWZCIiIjJhJeaI04suX76M2bNnY8aMGWrjJ0yYgObNm8PBwQF///03RowYgbt372L06NEFLmvKlCkYN26csSMTERGRiTP5m/xGRUW9tGg5evQoQkNDVa9v3ryJ8PBwhIeHY8GCBYW+d8aMGRg/fjwePnxY4Dzp6elIT09Xvb5x4waCgoJM4maDREREJZ0p3eTX5I84DRo0CF27di10Hn9/f9XzmzdvIiIiAmFhYfj5559fuvwGDRogNTUVt27dgqenp8Z5lEollEql6nVqaqp24YmIiKhEMfnCycPDAx4eHlrNe+PGDURERKBOnTpYvHgxrKxe3oQrNjYW9vb2KFWqlJ5JiYiIqKQz+cJJWzdv3kTTpk1RsWJFTJ8+HXfu3FFNy72CbuPGjUhOTkZYWBgcHBywe/dufPXVV/jwww/VjigRERERaVJiCqcdO3bg0qVLuHTpUr7zn7nNuGxtbTFnzhwMHz4cOTk5qFSpEsaPH4+BAwfKEZmIiIjMjMk3DjdFuY3UbuzaBZ+ICLnjkEyuXgW+/RZ4+hRYulTuNEREJZcpNQ4v0f04GZvtqlVyRyAZCQHMnw+sWAHkueiSiIhKMBZOerA+d07uCCSjgACgTBkgMxM4eVLuNEREVBxYOOnBZt8+uSOQjBQKoE4d6XlsrLxZiIioeLBw0lfHjsDRo9J5G7I4VatKj3PmyJuDiIiKBwsnPeRUqACsXw/Uqwc0bgw8eCB3JCpme/ZIjydOyBqDiIiKCQsnPTz78svnLw4dAnbvli8MyWLNGunRzg64f1/eLEREZHwsnPTgOGDA8xdWVoCPj3xhSBbVqwMhIUBGBjBvntxpiIjI2Fg4GcJXX0ntnOrXlzsJyeCTT6THrVvlzUFERMZXYnoOl8133wFDh8qdgmTUqpX0GBMjdYbp4CBvHiIiMh4ecdJXv35yJyCZVaoEeHgAWVnA6dNypyEiImNi4aQvHx/2fmjhFAqgdm3pOftzIiIq2Vg46evRIyA7W+4UJLMqVaTHS5fkzUFERMbFwskQSpWSOwHJLPdHgF0SEBGVbCycDKFSJeCff+ROQTJ67TXp8dgxeXMQEZFxsXAylEOHgJwcuVOQTBo3lto6xcUBN27InYaIiIyFhZOhDB8OjB4tdwqSiZcX0KCB9HzVKnmzEBGR8bBwMqR69eROQDJ6/33pceFC3vOZiKikYuFkCJ9+Kn1TvvWW3ElIRl26AE5OwNmzwKZNcqchIiJjYOFkCL16yZ2ATEDp0sCHH0rPc2/+S0REJQsLJ0OoVw8YMwZYvFjq14ksVrNm0uOBA7xWwJQ1bdoUQ3mrJCIqAhZOhpCTA0yYAPTtC7RpI3caklHTpoCLC3D1KrBjh9xpiIjI0Fg4Gdq1azzUYMGcnYHevaXnM2fKGoWIiIyAhZO+vvwSmD1batSyf790l1cr7lZL1qOH9BgXJ2sMeomcnBz873//Q+nSpeHl5YWoqCjVNIVCgfnz56Ndu3ZwdHRE9erVERMTg0uXLqFp06ZwcnJCWFgYLl++rHpPVFQUatWqhUWLFqFixYpwdnbGJ598guzsbEydOhVeXl4oV64cJk2aJMPWEpGh8BteX2+9BfTsCbzzjtQLoqur3IlIZkFB0uOdO0Ce71UyMUuXLoWTkxP++ecfTJ06FePHj0d0dLRq+oQJE9CzZ0/ExcWhWrVq6N69Oz766COMGjUKx/6/i/hBgwapLfPy5cvYunUrtm3bhhUrVmDRokVo27YtEhMTsXfvXnz77bcYPXo0Dh8+XKzbSkSGw8JJX/XqAW5uwNq1cichE+Hs/LxLr19/lTcLFaxmzZoYO3Ysqlatip49eyI0NBR///23anqfPn3w7rvv4pVXXsEXX3yB+Ph4vPfee4iMjET16tUxZMgQ7NmzR22ZOTk5WLRoEYKCgtC+fXtERETgwoULmDVrFgIDA9GnTx8EBgbmex8RmQ8WTobCdk2UR/fu0iO/H01XzZo11V57e3vj9u3bGqd7enoCAEJCQtTGPXv2DKmpqapx/v7+cHFxUZsnKCgIVnlO33t6eqqth4jMCwsnQ/j6a+Ddd+VOQSakbVvpcd8+4PFjebOQZra2tmqvFQoFcvL8A5R3ukKhKHBcQe/Jnedl6yEi82Ijd4ASYcIEqTGLq6s0uLhofnR2BhwcAHv754/29mxMXgJVrgx4egK3bgFDhgALFsidiIiIDIGFk6H8/nvR32tnJxVS1tZAdrZ02i87WxrS06Xp27YBERGGy0tGpVAAc+cCHTsCixZJDcaHDJE+YiIiMl8snPSQev06XIUAjh4F4uOBtDRpSE19/piaCly8KF1iVZCMDGkobPr8+SyczMzbbwODBgE//giMGAFs3gzs3CkVVUREZJ4UQvA+7rpKTEyEr68vEhISUKFChecTMjKArVulu7yeP/98yNN4tEiaNwdWrADKltVvOVTshJBu/Pv0qfR61Chg8mR5MxERmZsCv3dlwCNOhhIXBzRs+PwbMi8rK6BSJeC114C6dQF/f+nb9MXB2Vl6tLMr7vRkJAoFkJgI/O9/wMKFwJQp0o9Ju3ZyJyMioqJg4aQH2z/+AO7eBY4cUb8xWenSwPDhQLVq0lClCqBUyheUZFW6NPDLL1I9PHeudC0BCyciIvPEU3VFkHvI8CGAfP2E29kBb74pFUq5R44yM6XTeJmZ+Z9/9RUQGVnMW0ByuHUL8PKSnv/xh9RwnIiIXo6n6kqyjAzpvnXaat0aSEp6/o1KJZanJ9Cpk1Q0deoEjBkDjBsndyoiItIFOxDSw+Pffwc2bdJvIYGBUuF07pzUF1RCAnD7NvDgAfDkCZCVZZCsZBp++03qlgAAJk6U2j8REZH54Km6Isg9ZPhAoYBbce6+jRul039WVlKrYysrzUNh04wxnZ0T6axhQyAmBujQAZg+XWoGx24KiIg0M6VTdSyciqDQNk6WaMoUYORIuVOYlWPHgPr1n9/isF076WhUqVKyxiIiMkmmVDjxVB3pjzdj01loKLB2LdCkifR60ybA1xcYPVp6Hh/Ps7RERKaIR5yKQOvK96uv2NuhIbVsKbWsznP3+ZJg/XrpPtFnzqiPVyikPk+9vJ4Pr74KNGsG1KzJWxwSkeUwpSNOLJyKgKfqZPTnn1J3DyVMdrbUQebevcDp09K1ApmZBc9fujTQtKlUcNWqVVwpiYjkwcLJzLFwktHgwVLv6tbWz4fcBuovDnnHv9jyOvd13vGaxr34ulYt6XCPkWVnA/fuSRdcJidLQ2Ki1KB8717g0aPn85YvL12cGRwstZuqVw+oXJmNzYmo5GDhZOZyP8D7ZcqglKlfUabvt6cQUgvmnBzp2zwr63kHnpaqRQvp/oG5VxhqGgqb9rLpL3lvVo4V/jmqwKJFCqQ8UEDg+ZADKwgo4OysQJWqCriXVsDNORuuTtLg4pQDV6dseJfLRtnS2dJnmp2t/hlnZwN+flKLdVZfRGQCTKlwYgeYengUF4dSMn+AshHieS/omoa80xo3ljutYe3cKQ0ysQHQ6P+HAj0CEKvniiZPlu5KTEREKiycqGgUCqlPKW1uSHzuHPDJJ1IxlbcfqIKOrhQ0zRDvKei9gFQM5h5hy32eO9y9C6xbZ9x9amq+/FIaAODnn4H+/eXNQ0RkAlg4lRQnTgAzZjwvBoCinQrK+76XnW7KO09h61MopCvi8q7jxcIk94yxpvHGmi+3EyVtlmVpRdMLHv+wEFY9+sPBQe4kRETyYuFUEqSl8dIq0k3NmsipUxdXrwg8SwdysgTSM4CMdIGnT4DrCYACUvH5GE6IOh2FFGeph/PmzaUez1u2ZKfxRGR5WDiVBM7OQLduwIoVcicxb1WqAL17a3c0Tp95Xrx6L+/pwbynCXMbbL84TdOjLvO0bQs0bw4rAJUL2BWXLwPbtgEXLgCnTgHiFJBzD7h4URrmzgXKlQMOHwYCAoz4mRARmRheVVcEptS6v1DNmwO7dsmdwnwsWwb4+2tuD6XpubbjjPGevAVYMRBCuvf0X38BH32kPq1FC6mIKltWfcg7rlQpXqBHREVnSt+7JeqIk7+/P65du6Y27osvvsA333yjen39+nUMHDgQu3btgoODA7p3747p06fDTptGzqbg8mXg3XeB69fzfxO9+GV661bxZjN3PXrIncB4xo0Dxowp8tsVCsDTE+jTR+qgc/bs59O0ucDQxgbw9gYqVpR6OqhYUTrAFxwMBAWVuM7giagEK1GFEwCMHz8e/fNc/ePs7Kx6np2djbZt26Js2bI4cOAA7t27h169ekEIgdl5vwlMjRDPb1z28cfAv//Km4fMz9mzBlmMrS3www/A1KnSLWLu3JGORN25oz7kHZeWJv34JiRIw8GD+Zfr7w+EhAA1akin/nx9paFCBd74mIhMS4krnFxcXODl5aVx2o4dO3D27FkkJCTAx8cHADBjxgz07t0bkyZNgqurCfYD/ugR/x03J9u369YGCsh/BWCuvONfnF7QfJqm29sDr79uuG38/0XWqaPdvM+eSQXUzZvAtWvSwdJr1563n0pOlm5qHB8PbNyY//0BAUCbNsBrrwHVq0uDu7sht4aISHslqo2Tv78/0tPTkZGRAV9fX3Tu3Bmff/656jTcmDFj8Ndff+HEiROq99y/fx+lS5fGrl27EBERodV6cs+1PrCxgRtvYW8YuXet1bbrhKKOf9mPe97pLxY2ueNeXMbly9LjL78ATZrovy8szN270tGr06elx+vXpSNTiYlASorm93h5SQVUjRrSGdb69Ys3MxEVL7ZxMpIhQ4bgtddeg7u7O44cOYJRo0bh6tWrWLBgAQAgOTkZnp6eau9xd3eHnZ0dkpOTC1xueno60tPTVa/T0tIAAAoWTfpTKqUbsNWuLXcSkomHBxAeLg0vSk0F9uyRrnE4e1bqSzUx8fn9+3bvBn78ERg0CJg4EXBzK/b4RGRhrOQO8DJRUVFQKBSFDseOHQMADBs2DOHh4ahZsyY++OADzJs3DwsXLsS9e/dUy1NouLRHCKFxfK4pU6bAzc1NNQQFBQEAcsqWNfDW6mHUKO06cjS14dkzFk1UIFdXqc+oWbOAHTukI1GpqcCRI8DSpcD770vz/fijdGPjknP8nIhMlcmfqrt79y7u3r1b6Dz+/v6wt7fPN/7GjRuoUKECDh8+jPr16xf5VN2LR5xu3LiBoKCg/IcMFyyQ97YU9+4BpUvLt34iGXTtCqxaJT3/6SdgwAB58xCR4fFUnQ48PDzg4eFRpPfGxsYCALy9vQEAYWFhmDRpEpKSklTjduzYAaVSiTqFtHRVKpVQKpWq16mpqQAAxZ07wJo1z9vRpKdLR37u35cabBw48HwhDg7qXQUU1BmipkbEBb0n77gffmDRRBZp6VKpLVR0NDBwoHTUaeBAuVMRUUll8kectBUTE4PDhw8jIiICbm5uOHr0KIYNG4bQ0FD89ddfAKTuCGrVqgVPT09MmzYNKSkp6N27N9566y2duiNQNQ63soJb7v3OChIUBBw6xMYXREb09Kn0qxYfL72+c0dqO0VEJYMpHXEy+TZO2lIqlVi1ahWaNm2KoKAgjBkzBv3798eKPLchsba2xubNm2Fvb49GjRrh3XffxVtvvYXp06cXbaUvK5oAIC6ORRORkTk4AL///vx1XJxsUYiohCsxR5yKU27l+xDAS3t+4u4lKhZCAJ06AevXSz2Vz58P9O0rdyoiMgQecSohhIND4TP4+xdLDiKSmvotXw40bCj1VN6vn3YHhYmIdMHCSQ8ZPXsWPsPu3cUThIgASKfsFi16/nr5cvmyEFHJxMJJD3YLFxY8sUsXHnEikkFg4PP72/XpA+zfzzPmRGQ4LJz0UGjP4Z99VnxBiEjNsWPAK68A2dnSbfratpWeExHpi4WToZUrBxw/DoSGyp2EyGJVriz1AtK7t/R661bg6FFZIxFRCcHCydBu3wZWrpQ7BZHFK1MGWLwYaN5cej1sGE/ZEZH+TL7ncFMmHB2BJ0/yT7h6Ffj6a8DWVhrs7J4/L2hcQfNYW0t/7XNypKNZ7NWPSCc//QRUqwYcPizdKLhGDbkTEZE5Y+GkhyfLlsFt4EAgKUl9wtq1xlvp3r1Sow0i0kpgoPR/SGYmEBwMzJgBDB8udyoiMlc8VaeH7Lp1gZs3gYwMYM4coEoV46/0ZX1HEVE+v/32/PmIEdItWYiIioJHnAxhwgRp0FW7dkCzZkBICKBUSqfmlMrng6bXeW/wS0Ra6dIFaNDgeQ8hvXoBmzfz14mIdMdbrhSB6ia/rq5ws7MD7t7Vb4EnTgA1axomHBEVaMsWqWsCQLrqLixM3jxEpB3ecqWEUKSm6l80AYCnp/7LIKKXatny+fOPPuJVdkSkOxZOxSU+HkhPl66OE0J9YOFEVCysrYH27aXnp04B69bJm4eIzA8LJ2Nr3Vo6J+DnxzZKRDKzsgL++gt45x3p9Q8/yJuHiMwPCydj+vhjqctiNqQgMhkKBeDoKD3ftw+Ii5M1DhGZGV5VZ0z//gt07AiULSt1XFm2LBARAbz6qtzJiCzakCHA9u3ArVvS8z17eDCYiLTDwkkP6YMGSf+6pqVJt1q5ehU4dw54+lSa4cgRzW8MCQG8vKRiysND6lTm3XeBt97iX2+iYvDaa9KvZ9Wq0lGn3r2BqCggIEDuZERk6tgdQREUeFmkEFIBtXs3cOCAdLPfS5e0v/Lu8GGgfn3jhCaifL78EpgyRXpevjyQkMD/XYhMkSl1R8AjTvp48gS4d096TEgAGjUq+rJatwZq1zZcNiJ6qUmTnhdON24ATZsCq1fzQlciKhgbh+vBNTBQOtVWsaLuRZOrq3ReIDQU6NwZcHMDXnlF6lwmJcU4gYlIjUIBHDz4vH+nffuks+hHjrCPJyLSjIWTXFJTpTZRx44Ba9YAq1YB164BP/8MrFghdzoii9GwIbBjB/DFF8/H1a8PDB0qWyQiMmEsnPSQduCAVOxcvQp8+qlhFhoUBHTtaphlEZHWRo1Sf80jTkSkCQsnPbg0bix1bBkQAMyebZiFXrr0vJMZIio2bm7ABx88f33qFDBnDvDokXyZiMj0sHAyNZUqAba2cqcgskizZgG1aknP9+wBBg6UrrYbOlT6n4aIiIWTqQgMlM4NnDsH2PBiRyI5ODlJ/dZeuADMnCldr5GaCnz/PVCzJpCcLHdCIpIbv6GNrW5dwN8fsLcHlMrnj1ZWUv9Ot25JBdP06XInJSJIV9q98oo0DBkC/Por0KeP1K9tYqJ01R0RWS4WTnrIbNsW8PGRXvzyi+aZatWS7ihqY/N8sLVVf507JCRoHm9rK93WnT3zERUrKyvpWo2JE4HLl6X/gy5fls6oE5FlYuGkh8x27YBSpYCsLOD8eWD//vwz/fJLwUWVsZ09C1SvLs+6iUoIe3tg5UqpaAKAypWlW7asXctbtBBZIhZOenD85BO5IxTu6FEWTkQGEBoKfP21dJXdvXtSO6hKlaTTeO+9Jx2ZIiLLwHvVFUHuPXMeAnA11EJ9fKRroa2tpb/CQqgPQP5xmqbn5EiPdetKPZLz9B6RwQgBfPIJMH/+83ENGgBffQW0aydfLqKSzpTuVcfCqQhyP8CkX3+Fl6srkJEBpKdLjxkZQHQ0sG6d9gu0s5Mu4/H3N1pmIjKc8+eBuXOBH3+U/lcBgLFjgc8/l67MIyLDYuFk5vJ9gEJIx/AnTgScnXXr8OXkSSAkxHhhichoTp9W//V1cgLGjweGDePBXiJDMqXCiWfmDeH0aWDQIKmTF117yatZUzo1V6cOcOWKcfIRkVEEBwMPHwJRUVJD8cePgREjgMaNpRsGE1HJw8JJXzduAAsW6LcMIaTWplFRBolERMXH1VU6TXf5snTgWakEDh0CmjYF3npL+r+KiEoOFk76EAJo2xb44QfDLG/tWqlRd2iodL3zq68C1apJbZ+8vKSbaSmV0jmAF4cdOwyTgYiKRKGQGo5fvgz07Cn9efjrLyAsDJg0Cbh/X+6ERGQIbONUBLnnWpNnzoTn8OFyx5EEBkotVonIJJw8CfToId0sGJDaPw0fDowbx/ZPRLpiG6cSwsFUiiZra/1PFxKRQdWsCRw/DixfLj1//BiYMAE4ckTuZESkD3aAaQxubtLpO1tbqauB3Me8z7UZZ2PDf02JzJitLdC9O9Ctm/T/jRDAu+8CsbFA6dJypyOiotCqcNqwYYPWC+zQoUORw5ibrLAwICYm/4R//5XaJbE7YSKC9P/PiRNA+/bAtWtAv35SV2/8v4jI/GhVOL311ltqrxUKBfI2jVLk+e3Pzs42TDIzkNWypebCqXLlgt+0f790rTIRWZSQEGD9eqmn8T//BDp0kK7C8/WVOxkR6UKrQyI5OTmqYceOHahVqxa2bt2KBw8e4OHDh9iyZQtee+01bNu2zdh5TUpG//7AwYO6vemPP4wThohMXu3a0u1abG2BTZukK+6Sk+VORUS60Plc0tChQ/H9998jMjISrq6ucHFxQWRkJGbOnInBgwcbI6PJstm+HWjUSPs3tGkj9S5ORBard28gLg6oWlXqBq58eWDoUJlDEZHWdC6cLl++DDc3t3zj3dzcEB8fb4hMZsPxgw90e8PWrdItWTT1w7R/v3FCEpHJCQqS2jhZWUn3uvv+e3aUSWQudC6c6tati6FDhyIpKUk1Ljk5GSNGjEC9evUMGs6ivP56/mIqLk7uVERkJMHBQFoaUK6c9DokBGjSBJg6FUhNlTcbERVM58Jp0aJFuH37Nvz8/FClShVUqVIFFStWRFJSEhYuXGiMjJYrJkbq/CUrS+4kRGQEjo5S1wQdOkj/Kx04AHzxBTBggNzJiKggReo5XAiB6OhonD9/HkIIBAUFoUWLFmpX15VkuT2YPgTgWtwr37YNiIws7rUSkZFdvw74+T1//fHHwJAh0l2XiCydKfUcXqQOMBUKBVq1aoXXX38dSqXSYgomk7BihXT9soeHNLCvKKISoWJFIDERaNhQKqLmzZPaPbH5I5Fp0flbNycnBxMmTED58uXh7OyMq1evAgC+/vprnqorDkuXAjVqAJ6e0o1/09PlTkREBlK+PHD2LNC/v/T6zBl58xBRfjofcZo4cSKWLl2KqVOnon/ubzeAkJAQfPfdd+jXr59BA5qytGPH4OrsLLXwfPRIGlJTgaQk4OZNICUFuHdPGg4dMnwAIQAL6nCUyBI4OQEtWwK//ALcvy81Iu/TRzptZ8ObZBHJTuc2TlWqVMH8+fPRvHlzuLi44MSJE6hUqRLOnz+PsLAw3L9/31hZTYZR2zj9+KPU0MHODlAqn9+77sXXCgVQtiz/khKVUBMmAGPGPH89eLDUbQGRJTLrNk43btxAlSpV8o3PyclBZmamQUIVxZ49exAREaFx2pEjR1C3bl0A0Ngea+7cufj4448NF8bHB4iIkPpscnYGXFxe/jz3NQshIgLw9ddAr17AkiXA2LHAggVSIVWmjNzJiCybzt/SNWrUwP79++GX9/IPAGvWrEHt2rUNFkxXDRs2VOtbCpDaXe3cuROhoaFq4xcvXozWrVurXmvq0FMvrVoBixcbdplEZHEqVpQKqD/+AE6eBH74ARg3Tu5URJZN58Jp7NixeP/993Hjxg3k5ORg3bp1uHDhAn799Vds2rTJGBm1YmdnBy8vL9XrzMxMbNiwAYMGDcp3lKlUqVJq8xrclSvAs2eAvb3x1kFEFkGhAD77DOjZU7pjU6tWut3piYgMS+er6tq3b49Vq1Zhy5YtUCgUGDNmDM6dO4eNGzeiZcuWxshYJBs2bMDdu3fRu3fvfNMGDRoEDw8P1K1bF/PmzUNOTk6hy0pPT0dqaqpqSEtLK3zl+/ZJ1xMTERlAjx7S2f+cHKBTJ+DJE7kTEVmuIjWoiYyMRKSJd8K4cOFCREZGwtfXV238hAkT0Lx5czg4OODvv//GiBEjcPfuXYwePbrAZU2ZMgXjdDk+vmAB8MorRY1ORKRGoQCWLZP+rNy6JfUw3qqV3KmILFOReg4HgIyMDNy+fTvf0ZqKFSsaJFiuqKiolxYtR48eVWvHlJiYCD8/P6xevRqdOnUq9L0zZszA+PHj8fDhwwLnSU9PR3qe/pJu3LiBoKAg6aq64GDg77+B0qXZsJuIjKp3b6krt6++kk7bEVkKs76q7r///kPfvn1x6IV+iYQQUCgUyDZwv0KDBg1C165dC53H399f7fXixYtRpkwZdOjQ4aXLb9CgAVJTU3Hr1i14enpqnEepVEKpVKpep+a9A+e8ec/v0klEZEQNG0qF04EDcichslw6F069e/eGjY0NNm3aBG9vb6PfbsXDwwMeHh5azy+EwOLFi9GzZ0/Y2tq+dP7Y2FjY29ujVKlSRQsYE8OWmkRULHJ7XImJkfrbdXaWNw+RJdK5cIqLi8Px48dRzUTvPLlr1y5cvXpVYw/mGzduRHJyMsLCwuDg4IDdu3fjq6++wocffqh2REknn38udfFbrpzUeeWrr+q5BUREmlWpIg2XLgGLFkmdYhJR8dL5qrqgoCDcvXvXGFkMYuHChWjYsCGqV6+eb5qtrS3mzJmDsLAw1KxZE99//z3Gjx+PGTNm6LfSixelY+cvOaVIRKQPhUL6Xw2Q2jjduydvHiJLpHPj8F27dmH06NGYPHkyQkJC8p0Oc3U1+E1ITM5Lb7mybBnw3nvFnIqILEFGBlC7tnQz4J49pTZPRCWdKTUO17lwsrKSDlK92LbJWI3DTZFW96pLSQHc3YsxFRFZij17nrd3+v57nrKjks+UCied2zjt3r3bGDnMX5kyz4+bf/894OoKCCEdWyciMqCmTYFhw4DvvgOmTgU+/ZR/aoiKS5H7cbJkWh1xkltICBAdDRTQxQIRmbdHjwBvb+mxbl2gbVugWjVpCAkBrHRuwUpkusz6iBMAPHjwAEeOHNHYAWbPnj0NEoz0dOoU8NdfwIcfyp2EiIzA2RkYPx4YPhw4elQactWvD2zbBhS1lxUiKpjOR5w2btyI9957D48fP4aLi4taWyeFQoGUlBSDhzQ1sh9xUiikwcpK/THv806dpO4R2NELUYkWHw+sXw+cPg2cPw/88w+QnS1dfTd1qtzpiAzDrI84jRgxAn379sXkyZPh6OhojEzm5/33gbfeApycAEfH50Pe1w4ObIRARAbn7y+1d8o1Ywbw2WfAmTOyRSIq0XQunG7cuIHBgwezaMpr/nypMCIikllYmPS4Zw+Qmipdp0JEhqNz88HIyEgcO3bMGFnMl6MjsHq13CmIiBAWBlSvDjx5Ih15IiLD0vmIU9u2bfH555/j7NmzGjvA1ObGuiXShg3Au+/KnYKILJxCIfUq3qmTdDeor74C/PzkTkVUchS5A0yNC7PkDjDT0tgQm4hMRuPGwMGDQPfuwPLlcqch0o8pNQ7X+VRdTk5OgYMlFE0a7dzJoomITMro0dLjqlVSWyciMgx2kaavWbOA5s3lTkFEpKZ1a6ByZalrgv375U5DVHJo1cbphx9+wIcffgh7e3v88MMPhc472NJumsSb+RKRiWrWDLh8WToo3rat3GmISgat2jgFBATg2LFjKFOmDAICAgpemEKBK1euGDSgKVJr49SxI/DHH3JHIiLKZ80a6ZqV6tWBs2flTkNUdKbUxkmrI05Xr17V+JwApKfLnYCISKMWLaSbCZw7B1y7xqvriAxBrzZOQghY/D2CebkKEZkod3fpvnWAdLqOiPRXpMJp4cKFCA4Ohr29Pezt7REcHIwFCxYYOpt5iIiQOwERUYHCw6XHffvkzUFUUuhcOH399dcYMmQI2rdvjzVr1mDNmjVo3749hg0bhtG5179aEnd3uRMQERUo96Lf6GjA0k8QEBmCzh1genh4YPbs2ejWrZva+BUrVuDTTz/F3bt3DRrQFKk1Ds/MBGx07oCdiKhYPHsGlC4NPH0KnDwJhITInYhId6bUOFznI07Z2dkIDQ3NN75OnTrIysoySCizkpMjdwIiogLZ2wNNm0rPt2+XNQpRiaBz4dSjRw/MnTs33/iff/4Z71lin0a//SZ3AiKiQrVqJT1GR8ubg6gk0Ooc0/Dhw1XPFQoFFixYgB07dqBBgwYAgMOHDyMhIQE9e/Y0TkpT9sEHwKlTQGAg0L8/T9sRkclp0UJ63L0buHkT8PGRNw+ROdPqWz42NlbtdZ06dQAAly9fBgCULVsWZcuWxZkzZwwcz0x8/730eO0a8M038mYhInpBcDDQqJF009+5c4EJE+RORGS+tCqcdu/ebewcJcPBg3InICLSaMAA6U/UTz8BY8YAtrZyJyIyT7zJryFNnSp3AiIijd59V7q67v594MgRudMQmS8WToZiYwP8f5svIiJTY2PzvE8nS+2vmMgQWDgZyqRJgEIhdwoiogINHiw9/v47kJIibxYic8XCyRAePQL+9z+5UxARFapxY6kDzIwMYPVqudMQmScWTvqqXx9wcpI7BRGRVnr1kh5XrpQ3B5G50rnTofT0dBw5cgTx8fF48uQJypYti9q1ayMgIMAY+UzfDz/InYCISGutWwOffQYcOwZkZbHrOSJdaf0rc+jQIcyePRt//vknMjIyUKpUKTg4OCAlJQXp6emoVKkSPvzwQ3z88cdwcXExZmbTUq+e3AmIiLRWrRpQqhTw4AFw/Lh00JyItKfVqbo333wT77zzDsqXL4/t27cjLS0N9+7dQ2JiIp48eYL//vsPo0ePxt9//41XXnkF0ZbUr/+dO3InICLSmrU10KyZ9NyS/lQTGYpWR5xatWqFNWvWwM7OTuP0SpUqoVKlSujVqxfOnDmDmzdvGjSkSbPEGxsTkVlr0QJYt04qnEaPljsNkXnRqnAaOHCg1gusUaMGatSoUeRAZufMGcDbW+4URERaa9lSeoyJkS4KdnaWNw+ROdH5qrqEhAQkJiaqXh85cgRDhw7Fzz//bNBgZqNuXbkTEBHppHJlwN8fyMwE9u2TOw2RedG5cOrevbvq3nXJyclo2bIljhw5gi+//BLjx483eECTN2AA8OyZ3CmIiLSmUEin6wC2cyLSlc6F0+nTp1Hv/68kW716NYKDg3Ho0CH8/vvvWLJkiaHzmb7ff5du/kREZEZyT9ft3ClvDiJzo3PhlJmZCaVSCQDYuXMnOnToAACoVq0akpKSDJvOXNjby52AiEgnzZpJR55OnwYs9U83UVHoXDjVqFED8+bNw/79+xEdHY3WrVsDAG7evIkyZcoYPKBZuHtX7gRERDrx8ABq15aeb98ubxYic6Jz4fTtt99i/vz5aNq0Kbp164ZXX30VALBhwwbVKTyLMmcOULWq3CmIiHTWrp30uGWLvDmIzIlOne0LIRAQEIBr164hOzsb7u7uqmkffvghHB0dDR7Q5HXtKncCIqIiadhQejxzRt4cROZEpyNOQghUrVoVt27dUiuaAMDf3x/lypUzaDiz8OGHcicgIiqSatWkx//+Y1++RNrSqXCysrJC1apVce/ePWPlMT9r1wKPHwNCyJ2EiEgnvr7StS2ZmcDFi3KnITIPOrdxmjp1Kj7//HOcPn3aGHnMk7Oz9NfH0xMIDAQaNAAiI4GaNYGePYGrV+VOSESUj5UV0KSJ9Pzzz4H4eFnjEJkFhRC6HSpxd3fHkydPkJWVBTs7Ozg4OKhNT0lJMWhAU5SYmAhfX1/c6dIFHps2SUecCvPFF8A33xRPOCIiHaxbB3TqJD1XKoFjx4DgYHkzEb0o93s3ISEBFSpUkDWLTo3DAWDWrFlGiGGenk2fDqxYId3safx4YPp0zTMqFMUbjIhISx07At99BwwbBqSnA7dusXAiKozOR5xIQ+WblQXY2hb8hi5dgDfeAN58E3BzK76gRERaePoUyL0oeuBA4Mcf5c1D9CJTOuKkcxsnALh8+TJGjx6Nbt264fbt2wCAbdu24YylXtOanV349FWrgF69pH/jcnKKJxMRkZbs7YGyZaXnP/0k3cfu/Hl5MxGZKp0Lp7179yIkJAT//PMP1q1bh0ePHgEATp48ibFjxxo8oClz7NgRqFABeKGdV4GaN5daYxIRmRCFAti48XlD8b//loqnlzXfJLJEOn+Ljxw5EhMnTkR0dDTs7OxU4yMiIhATE2PQcHlNmjQJDRs2hKOjI0qVKqVxnuvXr6N9+/ZwcnKCh4cHBg8ejIyMDLV5Tp06hfDwcDg4OKB8+fIYP348inq20uboUeDGjeddEQQFAW3bSse6p00D1qyRWlrevSsdabLEmyATkVmoXx/Yt0/q06l8eelPW3S03KmITI/OjcNPnTqF33//Pd/4smXLGrV/p4yMDHTu3BlhYWFYuHBhvunZ2dlo27YtypYtiwMHDuDevXvo1asXhBCYPXs2ACA1NRUtW7ZEREQEjh49iosXL6J3795wcnLCiBEj9A+ZnCz9q+blpf+yiIhkUKWK1KP4mjXAhg3AW2/JnYjItOh8xKlUqVJI0nAr7djYWJQvX94goTQZN24chg0bhpCQEI3Td+zYgbNnz2LZsmWoXbs2WrRogRkzZuCXX35BamoqAGD58uV49uwZlixZguDgYHTs2BFffvklZs6cWeSjTmpSUoBr1/RfDhGRjIYOlR5/+w24c0fWKEQmR+fCqXv37vjiiy+QnJwMhUKBnJwcHDx4EJ999hl69uxpjIxaiYmJQXBwMHx8fFTjIiMjkZ6ejuPHj6vmCQ8Ph1KpVJvn5s2biC+k57f09HSkpqaqhrS0NPUZvvkG+OEHIDZWOt5NRGTGGjYEXn1VumCYp+uI1OlcOE2aNAkVK1ZE+fLl8ejRIwQFBeH1119Hw4YNMXr0aGNk1EpycjI8PT3Vxrm7u8POzg7JyckFzpP7OnceTaZMmQI3NzfVEBQU9HxiRATQqBHQubP0l4aIqASIjJQet26VNweRqdG5cLK1tcXy5cvx33//YfXq1Vi2bBnOnz+P3377DdbW1jotKyoqCgqFotDh2LFjWi9PoaGjSSGE2vgX58k9RafpvblGjRqFhw8fqoazZ88+n7h7t3Qpire3dMWcQiENr7wCXLigdXYiIlPStq30uHEj8OyZvFmITInOjcPHjx+Pzz77DJUqVUKlSpVU458+fYpp06ZhzJgxWi9r0KBB6Nq1a6Hz+Pv7a7UsLy8v/PPPP2rj7t+/j8zMTNVRJS8vr3xHlnL7oXrxSFReSqVS7fRebpupQv33n9RQgP+uEZEZatxYuglwQoLUSPzdd+VORGQadD7iNG7cOFXfTXk9efIE48aN02lZHh4eqFatWqGDvb29VssKCwvD6dOn1Rqu79ixA0qlEnXq1FHNs2/fPrUuCnbs2AEfHx+tC7RC5e3Pyd4ekPHUJRGRPqysgFatpOerVsmbhciU6Fw4vXjqK9eJEydQunRpg4TS5Pr164iLi8P169eRnZ2NuLg4xMXFqYq4Vq1aISgoCO+//z5iY2Px999/47PPPkP//v3h6uoKQGrYrlQq0bt3b5w+fRrr16/H5MmTMXz48EJP1Wnt/n2pTychpHsYNGqk/zKJiGSSe7pu/37gxWtiiCyV1qfq3N3dVe2OXnnlFbVCIzs7G48ePcLHH39slJAAMGbMGCxdulT1unbt2gCA3bt3o2nTprC2tsbmzZsxYMAANGrUCA4ODujevTum57nxrpubG6KjozFw4ECEhobC3d0dw4cPx/Dhw/UP2Lq1dGtxIqIS4o03gIoVgevXpf57P/1U7kRE8tP6Jr9Lly6FEAJ9+/bFrFmz4JbnZrV2dnbw9/dHWFiY0YKaktybDT4E4Jo7smZN4MQJGVMRERnerFnAsGHSAfQDB+ROQ5bKlG7yq/URp169egEAAgIC0KhRI9jY6NyuvGQ7eRK4dw8oU0buJEREBtOypfR48KB0cwTeGIEsnc5tnMLDw3Ht2jWMHj0a3bp1U12Vtm3bNpw5c8bgAc3K0aNyJyAiMqjKlaXeVgAgKkrWKEQmQefCae/evQgJCcE///yDdevWqRpnnzx5EmPHjjV4QLMxbdrzHuOIiEoIe/vnjcR/+eX5Pc2JLJXOhdPIkSMxceJEREdHw87OTjU+IiICMTExBg1nNo4dAz77TOr4koiohMn9nzgnB7D0EwtEOhdOp06dwttvv51vfNmyZXHv3j2DhDI7oaHAyJHSjZ2IiEqYChWA9u2l5ytXypuFSG46F06lSpVS62QyV2xsLMqXL2+QUGbp22+BX3+VOwURkVF06yY9zp8PpKTIm4VITjoXTt27d8cXX3yB5ORkKBQK5OTk4ODBg/jss8/Qs2dPY2Q0HxERcicgIjKKt98G/PyAu3eBbdvkTkMkH50Lp0mTJqFixYooX748Hj16hKCgILz++uto2LAhRlvyLUZq1wYCAuROQURkFPb2QIcO0vPp09lInCyX1h1gvujy5cuIjY1FTk4OateujapVqxo6m8nS2AEmIPXl5OUl9eVkpXNNSkRk0jZvBtq1k54/eADk6QeZyKjMsgPMF1WuXBmVK1c2ZBbzV7Pm8+cXLwIWVEwSUcmXt1CaOBGYPBmwtZUvD5EcdC6chBBYu3Ytdu/ejdu3byMnJ0dt+rp16wwWzqxlZMidgIjIoBo1At5/H/jtN+l0nZcXMGKE3KmIipfO55OGDBmC999/H1evXoWzszPc3NzUBgJw5w5Qo4bcKYiIDEqhAJYufd6D+LffAvfvyxqJqNjpfMRp2bJlWLduHd544w1j5DEraf/8A9f69dVHbt4MeHjIE4iIyMgUCmDUKGD1auDsWeCrr4A5c+RORVR8dD7i5ObmhkqVKhkji9mx3bgx/0heWUdEJZydHfDTT9LzefMAS71pBFkmnQunqKgojBs3Dk+fPjVGHrNiP3Gi+ggXF8DZWZ4wRETFqGlToGdPqVuCGTPkTkNUfHQ+Vde5c2esWLEC5cqVg7+/P2xfuKTi33//NVg4s7FxI1CrFlC+PO9XR0QW4+OPpRsm7N0rdxKi4qNz4dS7d28cP34cPXr0gKenJxSWXigEBQHBwdLNnIiILEiZMtLjkyfy5iAqTjoXTps3b8b27dvRuHFjY+QxP2fPSjf5vX2bnV4SkUXx9QWUSqlw2rcPeP11uRMRGZ/O3/S+vr5wdXV9+YyWxNeXRRMRWRwHB6B3b+n59OmyRiEqNjp/28+YMQP/+9//EB8fb4Q4Zurrr+VOQEQki2HDpMdNm4D//pM3C1Fx0Llw6tGjB3bv3o3KlSvDxcUFpUuXVhsszo4dQMeOcqcgIpJFYCDQqpV0dR1vHEGWQOc2TrNmzTJCDDPm6Ch3AiIiWbVtK/0PGR0NfPGF3GmIjEvnwqlXr17GyGG+3nkHSEqSOwURkWxatpQeDxwAnj6V2j4RlVRanap7/PixTgvVdX6zNn683AmIiGRVrZrUjV16OrB/v9xpiIxLq8KpSpUqmDx5Mm7evFngPEIIREdHo02bNvjhhx8MFtDkBQfLnYCISFYKxfOjTtHR8mYhMjatTtXt2bMHo0ePxrhx41CrVi2EhobCx8cH9vb2uH//Ps6ePYuYmBjY2tpi1KhR+PDDD42d23RcuwaEhcmdgohIVi1bAkuWSG2dpk2TOw2R8SiEEELbmRMTE7FmzRrs27cP8fHxePr0KTw8PFC7dm1ERkbijTfegJUF9GeUmJgIX19fPATgCgBubkDZssDVq1JnJkOHyhuQiKiY3b0LeHsDWVnSLVjYGSYZUu73bkJCAirIfKcOnQonkuR+gPfCwlC6oNuCHzrEI1FEZFHefx9YtkxqHL50qXTtjKXflYsMw5QKp5J/eMiIbAoqmgDAktp5EREB+PFH6ZTd06fAu+8Cv/8udyIiw2PhZCiOjkBAAFCpkvRvFgsnIrIwbm7AX38BrVtLr1eskDcPkTHo3I8TvaBnT+nfLGdnHpMmIovn4ABMmABs2yZ1TZCdDVhby52KyHB4xElf338PuLiwaCIi+n+1akl/FlNTgRMn5E5DZFgsnPQgXFyAUqXkjkFEZFJsbIDGjaXne/fKm4XI0Ip0qu7Bgwc4cuQIbt++jZycHLVpPXv2NEgwc5BTrpzcEYiITFJ4OLB1q1Q4DRsmdxoiw9G5cNq4cSPee+89PH78GC4uLlDkOUWlUCgsqnCyvnwZuHcPKFNG7ihERCYlPFx63L8fyMkBLKCLP7IQOv8ojxgxAn379kVaWhoePHiA+/fvq4aUlBRjZDRts2bJnYCIyOTUqQM4OQEpKcDp03KnITIcnQunGzduYPDgwXB0dDRGHvNz967cCYiITI6tLVC/vvT86FF5sxAZks6FU2RkJI4dO2aMLObprbfkTkBEZJJq1ZIeWThRSaJVG6cNGzaonrdt2xaff/45zp49i5CQENja2qrN26FDB8MmNHVffgm0asXuCIiIXtC0KTBzJrB9OyAE/0xSyaDVveq0vXGvQqFAdna23qFMndpNfmvWZEclREQaPHokXTuTkSG1c6pRQ+5EZK7M7l51OTk5Wg2WUDTlU7eu9NeBiIjUODtLB+QBYP16ebMQGYrObZx+/fVXpKen5xufkZGBX3/91SChzMrChcDhw3KnICIySU2bSo+HDskag8hgdC6c+vTpg4cPH+Ybn5aWhj59+hgklFkJDASaN5c7BRGRSXrjDelx505Aw1cHkdnRuXASQqh1epkrMTERbm5uBgllVlauZItHIqICVK8uDZmZwJYtcqch0p/WPYfXrl0bCoUCCoUCzZs3h43N87dmZ2fj6tWraN26tVFCmrQ7d+ROQERk0tq0Ac6dA/btA7p1kzsNkX60Lpze+v/+iuLi4hAZGQlnZ2fVNDs7O/j7+6NTp04GD2jyNm8GWraUOwURkclq1EjqluDgQbmTEOlP68Jp7NixAAB/f3906dIF9vb2RgtlVtq1kzsBEZFJa9RIejx9Grh9G+D90cmc6dzGqVevXrC3t8exY8fw22+/YdmyZTh+/LgxspmHli2l49AarjQkIiLA01PquUUIqVkokTnT+ohTrhs3bqBr1644ePAgSpUqBQB48OABGjZsiBUrVsDX19fQGU3ftm3As2eAUil3EiIik9Szp3TrlV9/BQYPljsNUdEVqTuCzMxMnDt3DikpKUhJScG5c+cghEC/fv2MkREAMGnSJDRs2BCOjo6qgi2vEydOoFu3bvD19YWDgwOqV6+O77//Xm2e+Ph4VQP3vMO2bdv0CxccDFjiFYVERFrq2hWwsQGOHwfOnJE7DVHR6XzEaf/+/Th06BACAwNV4wIDAzF79mw0yj2RbQQZGRno3LkzwsLCsHDhwnzTjx8/jrJly2LZsmXw9fXFoUOH8OGHH8La2hqDBg1Sm3fnzp2okafv/9KlS+sXrn17/d5PRFTCeXgAbdsCf/0F/PYb8M03ciciKhqdC6eKFSsiMzMz3/isrCyUL1/eIKE0GTduHABgyZIlGqf37dtX7XWlSpUQExODdevW5SucypQpAy8vL8ME69MH+PprwyyLiKgE69lTKpyWLQMmTwa0vA0qkUnR+cd26tSp+PTTT3Hs2DHk3h/42LFjGDJkCKZPn27wgPp4+PChxqNJHTp0QLly5dCoUSOsXbtWv5VMmwY4OOi3DCIiC9C2rdQU9MYN4PJludMQFY3OR5x69+6NJ0+eoH79+qpOMLOysmBjY4O+ffuqHflJSUkxXFIdxcTEYPXq1di8ebNqnLOzM2bOnIlGjRrBysoKGzZsQJcuXbB06VL06NGjwGWlp6er3Z8vLS3t+cTgYOD8ebZxIiJ6CaUSqF1bur3nnj1A1apyJyLSnc6F06xZswy28qioKNUpuIIcPXoUoaGhOi33zJkzePPNNzFmzBi0zNM5pYeHB4YNG6Z6HRoaivv372Pq1KmFFk5TpkwpOGdyMpCTo1M+IiJL1aGDVDht2AD07y93GiLdKUTu+TYZ3L17F3fv3i10Hn9/f7XONpcsWYKhQ4fiwYMHGuc/e/YsIiIi8MEHH2DSpEkvzbB8+XJ88MEHePr0aYHzvHjE6caNGwgKCsJDAK6AdA+B339/6bqIiCzdkSNA/fpA6dLSHavYzom0kZiYCF9fXyQkJKBChQqyZtH5iBMAXL58GYsXL8bly5fx/fffo1y5cti2bRt8fX3VrlZ7GQ8PD3h4eBQlgkZnzpxBs2bN0KtXL62KJgCIjY2Ft7d3ofMolUoo8/TRlJqaqj7DK6/onJWIyBLVqgXY2wMpKcDFi0C1anInItKNzoXT3r170aZNGzRq1Aj79u3DpEmTUK5cOZw8eRILFizQv7F1Aa5fv46UlBRcv34d2dnZiIuLAwBUqVIFzs7OOHPmDCIiItCqVSsMHz4cycnJAABra2uULVsWALB06VLY2tqidu3asLKywsaNG/HDDz/g22+/LXqw1FTAxUXfzSMisgh2dkC9etINfw8eZOFE5kfng6QjR47ExIkTER0dDTs7O9X4iIgIxMTEGDRcXmPGjEHt2rUxduxYPHr0CLVr10bt2rVx7NgxAMCaNWtw584dLF++HN7e3qqhbt26asuZOHEiQkNDUbduXaxcuRKLFi1Sa/ekM/nOdBIRmaXcLv/275c3B1FR6NzGydnZGadOnUJAQABcXFxw4sQJVKpUCfHx8ahWrRqePXtmrKwmI/dc60MAroGBwI8/Ai1ayB2LiMgs7NgBREYCPj7A9euAtbXcicjUmVIbJ52POJUqVQpJSUn5xsfGxhq1A0yTdeGCdKNf3kOAiEgrjRoBzs7AzZvAmjVypyHSjc6FU/fu3fHFF18gOTkZCoUCOTk5OHjwID777DP07NnTGBnNQ9u2wKuvSp2UvPYaEBoq3Q580ya5kxERmRQnJ+liZABYv17eLES60vlUXWZmJnr37o2VK1dCCAEbGxtkZ2eje/fuWLJkCawt4Jir2qk6bd6QkADIfGiRiMiUrFol3fgXAP78E3jzTVnjkIkz61N1tra2WL58OS5evIjVq1dj2bJlOH/+PH777TeLKJp09v770ol8IiJSeffd5x1gLl8ubxYiXRSpHycAqFy5MipXrmzILOZp716gQQPpGlsiItKKQgG89x7wyy/AgQPSBcoKhdypiF5Oq8Jp+PDhWi9w5syZRQ5jll5/Xe4ERERmqV49wNYWSEoCrl4FKlWSOxHRy2lVOMXGxqq9Pn78OLKzsxEYGAgAuHjxIqytrVGnTh3DJzRh2TVryh2BiMhsOThI19HExEgH71k4kTnQqnDavXu36vnMmTPh4uKCpUuXwt3dHQBw//599OnTB02aNDFOShMlbG3ljkBEZNaaN5cKp+hooE8fudMQvZzOV9WVL18eO3bsyHdPutOnT6NVq1a4efOmQQOaIrWr6rKy2HsbEVER7d4NNGsGlC8vXYDMdk6kiVlfVZeamopbt27lG3/79m2kpaUZJJRZ4a29iYiKrH59wMYGuHEDuHZN7jREL6fzt/7bb7+NPn36YO3atUhMTERiYiLWrl2Lfv36oWPHjsbIaLKEgwP/PSIi0oOjI5DbPJb3riNzoHPhNG/ePLRt2xY9evSAn58f/Pz88N5776FNmzaYM2eOMTKaLMXTp9ItV4iIqMgaN5YeDx6UNweRNnRu45Tr8ePHuHz5MoQQqFKlCpycnAydzWSptXFycAASE4HSpeWORURkltavBzp2BGrUAE6fljsNmSJTauNU5A4wnZycUJOX4wO1akk3XiIioiJp1Eh6PHMGuH8f+P8LtolMEls262vtWkCplDsFEZHZKlcOeOUV6TlP15GpY+GkL3t7uRMQEZk9tnMic8HCSQ85FSuybRMRkQHkFk4HDsibg+hlWDjp4/FjuRMQEZUIuYXTkSPAs2fyZiEqDAsnPVjduyd3BCKiEqFKFamtU0YGcOyY3GmICsbCSV/JyXInICIyewoFkHu7U56uI1PGwkkPOeXKAZ6ecscgIioR2M6JzAELJz1Y3b4NFK3/UCIiekHeK+tycuTNQlQQFk76un1b7gRERCVCrVqAiwvw4AEQFydzGKICsHDSF+9VR0RkEDY2QHi49Dw6Wt4sRAVh4aSvZcvkTkBEVGK0bi09bt0qbw6igrBw0tfEiXInICIqMXILp0OHgEeP5M1CpAkLJ305OMidgIioxKhcGfD3BzIzeXUdmSYWTvpydZU7ARFRiZLbzmn/fnlzEGnCwkkPQqmUOwIRUYnz+uvS47598uYg0oSFkz4yM4H0dLlTEBGVKLmFE+9bR6aIhZMeFDk5LJyIiAyscmXAy0u6b92RI3KnIVLHwklfLi5yJyAiKlEUiudHnfbulTcL0YtYOOmLR5yIiAwut4E4CycyNSyc9GVvL3cCIqISJ7dwiomRmpMSmQoWTvq6d0/uBEREJU716kDp0sCTJ0BsrNxpiJ5j4aSv7t2BhAS5UxARlShWVkCjRtJzdoRJpoSFk7527OD96oiIjKBJE+lxyxZ5cxDlxcLJED76SO4EREQlTufO0uOuXUBysrxZiHKxcNJXixbSiXgiIjIof3+gbl1ACGDjRrnTEElYOOlr507g5k25UxARlUgdOkiP27bJm4MoFwsnQ3j1VbkTEBGVSC1aSI9btgAPH8qbhQhg4WQYHTvKnYCIqESqXx+oWlW6Z92ePXKnIQJs5A5QIjx9CmzdCjg5aR7s7KR7CBARkU4UCqBNG+C//4ClS4E335Q7EVk6HnEyhN9+A954Q+rqNjRU6rmtYkWgTBmpZ3ErK+m3X6EAxoyROy0RkVnJLZbWrwcePJA1ChELp2K3e7fcCYiIzEqjRkBAgPR85Up5sxDxVJ0hjR0LODg8H2xspOtoc3KkRzs7oEsXuVMSEZkVpRIYOBD47DPpAP/HH8udiCwZCydDefRIas9EREQG17078L//AYcOATduAOXLy52ILBVP1elrwQLppDuLJiIio/H2BmrWlJ4fPChvFrJsLJz0NXIkkJkpdwoiohIv9951u3bJm4MsGwsnfd29CyxaJHcKIqISr1Ur6TE6Wt4cZNnMpnCaNGkSGjZsCEdHR5QqVUrjPAqFIt8wb948tXlOnTqF8PBwODg4oHz58hg/fjyEEEUP1q0bWyoSERWDpk2la26uXAGuXZM7DVkqs2kcnpGRgc6dOyMsLAwLFy4scL7FixejdevWqtdubm6q56mpqWjZsiUiIiJw9OhRXLx4Eb1794aTkxNGjBihc6as+vWB33/X+X1ERKQ7Z2egdm3g6FGpkbifn9yJyBKZTeE0btw4AMCSJUsKna9UqVLw8vLSOG358uV49uwZlixZAqVSieDgYFy8eBEzZ87E8OHDodCxd2/F/fs6zU9ERPoJC5MKp5gY6YA/UXEzm1N12ho0aBA8PDxQt25dzJs3Dzk5OappMTExCA8Ph1KpVI2LjIzEzZs3ER8fX+Ay09PTkZqaqhrS0tIAANYXLxptO4iIKL+GDaVHXllHcilRhdOECROwZs0a7Ny5E127dsWIESMwefJk1fTk5GR4enqqvSf3dXJycoHLnTJlCtzc3FRDUFAQAEDYmM0BOyKiEqFRI+kxLg74//9hiYqVrIVTVFSUxgbdeYdjx45pvbzRo0cjLCwMtWrVwogRIzB+/HhMmzZNbZ4XT8flNgwv7DTdqFGj8PDhQ9Vw9uxZ6T1ZWVKP4EREVCwqVJDaNuXkAP/8I3caskSyHjIZNGgQunbtWug8/v7+RV5+gwYNkJqailu3bsHT0xNeXl75jizdvn0bAPIdicpLqVSqnd5LTU19PjEzU7qVChERFYvGjaWr6vbvB1q0kDsNWRpZCycPDw94eHgYbfmxsbGwt7dXdV8QFhaGL7/8EhkZGbD7/2Jnx44d8PHxKXqBdvu29C8QEREViyZNgOXLgQMH5E5Clshs2jhdv34dcXFxuH79OrKzsxEXF4e4uDg8evQIALBx40b88ssvOH36NC5fvowFCxbgq6++wocffqg6WtS9e3colUr07t0bp0+fxvr16zF58uQiXVEHAMLBASjgCj4iIjKOxo2lx8OHeeMGKn5m07p5zJgxWLp0qep17dq1AQC7d+9G06ZNYWtrizlz5mD48OHIyclBpUqVMH78eAwcOFD1Hjc3N0RHR2PgwIEIDQ2Fu7s7hg8fjuHDhxcpk+LpU6k3NiIiKjbVqwPu7sD9+1Ij8bp15U5ElkQh9Oo22zIlJibC19cXDwG4ZmcDVmZz4I6IqERo3x7YtAmYMQMo4v++ZEZyv3cTEhJQQebmMfzG14NwcgKKcIqPiIj0k3vDX7ZzouLGwkkfGRksnIiIZJDbzunAAfYKQ8WLhZMeFJmZQEKC3DGIiCxOnTqAUgncuQPwJg5UnFg46StP/05ERFQ8lEqgfn3pOU/XUXFi4aSvcuXkTkBEZJFyT9ft3y9vDrIsLJz0lZIidwIiIouUt50TUXFh4aQvJye5ExARWaSGDaXrcy5fBpKS5E5DloKFkx6yX32VbZyIiGTi5gbUrCk951EnKi4snPRgfeIEr4MlIpJRbn9ObOdExYWFk742bZI7ARGRxWLhRMWNN1rTV4cOgJ+fdKJdoZBuv6LpuabXL1IoCj6C9eK0os77smlA0ed9UWHT9Jk3V+PGwJQpgLOz9u8hohLl/n3pMS4OuHUL8PSUNQ5ZABZOhnDtmtwJLFNcHFChAvDFF3InISIZXL4MfPzx89fHjwNvvCFfHrIMPFVH5kuhADp2lDsFEcnE1xf49NPnr6Oj5ctCloNHnPQ1cybQtm3Bp+QKO11X1Gl5XxMRWSg7O+CHH4BGjYCuXYF9++RORJaAhZO+XFyA1FSgShWgVCm50xARWZywMOnx5Eng6VPAwUHePFSy8VSdvvr3B+rWBdzdgR075E5DRGRxfH0Bb28gKwv4+We501BJx8LJkOzs5E5ARGRxFArgs8+k519/DWRmypuHSjYWToaSlgY0bSp3CiIiizR0KFCmjPSn+J9/5E5DJRkLJ0M4fJh9CRERycjKCmjZUnq+bZu8WahkY+GkL4UCKFtW7hRERBavbVvp8Y8/5M1BJRsLJ33Vrcur6YiITEC7doC1NXD+PBAfL3caKqlYOOkhp3Rp6WR66dJyRyEisnilSgH160vP2acTGQsLJz0osrPljkBERHnUrSs9xsbKm4NKLhZOelA8fAgcOwYkJQEsooiIZFe7tvT477/y5qCSi4WTvurWBXx8ABsbqaE4/80hIpLNa69Jj8eOAffvy5uFSiYWToZ26ZLcCYiILFaNGkBwMPDkCbB6tdxpqCRi4WRImzYB77wjdwoiIotlZQU0bCg9T0yUNwuVTCycDKldO8DeHkhOljsJEZHFCg6WHufMkbomIDIkFk6GlpEBpKfLnYKIyGJ99BEQGgqkpAADBsidhkoaFk6G0LMnsGABsHu31BrRz0/uREREFsvOTmrfpFBIf5aTkuRORCWJjdwBzN6pU8+PCxMRkUkICABCQoCTJ4FDh4BOneRORCUFjzjp69EjuRMQEZEGjRtLj3v2yBqDShgWTvqaO1fuBEREpEHz5tLj7t3y5qCShYWTvr79Vu4ERESkQaNG0uPZs8CDB7JGoRKEhZMesgMDAS8vuWMQEZEGnp5A5cqAEMDhw3KnoZKChZMeFGlpckcgIqJC5B51OnRI3hxUcrBw0oPVzZvAjRtyxyAiogLk9iK+b5+8OajkYOGkr6AgIDNT7hRERKRB06bS4+HDwLNnskahEoKFkyHwt5GIyCS98orUFDU9HfjnH7nTUEnAwklfa9YALi5ypyAiIg0UCiA8XHq+d6+8WahkYOGkr8hIYNMmuVMQEVEBWDiRIbFwMoSUFLkTEBFRAXILp5gY6T7sRPpg4aSv6GjpJr9ERGSSqlcHypYFnj4Fjh6VOw2ZOxZO+srt05+IiEySQgG8/rr0nKfrSF8snPT18KHcCYiI6CVyCyf250T6YuGkLzc3uRMQEdFL5BZOMTFATo68Wci8sXDSl5UVr6ojIjJxwcGAgwOQmgqcOyd3GjJnLJwM4ccf5U5ARESFsLF5fnXd2rXyZiHzxsLJEH7+We4ERET0El26SI88SUD6MJvCadKkSWjYsCEcHR1RqlSpfNOXLFkChUKhcbh9+zYAID4+XuP0bdu2FT1Yr15AxYpFfz8RERWL3IugY2OBtDR5s5D5spE7gLYyMjLQuXNnhIWFYeHChfmmd+nSBa1bt1Yb17t3bzx79gzlypVTG79z507UqFFD9bp06dJFDzZrVtHfS0RExcbXF/D3B+LjpUbirVrJnYjMkdkUTuPGjQMgHVnSxMHBAQ4ODqrXd+7cwa5duzQWWWXKlIGXl5dhgj18CGg4AkZERKbn9delwmnfPhZOVDRmc6pOV7/++iscHR3xzjvv5JvWoUMHlCtXDo0aNcJaLVoJpqenIzU1VTWk5T3G27cv8O+/hoxORERGwv6cSF8ltnBatGgRunfvrnYUytnZGTNnzsTatWuxZcsWNG/eHF26dMGyZcsKXdaUKVPg5uamGoKCgp5P3LULiIgAhDDWphARkYHkFk7//MN2TlQ0shZOUVFRBTbozh2OHTum83JjYmJw9uxZ9OvXT228h4cHhg0bhnr16iE0NBTjx4/HgAEDMHXq1EKXN2rUKDx8+FA1nD17Vn2GwECpT38iIjJpVaoAlStLN/tdsULuNGSOZG3jNGjQIHTt2rXQefz9/XVe7oIFC1CrVi3UqVPnpfM2aNAACxYsKHQepVIJpVKpep2amqo+w5dfAidPAt7egIcHiygiIhOlUADvvgtMmSLd8PfDD+VOROZG1sLJw8MDHh4eBl3mo0ePsHr1akyZMkWr+WNjY+Ht7a3fSt9++/nzd94B1qzRb3lERGQ0uT3InD4tbw4yT2ZzVd3169eRkpKC69evIzs7G3FxcQCAKlWqwNnZWTXfqlWrkJWVhffeey/fMpYuXQpbW1vUrl0bVlZW2LhxI3744Qd8++23hgu6dq10IySrEtt8jIjIrEVGSn+iDx8Gli0DevSQOxGZE7MpnMaMGYOlS5eqXteuXRsAsHv3bjRt2lQ1fuHChejYsSPc3d01LmfixIm4du0arK2t8corr2DRokXoYejfmuhoqYsCPz/AUN0eEBGRQQQESC0sJk4Evv2WhRPpRiEELwfTVWJiInx9fZESGAj3CxcKn/nQISAsrHiCERGRVs6ckW786+ICJCUBTk5yJ6LC5H7vJiQkoEKFCrJm4fkkPSiePHn5TPr0Sk5EREZRtarUk3hamtRQnEhbLJz0YJWQ8PxFYKB037qRI4HZs4Hjx4GsLGk8ERGZFDs7YNIk6fnWrfJmIfNiNm2cTFanTsAnnzy/eyQREZmFiAjpMS5OOvLk4iJrHDITPOKkr27dWDQREZmhChWkm/7m5EhX2BFpg4WTvt56S+4ERERURI0bS48HDsibg8wHCyd9sZdwIiKz1aSJ9MjCibTFwklf7OiSiMhs5R5xOnwYyMyUNwuZB37r6+vECbkTEBFREVWrJvUa8+SJ1Eic6GVYOOkrKEjuBEREVERWVkCjRtJznq4jbbBw0pc2nWASEZHJYgNx0gULJ33l5MidgIiI9JC3cOJNyOhlWDjpQbi5AQXcTJiIiMxDnTqAUgncvg1cuiR3GjJ1LJz0oHj4UO4IRESkJ6USqFdPer5/v7xZyPSxcNJXRobcCYiISE9s50TaYuGkLzs7uRMQEZGeWDiRtlg46SGnXDm5IxARkQGEhUk3gvjvP+DWLbnTkClj4aQH4ekpdwQiIjIAd3cgOFh6fvCgvFnItLFw0oPi1i1eu0pEVELwdB1pg4WTHqxu3waePpU7BhERGQBv+EvaYOGkr7t35U5AREQGkHvE6d9/gceP5c1CpouFkx6EUgn4+Mgdg4iIDMDXF6hYEcjOBv75R+40ZKpYOOkhq2lTwMZG7hhERGQgbOdEL8PCSQ/WZ87IHYGIiAyIhRO9DAsnPSjS0uSOQEREBpRbOMXEAFlZ8mYh08TCSQ+8Vx0RUclSowbg5gY8egScOCF3GjJFLJz0lZMjdwIiIjIQKyugUSPpOU/XkSYsnPR16pTcCYiIyIDYzokKw8JJX6VLy52AiIgMKG/hxJtD0ItYOOnL11fuBEREZEB16wJ2dkByMnDlitxpyNSwcCIiIsrD3h4IDZWe83QdvYiFk754HJeIqMRhOycqCAsnfSkUcicgIiID4w1/qSAsnPSQw/vUERGVSA0bSo/nzwN37sibhUwLCyc9KG7fljsCEREZQenSUmeYAHDokLxZyLSwcNKHo6PcCYiIyEjYzok0YeGkj/R0uRMQEZGRsHAiTVg46UGRng7cuiV3DCIiMoLcwunYMeDJE3mzkOlg4aSvZ8/kTkBEREbg5weULw9kZQFHjsidhkwFCyc9ZAcESL9ZRERU4igUPF1H+bFw0kNOSIjcEYiIyIhYONGLWDjpweq//+SOQERERpRbOB06BGRny5uFTAMLJz2IUqXkjkBEREYUEgK4uABpacCpU3KnIVPAwkkPwtVV7ghERGRE1tbPexHn6ToCWDjpxSYmBhgzBti0CWAv4kREJRLbOVFeNnIHMGeK1FRgwgTpRcuWwI4d8gYiIiKDy73h7/79gBC8t7ulY+Gkh6eTJsH1v/+Af/4BwsLkjkNEREZQty5QpozU3unxY8DZWe5EJCcWTnrI7NkTqFBBeiGEvGGIiMgoHB2l1hhWbNxCYBsnw+GxWyKiEotFE+XijwIRERGRlsyicIqPj0e/fv0QEBAABwcHVK5cGWPHjkVGRobafNevX0f79u3h5OQEDw8PDB48ON88p06dQnh4OBwcHFC+fHmMHz8egqfZiIiISAtm0cbp/PnzyMnJwfz581GlShWcPn0a/fv3x+PHjzF9+nQAQHZ2Ntq2bYuyZcviwIEDuHfvHnr16gUhBGbPng0ASE1NRcuWLREREYGjR4/i4sWL6N27N5ycnDBixAg5N5GIiIjMgEKY6eGWadOmYe7cubhy5QoAYOvWrWjXrh0SEhLg4+MDAFi5ciV69+6N27dvw9XVFXPnzsWoUaNw69YtKJVKAMA333yD2bNnIzExEQot2yklJibC19cXCQkJqJDbOJyIiIiMwpS+d83iVJ0mDx8+ROnSpVWvY2JiEBwcrCqaACAyMhLp6ek4fvy4ap7w8HBV0ZQ7z82bNxEfH19s2YmIiMg8mcWpuhddvnwZs2fPxowZM1TjkpOT4enpqTafu7s77OzskJycrJrH399fbZ7c9yQnJyMgIEDj+tLT05Genq56/fDhQwBAUlKS3ttCREREhcv9vs3JyZE5icyFU1RUFMaNG1foPEePHkVoaKjq9c2bN9G6dWt07twZH3zwgdq8mk61CSHUxr84T+6ZysJO002ZMkVjznr16hWanYiIiAwnISEBFStWlDWDrIXToEGD0LVr10LnyXuE6ObNm4iIiEBYWBh+/vlntfm8vLzwzz//qI27f/8+MjMzVUeVvLy8VEefct3+/3vMvXi0Kq9Ro0Zh+PDhqtcpKSkICAjA6dOn4ebmVmh+c5eWloagoCCcPXsWLi4ucscxOm5vyWZJ22tJ2wpwe0u6hw8fIjg4GNWrV5c7iryFk4eHBzw8PLSa98aNG4iIiECdOnWwePFiWL3QG1lYWBgmTZqEpKQkeHt7AwB27NgBpVKJOnXqqOb58ssvkZGRATs7O9U8Pj4++U7h5aVUKtXaReXy9fWFq6urVvnNVWpqKgCgfPnyJX5bAW5vSWdJ22tJ2wpwe0u63G20sZG/hZFZNA6/efMmmjZtCl9fX0yfPh137txBcnKy2tGjVq1aISgoCO+//z5iY2Px999/47PPPkP//v1VO7x79+5QKpXo3bs3Tp8+jfXr12Py5MkYPny41lfUERERkeWSv3TTwo4dO3Dp0iVcunQp32WIuW2UrK2tsXnzZgwYMACNGjWCg4MDunfvrurnCQDc3NwQHR2NgQMHIjQ0FO7u7hg+fLjaaTgiIiKigphF4dS7d2/07t37pfNVrFgRmzZtKnSekJAQ7Nu3T688SqUSY8eO1Xj6rqSxpG0FuL0lnSVtryVtK8DtLelMaXvNtgNMIiIiouJmFm2ciIiIiEwBCyciIiIiLbFwIiIiItJSiS6c9u3bh/bt28PHxwcKhQJ//vmn2nQhBKKiouDj4wMHBwc0bdoUZ86cUU1PSUnBp59+isDAQDg6OqJixYoYPHiw6pYrL0pPT0etWrWgUCgQFxdXaLaXrbskbWvv3r2hUCjUhgYNGhR5W4tze/39/fNlHzlyZKHZDP3Zmvr2mvPnCwCbN29G/fr14eDgAA8PD3Ts2LHQbOb8+RZlew39+RbHtu7Zsydf5tzh6NGjBWYz18+2qNtrzr+7Fy9exJtvvgkPDw+4urqiUaNG2L17d6HZDPb5ihJsy5Yt4quvvhJ//PGHACDWr1+vNv2bb74RLi4u4o8//hCnTp0SXbp0Ed7e3iI1NVUIIcSpU6dEx44dxYYNG8SlS5fE33//LapWrSo6deqkcX2DBw8Wbdq0EQBEbGxsodletu6StK29evUSrVu3FklJSarh3r17RdrO4t5ePz8/MX78eLXsaWlphWYz9Gdr6ttrzp/v2rVrhbu7u5g7d664cOGCOH/+vFizZk2h2cz58y3K9hr68y2ObU1PT1fLm5SUJD744APh7+8vcnJyCsxmrp9tUbfXnH93q1SpIt544w1x4sQJcfHiRTFgwADh6OgokpKSCsxmqM+3RBdOeb34Aebk5AgvLy/xzTffqMY9e/ZMuLm5iXnz5hW4nNWrVws7OzuRmZmpNn7Lli2iWrVq4syZMy8tJoq6bm2Z0rYKIf1yvvnmm0XZFK0Yc3v9/PzEd999p3UWY3+2QpjW9gphvp9vZmamKF++vFiwYIHWWcz58y3K9gph3M/X2H+rcmVkZIhy5cqJ8ePHF7gMc/5sX6TN9gphvr+7d+7cEQDEvn37VPOkpqYKAGLnzp0al2HIz7dEn6orzNWrV5GcnIxWrVqpximVSoSHh+PQoUMFvu/hw4dwdXVV6/b91q1b6N+/P3777Tc4Ojoabd1FJee25tqzZw/KlSuHV155Bf3791fdI9AYDLm9APDtt9+iTJkyqFWrFiZNmoSMjAyDr1sfcm5vLnP8fP/991/cuHEDVlZWqF27Nry9vdGmTZtCD92b8+dblO3NVVyfr6F/lnNt2LABd+/eLbQ/QHP+bF+kzfbmMsff3TJlyqB69er49ddf8fjxY2RlZWH+/Pnw9PRU3WLNUOvWxGILp9zbtbx4c19PT898NwLOde/ePUyYMAEfffSRapwQAr1798bHH3+M0NBQo61bH3JuKwC0adMGy5cvx65duzBjxgwcPXoUzZo1Q3p6ehG25uUMtb0AMGTIEKxcuRK7d+/GoEGDMGvWLAwYMMCg69aXnNsLmO/ne+XKFQBAVFQURo8ejU2bNsHd3R3h4eFISUkx2Lr1Jef2AsX7+RryZzmvhQsXIjIyEr6+vgZdt77k3F7AfH93FQoFoqOjERsbCxcXF9jb2+O7777Dtm3bUKpUKYOtuyBm0XO4Mb14jzohhMb71qWmpqJt27YICgrC2LFjVeNnz56N1NRUjBo1ymjrNhS5trVLly6q58HBwQgNDYWfnx82b9780oap+tB3ewFg2LBhquc1a9aEu7s73nnnHdVRGX3XbUhyba+5fr45OTkAgK+++gqdOnUCACxevBgVKlTAmjVrCv1iMsfPt6jbK8fna4if5VyJiYnYvn07Vq9ebdB1G5Jc22uuv7tCCAwYMADlypXD/v374eDggAULFqBdu3Y4evQovL299V53YSz2iJOXlxcA5Ks0b9++na8iTUtLQ+vWreHs7Iz169fD1tZWNW3Xrl04fPgwlEolbGxsUKVKFQBAaGgoevXqpfe6DUHObdXE29sbfn5++O+//4q6SYUy1PZqknvFyaVLl/Ret6HIub2amMvnm/vHNSgoSDVOqVSiUqVKuH79ut7rNhQ5t1cTY36+xvhZXrx4McqUKYMOHToYbN2GIuf2amIuv7u7du3Cpk2bsHLlSjRq1AivvfYa5syZAwcHByxdulTvdb+MxRZOAQEB8PLyQnR0tGpcRkYG9u7di4YNG6rGpaamolWrVrCzs8OGDRtgb2+vtpwffvgBJ06cQFxcHOLi4rBlyxYAwKpVqzBp0iS91m0ocm6rJvfu3UNCQkKh/xXow1Dbq0lsbCwAFJi9uD9bXdZpjO3VxFw+3zp16kCpVOLChQuqcZmZmYiPj4efn59e6zYkObdXE2N+vob+WRZCYPHixejZs+dL/0kw5882ly7bq4m5/O4+efIEAGBlpV7CWFlZqY6sFnXdWtGpKbmZSUtLE7GxsSI2NlYAEDNnzhSxsbHi2rVrQgjp0kQ3Nzexbt06cerUKdGtWze1SxNTU1NF/fr1RUhIiLh06ZLaJZtZWVka13n16lWNV5oFBgaKdevWqV6/bN0lZVvT0tLEiBEjxKFDh8TVq1fF7t27RVhYmChfvrxel/gWx/YeOnRItdwrV66IVatWCR8fH9GhQ4cCt1ebdZek7TXnz1cIIYYMGSLKly8vtm/fLs6fPy/69esnypUrJ1JSUjRurzbrLknba4zPtzj/Vu3cuVMAEGfPntWYpSR9trpurzn/7t65c0eUKVNGdOzYUcTFxYkLFy6Izz77TNja2oq4uDiN26vNurVVogun3bt3CwD5hl69egkhpMsTx44dK7y8vIRSqRSvv/66OHXq1EvfD0BcvXpV4zoLKiYAiMWLF6tev2zdJWVbnzx5Ilq1aiXKli0rbG1tRcWKFUWvXr3E9evXi7ytxbW9x48fF/Xr1xdubm7C3t5eBAYGirFjx4rHjx8XuL3arLskba85f75CSJdtjxgxQpQrV064uLiIFi1aiNOnTxe4vdqsuyRtrzE+3+L8W9WtWzfRsGHDArOUpM9W1+0199/do0ePilatWonSpUsLFxcX0aBBA7Fly5YCt1ebdWtL8f8LJyIiIqKXsNg2TkRERES6YuFEREREpCUWTkRERERaYuFEREREpCUWTkRERERaYuFEREREpCUWTkRERERaYuFEREREpCUWTkRkVpo2bYqhQ4fKHcNi+fv7Y9asWXLHIJINCyciohJiyZIlaNCgQZHeV6pUKcMHIiqBWDgRkcFlZGTIHcEibdiwAW+++abcMYhKNBZORGZg7dq1CAkJgYODA8qUKYMWLVrg8ePHqumLFy9G9erVYW9vj2rVqmHOnDmqafHx8VAoFFi3bh0iIiLg6OiIV199FTExMap5rl27hvbt28Pd3R1OTk6oUaMGtmzZopq+d+9e1KtXD0qlEt7e3hg5ciSysrJU05s2bYpBgwZh+PDh8PDwQMuWLfNtw/bt22Fvb48HDx6ojR88eDDCw8MBAPfu3UO3bt1QoUIFODo6IiQkBCtWrCh03ygUCvz5559q40qVKoUlS5aoXt+4cQNdunSBu7s7ypQpgzfffBPx8fEFLnPPnj1QKBTYvn07ateuDQcHBzRr1gy3b9/G1q1bUb16dbi6uqJbt2548uSJ6n1CCEydOhWVKlWCg4MDXn31Vaxdu1Y1PTs7G/369UNAQAAcHBwQGBiI77//Xm3dvXv3xltvvYXp06fD29sbZcqUwcCBA5GZmVnofnj27Bl27NiBDh06aJx+4sQJREREwMXFBa6urqhTpw6OHTuGPXv2oE+fPnj48CEUCgUUCgWioqIAALdv30b79u3h4OCAgIAALF++vNAMRBZB59sCE1GxunnzprCxsREzZ84UV69eFSdPnhQ//fSTSEtLE0II8fPPPwtvb2/xxx9/iCtXrog//vhDlC5dWixZskQIIcTVq1cFAFGtWjWxadMmceHCBfHOO+8IPz8/kZmZKYQQom3btqJly5bi5MmT4vLly2Ljxo1i7969QgghEhMThaOjoxgwYIA4d+6cWL9+vfDw8BBjx45VZQwPDxfOzs7i888/F+fPnxfnzp3Ltx1ZWVnC09NTLFiwIN+4+fPnq9Y1bdo0ERsbKy5fvix++OEHYW1tLQ4fPqy2riFDhqheAxDr169XW5ebm5vqruiPHz8WVatWFX379hUnT54UZ8+eFd27dxeBgYEiPT1d4z7PvUN7gwYNxIEDB8S///4rqlSpIsLDw0WrVq3Ev//+K/bt2yfKlCkjvvnmG9X7vvzyS1GtWjWxbds2cfnyZbF48WKhVCrFnj17hBBCZGRkiDFjxogjR46IK1euiGXLlglHR0exatUq1TJ69eolXF1dxccffyzOnTsnNm7cKBwdHcXPP/+sMWuuTZs2icqVKxc4vUaNGqJHjx7i3Llz4uLFi2L16tUiLi5OpKeni1mzZglXV1eRlJQkkpKSVD9bbdq0EcHBweLQoUPi2LFjomHDhsLBwUF89913hWYhKslYOBGZuOPHjwsAIj4+XuN0X19f8fvvv6uNmzBhgggLCxNCPC+c8hYsZ86cEQBUBU5ISIiIiorSuPwvv/xSBAYGipycHNW4n376STg7O4vs7GwhhFTM1KpV66XbMnjwYNGsWTPV6+3btws7OzuRkpJS4HveeOMNMWLECNVrXQunhQsX5sufnp4uHBwcxPbt2zWuM7dw2rlzp2rclClTBABx+fJl1biPPvpIREZGCiGEePTokbC3txeHDh1SW1a/fv1Et27dCty+AQMGiE6dOqle9+rVS/j5+YmsrCzVuM6dO4suXboUuAwhhOjfv78YPnx4gdNdXFxUxfSLFi9eLNzc3NTGXbhwQQBQK1rPnTsnALBwIotmI9OBLiLS0quvvormzZsjJCQEkZGRaNWqFd555x24u7vjzp07SEhIQL9+/dC/f3/Ve7KysuDm5qa2nJo1a6qee3t7A5BOxVSrVg2DBw/GJ598gh07dqBFixbo1KmTav5z584hLCwMCoVC9f5GjRrh0aNHSExMRMWKFQEAoaGhL92W9957D2FhYbh58yZ8fHywfPlyvPHGG3B3dwcgncr65ptvsGrVKty4cQPp6elIT0+Hk5NTEfcecPz4cVy6dAkuLi5q4589e4bLly8X+t68+8zT0xOOjo6oVKmS2rgjR44AAM6ePYtnz57lO02ZkZGB2rVrq17PmzcPCxYswLVr1/D06VNkZGSgVq1aau+pUaMGrK2tVa+9vb1x6tSpAnMKIbBx40asXLmywHmGDx+ODz74AL/99htatGiBzp07o3LlygXOf+7cOdjY2Kh9rtWqVWMjcrJ4bONEZOKsra0RHR2NrVu3IigoCLNnz0ZgYCCuXr2KnJwcAMAvv/yCuLg41XD69GkcPnxYbTm2traq57lFUO77P/jgA1y5cgXvv/8+Tp06hdDQUMyePRuA9KWct2jKHZd3OQC0Km7q1auHypUrY+XKlXj69CnWr1+PHj16qKbPmDED3333Hf73v/9h165diIuLQ2RkZKGNzRUKhSpPrrztgXJyclCnTh21/RMXF4eLFy+ie/fuheZ9cZ/lfZ07Lncf5j5u3rxZbT1nz55VtXNavXo1hg0bhr59+2LHjh2Ii4tDnz598m1fYevR5MiRI8jIyEDjxo0LnCcqKgpnzpxB27ZtsWvXLgQFBWH9+vUFzq/pMyYigEeciP6vnbsJiWqN4zj+VcFU0JWKME4a2MgRQhBUUNBwM5oLbRAlB1pY2kETX3AjqCmRgqAg6KpAXbRwUSGBIL1QDgnqNIIuNF8STShId6Ib9d5FcGDqVse8l5v0++zmPIfn/xwODD/+5+E5A0JCQsjNzSU3N5eOjg6SkpJ48uQJzc3NOBwO3r9/j9frPVUNp9OJaZqYpklrayv379+nvr6etLQ0Hj16FBSgpqeniY6OxuFwnLhOZWUlDx8+JDExkdDQUIqLi60xn89HSUmJFaaOj49ZXV3FMIzvzhcXF8fHjx+t36urq0EbtjMyMhgbGyM+Pp6YmJgTr9eutLQ0zp07x9bWlrXZ/Ws+n4+cnBxqa2utaz/retkxPj5OcXFxUJfqn7hcLlwuF01NTVy7do3h4WGuXr1KeHg4R0dHQfcahsHh4SF+v5+srCwA3r17983mfpE/jTpOIr+5mZkZuru78fv9bG1t8fjxYz5//myFic7OTnp6ehgYGGBlZYXFxUWGh4fp7++3XaOxsZHJyUk2NjYIBAK8fPnSmr+2tpYPHz5QX1/P8vIy4+Pj3Llzh+bmZkJDT/4X4vV6CQQC3Lt3j7KyMiIiIqyxlJQUnj17xvT0NEtLS9y6dYtPnz79cL6CggIGBwcJBAL4/X5M0wzq2Hi9XmJjYykpKcHn87GxscHr169paGhge3v7xOv/nujoaFpaWmhqamJ0dJT19XXm5+cZGhpidHTUej6/38/k5CQrKyu0t7czNzd36to/O4bg4OCA27dv8+rVKzY3N3nz5g1zc3PWO05OTmZvb48XL16ws7PD/v4+qampFBYWUl1dzczMDG/fvuXmzZtERkaeer0iZ5mCk8hvLiYmhqmpKa5cuYLL5aKtrY2+vj6KioqAL5/ZHjx4wMjICJcuXSI/P5+RkREuXLhgu8bR0RF1dXUYhkFhYSGpqanWkQYOh4OJiQlmZ2dJT0/HNE1u3LhBW1vbLz3PxYsXyczMZGFh4ZsuWXt7OxkZGbjdbi5fvkxCQgKlpaU/nK+vrw+n00leXh6VlZW0tLQQFRVljUdFRTE1NcX58+fxeDwYhkFVVRUHBwf/egfq7t27dHR00NPTg2EYuN1unj59ar0L0zTxeDxUVFSQnZ3N7u5uUPfpV6yvr7O2tobb7f7uPWFhYezu7nL9+nVcLhfl5eUUFRXR1dUFQE5ODqZpUlFRQVxcHL29vcCXYy6cTif5+fl4PB5qamqIj48/1XpFzrqQv77eHCAiImdGf38/z58/Dzp3S0T+O+o4iYicYYmJibS2tv7fyxD5Y6jjJCIiImKTOk4iIiIiNik4iYiIiNik4CQiIiJik4KTiIiIiE0KTiIiIiI2KTiJiIiI2KTgJCIiImKTgpOIiIiITQpOIiIiIjYpOImIiIjY9Dd7qKaQh1zsFQAAAABJRU5ErkJggg==",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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x4uPjAchBNFeuXAkAaNu2raFWsV+/fli0aBGuXr2KgIAAALIm5+eff0aXLl0wadIkeHt7Y+bMmbh48SK2bt1q3sV8gV27dqF58+YYNWqU2e2cnJ2dDeeUmdjYWOzatSvdv6OHDx8iMDAQXbp0wcsvvwx/f388evQIO3fuxPTp01GpUqV0NY63b982DLMQHx+PM2fO4LfffsPJkycxdOhQs34oEGWbmi3TidS2Zs0aUa1aNeHk5CRKliwpJk2aJEaPHp1uOAIhhJg/f76oW7eucHNzEy4uLqJMmTKiV69e4ujRo4YyoaGhonLlyule27t3b6PecFOnThX169cXXl5ehvfu16+fCA8PN5TJqFfdvXv3ROfOnUWhQoWERqPJMM4xY8YIAOLgwYMmXwf812Np5syZokyZMsLR0VFUrFhRLFmyxKhcZr3q9D2tnpf2Oup71U2ePDnD90/bC+vkyZPijTfeEN7e3sLR0VH4+vqKZs2aidmzZxuV27dvn6hXr57QarXC19dXfPLJJ2LOnDkm9aqLjIwUr7/+uvD09BTu7u6idevW4syZMyIgIED07t3bqOy0adNEqVKlhL29fbphETISEBBg6C2Wdnk+Ln2vxLSxRkdHi169eonChQsLZ2dnUa9ePbFly5YMr13a3maZXWv955fREBPmDEeQlbS96ubOnStcXV3F48ePjcrpdDoxZcoU0aZNG1GyZEmh1WqFs7OzqFSpkvj0009FbGxsuvPUL3Z2dqJgwYKiatWqon///oZhOYhyg0YIdkUgykuCg4Oh0Whw5MgRtUMhQtu2beHi4oK//vpL7VCIFMFbdUR5QFxcHM6cOYN169bh2LFjWL16tdohEQEANmzYoHYIRIpi4kSUBxw/fhxNmzZFkSJFMHr06GxNLEtERC/GW3VEREREJuJwBEREREQmYuJEREREZCImTkREREQmYuJEREREZCImTkREREQmYuIEYObMmShVqhScnZ1Ru3Zt7NmzJ8vyu3btQu3ateHs7IzSpUtj9uzZ6cr89ddfCAoKglarRVBQEMfVSUPpa/7rr7+iUaNG8PT0hKenJ15++WUcPnzYkqdgcyzx71xv2bJl0Gg0HAYhDUtc8wcPHmDgwIHw8/ODs7MzKlWqxLGSnmOJaz5t2jRUqFABLi4u8Pf3x9ChQ43muMzvzLnmUVFR6N69OypUqAA7OzsMGTIkw3JW/R2q7sDl6lu2bJlwdHQUv/76qzh37pwYPHiwcHNzE9evX8+w/L///itcXV3F4MGDxblz58Svv/4qHB0dxcqVKw1l9u/fL+zt7cWECRPE+fPnxYQJE4SDg4NZU2DkZZa45t27dxc///yzCAsLE+fPnxd9+/YVHh4eIjIyMrdOy6pZ4prrhYeHi+LFi4tGjRqJjh07WvhMbIclrrlOpxPBwcGibdu2Yu/evSI8PFzs2bNHnDhxIrdOy6pZ4povXrxYaLVasWTJEnHt2jWxadMm4efnJ4YMGZJbp2XVzL3m165dEx999JFYtGiRqFGjhhg8eHC6Mtb+HZrvE6c6deqI9957z2hfxYoVxeeff55h+U8//VRUrFjRaN+AAQNEvXr1DI/feOMN0bp1a6MyrVq1Et26dVMoattmiWueVlJSknB3dxeLFi3KecB5gKWueVJSkmjQoIGYO3eu6N27NxOn51jims+aNUuULl1aJCQkKB9wHmCJaz5w4EDRrFkzozLDhg0TDRs2VChq22buNX9eaGhohomTtX+H5utbdQkJCTh27BhatmxptL9ly5bYv39/hq85cOBAuvKtWrXC0aNHkZiYmGWZzI6Zn1jqmqf15MkTJCYmonDhwsoEbsMsec3HjRuHokWLol+/fsoHbsMsdc3XrFmDkJAQDBw4ED4+PqhSpQomTJiA5ORky5yIDbHUNW/YsCGOHTtmuPX/77//YsOGDWjXrp0FzsK2ZOeam8Lav0Pz9ZQrd+/eRXJyMnx8fIz2+/j4IDo6OsPXREdHZ1g+KSkJd+/ehZ+fX6ZlMjtmfmKpa57W559/juLFi+Pll19WLngbZalrvm/fPsybNw8nTpywVOg2y1LX/N9//8X27dvRo0cPbNiwAZcvX8bAgQORlJSEUaNGWex8bIGlrnm3bt1w584dNGzYEEIIJCUl4f3338fnn39usXOxFdm55qaw9u/QfJ046Wk0GqPHQoh0+15UPu1+c4+Z31jimut99913WLp0KXbu3AlnZ2cFos0blLzm8fHx6NmzJ3799Vd4eXkpH2weofS/85SUFHh7e2POnDmwt7dH7dq1cevWLUyePDnfJ056Sl/znTt3Yvz48Zg5cybq1q2LK1euYPDgwfDz88NXX32lcPS2yRLfd9b8HZqvEycvLy/Y29uny2JjYmLSZbt6vr6+GZZ3cHBAkSJFsiyT2THzE0tdc70pU6ZgwoQJ2Lp1K6pVq6Zs8DbKEtf87NmzCA8PxyuvvGJ4PiUlBQDg4OCAixcvokyZMgqfie2w1L9zPz8/ODo6wt7e3lCmUqVKiI6ORkJCApycnBQ+E9thqWv+1Vdf4a233sI777wDAKhatSoeP36M/v3748svv4SdXf5t8ZKda24Ka/8Ozb+fOAAnJyfUrl0bW7ZsMdq/ZcsW1K9fP8PXhISEpCu/efNmBAcHw9HRMcsymR0zP7HUNQeAyZMn4+uvv8bGjRsRHBysfPA2yhLXvGLFijh9+jROnDhhWDp06ICmTZvixIkT8Pf3t9j52AJL/Ttv0KABrly5YkhSAeDSpUvw8/PL10kTYLlr/uTJk3TJkb29PYTsXKXgGdie7FxzU1j9d2jut0e3LvqulPPmzRPnzp0TQ4YMEW5ubiI8PFwIIcTnn38u3nrrLUN5fffVoUOHinPnzol58+al6766b98+YW9vLyZNmiTOnz8vJk2aZFVdKdVmiWv+7bffCicnJ7Fy5UoRFRVlWOLj43P9/KyRJa55WuxVZ8wS1/zGjRuiQIECYtCgQeLixYti3bp1wtvbW3zzzTe5fn7WyBLXfPTo0cLd3V0sXbpU/Pvvv2Lz5s2iTJky4o033sj187NG5l5zIYQICwsTYWFhonbt2qJ79+4iLCxMnD171vC8tX+H5vvESQghfv75ZxEQECCcnJxErVq1xK5duwzP9e7dW4SGhhqV37lzp6hZs6ZwcnISgYGBYtasWemOuWLFClGhQgXh6OgoKlasKP766y9Ln4ZNUfqaBwQECADpltGjR+fC2dgGS/w7fx4Tp/Qscc33798v6tatK7RarShdurQYP368SEpKsvSp2Aylr3liYqIYM2aMKFOmjHB2dhb+/v7igw8+EPfv38+Fs7EN5l7zjP5WBwQEGJWx5u9QjRD5vK6RiIiIyET5uo0TERERkTmYOBERERGZiIkTERERkYmYOBERERGZiIkTERERkYmYOBERERGZiIkTERERkYmYOGWDTqfDmDFjoNPp1A4l3+A1z3285rmP1zz38ZrnPlu/5vl2AMyZM2di8uTJiIqKQuXKlTFt2jQ0atTIpNfGxcXBw8MDDx8+RMGCBS0cKQG85mrgNc99vOa5j9c899n6Nc+XNU5//vknhgwZgi+//BJhYWFo1KgR2rRpgxs3bqgdGhEREVmxfJk4ff/99+jXrx/eeecdVKpUCdOmTYO/vz9mzZqldmhERERkxRzUDiC3JSQk4NixY/j888+N9rds2RL79+/P8DU6nc7oXuy9e/cAABEREfDw8LBcsGQQHx8PALh58ybi4uJUjiZ/4DXPfbzmuY/XPPdl55qnpKTg9u3bqFmzJhwc1E1d8l3idPfuXSQnJ8PHx8dov4+PD6KjozN8zcSJEzF27Nh0+6tUqWKRGClzQUFBaoeQ7/Ca5z5e89zHa577snPNDx8+jJdeeskC0Zgu3yVOehqNxuixECLdPr0RI0Zg2LBhhscRERGoUqUKDh8+DD8/P4vGSURElN9FRUWhTp066So91JDvEicvLy/Y29unq12KiYnJ9APRarXQarWGx/rbc35+fihRooTlgiUiIiIDOzv1m2arH0Euc3JyQu3atbFlyxaj/Vu2bEH9+vVVioqIiIhsQb6rcQKAYcOG4a233kJwcDBCQkIwZ84c3LhxA++9957aoREREZEVy5eJU9euXREbG4tx48YhKioKVapUwYYNGxAQEKB2aERERGTF8mXiBAAffPABPvjgA7XDICIiIhuS79o4EREREWUXEyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciIiIiEzFxIiIiIjIREyciyncmTpyIl156Ce7u7vD29sarr76KixcvGpURQmDMmDEoVqwYXFxc0KRJE5w9e9bw/L179/Dhhx+iQoUKcHV1RcmSJfHRRx/h4cOHhjLh4eHo168fSpUqBRcXF5QpUwajR49GQkLCC2M8ffo0QkND4eLiguLFi2PcuHEQQhiej4qKQvfu3VGhQgXY2dlhyJAhJp//zJkzUapUKTg7O6N27drYs2eP0fMajSbDZfLkyZke89dff0WjRo3g6ekJT09PvPzyyzh8+LDZ751WbGwsWrdujWLFikGr1cLf3x+DBg1CXFycocyYMWMyjNfNzS3LY7/oMwYAnU6HDz/8EF5eXnBzc0OHDh0QGRmZ5XEpb2PiRET5zq5duzBw4EAcPHgQW7ZsQVJSElq2bInHjx8bynz33Xf4/vvv8dNPP+HIkSPw9fVFixYtEB8fDwC4desWbt26hSlTpuD06dNYuHAhNm7ciH79+hmOceHCBaSkpOCXX37B2bNn8cMPP2D27Nn44osvsowvLi4OLVq0QLFixXDkyBHMmDEDU6ZMwffff28oo9PpULRoUXz55ZeoXr26yef+559/YsiQIfjyyy8RFhaGRo0aoU2bNrhx44ahTFRUlNEyf/58aDQavP7665ked+fOnXjzzTexY8cOHDhwACVLlkTLli1x8+ZNs947LTs7O3Ts2BFr1qzBpUuXsHDhQmzduhXvvfeeoczHH3+cLuagoCB06dIly2vxos8YAIYMGYLVq1dj2bJl2Lt3Lx49eoT27dsjOTk5y2NTHibIbBEREQKAiIiIUDsUIlJATEyMACB27dolhBAiJSVF+Pr6ikmTJhnKPHv2THh4eIjZs2dnepzly5cLJycnkZiYmGmZ7777TpQqVSrLeGbOnCk8PDzEs2fPDPsmTpwoihUrJlJSUtKVDw0NFYMHD87ymHp16tQR7733ntG+ihUris8//zzT13Ts2FE0a9bMpOPrJSUlCXd3d7Fo0aIcvXdGpk+fLkqUKJHp8ydOnBAAxO7duzMtY8pn/ODBA+Ho6CiWLVtmKHPz5k1hZ2cnNm7caFbMlDPW9L3LGiciyvf0t9cKFy4MALh27Rqio6PRsmVLQxmtVovQ0FDs378/y+MULFgQDg4OWZbRv09mDhw4gNDQUGi1WsO+Vq1a4datWwgPDzfllDKUkJCAY8eOGZ0XALRs2TLT87p9+zbWr19vVJNmiidPniAxMdFwrqa+95gxYxAYGJjpcW/duoVVq1YhNDQ00zJz585F+fLl0ahRI8O+8PBwaDQa7Ny5E4Bpn/GxY8eQmJhoVKZYsWKoUqVKlv8OKG9j4kRE+ZoQAsOGDUPDhg1RpUoVAEB0dDQAwMfHx6isj4+P4bm0YmNj8fXXX2PAgAGZvtfVq1cxY8YMo9tMGYmOjs7wvZ+PLTvu3r2L5ORks85r0aJFcHd3x2uvvWbWe33++ecoXrw4Xn75ZbPe28vLC2XKlEl3vDfffBOurq4oXrw4ChYsiLlz52b4vjqdDkuWLEmX6Dk6OhraowGmfcbR0dFwcnKCp6dnljFT/sLEiYjytUGDBuHUqVNYunRpuuc0Go3RYyFEun2AbJPUrl07BAUFYfTo0Rm+z61bt9C6dWt06dIF77zzjmF/5cqVUaBAARQoUABt2rTJ8r0z2p+ZPXv2GI5boEABLFmyxOzzAoD58+ejR48ecHZ2Nul9Adl2aOnSpVi1alW6173ovQcNGoRt27alO+YPP/yA48eP4++//8bVq1cxbNiwDN971apViI+PR69evYz2Fy9eHBcuXECdOnXMiicjppShvCvz+mQiojzuww8/xJo1a7B7926UKFHCsN/X1xeArHHw8/Mz7I+JiUlXQxEfH4/WrVujQIECWL16NRwdHdO9z61bt9C0aVOEhIRgzpw5Rs9t2LABiYmJAAAXFxfD+6et0YiJiQGQvoYkM8HBwThx4oThsY+PD7RaLezt7TM8dkbH3bNnDy5evIg///zTpPcEgClTpmDChAnYunUrqlWrZtjv5eVl1nun5evrC19fX1SsWBFFihRBo0aN8NVXXxl9PoC8Tde+fXvDZ5jV8YCsP2NfX18kJCTg/v37RrVOMTExqF+//gtjpryJNU5ElO8IITBo0CCsWrUK27dvR6lSpYyeL1WqFHx9fbFlyxbDvoSEBOzatcvoCzMuLg4tW7aEk5MT1qxZk2GtzM2bN9GkSRPUqlULCxYsgJ2d8Z/dgIAAlC1bFmXLlkXx4sUBACEhIdi9e7fRsAWbN29GsWLFsmz/8zwXFxfDccuWLQt3d3c4OTmhdu3aRucFAFu2bMkwEZg3bx5q165tcq+9yZMn4+uvv8bGjRsRHBxs9Jy5750Vfe2bTqcz2n/t2jXs2LHDpPZYpnzGtWvXhqOjo1GZqKgonDlzholTfqZas3QbZk2t+4nIfO+//77w8PAQO3fuFFFRUYblyZMnhjKTJk0SHh4eYtWqVeL06dPizTffFH5+fiIuLk4IIURcXJyoW7euqFq1qrhy5YrRcZKSkoQQsgdW2bJlRbNmzURkZKRRmaw8ePBA+Pj4iDfffFOcPn1arFq1ShQsWFBMmTLFqFxYWJgICwsTtWvXFt27dxdhYWHi7NmzWR572bJlwtHRUcybN0+cO3dODBkyRLi5uYnw8HCjcg8fPhSurq5i1qxZJl3Tb7/9Vjg5OYmVK1canWd8fLxZ7z1jxgyjHnzr168X8+fPF6dPnxbXrl0T69evF5UrVxYNGjRIF8PIkSNFsWLFDNf/eZGRkaJChQri0KFDhn0v+oyFEOK9994TJUqUEFu3bhXHjx8XzZo1E9WrV8/wPchyrOl7l4lTNljTB0hE5gOQ4bJgwQJDmZSUFDF69Gjh6+srtFqtaNy4sTh9+rTh+R07dmR6nGvXrgkhhFiwYEGmZV7k1KlTolGjRkKr1QpfX18xZsyYdEMRZHTcgICAFx77559/FgEBAcLJyUnUqlXLMAzD83755Rfh4uIiHjx48MLjCSFEQEBAhvGMHj3arPcePXq00Tls375dhISECA8PD+Hs7CzKlSsnPvvsM3H//n2j1yUnJ4sSJUqIL774IsP4rl27JgCIHTt2GPa96DMWQoinT5+KQYMGicKFCwsXFxfRvn17cePGDZOuCSnHmr53NUI8NxQtmSQyMhL+/v6IiIgwahdBREREyrOm7122cSIiIiIyERMnIiIiIhMxcSIiIiIyERMnIiIiIhMxcSIiIiIyERMnIiIiIhMxcSIiIiIyUZ5JnMLDw9GvXz+UKlUKLi4uKFOmDEaPHm00ZQEgJ3RMu8yePVulqImIiMiW5JlJfi9cuICUlBT88ssvKFu2LM6cOYN3330Xjx8/xpQpU4zKLliwAK1btzY89vDwyO1wiYiIyAblmcSpdevWRslQ6dKlcfHiRcyaNStd4lSoUKEXzpxNRERElFaeuVWXkYcPH6Jw4cLp9g8aNAheXl546aWXMHv2bKSkpGR5HJ1Oh7i4OMMSHx9vqZCJiIjIiuWZGqe0rl69ihkzZmDq1KlG+7/++ms0b94cLi4u2LZtG4YPH467d+9i5MiRmR5r4sSJGDt2rKVDJiIiIitn9ZP8jhkz5oVJy5EjRxAcHGx4fOvWLYSGhiI0NBRz587N8rVTp07FuHHj8PDhw0zL6HQ66HQ6w+ObN28iKCjIKiYbJCIiyuusaZJfq69xGjRoELp165ZlmcDAQMP2rVu30LRpU4SEhGDOnDkvPH69evUQFxeH27dvw8fHJ8MyWq0WWq3W8DguLs604ImIiChPsfrEycvLC15eXiaVvXnzJpo2bYratWtjwYIFsLN7cROusLAwODs7o1ChQjmMlIiIiPI6q0+cTHXr1i00adIEJUuWxJQpU3Dnzh3Dc/oedGvXrkV0dDRCQkLg4uKCHTt24Msvv0T//v2NapSIiIiIMpJnEqfNmzfjypUruHLlSrr7n/pmXI6Ojpg5cyaGDRuGlJQUlC5dGuPGjcPAgQOz9Z52588DbOOUb0VEAN9+CyQkACbcFSYiojzA6huHWyN9I7WHAAp26gR89RVQs6baYVEuu3YNKF0a0GqBJ08AE+4MExFRNlhT43D+qc8BAQCrVwO1agEdOgBHj6odEuWiEiVksqTTAbdvqx0NERHlBiZOOfB4+3agRw/57bl2LVC/PnDihNphUS5xdAT8/eX2v/+qGwsREeUOJk45kFKuHLB4MXD+PBASAiQmAkuXqh0W5aIKFeT63Dl14yAiotzBxEkJ5csDH30kt1esAK5cUTceyjXVqsn1qVPqxkFERLmDiZNSWrcGPD1li+GKFYEBA4CbN9WOiiysVi253rFD3TiIiCh3MHFSSqFCwK5dQJs2QHKy7J9etizwySeyyxXlSW3ayLZOZ8/KO7ZERJS3MXFSUtWqwIYNwKJFssH4s2fAlCnADz+oHRlZSKFCQIsWcnvVKlVDISKiXMDESSlCAPv3A507A337Aikpcn+VKsCrr6oaGllWu3ZyvW2bunEQEZHl5ZmRw1X19CnQrRuwZk3qvtatgWHDgJdfBjQa9WIji2veXK7375eVjM7O6sZDRESWwxqnnHr2DOjUSSZNTk5Av37AmTPAP//IezhMmvK88uWBwoXlQJgXL6odDRERWRITp5xITpZJ06ZNgKsrsGULMHcuULmy2pFRLtJoUsdzunRJ3ViIiMiymDjlgN3ly8DGjfJBlSqc8DcfK1dOri9fVjcOIiKyLCZOOZBSoQLw2WeAvT1w+DAQFASMGsXhB/IhfeLEGicioryNiVNOaDTApEly2OjmzWUjl6+/BgIDgdGjgehotSOkXKJPnDiWExFR3sbESQlBQbJ904oVMmm6cwcYNw4oWRLo3RsIC1M7QrKwevXk+sgRICpK3ViIiMhymDgpRaORYzhdvgwsXw7Ury8n/f3tNzkvx8svA/fuqR0lWUhAgJznWQj58RMRUd7ExElpDg4ygfrmGzmSuN62bcDx4+rFRRb35ptyvXChTKCIiCjvYeKkpGfP5PQqFSsCzZoBp0/L/XXrAosXp46USHlS9+6AVgucOAEcO6Z2NEREZAlMnJQ0dqwcLfzSJTlX3YABsn3TwYNAjx4cDDOPK1JEVjYCwLx56sZCRESWwcRJSa1bA15ecjslRY4gzqEJ8pXeveX6r7+ApCR1Y6HMNWnSBEOGDFE7DCKyQUyclBQaCly5AnzxBeDiAuzbBzRoIB9TvtC0qax5unMH2LlT7WiIiEhpTJyU5uEBjB8PTJuWuo/DEeQbDg5yFh4AWLtW3ViIiEh5TJws4fvvgffek9tNmsiG4ZRvtGsn1xs2qBsHZS0lJQWffvopChcuDF9fX4wZM8bwnEajwS+//IL27dvD1dUVlSpVwoEDB3DlyhU0adIEbm5uCAkJwdWrVw2vGTNmDGrUqIH58+ejZMmSKFCgAN5//30kJyfju+++g6+vL7y9vTF+/HgVzpaIlMLESWlXrgDDh8v+6O+/D2zeLO/dUL7RvDng6Cj/KXDuOuu1aNEiuLm54dChQ/juu+8wbtw4bNmyxfD8119/jV69euHEiROoWLEiunfvjgEDBmDEiBE4evQoAGDQoEFGx7x69Sr++ecfbNy4EUuXLsX8+fPRrl07REZGYteuXfj2228xcuRIHDx4MFfPlYiUw8RJabt2yXWDBsDMmfIblPIVd3egcWO5zVon61WtWjWMHj0a5cqVQ69evRAcHIxt27YZnu/bty/eeOMNlC9fHp999hnCw8PRo0cPtGrVCpUqVcLgwYOxM01DtpSUFMyfPx9BQUF45ZVX0LRpU1y8eBHTpk1DhQoV0LdvX1SoUCHd64jIdjioHUCec+iQXJ84IYeSLltWTmRWrlzqdqFCakZIuaBtWznm6f/+BwwerHY0lJFq1aoZPfbz80NMTEyGz/v4+AAAqj43qK2Pjw+ePXuGuLg4FCxYEAAQGBgId3d3ozL29vaws7Mz2vf8+xCRbWHipLTateUgPo8fy/GbMqqS9/JKTaLSJlZMqvKETp2ATz4BduyQA8bXqqV2RJSWY5raYI1Gg5SUlAyf1/w3BltG+zJ7jb7Mi96HiGwLEyelDRggB7u8elU2cLl8ObWxy+XLQHQ0cPeuXDJLqsqVA6pUkaMpNmsmu2qRTSlVCujWDfjjDznf8+rVHP+UiCgv4DeyJRQoAFSvLpe0Hj1KTaTSrp9Pqg4cAH79FfD2Bt54Q06EFhLCb18b8sUXwNKl8nbdxIkczouIKC9g4pTbChQAatSQS1rx8ak1VTt2ACtWADExwE8/ySUwUFZjvP22rJUiq1a5shyZYuhQ4MsvAU9P2dGSiIhsl0YIzuNursjISPj7+yMiIgIlSpRQ5qBxcUBEhPFy7Zq8x/P4sXHZggWBmzdlEkZWb9Qo4OuvZWXh5s3Ayy+rHRERkW2xyPduNrHGKTc8fgxERqZPjJ5f4uNNO1bRonKgIFdXy8ZMihk7Frh1S/YZePtt4PRpOcA8ERHZHiZOlhIXB7z+OnDsGHD/vmmv8fQE/P3lUqJE6vbz+5ydLRs3KU6jkTPw7Nwp78R++CHw229qR0VERNnBxMlSbt2SA/lkdSe0QAE5K2zLlnIpV46Nv/OoAgWARYvkwJi//y7X77yjdlRERGQutnHKBpPvtZ4/L3vHnTsnt8+dA8LDMy9fsCAQFCSXihVljzoPD7nfwyN1KVgQ0GoVPy+yPH3vOicnYN8+IDhY7YiIiKyfNbVxYuKUDTn6AB8/Bi5eNE6mzp2T93CSk00/jlabPpl6/rEp+1xdWcOVy1JSgNdek0MU+PgAe/awgyQR0YtYU+LEW3W5zc1NDiOddihpnU4OQ6BPpi5eBO7dAx4+lEtcnFw/epRaPiZGLtllb5+9hOv5x+7u8jhkEjs7ecsuNBQ4eVK289+7FyhZUu3IiIjIFEycrIVWK0cLr1Il63LJyalJlH6dNrkyZV9KijzW/fumN17PjKOjjN/ZOeN1bu1zdLSJGjQPDzksQePGMj+uWVPObdeqlWzq5u2tdoRERJQZJk62xt5e9r7z9Mz+MYSQtwzNSbgyKpOQII+XmCgXfW2YWjQadRO357dfUAvn7Q1s3Spn1Ll8GVi8WC6ArIxs1UouISGyPRQREVkHJk75kUYju3kVKAAUL5794+h0MqHS6YBnz4zXubUvMTE1HiHkc8+e5fwa5ZSDwwtr4Uo4O+NCBS3uFndG5B0twqO0uHVPC91xuWyfqMV2Jy1KltMisIIWJctrEVBOCyd3rcym9EmaKYudndpXhIgoT2DiRNmn1coBOdWUkqJcIpbTYzzfzyIpSS5pR31Pww6A939LrYwKJAA4+9+SE/b25iVa5iZm5pZnMkdENoqJE9k2OzvAxUUuahJCJkpKJG4JCYBOB/FMh9goHW5f1+FhjA6PYnVAgg5aGC8udjoUcEqAq50OTtDBIVkHjU5nHF9yMvDkiVyshVrJXLlysnMDEVE2MHEiUoJGIxunOzoqNoegBoDXfwsgc7MbN4BDh4CDB+X62DGZayHN3UmvIgI1KieiWgUdqpbXoVJpHSoE6lDIRZeauP2XoJm15PQ1z1MrmfPxkReSjceIKBuYOBHZCI0GCAiQyxtvyH0JCcCpU6mJ1KFDwJUrwN1YDbbudsLW3U4A3A3H8PMDKleWnTcrV/5vqZNLFTBCyDZp5iRbjx8D168D//4rl6tX5QTX2R1+TqsF6tWTCS4RUTYwcSKyYU5OcvTx4GBg0CC578kTORzYmTPA2bNyOXNGVrJERcll61bj4/j7y2ERQkOBJqEC1SsnwT45QSYwSiz6ZMjU5dEjmSDdvm16klS4sJzPsXhx4+X5fYUL28SQFURkvZg4EeWWlBRZ42LhpMM1IQG1/1uQkACIBKBcApJKJODpwwTo4hOQ+DgByU8TIHQJsE9OgDZCB6eIBDitSYAWCWpfKWMODkCxYpknQ8WLy+fVbudGRPkCEyfKv86dA44ezb2alKQkVU/XAfKmnfuLCmZAByck28vG1g4uTnBwc4Kd1klWeVlicXFJTZa8vdkDj4isBhMnyp+SkmRbl/h4tSNRnkYj5yHM5pKsdUV4jCtOXnbFkbOuOHzKGQ+eOCIp2QFJT+Qi7jugbEUHVKnugOq15VKxigMcnB1kDZGDg0x2eFuMiPIYJk6UPzk4AJ98AuzcmTrmUkZLcnLWz+vLWBP9yPAvGEMqM/YAyvy3vJZZoRQA5/5b/sgiFAcHaByeS6aUXOztLXNcJeNj4kiU5+SpxCkwMBDXr1832vfZZ59h0qRJhsc3btzAwIEDsX37dri4uKB79+6YMmUKnNg1Of/56iu55JQQpiVYSi65/X7PLSIpCSJRLkhKgn1K5rcgNfrX5VfPJ3deXsDq1bIVPhHZrDyVOAHAuHHj8O677xoeF3huTJ3k5GS0a9cORYsWxd69exEbG4vevXtDCIEZM2aoES7lBRpN6pejLdMP4vl8A/YMtjUJCdCkaeSe8uQZboc/xfULTxF19Qliwp/gQdRTaFOewBVP4IKncIXxtpvmCdwdnqKA3RO4iCdwSn4K++TEF8dpS5KT5aLTye6Ot2+rHRER5ZCN/6VPz93dHb6+vhk+t3nzZpw7dw4REREoVqwYAGDq1Kno06cPxo8fj4IcTZiyS1/rlJiYmnyYsuSkbCaJTY62s8kOgN9/i+nXDIAl8iR7e9nA3NExtbG5KdvZeY0520WKyME3icim5bnE6dtvv8XXX38Nf39/dOnSBZ988onhNtyBAwdQpUoVQ9IEAK1atYJOp8OxY8fQtGlTtcLOf55PNCyVWOR22bzIwcEiSUSyvRMePHbE3TgnxDxwQsx9R0TFOuHmHSfcjHFEfIITEuCERDgiAanbfgFOCGnshIZNHfFSAyc4F8zg+OyBR0QWlKcSp8GDB6NWrVrw9PTE4cOHMWLECFy7dg1z584FAERHR8MnzS8+T09PODk5ITo6OtPj6nQ66J6bLiLeWnpiCQHExMhGwLaQWKQtnx84OKROxZJ2yeo5U8paspbEySm1Z5wF2AMo8t9SIc1zQsg7WlevyuXyZWD3buDwPuDodWDt7wB+lyMWNG0KtG4NtGsHlC5tkVCJiIxYfeI0ZswYjB07NssyR44cQXBwMIYOHWrYV61aNXh6eqJz58749ttvUaRIEQCAJoNeLkKIDPfrTZw48YUxWJwQwK1bctyhY8dS1zEx6salNEslGbl1zOfLOjiwV1U2aDSAr69cGjRI3f/woRzx/J9/gI0b5cDiGzbIZfBgYPp04MMP1YubiPIHjRDZnfQpd9y9exd3797NskxgYCCcnZ3T7b958yZKlCiBgwcPom7duhg1ahT+97//4eTJk4Yy9+/fR+HChbF9+/ZMb9WlrXG6efMmgoKCEBERgRIlSmTzzF4gKio1QdInSRnViunH7MmtZMCSiQu7b5OJhJDTyPzzD7BuHbBnj/yn8/ffQIcOakdHREqLjIyEv7+/Zb93TWT1NU5eXl7w8vJ6ccEMhIWFAQD8/GST1ZCQEIwfPx5RUVGGfZs3b4ZWq0Xt2rUzPY5Wq4VWqzU8jouLy1Y8LxQbC3z0kRxb6Nat9M/b2clZWWvXlpOT1a4NVK/OqSYo39FogKpV5fLJJ8B77wFz5gBvvgns2wfUqKF2hESUV1l94mSqAwcO4ODBg2jatCk8PDxw5MgRDB06FB06dEDJkiUBAC1btkRQUBDeeustTJ48Gffu3cPHH3+Md9991zp61B07Bvzx3GiCfn5AixapSVKNGrJ2iYgMNBrgp5+A8HBg82agRw/5XymDSmgiohzLM91PtFot/vzzTzRp0gRBQUEYNWoU3n33XSxdutRQxt7eHuvXr4ezszMaNGiAN954A6+++iqmTJmiYuTPadECmDAh9S9+bKxs8TpgAFC/PpMmokw4OgJLlshp7c6dA8aNUzsiIsqrrL6NkzWy+L3WK1eAJk1k61cAmDIFGD5c+fchymNWrwZee03e1T51St7ZJiLbZ01tnPJMjVOeIASwfj3QuXNq0uTtDTRsqG5cRDaiUyfg1VeBlBRg5Ei1oyGivIiJk9qePQO2bwe++AKoVQto3x44eRIoWBD45hs5kE3dumpHSWQzJkyQNU5//y2HKiAiUlKeaRxuM1JSgBMn5IA0W7fKftTPnqU+7+wse9Z99hlQuLBqYRLZqkqVgHfekb3sXn0VWLgQ6N5d7aiIKK9g4pRb/v5b9pjbvl02+n6ery/w8styadNG3p4jomz78UfgwQNg+XLZyy46Ghg2TO2oiCgvYOKUG2JjZeMLPXd32fj75ZeB5s2BoCAO/EikIK0WWLoUKFYMmDZN9q1o2hSoWVPtyIjI1rGNU24oXBgYNCj1ce3a8j7CRx/Jbj9MmogUZ2cHfP890KWLfPzjj+rGQ0R5AxOn3KDRADNmAIsXA25ucmTwWrWACxfUjowoT9NoUm/R/fEHcPq0uvEQke1j4pSbevSQ884FBcm56Jo1k1O/E5HF1Ksn74gnJMgxZvlfjohygolTbqtYEdi1C6hSJTV5un5d7aiI8rQVK+S0jrdvyyRKP0waEZG5mDipwcsL2LZN9puOjAT69pWDXxKRRXh6ynnsKlQAIiI4OCYRZR8TJ7V4ewPr1sn553bsAH79Ve2IiPI0b2/gt9/k9u+/A9euqRsPEdkmJk5qEEKODr54sRyaAABGj1Y3JqJ8oE4doGVLIDkZmDRJ7WiIyBYxccotiYly8MvBg4FSpYAaNWSydPu27PrTtq3aERLlC199JdcLFsjbdkRE5mDilBsWLQJ8fGSr1B9/TG0MXrCgHN/p5Ek5rhMRWVzDhnL82cREYOJEtaMhIlvDkcNzw9q1wP376ffHxQE//SQXe3vZCMPPTw537OdnvOj3+fgAjo65fw5Eecjo0XI4tdmzgTfekIkUEZEpmDjlht9/B956C7h1Sw5BEBVlvB0TIxtd6B8fP575sTQa2SsvbYJVrJgcpKZ8+dw7LyIb1aQJ0K8fMG+e/K958iTn1CYi0zBxyg0uLkDHjpk/n5QE3LmTPqFKm2RFR6eWvXMHOHXK+DgaDfDKK8DHH8v7EZzKhShT06bJIdWuXAFeew3YsEF2ciUiyopGCA4gZK7IyEj4+/sjIiICJUqUyL03TkmREwZnlGBduABs3Zpa9qWXZAL12muAA/NjooycOAE0bgzExwNt2gB//w04OakdFRGlpdr3bgaYOGWDNX2ARi5ckK1d9YPVADKBOnBAtqEionT27AFatQKePpXtnZYulRMEE5H1sKbvXf55yAuuXQN+/hkYPlzOLfG8u3d5y44oC40aAf/7n+xzsXw5MHas2hERkTXjPRxbpdMB48fLROnChfTPV60qfz536iR79Lm78x4EUSZatAB++QV4+21g3DjZx6JHD7WjIiJrxMTJVh06BHz9debPnz4tF/1of4BMnNzdlVkKFODtP8pT+vYFzp8HJk8GeveW/7y7dVM7KiKyNkycbFX9+sD06fI2XXx81suzZ/I1CQmycXlsrDIxuLrKJKpgwewlX6VLAx4eysRCpICJE+XoIIsWyRonnU4mUUREekycbJWDA/DRR6aVTUwEHj3KOKmKi5NDG8TEyOlf9EtMTOr4Upl58kQut29n7xzc3YHwcA6gQ1bD3h6YP19Wzv76q6yFiowEvviCTQWJSGLiZK2Sk2VS8vRpaoKS9nFm2+Y+l9s0GllbVbkyB84hq2NnJ0cUd3OTYz2NHAmEhQELF8o71ESUvzFxUsuBA8CYMcCDBxknMwkJuR+To6McrNPVNXV5/nFm2+aW02r5852smp0d8MMPQFAQMHAg8NdfwMWLcpynMmXUjo6I1MTESS2rVgGbN1v+fQoVknPgvWgpWlSW5WCZRAbvvgtUqQK8/jpw5gwQHAwsWybHfSKi/InfkmoZOxaoWxe4d0+2P9K3QcpoO+1jc2qjHjyQy6VLppV3dpb3I/Q959JuZ/S4YEHZn9vTMztXgsiqhYQAR4/K5OngQaBtW2DCBDkwPzuWEuU/HDk8G1QfwTQhIfOkytzH+kbiWTUCN0XHjvI+BlEepdMBgwYBc+fKx9WqAd9+K2ufeOeZyLJU/959DmucbJGTk+yJplRvNCFkMhYTI39aHz4sl6NHZa+7rDg7AxUqAD17KhMLkZXSaoE5c+QsRp9+KufYbtMGaNpUJlAvvaR2hESUG5g45VdCyDGgdu+Wy549cpr4zLi7A5Uqydayz68DA3m/gvINjQbo31/etps4EZgxA9ixA6hTRw6WOXkyYE3TVxKR8nirLhusqcrQZCkpcljk5xOlmzfTlytSRCZFaROk4sV5P4IojevXgdGj5bzaQsghDL78Ehg2TNZQEZEyrOl7l4lTNljTB/hCv/8ue/Dt2ZN+xHBHR3l/oVEjoHFj2WXI21udOIls2IkTsv3Tvn3ycdmywI8/ylt5RJRz1vS9y1t1ednVq0CvXqmPXVxkF6HGjeVSty4HoCRSQI0a8rfJkiXAJ5/Iu95t28p5tqdNA/z81I6QiJRip3YAZEF378q1l5cccPPBA2DbNnlvoWlTJk1ECtJoZB+JixflrTp7e2D5cnmne/ZsebeciGwfa5zygseP5U/cy5flcumSXF+4IJ/38gLq1VM3RqJ8omBBYOpUmUQNGAAcOQK8/z6wbh2wcqXsiEpEtouJk63Q6YB//zVOjPTbGTXyfl7HjrkTIxEZ1KwpK3pnzZLDF6xfD3ToIIc7Y2Uvke1i4mTNdu+WQxRfuiS772RV11+4MFC+PFCunPG6bFk5lAAR5Tp7e9lovGpVoF07YMsWuV67lhMGE9kqkxKnNWvWmHzADh06ZDsYSuOnn4BNm4z32dsD7dvLYYvLlUtdihRRJ0YieqHQUPlfuU0bYOdOud6wgb9piGyRSYnTq6++avRYo9Hg+VEMNM+N75Oc06k7KNX06UDJkrKFaUSE3JecDGzfLn+uBgcDtWrJkcSJyKo1aCBrnFq1AvbuBVq2BP75R86tTUS2w6RedSkpKYZl8+bNqFGjBv755x88ePAADx8+xIYNG1CrVi1s3LjR0vHmL35+wJQp8jbdgQOyq46/v5xbbskS2XapeHFg6FDg9Gm1oyWiF6hbV3Zs9fSUEwaHhADnzqkdFRGZw+wBMKtUqYLZs2ejYcOGRvv37NmD/v374/z584oGaI1UHYgrJQU4dAhYsQJYtgyIikp9LjgYePtt4M03+TOWyIqdPCnHebp1S442/uuv8r8tEWXMmgbANHscp6tXr8LDwyPdfg8PD4SHhysRE2XFzk7+TP3+e+DGDdlV5/XX5SjgR48CH3wA+PoCP/+sdqRElInq1YGwMKBZMzmaSPfuwMCBsvMsEVk3sxOnl156CUOGDEHUczUd0dHRGD58OOrUqaNocPQCDg5A69Zy1tHQ0NT9Oh2wa5d6cRHRC3l7A5s3y7ntAGDmTDmg//Xr6sZFRFkzO3GaP38+YmJiEBAQgLJly6Js2bIoWbIkoqKiMG/ePEvESGklJMgGEqNHA6VKydamW7fK52rUkFO2z5+vaohE9GL29sA338jBMT09gcOHZX+PzZvVjoyIMmP2OE5ly5bFqVOnsGXLFly4cAFCCAQFBeHll1826l1HCnr0SCZKe/bI5eBB4OnT1OcLFQJ69AD69ZOj7hGRTWnXDjh+HOjSRd5xf+UV2fPupZfUjoyI0srWAJgajQYtW7ZE48aNodVqmTAp7c4d+Vdz716ZKB0/LocheF6RIkCjRvIvbadOcgJfIrJZgYHyv3yXLnKAzNdfB44dA4oWVTsyInqe2YlTSkoKxo8fj9mzZ+P27du4dOkSSpcuja+++gqBgYHo16+fJeLM++7elT3lliwB9u1L/3zJkjJRatRINoSoWFHOKkpEeYZWC/z+O1CnjpwwoEMHYM0aJk9E1sTsNk7ffPMNFi5ciO+++w5Ozw28WLVqVcydO1fR4PK8J0/kkAKvvCLHbPrgg9SkKShIzhC6eLFsLXr9utweMEBOt86kiShP8vAAVq+W64MH5e06DtNGZD3MrnH67bffMGfOHDRv3hzvvfeeYX+1atVw4cIFRYPLsx48AIYPlyOCP3qUur9mTdlWqVs3ObAlEeVLQUFyzNsOHYArV4D69WWFdOvWakdGRGbXON28eRNly5ZNtz8lJQWJiYmKBJUdO3fuhEajyXA5cuSIoVxGz8+ePTt3g92yRfZ6e/RI9kn+8ks5fPDx4zKhYtJElO9VqiTHum3WTP6peOstIC5O7aiIyOzEqXLlytizZ0+6/StWrEBNFXt01a9fH1FRUUbLO++8g8DAQAQHBxuVXbBggVG53r17526w7dvLv4aA/Iv48svyryQR0XMKFwY2bgTKl5fNICdPVjsiIjL7Vt3o0aPx1ltv4ebNm0hJScGqVatw8eJF/Pbbb1i3bp0lYjSJk5MTfH19DY8TExOxZs0aDBo0KF2vv0KFChmVzRU6naxVOnkSOHUKePZM7n/yRNbHR0XJuReIiJ7j6AhMmgS89howdSrw/vtAsWJqR0WUf5k9Vx0AbNq0CRMmTMCxY8eQkpKCWrVqYdSoUWjZsqUlYsyWv/76C2+88QbCw8Ph7+9v2K/RaFC8eHE8e/YMpUqVQr9+/dC/f3/Y2WVe+abT6aB7bi6EmzdvIigoKOM5c4QAoqNTE6STJ+Vy4UL6IQUAOYVKixbAhg1ym4goDSGAhg2B/fuBd98F5sxROyKi3GVNc9VlK3GyBW3btgUAbNiwwWj/N998g+bNm8PFxQXbtm3DqFGjMGLECIwcOTLTY40ZMwZjx45Nt9/oA0xOBvr0ATZtkuMwZcTTU05SVb06UK2aXAcFcQwmInqhfftk8mRnB5w9K0ckIcov8kTilJCQgJiYGKSkpBjtL1mypCKB6WWWtDzvyJEjRu2YIiMjERAQgOXLl+P111/P8rVTp07FuHHj8PDhw0zLmFTjdOcO4OMjfxpqNECFCsYJUvXqstE3hxEgomxq317O6/3VV8C4cWpHQ5R7rClxMruN0+XLl/H2229j//79RvuFENBoNEjO6HZUDgwaNAjdunXLskxgYKDR4wULFqBIkSLo0KHDC49fr149xMXF4fbt2/Dx8cmwjFarhVarNTyOy6hrS9Gi8i/ZV1/JyXenTQNatmSiRESKefVVmTjt2KF2JET5l9mJU58+feDg4IB169bBz8/P4tOteHl5wcvLy+TyQggsWLAAvXr1gqOj4wvLh4WFwdnZGYUKFcpBlP/58kvgxAngr7/kgCtlywJdu8qlShUmUUSUI02ayPWhQ7KSmyOKE+U+sxOnEydO4NixY6hopTfYt2/fjmvXrmU49cvatWsRHR2NkJAQuLi4YMeOHfjyyy/Rv39/oxqlbNNogIULZe+45cvlyHXjx8ulUqXUJMpKrx0RWbcyZYDgYDkR8C+/AFk0zSQiCzG7G1dQUBDu3r1riVgUMW/ePNSvXx+VMhgXydHRETNnzkRISAiqVauG6dOnY9y4cZg6dapyARQoACxaJH8O/vEH0LEj4OQEnD8PjBkjE6jQUDk0ARGRGTQaYOhQuf3zz3I0EyLKXWY3Dt++fTtGjhyJCRMmoGrVquluhxUsWFDRAK2R2Y3UHj4E/vc/OS/dli1AUpJMpr74Avj8czmzJxGRCRISgHLlgBs35J+PiRPVjojI8qypcbjZiZN+vKO0bZss1TjcGuXoA7xxAxg4ENAPFhoUJEe2c3WVi4tL6vaLHjuYfaeViPKANWtkZbaDg2zvVKuW2hERWZY1JU5mf/PuYHeOnClZUv7VW74c+Ogjecsuu7ftHB3NS7Sy+9jJiQ3biaxIhw5Ap07A6tVA48bATz8BvXvzvylRbsizA2BakmKZ7717wOzZcrqVJ0+Ap0/lWr9k9ji3PzI7O8slZiVLAs7OuXs+RHnA3btAly7Azp3y8ZtvArNmAR4eqoZFZBHWVOOUrcTpwYMHOHz4cIYDYPbq1Uux4KyVqh+gEHLeuxclWlk99+gRcP++TNxiY+X6wYPcT8gAmThdvixrtYjILMnJwLffAqNGye2yZWVzyqAgtSMjUpY1JU5m36pbu3YtevTogcePH8Pd3d2orZNGo8kXiZMi9AnQs2cyqXn2LPe2ExPVPnvJ0VH2r2ZbLaJssbeXfUyaNgW6dZMjoNSrJzv0tm+vdnREeZPZ31jDhw/H22+/jQkTJsDV1dUSMdk2nQ74+GPZbimrBObZM7UjlRwc5K0yZ2d5Gy2j7ayeM2U7o+e0WvlXn4hyLCREju3UuTOwe7dsA/Xjj8CgQWpHRpT3mH2rzs3NDadPn0bp0qUtFZPVy7LK8N9/ZS2KOTSa1MQiJwlKdpId1vYQ5RkJCcDgwbLppJOTrIHy91c7KqKcs+lbda1atcLRo0fzdeKUpdKl5XhNn34qhx4AZKIyciTQrl3GSYyDA7vDEFGOOTnJBuIXLshG4xMmyMdEpByza5zmzZuHcePGoW/fvhkOgGnKxLq2zqTM99kz+dNvzhz52N5e1kaVLJl7gRJRvrRnjxymwNFR/tlR+Qc6UY7ZdI3Tu+++CwAYN25cuufyywCYL3TypPypt2JF6r6WLTkjJxHlikaN5MxOu3YBM2bInndEpAyz56pLSUnJdGHSBDmoZY0acoBLIWTXln37gA0b5G05IqJcMHy4XP/yixyBhIiUYXbiRFk4dEj+vNNoZN/gEyeAtWuB+vXVjoyI8pl27YDAQDlV5vbtakdDlHeYdKvuxx9/RP/+/eHs7Iwff/wxy7IfffSRIoHZpLFj5bpPH2D+fFVDIaL8zc4OaNNGNg7fskUOUUBEOWdS4/BSpUrh6NGjKFKkCEqVKpX5wTQa/Pvvv4oGaI0ybKT27FnqrbiTJ4Fq1dQLkIgIci67114DKlSQPe2IbJXNNQ6/du1ahtv0HK0WKF8euHQJCAtj4kREqmvaVNY8XbwIRERwTCciJeSojZMQApwj+D8aDaCfbmbRInVjISICUKgQUKeO3N6yRdVQiPKMbCVO8+bNQ5UqVeDs7AxnZ2dUqVIFc+fOVTo229Ozp1zv2AFcv65uLEREAFq0kGsmTkTKMDtx+uqrrzB48GC88sorWLFiBVasWIFXXnkFQ4cOxciRIy0Ro+0ICACaNJHbS5aoGgoREZCaOG3dCqSkqBsLUV5g9gCYs2bNwq+//oo333zTsK9Dhw6oVq0aPvzwQ3zzzTeKBmhz2rSRcx0cPqx2JEREqFcPKFAAuHtXjpBSq5baERHZNrNrnJKTkxEcHJxuf+3atZGUlKRIUDZN33WlcmV14yAigpx2RV8Rztt1RDlnduLUs2dPzMpg1sg5c+agR48eigRl08LC5HrvXuDYMXVjISJC6u26f/5RNw6ivMCkW3XDhg0zbGs0GsydOxebN29GvXr1AAAHDx5EREQEeul7leVnr78OnDoF7N4NBAfL4XtHjUrt2kJElMs6dgSGDJFz14WHyxHFiSh7TKpxCgsLMyynT59G7dq1UbRoUVy9ehVXr15F0aJFUatWLZw9e9bS8Vq/kSOBc+eAt96SA6isXw/UrSt73HHoBiJSQUAA0Ly53F64UNVQiGyeSSOHkzGTRzC9fBn49FPg779lQ4Nnz2QyRUSUy5YuBbp3B0qWBK5d458isi3WNHI4/+tYUrlyQKVKcrtNG/6lIiLVvPqqHBDzxg1O+kuUE/wmt6S1a4Hp0+U2G84TkYpcXGSNE8A5yIlygomTpcyYIX/iPXkCtG4NdOqkdkRElM+9/bZcr1oF3L+vbixEtoqJk9KSk4GhQ4GPPpLD9PbvD6xZI9s4ERGpqFYtOf+4TifbPBGR+Zg4KenxYzkcwbRp8vG33wKzZzNpIiKroNGkTqm5fr26sRDZKrOnXNHpdDh8+DDCw8Px5MkTFC1aFDVr1kSpUqUsEZ/tuH8faNkSOHoU0GqBRYuArl3VjoqIyIh+MMzdu4HERP6uIzKXyYnT/v37MWPGDPz9999ISEhAoUKF4OLignv37kGn06F06dLo378/3nvvPbi7u1syZuu0cqVMmjw85E+5Bg3UjoiIKJ1q1QAvLzl33eHD/FNFZC6TbtV17NgRnTt3RvHixbFp0ybEx8cjNjYWkZGRePLkCS5fvoyRI0di27ZtKF++PLbkxwmRSpeW6yJF+JeIiKyWnR3QtKnc3rZN3ViIbJFJNU4tW7bEihUr4OTklOHzpUuXRunSpdG7d2+cPXsWt27dUjRIm1Czplz/+y9w5w5QtKi68RARZaJ5c2DFCpk4jRqldjREtsWkGqeBAwdmmjSlVblyZbTQ30TPTwoXll1WAOD339WNhYgoC82ayfWBA7JPCxGZzuxedREREYiMjDQ8Pnz4MIYMGYI5c+YoGphN6t9frn/5hfPSEZHVKlsW8PeXjcP37lU7GiLbYnbi1L17d+zYsQMAEB0djRYtWuDw4cP44osvMG7cOMUDtCmNGsn1lStyPCciIiuk0aRO+st2TkTmMTtxOnPmDOrUqQMAWL58OapUqYL9+/fjjz/+wML8Pu32hg1yHRoKOJg90gMRUa5h4kSUPWYnTomJidBqtQCArVu3okOHDgCAihUrIioqStnobM3atXL9+uvqxkFE9AL6xCksDIiNVTcWIltiduJUuXJlzJ49G3v27MGWLVvQunVrAMCtW7dQpEgRxQO0GUIAJ0/K7caN1Y2FiOgF/PyAKlXkn678OIIMUXaZnTh9++23+OWXX9CkSRO8+eabqF69OgBgzZo1hlt4+VJUFPDwoRwkpXx5taMhInqh/3734p9/1I2DyJaY1RBHCIFSpUrh+vXrSE5Ohqenp+G5/v37w9XVVfEAbYZWC9jby0bhR44ADRuqHRERUZaaNQOmTJEjiBORacyqcRJCoFy5crh9+7ZR0gQAgYGB8Pb2VjQ4m1KkCNCvn9weMkROPX7wIHD7NocmICKrVLWqXF++DOh06sZCZCvMqnGys7NDuXLlEBsbi3LlylkqJtv11Vdyct9jx4Du3VP3u7oCgYFyKVXKeAkMBNIkoUREuaF4cfnn5/59YNMm4L++PkSUBbP7zH/33Xf45JNPMGvWLFSpUsUSMdmuEiWAv/4Cli8Hrl0DwsOByEjgyRPg3Dm5ZMTDI30ypd8uX57TlxORRWg0wLvvAt99B3zxBdCunWxxQESZ0whh3n0kT09PPHnyBElJSXBycoKLi4vR8/fu3VM0QGsUGRkJf39/REREoESJElkXTkgAbtyQiZR+CQ9P3Y6Jyfr1xYoBP/wAdOki/8oRESno/n2gTBm5nj8f6NtX7YiI0jPre9fCzK5xmjZtmgXCyMOcnOT8BmXLZvz848epidTzCdW1a8DVq8CtW0DXrsDcucBPP7HHHhEpytNT1jZ98omc8LdbNyDN72Eieo7ZNU6UC5lvcjIQHS2nbhk+XLaZAmQS9sMPwAcfKP+eRJRvPXsGVKggK8e//hoYOVLtiIiM2XSNEwBcvXoVCxYswNWrVzF9+nR4e3tj48aN8Pf3R+XKlZWOMW/R6WQt0s2bsv1T2uXmTTkmVEZz3SUkMHEiIsU5OwPffAP06iX7uBQtCgwYoHZURNbJ7MRp165daNOmDRo0aIDdu3dj/Pjx8Pb2xqlTpzB37lysXLnSEnHaluPHgTNnjJMh/faL2jTp2dvL9k0lShgvr7xi2diJKF/q2VMOQTdjBvDee7IWavBgtaMisj5mJ06ff/45vvnmGwwbNgzu7u6G/U2bNsX06dMVDe5548ePx/r163HixAk4OTnhwYMH6crcuHEDAwcOxPbt2+Hi4oLu3btjypQpcHJyMpQ5ffo0Bg0ahMOHD6Nw4cIYMGAAvvrqK2iUanh98CAQEpJ1Ga3WOBkqXjx9guTtze4tRJRrNBpg+nTZvum77+RwdLVqAY0aqR0ZkXUxO3E6ffo0/vjjj3T7ixYtilgLzhSZkJCALl26ICQkBPPmzUv3fHJyMtq1a4eiRYti7969iI2NRe/evSGEwIwZMwAAcXFxaNGiBZo2bYojR47g0qVL6NOnD9zc3DB8+HBlAvX3l4mRTgfUqQO0bJk+QSpShD3kiMjqaDTApEmyNcHixbJPChMnojSEmYoXLy727dsnhBCiQIEC4urVq0IIIVatWiVKly5t7uHMtmDBAuHh4ZFu/4YNG4SdnZ24efOmYd/SpUuFVqsVDx8+FEIIMXPmTOHh4SGePXtmKDNx4kRRrFgxkZKSYnIMERERAoCIiIjIuMAnnwgBCFG1qsnHJCKyFvv2yT9hbm5CxMerHQ2RCd+7ucjsSX67d++Ozz77DNHR0dBoNEhJScG+ffvw8ccfo1evXspndiY6cOAAqlSpgmLFihn2tWrVCjqdDsf+65V24MABhIaGQqvVGpW5desWwsPDMz22TqdDXFycYYmPj886GP2o4RcvAikp2T4nIiI1hITIsZ0eP+YEwERpmZ04jR8/HiVLlkTx4sXx6NEjBAUFoXHjxqhfvz5GqtiHNTo6Gj4+Pkb7PD094eTkhOjo6EzL6B/ry2Rk4sSJ8PDwMCxBQUFZB7Nnj1w3bAjYmX2JiYhUpdEAr78ut1etUjcWImtj9re6o6MjlixZgsuXL2P58uVYvHgxLly4gN9//x32ZjZmHjNmDDQaTZbL0aNHTT5eRg28hRBG+9OWEf8NY5VV4/ARI0bg4cOHhuVcZlOn6OnHXXrpJRMjJyKyLq+9Jtfr13MCYKLnmd04fNy4cfj4449RunRplC5d2rD/6dOnmDx5MkaNGmXysQYNGoRu3bplWSYwMNCkY/n6+uLQoUNG++7fv4/ExERDrZKvr2+6mqWY/4YHSFsT9TytVmt0ey8uLi7rYOrUkZP9/vMPMHEiG4ITkc156SXZn+XmTWDbNqBtW7UjIrIOZtc4jR07Fo8ePUq3/8mTJxg7dqxZx/Ly8kLFihWzXJydnU06VkhICM6cOYOoqCjDvs2bN0Or1aJ27dqGMrt370ZCQoJRmWLFipmcoJnkzTdlz7pTp4DTp5U7LhFRLrGzA159VW5zeD6iVGYnTmlvfemdPHkShQsXViSojNy4cQMnTpzAjRs3kJycjBMnTuDEiROGJK5ly5YICgrCW2+9hbCwMGzbtg0ff/wx3n33XRQsWBCAbNiu1WrRp08fnDlzBqtXr8aECRMwbNgw5cZxAoCCBQE3N7n95IlyxyUiykVdu8r18uXAw4fqxkJkLUy+Vefp6Wlod1S+fHmjRCM5ORmPHj3Ce++9Z5EgAWDUqFFYtGiR4XHNmjUBADt27ECTJk1gb2+P9evX44MPPkCDBg2MBsDU8/DwwJYtWzBw4EAEBwfD09MTw4YNw7Bhw5QNNiwMuHcPcHcH/qvtIiKyNQ0bAkFBwLlzwO+/A4MGqR0RkfpMnuR30aJFEELg7bffxrRp0+Dh4WF4zsnJCYGBgQh50YjZecQLJxv88085xbidnZz46auvOAo4Edmkn34CPvwQqFlTziZFpAZrmuTX5MRJb9euXWjQoAEcHLI1P3Ce8MIPMCFBzpC5cKF8HBoKLFkiW1oSEdmQu3cBX1857/iVK3J8J6LcZk2Jk9ltnEJDQ3H9+nWMHDkSb775pqFX2saNG3H27FnFA7RJTk7AggWybtvFBdi1C+jSRe2oiIjM5uUFNG0qt9lInCgbidOuXbtQtWpVHDp0CKtWrTI0zj516hRGjx6teIA2SwggJkZOMQ4AVauqGw8RUTbpf/etWKFuHETWwOzE6fPPP8c333yDLVu2wMnJybC/adOmOHDggKLB2bRRo4Dhw2UCNXAgMHOm2hEREWVLp06yyeaxY8C//6odDZG6zE6cTp8+jU6dOqXbX7RoUcTGxioSlM27e1dOMQ4AkycDM2awcTgR2ayiRYFmzeT2ggXqxkKkNrMTp0KFChkNMqkXFhaG4mz8LC1fDiQlyW4oH3/MkcOJyOYNGCDXv/4q+78Q5VdmJ07du3fHZ599hujoaGg0GqSkpGDfvn34+OOP0atXL0vEaHs2bJDr4GB14yAiUkjHjkCxYsDt26l/4ojyI7MTp/Hjx6NkyZIoXrw4Hj16hKCgIDRu3Bj169fHyJEjLRGj7dFPKz5vHrB9u7qxEBEpwNER6NxZbm/apG4sRGoyO3FydHTEkiVLcOnSJSxfvhyLFy/GhQsX8Pvvv8Oe7XikPn3kkpIi/9J8/z0QH692VEREOdKypVxv2ADodOrGQqQWswfAJBMH4nr6FGjcGDh6VD4uVEj2rvvoI8DbO9diJSJSyuPHQEAAEBsrRxP/8Ue1I6L8wpoGwDQ7cRJCYOXKldixYwdiYmKQkpJi9PyqVasUDdAamfwB6nTA4sXAd98Bly7Jfc7OQL9+stddgQK5EzARkULWrwfat5fbf/4JvPGGuvFQ/mBNiZPZt+oGDx6Mt956C9euXUOBAgXg4eFhtNBztFqZJJ07B/z1F1CnjhwQ8+efgZ495a08IiIb0q4d8Pnncvv992XtE1F+YnaNU+HChbF48WK0bdvWUjFZvWxnvkLIxgGvvy5ro774Ahg/3nKBEhFZQFISUKsWcPq0HKZg9my1I6K8zqZrnDw8PFC6dGlLxJI33b0L7N0LzJ0rx3SaOVPOZQcAEyYAhw6pGx8RkZkcHICffpLbc+YA58+rGw9RbnIw9wVjxozB2LFjMX/+fLi4uFgiJtuTnAzcuCH/ely4IBf99t27mb+uZEk5gyYRkY1p3Bho0wb45x9g9WqgUiW1IyLKHWYnTl26dMHSpUvh7e2NwMBAODo6Gj1//PhxxYKzdo4LF8pZLy9dSp3MNyMBAUDFivIvy/ProkU5qjgR2axXXpGJ0z//yJYHRPmB2YlTnz59cOzYMfTs2RM+Pj7Q5OMvfqd584Dw8IyfrFcPeOstoGtXoEiRXI2LiCg36Ju67t8PxMRwpBXKH8xuHO7m5oZNmzahYcOGlorJ6ukbqUXu24fiu3bJsZqOHAEiItIXtrcHqlQBXnpJTsHStasc04mIKA8IDgaOHZMNxPXz2REpzZoah5td4+Tv74+CBQtaIhabI0qWBEaMSN1x+3ZqEnX0KLBzpxwx7uRJucydC6xbB6xdq1rMRERK6tJFJk4rVjBxovzB7F51U6dOxaefforwzG5R5WeenoCLC/DoEXDtmkyanufnJ2uciIjyCP38dTt2AHfuqBsLUW4wu8apZ8+eePLkCcqUKQNXV9d0jcPv3bunWHA2ZfNm+dMrLi51n709EBIiGwK0bQtUq8bG4ESUp5QpA9SsCYSFyd51/furHRGRZZmdOE2bNs0CYeQBx4+nJk3dugGdOgEtWshaKCKiPOz112XitH49EyfK+8xOnHr37m2JOGzfe+8B06cD0dFA+fKcwImI8o22bYGRI4Ft24CEhNQxfonyIpPaOD1O21ZH4fJ5QqFCqVOFT5wo56cjIsoHqlcHfHxks859+9SOhsiyTEqcypYtiwkTJuDWrVuZlhFCYMuWLWjTpg1+1CcQ+U3nznLa8MREWV/NSXyJKB+wswNatZLbGzeqGwuRpZk0jtPFixcxcuRIrFmzBjVq1EBwcDCKFSsGZ2dn3L9/H+fOncOBAwfg6OiIESNGoH///rC3t8+N+FWR5XgSN24AQUHyp5dWC5QokboUL278uEQJOWJcHr5WRJQ/LF0KdO8OlCsnJ//VatWOiPISaxrHyawBMCMjI7FixQrs3r0b4eHhePr0Kby8vFCzZk20atUKbdu2hZ2d2SMc2JwXfoC//y5rnLKahkXP3h4oVizrBMvPj40GiMiqPXgge9jduwcMGQL88IPaEVFeYrOJE0kmfYA6HRAVBURGGi83b6Zu37pl+u08Hx+ZRPn7A598AtSvr9wJEREpYO1aoEMHub1mjZzLjkgJ1pQ4md2rjkyk1QKBgXLRS0yUo4tHR6cmVSdOyFHGT50CkpIyP97t23I5dgwoUICJExFZnVdekbVN06YBH34oR2RxdlY7KiJlMXFS0smTwMWLMimKikpNkPTbd+8C5lTwFS4M+PrKW3V+fnK7eHGOPk5EVmvCBDn9yvXrwMyZwLBhakdEpCwmTkrZvDm1W0lWHBzkbTd9IvR8UvT8tq8vW1cSkc1xcQHGjQP69ZNJ1EcfyT97RHkF/zkr5epVufb2Bpo0yTwpKlJE9t0lIsqjevcGhg8HYmNla4TgYLUjIlIOEyel6NsnNWkC/PmnqqEQEanJ3h5o0EBOwbJnDxMnyluylTg9ePAAhw8fRkxMDFLS9Arr1auXIoHZHFdXub57V904iIisQKNGqYnT0KFqR0OkHLMTp7Vr16JHjx54/Pgx3N3dodFoDM9pNJr8mzjpf1IdOQIkJ3NQSyLK1xo3lus9e2SfmOe+KohsmtmNbYYPH463334b8fHxePDgAe7fv29Y7t27Z4kYbUPlynKYgPh4YPx4taMhIlJV7dqyofjdu8CFC2pHQ6QcsxOnmzdv4qOPPoKr/tYUSQ4OsisJAIweDYwZo2o4RERqcnIC6taV23v2qBsLkZLMTpxatWqFo0ePWiIW2zd0KPDdd3J77Fjgt9/UjYeISEWNGsn17t3qxkGkJJPaOK1Zs8aw3a5dO3zyySc4d+4cqlatCkdHR6OyHfTj7edXISGy9ikpCXj0SO1oiIhU06QJ8PXXwNatcnYpjsRCeYFJc9WZOnGvRqNBcnJyjoOydpnOmRMeLhuJx8YCr70mh8/lXwoiyqd0Ojl03ePHcraoWrXUjohslTXNVWfSt3pKSopJS35ImrK0bJlMmqpWBX7/nUkTEeVrWi3QvLnc/ucfdWMhUorZ3+y//fYbdDpduv0JCQn4Lb+36SlUSK5Llkwd14mIKB9r00aumThRXmF24tS3b188fPgw3f74+Hj07dtXkaBsVpkycv3vv+rGQURkJfSJ04EDwP376sZCpASzEychhNGgl3qRkZHw8PBQJCib9fixXLO2iYgIABAQAFSqJBuHb92qdjREOWfyyOE1a9aERqOBRqNB8+bN4fDcdNfJycm4du0aWrdubZEgbcbFi3JdtCiHyiUi+k+bNsD58/J2XZcuakdDlDMmJ06vvvoqAODEiRNo1aoVChQoYHjOyckJgYGBeP311xUP0KboOyhu3CjnG5g+nd1IiCjfa9MG+P57+aeRvynJ1pmcOI0ePRoAEBgYiK5du8LZ2dliQdmsYcOAhARg0iRg7145NEHfvsDkyUDhwmpHR0SkikaNADc3ICoKOHkSqFFD7YiIss/sNk69e/eGs7Mzjh49it9//x2LFy/GsWPHLBGb7XFyAkaNAi5dAnr0kD+t5s8HPv9c7ciIiFSj1QLNmsnt//1P3ViIcipbc9U1atQIderUweDBg/HRRx/hpZdeQsOGDREREWGJGG1PiRLA4sVAixbycfHi6sZDRKSyrl3lev58IL8P+Ue2LVvDESQmJuL8+fO4d+8e7t27h/Pnz0MIgX79+lkiRgDA+PHjUb9+fbi6uqKQfryk55w8eRJvvvkm/P394eLigkqVKmH69OlGZcLDww0N3J9fNm7cqGywDx4AP/wA7NolH3furOzxiYhszOuvyxYLN24AmzerHQ1R9pncxklvz5492L9/PypUqGDYV6FCBcyYMQMNGjRQNLjnJSQkoEuXLggJCcG8efPSPX/s2DEULVoUixcvhr+/P/bv34/+/fvD3t4egwYNMiq7detWVK5c2fC4sFLtj86fB376CVi0KHVogiZNgKAgZY5PRGSjnJ2BN98Efv4ZWLMmdXwnIltjduJUsmRJJCYmptuflJSE4ha8JTV27FgAwMKFCzN8/u233zZ6XLp0aRw4cACrVq1KlzgVKVIEvr6+ygV3/jwweDCwZUvqvipVgI8+km2d2IWEiAitWsnEieM5kS0z+1bdd999hw8//BBHjx6Ffn7go0ePYvDgwZgyZYriAebEw4cPM6xN6tChA7y9vdGgQQOsXLky52/01VcyadJogFdfBbZvB06dAt59l4NhEhH9JzQUsLcHrlwBrl9XOxqi7DE7cerTpw9OnDiBunXrwtnZGVqtFnXr1sXx48fx9ttvo3DhwoZFTQcOHMDy5csxYMAAw74CBQrg+++/x8qVK7FhwwY0b94cXbt2xeLFi7M8lk6nQ1xcnGGJj483LtC9e+r2hx8CTZuylomIKI2CBYG6deX2tm3qxkKUXWbfqps2bZpibz5mzBjDLbjMHDlyBMHBwWYd9+zZs+jYsSNGjRqFFvqebQC8vLwwdOhQw+Pg4GDcv38f3333HXr27Jnp8SZOnJh1nK+9JmuXfv0V6NMHuHZN/qwiIiIjL78M7N8vK+nTtLAgsgkaob/fpoK7d+/i7t27WZYJDAw0Gmxz4cKFGDJkCB48eJBh+XPnzqFp06Z45513MH78+BfGsGTJErzzzjt4+vRppmV0Oh10Op3h8c2bNxEUFISIiAiUKFFC7nz8GChSBNDp5CS/pUq98L2JiPKbXbtknxkfHzkgJivnyRSRkZHw9/c3/t5Vidk1TgBw9epVLFiwAFevXsX06dPh7e2NjRs3wt/f36i32ot4eXnBy8srOyFk6OzZs2jWrBl69+5tUtIEAGFhYfDz88uyjFarhVarNTyOi4tLX8jNDShdWjYUP32aiRMRUQbq1ZM97G7fBi5ckBMAE9kSs9s47dq1C1WrVsWhQ4ewatUqPHr0CABw6tQpw7QslnDjxg2cOHECN27cQHJyMk6cOIETJ04Y3v/s2bNo2rQpWrRogWHDhiE6OhrR0dG4c+eO4RiLFi3CH3/8gfPnz+PixYuYMmUKfvzxR3z44YfKBKm/pdijB/DHH8ock4goD9Fqgfr15faOHerGQpQtwkz16tUTU6dOFUIIUaBAAXH16lUhhBCHDx8WxYoVM/dwJuvdu7cAkG7ZsWOHEEKI0aNHZ/h8QECA4RgLFy4UlSpVEq6ursLd3V3Url1b/P7772bHEhERIQCIiIgI4yeio4UIDRVCTrYixNtvC/HgQfZPmogoD/r6a/knsnNntSMhW5Hp964KzG7jVKBAAZw+fRqlSpWCu7s7Tp48idKlSyM8PBwVK1bEs2fPlMzrrFKW91qTkoCvv5aLELJOumNHoFcvoGVLwCFbd0eJiPKMffuAhg3lSOJRUXKaT6KsWFMbJ7Nv1RUqVAhRUVHp9oeFhVl0AEyb4eAAjB0rR3gLCgKePQP+/BNo107OYTdsGHDihEyqiIjyobp1AT8/4N49OYo4kS0xO3Hq3r07PvvsM0RHR0Oj0SAlJQX79u3Dxx9/jF69elkiRtvUrBlw5gxw9KgcQdzLS7aG/OEHoGZN2a3kyRO1oyQiynUODqlDEcyZo24sROYyO3EaP348SpYsieLFi+PRo0cICgpC48aNUb9+fYwcOdISMdqm+Hg5k+VffwHHjgEPHxo/f+wYEyciyrf69ZNDEWzZAly9qnY0RKYzu8GNo6MjlixZgnHjxiEsLAwpKSmoWbMmypUrZ4n4bEtEBDB9OrB7N3D8OJCcbPx88eJyzoHGjeUMlwoOxUBEZEtKlZLNPjdtAubOBSZOVDsiItNku6VymTJlUKZMGSVjsX1Dh8oaJr1SpVITpdBQ+ZijvRERAZATLmzaBCxZAkyYwD+PZBtMSpyGDRtm8gG///77bAdj84oVk+uWLeVPKH9/deMhIrJibdrI9k4REXLS38BAtSMiejGTEqewsDCjx8eOHUNycjIqVKgAALh06RLs7e1Ru3Zt5SO0JQ0bAjNmALGxTJqIiF7A1VWOG3zwoGzhwMSJbIFJidOO54Z3/f777+Hu7o5FixbB09MTAHD//n307dsXjRo1skyUtuLMGbkuWFDdOIiIbETjxqmJEztmky0wu1fd1KlTMXHiREPSBACenp745ptvMHXqVEWDsylPnwKzZsntDz5QNxYiIhuh/729e7e6cRCZyuzEKS4uDrdv3063PyYmBvHx8YoEZZO2bAHu3pW36F59Ve1oiIhsQoMGslH45ctAdLTa0RC9mNmJU6dOndC3b1+sXLkSkZGRiIyMxMqVK9GvXz+89tprlojRNuzdK9etW3NaFSIiE3l6AtWqye09e9SNhcgUZidOs2fPRrt27dCzZ08EBAQgICAAPXr0QJs2bTBz5kxLxGgbjh6V66pV1Y2DiMjG8HYd2RKzEydXV1fMnDkTsbGxCAsLw/Hjx3Hv3j3MnDkTbm5ulojRNtSoIdczZsj56YiIyCT6xIk1TmQLzE6c9Nzc3FCtWjVUr149fydMeqNHy1krL18GJk1SOxoiIpuhT5xOnQIePFA1FKIXynbiRGl4eAA9esjtw4fVjYWIyIb4+QFlygBCAPv3qx0NUdaYOCklJQVYuVJud+umbixERDaGt+vIVjBxUkpYGBAeLge/7NxZ7WiIiGyKPnHSd1AmslZMnJSSmCjXRYrIeQSIiMhk+sTp8GH2ryHrxsRJKfpk6fFjdeMgIrJBZcsCPj5AQgJw5Ija0RBljomTUgoXlut794DkZHVjISKyMRoN2zmRbWDipBQ/P8DeHkhK4rwBRETZwMSJbAETJ6XY2wMBAXL7xAlVQyEiskX6xGnfPvkblMgaMXFSUtu2cr1smbpxEBHZoGrVgEKFgPh44PhxtaMhyhgTJyW9/rpcr1kjR3IjIiKT2dsDjRvL7R071I2FKDNMnJT0559yHRAgWzoSEZFZmjaVayZOZK2YOCnl6FHgl1/k9o8/qhsLEZGN0idOe/emDo9HZE2YOCnl4EF5e65ePaBJE7WjISKySVWrynGEHz+Wv0eJrA0TJ6Xob8yHhcmWjUREZDY7OyA0VG7zdh1ZIyZOSqlaFShXDtDpgM2b1Y6GiMhmsZ0TWTMmTkrRaICXX5bb+/erGwsRkQ3TJ0779snfokTWhImTkmrVkutDh9SNg4jIhgUFAd7ewNOnctJfImvCxEkpt28D330nt7VadWMhIrJhGk1qHxveriNrw8RJCXFxQOvWwOXLcgynRYvUjoiIyKaxnRNZKyZOSlizJnV+ut9/B0qUUDUcIiJbp0+cDhxgOyeyLkyclNCmDVCmjNz+8EPg4UN14yEisnHly8vxnHQ6zptO1oWJkxKKFAE2bZKtGU+eBLp0AZKT1Y6KiMhmaTRyPGGAHZXJujBxUkqZMsDGjYCrK7BlC/DNN2pHRERk0/QNxNevVzUMIiNMnJRUs2bqfHVjxwLbt6sbDxGRDevUSa537gRiY1UNhciAiZPSevYE3n5bzls3Y4ba0RAR2awyZYDq1WXLh7Vr1Y6GSGLiZAk9e8r1qVPqxkFEZONee02uV61SNw4iPSZOllC1qlz/+y9w9666sRAR2TB94rR5M+dPJ+vAxMkSvLyAGjXk9h9/qBoKEZEtq1wZKFtWDkvwzz9qR0PExMly+vWT6/nz1Y2DiMiGaTSptU5//aVuLEQAEyfLKV9erqOi1I2DiMjGde4s12vXcnxhUh8TJ0tZskSu9f1piYgoW4KDgUqVgKdPgeXL1Y6G8jsmTpbw9GlqnXLv3urGQkRk4zQaoG9fua3/TUqkFiZOlrB5M/D4MRAQkDpnABERZZu+ndO+fUBcnLqxUP7GxElpd+8CU6bI7ddekz+ViIgoR8qUkUtSkhxJnEgtTJyUtG0bUK0asHcv4OSUWrdMREQ51qqVXG/apG4clL8xcVLK+PFAixayF13FisChQ6kDYRIRUY4xcSJrYDOJ0/jx41G/fn24urqiUKFCGZbRaDTpltmzZxuVOX36NEJDQ+Hi4oLixYtj3LhxEELkLLi7d4FRo+T8dP37A0ePpg6ASUREimjaFHBwAK5eBa5fVzsayq8c1A7AVAkJCejSpQtCQkIwb968TMstWLAArVu3Njz28PAwbMfFxaFFixZo2rQpjhw5gkuXLqFPnz5wc3PD8OHDsx9cbCyQkgIUKgT88kv2j0NERJlydwdq1QIOH5YtIgIC1I6I8iObSZzGjh0LAFi4cGGW5QoVKgRfX98Mn1uyZAmePXuGhQsXQqvVokqVKrh06RK+//57DBs2DJrsNuR+/Fiu7e1lrRMbhBMRWUTDhqmJU48eakdD+ZHN3Koz1aBBg+Dl5YWXXnoJs2fPRkpKiuG5AwcOIDQ0FFqt1rCvVatWuHXrFsLDwzM9pk6nQ1xcnGGJTzvTZNmyQIECsuZp/XqlT4mIiP7TsKFc79unbhyUf+WpxOnrr7/GihUrsHXrVnTr1g3Dhw/HhAkTDM9HR0fDx8fH6DX6x9HR0Zked+LEifDw8DAsQUFBxgUKFgTef19ujx+vzMkQEVE6DRrI9ZkzwP376sZC+ZOqidOYMWMybND9/HL06FGTjzdy5EiEhISgRo0aGD58OMaNG4fJkycblUl7O07fMDyr23QjRozAw4cPDcu5c+fSFxo2TLZaPHgQ+Pdfk2MmIiLTeXvLqUCFAA4cUDsayo9UbeM0aNAgdOvWLcsygYGB2T5+vXr1EBcXh9u3b8PHxwe+vr7papZiYmIAIF1N1PO0Wq3R7b24jIat9fUFQkKAPXuALVuAAQOyHTcREWWuYUPg0iXZzqltW7WjofxG1cTJy8sLXl5eFjt+WFgYnJ2dDcMXhISE4IsvvkBCQgKcnJwAAJs3b0axYsVylKAZ6BOnQ4eYOBERWUjDhsD8+TJxIsptNtPG6caNGzhx4gRu3LiB5ORknDhxAidOnMCjR48AAGvXrsWvv/6KM2fO4OrVq5g7dy6+/PJL9O/f31Bb1L17d2i1WvTp0wdnzpzB6tWrMWHChJz1qNMTInVUturVc3YsIiLKlL6d0+HDgE6nbiyU/9jMcASjRo3CokWLDI9r1qwJANixYweaNGkCR0dHzJw5E8OGDUNKSgpKly6NcePGYeDAgYbXeHh4YMuWLRg4cCCCg4Ph6emJYcOGYdiwYTkP8Ngx4ORJQKsF3nor58cjIqIMlSsHFC0K3Lkj//TWr692RJSf2EzitHDhwizHcGrdurXRwJeZqVq1Knbv3q1gZP/Zv1+uW7UCChdW/vhERARADpXXsCGwerW8XcfEiXKTzdyqs3pXrsh1pUrqxkFElA/ox3NiOyfKbUyclBIVJddZ9M4jIiJlPD8Q5nPjHBNZHBMnpZQrJ9fnz6sbBxFRPlCzJuDiAty7B1y4oHY0lJ8wcVJK7dpyffy4unEQEeUDjo5AvXpym7frKDcxcVJKkSJyrZ/wl4iILIrtnEgNTJyU8uSJXLu5qRsHEVE+wcSJ1MDESSmxsXLt4aFuHERE+URICGBnB1y7Bty8qXY0lF8wcVLKxYty7eoKnDoFXL8up+5OTlY3LiKiPMrdHahRQ27v26dqKJSP2MwAmFYvIkKu162Ty/MKFJA1UQULyrV+ef5xVs95eMgRyYmIyEjDhrJPzv79wBtvqB0N5QdMnJTSuzdw+TJw9y4QFwc8fAg8eyafe/RILjmpS3ZyMj3JyiwhK1BADrlLRJRHVKki15cvqxsH5R9MnJTSrFnqtCt6CQkygdInUvrFnMfx8anHunNHLtllZyfrtsuWBdasAYoVy/6xiIisQGCgXF+7pmoYlI8wcbIkJyc5E2XRoqn7kpNlYvR8cpTV9v37QGSkvBV4717O4klJkcc9fhy4dYuJExHZvMqV5frCBVmpX7y4uvFQ3sfESSlXrwJLl8pEJ6tE6NEj5d7Tzi7z23JZbZcqBZQsqVwcREQqKVZMtnPauxdYtgwYPlztiCivY+KklM8+A/76y/Tyzs6mNw7PbNvNjW2WiCjf69FDJk5LljBxIstj4qSUTz6R7ZD27pW1Tmm5uwOtWgHt2wNt2xrfviMiomzr0gX48EMgLExOF1qpktoRUV7GcZyUUreubHB9964cx+nnn4GuXVPbEcXHAytXAn36yAmBL11SNVwioryiSBGgTRu5vWSJurFQ3sfESWl2dkCZMnIpUQLw8kpfxt5eliMiIkX06CHXf/wBCKFuLJS38VadknbuBMaNk0PYJiQYP1e9OtCiBfDyy7IlI+e0IyJSzCuvyKHqrl0DDhwA6tdXOyLKq5g4Kenjj4Fjx+S2v39qotS8OeDtrW5sRER5mKsr0KkT8PvvwIoVTJzIcni/SCmJicDp03J73z45V928ecCbbzJpIiLKBR07yvU//6gbB+VtTJyUsm2bvD1XsKCcspvDBBAR5aqXXwYcHOSc6+HhakdDeRUTJyXcvg307Su3e/Zk0kREpAIPD6BGDbmtbzVBpDQmTkoYMACIjpZzwE2erHY0RET5VvXqcn3ihKphUB7GxEkJ58/L9ZUrQPfuchwnIiLKdbVry/WePerGQXkXEyclbNoEvPWWHJvpf/+TP3m6dgU2bgTu3FE7OiKifKNVK7neu1dOEUqkNCZOSggMBH77DThzBnjjDblv+XI5lK23t5xQt1Mn4JtvZHePmBhVwyUiyqtKlwYqVACSk4ENG9SOhvIiJk5KqlQJ+PNPeXO9d2+gfHm5PyIC+Ptv4Kuv5Dx1Pj5ynKdXXwW+/lr+7759W8XAiYjyji5d5HrxYnXjoLxJIwQHpzdXZGQk/P39ERERgRIlSmRd+OFDmUgdOyaXo0czn6fuww+BH39UPF4iovzk0iVZ62RvD0RGAr6+akdEOWXW966FscbJUlJSgKtXgd27gYMHgZMn5f/mmzczf839+7kXHxFRHlW+vBw5PDkZmDVL7Wgor+GUK0o6dAiYMQM4dw64cAF4+jTjco6O8udQUBBQubJcBwUBFSvmbrxERHnUkCHA/v3AzJnA558DLi5qR0R5BRMnJX3yiXEfWK1WJkNpE6QyZeTwtkREZBGdOgEBAXL2q/Xrgc6d1Y6I8gp+eyspOVmuR46UjcNLlZI32YmIKFc5OACvvAL89BOwcycTJ1IO2zgpKSVFritXlqOIM2kiIlJN06ZyvWOHunFQ3sLESSmHD8tG4BpN6mRJRESkmsaN5frcOQ6fR8ph4qSUzz+X69692cibiMgKeHkB1arJ7V271I2F8g4mTkoQQg43AMiedPq2TkREpKomTeSat+tIKUyclKDRAIsWydaIf/4JvPeeTKaIiEhV+nZOO3eqGgblIUyclNK+PfDHH3Ki37lzgS1b1I6IiCjfa9xY/rY9fx6IjlY7GsoLmDgpqXNnoFAhuV24sKqhEBGR/FPMdk6kJCZOSrp8Gbh3D3B2Tv2fSkREquKwBKQkJk5KioqS64AAwMlJ3ViIiAhAagNxtnMiJTBxUpKzs1w/e6ZuHEREZKBv53TxInDrltrRkK1j4qSky5flWqNRNw4iIjLw9Ewdl5jtnCinmDgpJS4O+PRTud2nj6qhEBGRMbZzIqUwcVLKjBmyjZOLCzBwoNrREBHRc9jOiZTCxEkpxYvL9dOnQHAwx3EiIrIijRrJYfYuXwZu3lQ7GrJlTJyU0qePTJYCA4Hr14GWLYEPP+QI4kREVqBQIaBmTbnNWifKCSZOSmreHBg9OvXx7NnA48fqxUNERAacfoWUwMRJKRcvylqmvn3l44AA4H//AwoUUDcuIiICwAl/SRk2kziNHz8e9evXh6urKwrppzV5zsKFC6HRaDJcYmJiAADh4eEZPr9x48acB/jyy8DWrYBWC4waBZw7B7Rtm/PjEhGRIvTtnK5eBSIi1I6GbJXNJE4JCQno0qUL3n///Qyf79q1K6KiooyWVq1aITQ0FN7e3kZlt27dalSuWbNmOQ+waFG5HjkSGDsWcHXN+TGJiEgxBQsCtWvLbd6uo+yymcRp7NixGDp0KKpWrZrh8y4uLvD19TUs9vb22L59O/r165eubJEiRYzKOikxPcqAAXI9fz5w5UrOj0dERIpjOyfKKZtJnMz122+/wdXVFZ07d073XIcOHeDt7Y0GDRpg5cqVLzyWTqdDXFycYYmPj09fqHt3wNsbuHYNqFoVmDQJSExU4lSIiEghbOdEOZVnE6f58+eje/fucHFxMewrUKAAvv/+e6xcuRIbNmxA8+bN0bVrVyxevDjLY02cOBEeHh6GJSgoKH0hd3dg/37Zs+7ZM2DECOCll4CwMKVPjYiIsqlhQ8DeXv7GvX5d7WjIFqmaOI0ZMybTBt365ejRo2Yf98CBAzh37ly623ReXl4YOnQo6tSpg+DgYIwbNw4ffPABvvvuuyyPN2LECDx8+NCwnDt3LuOCZcrIsZwWLgQKFwZOnpT/SzdtMvsciIhIee7ucoxigPPWUfaomjgNGjQI58+fz3KpUqWK2cedO3cuatSogdr6VoBZqFevHi7rJ+fNhFarRcGCBQ2Lu7t75oU1GqB3b+D8eTk8wZMnwCuvAMuWmXsaRERkAZy3jnLCQc039/LygpeXl6LHfPToEZYvX46JEyeaVD4sLAx+fn6KxgBAtndauxbo0QNYuVK2gSpVCqhbV/n3IiIikzVpIpuhbt8uJ3fQaNSOiGyJqomTOW7cuIF79+7hxo0bSE5OxokTJwAAZcuWRYHnBpn8888/kZSUhB49eqQ7xqJFi+Do6IiaNWvCzs4Oa9euxY8//ohvv/3WMkHv3QscOpT6OCXFMu9DREQma9hQ3rK7cQPYtk0Ow0dkKptJnEaNGoVFixYZHtf8b9KhHTt2oIm+mwSAefPm4bXXXoOnp2eGx/nmm29w/fp12Nvbo3z58pg/fz569uypbLCJicBnnwE//CAfly4N/PYbEBKi7PsQEZHZ3Nxki4qffgJmzGDiRObRCMFZaM0VGRkJf39/REREoESJEsZP3r0LdOmSOkjIgAHAlCmceoWIyIpcvAhUrChHEo+MBCzRYoOUk+X3bi7Ls8MRqOL0aTkEwc6dsh74f/+TE/0yaSIisioVKgD168sWFOy7Q+Zg4qSUZ8+AFi2A8HB5a+7AAaBDB7WjIiKiTOhbaSxdqm4cZFuYOCnlzBng9m05ftPhw0DlympHREREWejYUa6PHQPi4tSNhWwHEyelnDol1zVrAkWKqBsLERG9ULFicpSYlBTg4EG1oyFbwcRJKTdvynWpUurGQUREJmvQQK737lU3DrIdTJyU4uQk15zYl4jIZjRsKNf79qkbB9kOJk5KcXaWa51O3TiIiMhk+hqngwf5u5dMw8RJKVqtXDNxIiKyGUFBQKFCclrRkyfVjoZsARMnpehrnJ49UzcOIiIymZ0d2zmReZg4KYU1TkRENkmfOLGdE5mCiZNSWONERGST9A3E9+4FOAkZvQgTJ6U4/DdfMlsXEhHZlOBgwNERiI4Grl1TOxqydkyclKIfdrZgQXXjICIis7i4yOQJYDsnejEmTkp58ECuPTxUDYOIiMzHBuJkKiZOSmEbJyIim8WBMMlUTJyU4ucn17duqRsHERGZrX59uT53Drh3T91YyLoxcVJKsWJyHRWlbhxERGS2okWBChXk9v796sZC1o2Jk1L0NU4xMUBSkrqxEBGR2djOiUzBxEkpXl5yLQRw5466sRARkdnYzolMwcRJKTdvyrWDA1C4sLqxEBGR2fQ1TocPs58PZY6Jk1JOnZLrSpVSp18hIiKbUa6cbOuUkAAcO6Z2NGStmDgp5epVua5YUd04iIgoWzQazltHL8bESSm3b8u1r6+6cRARUbY9P28dUUaYOClFP3J4gQKqhkFERNmnT5z27wdSUtSNhawTEyel6AcAOX1a3TiIiCjbataUE0HExgIXL6odDVkjJk5KqVNHrg8fVjcOIiLKNicnoG5duc12TpQRJk5KKVNGrmNiWL9LRGTDOBAmZYWJk1JcXFK3dTr14iAiohzhQJiUFSZOStFoUreTk9WLg4iIciQkRP5Jv3IltcM0kR4TJ6XExsq1Vgu4uakbCxERZVuhQkCVKnKbtU6UFhMnpejnpyta1Lj2iYiIbA4HwqTMMHFSSny8XBcsqG4cRESUYxwIkzLDxEkpT5/K9fONxImIyCbpa5yOHweePFE3FrIuTJyUwsSJiCjPCAgAihcHkpKAI0fUjoasCRMnpTBxIiLKMzQaoH59uc12TvQ8Jk5KSUiQa3t7deMgIiJFsIE4ZYSJk1JKlZJrTm5ERJQn6GucDhzghBCUiomTUqpXl+tr14C4OHVjISKiHKtRQ7a+uH8fuHBB7WjIWjBxUkrBgqnjN7ELBhGRzXN0TJ2/ff9+dWMh68HESSnR0YAQgIMD4O2tdjRERKQAtnOitJg4KeX+fbl2dwfseFmJiPICfeLEGifS4ze8UvSNw+/fB+7eVTcWIiJSRL16cn3pUurMWpS/MXFSSlwc4Ooqt9mKkIgoTyhcGAgKktsHDqgbC1kHJk5KuHBB9lt98gTw9QXKlVM7IiIiUggHwqTnMXHKqf375U3w69dlwrR/P+Djo3ZURESkEDYQp+cxccqpefOAe/eAunVl0qRv60RERHmCvsbp6FFAp1M3FlKfg9oB2LxZswB/f+CTTwA3N7WjISIihZUrB8ycKcd0cuC3Zr7HfwI55eQEjBmjdhRERGQhGg3w/vtqR0HWgrfqiIiIiExkE4lTeHg4+vXrh1KlSsHFxQVlypTB6NGjkZCQYFTuxo0beOWVV+Dm5gYvLy989NFH6cqcPn0aoaGhcHFxQfHixTFu3DgIIXLzdIiIiMhG2cStugsXLiAlJQW//PILypYtizNnzuDdd9/F48ePMWXKFABAcnIy2rVrh6JFi2Lv3r2IjY1F7969IYTAjBkzAABxcXFo0aIFmjZtiiNHjuDSpUvo06cP3NzcMHz4cDVPkYiIiGyARthodcvkyZMxa9Ys/PvvvwCAf/75B+3bt0dERASKFSsGAFi2bBn69OmDmJgYFCxYELNmzcKIESNw+/ZtaLVaAMCkSZMwY8YMREZGQqOfpPcFIiMj4e/vj4iICJQoUcIyJ0hEREQArOt71yZu1WXk4cOHKFy4sOHxgQMHUKVKFUPSBACtWrWCTqfDsWPHDGVCQ0MNSZO+zK1btxAeHp5rsRMREZFtsolbdWldvXoVM2bMwNSpUw37oqOj4ZNm4ElPT084OTkhOjraUCYwMNCojP410dHRKJXJGEw6nQ665wbvePjwIQAgKioqx+dCREREWdN/36akpKgcicqJ05gxYzB27Ngsyxw5cgTBwcGGx7du3ULr1q3RpUsXvPPOO0ZlM7rVJoQw2p+2jP5OZVa36SZOnJhhnHXq1MkydiIiIlJOREQESpYsqWoMqiZOgwYNQrdu3bIs83wN0a1bt9C0aVOEhIRgzpw5RuV8fX1x6NAho333799HYmKioVbJ19fXUPukFxMTAwDpaqueN2LECAwbNszw+N69eyhVqhTOnDkDDw+PLOO3dfHx8QgKCsK5c+fg7u6udjgWx/PN2/LT+eancwV4vnndw4cPUaVKFVSqVEntUNRNnLy8vODl5WVS2Zs3b6Jp06aoXbs2FixYADs74+ZZISEhGD9+PKKiouDn5wcA2Lx5M7RaLWrXrm0o88UXXyAhIQFOTk6GMsWKFUt3C+95Wq3WqF2Unr+/PwoWLGhS/LYqLi4OAFC8ePE8f64Azzevy0/nm5/OFeD55nX6c3SwgqHbbaJx+K1bt9CkSRP4+/tjypQpuHPnDqKjo41qj1q2bImgoCC89dZbCAsLw7Zt2/Dxxx/j3XffNVzw7t27Q6vVok+fPjhz5gxWr16NCRMmYNiwYSb3qCMiIqL8S/3UzQSbN2/GlStXcOXKlXTdEPVtlOzt7bF+/Xp88MEHaNCgAVxcXNC9e3fDOE8A4OHhgS1btmDgwIEIDg6Gp6cnhg0bZnQbjoiIiCgzNpE49enTB3369HlhuZIlS2LdunVZlqlatSp2796do3i0Wi1Gjx6d4e27vCY/nSvA883r8tP55qdzBXi+eZ01na/NDoBJRERElNtsoo0TERERkTVg4kRERERkIiZORERERCbK04nT7t278corr6BYsWLQaDT4+++/jZ4XQmDMmDEoVqwYXFxc0KRJE5w9e9bw/L179/Dhhx+iQoUKcHV1RcmSJfHRRx8ZplxJS6fToUaNGtBoNDhx4kSWsb3ovfPSufbp0wcajcZoqVevXrbPNTfPNzAwMF3sn3/+eZaxKf3ZWvv52vLnCwDr169H3bp14eLiAi8vL7z22mtZxmbLn292zlfpzzc3znXnzp3pYtYvR44cyTQ2W/1ss3u+tvx/99KlS+jYsSO8vLxQsGBBNGjQADt27MgyNsU+X5GHbdiwQXz55Zfir7/+EgDE6tWrjZ6fNGmScHd3F3/99Zc4ffq06Nq1q/Dz8xNxcXFCCCFOnz4tXnvtNbFmzRpx5coVsW3bNlGuXDnx+uuvZ/h+H330kWjTpo0AIMLCwrKM7UXvnZfOtXfv3qJ169YiKirKsMTGxmbrPHP7fAMCAsS4ceOMYo+Pj88yNqU/W2s/X1v+fFeuXCk8PT3FrFmzxMWLF8WFCxfEihUrsozNlj/f7Jyv0p9vbpyrTqczijcqKkq88847IjAwUKSkpGQam61+ttk9X1v+v1u2bFnRtm1bcfLkSXHp0iXxwQcfCFdXVxEVFZVpbEp9vnk6cXpe2g8wJSVF+Pr6ikmTJhn2PXv2THh4eIjZs2dnepzly5cLJycnkZiYaLR/w4YNomLFiuLs2bMvTCay+96msqZzFUL+5+zYsWN2TsUkljzfgIAA8cMPP5gci6U/WyGs63yFsN3PNzExURQvXlzMnTvX5Fhs+fPNzvkKYdnP19J/q/QSEhKEt7e3GDduXKbHsOXPNi1TzlcI2/2/e+fOHQFA7N6921AmLi5OABBbt27N8BhKfr55+lZdVq5du4bo6Gi0bNnSsE+r1SI0NBT79+/P9HUPHz5EwYIFjYZ9v337Nt599138/vvvcHV1tdh7Z5ea56q3c+dOeHt7o3z58nj33XcNcwRagpLnCwDffvstihQpgho1amD8+PFISEhQ/L1zQs3z1bPFz/f48eO4efMm7OzsULNmTfj5+aFNmzZZVt3b8uebnfPVy63PV+l/y3pr1qzB3bt3sxwP0JY/27RMOV89W/y/W6RIEVSqVAm//fYbHj9+jKSkJPzyyy/w8fExTLGm1HtnJN8mTvrpWtJO7uvj45NuImC92NhYfP311xgwYIBhnxACffr0wXvvvYfg4GCLvXdOqHmuANCmTRssWbIE27dvx9SpU3HkyBE0a9YMOp0uG2fzYkqdLwAMHjwYy5Ytw44dOzBo0CBMmzYNH3zwgaLvnVNqni9gu5/vv//+CwAYM2YMRo4ciXXr1sHT0xOhoaG4d++eYu+dU2qeL5C7n6+S/5afN2/ePLRq1Qr+/v6KvndOqXm+gO3+39VoNNiyZQvCwsLg7u4OZ2dn/PDDD9i4cSMKFSqk2HtnxiZGDrektHPUCSEynLcuLi4O7dq1Q1BQEEaPHm3YP2PGDMTFxWHEiBEWe2+lqHWuXbt2NWxXqVIFwcHBCAgIwPr161/YMDUncnq+ADB06FDDdrVq1eDp6YnOnTsbamVy+t5KUut8bfXzTUlJAQB8+eWXeP311wEACxYsQIkSJbBixYosv5hs8fPN7vmq8fkq8W9ZLzIyEps2bcLy5csVfW8lqXW+tvp/VwiBDz74AN7e3tizZw9cXFwwd+5ctG/fHkeOHIGfn1+O3zsr+bbGydfXFwDSZZoxMTHpMtL4+Hi0bt0aBQoUwOrVq+Ho6Gh4bvv27Th48CC0Wi0cHBxQtmxZAEBwcDB69+6d4/dWgprnmhE/Pz8EBATg8uXL2T2lLCl1vhnR9zi5cuVKjt9bKWqeb0Zs5fPV/3ENCgoy7NNqtShdujRu3LiR4/dWiprnmxFLfr6W+Le8YMECFClSBB06dFDsvZWi5vlmxFb+727fvh3r1q3DsmXL0KBBA9SqVQszZ86Ei4sLFi1alOP3fpF8mziVKlUKvr6+2LJli2FfQkICdu3ahfr16xv2xcXF/b+9ew+Kqn7/AP5eUGFXF0QQRUS8sixGeAsFG0FDUBnFUGMAkxTIDS8IWpOOCo1jOpZ4y6bUZnHKEkchxbBFQtQiRS4rKCvosuC1kXAqFQSB5/uHP87PzV1cvAY+rxlGzuec83k+z/kAPnz2nAX+/v7o0qULDh06BEtLS71+tm7dirNnz0KtVkOtViMjIwMAkJKSgrVr1z5V7GflZeZqSE1NDa5cudLqbwVP41nla0hRUREAGB37i57btsR8Hvka0l7md+TIkbCwsEBZWZnQdv/+fVRWVsLZ2fmpYj9LLzNfQ57n/D7rr2UiglKpxJw5cx77S0J7ntsWbcnXkPbyvVtbWwsAMDPTL2HMzMyEldUnjW2SNt1K3s7cvn2bioqKqKioiABQUlISFRUVUVVVFRE9eDTR2tqaUlNTqaSkhEJDQ/UeTfznn39o9OjR5O7uTpcuXdJ7ZLOxsdFgTJ1OZ/BJM5lMRqmpqcL242J3lFxv375NS5cupdzcXNLpdHTs2DHy8vIiR0fHp3rE90Xkm5ubK/RbUVFBKSkp1KdPH5o2bZrRfE2J3ZHybc/zS0QUGxtLjo6OpFKp6MKFCxQZGUn29vZ069Ytg/maErsj5fs85vdF/qzKysoiAFRaWmpwLB1pbtuab3v+3q2uriZbW1sKDg4mtVpNZWVltGzZMurcuTOp1WqD+ZoS21QdunA6duwYAXjkIyIigogePJ6YkJBAvXv3JgsLCxo3bhyVlJQ89nwApNPpDMY0VkwAIKVSKWw/LnZHybW2tpb8/f2pZ8+e1LlzZ+rXrx9FRETQ5cuXnzjXF5VvQUEBjR49mqytrcnS0pJkMhklJCTQ3bt3jeZrSuyOlG97nl+iB49tL126lOzt7UkqlZKfnx+dO3fOaL6mxO5I+T6P+X2RP6tCQ0PJ29vb6Fg60ty2Nd/2/r175swZ8vf3px49epBUKqUxY8ZQRkaG0XxNiW0q0f91zhhjjDHGHuOVvceJMcYYY6ytuHBijDHGGDMRF06MMcYYYybiwokxxhhjzERcODHGGGOMmYgLJ8YYY4wxE3HhxBhjjDFmIi6cGGOMMcZMxIUTY6xd8fX1xZIlS172MF5Z/fv3x+bNm1/2MBh7abhwYoyxDiI5ORljxox5ovO6d+/+7AfEWAfEhRNj7JlraGh42UN4JR06dAhBQUEvexiMdWhcODHWDuzfvx/u7u4Qi8WwtbWFn58f7t69K+xXKpWQy+WwtLSEq6srvvzyS2FfZWUlRCIRUlNTMX78eEgkEnh4eOD3338XjqmqqsLUqVNhY2ODrl27YujQocjIyBD2Hz9+HJ6enrCwsICDgwM+/vhjNDY2Cvt9fX2xcOFCxMfHw87ODhMnTnwkB5VKBUtLS/z111967YsXL4aPjw8AoKamBqGhoejbty8kEgnc3d3xww8/tHptRCIRfvzxR7227t27Izk5Wdi+du0aQkJCYGNjA1tbWwQFBaGystJonzk5ORCJRFCpVBg+fDjEYjEmTJiAmzdv4siRI5DL5bCyskJoaChqa2uF84gIGzZswMCBAyEWi+Hh4YH9+/cL+5uamhAZGYkBAwZALBZDJpNhy5YterHfe+89TJ8+HZ9//jkcHBxga2uLBQsW4P79+61eh3v37iEzMxPTpk0zuP/s2bMYP348pFIprKysMHLkSOTn5yMnJwdz587F33//DZFIBJFIhMTERADAzZs3MXXqVIjFYgwYMAB79uxpdQyMvRLa/GeBGWMv1PXr16lTp06UlJREOp2OiouLafv27XT79m0iItqxYwc5ODjQgQMHqKKigg4cOEA9evSg5ORkIiLS6XQEgFxdXenw4cNUVlZGM2fOJGdnZ7p//z4REQUGBtLEiROpuLiYtFotpaen0/Hjx4mI6OrVqySRSCgmJoY0Gg2lpaWRnZ0dJSQkCGP08fGhbt260YcffkgXLlwgjUbzSB6NjY3Uq1cv2rVr1yNtX3/9tRDrs88+o6KiItJqtbR161YyNzenU6dO6cWKjY0VtgFQWlqaXixra2vhr6LfvXuXhgwZQvPmzaPi4mIqLS2lsLAwkslkVF9fb/Cat/yF9jFjxtCvv/5KhYWFNHjwYPLx8SF/f38qLCykEydOkK2tLa1fv144b8WKFeTq6ko///wzabVaUiqVZGFhQTk5OURE1NDQQKtXr6a8vDyqqKig7777jiQSCaWkpAh9REREkJWVFSkUCtJoNJSenk4SiYR27NhhcKwtDh8+TIMGDTK6f+jQoTR79mzSaDRUXl5O+/btI7VaTfX19bR582aysrKiGzdu0I0bN4SvrcmTJ9Nrr71Gubm5lJ+fT97e3iQWi2nTpk2tjoWxjowLJ8b+4woKCggAVVZWGtzv5ORE33//vV7bmjVryMvLi4j+v3B6uGA5f/48ARAKHHd3d0pMTDTY/4oVK0gmk1Fzc7PQtn37durWrRs1NTUR0YNiZtiwYY/NZfHixTRhwgRhW6VSUZcuXejWrVtGz5kyZQotXbpU2G5r4fTNN988Mv76+noSi8WkUqkMxmwpnLKysoS2devWEQDSarVC2/z58ykgIICIiO7cuUOWlpaUm5ur11dkZCSFhoYazS8mJoZmzJghbEdERJCzszM1NjYKbbNmzaKQkBCjfRARRUdHU3x8vNH9UqlUKKb/TalUkrW1tV5bWVkZAdArWjUaDQHgwom90jq9pIUuxpiJPDw88NZbb8Hd3R0BAQHw9/fHzJkzYWNjg+rqaly5cgWRkZGIjo4WzmlsbIS1tbVeP6+//rrwuYODA4AHL8W4urpi8eLF+OCDD5CZmQk/Pz/MmDFDOF6j0cDLywsikUg4f+zYsbhz5w6uXr2Kfv36AQBGjRr12FzCw8Ph5eWF69evo0+fPtizZw+mTJkCGxsbAA9eylq/fj1SUlJw7do11NfXo76+Hl27dn3CqwcUFBTg0qVLkEqleu337t2DVqtt9dyHr1mvXr0gkUgwcOBAvba8vDwAQGlpKe7du/fIy5QNDQ0YPny4sP3VV19h165dqKqqQl1dHRoaGjBs2DC9c4YOHQpzc3Nh28HBASUlJUbHSURIT0/H3r17jR4THx+PqKgofPvtt/Dz88OsWbMwaNAgo8drNBp06tRJb15dXV35JnL2yuN7nBj7jzM3N8fRo0dx5MgRuLm5Ydu2bZDJZNDpdGhubgYA7Ny5E2q1Wvg4d+4cTp06pddP586dhc9biqCW86OiolBRUYF3330XJSUlGDVqFLZt2wbgwX/KDxdNLW0P9wPApOLG09MTgwYNwt69e1FXV4e0tDTMnj1b2L9x40Zs2rQJH330EbKzs6FWqxEQENDqzeYikUgYT4uH7wdqbm7GyJEj9a6PWq1GeXk5wsLCWh3vv6/Zw9stbS3XsOXfn376SS9OaWmpcJ/Tvn37EBcXh3nz5iEzMxNqtRpz5859JL/W4hiSl5eHhoYGvPnmm0aPSUxMxPnz5xEYGIjs7Gy4ubkhLS3N6PGG5pgxBvCKE2PtgEgkwtixYzF27FisXr0azs7OSEtLQ3x8PBwdHVFRUYHw8PCniuHk5ASFQgGFQoHly5dj586dWLRoEdzc3HDgwAG9Aio3NxdSqRSOjo5tjhMWFoY9e/agb9++MDMzQ2BgoLDv5MmTCAoKEoqp5uZmXLx4EXK53Gh/PXv2xI0bN4Ttixcv6t2wPWLECKSkpMDe3h5WVlZtHq+p3NzcYGFhgcuXLws3u//byZMn4e3tjZiYGKHtcatepjh48CACAwP1VqkMcXFxgYuLC+Li4hAaGgqlUom3334bXbp0QVNTk96xcrkcjY2NyM/Ph6enJwCgrKzskZv7GXvV8IoTY/9xp0+fxqeffor8/HxcvnwZqampqK6uFoqJxMRErFu3Dlu2bEF5eTlKSkqgVCqRlJRkcowlS5ZApVJBp9OhsLAQ2dnZQv8xMTG4cuUKFi1ahAsXLuDgwYNISEhAfHw8zMza/iMkPDwchYWFWLt2LWbOnAlLS0th3+DBg3H06FHk5uZCo9Fg/vz5+OOPP1rtb8KECfjiiy9QWFiI/Px8KBQKvRWb8PBw2NnZISgoCCdPnoROp8Px48cRGxuLq1evtnn8xkilUixbtgxxcXHYvXs3tFotioqKsH37duzevVvILz8/HyqVCuXl5Vi1ahXOnDnz1LEf9zYEdXV1WLhwIXJyclBVVYXffvsNZ86cEea4f//+uHPnDn755Rf8+eefqK2thUwmw6RJkxAdHY3Tp0+joKAAUVFREIvFTz1extozLpwY+4+zsrLCiRMnMGXKFLi4uGDlypXYuHEjJk+eDODBy2y7du1CcnIy3N3d4ePjg+TkZAwYMMDkGE1NTViwYAHkcjkmTZoEmUwmvKWBo6MjMjIykJeXBw8PDygUCkRGRmLlypVPlM+QIUPwxhtvoLi4+JFVslWrVmHEiBEICAiAr68vevfujenTp7fa38aNG+Hk5IRx48YhLCwMy5Ytg0QiEfZLJBKcOHEC/fr1Q3BwMORyOebNm4e6urpnvgK1Zs0arF69GuvWrYNcLkdAQADS09OFuVAoFAgODkZISAhGjx6NmpoavdWnJ6HVanHp0iUEBAQYPcbc3Bw1NTWYM2cOXFxc8M4772Dy5Mn45JNPAADe3t5QKBQICQlBz549sWHDBgAP3ubCyckJPj4+CA4Oxvvvvw97e/unGi9j7Z2I/n1zAGOMsXYjKSkJWVlZeu+7xRh7fnjFiTHG2rG+ffti+fLlL3sYjL0yeMWJMcYYY8xEvOLEGGOMMWYiLpwYY4wxxkzEhRNjjDHGmIm4cGKMMcYYMxEXTowxxhhjJuLCiTHGGGPMRFw4McYYY4yZiAsnxhhjjDETceHEGGOMMWYiLpwYY4wxxkz0P+DvumGIdPA6AAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "sensors = ['temp', 'salinity', 'density', 'do', 'chlora']\n",
+ "stdevdivs = {'temp':20, 'salinity':20, 'density': 100000, 'do': 20, 'chlora': 20}\n",
+ "sensors = ['density']\n",
+ "stdevdivs = {'density':10000}\n",
+ "\n",
+ "for profileIndex in [55, 56, 57, 58, 59, 60, 61, 62, 63]:\n",
+ " for sensor in sensors:\n",
+ " (dkey0, dkey1) = ('d0t', 'd1t') if sensor == 'ph' or sensor == 'pco2' else ('a0t', 'a1t') # ascent with 2 exceptions\n",
+ " for binSize in [0.20, 1.0]:\n",
+ " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d[sensor][0], d[sensor][1], \\\n",
+ " profiles[dkey0][profileIndex], profiles[dkey1][profileIndex], binSize, sensor)\n",
+ " annot = [sensor, str(profiles[dkey0][profileIndex]), str(round(binSize, 2)), 'hmm', '', 'depth (meters) binned']\n",
+ " fig, ax = LocalChartSensorMeanStd(c, sensor + '_mean', sensor + '_std', 'depth_bins', \\\n",
+ " [d[sensor][2], d[sensor][3]], [0., d[sensor][3]/stdevdivs[sensor]], 'blue', 'red', 6, 6, annot) "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0ce2e860-8d5b-4e51-bf84-883e8671441e",
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
+ "source": [
+ "### Quo vadis\n",
+ "\n",
+ "\n",
+ "For a given depth-bin size, for example 1.0 meters: We have a collection of samples for each bin.\n",
+ "These samples yield a mean and a standard deviation. At the vertical center of the pycnocline the \n",
+ "standard deviation will tend to reach a local maximum. As a result the depth of maximum standard \n",
+ "deviation (abbreviation: DMSD) in the upper 100 meters is a proxy for the center depth of the pycnocline.\n",
+ "\n",
+ "\n",
+ "The DMSD for dissolved oxygen will not necessarily coincide with the DMSD for another sensor such as temperature.\n",
+ "\n",
+ "\n",
+ "It might be of interest to compare buoy-observed wave height with a sensor's DMSD, for example across the month. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "960b82a6-6c82-4a51-abd9-e4f7bb1416c8",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ " annot = [sensor, str(profiles[dkey0][profileIndex]), str(round(binSize, 2)), 'hmm', '', 'depth (meters) binned']\n",
+ " fig, ax = LocalChartSensorMeanStd(c, sensor + '_mean', sensor + '_std', 'depth_bins', \\\n",
+ " [d[sensor][2], d[sensor][3]], [0., d[sensor][3]/20], 'blue', 'red', 6, 6, annot)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "23b6560a-e550-4cb4-89c8-cbeefbde8676",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n",
+ "\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for p in range(59, 70):\n",
+ " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], \\\n",
+ " profiles['a0t'][p], profiles['a1t'][p], 1.0, 'do')\n",
+ " c.do_std.plot()\n",
+ " print()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b70158ac-44d2-4cc1-9ebf-2356ebeab954",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "3709fd06-ec49-4b98-9591-af55c242b7c2",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "NameError",
+ "evalue": "name 'tbar' is not defined",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+ "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)",
+ "Cell \u001b[0;32mIn[33], line 9\u001b[0m\n\u001b[1;32m 7\u001b[0m c \u001b[38;5;241m=\u001b[39m LocalGenerateBinnedProfileDatasetFromTimeSeries(d[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdo\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m0\u001b[39m], d[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdo\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;241m1\u001b[39m], t0, t1, binSize, sensor)\n\u001b[1;32m 8\u001b[0m thisDMSD \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mfloat\u001b[39m(c\u001b[38;5;241m.\u001b[39mdo_std\u001b[38;5;241m.\u001b[39midxmax())\n\u001b[0;32m----> 9\u001b[0m thisTime \u001b[38;5;241m=\u001b[39m tbar\n\u001b[1;32m 10\u001b[0m \u001b[38;5;28mprint\u001b[39m(t0, t1, thisDMSD, thisTime)\n",
+ "\u001b[0;31mNameError\u001b[0m: name 'tbar' is not defined"
+ ]
+ }
+ ],
+ "source": [
+ "# practice getting the Depth of Max Std Dev DMSD\n",
+ "for profileIndex in range(57, 58):\n",
+ " dirletter = 'a'\n",
+ " binSize = 1.\n",
+ " sensor = 'do'\n",
+ " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
+ " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], t0, t1, binSize, sensor)\n",
+ " thisDMSD = float(c.do_std.idxmax())\n",
+ " thisTime = tbar\n",
+ " print(t0, t1, thisDMSD, thisTime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b2bb4973-1e23-4c6d-a124-becf838e483c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# practice getting the Depth of Max Std Dev DMSD\n",
+ "for profileIndex in range(57, 58):\n",
+ " dirletter = 'a'\n",
+ " binSize = 1.\n",
+ " sensor = 'do'\n",
+ " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
+ " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], t0, t1, binSize, sensor)\n",
+ " c_upper100 = c.sel(depth_bins=slice(0., 100.))\n",
+ " thisDMSD = float(c_upper100.do_std.idxmax())\n",
+ " thisTime = tbar\n",
+ " print(t0, t1, thisDMSD, thisTime)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cfe6d871-8458-4b0f-8c00-b5af4bbe79ad",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "c_upper100"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "71492294-925e-46ad-b25c-a4941c0b1cea",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "c"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f190d13a-f901-4532-9dbf-e052bf08c80a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nProfiles = len(profiles)\n",
+ "sensors = ['do', 'temp', 'salinity']\n",
+ "for sensor in sensors:\n",
+ " DMSD = []\n",
+ " ProfileTimestamp = []\n",
+ " for profileIndex in range(nProfiles):\n",
+ " dirletter = 'd' if sensor == 'ph' or sensor == 'pco2' else 'a'\n",
+ " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
+ " tbar = t0 + (t1 - t0)/2\n",
+ " for binSize in [1.0]:\n",
+ " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d[sensor][0], d[sensor][1], t0, t1, binSize, sensor)\n",
+ " c_upper100 = c.sel(depth_bins=slice(0., 100.))\n",
+ " if sensor == 'do': thisDMSD = c_upper100.do_std.idxmax()\n",
+ " elif sensor == 'temp': thisDMSD = c_upper100.temp_std.idxmax()\n",
+ " elif sensor == 'salinity': thisDMSD = c_upper100.salinity_std.idxmax()\n",
+ " thisTime = tbar\n",
+ " if thisDMSD < 100: # some profiles are abandoned before reaching near-surface depth\n",
+ " DMSD.append(thisDMSD)\n",
+ " ProfileTimestamp.append(thisTime)\n",
+ " if not profileIndex % 20: print('done with profile', profileIndex, 'for sensor', sensor)\n",
+ " if sensor == 'do': do_DMSD = DMSD[:]\n",
+ " elif sensor == 'temp': temp_DMSD = DMSD[:]\n",
+ " elif sensor == 'salinity': salinity_DMSD = DMSD[:]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6e6de85e-54ff-4c95-9775-167fb5f3fe57",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "def BoxFilterList(a, w):\n",
+ " if not w % 2: return False\n",
+ " alen = len(a)\n",
+ " b = []\n",
+ " w_half = w//2 # 3 produces 1, 5 > 2, ...\n",
+ " for i in range(w_half): b.append(np.mean(a[0:i+w_half+1]))\n",
+ " for i in range(w_half, alen-w_half): b.append(np.mean(a[i-w_half:i+w_half+1]))\n",
+ " for i in range(alen - w_half, alen): b.append(np.mean(a[i-w_half:alen]))\n",
+ " return b\n",
+ "\n",
+ "do_DMSD_filtered = BoxFilterList(do_DMSD, 15)\n",
+ "temp_DMSD_filtered = BoxFilterList(temp_DMSD, 15)\n",
+ "salinity_DMSD_filtered = BoxFilterList(salinity_DMSD, 15)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "195e9f6a-d030-4790-8036-5a786e314061",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# time_data = dfNaN['Zulu'][1:4459]\n",
+ "# wvht_data = dfNaN['WVHT'][1:4459]\n",
+ "# mask_data = np.isfinite(wvht_data)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1ba91dea-3a88-40a1-b8af-5c6e6c25aa92",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
+ "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "6641fd47-0c83-4763-b5c0-79af5d950a2f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
+ "axtwin.plot(ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=3, color='green', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9703bf62-2ea3-4f3b-b671-1a65c61a606d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
+ "axtwin.plot(ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=3, color='cyan', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "67d9a838-ba1b-4a74-9661-6afa7ad363ef",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=4, color='green', mec='black')\n",
+ "axtwin.plot(ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=3, color='cyan', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a77236f9-b25d-4324-adf0-2ccdc70f8c9b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=4, color='green', mec='black')\n",
+ "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "11f3d263-d629-4e1d-98a9-dcfc8f05165f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "fig,ax=plt.subplots(figsize=(14,8))\n",
+ "axtwin = ax.twinx()\n",
+ "ax.plot( ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=4, color='cyan', mec='black')\n",
+ "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2b448f5d-605a-4c51-9d25-7a7bd10fbb84",
+ "metadata": {},
+ "source": [
+ "### Quo vadis\n",
+ "\n",
+ "\n",
+ "We can see from the above that the maximum standard deviation is likely to identify the pycnocline based on\n",
+ "dissolved oxygen. Two dimensions then: Sensors and time give a view of this important feature. It seems that\n",
+ "a snapshot analysis could be extended to a time series; so let's look at \n",
+ "[this reference](https://tutorial.xarray.dev/intermediate/01-high-level-computation-patterns.html)\n",
+ "for more on how to use built in xarray tools. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "60121256-e1fe-4d6e-8d1c-07bf80215090",
+ "metadata": {},
+ "source": [
+ "## Concept material"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "36ca0049-eb36-48ab-97bc-b703b69d031d",
+ "metadata": {},
+ "source": [
+ "The charts below place two sensors x 3 across for a total of six. \n",
+ "\n",
+ "```{figure} ../img/ABCOST_signals_vs_depth_and_time.png\n",
+ "---\n",
+ "height: 500px\n",
+ "name: directive-fig\n",
+ "---\n",
+ "Salinity, Temperature, Dissolved Oxygen and Bio-optical signals with depth\n",
+ "```\n",
+ " "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d58c9726-6242-4953-8bb4-a78228eef3a6",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [],
+ "source": [
+ "from IPython.display import HTML, Video\n",
+ "Video('./../img/multisensor_animation.mp4', embed=True, width = 500, height = 500)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "5c2529fb-b28c-46f6-80d6-9727a74ea721",
+ "metadata": {},
+ "source": [
+ "### MODIS surface chlorophyll"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2b2b8b44-2742-4723-92ff-b28a7ed43344",
+ "metadata": {},
+ "source": [
+ "\n",
+ "```{figure} ../img/modis_chlorophyll.png\n",
+ "---\n",
+ "height: 500px\n",
+ "name: directive-fig\n",
+ "---\n",
+ "Ocean surface chlorophyll inferred from MODIS satellite images\n",
+ "```"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2562712c-8d38-4ac8-b877-9003ca5d587c",
+ "metadata": {},
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f147f73e-e09c-4c0e-8503-29513a5cffca",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f471b2dc-e1c7-4cc6-ae45-2ec919d29d69",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/book/chapters/1.2.2current.ipynb b/book/chapters/1.2.2current.ipynb
new file mode 100644
index 0000000..1b70ef9
--- /dev/null
+++ b/book/chapters/1.2.2current.ipynb
@@ -0,0 +1,50 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "05f3da50-e65c-4be0-b827-45fc3c9818df",
+ "metadata": {},
+ "source": [
+ "# Current\n",
+ "\n",
+ "Let's define some observational concepts.\n",
+ "\n",
+ "***Observation structure***: A high-confidence (i.e. real physical) anomaly\n",
+ "at the observing site.\n",
+ "\n",
+ "\n",
+ "***Persistence***: Epipelagic observational structure visible as a \n",
+ "distinct onset -- persistence -- termination episode."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "cc2d5d4d-5072-4f6e-992d-dabd2ff831a4",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/book/chapters/1.2epipelargosy.ipynb b/book/chapters/1.2epipelargosy.ipynb
deleted file mode 100644
index 6101603..0000000
--- a/book/chapters/1.2epipelargosy.ipynb
+++ /dev/null
@@ -1,1633 +0,0 @@
-{
- "cells": [
- {
- "cell_type": "markdown",
- "id": "55da4d02-dbbb-4ab1-a961-934be14bb336",
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "[Jupyter Book](https://geo-smart.github.io/oceanography/chapters/1.2epipelargosy.html) \n",
- "[GitHub repo](https://github.com/geo-smart/oceanography)\n",
- "\n",
- "\n",
- "# Epipelargosy\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "> Wavering between the profit and the loss\n",
- "in this brief transit where the dreams cross... -T.S.Eliot\n",
- "\n",
- "\n",
- "**Epipelargosy (επιπελαργοση)(noun)(neologism): A voyage through the epipelagic zone.**\n",
- "\n",
- "\n",
- "This chapter introduces physical and bio-optical data from a *shallow profiler* as pictured below.\n",
- "We will also look at data from a NOAA buoy installed about one kilometer away that tracks\n",
- "the surface sea state including waves and wind conditions.\n",
- "\n",
- "\n",
- "To begin with the shallow profiler: Let's review *how* observational data are collected.\n",
- "The profiler base or *platform* is anchored to the sea floor by cables. The platform is\n",
- "positively buoyant, *'floating'* 200 meters below the ocean surface. Periodically cable is let\n",
- "out from the platform so that the instrument-bearing science pod (upper right in image) \n",
- "gradually ascends from the platform depth to a few meters below the surface, acquiring data\n",
- "as it rises. The science pod is then drawn back down. In this manner the instruments on the science pod \n",
- "*profile* the upper water column through a depth range of 10 to 200 meters. Typically there are nine \n",
- "such profiles per day.\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "```{figure} ../img/shallowprofilerinsitu.png\n",
- "---\n",
- "height: 500px\n",
- "name: directive-fig\n",
- "---\n",
- "Shallow Profiler: Platform and Science Pod photographed by ROV; depth 200 meters.\n",
- "The orange sensor pod (the Science Pod or SCIP) is connected to the rectangular platform\n",
- "by means of the yellow cable.\n",
- "Multiple *instruments* are visible attached to the SCIP, each bearing\n",
- "one or more *sensors*. Sensors correspond to types of data: Temperature, \n",
- "salinity, chlorophyll fluorescence and so on. \n",
- "```\n",
- "\n",
- " \n",
- " \n",
- "\n",
- "
\n",
- "\n",
- "\n",
- "\n",
- "\n",
- "The shallow profiler platform resides at a *site* (i.e. a geographic location).\n",
- "Sites are connected together by means of undersea cables.\n",
- "The ensemble constitutes an enormous observing system called the Regional Cabled \n",
- "Array ([RCA](https://interactiveoceans.washington.edu/)). \n",
- "The RCA is in turn one of several arrays that together comprise the Ocean Observatories Initiative.\n",
- "\n",
- "\n",
- "### Technical notes\n",
- "\n",
- "\n",
- "#### Code and data organization\n",
- "\n",
- "\n",
- "The code in this notebook uses a *data dictionary* to manage the large collection of sensors intrinsic\n",
- "to the RCA shallow profilers. This dictionary is elaborated at some length in the \n",
- "`shallowprofiler_techical.ipynb` notebook. In addition there are several native *module* files\n",
- "(file extension `.py`) that contain commonly used functions: See `charts.py`, `data.py` and \n",
- "`shallowprofiler.py` for example. \n",
- "\n",
- "\n",
- "#### The `/osb` data path\n",
- " \n",
- "\n",
- "The data volume in use here exceeds the recommended limit for GitHub. Consequently we \n",
- "use a standard Linux mechanism to place the data outside the repository while making it \n",
- "appear functionally like it is *inside*. This mechanism is called a symbolic link. \n",
- "\n",
- "\n",
- "The notebook `dataloader.ipynb` is run to build out a dataset from the Oregon Slope Base\n",
- "shallow profiler. The Oregon Slope Base site is abbreviated `osb`. The data should be \n",
- "placed in a local directory outside the repo, for example in `/home/user/osb`. A symbolic\n",
- "link is then created inside this repository that links or points to this external data\n",
- "directory. The Linux command to generate this link would be something like: \n",
- "\n",
- "\n",
- "`ln -s /home/user/osb /home/user/oceanography/books/chapters/data/rca/sensors/osb`\n",
- "\n",
- "\n",
- "This command should be customized to fit the file paths on your system.\n",
- "\n",
- "\n",
- "## Load profile metadata and build the data dictionary\n",
- "\n",
- "\n",
- "We now presume the `osb` data has been loaded and linked as described above. \n",
- "The next step -- cell below -- is to build out a data dictionary **`d `** with keys \n",
- "corresponding to sensors: **`conductivity`, `temperature`, `pco2`** etcetera. \n",
- "Sensor names are the dictionary keys. The dictionary values are five-tuples indexed\n",
- "`\\[0\\]`, `\\[1\\]`, `\\[2\\]`, `\\[3\\]`, `\\[4\\]`. These correspond to two XArray DataArrays, \n",
- "2 float values, and one string respectively:\n",
- "\n",
- "\n",
- "```\n",
- "0: XArray DataArray: sensor data: Various units, coordinate/dimension = time\n",
- "1: XArray DataArray: sensor depth: Meters, coordinate/dimension = time\n",
- "2: float: Default charting lower limit for this sensor's data\n",
- "3: float: Default charting upper limit for this sensor's data\n",
- "4: string: Default chart color e.g. 'blue'\n",
- "```\n",
- "\n",
- "
\n",
- "\n",
- "Note that if the time extent of the data is one month -- say 30 days -- \n",
- "a shallow profiler will generate about $9 \\times 30 = 270$ profiles.\n",
- "Selecting out time blocks that correspond to these profiles is done using\n",
- "the profile metadata, contained in a pandas Dataframe called `profiles`. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 5,
- "id": "ea3bdf20-f4d4-4d97-a695-cc1d6b33692d",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- "dict_keys(['conductivity', 'density', 'salinity', 'temp', 'chlora', 'backscatter', 'fdom', 'nitrate', 'pco2', 'do', 'ph', 'up', 'east', 'north'])"
- ]
- },
- "execution_count": 5,
- "metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "from shallowprofiler import *\n",
- "from data import *\n",
- "from charts import *\n",
- "from os import path\n",
- "from time import time\n",
- "\n",
- "# Loads data / depth from local files > d{}. See the chapter 'dataloader' to pre-stage these local files. \n",
- "# Each sensor has an associated key so d[key] is a 5-tuple (DA-sensor, DA-depth, lo, hi, color).\n",
- "\n",
- "profiles = ReadProfileMetadata() # Times associated with profile stages, 1 year\n",
- "\n",
- "d = {} # empty dictionary: to populate with 5-tuples, default time range January 2022,\n",
- " # defult site Oregon Slope Base\n",
- "\n",
- "data_file_root_path = './data/rca/sensors'\n",
- "sitestring = 'osb'\n",
- "monthstring = 'jan' \n",
- "yearstring = '2022'\n",
- "\n",
- "for sensor in sensors: # sensors[] is a list of 2-element lists, each list = [sensor_str, instrument_str]\n",
- " f = AssembleShallowProfilerDataFilename(data_file_root_path, sitestring, sensor[0], monthstring, yearstring)\n",
- " if path.isfile(f): d[sensor[0]] = GetSensorTuple(sensor[0], f) # creates d[sensor-key]\n",
- " # as a quick check on data validity: use d['temperature'].z.plot()\n",
- "\n",
- "profile_list = [0]\n",
- "d.keys() # indicats which sensors loaded properly: 'conductivity' etcetera\n",
- "\n",
- "# `sensors` is a list of lists, each ['
', ''].\n",
- "# sensors"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 6,
- "id": "049d4cff-b1d2-4152-a4ba-41e2891b050d",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n",
- "0.22397184371948242 seconds\n",
- "\n",
- "\n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "toc = time()\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['temp'], ranges['salinity']], profile_list, \n",
- " d['temp'][0], -d['temp'][1], 'Temperature', colors['temp'], 'ascent',\n",
- " d['salinity'][0], -d['salinity'][1], 'Salinity', colors['salinity'], 'ascent', 6, 6)\n",
- "print(time() - toc, 'seconds\\n\\n\\n')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "84ccaab8-742c-4c7d-99c3-d1fa287749ae",
- "metadata": {},
- "source": [
- "### Interpretation\n",
- "\n",
- "The upper 70m is a homogeneous *mixed layer*. The transitional section below this\n",
- "(particularly in terms of salinity) from 70m to 95m represents a sharp change in temperature and salinity.\n",
- "This is the *pycnocline*, a boundary separating the mixed layer from the lower ocean. From 95m down\n",
- "to the lowest observed depth of 195m we have water that is colder, more saline, and more dense. The cold\n",
- "temperature excursion in the data in the 70--90m depth range is an anomalous departure from a monotonic \n",
- "gradient. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 7,
- "id": "a10605ea-57a9-4d9e-a593-e36483d06eee",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# density and pressure\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['density'], ranges['conductivity']], profile_list, \n",
- " d['density'][0], -d['density'][1], 'Density', colors['density'], 'ascent',\n",
- " d['conductivity'][0], -d['conductivity'][1], 'Conductivity', 'blue', 'ascent', 6, 6)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f461af19-2e98-4417-b5ad-68cc6041e679",
- "metadata": {},
- "source": [
- "Interpretation: ...hmmmm... compared to the one prior: It seems like conductivity and salinity are not 'pretty much the same thing'..."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 8,
- "id": "ff9ad8cd-eb68-483b-a565-d0299beb91eb",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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o/FIePHiwdOjQQWrVqiWTJ08WEZHbt28LAPnhhx9ERH+SKVmypHTp0sUkDq1WK7Vr1zb5UjP8nU6YMCHHn8dwUnv33XczTAJzIzk5WZKSkqRNmzby8ssvm7xnSG4bNmwoJ06cyPAEndG+dXFxkXfffTdH2/f19c32R19aWq1WkpKS5JdffhEbGxuJiooyvteiRQsBIEeOHDFZJzg4WNq3b2+c/vDDD0WlUqU7H7Zt2zbbhDMiIkIASO/evXMcc0BAgDg4OJj8/T558kRKliwpQ4YMMc5L+7ej1WqlbNmyUrNmTeN5T0QkNjZWvL29pWnTpsZ5mR1LW7duFQAyffp0k/mGv3XDcWuIM7P94urqKnFxcSZxdurUyWS5lStXCgAJCQkxzsvJuVAk/wnnlClTBIBs3bpVRESuXr0qKpUqwy/tjDg5OcnQoUNN5mm1WvHx8Un34+LGjRtiZ2eXYcJZoUIFk4RLJOffaQV1ns9IXhJOQ2JlYPhx9Ntvvxnn5fSYmjZtmqjV6nR5jiF32bJli0k8bm5uJn/7WTH8gHZ3d5czZ85kmATmlE6nk6SkJNm3b58AkFOnTpm8n9P8IPWxY/j/zckPhR9//FEAyPnz53Mcs9mHRZJsLhvUqVMH9vb2eOutt7BkyRJcvXo13TINGzZEdHQ0+vTpgz/++AORkZHpltm9ezfatGkDf39/k/kDBw5EfHx8lh2V3njjDTx58gQrVqwwzlu0aBE0Gg369u0LALh8+TIuXLiAfv36AQCSk5ONj06dOiE8PNx4yWbPnj1o06aNsd0qANjY2Ji1wbeIpGua8P7776Nz587o06cPlixZgjlz5qBmzZomy7zzzju4d+8eVq1aBQDQ6XSYP38+OnfubKxK37dvHwCgZ8+eJut2794dtramzXw3bdqEVq1aoWzZsib7pGPHjiZlGXTu3Bk2NjbG6Vq1agEAbty4keXnvXPnDgDA29s7w/cz29+XL19GWFhYlmXnxKZNm+Du7o4uXbqYfM46derAx8fHLL134+LicOTIEXTv3h0uLi7G+TY2Nujfvz/CwsKMx1ibNm3w5MkTHDp0CID+Mnnbtm3x/PPPY8eOHcZ5APD8888DAA4dOoSoqCgMGDDA5DPodDp06NABx44dS3eJqFu3bjmOv1mzZpg6dSq++eYbDBs2DK+++mq6Diqpt5ucnGxyfliwYAHq1asHBwcH2Nraws7ODrt27cL58+dNyvD09MSKFStw4sQJNG3aFOXKlcvRpZyGDRti8eLF+Pzzz3H48OEsm7h4e3vnqGNHaGgounbtCk9PT9jY2MDOzg6vvfYatFotLl68aLKsj48PGjZsaDKvVq1aJsf+nj17UL16ddSuXdtkOcN5yBLq1KmDcuXKGacdHBxQuXLlLP8m//33X9y5cwf9+/eHWp3yteHi4oJu3brh8OHDJk2igPTHkqFjVtomOj169ICzs3O6Zh6Z7ZeYmJh0PWTTNhvI6DyTk3NhTmV2XIuI8TJ627ZtAQBBQUFo2bIl1qxZg5iYmCzLjY6ORnx8fLrz3r///ouIiIh05+hy5cqhWbNmGZbVtWtX2NnZGadz851WUOd5czF8JoOePXvC1tbW2IzAICfH1KZNm1CjRg3UqVPH5LO3b98+w5EbWrduDQ8PjxzFqVKp8Msvv6BEiRJo0KABrl27hpUrV8LZ2dm4jE6nM9muVqs1vnf16lX07dsXPj4+xvNPixYtACDdeTMn+UFazzzzDAD9/lu5cmWW50TDMZqbDnFmTTjj4uLw4MEDlC1bNtNlKlSogJ07d8Lb2xsjRoxAhQoVUKFCBXz77bfGZfr374+ff/4ZN27cQLdu3eDt7Y1GjRoZv1gB4MGDByhTpky68g3bfvDgQaYxVK9eHc888wwWLVoEQN+g+rfffsOLL76IkiVLAgDu3r0LABg7dizs7OxMHsOHDwcAYyL84MED+Pj4pNtORvPSMpz4r127luVyN27cSJdcq1QqDBw4EE+fPoWPj49J2wyDunXronnz5pg7dy4A/R/T9evXTYYVMuyr1AkcANja2sLT09Nk3t27d7Fx48Z0+6R69eoAkO7HQdr1De3Mnjx5kuXnNbzv4OCQ4ftZ7e+s/u9z6u7du4iOjoa9vX26zxoREZHhj6DcevjwIUQkR8dx06ZN4eTkhJ07d+Ly5cu4fv26MeE8cuQIHj9+jJ07d6J8+fIICgoyfgZA/8Mh7Wf46quvICImQ+YAyDCWrPTr1w/29vZISEjA+++/b/Le9evX023X8EU1e/ZsDBs2DI0aNcKaNWtw+PBhHDt2DB06dMjw2GjUqBGqV6+Op0+fYtiwYSYn6MysWLECAwYMwE8//YQmTZqgZMmSeO211xAREZFuWQcHh2yPyZs3b6J58+a4ffs2vv32Wxw4cADHjh0z/m2lXT/tsQ/oj//Uy+Xn3OHl5QUnJ6dszx1p5SSutAzHYWbHqk6nw8OHD03mp132wYMHsLW1RalSpUzmq1Qq+Pj4pPu7zc3feE7OMzk5F+ZU2uPa0G5v9+7duHbtGnr06IGYmBhER0cjOjoaPXv2RHx8PJYvX55luZmd9zI7R2c2D0i//3PznVZQ53lzSXusGL678nJM3b17F//880+6z16iRAmISLrPnttzpqenJ7p27YqnT5+iQ4cO6ZLAN954w2S7bdq0AQA8fvwYzZs3x5EjR/D5559j7969OHbsmHEEm7T7Oif5QVrPPfcc1q9fj+TkZLz22mvw8/NDjRo1MjxuDcdobv6P89RLPTObN2+GVqvNsFNGas2bN0fz5s2h1Wrx999/Y86cOXj33XdRunRp9O7dGwDw+uuv4/XXX0dcXBz279+PiRMn4oUXXsDFixcREBAAT09PhIeHpyvbUDPm5eWVZQyvv/46hg8fjvPnz+Pq1asIDw/H66+/bnzfsP64cePwyiuvZFhGlSpVAOgPoIy+xDKal1aZMmVQvXp1bN++PdOenCEhIbh79y569OhhMj88PBwjRoxAnTp1cPbsWYwdOzbDBtCjRo1Cjx49cOLECfzvf/9D5cqVjb++DfED+j80X19f4/zk5OR0f7BeXl6oVasWpk6dmuHnyerHRm4Y9n9UVFSGf9BZ7e+MvlANHBwc8OjRo3Tz055EvLy84OnpmWkPX3MM0+Th4QG1Wp2j49je3h7PPvssdu7cCT8/P/j4+KBmzZrGUQv27t2LXbt2mYz5Z1h3zpw5mfbgTvtllZtesVqtFv369YOHhwc0Gg0GDRqEv/76C/b29gD0x8KxY8dM1jH8zfz2229o2bIl5s+fb/J+Zp1lJk6ciNOnT6N+/fqYMGECXnjhhWxHbPDy8sI333yDb775Bjdv3sSGDRvw0Ucf4d69e+n+X6OiorKt5Vq/fj3i4uKwdu1aBAQEGOefPHkyy/Wykp9zh42NDdq0aYM///wTYWFhFh0NxPA3ldmxqlar09XypD2WPD09kZycjPv375sknSKCiIgIY+2KQV7/xrOS3bkwp9Ie14YfeYaOH7Nnz8bs2bPTrbdw4UIMGTIk03INnyvtD8HU5+i0MjtW0u7/3HynFdR5PiOGRCYhIcFkflYVCRERERl+d6U9TnJyTHl5ecHR0THTjnRpc4vcjiSwY8cOzJ8/Hw0bNsS6deuwZs0ak6sBkyZNMvkRZPiu2b17N+7cuYO9e/caazUBpOtwZ5DT/CCtF198ES+++CISEhJw+PBhTJs2DX379kVgYCCaNGliXM5wjGaXa5nI8cV3yboN540bN4ydTO7du2ecn7YNZ0aio6MFgEnD7bTWr18vAGTz5s0iou/k4uDgILdv3zZZrnPnztm24RQRefjwoTg4OMgHH3wg3bt3F19fX5O2SSIilSpVStc2KCP5acMpIrJs2TIBIMOGDUv33uPHj6VBgwbi5OQkV65cMSm/RYsWUrp0aQkPDze2vUjb5tCwbLly5aRly5aiUqnkm2++MXn/zJkzAkA++OADk/kZteEcPHiwlC1bNts2K4b9nroxtgFy0B5q//79Jo2r066f2f6uUKGCcV5GbTiHDBkiJUuWNOmgEBkZKR4eHiZtWX777bdM25DmVUbHYpMmTcTHx8ekE5JWq5WaNWuatOEUEZk+fbqxU17qNozNmzeXdu3aCQBZuXKlcX5sbKy4u7tneFylZfg7vX//fo4/z/jx40WtVsvOnTslJCRE7OzsTDr2ZaVevXombRlFRE6dOiVqtdrk/0FEZPv27aJWq2XChAkSFRUl5cqVkwYNGpi0xcuq3VdqL730kpQqVcpkXlJSkjg5OaVrB5bWd999JwAkPDzcOE+n00nDhg0zbCtcvXr1dGWkbTOVnzacIvpG/jY2NtKhQweT/WGQmJgoGzZsME4HBARI586d0y2Xtt1iRm04fX19pU6dOibH5OPHj8Xb21uaNWtmnJfZsbRt2zYBILNnzzaZv2rVKgEgP/74o0mcme2XEiVKpGvDmbqzoEjmx0N258KM9oVIzs5ZUVFR4uDgIM2aNZM9e/akexg6qJw+fTrLcsqXL5+uHXNe2nBmdO7N6XdaQZ3nM6LT6cTBwUGGDx9uMn/hwoW5bsP566+/Gufl9Jj6/PPPxcnJSa5evZptrABkxIgROf5sd+7cEW9vb2nVqpUkJydL165dxc3NLUfb2rBhQ7p2ySIi3bt3T3es5zQ/SHs+ysjJkycFgMydO9dk/tSpU0WtVue4/apIHjsNLVq0SEJCQuTAgQOyZs0aeffdd8XNzU1Kliwpu3fvNlknbcI5f/586dGjhyxevFh2794tW7ZsMe6wbdu2iYj+YH/77bfl999/l3379smKFSukTp06JsmsoZd65cqV5bfffjPpcZa6UXpWX0R9+vQRb29vsbe3l48//jjd+7t37xaNRiPt2rWTZcuWyb59+2TdunXyxRdfSPfu3Y3LnT59WhwdHSU4OFh+//132bBhg7Rv3178/f1zlHCKiIwdO1YASMeOHWXVqlWyf/9++fHHHyU4OFg0Gk26AyX1l71Bly5dxN3dPcOD19CA2NnZOcMGwX369BEbGxsZN26c7Nixw6SXeuoeuHfu3JGAgACpWrWqzJs3T3bt2iWbN2+WuXPnSufOneXWrVsm+z2vJ6KEhARxdHSUcePGZbh+Zr3UU/dAzijhPHjwoACQ7t27y7Zt22TZsmVSp06ddD09k5OTpWPHjlKyZEmZPHmy/Pnnn7Jz505ZvHixDBgwQNauXWtcNvXfRVay6qXeqFEjWbVqlXGEg7S91EVEjh8/LgAEMO3pPHnyZAEgKpVKIiMjTdb59ddfRa1WS69evWTVqlWyb98+Wb16tXz66acmHRNym3AaksDU/4+Gk1rqfZOZCRMmiEqlkgkTJsiuXbtk3rx54uPjIxUqVDD5f0h9gjb8IDQkt++8845xubT7Njo6WurWrSszZsyQjRs3yt69e2XGjBni4OAgffv2NYnFsF9TJ2YZOX/+vNjb20vLli1ly5YtsnbtWmnbtq1UqlQpzwlneHi4lCpVKl0vdcO5I7uEU0Tkhx9+EFtbW6lRo4bMnTtX9u7dKzt27JDp06dLxYoV5aWXXjIum9eEUyTlS7xTp07yxx9/yMqVK+WZZ57JtJd62mPJ0Evdzs5OJk2aJDt27JBZs2aJi4tLtr3U//zzT+P5PfUoJLlNOEWyPxfmNeGcM2eOAJAVK1Zk+P4///wjALLtyPbGG29ImTJl0s1P3Ut98+bNxl7q5cqVk6CgIONyWZ17c/qdZonzvGHZ1BUYmRk8eLA4ODjIrFmzZOfOnfLFF19IjRo1Mk04Db3Ut2/fLl9//bW4uLhI7dq1TX6E5fSYevz4sdStW1f8/Pxk1qxZsmPHDtm2bZv8+OOP0qNHD5NKiNwknGmTQBEx/oB+5plnMvzBmJqhYqR27drGEUd69+5tPP+kPtZzmh+kPR99+umn8vrrr8tvv/1mHNmjVatWYmdnl673fZcuXUxG9cmJPCWchoe9vb14e3tLixYt5IsvvjCp2TRIm3CGhITIyy+/LAEBAaLRaMTT01NatGhhcrJfsmSJtGrVSkqXLi329vZStmxZ6dmzZ7oeVqdPn5YuXbqIm5ub2NvbS+3atdOdYLI68Wzfvt34WS5evJjhZz516pT07NlTvL29xc7OTnx8fKR169ayYMECk+X++usvady4sWg0GvHx8ZH3339ffvjhhxwnnCIiW7ZskU6dOomnp6fY2dmJr6+v9O/f39gjMHXcab/sRfRDfGR28F6/fl0ApOv9aPD06VMZPXq0eHt7i4ODgzRu3FhCQkLEzc0t3a/H+/fvy6hRoyQoKEjs7OykZMmSUr9+fRk/fryxt505fvn2799fgoODM1x/xIgRMm/ePKlQoYLY2dlJ1apVZenSpSbLZfSlKaI/vqpVqyYODg4SHBwsK1asyPCXXlJSksycOVNq164tDg4O4uLiIlWrVpUhQ4bIpUuXjMsZvmgMvVIzk9mxeODAAWndurU4OzuLo6OjNG7cWDZu3JhufZ1OJ15eXgLApGb/r7/+EgCZ/vHv27dPOnfuLCVLljQeV507dzb5ks5NwmlIAlu3bm1yVUCn0xlPatkd8wkJCTJ27Fjx9fUVBwcHqVevnqxfv97k/yGjE7TBjBkzjD0wRdLv26dPn8rQoUOlVq1a4urqKo6OjlKlShWZOHGisSbD4NNPPxUvLy+ThCczGzduNB4Pvr6+8v7778uff/6Z54RTRD9CRtu2bcXBwUFKliwpgwYNkj/++CPHCaeIvhZiwIABUq5cObG3tzcOCzNhwgST83J+Ek4R/ZWmRo0aiYODgzg7O0ubNm1MhuUSyfpYevLkiXz44YcSEBAgdnZ2UqZMGRk2bJhxSLy0ca5evVqqV68u9vb2EhgYmK52NC8JZ3bnwrwmnHXq1EnXCz6txo0bi5eXV5bL7Nq1SwDI0aNH0733ww8/SMWKFcXe3l4qV64sP//8s7z44otSt25d4zJZnXtFcv6dZu7z/OnTpwXIfkQWEZFHjx7J4MGDpXTp0uLs7CxdunQx/r9llHAeP35cunTpIi4uLlKiRAnp06eP3L1716TMnB5TIvqk85NPPpEqVaqIvb29uLm5Sc2aNeW9994zubKWm4TTkATu2rXLZP6hQ4fE1tbW5Ad0Zg4dOiRNmjQRJycnKVWqlAwePFhOnDhhcqznJj9Iez7atGmTdOzYUXx9fY35XadOnUx+UIror545OTnJrFmzcvTZDXKVcFLRZbgcmNUYYWkZEpm0iVxBMQxBZM7L2pbQo0cPadCggdJhUB4kJydLYGBghlc4SDmZJcbmkJdzYUGrWbNmpglxag8fPpRSpUrJm2++WQBR5c/cuXPF2dnZJGHLr9z8ULbkMVXc/PTTT+Ls7Jyry+kiImbtNESFT2hoKK5du4YpU6bgxRdfNPYyTGvHjh0ICQlB/fr14ejoiFOnTuHLL79EpUqVMm1gbmkNGjRAz5498dlnn2HTpk2KxJAdEcHevXuN902mouW3337D48eP0/WwJ+uT03NhYTB9+nS8/PLLGD9+vLEzWEREBKZOnYpWrVrB09MTN27cwNdff43Y2Fi88847CkecvT179mDUqFGZ9qqnoiE5ORlfffUVxo0bl+PhoAyYcFq5l19+GREREWjevHmWYxe6urpi+/bt+OabbxAbGwsvLy907NgR06ZNy3RoooIwa9YsLFy4ELGxsWbpGW5uKpUK9+7dUzoMyiOdToelS5dmevtUsh45PRcWBh06dMCMGTNw7do1Y8Kp0Whw/fp1DB8+HFFRUXByckLjxo2xYMGCQp08GxjGP6Wi7datW3j11VcxZsyYXK+rEsnhDV6JiIiIiPLA7HcaIiIiIiJKjQknEREREVkUE04iIiIisigmnERERERkUUw4iYiIiMiimHBmY968eQgKCoKDgwPq16+PAwcOZLn8vn37UL9+fTg4OKB8+fKFfviN3MrN/li7di3atm2LUqVKwdXVFU2aNMG2bdsKMFrLyu2xYfDXX3/B1tYWderUsWyABSy3+yMhIQHjx49HQEAANBoNKlSogJ9//rmAorW83O6PpUuXonbt2nByckKZMmXw+uuv48GDBwUUrWXt378fXbp0QdmyZaFSqbB+/fps17HWc2lu94W1n0fzcmwYWOu51Fox4czCihUr8O6772L8+PEIDQ1F8+bN0bFjR9y8eTPD5a9du4ZOnTqhefPmCA0Nxccff4xRo0ZhzZo1BRy5ZeR2f+zfvx9t27bFli1bcPz4cbRq1QpdunRBaGhoAUdufrndFwaPHj3Ca6+9hjZt2hRQpAUjL/ujZ8+e2LVrFxYuXIh///0Xy5cvR9WqVQswasvJ7f44ePAgXnvtNQwaNAhnz57FqlWrcOzYMQwePLiAI7eMuLg41K5dG//73/9ytLw1n0tzuy+s+TwK5H5/GFjrudSqWeK2R9aiYcOG6W4vVrVq1UzvBfvBBx9I1apVTeYNGTJEGjdubLEYC1Ju90dGgoODZfLkyeYOrcDldV/06tVLPvnkE5k4caLUrl3bghEWrNzujz///FPc3NzkwYMHBRFegcvt/pgxY4aUL1/eZN53330nfn5+FotRKQBk3bp1WS5j7edSg5zsi4xYy3k0rdzsD2s9l1oz1nBmIjExEcePH0e7du1M5rdr1w6HDh3KcJ2QkJB0y7dv3x5///03kpKSLBZrQcjL/khLp9MhNjYWJUuWtESIBSav+2LRokW4cuUKJk6caOkQC1Re9seGDRvQoEEDTJ8+Hb6+vqhcuTLGjh2LJ0+eFETIFpWX/dG0aVOEhYVhy5YtEBHcvXsXq1evRufOnQsi5ELHms+l+WUt59H8sNZzqbXjrS0zERkZCa1Wm+6+r6VLl0ZERESG60RERGS4fHJyMiIjI1GmTBmLxWtpedkfac2aNQtxcXHo2bOnJUIsMHnZF5cuXcJHH32EAwcOwNbWuv7s8rI/rl69ioMHD8LBwQHr1q1DZGSk8ZZ9Rb0dZ172R9OmTbF06VL06tULT58+RXJyMrp27Yo5c+YURMiFjjWfS/PLWs6jeWXN51JrxxrObKhUKpNpEUk3L7vlM5pfVOV2fxgsX74ckyZNwooVK+Dt7W2p8ApUTveFVqtF3759MXnyZFSuXLmgwitwuTk2dDodVCoVli5dioYNG6JTp06YPXs2Fi9ebBW1nEDu9se5c+cwatQoTJgwAcePH8fWrVtx7do1DB06tCBCLZSs/VyaF9Z4Hs2N4nIutVb8eZAJLy8v2NjYpKuRuHfvXrpf3gY+Pj4ZLm9rawtPT0+LxVoQ8rI/DFasWIFBgwZh1apVeP755y0ZZoHI7b6IjY3F33//jdDQUIwcORKAPuESEdja2mL79u1o3bp1gcRuCXk5NsqUKQNfX1+4ubkZ51WrVg0igrCwMFSqVMmiMVtSXvbHtGnT0KxZM7z//vsAgFq1asHZ2RnNmzfH559/Xuxq9Kz5XJpX1nYezQtrP5daO9ZwZsLe3h7169fHjh07TObv2LEDTZs2zXCdJk2apFt++/btaNCgAezs7CwWa0HIy/4A9L/IBw4ciGXLlllNe7Tc7gtXV1ecPn0aJ0+eND6GDh2KKlWq4OTJk2jUqFFBhW4ReTk2mjVrhjt37uDx48fGeRcvXoRarYafn59F47W0vOyP+Ph4qNWmp2MbGxsAKTV7xYk1n0vzwhrPo3lh7edSq6dMX6Wi4ffffxc7OztZuHChnDt3Tt59911xdnaW69evi4jIRx99JP379zcuf/XqVXFycpL33ntPzp07JwsXLhQ7OztZvXq1Uh/BrHK7P5YtWya2trYyd+5cCQ8PNz6io6OV+ghmk9t9kZa19azM7f6IjY0VPz8/6d69u5w9e1b27dsnlSpVksGDByv1Ecwqt/tj0aJFYmtrK/PmzZMrV67IwYMHpUGDBtKwYUOlPoJZxcbGSmhoqISGhgoAmT17toSGhsqNGzdEpHidS3O7L6z5PCqS+/2RlrWdS60ZE85szJ07VwICAsTe3l7q1asn+/btM743YMAAadGihcnye/fulbp164q9vb0EBgbK/PnzCzhiy8rN/mjRooUASPcYMGBAwQduAbk9NlKzxpNkbvfH+fPn5fnnnxdHR0fx8/OT0aNHS3x8fAFHbTm53R/fffedBAcHi6Ojo5QpU0b69esnYWFhBRy1ZezZsyfLc0FxOpfmdl9Y+3k0L8dGatZ4LrVWKpFieL2GiIiIiAoM23ASERERkUUx4SQiIiIii2LCSUREREQWxYSTiIiIiCyKCScRERERWRQTTiIiIiKyKCacRERERGRRTDjzISEhAZMmTUJCQoLSoRQK3B+muD9McX+k4L4wxf1hivvDFPeHdSj2A7/PmzcPM2bMQHh4OKpXr45vvvkGzZs3z9G6MTExcHNzw6NHj+Dq6mrhSAs/7g9T3B+muD9ScF+Y4v4wxf1hivvDOhTrGs4VK1bg3Xffxfjx4xEaGormzZujY8eOuHnzptKhEREREVmNYp1wzp49G4MGDcLgwYNRrVo1fPPNN/D398f8+fOVDo2IiIjIatgqHYBSEhMTcfz4cXz00Ucm89u1a4dDhw5luE5CQoJJG5KoqCgAwK1bt+Dm5ma5YIuI2NhYAMDt27cRExOjcDTK4/4wxf2RgvvCFPeHKe4PU4Vlf+h0Oty9exd169aFrW2xTZ/yrNjuscjISGi1WpQuXdpkfunSpREREZHhOtOmTcPkyZPTza9Ro4ZFYiyqgoODlQ6hUOH+MMX9kYL7whT3hynuD1OFZX8cPXoUzzzzjNJhFDnFNuE0UKlUJtMikm6ewbhx4zB69Gjj9K1bt1CjRg0cPXoUZcqUsWicREREpJzw8HA0bNgwXUUV5UyxTTi9vLxgY2OTrjbz3r17mR5MGo0GGo3GOG24jF6mTBn4+flZLlgiIiIqFNTqYt39Jc+K7V6zt7dH/fr1sWPHDpP5O3bsQNOmTRWKioiIiMj6FNsaTgAYPXo0+vfvjwYNGqBJkyb44YcfcPPmTQwdOlTp0IiIiIisRrFOOHv16oUHDx5gypQpCA8PR40aNbBlyxYEBAQoHRoRERGR1SjWCScADB8+HMOHD1c6DCIiIiKrVWzbcBIRERFRwWDCSUREREQWxYSTiIiIiCyKCScRERERWRQTTiIiIiKyKCacRERERGRRTDiJiIiIyKKYcBIRERGRRTHhJKt17949DBkyBOXKlYNGo4GPjw/at2+PkJAQ4zIqlQrr1683y/auX78OlUqFkydPZrnc3r17oVKpEB0dne69OnXqYNKkScZlsnosXrwYALBmzRq0bNkSbm5ucHFxQa1atTBlyhRERUXlOPa1a9eibdu2KFWqFFxdXdGkSRNs27Yt3XJr1qxBcHAwNBoNgoODsW7dOpP3p02bhmeeeQYlSpSAt7c3XnrpJfz777/G95OSkvDhhx+iZs2acHZ2RtmyZfHaa6/hzp072cb48OFD9O/fH25ubnBzc0P//v3T7cN33nkH9evXh0ajQZ06dXL8+fft24f69evDwcEB5cuXx4IFC0zeP3v2LLp164bAwECoVCp88803OSr39OnTaNGiBRwdHeHr64spU6ZARHK17bSioqLw9ttvo0qVKnByckK5cuUwatQoPHr0yLjM9evXMWjQIAQFBcHR0REVKlTAxIkTkZiYmG3M2f0fA8C8efMQFBQEBwcH1K9fHwcOHMjR/iCi4osJJ1mtbt264dSpU1iyZAkuXryIDRs2oGXLlrlKxHIqJ1/kudG0aVOEh4cbHz179kSHDh1M5vXq1Qvjx49Hr1698Mwzz+DPP//EmTNnMGvWLJw6dQq//vprjre3f/9+tG3bFlu2bMHx48fRqlUrdOnSBaGhocZlQkJC0KtXL/Tv3x+nTp1C//790bNnTxw5csS4zL59+zBixAgcPnwYO3bsQHJyMtq1a4e4uDgAQHx8PE6cOIFPP/0UJ06cwNq1a3Hx4kV07do12xj79u2LkydPYuvWrdi6dStOnjyJ/v37mywjInjjjTfQq1evHH/2a9euoVOnTmjevDlCQ0Px8ccfY9SoUVizZo1xmfj4eJQvXx5ffvklfHx8clRuTEwM2rZti7Jly+LYsWOYM2cOZs6cidmzZ+dq22nduXMHd+7cwcyZM3H69GksXrwYW7duxaBBg4zLXLhwATqdDt9//z3Onj2Lr7/+GgsWLMDHH3+cZcw5+T9esWIF3n33XYwfPx6hoaFo3rw5OnbsiJs3b+ZovxBRMSWUZ7du3RIAcuvWLaVDoTQePnwoAGTv3r2ZLhMQECAAjI+AgAAREbl8+bJ07dpVvL29xdnZWRo0aCA7duxIt+5nn30mAwYMEFdXV3nttddMygIgLVq0yHC7e/bsEQDy8OHDdO/Vrl1bJk6cmG7+gAED5MUXXzSZd+TIEQEg33zzTab7ID+Cg4Nl8uTJxumePXtKhw4dTJZp37699O7dO9My7t27JwBk3759mS5z9OhRASA3btzIdJlz584JADl8+LBxXkhIiACQCxcupFt+4sSJUrt27UzLS+2DDz6QqlWrmswbMmSING7cOMPlAwIC5Ouvv8623Hnz5ombm5s8ffrUOG/atGlStmxZ0el0edp2ZlauXCn29vaSlJSU6TLTp0+XoKCgLMvJyf9xw4YNZejQoSbLVK1aVT766KNcxUxU1PA7P39Yw0lWycXFBS4uLli/fj0SEhIyXObYsWMAgEWLFiE8PNw4/fjxY3Tq1Ak7d+5EaGgo2rdvjy5duqSrwZkxYwZq1KiB48eP49NPP8XRo0cBADt37kR4eDjWrl1rwU8ILF26FC4uLhg+fHiG77u7uwNIudS/d+/eHJet0+kQGxuLkiVLGueFhISgXbt2Jsu1b98ehw4dyrQcw2Xe1OVktIxKpTLGm5GQkBC4ubmhUaNGxnmNGzeGm5tbltvPicw+199//42kpKR8lduiRQtoNBqTcu/cuYPr16/neNuG5hWGdTLy6NEjuLq6wtbWNstl0v4/BAYGYtKkSSYxZ/V/nJiYiOPHj6dbpl27dvn+fyAi68aEk6ySra0tFi9ejCVLlsDd3R3NmjXDxx9/jH/++ce4TKlSpQDoEzMfHx/jdO3atTFkyBDUrFkTlSpVwueff47y5ctjw4YNJtto3bo1xo4di4oVK6JixYrG9T09PeHj45NlkmUOly5dQvny5WFnZ5flcnZ2dsb2fjk1a9YsxMXFoWfPnsZ5ERERKF26tMlypUuXRkRERIZliAhGjx6NZ599FjVq1MhwmadPn+Kjjz5C37594erqmmk8ERER8Pb2Tjff29s70+3nVGafKzk5GZGRkWYv1/BeTrft5OSEKlWqZPr//ODBA3z22WcYMmRIprFcuXIFc+bMwdChQ03mV6hQAV5eXtnGbIg3MjISWq02V8cBERHAhJOsWLdu3XDnzh1s2LAB7du3x969e1GvXj1jZ5vMxMXF4YMPPkBwcDDc3d3h4uKCCxcupKvhbNCggQWjz56IQKVSZbucr68vLly4gIYNG+ao3OXLl2PSpElYsWJFuiQv7fayimHkyJH4559/sHz58gzfT0pKQu/evaHT6TBv3jzj/KFDhxprqF1cXDLddnbbz0jqclMnXxl9rsy2mRs5KTe7ZRo2bIgLFy7A19c3XfkxMTHo3LkzgoODMXHixAxjuHPnDjp06IAePXpg8ODBJu/t2rULI0eOzDbmtPNycxwQEQFA5tdfiKyAg4MD2rZti7Zt22LChAkYPHgwJk6ciIEDB2a6zvvvv49t27Zh5syZqFixIhwdHdG9e/d0HYOcnZ3zFJOhJu/Ro0fpLiNHR0fDzc0tR+VUrlwZBw8eRFJSUra1nDm1YsUKDBo0CKtWrcLzzz9v8p6Pj0+6Wqx79+6lq+0CgLfffhsbNmzA/v374efnl+79pKQk9OzZE9euXcPu3btNajenTJmCsWPHptv23bt305Vz//79DLefmdQjCBi2mdnnsrW1haenZ47LTiuzcoGUms78bDs2NhYdOnSAi4sL1q1bl+ExcOfOHbRq1QpNmjTBDz/8kOeYDfF6eXnBxsYmx8cBEZEBazipWAkODjb2mAb0l5u1Wq3JMgcOHMDAgQPx8ssvo2bNmvDx8cmy/ZyBvb09AKQrL61KlSpBrVYb24wahIeH4/bt26hSpUqOPkvfvn3x+PFjk9rB1DIadikry5cvx8CBA7Fs2TJ07tw53ftNmjTBjh07TOZt374dTZs2NU6LCEaOHIm1a9di9+7dCAoKSleOIdm8dOkSdu7cmS6x8vb2NjZTqFixonHbjx49MraTBYAjR47g0aNHJtvPTupyDbW3mX2uBg0a5CuRb9KkCfbv32/yQ2X79u0oW7YsAgMD87XtmJgYtGvXDvb29tiwYQMcHBzSLXP79m20bNkS9erVw6JFi6BWZ3+6z+7/2N7eHvXr10+3zI4dO3L1/0BExZBSvZWsAXusFV6RkZHSqlUr+fXXX+XUqVNy9epVWblypZQuXVreeOMN43KVKlWSYcOGSXh4uERFRYmIyEsvvSR16tSR0NBQOXnypHTp0kVKlCgh77zzjnG9jHoqJyUliaOjo3z++ecSEREh0dHRmcY3bNgwKVeunKxbt06uXr0qBw8elBYtWkjNmjUz7GmcUS91EX0vZxsbG3n//ffl0KFDcv36ddm5c6d0797d2Hs9LCxMqlSpIkeOHMk0nmXLlomtra3MnTtXwsPDjY/Un+Gvv/4SGxsb+fLLL+X8+fPy5Zdfiq2trUnP8WHDhombm5vs3bvXpJz4+HjjPuratav4+fnJyZMnTZZJSEjIND4RkQ4dOkitWrUkJCREQkJCpGbNmvLCCy+YLHPp0iUJDQ2VIUOGSOXKlSU0NFRCQ0OzLPvq1avi5OQk7733npw7d04WLlwodnZ2snr1auMyCQkJxrLKlCkjY8eOldDQULl06VKm5UZHR0vp0qWlT58+cvr0aVm7dq24urrKzJkzc7XtI0eOSJUqVSQsLExERGJiYqRRo0ZSs2ZNuXz5ssk+TE5OFhGR27dvS8WKFaV169YSFhZmskxqrVu3ljlz5hinc/J//Pvvv4udnZ0sXLhQzp07J++++644OzvL9evXM90XRNaA3/n5w4QzH3jwFV5Pnz6Vjz76SOrVqydubm7i5OQkVapUkU8++cSY/IiIbNiwQSpWrCi2trbGYZGuXbsmrVq1EkdHR/H395f//e9/0qJFi2wTThGRH3/8Ufz9/UWtVmc6LJIhvilTpki1atXE0dFRAgICZODAgekSAoPMEk4RkRUrVshzzz0nJUqUEGdnZ6lVq5ZMmTLFOCzStWvXBIDs2bMn03hatGiRblgnADJgwACT5VatWiVVqlQROzs7qVq1qqxZs8bk/YzKACCLFi0yiSWjR1bxiYg8ePBA+vXrJyVKlJASJUpIv3790g39lNnnuHbtWpZl7927V+rWrSv29vYSGBgo8+fPN3k/s7iz+j8WEfnnn3+kefPmotFoxMfHRyZNmmQcEimn2zYMo2X4DIbprD7nokWLMl0mtYCAgHTDcGX3fywiMnfuXAkICBB7e3upV69elsNeEVkLfufnj0okzW0vKMfCwsLg7++PW7duZdhOjYiIiKwDv/Pzh204iYiIiMiimHASERERkUUx4SQiIiIii2LCSUREREQWxYSTiIiIiCyKCScRERERWRQTTiIiIiKyKCacRERERGRRTDiJiIiIyKKYcBIRERGRRTHhJCIiIiKLYsJJRERERBbFhJOIiIiILIoJJxERERFZFBNOIiIiIrIoJpxEREREZFFMOImIiIjIophwEhEREZFFMeEkIiIiIotiwklEREREFsWEk4iIiIgsylbpAIiIigoRQYI2Acm6ZOhEB61OC61oja+jn0ajlHMpeDl5KR0qUb7odEBsLODmpnQkZC2YcBIR/UdEsPb8Wvx+9ndU9KiI/Tf349CtQ7kuZ//A/ahXph5s1DZQq9SwUemfVSqVBaImMj8bG/3z8eNAvXrKxkLWgQknEdF//r7zN7qv6p7vcp5b/JwZosmb08NOo4Z3DcW2T9ala1cgLEzpKMgaMOEkIvpPtVLV0Mi3EY7cPqJ0KHn21sa3MLbp2EzfVyHzWtaMamBzs7wKKggkw/Wyqt3NaBu5LVtEMl0vu7KzWj4nZT/j+wxcNa6ZllmU1a2rdARkLZhwEhH9x8XeBYcHHwYAaHVa3Hx0E5eiLiHqSRSin0Zj2OZhCkeYvZCwEHRb2U3pMIqdRx89spqk87/8GoC+LSeROTDhJKJiS0Qw6s9R+N+x/5nMt1XbwsPBAzZqG0Q8jlAoOioqfFx84GDroHQYZpO6InfLFuXiIOvChJOIiq2wmLB0ySYAJOuScT/+fr7KLmFfAnY2dmgT1AZVPKvA0c4RjraOCHAPgJOdE3SiS/dQq9R4ttyzsFWnnJpTX+LN7nJxbt5Xat2077MjFVHxwISTiIotfzd/LHlpCcZsH4OoJ1HQifmuH8YmxgIAVp1blav1mvk3w8E3DpotDiKiwoAJJxEVa6/Vfg2v1X4NgP4S+8aLG7H8zHJobDTYfGkzIuMjCzSeql5VC3R7REQFgQknEdF/VCoVulbpiq5VugIANl/cjBeWv2D27TxT9hk42DpApVLhuw7fobZPbbNvgyivUnca6thRuTjIujDhJCJK5dajW9hxdQcuR13G5ajLZinzj95/oFVgK2hsNbBT27HdIhVqqQ9PrVa5OMi6WF3Cef36dXz22WfYvXs3IiIiULZsWbz66qsYP3487O3tjctldMKfP38+hg4dWpDhElEh8m/kv6g61/yXtFsEtEAJTQmzl0tkCVevprz28VEuDrIuVpdwXrhwATqdDt9//z0qVqyIM2fO4M0330RcXBxmzpxpsuyiRYvQoUMH47QbbxpLVKyV0JQwGWDcXKKfRsPNgecXKhqGD095/cknysVB1sXqEs4OHTqYJJHly5fHv//+i/nz56dLON3d3eHDn29E9J+yJcpCNzF9T/WE5AREP42GzyyeL8j6pR7s3dNTuTjIuqiVDqAgPHr0CCVLlkw3f+TIkfDy8sIzzzyDBQsWQMdbKhBRKlFPolBnQR04THXIV7I5O2Q2Dtw4gD3X9iA2IdaMERKZ344dKa89PJSLg6yL1dVwpnXlyhXMmTMHs2bNMpn/2WefoU2bNnB0dMSuXbswZswYREZG4pMsrh8kJCQgISHBOB0byy8OImu27fI2nLp7Kt/lfHf0O3x39LscLbvkpSXGYZqIlMb+bWQuRaaGc9KkSVCpVFk+/v77b5N17ty5gw4dOqBHjx4YPHiwyXuffPIJmjRpgjp16mDMmDGYMmUKZsyYkWUM06ZNg5ubm/ERHBxs9s9JRIVH6jv+FJTJ+yYX+DaJiCxNJSLmbR1vIZGRkYiMzHoA5sDAQDg46O9ne+fOHbRq1QqNGjXC4sWLoVZnnVv/9ddfePbZZxEREYHSpUtnuEzaGs7bt28jODgYt27dgp+fXy4/EREVNknaJAzfPBw/hf6kWAyv13kdP7/4s2LbJ2rWDDh0SP+6aGQIBSMsLAz+/v78zs+jInNJ3cvLC15eXjla9vbt22jVqhXq16+PRYsWZZtsAkBoaCgcHBzg7u6e6TIajQYajcY4HRMTk6N4iKhoOBF+QtFkEwAO3Tqk6PaJbt5UOgKyRkUm4cypO3fuoGXLlihXrhxmzpyJ+/fvG98z9EjfuHEjIiIi0KRJEzg6OmLPnj0YP3483nrrLZOEkoisW3xSPMrMKoOYhMLz47GOTx2M3jYaKqigVqmhVqmhUqV6jZRGdSqVCqkvUqWezs/g8qmHhko7TFTa9wy8nb0xuN5gaGx5Di3qfHyAsDCloyBrY3UJ5/bt23H58mVcvnw5XZW34URsZ2eHefPmYfTo0dDpdChfvjymTJmCESNGKBEyESkkPim+UCWbALDi7AqlQ8izI7eP4JeXf1E6DMqnOnWANF0iiPKtyLThLIzYnoOo6IuMj8ThsMNI1iUbH0naJCTrknHk9hF8f/x7pUMsMpa9sgx9avZROgzKp9SV48wQUvA7P3+sroaTiCg3vJy88ELlFzJ87+DNgwUcjV79MvVho7aBjcoGNmobqFVq4+vUz1U8q+D9Zu/D0dbReMk9o0vwvHc7ESmNCScRUSZuxijTe+J4+PFM3yvpWBIdKnaACipExEVg7PaxxiTT+O+/1y0CW6Bvzb4mbS2JiJTAhJOIKBOtAlth59WdSodhIupJFJadXpajZX8K/Qm2alv0rtHbwlEREWWtyAz8TkRU0HpV76V0CPn2TNlnlA6BiIg1nEREmalQsgJkYkqviRVnVqD3msJVW9ivZj/89spvSodBVsTREXjyROkoyNow4SQiSiUmIQb34u7Byc4JKqhw7M4x7L+xH8m6ZMz/e77S4aWz9PRSLD291Di9td9WtK/YXsGIqKhjskmWwISTiOg/V6KuoOKcikqHkS8RjyOUDoGIKB0mnERE/1HqLjkXRlyASqVCsi4ZIgKBQCc6iPz3DMlyvuF1aefSqOJVRZHPQESUFSacRFSsXXxwEb+e+hUxCTEICQsp8O1PeG4Ck0QisnpMOImo2Ip4HIEq/1M22Zuyfwqm7J9iMs8wlmYZlzLY0m8LapWupVB0RETmwYSTiIotDwcPPFP2GRy7c0zpUEwYLpXfjr2N2gtq56ssext7ONo6wtHOEcMbDMe45uNgq+apn4gKFs86RFRsaWw1OPrm0QzfS9YlIz4pHp/t+wzz/54PJzsn3I+/X8AR5l+iNhGJ2kQ8SniECXsnoIl/Ezxf/nmlw6JCzN0diI5WOgqyNkw4iajYEhG8ufFNLAxdmO2ycUlxBRCRZbUMbIlGvo2UDoMKOSabZAlMOImo2AqLCctRsmlpSZ8m8TI3EVk1nuGIqNjyd/PHry//iol7J8JObYd/H/yrSBw/Hv8RNmobXI66jDlH58BGZQO1Sg03BzcMqD0AjraOsFHbwNvZG/1r9YedjZ0icRIR5ZVKRCT7xSgjYWFh8Pf3x61bt+Dn56d0OESUT0Vh4PeBdQZi0YuLlA6DrJhKlfKaGUIKfufnD2s4iajYEhEM2jAIi04WnQSudWBrpUMgK5acrHQEZK2YcBJRsXUi/ESBJJv9avZDoHsgXDWucNO4wVXjCleNK1zsXdDYr7FidzgiSsvGRukIyFox4SSiYqu6d/UC2U7roNZ4o+4bBbItovxIfTmdyJzYhjMf2J6DyLocCTuCxgsbKxrDxj4b8ULlFxSNgYo3tuHMGL/z80etdABERIVFvTL18Fa9txSNYdSfoxTdPpGBvb3SEZA1YcJJRPSfh08f4ocTPyi2fQdbB/z68q+KbZ8otcREpSMga8I2nERE/4mMj1R0+0+Tn+LZRc/meX13B3eceOsEgjyCzBgVEVH+sYaTiOg/waWCcXXUVazpuQbbXt2G4Q2GKx1SrkQ/jcbKsyuVDoOIKB3WcBIRpRLkEWSsISzlVArz/p6nSBxqlRpqldp416HMHjbqlPdbB7XGsGeGKRIvWR873tCKzIgJJxFRJsJiwgpkOx0rdoRWtNCJDiJifF3SsSTmdJwDP1f2iKWCx0HgyZyYcBIRZaJz5c6Y33k+Vp1bhbjEOBy5fcQi2/nz8p+Zvrf+wnpMf356hu8Jsh+zxjDyneq/sW5ST+dkVDzDNlRQZbq9vGyjQdkGaFuhbbbbJ+VwSCQyJyacRESZeJL0BKciTmH3td0o41IG/q7+uBVzq8Dj+GDnBwW+zYKwqscqdA/urnQYlInXX1c6ArImTDiJiDKx7co2LDi+AAAQ/jhc4WisT/VSBXOnJ8qb06eVjoCsCRNOIqJMqFVFeyAPZztn3HzvJko6llQ6FCqCbtxQOgKyJkX7bEpEZEG1S9dWOoR8iUuKw5BNQ5QOg4oodhoic2INJxFRJkpoSigdQr6tPrcaqsmq7Bc0MxuVDf4Z9g+CSwUX+LYp73S6lNcff6xcHGR9WMNJRJSJ9r+1VzqEIksrWnz/9/dKh0G5FBWV8jo2Vrk4yPqwhpOIKBOB7oE4EX6iQLdZ3qM8XOxdAOiHFzIMRZR6eCGBGKcNr1MPWZTdeqnfy269tNvKar3U26pXph7GNR+Xr31BBa9Eqkp9XlInc2LCSUSUiQG1B2Dt+bUFuk0nOyecGnqqQLdJZJD67kKneBiSGTHhJCL6j4hg8cnF+PbIt0jUJuJ85PkCj6Fr5a4Fvk0iA6025XVCgnJxkPVhwklE9J9jd47hjQ1v5LucDb03oEVgC9iqbY2Poj7EEhUPqWs4XV2Vi4OsD8+ARET/qeFdA23L5/92i8vPLIerxhVOdk6wt7FnsklFkoOD0hGQNeFZkIjoP052TtjefztkokAmCnoE98hTOcvPLIfdZ3bwnO6JuUfn5uie5USFQWJiyutq1ZSLg6wPL6kTEf1HRLDo5CJ8f/x7eDp64tCtQ3kuK1mXjKgnURj550i0CmrF8SipSHj0KOX1s88qFwdZHyacRET/OXbnGAZtGGT2cp8kPUFkfCQAQAX9IOwqlSrddFbv5XY6t+sSAYCHR8rr6rzVPZkRE04iov9obDQWKbfBjw0sUq65uWpccXfsXTjYsvFecfX4ccrr06eB1q2Vi4WsC9twEhH9x9vZW+kQFBWTEINkHUf7Ls4iI1Ne+/oqFwdZH9ZwEhH9x8fFB1v6bsGqc6uM81RQGS9RX4q6hH039ikYoZ6Nyga2alvUKl0Lo5uMhoeDhzFGtUoNleq/51xOVypZCY52jkp/PFLQ7dspr8uXVy4Osj5MOImI/nMy4iQ6LeukdBjZ0ooWWq0Wx+4cw183/8KcTnOUDomshCZVq5LYWKBkSeViIevCS+pERP+pULICAtwClA4jx2zVtuhahXcmIvNp1Cjl9bffKhcHWR/WcBJRsfU0+Skqz6mMWzG3CnS71965BjeNGwQCneggon8G9O1I2XOclJL60DuU91HBiNJhwklExVZMQkyBJ5sAEPRtUJbvy0QOFE/Ku3pV6QjImjDhJKJiy9vZGzfevYHtV7YbOwepVWrjo/+6/kqHSKQYnU7pCMiaMOEkomKtnFs5DK432Dh9L+4eLj64CAdbB5RzK4ebj25adPvuDu7oVKkTbFQ2cLB1wLQ20yy6PaKcGjhQ6QjImjDhJCL6z7+R/6Lq3KoW3cbqHqvRLbibRbdBZA6HDysdAVkTJpxERP+5EHnB4tvovqp7ntd11bji4OsHUbN0TTNGRJSxEyeUjoCsiVUOixQYGKgfBDnV46OPPjJZ5ubNm+jSpQucnZ3h5eWFUaNGITExUaGIiagwcLF3UTqELMUkxKDf2n5Kh0HFROXKSkdA1sRqazinTJmCN9980zjt4pLyRaLVatG5c2eUKlUKBw8exIMHDzBgwACICObM4QDKRMVVJc9KSoeQLcPwSUSWIKkGSPDzUy4Osj5Wm3CWKFECPj4+Gb63fft2nDt3Drdu3ULZsmUBALNmzcLAgQMxdepUuLq6FmSoRFRIPEl6onQIWSphXwJLX1mqdBhkxe7eTXndtq1ycZD1scpL6gDw1VdfwdPTE3Xq1MHUqVNNLpeHhISgRo0axmQTANq3b4+EhAQcP35ciXCJqBB4nPhY6RCyFJsYizrf14FqsirTx5GwI0qHSUXY8uUpr19/Xbk4yPpYZQ3nO++8g3r16sHDwwNHjx7FuHHjcO3aNfz0008AgIiICJQuXdpkHQ8PD9jb2yMiIiLTchMSEpCQkGCcjo2NtcwHICJFVPasjCqeVfDvg3+VDiXPjtw+gkZ+jbJfkCgDf/2lf375ZdO7DhHlV5FJOCdNmoTJkydnucyxY8fQoEEDvPfee8Z5tWrVgoeHB7p3726s9QSQ4a3jRCTLW8pNmzYt2xiIqOgqoSmBCyNTeqo/TX6K97a+hx9P/AgA0IpWqdBMjHt2nHGg+tTP1b2ro0dwD6XDoyJKBFizRv/6pZcUDYWsUJFJOEeOHInevXtnuUxgYGCG8xs3bgwAuHz5Mjw9PeHj44MjR0wvOz18+BBJSUnpaj5TGzduHEaPHm2cvn37NoKDg3P4CYiosBMRbLuyDavPrQYAbPh3A+7H31c4qhReTl7YM2APanjXUDoUskKpL/C1aaNcHGSdikzC6eXlBS8vrzytGxoaCgAoU6YMAKBJkyaYOnUqwsPDjfO2b98OjUaD+vXrZ1qORqOBRqMxTsfExOQpHiIqnE5GnETHpR2VDgNv1nsTSboklLAvgQktJsDLKW/nPqLcSF3fsngxMH68YqGQFSoyCWdOhYSE4PDhw2jVqhXc3Nxw7NgxvPfee+jatSvKlSsHAGjXrh2Cg4PRv39/zJgxA1FRURg7dizefPNN9lAnKsYqlKwAf1d/3Iq5pWgchkv4ADDnaNZDtW3ttxXtK7a3dEhUDKhTdSN2dFQuDrJOVtdLXaPRYMWKFWjZsiWCg4MxYcIEvPnmm1iequudjY0NNm/eDAcHBzRr1gw9e/bESy+9hJkzZyoYOREpzVXjil2v7cLPXX/GT11+QgWPCkqHlK3d13YrHQJZIVurq44ipVndIVWvXj0czsENYMuVK4dNmzYVQEREVFScu38O1edVVzqMTNmobDCmyRg42TlBJzr4u/ljYJ2BSodFVujOHaUjIGtjdQknEVFelXIqpXQIWdKKFtMPTTeZ9+bGVHdUs3dB6JBQVCxZsaBDIyvDuwyRuVndJXUiorwq5VwKMlGMj/W91isdUq48TnyMNefWKB0GWYFz55SOgKwNaziJiDJxIvxEgWzHy8kL8t9NrAX/PYsY75suEJP3RcT47GDrAEc7RzjYOqBt+bYY0XBEgcRM1q1zZ6UjIGvDhJOIKBMFcWnaxd4F4WPCYavm6ZiUlZSU8poDtpC58QxHRJSJ/rX7o1qpavj7zt8AYKxZTNImIVGbiCTdf89pppecWoL4pPgcbWNyy8lMNqlQiI5OeV25smJhkJXiWY6IKAsNyjZAg7INcrRsQnIC3tv2njHZbFehHZa+spQDt1OREJ/qN1JcnHJxkHViwklEZAY3H91E95XdcezOMQDAhOcmYEKLCbBR2ygcGVHOnDyZ8trFRbEwyEox4SQiyqftV7aj75q+ePDkATwcPPDbK7+hU6VOSodFlCulUo0K5uGhXBxknTgsEhFRHulEh8/2fYYOv3XAgycPUL9MfZwYcoLJJhVJqRPOHNw/hShXWMNJRJQHUU+i8OraV/Hn5T8BAG/VewvfdvwWDrYOCkdGlDdly6a8dnZWLg6yTkw4iYhy6fid4+i2shtuPLoBB1sHzO88n7eYpCLv9OmU1xUqKBcHWScmnEREOSQi+OnETxj550gkahNR3qM81vRcgzo+dZQOjSjfjh5Nee3mplwcZJ2YcBIR5cCTpCcYvmU4Fp9cDADoUrkLfnn5F7g7uCsaF5G5REYqHQFZMyacRETZuBJ1Bd1WdsOpu6egVqkxtfVUfNDsA6hV7HdJ1sPdXf/cvr2iYZCVYsJJRMVaTEIMTt89DY2tBvY29tDYaIyvVVBh97XdGLFlBB4lPEIpp1L4vfvvaB3UWumwiczOMNh7QICycZB1YsJJRFZNJzpEP42GWqWGWqXG/bj7WHp6KbQ6Le7G3cX3x7/PcVn34++jzS9tsKbnGjxb7lljmdk9VFBBpVJZ8FMS5d+ZM/rnx4+VjYOsExNOIrJaIoLmi5rj0K1DZi2328puZiurS+Uu+KP3H0xISXGenvrnf/5RNg6yTmyARERWzdzJprkduHkASbokpcMgwqH//lR69VI2DrJOrOEkoiLtctRl9FrdCzeib0ClUhkvXxfmy9iftfoM7g7uEBG8WPVF2NvYKx0SEU6d0j9zSCSyBCacRFSkfLjjQ0w/NF3pMPJs3LPj8MlznygdBlGmWrRQOgKyRkw4iahIKYzJ5i8v/YL+tfsrHQaRWdy9q3QEZI2YcBJRkaKx0SBBm6B0GPAt4QsbtQ26V+uOHtV7KB0OUb4kJqa8rlhRuTjIejHhJKJCZ8ulLTgcdhhxiXF4nPgYcUlx0IkOOtEVimTz+xe+x1v131I6DCKzsU/VjPjWLSAoSLlYyDox4SSiQuW1da/h139+LdBt9gjugQG1B2T4nkCgEx20Oi2SdckIcA9AQ9+GBRofkaX9+WfK6zJllIuDrBcTTiJSVFhMGPy/9lc0hpeqvoTOlTsrGgORkgyDvgOs3STLYMJJRIo6FXFK6RDQb20/LPh7QYbDKtUoVQOft/4cJTQllA6TyGK2bk15bcvMgCyAhxURKSo0IlTpEADoB2DPyO5ru/Hb6d/wbYdvYae2g050xoHaRcR4yd0w3divMap7Vy+wuInMoUMHYPduoEYNpSMha8WEk4gU5enoqXQI2Yp6EoX+63I+7NHhQYfRyK+RBSMiMq+JE/XP7u6KhkFWjLe2JCJF+bsp237TEnxdfZUOgShXnjzRPx88qGwcZL1Yw0lE+XYq4hQGbRgEgUCtUkOtUsNGZZPyWm1jnH7w5AFOhJ9QOuRc2dRnE4I8gqCCChpbDXxL+MLOxg5qFX+zk3UpV07pCMhaMeEkonwREbT/rT3uxlnP7Um+bv813m38rtJhEBUIkZTXHTooFwdZNyacRJQvKpUKk1tOxtDNQ5UOJcd2vbYLrYNaKx0GUaGwcWPK67ZtlYuDrBsTTqJi4u7juwiLCQOgTxINVFBlOs8w/+KDi+ixqujevrFbtW5Y1WOVyWckIiAmBnjxxZTprl2Vi4WsGxNOIisgItCK/k44hofhzjjJumQcuHkAfdb0UTrMAjO8wXD8r9P/mGASZeHCBaBatZTp7t1Nb3FJZE5MOImKIK1Oizrf18GZe2eyX9hKHHj9AJ4t96zSYRBZhWXLgH79TOd1765MLFQ8MOEkyiERwad7PsXUA1MVi6GaVzVUKFkBcYlxhSLZfL788yjpWBI2Khs42jrC08kTHg4e8HD0QBXPKgh0D4St2ha2alvY2dgZX6fu3Z328n1aWp0WdjZ2sLdh1QuROVy4kD7ZnDsX6NVLmXioeGDCSVZFq9Ni8cnFOHv/LBK1ibgTewfrLqxTOiyzOR95HucjzysdBgDguYDnsLXfVtiobZQOhYgyceAAMH8+EBAAVKqkH9i9W7f0yw0ZUuChUTHDhJMUl6hNxN3HdyEQiOhvE2i4XaDh1oGGcR3jkuLQe3VvnL1/VumwFeHj4oPPW30OlUoFnegQ9SQKADKsMTTsz7w+A4C9jb2xdrFTpU6o6lW14D80EeXJnTvAc89lvcyyZUCbNoANfzeShTHhpGyJCNZdWIez987CVeMKV40r7GzskKRNQpIuCYnaRCRp9c+J2sR085J0SXia/BTxSfHpHlFPonA79rbSH9Gidr22C439Gmd4OZmIyFIuXsz6/U2bgM6dCyYWIiaclK2pB6bi0z2fWnw7GhsN1Co1VCqV/hkqqFQqqKCCQJCsS0Z8UrzF4wCAsPfCoLHVGJNEw8NGZcOez0RUqD15Ahw5ArRqlfH7ZcsCYWEAT2VUkJhwFhM60SEmIQYqqIzD52h12gxfRz2JwgvLXsCjhEf52uaLVV5ETe+asLexh72NPZztneFk52R8ONvppx3tHFHNqxo0tppclZ96KCBD/Kmfk3XJ0IoW8UnxePT0ER4lPEr3HJMQg5iEGDxNfmp8zGg7g/fCJqIi5+JF4PnngVu30r/Xv7++neaKFcDIkUw2qeAx4SwGkrRJsP+8YHr4BroHQqvTYtyz4zC0wVCL1gaqVCrYqvQ1j0RExV2VKqbTgwcDzzwDBAbqazvt7IBmzRQJjYgJp7VY+s9SvLruVUVjiPogCh6OHorGQERUHMXFmU7/+KM+4SQqLJhwFlGR8ZEYuWUkbj66iURtIo6HH7fo9loHtcaK7ivg5eRl0e0QEVHuOTmZTn/7LRNOKlyYcBYR2y5vQ4elHQp0m50rdcamvpsKdJtERJR7KhUwcCCweLF++ozy94UgMsHxWYqIgk42ASAkLKTAt0lERLn34EFKsgkA3t6KhUKUIdZwFhIHbhzAc4uzGaG3ADXxa4JVPVYpHQYREaXy9CkQGal/3LgBbN8O7NkDnE9zA7KwMGXiI8oME85CIuJxhMW30a1aN6zuudri2yEiovwRAT79FDh6FHj4MCXJfPw46/Xq1AE2btT3SCcqTJhwFhI9qvfAjwk/YvuV7cbBzgEYB0JfdnpZvrex5vwaOH/hDBVUKFOiDP7o/QeCSwXnu1wiIjKPpCR9wrhiBbByZcbL2NoCXl76y+bNmgHt2gG1agGurvr5RIURE85C4tdTv+LNjW9afDuGO/VcjrqMoZuGYv/r+y2+TSIiylp8vL42c/x44NAh0/fWrNHfHahUKX1C6erKgdup6GHCWUhU9apa4Nuc3HJygW+TiIhS3L8PDBsGrF8PaLX6eQ4OwGuvAc8+C7z8MuDiomiIRGbBhLOQeMb3GchEMU4fu30MDX9qaNZttAxsie9f+B5qlRoaGw383fzNWj4REWXv4UNg2zZg9279ZfNH/91FuEwZoG1bYPJk/d2BiKyJ1Q2LtHfvXn0byAwex44dMy6X0fsLFixQMHJTGy9uNHuZe6/vRZX/VUGlOZVQ7ptyGLyBowITERWEc+eA6dOBFi30l8b79NHfDejRI31Hn0OHgNu3gSVLmGySdbK6Gs6mTZsiPDzcZN6nn36KnTt3okGDBibzFy1ahA4dUsa3dHNzK5AYMxIeG44Wi1vgUtSlAtums51zgW2LiMjaabXAb78BR47oX6vV+p7l587pH6kFBwMdO+ovm3fpAtjYKBMzUUGxuoTT3t4ePj4+xumkpCRs2LABI0eOhCpNK2t3d3eTZZX0y6lfLJJsvtvoXTjaOcJWbQs7tR3sbOxgq7aFm8YNA+oMMPv2iIiKExHg5k3g7FlgwgTgeCZ3Gba11V8u79xZ/2AtJhU3VpdwprVhwwZERkZi4MCB6d4bOXIkBg8ejKCgIAwaNAhvvfUW1OrMWxkkJCQgISHBOB0bG2u2OLWiNVtZqX1z5JtM39twcQM29jH/pXsiImu3YQOwahWwcycQkWoYZVdX4K23ADc3IDkZcHcHKlQAGjXi3X+oeLP6hHPhwoVo3749/P1NO8h89tlnaNOmDRwdHbFr1y6MGTMGkZGR+OSTTzIta9q0aZg82TI9u1+r/Rp+OP4Dbjy6YZHyM9IyoGWBbYuIyBo8fKjv6DN0aMo8OzsgKAho2RKYMgUoXVqx8IgKLZWISPaLKW/SpEnZJnvHjh0zaacZFhaGgIAArFy5Et26dcty3VmzZmHKlCl4ZOgumIG0NZy3b99GcHAwbt26BT8/vxx+krxRTc7boGvfdfgOAGCjtsGA2gPgbM92m0REuSEC/Pkn8P776dti7t4NNGmiH8qIrFtYWBj8/f0L5DvfGhWZGs6RI0eid+/eWS4TmKZRzKJFi+Dp6YmuXbtmW37jxo0RExODu3fvonQmP081Gg00Go1xOiYmJvvA8+jo7aNo9FOjfJczouEIqFVWNxgBEVG+6XTAlSvA9ev6HuLx8fp7lT99qr+FZEwMEB4OHDwI3LuXsp5are/o8/33rM0kyqkik3B6eXnBKxf37BIRLFq0CK+99hrscnBT2dDQUDg4OMDd3T0fUZpP/3X9zVKOVqeF2oYJJxEVb0lJ+sTy4kV9x55Dh/S9yaOjc7a+kxMwfLi+ltPTk73KiXKryCScubV7925cu3YNgwYNSvfexo0bERERgSZNmsDR0RF79uzB+PHj8dZbb5nUYCqpjk8dXHxwMd/l2Kqt9r+YiMjo3j1g/37g/Hng0iXg6lV9DWVcnP7x4IG+E09ajo5A+fKAry9QooR+2sEBcHbWdwDy8ACeeUb/KCRfD0RFktVmIwsXLkTTpk1RrVq1dO/Z2dlh3rx5GD16NHQ6HcqXL48pU6ZgxIgRCkSasQC3gHyXUdKxJHSig42KP8WJyDrcuwf8+68+obx6Fbh2DThxQj8sUXYcHYGKFYEaNYBmzfRtL2vV0g9ZRESWVWQ6DRVGlmxAHPE4Aj1X9cSBmwdytd6b9d6Em8YNWtFiTJMx8HX1NWtcRERKuHIFeP114EAWp8TatYG6dYHKlfWJpYeHvqbS2RkoWRIoW1bf/pIoL9hpKH/4u66Q8nHxwf7X9xunc9pL/ccTPxpfu2pcManlJHOHRkRUoOLi9HfkMYx3Wb68/hEUpH9Uq6avsSxVStk4iShzTDgVEpMQgx6remD7le0W28bkfZPxyXOfsB0nERVZW7YAI0akJJvffQe8/bayMRFR7vHigkJ2Xt1p0WTTgO03iaioEQEWL9bXYnburO9dXro0sHAhk02ioooJp0I6VuyIQXXT96A3JwdbB+hEZ9FtEBGZw9On+s4/P/8M+Pnp22teu6bv0DN2LHD5MvDGG0pHSUR5xU5D+WDJBsSxCbH4cOeHOHjzIBK0CWYZImlq66n4uPnHZoiOiMg8YmOBqVOBr78GEhNT5tvYAIMGAdOn6+9LTqQ0dhrKHzbuK6S+PPgl5v8936xlLj29lAknESlq0ybgl1/0A65fuaIf2ii1Vq30wxW99RYQkP/R4YiokGDCWUi5alzNXuaG3hvMXiYRUU5cvgzMnw/Mnp3+PV9foHVrfYegQnKzNyIyMyachcjR20dx6cElCARLTy81e/kvrXgJp4edNnu5RESZEdHXVv70U8q8ypWBTz/Vj4tZqxaQi7sWE1ERxYSzkFh2ehn6re1n0W20CWpj0fKJiAzi4oDNm4G5c/W3nAQAb2997/MOHQBVzoYWJiIrwYSzkAhyD7L4NnZe3WnxbRBR8SICREYCt28Dd+4AFy8CR48CGzbok04AsLMDxo0DJk9WNlYiUg4TzkKiiX8TyMSUAQMm7JmAz/Z/ZtZtvFrrVbOWR0TFz5Mn+qTy3Dng99+BbduAhISMl61QAXjlFWDIEP1rIiq+mHAWUirk/3pTCfsSePjhQ9ioOfg7EeWMTgfs2gWcOQNERekfDx8C9+8Dly4BN2/qazXT8vbWt8kMDNTf07xdO31vc146JyKACWehNf658QiLCcPu67sBANejr+e6jI+bf8xkk4hy7NYtoFy57Jfz8ACqVtUnlAMHAlWqAPb2Fg+PiIowJpyF1I/Hf8TPJ3/OVxnjdo3DuF3jjNP/6/g/jGg4Ir+hEZGVOXlSfxef0FDT+SNGACVL6hPMkiX1t5qsWlXfq5w1l0SUG0w4Cyl7G/NXF/zvGBNOIjL188/6O/oYNGkCTJwItG0LqHnzYyIyEyachVReLqFnpGuVrrBV20Jjo8FXz39lljKJqOg7exaYNQtYtChl3po1wMsvs/aSiMyPCWch9Vrt1zAzZCYStYnZL5yJ37v9jl41epkxKiIqipKT9beU/OcfICYGOHEC2LMn5f1WrfTjY+ak/SYRUV4w4SxEzt0/h2sPr0Gg7wK6usdqCAQ60eHlFS/nqIzBdQejund12Kpt0aFiB0uGS0QKiY8HbtzQ9yDPSFKSvgPQtWvA6dPAzp36e5enplLphywaM0Z/GZ2IyJKYcBYSq86uQs/VPfNdzk+hKfePm3pgKsLeC2NPdaIixpBQXr+e8ePevdyX6eUFdOmif/bxAbp3Z40mERUcJpyFhI+Lj9nLjHgcwWSTSEEJCfqxK69f19c4PnoExMamPB4/1ieXcXEpz/fv6x/ZKVECKFXKtGOPoe2lWq0fE7N8eaBiRaBlS6BBA8CWZ3wiUghPP4VE84DmJnca+nz/5/h0z6f5KrNsibLQ6rRMOokK2PXr+jaSb7yR9zJcXYGgIP1A6oGBQEBAyuvAQMDdnZ17iKjoYMJZSOU32QSAO7F3YPtZyn/x8m7L0btG73yXS0Tp7d8PDB0KhIXpay/T6tpVP55liRKmD2dnwMkp5dnTU59cursX+EcgIrIYJpwKiYyPROOfGuPKwysFts1P93zKhJPIAmJigBYtUqZVKqBhQ6BePaB5c6BnT8CGFxqIqBhjwqmQLZe2FEiyWd6jPFRQwdHOEUtfWWrx7REVN+vW6Xt7G7z9NjBlCmsoiYhSY8KpEAdbB4tvg5fQiSzr4UPTZHPZMqBPH+XiISIqrJhwKqRL5S4YVHcQFoYuNJmvgr4XgGEsztz69LlP4WjrCAC49vAavjjwBUQE9jb2GNJgCFw1rvkLnIiQmAh88QUweXLKvAsXgCpVlIuJiKgwU4lI3jIbQlhYGPz9/XHr1i34+fnlq6yjt4+i0U+NzBRZxmqVroVTQ09ZdBtE1kwE+OMP4P33gcuXU+avXg1066ZcXERkeeb8zi+OWMNZSPwb+a/Ft/FSlZcsvg0ia5SYCHz7LbByJfD33/p5pUvr22oOGsQOQURE2WHCWUj0r90f9+PvY9PFTVCr1IhPikdIWEi+y30y/kmBtBclsjYPHwI3bwLh4cDUqcDBg/r5Dg7620F++KF+WCMiIsoeE85CYuk/SzFm+xizl6ux0Zi9TCJrpdXqE8tvvgE2bAB0upT3XF317TZfeQUoU0axEImIiiQmnAoJjw1HpTmVEJcUZ9ZyD7x+AFU8q8BWbQt3B3eoeCsSonTu3gV++EHfDvPhQ/04mtHR+ttQxsenLFeqlP7SeXAwMGkSUK2aUhETERVtTDgVcuzOMbMnm+XcyqGxX2PYqvnfSpSUBJw8qU8mk5L0tZdhYcCRI8CaNfr5GXF2Bvr3B0aNYoJJRGQuzEwKUNSTKFx7eA0CQWnn0hhafyi2XtkKALgefT3f5d98dBNxiXFwc3DLd1lERdm1a8DzzwNXr2a+TK1a+jEzvbz0l8tdXfW3lKxcmZ2AiIjMjQlnAbn44CKq/M/yg/T5zvaFWqUGAPzR+w+0Cmpl8W0SKUkEOHoU+Pxz4M4dICJC/2zg6Qn4++uTSC8vfaLZqZP+lpNMLImICgYTzgJiGIzd0lJfpu/6e1dEfxgNGzW/Vcl6xMQAv/2mH57o1i3gzBl9kpmaWg20agWMHAm89JIiYRIRUSpMOAuIv5s/ZKJ+jH0RwZl7Z1BrQS2LbnNOxzlMNskqiAD79wO//w6sWKHv6JOaoyPQvj1Qvz7QsSMQFASULKlMrERElB4TTgWoVCpEPYmySNnRH0azDSdZjcRE4MYN/ZiX69alzK9SRd/+MihI/3jmGf34mEREVDgx4SxAFyIv4MCNA9CJDjrR4b3G7+Hc/XPQihZ/3/kb0U+j870NrWjzHyiRgh48AJYuBRYtAk6d0tduAoBKBQwYoE8027Rh+0sioqKECWcBOX33tMUvoQe5B6GEPW99QkWPCLBpE/D998COHfqaTQMHB6BuXeCzz/SJJhERFT1MOAtIaZfSFil3ebfleL7887BR2cBGbYNEbSK0ojVOG3qsExVWUVHAp58C8+alzKtfH3jjDeDllwEfH33tJhERFV1MOAuIt7O3sdMQAMQkxKDbym7YeXVnvsrts6ZPjpd9o84bWPjiwnxtj8hcLlwAhg8H9uxJmTdwoP4+5TVqKBYWERFZABNOhbhqXLGj/w7j9NJ/luLVda9adJtXHl6xaPlEOTVxIjBlSsp0+fLA+PH6Wk0iIrI+TDgLifOR581eZmO/xpjRdgYAQK1So5FvI7Nvgyi3Nm82TTb/+QeoWVO5eIiIyPKYcBYSviV887xu9VLV4WLvAo2tBiIpl+3/1+l/qFXash2ViHIjMRF44YWU6ZUrmWwSERUHTDgLiUH1BiH6aTT23dgHneigFS20Oi20ooVOdDh061Cm6569fzbD+c8teg4PPnjAwd+pUBAB3nxT/9reHvjrL6BBA2VjIiKigsGEs5CwVdvC19UX5T3KI0mbhGRJxu2Y27gffx9Pk5/mqczxzccz2aRCY9o04Jdf9K9//ZXJJhFRccKEs5BYeGIh3tr0Vr7L4Z2GqDC6ckXfKQgA/vc/oGdPZeMhIqKCxUEaC4lA90CzlKMTnVnKITKnt1L9lhoxQrk4iIhIGUw4C4lP93xqlnJc7F3MUg6ROe3erXQERESkJF5SLySuRV8zSzmvrHwFZVzKQCc6fPrcpwhwDzBLuUR5dfduyut9+5SLg4iIlMOEs5C4F3fPLOVsurjJ+Hph6EIkf5rMjkOkqOPHU14/+6xycRARkXJ4Sb2Q+PjZj5UOgcgiTp7UP1esCKh5xiEiKpaK5Ol/6tSpaNq0KZycnODu7p7hMjdv3kSXLl3g7OwMLy8vjBo1ComJiSbLnD59Gi1atICjoyN8fX0xZcoUk4HTLSkmIQZlZ5WFarIKqskqfHHwC7OU2yO4B16v8zreqPMGrr1zjbWbpLgtW/TPd+4oGwcRESmnSF5ST0xMRI8ePdCkSRMsXLgw3ftarRadO3dGqVKlcPDgQTx48AADBgyAiGDOnDkAgJiYGLRt2xatWrXCsWPHcPHiRQwcOBDOzs4YM2aMxT/Dx7s+RvjjcLOW+VzAc1jebTmTTCpU/v5b/9y8ubJxEBGRcopkwjl58mQAwOLFizN8f/v27Th37hxu3bqFsmXLAgBmzZqFgQMHYurUqXB1dcXSpUvx9OlTLF68GBqNBjVq1MDFixcxe/ZsjB49GiqVyqKf4c16b2LusblmLfOvm38h6kkUSjmXMmu5RHklAiQk6F936aJsLEREpJwieUk9OyEhIahRo4Yx2QSA9u3bIyEhAcf/68EQEhKCFi1aQKPRmCxz584dXL9+PcNyExISEBMTY3zExsbmOcbaPrUhE8X4qF26dp7L+qjZRxjdeDQODTrEZJMKlbmpflPVr69cHEREpKwiWcOZnYiICJQuXdpknoeHB+zt7REREWFcJjAw0GQZwzoREREICgpKV+60adOMtavm1q9mP5y6eypP637515cAgNmHZ6NemXpwsHWACirM6zwPtUrXMmeYRLmyZo3+uXVroHFjZWMhIiLlFJoazkmTJkGlUmX5+NvQGCwHMrokLiIm89MuY+gwlNnl9HHjxuHRo0fGx7lz53IcT3aeLWee8WJOhJ/AoVuH8Netv9B8UXNodVqzlEuUFyVK6J8fPVI2DiIiUlahqeEcOXIkevfuneUyaWskM+Pj44MjR46YzHv48CGSkpKMtZg+Pj7G2k6De/f0Y2GmrR010Gg0JpfgY2JichRPTiw/s9xsZRl80vwTdiAiRd28qX++elXZOIiISFmFJuH08vKCl5eXWcpq0qQJpk6divDwcJQpUwaAviORRqNB/f8akjVp0gQff/wxEhMTYW9vb1ymbNmyOU5szWnO0Tn5LuO7Dt/h7UZvmyEaovy7fx849V8rEXYYIiIq3grNJfXcuHnzJk6ePImbN29Cq9Xi5MmTOHnyJB4/fgwAaNeuHYKDg9G/f3+EhoZi165dGDt2LN588024uroCAPr27QuNRoOBAwfizJkzWLduHb744osC6aGekRHPjMh3GaO2jkJsQt47MhGZQ3w8sH074O2dMs9CTZ+JiKiIKDQ1nLkxYcIELFmyxDhdt25dAMCePXvQsmVL2NjYYPPmzRg+fDiaNWsGR0dH9O3bFzNnzjSu4+bmhh07dmDEiBFo0KABPDw8MHr0aIwePbrAPw8AzOk4B72q98K9uHtI1iWj95qsmxdkpHbp2nC0c7RAdEQ5ExYG1KoFPHyYMm/tWkCBiwZERFSIqKSgbq1jhcLCwuDv749bt27Bz88vV+tGxkei6cKmuBR1KV8xXB11FUEe6XvUExU0EaBvX+D33/XTw4YBH30ElCunbFxEROaQn+98KqI1nNZg8cnF+U42AX3iyoSTCoMFC1KSzbVrgZdfVjYeIiIqPIpkG05rEFwq2Czl1PCuYZZyiPLrnXdSXjPZJCKi1JhwKqRTpU44MvgI5naai/md58O3hG+eytlyaYuZIyPKm6Qk/XOqG3wREREB4CV1RTX0bYiGvg0BAMduH8PPJ3/OdRl/3foLFUpWgK3aFpVKVoLGVpP9SkQWUK0acP488O23SkdCRESFDRPOQqK8R/k8rff14a/x9eGvAQA2KhvEjIuBk52TOUMjytbTp/pkEwDc3JSNhYiICh9eUi8k7G3s812GVrRw/sIZqskqqCarsO3yNjNERpS91GNdGBJPIiIiAyacColLjEPPVT2NyeEHOz8w+za6rezGe6lTgXBMNfzr/PnKxUFERIUTE06FbL28FavOrbLoNn7o8gPvpU4Fxva/Bjp16igaBhERFUJsw6kQrVim5vHhhw/h7uBukbKJspKcrH/+/Xdg+XJlYyEiosKFCWcBiU+Kx/O/PI+QsBCLbsfjKw/j67FNxmJGuxkW3R4RERFRdnhJvYDsubbH4slmWj+e+JFtOImIiEhxrOEsIH6uBXPf1aH1h8JGbQMRwUfPfsQ2nERERKQ4JpwFpLZPbZwaegp7r++FWqVGaHhongZ6z870ttNRQlPC7OUSZWfhQmDQIP3rqCigZEll4yEiosKDCWcBqlW6FmqVrgUAuPTgklkSTm9nb1QvVR02aht82+FbJpukmNdfT0k4jx4FOnRQNh4iIio82IZTIftv7DdLOffi7mHP9T3YeXUnqs+rjtiEWLOUS5RbKlXK682blYuDiIgKHyacCjl255jZy6xdujYc7RyzX5DIQlq31j/Xq6dsHEREVLgw4VTI+ObjzV7mC5VfgK2arSRIOQ8e6J9dXZWNg4iIChcmnAo5Hn7c7GVOPTAV0U+jzV4uUU48fQqcOaN/Xbu2srEQEVHhwoRTIU38msDHxcfs5T5JemL2Moly4ulTQPvfsK8l2HeNiIhSYcKpkNIupRE+JhwyUSATBZ+1+sws5ZZ05Fg0VPBEgI4d9a9tbQFPT2XjISKiwoUN/hQS/TQaHX7rgCO3j5itzB7BPWBvY2+28ohy6uuvgcOH9a/nztUnnURERAas4VTI1yFfmzXZBIBV51bhUcIjs5ZJlJ0nT4AxY1Km33pLuViIiKhwYsKpkFZBrZQOgSjfHj0CmjVLme7eXblYiIio8OKFL4W0DGyJyPcj8eDJA9jb2CPo26B8l9m3Zl+4adzMEB1RzlStCkRE6F+vWsWEk4iIMsaEU0GeTp7wdNL3rvBz9UNYTFi+yvMr4QdV6tu9EFmYIdkEmGwSEVHmeEm9kOhdvXe+y5h+aDrH4SQiIqJChzWchcSXz3+JKl5V8Pedv6Gx0eC7o98pHRJRjnl5KR0BEREVZkw4C4mDNw/izY1v5rscETFDNEQ5U64ccPMmE04iIsoaL6kXEmvPrzVLOWzDSQXp5k3984ULysZBRESFG2s4C4ncXELvW7MvAEAnOiTrkqHVaaEVLT5q9hHcHdwtFCGRqdSV6QMHKhYGEREVAUw4C4kJz03AlP1TcrSsvY09bFW2GFhnIJqVa5b9CkQW8PPPKa/HjVMuDiIiKvyYcCrkQfwDtFjcAmfvn831uotPLgYA/BT6Ey69fQkVS1Y0c3RE2Tt3Tv9ctSpQubKysRARUeHGNpwK2X9jf56SzbQ0NhozREOUOzod8Mcf+tf9+ysbCxERFX5MOIu4Py//qXQIVAy1agVcuaJ/3aOHsrEQEVHhx4RTIQ3KNjBLOQ19G5qlHKKcio8H9u/Xv1argUqVlI2HiIgKP7bhVIi/mz9uvHsDFyIvICE5AV1/75qncip7svEcFRwRoFevlOlHj5SLhYiIig4mnAVo59WdWHV2FZJ0SVh+ZjmeJj/Nd5lXoq6gZumaZoiOKHPx8cC6dcCPPwL79unnff014OKibFxERFQ0MOEsIMduH0PbX9uavVwnOyezl0lkcP48MHs2sGIFEBurn2dvD0yYALzzjrKxERFR0cGEs4A8ePLAIuUm6ZIsUi6RCNCyJXDvnn46KAh47TX9IO+BgQoGRkRERQ47DRWQVoGt0LtGb7OXm6RlwkmWoVKZJpZjxgCTJjHZJCKi3GPCWUA0thos77YcMlEgEwXxH8ejc6XO+S43+ml0/oMjysT27UCfPvrXI0cCmzYpGw8RERVNTDgVcjz8ODZf2pzvcp4kPzFDNEQZc3MDfvsNGDBAP/3VV8rGQ0RERRMTToXciL5hlnLa/9YeqskqqCar8Nyi56ATnVnKJTJQq/WdhADg4EFg925l4yEioqKHCadCAt0DzV7mgZsHEJsQa/ZyicqXT3ltuMMQERFRTjHhVEhjv8YY22QsAEAFldnKFYjZyiIyWLIk5XWdOoqFQURERRSHRVLIRzs/wsyQmQBynyT2rtEbapXa9AE1RjUaBXcHdwtES8VdUqrBEJhwEhFRbjHhVMjDpw/ztN7oxqMxq/0sM0dDlLnjx4GFC1Om//0XqFFDuXiIiKjoYcKpkNqla+dpPQ70TgXl3j2gXz9g586UecOHA9WrKxcTEREVTWzDqZC4pLg8rXcr5hZE2E6TLO/771OSzVdfBU6eBObO1Q8IT0RElBus4VTIh80+RA3vGjh06xA0NhpM2jcpR+utv7Ae6ikZ/06oXqo6Tg49CVs1/1vJfFQq4NdflY6CiIiKMmYmCrkffx/DNw/HrZhbZivz7P2ziE+Kh6vG1WxlUvF1+7b+mRXqRESUX0XykvrUqVPRtGlTODk5wd3dPd37p06dQp8+feDv7w9HR0dUq1YN3377rcky169fh0qlSvfYunVrgXyGQ7cOmTXZNODldjKX9euVjoCIiKxFkazhTExMRI8ePdCkSRMsTN199j/Hjx9HqVKl8Ntvv8Hf3x+HDh3CW2+9BRsbG4wcOdJk2Z07d6J6ql4QJUuWtEjMIoJV51bh139+hVanRaI20Szl9qzeE1U9q0IrWgyoPQBuDm5mKZdowABg+nSloyAiImtQJBPOyZMnAwAWL16c4ftvvPGGyXT58uUREhKCtWvXpks4PT094ePjY5E4Uzt25xh6re5l1jLLuZXDLy/9Ao2txqzlEiUnAwsWKB0FERFZiyJ5ST0vHj16lGHtZdeuXeHt7Y1mzZph9erVFtt+Fc8qZi/z5qObuBd3z+zlUvEjAkRGAlu2AKNGAQEBQEyM/r3Bg5WNjYiIir4iWcOZWyEhIVi5ciU2b95snOfi4oLZs2ejWbNmUKvV2LBhA3r16oUlS5bg1VdfzbCchIQEJCQkGKdjY3N+3/Jz98/l/QNk4VHCI/jD3yJlk/WKiwMWLwb27QMuX9bfH92QYBp4eemTz08+USREIiKyIoUm4Zw0aZLxUnlmjh07hgYNGuSq3LNnz+LFF1/EhAkT0LZtW+N8Ly8vvPfee8bpBg0a4OHDh5g+fXqmCee0adOyjTEz9crUQ4/gHlh1blWe1s/MxQcXUcObt32hnLlyBfj5Z/3l8qio9O8HBQHt2wMdOwIdOgD29gUfIxERWZ9Ck3COHDkSvXv3znKZwMDAXJV57tw5tG7dGm+++SY+yUE1TePGjfHTTz9l+v64ceMwevRo4/Tt27cRHByco1g0thqs7LHSOP3N4W/w3rb3slgjZ9w07CRE2Tt/HvjhB+Cbb1LmVawIDBqkv3NQhQr6ZNPRUbEQiYjIihWahNPLywteXl5mK+/s2bNo3bo1BgwYgKlTp+ZondDQUJQpUybT9zUaDTSalA46MWmvQeaCuQZnL6EpYZZyyDolJgITJwJffZUynqZaDSxbBnTvDtjYKBsfEREVD4Um4cyNmzdvIioqCjdv3oRWq8XJkycBABUrVoSLiwvOnj2LVq1aoV27dhg9ejQiIiIAADY2NihVqhQAYMmSJbCzs0PdunWhVquxceNGfPfdd/jqq68K5DNobMzTs9xc5ZD1iY0FqlYF7tzRT3fuDLz9NtCuHW9PSUREBatIJpwTJkzAkiVLjNN169YFAOzZswctW7bEqlWrcP/+fSxduhRLly41LhcQEIDr168bpz///HPcuHEDNjY2qFy5Mn7++edM22+aW8WSFc1SzvXo66jtU9ssZZF1ad06JdlcswZ45RVl4yEiouJLJbw1TZ6FhYXB398ft27dgp+fX67W7bGqB1afy/8wTCGDQlDauTRs1DYo41IGdjZ2+S6Tiq7ERGDrVmDmTODAAX1N5g8/cGgjIqL8ys93PhXRGk5r0DO4p1kSziYLm5hMx38cD0c79vwoTnQ6ICQEWLQIWLlSfykdAOzsgFmzmGwSEZHymHAqpGOljmherjkO3Dxg1nIfJTxiwlkMPH4MbNoErF0L7N4NPHiQ8p6PD9C/P/DOO4Cvr3IxEhERGTDhVMimi5vMnmyOe3YcfFwsf5tOUk5yMjB7NjB5MhAfnzLfxQXo1g14/XWgeXN9T3QiIqLCggmnQtpVaIfeNXrj9zO/56uc0CGhqONTxzxBUaH2+DHQsKF+TE1AP45m9+7ACy/o59ux+S4RERVSTDgLyIP4Byg7uywStYlmLfd2zG0mnMXEgAEpyea8ecDQoRzeiIiIigYmnAUkLCbM7MkmANQsXdPsZVLh9Ndf+ufhw4Fhw5SNhYiIKDeYcBaQ2j618febf2PXtV1QQQWVSmXyPHr76OwLScNGZcNbWxYDIsDcucDdu/ppHzbTJSKiIoYJZwGqX7Y+6petn+F7Xxz8ApHxkbkqTytauH/lnun7G3pvQJcqXXJVJhUuhw8DH34I7N+vny5dmrWbRERU9DDhVMjVh1dR4bsKFt1GnzV98OijR7BR84bZRY2I/s5AGzbox9nUaPRtNqdNAxw56hURERUxTDgVcjjssMW3seSlJUw2iygPD+DRI/3rmjWBLVsA3tiCiIiKKiacCnGwdbBIubHjYuFi72KRsqngGJJNADh1ir3RiYioaOPw0AopW6Ks2cusVLISNDYas5dLynr6VOkIiIiI8ocJp0LUKvPv+mRdstnLJGU891zK6+BgYOlS5WIhIiLKLyacCmno2xCx42IR9l4Ybo++bZYyr0VfQ4I2wSxlkXKSk4FFi/QDvQPA9evAq68Cu3YpGhYREVGesQ2nglzsXcze3nLA+gGwt7GHiODz1p+jYsmKZi2fzOfBA/2wR6GhwLVr+sTy+nXg5k190pmaszMQEKBElERERPnHhFNBcYlxeJTwCDrR4cUqL+KPf//Id5lrz681vt56eSsefPCAPdULCZ0OOHcOWL8e+P134OzZzJe1twfKlwcqVNDfJ71/fyAoqMBCJSIiMismnAo5evsoGv3UyKLbeLvh20w2C4F164CffgIOHQKio03fq1JFn1BWqgQEBuofAQGAry9gw/86IiKyEkw4FWKuTkMHXj+AZ8s9a5ayyPz++ks/gLuBkxPQvDnQpw/QuTPg5aVcbERERAWFCadCGpRtgCfjnyA+KR7JumQkJCcgQZtgfP7y4JdYdW5VtuV4OHgUQLSUV/fumU47OQGNG+sTTnt7ZWIiIiIqaEw4FeRg65DpAPAre6xMN0+r0yJJl4S159ei39p+KO9RHsGlgi0dJuXDSy/p22wuXqx/jowEJk/WdxJaskTZ2IiIiAoKE84ixEZtAxu1DXZd1Y+P06VyF6h4C5pCKzZW324zJAS4c8f0vT59lImJiIhICUw4ixid6LDp0iYA+oSTlJWUpK+tvHgx/eN2BsOrtmgBfP+9vrMQERFRccGEs4g5evso7sXdg5vGDc8FPJf9CmQWSUnAv/8C//yjf5w5o5++dg3QajNfLyAAaNVK/2jZEihXrsBCJiIiKjSYcBYxG/7dAADoULED7GzsFI7GOogAMTFARARw967p8+3bwOnT+jEzEzK5iZOzs35Yo8qVTR+VKgElSxbsZyEiIiqMmHAWMRsvbgQAdK3SVeFIipbkZODSJeDyZeDKFf3j8mV9DWVYGBAXl30ZLi5ArVpA7dpAzZpAtWr6xLJMGYBNaYmIiDLHhLMIufbwGs7cOwMblQ06VuyodDhFwpMnwKBBwPLl2S/r5gaULp3y8PHRPwcH65PMoCBAbZ7hU4mIiIoVJpxFiKF289lyz8LDkeNv5sS9e6bJZmAg0KABULGi/raR5csD/v76O/s4OSkWJhERkVVjwlmE8HJ67gUEADNnAmPH6qcfPwZefhno21fZuIiIiIoTXiAsIh49fYS91/cC4HBIuTVmDLB3L+Dqqh94/eOPlY6IiIioeGHCWUiICLQ6LRK1iXiS9ASPEx/j0dNHeBD/APfi7mH1udVI1iWjimcVVPKspHS4RU6LFsCrr+pfx8crGwsREVFxw0vqCjlz7wwa/dQI8Um5y37+ffAvVJP1XaK7VO6CNT3XcHikHPjiC2DePP3r8eOVjYWIiKi4YQ2nQq5HX891spnWxosbcfXhVTNFZL2uXDFNMkeNUi4WIiKi4og1nArpXKkzQgaF4N/IfwEAA/8YmKdyniQ/MWNU1mfZMv2wSADg5aW/tznHzCQiIipYTDgVolKp0NivMRr7NQYA/Hn5T6w4uyLX5dyIvoGSjiVhq7aFl5MX7G3szR1qkRUTAwweDDx9CjRvDvz+O1C2rNJRERERFT9MOBV0+u5pHA8/joTkhDwlmwDw0oqXjK/LliiLS29fgpMdB5QE9AO2P/mvAnjPHsDGRtl4iIiIiismnArZfW032vzSxqxlRj+Nhk50Zi2zKLt9O+U1k00iIiLlsNOQQnxL+Jq9zPikeKjABoqAabK5e7dycRARERFrOBVTxasKZKIYp/+89Cc6LeuUrzLLuJThEEn/Wbs25fVzzykXBxEREbGGs9CYfmi6WcoRkewXKgY6dQLs/+s/tWyZsrEQEREVd0w4C4nTd0/nu4zwx+FI0CaYIZqir0IF4IMP9K9few24dUvZeIiIiIozJpyFxIQWE8xSDttwpnj//ZTOQnXrAh9+CKxZA1y/DrAimIiIqOCwDadC4pPiUe/7evj3wb9mLffmo5uo7l3drGUWVa6uwJkzwCuvAOfPA9NTtVrw8ADq1QPq19c/t2wJlC6tWKhERERWjQmnQt7e8rbZk00ACHQPNHuZRVnVqsA//wCrVul7qx8/rk9CHz4Edu3SPwBArQbatgVGjAC6dFE2ZiIiImvDS+oKGVRvkNnLHNVwFAd9z4CtLdCnD/Djj8CJE0BsLPD338APPwBDh+ovt+t0wLZtQNeu+vlERERkPipht+Y8CwsLg7+/P27dugU/P798lTXv2DyM2DIi3zGFjwmHj4tPvsspbv79V18bCgBt2gA7dyobDxERFS7m/M4vjljDWUgEuQeZpRzeSz1vLl9Oef3228rFQUREZI3YhrOQyO+g7wbxSfEo6VjSLGUVJ+7u+nacOh3Qs6f+0nrr1kD16kCVKoC3N6DiAABERER5woSzgMQmxKLhTw1xIfKCRbdTyqmURcu3Vs2aAfv2AaNHA8eOAatX6x8G7u76Hu3t2gHvvpsyqDwRERFljwlnAbkQecHiyaZapYZWtBbdhjV79lng6FF9T/aNG4EjR/RtO69fB6KjU3q1R0aaDrFEREREWWOnoXzITQNiEcHa82ux7Mwy6ESH9RfWmyWGw4MOo4SmBACggkcFaGw1ZimXUjx5ok88e/YELl3Sz4uOBtzcFA2LiIgKEDsN5Q9rOAuISqVCt+Bu6BbcDQAw/9h8DN8yPN/lejh6oLJn5XyXQ5lzdATq1AFCQwEXF/2806f1NaJERESUPSacBeh+3H2cu38OSbokbL602Sxl+rnyV1ZBiYhIeV2pknJxEBERFTVFclikqVOnomnTpnBycoK7u3uGy6hUqnSPBQsWmCxz+vRptGjRAo6OjvD19cWUKVNgqRYG/0b+C++Z3mi5pCXa/trWbAnn+fvnzVIOZe3LL4EaNVKmtWwqS0RElGNFsoYzMTERPXr0QJMmTbBw4cJMl1u0aBE6dOhgnHZL1eguJiYGbdu2RatWrXDs2DFcvHgRAwcOhLOzM8aMGWP2mJ3tnc1eJgA0+LGBRcrNTtvybbGqxyq4OVh/Q0YRYNy4lOmtW4GyZZWLh4iIqKgpkgnn5MmTAQCLFy/Ocjl3d3f4+GR8152lS5fi6dOnWLx4MTQaDWrUqIGLFy9i9uzZGD16NFRmHnTRz9UPMjHj2lMRwf34+yg9s7RZt2lJO67uwKaLm9CvVj+lQ7E4lQoICABu3NBPf/KJPuGsWVPZuIiIiIqKInlJPadGjhwJLy8vPPPMM1iwYAF0Op3xvZCQELRo0QIaTUqv7vbt2+POnTu4fv16gcR3OOww5hyZg3nH5hWpZBMAulXrhq5VuiodRoG5fFl/j3V3d/192OvXB2bO5KV1IiKinCiSNZw58dlnn6FNmzZwdHTErl27MGbMGERGRuKTTz4BAERERCAwMNBkndKlSxvfCwpKf6vJhIQEJCQkGKdjY2PzHN/2K9vR/rf2eV7f4PLbl1GhZIV8l0NZs7UF3nwT6NwZeOstYPNm4P339Y/HjwFny7SYICIisgqFpoZz0qRJGXb0Sf34+++/c1zeJ598giZNmqBOnToYM2YMpkyZghkzZpgsk/ayuaHDUGaX06dNmwY3NzfjIzg4OMfxaHVaTNk3Ba7TXOH+pXuek00/Vz8MbzAcoxqOwuFBh5lsFrCyZfWDwo8enTLvmWeA5cuBuDjl4iIiIirMCk0N58iRI9G7d+8sl0lbI5kbjRs3RkxMDO7evYvSpUvDx8cHEanHuQFw7949ACk1nWmNGzcOo1NlGrdv385x0nn09lFM3Dsxj9GnUKvUiEuKg050+O7od9Ae1kIrWmh1WnzY7EM08muU721Q1lQqYNYsoEULYNAg4Px5oG9fwMkJeOklfQ1oixZKR0lERFR4FJqE08vLC15eXhYrPzQ0FA4ODsZhlJo0aYKPP/4YiYmJsP/vxtjbt29H2bJlM01sNRqNSZvPmJiYHG+/bAnzdGu++egmlpxakuF76y6sw8MPH8Ldwd0s26Ksde2qvwPRN98Ay5YBV67on5ctA6ZOBT7+WOkIiYiICodCc0k9N27evImTJ0/i5s2b0Gq1OHnyJE6ePInHjx8DADZu3Igff/wRZ86cwZUrV/DTTz9h/PjxeOutt4wJY9++faHRaDBw4ECcOXMG69atwxdffGGRHuoAEJdUMNdbeafSglWyJDBliv6Wl0eOpAwIP348cOaMsrEREREVFoWmhjM3JkyYgCVLUmr56tatCwDYs2cPWrZsCTs7O8ybNw+jR4+GTqdD+fLlMWXKFIwYMcK4jpubG3bs2IERI0agQYMG8PDwwOjRo00umZtTcKlgXH/nOk6EnwDw38D0UBlfT9k3BcfDj+drG189/xU8HD3yHSvlnkoFNGyor/F0dtbff33GDGBJxpXRRERExYpKWCWWZ2FhYfD398etW7fg55e/W0yW/KokHj59mOv19g3ch+cCnsvXtsm8qlbVJ561agGnTikdDRERmYM5v/OLoyJ5Sd0aDa43OE/rsb1m4SKiTzYB4NlnlY2FiIiosGDCWUhEP43O03q1F9SGarIKqskq/HD8B/MGRbmW+nrB888rFwcREVFhUiTbcFqD8Nhw1JhfA1FPosxW5pBNQ9AjuAfbcSpIrdbfjSg6Wn9HopdfVjoiIiIi5bGGUyFHbx81a7Jp4ObgZvYyKXfefVf/zA5DREREekw4FWKpWsjYhLzfbpPMY+5c/fPt28rGQUT/b+/Oo6Oo8j2Af6tD0gnZCITsIQTCFgKIxEBYhkVAeLJokAdGnTAj+HAMjgQdJ7wzJjAgiAIiKOKgCA4YHSGKIJuGBHnsEIQQkC2QhSwI2QhmIX3fH2U6RAJZurqru/P9nNOnq7qqf/Vr7qmTH7eq7iUic8GCUyXfnPtG7RTISLy95fdRo9TNg4iIyFyw4FTJwkcXYljHYYrHrRbVisekphk0SH7fswcYN06eBvPIEeDOHXXzIiIiUgsfGlJJam4qkq8kGxznlf6vAJALzZmhM9HWoa3BMckwixYB164B33wDbN8uvwCgUyfgzTeBiAjA1lbdHImIiEyJBadKHGwdFInz7uF39cs7Lu5A+l/SYWvDakZNrq7A118D6elysfnjj0ByMnD5MjB1KuDhAQwfDgwZIr8HB6udMRERkXHxkrpKPBw9YN/KXtGYF29eREV1haIxqfmCg4HXXgO2bgUyM4E33gA8PYGCAuCLL4DoaKBnT7nH8+xZtbMlIiIyHhacKknKSEL5nXJFY64auwpOdk6KxiRltGkDzJsnF55JScD8+XLvJgAkJrKXk4iIrBvnUjdAU+dV/fmXn5F8JRmV1ZVIOJOAA1kHFM+p8PVCTndpIW7dApyda9d5JhIRmS/OpW4Y3sNpIqfzT6P3h72Neoz5w+az2LQgK1bULmdlqZcHERGRsbHgNBFPJ0+jxB3VaZT+MvqJvBN4IuEJAICAwJKRS9DNvZtRjkvNIwSQkSHfw7lwofzZ888D/M8yERFZMxacJuLh6AERd/9rptI8qVlx91zec99tyVeScfNvN2GjsWlWbFLOrVvyeJyrVwP5+bWfBwQAcXHq5UVERGQKLDhVklOSg6CVQYo/OHS3mAExLDbNgE4HDB4M/PSTvG5rCzz0EPDss0BUlDyMEhERkTVjwamSdSfXKVZs+rv4QyNpsGLMCkzsPlGRmKScjIzaYjMhAZg4EbBXdkQsIiIis8ZhkVSi5LSWWSVZuFp8FU988QQKfy1ULC4pIz1dfrexAf77v1lsEhFRy8MeTpUM7jAYuXNycbXoKqpFNQrKCvDkF08aFPNvA/8GNwc3hTIkpdTcoylJ8ouIiKilYcGpkks3LyFoZZCiMTkkknnS/HYd4UnD/j9BRERksXhJXSWXCi8pHnNu0lxI8yT9a3P6ZsWPQU03aJD8fvkyB3cnIqKWiQWnSkZ3Ho2Dzx/Ee2Pew8qxKxHiEaL4MaZ9Mw3VumrF41LTzJ4tvx8/Dmzfrm4uREREauAldRM6mnMUOy/uhIDczSWh9oa+tII0xY+3KWITh0UyAx07ykXn8uVAZCRw8iTQqZPaWREREZkOC04TOZl3EmFrwxSN+bD3wzgy/QiLSgswb55ccJaWAp0789I6ERG1LLykbiL5t/Ib3qmJTuSeQE5pjuJxSXnOzvL4mzW++kq9XIiIiEyNBaeJaCTj/FPvz9yPbee3Yfv57SgqLzLKMUgZiYnAM8/Iy5Mns+gkIqKWQxKCF/eaKzs7G/7+/sjKyoKfn98D9y2rLMPIz0biUPYho+ZUGlsKJzsnox6Dmq+6GnBzky+tA0BeHuDpqW5ORETUsKb8zad7sYfTRHRCh+LyYqMeo5NbJ2httEY9BhnGxgbYuLF2/dNPVUuFiIjIZPjQkImc++Uczv5yVvG4+a/mw8PRQ/G4pDydDti8GXjttdrPbG3Vy4eIiMhUWHCaSMc2HRWJ89f+f8VrA1+DJElo59AO2lbs0bQEd+4A06bV7d1s3x6IjlYtJSIiIpPhJXUTyb2Vq0gcOxs7+Lr4wsfZh8WmBfjxR2D6dMDLq7bY7N1bHoszPx+ws1M1PSIiIpNgD6eJ9PbsjVMzTyHlagokSIhLjsONX280Oc6xa8fwwrcvAAD+2OePGNxhsNKpkoFu3waSk4EPPqg7s1C7dvLT6YsXA66uqqVHRERkcnxK3QCGPLEmhMBnpz7DV+lfQUBg2/ltzcrh+AvH8bD3w836LilDpwNOnwb27AF27ZJ7NSsq5G2tWgFRUcDTTwNDh8rrRERkefiUumH4508ld3R3kFOSg5zSHBhS8xtrfE96sJs3ge++A7ZulQvNoqK62/38gHHjgL/+FejeXZUUiYiIzAYLTpVsO78Nc5PmGhwnrSANXk5e0EgatHNox2kujej6dWDTJnkA9/375TE1azg6AkOGAI89Jr+6dwckSb1ciYiIzAkLTpUMCRiCoLZBuHjzokFxnkt8Tr/c2rY1bvztBuxb2RuaHv3Ot98CERHy0+Y1evUCJkyQezJDQ3m5nIiI6H74J1Il7q3dcWHWBf36D5d/wMjPRhoU83bVbYMuz9O9iovlB39qpqQEgHfflQvNwEDV0iIiIrIoLDjNxKn8U4rEqdJVwQEOisRqqc6dk+/N/O67upfO7eyA9HSgc2d18yMiIrI0fOLETET2ijQ4xiD/QXC0dVQgm5ZJp5OfJu/RA3j9dSAlRS42u3cH4uKArCwWm0RERM3BHk6V/PzLz+j+vrKPL3s6efKpdQOsWwckJNSur1oFjB0LdOqkXk5ERETWgAWnSrJKshSPueXsFhRXFKONfRvFY7cEW7bI77NmAStW8ClzIiIipbDgVElZZZkicR4NfBQ+zj4AgFcGvMJis5mEAHbskJeHDGGxSUREpCQWnCrp79cfbvZuKCwvNCjOu2PeRYhHiEJZtTzFxcDmzcDSpXLRCQABAermREREZG1YcKrEy8kLN1+/qV8Pfj8YZ3852+Q4vVb30i/HD41H3LA4RfKzdseOAW+/LT+NXl5e+3lcHBAWpl5eRERE1ohPmJgJJQZrj0+JR3ZJtgLZWLe1a4FHHgG+/FIuNrt3BxYuBK5eBeLj1c6OiIjI+rCHU0VnCs7ox99MzUtVJCafUn+wa9eAGTNq148fB/r25T2bRERExsSCUyVJGUl4dMOjisbs2b4n2jm0UzSmtVm7Vn63swMuXQL8/NTNh4iIqCVgwWlCpRWlyC7JhoBAUXmRIjELXy+Eo60jbDQ27N1sBIffJmEKCAB8fdXNhYiIqKVgwWkil25eQtDKIMXjDlk3BBO7TYRO6PCnh/6ELu26KH4Ma1FRAWT/dovrhQtAaSng4qJuTkRERC0BC04TaaUxzj91WkEa0grSAACL9i9C0etFcLV3NcqxLFVREfDxx8D77wMZGfJnERGAs7OqaREREbUYLDhNJKBNAKrfqIZO6KATOozcMBI/Zv6o6DFGdhoJZy2rqBoHDgBr1gDffCOPtwkAXl7A8uXAlCl8UIiIiMhUWHCakEbS6O+zfCr4qWYXnAP8BkAIgdkDZmNKyBQlU7Qazz4LbNxYu961KxATAzz3HNC6tXp5ERERtUQW+ZTJwoULMXDgQLRu3Rpt2rS5Z/unn34KSZLqfRUUFAAArly5Uu/2nTt3muQ3eDl5Nfu7h7IP4XDOYUzdPBXSPEn/mrltJkTNdDktmBC1xWb//sC+fUB6OvA//8Nik4iISA0W2cNZWVmJyZMnIzw8HB9//PE926dMmYIxY8bU+WzatGkoLy+Hh4dHnc+///579OzZU7/etm1b4yT9O092fxJrxq3B7ku7oZE0+E/6fwyOueb4GvxXl/+Cq1a+hzPcPxx2NnYGx7U0d18q79dPnhudiIiI1GORBee8efMAyD2Z9XFwcIBDzfg3AK5fv46kpKR6i9N27drBy6v5vY3NVTOMUZWuChIkDA0YipSrKQbHnZgwUb/cpW0XnIs+1+KGS6q5XxOQZxEiIiIidVlkwdlUGzZsQOvWrfHUU0/ds23ChAkoLy9Hly5dMHv27Hr3MYaPjn+EF7e/aNRjdG7bGRJa1pMxJ04AkZHysrc3YKLmJCIiogdoEQXnJ598gsjIyDq9nk5OTli2bBkGDRoEjUaDrVu3YsqUKVi/fj2effbZeuNUVFSgoqJCv15aWtrsnJTqddwUsQnd3LtBgoTu7t3hYOvQ8JeskBDABx8As2cDVVWAjw+wfbtcdBIREZG6zKbgjI+P118qv5+jR48iNDS0SXEPHjyI9PR0bNiwoc7n7u7umD17tn49NDQUhYWFWLJkyX0LzkWLFjWYY2N1cO2gSJzILZF11svmlqG1bct6MubWLWDAAODMGXl94kR53M12nOWTiIjILJhNwRkdHY2pU6c+cJ+OHTs2Oe7atWvx0EMPoV+/fg3uO2DAAKytmWy7HrGxsYiJidGv5+TkIDg4uMk5AUDXdl2b9b0HaefQzmgDzJurmzeBQYOAc+fk9RdfBFatAjQt67ZVIiIis2Y21Ym7uzvc3d0VjXnr1i18+eWXWLRoUaP2T01NhfcDrsFqtVpotVr9eklJSbNz6+TWCSKudgijoZ8Oxb6r+5ocp4NrB3g7eUOSJCwYvqDFPZW+cWNtsfn113LvJhEREZkXsyk4myIzMxM3b95EZmYmqqurcfLkSQBAUFAQnJyc9Pt98cUXuHPnDp555pl7Yqxfvx62trbo27cvNBoNvv32W7z33nt46623TPUzcPb6WZy5fgYaSQP7VvbNipFZnInM4kwAwMjPRiL/1Xx4OHo08C3rERYm92bqdMD06UBZGfD005xFiIiIyJxYZMH5xhtvYP369fr1vn37AgD27t2LYcOG6T//+OOPERERATc3t3rjLFiwAFevXoWNjQ26du2KTz755L73byptb8ZejNgwQvG4Dq1a1kND/fvLU1hOnw6kpQHPPCP3eq5eDXRQ5jZZIiIiMpAkODVNs2VnZ8Pf3x9ZWVnw8/Nr0nfP/XIOPd7voXhORa8XwdXeVfG45q6yEnjrLWDBAnnZwwNITZWfViciIjKUIX/zyUKntrQG3d27Q8QJ/csQWhv5vtLdz+5ukcUmANjZAf/4B/Db3RUoKACWLVM1JSIiIvoNC04zMbPfzGZ/t6JaHht09L9Ho6Si+Q8yWYMTJ2qXH35YvTyIiIiolkXew2mNrhRfUSTOP1P+iVaaVtBIGmgkjX4KTftW9pgZOhMuWhdFjmOOjh4Fam7BHToUaGCULSIiIjIRFpwquaO7g/cOv4fNZzdDJ3Q4lH1IkbjvHHznvtv+ferfOPXiKUWOY26uXwcmTZKXO3cGtm3jWJxERETmggWnShLPJmLO7jkmPeaT3Z806fFM6bnngKwsICBAfmr9rtGxiIiISGUsOFVyMu+kInHih8ZjbJexEEKgl2evFjetJSBPablrl7y8ZYv8hDoRERGZDxacKunu3l2ROPEp8YhPidev34q9BUc7R0ViW4Lbt4GXX5aXu3blg0JERETmiAWnCe26uAv/Sf8PhBC4VHhJ8fiejp6wtbFVPK65un1bHvg9LQ3QaoEPPlA7IyIiIqoPC04TOX7tOMZsHKN43DDfMPg4+0CChL8P/nuLmkvdxQWorpaXd+8G/vAHdfMhIiKi+rHgNJGgtkHwcfbBtdJrisY9knNEv5x4LhGFrxeijX0bRY9hrmqKTYDFJhERkTljwWkirvauyInJ0a8fyTmC/mv7K3qMyF6RcNW2jJmGdLraZYeWNX08ERGRxWHBqZIw3zCUxpaiuLwYkiRh+cHlDxxD835+/NOPGNxhsBEyNG+3b9cux8aqlwcRERE1jAWnipzsnOBkJw8YOSl4UrMKziHrhtRZr/pHFVpprL9Z757C8qmn1MuDiIiIGsa5WMzEidwTDe/UCBdvXlQkjrkbPrx22d9fvTyIiIioYdbfFWbGrpVeQ2ZxJiRISLmaokjMzm6dFYlj7u6+h5OzChEREZk3Fpwq2Z+5/57L4c3x1eSvMCl4kgIZWY67i83oaPXyICIiosbhJXWV2Eg2isR5c/+b6LumL3qv7o2dF3cqEtPcLVxYu/zCC+rlQURERI3DHk6VKDUe5933fo7dOLZFjMN5/Hjtcq9e6uVBREREjcMeTpWMCRqDyF6RisacFTarRYzD6esrv3frpm4eRERE1Djs4VSJo50jNkZsxMaIjQCA8Z+Px7bz25ocJzkqGWG+YbBvZQ9JkpRO0ywlJcnvP/+sbh5ERETUOCw4zYS/S/PG9hm2fph+uYNrB1yYdcHq51M/d07tDIiIiKgpWHCaiE7osOT/luC9w+/BRmMDG8mmzvu5XwyvonJKclBVXWX1BefMmcCHH6qdBRERETUWC04TOZJzBLE/KD8H42sDX8NTwU+hWleN3p694WjnqPgxzA3v3SQiIrIsfGjIRB7yegiPd3lc8bjhfuEI8w1DuH94iyg2ASA4WO0MiIiIqCnYw2ki9q3ssS2y9qGg3Zd247F/P2Zw3IgvI/TLno6eWDBiAap11agW1Xim1zNwtbe+p9bvHvidiIiIzB8LTpX0cO+heMz8snzM+HaGfn3BvgXImp0FG40yg8ybi02b1M6AiIiImoKX1FXyU/5PRj/GqM6jrK7YBIBRo2qXq6rUy4OIiIgahz2cKnm8y+P4avJXSMqQB5X8PO1zFJYXGhw3e3Y2fF18DY5jzqZMAf74R3l5/Xpg+nR18yEiIqIHY8GpEkmSMCl4EiYFTwIAFJYX4vO0zw2K+fdBf7f6YhMA7O4a9WntWhacRERE5o6X1M3Erku7DI6x+P8Wo6i8yPBkLMD8+fL74cPq5kFEREQNY8FpJvp49lEkjovWRZE45o7TWhIREVkOXlJXiRAC2y9sx96MvQCA8zfOKxLXZn7tQ0Ivh72MFWNXKBLX3GzcqHYGRERE1FgsOFWy4+IOjP98vFGPsSltE5Y9tswqn1RfuBD43/9VOwsiIiJqDBacKunZvqdR4s4KmwVXrSuqRTVe7v+yVRabADBmTG3BqdMBGt4cQkREZLZYcKokoE0ARJzQr1dWV2L5weXYl7kPOqHDzos7mxV3/vD5aGPfRqEszZeo/adDairQr596uRAREdGDseA0E/m38rH80HLkl+UbFEfcXYlZsbsLzE2bWHASERGZMxacJlRVXYWyqjIAwJmCMxi8brDixxAQ0InaycYlSLXLklTfVyzeli3A0qVqZ0FERET3w4LTRI7kHEH/tf2Nfpx2S9rdd9vTIU9j0yTrm4j8yhW1MyAiIqIH4aMWJpJ/y7BL5Uq48esNtVMgIiKiFog9nCYyvtt4/DTzJ+y4sAMaSQONpIEkSfrl378kSEgrSENpZSkkSJAkSX95vObSuEbSoLVta9hqbOtcLq/Zf0K3CXC0ddQfp4d7D1V+u7GUlQE//ACMHat2JkRERPQgLDhNqLdnb/T27K12GlajdWtgvHGHMiUiIiIF8JI6ERERERkVC04iIiIiMioWnERERERkVCw4iYiIiMioWHASERERkVGx4CQiIiIio2LBSURERERGxYKTiIiIiIyKBScRERERGRULTiIiIiIyKhacRERERGRUFldwXrlyBc8//zwCAwPh4OCAzp07Iy4uDpWVlXX2y8zMxPjx4+Ho6Ah3d3e8/PLL9+xz+vRpDB06FA4ODvD19cX8+fMhhDDlzyEiIiKyeq3UTqCpzp07B51OhzVr1iAoKAhpaWmYMWMGysrK8M477wAAqqur8fjjj6N9+/bYv38/bty4gaioKAghsHLlSgBASUkJRo0aheHDh+Po0aM4f/48pk2bBkdHR8yZM0fNn0hERERkVSRhBV16b7/9NlavXo3Lly8DAHbs2IFx48YhKysLPj4+AICEhARMmzYNBQUFcHFxwerVqxEbG4v8/HxotVoAwOLFi7Fy5UpkZ2dDkqQGj5udnQ1/f39kZWXBz8/PeD+QiIiIVMW/+YaxuB7O+hQXF6Nt27b69YMHDyIkJERfbALAY489hoqKChw/fhzDhw/HwYMHMXToUH2xWbNPbGwsrly5gsDAwHuOU1FRgYqKijrHBYDc3Fxj/CwiIiIyEzV/63U6ncqZWCaLLzgvXbqElStXYunSpfrP8vLy4OnpWWc/Nzc32NnZIS8vT79Px44d6+xT8528vLx6C85FixZh3rx593weFhZm6M8gIiIiC5CVlYUOHTqonYbFMZuCMz4+vt5i7m5Hjx5FaGiofv3atWsYM2YMJk+ejOnTp9fZt75L4kKIOp//fp+auwvudzk9NjYWMTEx+vWbN28iMDAQaWlpcHV1fWDuZDqlpaUIDg5Geno6nJ2d1U6HfsN2MT9sE/PEdjFPxcXFCAkJQY8ePdROxSKZTcEZHR2NqVOnPnCfu3skr127huHDhyM8PBwfffRRnf28vLxw+PDhOp8VFhaiqqpK34vp5eWl7+2sUVBQAAD39I7W0Gq1dS7B1/D394eLi8sDcyfTKSkpAQD4+vqyXcwI28X8sE3ME9vFPNW0RatWZlM6WRSz+Vdzd3eHu7t7o/bNycnB8OHD0a9fP6xbtw4aTd3RncLDw7Fw4ULk5ubC29sbALB7925otVr069dPv8/cuXNRWVkJOzs7/T4+Pj73XGonIiIiouazuHE4r127hmHDhsHf3x/vvPMOrl+/jry8vDq9laNHj0ZwcDCee+45pKam4ocffsCrr76KGTNm6P+HEhkZCa1Wi2nTpiEtLQ2JiYl48803ERMT06gn1ImIiIioccymh7Oxdu/ejYsXL+LixYv3DEtQcw+mjY0Ntm/fjr/85S8YNGgQHBwcEBkZqR+nEwBcXV2xZ88evPTSSwgNDYWbmxtiYmLq3KPZEK1Wi7i4uHovs5N62C7mie1iftgm5ontYp7YLoaxinE4iYiIiMh8WdwldSIiIiKyLCw4iYiIiMioWHASERERkVGx4CQiIiIio2LB2YD4+HhIklTn5eXlpd8uhEB8fDx8fHzg4OCAYcOG4cyZMypmbJ327duH8ePHw8fHB5Ik4euvv66zvTHtUFFRgVmzZsHd3R2Ojo6YMGECsrOzTfgrrE9D7TJt2rR7zp8BAwbU2YftoqxFixbhkUcegbOzMzw8PPDEE0/g559/rrMPzxfTa0y78HwxrdWrV6N3795wcXGBi4sLwsPDsWPHDv12nifKYsHZCD179kRubq7+dfr0af22JUuWYNmyZVi1ahWOHj0KLy8vjBo1CqWlpSpmbH3KysrQp08frFq1qt7tjWmHV155BYmJiUhISMD+/ftx69YtjBs3DtXV1ab6GVanoXYBgDFjxtQ5f7777rs629kuykpJScFLL72EQ4cOYc+ePbhz5w5Gjx6NsrIy/T48X0yvMe0C8HwxJT8/PyxevBjHjh3DsWPHMGLECEycOFFfVPI8UZigB4qLixN9+vSpd5tOpxNeXl5i8eLF+s/Ky8uFq6ur+PDDD02UYcsDQCQmJurXG9MORUVFwtbWViQkJOj3ycnJERqNRuzcudNkuVuz37eLEEJERUWJiRMn3vc7bBfjKygoEABESkqKEILni7n4fbsIwfPFHLi5uYm1a9fyPDEC9nA2woULF+Dj44PAwEBMnToVly9fBgBkZGQgLy8Po0eP1u+r1WoxdOhQHDhwQK10W5zGtMPx48dRVVVVZx8fHx+EhISwrYwsOTkZHh4e6Nq1K2bMmIGCggL9NraL8RUXFwMA2rZtC4Dni7n4fbvU4PmijurqaiQkJKCsrAzh4eE8T4yABWcD+vfvjw0bNmDXrl3417/+hby8PAwcOBA3btzQT6fp6elZ5zuenp51ptok42pMO+Tl5cHOzg5ubm733YeUN3bsWGzcuBFJSUlYunQpjh49ihEjRqCiogIA28XYhBCIiYnB4MGDERISAoDnizmor10Ani9qOH36NJycnKDVajFz5kwkJiYiODiY54kRWNzUlqY2duxY/XKvXr0QHh6Ozp07Y/369fqbuX8/97oQgvOxq6A57cC2Mq4pU6bol0NCQhAaGoqAgABs374dERER9/0e20UZ0dHROHXqFPbv33/PNp4v6rlfu/B8Mb1u3brh5MmTKCoqwubNmxEVFYWUlBT9dp4nymEPZxM5OjqiV69euHDhgv5p9d//T6agoOCe/xWR8TSmHby8vFBZWYnCwsL77kPG5+3tjYCAAFy4cAEA28WYZs2aha1bt2Lv3r3w8/PTf87zRV33a5f68HwxPjs7OwQFBSE0NBSLFi1Cnz59sGLFCp4nRsCCs4kqKipw9uxZeHt7IzAwEF5eXtizZ49+e2VlJVJSUjBw4EAVs2xZGtMO/fr1g62tbZ19cnNzkZaWxrYyoRs3biArKwve3t4A2C7GIIRAdHQ0tmzZgqSkJAQGBtbZzvNFHQ21S314vpieEAIVFRU8T4xBjSeVLMmcOXNEcnKyuHz5sjh06JAYN26ccHZ2FleuXBFCCLF48WLh6uoqtmzZIk6fPi2efvpp4e3tLUpKSlTO3LqUlpaK1NRUkZqaKgCIZcuWidTUVHH16lUhROPaYebMmcLPz098//334sSJE2LEiBGiT58+4s6dO2r9LIv3oHYpLS0Vc+bMEQcOHBAZGRli7969Ijw8XPj6+rJdjOjFF18Urq6uIjk5WeTm5upft2/f1u/D88X0GmoXni+mFxsbK/bt2ycyMjLEqVOnxNy5c4VGoxG7d+8WQvA8URoLzgZMmTJFeHt7C1tbW+Hj4yMiIiLEmTNn9Nt1Op2Ii4sTXl5eQqvVij/84Q/i9OnTKmZsnfbu3SsA3POKiooSQjSuHX799VcRHR0t2rZtKxwcHMS4ceNEZmamCr/GejyoXW7fvi1Gjx4t2rdvL2xtbUWHDh1EVFTUPf/mbBdl1dceAMS6dev0+/B8Mb2G2oXni+n9+c9/FgEBAcLOzk60b99ePProo/piUwieJ0qThBDCdP2pRERERNTS8B5OIiIiIjIqFpxEREREZFQsOImIiIjIqFhwEhEREZFRseAkIiIiIqNiwUlERERERsWCk4iIiIiMigUnERERERkVC04iIiIiMioWnERERERkVCw4iYiIiMioWHASERERkVH9P44UqDMtyBzZAAAAAElFTkSuQmCC",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# dissolved oxygen and chlorophyll-a\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['do'], ranges['chlora']], profile_list, \n",
- " d['do'][0], -d['do'][1], 'Dissolved Oxygen', colors['do'], 'ascent',\n",
- " d['chlora'][0], -d['chlora'][1], 'Chlorophyll-A', colors['chlora'], 'ascent', 6, 6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 9,
- "id": "1003765c-b69f-4bb0-a67a-ff959ec56197",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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aiLp165oVuxBCWN0Zp99++w2nT5/WWezs7IzeXphx9kSzjaFTsJo761auXInk5GQsWbIE3bt3h5ubm9H1379/H5IkwdfX1+D7nTt3hpOTk/a1u7s7OnTogMOHD2d5mcgYf/75JypVqoRq1arpnMlr3bq1bHfGXb16Fffv30fv3r11Lke6ubmhS5cuOHHihLYvQ/PmzXHz5k3cunUL8fHxOHr0KNq0aYOmTZtqzxDu3bsXjo6OaNiwIQBg165dSE5OxgcffKCzD05OTmjcuLHBfejSpYvR8Xfv3h0ff/wxPv30U4P//QghMjwTmpycjBkzZiAoKAgODg6ws7ODg4MDrl+/rj1TqVGmTBksXrwYW7duRfv27dGoUaMs7xzx8fFB6dKlMWfOHHz77bcIDQ3N8K4Re3t7eHl54d69e1nu8/79+9GiRQt4enrC1tYW9vb2mDRpEp48eYJHjx7plK1WrZpOX0MnJyeUK1cOd+7c0a47cOCA9tS+hq2trUl9AQH1z/706dM4deoU/vzzT7Ro0QI9e/bEli1bdMpt2LABDRo0gJubG+zs7GBvb48lS5boHPO///4bADB06NAs233y5AmaNWuGU6dO4ejRo3qXd+vUqYNnz57h3XffxR9//IGoqCi9Ov7++280bdoUFStWzLQtY2I3x/HjxxEdHY0+ffrofFZVKhXatGmD06dP612eN/b3RHM2uFChQjrrDx06BED9O5TWu+++m2Fd6dv8888/IUkS3n//fZ24/f39UbVqVe3vtzn717FjR53XVapUQXx8vN5n3BLeeOMNVK1aVWddr169EBsbq3ezQ69evXT+BhUvXhz169fXXnK6ceMGrly5gvfeew8AdPa/bdu2ePDggd6NIaZ8Bxrz3ZT+OzDt31tjP9OOjo5Yv349njx5gho1ahh9Zr9OnTr4+++/MW7cOBw8eBCvXr3KsGyhQoWM+g7MiNUlThUrVkStWrV0FlNovsgDAgIAQPtlf+vWrQy30ZyyDwwMNPh+v3798PjxY8yYMQPnzp0z6TIdoO6UZ29vn+EHw9/f3+C6xMREPH/+3KS2DHn48CH++ecf2Nvb6yzu7u4QQhj8A2AqzelSQ6d0AwICoFKptJcqNJff9u7di6NHjyIpKQnNmjVDixYttKfa9+7diwYNGsDZ2Vm7DwBQu3Ztvf1Yt26d3j5ohpwwRf/+/ZGUlAQ7Ozu9OzkPHTqk167mczN69Gh8+eWX6NSpE7Zv346TJ0/i9OnTqFq1qsFf7nbt2sHPzw/x8fEYPXp0ll8YkiRh3759aN26Nb755hvUqFEDBQsWxPDhww32ZXJycsr0SwUATp06hVatWgEAFi9ejGPHjuH06dOYOHEiAOhtX6BAAb06HB0ddco9efIkw8+yKapWrYpatWqhdu3aaNeuHTZs2IAyZcroJD+bN29G9+7dUaRIEaxatQohISE4ffo0+vfvr+3fCACPHz+Gra2tUTFcu3YNJ0+exFtvvYVKlSrpvd+7d28sXboUd+7cQZcuXVCoUCHUrVtXp1/G48ePs+zQamzs5tD8nnTt2lXv8zp79mwIIRAdHa2zTVaXYTQ0P+u0/+QB6p+7nZ0dfHx8dNanTaDTS9/mw4cPIYSAn5+fXtwnTpzQ/n6bs3/pP7uOjo46+2NJmf0+pL/ElFFZTTnNvo8dO1Zv34cMGQIAet+Dxv5sNbL6bkrfrubuNVM/02XKlEGjRo0QHx+P9957z6g4v//+e3z++efYunUrmjZtCh8fH3Tq1AnXr1/XK2vMd2BmjD9VkwcIIbB9+3a4urpqE66WLVvil19+wdatWzFu3DiD223duhV2dnZ6Hao1AgMD0aJFC0ydOhXly5dH/fr1TYrL19cXiYmJePHiBVxdXfXeT98pXbPOwcEh0zNbTk5OBjv7RUVF6Zzd8vX1hbOzs8HOvJr3s0vz5WSoE+H9+/dhY2MDb29vAEDRokVRrlw57N27FyVKlECtWrXg5eWF5s2bY8iQITh58iROnDih0y9JE+PGjRtRvHjxLOMxdPYwMy9evEDv3r1Rrlw5PHz4EB9++KFOx8aaNWvi9OnTOttokvNVq1bhgw8+0PY70YiKitLrRAuoO2LGxcXhjTfewPDhw9GoUSPtsclI8eLFsWTJEgDqP/Dr16/HlClTkJiYqNcv5enTp1n+TNeuXQt7e3v8+eefOn8IDd36bqwCBQpk+FnODhsbG7zxxhvYsGEDHj16hEKFCmHVqlUoWbIk1q1bp/OzTv/7ULBgQaSkpCAyMjLLL+fg4GB069ZN+4/RwoUL9W7m6NevH/r164cXL17g8OHDmDx5Mtq3b49r166hePHiKFiwICIiIjJtx9jYzaH5uf/www+oV6+ewTLpExpjf1c0dUdHR+scywIFCiA5ORnR0dE6yVNmP/f0bfr6+kKSJBw5ckSb2KSlWWfO/slJ87uSkJCgE2dG/3xm9vuQPqHLqKymnGbfx48fn+Hd2eXLl9d5ber3YFbfTem/A0uWLAnA9M/0r7/+ih07dqBOnTr48ccf0aNHD9StWzfT2FxdXTF16lRMnToVDx8+1J596tChA65cuaJTNjo6Ont/18y+yJfDNNdk0/fDSS+zPk6a688TJkzQrktOThZBQUHC09NTXL16VW+btWvXCgBi8ODBOuvxuo+Txq5du8Tbb78tVq1apV1nbB+n3377TQAQFy5c0FmfVR+n5s2ba9cZuobeunVrERQUpFPn1atXhZ2dnU4fp6+//lq4uLiImzdvZhqnKQz1cSpSpIioVq2aznX658+fi0KFCokGDRrobD9kyBDh6+srqlevrnMdvVixYqJVq1YCgDh16pR2/a1bt4SdnZ1OP7SM9OnTR7i6upq0P++//75wcXER//77r7bv17fffmvUtun7+gghxJ9//ikA6PwchBBi8eLF2v5X//33n/D09BRvv/22Tpn0xzYj1apVE7Vr19ZZd+/ePQFA/O9//8t029GjRws3NzeRmJioXffy5UtRrFgxg301DP3Ope9LJ1cfp8ePH+us19Th6Oio/T3p3LmzKF++vE65Bw8eCDc3N50+KJo+Tl9++WWmbafdxw0bNgh7e3vx3nvv6fW7SG/r1q0CgNixY4cQIrWP05UrVzLcxtjYhVB/ttL239PYtm2bwf6JcXFxwsvLS3z88ceZxi1Exsc7I5pj+ccff+is1/RxWrBggc76zPo4pW/z6NGjOn1TMyLH/hn6LjXWmjVr9L6bhBDizTffNKmPk7u7u14fp5o1axrs4zRgwADturJly4q2bdtmGaexf0/TMua7KSOmfKb/+ecf4ezsLD744AORkJAgatasKYoXLy6io6N1yqX/7BgycuRIAUB7LDXKli0r3nnnHaNiNyRPJk4NGjQQISEhIiQkROzdu1f89NNPolGjRgKA6N69u17HucuXL4uiRYsKHx8fMX36dLF//37x999/iyFDhmiTjPQHPn3iZIixidPdu3cFAPHzzz/rrNckToGBgaJhw4Zi8+bNYuPGjaJ27drCzs5OHD16VO/4pG1r1apVAoD4+OOPxd69e8WSJUtE+fLlReHChXX+oD1//lxUr15dFC1aVMybN0/s2bNH7Nq1SyxevFh069ZNp7On5ssmqz/ahv64r169WgAQbdu2FX/88YdYv369qF27tnBwcBBHjhzR2X7Tpk3azr+HDh3Sru/Xr58AILy9vXU6mQshxIwZM4SdnZ0YNGiQ2LJlizh48KBYt26dGDNmjE5nU1MTJ80XxrJly7Trhg0bJuzt7cXJkyez3P6DDz4Qjo6O4rvvvhP79u0T33zzjShYsKAoWrSozs9B84WRtrOvJkn77rvvtOvSH9sLFy6IRo0aie+//178/fffYt++fWLixInCxsZG558EIVKP6z///JNpzPv27RMARNeuXcXu3bvFmjVrRM2aNUXZsmXNTpwuXrwonJ2dRVBQkFi7dq3Ytm2baN26tQgMDDQpcdq5c6f293vr1q2iY8eOAoBOR/ulS5dqP/v79u0Ty5cvF6VLl9bGn1bv3r2FJEli4MCBYtu2bWLXrl1i1qxZ4vvvv89wH3fs2CGcnZ1F586dRUJCghBCiA8//FB88sknYu3ateLQoUNi3bp1olq1asLT01M8evRICCFERESEKFy4sChUqJCYP3++2Ldvn9i0aZP46KOPxOXLl02OvXHjxqJQoUJi27Zt4vTp09qE7ObNmwKA6NSpkzhy5Ig4ffq0iIqKEkIIsXLlSmFjYyN69OghNmzYIA4dOiQ2btwovvzyS51/EE1NnBISEoSzs7MYP368zvqUlBTRoEED4ezsLGbNmiX27Nkjpk2bJsqUKSMAiKlTpxrV5sCBA4WLi4v49NNPxfbt28X+/fvF6tWrxccff6yTlGV3/wx9lxr7vRcTEyN8fHxE5cqVxZYtW8T27dtFly5dRMmSJQ3+3hQpUkQUK1ZMLF26VPz999/ivffe07sRSfP7HhgYKN5++23x559/itWrV4syZcoId3d3cePGDW3Z/fv3C0dHR9GqVSvx+++/i0OHDoktW7aIGTNmiK5du+rto7GJk7HfTRkx9jP9/PlzUaFCBREUFCSeP38uhBAZJmnpE6c6deqIadOmia1bt4pDhw6JRYsWiQIFCojg4GCd7TQ306T9/TZVnkycNH9wJUkSbm5uonz58qJ3795i165dGW4XFRUlxo0bJypUqCCcnJyEm5ubqFOnjvjxxx91/uvWkDNxEkKIRo0a6f2noEmcZs+eLaZOnSqKFi0qHBwcRPXq1fX2xdAvu0qlEt98840oVaqUcHJyErVq1RL79+/X+4MmhPoD+8UXX4jy5csLBwcH4enpKSpXrixGjRqlc4ZgzJgxQpIk7Zd8RjI6K7J161ZRt25d4eTkJFxdXUXz5s3FsWPH9LZ/+vSpsLGxEa6urjrHX5N8de7c2WC7W7duFU2bNhUeHh7C0dFRFC9eXHTt2lXnDihTEidDXxhCqO/8qFmzpihRooR4+vRppnU8ffpUDBgwQBQqVEi4uLiIhg0biiNHjuj8HNJ+YaRP0ocOHaqTpKU/tg8fPhR9+/YVFSpUEK6ursLNzU1UqVJFfPfdd3pnRHr37i0qV65s1L4vXbpUlC9fXjg6OopSpUqJmTNniiVLlpidOAmhvhuyXr16wtHRUfj7+4tPP/1U/PLLL2bfVefj4yPq1q0rli5dqpdIz5o1S5QoUUI4OjqKihUrisWLFxu86yklJUV89913olKlStrPfnBwsNi+fXum+3jgwAHh5uYm2rRpI16+fClWrFghmjZtKvz8/ISDg4MICAgQ3bt310tSw8PDRf/+/YW/v7+wt7fXlnv48KHJsZ8/f140aNBAuLi46J3BnD9/vihZsqSwtbXVS/wPHTok2rVrJ3x8fIS9vb0oUqSIaNeundiwYYPe8TY2cRJC/flKf5ZbCCGio6NFv379hJeXl3BxcREtW7YUJ06c0Dv7mVWbS5cuFXXr1hWurq7C2dlZlC5dWnzwwQfizJkzOuWys3+GvkuN/d4TQohTp06J+vXrC1dXV1GkSBExefJk8euvv2b4e7Nx40bxxhtvCAcHB1GiRAm9M9ma3/eVK1eK4cOHi4IFCwpHR0fRqFEjvf0WQv2PVPfu3UWhQoWEvb298Pf3F82aNROLFi3S20djEidTvpsyY8xnWnNm/9KlSzrbau4STZukpU+cxo0bJ2rVqiW8vb2131mjRo3S/sOgsWTJEmFvb693F7sprCZxyus2btwobG1tRUREhNKhZKp27do6/7mQ9YiJiRGurq7il19+UToUyqNOnz4tAP0hCQzR/BNk6B+n3MYS33tZDZ2joUmc0iZ9ZL6GDRuKXr16ZauOfNU5PDfr3LkzateujZkzZ+qNmppbxMbG4sKFC9me54eU8d1336FYsWLo16+f0qFQHlWrVi10794dX331Ff7880/t+jVr1uDevXuoXLkybGxscOLECcyZMwdvvvmmyTfT5DR+7+Udhw8fxunTp7P9s2TilEtIkoTFixdj27ZtUKlUuXKiXw8PD1nu7CFleHh4YPny5SaNe0Zkqnnz5mHJkiWIi4vTTvTr7u6OtWvX4uuvv8aLFy9QuHBh9O3b1+RR45XA772848mTJ/jtt99QqlSpbNUjCWFFs/oRERERKSj3ndYgIiIiyqWYOBEREREZiYkTERERkZGYOBEREREZiYkTERERkZGsInFasGABSpYsCScnJ9SsWRNHjhzJtPyhQ4dQs2ZNODk5oVSpUnqTnALApk2bEBQUBEdHRwQFBWHLli3ZbtdaKHE8Dx8+jA4dOiAgIACSJGVrstjcRIljOXPmTNSuXRvu7u4oVKgQOnXqhKtXr8q6X0pR4nguXLgQVapUgYeHBzw8PBAcHIy///5b1v1SilLfnRozZ86EJEkYOXJkdndFcUocyylTpkCSJJ3F399f1v1SilKfzXv37uH9999HgQIF4OLigmrVquHs2bOmBS/LUJwWtHbtWmFvby8WL14swsLCxIgRI4Srq6u4c+eOwfI3b94ULi4uYsSIESIsLEwsXrxY2Nvbi40bN2rLHD9+XNja2ooZM2aIy5cva+c4SzvarantWguljudff/0lJk6cqJ0rbcuWLZbeVYtT6li2bt1aLFu2TPz777/i/Pnzol27dqJYsWLauZ2slVLHc9u2bWLHjh3i6tWr4urVq2LChAnC3t5e/PvvvxbfZ0tS6nhqnDp1SpQoUUJUqVJFjBgxwlK7mSOUOpaTJ08Wb7zxhnjw4IF20cx7aM2UOp7R0dGiePHiom/fvuLkyZPi1q1bYu/evTrz/Rkj1ydOderU0ZmYUQghKlSoIMaNG2ew/GeffSYqVKigs27QoEGiXr162tfdu3cXbdq00SnTunVr0bNnT7PbtRZKHc+08krilBuOpRBCPHr0SG8yZGuUW46nEEJ4e3uLX3/91ZTwcx0lj2dcXJwoW7as2LNnj2jcuLHVJ05KHcvJkyeLqlWrZjP63Eep4/n555+Lhg0bZjd8kasv1SUmJuLs2bNo1aqVzvpWrVrh+PHjBrcJCQnRK9+6dWucOXMGSUlJmZbR1GlOu9ZAqeOZF+WmYxkTEwMA8PHxMXk/covccjxTUlKwdu1avHjxAsHBwebujuKUPp5Dhw5Fu3bt0KJFi+zuiuKUPpbXr19HQEAASpYsiZ49e+LmzZvZ3SVFKXk8t23bhlq1aqFbt24oVKgQqlevjsWLF5u8D7k6cYqKikJKSgr8/Px01vv5+SEyMtLgNpGRkQbLJycnIyoqKtMymjrNadcaKHU886LcciyFEBg9ejQaNmyISpUqmbs7ilP6eF68eBFubm5wdHTE4MGDsWXLFgQFBWV3txSj5PFcu3Ytzp07h5kzZ8qxK4pT8ljWrVsXv/32G3bt2oXFixcjMjIS9evXx5MnT+TYNUUoeTxv3ryJhQsXomzZsti1axcGDx6M4cOH47fffjNpH6xi0ipJknReCyH01mVVPv16Y+o0tV1rodTxzIuUPpbDhg3DP//8g6NHj5oUd26l1PEsX748zp8/j2fPnmHTpk3o06cPDh06ZNXJE5DzxzM8PBwjRozA7t274eTklK3YcxslPptvvfWW9nnlypURHByM0qVLY8WKFRg9erTpO5GLKHE8VSoVatWqhRkzZgAAqlevjkuXLmHhwoX44IMPjI49V59x8vX1ha2trV4W+ujRI73MUsPf399geTs7OxQoUCDTMpo6zWnXGih1PPOi3HAsP/nkE2zbtg0HDhxA0aJFs7M7ilP6eDo4OKBMmTKoVasWZs6ciapVq+J///tfdndLMUodz7Nnz+LRo0eoWbMm7OzsYGdnh0OHDuH777+HnZ0dUlJS5NrFHKP0ZzMtV1dXVK5cGdevXzdnV3IFJY9n4cKF9f4ZqlixIu7evWvSPuTqxMnBwQE1a9bEnj17dNbv2bMH9evXN7hNcHCwXvndu3ejVq1asLe3z7SMpk5z2rUGSh3PvEjJYymEwLBhw7B582bs378fJUuWlGOXFJXbPptCCCQkJJi6G7mGUsezefPmuHjxIs6fP69datWqhffeew/nz5+Hra2tXLuYY3LTZzMhIQGXL19G4cKFzdmVXEHJ49mgQQO9oVuuXbuG4sWLm7YT2e5ebmGa2xaXLFkiwsLCxMiRI4Wrq6u4ffu2EEKIcePGid69e2vLa25bHDVqlAgLCxNLlizRu23x2LFjwtbWVsyaNUtcvnxZzJo1K8PhCDJq11opdTzj4uJEaGioCA0NFQDEt99+K0JDQ616eAeljuXHH38sPD09xcGDB3VuU3758mXO7bwFKHU8x48fLw4fPixu3bol/vnnHzFhwgRhY2Mjdu/enXM7bwFKHc/08sJddUodyzFjxoiDBw+KmzdvihMnToj27dsLd3d3/h0y83ieOnVK2NnZienTp4vr16+L1atXCxcXF7Fq1SqT4s/1iZMQQvz000+iePHiwsHBQdSoUUPntus+ffqIxo0b65Q/ePCgqF69unBwcBAlSpQQCxcu1Ktzw4YNonz58sLe3l5UqFBBbNq0yaR2rZkSx/PAgQMCgN7Sp08fS+xijlHiWBo6jgDEsmXLLLGLOUqJ49m/f39tmwULFhTNmze3+qRJQ6nvzrTyQuIkhDLHskePHqJw4cLC3t5eBAQEiM6dO4tLly5ZZP9ymlKfze3bt4tKlSoJR0dHUaFCBfHLL7+YHLskxOseVkRERESUqVzdx4mIiIgoN2HiRERERGQkJk5ERERERmLiRERERGQkJk5ERERERmLiRERERGQkJk5ERERERsoXiVNCQgKmTJli1VMo5CY8nvLhsZQXj6e8eDzlw2MpLyWPp9UMgLlgwQLMmTMHDx48wBtvvIH58+ejUaNGRm0bGxsLT09PxMTEwMPDw8KR5n08nvLhsZQXj6e8eDzlw2MpLyWPp1WccVq3bh1GjhyJiRMnIjQ0FI0aNcJbb71l8ozGRERERNlhFYnTt99+iwEDBuDDDz9ExYoVMX/+fAQGBmLhwoVKh0ZERET5iJ3SAWQlMTERZ8+exbhx43TWt2rVCsePHze4TUJCgs51z+joaABAeHg4PD09LRdsPhEXFwcAuHfvHmJjYxWOxrrxWMqLx1NePJ7y4bGUV0xMDAAgOTk5x9vO9YlTVFQUUlJS4Ofnp7Pez88PkZGRBreZOXMmpk6dqre+UqVKFokxvwoKClI6hDyDx1JePJ7y4vGUD4+lvMLCwtCwYcMcbTPXJ04akiTpvBZC6K3TGD9+PEaPHq19HR4ejkqVKuHUqVMoXLiwReMkIiIiy3rw4AHq1KmDYsWK5XjbuT5x8vX1ha2trd7ZpUePHumdhdJwdHSEo6Oj9rXm8lzhwoVRtGhRywVLREREOcbGJue7auf6zuEODg6oWbMm9uzZo7N+z549qF+/vkJRERERUX6U6884AcDo0aPRu3dv1KpVC8HBwfjll19w9+5dDB48WOnQiIiIKB+xisSpR48eePLkCaZNm4YHDx6gUqVK+Ouvv1C8eHGlQyMiIqJ8xCoSJwAYMmQIhgwZonQYRERElI/l+j5ORERERLkFEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIiIiIjISEyciIiIiIzFxIsU8evQIgwYNQrFixeDo6Ah/f3+0bt0aISEh2jKSJGHr1q2ytHf79m1IkoTz589nWu7gwYOQJAnPnj3Te69atWqYMmWKtkxmy/LlywEAmzZtQpMmTeDp6Qk3NzdUqVIF06ZNQ3R0tNGxb968GS1btkTBggXh4eGB4OBg7Nq1S6/cpk2bEBQUBEdHRwQFBWHLli0678+cORO1a9eGu7s7ChUqhE6dOuHq1ava95OSkvD555+jcuXKcHV1RUBAAD744APcv38/yxifPn2K3r17w9PTE56enujdu7feMRwxYgRq1qwJR0dHVKtWzej9P3ToEGrWrAknJyeUKlUKixYt0nn/0qVL6NKlC0qUKAFJkjB//nyj6r148SIaN24MZ2dnFClSBNOmTYMQwqS204uOjsYnn3yC8uXLw8XFBcWKFcPw4cMRExOjLXP79m0MGDAAJUuWhLOzM0qXLo3JkycjMTExy5iz+hkDwIIFC1CyZEk4OTmhZs2aOHLkiFHHg4iyxsSJFNOlSxdcuHABK1aswLVr17Bt2zY0adLEpITCWMb8QTJF/fr18eDBA+3SvXt3tGnTRmddjx49MHHiRPTo0QO1a9fG33//jX///Rfz5s3DhQsXsHLlSqPbO3z4MFq2bIm//voLZ8+eRdOmTdGhQweEhoZqy4SEhKBHjx7o3bs3Lly4gN69e6N79+44efKktsyhQ4cwdOhQnDhxAnv27EFycjJatWqFFy9eAABevnyJc+fO4csvv8S5c+ewefNmXLt2DR07dswyxl69euH8+fPYuXMndu7cifPnz6N37946ZYQQ6N+/P3r06GH0vt+6dQtt27ZFo0aNEBoaigkTJmD48OHYtGmTtszLly9RqlQpzJo1C/7+/kbVGxsbi5YtWyIgIACnT5/GDz/8gLlz5+Lbb781qe307t+/j/v372Pu3Lm4ePEili9fjp07d2LAgAHaMleuXIFKpcLPP/+MS5cu4bvvvsOiRYswYcKETGM25me8bt06jBw5EhMnTkRoaCgaNWqEt956C3fv3jXquBBRFkQ+EB4eLgCI8PBwpUOh154+fSoAiIMHD2ZYpnjx4gKAdilevLgQQogbN26Ijh07ikKFCglXV1dRq1YtsWfPHr1tv/rqK9GnTx/h4eEhPvjgA526AIjGjRsbbPfAgQMCgHj69Knee1WrVhWTJ0/WW9+nTx/x9ttv66w7efKkACDmz5+f4THIjqCgIDF16lTt6+7du4s2bdrolGndurXo2bNnhnU8evRIABCHDh3KsMypU6cEAHHnzp0My4SFhQkA4sSJE9p1ISEhAoC4cuWKXvnJkyeLqlWrZlhfWp999pmoUKGCzrpBgwaJevXqGSxfvHhx8d1332VZ74IFC4Snp6eIj4/Xrps5c6YICAgQKpXKrLYzsn79euHg4CCSkpIyLPPNN9+IkiVLZlqPMT/jOnXqiMGDB+uUqVChghg3bpxJMRPlZkr+XecZJ1KEm5sb3NzcsHXrViQkJBgsc/r0aQDAsmXL8ODBA+3r58+fo23btti7dy9CQ0PRunVrdOjQQe8/6jlz5qBSpUo4e/YsvvzyS5w6dQoAsHfvXjx48ACbN2+24B4Cq1evhpubW4ZzLHp5eQFIvYR48OBBo+tWqVSIi4uDj4+Pdl1ISAhatWqlU65169Y4fvx4hvVoLh+lrcdQGUmStPEaEhISAk9PT9StW1e7rl69evD09My0fWNktF9nzpxBUlJStupt3LgxHB0ddeq9f/8+bt++bXTbmsu2mm0MiYmJgYeHB+zsMp4eNCYmRu/nUKJECUyZMkUn5sx+xomJiTh79qxemVatWmX750BEakycSBF2dnZYvnw5VqxYAS8vLzRo0AATJkzAP//8oy1TsGBBAOoEw9/fX/u6atWqGDRoECpXroyyZcvi66+/RqlSpbBt2zadNpo1a4axY8eiTJkyKFOmjHb7AgUKwN/fP9NkQQ7Xr19HqVKlYG9vn2k5e3t7bX8YY82bNw8vXrxA9+7dtesiIyPh5+enU87Pzw+RkZEG6xBCYPTo0WjYsCEqVapksEx8fDzGjRuHXr16wcPDI8N4IiMjUahQIb31hQoVyrB9Y2W0X8nJyYiKipK9Xs17xrbt4uKC8uXLZ/hzfvLkCb766isMGjQow1j+++8//PDDDxg8eLDO+tKlS8PX1zfLmDXxRkVFISUlxaTPARGZhokTKaZLly64f/8+tm3bhtatW+PgwYOoUaOGtlN1Rl68eIHPPvsMQUFB8PLygpubG65cuaJ3xqlWrVoWjD5rQghIkpRluSJFiuDKlSuoU6eOUfWuWbMGU6ZMwbp16/SSlfTtZRbDsGHD8M8//2DNmjUG309KSkLPnj2hUqmwYMEC7frBgwdrzxi6ubll2HZW7RuStt60SYSh/cqoTVMYU29WZerUqYMrV66gSJEievXHxsaiXbt2CAoKwuTJkw3GcP/+fbRp0wbdunXDhx9+qPPevn37MGzYsCxjTr/OlM8BEZkm4/PGRDnAyckJLVu2RMuWLTFp0iR8+OGHmDx5Mvr27ZvhNp9++il27dqFuXPnokyZMnB2dkbXrl31OoC7urqaFZPmzEpMTIze5alnz57B09PTqHrKlSuHo0ePIikpKcuzTsZat24dBgwYgA0bNqBFixY67/n7++udVXj06JHe2QcA+OSTT7Bt2zYcPnwYRYsW1Xs/KSkJ3bt3x61bt7B//36ds03Tpk3D2LFj9dp++PChXj2PHz822H5G0t7xqGkzo/2ys7NDgQIFjK47vYzqBVLPPGWn7bi4OLRp0wZubm7YsmWLwc/A/fv30bRpUwQHB+OXX34xO2ZNvL6+vrC1tTX6c0BEpuMZJ8pVgoKCtHd4AerLWCkpKTpljhw5gr59++Kdd95B5cqV4e/vn2n/Eg0HBwcA0KsvvbJly8LGxkbbp0rjwYMHuHfvHsqXL2/UvvTq1QvPnz/XOVuTlqHhDjKzZs0a9O3bF7///jvatWun935wcDD27Nmjs2737t2oX7++9rUQAsOGDcPmzZuxf/9+lCxZUq8eTdJ0/fp17N27Vy9BKFSokPbyZ5kyZbRtx8TEaPuRAcDJkycRExOj035W0tarOZuW0X7VqlUrWwlpcHAwDh8+rJNw7969GwEBAShRokS22o6NjUWrVq3g4OCAbdu2wcnJSa/MvXv30KRJE9SoUQPLli2DjU3WX8dZ/YwdHBxQs2ZNvTJ79uwx6edARJnI8e7oCuBddblPVFSUaNq0qVi5cqW4cOGCuHnzpli/fr3w8/MT/fv315YrW7as+Pjjj8WDBw9EdHS0EEKITp06iWrVqonQ0FBx/vx50aFDB+Hu7i5GjBih3c7QnVVJSUnC2dlZfP311yIyMlI8e/Ysw/g+/vhjUaxYMbFlyxZx8+ZNcfToUdG4cWNRuXJlg3dGGbqrTgj1XVm2trbi008/FcePHxe3b98We/fuFV27dtXebRcRESHKly8vTp48mWE8v//+u7CzsxM//fSTePDggXZJuw/Hjh0Ttra2YtasWeLy5cti1qxZws7OTudOt48//lh4enqKgwcP6tTz8uVL7THq2LGjKFq0qDh//rxOmYSEhAzjE0KINm3aiCpVqoiQkBAREhIiKleuLNq3b69T5vr16yI0NFQMGjRIlCtXToSGhorQ0NBM675586ZwcXERo0aNEmFhYWLJkiXC3t5ebNy4UVsmISFBW1fhwoXF2LFjRWhoqLh+/XqG9T579kz4+fmJd999V1y8eFFs3rxZeHh4iLlz55rU9smTJ0X58uVFRESEEEKI2NhYUbduXVG5cmVx48YNnWOYnJwshBDi3r17okyZMqJZs2YiIiJCp0xazZo1Ez/88IP2tTE/47Vr1wp7e3uxZMkSERYWJkaOHClcXV3F7du3MzwWRNZGyb/rTJxIEfHx8WLcuHGiRo0awtPTU7i4uIjy5cuLL774QvtHXAghtm3bJsqUKSPs7Oy0wxHcunVLNG3aVDg7O4vAwEDx448/isaNG2eZOAkhxOLFi0VgYKCwsbHJcDgCTXzTpk0TFStWFM7OzqJ48eKib9++en/YNDJKnIQQYt26deLNN98U7u7uwtXVVVSpUkVMmzZNOxzBrVu3BABx4MCBDONp3Lix3nAKAESfPn10ym3YsEGUL19e2NvbiwoVKohNmzbpvG+oDgBi2bJlOrEYWjKLTwghnjx5It577z3h7u4u3N3dxXvvvac35EJG+3Hr1q1M6z548KCoXr26cHBwECVKlBALFy7UeT+juDP7GQshxD///CMaNWokHB0dhb+/v5gyZYp2KAJj29YMX6HZB83rzPZz2bJlGZZJq3jx4nrDX2T1MxZCiJ9++kkUL15cODg4iBo1amQ63ASRNVLy77okRLphcvOgiIgIBAYGIjw83GB/DiIiIrIeSv5dZx8nIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiMxcSIiIiIyEhMnIiIiIiPZKR0AKU8I4Nw5ICUFsLPLeJEkdXnNY9rnGT0+jX+CZJEMR1sHONo5wcXe2eht0z4KkbqoVOpHDw/A1lbGA0FERJQFJk551PbtQL9+gI1N6mJrq36UJN3X165ZKIhqy4BO/XXXJboCxz4FXKIAlyeA8xPgwFfAvTpmNTFyJODsrE6mUlKA5GT1Y2ZLcrJu+fTbli8PzJ4NeHll+wgQEVEew8QpD3r1CujYUekoABQ5rb/O4QXQdIruujK7geeFgHgvQGUPpDgAKfaAyg4QtoCwAVSvH3UWW8yPTPNaZZta3uA26V5faw/cbKEX4qFD6jNsP/1kkaNCRERWjIlTHuTsrD5j8vnnCgcSXh+ovdC4sm6P1EtOqvc/YMkxdZzpvP9+zoZCRETWgZ3D86jPPtPtFyTXsnKlkQHU/Bno3Nui+5hdrvaueHS5rMH9DA5WOjoiIsqNeMaJTNLb2FzIJsX0yo9+Bpwapr6kpr3MZpt6CU7n0QaAhHr1gDJlACen1MXZGXB01F3n5we0aaO+BEdERGQu/hkhyzg9BPi3J1ByH9C9u3HbNPwGuNtI3ffISGvWACVKmBciERGRqZg4kUnKlTPhLjz3+8YnTRq9OphUvOQK/XX7eh9AhYLlAABCCKiESrukiBSohEq7Pu1rzXNDS43CNeDm4GbavhARUZ7DxInw8KG6T9STJ+pb89MuKSm6r00auiBog8VizkzzlU0tUu+LCS/gYu9ikbqJiMg6MHEi+PvLXGGVVbm+Y7ipAj0CYW9jr3QYRESkMCZOJL/AY+Zve3gCEFsUiCsCJLgDiW7qcZ1edwbXHZdJgoO9DcqVtYG9nQ3sbG1gZyfB3i71tf3r16VL26BEcfU2QqXeXoINVCoJ0uv6hMoGQkgoXBjo0kU9OCgREVFaiiVOt2/fxldffYX9+/cjMjISAQEBeP/99zFx4kQ4ODhoy0lp5/d4beHChRg8eHBOhpun3bsHjBkDREfrT6eiWTT++suIChPdzQ/mzRnqx2UHgTuNs24KwL8PzW8uI2PHAnPmyF8vERFZN8USpytXrkClUuHnn39GmTJl8O+//+Kjjz7CixcvMHfuXJ2yy5YtQ5s2bbSvPT09czpcqxMSAnz6aeq8bmnneNM8z+i9zMoaJS4g+zuQ7JT9OrKhvv6YmERERMolTm3atNFJhkqVKoWrV69i4cKFeomTl5cX/GXviJN3vXqVB/7w2yXIXuWePUAL/RlWiIiIjJarenHExMTAx8dHb/2wYcPg6+uL2rVrY9GiRVCpVApEZz0MXN3MObUXAG1GZb8eC5xxevpU9iqJiCifyTWdw//77z/88MMPmDdvns76r776Cs2bN4ezszP27duHMWPGICoqCl988UWGdSUkJCAhIfWMRVxcnMXizo0cHYHWrYFduxRovOR+eer5qK489aTRPQzAVP31LUu1xNqua+HjrJ+0ExERpSX7GacpU6ZAkqRMlzNnzuhsc//+fbRp0wbdunXDhx9+qPPeF198geDgYFSrVg1jxozBtGnTMCeLXrszZ86Ep6endgkKCpJ7N3M1SQJ27rTMXHVvvplF45t+B7YuBUJGAfEeObK/2bXn5h6s/Xet0mEQEZEVkIQwusuvUaKiohAVFZVpmRIlSsDJSX0p5v79+2jatCnq1q2L5cuXwyaLe8CPHTuGhg0bIjIyEn5+fgbLpD/jdO/ePQQFBSE8PBxFixY1cY+sU2QksGqV4eQHMNwJPO16zXvp123bBoSFZdF4k8lAk2kW2ze5FUcjdBdb4KQqgJQUIDAQGDAAsOewTUREuVJERAQCAwMV+bsu+6U6X19f+Pr6GlX23r17aNq0KWrWrIlly5ZlmTQBQGhoKJycnODl5ZVhGUdHRzg6Ompfx8bGGhVPXvHqFVC4sIIB5PQdcd/dBmKKm735HQDpz2FevQp89112giIiorxIsT5O9+/fR5MmTVCsWDHMnTsXjx8/1r6nuYNu+/btiIyMRHBwMJydnXHgwAFMnDgRAwcO1EmMSJeTE9C2rZFjLllCbKA89dxuDFzqBtikADZJgE1y6mKbpF53qXu2kqaMtGwpe5VERJQHKJY47d69Gzdu3MCNGzf0TrNprh7a29tjwYIFGD16NFQqFUqVKoVp06Zh6NChSoRsNSQJ2LFD3jo1l+psbY0oXOyIPI2WOATcaA0cHS9LdevWmT7nMBERUVqy93HKjZS8FprXTJgAzJyZRSHvm8CI0vI0uOwQcCfjHul2dkDFiurpUdKOdK5ZNOs7dlQPCMp+S0RE1i9P9XGivC3LpAkAmk2Up7HwepkmTQDw9ddAuXLqM2F2drpL2nW+vkyaiIgo+5g4Ec6dU4+oLdsAkSGjgcoy3N4feAKYIgGbVwL/vG+wyLhxxle3Y4e67xcREZG5ctXI4aSM4cNlHlW76koZKwPgc0OWapKSZKmGiIjyMZ5xyoNUKqBpU+DwYYUCeFhF3vqaTFUv2dTpPIDz2a5GEWFDwlCxYEWlwyAiyvd4xikPSkwEjsh0Y5tZzn0InBihYAB5z41oec66ERFR9vCMUx7k5ARERQF//qn/XvoJgCUJ6N1bztYF4HsVcL+X/arO9QdiiwJ4HbRIP3uxhLZtgaCgdOu15SRAM+r56/WaR2jXaUZNl7SPjo5AgdfT1kmvD5gE3TZycn01/2poUKwBiIhIeUyc8igfH+CDD4wrGxEBjJdnqCSgw0Cg5q+mbXOvNrDkOKAy/eP41yHAEuN8zpxpWsdzIiLKH3ipjuQdLDMuwPRtbjcGVMaMrJlzfHyUjoCIiHIjnnEirFoFDBoEPHoEpKQAycm6j2mfP3qURWUHpwIpjkBzE8ZyajBXvaQVWRWICVSfhRI2+guk15fc0r5OWyb9axt4eEhoUN8GNjY2sIENbCQpzXP1egkSJNjgBFzhvmkgnGxcDV7e1Awb6+Cgnp6FY0QREeUPTJwIxYsDO3caVzZ9EqHHNsG0pCkj/hfUi4xiAfwdY3z5ZSc3AkuPZVmuUSMF72AkIqIcxUt1ZBI/vywKdOmVI3HkiGsdjCpWo4aF4yAiolyDZ5zIJMePq+/CO348gwJBm7PXwE//Agmehi/PpV9UtvqX72QyaBCwSMkhHYiIKFdi4kQmmTs3k6QJAPZPA5pNMr8B26TXQxAYz86ET7GhKa3Tr6tRQz2ZMRERUXpMnMgkCxdm8uabX2UvaUqxAxrMhs6ZI72xm4D0Z5aSjSzbtRvg7JQ6RpL6XcNnqSaHSkCo4TDTbmNoeyldR7CM2khf1pi6NLydvDGu4Th4OnlmWDcREcmPiRNBCOC//1Lnckt711iWncHTKrk/e4HYJsszOXAGNl6zWNWKOPvgLHb33q10GERE+QoTJ0LfvsBvv8lQ0eq/gUprgU79ZKiMstKzUk+lQyAiyneYOBG8vWWqyO8foPVomSqzXhV8K+Dy0MtKh0FERBbAxIkwfz7w7bev53QTgEqV8aOXVyYVtR8MOD/NoagV9LIAkOykfentLcHFRX1t09XBFWu7WO5yIxERKYuJEwEAbIwc0SsiQn3XmcERxHd9C/RtKmtcudHpETtRK6CW0mEQEZECmDgRjh0DGjaUoaLbTYBfQ4APg2WozAh3GqJUKQlOzgKAehGvH9U3qAmooNJ7T/2I189V2mciTVkHR0AIAZVIfV8lVPikzieoUZgjXhIR5VdMnEiepEmjyWQZK8vCuQ9xM1QA4cHAk/JZFr96FShXLgfiIiKiPItTrhBcXGSsbNd3MlaWhXf6qu/g+6QCUOjfLItfvWr5kIiIKG/jGSfCuXPAe+8BUVHqvk42NoCtreHHc+eyqMwtMkdi1tPlXSAuAFDZAyn2rx8dgJe+wKFJ8HX1werVwJo16v2QJN3HtM9LlQJGjgQcHZXZFSIiyr2YOBHKlwfOnDGu7LZtwNtvZ1KgwTeyxGQyv3/ViyGFzyFq2WGsW2d8dX//DRw8KEtkRESUhzBxIpN07Gh4vjeNm08XoNemXjh171SaTtgKK34EmJJuCPSjnwH7Zr6eHFhfREQOxEVERFaHiROZ5PFj9RmnkJCMSpQCCi0GhlTJybBM1/AblE98Hw5PKyMlBUhOTl0qVQKWLFE6QCIiyo2YOBEePgQ+/xx48kQ9yKVmwEvNoJdpXxt1+Sq3J00AuhcbgRGz3oCdrbpvU9rF0xPw91c6QiIiyo2YOBF69AAOHVI6igxsWwyc+1D2ate/XjIycyYwbpzszRIRkZXjcASEgQNlrjCirnx1vZJrIj3TFCigSLNERJTL8YwToWhROSsLAYqezF4dP1wxakBLU7z5JvDHH1nMtUdERJQFnnEiTJggY2VNZRg5/JMKQMGw7NeTxuHD6iEGiIiIsoNnnAg//QS0apXBxL2m2jkfGPpG9uvxug08Dsp+PWn06wfcvJna0T2zJW2HeEOvNYuTE/Dpp7y0R0SUX0hCZDYqT94QERGBwMBAhIeHo6is16XyHw8PIC7OmJICcI4G7OKBkSUA22TTGnpYGRBSmnGWXo/DJKTMX+uEkEVZo1+npV/WzQ2oU0d6/er1o2T4ddp12tcZlDWlrrTrTKnL1PbSrv+oxkdoXKIxiIhympJ/13nGiUzy1Vfq6UiyJgEqO2CMmR9ov4vmbaeA5wD231I6ipy3+uJq3Bl5B8U8iykdChFRjmHiRNi0CejaVcYKbZKAqiuBtwfIWCnlNvWK1kNht8JKh0FElKOYOJG8SRMAtBsK1Fwsc6U5q1XpVtj1/i6lwyAiolyGiRPJ72ZzeRKn22n6zwgJkEztjqcpr+6TU6q0gKeHpmO3BCGEuuN3ug7fBV0KYWnH/2U/fiIiynOYOOVRX38NfPmlEi0L4LGZd9UlOwKrdgJR5YHn8l8CumlkuSsAfroPzJghewhERGTlmDjlQa9eKZU0AZhi4tBgSc5Akguwey5wvq9FQjJH1apKR0BERLkRE6c8yNkZ2LULGDwYsLMDbG1THzVL2tfGlNG8jooCtm6VMVj7V+qlUz/gZgsg1rS78Jo3B9q3143Txkb3tWadvb16cXBIfbR9PckvkDrJr5cXUK6cjPtIRER5BhOnPKpVK/Vgj3KbODGLxGnjGqDru6ZXfHIYEFvE5M327VMvcps+XeYR1YmIKE9g4mQlkpLUf8h/+EH/PUNDmGa2TvMoSfrrzKlXx789gaCNQNCmLAqmcbc+UDgU6PdmmpWGBp/MRNrBKh9WBfZNBxLdTasjjUKFzN6UiIjyMCZOVuLwYWDuXKWjMFK8p2nlix2Xt/0Sh4G6PyCooP6ULZpRrwWEwfUa8xOB7xYIg+8ZQ5LUd+1l9J5G2jLpR+hO+76h9zSxpd+XtO8B+vua9j1tO8jevqaN1dB76d/PaH8ybYf7qn1P204Wn+Pcsq9vlXkLX775JRztHE2Ogyi3YeJkJYKD1X15/vxT6UiMEFVB6QgAAGGP5Z0omIjMc+7BOZTxKYO+1foqHQpRtpl4CxQpxcUF2L7duAlqLblMm2ZEsK0+s/jxICLr4e3kjZalWiodBpEseMaJTFKxYlYlBBDnD7hH5kQ4+pYeAe42zHY1e/eq79gjIiJKi2ecCACQkgIkJ6uXpCTdJTExdTl5MouKOn6oXNIEAPYvZanmjz9kqYaIiPIYnnEiDBkCLFwoU2VxATJVZKberWWp5gcAra5tR/ty7WWpj4iI8gaecSL5kiYACO2vHl4gD/jygFLDrxMRUW7FM06EcuWAa9dkqqxnJ8D/H5kqMyDFHvivFSCpsrGkvH4UGT4vGeCOle+stNx+EBGRVWLiRPIlTQBQ0MJDADwpB/xu+TEZWg8GKnEQTCIiSoeJE+Gzz4BvvpGhoiKnANtkGSrKwEsfYOtyszaVJPW8dPb2qfPu2dmlzk+XdqlSBZg8Wd7QiYgob1C0j1OJEiUgSZLOMm7cOJ0yd+/eRYcOHeDq6gpfX18MHz4ciYmJCkWcN73zjkwVtftYpooMWLcR+OYJcL+WWZsLob5j8NUr4Plz4Nkz9YTFjx8Djx4BDx8CkZHAgwfqCZL37pU3fCIiyhsUP+M0bdo0fPTRR9rXbm5u2ucpKSlo164dChYsiKNHj+LJkyfo06cPhBD4wdCkbWSWsWNlqmj3PKBvU5kqe+3v/wEnh8tbpxFkvXxJRER5huKJk7u7O/z9/Q2+t3v3boSFhSE8PBwBAerb3OfNm4e+ffti+vTp8PDwyMlQ8ywnJ5kqut0EmCKAz3wBlyfy1PnWCKDxVBg16a9mot+IesAfS4GXBc1utl8/szclIqI8TPHhCGbPno0CBQqgWrVqmD59us5luJCQEFSqVEmbNAFA69atkZCQgLNnzyoRbp5UoEA2Nq6yCpgiAV86ABNcgXFe8iVNGi7R6jqzWlyj1Ev5P4EGc7LV5OzZMsVORER5iqJnnEaMGIEaNWrA29sbp06dwvjx43Hr1i38+uuvAIDIyEj4+fnpbOPt7Q0HBwdERmY8OnVCQgISEhK0r+Pi4iyzA7nYxx8DixZZuBGHOKBzb/Vz2yT1khskO6jHkzJT4cLAmDEyxkNERHmG7InTlClTMHXq1EzLnD59GrVq1cKoUaO066pUqQJvb2907dpVexYKACRJ/xKNEMLgeo2ZM2dmGUNe9upVDiRNAJDoDuyaC7SWq5OUEeI9gaVHgUeVTN7099+Bd9+1QExERJRvSEIIIWeFUVFRiIqKyrRMiRIl4GSgY829e/dQtGhRnDhxAnXr1sWkSZPwxx9/4MKFC9oyT58+hY+PD/bv34+mTQ13RE5/xunevXsICgpCeHg4ihYtauaeWZcLF4AZM9S31wOpj5rnmgVQJ1qbN8vYeMFLwFDTExujxRUG5t2DUf2e0ujaFXB3T32dUe5dsqT6jJOzs/khEhGR5URERCAwMFCRv+uyn3Hy9fWFr6+vWduGhoYCAAoXLgwACA4OxvTp0/HgwQPtut27d8PR0RE1a9bMsB5HR0c4OjpqX8fGxpoVjzWrWhVYt864sq1aydhww1lAi/EyVmjAwckwNWkCgI0bjS/76BHw/fcmN0FERHmcYn2cQkJCcOLECTRt2hSenp44ffo0Ro0ahY4dO6JYsWIAgFatWiEoKAi9e/fGnDlzEB0djbFjx+Kjjz7iHXUy6tAB2LNHpsoKXpKponRW7lJPtZJDOnbMsaaIiMiKKHZXnaOjI9atW4cmTZogKCgIkyZNwkcffYQ1a9Zoy9ja2mLHjh1wcnJCgwYN0L17d3Tq1Alz585VKuw86ZNP1ANEGrNkOebT1hXA8v3A6j/lm+x3+osMk6bISONjN2Vp0UKe0ImIKG+RvY9TbqTktVBrsGiR+i48eQngozpAkTPZr+rEcGDn/7JVRbNmwKZNgJdX9sMhIiJl5ak+TpQ7XLoEzJqlfp6+E3T6juIrVsjcuM8NYHhZ+eq70zjbVezfD8ydC3z9tQzxEBFRvsXEKQ969QqoZMGb2rLUdJK89ZXcD1zunO1qQkJkiIWIiPI1xUcOpzzoiMx31V34QJZqJkyQpRoiIsrHeMYpD3J2BhYvBtLMnZwhOzvA1la9GBrXSJLUnaU1z58/NyKAR5VNijdD6zbJcqZJ49Ur2aoiIqJ8iolTHvXhh+pFbkIAf/8N3Lmj/17axOu3mH4IiV+WeWU3WgMp9urnNinAvz2AW80BYQMkugIJnlnGM3WqOlFMO6Cnoec1agCNGhmxg0RERJlg4kQmkSSgbdusy5W9+R5arFyGAPcARIyKyHSKnMwIAfz1FzBuHPDvv+p1RYqoE6Y+fdRnzIiIiHIK+ziRRTQo1gBOdk64H3cfl6Mum1VHSAjQuDHQvr06afLyAmbPBq5fBwYMYNJEREQ5j4kTWYSTnRMaFVNfG9vzn2nDkl++DLzzDlC/PnDkCODkBHz2GXDzpvqRc8gREZFSmDiRxbQs1RIAsPfWXqPKR0So+2VVqgRs3QrY2KhfX7+uPtPk7W3BYImIiIzAix1kMS1KqectOXj7IJJSkmBva2+wXHS0erDOH34A4uPV6955B5g+HahYMaeiJSIiyhrPOJHFVPWvioIuBfE88TlORJzQe//lS/WZpNKlgTlz1EnTm28Cx48DmzczaSIiotyHiRNZjI1kg+almgMA9t5MvVyXnKweZ6psWfXdcs+eAZUrAzt2AAcPAsHBysRLRESUFSZOZFEtSqov1+25uQdCqM8kVaoEDBwI3L8PFC8O/PYbEBqqHubAzFELiIiIcgT7OJFFtSyt7iB+MuIUajeKwdlj6kEtCxQAvvgC+PhjwNFRyQiJiIiMx8SJAACPHgEqlXrqFRsb9aI5+6OZckXzaGhd2vdUKoGw6ItITklGxH/usEl2gcruJc6KXwB8ihYtgLFjAQ8P4OxZw3VmVH/adqpVU4/tRERElFOYOBEGDlT3OZJNy8+BBnNSX2s+Za0+A1p9hr1JTth7PBGwUelud+xTYO9MQNga31RLwM8PsLdXLw4Ouo+apX599WCaRERE2cHEiWBrfJ6StcqrdZMmQ+zjDa9vMAf4tyfwoIbRze0xYWzNbduADh2ML09ERJQeEyfCwoXqcZSSktSX6zRLSkrqo+Z5w4ZAVFQmldX5yfxAjowDIquav30Wype3WNVERJRPMHEiAICnp3HlMkyaipwCenYC3B+Y3viuecDjIPXz0nsApOnIJInU1ykOwO2mgMq8j21srFmbERERaTFxIrx8qT7rFBOjfi2E+uxS2kfNc4NcHgMf1TU/gNZjjC97sxnw2z6zmgkNBWrVMmtTIiIiAEycCECnTqb1FdIhpQBD35AznMw9qmz2pgMHqhe5/fgjMHSo/PUSEVHuw8SJ0KFDNhInYQuEdQVqL8x+IA+qA6eGARd7qS/HqWwB5P4RMX/+mYkTEVF+wcSJEBaWzQp2LFAvztHA5wXMr6dwKPD2AKDUXmDzSlgiaWrXTj0+lWaMqqyeZ/W+szPw9deyh0lERLkUEyfCokUyVfRuR3nqqbwGiC0CXOoObfIkNEmUpPtc+14W5YSEed8Cbd+SXq+RIEmpzwFAkiSd58aWSwFwL1YyaRtLlEtL856tjS3sbPhrTkQkF36jEubMAT79NJuV1P0fUOyYLPEAABrMVS8yGnMTGJON0RKs1dYeW/F2hbeVDoOIKE9g4kQoWDAbGwceB5pOAkqZd6cbWV58cgYDjhIRkcmYOBGWLTNzQ4c4YEADeYIIDwZ2z83gMpwxr7Mu88cfEkqUgMFLXIYuj5ny2pRtRNpxql4TQn+dIaZu6+HogYKu2cmMiYgoLSZOhI0bgalTgefP9ed8S7+sWQOcP/96Q2EjXxCBIUBMMSC2qHx1pqN6AFTJxnBTRERETJwIvr7ADz8YV/b48TSJU7ITcLc+UOy4+Y0nOavPCO361qJJEwA0aWLR6omIKB+Q8ZQB5Qd//JHmhbAFlh4D1m8wr7JEVyDeC9i0Bjg7SI7wMvXzzxZvgoiI8jiecSJcvgx07QpERupPs5J+0SOlAN27mdewwwv18u7bwPk+6kQKAO68qTsUgUwOHAA+/1zWKomIKJ9h4kRo3RoIDzdz49LmDjmeTrUVqc/rLFCPHH65izx1vzZ+vKzVERFRPsTEicxPmhzigPffkjUWrUR3wOe6ugO6sAFSHIC4ItmqcvBgYPHi1Ndpz6Klfe7tDVStmq2miIgoj2LiRNi8Gejc2cAbUgpQcQvgGPM6gbFVzx8nbAH7l+rpUSyld2v9dacHAzvMnxPvyhWgUSPjyk6dCkyaZHZTRESURzFxyqN+/BH45JNsVtLxI6C6uYM8WUCKY441VaxYjjVFRERWhIlTHvTqlQxJU9EQyyVNv+0BwuunG7wSMNwZXACSSv00yTVbza5dC/Toka0qiIgon2PilAc5mntixvOOevqUar/JGo/WwcnAwSmyVlm2LFCqlPpOQEOLEEBKCtChQwaXI4mIiEzAxCkPSkoCnJ3VZ54yZf8C6NQPeMPMcZgysmsekOgG7dkiSaXu2H1F/olmV6wAgoNlr5aIiMggJk55kKMj8PixepRvSVIvKSIJDxNvY8eDxVgXMcf8ynf8CDwprx4uAIA6OdJcThPAvTpAgqccu2EUX98ca4qIiIiJU1616+5mdDku0zhIi0KByGry1CWzcuWMK+flBfz3H+DjY9FwiIgoj+OUK3mQSqjwwZYPZKlrdovZUN2vqh3nyMNDlmpz3LNnwGefKR0FERFZOyZOeZCNZIOWpVtmu54eb/TAp/U/hSSl3u2W7bv1FMTO4URElF28VJcHqIQKC04vwLLzy5CYkoh/H/1rdl3Fr8+E46sS8HrSChF7fNBovu4cdSpV9uNVSmys0hEQEZG1Y+Jk5Z4nPkfAvADEJcbJUt+dAr8C39+Qpa6c4OsLBAaqhxxITlYndoaed+8OdOqkdLRERGTtmDhZqZj4GIzYOQIrLqzIurApTlrXtbj//rPefldERGR9mDhZqbnH52Y7aVrdeTUaFWukP72IpFLPTWcFDh4EKlRIHXYho8XbG3B3VzpaIiKydpIQaXuw5E0REREIDAxEeHg4ihYtqnQ4sgh7HIZqi6ohSZUkf+X3agG/nrSa5MlYR48CDRooHQUREWWXkn/X89ZfxnzkStQVyyRNAJDiYGAeOetna6t0BEREZO14qc5KPXrxyLQNfrgKJLmozyJpFpWt7muNRDcYnnDXupkyNctffwFvvWW5WIiIyDrxjJOVGlxrMK4Nu4bPG3xu3AaflAcSXYG4AOC5P/CiEPCqABDvrZ4iJdE9dcmDSZOpdu1SOgIiIsqNeMbJij159QSzj802uvzy1S9RwMFbb32HDnJGlTdUqqR0BERElBsxcbJSM47MwMT9E03apu/FDDrQTUnzfOUu4L9WZseVV9y/r3QERESUGymWOB08eBBNmzY1+N6pU6dQu3ZtANCZ7kNj4cKFGDx4sEXjy+3WX1pvmYp7twbupr31LN1Nl1L6mzDTvT44NdcmXp99ph4IU6VSj4ae9jHtcy8voFo1paMlIqLcSLHEqX79+njw4IHOui+//BJ79+5FrVq1dNYvW7YMbdq00b729PTMkRhzs9/e+Q1VF1W1TOXFjpm/be/W6scEN/V4UMDrZEtk8Bzq12nLSgII6wz8sVTd/0omzZoBNWvKVh0REeVDiiVODg4O8Pf3175OSkrCtm3bMGzYML2zTF5eXjplCajiVwWx42LhMSuXDpvt+Dx72wdtBm41B04PkSceAG3a6M67R0REZKpcc1fdtm3bEBUVhb59++q9N2zYMPj6+qJ27dpYtGgRVFnMNJuQkIDY2FjtEhcnzzxuuc2S0CVKh2A5kVWBsC6yVnnzpqzVERFRPpRrOocvWbIErVu3RmBgoM76r776Cs2bN4ezszP27duHMWPGICoqCl988UWGdc2cORNTp061dMiK61yxM0btGmW5BqY/B5JcLVd/Djt5EihZUukoiIjImsl+xmnKlCmQJCnT5cyZMzrbREREYNeuXRgwYIBefV988QWCg4NRrVo1jBkzBtOmTcOcOXMyjWH8+PGIiYnRLmFhYbLuY25RzLMYOlfsbJnKD0/IU0lT/fpA69ZKR0FERNZO9jNOw4YNQ8+ePTMtU6JECZ3Xy5YtQ4ECBdCxY8cs669Xrx5iY2Px8OFD+Pn5GSzj6OgIR0dH7evY2NisA7dCP5/5GZsvbza/AkPTqmjWNZytXjItL+muX78JuNbe/Hgs6Phx4O5d9WS/RERE5pI9cfL19YWvr6/R5YUQWLZsGT744APY29tnWT40NBROTk7w8vLKRpR5w75b+7JXgd7QAhmsM1avDsC0RECV9c9RCY8fKx0BERFZO8X7OO3fvx+3bt0yeJlu+/btiIyMRHBwMJydnXHgwAFMnDgRAwcO1DmjlF9NbTIVG8I2KB2GrkkOGb+39DBwt5GszZ06BTg4AJKkXlQqIDk5dUlJAZKS1H2bSpWStWkiIsqHFE+clixZgvr166NixYp679nb22PBggUYPXo0VCoVSpUqhWnTpmHo0KEKRJq73Hl2B0ELgpQOwzRldsmeONWpY1y5Fi2AjRsBDgFGRETZoXji9Pvvv2f4Xps2bXQGvqRUv5z9xeRtmpdsjtLepY0qqxlLS6QZ+EiSJBw6DFy5nKagkAxf3kvfH+pJOeC0cgnv3r3AtGnAvHmKhUBERHmAJETeHxIwIiICgYGBCA8PR9GiGczXZmUexD1ApYWVEP0qOtNyvSr3go+TD3pV7oXgwGCDZc6cAd58E3j1yhKR5i55/9NORJT3Kfl3XfEzTmSe+OT4LJMmAPj9ovqM3o+nf9RZf23YNZQtUBYAMHJk/kiaqlRROgIiIrJ2TJys1OJzi7O1/bHwY9rEac4c9ThHed0//wAVK6rPOqVfgNRJfqtUARYvBgoVUjZeIiLKfZg4WakRdUfg8J3DOBZu/IS8Ps4+KO1dGvWK1kNVv6q4EHkBAOBSEgh9kHoNK+3VW/F6Ql7NOtWLAvj0oxI4fDj1TjYg9XnaJT4+u3spvytXsi5z+zYQEAAsXGjxcIiIyMqwj5OV2xi2Ed02dMvRNhd3WIwPa3yYZbmlSwEDo0xYhXPngOrVlY6CiIgMYR8nMtnFhxdRZZEynXY+et8bH13Oupw1e/FC6QiIiCg3YuJkpdZfWm/yNqc/Oo3yBcqr5wyEZNKjxpdfAl/n8aQJAL75BmjYUOkoiIgot2HiZKU+a/AZnsY/xS9nf0GSKsmobWovro37o+/D381fJxkyxdixwP376iEM0pIk3Vv9JQm4cMGsJnIFG9mnvyYioryAfZzygL0396LlypbZquPbVt9iVPAomSJSCw8HihWTtcoclfd/M4iIrJOSf9f5f3Ue0KxkM/zS3vSRxNMavXs0pKkSPt39qUxRAYGBhm/9N7RcuyZbs0RERBbDxCkP2H9rPwb+OVCWunb9t0uWekxVoIAizRIREZmEfZzygGr+1VDEvQjuxd3Ldl0XH12ENFW3/1MR9yKY2mQq7G3ts9xegqQd+0nzOtPyr/taxcYCMHSToGbOO818eOnnwMsgikyln1/PQJ3B9YE1F/Xj1FzZTt9HzNz9zrSMmXXKFaMl6ky7vdx1GlufJeqU41jqlTcxRlPrLOVdSjsILhEZj32c8pi4hDhcibqC6Uem44+rfygdDhHlYtvf3Y725dorHQaRydjHiWTj7uiO2kVqY2vPrdjTe4/S4RBRLubn6qd0CERWh5fq8rAB2zIftjtyTKT2eUan+NNfLrhwAWjZMvXdDGV6SS2XbJfJNg4OEp48yai2jLfL7FJJTm5nDTESEVkjJk55WNTLqEzf95/nb17Fn5m3mTVJBOA+U+kogI9rfYz5bebDwdZB6VCIiAi8VJenlfAqoXQIlE0LzyzEkTtHlA6DiIhe4xmnPOzkhyex68Yu2NnYodO6TkqHQ2bo/kZ3NCjWQOkwiIjoNSZOeZibgxu2XduG3y78Jnvd7cq2w+rOq+Hp5ClLfTExgJeXLFXluNmzgc/yweVLIiLipbo8TyVUFql3x/Ud8JrtBWmqhHc3vZvt+uLjZQhKIXPmKB0BERHlFI7jlA88fP4QyapkJKQk4FXSK7xKfpXl45cHvjSpDTE5ex+j+/eBIkWyVYWi8v5vERFR7qHk33VeqssH/NxMH6tlWJ1h8J7tbVTZKn6Ghvw2jYdHtqsgIiKyOF6qI4O8nLzwToV3jCr7z8N/IE2VdJYxu8YgWZVsdHv2Wc/mkmv9Jn8XMiIiyqV4qY4ylJiSiN8v/o6XSS+xNHQpzj44a1Y9V4ddRbkC5TIt8+wZ4G3cCa5cJygIuHRJ6SiIiPIPXqqjXMnB1gF9q/UFAAypPQQ3om+g7A+mTwp6+t7pLBOnZONPTuWYN94ANINeS1Lqkva1mxvw66/KxUhERDmLiRMZ7ejdo0aVG1Z7GCRJgo1kg+Ciwej+Rvcst3F2zm508jP2LNJPPwH/+59lYyEiotyBl+rIaA/iHqDE/0ogMSXR5G0P9z2MRsUbZVpmwgRgZi6Y5sRUdnZAUpLSURAR5R9K/l1n53AyWmH3wngx4QWCiwabvO2bXcJ0LncZWqwxaQKAEiWUjoCIiHIKL9WRSXb/txshESGmbbR1KRDWFbB/AQhbQNjoLlaubl1gxYrU/k+GaN5r2RLwN3NuZSIiUh4TJzJJ7YDapm/Uqb96sYSnJYCfLgPJTpap3wirV6sXY0VHW+8dhERE+Z31/7tPOer0/dNKh6DL+zbgHK10FEYrXhxwdVU6CiIiMhfPOJHRhBB49OKR2duX9SmLUfVGQUBAc0+C5nlMLPDlFwAkAeD1/QoZPU/7+mpHIC7A7Jgys3Ch7uu0QxFoHh0cgB49ACflTngREVEOYuJERtsQtgH9/uhn9vbvVnoXH9f+2OB7z54BX54yu2qL+NhwqHoWLQJCTOz2RURE1omX6sho1fyrZWv7N4u/meF7np5A69bZql4xJ05kfrdg2sXHB0hJUTpiIiIyFxMnMlq5AuUgJguEjwo3a/sWK1vgzP0zBt9TqYDY2OxEZx2ePgVu3FA6CiIiMhcv1ZHJinoUhWqSCj+e+hHDdw43advai2ujV+VekJB6774kSYiPB0L8AejNK5zmHv9EN+DAVOBlQbNjzw3KlFE6AiIiMhcTJzKLJEn4pO4neBb/DJMOTjJp298v/m74japGbBxwBlicyzpDmejJE6BQIaWjICIiczBxomz5svGX+LLxlwCAZFUy7L+yt2yDoRYaDyobbGzUd9dpJi9K+6hZNK8XLGDSRERkzZg4kWzsbOzwS/tfMPDPgSZv+1GNj7C448/QuTRnJerU4V11RET5BTuHk6w+qvkRvmj0hcnbLT63GHB7aIGILK9xY6UjICKinMIzTiQ7RztH8zbs/B6waiegsvDlPiP07w906KC+DGdrq35Mv9jaqi/R1amjdLRERJRTJKEZwjkPi4iIQGBgIMLDw1G0aFGlw8kXjocfR4OlDcyv4Fpb4M9FQGygfEFZUN7/LSIiyj2U/LvOM05kEfUD60NMFohLiENcYhwSkhOQmJKIW89u4a3Vb2VdQbm/gPrzgCPjgWRnIMkFUPHjSkREyuJfIrKYiAggMNAdgHvqSg9XYLSRFdT7n3rRODIO2DdTzhBl4eamdARERJRTmDiRxaxda2BlbFFgwUVgSGXTK/S+me2YjFW1KjBokOEhBdIu9vZAP/On7yMiIivDxIksxscngzceVQJ+3wZ07wbYJRhfYaX1QKl9QHiw+vW+GcAjMxIwI1y4YPwkv0RElH9wOAKymC5dgGrVMnjzWgfg63hgigBuNTG+UpcnQPk/1cuQKoDrIxkiNczYiXtnz7ZYCERElMswcSKL8fQEQkP1L2+lXe7F3kf/d0qZ30i8p3wBm2nGDKUjICKinMJLdWSSR4+Ad98FDh82b3tJSu0vJElA0qBmgO9V8wP60sn8bc3xoBqw5Lj6Tr/XYmOBhw/1hySQDAyCXqAAYMffOiIiq8WvcDLJ//4H7N8vY4VnBgFtjL3NLhcofB4ocB14WEVntb+/8VXExfFOPCIia8XEiUwyYACwZIn6DIssToxSLwAwxcx56h5WAiLqAZIAIPQfgYzXSarXlaTfztA6AVzoAzzMXod0Q2eiiIjIOjBxIpOUKgVERlqmbpVIwe7/duPJyyfYcX0HLkddxvnI81lvuHEd8DjIMkFZQHQ04OqqdBRERGQOi3YOnz59OurXrw8XFxd4eXkZLHP37l106NABrq6u8PX1xfDhw5GYmKhT5uLFi2jcuDGcnZ1RpEgRTJs2Dflgppg84dUrdaIVGak+S/XwYeprzbrISODe/RTM2rcAb61+C+9veR9r/l1jXNL0oBrwpJyld0NW7u5ZlyEiotzJomecEhMT0a1bNwQHB2PJkiV676ekpKBdu3YoWLAgjh49iidPnqBPnz4QQuCHH34AAMTGxqJly5Zo2rQpTp8+jWvXrqFv375wdXXFmDFjLBl+vhEeDnzyCfDkiW7HbXNy07TbX7oEPHtm5IZTzPwoPvcHhPLXvo4fT32e9rilP4aVKwMeHjkTExERyc+iidPUqVMBAMuXLzf4/u7duxEWFobw8HAEBAQAAObNm4e+ffti+vTp8PDwwOrVqxEfH4/ly5fD0dERlSpVwrVr1/Dtt99i9OjRkNhhJNveew84ckTpKMxUdicw2cDHePFJ4F6dHAnB1xcIDs6RpoiISGGKjuMUEhKCSpUqaZMmAGjdujUSEhJw9uxZbZnGjRvD0dFRp8z9+/dx+/Ztg/UmJCQgNjZWu8TFxVl0P6zdiBEKB1D1N/nrLPen/HVmICwsx5oiIiKFKZo4RUZGws/PT2edt7c3HBwcEPm6B7KhMprXkRn0Up45cyY8PT21S1CQ9XQcVkKXLpkPUmnucuKEkQHUWiTvDkWVB45MkLfOTBQqlGNNERGRwkxOnKZMmQJJkjJdzpw5Y3R9hi61CSF01qcvo+kYntFluvHjxyMmJka7hPGUgCLi440suH4jkOgiX8N/LgKSc3hgTCIiyhdM7uM0bNgw9OzZM9MyJUqUMKouf39/nDx5Umfd06dPkZSUpD2r5O/vr3dm6dEj9fxk6c9EaTg6Oupc2ouNjTUqHpKXizG5kEcEUG478OfPAATQ/mPA4YVpDR39HNg3HRC25oQpC0t0tfP0BC5fBgoXlr9uIiIyj8mJk6+vL3x9fWVpPDg4GNOnT8eDBw9Q+PVfh927d8PR0RE1a9bUlpkwYQISExPh4OCgLRMQEGB0gkbKqF0b+O8/4N9/dddrLuW9SnmOXv8GZr+hhrOBsC7A/drZrysXiYkBQkKAzp2VjoSIiDQselfd3bt3ER0djbt37yIlJQXnz58HAJQpUwZubm5o1aoVgoKC0Lt3b8yZMwfR0dEYO3YsPvroI3i8vme7V69emDp1Kvr27YsJEybg+vXrmDFjBiZNmsQ76nK527eB0qVfv5BUQK2FQO2FQKFL8jYU2g+IrCZvnQAWLEgdlkEIICUFUKkMP6Z/nlUZY+p56y3g7bdl3y0iIsoGiyZOkyZNwooVK7Svq1evDgA4cOAAmjRpAltbW+zYsQNDhgxBgwYN4OzsjF69emHu3LnabTw9PbFnzx4MHToUtWrVgre3N0aPHo3Ro61ofrN86vHjNC+KHwLaDTOvopkxQELOD340ZIhx5YYNA14PO0ZERHmcJPLBENwREREIDAxEeHg4ihYtqnQ4+crNm8DFi8CLlBhMutEc/706q3RIZGEB7gE42OcgyhYoq3QoRJRHKfl3XdHhCCjvK1VKfbmpV2dP3PjsDB6NfaR0SGRh9+PuY17IPKXDICKyCCZOlKMKuhbEjU9uYG7LuZDAPmp5UbkC5fB5g8+VDoOIyCIs2seJyJCS3iVx4t4JCJhxlXjbrwCEurO5ZrndBHhsPYOchocDvGJMRGSdmDiRRT17Bty/r34e/vwmwp6dw8vk59gYttHoOlxelodnXD2Uu/MN7H0KQQhg3z7LxGtpn34KFCmidBRERGQuJk5kknv3gE6dABMGh1crfBYYVMu0bfbMBo59hpcAXgJ4YGKTOSnv32JBREQAEycy0YIFZiRNAPDSjEFTW36uXjRW/QXceMuMxomIiOTBzuFkkkGDgPLlzdgwpjjw/bXsNf5+W2CKlLq811bdx4mIiCiH8IwTmaRYMeDKFePLP3sGREYCz5NiEbz1DSTLmeeU/RtwfQTEewKQAGGTZpHU63JIQIDua82lO83I4xpz5wLvvZdjYRERkcyYOJHFCCFw9NEO3Iq5hTnH5yBZlSR/I2PNmAH3eSHgu7tAimPWZY30wMgOWO+/D7RsCRQqJFvTRESUg5g4key2XtmKd9a9o3QYGXN7BNglyJo4GWvECKBgwRxvloiIZMLEiWQTERuBwO8ClQ5D1ysvYMOGNCsEcL+2rHPfubsDsbGyVUdERLkYEyeSxaukV/ImTSl26jvxNH2WVHavF3tAZYvUPk2afkxSar8mzWNMMeCvH4Hn/vLFZUBcnEWrJyKiXISJE8mi9uLa8lZomwy4R5q//aq/gRtt5IsnC0+eqDuCaxZA97Up6zTrbWxSnxMRUe7AxImybc9/e3Dp8SWlw9BV6GKOJk6+ZgxTZYwzZ4CaNS1TNxERmY6JE2VLUkoSWq1qla06CroUxPwWC/FeLxvoDCEg0jyXXs9PB5HuuUr/dWxR4FazbMWUW8THKx0BERGlxcSJFCMmpw5w9PgxABPGh7JWn38O9O2b+jrtpbi04z1JkvruOx+fHAuNiIiMwMSJTJKiSsHic4uxMWwjbG1sYSPZoKpfVVx4eMHkuqSp6TrwTMlig42/A/++a3I7OYFz1RER5Q9MnMgku/7bhY93fKxM4117qRdDLvQGtv8MJDvnbExQj6ZORET5AxMnMkmdInVQxL0I7sXdUzoUXVVXqhcF3AUgTTV/++VvL0efan1ki4eIiCyHk/ySSZ7FP8t9SZOV23F9h9IhEBGRkXjGiYyWlJKEoX8NNWmbAPcAqIQKQggEuAdgQPUBsLNJ/dgJqDsHCSGwZ5/Als1pt359B13a1xra9RmsM7SdMXVJ6TsrZR1DpcoC3bvp749IU1a87gSVfp2Psw8+rq3QpU8iIjIZEycy2o+nfsTu/3abtM39uPva5w9fPETY4zD81O4ng2WTTwBbTmcrRFn98w9gZ5e62NqmPtrapg5WyTvfiIjyDyZOZLQnr55ku47WZVobXP/iBTB8eLarl1WVKsaVa98e2L7dsrEQEVHuwMSJjHYj+ka263h70HngUMfsB5OL/Pkn8PCh7hQqAKBSqYcpECL1eaFCgIODcrESEVH2MHEio3Uo1wHrLq3LXiVNJwOHJskTUC7ib8I8wnFxgJub5WIhIiLLYeJERnuvyntoW7YtDt05hHfWvWNWHY3P34RrW/XztKNmp5/01tD6tO9t2WJW87mCDe9lJSKyWkycyCTezt64G3PX7O0PVSsF3H4TOPwFtPPSaeekk4DHFYHnhbMdZ26WkAC4uCgdBRERmYOJExntZMRJ1FtSL/sVlTgMlMhkYuAF/wCPKme/nVzK1VXpCIiIyFxMnChLZ++fRdTLKLRZ3SZH2qtX3QPOierLcjY2qZfr0j7/668cCcUirl0DKlVSOgoiIjIHEyfKVPWfq+N85Pls12Mj2UB6fWlOQEAlVDrvf9/me3hf/wS9ewMnst1a7ubnp3QERERkLiZOlKl/Hv4jSz3pE6X0hu8cDszpDsA6s4q2bdVnxDSL5gxZ+mXYMKBgQaWjJSIiczFxoky9mPAC847PwxcHvrBoOxPqT8GMF9aZNAHADk43R0SULzBxoizZSDZoVbqVUdOtvFPhHcxqMQu2ki0kSYJKqJCiSoGbgxuKeBTJdNvOZ4CvvzY8/ED655s2mboXllWhgu5ZJkNnnCQJmDgRaN1afz0REVkHSWhmH83DIiIiEBgYiPDwcBQtWlTpcKzK4D8H4+ezP+dYe15OXrjxyQ0UcCmQabn8kmz88w9QOe/eYEhEZBYl/67zjBNlqmP5jjmaOD2LfwbfOb4Zvj+r+Sx83vDzHItHaVFRSkdARERpMXGiTLUt2xaf1v8Uc47PUToUAMC4pX9iXKPclzidO6c/8nnaOeo0zzXr079nqGzp0kCJEorsDhERZYCJE2VpeN3huSZxQvGjwJTcd52uxjbjyrUv1x6r3lkFTydPywZEREQWwVmzKEsRsRFKh5Bn/HntT2wIy2U924mIyGhMnChTLxJfIHhJsNJh5B23mqJxQfMmSCYiIuXxUh1lavSu0fJUdPZD4FEl4MzHQIqDPHVaIRsboNQSpaMgIiJz8YwTZaprUFd5Kqr5K/DWSKD1KHnqs1IqFfD0qdJREBGRuZg4UaZalm4JMVlATBaY33p+9it0jMt+HVauYMHUyYozWxwcgHv3lI6WiIjS4qU6ytKe//ag1apWstTlauMD76L6ScKzZ+qFUiUlAadOAe+wSxQRUa7BxImydDz8eLa2r1e0Ht6v/D783PzQeVJn2GQwmkCBAkB0dLaaUkzfvurxl4DUR43069O+n1nZli2Bt9+WPVQiIsoGJk6UqcjnkQiNDDV5uzpF6sDF3gVtSrfB6ODRsLe1z7T88+fWmzSNGgV8+63SURARUU5g4kQZavd7O/x1/S+ztt3UfROKehg/f1BCglnN5ArLlzNxIiLKL5g4kVZ4TDh+PfcrbCQb2Eg2ZidNABD4XaBR5fzd/GFvYw97W3vYj7JHUrw9oLIHrr8FHP4SSHYyO4acwrvkiIjyDyZOBAB4lfQKxeYXy/F2I59Hpr7wfL0AQOFQIKYYcHZQjsdkqv/9T+kIiIgopzBxIgCAk50TOlXohK1Xtiodilq8B3CjjaIhDB2qfpTSdGZPP5EvANy8CYwcqbutoXKSBPTrB1SqJHuoRESUQyQh0t/Xk/dEREQgMDAQ4eHhKFrU+H43+ZU01fxJdD9v8DlmtZhl8nYJCYBT7r8qJ4vHjwFfX6WjICKyXkr+XecZJ0J8cjyKfFsE0a+yf1vb7GOzMfvQd0C8F3C+H3BgWr6eYsUQFxelIyAiInNZdOTw6dOno379+nBxcYGXl5fe+xcuXMC7776LwMBAODs7o2LFivhfug4jt2/fhiRJesvOnTstGXq+8irplSxJk5ZdIuD2CGg4Gyi1R75684jERKUjICIic1n0jFNiYiK6deuG4OBgLFmiP7Pp2bNnUbBgQaxatQqBgYE4fvw4Bg4cCFtbWwwbNkyn7N69e/HGG29oX/v4+Fgy9HzF29kbn9b/FHOOz5G34rsNYRPRCDavP2VpRwrX0DyPj5e36ewaPlw9YrckqSfmzexRktQDVqpUuotmXdrHGjUAA/9DEBGRlciRPk7Lly/HyJEj8cyIOTWGDh2Ky5cvY//+/QDUZ5xKliyJ0NBQVKtWzaz22ccpc5HPI1F4XuFs1RHgHoB7o/UnVjt2DDh4UDdhMvQ8MRH44otshaCormnmQpYy6CImScCIEUD9+jkTExFRXsU+TmnExMQYPJvUsWNHxMfHo2zZshg1ahS6pv1LRWYLjwnHoTuHsl3Ppu6b9NYdPQo0apTtqq3Cxo3GlVu/Hnj0SD3RLxERWZ9clTiFhIRg/fr12LFjh3adm5sbvv32WzRo0AA2NjbYtm0bevTogRUrVuD99983WE9CQgIS0gxFHRcXZ/HYrdGFyAuo9nO1bNWxuftmvFPR8Cy0pUplq+o8qX179Zx8RERknUzuHD5lyhSDnbXTLmfOnDE5kEuXLuHtt9/GpEmT0LJlS+16X19fjBo1CnXq1EGtWrUwbdo0DBkyBN98802Gdc2cOROenp7aJSgoyOR48gMvJ69s17HwzMIM3wsIUPfrMXaZOjXb4SiiQwfj93H7dnXfKCIisk4mn3EaNmwYevbsmWmZEiVKmFRnWFgYmjVrho8++ghfGNHRpV69evj1118zfH/8+PEYPXq09vW9e/eYPBlQ3Ks4xGSBZFUy7L/KfBLejBTxKCJLLC9eAJMny1JVjkvzUSMiojzO5MTJ19cXvjKO3nfp0iU0a9YMffr0wfTp043aJjQ0FIULZ9yZ2dHREY6OjtrXsbGx2Y4zL7v25JrZ28bExyAmPgaOdo5wtHWElFHP6Cy4ugJ//gkMGZLxSN3pR+vOLZo2Nb5srVrAyZM860REZK0s2sfp7t27iI6Oxt27d5GSkoLz588DAMqUKQM3NzdcunQJTZs2RatWrTB69GhERqrnLbO1tUXB171nV6xYAXt7e1SvXh02NjbYvn07vv/+e8yePduSoecr5QuUR2G3wnjw/IHJ2265sgVbrmzRWefp6ImI0RFwc3Azqa4GDYB589TPNfd6ai5xpX/eq5fJoeYKZ84A164BFSooHQkREZnDoonTpEmTsGLFCu3r6tWrAwAOHDiAJk2aYMOGDXj8+DFWr16N1atXa8sVL14ct2/f1r7++uuvcefOHdja2qJcuXJYunRphh3DyXS2NraIGB2BlitbYv+t/dmuLyYhBnEJcSYlTq9eAd7e2W7aKnh6Zl2GiIhyJ85VRwCAZFUyyv9YHjefmnYNrE/VPrCzsYMQAkmqJCSpkhBcNBiF3XQvpQoY/phpPn4qFTBhInD7eE0guox5O6Gg/v3Vj5lNCCxJwMCBQM2aORsbEVFew3GcSHHRr6JNTpoAYMWFFXrr1v671rwgaqkX73WhsH9SDZml9I8fm9eEpRgYGJ+IiPIgJk6E6FfR8Jvrp3QYWk8jCgJWNvTWqVOGp1tJ/7pOHU65QkRkzZg4EVzsXVDEvQjuxelPmZJdO3rtQNuybY0qO2MGMHGi7CHkiLp1jS/79CmTJyIia8WboglOdk6IGB2BlEkpstZbo3AN1A80bmK2lBT1dCR5XcGCgLOz0lEQEZG5mDiRlgTzxmAypH+1/jgx4ITRo5MnJQEXLsjWfK7VvDng4KB0FEREZC4mTqQlSRJUk1Sy1LX0/FKce3DO6PIp8p7syrXWrgWiopSOgoiIzMU+TqTDlJG/vZ28kSJSkKxKRooqRfscAD6r/xlqBhh/372ZA47nGsHBqaObp1+A1Ofjxqkv1xERkXVi4kRaL5Ne4nj4cdQtUhcn753Msnz/6v0xt9VcWdp+9kyWahRz/LjSERARUU5g4kQQQqDHxh7YELbBpO3mhczDvJB5eusnNJyAr5t9bdLZKw8Pk5q2uLJlgV9/1Z3uRfOYdnwpGxugUaOcj4+IiJTBkcMJD58/hP88f8Xab+8/GIOKLESHDoqFkC2HDgFvvql0FERE+YeSf9eZOBEA4K/rf2HGkRmwtbHF4TuHlQ4nazt+BE4PVToKAOoJey9fVjoKIqL8Q8m/67yrjgAAbcu2xdH+R3Go7yE0LdFU6XCy1noMIOWOW/Hq1VM6AiIiyilMnEjrZdJLHLp9CJMbT0ZVv6pKh2OQe3IpuCeXAlbsA4St0uEAAJYvVzoCIiLKKewcTgCAhOQE+M31w/PE5xap39vJG4B6uAPN1eG0ncclSHjyRGhfaQkJkAQQWxRYvwFx0WUtEh8REZExmDgRAMDOxg6lvEvhn4f/yF6385X+kK70BSBBCAlQ2QCQoBISIGwghIS4GAlQqV9DSADSP5cASQUUuJa6LjOahEvzXCOmOKCS92NfpYqs1RERUS7GxIkAALY2trgwWD3nyfTD0/HFgS9kq/tVhaV4VWGpbPVlS0wg8L+bRiVP3bqpHzVDEKQfkkAI9bxzP/xgwXiJiChX4V11lKFxe8dh9rHZSochr8cVgAX/yt4/Ku//FhER5R5K/l3nGSfK0KwWszCrxSwAwL6b+9BiZQvZ6m5ZqiXGNxyPoh5FIUkSXr2SUKWygctzhi7ZGbtO2KR5/7UUB2R5mY+IiCgDTJzIKM1LNYeYLKASKkw7NA1zj89FQdeCGFhjIFzsXbDt2jbsv7VfZxs7GztIkGAj2UCS1I+lvUtjc4/NKONTRq+NU7uAadN012n6j2vO6Gheb98u9x6ar2RJpSMgIqKcwkt1JJuQ8BDUX1ofXk5eiPo0CrY2lhsu4MkTYNIk4OefgZTXwzk1bQpMngz4+KinQrG1VT+mf57Ze4aeW/sExEREeQ0v1VGecOjOIQBA4+KNLZo0AUCBAsBPPwFDhwJjxgA7dwIHDgAXLwJTpwIDBwJ2/HQTEZHMOAAmyebA7QMAkKMjjwcFAX//rV6CgoCoKHUyVbWqOpkiIiKSExMnkkViSiKO3j0KAGhaMuenbGnTBrhwQX0WqkABICwMeOst9RIWluPhEBFRHsXEiWRx+t5pvEx6CV8XX1QqVEmRGOzsgCFDgBs31Jfv7O3VZ52qVFGfhYqKUiQsIiLKQ5g4kSw0l+malGgCG0nZj5WXFzB3rvpM0zvvqDuPL1gAlCkDzJsHJCYqGh4REVkxJk4kCyX6N2WlTBlg82Z1p/Hq1YGYGGDsWHVfqC1bOGglERGZjokTZVt8cjyOhx8HkLsSJ40mTYDTp4GlSwF/f+C//4DOnYFmzYDQUKWjIyIia8LEibLtRMQJxCfHw9/NHxV8KygdjkG2tkC/fsC1a8DEiYCTE3DwIFCzJtC/P/DggdIREhGRNWDiRNl24FZq/yYpl48W6e4OfP01cPUq8O676st1y5YBZcuq1796pXSERESUmzFxIrMkq5LxIvEFol9FY9+tfQBy52W6jBQrBvz+OxASAtSrB7x4AXz5JVC+PLBmDfs/ERGRYZxyhYx2MuIk6i2pZ9I2EaMiUMSjiOyxHD4MjB4NhIerX2tOdKV9NLQu/aNKBSQnA5GR5seyYgXwwQfmb09ERKbhlCtkFZ68emLyNkW/y/wDPaHhBExvPh2A+izPy5fqZCb9kpKSuqhU6oEtX740azdk16cPEyciovyCZ5zIJHee3cG9uHuws7HDknNL8Mu5XyzT0LV2wOaVQLy3Zeq3Aj16pI6ETkREqXjGiaxGca/iiHweiZDwEFQqVAktS7XEnpt75G+o3A5gnA/wX8vUdcJQx3NJ973wBsCxT4EUR/ljymHr1gHt2wPvv690JEREpMHEiUxy4NYBNPutWc41WNrEpKzsTiDeEzj1iWXikYnN69syJEm/I7rm9SefAB075mxcRESUOSZOZJKS3iWVDiFr/7VWOoJMpaSkJk5ERGRdmDiRSYp5lMCa8gI3bgAvRTRmqnK4A068JxATCEB6fXku7aW61+u6vJvx+zvnAxGm3Rkot6gooFAhRUMgIiIzMXEik8yapR55W80HCDwGtPgcsH8JBJyzfABOMerFXB8GA18lACkO8sUEwMND93Xay29pn8+fz6SJiMiaMXEikwQHp1sRXh9YdkT9vMNHQM1fczwmkxz6UvakCVBPIExERHkfEycySdOmGY+q/W1IRYzZnc0G1m9QX4qLCwBiA7NZGRERkbzYRZVk8/vF37NfSfduwEf1gNHF8MeVbRACBpe2bbPfFBERkal4xolks7v3bsw5NgdXnlzBy6SXuP3sNq49uWZ2fW+vfTvjN+u8XoyxchfwXyuz4zDGP/+kTuEihP7I55p1VaqoJxomIiLrxMSJZOPj7IOZLWbqrb8adRXXo69j1K5RuBF9I+cDazTd4olT1arGl332DPD0tFgoRERkQUycyOLK+5ZHed/yaFKiCS4+vIj6S+vLUq+/mz8kSJAk3RHFJaS+9nPzw7nvc1eHdUfrH9SciCjfYuJEshFC4OqTq3hv83u4F3sPkiRBCIGHLx7K3paviy8iRkXA1sY2y7LSINmbz5b794FSpZSOgoiIzMHEicx26PYhNFnRRPZ6f2n/C2xtbJGUkoRkVTKSVclIUqmfJ6UkIUmVhKG1h0KobJGYnNphPH3/Is3z3IajhhMRWS8mTmSyhOQEVPu5Gq5EXZGtTj9XPwCAgMDE/RO1z4UQEEgd/0Dz+qs936eOiyAJAOmeS5ptBPBFmucbNgBXlZsA7uOPgeLFFWueiIiyiYkTmezcg3OyJk0ATL+cZ24/oXfftsjI4cZKTFSkWSIikgkvGpDJ6hSpg9oBtZUOwzx/LlAsaQKAJUuA69cVa56IiLKJZ5zIZBcfXcTp+6dzvuHti4CzuayntxlKlFA6AiIiMhcTJzLJrae3UP3n6so03mGwesnIfy3VU7Yk5O5Bkp4940S/RETWiokTZWnDpQ3ovrG70mFkrfQeoNyfwMX3lI4kQ598AhQsqHQURERkLov2cZo+fTrq168PFxcXeHl5GSwjSZLesmjRIp0yFy9eROPGjeHs7IwiRYpg2rRpEBnNNEuyuxd3T+kQjBPWRbE75jKaUy/98v336qlZiIjIOln0jFNiYiK6deuG4OBgLFmyJMNyy5YtQ5s2bbSvPdPMRxEbG4uWLVuiadOmOH36NK5du4a+ffvC1dUVY8aMsWT49NrIeiPh5eSFfn/0s3xjh74EnpZMs0IChJT6qLIHrnQCkp0sH4sJjE2GGjYEDh4EbLMet5OIiHIhiyZOU6dOBQAsX74803JeXl7w9/c3+N7q1asRHx+P5cuXw9HREZUqVcK1a9fw7bffYvTo0XrTbZBl9K3WF+9XeR8/nfoJB24fgK2NLWwlW2wI2yBvQ42/yrJIVb9quPBxqLzt5pCjR4HHj4EMPu5ERJTL5Yo+TsOGDcOHH36IkiVLYsCAARg4cCBsXg+vHBISgsaNG8MxzQRfrVu3xvjx43H79m2ULFkyo2pJJnee3cHLpJewkWzQrGQzbLu2Dftv7VcsngaB9XFBsdazr1EjoHRp/fWSlGZMTwlo1049YCbPThER5R6KJ05fffUVmjdvDmdnZ+zbtw9jxoxBVFQUvvjiCwBAZGQkSqS7f9vPz0/7nqHEKSEhAQkJCdrXcXFxltuBPOx4+HE0WNpA0Ric7JwwvuF47WS+mseu/5uBjV/2BmIDFY3PHDduqJes7NwJBAQAnTtbPiYiIjKOyYnTlClTtJfgMnL69GnUqlXLqPo0CRIAVKtWDQAwbdo0nfXpL8dpOoZndJlu5syZWcZI+oQQ6LahGzZd3qR0KFrxyfGYfHCy4TdHT8TXLnFwlNwApJ6tUamA5GT1Y0oKYM0fBXd3pSMgIqK0TE6chg0bhp49e2ZaJv0ZIlPUq1cPsbGxePjwIfz8/ODv74/IyEidMo8ePQKQeuYpvfHjx2P06NHa1/fu3UNQUJDZMeV1Qqjnh5t5dKbSoZjmZnN8sdIFyMM3WPIyHRFR7mJy4uTr6wtfX19LxAIACA0NhZOTk3b4guDgYEyYMAGJiYlwcFBPlbF7924EBARkmKA5Ojrq9ImKjY21WLzWTCVUWHF+Bb498S3+ffRvjrY9oNQU9C05GSqV+sxQUhLQqlWOhiCb4GDgu+/U/ZIyW4DUR83ZsPSPmkWlUveDKlVKuf0iIiJ9Fu3jdPfuXURHR+Pu3btISUnB+fPnAQBlypSBm5sbtm/fjsjISAQHB8PZ2RkHDhzAxIkTMXDgQG3i06tXL0ydOhV9+/bFhAkTcP36dcyYMQOTJk3iHXXZdOTOEfTf1l+Rtpf8FYolaxVpWnYhIUB3I8cHnT0byOKELRER5WIWTZwmTZqEFStWaF9Xr66equPAgQNo0qQJ7O3tsWDBAowePRoqlQqlSpXCtGnTMHToUO02np6e2LNnD4YOHYpatWrB29sbo0eP1rkUR+ap6l8V5QuUx9UnV7NdV+VClfFZg890OnE/eCBhzOg0YzBpHpOdgRuts91mbnL3rnHl3n0XaNaMU64QEVkrSeSDIbgjIiIQGBiI8PBwFC1aVOlwcpVkVTK6rO+CbVe3ZbuuSoUqQQgBAQGVUKF3ld74rMFnsJXU+XnaEbTTvxYC+O8/4Oefob18p7lklfYylub1Wis+W6VScfRwIqLsUPLvuuLDEZCyfj7zsyxJEwC9flIT909Edf/qeKvsWwAyTxaSk4G2bY0/c2PN/v0XqFxZ6SiIiMgcTJzyoehX0Xh307vY/d9ui7ZT1a8qggODjSqbkgJERVk0nFyDo4YTEVkvJk750JqLayyaNMWMi4GHo4dJ2zg6AtHRwLVrunegpb8jTfO8QgUZA5bBN99kHG/adW+/DRQsqFycRESUPUyc8pnxe8dj1rFZFqu/ecnmcHNwM2tbR0frvYTVunXGfbjSPrfgSB5ERJQDmDjlI6N3jcZ3J76Ttc6N3TaiS1AXWer65hvg889lqSrHVa1qfNmYGMDDtBNyRESUS9goHQDlHLmTJgDouqErpKkSpKkSvg351ux6Xryw3qTJVNHRSkdARETmYuKUj7Qo1cKi9Y/bOw7JqmSztrXJR59EN/OuZBIRUS7AS3X5wLRD0zKeKFdGB/sehJ2NeR+phASZg8lBrq7Ahx+qn6cdFS39CGlCAAMGsJ8TEZE1Y+KUD9yIvpEj7YQ+CEUJrxIIcA8weVsPD6BRI+DIEQsEZmGvXgHz5ysdBRER5QSOHJ4PCCFQ4acKuPbkWo63/d/w/1DKW/6ZavPDyNuNGgHbtgGv57smIqLXlPy7no96luRfkiThwuALmNNyDt4o+EaOtv0g7kGOtpeXHDkC7NmjdBRERJQWL9XlE052ThhbfywcbR0xfOfwbNXVqnQrvF/5fe1kvukfAXWyVtWvKsr7lpcjfD116wInT1qk6hzh4mK4P1TasZ8++ABo3z7nYyMioowxccrDxu4ei3kh82Spa0WnFWhaoilcHVzh4+wjS53ZYc1J04sX6sSJiIisDxOnPEyupAkAlp9fjg1hG3TWac4uAYCA0FuXGUmSkL57XWKihAcPAOl1fZKkW5+zjQe6e38Db/vCZu5F7vD8ORMnIiJrxcQpj1lxfgUmH5yMJFWSrPUeuH1A1vrMFXLtOvDrCaXDyJb80LGdiCivYuKUh9x8ehN9/+irdBiWdWaw0hFky9tvAwUKKB0FERGZi4lTHiJH36Nf2v+Cj2p+JEM0FvJ6HM/cdNbG0xN49kzpKIiIKCcwccpDklKyf3lu4J8DcSz8GFRChSG1h6Be0XoyRJa3xcQoHQEREeUUjuOUhxR0LYjoz7I/g+yKCyuw8p+VCF4SjIfPH8oQmfwKFVI6AiIiyo94ximP8Xb2hpicerfajms70H6N+YMBdd3QFbaSrd4YTQCyfK1ZZ862aV9r6ki73neIhEeX1GsAACLttbu066Q076Uv+/rxzptAaD9A2JpwZIiIKD9i4pTHtSvXDq1Kt8Lu/3abtf3Ru0dljkhGcg2CXnUlkOIAXPhApgqJiCivYuKUD6x8ZyU+3fMpIp9HQiVU2Htzr9Ih5T7h9ZWOgIiIrAATpzxu3b/r0HNTT4vV375ce2x/d7vF6s9IbrqrDgCePlU/SlJqbJrnpr7O6D0iIlIeE6c8LCI2wqJJEwCs77pelnqEAIKDrXcqFR/lZ6HBsmVA375KR0FElLcxccrDAr8LtHgbLjPMmztkRacV+KBqap+i6GjrTZpyi8hIpSMgIsr7mDiRIpadX6aTOHl7KxhMBi5c0L1EZuhyWbrp9nReG3rP1PLG1uXpCVSooB8fERHJi4lTHnZz+E2U+r5UturoFtQNdjamf0ykTDrleDp6YlrTaTrrXr0yuQmLcnUFqlRROgoiIsptmDjlYU1WNDFru7I+ZbXPz0eeN2lbAfVpEAkSVCrg9h0gJVm/1MJde/Q3/iSLyiWRRYGsozPWCwB+M7QjPeGjoj+hlmcb2NgANjbqs082NoCDA9C4MWDLIaCIiPIFJk55kEqo0Hh5Y9yNuWvW9tejr8sXjKd8VeW0R2lmsPn61lvA9BdAkn6frqAg4NKlHAyMiIgUwylX8iAhBKJeRikdRt5ycJLBpAkAwsJyOBYiIlIMzzjlIXEJcXjw/AEkSNjSYwsuP76M8NhwjNg5QunQ5HGpK7Bhg9JREBFRPsbEKY+49fRWtjuCm2p8w/Eo7FY4y3KZdRTXSE4GJk6U8PJFBgUS3YGL75oYYc4xdoBKf3/g9m3A0dGi4RARkYUwccojzLnzLbtuP7uNGc1nyFbfsD2pYxFpbrfX3HKvea5SqZMsa731PjJSfQchEyciIuvExCmPCPQMRMqkFCSrkrH96nb0+6Mf4hLjLNrmx7U+lq0ulQpo2hQ4movnFJZLYqLSERARkbmYOOUhNpINXiW9QtcNXS1Sf62AWtjRawcKuRaSve6EhPyRNAGAr6/SERARkbmYOOUxHo4eGBM8BvNC5mWrnl6Ve2HVO6uM6p8kB5UqR5rJFaKjmTwREVkrSYj0kznkPREREQgMDER4eDiKFi2qdDg5rtCcQnj88rHSYejZ1H0TOlfsDEDdf8nGigfH6N1b/ZjVFC1DhgB16uRMTEREeZWSf9d5xikfyI1JEwBM2DdBmzhFWfmwUytXGlfu1Stg7Vrj78IjIqLchYkTKaaASwEM2TEEgHqKlqBPRepgkuJ1ZqGZZkXzWmUPHJkAvJC/n1VOWL8emDMHKFZM6UiIiMgcvFSXD/z76F9UXlhZ6TAoF9jSYws6VeikdBhERNmi5N91K+5VQsaqVKgSxGSB5iWbKx0KKWztv2uVDoGIyKrxUl0+UrdIXfy/vXsPi6ra+wD+3dxv4kEREUXFJA1RQjgkeQ9vmWZ24uFkp7yUYamF1ntS61EpCztH86R5yfdoam/vix196GjGk9gR1PL4osER4zX1eAGVixdURAWF9f4xzsjAADPD7Nkze38/T/PMzN5rr/1brJDfs9bea/9w5gelw8DUR6ci0OfBbWVCCFTXAKtW4sHUXCMNthuVa25fg/3N7WtF/TNm6D8Z72tqQLd+uYZlmquj0b4m4jd1TLBvMN4d8q7J8kREZB4mThoyrPswfHTAdit9W+vq7avYOGGj0ba6OqBkM7Btm0JBtdLab5WOgIiI7IGJk4Z8/+/vlQ4BAJAck9xom4uLZc/vTU8HnnegR9e99JLxY2H07/rPQujupEtOBkaOVDpaIiKyFhMnDfko4SN0bdsVZyrOYMeJHThdcdqm9f/XxP9CUmQSXCVX2RfOXLVK1uotZu5yBNu36x7y262brOEQEZFMmDhpiIerB9547A0AQHxoPJK2JbW6ztRhqVg4dGGr67HU1q1ASgpw/bputEqSjN/rf87IsHt4zSotZeJEROSsmDhpxPkb53Hr7i2cvHIS4/5nnM3qXTB4AWrragHAMMokQZJ9xCkoCHjmGeDWrQdTYfoXYPzd0RKnXr2UjoCIiKzFxEkDZn03C6tzV8tSt/sH7rLUa1OL77/nTwa+2aRgIDpu/K0jInJa/CdcAzxdPZUOwTGE5EK3tICyzzvp3Rvw9dV91g/M1X9valtzZfr2Bf7yFyAgQPbwiYg0jYmTBiwfvRwfJnwI6X7CMGPXDGzK32S387/Q9wWM6TnG8F0fR/2pvTvVAtOm4cGjVfTJjWiY5Jja3qBMU3WcHNu4rAIuXLB9nXl5gL+/4100T0SkNkycNMLLzcvweVz4OLsmTikDUhAbEttsGSGAb8KAHTvsFJQKvfSS0hEQEakfEycNau/T3ib1RAdHY0zPMXCVXOEiucDVxdWwT6o3spN5MhOZJzObreu5R36PEyfCbRKXI/PzAy5dAry8Wi5LRESOR9bE6cMPP8SuXbuQn58PDw8PXLt2zWj/pk2bMHXqVJPHlpWVISgoCGfPnkVYWFij/ZmZmRgzZoyJI6klko2mq/JK85BXmmeTuhZmLwTOXQZgm6TOUU2cCHjykjMiIqcla+JUU1ODxMRExMfHY8OGDY32JyUlNUp+pkyZgjt37iAoKMho+549e9CnTx/D93bt2skTtAb8q+xfSofQ2MUYoLqt0lHI7ssvgWXLdMspEBGR85E1cUpNTQWgG1kyxdvbG97e3obvly5dwj/+8Q+TSVb79u0RHBwsS5xa4+Yi7wxtckwy1jy1Bi6SC/btA7Kzje8MM/WqDAKW1MkalsMID29+3Sn9a/Jk4NNPgXq/IkREpDCHusZpy5Yt8PHxwXPPPddo39NPP407d+4gPDwcc+bMMVmGzPNC3xcw87uZstX/+ZHP8c7AdxAWEIYhQ4AhQ1o+5uZNYMkS2UJyKDdumFfuP/9T91y7xER54yEiIvM5VOK0ceNGTJo0yWgUys/PD5988gkGDhwIFxcX7NixA0lJSdi8eTP+8Ic/mKynuroa1dXVhu+VlZWyx+5M0o+ly36OHit7NLt/8dDFWDRskeG7n59uhe/p0x+sTaRnal2j0lJbRuuYBg/mA4GJiByNxYnT4sWLDVNwTcnNzUVsbPO3nzd08OBBFBYWYsuWLUbbAwMDMWfOHMP32NhYVFRU4E9/+lOTiVNaWlqLMWrZ8LDhSoeA/LL8RtueeUb3MofMT3SxyMKFAP93IyLSBkkI/VUW5rl8+TIuX77cbJnu3bvDq9791ps2bUJKSkqju+rqe/nll/Hzzz8jL6/lu7S++uorvPLKK7h9+7bJ/Q1HnC5cuICIiAgUFxejS5cuLdavFedvnEfoilDZz9PBpwNWjF4BPw8/ALo1pUb0GGG0fIGl3NyA2lpbRdh6lv0WERFRa5w/fx6hoaGK/F23eMQpMDAQgYGBNg3i5s2b+Prrr5GWlmZW+by8PHTq1KnJ/Z6envCsd8/3DXMvKtGYwkuFrTp+2chleDXmVbi66NZxqv+S+0G/jz0G/PSTbNVbTI6mensDp04BISG2r5uIiKwj6zVORUVFuHr1KoqKilBbW4v8/HwAQM+ePeHn52cot3XrVty7dw8vvPBCozo2b94Md3d3REdHw8XFBTt37sTKlSvx8ccfyxm6JtRfTdwab2e9jbez3ja7/LbEbfhdxO9adU49R5qqk8vt28ChQ7q1n4iIyDHImjgtXLgQmzdvNnyPjo4GAOzduxfDhg0zbN+wYQOeffZZBDTxhNIlS5bg3LlzcHV1xcMPP4yNGzc2eX0TmSaEwJ7Te3D19lXUiTrUiTqcu37OrjE89zfr74TcP3U/BnUdZPj+44+2iMjxtWmjdARERFSfxdc4OSMl50IdxazvZmF17mqlw7Dai/1exJaJD24cGDwYOHBAwYDsZO5cYPlypaMgInIsTnWNEzmnvkF9ZT/H8O7DISAghIDAg3xc/12fozdVpqZG4PIV4zIA0E7qgdD/W4aP/u/B4pBaSJrGjwfef1/pKIiIqD4mThqRHJuM5Nhkw/evf/kaSduSbHqOkDYhcHVxxav9X8XArgMtOvbWLcDX1/S+CwAKWh+ew8jPB6KilI6CiIis4aJ0AKSMp3s9jTkD5rRc0AJfFXyFLf/agkFfDELR9SKLjvXyAhISbBqOwwoPVzoCIiKyFkecNMrLzQtTHp2CFf9cYfO6Hw99HJ38ml4uwhQXF2DPHvPLe3oCNTUWBiajuDjdu6lVzutbuBDw8bFfXEREZFtMnDSqpLIEUessny+K6hiFz8Z+BgkPMgIBAX9Pf0R0iJD9AcJ6jpQ0AcD//q955Z580vw6AwKAwkKAz7YmInIcTJw0qKa2BmP/e6xVxyaEJRgtC0DyqajQLfL57LNKR0JERHpMnDTmaNlRq0aaAGDdU+vwasyrNo7IOv7+gCMtCP/KK0Bd3YO7/lr6bE7ZsWOBCROUbhkREdXHdZw0JmpdFI6WHbX6+A4+HSBJkuGRKqbeAUCSJEx7dBreHfKuLNN3u3YB48bZvFqrqf+3iIjIcSj5d52Jk8Z8fvhzzNg1w67nLHu7DEG+QTatc8AA3eNIHMHDDwMpKQ++S5LxReENLxBvuK+lsubUFRwMjBypjUfREBExcZIZEydjZTfLUHGnAtN3TseBIvlXktz8zGa8FPWSTes8cgQYMQK4ds2m1Tq1994DPvhA6SiIiOSn5N91ruOkQR39OqJ3YG/sn7ofha8XynIOCRI6t+mM2XGzkRiRaPP6Y2J0F0/rrwdq7rVokc1P75D69VM6AiIi9ePF4Rp0++5tTNsxDenH0mU7R3JMMlaNXSXb8gSnTwMvvwxcuWJ8fZH+c/3E6fhxWUKwi4ICIDJS6SiIiEiPiZMGbcrfJGvSBADrjqzD1OipiOscZ/YxBQXA0qVAba3xq66u8ee9e2UMXmZ37gAeHrweiYjIGTFx0qCx4dat4WSJ12JfQ/9O/c0uX1WlnammykogMFDpKIiIyBpMnDTkp+KfMHCjZQ/ftcaNeTfQxrONRcf4+ABTpgCbNskSkkPx8FA6AiIishYTJw3Zemyr7OfwuzIYQx/3Rf1ZqKampBrez1lVJVtYDsPHB3B3VzoKIiKyFhMnDVnyxBK4SC7YX7QfR0qO2LbyH/8DyPoTbgLIs23NDs/VFbh5U/egYkl68N5wDSYiInJ+XI5AQ9p4tsGKMSsw9dGptq+89ze2r9NJ1NYC3t6Ap6duGs7NTZdMNUygJAkICeEq40REzowjThr0fN/nsevkLmSeyrRJfY91fgzfv/M92q5sXT2FhcCKFcbbTN1ZV1sLbN/eunMppaREl1B17PhgNKqp9+efB5Ys0SVkRETkGJg4aZCXmxd6te9ls8Tp0IVD+M3HvwGgu2Pv2+e/hWThHFVVFdCnj03CcQplZS2XWbYMiIsDEm2/figREVmJU3UatCl/E/5y6C+y1P3dye9QWVNp8XE+PjIE4+T69QOeeELpKIiIqD6OOGnQ+IfHY+Z3M2Wrv+3SttYduBjAsSQgYzNQq875qYULgdRUpaMgIiJrccRJg+zxYF+rRW4FuhxSOgrZvP8+UF6udBRERGQtjjhpULffdFM6hKYdnAMUxysdhcUCAnQXsDf3EgJYvRoIClI6WiIishYTJw3q2rYrOrfpjAuVF+xyvhOzTiC8fXiL5Q4eBBYeAGDmdT2S1PjWfv016fW379ljXn2tUVFhXrmZM3Uvc507B3Ttal1MRERke0ycNOjvx/8ua9IU6h+KE7NPwMvNy6Lj4uOBrCzbx+PMi1AmJQFPP216X0vrQTW138sLSE4G/PxaFxsRkRZJQqh/Ob7z588jNDQUxcXF6NKli9LhKO5mzU30WdMHRdeLZKn/4fYPo41HGwgICCEseq8TdXg+8nm8N+Q9eLja5qFuzpw4ySUuDjik3kvJiEjllPy7zhEnDfLz8MPZN89iW+E27D27F0II3Lp3C1v+tcUm9Z+4cqJVx3+w7wNEB0dj4iMTbRLPiBH2ma5zJk2NYhERUfOYOGmUJElI7JOIxD4PVldcOGQhFvxjAW7fvY2dJ3YqFltkUCSGdBtis/q2bwc++0y3MnlLq3Vv3myz0zYpNRVo377lcjExwIAB8sdDRETmY+JEAICa2hr0XNXT5vX+OO1HPB76eLNlhNC96t99VlcH3LrVeJv+/fBh4MknbR6uXSxaZH7ZzExgzBj5YiEiIsswcdK4OlGHt75/y+YriS8augjRvuMxsEcEgDu6jUICIDX9To306KF0BEREVB8TJ40rKCuQ5fErqTmpAFKB92xeNZD/EvCNHebUZHL0KNC3r9JREBGRNbhyuMZFBkXi9djXlQ7DIlFPnHLakZj+/YHISKWjICIia3HESePKq8qx5vAaWc+xftx6dG3bFdL9K7Cl+9NyUr11AiRIkCSpyX36bRJcENcpHgvOAp98ImvYsvj5Z+DePcDdXelIiIjIGkycNK5W1Mp+Dh93H4zuObrZMnV1wKBButXD1e7QIV1biYjI+TBx0rgu/l3wy+u/oM+aPq2qZ0KvCSYXtBzZYySSIpNaPL66WhtJEwCEt/z0GSIiclBMnDSu+Hpxq5MmALh6+6phqs1FcoEkSRBCYMevO/D34383JFN6AvU+398et07gaoUADPsEIIl6Rwi4u3jitc7r8eYLj7Q6ZqUsX268mrmplc0lSTcqNXYsVz4nInIkfOSKhmwr3IbEvyW2XJDMs+o4cKWX0lEYjB8P7NihdBRERPJT8u8676rTkKNlR5UOQV0CTisdgZFvv1U6AiIi9eNUnYakDkvFkG5DkHshF5dvXUadqEOdqIOAQG1dLQSE0d1tt+7eQmVNJTxcPeDq4qorK4ThGMPx9R7QW/9znajDb9w7wqc2+P7UnG5wUz/IqZ+u079fvwZk59y/RgoCuv8evNef7tO93a9VCBhK3B8/1Z9Pt8sF94r7A8IFD6YB76s3FWiS1MT20keBC3GW/PgtFhWle+SKfmX15saGe/cG5s6VNRwiIgITJ02RJAkjeozAiB4jlA6laa8pHQAREVHTOFVHREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCYmTkRERERmYuJEREREZCbZEqezZ8/i5ZdfRlhYGLy9vfHQQw9h0aJFqKmpMSpXVFSE8ePHw9fXF4GBgXjjjTcalSkoKMDQoUPh7e2Nzp074/333zc87JWIiIjIXmR7yO/x48dRV1eHzz//HD179sSxY8cwffp0VFVVYdmyZQCA2tpaPPXUU+jQoQMOHDiAK1euYPLkyRBCYNWqVQCAGzduYOTIkRg+fDhyc3Nx4sQJTJkyBb6+vnjrrbfkCp+IiIioEUnYcejmz3/+M9auXYvTp08DADIzMzFu3DgUFxcjJCQEAJCeno4pU6agvLwc/v7+WLt2LebPn4+ysjJ4enoCAJYuXYpVq1bh/PnzkCSpxfOeP38eoaGhKC4uRpcuXeRrIBEREclOyb/rso04mXL9+nW0a9fO8P3gwYOIjIw0JE0AMHr0aFRXV+PIkSMYPnw4Dh48iKFDhxqSJn2Z+fPn4+zZswgLC2t0nurqalRXVxudFwBKSkrkaBYRERHZkf7veV1dnd3PbbfE6d///jdWrVqF5cuXG7aVlpaiY8eORuUCAgLg4eGB0tJSQ5nu3bsbldEfU1paajJxSktLQ2pqaqPtcXFxrW0GEREROYji4mJ07drVrue0OHFavHixyaSkvtzcXMTGxhq+X7x4EWPGjEFiYiJeeeUVo7KmptqEEEbbG5bRzy42NU03f/58zJ071/D96tWrCAsLw7Fjx9C2bdtmY1ebyspKREREoLCwEG3atFE6HLvRarsBtp1tZ9u1QqvtBnQzSZGRkXjkkUfsfm6LE6dZs2bh97//fbNl6o8QXbx4EcOHD0d8fDzWr19vVC44OBiHDh0y2lZRUYG7d+8aRpWCg4MNo0965eXlANBotErP09PTaGpPLzQ0FP7+/s3GrjY3btwAAHTu3FlTbddquwG2HWDb2XZt0Gq7ARja6+Zm1yuOdOe09IDAwEAEBgaaVfbChQsYPnw4YmJi8MUXX8DFxXj1g/j4eHz44YcoKSlBp06dAAC7d++Gp6cnYmJiDGUWLFiAmpoaeHh4GMqEhIQ0msIjIiIikpNs6zhdvHgRw4YNQ2hoKJYtW4ZLly6htLTUaPRo1KhRiIiIwIsvvoi8vDz88MMPePvttzF9+nRDNjlp0iR4enpiypQpOHbsGDIyMvDRRx9h7ty5Zt1RR0RERGQrso1x7d69G6dOncKpU6ca3Sqov0bJ1dUVu3btwuuvv46BAwfC29sbkyZNMqzzBABt27ZFVlYWZs6cidjYWAQEBGDu3LlG1zC1xNPTE4sWLTI5fad2Wm27VtsNsO1sO9uuFVptN6Bs2+26jhMRERGRM+Oz6oiIiIjMxMSJiIiIyExMnIiIiIjMxMSJiIiIyEyqSZzWrFmDsLAweHl5ISYmBvv372+ybHZ2NiRJavQ6fvy4HSNuvX379mH8+PEICQmBJEn45ptvWjwmJycHMTEx8PLyQo8ePbBu3Tr5A5WBpW1XS5+npaXht7/9Ldq0aYOgoCA888wz+PXXX1s8Tg39bk3b1dLva9euRb9+/eDv7w9/f3/Ex8cjMzOz2WPU0OeA5W1XS583lJaWBkmSkJKS0mw5tfR7fea03Z79rorEaevWrUhJScG7776LvLw8DB48GE8++SSKioqaPe7XX39FSUmJ4RUeHm6niG2jqqoKUVFR+Oyzz8wqf+bMGYwdOxaDBw9GXl4eFixYgDfeeAPbt2+XOVLbs7Ttes7e5zk5OZg5cyb++c9/IisrC/fu3cOoUaNQVVXV5DFq6Xdr2q7n7P3epUsXLF26FIcPH8bhw4fxxBNPYMKECfjll19MlldLnwOWt13P2fu8vtzcXKxfvx79+vVrtpya+l3P3Lbr2aXfhQrExcWJGTNmGG3r3bu3mDdvnsnye/fuFQBERUWFHaKzDwAiIyOj2TJ//OMfRe/evY22JScniwEDBsgYmfzMabsa+1wIIcrLywUAkZOT02QZtfa7OW1Xa78LIURAQID461//anKfWvtcr7m2q63PKysrRXh4uMjKyhJDhw4Vb775ZpNl1dbvlrTdnv3u9CNONTU1OHLkCEaNGmW0fdSoUfjpp5+aPTY6OhqdOnVCQkIC9u7dK2eYDuHgwYONfk6jR4/G4cOHcffuXYWisi+19fn169cBAO3atWuyjFr73Zy266mp32tra5Geno6qqirEx8ebLKPWPjen7Xpq6fOZM2fiqaeewogRI1osq7Z+t6Ttevbod/s/Hc/GLl++jNra2kYP/O3YsWOjhwPrderUCevXr0dMTAyqq6vx5ZdfIiEhAdnZ2RgyZIg9wlZEaWmpyZ/TvXv3cPnyZcPzAtVIjX0uhMDcuXMxaNAgREZGNllOjf1ubtvV1O8FBQWIj4/HnTt34Ofnh4yMDERERJgsq7Y+t6Ttaurz9PR0/Pzzz8jNzTWrvJr63dK227PfnT5x0mv43DohRJPPsuvVqxd69epl+B4fH4/i4mIsW7bM6X6xLGXq52Rqu9qosc9nzZqFo0eP4sCBAy2WVVu/m9t2NfV7r169kJ+fj2vXrmH79u2YPHkycnJymkwg1NTnlrRdLX1eXFyMN998E7t374aXl5fZx6mh361puz373emn6gIDA+Hq6tpodKm8vLxR5t2cAQMG4OTJk7YOz6EEBweb/Dm5ubmhffv2CkWlHGfu89mzZ2PHjh3Yu3dvo2dBNqS2frek7aY4a797eHigZ8+eiI2NRVpaGqKiovDpp5+aLKu2Prek7aY4Y58fOXIE5eXliImJgZubG9zc3JCTk4OVK1fCzc0NtbW1jY5RS79b03ZT5Op3px9x8vDwQExMDLKysjBx4kTD9qysLEyYMMHsevLy8pxqGNMa8fHx2Llzp9G23bt3IzY2Fu7u7gpFpRxn7HMhBGbPno2MjAxkZ2cjLCysxWPU0u/WtN0UZ+x3U4QQqK6uNrlPLX3elObabooz9nlCQgIKCgqMtk2dOhW9e/fGO++8A1dX10bHqKXfrWm7KbL1u+yXn9tBenq6cHd3Fxs2bBCFhYUiJSVF+Pr6irNnzwohhJg3b5548cUXDeVXrFghMjIyxIkTJ8SxY8fEvHnzBACxfft2pZpglcrKSpGXlyfy8vIEAPHJJ5+IvLw8ce7cOSFE43afPn1a+Pj4iDlz5ojCwkKxYcMG4e7uLrZt26ZUE6xmadvV0uevvfaaaNu2rcjOzhYlJSWG161btwxl1Nrv1rRdLf0+f/58sW/fPnHmzBlx9OhRsWDBAuHi4iJ2794thFBvnwthedvV0uemNLyzTM393lBLbbdnv6sicRJCiNWrV4tu3boJDw8P0b9/f6NblCdPniyGDh1q+P7xxx+Lhx56SHh5eYmAgAAxaNAgsWvXLgWibh397ZcNX5MnTxZCNG63EEJkZ2eL6Oho4eHhIbp37y7Wrl1r/8BtwNK2q6XPTbUZgPjiiy8MZdTa79a0XS39Pm3aNMO/bx06dBAJCQmGxEEI9fa5EJa3XS19bkrD5EHN/d5QS223Z79LQty/coyIiIiImuX0F4cTERER2QsTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIzMXEiIiIiMhMTJyIiIiIz/T+wwPcJZFOV7wAAAABJRU5ErkJggg==",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# fdom and backscatter\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['fdom'], ranges['backscatter']], profile_list, \n",
- " d['fdom'][0], -d['fdom'][1], 'FDOM', colors['do'], 'ascent',\n",
- " d['backscatter'][0], -d['backscatter'][1], 'Backscatter', colors['chlora'], 'ascent', 6, 6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 12,
- "id": "9ce31097-51b2-48d4-8692-bf69b13fa6ae",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# pH and pCO2\n",
- "# These sensors are recording only on midnight and noon *descents*. The first of these 0n\n",
- "# January 1 2022 is profile 3, not profile 0, hence the third argument is [3], the first \n",
- "# first midnight profile of January. Next would be profiel 8, the subsequent noon. \n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['ph'], ranges['pco2']], [3],\n",
- " d['ph'][0], -d['ph'][1], 'pH', colors['ph'], 'descent',\n",
- " d['pco2'][0], -d['pco2'][1], 'pCO2', colors['pco2'], 'descent', 6, 6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "id": "a66e0fa5-a504-42cf-abe4-82f0b82b943b",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "# Spectral irradiance is not currently in place\n",
- "if False:\n",
- " fig,axs = ChartTwoSensors(profiles, [ranges['spkir412nm'], ranges['spkir555nm']], [8],\n",
- " d['spkir412nm'][0], d['spkir412nm'][1], '412nm', colors['spkir412nm'], 'ascent',\n",
- " d['spkir555nm'][0], d['spkir555nm'][1], '555nm', colors['spkir555nm'], 'ascent', 6, 6)\n",
- "\n",
- "if False:\n",
- " fig,axs = ChartTwoSensors(profiles, [ranges['par'], ranges['spkir620nm']], [8, 80],\n",
- " d['par'][0], d['par'][1], 'PAR', colors['par'], 'ascent',\n",
- " d['spkir620nm'][0], d['spkir620nm'][1], 'spkir620nm spkir', \n",
- " colors['spkir620nm'], 'ascent', 6, 6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 17,
- "id": "d24bdc33-b1a8-47ce-b82d-5cd2b41dfcec",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Nitrate and pH (midnight: ascent for nitrate, descent for pH)\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['nitrate'], ranges['ph']], [3], # (then 8, 12, 17)\n",
- " d['nitrate'][0], -d['nitrate'][1], 'nitrate', colors['nitrate'], 'ascent',\n",
- " d['ph'][0], -d['ph'][1], 'pH', colors['ph'], 'descent', 6, 6)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "id": "de6fd9ef-f269-403c-9831-4c183db18564",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "name": "stdout",
- "output_type": "stream",
- "text": [
- "Attempting 1 chart \n",
- "\n"
- ]
- },
- {
- "data": {
- "image/png": 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w8ICzszMkEgkWLlyIv//+W1lHcbq8Z8+eWLVqFW7cuGFoOHr17t0bMplMrTfpihUrkJubi379+pWpLaqePHmCw4cPo3v37vDw8FCWOzk5ISEhAdevX1de3tm8eTPi4uJQq1atcrdLYcSIEUhNTcWBAwcAyE/LL1u2DH379lWLR5ebN2/Cz89Pq3zv3r1o3bo1fH19lWVisRg9e/bUuZ+6deuiRo0aamV//PEH4uLiEBQUpPb7fOmll5THUNSrWLEiOnfurFavfv36CAgI0LqUVL9+fVSpUkW57OLigho1auDq1aslttVQu3btAgCtyyA9evSAu7u78jKKm5sbYmNjsWPHDgDA9u3bUbFiRbz//vvIy8vD/v37AQA7duxA27Zt1X4vderUQf369dXa26FDB52Xzlq3bo1KlSoZFLtIJMLSpUtRoUIFNGrUCFeuXMGqVavg7u6urFNUVKR2XNXLx//++y/i4+MREBAAJycnSCQStGzZEgDU3qeA/PJzp06d8Oabb2LJkiWYO3cuoqOjS4zPmPe34nVZ2mdAQUEBPvvsM0RFRUEqlcLZ2RlSqRQXL17UihkAunTporZct25dAFC+fpKTk5GTk4PevXur1WvWrBnCwsJKjEVVXFwcKlSooFz29/eHn5+f8jjGfG4ovP766wYfX6Gs75fo6GjExMRg0aJFyrK///4bR44cUbtcbuzrWdWuXbsQFRWFxo0bq5UnJiaCiJTvxc2bN8PFxUXrMn15vPPOOwCABQsWKMu++eYbREdH48UXXyxx25s3b0IkEql9Pqrq1q0bXFxclMsVKlRA586d8ddff6m938qqPL9zU6lduzbq1aunVhYfH4/s7Gytnuvx8fFql3bDwsLQrFkz5WXES5cu4fz588r3nOb3761bt8r1XqhWrRoWLFiA9evX45VXXkGLFi20btlSPWZBQYHafWuG5C6A/H74VatW4f79+2jYsCGICCtWrICTk1OJ8TVu3BibN2/G2LFjsWfPnhLvm/bz8zM6LzI4qbt//z4KCgowd+5cSCQStcfLL78MQH7/DQCsXbsWPXv2RHBwMH7++WckJyfj6NGj6N+/P3JycpT7fPHFF7F+/XoUFBTgrbfeQkhICOrUqaN1bdkY3t7e6NKlC5YuXap8Qy1evBiNGzdW3nNmTFs0PXz4EESEwMBArXVBQUHK/QPA3bt3jb5BsjRdu3ZFeHi48t6/xYsX48mTJxg6dGip2z59+lTtw0fh/v378Pf31yrXVQZAZ9tv376NjRs3av0+Fb9zxe/z9u3byMzMhFQq1aqbkZGh9Xv38fHROpZMJjNZB4L79+/D2dlZq6OKSCRCQECA8m8JAG3btsWhQ4fw5MkT7NixA61bt4aPjw9iYmKwY8cOXLlyBVeuXFFL6m7fvo1Tp05ptbVChQogIq326vrdlsTHxwddunRBTk4OOnbsqJVo9e/fX+24bdq0AQA8fvwYLVq0wOHDh/Hpp59iz549OHr0KNauXQtAu/OLSCRCYmIicnJyEBAQoPP+K03GvL8Vr8vS/q6jRo3CxIkT8eqrr2Ljxo04fPgwjh49inr16uncVvP1I5PJ1I6j+PsGBARobaurTJ/SXqfGfG4oGPtaMCSOkvTv3x/Jyck4f/48AGDRokWQyWR48803lXWMfT2run//vsGfm0FBQSbtZerv74833ngD33//PQoLC3Hq1Cns27cPw4YNK3Xbp0+fQiKR6P2y1vfaycvLw+PHj8sde3l+56ZS0vtD83Wrr66inuJ+8jFjxmi16d133wWg/f1r7HuhU6dO8Pf3R05ODkaNGqX1t9M8ruLeZUNzF4Vq1aqhRYsWyn8MDYnz66+/xocffoj169cjLi4O3t7eePXVV3Hx4kWtui4uLkZ/1zkbWrFSpUrK/yr1JRAREREAgJ9//hkRERFYuXKlWsau6+bGrl27omvXrsjNzcWhQ4cwbdo0xMfHIzw8HLGxsUY1RqFfv35YvXo1tm/fjipVquDo0aP47rvvytQWTZUqVYJYLNZ5w6XiZlvFf3SVK1fG9evXy9QGfcRiMYYOHYqPPvoIs2bNwrx589CmTRvUrFmz1G19fX3x4MEDrXIfHx/lG01VRkaGzv3ousHW19cXdevWxdSpU3Vuo/jg9vX1hY+PD7Zs2aKznurZDkvw8fFBQUEB7t69q5bYEREyMjKUZ5sA+fh+EydOxF9//YWdO3di0qRJyvJt27YpXzOKxAmQt9fV1VXvzeqa//3r+t2WZPv27fjuu+/QuHFjrFu3Dr/99pvaf7VJSUlqX1yK3++uXbtw8+ZN7NmzR3l2DoDeoTJu3bqFoUOHon79+jh79izGjBmjdaO0Loa+vxWvS31nQxR+/vlnvPXWW/jss8/Uyu/du4eKFSuWGo8mRRKk67WekZFhsjENjfncUDD2tVBeb775JkaNGoXFixdj6tSpWLZsGV599VW1M8fGvp5V+fj4GPy5uX//fhQVFZk0sRsxYgSWLVuG33//HVu2bEHFihW1ztDq4uvri7y8PDx58kTtLLiCvteOVCot8eqJi4uLzu/Ee/fuqf0ey/M7L+nYgPw7WfGPjuLYuuhrI6D9j4S+uop6injHjRuntzex5veZse+FIUOG4NGjR6hduzaGDx+OFi1aqL2Ojx49qla/LLkLAPz444/YtGkTGjdujG+++QZvvPEGmjRpUmJs7u7umDx5MiZPnozbt28rz9p17txZ+Q+VwoMHD4z/+xpzrbZt27ZUr149ys3NLbFet27dqGbNmmplt27dIg8PD53X8VWlpqaq3fSvuNdD9V6r0hQUFFBwcDD17NmTxowZQy4uLlr39RjaFl33vMXGxlJAQIDaTf2FhYUUHR2t85461Ru4Ddm/4r5AfffiPXz4kNzd3SkuLo4A0Pr160tsg0L//v3J29tbq9zYe+o6deqktY+BAwdSUFBQqfeD/fzzzwSADh06VGq8+o6lec+JMTTv+9q6dSsBoC+//FKt3urVq7Xu6ykoKCBPT09q3749AaBLly4RUfENsm3atKGoqCi1/Xz66afk5uZG//77b6mxAaChQ4ca3JabN2+Sn58fxcXFUUFBAXXp0oW8vLwMOtaGDRvU7i1T6N69u9brsaCggFq2bEn+/v5069Yt5b1ymvdFav5uddF8fytMnTqVxGJxqa8fXfeH/fHHH1r3vynu71m9erVaXc3324MHD0xyT52uv5vmPVOGfm4o7iPSvIeKqOTPBlO8X9544w0KDAyk9evXEwDaunWr2npjXs+a7R83bhwBoOPHj6vVGzp0qM576hYuXGjU/g35rmjWrBk1btyY3Nzc6L333iu1DarxaN5nWto9dW3atFGW6bpXrUOHDlqfF//88w85Ozur/b2M+Z0bSnFv85EjR9TKX3zxRaPuqatQoYLWPXUxMTE676kbMGCAsqx69epa97vqUtJ7QR/F/bk//fQTXb58mby8vKhr164GbWtM7nLq1ClydXWlt956i3JzcykmJobCwsK0PsOgcU+dLu+99x4BUP4uFapXr6712VQao3u/VqpUiRo3bkyLFi2i3bt304YNG+jLL79U6zH3008/KXs07dy5kxYvXkzPPfccVa9eXe0XM3HiROrXrx/9/PPPtGfPHlq/fj3FxcWRRCJR9vp78uQJubq6UvPmzWn37t109OhRunHjRqmxjhs3jmQyGVWuXJni4+PL3JaSer82adKEVq9eTb///jt16NBBb+9XPz8/mjNnDu3cuZN+++03GjRokN7er0TFb47BgwfTwYMH6ejRo2o3YRPJby4GQGFhYcqbSkuj+HDS7OSQmpqq7P26cuVKZe/XsLAwAqB247W+L46bN29SWFgYRUZG0rx582jnzp20adMm+vbbb6lTp07KHssFBQX00ksvkbe3N02ePJk2b95MO3bsoMWLF1Pfvn1p7dq1pR5L15dUWFhYqQkFkf7erxKJhJKSkmj79u00a9Ys8vDwUOv9qtC5c2cCQBEREcqynJwccnV1JQA0fPhwtfqPHz+mBg0aUEhICM2aNYu2b99OW7dupQULFlCPHj3UkltjkjrNRItInqBUqVKFnn/++VL/Wbl37x5VqlSJ6tWrR2vXrqWNGzdSr169lO9R1dfj+PHjSSwW044dO9R+DxUrVlT7otH83Rry/lbdX8OGDUtt91tvvUUymYxmz55NO3fupM8//5wqV65MISEhZUrqiIgmTJig7P26ZcsWWrBggdG9Xw1J6gz93Cjpi6ykzwZTJHWKf3JCQkIoJCRE67PFmNezvt6vAQEB9MMPP9DWrVtp+PDhJBKJ6N1331XWU/R+lUgk9MEHH9DmzZtp06ZN9PHHH+vt/Upk2HeFonOESCSiCxcuGPQ7uXbtGgGg77//Xq1cs/fr2rVrac2aNfT888+Ts7Mz7d+/X1lXV1Kn+Af3nXfeoR07dtDChQupZs2aFBgYqPb3MuZ3rugAsXv37hLblJWVRd7e3hQdHU3r1q2jjRs30uuvv04RERGl9n7dvHmzsvfrjBkzlPU0e7/+8ccftHz5cqpWrRpVqFBB+U8wkbz3q0wmo/bt29Mvv/yi7Mn+2WefUffu3bV+b4YmdYpES/V1oehQMnv27FK3NzR3efz4MUVGRlJUVJSyY5q+BFIzqWvcuDFNmTKF1q9fT3v37qX58+eTj48PxcbGqm137949AkBff/21QW1XHs+o2iR/Iffv35+Cg4NJIpFQ5cqVqVmzZvTpp5+q1Zs+fTqFh4eTTCajWrVq0YIFC7R63Pzxxx/00ksvUXBwMEmlUvLz86OXX36Z9u3bp7avFStWUGRkJEkkEoOyXiKiCxcuEAACQNu3by9zW3R9CRAR7du3j1q3bk3u7u7k6upKTZs2pY0bN2odIz09nfr3708BAQEkkUgoKCiIevbsqeyFpW//48aNo6CgIBKLxTrfpHv27CEANH369FJ/FwpZWVnk4eGh1dNT0Z4mTZqQTCajgIAAev/995W9vlTPcur74iAiunv3Lg0fPpwiIiJIIpGQt7c3xcTE0Pjx49V6ZObn59PMmTOpXr165OLiQh4eHhQZGUmDBw+mixcvlnosXV9Svr6+1LRp01J/B7rOJj19+pQ+/PBDCgsLI4lEQoGBgfTOO+8ou8Sr+uqrrwgADRo0SK28Xbt2BIA2bNigtc3jx49pwoQJVLNmTZJKpcqhdEaOHKnWo86YpE6RaO3cuVOt/ODBg+Ts7EwjRowodR8HDx6k2NhYcnNzo8qVK9PAgQPpxIkTaq/Hbdu2kVgs1nrP3b9/XyuB1PzdGvr+fvToEbm5udGsWbNKjfnhw4c0YMAA8vPzIzc3N3rhhRdo3759Wq8JY5K6oqIimjZtGoWGhpJUKqW6devSxo0bDU6GDE3qiAz73Cjti0zfZ4MpkrrCwkIKDQ0lADR+/HiddQx9Petq/9WrVyk+Pp58fHxIIpFQzZo16YsvvtBKHp8+fUoff/wxVa9enaRSKfn4+FDr1q3VhgnRtf/Svityc3NJJpNRx44dDfp9KLRo0ULrzJLitTRjxgyaPHkyhYSEkFQqpQYNGmid4dSV1BUVFdHnn39OVatWJRcXF2rUqBHt2rVL59/L0N/56NGjSSQSGdSL/MiRI9SsWTNyd3en4OBgmjRpEv344496r86sWbOGateuTVKplMLDw7Wubijec8uWLaPhw4dT5cqVSSaTUYsWLejYsWNaxz958qRyqDGJREIBAQHUunVrmj9/vtbvzZCkTjXR0jzjNXToUJJIJFo9r3UxJHfp06cPubm5KUd1UFBc4VFNIDVfh2PHjqVGjRpRpUqVSCaTUdWqVWnkyJF07949tX0tXLiQJBKJVq/r0hid1DHrMGrUKHJ1ddV6IZRm2LBhVKtWLYPGNmrXrh1Vr169rCFajGKcvj/++EPoUFgZ/Pjjj+Tu7m7wUC6MlZXitoNNmzYZtd2aNWvIycmJrl+/bqbITOP5559XO9NlCiX9I69K3z9SrGxeeOEFnVcZS2NwRwlmHQ4dOoQLFy5g3rx5GDx4sM7ebiWZMGECli5dit9++w3du3dXlo8aNQoNGjRAaGgoHjx4gOXLl2P79u0GzUwgtN27dyM2NlZt/lxmGwoKCjBjxgyMGzfO4KFcGDPWuXPncPXqVeVsAYqhlgzVrVs3PP/885g2bZrWLALWIjs7GydPnizTfKHMuvz11184evRomf6WnNTZmNjYWLi5ueGVV17Bp59+avT2/v7+WL58OR4+fKhWXlhYiI8//hgZGRkQiUSIiorCsmXL0KdPH1OFbjZDhw41aEgXZn3S09PRp08fjB49WuhQmB179913ceDAATRs2BBLliwxujelSCTCggULsGHDBpP3yjUVT09Pvb00mW25f/8+li5diqpVqxq9rYjIhmbGZYwxxhhjOlnfvxuMMcYYY8xonNQxxhhjjNkBTuoYY4wxxuwAJ3WMMcYYY3aAkzrGGGOMMTtg10ndw4cPkZCQAC8vL3h5eSEhIUHvhOW6DB48GCKRCHPmzDFbjOZUlvYnJSUhMjIS7u7uqFSpEtq2bYvDhw9bJmATM7b9+fn5+PDDDxEdHQ13d3cEBQXhrbfeUk44bkvK8rdfu3YtOnToAF9fX4hEIqSmplokVlOYN28eIiIi4OLigpiYGOzbt6/E+nv37kVMTAxcXFxQtWpVzJ8/30KRmocx7b916xbi4+NRs2ZNiMVivPfee5YL1EyMaf/atWvRrl07VK5cGZ6enoiNjcXWrVstGK3pGdP+/fv3o3nz5vDx8YGrqysiIyMxe/ZsC0Zresa+/xUOHDgAZ2dn1K9f37wBWpLJh0G2Ih07dqQ6derQwYMH6eDBg1SnTh165ZVXDNp23bp1VK9ePQoKCjJozjhrVJb2L1++nLZv306XL1+mM2fO0IABA8jT05Pu3LljoahNx9j2Z2ZmUtu2bWnlypV0/vx5Sk5OpiZNmlBMTIwFozaNsvztly5dSpMnT1ZOiJ2SkmKZYMvp119/JYlEQgsWLKBz587RiBEjyN3dXW3OYlX//vsvubm50YgRI+jcuXO0YMECkkgktGbNGgtHbhrGtv/KlSs0fPhwWrJkCdWvX9+gKeWsmbHtHzFiBM2YMYOOHDlCFy5coHHjxpFEIqETJ05YOHLTMLb9J06coF9++YXOnDlDV65coWXLlpGbm5vW3La2wtj2K2RmZlLVqlWpffv2VK9ePcsEawF2m9SdO3eOAKhNdpycnEwA6Pz58yVue/36dQoODqYzZ85QWFiYTSZ15Wm/qqysLAKgNpm7LTBV+48cOUIASv2AsCblbbtiTktbSeoaN25MQ4YMUSuLjIyksWPH6qz/wQcfUGRkpFrZ4MGDDZo72BoZ235VLVu2tPmkrjztV4iKiqLJkyebOjSLMEX7X3vtNerTp4+pQ7OIsrb/jTfeoAkTJtCkSZPsKqmz28uvycnJ8PLyQpMmTZRlTZs2hZeXFw4ePKh3u6KiIiQkJOD9999H7dq1LRGqWZS1/ary8vLwww8/wMvLC/Xq1TNXqGZhivYDQFZWFkQiESpWrGiGKM3DVG23BXl5eTh+/Djat2+vVt6+fXu9bU1OTtaq36FDBxw7dgz5+flmi9UcytJ+e2KK9hcVFeHRo0fw9vY2R4hmZYr2p6Sk4ODBg2jZsqU5QjSrsrZ/0aJFuHz5MiZNmmTuEC3ObqcJy8jIgJ+fn1a5n58fMjIy9G43Y8YMODs7Y/jw4eYMz+zK2n4A+OOPP9CrVy/8999/CAwMxPbt2+Hr62uuUM2iPO1XyMnJwdixYxEfHw9PT09Th2g2pmi7rbh37x4KCwvh7++vVu7v76+3rRkZGTrrFxQU4N69ewgMDDRbvKZWlvbbE1O0f9asWXjy5Al69uxpjhDNqjztDwkJwd27d1FQUICkpCQMHDjQnKGaRVnaf/HiRYwdOxb79u2Ds7P9pUA2d6YuKSkJIpGoxMexY8cAQOf8fkSkd96/48eP46uvvsLixYuNnhvQUszZfoW4uDikpqbi4MGD6NixI3r27Ik7d+6YpT3GskT7AXmniV69eqGoqAjz5s0zeTvKwlJtt0Wa7Sqtrbrq6yq3Fca2396Utf0rVqxAUlISVq5cqfMfIVtRlvbv27cPx44dw/z58zFnzhysWLHCnCGalaHtLywsRHx8PCZPnowaNWpYKjyLsrk0ddiwYejVq1eJdcLDw3Hq1Cncvn1ba93du3e1snqFffv24c6dO6hSpYqyrLCwEKNHj8acOXOQlpZWrthNwZztV3B3d0e1atVQrVo1NG3aFNWrV8fChQsxbty4csVuCpZof35+Pnr27IkrV65g165dVnOWzhJttzW+vr5wcnLS+q/8zp07etsaEBCgs76zszN8fHzMFqs5lKX99qQ87V+5ciUGDBiA1atXo23btuYM02zK0/6IiAgAQHR0NG7fvo2kpCS8+eabZovVHIxt/6NHj3Ds2DGkpKRg2LBhAOSX34kIzs7O2LZtG1q3bm2R2M3F5pI6X19fgy4FxsbGIisrC0eOHEHjxo0BAIcPH0ZWVhaaNWumc5uEhAStN3eHDh2QkJCAfv36lT94EzBn+/UhIuTm5pYpXlMzd/sVCd3Fixexe/duq/qSF+Jvb+2kUiliYmKwfft2vPbaa8ry7du3o2vXrjq3iY2NxcaNG9XKtm3bhkaNGkEikZg1XlMrS/vtSVnbv2LFCvTv3x8rVqxAp06dLBGqWZjq729Nn/HGMLb9np6eOH36tFrZvHnzsGvXLqxZs0aZ6No0QbpnWEjHjh2pbt26lJycTMnJyRQdHa01rEPNmjVp7dq1evdhq71fiYxv/+PHj2ncuHGUnJxMaWlpdPz4cRowYADJZDI6c+aMEE0oF2Pbn5+fT126dKGQkBBKTU2lW7duKR+5ublCNKHMyvLav3//PqWkpNCmTZsIAP3666+UkpJCt27dsnT4RlEMabBw4UI6d+4cvffee+Tu7k5paWlERDR27FhKSEhQ1lcMaTJy5Eg6d+4cLVy40C6GNDG0/UREKSkplJKSQjExMRQfH08pKSl09uxZIcIvN2Pb/8svv5CzszN9++23au/xzMxMoZpQLsa2/5tvvqENGzbQhQsX6MKFC/TTTz+Rp6cnjR8/XqgmlEtZXv+q7K33q10ndffv36fevXtThQoVqEKFCtS7d296+PChWh0AtGjRIr37sOWkztj2P336lF577TUKCgoiqVRKgYGB1KVLFzpy5IjlgzcBY9uvGMpD12P37t0Wj788yvLaX7Rokc62T5o0yaKxl8W3335LYWFhJJVKqWHDhrR3717lur59+1LLli3V6u/Zs4caNGhAUqmUwsPD6bvvvrNwxKZlbPt1/Z3DwsIsG7QJGdP+li1b6mx/3759LR+4iRjT/q+//ppq165Nbm5u5OnpSQ0aNKB58+ZRYWGhAJGbhrGvf1X2ltSJiJ7dIcwYY4wxxmyWzfV+ZYwxxhhj2jipY4wxxhizA5zUMcYYY4zZAU7qGGOMMcbsACd1jDHGGGN2gJM6xhhjjDE7wEkdY4wxxpgdcJikLjc3F0lJSTY5FYopcPu5/dx+br8jtt+R2w5w+x2t/TY1+PC8efPwxRdf4NatW6hduzbmzJmDFi1aGLRtdnY2vLy8kJWVZTUTtFsSt5/bz+3n9jti+x257QC339HabzNn6lauXIn33nsP48ePR0pKClq0aIGXXnoJ165dEzo0xhhjjDHB2UxS9+WXX2LAgAEYOHAgatWqhTlz5iA0NBTfffed0KExxhhjjAnOWegADJGXl4fjx49j7NixauXt27fHwYMHdW6Tm5urdg39wYMHAID09HR4eXmZL1gr9ejRIwDAjRs3kJ2dLXA0lsft5/YD3H5HbL8jtx3g9mdlZQEACgoKBI7EQsgG3LhxgwDQgQMH1MqnTp1KNWrU0LnNpEmTCAA/+MEPfvCDH/xw8Me+ffsska4IzibO1CmIRCK1ZSLSKlMYN24cRo0apVxOT09HnTp1cOTIEQQGBpo1TsYYY4wJ79atW2jcuDGqVKkidCgWYRNJna+vL5ycnJCRkaFWfufOHfj7++vcRiaTQSaTKZcVl1wDAwMREhJivmAZY4wxZlXEYpvpQlAuNtFKqVSKmJgYbN++Xa18+/btaNasmUBRMcYYY4xZD5s4UwcAo0aNQkJCAho1aoTY2Fj88MMPuHbtGoYMGSJ0aIwxxhhjgrOJM3UA8MYbb2DOnDmYMmUK6tevj7/++gt//vknwsLChA6NmcCdO3cwePBgVKlSBTKZDAEBAejQoQOSk5OVdUQiEdavX2+S46WlpUEkEiE1NbXEenv27IFIJEJmZqbWuvr16yMpKUlZp6TH4sWLAQC//fYbWrVqBS8vL3h4eKBu3bqYMmWKsne2IdauXYt27dqhcuXK8PT0RGxsLLZu3apV77fffkNUVBRkMhmioqKwbt06tfXTpk3D888/jwoVKsDPzw+vvvoq/vnnH+X6/Px8fPjhh4iOjoa7uzuCgoLw1ltv4ebNm6XG+PDhQyQkJMDLywteXl5ISEjQ+h2OGDECMTExkMlkqF+/vsHt37t3L2JiYuDi4oKqVati/vz5auvPnj2L119/HeHh4RCJRJgzZ45B+z19+jRatmwJV1dXBAcHY8qUKSCNsdlLO7amBw8e4H//+x9q1qwJNzc3VKlSBcOHD1f2yAPkr8UBAwYgIiICrq6ueO655zBp0iTk5eWVGnNpf2NAPmh7REQEXFxcEBMTg3379hn0+2CM2R6bSeoA4N1330VaWhpyc3Nx/PhxvPjii0KHxEzk9ddfx8mTJ7FkyRJcuHABGzZsQKtWrYxKdgxlyJelMZo1a4Zbt24pHz179kTHjh3Vyt544w2MHz8eb7zxBp5//nls3rwZZ86cwaxZs3Dy5EksW7bM4OP99ddfaNeuHf78808cP34ccXFx6Ny5M1JSUpR1kpOT8cYbbyAhIQEnT55EQkICevbsicOHDyvr7N27F0OHDsWhQ4ewfft2FBQUoH379njy5AkA4L///sOJEycwceJEnDhxAmvXrsWFCxfQpUuXUmOMj49HamoqtmzZgi1btiA1NRUJCQlqdYgI/fv3xxtvvGFw269cuYKXX34ZLVq0QEpKCj766CMMHz4cv/32m7LOf//9h6pVq2L69OkICAgwaL/Z2dlo164dgoKCcPToUcydOxczZ87El19+adSxNd28eRM3b97EzJkzcfr0aSxevBhbtmzBgAEDlHXOnz+PoqIifP/99zh79ixmz56N+fPn46OPPioxZkP+xjxoO2MORuDetxaTnp5OACg9PV3oUJiGhw8fEgDas2eP3jphYWFq3dPDwsKIiOjSpUvUpUsX8vPzI3d3d2rUqBFt375da9tPPvmE+vbtS56envTWW29pdXdv2bKlzuPu3r2bANDDhw+11tWrV48mTZqkVd63b1/q2rWrWtnhw4cJAM2ZM0fv76A8oqKiaPLkycrlnj17UseOHdXqdOjQgXr16qV3H3fu3CEAtHfvXr11jhw5QgDo6tWreuucO3eOANChQ4eUZcnJyQSAzp8/r1V/0qRJVK9ePb37U/XBBx9QZGSkWtngwYOpadOmOuuHhYXR7NmzS93vvHnzyMvLi3JycpRl06ZNo6CgICoqKirTsfVZtWoVSaVSys/P11vn888/p4iIiBL3Y8jfuHHjxjRkyBC1OpGRkTR27FijYmbMVjnad79Nnalj9snDwwMeHh5Yv3693kmXjx49CgBYtGgRbt26pVx+/PgxXn75ZezYsQMpKSno0KEDOnfurHUm4osvvkCdOnVw/PhxTJw4EUeOHAEA7NixA7du3cLatWvN2EJg+fLl8PDwwLvvvqtzfcWKFQEUXxbes2ePwfsuKirCo0eP4O3trSxLTk5G+/bt1ep16NBB72DdQPEgnar70VVHJBIp49UlOTkZXl5eaNKkibKsadOm8PLyKvH4htDXrmPHjiE/P79c+23ZsqVaj/kOHTrg5s2bSEtLM/jYikvxim10UcxB6eys/5bmrKwsrb9DeHg4kpKS1GIu6W+sGLRds05Jg7YzxmwbJ3VMcM7Ozli8eDGWLFmCihUronnz5vjoo49w6tQpZZ3KlSsDkCc/AQEByuV69eph8ODBiI6ORvXq1fHpp5+iatWq2LBhg9oxWrdujTFjxqBatWqoVq2acnsfHx8EBASUmMiYwsWLF1G1alVIJJIS60kkEuX9V4aaNWsWnjx5gp49eyrLMjIytIb78ff31xoWSIGIMGrUKLzwwguoU6eOzjo5OTkYO3Ys4uPjS5wYOyMjA35+flrlfn5+eo9vKH3tKigowL1790y+X8U6Q4/t5uaGmjVr6v07379/H5988gkGDx6sN5bLly9j7ty5Wp3AnnvuOfj6+pYasyLee/fuobCw0KjXAWPMtnFSx6zC66+/jps3b2LDhg3o0KED9uzZg4YNGyo7GOjz5MkTfPDBB4iKikLFihXh4eGB8+fPa52pa9SokRmjLx2VMFC2quDgYJw/fx6NGzc2aL8rVqxAUlISVq5cqZVIGTNY97Bhw3Dq1CmsWLFC5/r8/Hz06tULRUVFmDdvnrJ8yJAhyjOtHh4eeo9d2vF1Ud2vaoKjq136jmkMQ/ZbWp3GjRvj/PnzCA4O1tp/dnY2OnXqhKioKEyaNElnDDdv3kTHjh3Ro0cPDBw4UG3dzp07MWzYsFJj1iwz5nXAGLNtNjOkCbN/Li4uaNeuHdq1a4ePP/4YAwcOxKRJk5CYmKh3m/fffx9bt27FzJkzUa1aNbi6uqJ79+5anSHc3d3LFJPijFRWVpbWJcfMzEyD5xGuUaMG9u/fj/z8/FLP1hlq5cqVGDBgAFavXo22bduqrQsICDB4sO7//e9/2LBhA/766y+dA3Pn5+ejZ8+euHLlCnbt2qV2lm7KlCkYM2aM1rFv376ttZ+7d+/qHSxcF9WeyYpj6muXs7MzfHx8DN63Jn37BYrP2JXn2I8ePULHjh3h4eGBdevW6XwN3Lx5E3Fxccohm8oasyLesgzazhizbXymjlmtqKgoZU9MQH5psrCwUK3Ovn37kJiYiNdeew3R0dEICAgo8X4mBalUCgBa+9NUvXp1iMVi5T18Crdu3cKNGzdQs2ZNg9oSHx+Px48fq53lUqVryJSSrFixAomJifjll1/QqVMnrfWxsbFag3Vv27ZNbbBuIsKwYcOwdu1a7Nq1CxEREVr7USR0Fy9exI4dO7SSFz8/P+Ul7WrVqimPnZWVpbxvEQAOHz6MrKwsowYLV92v4iykvnY1atSoXMlybGws/vrrL7V/BrZt24agoCCEh4eX69jZ2dlo3749pFIpNmzYABcXF606N27cQKtWrdCwYUMsWrTIoNHvS/sb86DtjDkgoXpoWJqj9YCxJffu3aO4uDhatmwZnTx5kv79919atWoV+fv7U//+/ZX1qlevTu+88w7dunWLHjx4QEREr776KtWvX59SUlIoNTWVOnfuTBUqVKARI0Yot9PVAzI/P59cXV3p008/pYyMDMrMzNQb3zvvvENVqlShdevW0b///kv79++nli1bUnR0tM4ejLp6vxLJe086OTnR+++/TwcPHqS0tDTasWMHde/eXdkr9vr161SzZk06fPiw3nh++eUXcnZ2pm+//ZZu3bqlfKi24cCBA+Tk5ETTp0+nv//+m6ZPn07Ozs5qPVLfeecd8vLyoj179qjt57///lP+jrp06UIhISGUmpqqVic3N1dvfEREHTt2pLp161JycjIlJydTdHQ0vfLKK2p1Ll68SCkpKTR48GCqUaMGpaSkUEpKSon7/vfff8nNzY1GjhxJ586do4ULF5JEIqE1a9Yo6+Tm5ir3FRgYSGPGjKGUlBS6ePGi3v1mZmaSv78/vfnmm3T69Glau3YteXp60syZM4069uHDh6lmzZp0/fp1IiLKzs6mJk2aUHR0NF26dEntd1hQUEBERDdu3KBq1apR69at6fr162p1VLVu3Zrmzp2rXDbkb/zrr7+SRCKhhQsX0rlz5+i9994jd3d3SktL0/u7YMyeONp3Pyd1THA5OTk0duxYatiwIXl5eZGbmxvVrFmTJkyYoEwwiIg2bNhA1apVI2dnZ+WQJleuXKG4uDhydXWl0NBQ+uabb6hly5alJnVERAsWLKDQ0FASi8V6hzRRxDdlyhSqVasWubq6UlhYGCUmJmp96SroS+qIiFauXEkvvvgiVahQgdzd3alu3bo0ZcoU5ZAmV65cIQC0e/duvfG0bNlSa0gWANS3b1+1eqtXr6aaNWuSRCKhyMhI+u2339TW69oHAFq0aJFaLLoeJcVHRHT//n3q3bs3VahQgSpUqEC9e/fWGrZFXzuuXLlS4r737NlDDRo0IKlUSuHh4fTdd9+prdcXd0l/YyKiU6dOUYsWLUgmk1FAQAAlJSUphzMx9NiKIXAUbVAsl9TORYsW6a2jKiwsTGsIndL+xkRE3377LYWFhZFUKqWGDRuWOGQNY/bG0b77RUQaQ6bbqevXryM0NBTp6ek67xtijDHGmH1xtO9+vqeOMcYYY8wOcFLHGGOMMWYHOKljjDHGGLMDnNQxxhhjjNkBTuoYY4wxxuwAJ3WMMcYYY3aAkzrGGGOMMTvASR1jjDHGmB3gpI4xxhhjzA5wUscYY4wxZgc4qWOMMcYYswOc1DHGGGOM2QFnoQNgjDFzys8HFi0CiOTLqj+NKSsqAv78E7hxAwgMBAoLtR8FBcXP8/OBnBwgN1f+MydHvt4QFSoAK1cClSoV77egAPgvNxe5+YXIyy9CQQEhv6AIeflFyH/2vKCA0LDJE4RWzUFhUSEKqRCFRYUgEMQisdpj04VN+GDHB6b5JZegY7WOqORSCRInCaRiKSROEkjEErwd8zZq+9U2+/EZcyQiIsVHl327fv06QkNDkZ6ejpCQEKHDYYxZyJMngIeH0FFYWLv3gch1gKgIEBfKf4oKnz0vLC6TPAFEiq+AZz8VyyLzh7m77240D20OiZPE/AdjDsnRvvv5TB1jzG6sWQP06CF0FFZg+xfyh7m93RAISinz5nFL4rTKVvdYje5R3csTFWMOi5M6xphVWroU6NtX6ChYic6/Vq6kTpexO8bCWeys9pCIJVplzmJnSJy0y3XVFYkscNqRMSvASR1jzCr98YfQETgIrzT5pVgAgAggMQAqvgzr8w/glA+QSL2O/ynghekmD+fyw8t4beVrJt3nS9Vewqb4TZzcMbsneFKXlpaGTz75BLt27UJGRgaCgoLQp08fjB8/HlKpVFlP15vxu+++w5AhQywZLmPMQpYsAZo2Be7dk3dSUHRYOHYM2L1b6OjsSKUrQGJroaMwq82XNmP45uEAgCKSJ7AftfgIwZ7BQobFmMkJntSdP38eRUVF+P7771GtWjWcOXMGgwYNwpMnTzBz5ky1uosWLULHjh2Vy15eXpYOlzFmIa6uwKhRljvegQNA9+5ARobljmkV/E8JHYFFfHP0G7XlecfmIX9iPpzFgn8NMmYygr+aO3bsqJaoVa1aFf/88w++++47raSuYsWKCAgIsHSIjDEbc/s20KYNcPas0JFYOWk28NJ7QkchmMsPLqOmb02hw2DMZARP6nTJysqCt7e3VvmwYcMwcOBAREREYMCAAXj77bchFvP4yYwxdX/8wQmdQfI8gSSVUa269wTqrBYuHiM5iZwgFonhJHaCCCKtsfhUHyKRfL2TyAkikQjjXhiHGj41hG4CYyZldUnd5cuXMXfuXMyaNUut/JNPPkGbNm3g6uqKnTt3YvTo0bh37x4mTJigcz+5ubnIzc1VLj969MiscTPGrEd0tNAR2Kg1q4BaEsDJwFGSLahxcGNUkFZAv/r9EB8dz50eGNPBbIMPJyUlYfLkySXWOXr0KBo1aqRcvnnzJlq2bImWLVvixx9/LHHbWbNmYcqUKcjKyjLq+I4yACFj1oyoeJaEggL57AuqP0t6vmoV8M03pR+DlUG3eKDuCqGjKNW+fvvwQpUXhA6D2QBHG3zYbEndvXv3cO/evRLrhIeHw8XFBYA8oYuLi0OTJk2wePHiUi+rHjhwAC+88AIyMjLg7++vtV7zTN2NGzcQFRXlMH9YxqzR338DUVFCR+HgGs0DZI+A2itNPsacpfSt1xffvPwNPKSONlUIM5ajJXVmu/zq6+sLX19fg+reuHEDcXFxiImJwaJFiwy6Ty4lJQUuLi6oWLGizvUymQwymUy5nJ2dbVAsjDHzefJE6AgYjr0r/3ngw+Ky57YCXfs/m05M81Gou1xcaJGpxHRZcnIJqnhVwZS4KcIEwJiVEvyeups3b6JVq1aoUqUKZs6cibt37yrXKXq6bty4ERkZGYiNjYWrqyt2796N8ePH4+2331ZL3Bhj1q1RI+DOHeDmTcDZGXBykj+cnQGxuHgsOn0P1fHqVB8zZwLLlgndOht2uQPw5Y2ybft2DBB0wrTxGICnEmNMm+BJ3bZt23Dp0iVcunRJ69So4sqwRCLBvHnzMGrUKBQVFaFq1aqYMmUKhg4dKkTIjLFyqFxZ/gDkl2NrcAdE25bvZrFDnR96nocgYawEgid1iYmJSExMLLGO5lh2jDH78M8/QkfgYML2Ak65AESA5AlQ+W/59F8kBsjp2U8xIMsGGv4IiPO116k+3O4C7vctFv6B9AOc1DFWAsGTOsaY43r1VWDPHuDECfmlVc1Hbi7wySdCR2lHrrZUX/7nVf11L74E9OwO+VyvouKfyjlgCSi03O0v4RXD0bdeX4sdjzFbZLber9bG0XrAMMZ0O3YMeP55oaOwIx3eA2K/Msmuqlaqir8S/1IOFqwYUFjqJIWXC08LyYznaN/9fKaOMWYTHjwAfHyEjoJpkZluYPen+U/h5+4HiZPEZPtkzJFwUscYswkOPyqRf6r8p3MO0OYjwFPRW/XZxRYRlXFZpUxcaOBQJs+egwCx4Rd7pE5SLOi8AIEegcozcao/m4Y05YSOsXLgpI4xZhPCw4EbN4CjR4G8PPkjP1/+0Hy+ZQuwf7/QEZvY7frFz5fuMs0+360N+J0zzb4MkFeYh77ry39fnAgipAxOQb2AeiaIijH7wUkdY8xmBAUBXbuWXm/8ePnPvXuBVq3MGpJtOz4IeGmk0FEYjUD44uAX+Lnbz0KHwphV4aSOMWZSREDnzsCmTUJHwvRyvw0EHgdafCZ0JGW2/PRyLD+9vNR6B/ofQLPQZhaIiDHhcVLHGDO527eFjsCBDKkHBJwSOgqr1fyn5jrLK0gr4Pjbx1Hdp7qFI2LMfDipY4yZlEgEHDoEnD0rX1YMmlTWn4rniodi+dEjgMckBzD/pHDH9v0bGNgEcDFdD1hLeZT3CItTF2Nqm6lCh8KYyXBSxxgzOScnoG5dw+sTAX/9BTx5Il8Wi+XJISD/qeshFssv827cqH+/U6YAFSrI95+ZKe88kZkJPH0qn6KMldO9WsCdaKDKQaEj0cnb1RtikVjnumahzTAy1vbuJ2SsJJzUMcYEN2AAsGiR6ff78cem36fd8k8FPK8DeJZNK2eOgI6yZz/rrABCrTOhA4BvXvoGb0a/KXQYjFkMJ3WMMcFFRgodgX3pNjwZbfukYuvlrXiSLz/9uePfHQJHZXmxobFCh8CYRXFSxxgT3AcfyB+aCgsBZ/6UMtraX92x1vtdocMwm+re1bG592Y85/2c0KEwZlX445IxZrWcnNQ7TADA48fA4cPy++pGjwZSUwUJzbo0+BGQPpFfHnXKA16YLnREZnXxwUV8uu9TLOpqhmv2jNkwTuoYYzbj6VN5xweH5p8K9GsJuDj2vGmLUxdjcepiAMDSV5cioV6CsAExZgU4qWOM2QyJBKhWDbh0SehIBHS7PjA9y7C6Fa8AnQfJ53lVzNUqKno27+uz5xXTAM9b5ovXAr46/BUndYyBkzrGmBnNmAGMHSt0FA4sMwJYZkAHif7NrXZYEl3q+deDn7sfAMBD6oE5HecIGxBjVoKTOsaYWWRnc0JnM2S2cym3und1pAxOgUgkKr0yYw6GkzrGmFl4egJLlwL9+gFFRdodHlg5ifOAEVUBl0z1y6nK5xpldpIDjWk2hhM6xvQQETnGR+3169cRGhqK9PR0hISECB0OY8xMtm7l6cMMVnU74JSrXa5ICDXL2r0P+F60SGglyZ2QC6mTVOgwmA1wtO9+PlPHGBPE48fA+vXq034pfqo+V/2pq0xzO3d3+VAnO3bIh0RxdpY/rl8Hrl0TutVW5t92xtVPawl86A2IhT0X0HN1T4hFYohFYjiJneQ/RU7KZcVzsUiM2JBYJNRL0DtdGGP2hJM6xpjFFRXx0CQ2qdlMwRM6APj9n98Nrvv98e9RSIXo36C/GSNizDpwUscYs7j33hM6Avshq/AEuU/FwHPbgJZTAOenOu6rU1xOFT2bv1WkPo+rWpnKz8pnAadCQdplSk1DmgodAmMWwUkdY8ziIiKEjsB+5D5ylz/5p6v8YS7PbQF6vGH1gx6/3+x9fN7uc6HDYEwQ3FGCMWZVrl8HTp8uvofuwQNg8mTg4cPiMh8fQCaT96hVfILxdGEW8FoCUO9noaMwWi3fWjgy6Ag8pB5Ch8IszNG++/lMHWPMqoSEyB+q3nwTOHMGSEgA/vsPyM0FcnKKkzoieaeIQtu/Umi9aq4Hahp+L5s1+fve37hw/wIaBjYUOhTGzIqTOsaYTXj1VeDyZaGjsFOtJgGtpggdRan61O2jfE5EIJDOnwDUynpH90aDgAZChc2YxVhFUhceHo6rV6+qlX344YeYPn26cvnatWsYOnQodu3aBVdXV8THx2PmzJmQSnmsIsYcweTJQJ8+pddjZbBnMtDka8A1U+hISjSnwxz4uPkIHQZjVssqkjoAmDJlCgYNGqRc9vAovvehsLAQnTp1QuXKlbF//37cv38fffv2BRFh7ty5QoTLGLOw3r3lD01EQI8ewG+/WT4muzLjYfFz74vAu7UB53zh4nmmUVAjFBQV4KMXPuKEjrFSWE1SV6FCBQQEBOhct23bNpw7dw7p6ekICgoCAMyaNQuJiYmYOnUqPD09LRkqY8yKFBYCu3cLHYWdeVAdyPUEnO8LHQmO3TwGAOi5pidmZM7AB80/EDgixqyXVfR+DQ8PR25uLvLy8hAaGooePXrg/fffV15a/fjjj/H777/j5MmTym0ePnwIb29v7Nq1C3FxcaUew9F6wDDmSLKygDVr1DtOEAFpaYDKXRzMEmpsBCLXycfGCz4C+J0z6+FCPUOxq+8uVPOuZtbjMNvkaN/9VnGmbsSIEWjYsCEqVaqEI0eOYNy4cbhy5Qp+/PFHAEBGRgb8/f3VtqlUqRKkUikyMjJ07jM3Nxe5ucVzGj569Mh8DWCMCcrLCxgwQPe6d94BatWS95plFnChs/yhMLAJEHLEbIdLz07HzIMzMf+V+WY7BmO2wmyT4SUlJUEkEpX4OHZMflp95MiRaNmyJerWrYuBAwdi/vz5WLhwIe7fLz71LxKJtI5BRDrLAWDatGnw8vJSPqKioszTUMZYuR06JJ+zVTEOnaEP1Tlh9T3CwjihE1SFm2bdfTXvanxJlrFnzHambtiwYejVq1eJdcLDw3WWN20qn9Ll0qVL8PHxQUBAAA4fPqxW5+HDh8jPz9c6g6cwbtw4jBo1Srl848YNTuwYE8g//wD79xcva/4vpu8sW2mEv3nEwiSP5b1UHwUBf3cD8vTcT+xzHhAXqBSoTgumufzsp2JqMAXFcs0NQJuPAEmOyZpRVr2je+PnbrY3+DFjlmK2pM7X1xe+vr5l2jYlJQUAEBgYCACIjY3F1KlTcevWLWXZtm3bIJPJEBMTo3MfMpkMMplMuZydbd1T2zBmr86eBerUEToKO5HvAez/qPR69yMBn3+AgBT988CKNDNizeVnCd7TSkBGfaDCDagngBp1JU8Aj7vGtcdIL4a9aNb9M2brBL+nLjk5GYcOHUJcXBy8vLxw9OhRjBw5El26dEGVKlUAAO3bt0dUVBQSEhLwxRdf4MGDBxgzZgwGDRrEPV8Zs3KVKwsdgYO6X1P+MIWTiYbVe3ko0HieaY6poWlIU8RHx5tl34zZC8GTOplMhpUrV2Ly5MnIzc1FWFgYBg0ahA8+KL5HwsnJCZs2bcK7776L5s2bqw0+zBizbn5+5r9MevEikJkpP05RUXHv16Ii4OhRQOVODGZOzua7RHvo+iFUmFYBXWt2xYgmI+AsLv76UtxbLXp2JrFBYAO4SdzMFgtj1soqhjSxBEfr1syYo5g+HRg3Tugo7EzN3wFRkfyhuCwrouJl5aVbAiJ2AdErAHG+VQxWDABSJymyxmbBxdlF6FCYwBztu1/wM3WMMVYePjzJgOlU/wMQF8qfKzpKtP8A8P5X0LCMFeYVBolYInQYjFkcJ3WMMZs2aJD8AQBXrgDz5sl71yYnq/e4ZQa4+Ip22fluhm3rlAv0fwEIPmbamIzkLHbG0teWwknsJGgcjAmBkzrGmN2IiAC++EJ+P92OHcD58+rrb98Gpk4VJja7VygDtn4J9Be2h2pBUQFGbBmBwwMPl16ZMTvDSR1jzCZcvQp89lnx8p07wPr1goXDtBQB7ccIHQQAYHaH2UKHwJggOKljjFm9wkIgOhpw5Nn+unUDEhPlzxWzZTx8+gAJ63s/q6HSoUHv82f1VJ8D8sGM/6sMiArl99SJCuV1SCx/FDnJf8oeAdHLBe8Qcf+D+3ASOSl7vbo4u0DqJBU0JsasAfd+ZYzZhNGjgS+/FDoKViZV9gHxrwAu5R8EPiYwBk1DmiqXFV9hIpFI+ZxUBlJWlFVyrYSxL4yFp4zHNnUkjvbdz2fqGGNWKS8PePhQfpauqAgYPhwYMgTIz5evy8uTP1+xAvj2W6GjZSW61gL4ty0Qtbbcuzp+6ziO3zpepm1TMlKwuffmcsfAmLXipI4xZnGFhfJeqmuffccrrhcoft69C/z9tzCxsTJy/k99WXUasnpLgep/WjYeHXrVLnk+csZsHSd1jDGL27JFfuaN2QnpI6DyWZUCjblhb8YAi/YWJ3q65o5V1eIzoNb6cocVGxKLgwMOlns/jNkKTuoYYxbXuDEQHAzcuCF0JMwk8ioAN5qWXs9QK9cBo4IBz5vl2s3gmMEmCogx28BJHWPM4ipXBq5fN+0+9+6VD3ly+bJ8WXEp91kHSeVPzecXL5o2DmYCtX8FPG6VezeJvyci8fdEg+qKVM4WtghrgZXdVyLAI6DcMTBmSZzUMcYs5skTYMIE4NAhedKleS+dwtGjlo+NmdHL7wKNvxM6ihKp9pj96+pfmJ08GzPazRAwIsaMx0kdY8xivvoKmDNH6CgckO/fxXO51l0GvDAdcCoUOiqr5e/uj7dj3hY6DMaMxkkdY8xiXnsNGD9e6Cgc0L1axc93fyp/GKrKPsD5KQCRSgeH0p7rKQs+DLQZD0g1esoaYWTTkfiyAw9YyJgunNQxxiymVi3tS60AkJ0NTJ4MXLsmXxaJ1OuJNDtLahCJgPv3gZ07TRcre+ZaC9Pt63oscPi9cu1i9rOH0AID5fdjursLHQljxTipY4wJztMTmDVL//pp04CPPrJcPIyV5tYtICMDeO45oSNhrBgndYwxq/bkCSd0RgnS08tEcQlUvqCx7tkcr4r1qpdQda2TPAVq/CGfI1ZtjDkLzTqpd7w7qA96rLlex7qYwBj4V/BXFld0qYjnKj0HRbv0nSXu2pUTOmZ9OKljjFk1vrxlhJBkQFxQch1diVCJ9NSvcBNo9B0gtp7pw0fHjsb0ttMhFokhFomFDocxi+OkjjFm9fLzgV27gIKC4qFQtm+XX/7KzpbPA6s6PIrq/Xj37gFnz+rer925Hmu5Y6U3l/eqrbrbcscsRR2/OnAW89cac1z86meMlSgvD7hyRX4ZSiQCcnKAXr2Ac+eEjowJyvccEHhC6CiUpE5SJNRNEDoMxgTFSR1jTK/cXPnsD48eCR0JK7eInVC7501EJS/7XABaTwBcbOOP/3L1l/HNkW8MqhvpG4n2z7WHqLRu1YzZGE7qGGN6icVAhQqc1Fm755vkITNiCS7eU8x5pjI2nCwLqLUWEGsMNix5AkifWjpUs1l/fj3Wn19vcP3vX/meBxhmdoeTOsaYXhKJfI7W/Hz1e9aKioqfK5YVz3UtX7pUvA9d26veB1dUBBQWyh9FRYCrK/Dhh/JLv2Kx/GdGBuDvD9Srpz3uHRGwbZu8jqM4elgKHB6kv8Kf83SXJ7QFnnPMwf3q+tcVOgTGTI6TOsZYiUQiQCot27b378sfPj7yZV2dGfbtA4YMMX7fN28CKSlli4s9Q/bdQ7RjtY7Y3Huz0GEwZjGc1DHGyiw1FZg0Sd55Yts2oaNxIHVWPHtCUBtyRDFcSfXNQLUtJe9D8gSQPTFHdFajc43OQofAmEVxUscYK5OcHKBBA6GjcFBn3ix5/dleQL8WQNh+y8RjBdpVbYe2VduqlT3KfYQZ+2eolZGRAySTrnntAPSs3RPPefPow8y6cFLHmIPIygImTgQuXy6+9Kk5x6ohVLdlVmzRvuLnXROBBksEC8UStv+7Hdv/3W6x43206yNsfHMjvF29AciTv7CKYQjxDLFYDIxpEjyp27NnD+Li4nSuO3LkCJ5//nkA0Nn1/LvvvsOQstyMw5idevBAPn3Rfsc5QcMMceR/dp/UCaHzCu3Lu7v77kar8FaWD4YxWEFS16xZM9y6dUutbOLEidixYwcaNWqkVr5o0SJ07NhRuezl5WWRGBmzFRs2cEJn69zcgNBQoGpV3es1z66q/r+rvFQoAp7m/4c9aXvk9851GG22eJm6ii4VhQ6BOTDBkzqpVIqAgADlcn5+PjZs2IBhw4ZpnZ2rWLGiWl3GmLrXXwf+/BNYvVroSFiZuDzEf+1H4B8A/6gOBhyYAviVYQqP5qYMzj4d6H8ADQIaQCQSQfSs04niua6fjFkzEem7C1Qgv/32G3r27Im0tDSEhoYqy0UiEYKDg5GTk4OIiAgMGDAAb7/9NsRi3V3yc3NzkZubq1y+ceMGoqKikJ6ejpAQvueBOa6ffwYSeDYlxko0Zw4wYoTQUbDyun79OkJDQx3mu9/qkrqXX34ZAPDnn3+qlX/66ado06YNXF1dsXPnTnz88ccYN24cJkyYoHM/SUlJmDx5sla5o/xhGTO3a9eAceO0ByY29LnmoMNEwNatxnfcYMxc7t8HvL2FjoKVByd1JqIvqVJ19OhRtfvmrl+/jrCwMKxatQqvv/56idvOmjULU6ZMQVZWls71fKaOMdv1229A9+5CR8Ec2ezZwHvvCR0FKy9HS+rMdk/dsGHD0KtXrxLrhIeHqy0vWrQIPj4+6NKlS6n7b9q0KbKzs3H79m34+/trrZfJZJDJZMrl7OxswwJnzIodPQp06CAfnkTfv2N8pouZhfcFoPWzKyMiKh7oWKTyglMt0/e8NM5P5YMni4tME7eB/njzD4R6yW/5Udxbd/p28bh2IpVBnlXHutNVXlpZSeW6uEvdUbWSnp4zjKkwW1Ln6+sLX19fg+sTERYtWoS33noLEomk1PopKSlwcXFBxYoVyxElY7alXz/g4UOho2AO6UENYM0qyxwrch3Qq5tljvXMKytesejxjDWhxQR80voTocNgVk7w3q8Ku3btwpUrVzBgwACtdRs3bkRGRgZiY2Ph6uqK3bt3Y/z48Xj77bfVzsYxZu9mzQJURvVhzD6dfw1IstJTzoMbAIGpFj/snSd38M+9f8q9HyexE56r9Bz35LVTVpPULVy4EM2aNUOtWrW01kkkEsybNw+jRo1CUVERqlatiilTpmDo0KECRMqYcDp0sI7Lq9u2yWNhzOGc7SlIUvfDiR/ww4kfTLKv7lHdsboHj3tkj6wmqfvll1/0ruvYsaPaoMOMMWHFxgLNmwMHDggdCTO5oCOA9IlhdUnf2R5FueZ/IHrqa+5Hce9dqftX24nh+y+Vnvr+J4EXphm5L+vjJeOB++2V1SR1jDHbUaGCYTNXFBQAP/0EpKcXl2le9bn84CJ+OaP4p071i1klITjXA7hbuxwRM4PdbCz/6XoPupMzfQlbKTQTNc1OE+3HAPWXGrdPG7Ti9RV4pUbx/XuqHSU0L4nqW2foNvpInEq/b53ZJqsbp85cHK1bM2O2oqCoADP2z1BJ7OQdp4pyXVGULwUAFOW74MGuRBQ+rgRA3iuyKKcCHp9uI0TITAiv9nWIpI+ZWBaA2Y4zRi2fqWOMCcpZ7IzxL47H+BfHK8t+/RV4800Bg2LW5351oSNgzOpxUseYwMaMkfdqZUxQbT+QzzELQOf9abrue9O6V01z2YD96KRRx+UhEHLYgO2sy6Kuiyx+TF0X34zt6WrIBbzS9lnWi4Cq+zXFhcT7t+/j/dnvl3s/toIvvzImoKIiwMlJ6CgYAyDL1CgQGd5RQa1eaUmcCAAB4kJAXACICgFRkfy5Vzrwejzg/a+x0ZtUtF80In0jlcsikQgiiNQGDBaJRCiiIhRREQqKClBYVIhCKkRBUQF8XH0wsOFAyJzUh9xSJCy67onT3L+h22gq7d67ku7HK8uxK7pURGCFQK39WAtH++7nM3WMCah/f6EjYOyZ3IpCRwA8DgL+mA+81V7QME7fOY3Td06Xax8rzqwwUTTWb1HXRUisnyh0GAyc1DEHs2gRJ1KMWbXmM4SOgBnJQ+ohdAjsGU7qmENZskToCBjTodYaQKZrfmpjx10rQ31T7ssU9Y+/LX/o8uKnQED5zqDZkmHPD8PsjrMNGqYEMP7eObVtDTyGqY/LTIvvqWMO5cED4JNPgOxs9ZkZDHluTF1TbnfpEnDihHY5Yw5pvAsgyRU6Cou5OeqmVd+zZu0c7bufz9Qxh+LtDcyebd5jrF4N9Oxp3mMw5pBi5tt8QicWiSEWiSGCqPi5SKSz/PN2n3NCx4zCSR1jJvbJJ0JHwJiFRa4D3O+oFOibHkzHqeiqO4GQQ4YfK0v/2Za4as1Rt2pAcRQqp75J5dillXer1Q1tqvLA1sz28OVXxkzsn3+At94CHj9WL1d9p6negqL5DlSsK+87s6T93r8P3Lunvk5R3zE+EZjdavQd0HKKnmFWCKhwS+/tfKpSBqegfkB9MwTILMnRvvv5TB1jJlazJnDYisdJ3bEDaNdOvYwTOWY3jr0jf+gTvgvo26bExK6iS0UEVQhCboH8Uq8h866WVs6dCZglcFLHmINxcRE6AsYE5JRf6pm6zJxM+M/0t0w8NuT1Wq9j6WtL4SZxEzoUpgcndYw5mBdeAAoLi8/O5eYC3bsDmzcLGxdjAIB+LwA+F58tqN6zQCWUqZTrKlOUkwhwyTJdrA7mt79/w6CGg9ChWgehQ2F6cFLHmI3Ytw948UWho2DMRDoOB5rOFToKZoS3G76NVuGthA6DlYCTOsZsxPHjQkfAmAlt+Vr+sAaiQmj1zFWc2dN8rrWtnnqazw2luc2Ln8gHXRYLf+PrDyd+wA8nfgAgv+/w5qibcJW4ChwVU8VJHWM2YsQIICJCPhhxSfT1si2pnr66JXWg0NeD94cfgIsXteszZrXISUeZnueG1jN0+9L2u2cKEPk7EHCqDDsxn8ycTDzOe8xJnZXhpI4xA9y+DYwZoz4MiD6KBMeQzm6qdbOygOTkssfIGLM/LbpcwZDB4+HkXJwZKnrSqo5Iptm7VgSR2hh8pU0DZkjvXNV9vFDlBVR2r1zqNsyyOKljzAC9ewM7dwodBWN2QFQIvNUWqHzWgLqGnOIypI4IILH8UeRU/JzE8rN0lS4Ldnnz3Ubv4ttO35ZQI+LZg7HS8eDDjBlgzRqgRw+ho2DMQXlfABp/I3+u2gtWV49YZR3N3rAEQATcjgaKnDXqQqWOSpnWPXGaPW/1fH2W2lO3pHUqz93uAeJCtXWV3f0wptloiEU6LhlrhqFx8q1uXe0xKu2do33385k6xgzQvTsP0AsAu6/sRuulrc2z83wZ8Fgxz2UJw1Moyk6/CRx/W72O6s3sal/MouKfhpYp9/Xs+X9+5W4iK6MHNaynU4XA7gL4cH3Zt//5Z/mVB2afOKljjBksLiIOGaMzkPE4o8z7KOvI+or7eQiEC+dc0GN2jTLHwJijql5dPjalJn0dnzT/mdW3TrOeu3vZY2Rlx0kdY8wo/h7+8PcQdrT9Gl5AkybWPR0bY9aoSRPLHKdzZ2DDBsscixXjpI4xZnNcXIBDh0qvl5sL7N+vXqZ6RiInR96r+e+/TRsfY47uyROhI3BMnNQxxuyWTAa0aaN//erVnNAxO/PiJ0D0L88W1DtjHBp4GBVdKsoXVW8/VdxWqmM4Js27JQxdFx5ubODMFDipY4w5rHbtgKZNDTvrx5hN+Gui/KHK9xzg+gBNfz+je5uSZsxQrNdQxSsMVbyqlBpOGW+hNWj7r74C6tcv3/7tjdmTuqlTp2LTpk1ITU2FVCpFZmamVp1r165h6NCh2LVrF1xdXREfH4+ZM2dCKpUq65w+fRrDhg3DkSNH4O3tjcGDB2PixIllvumaMWYaT58C58/rXlfWt2dJ25W2z/x84JNPgN9/L9uxGbM796JMvstrzx5CatwY+O8/wJlPTymZ/VeRl5eHHj16IDY2FgsXLtRaX1hYiE6dOqFy5crYv38/7t+/j759+4KIMHeufLLn7OxstGvXDnFxcTh69CguXLiAxMREuLu7Y/To0eZuAmNMj8ePgQoVhI6CMeaIJk7khE6T2X8dkydPBgAsXrxY5/pt27bh3LlzSE9PR1BQEABg1qxZSExMxNSpU+Hp6Ynly5cjJycHixcvhkwmQ506dXDhwgV8+eWXGDVqFJ+tY0wgzs6Al5d8ijPGHF6bsUDlc0ApU3IB0DGwMUq+BKqTZn0q+dheV4GgFCOPYV3+Hvo3In0jhQ7Dagme4yYnJ6NOnTrKhA4AOnTogNzcXBw/fhxxcXFITk5Gy5YtIZPJ1OqMGzcOaWlpiIjQnkIlNzcXuSqD8Tx69Mi8DWHMAbm4ADruqFBS3HhNBPTtKx/4lDG7tXO60BGYT9QqoMcbBuWr5jK2+VjU9KkpXAA2QPCkLiMjA/7+6mNeVapUCVKpFBkZGco64RpdaRTbZGRk6Ezqpk2bpjxLyBgThuIkukgELFsmf5TV1cyrCP8q3CRxWaVjg4A/fhA6CsZ0O9cTePAR4HNZsBCmH5iO6QfkiTOfsdOtTEldUlJSqQnT0aNH0ahRI4P2p+vyKRGplWvWUUxZq+/S67hx4zBq1Cjl8o0bNxAVZfqbRRljhsnPB+7dK15WTfgUPzWHVFD96Y4w7Op+Ehv+2fhsD6RWR1cPvUd3vfDj28NN1wjGHFl2qKBJnaqzd85yUqdDmZK6YcOGoVevXiXW0Tyzpk9AQAAOawwL//DhQ+Tn5yvPxgUEBCjP2incuXMHALTO8inIZDK1y7XZ2dkGxcMYM71HjwBPT1Psqe6zB2NWqPV4qN/XVtJz3bpHdddTQ15SPB0X6Vgrn0ZP1w5Iqz6pXUnVXK8sf3bAqvVuolqD10HUTWsbRR3NZX31Stte89ia9WKCYtD+ufY643V0ZUrqfH194evra5IAYmNjMXXqVNy6dQuBgfLJvLdt2waZTIaYmBhlnY8++gh5eXnKYU62bduGoKAgg5NHxphpHEw/iOY/NTduo1x3AI/NEg9jVmPX1HLvYs0u/evmzAE6dpQndor8qEYNwMmp3IdldsLs99Rdu3YNDx48wLVr11BYWIjU1FQAQLVq1eDh4YH27dsjKioKCQkJ+OKLL/DgwQOMGTMGgwYNguezf+3j4+MxefJkJCYm4qOPPsLFixfx2Wef4eOPP+aer8yuPXgALFhQvKxvcm3NEeE1n6te2jRkvWZdVctP/Qvcm6C/gr4efC9OAfIqPFsvUqmrOpO4YvnZWQ2963UdT6TnuarS6uiIi0TAzeeBB9V1t4sxC3nvPaEjEN7Fi0C1akJHYcXIzPr27UuQf0KrPXbv3q2sc/XqVerUqRO5urqSt7c3DRs2jHJyctT2c+rUKWrRogXJZDIKCAigpKQkKioqMjiO9PR0AkDp6emmahpjZlVYSOTvr/ifnB/84Ac/+LFxo3Gfo4723S8iIhIwp7SY69evIzQ0FOnp6QgJCRE6HMYMMngw8AN3iGSs/DxuAVGrn3Woefa15/oQkKkMsqjV2UZjWXN9TkVgTxJAJrj+GbofiPpNfkzlcVSOpxq3ViyK5zrOTus7G613PRDoEQwnsROK0wOR8r62aL9otIloC2dx8YW+krIIzXX6lhU/S7qq0LgxEBen/1i6ONp3v+BDmjDG9Pv+e/lD1YoVQHy8MPEwZrMeBwJHzNQTOmoV0L0XILbecyRLXl2CQI9A5bKujhFEhIouFdE4uDHf2mSjOKljTAAFBUC3bsDGjaXXZYxZuXM9gSk9Aacc9XIdw+yo0XXfZ2nb6Nu2lO36fqpRELkeeGUw4FK+gfmXvbYMfer2Kdc+mOlwUseYANLSOKFjzO4UuggdgeHOvAmE7QWe/770uiUYuXUkekf35jN7VoKTOsYEUK0asHw5MGtWcZnqfSSqz43pmarvXpTSer/mFebhWtY15BUqptYr/oCmfFfQA+1ZWxhjtssp4BwqNtwHJ3c/ZVlpt9hrXrIVQYT1vdZzQmdFOKljTCDx8dZzb1zP1X1w4dxq/RUehgEnBkH3ECMKZSxPawXcijE6ZsZY2RVmROH+J2fVyt5/H/j8c4ECYibBSR1jDO83ex+rS0rqKl0F2pQwNp2QisTA2R7Af88GRL/0EnCxk7AxMWaDvvgC+ELqCkhySq+sQ7uq7bCqxypUdKlo2sCYwTipY4zh+eDnQZPK33PvWtY1DP1zKDJzMlFERTiYftAE0ZVi0zzg+GDzH4cxS4vYAf1nulWVVMeI7dt+WOaEDgC2/7sdlWZU0rv+hSovYGufrXCTuJX5GKxknNQxxkymilcVbHxT3gNk7uG5lknqQg9yUsfMQ5wHOOcAzWbKx7QD5K+3oBPCxmWj9l/bj9O3T6NJSBOhQ7FbnNQxxsyiUVCj8u0gzw3YMhu40Lm4TPVMg4iKl90z9OxEYzJ1EgH/+empy5iGIimQJwX2TFEv798cqGKBf1jMoElwE60OD5odJPStN3Q7feWDGg7C88HPlzFyZghO6hhjZhEbGmvQJd3evYFffrFAQIyZitc1oSPAy9Vfxq+v/wqRSAQiAoGUPwGolRVREcQiMXzcfASOmpkbJ3WMMUFduSJ0BEwwcRMAydNnC6Q+FZYxz3VNmaWrXo1NgMcdszTF0v68+CeGbBqCRV0XQeokFTocZiU4qWPMhsycKR92gDG7UG0LEHxc6Chs1i+nf0H3Wt3RNKSpcqw4kUrHCM0y1fHkNMt0badZVxfFmUJ92ynOHIoggrPYGa4SVyNayIzFSR1jNmTvXqEjYMyEFh7UPb1VzPdA+/cB5zzLx2Rjuq3qJnQIRvm87ed4vzn/Z2ounNQxZgVycoDOnYEdO4SOhDELKtJz2fDIcPnD0obVBHwvWP64DiRXOWsNMwdO6hizAqdPc0LHmODucVJnKpXdKuPwwMMQi8TKMpmzDAEeAQJGZf84qWPMCjRqBHz1FfDtt7rXX+DvGcYAyROgxVT5c9UhbZSXcHVcytXqRCFSr6tYH3QMiNhj0nDNSeYkw9PxT3neVaaGkzrGrIBIBAwfLn9oyswEKukfpJ0xx5HvDuz6rHjZ5QHQbBYgKlQZw/DZT1L5qTnnsOocxs9/C7jfN3PgppdbmIsHTx/wMCVMDSd1jFm5ihXlZ/CGDhU6EsasTI43sGtq+faxZzLwsRgQl3+aPEur+nVVtWVFL1SxSAwXZxdE+0djyatLEFQhSIjwmAA4qWNMQN9/DwwZInQUjDk4G0zoACA7N1vvuqzcLNz+9zaCvwwu074Xd12MvvX7ljU0JhBO6hgT0MKFQkfAmAlV3Q54X1S/x01tgGAdAwVrrgeMHGBYZVnB0HJxAfD8POPa6CASf0/UmhZMQTFuner6ksayU9vWwHsATXWMB7cfGLSNvRCR5iRtdur69esIDQ1Feno6QkJChA6HMQDAnTvAxx8Djx/Ll4nkD8VzXWWa61Wf79wJZGWZP27GrFbgceDFTwAnjTHudI2HpzfpM/F6XQmp6jbSx0DgCRiYszBjZAGYDYf57uczdYwJyM8PmD+/5Do7dwK7dqmXKf4R1fyXrGbN4ufXr8vHv9NF179ymmWKZZFI/nzt2pLjZMwq3IoBVq4XOgrTGhoJVP5H6CiYDeCkjjEzy8kBBg4Eli8XOhLGmE268IrNJ3WBHoG4MeqGxYdguX79OkJnh1r0mELipI4xMzt4kBM6xlg55FQE/vro2YLqWHtQKVOhOoafalmpVOuIdJRp7EdrnEDN/RTH8GLtnvjiC9X5ZbWvDmjme4bU0UW1TmamnllL7BQndYyZ2QsvAG+/Dfzwg9CRMMZs0r4JQkdQbit3ACsFObKLIEcVirj0Koyx8pBK5UOXKDo52OPjyROgQwehf9OMMebYzH6mburUqdi0aRNSU1MhlUqRmZmptv7kyZOYPn069u/fj3v37iE8PBxDhgzBiBEjlHXS0tIQERGhte/NmzejY8eO5m4CY6wUhw4BW7cKHQWzOFEBIC58tlDK5T3lJUERtIYo0XsZD0Djb4CGP+rev77LjKplin3qPAYB3pe516kVahTUCDsSdsDLxatc+7l+PRuhjnNLnfmTury8PPTo0QOxsbFYqGNQruPHj6Ny5cr4+eefERoaioMHD+Ltt9+Gk5MThg0bplZ3x44dqF27tnLZ29vb3OEzZhOyc7Mx/9h85Bfma61TvTFZMYKRrpuVjRkXSiQSQXU0pEKRCK0SXsShdQ311Nf+QhaJgKIiEXIeO9blEbtCzkChmb9GDr4vf5hTxSvPnuhJHGO+l09HJi4ybxxM6djNYziQfgAdq8lP3Oj6LOJ5b7VZbJy6xYsX47333tM6U6fL0KFD8ffff2PXs3EcFGfqUlJSUL9+/TIdn8epY/Ys+rtonLlzxjw7fxQAXGmtfUZE80NW1/qybHO3FpA8pmyxMmYu/V4Awg4IHQUzFo9TJ7ysrCydZ+G6dOmCnJwcVK9eHSNHjkT37t0FiI4x6/NqzVfNk9Q98QVm3TL9fhmzJWF75IMDM2blrC6pS05OxqpVq7Bp0yZlmYeHB7788ks0b94cYrEYGzZswBtvvIElS5agT58+OveTm5uL3Nxc5fKjR4/MHjtjmnILcvHt0W9xNfNqmfehealTn+GNh+vcFoBB2+vatiDPGT8teISnmRWM3p4xk3F5CLjdK17Wuj9OdZgPjedq9/Ip1j8jfQJUuly8rHNojmfbrV9s2KwUavvSHNqD9O9D771/BIiK1KdLExXJH8oZK4rU6zSZC/hc0h0Xs2tlSuqSkpIwefLkEuscPXoUjRo1Mmq/Z8+eRdeuXfHxxx+jXbt2ynJfX1+MHDlSudyoUSM8fPgQn3/+ud6kbtq0aaXGyJi5fbD9A3x95Gv1wqwQ4O9u6mW6buJWu9kbOi5VGkrXF5quca507b8QaPJx8eJjf+Cpj3Z9zfiVsYr0H/NRIHDpZQPbwBxaTiX5wxwyGphnv0I6ov0PnsWE7gf6t+DOJwIpU1I3bNgw9OrVq8Q64eHhRu3z3LlzaN26NQYNGoQJE0ofk6dp06b48ccf9a4fN24cRo0apVy+ceMGoqKijIqJsfJ6ufrL6kldjicwO124gBhjzJwyI4AiJ8CpsPS6zOTKlNT5+vrC19fXZEGcPXsWrVu3Rt++fTF16lSDtklJSUFgYKDe9TKZDDKZTLmcnZ1d7jgZM1aHah1Ak1R6iRYCjbcBJ/j2HGYvXB7If6peHvyvspH7eAgEpKjvQ3lp0dCyIsPrq13aNKAso74wZ/R8zgMtpwCS/+TLui7digqLL7+KCwFxPiAuUFmvY9gXfetUl0scCqYEQcc4oROQ2e+pu3btGh48eIBr166hsLAQqampAIBq1arBw8MDZ8+eRVxcHNq3b49Ro0YhIyMDAODk5ITKleUfDEuWLIFEIkGDBg0gFouxceNGfP3115gxY4a5w2fMpJycgOPHhY5Ctx07AJW7HhgzTI4JhpbKqQSktS7/fuzN/Uhg7S/Gb/fiJ0Drj0uvZwKRvpEaw408p3ymuKfX1dkVS15dgtp+tWFpPPeriX388cdYsmSJcrlBA/l/O7t370arVq2wevVq3L17F8uXL8dylQkyw8LCkJaWplz+9NNPcfXqVTg5OaFGjRr46aef9N5PxxjT7Z9/gMhIoaNgjJlVTvkG7DXG+XvnDapX57s6eDXyVeWyrjEzK7lUwvS20+Hn7mfSGB2JxcapExqPU8cYkJwMNGsmdBSMMZ1CkoFXEwFZlny5pEun8goAiYsfRU7yS68Vbfu+3Tkd5iifV3KthPjoeDiLy3YOytG++zmpY8zBXLsGXLyoe53in2bVT4VDhwAD+i4xZlv6NweqHBQ6CmZuPPgwY8yaHD0KNG0KFPEMRYwVq3QJ8MiQjzX3wnQg7C+exos5PE7qGLNy48ZxQseYlofV5A8AuNxB/tPrKkoeDFifZ+tcMuWJot7tVHrTxnwP1NwEZlpNQ5rCTeIGQPd81IpyzTJ9nt5/imQkmzZIK8ZJHWNWbuZMoFUrICtL6EgYs3JZYZY71oXOJa+XPAHqrIDeQbq1npc2L7KCAfMn66Ko55QP+JlpnuhyqukbidfdB6p1niivzMw7SIa/yfZn7fieOsaYzdt6aSs6/tAbyHs2nVlpN5er+nU9cCfaXKExxgSVDcDLYb77+UwdY8wqbdoEvPKKobU7ALhXai3GGLNnnNQxxqzSzJlCR8AcygufAc1UXnS67qVTK9dVZum6KuWqZaVcvWwc3Bh7E/fCxdml5Ip24Pr1bIQ6ztjDnNQxZk9OnwYSEoCnT4vL9N2eUtJtK8ZuU959iUTyKdTOntW/H8bKbbwrIMkROgrB3XlyB1HfFs+Fbsg9bLo6J4hKyx7LsG99+xSJRNC8W0wkEsFL5oVlry1DTd+apR7HEXBSx5gdee014PJloaNgTIV7BuSnjlS+kBt/A4Tv1ahYll6rJWynuQ//k5zQPZOWmSZ0CCb15m9v4sRgnlAb4KSOMbsyZQrQu7fQUTB78u67wLffll5v6KahmHdsnvkDYkzDhBd5dHQFTuoYsyPx8fKHJX3/PTBkiGWPySwjOhr44APD6g5vMhwrzqzAw5yH5g2KGeSFKi9gX799QofBLIyTOsZYuQweLH9YEhGwdStw8qT8fjyRCHj8WH6mkuk3cyYwenTZtt357060XdbWtAExs1ncdbHQITAB8Dh1jDGzu38fePSo9Hr6Po1Uy//6C+jXzzRxsTJ4qzVQdbfQUTADJNRNUOtgoOi04Ofmp5y1QUGzQ4Oz2BlDnx+KSq6VLBOsmTjadz+fqWOMmdVPPwEDBggdBTOV6H9WYdSAFIhEJO/BLCIUoRAFRflwEoufnTkleeeEZ3Xk+QIpy0UACouAW0/TMHb3GGEbZMeWnVpWru0n7p5Y4vputbphTY81Jp0BgpUPJ3WMMbOSSISOgJnS6cO+6NeynQn3OBrwOa/dy9X5KeB5A6i9Eqi7vNSx15jlbbu8DQVFBZA48ZvcWnBSxxgzq4QEoEcPoKBAfhlV8QDkP69eBdavV193/Djw55+Chs0s6X6k7vKMhvI5VitdAaoctGxMDuCdRu8g2q94ijxdl2p1UYwl16N2D07orAwndYw5sEOHgNhYoaNgrBQnE4B/ukB79gQdsymoKeGW8RLHvyMUnxrUmMlBdV5hQ45blm00KbaRPgZivgekT/XXNZAIInzV8StOyuwMJ3WMObCrV4WOgDEDHOcxc5QudAL6lv/y9/S20zmhs0Pc+5UxB3fihHwWCtWrLUSEs3fP4FHeI4jw7MZ3Vc/qipQ/6dl2IrVlXfdB6buoI9Ixd+XjTCkObK6iXk+suDwkX84peIpHeY+Le8jSszgUl3gVO6NnRVQcZ3F7FU9ExeuU9UXF51A0tlXbj651JMLDy9X0tJixMnr+W2id2dM6A6h6tlGxXFLdEpRUX3Wdzz9Aw4WAuKjk/VlSFoDZcJjvfj5Tx5gdWbcO6NbNFHsSAYgutRZjTABHhwodgX5P/IGWnwodhcPipI4xO3L/vtARMMYcWf/XqiKs7mSjthFBBNI4W6ivDIBauUjlbKSiXLUs824mvpz9pVHx2DJO6hizIwMHAq1b607uRCLtwX3VL7nqLtcnOxvo2ZMTScbMzu0O8L+agGum2Q/Vs3ZPrR6wHzb/EA0DGxq4B+saGfz69ev4EpzUMcZsVNWq8ocl3LtnmeOUhWqSSgTMng2M4XFumS36zw+4VxMIPWz2Q606u8qgMmPFBMZg3RvrEOoVWu59Mf3EQgfAGGPmoJjJQCQCxGJg1y6hI2KsHDYsBFasAx75Cx1JmRy/dRyf7ftM6DDsHp+pY4xZPcWgxIWFQFFRyT/1rfvkE/kZzEeP5Muq6zSXFT+3bBG65Yw9c7e2/CHLBrr1FToao3nKPDGi6Qihw7B7nNQxxgQ3aRIwZYrQUTBmI44OVl9WHVZEY7ge1XW+bpVLHwhZsb6EwZldI/+CxOdG8W50dGDQpdMvnZTPE+omYHyL8TxWnolxUscYE9yKFUJHwJiNOPWW/FEGJr0FdlQQ4HmrzJtP3jsZjYMb4+XqL5swKGb2pG7q1KnYtGkTUlNTIZVKkZmZqVVH1xxz3333HYYMKR5F/PTp0xg2bBiOHDkCb29vDB48GBMnTixxfjrGmG1ITpZ3ZCgsBJ4+lS87OckfIpHu54plsbj4uYKipy+R7l6/imXFurVrLddWxmye2x3A9WG5dtEgoAGahTYzUUBMwexJXV5eHnr06IHY2FgsXLhQb71FixahY8eOymUvLy/l8+zsbLRr1w5xcXE4evQoLly4gMTERLi7u2P06NFmjZ8xZn4+PsCnAo1Xev8+J3VMB7c7z54oZhhRPYGgq0xXueqYQTrKNMsr3ADe7ApUPl/WqK3ap3GfYvyL44UOw66ZPambPFk+COHixYtLrFexYkUEBAToXLd8+XLk5ORg8eLFkMlkqFOnDi5cuIAvv/wSo0aN4rN1jAngwgVg4cLiHqaA+k/Vh7HrFM/z8oCkJIs0hzkipxxgbEVAkit0JHYv0jcSifUThQ7D7lnNPXXDhg3DwIEDERERgQEDBuDtt9+GWCwfcSU5ORktW7aETCZT1u/QoQPGjRuHtLQ0RERECBU2YzZtxAjg66+FjoJZt2fzeIoIAMl/Ftn4ze1txgHPzwOkj61rnlI71T2qO1b3WC10GA7BKpK6Tz75BG3atIGrqyt27tyJ0aNH4969e5gwYQIAICMjA+Hh4Wrb+Pv7K9fpSupyc3ORm1v839ejR4/M1wDGdHj49CH6b+iPLZfk42KIdExlr3qWWXO9rjPQqnU015e2f816IpEIWb/tBFBffyMYUwxnqrgvsZS5323Czmnyh4MZNuMAYl+6qpwxQpO+3qvlqe8udcerka8aFygrszIldUlJScrLqvocPXoUjRo1Mmh/iuQNAOrXrw8AmDJlilq55peT5jQmmqZNm1ZqjIyZ048nfsT68+uFDqNk/ZoAf3cDSIhxyAkolAHbZ8hHzGeMmdW88U3gUncjnDS++Uv7Z7FrZFc0Dm5siRBZOZUpqRs2bBh69epVYh3NM2vGaNq0KbKzs3H79m34+/sjICAAGRkZanXu3JHfxKo4Y6dp3LhxGDVqlHL5xo0biIqKKnNMjBnrzeg3Me/YPKRlpgkdin7OeUD0r8Id/2IHTugYs5Ci17tj5uHfjd7us/2f4dy751Crci0zRMVMqUxJna+vL3x9fU0di1JKSgpcXFxQsWJFAEBsbCw++ugj5OXlQSqVAgC2bduGoKAgvcmjTCZTuwcvOzvbbPEypkuIZwiujLgidBhW7ckToPt9nrmBOai6S4Gu/Z8tPDtDJi7Q6iBrDSbsnoAlry6Bh9RD6FBYCcx+zeXatWtITU3FtWvXUFhYiNTUVKSmpuLx48cAgI0bN2LBggU4c+YMLl++jB9//BHjx4/H22+/rUzK4uPjIZPJkJiYiDNnzmDdunX47LPPuOcrYzbO3R3YvLl4TDljHl9+KXT0jJVT3eWAU+GzR4H8YaVfaWv/XotfTv8idBisFGbvKPHxxx9jyZIlyuUGDRoAAHbv3o1WrVpBIpFg3rx5GDVqFIqKilC1alVMmTIFQ4cOVW7j5eWF7du3Y+jQoWjUqBEqVaqEUaNGqV1eZcwRbdsG9Oihf73q/c26/v/RvP9Zs46u+6NV6+i5f9okVAcIBuRztjIr5XcK8LqmMrXUs16yaS2B3Irl2HGRfD+aU1eRUzn2WQ7tRwNBxwBxPhByCBDbQ68Rw9T0qYkuNbsIHQYrhYj0dWuxM9evX0doaCjS09MREhIidDiMlVtBASCx8ZElGDNY6AH5z5LmJjVg3lKLMlc81TcBzb+Qn9kTiIfUA3fG3IGrxFWwGAzhaN/9VjGkCWPMeM7OwHffAe+8I3QkjFlAenOhI7Ae6c2BSlcE7eT0OO8xcgpyrD6pczSc1DFmw4YMkT8cxaRJwJQpQkfBmMBc7wFhe43aJNQzFAl1E9TGliMi5XIRFYGIUMOnBmr61tQam05RT1HeILABKrpULEcjmDlwUscYsxmFhUJHwJgB3m4IBKUIHYWa9Ox0fLb/M4Pq/hn/J16q/pKZI2LmwEkdY3auoAB4/XVgwwahI2HMQRweDrzWT+goyuzlX14WOoRyUwyoTFlWcn+lhXBSx5idS0vjhI4xLeI8wPWBjhWq3btFustLWuf7N9B6ogkCZOWhbwoze8dJHWN2rlo14OefDRvX7cQJ88fD7JT3BY0CA5MgtXX6EioD96dvm/ajgeiVmhEzZnd4SBPGmMGys4F9++TP9X1yaJaXtnzzJvDuu6aJjzG93vcF3O8LHYVNu/i/i6jmXU3oMIziaN/9fKaOMWYwT0+gUyfT77ewEBgxQrtc34QxJU0ko7kuP7/scTE70XQ24MYJXXn0qdsHVStVFToMVgpO6hhjghs2TP4wh7Q04LnngKIi8+yfmdgEKeDMmbgxnqv0HP7q9xeCKgQJHQoTGCd1jDG7k5IC/P138fKyZepn8KZPB06dsnxcdiNiJ+CUB6jejC4i3ctqsylQyfVaTuaEzgj1A+rD1Vk++O/rq14HANSpXAdftP+Cx5BzUJzUMcaszuPHQL16wL//Ch0J0ykrFKi+GTqTNAXNeWDVPFuWPgFivpf/VMh113HAUma5d84RdMosoaRmpGqVHbp+CB5SD8zuONvyATHBcVLHGLM6ly5xQmfVHtQADtcwzb72TDbNfuxFk6+Aju+VmseWJD463mThMNsiFjoAxhjTVKGC0BEwJpDDI4Acr3LtovGPjdF4QWPkFeaZKChmK/hMHWPM6ty8KXQEjFlQQMqzMfZEQNuxgGtWuXd59OZR3Mi+gYhKEeWPj9kMTuoYY1anRQvg9Gng5En5skikPVSJapnqOsXzPXuAefPMHiqzFo3nAhVuFN+/5/wUkD2SP4/YBbjd095GXAA42+7ZrN7RvSESiaA63Kzo2RugX/1+nNA5IB58mDFm1woKgO3bgZwc+TJR8UNzmQj4L+8plp5cipO3TynPnjzePgIFd21r0FVmoFfeBhotEDoKo/2v8f/w9UtfCx2G1XO0734+U8cYs2udOgHbthmzhSuAwWaKhlmdAlehI1BT0aUiQjxDlBPSA8Vn3wD5RPUEwr5r+9Dg+wYmOWZwhWB8/8r3CPYMNsn+mHA4qWOM2bX69Y1N6pjJxMwH6i95tqC4KCRSWda4pn6nNvBIdQBdXXO6ikqYK/bZOudcoPYq7bH0lLt4Vib5D/C4Y1STzC0zJxOZOZkWPWZqRioG/zEYf8T/YdHjMtPjpI4xZtdmzJA/iIDOnYFNm4SOyIEcHyJ/mILLA6D9GHkiRmLtB0TFz52fApUu80DGRhjeZLjQITAT4KSOMVZmhYXy2RvMeWduSfO8Gqt5c07qbFaON7DhJ8Prr19q+hhGhAOVrhpUVfMSKgDkFeYhv0ieaIpF8hHFiEjr8qoCgSCCSLleUbdrza5IqJug3IdqZwnN55oUl281jwUAyenJetuja1+69m2o0vanK84GgQ3gLOa0pST822GMlQkR0KwZcOSI0JEwZiHXXoD8ku+z/2Kc8gFP3ePvXM++brYwFpxYgAUnbK9zR3nV8q2FM++eUSazTBsndYyxMhGJgNBQTuqYA1n3s/mPMbQWUPm8+Y9jg4I9g406G+iIOKljjJXZmjXG1Vdcpr19GwgMNH08jNm8M72AuCShozCIq7Mrfuv5GwDDLs+q0hxbT3WZQGgT0QYyZ5lpAnUgnNQxxixG8bnv7w+MGgV8+aWw8TAb53ofcH0ArR6uIpL3ghVp3uxZQk9YfeuLKz6rIoJar1vJE+06yt2JjFsXfBiItZ03xc/dfsZL1V8SOgymgpM6xhxIbi4wZQrwxx/anRtUl0taV9qy6qC+uqiWV6+ue9vLl3Vvy5iapz7AqBBAkiN0JHbht56/oVutbkKHwcqBkzrGHMjKlcBnnwkdBWMmNEtlajDFmTbFmTrFc+U6kXo9VaWdsdM666dnn3qPrYPefRpWz1ksQVCFIOWlT8WZ8A8+AIYMMW3PcWYbOKljzAKKioBly4ANG4rLFGelRCL1s1WlLZektP3cuGF87IxZtRxvoSMQTAGAaw+1y999F3j3rPEdLl4MexG+br4lDonSokoLDGs8jIcWsVJm/6tMnToVmzZtQmpqKqRSKTIzM9XWL168GP369dO57e3bt+Hn54e0tDRERGhPTLx582Z07NjRHGEzZlLbtwOJiUJHwRhzCFGrAe+LRm/219W/Sq2z9u+1GLl1pFH77VWnFxZ3XcwdHyzA7EldXl4eevTogdjYWCxcuFBr/RtvvKGVmCUmJiInJwd+fn5q5Tt27EDt2rWVy97ejvsfGrMtDRsCPj7A/ftCR8KYnaq6XaPAkEusOi6dAoDPP0DriYDssWljdFC/nvkV7zR6By+GvSh0KHbP7End5MmTAcjPyOni6uoKV9fiCZXv3r2LXbt26UwAfXx8EBAQYJY4GTOnypWBe/eEjkIbkfzSMFHxQ1FeWpkl6qanyy8l3b9fvK6oiJNjpsO/7Uy3r0svyacbe3mE6fbpwEY2HYnYkFihw3AIVndRfOnSpXBzc0P37t211nXp0gU5OTmoXr06Ro4cqbMOY8xwIhHg5GSZY+3cCbRta5ljMVZudX4VOgKLi6gov83JQ+qBFa+vQG2/2qVswayN1SV1P/30E+Lj49XO3nl4eODLL79E8+bNIRaLsWHDBrzxxhtYsmQJ+vTpo3M/ubm5yM3NVS4/evTI7LEzxvT73/+EjoCV2cgQwIt72dirmMAY/Nn7T/i5+5VemVm1MiV1SUlJysuq+hw9ehSNGjUyar/Jyck4d+4cli5Vn4jZ19cXI0cW35jZqFEjPHz4EJ9//rnepG7atGmlxsgYs5wFC4BWrYCCAqEjYUZ7HMBJnRXzlHlid9/daBjYUOhQmMBEpDo3h4Hu3buHe6XcIBQeHg4XFxfl8uLFi/Hee+9p9X5VNWDAAJw4cQIpKSmlxrB8+XIMHDgQT58+1ble80zdjRs3EBUVhfT0dISEhJS6f8aYdWjfXt57mFmvX9c+RoeXypatK76C9l3bh66/djVlWA6tb72+WNR1kdHTd9mb69evIzQ01GG++8t0ps7X1xe+vr4mDeTx48dYtWoVpk2bZlD9lJQUBJYweaRMJoNMVtx9Ojs7u9wxMsbKRrMjhGrnDMVzxU/N+r/8Ahw5AuzdK59rVlcnC13HUSyrrtO1jep6RQwPH8qfM8P06uZhgr10gVaP1b5xQMQeE+zb8Sw5uQTzX5kPF2eX0iszu2H2e+quXbuGBw8e4Nq1aygsLERqaioAoFq1avDwKP4gWLlyJQoKCtC7d2+tfSxZsgQSiQQNGjSAWCzGxo0b8fXXX2PGjBnmDp8xZqS//waiooSOgtmFX9cDo4OgNeQIYGCZ6ujbGjNLiIq0pmO1N65TXUuvVIJ9/fbhhSovmCgaZglmT+o+/vhjLFmyRLncoEEDAMDu3bvRqlUrZfnChQvRrVs3VKpUSed+Pv30U1y9ehVOTk6oUaMGfvrpJ7330zFma4iAgweBJ0/Uy1R/lvRcsWzo/K0lna0y9Jj66h45or1fxsok1wv47Enp9Syhw3tA7FdCR2FRWy5t4aTOxpTpnjpb5GjX1Zlt6dsX0OgfxBizJv4ngXfqCx2FGn93fwAAgaD5Va5aRs/OWKrWIRBahbeCn5vuHq81fWtiWONhkDpJzRG6xTjad7/VDWnCmCOqUUPoCBizc1X+Ur8E63kdkBp4FtApF2j5idlCK6vbT26Xa/ve0b3RPYrHe7UnfKaOMTtWowZw0fgpIBmzL7EzgQ7vCx2F1fN29VaOVUdEyp6zRKQ826fJ1dkVIZ76v1P1bQcA7hJ3zGo/C6FeoeWIumSO9t3PZ+oYs2NvvAF8+qnQUTCmrV8/gqcn4CwheHoSJBLVy4RAEZGyn0ORIql4Vq5YR1B/Lr9XlJ4lIfLnj2TnsaBwrHANtSEPnj7Ag6cPjN7u5O2TZT7m7//8jtwJuaVXZAbhpI4xO/bJJ/KHoebMAVTG+WY2btQo+U/F9RjVIct0lfn7y2f+uPn0Mm4+uvlsvUh5L5bmmGciHd1H9Y2L1npJa+QWFn95L1JdWQTA2O91kcbPklhoKjxmPAe5WGgxnNQxxpS2bhU6AqZP5crAvHmA87NP7ZJ6Knt7y2fvKMu4syvPrESv33qVK1bGNOnqcNEgoAFW91gtQDT2i5M6xpjSunXATz/Jh1bR/Ad6yhT1IVeYZX3zDdDdAve0+7qZdmB55ji29tmK9s+1FzoMh8YdJRhjJvHFF8AHHwgdBWPl0C0eqLtC6ChsViWXSkgfmV7iZXrVdZrlmh0yiAgSJwmcxWU//+Ro3/18po4xBgDIyABiY4G0NKEjYUwga38Baq8GnMo2j62je5jzEB7TTDFlnLoz75xBbb/aJt+vPRILHQBjzDps2cIJHXNwr/fihM4K5RflCx2CzeAzdYwxAPLhT06eBDZskC+r9o4s7SYNzbqcHFqnU6eKn2t2ohCJdJfpq/Py8pfx78PL0D2/qoLKXKye6YAzfzkz3Wr61MT6XuvhJHJSu0Tr5+4HT5mngJHZFk7qGGMAAFdXYPZs+aO8fvkF6N27/Pthch4egFhcnFCJn11jEYnUn6smYU5OgEQCSKWAry+weDFQs6bpYnq/Sxe8s+kd0+2QObR/7v8DN4kbqnhVEToUm8ZJHWM25tdfgfHjtctLO8tS2jp99Q2pq6tOrVpAURHwzz/642CGefy4fNtfugRERpZcZ+dOoHVrw/c5pNEQDGk0pHyBQT7grc/nPuXeDzOvFlVaaJWVNoahotODrvEMVfcBACObjuSEzgQ4qWPMhmRkAG++KXQUzB61aSPQgV9/F4gW6NjMIDxUie3gjhKM2RB/f2DwYKGjYMyE9n0kdARMj59f+xk0iTihsyF8po4xGyISAfPnyx/24PBhYNs2/R0x7t0D5s61bEx2zfU+ANLdoUGtTFfnB9JY1iwjFM/ZRSplKjT3JX0MdO0P5FTQf/ySiAggke7nokJAYv9zioZXDEdQhSDlGG+6xnoDoLWOiFBIhSgoKlA+/N39EeoVCgBoFdYKverwzCK2hpM6xpjZ6UraUlKApk0tH4tDe2qF964tOGa+fbcZB7SYbr79W4G0zDR0r1U81YjqfW6KZX1U73tTLCuEeoVCLOKLebaGkzrG7ERREdCggfqwFYw5tHxXoSOwiJnJM02+z88Pfo4NvTagc83OJt83Mx9O6hizEwUFwNWrQkfB7Fmn+Gvo8fZlAPLLeZ/v/wJ/3zsH9UuvpdB1ubRUKpd1DT2OUy7gecvA/TNdov25B4ut4aSOMTshlcp7x6akFJcZOrNzWeqVNChxSfW+/RZYudKw4zHrcvZgFfyxvHjYiW5NG6HmNzWR8ThDwKiYIbb12QYPqQe8XLwQVTlK6HCYmXBSxyxuyRIgMVHoKBhjxkpL0xyT0BOAg5wNe6sNUHWX0FGUWfufHbQHa5bQAVgW3wXJLG66fd+3zBizR393EzoCxkrFZ+qYxW3YIB9rLSfH+G1VzxKUNGNCSdsZUm7MMUQi4HHe42fzYMLgW36KKUZkN/AaqFYAgMjQISDUttM33EQZwxAphk4A7v93T2OtEUNUaG538ZVyxcVsTNARoILq2T/SHgoF0D/PrNY6Q7YvpbzSv8AL/N8os34iIkPvprFt169fR2hoKNLT0xESEiJ0OIwxxhgzM0f77ufLr4wxxhhjdoCTOsYYY4wxO8BJHWOMMcaYHeCkjjHGGGPMDpg1qUtLS8OAAQMQEREBV1dXPPfcc5g0aRLy8vLU6l27dg2dO3eGu7s7fH19MXz4cK06p0+fRsuWLeHq6org4GBMmTIFDtLHgzHGGGOsVGYd0uT8+fMoKirC999/j2rVquHMmTMYNGgQnjx5gpkz5XPVFRYWolOnTqhcuTL279+P+/fvo2/fviAizJ07FwCQnZ2Ndu3aIS4uDkePHsWFCxeQmJgId3d3jB492pxNYIwxxhizCRYf0uSLL77Ad999h3///RcAsHnzZrzyyitIT09HUFAQAODXX39FYmIi7ty5A09PT3z33XcYN24cbt++DZlMBgCYPn065s6di+vXr0NkwGBijtatmTHGGHN0jvbdb/HBh7OysuDt7a1cTk5ORp06dZQJHQB06NABubm5OH78OOLi4pCcnIyWLVsqEzpFnXHjxiEtLQ0RERFax8nNzUVubq7acQHg1i0HmdKGMcYYc3CK7/yioiKBI7EMiyZ1ly9fxty5czFr1ixlWUZGBvz9/dXqVapUCVKpFBkZGco64eHhanUU22RkZOhM6qZNm4bJkydrlTdu3Li8zWCMMcaYDUlPT0eVKlWEDsPsypTUJSUl6UyYVB09ehSNGjVSLt+8eRMdO3ZEjx49MHDgQLW6ui6fEpFauWYdxVVjfZdex40bh1GjRimXHzx4gIiICJw5cwZeXl4lxm6PHj16hKioKJw7dw4VKlQQOhyL4/Zz+7n9jtl+R247wO3PyspCnTp1UKtWLaFDsYgyJXXDhg1Dr169Sqyjembt5s2biIuLQ2xsLH744Qe1egEBATh8+LBa2cOHD5Gfn688GxcQEKA8a6dw584dANA6y6cgk8nULtcqhIaGwtPTs8TY7VF2djYAIDg4mNvP7Rc4Gsvj9jtu+x257QC3X9FmZ2fHmOq+TK309fWFr6+vQXVv3LiBuLg4xMTEYNGiRRCL1UdRiY2NxdSpU3Hr1i0EBgYCALZt2waZTIaYmBhlnY8++gh5eXmQSqXKOkFBQVqXZRljjDHGHJFZx6m7efMmWrVqhdDQUMycORN3795FRkaG2lm39u3bIyoqCgkJCUhJScHOnTsxZswYDBo0SJlhx8fHQyaTITExEWfOnMG6devw2WefYdSoUQb1fGWMMcYYs3dmPR+5bds2XLp0CZcuXdLqSqy4J87JyQmbNm3Cu+++i+bNm8PV1RXx8fHKcewAwMvLC9u3b8fQoUPRqFEjVKpUCaNGjVK7Z640MpkMkyZN0nlJ1hFw+7n93H5uvyO235HbDnD7Ha39Fh+njjHGGGOMmR7P/coYY4wxZgc4qWOMMcYYswOc1DHGGGOM2QFO6hhjjDHG7IBdJ3UPHz5EQkICvLy84OXlhYSEBGRmZhq8/eDBgyESiTBnzhyzxWhOZWl/UlISIiMj4e7ujkqVKqFt27Zag0PbCmPbn5+fjw8//BDR0dFwd3dHUFAQ3nrrLdy8edNyQZtIWf72a9euRYcOHeDr6wuRSITU1FSLxGoK8+bNQ0REBFxcXBATE4N9+/aVWH/v3r2IiYmBi4sLqlativnz51soUvMwpv23bt1CfHw8atasCbFYjPfee89ygZqJMe1fu3Yt2rVrh8qVK8PT0xOxsbHYunWrBaM1PWPav3//fjRv3hw+Pj5wdXVFZGQkZs+ebcFoTc/Y97/CgQMH4OzsjPr165s3QEsiO9axY0eqU6cOHTx4kA4ePEh16tShV155xaBt161bR/Xq1aOgoCCaPXu2eQM1k7K0f/ny5bR9+3a6fPkynTlzhgYMGECenp50584dC0VtOsa2PzMzk9q2bUsrV66k8+fPU3JyMjVp0oRiYmIsGLVplOVvv3TpUpo8eTItWLCAAFBKSoplgi2nX3/9lSQSCS1YsIDOnTtHI0aMIHd3d7p69arO+v/++y+5ubnRiBEj6Ny5c7RgwQKSSCS0Zs0aC0duGsa2/8qVKzR8+HBasmQJ1a9fn0aMGGHZgE3M2PaPGDGCZsyYQUeOHKELFy7QuHHjSCKR0IkTJywcuWkY2/4TJ07QL7/8QmfOnKErV67QsmXLyM3Njb7//nsLR24axrZfITMzk6pWrUrt27enevXqWSZYC7DbpO7cuXMEgA4dOqQsS05OJgB0/vz5Ere9fv06BQcH05kzZygsLMwmk7rytF9VVlYWAaAdO3aYI0yzMVX7jxw5QgBK/YCwJuVt+5UrV2wqqWvcuDENGTJErSwyMpLGjh2rs/4HH3xAkZGRamWDBw+mpk2bmi1GczK2/apatmxp80ldedqvEBUVRZMnTzZ1aBZhiva/9tpr1KdPH1OHZhFlbf8bb7xBEyZMoEmTJtlVUme3l1+Tk5Ph5eWFJk2aKMuaNm0KLy8vHDx4UO92RUVFSEhIwPvvv4/atWtbIlSzKGv7VeXl5eGHH36Al5cX6tWrZ65QzcIU7Qfkk0GLRCJUrFjRDFGah6nabgvy8vJw/PhxtG/fXq28ffv2etuanJysVb9Dhw44duwY8vPzzRarOZSl/fbEFO0vKirCo0eP4O3tbY4QzcoU7U9JScHBgwfRsmVLc4RoVmVt/6JFi3D58mVMmjTJ3CFanN3OcJuRkQE/Pz+tcj8/P7VpyjTNmDEDzs7OGD58uDnDM7uyth8A/vjjD/Tq1Qv//fcfAgMDsX37doPn+rUW5Wm/Qk5ODsaOHYv4+HibmgjbFG23Fffu3UNhYSH8/f3Vyv39/fW2NSMjQ2f9goIC3Lt3TzkHtS0oS/vtiSnaP2vWLDx58gQ9e/Y0R4hmVZ72h4SE4O7duygoKEBSUhIGDhxozlDNoiztv3jxIsaOHYt9+/bB2dn+UiCbO1OXlJQEkUhU4uPYsWMAoHNeWCLSO1/s8ePH8dVXX2Hx4sVWO6esOduvEBcXh9TUVBw8eBAdO3ZEz549cefOHbO0x1iWaD8g7zTRq1cvFBUVYd68eSZvR1lYqu22SLNdpbVVV31d5bbC2Pbbm7K2f8WKFUhKSsLKlSt1/iNkK8rS/n379uHYsWOYP38+5syZgxUrVpgzRLMytP2FhYWIj4/H5MmTUaNGDUuFZ1E2l6YOGzYMvXr1KrFOeHg4Tp06hdu3b2utu3v3rlZWr7Bv3z7cuXMHVapUUZYVFhZi9OjRmDNnDtLS0soVuymYs/0K7u7uqFatGqpVq4amTZuievXqWLhwIcaNG1eu2E3BEu3Pz89Hz549ceXKFezatctqztJZou22xtfXF05OTlr/ld+5c0dvWwMCAnTWd3Z2ho+Pj9liNYeytN+elKf9K1euxIABA7B69Wq0bdvWnGGaTXnaHxERAQCIjo7G7du3kZSUhDfffNNssZqDse1/9OgRjh07hpSUFAwbNgyA/PI7EcHZ2Rnbtm1D69atLRK7udhcUufr62vQpcDY2FhkZWXhyJEjaNy4MQDg8OHDyMrKQrNmzXRuk5CQoPXm7tChAxISEtCvX7/yB28C5my/PkSE3NzcMsVrauZuvyKhu3jxInbv3m1VX/JC/O2tnVQqRUxMDLZv347XXntNWb59+3Z07dpV5zaxsbHYuHGjWtm2bdvQqFEjSCQSs8ZramVpvz0pa/tXrFiB/v37Y8WKFejUqZMlQjULU/39rekz3hjGtt/T0xOnT59WK5s3bx527dqFNWvWKBNdmyZI9wwL6dixI9WtW5eSk5MpOTmZoqOjtYZ1qFmzJq1du1bvPmy19yuR8e1//Pgxjft/O3esmjoUx3HcCyVCi+6Vgt07qQ+QNwh0bSgZ+gLt1tLBdyhGJ80mzoJz6yQI5XRoHZzcMkm7lSLld5dbableuFFJ8PD9QKYc5P8jR/gNybm50Wg00mw20+Pjoy4uLpTP5/X8/JxFhI0kzb9YLOR5no6OjvT09KQ4jpfXx8dHFhHWts7en8/nMsZoMBgol8up1+vJGKM4jtMeP5GvIw3a7bYmk4kuLy91cHCg2WwmSbq+vtb5+fly/deRJldXV5pMJmq321YcafK/+SXJGCNjjGq1ms7OzmSM0cvLSxbjbyxp/m63q729PYVh+OM//vb2llWEjSTN32g01O/3NZ1ONZ1O1el0VCwWdXt7m1WEjayz/7+z7etXq0vdfD6X7/sqFAoqFAryfV+vr68/1uRyOUVR9M/f2OVSlzT/+/u7Tk9PVSqV5DiODg8P5XmexuNx+sNvQdL8X0d5rLru7+9Tn38T6+z9KIpWZq/X66nOvo4wDFUul+U4jqrVqobD4fJeEARyXffH+oeHB1UqFTmOo+PjY7VarZQn3q6k+Vc953K5nO7QW5Qkv+u6K/MHQZD+4FuSJP/d3Z1OTk60v7+vYrGoSqWiZrOpz8/PDCbfjqT7/zvbSt0v6c8bwgAAANhZO/f1KwAAAP5GqQMAALAApQ4AAMAClDoAAAALUOoAAAAsQKkDAACwAKUOAADAApQ6AAAAC1DqAAAALECpAwAAsAClDgAAwAKUOgAAAAv8BkqEqyAGSdkwAAAAAElFTkSuQmCC",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "# Current velocity 'east' and 'north'\n",
- "fig,axs = ChartTwoSensors(profiles, [ranges['east'], ranges['north']], [0],\n",
- " d['east'][0], -d['east'][1], 'east velocity', colors['east'], 'ascent',\n",
- " d['north'][0], -d['north'][1], 'north velocity', colors['north'], 'ascent', 6, 4)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "3f63d009-d81b-4976-8407-1d7301502ee9",
- "metadata": {},
- "source": [
- "## A next type of visualization: bundle charts\n",
- "\n",
- "\n",
- "The 'depth-signal' charts above illustrate epipelagic snapshots in terms of single profiles. \n",
- "A next logical step is to create 'bundle charts' from consecutive profiles for a given sensor.\n",
- "This introduces a sense of variability across a longer time interval. Again we note that \n",
- "nine consecutive profiles correspond to a single day. \n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "663a8767-a802-4ec4-8b98-43de19ff1bf5",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "if False: ShowStaticBundles(d, profiles) # broken"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "f5e4e808-972f-42f4-aecd-d69a55f9285e",
- "metadata": {},
- "source": [
- "```\n",
- "def BundleChart(profiles, date0, date1, time0, time1, wid, hgt, data, title):\n",
- " '''\n",
- " Create a bundle chart: Multiple profiles showing sensor/depth in ensemble.\n",
- " date0 start / end of time range: date only, range is inclusive [date0, date1]\n",
- " date1\n",
- " time0 start / end time range for each day\n",
- " time1 (this scheme permits selecting midnight or noon)\n",
- " wid figure size\n",
- " hgt\n",
- " data a value from the data dictionary (5-tuple: includes range and color)\n",
- " title chart title\n",
- " '''\n",
- "\n",
- "BundleChart(profiles, dt64('2022-01-01'), dt64('2022-02-01'), td64(0, 'h'), td64(24, 'h'), 8, 6, 'Dissolved Oxygen')\n",
- "```"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 21,
- "id": "da79f6ed-792c-4142-86ad-f2ad0fcf65fc",
- "metadata": {
- "tags": []
- },
- "outputs": [
- {
- "data": {
- "text/plain": [
- ""
- ]
- },
- "execution_count": 21,
- "metadata": {},
- "output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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",
- "text/plain": [
- ""
- ]
- },
- "metadata": {},
- "output_type": "display_data"
- }
- ],
- "source": [
- "def LocalGenerateTimeWindowIndices(profiles, dt0, dt1):\n",
- " '''\n",
- " In UTC: Passed a time window via two bounding datetimes. Return a list of \n",
- " profile indices for profiles that begin ascent within this time box. These \n",
- " indices are rows in the profiles DataFrame.\n",
- " '''\n",
- " pidcs = []\n",
- " for i in range(len(profiles)):\n",
- " a0 = profiles[\"a0t\"][i]\n",
- " if a0 >= dt0 and a0 <= dt1: pidcs.append(i)\n",
- " return pidcs\n",
- "\n",
- "\n",
- "def LocalBundleChart(profiles, dt0, dt1, wid, hgt, data, depth, lo, hi, title, color):\n",
- " pidcs = LocalGenerateTimeWindowIndices(profiles, dt0, dt1)\n",
- " if len(pidcs) < 1: \n",
- " print('LocalBundleChart(): Zero profile hits')\n",
- " return False\n",
- " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
- " for i in range(len(pidcs)):\n",
- " ta0, ta1 = profiles[\"a0t\"][pidcs[i]], profiles[\"a1t\"][pidcs[i]]\n",
- " ax.plot(data.sel(time=slice(ta0, ta1)), depth.sel(time=slice(ta0, ta1)), ms = 4., color=color)\n",
- " ax.set(title = title)\n",
- " ax.set(xlim = (lo, hi), ylim = (-200, 0))\n",
- " return ax\n",
- "\n",
- "bundle_start_time, bundle_end_time = dt64('2022-01-01T00:00:00'), dt64('2022-01-04T00:00:00')\n",
- "LocalBundleChart(profiles, bundle_start_time, bundle_end_time, \n",
- " 8, 8, d['do'][0], -d['do'][1], d['do'][2], d['do'][3], 'Dissolved Oxygen: OSB, 3 days', d['do'][4])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "9e8cdf75-0df5-40ac-a9fe-2ab28de2fa64",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "bundle_start_time, bundle_end_time = dt64('2022-01-01T00:00:00'), dt64('2022-02-01T00:00:00')\n",
- "LocalBundleChart(profiles, bundle_start_time, bundle_end_time, \n",
- " 8, 8, d['do'][0], -d['do'][1], d['do'][2], d['do'][3], 'Dissolved Oxygen', d['do'][4])"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "aee163dc-7c2d-4ad6-94e1-5f3d821e55f1",
- "metadata": {},
- "source": [
- "### **Interpretation** \n",
- "\n",
- "The three-day time interval implies at most 27 profiles. Some might be missing. The low profile \n",
- "depth is fairly consistently around 195 meters. The upper depth shows more variability, 10 to 30 meters.\n",
- "\n",
- "\n",
- "The mixed layer depth (transition to pycnocline) varies in depth from 50 to 70 meters. \n",
- "Mixed layer depth is influenced by surface winds driving wave action and hence mixing. \n",
- "\n",
- "\n",
- "There are anomalies in the month-long dataset: Dissolved oxygen excursions below the main 'bundle'. \n",
- "In particular four 'low oxygen' profiles originate in the pycnocline and extend down to the platform \n",
- "depth at 190 meters. To verify that these profiles are consecutive we need a convenient scrolling\n",
- "interface; which we now introduce by means of an interactive 'widget'."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "fb0913c9-f44f-467c-8fdc-7bb25e08e077",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "from ipywidgets import interact, widgets\n",
- "from traitlets import dlink"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "cf424214-afb5-4b42-b5f0-0f1d4f1f2496",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "def BundleInteract(sensor_key, time_index, bundle_size):\n",
- " '''\n",
- " Consider a time range that includes many (e.g. 279) consecutive profiles. This function plots sensor data\n",
- " within the time range. Choose the sensor using a dropdown. Choose the first profile using the start slider.\n",
- " Choose the number of consecutive profiles to chart using the bundle slider. \n",
- " Details\n",
- " - There is no support at this time for selecting midnight or noon profiles exclusively\n",
- " - nitrate, ph and pco2 bundle charts will be correspondingly sparse\n",
- " - There is a little bit of intelligence built in to the selection of ascent or descent\n",
- " - most sensors measure on ascent or ascent + descent. pco2 and ph are descent only\n",
- " - ph and pco2 still have a charting bug \"last-to-first line\" clutter: For some reason\n",
- " the first profile value is the last value from the prior profile. There is a hack in\n",
- " place (\"i0\") to deal with this.\n",
- " - All available profiles are first plotted in light grey\n",
- " - This tacitly assumes a month or less time interval for the current full dataset\n",
- " '''\n",
- " \n",
- " \n",
- " (phase0, phase1, i0) = ('a0t', 'a1t', 0) if not (sensor_key == 'ph' or sensor_key == 'pco2') else ('d0t', 'd1t', 1)\n",
- " x = d[sensor_key][0]\n",
- " z = d[sensor_key][1]\n",
- " xlo = d[sensor_key][2]\n",
- " xhi = d[sensor_key][3]\n",
- " xtitle = sensor_names[sensor_key]\n",
- " xcolor = d[sensor_key][4]\n",
- "\n",
- " # This configuration code block is hardcoded to work with Jan 2022\n",
- " date0, date1 = dt64('2022-01-01T00:00:00'), dt64('2022-02-01T00:00:00')\n",
- " wid, hgt = 9, 6\n",
- " x0, x1, z0, z1 = xlo, xhi, -200, 0\n",
- " title = xtitle\n",
- " color = xcolor\n",
- " pidcs = LocalGenerateTimeWindowIndices(profiles, date0, date1) # !!!!! either midn or noon, not both\n",
- " nProfiles = len(pidcs)\n",
- " \n",
- " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
- " \n",
- " # insert code: light grey full history\n",
- " iProf0 = 0\n",
- " iProf1 = nProfiles\n",
- " for i in range(iProf0, iProf1):\n",
- " pIdx = pidcs[i]\n",
- " ta0, ta1 = profiles[phase0][pIdx], profiles[phase1][pIdx]\n",
- " xi, zi = x.sel(time=slice(ta0, ta1)), -z.sel(time=slice(ta0, ta1))\n",
- " ax.plot(xi[i0:], zi[i0:], ms = 4., color = 'xkcd:light grey') \n",
- " \n",
- " # resume normal code\n",
- " iProf0 = time_index if time_index < nProfiles else nProfiles\n",
- " iProf1 = iProf0 + bundle_size if iProf0 + bundle_size < nProfiles else nProfiles\n",
- " for i in range(iProf0, iProf1):\n",
- " pIdx = pidcs[i]\n",
- " ta0, ta1 = profiles[phase0][pIdx], profiles[phase1][pIdx]\n",
- " xi, zi = x.sel(time=slice(ta0, ta1)), -z.sel(time=slice(ta0, ta1))\n",
- " ax.plot(xi[i0:], zi[i0:], ms = 4., color=color, mfc=color)\n",
- " ax.set(title = title)\n",
- " ax.set(xlim = (x0, x1), ylim = (z0, z1))\n",
- "\n",
- " # Add text indicating the current time range of the profile bundle\n",
- " # tString = str(p[\"ascent_start\"][pIdcs[iProf0]])\n",
- " # if iProf1 - iProf0 > 1: tString += '\\n ...through... \\n' + str(p[\"ascent_start\"][pIdcs[iProf1-1]])\n",
- " # ax.text(px, py, tString)\n",
- " \n",
- " plt.show()\n",
- " return"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "a37208cf-a150-4b0a-98ce-2dff447edddd",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "def Interactor(continuous_update = False):\n",
- " '''Set up three bundle-interactive charts, vertically. Independent sliders for choice of \n",
- " sensor, starting profile by index, and number of profiles in bundle. (90 profiles is about\n",
- " ten days.) A fast machine can have cu = True to give a slider-responsive animation. Make\n",
- " it False to avoid jerky 'takes forever' animation on less powerful machines.\n",
- " '''\n",
- " style = {'description_width': 'initial'}\n",
- " \n",
- " # data dictionary d{} keys:\n",
- " optionsList = ['temp', 'salinity', 'density', 'conductivity', 'do', 'chlora', 'fdom', 'bb', 'pco2', \\\n",
- " 'ph', 'par', 'nitrate', 'east', 'north', 'up']\n",
- "\n",
- " interact(BundleInteract, \\\n",
- " sensor_key = widgets.Dropdown(options=optionsList, value=optionsList[0], description='sensor'), \\\n",
- " time_index = widgets.IntSlider(min=0, max=270, step=1, value=160, \\\n",
- " layout=widgets.Layout(width='35%'), \\\n",
- " continuous_update=False, description='bundle start', \\\n",
- " style=style),\n",
- " bundle_size = widgets.IntSlider(min=1, max=90, step=1, value=20, \\\n",
- " layout=widgets.Layout(width='35%'), \\\n",
- " continuous_update=False, description='bundle width', \\\n",
- " style=style))\n",
- "\n",
- " return\n",
- "\n",
- "Interactor(False)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "2867c76c-bbe0-410b-9451-3e00091aa583",
- "metadata": {},
- "source": [
- "### **Interpretation**\n",
- "\n",
- "\n",
- "Selecting dissolved oxygen (**`do`**) with `start = 0`, `width = 90` shows two anomalies, \n",
- "both *low* oxygen levels. The full bundle is shown in light grey in the background for context.\n",
- "Narrowing in we get `start = 59` and `width = 4` showing four consecutive\n",
- "anomalous profiles. The anomaly extends as far down as the profiler platform at ~195 meters.\n",
- "\n",
- "\n",
- "The bundle width slider can be maximized to reinforce the \n",
- "typical (bundle-based) profile distribution in relation to the second anomaly. \n",
- "\n",
- "\n",
- "Incidentally other anomalies are also apparent, for example a single outlier in profile 211.\n",
- "\n",
- "\n",
- "***Temperature coincidence***: An obvious next thought is to check for *coincidence*: This dissolved oxygen anomaly \n",
- "with other sensors. Beginning with temperature: During the anomaly the mixed layer is apparently very small (30 meters) \n",
- "with a relatively cold upper water column temperature. Sub-pycnocline temperatures are in contrast comparatively warm. \n",
- "The pycnocline itself is very constricted and features temperature inversions.\n",
- "\n",
- "\n",
- "***Salinity coincidence***: The anomaly is again present, with a shallow fixed layer and comparatively \n",
- "high salinity throughout the profiler depth range. \n",
- "\n",
- "\n",
- "***Density coincidence***: Sharp increase through the pycnocline, anomalously high.\n",
- "\n",
- "\n",
- "***Other coincidences***: pH, pCO2, nitrate, chlorophyll: All anomalous, respectively low, high, high, low."
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "19fe7c88-76f0-499d-bacf-10188c50408f",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "Interactor(False)\n",
- "Interactor(False)\n",
- "Interactor(False)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "fa89a731-5748-44ea-870a-d73bf3eb7f3a",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "ZuluToLocal = td64(8, 'h')\n",
- "for i in range(4): print(profiles['a0t'][59+i]-ZuluToLocal)\n",
- "print('\\n\\nZulu\\n')\n",
- "for i in range(4): print(profiles['a0t'][59+i]-ZuluToLocal)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "dd83aeb4-10ca-4189-8d00-4e25715ae37b",
- "metadata": {},
- "source": [
- "Summary: The OSB shallow profiler observed a mass of acidic, nutrient rich water with depleted oxygen \n",
- "and elevated carbon dioxide on January 7 2022. The episode lasted ten hours.\n",
- "\n",
- "\n",
- "Questions about the sea state\n",
- "- What was the current before / during / after this anomaly?\n",
- "- Was the onset sharp or gradual? Decay to typical sharp or gradual?\n",
- "- What was the windspeed? Wave height? "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "b78f73b5-0e5e-430b-92b3-5e65f8b2a6bc",
- "metadata": {},
- "source": [
- "The NOAA **National Data Buoy Center** (NDBC) has historical data available for download.\n",
- "[This website](https://www.ndbc.noaa.gov/histsearch.php) is the search interface. Stations \n",
- "46098 and 46050 are closest to the Oregon Slope Base observing site: Respective distances\n",
- "are 1 km and 46 km. Datasets are downloadable\n",
- "as text files (space delimiter). No-data values typically have nines in them, as `999` \n",
- "or `99.00` or `999.0`. Observations are at 10 minute intervals. \n",
- "\n",
- "\n",
- "### Historical buoy data: Metadata\n",
- "\n",
- "\n",
- "The first two rows of a data file are column headers: Type and units. An interpretive \n",
- "key may be found [here](https://www.ndbc.noaa.gov/faq/measdes.shtml). For the two stations\n",
- "of interest, 46098 and 46050, year = 2022, we have these column headers:\n",
- "\n",
- "```\n",
- "YY MM DD hh mm Time down to minutes: UTC not local\n",
- "WDIR WSPD GST Wind speed, direction and gusts; direction is degrees clockwise from true north\n",
- "WVHT Wave height, meters\n",
- "DPD APD Dominant and Average wave period\n",
- "MWD Mean wave direction (direction from which; deg CW from TN as above)\n",
- "PRES Sea surface atmospheric pressure (hPa, hectoPascale or equiv. millibars)\n",
- "ATMP Air temperature (deg C)\n",
- "WTMP Surface water temperature (deg C)\n",
- "DEWP Dewpoint (deg C)\n",
- "VIS Visibility (mi)\n",
- "TIDE Tide (ft)\n",
- "```\n",
- "\n",
- "### Locations, proximity\n",
- "\n",
- "\n",
- "```\n",
- "Oregon Slope Base: 44.37415 N 124.95648 W\n",
- "Buoy 46050: 44.669 N 124.546 W Distance to OSB: 46km\n",
- "Buoy 46098: 44.378 N 124.947 W Distance to OSB: 1km\n",
- "```"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "766f03ae-fdb7-4c6c-8645-1975c35e0354",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "# This cell calculates distances from NDBC buoys to the OSB shallow profiler\n",
- "\n",
- "from math import cos, pi, sqrt\n",
- "\n",
- "loc_osb_lat, loc_osb_lon = 44.37415, -124.95648\n",
- "loc_buoy_46050_lat, loc_buoy_46050_lon = 44.669, -124.546\n",
- "loc_buoy_46098_lat, loc_buoy_46098_lon = 44.378, -124.947\n",
- "\n",
- "earth_r = 6378000\n",
- "earth_c = earth_r * 2 * pi\n",
- "deg_lat_m = earth_c / 360\n",
- "\n",
- "print('one degree of latitude approximately', round(deg_lat_m, 1), 'meters')\n",
- "\n",
- "meanlat = (1/3)*(loc_osb_lat + loc_buoy_46050_lat + loc_buoy_46098_lat)\n",
- "dtr = pi/180\n",
- "lon_stride = deg_lat_m * cos(meanlat*dtr)\n",
- "\n",
- "print('At this latitude one degree of longitude is', round(lon_stride, 1), 'meters')\n",
- "\n",
- "dlat = loc_osb_lat - loc_buoy_46050_lat\n",
- "dlon = loc_osb_lon - loc_buoy_46050_lon\n",
- "d_osb_46050 = sqrt((dlat*deg_lat_m)**2 + (dlon*lon_stride)**2)\n",
- "\n",
- "dlat = loc_osb_lat - loc_buoy_46098_lat\n",
- "dlon = loc_osb_lon - loc_buoy_46098_lon\n",
- "d_osb_46098 = sqrt((dlat*deg_lat_m)**2 + (dlon*lon_stride)**2)\n",
- "\n",
- "print('Distance OSB to buoy 46050:', round(d_osb_46050, 1), 'm')\n",
- "print('Distance OSB to buoy 46098:', round(d_osb_46098, 1), 'm')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "e5654d2f-3058-4ce9-96af-4a7c0e61092b",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "# This cell reads in the 46098 (proximal) data to a pandas DataFrame\n",
- "ndbc_root_path = './data/noaa/ndbc/'\n",
- "buoy_id = '46098'\n",
- "year = '2022'\n",
- "ndbc_filename = 'station_' + buoy_id + '_year_' + year + '.txt'\n",
- "ndbc_path = ndbc_root_path + ndbc_filename"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "91c4ce63-1eeb-4cdc-8643-8cfbd038e13a",
- "metadata": {},
- "outputs": [],
- "source": [
- "# This cell can take a few minutes to run. It loads and tidies up the NDBC data from\n",
- "# a site 1km from the OSB shallow profiler location.\n",
- "#\n",
- "# def ReadNDBCMetadata(fnm = './data/noaa/ndbc/station_46098_year_2022.txt'):\n",
- "# \"\"\"\n",
- "# See comment above on file format.\n",
- "# The default input buoy is 800 meters from the Oregon Slope Base (OSB) site. Default year is 2022.\n",
- "# \"\"\"\n",
- "df = pd.read_csv('./data/noaa/ndbc/station_46098_year_2022.txt', sep='\\s+', header = 0)\n",
- "df = df.drop([0]) # the second row of text is units for each column\n",
- "# df\n",
- "# df['Zulu'] = pd.to_datetime( )\n",
- "# df['Zulu'] = pd.to_datetime(df['#YY'] + '-' + str(df['MM']) + '-' + str(df['DD']))\n",
- "# df.dtypes gives all 'object'\n",
- "# print(df['#YY'][17]) etcetera for MM DD hh mm\n",
- "\n",
- "# timestamp = dt64(df['#YY'][1400] + '-' + df['MM'][1400] + '-' + df['DD'][1400] + ' ' + df['hh'][1400] + ':' + df['mm'][1400])\n",
- "# print(timestamp)\n",
- "# df['Zulu'] = pd.to_datetime(str(df['#YY']) + '-' + str(df['MM']) + '-' + str(df['DD']) + ' ' + str(df['hh']) + ':' + str(df['mm']))\n",
- "\n",
- "df['Zulu'] = pd.to_datetime(df['#YY'])\n",
- "for i in range(1, len(df)+1):\n",
- " c_yr = str(df['#YY'][i])\n",
- " c_mo = str(df['MM'][i])\n",
- " c_dy = str(df['DD'][i])\n",
- " c_hr = str(df['hh'][i])\n",
- " c_mn = str(df['mm'][i]) # eschewing fixes like: if len(c_mo) == 1: c_mo = '0' + c_mo\n",
- " df['Zulu'][i] = pd.to_datetime(c_yr + '-' + c_mo + '-' + c_dy + ' ' + c_hr + ':' + c_mn)\n",
- "\n",
- "df = df.drop(columns=['#YY', 'MM', 'DD', 'hh', 'mm'])\n",
- "\n",
- "df = df.astype({'WDIR': 'float'})\n",
- "df = df.astype({'WSPD': 'float'})\n",
- "df = df.astype({'GST': 'float'})\n",
- "df = df.astype({'WVHT': 'float'})\n",
- "df = df.astype({'DPD': 'float'})\n",
- "df = df.astype({'APD': 'float'})\n",
- "df = df.astype({'MWD': 'float'})\n",
- "df = df.astype({'PRES': 'float'})\n",
- "df = df.astype({'ATMP': 'float'})\n",
- "df = df.astype({'WTMP': 'float'})\n",
- "df = df.astype({'DEWP': 'float'})\n",
- "df = df.astype({'VIS': 'float'})\n",
- "df = df.astype({'TIDE': 'float'}) # to this point: df still contains 99 and 999 for \"no data\"\n",
- " # so we take a moment to replace those with np.NaN.\n",
- "dfNaN = df.replace([99, 999], np.NaN) # Post-NaN-sub this fails: dfNaN['WVHT'][1:4459].plot()\n",
- "dfNaN # Visual inspection of the cleaned up DataFrame"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "eb39947e-06ca-4c52-acf6-8e18f57dae17",
- "metadata": {},
- "outputs": [],
- "source": [
- "# Artifact: Scatter plot\n",
- "# fig,ax = plt.subplots(figsize=(8,8))\n",
- "# ax.scatter(dfNaN['Zulu'][1:4459], dfNaN['WVHT'][1:4459], s=4, c='r')\n",
- "# , ds.z, marker='.', ms=11., color='k', mfc='r', linewidth='.0001')\n",
- "# ax.set(ylim = (0., 10.), title='OSB site wave height (meters) Jan 2022', ylabel='WVHT (m)', xlabel='Date')\n",
- "# ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])\n",
- "\n",
- "wdir_time = dfNaN['Zulu'][1:4459]; wdir_data = dfNaN['WDIR'][1:4459]; wdir_mask = np.isfinite(wdir_data)\n",
- "wvht_time = dfNaN['Zulu'][1:4459]; wvht_data = dfNaN['WVHT'][1:4459]; wvht_mask = np.isfinite(wvht_data)\n",
- "wspd_time = dfNaN['Zulu'][1:4459]; wspd_data = dfNaN['WSPD'][1:4459]; wspd_mask = np.isfinite(wspd_data)\n",
- "wtmp_time = dfNaN['Zulu'][1:4459]; wtmp_data = dfNaN['WTMP'][1:4459]; wtmp_mask = np.isfinite(wtmp_data)\n",
- "\n",
- "fig,ax = plt.subplots(figsize=(12,6))\n",
- "ax.plot(wvht_time[wvht_mask], wvht_data[wvht_mask], linestyle='-', marker='.', ms=3, color='red', mec='black')\n",
- "ax.plot(profiles['a0t'][59], 5.8, linestyle='-', marker='.', color='blue')\n",
- "ax.set(ylim = (0., 10.), title='OSB site wave height (meters) Jan 2022', ylabel='WVHT (m)', xlabel='Date')\n",
- "ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "24fcd230-0db3-4010-8845-5b1587e542a4",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax = plt.subplots(figsize=(12,6))\n",
- "twinx = ax.twinx()\n",
- "ax.plot(wspd_time[wspd_mask], wspd_data[wspd_mask], linestyle='-', marker='.', ms=3, color='black', mec='blue')\n",
- "ax.plot(profiles['a0t'][59], 5.8, linestyle='-', marker='.', color='blue')\n",
- "ax.set(ylim = (0., 22.), title='OSB site wind speed (meters / second) Jan 2022', ylabel='WSPD (m/s)', xlabel='Date')\n",
- "ax.set(xticks=[dt64('2022-01-01'), dt64('2022-01-15T12:00'), dt64('2022-02-01')])\n",
- "\n",
- "twinx.plot(wvht_time[wvht_mask], wvht_data[wvht_mask], linestyle='-', marker='.', ms=3, color='red', mec='black')\n",
- "twinx.set(ylim = (0., 10.))"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "a875b6b8-01a1-4f49-b051-2b8b74979886",
- "metadata": {},
- "outputs": [],
- "source": [
- "wdir_data"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "1d135de1-0651-4ead-8a0a-2b65519747cd",
- "metadata": {},
- "outputs": [],
- "source": [
- "print(wdir_mask[2], wdir_data[2])"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "71b67370-d365-43c8-b44b-d662b9a5c7d4",
- "metadata": {},
- "outputs": [],
- "source": [
- "print(wdir_mask)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "7969fdda-aa8f-4d9e-8fc5-352c6b661290",
- "metadata": {},
- "outputs": [],
- "source": [
- "from matplotlib import dates as mdates"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "31b3214e-f8b5-43b2-af84-944ed7d126b6",
- "metadata": {},
- "outputs": [],
- "source": [
- "wdir_data_list = list(wdir_data[wdir_mask])\n",
- "wdir_time_list = list(wdir_time[wdir_mask])\n",
- "prior_wdir = wdir_data_list[0]\n",
- "len_wdir = len(wdir_data_list)\n",
- "\n",
- "for i in range(len_wdir):\n",
- " w = wdir_data_list[i]\n",
- " while w - prior_wdir > 180: w -= 360\n",
- " while w - prior_wdir < -180: w += 360\n",
- " while w > 360 + 90: w -= 360\n",
- " while w < -90: w += 360\n",
- " prior_wdir = w\n",
- " wdir_data_list[i] = w\n",
- "\n",
- "fig,ax = plt.subplots(figsize=(12,6))\n",
- "twinx = ax.twinx()\n",
- "ax.plot(wspd_time[wspd_mask], wspd_data[wspd_mask], linestyle='-', marker='.', ms=3, color='blue')\n",
- "ax.set(ylim = (0., 40.), ylabel='Wind speed (blue) in meters / second')\n",
- "ax.text(profiles['a0t'][59], 33, 'anomaly start')\n",
- "ax.plot(profiles['a0t'][59], 35, linestyle='-', marker='.', color='red')\n",
- "ax.set(xticks=[dt64('2022-01-01T00:00'), dt64('2022-01-15T12:00'), dt64('2022-02-01T00:00')])\n",
- "twinx.plot(wdir_time_list, wdir_data_list, linestyle='-', marker='.', ms=3, color='green')\n",
- "twinx.set(ylim = (-200, max(wdir_data_list)+20), \\\n",
- " title='OSB wind speed (blue, m/s), direction (green, deg CW from True N): Jan 2022', \\\n",
- " ylabel='Wind direction in deg CW from True North', xlabel='Date')\n",
- "\n",
- "locator = mdates.AutoDateLocator(minticks=7, maxticks=7)\n",
- "formatter = mdates.ConciseDateFormatter(locator)\n",
- "ax.xaxis.set_major_locator(locator)\n",
- "ax.xaxis.set_major_formatter(formatter)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "d041210d-b197-4af9-8816-2fea2d2576f0",
- "metadata": {},
- "outputs": [],
- "source": [
- "max(wdir_data_list)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "dea1e63a-c0e8-4dfc-aa2a-e5385597d9ab",
- "metadata": {},
- "source": [
- "### Interpretation\n",
- "\n",
- "The blue signal is wind speed; which tends to be more variable than the (red signal) waveheight. As the wind drops the wave height decays; and\n",
- "vice versa: There tends to be a phase lag between wind and wave height."
- ]
- },
- {
- "cell_type": "markdown",
- "id": "aea7ad41-7970-4c0f-a819-e6c1c0d728d5",
- "metadata": {},
- "source": [
- "### Resampling profiles to depth bins\n",
- "\n",
- "We have d['sensor'][0] and [1] as respectively sensor and depth DataArrays, with dimension/coordinate = time.\n",
- "That is, both sensor data and depth data are indexed by time of observation. However we are treating each profile\n",
- "like a snapshot of the water column; so time is not the key index. Rather this is depth; so we now bin the\n",
- "data on some vertical spatial interval. \n",
- "\n",
- "Practically this means a single profile will be a Dataset with dimension/coordinate `depth` at some spatial \n",
- "scale, e.g. 20 cm. Time will be dropped. We will bin both using mean and standard deviation.\n",
- "\n",
- "\n",
- "***Note: .resample() only operates on a time dimension. Please document: c.resample( --not time-- ) fails***"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "07e4dee3-f9ca-4fa3-9b1a-e91c7bf7edef",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "def LocalGenerateBinnedProfileDatasetFromTimeSeries(a, b, t0, t1, binZ, sensor):\n",
- " '''\n",
- " Operate on DataArrays a and b to produce a Dataset c:\n",
- " a is a sensor value as a function of time\n",
- " b is depth as a function of (the same) time\n",
- " This is presumed to span a single profile ascent or descent.\n",
- " Depth is swapped in for time as the operative dimension\n",
- " A regular depth profile is generated.\n",
- " Both mean and standard deviation DataArrays are calculated and combined \n",
- " into a new Dataset which is returned.\n",
- " '''\n",
- " a_sel, b_sel = a.sel(time=slice(t0, t1)), b.sel(time=slice(t0, t1))\n",
- " c = xr.combine_by_coords([a_sel, b_sel])\n",
- " c = c.swap_dims({'time':'depth'})\n",
- " c = c.drop_vars('time')\n",
- " c = c.sortby('depth')\n",
- " depth0, depthE = 0., 200. # depth of surface, depth of epipelagic\n",
- " nBounds = int((depthE - depth0)/binZ + 1)\n",
- " nCenters = nBounds - 1\n",
- " depth_bounds = np.linspace(depth0, depthE, nBounds) # For 1001 bounds: 0., .20, ..., 200.\n",
- " depth_centers = np.linspace(depth0 + binZ/2, depthE - binZ/2, nCenters)\n",
- " cmean = c.groupby_bins('depth', depth_bounds, labels=depth_centers).mean()\n",
- " cstd = c.groupby_bins('depth', depth_bounds, labels=depth_centers).std()\n",
- " cmean = cmean.rename({sensor: sensor + '_mean'})\n",
- " cstd = cstd.rename({sensor: sensor + '_std'})\n",
- " c = xr.combine_by_coords([cmean, cstd])\n",
- " return c\n",
- "\n",
- "def LocalChartSensorMeanStd(s, key_mean, key_std, key_z, range_mean, range_std, color_mean, color_std, wid, hgt, annot):\n",
- " \"\"\"\n",
- " Single chart, one profile, no time: Superimpose sensor depth-averaged mean data and \n",
- " standard deviation. Axis format: Vertical down is depth, horizontal is sensor mean / std.\n",
- " Data s[km], s[ks] are XArrays Dataset 's' DataArrays keyed km, ks, and then kz for depth. \n",
- " Ranges are 2-tuples. Colors for mean and std as given, chart size wid x hgt.\n",
- "\n",
- " annot[] is a list of strings to be attached to the chart, in order:\n",
- " [0] sensor\n",
- " [1] timestamp presumed Zulu of presumed ascent start\n",
- " [2] vertical bin size presumed meters\n",
- " [3] remark\n",
- " [4] x-axis label\n",
- " [5] y-axis label\n",
- " \"\"\"\n",
- " fig, ax = plt.subplots(figsize=(wid, hgt), tight_layout=True)\n",
- " axtwin = ax.twiny()\n",
- " ax.plot(s[key_mean], -s[key_z], ms = 4., color=color_mean, mfc=color_mean)\n",
- " axtwin.plot(s[key_std], -s[key_z], ms = 4., color=color_std, mfc=color_std)\n",
- " ax.set( xlim = (range_mean[0], range_mean[1]), ylim = (-200, 0))\n",
- " axtwin.set(xlim = (range_std[0], range_std[1]), ylim = (-200, 0))\n",
- "\n",
- " # place annotations if len(string)\n",
- " titlestring = 'mean and standard deviation: one profile' if not len(annot[0]) else annot[0] + ' binned at ' + annot[2] + 'm: M/SD ' \n",
- " xlabelstring = 'sensor value mean / std' if not len(annot[4]) else annot[4]\n",
- " ylabelstring = 'depth (m)' if not len(annot[5]) else annot[5]\n",
- " dtmsgstring = '' if not len(annot[1]) else annot[1]\n",
- " dtmsgX = (range_mean[0] + range_mean[1])/2\n",
- " remarkstring = '' if not len(annot[3]) else annot[3]\n",
- " ax.set(title = titlestring, ylabel=ylabelstring, xlabel=xlabelstring)\n",
- " ax.text(dtmsgX, -20, dtmsgstring)\n",
- " ax.text(dtmsgX, -40, remarkstring)\n",
- "\n",
- " return fig, ax\n",
- "\n"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "8d2f2d12-ae79-4838-b575-3d86258a0e94",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "sensors = ['temp', 'salinity', 'density', 'do', 'chlora']\n",
- "stdevdivs = {'temp':20, 'salinity':20, 'density': 100000, 'do': 20, 'chlora': 20}\n",
- "sensors = ['density']\n",
- "stdevdivs = {'density':10000}\n",
- "\n",
- "for profileIndex in [55, 56, 57, 58, 59, 60, 61, 62, 63]:\n",
- " for sensor in sensors:\n",
- " (dkey0, dkey1) = ('d0t', 'd1t') if sensor == 'ph' or sensor == 'pco2' else ('a0t', 'a1t') # ascent with 2 exceptions\n",
- " for binSize in [0.20, 1.0]:\n",
- " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d[sensor][0], d[sensor][1], \\\n",
- " profiles[dkey0][profileIndex], profiles[dkey1][profileIndex], binSize, sensor)\n",
- " annot = [sensor, str(profiles[dkey0][profileIndex]), str(round(binSize, 2)), 'hmm', '', 'depth (meters) binned']\n",
- " fig, ax = LocalChartSensorMeanStd(c, sensor + '_mean', sensor + '_std', 'depth_bins', \\\n",
- " [d[sensor][2], d[sensor][3]], [0., d[sensor][3]/stdevdivs[sensor]], 'blue', 'red', 6, 6, annot) "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "0ce2e860-8d5b-4e51-bf84-883e8671441e",
- "metadata": {
- "editable": true,
- "slideshow": {
- "slide_type": ""
- },
- "tags": []
- },
- "source": [
- "### Quo vadis\n",
- "\n",
- "\n",
- "For a given depth-bin size, for example 1.0 meters: We have a collection of samples for each bin.\n",
- "These samples yield a mean and a standard deviation. At the vertical center of the pycnocline the \n",
- "standard deviation will tend to reach a local maximum. As a result the depth of maximum standard \n",
- "deviation (abbreviation: DMSD) in the upper 100 meters is a proxy for the center depth of the pycnocline.\n",
- "\n",
- "\n",
- "The DMSD for dissolved oxygen will not necessarily coincide with the DMSD for another sensor such as temperature.\n",
- "\n",
- "\n",
- "It might be of interest to compare buoy-observed wave height with a sensor's DMSD, for example across the month. "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "960b82a6-6c82-4a51-abd9-e4f7bb1416c8",
- "metadata": {},
- "outputs": [],
- "source": [
- " annot = [sensor, str(profiles[dkey0][profileIndex]), str(round(binSize, 2)), 'hmm', '', 'depth (meters) binned']\n",
- " fig, ax = LocalChartSensorMeanStd(c, sensor + '_mean', sensor + '_std', 'depth_bins', \\\n",
- " [d[sensor][2], d[sensor][3]], [0., d[sensor][3]/20], 'blue', 'red', 6, 6, annot)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "23b6560a-e550-4cb4-89c8-cbeefbde8676",
- "metadata": {},
- "outputs": [],
- "source": [
- "for p in range(59, 70):\n",
- " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], \\\n",
- " profiles['a0t'][p], profiles['a1t'][p], 1.0, 'do')\n",
- " c.do_std.plot()\n",
- " print()"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "b70158ac-44d2-4cc1-9ebf-2356ebeab954",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "3709fd06-ec49-4b98-9591-af55c242b7c2",
- "metadata": {},
- "outputs": [],
- "source": [
- "# practice getting the Depth of Max Std Dev DMSD\n",
- "for profileIndex in range(57, 58):\n",
- " dirletter = 'a'\n",
- " binSize = 1.\n",
- " sensor = 'do'\n",
- " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
- " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], t0, t1, binSize, sensor)\n",
- " thisDMSD = float(c.do_std.idxmax())\n",
- " thisTime = tbar\n",
- " print(t0, t1, thisDMSD, thisTime)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "b2bb4973-1e23-4c6d-a124-becf838e483c",
- "metadata": {},
- "outputs": [],
- "source": [
- "# practice getting the Depth of Max Std Dev DMSD\n",
- "for profileIndex in range(57, 58):\n",
- " dirletter = 'a'\n",
- " binSize = 1.\n",
- " sensor = 'do'\n",
- " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
- " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d['do'][0], d['do'][1], t0, t1, binSize, sensor)\n",
- " c_upper100 = c.sel(depth_bins=slice(0., 100.))\n",
- " thisDMSD = float(c_upper100.do_std.idxmax())\n",
- " thisTime = tbar\n",
- " print(t0, t1, thisDMSD, thisTime)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "cfe6d871-8458-4b0f-8c00-b5af4bbe79ad",
- "metadata": {},
- "outputs": [],
- "source": [
- "c_upper100"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "71492294-925e-46ad-b25c-a4941c0b1cea",
- "metadata": {},
- "outputs": [],
- "source": [
- "c"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "f190d13a-f901-4532-9dbf-e052bf08c80a",
- "metadata": {},
- "outputs": [],
- "source": [
- "nProfiles = len(profiles)\n",
- "sensors = ['do', 'temp', 'salinity']\n",
- "for sensor in sensors:\n",
- " DMSD = []\n",
- " ProfileTimestamp = []\n",
- " for profileIndex in range(nProfiles):\n",
- " dirletter = 'd' if sensor == 'ph' or sensor == 'pco2' else 'a'\n",
- " t0, t1 = profiles[dirletter + '0t'][profileIndex], profiles[dirletter + '1t'][profileIndex]\n",
- " tbar = t0 + (t1 - t0)/2\n",
- " for binSize in [1.0]:\n",
- " c = LocalGenerateBinnedProfileDatasetFromTimeSeries(d[sensor][0], d[sensor][1], t0, t1, binSize, sensor)\n",
- " c_upper100 = c.sel(depth_bins=slice(0., 100.))\n",
- " if sensor == 'do': thisDMSD = c_upper100.do_std.idxmax()\n",
- " elif sensor == 'temp': thisDMSD = c_upper100.temp_std.idxmax()\n",
- " elif sensor == 'salinity': thisDMSD = c_upper100.salinity_std.idxmax()\n",
- " thisTime = tbar\n",
- " if thisDMSD < 100: # some profiles are abandoned before reaching near-surface depth\n",
- " DMSD.append(thisDMSD)\n",
- " ProfileTimestamp.append(thisTime)\n",
- " if not profileIndex % 20: print('done with profile', profileIndex, 'for sensor', sensor)\n",
- " if sensor == 'do': do_DMSD = DMSD[:]\n",
- " elif sensor == 'temp': temp_DMSD = DMSD[:]\n",
- " elif sensor == 'salinity': salinity_DMSD = DMSD[:]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "6e6de85e-54ff-4c95-9775-167fb5f3fe57",
- "metadata": {},
- "outputs": [],
- "source": [
- "def BoxFilterList(a, w):\n",
- " if not w % 2: return False\n",
- " alen = len(a)\n",
- " b = []\n",
- " w_half = w//2 # 3 produces 1, 5 > 2, ...\n",
- " for i in range(w_half): b.append(np.mean(a[0:i+w_half+1]))\n",
- " for i in range(w_half, alen-w_half): b.append(np.mean(a[i-w_half:i+w_half+1]))\n",
- " for i in range(alen - w_half, alen): b.append(np.mean(a[i-w_half:alen]))\n",
- " return b\n",
- "\n",
- "do_DMSD_filtered = BoxFilterList(do_DMSD, 15)\n",
- "temp_DMSD_filtered = BoxFilterList(temp_DMSD, 15)\n",
- "salinity_DMSD_filtered = BoxFilterList(salinity_DMSD, 15)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "195e9f6a-d030-4790-8036-5a786e314061",
- "metadata": {},
- "outputs": [],
- "source": [
- "# time_data = dfNaN['Zulu'][1:4459]\n",
- "# wvht_data = dfNaN['WVHT'][1:4459]\n",
- "# mask_data = np.isfinite(wvht_data)"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "1ba91dea-3a88-40a1-b8af-5c6e6c25aa92",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
- "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "6641fd47-0c83-4763-b5c0-79af5d950a2f",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
- "axtwin.plot(ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=3, color='green', mec='black')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "9703bf62-2ea3-4f3b-b671-1a65c61a606d",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, temp_DMSD_filtered, linestyle='-', marker='.', ms=4, color='blue', mec='black')\n",
- "axtwin.plot(ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=3, color='cyan', mec='black')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "67d9a838-ba1b-4a74-9661-6afa7ad363ef",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=4, color='green', mec='black')\n",
- "axtwin.plot(ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=3, color='cyan', mec='black')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "a77236f9-b25d-4324-adf0-2ccdc70f8c9b",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, do_DMSD_filtered, linestyle='-', marker='.', ms=4, color='green', mec='black')\n",
- "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "11f3d263-d629-4e1d-98a9-dcfc8f05165f",
- "metadata": {},
- "outputs": [],
- "source": [
- "fig,ax=plt.subplots(figsize=(14,8))\n",
- "axtwin = ax.twinx()\n",
- "ax.plot( ProfileTimestamp, salinity_DMSD_filtered, linestyle='-', marker='.', ms=4, color='cyan', mec='black')\n",
- "axtwin.plot(time_data[mask_data], wvht_data[mask_data], linestyle='-', marker='.', ms=3, color='red', mec='black')"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "2b448f5d-605a-4c51-9d25-7a7bd10fbb84",
- "metadata": {},
- "source": [
- "### Quo vadis\n",
- "\n",
- "\n",
- "We can see from the above that the maximum standard deviation is likely to identify the pycnocline based on\n",
- "dissolved oxygen. Two dimensions then: Sensors and time give a view of this important feature. It seems that\n",
- "a snapshot analysis could be extended to a time series; so let's look at \n",
- "[this reference](https://tutorial.xarray.dev/intermediate/01-high-level-computation-patterns.html)\n",
- "for more on how to use built in xarray tools. "
- ]
- },
- {
- "cell_type": "markdown",
- "id": "60121256-e1fe-4d6e-8d1c-07bf80215090",
- "metadata": {},
- "source": [
- "## Concept material"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "36ca0049-eb36-48ab-97bc-b703b69d031d",
- "metadata": {},
- "source": [
- "The charts below place two sensors x 3 across for a total of six. \n",
- "\n",
- "```{figure} ../img/ABCOST_signals_vs_depth_and_time.png\n",
- "---\n",
- "height: 500px\n",
- "name: directive-fig\n",
- "---\n",
- "Salinity, Temperature, Dissolved Oxygen and Bio-optical signals with depth\n",
- "```\n",
- " "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "d58c9726-6242-4953-8bb4-a78228eef3a6",
- "metadata": {
- "tags": []
- },
- "outputs": [],
- "source": [
- "from IPython.display import HTML, Video\n",
- "Video('./../img/multisensor_animation.mp4', embed=True, width = 500, height = 500)"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "5c2529fb-b28c-46f6-80d6-9727a74ea721",
- "metadata": {},
- "source": [
- "### MODIS surface chlorophyll"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "2b2b8b44-2742-4723-92ff-b28a7ed43344",
- "metadata": {},
- "source": [
- "\n",
- "```{figure} ../img/modis_chlorophyll.png\n",
- "---\n",
- "height: 500px\n",
- "name: directive-fig\n",
- "---\n",
- "Ocean surface chlorophyll inferred from MODIS satellite images\n",
- "```"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "2562712c-8d38-4ac8-b877-9003ca5d587c",
- "metadata": {},
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "f147f73e-e09c-4c0e-8503-29513a5cffca",
- "metadata": {},
- "outputs": [],
- "source": []
- },
- {
- "cell_type": "code",
- "execution_count": null,
- "id": "f471b2dc-e1c7-4cc6-ae45-2ec919d29d69",
- "metadata": {},
- "outputs": [],
- "source": []
- }
- ],
- "metadata": {
- "kernelspec": {
- "display_name": "Python 3 (ipykernel)",
- "language": "python",
- "name": "python3"
- },
- "language_info": {
- "codemirror_mode": {
- "name": "ipython",
- "version": 3
- },
- "file_extension": ".py",
- "mimetype": "text/x-python",
- "name": "python",
- "nbconvert_exporter": "python",
- "pygments_lexer": "ipython3",
- "version": "3.12.3"
- }
- },
- "nbformat": 4,
- "nbformat_minor": 5
-}
diff --git a/book/chapters/1.3anomaly.ipynb b/book/chapters/1.3anomaly.ipynb
index e99e957..7c12419 100644
--- a/book/chapters/1.3anomaly.ipynb
+++ b/book/chapters/1.3anomaly.ipynb
@@ -822,7 +822,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.11.4"
+ "version": "3.12.3"
}
},
"nbformat": 4,
diff --git a/book/chapters/2.6resources.ipynb b/book/chapters/2.6resources.ipynb
index e70599c..ea4a253 100644
--- a/book/chapters/2.6resources.ipynb
+++ b/book/chapters/2.6resources.ipynb
@@ -18,8 +18,20 @@
"This chapter provides some pathways for learning more about ocean science.\n",
"\n",
"\n",
- "- [Introduction to Physical Oceanography by Ryan Abernathy](https://rabernat.github.io/intro_to_physical_oceanography/intro.html#)"
+ "## Oceanography learning sites\n",
+ "\n",
+ "- [Introduction to Physical Oceanography by Ryan Abernathy](https://rabernat.github.io/intro_to_physical_oceanography/intro.html#)\n",
+ "- [Ocean Carbon and Biogeochemistry](https://www.us-ocb.org/)\n",
+ "- [Regional Cabled Array (University of Washington)](https://interactiveoceans.washington.edu)"
]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ad36906b-6e00-427e-ba2d-4f8adbf34e93",
+ "metadata": {},
+ "outputs": [],
+ "source": []
}
],
"metadata": {