diff --git a/docs/tutorials/ADCP_data_tutorial.ipynb b/docs/tutorials/ADCP_data_tutorial.ipynb deleted file mode 100644 index a7fe063b..00000000 --- a/docs/tutorials/ADCP_data_tutorial.ipynb +++ /dev/null @@ -1,308 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Example ADCP data handling \n", - "### Upwelling near Peru\n", - "The ocean region near Peru is known for its upwelling, causing the rise of nutrient-rich bottom water to the surface and a subsequently flourishing ecosystem. Hence, it is an important region for wildlife and for the fishery industry. \n", - "\n", - "We explored this area with an ADCP device onboard the Virtualship. It measured zonal and meridional velocities up to 500 metres depth. In this tutorial you can see how we process the data in the context of wind-induced effects on ocean circulation." - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "import matplotlib.pyplot as plt\n", - "import matplotlib.colors as mcolors\n", - "import cartopy.crs as ccrs\n", - "import cmocean\n", - "import numpy as np\n", - "from geopy import distance" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Download ready\n" - ] - } - ], - "source": [ - "# Download data\n", - "import requests\n", - "\n", - "files = {\n", - " \"Peru_adcp.zip\": \"https://surfdrive.surf.nl/files/index.php/s/z1qAN6VP7zbbC3z/download\"\n", - "}\n", - "\n", - "for filename, url in files.items():\n", - " response = requests.get(url, allow_redirects=True)\n", - "\n", - " if response.status_code == 200:\n", - " with open(filename, \"wb\") as f:\n", - " f.write(response.content)\n", - " else:\n", - " print(\"Failed to download\", url)\n", - "print(\"Download ready\")\n", - "\n", - "# unpack the downloaded data\n", - "!unzip -q Peru_adcp.zip -d . " - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'Peru ADCP data')" - ] - }, - "execution_count": 4, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Make a plot of the ship's trajectory. To check that it runs perpendicular to the coast of Peru.\n", - "peru = xr.open_zarr(\"Peru_adcp.zarr\").compute()\n", - "\n", - "# for convenience, define z positive upward\n", - "zu = np.unique(-peru.z, axis=1).squeeze() # convert z to 1D and positive upward\n", - "peru = peru.assign_coords({\"z\": (\"trajectory\", zu)}).sortby(\"z\")\n", - "\n", - "# plot track\n", - "ax = plt.axes(projection=ccrs.PlateCarree())\n", - "ax.scatter(peru.lon, peru.lat, transform=ccrs.PlateCarree())\n", - "ax.coastlines()\n", - "ax.gridlines(draw_labels=True)\n", - "ax.set_extent((-85, -75, -15, -5))\n", - "ax.set_title(\"Peru ADCP data\")" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "max distance: 362.62 km\n" - ] - } - ], - "source": [ - "# Calculate the distance from each measurement to the coast and add it as variable to the dataset.\n", - "peru_surf = peru.isel(trajectory=0).compute()\n", - "d = xr.zeros_like(peru_surf.lon)\n", - "lon0, lat0 = peru_surf.lon.data[-1], peru_surf.lat.data[-1]\n", - "for ob, (lon, lat) in enumerate(zip(peru_surf.lon.data, peru_surf.lat.data)):\n", - " d[ob] = distance.distance((lon, lat), (lon0, lat0)).m\n", - "peru[\"s\"] = -d.assign_attrs(\n", - " {\"long_name\": \"distance to coast\", \"units\": \"m\", \"positive\": \"shoreward\"}\n", - ")\n", - "peru = peru.set_coords(\"s\").sortby(\"s\")\n", - "print(f\"max distance from coast: {abs(peru.s.min()).data / 1000:.2f} km\")" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "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": [ - "# Calculate and plot the velocity components parallel and perpendicular to the coast.\n", - "\n", - "# calculations\n", - "dlon = np.deg2rad(peru_surf.lon.differentiate(\"obs\"))\n", - "dlat = np.deg2rad(peru_surf.lat.differentiate(\"obs\"))\n", - "lat = np.deg2rad(peru_surf.lat)\n", - "alpha = np.arctan(dlat / (dlon * np.cos(lat))).mean(\"obs\") # cruise direction angle\n", - "Ucross = np.cos(alpha) * peru.U + np.sin(alpha) * peru.V # cross-shore vel\n", - "Ulong = -np.sin(alpha) * peru.U + np.cos(alpha) * peru.V # long-shore vel\n", - "peru[\"Ucross\"] = Ucross.assign_attrs(\n", - " {\"long_name\": \"cross-shore velocity\", \"units\": \"m s-1\"}\n", - ")\n", - "peru[\"Ulong\"] = Ulong.assign_attrs(\n", - " {\"long_name\": \"longshore velocity\", \"units\": \"m s-1\"}\n", - ")\n", - "\n", - "# figure settings\n", - "fig = plt.figure(figsize=(10, 6))\n", - "norm = mcolors.CenteredNorm(halfrange=0.35)\n", - "cmap = cmocean.cm.balance\n", - "landmask = xr.where(((peru.U == 0) & (peru.V == 0)), 1, np.nan)\n", - "S = peru.s.broadcast_like(peru.lon)\n", - "\n", - "# cross-shore velocity plot\n", - "ax1 = fig.add_subplot(121)\n", - "p = ax1.pcolormesh(S / 1000, peru.z, peru.Ucross, norm=norm, cmap=cmap)\n", - "ax1.pcolormesh(S / 1000, peru.z, landmask, cmap=\"binary_r\")\n", - "ax1.set_ylabel(\"depth [m]\")\n", - "ax1.set_xlabel(\"distance from coast [km]\")\n", - "ax1.set_title(\"cross-shore velocity (positive shoreward)\")\n", - "ax1.grid()\n", - "\n", - "# alongshore velocity plot\n", - "ax2 = fig.add_subplot(122, sharey=ax1)\n", - "ax2.yaxis.tick_right()\n", - "p2 = ax2.pcolormesh(S / 1000, peru.z, peru.Ulong, norm=norm, cmap=cmap)\n", - "ax2.pcolormesh(S / 1000, peru.z, landmask, cmap=\"binary_r\")\n", - "ax2.set_ylabel(\"depth [m]\", rotation=270, labelpad=15)\n", - "ax2.set_xlabel(\"distance from coast [km]\")\n", - "ax2.set_title(\"longshore velocity (positive with coast on r.h.s.)\")\n", - "ax2.yaxis.set_label_position(\"right\")\n", - "ax2.grid()\n", - "fig.colorbar(\n", - " p, ax=[ax1, ax2], shrink=0.7, orientation=\"horizontal\", label=r\"m s$^{-1}$\"\n", - ")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Assuming constant density and no velocity variations in the longshore direction, the continuity equation may be written \n", - "$$\\frac{\\partial u_{cross}}{\\partial s} + \\frac{\\partial w}{\\partial z} = 0$$ \n", - "where $u_{cross}$ is the cross-shore velocity, $s$ the shoreward distance, $w$ the vertical velocity and $z$ the depth (upward positive). " - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 12, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Integrate the continuity equation to find the vertical velocity, starting from the surface downward.\n", - "peru_d = peru.sortby(\"z\", ascending=False) # sort downward\n", - "\n", - "# # compute dwdz - easy central difference method\n", - "# dwdz = -peru_d.Ucross.differentiate('s')\n", - "\n", - "# compute dwdz - central difference using interpolated values at cell edges\n", - "# slightly more accurate\n", - "landfilter = xr.where(\n", - " ((peru_d.U == 0) & (peru_d.V == 0)), 0, 1\n", - ") # 0 in land, 1 in ocean\n", - "Ucrossi = peru_d.Ucross.interp(\n", - " obs=peru_d.obs - 0.5\n", - ") # U at cell boundaries (toward ocean)\n", - "Ucrossi = Ucrossi * landfilter.data\n", - "dUcrossds = Ucrossi.diff(\"obs\") / Ucrossi.s.diff(\"obs\")\n", - "dwdz = -dUcrossds\n", - "\n", - "# integrate dwdz\n", - "peru[\"w\"] = dwdz.cumulative_integrate(\"z\")\n", - "\n", - "# plot the vertical velocity\n", - "ax = plt.axes()\n", - "S, Z = xr.broadcast(peru.s / 1000, peru.z)\n", - "w = ax.pcolormesh(S, Z, peru.w.T, norm=mcolors.CenteredNorm(), cmap=cmap)\n", - "ax.pcolormesh(S, Z, landmask.T, cmap=\"binary_r\")\n", - "plt.title(\"vertical velocity\")\n", - "plt.ylabel(\"depth [m]\")\n", - "plt.xlabel(\"shoreward distance [km]\")\n", - "plt.xlim([-350, 0])\n", - "plt.colorbar(w, label=r\"m s$^{-1}$\")" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Explain what you see: the south-easterly winds near Peru create Ekman transport away from the coast (to the left of the wind direction in the SH), leading to an SSH-gradient directed off the coast. This SSH-gradient results in a pressure gradient force directed toward the coast and a longshore geostrophic current with the coast on its right hand side. Due to friction at the bottom, the coriolis force of the current decreases and gives rise to a cross-shore current that is pushed up against the topography. This explains the column of water having positive vertical velocity near the land boundary. \n", - "\n", - "There are limitations to this point of view. The longshore geostrophic current does not show up at all depths near the coast. Likely, some baroclinic effects are important as well. Besides, the vertical velocity is derived assuming incompressibility and no longshore variations in longshore flow. Especially the last statement may lead to inaccurate results. Besides, ocean models often use \"shaved cells\" near the topographic boundary of reduced thickness. This needs to be accounted for before calculating water fluxes." - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ship", - "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": "3.10.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/docs/tutorials/CTD_data_tutorial.ipynb b/docs/tutorials/CTD_data_tutorial.ipynb deleted file mode 100644 index fcd5d181..00000000 --- a/docs/tutorials/CTD_data_tutorial.ipynb +++ /dev/null @@ -1,505 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Example CTD data handling \n", - "### Eddy near Japan\n", - "We explored an area near Japan with an active Eddy with the CTD device onboard the Virtualship. It measured salinity, temperature and pressure up to 2000 metres depth. In this tutorial you can see how we process the data and interpolate to create crosssections." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import xarray as xr\n", - "import pandas as pd\n", - "import geopandas as gpd\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt\n", - "import gsw\n", - "import cmocean" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# Download data\n", - "import requests\n", - "\n", - "files = {\n", - " \"Japan.zip\": \"https://surfdrive.surf.nl/files/index.php/s/1EOYBwfh1y68h79/download\"\n", - "}\n", - "\n", - "for filename, url in files.items():\n", - " response = requests.get(url, allow_redirects=True)\n", - "\n", - " if response.status_code == 200:\n", - " with open(filename, \"wb\") as f:\n", - " f.write(response.content)\n", - " else:\n", - " print(\"Failed to download\", url)\n", - "print(\"Download ready\")\n", - "\n", - "# unpack the downloaded data\n", - "!unzip -q Japan.zip -d . " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "First we will have to read the _csv_ files. Take a look at the comments and header of the first CTD dataset by running the following cell." - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "text/html": [ - "
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0longitude154.0{'axis': 'X', 'long_name': '', 'standard_name'...
1latitude38.099998474121094{'axis': 'Y', 'long_name': '', 'standard_name'...
2start time2022-10-18T00:00:00.000000000NaN
3end time2022-10-18T01:06:20.000000000NaN
4pressure [hPa]temperature [degC]salinity [g kg-1]
\n", - "
" - ], - "text/plain": [ - " 0 1 \\\n", - "0 longitude 154.0 \n", - "1 latitude 38.099998474121094 \n", - "2 start time 2022-10-18T00:00:00.000000000 \n", - "3 end time 2022-10-18T01:06:20.000000000 \n", - "4 pressure [hPa] temperature [degC] \n", - "\n", - " 2 \n", - "0 {'axis': 'X', 'long_name': '', 'standard_name'... \n", - "1 {'axis': 'Y', 'long_name': '', 'standard_name'... \n", - "2 NaN \n", - "3 NaN \n", - "4 salinity [g kg-1] " - ] - }, - "execution_count": 2, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "header = pd.read_csv(\"Japan/CTD_Japan_station_1.csv\", nrows=5, header=None)\n", - "header" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Read in data\n", - "P, T, S = np.loadtxt(\n", - " \"Japan/CTD_Japan_station_1.csv\", delimiter=\",\", skiprows=5, unpack=True\n", - ")\n", - "# for simplicity we assume a depth-pressure conversion factor of 1 (dbar = 1 m)\n", - "z = P * 10 # convert pressure from hPa to m\n", - "\n", - "# Plot the data\n", - "fig, ax1 = plt.subplots(1, 1)\n", - "\n", - "# Plot temperature on the first x-axis in blue\n", - "ax1.plot(T, z, color=\"blue\")\n", - "ax1.invert_yaxis() # depth increases downwards\n", - "ax1.set_xlabel(\"Temperature\", color=\"blue\")\n", - "ax1.set_ylabel(\"Depth\")\n", - "\n", - "# Plot salinity on the second x-axis in red\n", - "ax2 = ax1.twiny() # ax1 and ax2 share y-axis\n", - "ax2.plot(S, z, color=\"red\")\n", - "ax2.set_xlabel(\"Salinity\", color=\"red\")\n", - "\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Thermocline\n", - "The thermocline is typically characterized by a sharp decrease in temperature compared to the layers above and below it. Look at your temperature vs. depth plot and compare the temperature characteristics of the potential thermocline to the layers above and below. The thermocline should stand out as a distinct transition layer where the temperature gradient is steeper. In addition to temperature, consider other parameters such as salinity. The thermocline is often associated with changes in other properties as well. Analyzing multiple variables can help you indentify the thermocline and provide a more comprehensive understanding of the ocean's vertical structure. " - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Xarray\n", - "To load the data in _xarray's_ useful format, we first create a new dataset with empty data. The dimensions _trajectory_ and _obs_ represent the length of each measurement and the number of measurements, respectively." - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# To load the data in _xarray's_ useful format, we first create a new dataset with empty data. The dimensions _trajectory_ and _obs_ represent the length of each measurement and the number of measurements, respectively.\n", - "ctd = xr.Dataset(\n", - " data_vars={\n", - " \"P\": (\n", - " (\"trajectory\", \"obs\"),\n", - " np.zeros((399, 5)),\n", - " {\"long_name\": \"pressure\", \"units\": \"hPa\"},\n", - " ),\n", - " \"T\": (\n", - " (\"trajectory\", \"obs\"),\n", - " np.zeros((399, 5)),\n", - " {\"long_name\": \"temperature\", \"units\": \"degC\"},\n", - " ),\n", - " \"S\": (\n", - " (\"trajectory\", \"obs\"),\n", - " np.zeros((399, 5)),\n", - " {\"long_name\": \"salinity\", \"units\": \"g kg-1\"},\n", - " ),\n", - " },\n", - " coords={\n", - " \"trajectory\": (\"trajectory\", range(399)),\n", - " \"obs\": (\"obs\", range(1, 6)),\n", - " \"lat\": (\n", - " \"obs\",\n", - " np.zeros((5)),\n", - " {\"long_name\": \"latitude\", \"units\": \"degrees_north\"},\n", - " ),\n", - " \"lon\": (\n", - " \"obs\",\n", - " np.zeros((5)),\n", - " {\"long_name\": \"longitude\", \"units\": \"degrees_east\"},\n", - " ),\n", - " \"start_time\": (\n", - " \"obs\",\n", - " np.zeros((5), dtype=\"" - ] - }, - "execution_count": 14, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot vertical cross sections of temperature, salinity and density with longitude and depth on the x- and y-axis, respectively.\n", - "fig = plt.figure(figsize=(12, 6))\n", - "ax1 = fig.add_subplot(131)\n", - "ax2 = fig.add_subplot(132, sharey=ax1)\n", - "ax2.yaxis.set_visible(False)\n", - "ax3 = fig.add_subplot(133, sharey=ax1)\n", - "ax3.yaxis.tick_right()\n", - "ax3.yaxis.set_label_position(\"right\")\n", - "ctd_interp.T.plot(\n", - " ax=ax1,\n", - " x=\"lon\",\n", - " y=\"z\",\n", - " cmap=cmocean.cm.thermal,\n", - " cbar_kwargs={\"orientation\": \"horizontal\"},\n", - ")\n", - "ctd_interp.S.plot(\n", - " ax=ax2,\n", - " x=\"lon\",\n", - " y=\"z\",\n", - " cmap=cmocean.cm.haline,\n", - " cbar_kwargs={\"orientation\": \"horizontal\"},\n", - ")\n", - "ctd_interp.Rho.plot(\n", - " ax=ax3,\n", - " x=\"lon\",\n", - " y=\"z\",\n", - " cmap=cmocean.cm.dense,\n", - " cbar_kwargs={\"orientation\": \"horizontal\"},\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "Text(0.5, 1.0, 'vertical shear of meridional velocity')" - ] - }, - "execution_count": 15, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": 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6Ou6++25otdpb7kur1VolIHq9vshRmaXxwAMPAChI/O69917L8t27dyMjIwPjx4+3a/tl9cgjj2Djxo2oV69eiZpkS8LLywstW7bEunXrMHv2bEtt3qVLl7Bhw4bbrv/ggw9ixowZ+PXXX9GiRQvL8hUrVkBRFMTFxZUqHkVRIISwmQ/ugw8+sNR2lUXHjh1Rs2ZNLFu2DOHh4XB3d8czzzxjeb0077ubeXl54b777sO6deswZ84cyxQsZrMZK1euRK1atXDnnXcCKPj//Oijj3Dw4MFSJU63+wx4/vnnkZiYiGeffRYHDx7EzJkzS7xtooqCiRndVrVq1dCjRw8kJyfj4sWLGDNmjE0t1XvvvYcuXbqgU6dOiI+PR82aNXH+/HlkZGTg119/xWeffXbb/TRt2hQA8NZbb6F///7QaDRo0KCBVV+tQs888wyWLVuGIUOG4ODBg4iLi4PZbMbOnTvRqFEj9OrVCx06dIBWq8UzzzyDV155BTk5OVi0aBEuXLhQpvPw1VdfYeHChejevTvq1q0LIQTWrVuHixcvokOHDqXe3ltvvYX7778fbdu2xYsvvoiIiAhcunQJf//9NzZs2GDpt/TII49g3bp1GDp0KJ544gkcO3YMU6ZMQWhoKP76668yHQtQkFAPHjwYCxYsgEqlQpcuXXDkyBG8/vrrqF27NkaNGlXmbdsjKSkJmzdvRuvWrTFixAg0aNAAOTk5OHLkCDZu3IjFixeXqZlsypQp6Ny5Mzp06IDRo0fDZDJh5syZ8PLyum0t1ahRo7BixQo8/PDDSEpKQp06dfD1119j4cKFePHFFy0JSUn5+vqiXbt2mD17NgIDAxEREYFt27Zh6dKldk2sqlar0a9fP8ybNw++vr54/PHH4efnZ1WmpO+7osyYMQMdOnRAXFwcxowZA61Wi4ULF+KPP/7A6tWrLT8ekpKS8M0336Bdu3YYN24cmjZtiosXL2LTpk1ISEhAw4YNi9z+7T4DqlWrhn79+mHRokWoU6dOifoHElU4rhx5QBVHSkqKACAAiEOHDhVZ5rfffrMMzddoNCIkJEQ88MADYvHixZYyhaMyd+/eXeQ2xo4dK8LCwoRKpbIaiXbzqEwhhLh27ZqYOHGiuOOOO4RWqxUBAQHigQceEDt27LCU2bBhg7jnnnuEu7u7qFmzpnj55ZfFN998YzPKrSSjMv/880/xzDPPiHr16gkPDw/h5+cnWrZsKZKTk63KARDDhg2zWf/mkX5CFIxMe+6550TNmjWFRqMRQUFBonXr1mLq1KlW5d544w0REREhdDqdaNSokViyZIllpGRJ9l0ck8kkZs6cKe68806h0WhEYGCg6NOnj810GKUdlenl5WWzPDY2Vtx11102y+vUqSMefvhhq2VnzpwRI0aMEJGRkUKj0Yjq1auLqKgoMX78eHH58mUhxH+j+mbPnm2zzaJG/AkhxPr168Xdd98ttFqtCA8PF2+88UaR57Goa3X06FHRu3dvERAQIDQajWjQoIGYPXu2ZcTx7WICICZNmmR5fvz4cdGzZ0/h7+8vfHx8ROfOncUff/xhs++SjsosdOjQIcv/6ubNm4ssU5L3XXHn8KeffhIPPPCA8PLyEh4eHqJVq1Ziw4YNNvs4duyYeO6550RISIjQaDQiLCxMPPXUU+LUqVO33H5xnwGFtm7dKgCIN954o0Tng6iiUYQQwqmZIBERURmNHj0aixYtwrFjx4ocZENU0bEpk4iIpPfLL7/g0KFDWLhwIV544QUmZVRpscaMiIikpygKPD090bVrVyxbtoxzl1GlxRozIiKSHusQqKrgBLO3sHDhQkRGRsLd3R1RUVH46aefXB0SERERVWJMzIqxZs0ajBw5EuPHj0d6ejratm2LLl26IDMz09WhERERUSXFPmbFuO+++9CiRQurWbMbNWqE7t27Y8aMGS6MjIiIiCor9jErQl5eHvbs2WNzi52OHTtix44dNuVzc3Otbo9jNptx/vx5BAQE2H3rISIiqtyEELh06dJt7/9rr5ycHOTl5dm9Ha1Wa3MvXCo/TMyKcPbsWZhMJgQHB1stDw4OLvK+ejNmzMDkyZOdFR4REVVCx44dK/ebvxfKyclBgIc3rqLst/wqFBISgsOHDzM5cxAmZrdwc22XEKLIGrCxY8ciISHB8jw7Oxvh4eFQN34Kilrj8Djp9k6tHe3qEOi6LG3w7QuRU1wY0dfVIRCAK/lGdN70Y5G3nysveXl5uAoT+qEmtHZ0L8+DGSv0J5CXl8fEzEGYmBUhMDAQarXapnbs9OnTNrVoQMGNd2++GTEAKGoNFHXJbxJMjuPrwzmPZHFZ5+vqEOi6fA2/AmTijK4vWqigVexoLmWvdIfjqMwiaLVaREVFYfPmzVbLC2+sTEREVBGpFcXuBzkWfy4VIyEhAX379kV0dDRiYmLw/vvvIzMzE0OGDCnxNtx03lDcWGMmA+UcpzmRhSos1NUh0HXGa0ZXh0AAjPnOuw4qBVDbkVupANaaORgTs2I8/fTTOHfuHJKSkpCVlYUmTZpg48aNqFOnjqtDIyIiokqKidktDB06FEOHDi3z+p5BNaHSsHOkDE6sWunqEOg60+iWrg6BrjObWfUhA7MTpxO1tzlSDTZlOhoTMwcy512D4AefFPIuXXF1CHSd0cT/CVkENgpxdQgEQJebD3zvnH2p7WzKVJdfKFQMdv4nIiIikgRrzBxIcdNCpWHnfxnU7Hi/q0Og645zVJc0NF4erg6BAGjcnFcPxaZM+TExIyIiqiLYlCk/JmYOJIx5MLO1WAqKtrqrQ6DrTl7KvX0hcoqaFy+5OgQCkJuX7+oQSCJMzIiIiKoINmXKj4mZA5nycqGYXR0FAYDKi7cBkoXGnnYUKlf5V3JcHQIBMDqxxkyBfaP++N/reEzMiIiIqgjWmMmPiZkD3dmuHdzcvVwdBgFQ1avt6hDouupqjatDoOvU7hw1LgM3FZMd+g8TMyIioiqCozLlx8TMgR5qURM6L29Xh0EADD6sMZNFACf+l8Z5EzvBysDsxOtQkJjZ05RJjsbEzIH8vTVw92JTgQxyeRsgaejY+V8aOn8fV4dAAPJy81wdAkmEiRkREVEVwaZM+TExc6B2EdXh7cNpGmRwJZ9NNrLIM7HGTBZXs867OgQCcM2J02VwVKb8OC09ERERkSRYY+ZA7m4qeLgx95VBHvuYSYNdzOSRn2N0dQgEID/f5LR9qexsyuQ3muMxMSMiIqoi2JQpPyZmDmTIMcGscd4vISqet46/82ShVfNayELnq3N1CAQgP4//E/QfJmZERERVBEdlyo+JmQP56tTw1vFtLIMrTuzDQbcW6MGPHVkoEaGuDoEAKDnOm8eMiZn8+AlJRERURbCPmfyYmDmQSgWwO40csjn6TBoNq7Nfkyw8mzVxdQgEQH31mqtDIIkwMSMiIqoi1LCzKZMzDzkcEzMHsrfKmMrPkYv8RSqLGL8cV4dAhQJCXB0BAVC7X3XavlR2fi+p+J3mcEzMHMhbo4KPlm2ZMrjKzv/SUF++6OoQ6DoR3tjVIRAA1aXLrg6BJMLEjIiIqIqwe1QmK8wcjomZA3khD15w3jBoKl72NefdJJioohAaD1eHQACExnmDk+welcmmTIdjOxsRERGRJFhj5kiKUvAgl/PQclpEWShmTl0iC6H1dHUIBEA48dZ9bMqUH2vMiIiIqojCpkx7HmWxcOFCREZGwt3dHVFRUfjpp59uWX7btm2IioqCu7s76tati8WLF1u9vmTJErRt2xb+/v7w9/fHQw89hF27dpUpNtmwxsyBzG46mN04maYMTGZOviML44m/XR0CXWcM5QSzMjBW8q+JNWvWYOTIkVi4cCHatGmD9957D126dMGBAwcQHh5uU/7w4cPo2rUrBg0ahJUrV2L79u0YOnQogoKC0LNnTwDA1q1b8cwzz6B169Zwd3fHrFmz0LFjR+zfvx81a9Z09iGWK0UIwW+scmYwGODn5wf9qVPw9fV1dTgEYNHuE64Oga4bjt2uDoGuM0Z3d3UIhILvjNCQYGRnZzvsO6Pwe2lNcCN4qsreteOq2YSnT2WUKtb77rsPLVq0wKJFiyzLGjVqhO7du2PGjBk25V999VWsX78eGRkZlmVDhgzBb7/9htTU1CL3YTKZ4O/vj3feeQf9+vUr5VHJhTVmDmQ0CxhZUyOFa3mcx0wWuSf+dHUIdF3OPWZXh0AAruY77zooagWKquwdxZRSNmXm5eVhz549eO2116yWd+zYETt27ChyndTUVHTs2NFqWadOnbB06VLk5+dDo9HYrHP16lXk5+ejevXqpYpPRkzMiIiIqgiVWoHKjsSscOZ/g8FgtVyn00Gns22TPXv2LEwmE4KDg62WBwcHQ6/XF7kPvV5fZHmj0YizZ88iNDTUZp3XXnsNNWvWxEMPPVSq45EREzOqElhjJo+Lh465OgS6ThhZYyaDaxXwOtSuXdvq+aRJk5CYmFhs+Ztr2oQQt6x9K6p8UcsBYNasWVi9ejW2bt0Kd3f324UuvUqTmB05cgRTpkzBDz/8AL1ej7CwMPTp0wfjx4+HVqu1lCvqoi5atAhDhgyxPN+3bx+GDx+OXbt2oXr16njhhRfw+uuvl7oK18NwEh7CcPuC5HBHz11xdQh03dXTF1wdAl3na0fNCZUfjTOvg1oFRWXHhAxKQYJ07Ngxqz5mRdWWAUBgYCDUarVN7djp06dtasUKhYSEFFnezc0NAQEBVsvnzJmD6dOn47vvvsPdd99d6sORUaVJzP7880+YzWa89957qF+/Pv744w8MGjQIV65cwZw5c6zKLlu2DJ07d7Y89/Pzs/xtMBjQoUMHxMXFYffu3Th06BDi4+Ph5eWF0aNHO+14iIiIypuiUqDYMRmZgoJ1fX19S9T5X6vVIioqCps3b0aPHj0syzdv3ozHHnusyHViYmKwYcMGq2UpKSmIjo626l82e/ZsTJ06Fd9++y2io6PLcjhSqjSJWefOna2Srbp16+LgwYNYtGiRTWJWrVo1hISEFLmdVatWIScnB8nJydDpdGjSpAkOHTqEefPmISEhoVS1Zqpr2VC5sQlNBmp7fiFSudJ4Vfymhsoin4OTpFDZr0NCQgL69u2L6OhoxMTE4P3330dmZqalpWrs2LE4ceIEVqxYAaBgBOY777yDhIQEDBo0CKmpqVi6dClWr15t2easWbPw+uuv4+OPP0ZERISlhs3b2xve3t7OP8hyVKm/rbKzs4scoTF8+HAEBgbi3nvvxeLFi2E2/9e+n5qaitjYWKtq2U6dOuHkyZM4cuRIkfvJzc2FwWCwehAREclGpVbsfpTW008/jfnz5yMpKQnNmjXDjz/+iI0bN6JOnToAgKysLGRmZlrKR0ZGYuPGjdi6dSuaNWuGKVOm4O2337bMYQYUTFibl5eHJ554AqGhoZbHzRUxFVGlqTG72T///IMFCxZg7ty5VsunTJmCBx98EB4eHvj+++8xevRonD17FhMmTABQMBokIiLCap3CdnC9Xo/IyEibfc2YMQOTJ0+2WW70C4XR16ecjojsUd3rvKtDoOvM+bwlkyzOXOG1kMHlq867DorKvj5mShmnPh06dCiGDh1a5GvJyck2y2JjY/Hrr78Wu73iKkoqA+lrzBITE6Eoyi0faWlpVuucPHkSnTt3xpNPPonnn3/e6rUJEyYgJiYGzZo1w+jRo5GUlITZs2dblSnNaBCgoBo2Ozvb8jh2jKPOiIiIqPSkrzEbPnw4evXqdcsyN9ZwnTx5EnFxcZZ27Ntp1aoVDAYDTp06heDg4GJHgwAodgRJcfO3CI0HhIY3CZYDa8xkce3cZVeHQNdlZl9zdQgE4OrlHKftq6zNkZb1wZG8jiZ9YhYYGIjAwMASlT1x4gTi4uIQFRWFZcuWQVWC6tr09HS4u7ujWrVqAApGg4wbNw55eXmWaTZSUlIQFhZm08RJRERUkSjq8hmVSY4jfWJWUidPnkT79u0RHh6OOXPm4MyZM5bXCkdgbtiwAXq9HjExMfDw8MCWLVswfvx4DB482FLj1bt3b0yePBnx8fEYN24c/vrrL0yfPh0TJ04s9TxmUJSCB7mcG+drksbFI9muDoGuO3zhqqtDIAA5V3gd6D+VJjFLSUnB33//jb///hu1atWyeq2wj5hGo8HChQuRkJAAs9mMunXrIikpCcOGDbOU9fPzw+bNmzFs2DBER0fD398fCQkJSEhIcOrxEBERlbeCGjM7Ov+j4t2loKKpNIlZfHw84uPjb1nm5rnOitO0aVP8+OOPdseUr9IiX6W9fUFyuJBqnDuL6GbHz7OPmQxyr7KPGf2n0iRmREREdGuKokCxo2uHYmZi5mhMzBxIpShQsY+ZFHx1fKvLQudX9D31yPk8tWpXh0AA1EZeB/oPv60cyCQETGWcjI/Kl7+H5vaFyCl0vkzMZOHtzq8AGbiZnHcdVGoVVHb0MVMJ6ac/rfD4X0lERFRF2D1dhmArkKMxMXMgsyh4kOt5athUIAv3ah6uDoGuu5ZncnUIBCCX14FuwMSMiIioimCNmfyYmDlQjtEMjZFzvhDdyJ7+LVS+8vj5JIU8k/OuA/uYyY9nmIiIiEgSrDFzIJO54EGul51rdHUIdJ0pn9dCFhyVKQdnjsqEnU2ZYFOmw/G/koiIqIpQKQpUdkwwy7k5HY+JmQNpVAUPcr0L1/JdHQJd5xnk7+oQ6LpQP96qTAbX1Px8ov8wMSMiIqoiFLXKvpuYm1nb4GhMzBwoxySgMXEiMxlo7Ki6p/Kldte6OgS6jvP7ScKJ18Hum5jzXpkOx8SMiIioirB7HjMmZg7HxMyB9JfzcEnJc3UYBMCbNzGXRt6lq64OgYhIWvy2cqBco4AbJ3CUQj6blKWRe/GSq0MgqrLYx0x+TMyIiIiqCJUadvYxK8dgqEhMzBwo0EsDby92dJbBCUOOq0Og69QafuzIItCTn08yuGLmdaD/8BOSiIioilBUChQ7Rqnbsy6VDBMzqhJ0buwXIQs3Lw9Xh0DXBXpqXB0CAXB34i2ZVCo7b2Ju4mepo/EMExEREUmCNWYO5KNRwUfL3FcGvCWTPMz5vBZErmL3PGb23ACdSoSJGRERURVh93QZdqxLJcPEzIEURYGi8NcF0Y08eBNzaRg1/JKVgYnXgW7AxIyIiKiKUFQqKCo7aszsWJdKhomZA13ONwF5JleHQQACOF+TNDRe7q4Oga5TgTX6MnDmdVCp7RyVyaZMh2Ni5kB5JoE83gpICsHeTMxkYczh/WNlcYwTL0vhyqVc5+3Mzj5mYGLmcDzDRERERJJgjZkDmYWAWbDGTAY+Or7VZeHmztpLWeidWVNDxbp62XnXQVHZOSqTfcwcjt9WREREVQQ7/8uPiZkDqRQFKk6XIQVfrdrVIdB13pHhrg6BrvPQ8P9CBoLXgW7AxIyIiKiKKJhgtuyJoKLmTAOOxsTMgbRqBVrevoLImoq1A7JQq/j5JANnXgfO/C8/nmEiIiIiSbDGzIFyjGa4Gc2uDoMABHjwrS4LlaePq0Og63Ss/ZCC0YnXQaVSQWVHB3571qWSqVRnOCIiwnJ/ysLHa6+9ZlUmMzMTjz76KLy8vBAYGIgRI0YgL896wst9+/YhNjYWHh4eqFmzJpKSkiA47QUREVVwhU2Z9jzIsSpdNUJSUhIGDRpkee7t7W3522Qy4eGHH0ZQUBB+/vlnnDt3Dv3794cQAgsWLAAAGAwGdOjQAXFxcdi9ezcOHTqE+Ph4eHl5YfTo0aWKJd8kkM+Z/6XgreWHiSxUfgGuDoGuq+6hcXUIBEBrdN5XMfuYya/SJWY+Pj4ICQkp8rWUlBQcOHAAx44dQ1hYGABg7ty5iI+Px7Rp0+Dr64tVq1YhJycHycnJ0Ol0aNKkCQ4dOoR58+YhISEBCqe/ICIiIgepdInZzJkzMWXKFNSuXRtPPvkkXn75ZWi1BTONp6amokmTJpakDAA6deqE3Nxc7NmzB3FxcUhNTUVsbCx0Op1VmbFjx+LIkSOIjIy02Wdubi5yc/+budlgMAAAqnm4wYd9m6RwLZ99/WThY+a1kIWPjiNkZaDkOe86KIqdE8wqrDFztEqVNbz00kto0aIF/P39sWvXLowdOxaHDx/GBx98AADQ6/UIDg62Wsff3x9arRZ6vd5SJiIiwqpM4Tp6vb7IxGzGjBmYPHmybUACYNc0OeSySVkantnnXB0CXcfpfOSgceJ1YFOm/KQ/w4mJiTYd+m9+pKWlAQBGjRqF2NhY3H333Xj++eexePFiLF26FOfO/fdFUFRTpBDCavnNZQo7/hfXjDl27FhkZ2dbHseOHbP7uImIiKjqkb7GbPjw4ejVq9cty9xcw1WoVatWAIC///4bAQEBCAkJwc6dO63KXLhwAfn5+ZZasZCQEEvtWaHTp08DgE1tWyGdTmfV9FkozySQx5oaKZjMvA5EN+O/hRyceR1YYyY/6ROzwMBABAYGlmnd9PR0AEBoaCgAICYmBtOmTUNWVpZlWUpKCnQ6HaKioixlxo0bh7y8PEvftJSUFISFhRWbABIREVUEKrUKKjuSK3vWpZKRPjErqdTUVPzyyy+Ii4uDn58fdu/ejVGjRqFbt24IDy+4aXLHjh3RuHFj9O3bF7Nnz8b58+cxZswYDBo0CL6+vgCA3r17Y/LkyYiPj8e4cePw119/Yfr06Zg4cWKpR2Rygll5BHiyk7MsVF6cYFYWGt6SSQq8DnSjSpOY6XQ6rFmzBpMnT0Zubi7q1KmDQYMG4ZVXXrGUUavV+PrrrzF06FC0adMGHh4e6N27N+bMmWMp4+fnh82bN2PYsGGIjo6Gv78/EhISkJCQ4IrDIiIiKjeKSrFvVCaTSIerNIlZixYt8Msvv9y2XHh4OL766qtblmnatCl+/PFHu2PSuinQuvFNLAM155+Thsrdy9Uh0HUe/HySgpGjMukGPMNEREREkqg0NWYy0qgU9h2QBOdrkofi5evqEOg6Pzf2gZWB4sTrwBoz+TExIyIiqiI487/8mJg5kFqlwI01ZlLgZZCIVzVXR0DXKcbc2xcih1OMec7bl1oNlbrso9QVO9alkmFi5kAqhQmBLDjBrDzMGk9Xh0DXmTUerg6BAJg1+a4OgSTCxIyIiKiKYB8z+TExc6BLuSYIrcnVYRCAAA++1WWhCHY4l4VQsVlKBs68DkzM5MczTERERCQJViM40IVrRuS5se+ADBp7G10dAl1n8gpwdQh0XZ6JfS9l4MzroKjsHJVpx7pUMkzMiIiIqgg2ZcqPiZkDZV3KhYfQujoMAqDyuOTqEOi6a/4Rrg6BCrHCjJxk4cKFmD17NrKysnDXXXdh/vz5aNu2bbHlt23bhoSEBOzfvx9hYWF45ZVXMGTIEMvr+/fvx8SJE7Fnzx4cPXoUb775JkaOHOmEI3E8pr5ERERVhKJSLLVmZXqUYQ6oNWvWYOTIkRg/fjzS09PRtm1bdOnSBZmZmUWWP3z4MLp27Yq2bdsiPT0d48aNw4gRI/D5559byly9ehV169bFG2+8gZCQkDKfDxmxxsyBavm6w8vH3dVhEACIbFdHQNddyeeoTFl4afjbXAbOnO/SFX3M5s2bh4EDB+L5558HAMyfPx/ffvstFi1ahBkzZtiUX7x4McLDwzF//nwAQKNGjZCWloY5c+agZ8+eAIB7770X9957LwDgtddeK+PRyIn/lURERFQqBoPB6pGbW/RdJPLy8rBnzx507NjRannHjh2xY8eOItdJTU21Kd+pUyekpaUhP7/yD6hjjZkD6dwU6NyY+0pBxbe6LDgSUB7+yjVXh0AAtEbnXQdFpYZix7xphevWrl3bavmkSZOQmJhoU/7s2bMwmUwIDg62Wh4cHAy9Xl/kPvR6fZHljUYjzp49i9DQ0DLHXxHw24qIiKiqUKkLHvasD+DYsWPw9fW1LNbpdLdcTVGs22uFEDbLble+qOWVERMzqhKE260/NMh5jLxvqTTczhfd+Zqcy+3SZeftTKUqeNizPgBfX1+rxKw4gYGBUKvVNrVjp0+ftqkVKxQSElJkeTc3NwQEVP55EJmYOZCbSgUNJ+OTgtDyxtmyyMtlYiaNy+dcHQEBwJUrro7AYbRaLaKiorB582b06NHDsnzz5s147LHHilwnJiYGGzZssFqWkpKC6OhoaDQah8YrAyZmREREVYSiVkNR29HHrAzrJiQkoG/fvoiOjkZMTAzef/99ZGZmWuYlGzt2LE6cOIEVK1YAAIYMGYJ33nkHCQkJGDRoEFJTU7F06VKsXr3ass28vDwcOHDA8veJEyewd+9eeHt7o379+mU+PhkwMXMgsxAwC9YOyIBNmfLQGSt/H5EKw40TYEvBmbfuK6c+ZqXx9NNP49y5c0hKSkJWVhaaNGmCjRs3ok6dOgCArKwsqznNIiMjsXHjRowaNQrvvvsuwsLC8Pbbb1umygCAkydPonnz5pbnc+bMwZw5cxAbG4utW7eW/fgkwMSMiIiIHGro0KEYOnRoka8lJyfbLIuNjcWvv/5a7PYiIiIsAwIqGyZmVCWornGCWVlcNvq5OgQqZMxzdQQEOPc6qFR21pix37SjMTEjIiKqIlwx8z+VDhMzB1IpClRVYM6VCkHwNkCycFfzg10aXv6ujoAAwFz5RxpSyTExIyIiqioUOzv/K3asSyXCxMyBDLlGmLSV/75eFYHw4FtdFlrWIktD6LxcHQIBEHlO7MTuglGZVDpsUyAiIiKSBKsRHMhX5wZvHfsOSEFtcnUEdB1rzOTB+f3kINycNyqTnf/lx8TMgap5qOHjwWpfKaj4VpeFt4Yf7LIwq6u5OgQCYM534v8EmzKlx28rIiKiqoLzmEmPiZkD+WnV8NXx14UMjG7erg6BrtPmX3V1CERy4XQ+dAMmZkRERFWEK25iTqXDxMyBvJAHL/CWJzI4dY1vdVmEmFljJg02S0lBMeY6b2cqlX3Xne8Zh+MZJiIiIpIEqxEcSHX1PFRqTjArA5NbDVeHQNc5tXaAbsnkF+bqEAiAOd+JzYMclSm9SlNjtnXrViiKUuRj9+7dlnJFvb548WKrbe3btw+xsbHw8PBAzZo1kZSUBCGcODMzERGRAygqtd0PcqxKU2PWunVrZGVlWS17/fXX8d133yE6Otpq+bJly9C5c2fLcz8/P8vfBoMBHTp0QFxcHHbv3o1Dhw4hPj4eXl5eGD16dKliUl+9CLXaWIajofKmrhbs6hDoOuHhd/tC5BwcDSgHXge6QaVJzLRaLUJCQizP8/PzsX79egwfPhzKTTONV6tWzarsjVatWoWcnBwkJydDp9OhSZMmOHToEObNm4eEhASbbREREVUYip2d/5VK09AmrUqTmN1s/fr1OHv2LOLj421eGz58OJ5//nlERkZi4MCBGDx4MFTX36ipqamIjY2FTvffrUo6deqEsWPH4siRI4iMjCxxDGatB8xaD7uPheynZkItDcG7MEhDYU2NFJx5HextjmRTpuNV2k/IpUuXolOnTqhdu7bV8ilTpuDBBx+Eh4cHvv/+e4wePRpnz57FhAkTAAB6vR4RERFW6wQHB1teKyoxy83NRW7ufx2aDQZDOR8NERERVQXSJ2aJiYmYPHnyLcvs3r3bqh/Z8ePH8e233+LTTz+1KVuYgAFAs2bNAABJSUlWy29urizs+F9cM+aMGTOKjlHlxns0SsJPx+p3WeQI3jhbFh552a4OgQAoeU6c24+3ZJKe9FnD8OHD0atXr1uWubmGa9myZQgICEC3bt1uu/1WrVrBYDDg1KlTCA4ORkhICPR6vVWZ06dPA/iv5uxmY8eORUJCguW5wWBA7dq1oWTroZi8bhsDOV6uT+3bFyKncFOxWVkWQsvPJxkIrcl5O+MEs9KTPjELDAxEYGBgicsLIbBs2TL069cPGo3mtuXT09Ph7u6OatWqAQBiYmIwbtw45OXlQavVAgBSUlIQFhZmkwAW0ul0Vn3SiIiIZMRbMslP+sSstH744QccPnwYAwcOtHltw4YN0Ov1iImJgYeHB7Zs2YLx48dj8ODBlsSqd+/emDx5MuLj4zFu3Dj89ddfmD59OiZOnFjqEZnmK5dgVpz4S4iKlW/mPHSyULPCTB5mToAtBROvA/2n0iVmS5cuRevWrdGoUSOb1zQaDRYuXIiEhASYzWbUrVsXSUlJGDZsmKWMn58fNm/ejGHDhiE6Ohr+/v5ISEiwaqokIiKqkDjzv/QUwSnty53BYICfnx8u/PodfH3Yh0MG52rc7eoQ6DoNu6hIw13Fj38ZGAwGBIeGITs7G76+vg7bh5+fH87v/ga+3mX/XjJcvoLq93ZxaKxVHT8iiYiIiCRR6ZoyZSI07hAaTjArAy07NkmDgzLlcZVdYKVw1eS8fwpFpYJix8hKe9alkmFiRkREVFUodvYxU9jHzNGYmDmQ2cMXZg8fV4dBADzyL7k6BLouT8v/CVnkmtjHTAZ5vA50AyZmREREVYWi2Hcj8ip63+H169eXep0OHTrAw6P03ZmYmDmQYjJC4fw0UlCu8dYzsshTe7s6BLqONTVyyHPmPIuKys7ErGr2MevevXupyiuKgr/++gt169Yt9b6q5hkmIiIiKgW9Xg+z2Vyih6enZ5n3U6Ias99//73UG27cuDHc3Kp2hZzq6gWo1Kwxk4HRL8zVIdB1XioOBZRFZg6vhQwu5xidti+hqCDsqPWyZ92KrH///qVqluzTp0+Z53krUebUrFkzKIqCks5Fq1KpcOjQoTJV4VUm5ksXYBZ5rg6DAIig+q4Oga5T8q64OgS67lLu7e8nTI53JdfsvJ2xKbNMli1bVqryixYtKvO+SlyltXPnTgQFBd22nBACTZo0KXNARERE5CCKYl8H/ira+b8oe/bsQVRUVLlvt0SJWWxsLOrXr49q1aqVaKPt2rUr00iEykbl4w+VDzs6y8BURX/lSUk4sXaAbinEW+vqEAjAZcGay4qoR48eyMzMLPftligx27JlS6k2unHjxjIFQ0RERA6kUhU87Fm/CnnqqaeKXC6EwPnz5x2yz6rdO9/BhFoLoeYvUhkoZud1rqXbYO2lNHJMrL2UgTOvAzv/l853332Hjz76CN7e1q1fQgj8+OOPDtlnqRMzIQTWrl2LLVu24PTp0zCbrd9Q69atK7fgiIiIiFylffv28Pb2RmxsrM1rzZs3d8g+S52YvfTSS3j//fcRFxeH4OBgKOwIWCzFmAvFyEpJGZh5M3lpqHI42a8s1Pz8loJTrwNHZZbKrSqbNm3a5JB9ljprWLlyJdatW4euXbs6Ih4iIiJyFCZmdtHr9QgJCXHoPkqdmPn5+VX5+clKyuzuDbM7R2XKQOFIQCIbGhVrzGTA61BxdOzYsUyT7pdGqVPfxMRETJ48GdeuXXNEPEREROQohTVm9jyqsJJOtG+PUteYPfnkk1i9ejVq1KiBiIgIaDTW86/8+uuv5RZcRSe0nhBaL1eHQeBs8zIRmrLfQ47KlxsrkqWgdmKuIxTFzlGZVbt2zxn96kudmMXHx2PPnj3o06cPO/9TxWHidBmyMLm7uzoEuk7k8l6+MnB8HQxVJKVOzL7++mt8++23uP/++x0RDxERETkKO/9Lr9SJWe3atct8x/SqRmg8IbRstpECO/9Lw+yEPhpUMmZeCik49TrwXpl20WodP2l8qVPfuXPn4pVXXsGRI0ccEA4RERE5DDv/2yUtLc3h+yh1jVmfPn1w9epV1KtXD56enjad/x1176iKyKzzhlnn4+owCIA6+6SrQ6DrTFo/V4dA17mrq3bthyzyOV0G3aDUidn8+fMdEAYRERE5Gu+Vab9r165BCAFPz4KuSkePHsUXX3yBxo0bo2PHjnZvv9SJWf/+/e3eaVWRay54kOt5sY8ZEVFBU6SKnf/t8dhjj+Hxxx/HkCFDcPHiRdx3333QaDQ4e/Ys5s2bhxdffNGu7ZfoDBsMhlJt9NKlS2UKhoiIiEhmv/76K9q2bQsAWLt2LYKDg3H06FGsWLECb7/9tt3bL1GNmb+/P7KyslCjRo0SbbRmzZrYu3dvlb91kxDCKbME0+0JFW8mLwvefkYeJn48ScHkzJ1xugy7Xb16FT4+Bf3HU1JS8Pjjj0OlUqFVq1Y4evSo3dsv0beVEAIffPABvL1Ldt/H/HxOWkhERCQdJmZ2q1+/Pr788kv06NED3377LUaNGgUAOH36dLlMJ1aixCw8PBxLliwp8UZDQkJsRmtWRTlGAY2RP0ll4KnjrbFk4ZZbuq4R5Dh5Jg9Xh0AA8ll1WaFMnDgRvXv3xqhRo/Dggw8iJiYGQEHtWfPmze3efokSM85ZRkREVAmwxsxuTzzxBO6//35kZWXhnnvusSx/8MEH0aNHD7u3z443DqRVK9BxniApKNeuujoEus7sUc3VIdB1Wn4+SUHjxOvAm5iXze+//44mTZpAdX1Ea0hICEJCQqzKtGzZ0vL3/v370aBBA7i5lT7NYmLmQNfyzXDL5zQNMvBm538iG24ciCEFtyqa7FQkzZs3h16vR1BQUInKx8TElHkQJL+tiIiIqgo2ZZaJEAKvv/66ZVLZ28nLyyvzvpiYOZDOTQWdW9V8E0tHuLs6ArpOqDkwSBYeYE2NDPLdnHgdeBPzMmnXrh0OHjxY4vIxMTHw8Cjb4BomZkRERFUFa8zKZOvWrU7bV5kSs4sXL2LXrl04ffo0zGbrPlT9+vUrl8BuNm3aNHz99dfYu3cvtFotLl68aFMmMzMTw4YNww8//AAPDw/07t0bc+bMgVartZTZt28fhg8fjl27dqF69ep44YUX8Prrr0O54VfAtm3bkJCQgP379yMsLAyvvPIKhgwZUuqYrxrNULOPmRT8lLJXK1P5UpmNrg6BrjOp7Z9ziexnrgKzZSxcuBCzZ89GVlYW7rrrLsyfP98ye35RSvI9/Pnnn+P111/HP//8g3r16mHatGnlMirS1UqdmG3YsAHPPvssrly5Ah8fH6uERlEUhyVmeXl5ePLJJxETE4OlS5favG4ymfDwww8jKCgIP//8M86dO4f+/ftDCIEFCxYAKLi1VIcOHRAXF4fdu3fj0KFDiI+Ph5eXF0aPHg0AOHz4MLp27YpBgwZh5cqV2L59O4YOHYqgoCD07NnTIcdGRETkDK64ifmaNWswcuRILFy4EG3atMF7772HLl264MCBAwgPD7cpX5Lv4dTUVDz99NOYMmUKevTogS+++AJPPfUUfv75Z9x3331lPj4ZKKKU9wy688470bVrV0yfPr3EneDKU3JyMkaOHGlTY/bNN9/gkUcewbFjxxAWFgYA+OSTTxAfH2+ZjXfRokUYO3YsTp06BZ1OBwB44403sGDBAhw/fhyKouDVV1/F+vXrkZGRYdn2kCFD8NtvvyE1NbVEMRoMBvj5+eHw8Sz4lMMswGQ/b4V3o5CF6uoFV4dA153TlWyEGTnWJYMBd4aHITs7u1xmji9K4ffSKb3ern0YDAYEh4SUKtb77rsPLVq0wKJFiyzLGjVqhO7du2PGjBk25UvyPfz000/DYDDgm2++sZTp3Lkz/P39sXr16rIenhRKnfqeOHECI0aMcElSdiupqalo0qSJJSkDgE6dOiE3Nxd79uyxlImNjbUkZYVlTp48aZlENzU1FR07drTadqdOnZCWllbsraZyc3NhMBisHkRERJXVzd95ubm5RZbLy8vDnj17bL5XO3bsiB07dhS5Tkm+h4srU9w2K5JSN2UWnhzZblCu1+sRHBxstczf3x9arRZ6vd5SJiIiwqpM4Tp6vR6RkZFFbic4OBhGoxFnz55FaGiozb5nzJiByZMn2yxXKQDnb5SDSa27fSFyCnX+NVeHQNfluVWBzk0VQJ4Tb8lUMMFs2b+YCtetXbu21fJJkyYhMTHRpvzZs2dhMpmK/F4t/G6+WUm+h4srU9w2K5ISJWbr16+3/P3www/j5ZdfxoEDB9C0aVObe2J269atxDtPTEwsMqG50e7duxEdHV2i7SlFvNmEEDb94G5+/eblJSlzo7FjxyIhIcHy3GAw2LxpiYiIXE2Igoc96wPAsWPHrJoyb2yJKkpR36vFfacWV/7m5aXdZnl54IEHEBsbi0mTJlktv3DhAnr27IkffvjBru2XKDHr3r27zbKkpCSbZYqiwGQylXjnw4cPR69evW5Z5uYaruKEhIRg586dVssuXLiA/Px8S1YdEhJik02fPn0aAG5bxs3NDQEBAUXuW6fTFfmmvJJnhiqPozJlUM2dVZeyUIwcISsLe76gqfxUxMvg6+tboj5mgYGBUKvVRX6v3lzjVagk38PFlSlum+Vp69at2LdvH9LT07Fq1Sp4eXkBKGi23bZtm93bL1FidvOUGOUlMDAQgYGB5bKtmJgYTJs2DVlZWZbmxpSUFOh0OkRFRVnKjBs3Dnl5eZYpNFJSUhAWFmZJAGNiYrBhwwarbaekpCA6OtqmdvB2TACcWENNt+DMpgK6NQ9zyX+8EVH5MgsBsx0ZeWnX1Wq1iIqKwubNm62msti8eTMee+yxItcpyfdwTEwMNm/ejFGjRlmVad26daniK6vvvvsOL7zwAlq1aoUNGzaUuBKpJErd+X/FihVFdvLLy8vDihUryiWoomRmZmLv3r3IzMyEyWTC3r17sXfvXly+fBlAQUfCxo0bo2/fvkhPT8f333+PMWPGYNCgQZasvnfv3tDpdIiPj8cff/yBL774AtOnT0dCQoKl+nPIkCE4evQoEhISkJGRgQ8//BBLly7FmDFjHHZsREREziDK4VFaCQkJ+OCDD/Dhhx8iIyMDo0aNQmZmpmVesrFjx1pNtVWS7+GXXnoJKSkpmDlzJv7880/MnDkT3333HUaOHFmGCEsvNDQU27Ztw91334177723XCegLfV0GWq1GllZWahRo4bV8nPnzqFGjRqlasosjfj4eCxfvtxm+ZYtW9C+fXsABcnb0KFDbSaYvbGZcd++fRg2bBh27doFf39/DBkyBBMnTrSZYHbUqFGWie1effXVUk0we+N0GY4a+kylk1cVZnCsIGqc3e/qEOi6Q94NXR0CAbh8yYB776jtlOkyjmfZP11GrdDSTZcBFEwwO2vWLGRlZaFJkyZ488030a5dOwAF3+9HjhyxSm5K8j28du1aTJgwAf/++69lgtnHH3+8zMdWUjfnQVOnTsXUqVPx6quvYurUqXbnQaVOzFQqFU6dOmVzh/XffvsNcXFxOH/+vF0BVQZMzOTDxEweTMzkwcRMDs5MzDJP2p+YhYeVPjGrTFQqFfR6vVUF1eeff47+/fvj2rVrdidmJZ4uo3nz5lAUBYqi4MEHH4Sb23+rmkwmHD58GJ07d7YrmMpGo1ag4XwZUmAXM3kIbdlu7Evlz0erdnUIBAAa510HIQRKWR9js35Vd/jwYZv+8T179kSDBg0s86bao8SJWeHIzL1796JTp07w9va2vKbVahEREcFbFhEREUnMLOy7NycbH4A6deoUubxJkyZo0qSJ3dsvcWJWOF9HREQEnn76abi7u9u988pOAzM04HQZMrjCDxMiGypW6EuB10F+N85Vejvz5s2za1+lnvm/f//+AIC0tDRkZGRAURQ0atTIMiUFERERyYu/U0svPT3d6vmePXtgMpnQoEEDAMChQ4egVqvLJRcqdWJ24sQJ9OrVC9u3b0e1atUAABcvXkTr1q2xevVqznh/A1XeVajy2IdDBrkmue7tWpUJtdbVIdB1fjp+PslAceJ1YFNm2WzZssXy97x58+Dj44Ply5fD398fQMGE9gMGDEDbtm3t3lep5zEbMGAA8vPzkZGRgfPnz+P8+fPIyMiAEAIDBw60OyAiIiIiWc2dOxczZsywJGVAwb25p06dirlz59q9/VLXmP3000/YsWOHpfoOABo0aIAFCxagTZs2dgdUqQhzwYNcLsfE6yALoSr1xw45iNpkO1k4OZ8zrwNHZdrPYDDg1KlTuOuuu6yWnz59GpcuXbJ7+6WuMQsPD0d+fr7NcqPRiJo1a9odEBERETmGuRweVV2PHj0wYMAArF27FsePH8fx48exdu1aDBw4sFwmuC31T9dZs2bhf//7H959911ERUVBURSkpaXhpZdewpw5c+wOqDJRjDlQ8kt3f01yDCP7mMlDzX5NslDyr7k6BAKg5Oe4OgQqhcWLF2PMmDHo06ePpaLKzc0NAwcOxOzZs+3efqln/vf398fVq1dhNBotk8wW/l14h/VCVfUuAIUzLJ/J/Be+vj6uDocAZBk5vYsswvJPuToEuo6T/crBYLiEoMiGTpn5/+DRk/CxYx+XDAY0qBNWJWf+HzduHLp3746WLVsCAK5cuYJ//vkHQgjUr1/fJgcqq1LXmM2fP79cdkxERETOxVGZZZeVlYVHHnkEarUajz76KLp3744HH3zQ6n7c5aHM85hRCZiNBQ9yORM7rEpD4YAYeRjzXB0BAVBMvA4VwbJlyyCEwM8//4wNGzYgISEBJ06cQIcOHdCtWzc88sgjNrdqKotSd/4HgH/++QcTJkzAM888g9OnTwMANm3ahP37eXNiIiIiWRWOyrTnUZUpioK2bdti1qxZ+PPPP7Fr1y60atUKS5YsQc2aNdGuXTvMmTMHJ06cKPM+Sl1jtm3bNnTp0gVt2rTBjz/+iGnTpqFGjRr4/fff8cEHH2Dt2rVlDqbS4XQZ0sjjXczlwf8JabDzvxyc2fnf3pGV/O+11qhRIzRq1AivvPIKzpw5g/Xr12P9+vUAgDFjxpRpm6WuMXvttdcwdepUbN68GVrtfzN4x8XFITU1tUxBEBERkeMJAELY8XD1AUgsKCgIAwcOxP/93/+VOSkDylBjtm/fPnz88cdFBnTu3LkyB1IpKaqCB7mcVs27BEvD5OoAyIKfT3LgdahQBgwYgD59+uCBBx6AopT/d0up3w3VqlVDVlaWzfL09HROMEtERCQxsxB2P6q6c+fO4eGHH0atWrUwevRo7N27t1y3X+oas969e+PVV1/FZ599BkVRYDabsX37dowZMwb9+vUr1+AqPNaYScNNxRozWQi38h1aTmWn5F1xdQgEOHX0voB9zZFMy4D169fj4sWL+PTTT/Hxxx9j/vz5aNCgAfr06YPevXsjIiLCru2XOmuYNm0awsPDUbNmTVy+fBmNGzdGu3bt0Lp1a0yYMMGuYIiIiIhkV61aNQwePBhbt27F0aNHMWDAAHz00UeoX7++3dsudY2ZRqPBqlWrkJSUhPT0dJjNZjRv3hx33HGH3cFUNkLjDqHhzNpS4L2a5cGmEGkIbfnMVE72EVrnjXXkBLPlKz8/H2lpadi5cyeOHDmC4OBgu7dZ6sSsUL169VCvXj27AyAiIiInEXb+NmJiBgDYsmULPv74Y3z++ecwmUx4/PHHsWHDBjzwwAN2b7tEiVlCQkKJNzhv3rwyB1PpmE0FD3I5rZo3k5dGHmdCkoXZw9/VIRAAMyf+r1Bq1aqFs2fPonPnznjvvffw6KOPwt29/O7HXKLELD093er5nj17YDKZ0KBBAwDAoUOHoFarERUVVW6BEZUntp7Jg7dkkgh/sMjBidfBDAGzHdVe9qxbWUycOBFPPvkk/P0d88OmRInZli1bLH/PmzcPPj4+WL58uSWoCxcuYMCAAWjbtq1DgiQiIiL7CTubMqvqj9ybWw6nTJlSbFl7Ww5L3cds7ty5SElJscoU/f39MXXqVHTs2BGjR4+2K6DKxKxxh1lTftWbVHZa3khEGmZ3H1eHQIVYeykHXgfpObPlsNSJmcFgwKlTp3DXXXdZLT99+jQuXbpkd0BERETkGByVWTbObDksdWLWo0cPDBgwAHPnzkWrVq0AAL/88gtefvllPP7443YHVJnYW2VM5aeqfphIibUD8uAHlByceB3YlGk/R7ccljoxW7x4McaMGYM+ffogPz+/YCNubhg4cCBmz55tVzBERETkOOz8bz9HtxyWOjHz9PTEwoULMXv2bPzzzz8QQqB+/frw8uJEhTfjfcXkwXuYS0StdXUEdJ1i4jwNMlBM+a4OgUrB0S2HZZ5g1svLC3fffbfdARAREZFzsCnTfo5uOSxzYka3p1YpUPPm2XIw8dNEFkIp9S16yVF4LaQgVGqn7cvelhy2Ajm+5ZCJGREREVEpOarlkImZA6lM+VCx74AU1Cq+1WUhVB6uDoGuU+VkuzoEgnP7mJnMBQ971ifH4reVAwlFxWYbSQjOlyENM/g/IQteiaqHTZny4/8lERERkSQqTI3ZtGnT8PXXX2Pv3r3QarW4ePGi1eu//fYb3njjDfz88884e/YsIiIiMGTIELz00kuWMkeOHEFkZKTNtr/55ht07tzZ8nzbtm1ISEjA/v37ERYWhldeeQVDhgwpdcxCpXZqp04qnpn179JQOB5GGoqR02XIwJnTlpiFgIk1ZlKrMIlZXl4ennzyScTExGDp0qU2r+/ZswdBQUFYuXIlateujR07dmDw4MFQq9UYPny4VdnvvvvOamK46tWrW/4+fPgwunbtikGDBmHlypXYvn07hg4diqCgIPTs2dNxB0hERORgBbdksicxK8dgqEgVJjGbPHkyACA5ObnI15977jmr53Xr1kVqairWrVtnk5gFBAQgJCSkyO0sXrwY4eHhmD9/PgCgUaNGSEtLw5w5c5iYVWCctUQeJn6yS8ONt8eSA68D3aBS9zHLzs62qg0r1K1bN9SoUQNt2rTB2rVrrV5LTU1Fx44drZZ16tQJaWlplonkbpabmwuDwWD1ICIikk3hqEx7HuRYFabGrLRSU1Px6aef4uuvv7Ys8/b2xrx589CmTRuoVCqsX78eTz/9NJYvX44+ffoAAPR6PYKDg622FRwcDKPRiLNnzyI0NNRmXzNmzLDU6N1IEQIK2+OlkM8PE2l4gP2aZCG0nq4OgQAIjclp++KoTPm5tMYsMTERiqLc8pGWllbq7e7fvx+PPfYYJk6ciA4dOliWBwYGYtSoUWjZsiWio6ORlJSEoUOHYtasWVbrKzf1ThbX34g3Ly80duxYZGdnWx7Hjh0rdcxERESOZrre+d+eBzmWS2vMhg8fjl69et2yTERERKm2eeDAATzwwAMYNGgQJkyYcNvyrVq1wgcffGB5HhISAr1eb1Xm9OnTcHNzQ0BAQJHb0Ol00Ol0pYqTnMvdjZ3MpCEqdQ+KCkVw4mUpcPQ+3cil/5WBgYEIDAwst+3t378fDzzwAPr3749p06aVaJ309HSr5smYmBhs2LDBqkxKSgqio6Oh0WjKLVYiIiJnM8O+kZXsFeJ4FebnUmZmJs6fP4/MzEyYTCbs3bsXAFC/fn14e3tj//79iIuLQ8eOHZGQkGCp9VKr1QgKCgIALF++HBqNBs2bN4dKpcKGDRvw9ttvY+bMmZb9DBkyBO+88w4SEhIwaNAgpKamYunSpVi9enWpYzZDgRmsqZEDq9+lwduUSUO4saZfBs68DiazsGtkNEdVO16FScwmTpyI5cuXW543b94cALBlyxa0b98en332Gc6cOYNVq1Zh1apVlnJ16tTBkSNHLM+nTp2Ko0ePQq1W484778SHH35o6fgPAJGRkdi4cSNGjRqFd999F2FhYXj77bc5VQYRERE5nCIEe/KVN4PBAD8/P5zS6+Hr6+vqcAiAke9yaWjMHJUpC/Yxk4PBYEBwaBiys7Md9p1R+L20dvdf8PT2KfN2rl6+hCfuvcOhsVZ1/K90IDZlykPN/ubSMKvYfCYLde5lV4dAAFT5OU7bl0kUPOxZnxyLX1dEREREkmCNGVUJ7LAqD85cQuQ6nGBWfkzMiIiIqgiOypQfEzMHyjcL5PNNLAXexJyoCCYOxJACrwPdgIkZERFRFcGmTPkxMXMgtVLwINczsuZSGlrFeTdsptvgdBlycOJ14KhM+fG/koiIqIpgjZn8mJg5kFqlQM3OTVJgjZlEzKwxIyIqDhMzIiKiKsJsFjDb8UPVnnWpZJiYOZAiBBRW+0pBUVhzKQ1F7eoIqFC+0dUREACYnXcdzHb2MWNe5nhMzBxIMeVB4TBoKahUWleHQIX4wS4Ps9nVERAACF4H+g8TMyIioiqCnf/lx8TMkcwmdnSWBe8KKw2h8GLIgg38VY9JCJjsSK7sWZdKhp+QRERERJJgYkZEzqWo+JDlQVVO4ahMex6OdOHCBfTt2xd+fn7w8/ND3759cfHixVuuI4RAYmIiwsLC4OHhgfbt22P//v1WZd5//320b98evr6+UBTlttt0Jf5nEhERVREm/Df7f5keDo6vd+/e2Lt3LzZt2oRNmzZh79696Nu37y3XmTVrFubNm4d33nkHu3fvRkhICDp06IBLly5Zyly9ehWdO3fGuHHjHHwE9mMfMwdSzCYoThwGTcUzcYy3NDQqXgtpqPjbXAqsvQQAZGRkYNOmTfjll19w3333AQCWLFmCmJgYHDx4EA0aNLBZRwiB+fPnY/z48Xj88ccBAMuXL0dwcDA+/vhjvPDCCwCAkSNHAgC2bt3qlGOxB98NREREVUThqEx7HgBgMBisHrm5uXbHlpqaCj8/P0tSBgCtWrWCn58fduzYUeQ6hw8fhl6vR8eOHS3LdDodYmNji11HdqwxcyRTHmDkPGYyMHNOU3mwdoDIZcprVGbt2rWtlk+aNAmJiYn2hAa9Xo8aNWrYLK9Rowb0en2x6wBAcHCw1fLg4GAcPXrUrnhchYkZERFRFWE2C7u6dhR2/j927Bh8fX0ty3U6XbHrJCYmYvLkybfc7u7duwEUfZcWIcRt795y8+slWUdWTMwcSDEb2cdMEryZvDyM7GImDS1n/pdDBZz539fX1yoxu5Xhw4ejV69etywTERGB33//HadOnbJ57cyZMzY1YoVCQkIAFNSchYaGWpafPn262HVkx8SMiIioijDZWWNWlnUDAwMRGBh423IxMTHIzs7Grl270LJlSwDAzp07kZ2djdatWxe5TmRkJEJCQrB582Y0b94cAJCXl4dt27Zh5syZpY5VBkzMHEiotRBuvEejDNSsMCOyxVGZcnBiv0tXJGYl1ahRI3Tu3BmDBg3Ce++9BwAYPHgwHnnkEasRmQ0bNsSMGTPQo0cPKIqCkSNHYvr06bjjjjtwxx13YPr06fD09ETv3r0t6+j1euj1evz9998AgH379sHHxwfh4eGoXr26w46pLJiYOZJaW/Agl2PrmTw0TJLloeJXgBR4HSxWrVqFESNGWEZZduvWDe+8845VmYMHDyI7O9vy/JVXXsG1a9cwdOhQXLhwAffddx9SUlLg4+NjKbN48WKrfm7t2rUDACxbtgzx8fEOPKLSU4Tgja/Km8FggJ+fH85k/gtfX5/br0AOl6vxcnUIdB0TM3moci/dvhA5nMFwCUF16iM7O7vE/bZKv4+C76VJG36Fu5d3mbeTc+UyJj/awqGxVnVM0x1IqNQQ/CUkBc4vKw9FcEAMkavI3JRJBdjBgIiIiEgSrM5xJEUpeJDLaThdhjwq3swAlRZr9OUgVM6bAZs1ZvLjfyUREVEVUV4TzJLjMDGjKkElTK4OgQpVwMk0Ky21xtUREMDrQFaYmBEREVURJmFnUyYncnA4JmZE5FTs1yQPxZjr6hAIAEz5ztsV+5hJj5+QREREVQQTM/kxMXMgoXJj7YAknDnqiW5NMbO/nzSceCsgugVeB7pBhXk3TJs2Da1bt4anpyeqVatWZBlFUWweixcvtiqzb98+xMbGwsPDAzVr1kRSUhJuvvnBtm3bEBUVBXd3d9StW9dmGyWmqPiQ5UFEtlRqPmR5OInRLOx+kGNVmOqcvLw8PPnkk4iJicHSpUuLLbds2TJ07tzZ8tzPz8/yt8FgQIcOHRAXF4fdu3fj0KFDiI+Ph5eXF0aPHg0AOHz4MLp27YpBgwZh5cqV2L59O4YOHYqgoCD07NnTcQdIRETkYGzKlF+FScwKbz6anJx8y3LVqlVDSEhIka+tWrUKOTk5SE5Ohk6nQ5MmTXDo0CHMmzcPCQkJlhq28PBwzJ8/H0DB3e7T0tIwZ86c0idmwsypAWShsClTGqzBlAc/n4ikU+k+IYcPH47AwEDce++9WLx4Mczm/z54UlNTERsbC51OZ1nWqVMnnDx5EkeOHLGUKbyr/Y1l0tLSkJ9f9MiZ3NxcGAwGqwcREZFsCieYLeuDE8w6XoWpMSuJKVOm4MEHH4SHhwe+//57jB49GmfPnsWECRMAAHq9HhEREVbrBAcHW16LjIyEXq+3LLuxjNFoxNmzZxEaGmqz3xkzZlhq9G6kCDMU/iKVAy+DNDgQQx68UVnVYxLCrrnIOI+Z47m0xiwxMbHIDvs3PtLS0kq8vQkTJiAmJgbNmjXD6NGjkZSUhNmzZ1uVUW66d2Vhx/8bl5ekzI3Gjh2L7Oxsy+PYsWMljpmIiIiokEtrzIYPH45evXrdsszNNVyl0apVKxgMBpw6dQrBwcEICQmBXq+3KnP69GkA/9WcFVfGzc0NAQEBRe5Hp9NZNY+SfBSz0dUh0HVm9vcjchl2/pefSxOzwMBABAYGOmz76enpcHd3t0yvERMTg3HjxiEvLw9arRYAkJKSgrCwMEsCGBMTgw0bNlhtJyUlBdHR0dBoeD8zIiKquJiYya/C9DHLzMzE+fPnkZmZCZPJhL179wIA6tevD29vb2zYsAF6vR4xMTHw8PDAli1bMH78eAwePNhSm9W7d29MnjwZ8fHxGDduHP766y9Mnz4dEydOtDRTDhkyBO+88w4SEhIwaNAgpKamYunSpVi9erWrDp2oUimmRwC5gOAIWSnwOtCNKkxiNnHiRCxfvtzyvHnz5gCALVu2oH379tBoNFi4cCESEhJgNptRt25dJCUlYdiwYZZ1/Pz8sHnzZgwbNgzR0dHw9/dHQkICEhISLGUiIyOxceNGjBo1Cu+++y7CwsLw9ttvcw4zIiKq8FhjJj9F3DztPdnNYDDAz88Pp09kwtfX19XhEMC5syRiUrFLgCxUgrfHkoHBYEBwaBiys7Md9p1R+L301PtboPXwLvN28q5dxqeD4xwaa1VXYWrMiIiIyD5mO2vMOI+Z4zExcyDexFwenE9OHuxjJhPWJEuBNfp0A2YNDiRUak6mKQmlmLs2kAuo2ZQpC8EsWQrOvA4ms4CKfcykxsSMiIioijCaAcWO5MrIxgeHY2LmQIoQUDi2Qg6suZQG/yfkYeSlkAJroehGTMyIiIiqCDZlyo+JGRE5FwdiSISdzqsaJmby438lERERkSRYY+ZAZigwg6OeZMAeZvJQTBwhKwuh1rk6BALgzDoo1pjJj4kZERFRFcEJZuXHxIyqBN4kWB4q0zVXh0DXmRStq0MgsBaKrDExIyIiqiJMZmHXPGZMIh2PiZkDKQpvPyMLxcyRgEREQggIO5IrwXkIHY6JGRERURVhNgu7+omxj5njMTGjqoFzZ0lDqPixIwuFVfpS4HWgG/ET0oGEKHgQ0Q04EEMaKuYDUnDmdRBC2NUcyaZMx2NiRkREVEUIs519zNiU6XBMzByInf/lIdScFkAWijHX1SEQEUmLiRkREVEVwc7/8mNi5kCK2QTFbHJ1GATAyNvCSkPDgRjSULNKXwrOvA7CbN9YKP77Oh6/rYiIiIgkwRozB1LMRihmo6vDIPDWMzLR8ic3kctwVKb8mJgRERFVEexjJj8mZo7EicykIcDrQERE8mNiRkREVEVwHjP5MTFzJE5kRmSLfcyIXMfOxAxMzByOiZkjKSrefkYW/CwhsmFmVwspOPM6mIWAYsf++J5xPGYNRERERJJgjZkj2TuTH5Ubs1C7OgQiIpcTws4+ZqwxczgmZkRERFUEO//Lj4mZI5lNBQ9yPUXj6giIiIhui4kZERFRFWE2A4pdE8yWYzBUJCZmVCWw8p3IlorT+UjBmdeBt2SSH0dlEhEREUmCNWaOpFIXPMj1+CNPHhypLA1WmMnBmdfB3skC+O/reBWmxmzatGlo3bo1PD09Ua1aNZvXk5OToShKkY/Tp08DAI4cOVLk65s2bbLa1rZt2xAVFQV3d3fUrVsXixcvdsYhEhEROVThTczteZBjVZgas7y8PDz55JOIiYnB0qVLbV5/+umn0blzZ6tl8fHxyMnJQY0aNayWf/fdd7jrrrssz6tXr275+/Dhw+jatSsGDRqElStXYvv27Rg6dCiCgoLQs2fPcj4qchZWDEiEd8OQBrsLycGZ14HTZcivwiRmkydPBlBQM1YUDw8PeHh4WJ6fOXMGP/zwQ5FJXEBAAEJCQorczuLFixEeHo758+cDABo1aoS0tDTMmTOHiRkRERE5VIVJzEprxYoV8PT0xBNPPGHzWrdu3ZCTk4M77rgDo0aNsiqTmpqKjh07WpXv1KkTli5divz8fGg0tvNh5ebmIjc31/LcYDAU/MF7ZUqDV0Ei7KQiDfYxk4Nz+5ixxkx2lTYx+/DDD9G7d2+rWjRvb2/MmzcPbdq0gUqlwvr16/H0009j+fLl6NOnDwBAr9cjODjYalvBwcEwGo04e/YsQkNDbfY1Y8YMS43ejYSigmBiJgWFjZlENtiUKQdnXgfexFx+Ls0aEhMTi+2wX/hIS0sr9XZTU1Nx4MABDBw40Gp5YGAgRo0ahZYtWyI6OhpJSUkYOnQoZs2aZVVOuennS+G8LTcvLzR27FhkZ2dbHseOHSt1zEREREQuTcyGDx+OjIyMWz6aNGlS6u1+8MEHaNasGaKiom5btlWrVvjrr78sz0NCQqDX663KnD59Gm5ubggICChyGzqdDr6+vlYPkotK4UOWh6WJnw/XP6jKKWzKtOfhSBcuXEDfvn3h5+cHPz8/9O3bFxcvXrz1MQmBxMREhIWFwcPDA+3bt8f+/fstr58/fx7/+9//0KBBA3h6eiI8PBwjRoxAdna2Q4+lrFzalBkYGIjAwMBy3ebly5fx6aefYsaMGSUqn56ebtU8GRMTgw0bNliVSUlJQXR0dJH9y4iIiCoKIezsY+bgpszevXvj+PHjlmmsBg8ejL59+9p8L99o1qxZmDdvHpKTk3HnnXdi6tSp6NChAw4ePAgfHx+cPHkSJ0+exJw5c9C4cWMcPXoUQ4YMwcmTJ7F27VqHHk9ZVJg+ZpmZmTh//jwyMzNhMpmwd+9eAED9+vXh7e1tKbdmzRoYjUY8++yzNttYvnw5NBoNmjdvDpVKhQ0bNuDtt9/GzJkzLWWGDBmCd955BwkJCRg0aBBSU1OxdOlSrF692uHHSI7DHmYSYU2NNNj5Xw68DgUyMjKwadMm/PLLL7jvvvsAAEuWLEFMTAwOHjyIBg0a2KwjhMD8+fMxfvx4PP744wAKvuuDg4Px8ccf44UXXkCTJk3w+eefW9apV68epk2bhj59+sBoNMLNTa5USK5obmHixIlYvny55Xnz5s0BAFu2bEH79u0ty5cuXYrHH38c/v7+RW5n6tSpOHr0KNRqNe688058+OGHlo7/ABAZGYmNGzdi1KhRePfddxEWFoa3336bU2UQEVGFJ+ycJLawts0y+8B1Op0OOp3OrthSU1Ph5+dnScqAgu5Gfn5+2LFjR5GJ2eHDh6HX661mU9DpdIiNjcWOHTvwwgsvFLmv7Oxs+Pr6SpeUARUoMUtOTi52DrMb7dixo9jX+vfvj/79+992G7Gxsfj1119LE16RhEoNwVsyyYFDvKXBkcrysGd0HpUfZ16H8rqJee3ata2WT5o0CYmJifaEBr1ebzMhPADUqFHDpu/3jesAKHI2haNHjxa5zrlz5zBlypRikzZXqzCJGREREcnh2LFjVgPdblVblpiYWOSUUjfavXs3gKJnPxBCFDsrQqGiZlMoah2DwYCHH34YjRs3xqRJk265TVdhYuZAQnCeIFmo2ImDyBYn+5WDE69DeU0wW5oZCIYPH45evXrdskxERAR+//13nDp1yua1M2fO2NSIFSq8i49er7cayHf69GmbdS5duoTOnTvD29sbX3zxhbQD+piYERERVRFms7Cra0dZ+qeVdAaGmJgYZGdnY9euXWjZsiUAYOfOncjOzkbr1q2LXCcyMhIhISHYvHmzpe95Xl4etm3bZjWwz2AwoFOnTtDpdFi/fj3c3d1LfRzOwsTMgRSFo21kYWIfM2mo2cdMHrwWcnDidRBmE4TZZNf6jtKoUSN07twZgwYNwnvvvQegYLqMRx55xKrjf8OGDTFjxgz06NEDiqJg5MiRmD59Ou644w7ccccdmD59Ojw9PdG7d28ABTVlHTt2xNWrV7Fy5UoYDAbL4IWgoCCo1XL1BWdi5kCKnbe+oPLDq0BEJL9Vq1ZhxIgRllGW3bp1wzvvvGNV5uDBg1aTw77yyiu4du0ahg4digsXLuC+++5DSkoKfHx8AAB79uzBzp07ARRMsXWjw4cPIyIiwoFHVHqKcPRscVWQwWCAn58fTun1vAuAJPL5LpeG1pTr6hDoOuFm3/QGVD4MBgOCQ0IsUzg4ah9+fn6o9ewSqLSeZd6OOe8qjq8a5NBYqzrWmDmQUBQItmVKgTWXRESAMJvtbMrkgBFHYwcDIiIiIkmwxoyIqIpijb4cnHkdhMkEYbKjxsyOdalkmJgRERFVEULYOSpTMDFzNCZmDsQJZuXBCWaJiKgiYGJGRERURcg8jxkVYGJGRM7F2ktpsEZfDs68DkzM5MdRmURERESSYI2ZA/GWTEQkM34+ycGZ14E1ZvJjYkZERFRFcIJZ+TExIyLn4o2ziVzGbDYBdiRmZtaYORwTMwfidBnyYJMNERFVBEzMiIiIqgj2MZMfEzMiIqIqgomZ/NjZg4iIiEgSrDGjKkFhZz9pCHb+J3IdkwlCZUetF29i7nBMzIiIiKoIIewblcmbmDseEzOqGgTn3pEGa8yIiIrFxIyIiKiKEGazfTVmnGDW4ZiYERFVUex7KQdnXgdh5wSzHJXpeGxTICIiIpIEa8yIiKoowVtiSMGZ16GgKbPszZFsynQ8JmYOpCi8FZA8WDlMRMSmTPkxMSMiIqoimJjJj4kZEVEVxc7/cuB1oBsxMSMiIqoizGYTFNaYSY2JGRERURUhTGZAsSMxM7Hzv6OxRzQRERGRJFhjRkRURXG6DDk4dboM3itTehWixuzIkSMYOHAgIiMj4eHhgXr16mHSpEnIy8uzKpeZmYlHH30UXl5eCAwMxIgRI2zK7Nu3D7GxsfDw8EDNmjWRlJQEcVPHy23btiEqKgru7u6oW7cuFi9e7PBjJCIicjRhNtn9IMeqEDVmf/75J8xmM9577z3Ur18ff/zxBwYNGoQrV65gzpw5AACTyYSHH34YQUFB+Pnnn3Hu3Dn0798fQggsWLAAAGAwGNChQwfExcVh9+7dOHToEOLj4+Hl5YXRo0cDAA4fPoyuXbti0KBBWLlyJbZv346hQ4ciKCgIPXv2dNk5ICIiospPETdXF1UQs2fPxqJFi/Dvv/8CAL755hs88sgjOHbsGMLCwgAAn3zyCeLj43H69Gn4+vpi0aJFGDt2LE6dOgWdTgcAeOONN7BgwQIcP34ciqLg1Vdfxfr165GRkWHZ15AhQ/Dbb78hNTW1RLEZDAb4+flBf+oUfH19y/nIqSw4HJ3IFpsy5WAwGBASHIzs7GyHfWcUfi9p7ukHRa0t83aEKQ/5v61waKxVXYVoyixKdnY2qlevbnmempqKJk2aWJIyAOjUqRNyc3OxZ88eS5nY2FhLUlZY5uTJkzhy5IilTMeOHa321alTJ6SlpSE/P9+BR0RERORYbMqUX4VoyrzZP//8gwULFmDu3LmWZXq9HsHBwVbl/P39odVqodfrLWUiIiKsyhSuo9frERkZWeR2goODYTQacfbsWYSGhtrEk5ubi9zcXMvz7OxsAMClS5fKfpBUrlhjRmSLNWZyKPyucEoDlikfdu3FxAoKR3NpYpaYmIjJkyffsszu3bsRHR1teX7y5El07twZTz75JJ5//nmrskoRHzJCCKvlN5cp/EcobZkbzZgxo8jjuKN+/SLLExER3ezSpUvw8/NzyLa1Wi1CQkKgP/Cp3dsKCQmBVlv25lC6NZcmZsOHD0evXr1uWebGGq6TJ08iLi4OMTExeP/9963KhYSEYOfOnVbLLly4gPz8fEsNWEhIiKX2rNDp06cB4LZl3NzcEBAQUGSMY8eORUJCguW52WzG+fPnERAQUGwy5ygGgwG1a9fGsWPH2P5fRjyH9uH5sw/Pn/0q2jkUQuDSpUtWXXHKm7u7Ow4fPmwzU0FZaLVauLu7l0NUVBSXJmaBgYEIDAwsUdkTJ04gLi4OUVFRWLZsGVQq6+5xMTExmDZtGrKysizNjSkpKdDpdIiKirKUGTduHPLy8izZfkpKCsLCwiwJYExMDDZs2GC17ZSUFERHR0Oj0RQZm06ns+q3BgDVqlUr0XE5iq+vb4X4QJIZz6F9eP7sw/Nnv4p0Dh1VU3Yjd3d3JlQVQIXo/H/y5Em0b98etWvXxpw5c3DmzBno9Xqrmq2OHTuicePG6Nu3L9LT0/H9999jzJgxGDRokOUfs3fv3tDpdIiPj8cff/yBL774AtOnT0dCQoKlZmvIkCE4evQoEhISkJGRgQ8//BBLly7FmDFjXHLsREREVHVUiM7/KSkp+Pvvv/H333+jVq1aVq8V9v9Sq9X4+uuvMXToULRp0wYeHh7o3bu3ZZ4zoOAXyebNmzFs2DBER0fD398fCQkJVs2QkZGR2LhxI0aNGoV3330XYWFhePvttzmHGRERETlchUjM4uPjER8ff9ty4eHh+Oqrr25ZpmnTpvjxxx9vWSY2Nha//vpraUKUhk6nw6RJk2yaVqnkeA7tw/NnH54/+/EcUkVWYSeYJSIiIqpsKkQfMyIiIqKqgIkZERERkSSYmBERERFJgokZERERkSSYmFUACxcuRGRkJNzd3REVFYWffvrpluW3bduGqKgouLu7o27duli8eLHV6/v370fPnj0REREBRVEwf/58B0bveuV9/pYsWYK2bdvC398f/v7+eOihh7Br1y5HHoJLlff5W7duHaKjo1GtWjV4eXmhWbNm+Oijjxx5CC5X3ufwRp988gkURUH37t3LOWp5lPf5S05OhqIoNo+cnBxHHgZRyQiS2ieffCI0Go1YsmSJOHDggHjppZeEl5eXOHr0aJHl//33X+Hp6SleeuklceDAAbFkyRKh0WjE2rVrLWV27dolxowZI1avXi1CQkLEm2++6aSjcT5HnL/evXuLd999V6Snp4uMjAwxYMAA4efnJ44fP+6sw3IaR5y/LVu2iHXr1okDBw6Iv//+W8yfP1+o1WqxadMmZx2WUzniHBY6cuSIqFmzpmjbtq147LHHHHwkruGI87ds2TLh6+srsrKyrB5EMmBiJrmWLVuKIUOGWC1r2LCheO2114os/8orr4iGDRtaLXvhhRdEq1atiixfp06dSp2YOfr8CSGE0WgUPj4+Yvny5fYHLBlnnD8hhGjevLmYMGGCfcFKylHn0Gg0ijZt2ogPPvhA9O/fv9ImZo44f8uWLRN+fn7lHitReWBTpsTy8vKwZ88edOzY0Wp5x44dsWPHjiLXSU1NtSnfqVMnpKWlIT8/32GxyshZ5+/q1avIz89H9erVyydwSTjj/Akh8P333+PgwYNo165d+QUvCUeew6SkJAQFBWHgwIHlH7gkHHn+Ll++jDp16qBWrVp45JFHkJ6eXv4HQFQGTMwkdvbsWZhMJgQHB1stDw4OtrpP6I30en2R5Y1GI86ePeuwWGXkrPP32muvoWbNmnjooYfKJ3BJOPL8ZWdnw9vbG1qtFg8//DAWLFiADh06lP9BuJijzuH27duxdOlSLFmyxDGBS8JR569hw4ZITk7G+vXrsXr1ari7u6NNmzb466+/HHMgRKVQIW7JVNUV3mC9kBDCZtntyhe1vKpw5PmbNWsWVq9eja1bt8Ld3b0copWPI86fj48P9u7di8uXL+P7779HQkIC6tati/bt25df4BIpz3N46dIl9OnTB0uWLEFgYGD5Byuh8n4PtmrVCq1atbK83qZNG7Ro0QILFizA22+/XV5hE5UJEzOJBQYGQq1W2/wyPH36tM0vwkIhISFFlndzc0NAQIDDYpWRo8/fnDlzMH36dHz33Xe4++67yzd4CTjy/KlUKtSvXx8A0KxZM2RkZGDGjBmVLjFzxDncv38/jhw5gkcffdTyutlsBgC4ubnh4MGDqFevXjkfiWs46zNQpVLh3nvvZY0ZSYFNmRLTarWIiorC5s2brZZv3rwZrVu3LnKdmJgYm/IpKSmIjo6GRqNxWKwycuT5mz17NqZMmYJNmzYhOjq6/IOXgDPff0II5Obm2h+0ZBxxDhs2bIh9+/Zh7969lke3bt0QFxeHvXv3onbt2g47Hmdz1ntQCIG9e/ciNDS0fAInsodLhhxQiRUOFV+6dKk4cOCAGDlypPDy8hJHjhwRQgjx2muvib59+1rKFw4VHzVqlDhw4IBYunSpzVDx3NxckZ6eLtLT00VoaKgYM2aMSE9PF3/99ZfTj8/RHHH+Zs6cKbRarVi7dq3VUPtLly45/fgczRHnb/r06SIlJUX8888/IiMjQ8ydO1e4ubmJJUuWOP34nMER5/BmlXlUpiPOX2Jioti0aZP4559/RHp6uhgwYIBwc3MTO3fudPrxEd2MiVkF8O6774o6deoIrVYrWrRoIbZt22Z5rX///iI2Ntaq/NatW0Xz5s2FVqsVERERYtGiRVavHz58WACwedy8ncqivM9fnTp1ijx/kyZNcsLROF95n7/x48eL+vXrC3d3d+Hv7y9iYmLEJ5984oxDcZnyPoc3q8yJmRDlf/5GjhwpwsPDhVarFUFBQaJjx45ix44dzjgUottShLjeK5KIiIiIXIp9zIiIiIgkwcSMiIiISBJMzIiIiIgkwcSMiIiISBJMzIiIiIgkwcSMiIiISBJMzIiIiIgkwcSMqBjt27fHyJEjK9V+4+Pj0b17d7u2ERERAUVRoCgKLl68WGy55ORkVKtWza59UfHi4+Mt1+HLL790dThSeP/999G+fXv4+vre9v1ZKDEx0XIeCx8hISHFln/hhRegKArmz59fqtjWrVuHDh06ICgoCL6+voiJicG3335bqm1Q1cDEjEgy69atw5QpUyzPIyIiSv0l4GhJSUnIysqCn5+fq0Op9LZu3VpkkvHWW28hKyvLNUG5UPv27ZGcnFzka1evXkXnzp0xbty4Um3zrrvuQlZWluWxb9++Ist9+eWX2LlzJ8LCwkobNn788Ud06NABGzduxJ49exAXF4dHH30U6enppd4WVW5urg6AiKxVr17d1SHclo+Pzy1rFZwpPz//ljdIr6z8/PyYGN+ksKZ569atpVrPzc3ttu/nEydOYPjw4fj222/x8MMP27yenZ2Nl19+GV9++SVycnIQHR2NN998E/fccw8A2Py4mj59Ov7v//4PGzZsQPPmzUsVL1VurDEjKqELFy6gX79+8Pf3h6enJ7p06YK//vrL8nph0923336LRo0awdvbG507d7aq1TAajRgxYgSqVauGgIAAvPrqq+jfv79V8+KNTZnt27fH0aNHMWrUKEszC1DQ/NKsWTOr+ObPn4+IiAjLc5PJhISEBMu+XnnlFdx8BzYhBGbNmoW6devCw8MD99xzD9auXVum85OcnIzw8HB4enqiR48eOHfunE2ZDRs2ICoqCu7u7qhbty4mT54Mo9Foef3PP//E/fffD3d3dzRu3BjfffedVVPdkSNHoCgKPv30U7Rv3x7u7u5YuXIlAGDZsmVo1KgR3N3d0bBhQyxcuNBq3ydOnMDTTz8Nf39/BAQE4LHHHsORI0csr2/duhUtW7aEl5cXqlWrhjZt2uDo0aMlOvbbHde8efPQtGlTeHl5oXbt2hg6dCguX75sef3o0aN49NFH4e/vDy8vL9x1113YuHEjjhw5gri4OACAv78/FEVBfHx8iWKikvvrr78QFhaGyMhI9OrVC//++6/V62azGX379sXLL7+Mu+66y2Z9IQQefvhh6PV6S41YixYt8OCDD+L8+fNF7tNsNuPSpUsV4ocYORcTM6ISio+PR1paGtavX4/U1FQIIdC1a1fk5+dbyly9ehVz5szBRx99hB9//BGZmZkYM2aM5fWZM2di1apVWLZsGbZv3w6DwXDL/kHr1q1DrVq1LE2HpWm6mjt3Lj788EMsXboUP//8M86fP48vvvjCqsyECROwbNkyLFq0CPv378eoUaPQp08fbNu2reQnBsDOnTvx3HPPYejQodi7dy/i4uIwdepUqzLffvst+vTpgxEjRuDAgQN47733kJycjGnTpgEo+KLq3r07PD09sXPnTrz//vsYP358kft79dVXMWLECGRkZKBTp05YsmQJxo8fj2nTpiEjIwPTp0/H66+/juXLlwMouC5xcXHw9vbGjz/+iJ9//tmSOOfl5cFoNKJ79+6IjY3F77//jtTUVAwePNiSCN/K7Y4LAFQqFd5++2388ccfWL58OX744Qe88sorlteHDRuG3Nxc/Pjjj9i3bx9mzpwJb29v1K5dG59//jkA4ODBg8jKysJbb71VqmtDt3bfffdhxYoV+Pbbb7FkyRLo9Xq0bt3a6ofFzJkz4ebmhhEjRhS5jS1btmDfvn347LPPEB0djTvuuANz5sxBtWrViv2hM3fuXFy5cgVPPfWUQ46LKjBX3kGdSGaxsbHipZdeEkIIcejQIQFAbN++3fL62bNnhYeHh/j000+FEEIsW7ZMABB///23pcy7774rgoODLc+Dg4PF7NmzLc+NRqMIDw8Xjz32WJH7FUKIOnXqiDfffNMqtkmTJol77rnHatmbb74p6tSpY3keGhoq3njjDcvz/Px8UatWLcu+Ll++LNzd3cWOHTustjNw4EDxzDPPFHteiornmWeeEZ07d7Za9vTTTws/Pz/L87Zt24rp06dblfnoo49EaGioEEKIb775Rri5uYmsrCzL65s3bxYAxBdffCGEEOLw4cMCgJg/f77VdmrXri0+/vhjq2VTpkwRMTExQgghli5dKho0aCDMZrPl9dzcXOHh4SG+/fZbce7cOQFAbN26tdjjLs7tjqson376qQgICLA8b9q0qUhMTCyy7JYtWwQAceHChSJfv/H8VEbTpk0TXl5elodKpRI6nc5q2Y8//mi1zu3O2a1cvnxZBAcHi7lz5wohhEhLSxPBwcHixIkTljI3/w/MmjVLqFQqq5gKY33llVds9vHxxx8LT09PsXnz5lLHR5Uf+5gRlUBGRgbc3Nxw3333WZYFBASgQYMGyMjIsCzz9PREvXr1LM9DQ0Nx+vRpAAV9UE6dOoWWLVtaXler1YiKioLZbC7XeLOzs5GVlYWYmBjLMjc3N0RHR1uaMw8cOICcnBx06NDBat28vLxS93nJyMhAjx49rJbFxMRg06ZNlud79uzB7t27rWqSTCYTcnJycPXqVRw8eBC1a9e26utz47m6UXR0tOXvM2fO4NixYxg4cCAGDRpkWW40Gi19sPbs2YO///4bPj4+VtvJycnBP//8g44dOyI+Ph6dOnVChw4d8NBDD+Gpp55CaGjobY/9dsfl6emJLVu2YPr06Thw4AAMBgOMRiNycnJw5coVeHl5YcSIEXjxxReRkpKChx56CD179sTdd999231XBUOGDLGqVXr22WfRs2dPPP7445ZlNWvWLLf9eXl5oWnTppZuCj/99BNOnz6N8PBwSxmTyYTRo0dj/vz5OHLkCMxmM0JDQ4vs23bzyOQ1a9Zg4MCB+Oyzz/DQQw+VW9xUeTAxIyoBcVPfrBuX39jcdXMndEVRbNa9uXmsuG3fikqlslnvxibVkihMBr/++mubLzadTleqbZXkGMxmMyZPnmz1hVrI3d3d5lzeipeXl9V2AWDJkiVWiTNQkPgWlomKisKqVatsthUUFASgoI/aiBEjsGnTJqxZswYTJkzA5s2b0apVK7uO6+jRo+jatSuGDBmCKVOmoHr16vj5558xcOBAyzV7/vnn0alTJ3z99ddISUnBjBkzMHfuXPzvf/8r0fmozKpXr27VD8vDwwM1atRA/fr1HbK/3NxcZGRkoG3btgCAvn372iRQnTp1Qt++fTFgwAAAQIsWLaDX6+Hm5mbVz/Nmq1evxnPPPYfVq1cXOYCACGBiRlQijRs3htFoxM6dO9G6dWsAwLlz53Do0CE0atSoRNvw8/NDcHAwdu3aZfnQN5lMSE9Pt+nIfyOtVguTyWS1LCgoCHq93iqZ2bt3r9W+QkND8csvv6Bdu3YACmqQCjslFx6TTqdDZmYmYmNjS3QMxWncuDF++eUXq2U3P2/RogUOHjxY7Bdqw4YNkZmZiVOnTiE4OBgAsHv37tvuOzg4GDVr1sS///6LZ599tsgyLVq0wJo1a1CjRg34+voWu63mzZujefPmGDt2LGJiYvDxxx/fNjG73XGlpaXBaDRi7ty5UKkKuvV++umnNuVq166NIUOGYMiQIRg7diyWLFmC//3vf9BqtQBg8x4gW3q9Hnq9Hn///TcAYN++ffDx8UF4eLgluXvwwQfRo0cPDB8+HAAwZswYPProowgPD8fp06cxdepUGAwG9O/fH0BBzXhAQIDVfjQaDUJCQtCgQQMAwEMPPYSYmBh0794dM2fORIMGDXDy5Els3LgR3bt3R3R0NFavXo1+/frhrbfeQqtWraDX6wEUJJocXUs3YmJGVAJ33HEHHnvsMQwaNAjvvfcefHx88Nprr6FmzZp47LHHSryd//3vf5gxYwbq16+Phg0bYsGCBbhw4cIta4oiIiLw448/olevXtDpdAgMDET79u1x5swZzJo1C0888QQ2bdqEb775xirpeOmll/DGG2/gjjvuQKNGjTBv3jyrubB8fHwwZswYjBo1CmazGffffz8MBgN27NgBb29vyxdTSYwYMQKtW7fGrFmz0L17d6SkpFg1YwLAxIkT8cgjj6B27dp48sknoVKp8Pvvv2Pfvn2YOnUqOnTogHr16qF///6YNWsWLl26ZOn8f7uatMTERIwYMQK+vr7o0qULcnNzkZaWhgsXLiAhIQHPPvssZs+ejcceewxJSUmoVasWMjMzsW7dOrz88svIz8/H+++/j27duiEsLAwHDx7EoUOH0K9fv9se++2Oq169ejAajViwYAEeffRRbN++HYsXL7baxsiRI9GlSxfceeeduHDhAn744QdLwl+nTh0oioKvvvoKXbt2hYeHB7y9vUt8baqSxYsXY/LkyZbnhT9Kli1bZhnN+s8//+Ds2bOWMsePH8czzzyDs2fPIigoCK1atcIvv/yCOnXqlHi/iqJg48aNGD9+PJ577jmcOXMGISEhaNeuneVHxnvvvQej0Yhhw4Zh2LBhlnX79+9f7LxsVEW5rHcbkeRu7oR//vx50bdvX+Hn5yc8PDxEp06dxKFDhyyvL1u2zKqzuxBCfPHFF+LGf7P8/HwxfPhw4evrK/z9/cWrr74qnnzySdGrV69i95uamiruvvtuodPprLa1aNEiUbt2beHl5SX69esnpk2bZtX5Pz8/X7z00kvC19dXVKtWTSQkJIh+/fpZDTQwm83irbfeEg0aNBAajUYEBQWJTp06iW3bthV7Xorq/C9EQQf7WrVqCQ8PD/Hoo4+KOXPm2JyPTZs2idatWwsPDw/h6+srWrZsKd5//33L6xkZGaJNmzZCq9WKhg0big0bNggAYtOmTUKI/zr/p6en2+x/1apVolmzZkKr1Qp/f3/Rrl07sW7dOsvrWVlZol+/fiIwMFDodDpRt25dMWjQIJGdnS30er3o3r27CA0NFVqtVtSpU0dMnDhRmEymYs9DaY5r3rx5IjQ01PK+WbFihVXn9OHDh4t69eoJnU4ngoKCRN++fcXZs2ct6yclJYmQkBChKIro37+/1b5RyTv/E1U1ihBl6OBCROXCbDajUaNGeOqpp6xm+5dZREQERo4c6ZTbVW3fvh33338//v77b6tBFfQfRVHwxRdf2H2rLSKSA+cxI3Kio0ePYsmSJTh06BD27duHF198EYcPH0bv3r1dHVqpvPrqq/D29kZ2dna5bveLL77A5s2bceTIEXz33XcYPHgw2rRpw6SsCEOGDGGTJlElxBozIic6duwYevXqhT/++ANCCDRp0gRvvPGGpS9MRXD06FHLaMK6detaOrSXhxUrVmDKlCk4duwYAgMD8dBDD2Hu3Lk2na+d6a677ir2DgDvvfdesQMOHO306dMwGAwACqZluXGkKhFVXEzMiIhu4cZE9GbBwcE2c6MREdmDiRkRERGRJNjHjIiIiEgSTMyIiIiIJMHEjIiIiEgSTMyIiIiIJMHEjIiIiEgSTMyIiIiIJMHEjIiIiEgSTMyIiIiIJPH/CQ/eniqLN3gAAAAASUVORK5CYII=", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Calculate and plot the vertical shear of the meridional velocity, assuming the flow is in thermal wind balance.\n", - "Re = 6371000 # radius earth [m]\n", - "Om = 2 * np.pi / (86400) # angular frequency earth [s-1]\n", - "\n", - "latr = np.deg2rad(ctd_interp.lat) # latitude (rad)\n", - "lonr = np.deg2rad(ctd_interp.lon) # longitude (rad)\n", - "dlonr = lonr.diff(\"obs\") # longitude difference between casts (rad)\n", - "dx = Re * np.cos(latr) * dlonr # distance between cast locations (m)\n", - "f = 2 * Om * np.sin(latr) # coriolis parameter\n", - "\n", - "rho = ctd_interp.Rho # density (kg m-3)\n", - "drho = rho.diff(\"obs\") # density difference between casts (kg m-3)\n", - "dvdz = -g / (f * rho) * drho / dx # vertical shear of meridional flow (m s-1)\n", - "\n", - "# plot the vertical shear of meridional velocity\n", - "dvdz.plot.pcolormesh(x=\"lon\", y=\"z\", cbar_kwargs={\"label\": r\"dv/dz [s$^{-1}$]\"})\n", - "plt.title(\"vertical shear of meridional velocity\")" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "ship", - "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": "3.10.15" - } - }, - "nbformat": 4, - "nbformat_minor": 2 -}