diff --git a/notebooks/animation.ipynb b/notebooks/animation.ipynb index 62fe19c..bdedf9d 100644 --- a/notebooks/animation.ipynb +++ b/notebooks/animation.ipynb @@ -95,8 +95,8 @@ "metadata": {}, "source": [ "## Artist Animation\n", - "\n", "Before we get into those steps, let's get some stuff to animate\n", + "\n", "### Get the images into a list\n", "First, we need to ge the images from the directory into a list. We know the only files in this directory are the images we want to plot, so let's get get a list of all the files from that path using `os.listdir()`." ] @@ -102874,11 +102874,70499 @@ ] }, { - "cell_type": "markdown", + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [], + "source": [ + "ds = xr.open_dataset(gdf.get(\"netcdf_files/meccatemp.cdf\"))\n", + "tas = ds.t" + ] + }, + { + "cell_type": "code", + "execution_count": 92, "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], "source": [ - "### Read in data:\n", - "\n" + "# Set up Axes with Cartopy Projection\n", + "fig = plt.figure(figsize=(10, 8))\n", + "ax = plt.axes(projection=ccrs.Orthographic(-80, 35))\n", + "ax.coastlines(linewidths=0.5)\n", + "\n", + "vmin = tas.min()\n", + "vmax = tas.max()\n", + "levels = 30\n", + "\n", + "# create initial plot that we will update\n", + "tas[0, :, :].plot.contourf(ax=ax, transform=ccrs.PlateCarree(), vmin=vmin, vmax=vmax, levels=levels, cmap=\"inferno\")\n", + "\n", + "# create function to update plot\n", + "def animate(i):\n", + " # Calculate the new center longitude for each frame\n", + " center_longitude = -80 + (i * 12) % 360 # Rotate by 12 degrees per frame\n", + "\n", + " # Update the projection with the new center longitude\n", + " ax.projection = ccrs.Orthographic(center_longitude, 35)\n", + "\n", + " # Clear the previous plot\n", + " ax.clear()\n", + " ax.coastlines(linewidths=0.5)\n", + "\n", + " # Plot the new frame\n", + " tas[i, :, :].plot.contourf(ax=ax, transform=ccrs.PlateCarree(), vmin=vmin, vmax=vmax, levels=levels, cmap=\"inferno\", add_colorbar=False)\n", + "\n", + "# create animation\n", + "ani = animation.FuncAnimation(fig, animate, frames=30, interval=200)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "\n", + "\n", + "\n", + "\n", + "\n", + "\n", + "
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Skew-T plot?" + ] + }, { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "metadata": {}, "outputs": [], - "source": [] + "source": [ + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "from metpy.plots import SkewT\n", + "import metpy.calc as mpcalc\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "If you want to get your own sounding data, run the following code in a new cell using the date and station of your choice:\n", + "\n", + "```python\n", + "from datetime import datetime\n", + "from siphon.simplewebservice.wyoming import WyomingUpperAir\n", + "\n", + "date = datetime(2023, 11, 20, 12)\n", + "station = 'GJT'\n", + "df = WyomingUpperAir.request_data(date, station)|\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We've already done this for you and saved the data in a file, `notebooks/data/gjt_sounding.csv` for you to use. We'll use that file's data for the rest of the notebook" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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pressureheighttemperaturedewpointdirectionspeedu_windv_windstationstation_numbertimelatitudelongitudeelevationpw
0853.014755.22.0305.03.02.457456-1.720729GJT724762023-11-20 12:00:0039.11-108.531475.09.12
1850.015087.21.2280.013.012.802501-2.257426GJT724762023-11-20 12:00:0039.11-108.531475.09.12
2848.015277.41.4287.013.012.431962-3.800832GJT724762023-11-20 12:00:0039.11-108.531475.09.12
3831.016936.4-2.6350.015.02.604723-14.772116GJT724762023-11-20 12:00:0039.11-108.531475.09.12
4820.018025.4-2.810.013.0-2.257426-12.802501GJT724762023-11-20 12:00:0039.11-108.531475.09.12
................................................
14713.428951-55.7-85.753.017.0-13.576804-10.230855GJT724762023-11-20 12:00:0039.11-108.531475.09.12
14813.029144-55.5-85.575.020.0-19.318517-5.176381GJT724762023-11-20 12:00:0039.11-108.531475.09.12
14912.729293-55.3-85.3NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
15012.129601-55.5-85.5NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
15112.029654-55.7-85.7NaNNaNNaNNaNGJT724762023-11-20 12:00:0039.11-108.531475.09.12
\n", + "

152 rows × 15 columns

\n", + "
" + ], + "text/plain": [ + " pressure height temperature dewpoint direction speed u_wind \\\n", + "0 853.0 1475 5.2 2.0 305.0 3.0 2.457456 \n", + "1 850.0 1508 7.2 1.2 280.0 13.0 12.802501 \n", + "2 848.0 1527 7.4 1.4 287.0 13.0 12.431962 \n", + "3 831.0 1693 6.4 -2.6 350.0 15.0 2.604723 \n", + "4 820.0 1802 5.4 -2.8 10.0 13.0 -2.257426 \n", + ".. ... ... ... ... ... ... ... \n", + "147 13.4 28951 -55.7 -85.7 53.0 17.0 -13.576804 \n", + "148 13.0 29144 -55.5 -85.5 75.0 20.0 -19.318517 \n", + "149 12.7 29293 -55.3 -85.3 NaN NaN NaN \n", + "150 12.1 29601 -55.5 -85.5 NaN NaN NaN \n", + "151 12.0 29654 -55.7 -85.7 NaN NaN NaN \n", + "\n", + " v_wind station station_number time latitude \\\n", + "0 -1.720729 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "1 -2.257426 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "2 -3.800832 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "3 -14.772116 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "4 -12.802501 GJT 72476 2023-11-20 12:00:00 39.11 \n", + ".. ... ... ... ... ... \n", + "147 -10.230855 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "148 -5.176381 GJT 72476 2023-11-20 12:00:00 39.11 \n", + "149 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "150 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "151 NaN GJT 72476 2023-11-20 12:00:00 39.11 \n", + "\n", + " longitude elevation pw \n", + "0 -108.53 1475.0 9.12 \n", + "1 -108.53 1475.0 9.12 \n", + "2 -108.53 1475.0 9.12 \n", + "3 -108.53 1475.0 9.12 \n", + "4 -108.53 1475.0 9.12 \n", + ".. ... ... ... \n", + "147 -108.53 1475.0 9.12 \n", + "148 -108.53 1475.0 9.12 \n", + "149 -108.53 1475.0 9.12 \n", + "150 -108.53 1475.0 9.12 \n", + "151 -108.53 1475.0 9.12 \n", + "\n", + "[152 rows x 15 columns]" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_csv('data/gjt_sounding.csv')\n", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "p = df['pressure'].values\n", + "T = df['temperature'].values\n", + "Td = df['dewpoint'].values\n", + "u = df['u_wind'].values\n", + "v = df['v_wind'].values" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Elements of a Skew-T Plot\n", + "Let's start out by talking about the structural elements of a Skew-T plot.\n", + "\n", + "1. **Temperature Lines**: These lines are drawn at an angle up from the x-axis and are where the name \"Skew-T\" comes from.\n", + "2. **Pressure Lines**: These lines are horizontal from the y-axis, where pressure is plotted at a logarithmic scale.\n", + "3. **Dry Adiabats**:\n", + "4. **Moist Adiabats**:\n", + "5. **Mixing Ratio Lines**:\n", + "\n", + "On all those structural elements, Skew-T plots have two lines plotted on them, **air temperature** and **dew point**. In this notebook, we'll be plotting the air temperature in red and the dew point in blue.\n", + "\n", + "Additionally, Skew-T plots have **wind barbs**. These describe the wind speed and direction at different pressure levels and are plotted on the right side of the diagram.\n", + "\n", + ":::{tip}\n", + "For a more detailed description and a cool interactive diagram, visit [NOAA's Skew-T page](https://www.noaa.gov/jetstream/upperair/skew-t-log-p-diagrams).\n", + ":::" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Making a Skew-T plot in Python (with MetPy!)\n", + "So, all of that might seem a little abstract without a visual. We're going to use MetPy's SkewT module to make an actual Skew-T plot with the sounding data we downloaded earlier.\n", + "\n", + "From the [MetPy documentation](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html):\n", + "> \"This class simplifies the process of creating Skew-T log-P plots in using matplotlib. It handles requesting the appropriate skewed projection, and provides simplified wrappers to make it easy to plot data, add wind barbs, and add other lines to the plots (e.g. dry adiabats)\"\n", + "\n", + "### Just the basics\n", + "To start with, let's create a very minimal Skew-T plot with just the pressure and temperature lines under the sounding data." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2bdumhYaGah9++KHjORs3btSCgoK07777rsfvXV1drQFadXX1nn8hLlZbq2l33qlpYWGaBpp28MHqr1FfX699+eWXWkVFhesL9GP//vuvtmLFCrPL8Cl+nbV77tG/CSMjNe2LL1z60pI1dX6dNTeSrKmTrBkT6FlbuXKlBmiXX365pmn677n2/zq7rWmuzdqff/6phYeHO72PN/6e6wtcftJgXV0d//zzj2M126KiIv755x9KSkqwWCzceOONPProoyxcuJCMjAxmzpxJZGQk5557LqAfVrzkkkuYNWsWixcvZvXq1Zx//vmkp6dzxBFHuLpcU/TpA488At98o9/efvmTkszMTOLi4hg4cKBri/NjNTU1FBcXk5aWZnYpPsWvs7Z9JW6efx5mzHDZy0rWjPHrrLmJZM0YyZo6yRqO8dT2tYB6wpVZmzhxIk1NTTQ3N/POO+/s8esFMpefAvfnn39y2GGHOW7bT0v7z3/+wxtvvMHs2bNpbGzk6quvpqqqismTJ/PDDz84HcKbP38+ISEhnHnmmTQ2NjJ9+nTeeOMNgoODXV2uqcaO1T9u3gyaBj09KlpRUUFZWRnTp093X3F+RtM01q5dy+jRo+VwsQK/ztrGjfDvv/o33gknuOxlJWvG+HXW3ESyZoxkTZ1kTRcSov/anJ+fT2VlpdNjWiejr92VtbCwMGa48I92gcjlDdC0adO6nX9usVi4//77uf/++7t8Tq9evVx68Zi3sp8+29wMtbWwfQHgbtl3QuPGjSMiIsK9BfqRsrIyampqmDRpktml+Ay/z9r33+sf998fdjpve09J1tT5fdbcRLKmTrJmjGSto6ysLKfbmzdvdrqtaRr//vuvZM1LmTIFTugiI/XT4erq9KNAPWmASkpKaG1tZaz98JHYrfb2dqxWK8nJyYSGhppdjs/w+6x9953+8ZhjXPaSkjVj/D5rbiBZM0aypk6y1rl58+Y53d513Z9Vq1Y5jvx0d2BAmEMGh5ts8GD94y5/OOhUa2srWVlZpKam+t3pgO5UWFhIcHAwI0eONLsUn+H3WWtrgx9/1Ldd2ABJ1tT5fdbcRLKmTrJmjGTN2cknnwzAp59+6nT/4Ycf7nT75ZdfdmwXFRW5vS6hRhogk6k0QLm5ufTt29dphLjoXlNTE7m5uaSnp8uYUwV+n7WVK6GqCgYMABed0iFZM8bvs+YGkjVjJGvqJGsdLVy4kJqamt0Og3j11Vcd21dddRW//vorNpvN3eWJHpIGyGT264B21wDV1dVRWFhIWlqa7IQUZGVlMXjwYKfZ/KJ7AZE1++lvRx0FLvpLsGRNXUBkzQ0ka+oka8ZI1jrXt29fqqurHbc1Tev29MDvv/+egw8+mODgYCwWCxaLhfT0dObMmcO6des8ULHYlTRAJuvpESCr1cqIESM6XX1YdK6qqooNGzaQmppqdik+JSCy5uLrfyRrxgRE1lxMsmaMZE2dZK17VVVVju1bb72V1tZWx237UjB2y5Yt48orr6TfThd7Z2RkcOeddzJ69GhHU2SxWDj++ON59913qauro7293e1fR6CSBshkPWmANm/ezNatW0lKSvJMUX5A0zQyMjIYM2aMYyVmsXsBkbUtW+DPP/Xto4/e45eTrBkTEFlzMcmaMZI1dZK13dv5up4nn3zS6bFds3bIIYfw3//+l+rqajRNQ9M0amtreeeddzjuuOOcnvvNN99w/vnn07dvX0JCQrBYLERFRXHVVVfxyy+/yGl0LiINkMnsDdCWLZ0/brPZyMjIICkpifDwcM8V5uM2bNhAQ0MD48aNM7sUnxEwWfvhB33hrb33BhdcCyBZUxcwWXMxyZo6yZoxkrXdi46OpqysrNPhEL169drt5/fp04fzzjuPr7/+2tEUaZpGUVERI0aMcHpuTU0NL774IoceeqjjNDo5mrlnpAEyWWys/nHjxs4fX7duHZqmMXr0aM8V5ePa2tqwWq2kpKQ4Fi0TuxcwWbOv/+OCoz+SNWMCJmsuJFkzRrKmTrLWc0OGDGHdunUcddRR3T4vLy+vx6957733UlJSAugNvKZptLe3s3z5cq6++mr69++/JyWL7aQBMtmwYfrH0tKOj7W0tJCdnU1aWhpBQfK/qqfy8/OJiIhgmP0fV+xWc3NzYGRN03aMv97ND6yekKypC5isuZhkTZ1kzRjJmroffvgB0I+cXXbZZR0eT0xMxGKxMHfu3G7XBLr33nt5++23Af13QIvFQlNTEw8//DAHHXQQzz//PFVVVWia5jSEQaiTPYLJdm6Adv2eyM7OZuDAgQwZMsTzhfmohoYG8vPzZWSnooDJWkYGlJVBRARMmbJHLyVZMyZgsuZCkjVjJGvqJGt7Jj4+3mn9n13ddtttBAUFkZSURHFxsdNjL730Eg899BAAtbW1hIaG0t7eTkREBPfddx+FhYVurT3QSANksvh4sFigpcX5OqCamhqKi4tl+oqizMxM4uPjGTBggNml+IyamhpKSkoCI2v2oz9Tp8IeXg8gWVMXUFlzIcmaOsmaMZI1dfn5+QDsu+++HR7TNI3333+/w/05OTmMGjUKi8XC888/zxdffMGVV14JQFlZGX369EHTNMcpiMcffzxjxoxx41cReKQBMllYGNj/OGU/DU7TNNauXcvo0aPp27evecX5mIqKCsrKykhOTja7FJ8RcFnbfprCnp7+JllTF3BZcxHJmjrJmjGSNXWapvHII48AMHv2bGDHCOwzzjgDgLPPPhtN01i2bFmnr3Httddy0kknAbB8+XLHEUt7E5qYmMhXX33ltq8hUEkD5AXsp8GtX69/LCsro6amhvHjx5tXlI+x/8BLTEwkIiLC7HJ8RkBlrakJ7D+AjjzS8MtI1owJqKy5iGTNGMmaOsmaMWVlZaxduxbQG53ly5fz1FNPATBr1iyn5x5yyCFomkZ2dnaXpxcefPDBWCwWEhISHNf45OTkAFBSUoLFYumwxpAwRhogLzB8uP6xtBTa29vJyMggOTm521WFhbOSkhJaW1vlELGCgMvar79CY6M++noPTouRrKkLuKy5iGRNnWTNGMmaOnvWPvzwQ6ZPnw7oTc4777wDwOTJkzv9vPHjx2Oz2RyNU2fsawwdcsghbN26lcrKSse47e6GKIiekwbIC+x8BKiwsJCQkJBO58qLzrW2tpKZmUlqairBwcFml+MzCgoKAitrO09/M3hxr2TNmIDLmgtI1oyRrKmTrBljz1pCQgKLFi1i4y7rmcyYMaPLRUtra2tJT08HYMGCBV2O0f7ll1+IiYlh0KBBAMybN4999tnHhV9F4JIGyAvYjwAVF7eTk5Mj01cU5ebm0q9fP+JcsKhloGhqaiI3Nzewsma//mcPTn+TrKkLyKy5gGRNnWTNGMmaus6yFhcX5zT04KuvviI4OJiXXnqpw+f369cPgPvuu49rr72W77//nueee67D8/baay+n2zfffDPHHHMM27Ztc/FXFHikAfIC9iNAubkNDBkyhOjoaHML8iF1dXUUFhaSlpYmP/AUZGZmBlbWNm2C1av17SOOMPQSkjVjAi5rLiBZM0aypk6yZkx3WbMPPbjrrrsAuPLKK7u8due+++4D4LPPPuPaa68FoLy8nCeeeAKANWvWANCrVy/HoITvv/+eAQMGEBUV5fKvK5BIA+QF7Kdz1tW1ychORRkZGYwYMUJ2BAqqqqrYuHFj4GStsRG2T+Nh//13jF1UJFlTF3BZcxHJmjrJmjGSNXU9zdrDDz9MU1OT41S3ffbZh+joaGpra7n88ssBuOSSS1ixYgWnnHIKAHl5eQwePJhbbrnFaYJhU1MTn3/+OQD//e9/3fFlBRxpgLzA4sV6B3TggTYiIyNNrsZ3lJeXU1lZSVJSktml+Az7pJ8xY8YERtba2+H88/UBCFFR8Nprhl5GsqYu4LLmIpI1dZI1YyRr6lSzFh4ezpo1aygoKAD0UeP9+vWjtbUVgNdff50p2xflXrlyJWPHjgVgv/32o7a2lqCgIDRNY/ny5Y7XvOqqqwD48ssvXfq1BRppgEymafD99+0AnH56f3OL8SE2m42MjAzGjx9P+B4uaBlISktLaWxsZNy4cWaX4n42G1xxBXz6qb7g1uefQ1qagZeRrBkRUFlzEcmaMZI1dZI1Y4xmLSEhAU3T+OSTTwC98dnZ119/zf777w/op9D99ddfALS1tQEwZcoUNE0jNzfXsTjqjBkz9uhrCXTSAJnst9/a2LAhhMhIG4cfLtNXeso+InL06NEmV+I72trayMzMJCUlxbED9VuaBtdcA6++CkFB8O67MHWqoZeSrKkLqKy5kGRNnWTNGMmaOldk7bTTTsNms3HFFVd0eG2A22+/nQ8//BDQp/Ptel3WuHHjaG1tZcuWLdxxxx2GahA6aYBM9vLL+kJXJ55oQY7c90xzc7NjWl5QkES4p/Ly8oiIiGCYfeqGv9I0uOEGePFFfdz1W2/B6acbeinJmjEBkzUXkqwZI1lTJ1kzxlVZs1gsvPjii9TW1hITEwPASSedRFxcHI8//jigD6cICQmhvb0di8XCRRdd5PQa0dHR3H777XtUR6CT5Juorq6Br7/Wu56zzpLpKz2VnZ3NwIEDGTx4sNml+IyGhgYKCgr8fzyspsEtt8CCBfrt116D884z/HKSNXUBkzUXk6ypk6wZI1lT546s9enTh82bNztOpysrKwPguuuuo3fv3mia5jjS1KdPH5e8p9hBGiATffjhOrZujaBPHzjmGLOr8Q3V1dWUlJSQZuBajkBmtVqJj49nwIABZpfiPpoGd94J8+bpt196CWbONPxykjVjAiJrLiZZM0aypk6yZow7s7Z27Vqn2wsWLMBisdCrVy8A0tPTWWD/o55wGWmATLJ161a++EIP90knwfaci25omkZGRgajR4+Wv4Yo2Lp1K+Xl5aSkpJhdinvdfz889pi+/dxzsH3MqBGSNWMCJmsuJFkzRrKmTrJmjLuzFh4ezo033gjA8ccfz6mnngpAS0sLAN99951b3jfQSQNkAk3TWLMmgz/+GA7AmWeaXJCP2LRpEzU1NYwfP97sUnyG/QdeYmKi469Jfunhh+HBB/Xt+fP1AQh7QLKmLmCy5mKSNXWSNWMka+o8lbX58+cD+jS4iooKp8eGDh3K1KlTHYMShGtIA2SC4uJi/v23N+XlofTrB0cfbXZF3q+9vR2r1UpKSgqhoaFml+MziouLaW1tZcyYMWaX4j5z58I99+zY3v6XNKMka8YERNZcTLJmjGRNnWTNGE9m7ccffwRg6dKlgD4F7tdffwVg2bJlhIaG8uSTT7q9jkAhDZCHtba2kpWVRUaGfij15JNBRvDvXkFBAaGhoYwYMcLsUnyGPWtpaWkEB/vpiPX58+G22/Tthx+GW2/d45eUrKkLiKy5gWRNnWTNGMmaOk9n7YgjjnBsf/fdd4SEhHDQQQehaRpz584F4NZbb8VisfD777+7vR5/Jw2Qh+Xk5NC7dz++/Vaf/ianv+1eY2Mjubm5MulHUU5ODv369SM2NtbsUtzj//4Pbr5Z377vPrjrrj1+ScmaMX6fNTeQrBkjWVMnWTPGjKxt3LgRgGN2mYx166230trayiGHHALAgQceyMCBAz1Wlz+SBsiDamtrKSoqYtiwvdi0Sd8JySCW3cvKymLIkCEMGjTI7FJ8hj1rfv0Dzz7tbdYsvQFyAcmauoDImhtI1tRJ1oyRrKlzZ9aam5tZvHhxp4/FxcVx+OGHA/Doo486PRYSEsKyZcsoLS0F9NMahXHSAHmQ1WplxIgRjB7dlwMP1O97/nlza/J2VVVVbNy4kdTUVLNL8Sn2rPXr18/sUtynf3/94wEH6Aue7iHJmjEBkTUXk6wZI1lTJ1kzxp1Z69Wrl9Ppbrv64YcfALjrrrtobW3t8PjQoUPRNI3y8nKX1xZIpAHykPLyciorK0lOTsZi0ZcrAfjvf6Gy0tzavJWmaaxdu5axY8cSGRlpdjk+Y+es+bWxY/WPeXl7/FKSNWMCJmsuJFkzRrKmTrJmjDuz9ttvvwF0O4giODiYedvPcLCf8tYZmYC4Z6QB8gCbzUZGRgZJSUmEhYUBcPzxMGEC1NXtWLReOCstLaWxsZGx9l90xW51ljW/tX31bPLz9/ilJGvqAiprLiRZUydZM0ayps7dWTvooIMAfboc6Gv9LFmypMPzbrrpJgD++OMPSkpKXF6HkAbII4qKirBYLIwaNcpx385HgZ55BmprzanNW7W1tZGZmUlqaiohISFml+MzOsua33LRESDJmjEBlTUXkawZI1lTJ1kzxp1Z++abbwAYPnw4cXFxgL4I6mGHHdbp8//44w8ARo4c6fJahDRAbtfc3Ex2djZpaWkEBTn/c592GiQmQlUVvPSSSQV6qby8PCIjIxk6dKjZpfiM7rLml+wN0B4eAZKsqQu4rLmIZE2dZM0YyZo6d2ft+OOPB2DNmjUArFq1qtvnT5o0yXGa29dff+3yegKd7E3cLDs7m+joaAYPHtzhseBguP12ffupp6CpycPFeamGhgYKCgpIS0uTST8KusuaX7I3QJs26eeSGiBZMybgsuYCkjVjJGvqJGvGuDNrt9xyCwD7778//bcP8Jk0aRIA69evB/R1h3755Renz7OPxT7hhBNcXlOgkwbIjaqrqykpKel2+sp558Hw4VBWBq+/7sHivJjVamXo0KEMGDDA7FJ8Rk+y5ncGDAD7WFeDR4Eka+oCMmsuIFlTJ1kzRrKmzt1Ze+qppwBYunQpsGPS25AhQxg2bBgAYWFhHHrooU6fN2DAAM466yxgx3VBwjWkAXITTdPIyMggISGBPn36dPm8sDCYPVvffvxx6GTiYUDZunUrmzdvlkk/CnqaNb+0B4MQJGvqAjpre0Cypk6yZoxkTZ27s3bhhRcCEBsbS0REBABHH300AJmZmQD8/fffXX7++++/D8DTTz9NQ0ODy+sLVNIAucmmTZuora0lMTFxt8+95BIYPBiKi2F7zgOSfWRnYmKijHdUoJI1v2NwEIJkzZiAzppBkjVjJGvqJGvGuDNrmqbx9ttvA/opdgB33HEHABMmTGDgwIEATJw4EYB169Z1eA2LxcIbb7wBQFpamstrDFTSALlBe3s7VquV5OTkbme920VEwM0369tz5oDN5uYCvVRxcTHt7e0kJCSYXYrPUM2a3zF4BEiypi7gs2aQZE2dZM0YyZo6d2ft6quvdmxHRUUB8NhjjwE4xl///PPPgH66W1cT3/7zn/8A+pQ6eyMl9ow0QG5QUFBAaGgoI0aM6PHnXHWVvrB9djYsXOi+2rxVa2srWVlZpKamEhwcbHY5PsNI1vyKgSNAkjVjAj5rBkjWjJGsqZOsGePOrNlsNl588UVgxwKo999/v+Nx+zCEww8/HICcnJxuX89qtQLI6Y0uIg2QizU2NpKbm0t6errS9JV+/eC66/TtRx4BTXNTgV4qJyeHqKgoYmNjzS7FZxjNml8xcARIsqZOsmaMZE2dZM0YyZo6d2dt5syZju0DDjgAgAceeACA33//HYAFCxYA+jCEmJiYbl8vJSWF4cOHA/DOO++4utyAIw2Qi2VmZhIbG8sg+3QqBTfcAL17w+rV8P33bijOS9XW1lJUVCQjOxXtSdb8huIobMmaMZI1dZI1YyRr6iRrxrgzaztf+3P33XcDO679AZg8eTIA119/PQBffvllj143KysLgAsuuAAt0P5S7mLSALlQZWUlmzZtIiUlxdDnDxoEV1yhbz/yiAsL83IZGRmMHDmSfv36mV2Kz9jTrPmNnUdhFxTs9umSNXWSNWMka+oka8ZI1tS5O2s7Nydjx47FZrM5rv158MEHAXjuueccz9l///179Lq9e/fmuu2nC11++eWuKjcgSQPkIvYximPHjiUyMtLw68yapY/GXr4cdlkPyy+Vl5dTVVVFUlKS2aX4DPuknz3Nmt/o4XVAkjV1kjVjJGvqJGvGSNbUeSJrO4+1njlzptP72I8I2RuZuXPnKr32s88+C8BHH320p2UGNGmAXKS0tJSmpibG2n8ZMyg+Hi6+WN9+6CEXFObFbDYbGRkZJCUlERYWZnY5PsNVWfMb9n+Hbo4ASdaMkaypk6wZI1lTJ1kzxhNZsx/RWb58OQDNzc0A7L333lgsFse1QAC33HKL8ut//vnnLqgysEkD5AJtbW1YrVZSUlIICQnZ49e77TYICYEff4Rff3VBgV6qqKgIi8XCqFGjzC7FZ9izlpqa6pKs+QX79J7S0i6fIllTJ1kzRrKmTrJmjGRNnSeytvNipVOmTCF/pyE9F198MZqmOabBHXjggYau2zrxxBNZs2bNHtcayKQBcoHc3Fx69+7N0KFDXfJ6o0btOAp0330ueUmv09zcTHZ2NmlpaQQFSQx7ytVZ8wv2f4suGiDJmjGSNXWSNWMka+oka8a4O2tNTU1MmjQJgPe3r2w/ePBgx+PXX3+907VaPR1+0Jmu1gwSPSPfNXuovr6ewsJCl49RvPNOCA2FxYv981qgrKwsoqOjnXYMonvuyprPGzZM/7hhQ6cPS9bUSdaMkaypk6wZI1lT54msHXvssY71es4++2wAzjnnHABeeOEFAOp2mlgq0w7NIw3QHrJarQwdOtSxoJWrjBzpv0eBqqurWb9+PampqWaX4lPclTWf180RIMmaMZI1dZI1YyRr6iRrxngia0uWLHFs//LLL5SUlPD1118DcNVVV1Gw07Wqs2bNclsdYvekAdoDW7ZsYcuWLW5bldd+FOjnn2HpUre8hcfZp68kJCTQp08fs8vxGe7Omk+zHwEqL4e2NsfdkjVjJGvqJGvGSNbUSdaMMSNrhx56qOM0tfPPPx+AhIQEx+NPPfWUY60g4XnSABlkn76SmJhIr1693PIeI0bApZfq29uvl/N5mzZtoq6ujsTERLNL8RmeyJpPGzxYnxpis0FZmeNuyZo6yZoxkjV1kjVjJGvqPJW1devWAXD44Yc7ToOze+WVV4Ada/eEh4cDcOGFF0oTZBJpgAwqLi6mvb3dqZt3hzvv1NcFWrJE/8+Xtbe3k5GRQXJyMqGhoWaX4zM8lTWfFRQEcXH69vbT4CRrxkjW1EnWjJGsqZOsGeOprD3zzDOAfmpbSkoK3333neOxiIgIGhsbHY1QcXGx43Q4aYLMIQ2QAS0tLY7pK8HBwW59r2HD4LLL9O377oOdFhf2Ofn5+YSFhTHCPrZY7JYns+bTdhmEIFlTJ1kzRrKmTrJmjGRNnSez9vTTTwNwzDHHAPDiiy8COKa+2RdDtVgsDBkyxKkhkybI86QBMiAnJ4eoqCiGDBnikfe7/Xb9KNCyZfr1QL6osbGRvLw8mfSjyNNZ81k7DUKQrBkjWVMnWTNGsqZOsmaMGVmzjyX/7LPPAH1oxYUXXuh4fN68eQD89NNPwI4GSZogz5IGSFFtbS3r1q0jLS3NYzuhYcNg+2mjPnsUKDMzk9jYWBn5qMCMrPmsnY4ASdbUSdaMkaypk6wZI1lT58mstbS0ANC3b99OH584caJj+6abbuL//u//mD59OqAf2ZPT4TxPGiAFmqaRkZHByJEjnRay8oQ77oDwcFi+XF8byJdUVlayadMmGdmpwMys+aTtR4Cai4oka4oka8bIfk2dZM0YyZo6T2ft448/BnaMtq6oqABgr732AuCGG25wev5l269tSE5OJiYmRk6HM4E0QArKy8upqqoiKSnJ4+8dHw9XXKFv+9JRIPvIznHjxhEREWF2OT7DzKz5pO1HgBrz8iRriiRr6mS/ZoxkTZ1kzRhPZ+2pp54C9LV+YMf1P7NmzeKuu+5yPO/EE090NEcApaWlaJrGL9tXvLf/P5YmyP1CzC7AV9jHKCYnJxMWFmZKDbffDi+/DCtWwKJFcOSRppShZP369TQ3NzNmzBizS/EZ3pA1n7P9CFDY5s2SNQWSNWNkv6ZOsmaMZE2dGVlbvXo1AIMHDwZ2NERnnXWW0+jtWbNm8eGHHzpu19bWOq4ZAigqKqK+vp4xY8Y4rhu64IIL3F5/IJIjQD1UWFhIUFCQY1ErM8TFwZVX6tu+cBSotbWVzMxMUlNTCQmRXrunvCFrvqZ1+wWuEZWVhMhUqR6TrKmT/ZoxkjV1kjVjvCFrVVVVAFxzzTVO9x9yyCFcffXVnX7O8OHDHdPh5Jog95MGqAeam5vJyckhPT3dqVM3w+zZ0KsX/PYb/PCDqaXsVl5eHr179yY+Pt7sUnyGN2XNl+Q3NABgaW6GykqTq/ENkjVjZL+mTrJmjGRNnRlZy87OBuCEE04A9NMW7V599VWn5z744INOt+2T4EA/2vfBBx8ASBPkAbIn6oGsrCyio6OJiYkxuxTi4mD7KaZefRSovr6ewsJCGdmpyJuy5ivq6+spKC3FFh2t37F9LSDRPcmaOtmvGSNZUydZM8aMrM2fPx/AcWTnh+1/nbYfgXriiScAiI+P5/7773f63MLCQgDHmO5zzjmHa6+9FpAmyN2kAdqNbdu2UVpaSlpamtmlONx2G0REwB9/wE4LDXsVq9XKsGHD6N+/v9ml+AxvzJovsGctyD4Ku7TU3IJ8gGTNGNmvqZOsGSNZU2dW1uzX+Bx33HFcf/31jut/iouLAejTpw8Ao0aNcvq8yZMnc+mllwL60Aa7559/npEjR6JpmjRBbiQNUDfsYxQTEhLo3bu32eU4DBkC9lNIvfEo0JYtW9iyZYtM+lHgrVnzdk5Zsy+GKkeAuiVZM0b2a+oka8ZI1tSZmbVnnnmGd955B4AFCxbw448/Oj1+zz33ALBixQqn+8eOHet0+59//qGpqQmAkpISgoKCaGhokCbITaQB6sbGjRupq6tj3LhxZpfSwezZ+lGgVavgm2/MrmYHm83G2rVrGT9+vNPkE9E9b86at+qQNTkC1COSNXWyXzNGsqZOsmaM2Vk777zzsNlsnH/++R0e27p1a6ef8+677zq2hw0bRnx8PL169aJ///6O9YN69+5Nfn6+NEFuIA1QF9rb27FaraSkpBAaGmp2OR0MHgz24SL33+89R4GKi4ux2WxOi3qJ7nl71rxVh6zJEaDdkqwZI/s1dZI1YyRr6rwlaxaLhbfffpuqqir69u2r9Lk5OTmOEdrbtm1j/fr1PPLIIwCMGzeOr776qkMTZB+YIIyRBqgL+fn5hIeHM3z4cLNL6dKtt0JkJPz5J3z1ldnVQEtLC9nZ2aSlpcmkHwW+kDVv02nW5AjQbknW1Ml+zRjJmjrJmjHelrX+/ftTU1PDqlWrevT8u+66i4MOOsjpvr///ps777zTcTrdjBkzuOuuu5yaoCuuuMK1hQcY+Q7rRGNjI3l5eV4/fWXwYLjuOn37ttugrc3cenJycujfv79jmonYPV/JmrfpNGv2C0zz8kypydtJ1oyR/Zo6yZoxkjV13py1/fbbD03TOoy+3lV8fDz//vuv4/bBBx/M5s2bSU9P54gjjnAMU3j00UfZd999HU3QgAED3Fq/v5MGqBOZmZnExcUxcOBAs0vZrdtvh0GDICsLdhk371E1NTWsW7eOtLQ0r9sJeTNfypq36DJr6en6x8JCqKszpzgvJllTJ/s1YyRr6iRrxvhC1uq2/zwaNGhQh8fef//9DoulfvbZZ0yePJmMjAwARowY4RiOsHr1aiwWC0OHDmXdunXuLdzPSQO0i8rKSjZt2kRKSorZpfRI//76JDiAe++F2lrP12CfvjJq1Cjl814Dma9lzRt0m7XoaIiN1be3/+AQOsmaOtmvGSNZUydZM8YXslZfX8/cuXMB2Lx5M0uWLHF6/JxzznG6/cILLxC9fU27OXPmOO4PDw9H0zTSt/+hr1evXpTK6d57RBqgnWiaxtq1axk3bhwRERFml9NjV1wB48bB5s3w5JOef//y8nKqq6sZP36859/cR/lq1szWbdY0DUaP1rfXrvVsYV5MsmaM7NfUSdaMkayp85Ws2UeZv/XWWwQFBTFt2rRun//pp586tu+44w4Ax9EfgDVr1jB79mwAUlNTXVxtYJEGaCfr16+nubm5w2x2bxcWBoccom9nZXn2vW02GxkZGSQlJREWFubZN/dhvpo1M3WbtZoaOO88+O03/bZcQOwgWVMn+zVjJGvqJGvG+ErW7EdpqqqqeP/99x33d3XUatGiRY7tDz/8kD///JOIiAjOOOMMx/2PP/44n332mXsKDiAhZhfgLVpbW8nMzCQ9PZ3g4GCzy1GyaRPYx8nvciqp2xUWFhIcHMzIkSM9+8Y+zJezZqYus/bnn3D22VBQAMHB8PDDcNFF5hTpZSRrxsh+TZ1kzRjJmjpfylpFRQWDBg3ihhtucLo/MzPT6XZwcDDt7e1O951wwgmORV3vv/9+p8dOOukkqquriYqKcn3RAUL+TLpdbm4uffr0IT4+3uxSlM2bB83NcNBBcOihnnvfpqYmcnJyZGSnIl/Omlk6zZrNpof/oIP05mfkSPjlF30yiOQRkKwZIfs1YyRr6iRrxvhS1gYOHEh+fv5un7dr8wM4mh+A9957z6V1CWmAAP0itaKiIq8co7g7FRXw3//q23fdBZ4sPysri5iYGGJiYjz3pj6uvr6ewsJCmfSjqEPWtmyBGTNg1ixobYVTT4XVq+HAA80t1ItI1oyR/Zo6yZoxkjV1vpi1TZs2dbjvuOOOc2zv3Oh05eSTT+b999/nQPkZ5zLSAAEZGRkMGzbMJw8lLlgA9fWwzz5w7LGee99t27axYcMGuQhPUUZGBsOHD6d///5ml+IzOmRtyRLYe2/45hsID4cXXoBPPgFZE8GJZE2d7NeMkaypk6wZ44tZO2T7Rdr2jwDffPONY7u+vt7p+UOHDu3wGpMmTeLcc8/l999/d1OVgSfgG6DNmzezdetWkpOTzS5FWW0tPPusvn3nnZ47+mOfvpKQkNCjv1wInS9nzSxOWQsP12e+H344bNwISUmwciVcdZVnD336AMmaOtmvGSNZUydZM8bXsxYS0rPL7jds2OB0e+eGaNiwYTQ2Nrq0rkAV0A2QffrK+PHjCQ8PN7scZf/9L1RVwfjxcMopnnvfjRs3Ul9fz7hx4zz3pj7O17NmFkfWIiL0xufBB/Vx1xdfrA8/2Gsvs0v0OpI1Y2S/pk6yZoxkTZ0vZ83esPz888+dPj516tQuP/fzzz93aohKS0uJjIxk1qxZri0yAAV0A7Ru3TpsNhsJCQlml6KssVG//hvgjjv04Vee0NbWhtVqJSUlhdDQUM+8qR/w5ayZxZ61iRs2ELrffvqAg7599ZGHr74K8pfTTknW1Ml+zRjJmjrJmjG+nLVevXpRXFzc6WNhYWEsXbrU6b6dT4t8/PHHAejTpw+apvH6668DMG/ePJ+8bMObBGwD1NLSQnZ2Nunp6T45feW116C8XB98de65nnvf/Px8wsPDGT58uOfe1MfZsyaTftQUZGaS8vLLxFx6KVRWwsSJ8Pffng28j5GsGSP7NXWSNWMka+r8IWsjRozgiy++6HB/S0tLh/usVqtje8WKFYB+zRjAzJkzsdlsnHXWWe4pNID4ZpJcIDs7mwEDBjBkyBCzS1HW2gpz5+rbs2eDp/6I1NjYSH5+vk9OyzOTL2fNLE1r1xJ7yikM+9//9DtuuglWrAAvX/TObJI1dbJfM0aypk6yZoy/ZG3GjBk88sgj3T4nLi4OgLn2X/K2mz9/vmPbYrHwwQcfUF1d7foiA0hANkA1NTUUFxeTlpZmdimGvPMOlJRAbKx+KYSnWK1W4uLiGDhwoOfe1MftnDX5gddD77xD6AEHEFVYCIMGwVdf6ed7yirp3ZKsGSP7NXWSNWMka+r8LWt33nlnl9f8nHLKKY6R2bNnzwb0U90Abr31Vp588knPFBkgAq4B0jSNjIwMRo0aRd++fc0uR1l7O8yZo2/PmgW9ennmfSsqKigrKyMlJcUzb+gHfD1rHldXBzNnwgUXENzQQPshh8C//8Lxx5tdmdeTrBkj+zV1kjVjJGvq/DVrS5Ys6fT+hQsXAnDwwQcDMHnyZA477DDH49IEuVbANUBlZWVUV1czfvx4s0sx5H//g7w8fcmTK6/0zHvaR3aOGzeOiIgIz7ypH/D1rHnUP//o1/i8+SZaUBBbr7uO4J9/hk7WQxAdSdbUyX7NGMmaOsmaMf6ctV2v/dl5oMHy5csBePnll9lnn30A+PLLLwFpglwpoBqg9vZ2rFYrycnJhPng6TSaBo8+qm/fcAP06eOZ9y0pKaG1tZWxcv1Fj9mzlpSU5JNZ8xhNg+eegwMOgNxc2mJj+XPuXAbMn++50YY+TrJmTElJCS0tLbJfUyBZM0ayps7fsxYaGuo43Q3ocD3P//73PyZMmADAV199xQknnEB5eTkgTZCr9GxVJj9RWFhIcHAwI0eONLsUQ77+Wj8jqE8fuO46z7xna2srWVlZ7LXXXgTLL6Q9Zs/aqFGjzC7Fe1VWwiWXwGefAWA7/niWXnghyQcfLFlTIFlTJ/s1YyRr6iRrxgRC1mJjY1m+fLnjlLednXbaaQB89tlnHL/9NHCLxcKmTZuIi4vj1ltvpampyaP1+puAOQLU1NREbm6uT09fsV/7c/XV4KlrKHNzc+nTp49jMonYPXvW/OWiTbdYtgz23ltvfsLC4JlnyHrsMcLj4yVrCiRrxsh+TZ1kzRjJmrpAytqUKVO4+eabu3z8uOOOA/SpcIMHD2b27NmOI0H33HOPR2r0VwHTAGVlZRETE0N0dLTZpRjy11/6FODQUH0isCfU1dVRWFjo002jGexZi4mJMbsU79PaCnfdBdOmwfr1+ljr336j7uKLKSwqkqwpkqypk/2aMZI1dZI1YwIta0899RQnnnii03324QdhYWE89dRT3HbbbY7nDh482NEECeMCogHatm0bGzZscFpd19f897/6xzPO0Mdfe4LVamXEiBGy2rCCqqoqn8+a2xQUwMEH6xeyaRpcdBGsXg377itZM0CyZoxkTZ1kzRjJmrpAzdrTTz/tdPvTTz9l//33B+CWW24BoLy83NEUDh48WNYB2kN+3wDZp6+MGTOG3r17m12OIVVV8N57+vZVV3nmPTdv3szWrVtJSkryzBv6AfvIzoSEBJ/NmltoGrzxhn7K28qV0L8/fPQRvPYa9OkjWTPAnjVf3q+ZQbKmTrJmjGRNXaBmrbi4mISEBKf7BgwYwMyZMx23J02axODBgwF47LHH2LhxoydL9Et+3wBt3LiRhoYGxo0bZ3Yphr31FjQ2Qno6TJni/vez2WxkZGSQlJREeHi4+9/QT2zYsIH6+noSExPNLsV7VFXB2WfrR3vq6uDQQ/VJHmecAUjWjLJnzZf3a54mWTNGsqZOsmZMIGattLTUMejhtddeo6KiwvHYNddc49heuXIlV155JePHj+eOO+7g3nvv9XSpfsfvG6CsrCxSUlIICfHNgXeaBi+8oG9ffTV44jTidevWoWkao0ePdv+b+Ym2tjasViupqak+mzWXW7YMJkzQj/YEB8Mjj8BPP8GIEY6nSNbUSdaMkaypk6wZI1lTF4hZ27hxI8OHDwf0NX8uuugiBg4c6DTc4Msvv6S5uRmAl156idzcXABeeeUVzxfsZ/y+AYqIiGDYsGFml2HYTz9Bbi707Qvnnef+92tpaSE7O5u0tDSCgvw+Hi6Tn5/v81lzmdZWuPtuOOwwfdDBmDH6BI8773Ra20eyZoxkTZ1kzRjJmjrJmjGBmLWh2xf6fuGFF7jssssAePvtt3nooYccz5kxYwZBQUGkp6c77vv000+xWCwdFlMVavz+uzM5Odmnp6/Yj/5ccIHeBLlbdnY2AwcOZMiQIe5/Mz/R0NBAfn5+QIzs3K2CAjjkEP1oj80GM2fqgw4mTerwVMmaOsmaMZI1dZI1YyRr6gI9a5dccgkA77//PhdeeCGgr4M0YvvZEqGhoaxdu9bx/FNPPZVVq1Y5jgYJY/y+ARroqQVz3KC0FD7/XN/2xPCDmpoaiouLA276yp7KzMwkPj7ep7O2xzQN3nxTH3Twxx8QFQUffACvv95p5y5ZM0aypk6yZoxkTZ1kzZhAzdqCBQsAOPbYY/n4448599xzAf1o2OjRoykuLnZ6fnt7O7/99hugD0X4+++/PVuwn/H7BsiXvfIKtLfr142npbn3vezT8kaPHk1fTxxq8hMVFRWUlZWRnJxsdinmaW3Vz8+cOVMfdHDIIfqgg7PO6vTpkjVjJGvqJGvGSNbUSdaMCeSsXXvttQD89NNPnHnmmQDk5OQwZswYAA4//HCn58+bN48DDjiAjz/+GIDrrrvOg9X6H2mAvNiyZfrHigpYt86971VWVkZNTQ3jx4937xv5EfsPvMTERCIiIswuxzy//ALvv69P6HjoIfj5Zxg5ssunS9bUSdaMkaypk6wZI1lTJ1nTr+exy8zMdEyRPfroo/n5558BuP322wG49dZb+eWXX/j444/Zd999PV+sn5EGyIs9+ihER4PVCvvtpw9EcIf29nYyMjJITk4mNDTUPW/ih0pKSmhtbXX8tSZg2Q9PahpcfrnToINdSdaMkaypk6wZI1lTJ1kzRrIGp5xyimPbvmDujBkz+OGHHwBobW1lzpw5jucceuihfPTRR5SWllJaWurZYv2MNEBe7MAD4a+/YOJE/SjQkUfCvHn675muVFhYSEhICCO7+au9cNba2kpWVhapqakEd/MLf0AYPFgfdw2weHG3T5WsqZOsGSNZUydZM0aypk6ytsOKFSsAGDZsGKeeeipfffUVoP8bhYSE0NbW1mFtpJKSEjnVcg9JA+TlRozQzzC68EJ9qNasWXD++dDQ4JrXb2pqIicnh/T09ICcvmJUbm4uffv2JS4uzuxSvMORR+off/yxy6dI1oyRrKmTrBkjWVMnWTNGsrbDgQceCOinBC5cuBDQx6mHhITQ3t5OaGgoeXl5Tp/Tq1cvj9fpb6QB8gEREfDGG/Dss/rZRe+9B1OmuOa6oKysLIYMGUJ0dPSev1iAqKuro7CwMGBHdnZq5waoi0OUkjV1kjVjMjMzJWuKJGvGSNbUSdY6ysnJcWw3NzcTGhqKzWZzWhT2+eefd2oY7afMCWOkAfIRFgtcd51+hlFMDPzzD+y7rz552OgpcVVVVWzYsEFGdiqyWq2MGDFCdj47O+QQCA/XZ7fvtCO3k6wZI1lTV1VVxcaNGyVriiRr6iRrxkjWOrIPPwD4/fffaW9vdzo1MCMjgxEjRjg1SmLPSAPkY6ZO1a8L2n9/qKrSJw8fdRQUFam9jn36ypgxY4iMjHRLrf5o8+bNVFRUkJSUZHYp3iUiAg4+WN/e5TQ4yZoxkjV1kjVjJGvqJGvGSNa6VlZWBsDUqVOdjvy0tLRQUVHBmDFjuOGGG8wqz+9IA+SDhg+HX3+FOXOgVy9YtAiOPlrtSNCGDRtobGzscGGd6JrNZmPt2rWMHz+e8PBws8vxPtOn6x/t89u3k6ypk6wZI1lTJ1kzRrKmTrLWvSFDhjBq1CjH7aioKDRNo7y8nPr6evbdd19ef/118wr0M9IA+ajQULj9dlizRr8uKC8PNm7s2ee2tbVhtVpJSUlx+iuD6F7R9sNso0ePNrkSL7V5s/5x0CDHXZI1YyRr6iRrxkjW1EnWjJGsde+FF15g3U4Xd2/bto22tjZWrFjBcccdR1NTk9M1U/bFU/fee28PV+ofpAHycePGQUKCvp2b27PPyc/PJyIigmHDhrmvMD/T3NxMTk4OaWlpBAXJt02nti/axmGHOe6SrKmTrBmTl5cnWVMkWTNGsqZOsta9mTNncs011wAwZcoUAObNm8fHH3/MWWed5Xietv1Un0MOOYSPPvoI2NFYCjWSQj9gv3auJ9fGNTQ0kJ+fLyM7FWVnZzNw4ECGDBlidineqaIC/v1X3542DZCsGSVZU9fQ0EBBQYFkTZFkTZ1kzRjJWvfefPNNACorK1myZAkAs2bN4txzz+3w3AsvvJBffvnFcftf+89eoUQaID8wfrz+sSdHgKxWK/Hx8QwYMMC9RfmRmpoaSkpKSEtLM7sU77V0qf4xJQW2/4CTrKmTrBkjWVMnWTNGsqZOsrZ7jz32GABz584lJCSE2NjYTp/3wAMP8NZbbwEQEREBwCmnnOKZIv2MNEB+oKdHgLZu3Up5eTkpKSnuL8pP2Cf9jB49mj59+phdjvfa5fQ3yZo6yZoxkjV1kjVjJGvqJGs9M3v2bEBvhCwWi2Mi3M6uv/567rvvPsftxsZGAFasWOGZIv2MNEB+oCdHgDRNIyMjg8TERFlBWMGmTZuoqalhvP0fWXRupwZIsmaMZE2dZM0YyZo6yZoxkrWesVgs3Q6HSEtL49lnn+30MfuRIKFGGiA/YD8CVFQELS2dP6ekpITW1lbGjBnjucJ8XHt7O1arleTkZEJDQ80ux3uVl4PVqm9PnSpZM0CyZkxxcbFkTZFkzRjJmjrJmpqvv/66y8cyMjI63Gfd/nO3oqKCTz75xG11+StpgPxAXBz06QPt7VBY2PHx1tZWMjMzSU1NdVpZWHSvoKCA0NBQRo4caXYp3m37BZvstRetUVGSNQMka+paW1vJysqSrCmSrKmTrBkjWVMzf/58p9u33HJLl89taWlxTCFMSEjgjDPOcEyIEz0jDZAfsFh2HAXq7DS4nJwc+vXrR1xcnGcL82GNjY3k5uaSlpYmk352Z6fT3yRr6iRrxkjW1EnWjJGsqZOsqdt5kdP+/fvz5JNPdnjO8ccfj6ZphIaGcs455zju//jjj+XfWZE0QH6iq0EItbW1FBUVychORVlZWQwZMoTo6GizS/F+2xugxgMOkKwZIFlTJ/s1YyRr6iRrxkjW1KSlpdHW1ua4vW3btg7P6dWrF1999RW1tbVYLBa++eYbAOLi4jj99NM9VarfkAbIT3Q1CMFqtTJixAj69evn+aJ8VFVVFRs3biQ1NdXsUrzfxo166CwWMgYOlKwpkqwZI/s1dZI1YyRr6iRr6uzX83SnqamJd999t0MWs7Oz3VWWX5MGyE90dgSovLycyspKkpKSzCnKB9lHdo4ZM4bIyEizy/F+24/+tKans6WtTbKmQLJmjOzX1EnWjJGsqZOsGfPCCy8AEBUV1eGxbdu2sWbNGgDOP/98x/0vvviiZ4rzU9IA+YldjwDZbDYyMjIYP3484eHh5hXmY0pLS2lsbGTcuHFml+IbtjdAG8ePl6wpkqypk/2aMZI1dZI1YyRr6mw2G4nb/4pdXV3t9FhjYyO9evVir732cro/IyPD6RogoU4aID9h39eUl0N1NRQVFQF0O1deOGtra3NMMAsJCTG7HN+wvQGqmjBBsqZAsmaM7NfUSdaMkaypk6wZY8/alClTOjx27rnndrrulJxeuOekAfIT/frp47ABMjJayM7OJj09naAg+V/cU3l5eURGRjJ06FCzS/ENJSVQWIgtKIihZ58tWVMgWVPX3Nws+zUDJGvqJGvGSNbU7Zy1//3vfx0eX7hwoWM7OTnZMfr6q6++8liN/kq+s/2I/TqgpUs3ER0dzeDBg80tyIc0NDRQUFAgIztVbD/605CcTIwsDthjkjVjsrOzZb+mSLJmjGRNnWTNmJ2zNmTIkC6fd/fdd5OZmelYEHXGjBmeKtFvSQPkR+wN0Jo1zXJ4VJHVaiU+Pp4BAwaYXYrPaPn+ewDCjj7a5Ep8i2RNXXV1NSUlJbJfUyRZUydZM0aypq66upr169c7Ze3TTz/t9LkPPfQQoA9JOOSQQwB47bXX3F+kH5MGyI8kJuqrAG/bNoQ+ffqYXI3v2Lp1K+Xl5aSkpJhdis/QbDZsP/0ESAOkQrKmTtM0MjIySEhIkP2aAsmaOsmaMZI1dfasjR492ilrp5xySqfPb2hocGz/+OOPANx0003uLdLPSQPkR6KjKwFYt64fmmZyMT7CPrJz/PjxnV5oKDq3edUqepWXo4WGQicXboqOJGvGbNq0idraWseUJLF7kjVjJGvqJGvGdJe1UaNGdbjv0ksvdWyHh4dzwQUXuLO8gCANkJ9ob28nMnItvXrZyMmx8PHHZlfkG4qLi2lvbychIcHsUnxGe3s7RX//DYAlOhp69za5It8gWVPX3t6O1WolOTmZ0NBQs8vxGZI1dZI1YyRr6naXtX///bfDfe+//77T7TfeeINLLrnEbTUGAmmA/ERBQQGDB8Ptt+sXH956K+x0xFR0orW1laysLFJTUwkODja7HJ9RUFCgjx0EqK01txgfIVkzpqCggNDQUEaMGGF2KT5DsmaMZE2dZM2Y3WWtn/3n63aDBg0C4Pvt190CBAUFMW/ePPcVGQCkAfIDjY2N5Obmkp6ezq23WhgxQp9Q/MQTZlfm3XJycujXrx+xsbFml+Iz7FlLnDhRv6OuDtrbzS3KB0jW1O28X5OpUj0nWVMnWTNGsqaup1n79ttvHdsVFRUAHHPMMW6vL5BIA+QHsrKyiI2NZdCgQURG7mh8Hn9cb4RER7W1tRQVFckPPEX2rA3c+RzlujrT6vEFkjVjdt6viZ6RrBkjWVMnWTMmKyuL//3vf0RHR9PQ0MBvv/3W6fO6anZq5awLl5EGyMdVVlayceNGp+krZ5wBhx4KjY1w220mFufFrFYrI0eO7HCoWXTNKWvh4WA/d1l2yN2SrKnrbL8mdk+ypk6yZoxkTV1lZSXFxcW88cYbAPTu3ZuDDjqoy+efffbZju3+/fsDcP7557uzxIAiDZAPs49RHDt2LJGRkY77LRZ45hn94wcfwC+/mFikFyovL6eyspKkpCSzS/EZHbJmsey4DqimxtzivJhkTV1X+zXRPcmaOsmaMZI1dfasPfLIIwCceuqpAEyePLnLz3n11Vcd29u2bQPgiy++cF+RAUYaIB9WWlpKY2MjY8eO7fDY3nvDZZfp2zfcIJdp2NlsNjIyMkhKSiIsLMzscnxGp1mTBqhbkjVjutuvic5J1oyRrKmTrBlTWlrK1q1b+euvv4AdC54eeeSRWCwW2tvbaWxsdPqcXZvyfffdF4DPPvvM/QUHAGmAfFRbWxuZmZmkpqYSEhLS6XMefhiiomD1apAFg3VFRUVYLJZO5+yLznWZtb599Y/SAHVKsqaura0Nq9Xa7X5NdCRZUydZM0ayps6etVtuuQXAMf1t3rx5PPzwwwCEhIR0ehTy559/dmz/vX35ia4WSxVqpAHyUXl5eURGRjJ06NAunxMTA/ffr2/fdRdsP4IasJqbm8nOziYtLY2gIIl+T3WZNRmF3SXJmjF5eXn07t272/2acCZZM0aypk6yZkxeXh4tLS0UFRUBULJ9OtXXX38NwLRp0wA466yzOnyu/bFdVVZWur7QACMJ9kH19fUUFBT0aPrKNddAUhJs2QIPPeShAr1UdnY20dHRDB482OxSfEa3WZNT4LokWVOnsl8TO0jW1EnWjJGsqbNnbdfhBX/88QeLFy8GYMmSJQCkpqZ2mseLL77YsX366acDnTdLQo00QD7IarUydOhQx1SQ7oSGwtNP69vPPgvZ2W4tzWtVV1dTUlJCamqq2aX4lG6zJg1QpyRrxqjs14ROsmaMZE2dZM0Yq9UKOI+vHjt2rKOpsZ/29sEHH3DvvfcCYLFYOPDAAx3Pf+GFFxzbn3zyCQCLFi1yb+EBQBogH7N161a2bNlCcnJyjz/n6KPhhBOgrQ1uvtmNxXkpTdNYu3YtCQkJ9OnTx+xyfMZusyanwHUgWTNmy5Ytyvu1QCdZM0aypk6yZow9azNmzHC6/+eff3Y0Rg0NDQC89dZbAKSlpQFw8MEHO54fHh7u9Pknn3wyAB999JFb6g4U0gD5EPtOKDExkV69eil97rx5+tGgb7+Fb75xU4FeatOmTdTV1ZGYmGh2KT6jR1mTIQgdSNbU2cfDGtmvBTLJmjrJmjGSNXX2rNlsNqf7H3jgAfbee2+n+3Jycvhm+y9mGRkZADxhX9F+u50XTLUfTbrMPupXGCINkA8pLi6mvb2dhIQE5c8dNw5uvFHfvukmaGlxbW3eqr29HavVSnJyMqH2hTvFbvUoa3IKnBPJmjF7sl8LVJI1YyRr6iRrxtizduKJJzrdP3PmTCoqKhy3p0+f7rTgKThPfrM74IADHNv2a4fEnpEGyEe0tLSQlZVFamoqwcHBhl7j7rv1yXC5uYFzFCg/P5/Q0FDH2Emxez3KWk0NbL9wk+Zmj9XmzSRr6lyxXwtEkjV1kjVjJGvq7Fmrq6tzuv/3339n5MiRTve9//77rF692nE7KCioy8lv1157rctrDWTSAPmInJwcoqKiiI2NNfwa/fqB/fTdQDiNt7Gxkby8PJn0o2i3WVu3DqZMgZ9/hogIuOQSj9bnjSRrxrhivxZoJGvGSNbUSdaMsWdt5/V6BgwY0OH6qf/7v/9jwoQJTvdt3bq1y9e98847nW4vXLjQBdUGLmmAfEBtbS3r1q0jLS1tj3ZCW7fC9jH07Lefi4rzYpmZmcTGxjJo0CCzS/EZu83ar7/CpEmQkQFxcbBsGex0sWagkqypc9V+LdBI1tRJ1oyRrKmzZy0lJcXp/pycHMeAA7tjjjmGTZs2OW5fdNFFDBgwoNPX/eKLL4iPj3e67/DDD3dR1YFJGiAfkJGRwciRI+lnv+bCoD//1D8mJoK/T/+srKxk06ZNMrJTUbdZe/ttOPxwfVGpffaBlSsDo5PeDcmaMa7arwUSyZoxkjV1kjVj7Fnr37+/09o/u66dlJOTw/Dhw53ue/XVVzt9zdNOO42TTjoJgLlz5zruf/311wGYP38+jzzyCF999ZVLvoZAEWJ2AaJ75eXlVFVVMXHixD1+rVWr9I/777/HL+XV7BPMxo4dS0REhNnl+Iwus2az6ReQzZmj3z71VHjrLejd2/NFehnJmjGu3K8FCsmaMZI1dZI1Y3bN2ttvvw3AO++84/S8CRMmoGkamqY57vviiy86HJ2sra11ato3bdpEbGwss2fPBuDG7ZOt7r//fkA/za6ystKlX5M/kyNAXsxms7F27VqSkpIICwvb49dbuVL/OGnSHr+UV1u/fj3Nzc2MHTvW7FJ8RpdZq6+H00/f0fzceSd8/LE0P9tJ1tS5er8WKCRr6iRrxkjW1HWVtbffftvpSBDAypUrSUpKcrpv17WCli1b5mh+JkyYgM1mc1y/ts8++3R4/+OPP95pupzYPWmAvFhhYSFBQUGMGjXKJa8XCEeAWltbyczMJDU1lZAQOcDZU51mbcsWmDoVFi6EsDD9qM8jj0CQ7DZAsmaUq/drgUCyZoxkTZ1kzZjusvb22287NTjHHnus0+M7XwcE+rS3qVOnAvDiiy/yzz//YLFYaG5uxmKxOE2NA4iJieHrr7+W69sUSbq9VHNzMzk5OUyaNIkgF/zC2dgI5eX6tj8vgJ2Xl0fv3r07XCwoutZp1jZsgOnTIScHoqPhs8/0yW/CQbKmztX7tUAhWVMnWTNGsqauJ1n74osvuOCCC3jnnXf46aefHPfPmDHDcWSnubnZaYHegoICx5pV//zzT6dHfgC2bNlCaGgov/zyC5qmceihh7rqS/NrslfwUllZWURHRxMTE+OS12tq2rFdVuaSl/Q69fX1FBYWyshORZ1m7aGH9OZn+HBYvlyan11I1oxx9X4tEEjWjJGsqZOsGdPTrL399tucc845Tvd99tlnju3IyEgABg0aRFtbm6P5efDBBzs0Pztfm3XPPfcQHBzMoYce6jhyJHZPGiAvVF1dTWlpqUunrwwYAMcdp29fcYV+Xbu/sVqtDB06lP7+PuLOhexZ23U8p+OCsfnzYfx4zxfm5SRr6tyxXwsEkjV1kjVjJGvquvwZ2oX33nuPI444wnF70aJFju2jjjoKgI8++ojg4GDa29vp168f9913n+M5V155JaCv0WT30EMP0bT9r9xyHVDPSQPkZezTV0aPHt1h0aw99fzzEBmpL92yfXqi39iyZQtbtmwh2Z/P73OxnbPWe+ehBi0t+jo/APvua05xXkyyps6d+zV/JllTJ1kzRrKmrsufobvx448/csIJJwBw9NFHs2bNGgDefPNNQL9GKC8vj5CQEGprawEYM2YMoF8TBPDwww87veb06dMBnE6hE92TBsjLbNy4kbq6OhITE13+2qNGwYMP6tu33gqbN7v8LUxhs9nIyMhg/Pjx8s2voMusZWVBaytERemhEQ6SNWPcuV/zV5I1YyRr6iRrxuxJ1r788ktH0zJhwgTWr1/vWCuopaXF6TVnz55NQUGB4/YZZ5zB3Xff7fR6ixcvBvQjUllZWcr1BCJpgLxIe3s7VquVlJQUQkND3fIeN9ygr2FZVQU33eSWt/C44uJi2tvbHefLit3rNmv2CTN77w1yHrgTyZo6T+zX/JFkTZ1kzRjJmjpXZG3RokVMnjwZgBEjRlBVVcVll13W4Xk7L34K8PHHH3d4TnJyMv/5z3+Ij48nJSXFUD2BRhogL5Kfn094eHiH1YFdKSQEXn5Zn2T83nvw3XdueyuPaGlpITs7m7S0NJn0o6DbrP3zj/6xi4kzgUqyZown9mv+RrJmjGRNnWTNGFdl7ffff3c0LAMHDuSJJ57o8JzdNVjz588nKyvLcQrdL7/8skc1BQpJu5dobGwkLy/PI9NX9tsPrr9e3776amhocOvbuVVOTg5RUVEMGTLE7FJ8xm6ztvMRIOEgWVPnyf2aP5GsqZOsGSNZU+fqrFmtVsfY8c4GULS2tnb6eRMnTgTgpu2n89gXrh0xYsQe1xQIpAHyEpmZmcTFxTFw4ECPvN9DD+kTjouK4IEHPPKWLldTU8O6detIS0uTH3gKus2apskRoE5I1ozx9H7NH0jWjJGsqZOsGeOOrG3YsMFptPXuPPTQQ/z1119O9+Xn5wNQWVnpsrr8mTRAXqCyspJNmzZ59LzNPn30qXAATz2143deX6FpGhkZGYwaNYp+/fqZXY7P2G3WioqgpgbCwvx7xVwFkjVjzNiv+TrJmjGSNXWSNWPcmbWGHpyOM23aNEBf+6czBQUF7C1nb/SINEAms49RHDdunFL37wozZsDpp0N7O1x+uf7RV5SXl1NdXc14WaOmx3qUNXsnnJYGchExIFkzwsz9mi+TrKmTrBkjWVPniay1tbV1+diVV17JkiVLOn3shhtuQNM0GWShQBogk61fv57m5mbHuZue9swz0K8frFoFL7xgSgnK7CM7k5KSCAsLM7scn9GjrMn1P04ka8aYvV/zRZI1YyRr6iRrxngia8HBwR3usw+nsK8BtKvMzEweffRRoqOjHesLid2TBshEra2tZGZmkpqa2mnoPSE+Hh57TN++805Yv96UMpQUFhYSFBTEyJEjzS7FZ/Q4a3L9jxPJmjpv2K/5IsmaOsmaMZI1dWZmzWazdfv4ypUr6d27NxUVFdTX13uoKt8nDZCJ8vLy6NOnj2P6h1muuAIOOgjq6uDaa/Xr4L1VU1MTOTk5pKeny8hOBT3OmhwBcpCsGeMt+zVfIlkzRrKmTrJmjCezNmDAAKXnz5w5E4AXXniBn3/+2Q0V+SdJv0nq6+spLCz0iukrQUHw0kv6GkFffAELF5paTreys7OJiYkhJibG7FJ8Ro+ztmULbNigb0+Y4JnivJhkTZ037dd8iWRNnWTNGMmaOk9n7dVXX93tc3a9BqmyspKrrrrKXSX5JWmATJKRkcGwYcM6nfluhrQ0mD1b377uOqiuNreezmzbto3S0lJSU1PNLsWn9Dhr9tPfxo6Fvn3dXZZXk6wZ4237NV8gWTNGsqZOsmaMp7N28sknd/t4bGwsjY2NjtvV1dXKR42ENECm2LJlC1u3biXZy8YM3323/rvvxo1w111mV+PMPrIzISGB3r17m12Oz1DKmr0BCvDT3+yTfiRrarx1v+bNJGvGSNbUSdaMMSNruzvKVFZWBsDixYsBuPnmm91ekz+SBsjDbDYba9euZfz48YSHh5tdjpOICLAPGXnhBfjtN3Pr2dnGjRupq6tj3LhxZpfiM5SzZr/+J8AHIGzcuJH6+nrJmgJv3q95M8maOsmaMZI1dWZm7eGHH97tc6ZPnw4go8wNkgbIw4qLi7HZbF47q336dLjwQn0QwuWXQ2ur2RXpc/GtVispKSmEyto0PaacNTkCJFkzyNv3a95IsmaMZE2dZM0YM7M2cODATu+PjY3tcN8VV1zh7nL8kjRAHtTS0kJWVhZpaWlePX3lqadg0CDIyIAeXIvndgUFBYSHhzN8+HCzS/EZyllrb4ecHH17r73cW5wXk6yp85X9mreRrKmTrBkjWVNnVtY0TWPixIlcffXVnT5uP/1N7DnZg3hQdnY2AwYMYMiQIWaX0q3o6B0DEZ580txaGhsbycvLIz09XSb9KFDO2vffg32tgUGD3FeYF5OsGeMr+zVvIlkzRrKmTrJmjBlZ27x5M0FBQfz9998AXQ6rOP74451un3322VgsFjRvXsPEC0kD5CE1NTUUFxf7xMjOjRv1sdgAUVHmrguUmZlJXFxcl4eDRUdKWWto0Mf+2Xeohx0GvXq5v0gvZLVaJWuKfGm/5k0ka+oka8ZI1tSZlTV7szVjxgw0TWPRokWA81CEO++8k6+++oq6ujoWLFgAwLffftvheWL3pAHyAPsEs1GjRtHXy8cLb90KRx4JhYUwerS+LpBZ31MVFRVs2rSJlJQUcwrwQUpZ++svmDgRnntOv33NNfDVV+b9DzdRRUUFZWVlkjUFvrRf8yaSNXWSNWMka+rMzNqFF14IwAUXXABAZGSkoya757b/vF65ciXXXXcdABMmTMBmP4ND9Jg0QB5QXl5OdXW110/qqK6GY46BzEyIj4fFi2HoUHNqsY/sHDduXIcFv0TXepS1tjZ45BE44ADIzoa4OPj2W70R2r7DDSSSNWN8Zb/mTSRrxkjW1EnWjDEza/bm5swzz+Snn34iKiqqw3Nqamq4/PLLOfzwwx33LVu2TI7+GCANkJu1t7eTkZFBUlISYWFhZpfTpYYGOOEE/aBAdDQsWqQfATJLSUkJLS0tjB071rwifEyPslZQAFOn6os+tbXBaafB2rV65xugJGvqfGW/5m0ka+oka8ZI1tSZnbWdjzjZR1zfeeedHZ73yiuvAPDvv/96pjA/JQ2QmxUWFhIcHMyoUaPMLqVLzc1wyimwfLl+zc8PP4CZ68u1trY6pq8EBwebV4iP6TZrmqaP9Nt7b1ixAvr2hTffhI8/DtihByBZM8oX9mveRrJmjGRNnWTNGG/I2l07rUJfWFjII4880unz2tvb5XtiD0kD5EZNTU3k5uZ69UWbbW1wzjl609O7N3zzjfnrYObm5tKnTx/i4uLMLcSHdJu1zZv1DvfSS6GuDg45BNas0Rd88tJceopkTZ0v7Ne8kWRNnWTNGMmaOm/J2oMPPujYHr39NBwZ+e4e8q/qRllZWcTExBATE2N2KZ2y2eDii2HhQggLg88/h4MOMremuro6CgsLZWSnoi6z9tVXkJ6u/88NDYXHH4effwb5y5FkzSBv3695I8maMZI1dZI1Y7wla0FBQY6Gp7y8nN69e3c64OCZZ57xdGl+RxogN9m2bRsbNmzoco672TQNrr0W3n4bgoP1M6G2n3JqKqvVyvDhwzu9+E90rtOs1dfDFVfAjBn6EaC0NFi1Sl/gSU6JACRrRnj7fs1bSdbUSdaMkayp87asfffddwDExsbS0NDQ6XNuvvlmT5bkl6QBcgP79JWEhAR69+5tdjkdaBrcfjv897/6GVBvvw0nnmh2VfoiYFu3biXZzAuQfEynWfvjD/1an5df1m/ffLPe/EyYYFqd3kayps7b92veSrKmTrJmjGRNnTdm7cgjj3Rs33jjjV0ucFpbW+upkvySNEBusGHDBurr60lMTDS7lE49+ijMnatvv/SSfg2Q2Ww2m2P6Snh4uNnl+AynrLW2wv33w5QpkJ8Pw4frs8yfeipgFzftjGTNGG/fr3kjyZoxkjV1kjVjvDVr9ut/Zs6cCcA111zT4Tm33HILoF+/tG7dOk+V5jekAXKxtrY2MjMzSU1NJSQkxOxyOnjmGX0CMsC8eXDZZebWY7du3TpsNpvjm17snlPWCgv1xueBB6C9Hc47Tx90sNNaAUInWVPX1taG1WolJSXFK/dr3kqypk6yZoxkTZ09a974+9qiRYsAOPHEE3n//fd5/vnnOzzngw8+AGDIkCHy/90AaYBcLD8/n/DwcIYNG2Z2KR289hrceKO+ff/9cNNNZlazQ0tLC9nZ2aSnp8u0EwX5+fmEh4Ux7Kuv9FPeVq2C/v3hgw/gnXf0beFEsmZMfn4+vXr1Yvjw4WaX4jMka8ZI1tRJ1ozJz88nIiLCK39fS0hIAPT1nM4999zdPv/11193d0l+x+XfKXPmzGH//fenb9++DB48mJNPPpmcnByn52iaxv333098fDwRERFMmzYNq9Xq9Jzm5mauu+46oqOj6d27NyeeeCKlpaWuLtelGhoayM/P98rpKx99tONoz803w733mlvPzrKzsxkwYABDhgwxuxSf0dDQwLp//uHAp57CcvXV0NioT7FYuxbOOsvs8ryWZE2dN+/XvJlkTZ1kzRjJmjp71swee92dKVOmOLa3bt3KjBkzOn3epk2bHKfKiZ5zeQO0dOlSrrnmGn7//Xd+/PFH2traOOqoo6ivr3c8Z+7cucybN4/nnnuOVatWERsby5FHHul0QdeNN97IwoUL+eCDD1i+fDl1dXWccMIJtLe3u7pkl8nMzCQuLo6BAweaXYqTr7/Wz4iy2fQm6MknvWf5l5qaGoqLi0lLSzO7FJ+y7pNPOOyWWwj76it9vPX8+fpiTl74lyxvIVkzxlv3a95MsmaMZE2dZM0YX8iafRocwKBBg3jggQc6fV5oaCiHHXYYTzzxhKdK8w+am23evFkDtKVLl2qapmk2m02LjY3VHnvsMcdzmpqatKioKO3FF1/UNE3Ttm3bpoWGhmoffPCB4zkbNmzQgoKCtO+++65H71tdXa0BWnV1tQu/mq5t3bpV+/LLL7WGhgaPvF9P/fSTpoWHaxpo2rnnalpbm9kV7WCz2bRff/1VW7t2rdml+A6bTaubM0drDwnR/6eOHq1pK1eaXZXXs9ls2vLlyyVrirx1v+bNJGvGSNbUSdaM8aWsARqgPfzww47t7v7z1O+8/sDtJ4tWV1cDOLrsoqIiysrKOOqooxzPCQ8PZ+rUqaxYsQKAv/76i9bWVqfnxMfHk5aW5niON9G2j1FMTEwkIiLC7HIc/vhDH2/d3Kx/fOMN71oCpqysjOrqasaPH292Kb5h2za000+n9x13ENTWBqeeCn//Dfvvb3ZlXq+srIyamhrJmgJv3a95O8maOsmaMZI1db6WtQcffBCAu7dPr4qNje3yuUcddRT9+vXzSF3+wK1jLzRN4+abb+bggw92HJ4tKysD6HCu6pAhQyguLnY8JywsjAEDBnR4jv3zd9Xc3Exzc7Pjdk1NDQCtra20tra65gvqwvr162lpaWHEiBFufy8VV1wRQl2dhd69NR57rA3QJyV7g/b2djIyMhyjJ73p380rFRURcuKJWHJysIWE0P744/pKthaL9/xP9VKSNWO8db/mzSRrxkjW1EnWjPGlrN13333MmTPHcbu+vp5ff/3V6eCA3Z9//snEiRM9WZ7Pc2sDdO2117JmzRqWL1/e4bFdLzrTNG23F6J195w5c+Z0en7kDz/8QGRkpELVxn3//fceeZ+eSk8fx5o1ydTXW9hnHwunnZbHSSflEx5uM7s0h4yMDDIyMswuw6v1z81l8iOPEFpdTeOgQay8/Xa2jRkD335rdmk+RbJmjLft13yBZM0YyZo6yZox3py1uro6zj//fMftoKAgbDYbCxYs4Pbbb+/w/G3bthEVFcW8efPo06cPl19+uSfL9Vlua4Cuu+46vvjiC5YtW+Y0YtB++K6srIy4uDjH/Zs3b3YcFYqNjaWlpYWqqiqno0CbN2/moIMO6vT97rjjDm6++WbH7ZqaGoYPH+72Q4LZ2dls27aNyZMne90kkeOOg+uua+Pmm4P59dcQ3nsvmRUrknjrrXYOOKDzlYU9obm5mSVLlrDffvsxaNAg0+rwBZZvviH4vvuwNDbSmJTEmkcf5cDjj/e6rHkryZox3rxf81aSNWMka+oka8b4StZu2r5GSWRkJBUVFSxZsoRjjz220+YHoLCwkH333ddxe+TIkRx99NEeqdWnufqiIpvNpl1zzTVafHy8lpub2+njsbGx2uOPP+64r7m5udMhCB9++KHjORs3bvS6IQi1tbXaF198oW3bts1t7+EKNpumvf++pg0cqF83f+KJ5tbz999/ayvlwv3d27pV0wYM0DTQWo86Svv6gw+8PmveRrKmzlf2a95GsqZOsmaMZE2dL2WtsLBQA7T99ttPW7x4cYdBB/vtt1+3gxCamprM/hJ8gsuHIFxzzTW88847vPfee/Tt25eysjLKyspobGwE9FPfbrzxRh599FEWLlxIRkYGM2fOJDIy0rHYU1RUFJdccgmzZs1i8eLFrF69mvPPP5/09HSOOOIIV5dsmNVqZcSIEURFRZldSrcsFjjwQGho0G9fcIF5tVRVVbFhwwZSU1PNK8JX3HcfVFXBXnvx1733MjQpyeuz5k0ka8b4yn7Nm0jWjJGsqZOsGeNLWRs9ejSgX9czffp0p8cWLlzI77//3unnPfTQQ2iaRnh4uNtr9Acub4D++9//Ul1dzbRp04iLi3P89+GHHzqeM3v2bG688Uauvvpq9ttvPzZs2MAPP/xA3759Hc+ZP38+J598MmeeeSZTpkwhMjKSL7/8kmAvGWO2efNmtm7dSlJSktml9Mhtt0FTE0ydCqedZk4NmqaRkZHBmDFjPHZdls9auxb++18Aqu67j63btvlM1ryBZM0YX9uveQPJmjGSNXWSNWM2b95MRUWFT2ft7LPPBvRr64cPH97h8a1bt3L33Xfz+++/8+mnn3q6PJ9k0TTNvItB3KimpoaoqCiqq6tdfg2QzWZjyZIljBw5kjFjxrj0td1h6VKYNg2CguCvv2Dvvc2po7S0FKvVyvTp0wkJcev8Dd+2ZYvepf7yC9qpp/LzNdf4TNa8hWRNna/t17yFZE2dZM0YyZo6X83aztcoFRUVMWrUqC6vW6quriY8PJxx48axfv16QG+WRffcvg6QP1q3bh2apjkOU3qz1avhlFP07UsvNa/5aWtrw2q1kpKSIjvurpSWwo03wsiR8MsvEB7O+uuv95mseQvJmjG+tF/zFpI1YyRr6iRrxvhq1k7b6VSdyMjIboc2vP322/Tq1cvR/GzYsMHt9fkDaYAUtbS0kJ2dTVpaGkFB3v3Pt3o1TJ+uX0YyeTI88YR5teTn5xMREeE0EVBsl58Pl10GCQnwzDPQ2AgTJ9L6xRdk1Nf7RNa8iWRNXXNzs8/s17yJZE2dZM0YyZo6X87ao48+6tjedd1M0I/wZGZmAvppcQDPPPMMmqYRHx/vmSJ9nG8lwgtkZ2czcODATgPpTf7+e0fzc8AB8P33YNYCwQ0NDeTn55Oenu7Voyc9bu1aOOccGD8e/u//9AVNp07V/2etWkVWbKxPZM2bSNaM8ZX9mjeRrBkjWVMnWTPGl7NmX+C2KzfccAMpKSkA9OvXj/r6eq6//npPlOY3pAFSUFNTQ3FxsddPX/n7bzjiCOfmx8zBJ5mZmcTHxzut6RTQfv8dTjwR9toLPvgAbDZ90ably2HJEjjqKGpqa30ia95GsqaupqaGkpISyZoiq9UqWVMkWTNGsqbOnrW0tDSzS3GJt956C03TuOOOOwB49tlnHY+tX79ehmIYIA1QD2maxtq1axk9erTTtDpv89dfO478HHiguUd+ACoqKigrKyM5Odm8IryBpsHixfr/nAMPhC+/1OeTn3mmfq7i11/DlCnbn+obWfM2kjV1kjVjKioqKC8vl6wpkKwZI1lTt3PW+vTpY3Y5hu288Ol5553HtGnTmDNnjuO+qqoqM8ryG9IA9VBZWRk1NTWMHz/e7FK69Oef+pGfbdvgoIPgu+/MbX7sO6HExEQiIiLMK8RMNht88YV+KO6II+CnnyAkBC66CLKy4MMPO0ym8IWseRvJmjGSNXWSNWMka+oka8b4S9Zuu+02x3ZwcDBLly4FIDQ0FNCbY2GcNEA90N7eTkZGBsnJyY7geZs//4Qjj/Se5gegpKSE1tZWnxo96TJtbfD++zBhApx0EqxcCb16wbXXQkEBvPaafu3PLnwha94ooLNmkGTNGMmaOsmaMZI1df6Utf79+zvdnjVrFpqm8d133wFw5ZVXmlCV/5BZij1QWFhIaGgoI0eONLuUTq1apTc/1dX6WVTffgtmn2HQ2tpKVlYWe+21l9csXusRzc3w1lvw+ON6owP6/4xrrtFHXO/mYkxvz5o3am1tJTMzkwkTJgRW1vZQQUGBZE2RZM0YyZo6yZox/py1J598EoDDDz8cgEWLFplZjs+TI0C70dTURE5ODmlpaV45fcUbmx+A3Nxc+vbtS1xcnNmleEZ9PTz9NIwZA5dfrjc/gwbBQw9BcTHMmbPb5sfbs+atcnNz6devX+BkzQWamprIzc2VrCnKycmRrCmSrBkjWVPnj1l79dVXHdtLliyhuLgYgEmTJplVkt+QBmg3MjMzGTJkCNHR0WaX0sG//8JRR+nNz8EHe0/zU1dXR2FhoV/thLq0bRs88giMGgU33QQbNkB8PMyfrzc+d98NPZzc481Z81YBlTUXkqypq6uro6ioSLKmSLKmTrJmjD9m7cILL3RsH3bYYUydOhWADz/80KyS/IY0QN2oqqpi48aNXjmyMzt7xzU/Bx4I33zjHc0PQEZGBiNGjCDKzNnb7lZeDnfcASNG6E3O1q36QqYvvwyFhfrpbr179/jlvDlr3iwgsuZikjVjJGvqJGvGSNbU+WvWQkKcr1RZu3YtAKNGjSI/P9+MkvyGNEBdsE9fGTNmjNfNVy8q0geKbdkC++zjXc3P5s2bqaysJCkpyexS3KOkBK6/Xj/i89hjUFsLqanw7ruQkwOXXQbh4Uov6c1Z82bl5eX+nTU3kKwZI1lTJ1kzRrKmzl+zpmkavXf5Q+rOI+RjYmI8XZJfkQaoCxs2bKCxsZFx48aZXYqT0lJ9KZkNGyAlBX74AXYZFGIam83G2rVrGT9+POGKTYDXy82FSy7Rr/FZsACammDSJPj8c1izBs49Vx9vbYC3Zs2b2Ww2MjIy/DNrblRaWipZUyRZM0aypk6yZow/Zq2trY2goCAaGhqcToOsqqriP//5D1u2bDGxOv8gDVAn2trasFqtpKSkdDj8aKbNm/UjP0VF+u/hP/4I3nSqa1FREQCjR482uRIX+vdfOOssSErSR1e3tcHhh8OiRfD773DiiRBk/NvInrXU1FSvypq388usuVlbWxuZmZlet1/zdpI1dZI1YyRr6uxZ86efofX19Y4R3hMmTMBmszkeGzhwIG+99RaffPKJ475XXnkFi8XiV9c+eYI0QJ3Iy8sjIiKCYcOGmV2KQ2Wlfs1PTg4MHw6LF+vX2nuL5uZmcnJySE9PJ2gPGgKvsWIFnHCCvkjpRx+BpsGMGfDbb/o//vTp4IKLU+1ZGzp06J7XHCD8Lmse4o37NW8nWTNGsqZOsmaMv/0MLS8vp0+fPgCcffbZ/PPPPx2ec+KJJ3LVVVdRVlYGwC233AI4T4wTuyffZbtoaGigoKCA9PR0r5m+UlsLxx6rn2k1ZIj++7e3jbjPzs5m4MCBDB482OxSjNM0/bDatGn6TPGvv9aP7px9tn4k6Isv4IADXPZ23pg1X+AXWfMwyZoxkjV1kjVjJGvq/C1rOTk5xMbGAnDXXXfx/vvvA/raRjv7/PPPufLKKxm/fTH1uLg4mpqaOOmkkzxbsI/zj+OFLmS1WomPj2dAD0cXu1tDg34gYuVKGDhQP/PK205zra6upqSkhMMOO8zsUoyx2fTm5tFH9YWVAEJD4T//gdmz3fYP7m1Z8wU+nzWTSNbUSdaMkaypk6wZ409ZW758OYcccggAL7/8MpdddhkAK1euZPLkyU7P3bXZy87OlmvGDJAjQDvZunUr5eXlpKSkmF0KAM3NcNppsGwZ9OunDzxISzO7KmeappGRkUFCQoLjsK3PaGuDd96B9HQ45RS9+YmIgBtu0BcyfeUVtzU/3pY1X+DTWTORZE2dZM0YyZo6yZox/pS1jz/+2NH8fPPNN47m58svv3Q0P59++qnT58yYMYNt27Y5bv/7779YLBZ69erlmaL9gDRA29l3QomJiV4RoLY2OOcc+O47iIzUz8aaONHsqjratGkTNTU1JCYmml1KzzU1wUsvQWIiXHABZGbqHeZdd+mLlz79tH6hlZvYszZ+/HivyJqv8Mmsmcw+HtZb9mu+QrKmTrJmjGRNnT/9DP32228588wzAfjrr7849thjAXjhhRc48cQTAXjsscc49dRTnT7viy++cBwJOuKII9h7770BuPbaaz1Uue+TU+C2Ky4uprW1lTFjxphdCu3tMHMmLFyoLynz+edw8MFmV9VRe3u7Y1qefWKJV6ur0xcqffJJ2LRJvy8mBm66Ca6+Gjy06Jw9awkJCR55P3/gc1nzEsXFxbS1tXnFfs1XSNaMkaypk6wZ408/QysrKwG9idl3330BuPXWW3nyyScdz7n99tsBmDp1KkuXLgVg27ZtfPfddwCs2n7qfk5OjjTSCqQBAlpbW8nKymLvvfcmODjY1Fo0Da66Sl9XMyQEPv5YH33tjQoKCggNDWXEiBFml9K9qip97Z5nntHH6QEMGwa33gqXXqofYvMQb8qaL/GZrHkRyZoxkjV1kjVjJGvq/C1r5513Hueffz6LFi3CZrNx2mmn8dlnn3V4XmVlJaGhoY6FUAcNGuQYjz1r1iynhkn0jJwCh9419+vXzzF9wyyaBjffrF96EhSkX54yY4apJXWpsbGR3Nxc756+UlYGt90GI0bAfffpzc/YsfB//6df43P99R5tfsB7suZLfCJrXkiypk6yZoxkTZ1kzRh/zNqdd94JQHBwcIfm57333kPTNAYMGOB0jdjOawPde++9HqnT3wR8A1RbW0tRUZFX7ITuu0+//AT039HPOsvUcrqVlZVFbGwsgwYNMruUjoqL4dprYfRomDtXP/Vtr73ggw8gOxsuuQTCwjxeljdlzZd4dda8lGTNGMmaOsmaMZI1df6atYcfftjpdltbm+Po1mmnnQZASUlJh6+5urraMwX6qYBvgKxWKyNGjKBfv36m1vH44/DQQ/r2ggVw0UWmltOtqqoqNm7c6H3TV7Kz9Yunxo6F55/Xhx0ccAB8+SX884/eUZp4yNxqtTJy5EjTs+ZLvDZrXs5b9mu+pLKyUrJmgGRNnWTNGH/9GWqxWEhPTwdgwYIFBAcH8/jjjwPw0ksvcd555zFy++KPOx/5WrRokeeL9SMB3QCVl5dTWVlJcnKyqXU8/zxsv8aNxx7TD154K/ukn7FjxxLp4dPHurR6NZxxBqSkwJtv6iP0jjgCfvoJVqzQF1Iy+a9F9qwlJSWZWocv8cqs+QBv2a/5EvtUKcmaGsmaOsmaMf7+M/Svv/4C4LrrrgPgmmuuAeD666/nvffeA2DFihVs2LDB8TmzZ8/2cJX+JWAbIJvNRkZGBklJSYSZcDqU3Rtv7Gh47rlHv2TFm5WWltLY2MjYsWPNLgWWL4fjjoN994VPPtEvojr5ZPjjD/jxRzjsMNMbH/CerPkar8qaj5CsGSNZUydZM0aypi4QshYaGsqkSZMAff2fncd7n3POOdhsNg488ECCgnb82l5QUNCj166srKSlpcW1BfuBgG2AioqKsFgsjBo1yrQaPvpIvxwF9EnMDzxgWik90tbWRmZmJqmpqYSEmDRAUNPg++/h0EPhkEPg22/1iRHnnQdr1+qzw7fvRLyFN2TN13hF1nyQZE2dZM0YyZo6yZoxgZK1H374AcCx/s/o0aMBmD9/PhaLhba2NlJTU3v8ei+99BIWi4VBgwYRHh7u+oJ9XEA2QM3NzeTk5JCWlubUTXtSZqb+O7vNBhdfDE895RUHK7qVl5dHZGQkQ4cONa+Iyy+HY46BX37RBxlccQXk5uoj89LSzKurC96QNV/kFVnzMc3NzWRnZ0vWFEnW1EnWjJGsqQukrEVFRTmGYvz555/Mnz8fgEceeYQPPviA0NBQMjMzu32NiooKpk6disVi4corrwSgV69eFBYWurd4H+TfaepCdnY2gwYNYvDgwabV0NioL3gKsHSpftaWN2toaKCgoIC0tDRzp6+UluofY2L0UdYvvghevPCeN2TN19TX13tH1nxMdnY20dHRkjUFkjVjJGvqJGvGBFrWVq9eDcD+++/vOBK0YMECzjnnHADmzJmDpmkdPu/LL7/EYrEQHR3NsmXLALj00ktpamqisbHRcTRJ7BBwDVB1dTUlJSVKhxHdYeJE+PlnGD5c/z3+4IP1U+Da2kwtq0tWq5WhQ4cyYMAAcwuZNw969YItW/TT3byYt2TN12RmZnpH1nyIZM0YyZo6yZoxkjV1gZi14cOHO7aLi4sd28HBwdTU1HC7fWLWTqKiohzNEuin0mmaxiuvvCKnvnUjoBog+/SVhIQEpwWlzDJ1KqxZA+ecox8Nuv9+/dIWbztSuXXrVjZv3uwdk36Sk8G+4vHs2WC1mltPF7wta77Cq7LmIyRrxkjW1EnWjJGsqQvkrNmPAu21115MmzYN0E+J69u3LwArV67s8DnHHHMM27ZtQ9M0jjzySED/N7RfP2SxWDo9chTIAqoB2rRpE7W1tSQmJppdikP//vDee/olLP36wW+/wYQJ+nQ4b8iqfRRxYmKi01QSU119tX4dUFMTnH8+NDebXVEH3pg1b+eVWfMBkjV1kjVjJGvqJGvGBHLW9t57b0Bf+NW+SOodd9wB6GsGTZ482en51dXVfPvtt0RFRQH6yPD99tuPoKAgbr75ZgAOOuggOfVyFwHTALW3t2O1WklOTiY0NNTscjo47zz49199sFldnb4Q6plnQmWluXUVFxfT3t5OQkKCuYXszGKB11+H6Gh9gdN77zW7IifenjVv5ZVZ83KSNWMka+oka8ZI1tRJ1uDbb78F4Nrt66R89913To+Xlpby999/O9338ccfY7FYiI2NdawrdNNNN9Ha2sqvv/7qeF5dXR0vvPACiYmJWCwWsrKy3PmleK2AaYAKCgoIDQ1lxIgRZpfSpVGj9OuCHnkEQkL0pW322gsWLzanntbWVrKyskhNTSU4ONicIroSGwv/93/69hNPwJIlppazM1/Imrfx6qx5sfz8fMmaIsmaMZI1dZI1YyRr+iltAP/884/jvp1PYRs6dChjtg+AOvfcc7FYLJx55pmOx3/55Rc0TeOpp55i5cqVnHnmmY5T4fr27cs111xDXl4eoA+5CkQB0QA1NjaSm5tLenq61x8CDA6GO+/UT4VLTIQNG+CII+CWWzx/pldOTg5RUVHExsZ69o176qST4LLL9HMFL7wQtm0zuyKfypo38fqseaHGxkby8vIka4oka+oka8ZI1tRJ1nZ4+eWXARyL5i7cafDTsmXLHKe8ff311wCcdtppFBcX88gjj3DqqadisVgICgpiypQpfPzxx47PTUhIYMGCBdTU1KBpGhMnTvTUl+RVLJqfXhVVU1NDVFQU1dXV5OXloWka++23n9llKamvh1mz4KWX9Nt77aVfL+SJgSi1tbUsWbKEqVOn0q9fP/e/oVF1dbDPPpCfr0+TeO89U8v566+/fDJrZvKZrHkZyZo6yZoxkjV1kjVjJGvOdm4Cx44dS35+fofnvPXWW1x44YVdvsZFF13EDTfcwIQJE9xSo6/y+yNAlZWVbNq0iZSUFLNLUda7t77Mzeef65e7rFmjj89+9ln3D0jIyMhg5MiR3r/j7tNHnyARHAzvv29qA+TLWTOTz2TNi0jWjJGsqZOsGSNZUydZ62jnsdc7Nz+TJk1y3D7ggAMc9++zzz68+eabNDU1oWkamqbx2muvdWh+SkpKmD17NnPmzHHzV+C9/L4BysrKYuzYsURGRppdimEnnghr18Kxx+qnwd1wg769aZN73q+8vJyqqiqSkpLc8wauNnnyjkEIV18NO83O9xT7yE5fz5qn+VzWvIB9qpRkTY1kTZ1kzRjJmjrJWuceffRRp9uDBg0C4I8//iAmJgZwHou9evVqLrzwQqf1f1pbW3nvvfeYNGmS4zqgkSNH8sQTT3DnnXd64KvwTn7fADU1NTnOn/RlsbHw9dfw3HP6OqDffw/p6fDZZ659H5vNRkZGBklJSYSFhbn2xd3pzjvhgAOguhr+8x99YSUPKi0t9ZuseYrNZmPt2rW+lzWTrV+/nubmZsmaAsmaMZI1dZI1YyRrndt1uIH9up/a2lp+/PFHAM4//3zH48888wyZmZlcfvnljmYnLCyM8847j1WrVjmeN2HCBPbZZx8ACr1t8UkP8fsGKCkpiZCQELPLcAmLBa65Bv76C/beGyoq4JRT4PLL9euFXKGoqAiLxcKoUaNc84KeEhKinwrXuzcsXQpPPeWxt25ra8NqtZKSkuI3WfOEoqIigoKCfC9rJmprayMzM1Oypkiypk6yZoxkTZ09a6mpqZK1Trz99tuObXuz0q9fP04//fQOz73hhhtITU3llVdecdwXFRXFwQcf7NSQ//vvv44FVze563QiL+f3DVB8fLzZJbhcSgr8/jvceqveFL3yij4HoJPFgZU0NzeTnZ1NWloaQUE+GI0xY/QLpADuvhu2f3O7W25uLr1792bo0KEeeT9/4PNZM4lkTZ1kzRjJmjrJmjH2rPnj72uuEBYW1ulQiNQuJmLtv//+JCcnO25XV1ezfPlyWlpanJ43f/58NE1jypQpri3YR/j9d6i/jlEMD4e5c/U1goYNg7w8OOggePhh42d/ZWVlER0dzeDBg11brCdddBGceiq0tuqryzY2uvXt6uvrKSwslJGdivwiax4mWTNGsqZOsmaMZE2dZK1nFi1a5HT77LPP5tntf/Dd9VTLVatW7XZx0/Xr13PjjTe6tEZf4/cNkL877DB9OtyZZ+qNzz33wNSpUFSk9jrV1dWUlpZ2+RcFn2Gx6HPD4+IgKwtuu82tb2e1Whk6dCj9+/d36/v4E7/JmodJ1tRJ1oyRrKmTrBkjWeuZqKgo+vbt67httVodQzZ2PbLTE/379+fFF1/kzTffdFmNvkYaID8wYAB88AG89Rb07Qu//goTJsDbb/dsXLZ9+sro0aPp06eP+wt2t+hoeP11fXvBAvjuO7e8zZYtW9iyZYvToWbRPb/LmodI1tRJ1oyRrKmTrBkjWVOTkZHh2F6/fv0eZa1v375cddVVzJw50wWV+SZpgPyExQIXXAD//gtTpkBtLVx4IZx9NlRVdf+5mzZtoq6ujsTERM8U6wlHHw3XX69vX3QRbNni0pe3T8tLTEykV69eLn1tf+aXWXMzyZoxkjV1kjVjJGvq7FkbP368ZK2HRowY4djetm3bHr/e7bffTnV19R6/jq+SBsjPjB4NS5bAQw/pa4N+9BHstRf8/HPnz29vbycjI4Pk5GRCQ0M9WqvbPfaYPjGirEwflefC1WOLi4tpb28nISHBZa/p7/w6a24kWVMnWTNGsqZOsmaMZE1de3u7Y3Q17BiJbcSzzz7LnDlzAnqhXmmA/FBIiD4EbcUKGDsWSkth+nSYPVtfSHVn+fn5hIWFOf1lwW9ERMC770JoqL5g0muvueRlW1paHJN+goODXfKagcCvs+YmkjVjJGvqJGvGSNbU7Zw1mZbXc/n5+dx0000uea1rr72WiooKNBf+YdjXSPL82KRJ+iToSy/VD3488YS+Vqh9OEhjYyN5eXnstdde/jt9Ze+94ZFH9O0bboD8/D1+yZycHKKiohgyZMgev1agCIisuYFkTZ1kzRjJmjrJmjGSNXX2rB1//PEueb2goCCio6MD+rRNaYD8XJ8++jpBCxfCoEHwzz+w777w/PNgtWYSGxvLwIEDzS7TvWbN0sfl1dfD+edDW5vhl6qtrWXdunWkpaXJDzwFmZkBkjUXkqwZI1lTJ1kzRrKmTrJmTGZmJnFxcS7N2tSpU1m+fLnLXs/XSAMUIE4+Gdau1fuApia49lr49FMtMEZ2BgXBU0/p23/8Ae+/b+hlNE0jIyODkSNHBvR5s6oqKyvZtGlTYGTNRSRrxkjW1EnWjJGsqbNnbdSoUZI1BfaspaSkuKxpnDp1KkuWLAnoo3DSAAWQkhJ9wVSAXr3aOfDAQURERJhblCf88QecdJK+HRmpD0YwoLy8nKqqKsfsfbF79vGw48aNC4ysuYhkTZ1kzRjJmjrJmjH2rI0fP97sUnyGu7L2c1eTsQKINEABQNPghRfgkEP0gQgJCa0888zvHHvscLNLc6+dv/D16yExEVauhIkTlV/KPrIzOTm5w6rLomvr16+nubmZMWPGmF2Kz5CsGSNZUydZM0aypk6yZoxkzX2kAfJzDQ36ekDXXAOtrXDyyTbmzl3C8cePIiQkxOzy3GfXL/zUU2HVKjB4ukJhYSFBQUGMHDnSxYX6r9bWVjIzM0lNTfXvrLmYZE2dZM0YyZo6yZoxkjV17sja/PnzaW1tleuvAPnu9WPV1TB1qr44anCwvizOscdmU1UVQXx8vNnluc8ff+ij7zIy9C/88cfh5pv11WINaG5uJicnh0mTJsnITgV5eXn06dPHv7PmYpI1YyRr6iRrxkjW1EnWjHF11j777DNOsl8OIOQIkD+bPVtvfgYPhsWL4aqr6ikqKvTf6SuVlXDllXDggXrzM2SI/oXPmmW4+QHIysoiOjqamJgYFxbr3+rr6yks9OOsuYlkTZ1kzRjJmjrJmjFZWVnExMRI1hTsmrUtW7YwaNAgQ6911llnUV9fL83PLqQB8lNLl8LLL+vbH32kHwmyWq0MGzaM/v37m1qby9ls8MYbMH48vPSSfu3PhRfCmjX6F74Htm3bRmlpKWlpaa6pNUD4bdbcSLJmjGRNnWTNGMmaOnvWZFqemp2zdvTRRzN48GAqKyuVX8dms/HBBx8QGRnphip9mzRAfqixES67TN++/HK9B9iyZQtbtmzxv0k/a9fqX+BFF8HWrfo1PkuXwptv6oe+9oB9ZGdCQgK9e/d2UcH+z2+z5kaSNWMka+oka8ZI1tRJ1ozZNWs//PADoE9uO/TQQ3v8OqtXr5Yjld2QBsgPPfigPu46Lg7mzt0xfWX8+PH06tXL7PJco7YWbrkF9tkHli/Xx1vPnQurV4PCDqI7GzdupK6ujnHjxrnk9QKBzWZj7dq1/pU1D5CsqZOsGSNZUydZM0aypq67rE2bNk3pqO2+++7LLbfc4uoS/YYMQfAzq1fDE0/o2y+8AFFRUFRUTHt7OwkJCeYW5wqaBv/7H9x4I2zYoN936qnw9NMw3HVjvdvb27FaraSkpBAaGuqy1/V3xcXF2Gw2/8iah0jWjJGsqZOsGSNZUydZM6azrIWFhdHS0kJdXR2ffPJJj19L0zQ2bdrkjjL9ghwB8iNtbfrws/Z2OP10OPlkaGlpITs7m7S0NN+fvpKfD8ceC2ecoTc/CQnw9dd6Q+TC5kd/q3zCw8MZ7uLX9Wd+lTUPkqypk6wZI1lTJ1kzRrKmrqusnXvuuQD07duXzZs3d/n5u+YzIyODd9991z3F+gH5bvYj8+fD33/DgAGwYIF+X05ODv3792fIkCHmFrcnmprg/vshLQ2+/x7CwuDee/VJb8cd5/K3a2xsJC8vj/T0dDl/VoFfZM3DJGvGSNbUSdaMkaypk6wZ01XWjj/++A7P7WwxWZvNBsCiRYvQNE0GT+yGNEB+Ij9f7wkAnnoKYmOhpqaGdevW+fbIzu++0xufBx6A5mY48ki98XngAYiIcMtbZmZmEhcXx8CBA93y+v7IL7JmAsmaOsmaMZI1dZI1YyRr6rrKWltbG/fcc4/j9qxZswD9aFFnNE1j+vTp7i3WT0gD5Ac0TZ/21tQE06fDzJk7pq+MGjWKvn37ml2iuvXr9fP4jj0WCgogPl6f5/399+DGCyorKyvZtGkTKSkpbnsPf+PzWTNJRUWFZE2RZM0YyZo6yZoxkjV1XWXtu+++IzQ0lOzsbMd9c+bM6fQ1XnzxRTRNc3ut/kQaID/w6qvw88/6AZGXX9bX/CwvL6e6uprx48ebXZ6a1lZ48klITtav7QkOhptugqws/dofN/4VTtM01q5dy7hx44hw09Elf+SzWTORZM0YyZo6yZoxkjV1kjVjds1aW1sbw4cP59hjjwXgXvvpPXR+6hvAFVdc4f5C/Yw0QD5u0yZ9GjTAQw/pcwHsY6+TkpK6/GbxSsuXw777wq23Qn09HHQQ/PUXzJsH/fq5/e3Xr19Pc3MzY8eOdft7+QufzZrJ1q9fT0tLi2RNgWTNGMmaOsmaMZI1dZ1l7dZbb6W0tBSAzZs388ADD3T7GqNGjWLNmjXcdNNNWCwWli9f7va6/YE0QD7uxhuhuhr22w9uuEG/r7CwkODgYEaOHGlqbT1WWwtXXQWHHKJf3zNokH5Y65dfYMIEj5TQ2tpKZmYmqampBAcHe+Q9/YHPZc0LSNaMkaypk6wZI1lTJ1kzprOsnX/++QAcd9xxxMTEcOWVV3b7GuvWrWPChAk8/fTTAHL6YQ9JA+TDli7VL4sJCoJXXoGQEGhqaiInJ8d3RnZ+/70+5ODFF/Xbl14KOTlw8cX6F+Yhubm59OnTh/j4eI+9p6/zuax5CcmaOsmaMZI1dZI1YyRr6rrK2sSJEwH45ptvsFgsvPTSS47HkpOTu3y9Aw88kPb2dhk+0UPy3e2j2tt3HPG5/HLYe299Ozs7m5iYGGJiYkyrrUe2bYNLLoFjjoGSEhg9GhYv1ju5QYM8Wkp9fT1FRUUyslNRVlaWb2TNi9TV1VFYWChZUyRZUydZM0aypk6yZoyRrGVlZXV6/++//86KFSukaVcg/1I+6rXX4N9/oX9/ePBB/b5t27ZRWlrq/bPfv/oKUlP1L8JigeuvhzVr4PDDTSknIyODYcOGERUVZcr7+6Jt27axYcMG78+al7FarQwfPlyypkCyZoxkTZ1kzRjJmrrusnb//fc73d577727nfC2cuVKJk+e7OoS/Z40QD5oyxa46y59+/77ISZmx/SVhIQEevfubWp9XSovh3PPhRkzYONGfZz1smXwzDPQp48pJW3evJmtW7d2e1hZOPOJrHkhyZo6yZoxkjV1kjVjJGvquspae3s7/fr16zD0YPXq1eTn53f5ekuXLiUuLk7GYCuSBsjHaBpcdpneBKWmwtVX6/dv3LiR+vp6xrlxjRzDbDZ9PndSErz/vn5tz6xZ8M8/cPDBJpalT18ZP3484eHhptXha7w6a15KsmaMZE2dZM0YyZo6yZox9qwlJiY63R8VFUVtbW2H5z///PPd5vLWW2+lrKxMGiBF0gD5mFdfhc8/h7AwePddCA3VZ8ZbrVZSUlIIDQ01u0RnGRn6dLcrrtCv+9l3X1i5Ul/rJzLS1NLWrVuHzWYjISHB1Dp8iVdnzYtJ1tRJ1oyRrKmTrBkjWVO3c9ZCQkKcHquvrwdg9OjR2Gw2pk2bBsC1117bo9eW63/UyL+WD8nL2zH44JFHdkyILigoIDw8nOHDh5tX3K4aG+HOO2GffWDFCv0Ut6efhj/+gO0TTszU0tJCdnY26enpstNQkJ+f731Z83KSNWMka+oka8ZI1tRJ1ozpLmtHH300AFu2bKGsrIwlS5Z0+hq7NpyRkZG0tbW5vFZ/J6n1Ea2tcP750NAAhx0GN9+s39/Y2EheXp53TV/54Qd9tPWcOdDWBiefDJmZeve2y188zJKdnc2AAQMYMmSI2aX4jMbGRvLz870raz5AsqZOsmaMZE2dZM0YyZq63WXtvffeA/Spep2NE//mm28Afe2gne29996y9pIB0gD5iIce0s8c698f3nxzxxI5VquVuLg475j7Xl4O550HRx8NhYUwbBgsXKj/50V/WaupqaG4uJi0tDSzS/EpXpU1HyFZM0aypk6yZoxkTZ1kzZjdZa27DGZnZ3Pcccd1+ti3337rkvoCjTRAPmDlSv2UN4CXXtrRS1RUVFBWVmb+qr+trfokt6QkeO89vTu78Ub9qM/JJ5tb2y40TSMjI4NRo0bRt29fs8vxGV6TNR8iWTNGsqZOsmaMZE2dZM2Ynmbtavtkq+1Gjx4NQFJSkttqC1TSAHk5mw2uu07/eO65cOaZ+v32MYrjxo0jIiLCvAK/+QbS0/WGZ+chB/PngxfuHMvKyqiurmb8+PFml+IzvCZrPkaypk6yZoxkTZ1kzRjJmjqVrFVVVTm2X3vtNQ466KDdvv6ff/7JFVdcscd1BhrvuCBDdGnhQr2f6NMHnnpqx/0lJSW0trYyduxY84p7+GG45x59OyZGP0x18cXgpeeitre3Y7VaSU5OJiwszOxyfIZXZM3HSNaMkaypk6wZI1lTJ1kzpqdZmzx5MitXrnTcvvjiizs8Jy4ujk2bNjndN336dABefPFFuY5NgRwB8nIlJfrHadMgNlbfbm1tJSsri9TUVHMvfPu//9M/Xn21PqLussu8tvkB/cLB4OBgRo4caXYpPsNrsuZjJGvqJGvGSNbUSdaMkaypU8laRUUFAAsWLOj08VtvvZWS7b8U7jp5Lzs7W5ofRdIAebl999U//vPPjvtyc3Pp06cPcXFxptQE6Ke7FRfr2w8/DFFR5tXSA01NTeTm5sqkH0VekTUfY89aWlqaZE2BZE2dZM0YyZo6+RlqTG5uLn379u1R1j777DMAXnrppU4f//vvvx1rB9lsNsf9FRUVckqiAdIAebmJE/WZAqWl+n91dXUUFhZ6106otdXsCnYrKyuLmJgYoqOjzS7FZ3hl1nyAPWsxMTFml+IzJGvGSNbUSdaMkZ+h6uxZ6+kfKOxT9TIyMhz3WSwWWrf/jrV48WLmzp3b4fN2XVBV9Iw0QF6uTx844AB9+/nn9TGKI0aMIMrsIy79+8N+++nbzz1naim7U1VVxYYNG0hNTTW7FJ/iNVnzIZI1YyRr6iRrxkjW1EnWjDGStSOOOMLptqZpTg3Obbfd5rL6Ap00QD5g9mz943PP2Vi3bpv3jEO84w794zPP6KfEeSH7yM4xY8bQu3dvs8vxGZs3b2br1q3ekzUfIFkzRrKmTrJmjGRNnWTNGKNZe/fddzvc97///c/ptjRBriENkA+YMQPS0jTq6oJYuXI/wsPDzS5Jd/LJkJYGNTXw7LNmV9OpDRs20NDQwLhx48wuxWfYbDYyMjJISkrynqz5AMmaOsmaMZI1dZI1YyRr6vYka4MHD3ZsH3vssQCcfvrpTs/5z3/+s+dFCmmAfEFQEFx44RYAvvhiIJpmckF2QUE7xmDPn683Ql6kra0Nq9VKSkqKnCOrYN26dWia5liATeyeZM0YyZo6yZoxkjV1kjVj9jRrDzzwAADffvut474ff/zRsT1mzJg9K1AA0gD5hJaWFhISVhMRoZGfb+GPP8yuaCennw4pKfopcF52LVB+fj4REREMGzbM7FJ8RktLC9nZ2aSlpXUYsym6JllTJ1kzRrKmTrJmjGRNnSuydtddd3W4Ly8vj6OPPhpAjmC6iOwJfEB2djZDh0Zx2mn6FJG33jK5oJ0FBcHdd+vbTz0FtbXm1rNdQ0MD+fn5Mh5WUXZ2NgMHDmTIkCFml+IzJGvGSNbUSdaMkaypk6wZ44qs7bxe0OztF4FfffXVjmlwwjWkAfJyNTU1FBcXk5qayoUX6vd9+CG0tJhbl5Mzz4TERKishP/+1+xqAMjMzCQ+Pp6BAweaXYrP2Dlroucka+oka8ZI1tRJ1oyRrKlzZdYWLlwI4Fj4FOCnn35ybE+bNm2P3yPQSQPkxTRNY+3atYwePZq+ffty+OEQH6/3Gd98Y3Z1OwkO3nEU6Mknob7e1HIqKiooKysjOTnZ1Dp8ya5ZEz0jWVMnWTNGsqZOsmaMZE2dq7N28sknA/DBBx847hswYIBj+4wzztjj9wh00gB5sbKyMmpqahwr/AYHw7nn6o/dfTds3Wpicbs65xwYMwa2bIFOxjh6in0nlJiYSEREhGl1+JpdsyZ2T7JmjGRNnWTNGMmaOsmaMe7I2q7//lVVVSxYsACA8vJyl71PoJIGyEu1t7eTkZFBcnIyoaGhjvtvuAHi4sBqhaOOgqoqE4vcWUgI2EczLl5sWhklJSW0trbKlBQFXWVNdE+ypk6yZoxkTZ1kzRjJmjp3ZW3p0qWA82js448/HoAHH3yQxSb+ruUPpAHyUoWFhYSEhDBy5Ein+4cN0/uLwYNh9Wo45hgvmj5tPyd1yRLMmNXd2tpKVlYWqampThcRiu51lTXRNcmaMZI1dZI1YyRr6iRrxrgra/vvvz+gL6o6fPhwAE477TTH4/vtt59L3y/QSAPkhZqamsj5f/bOPLyJan3Ab7rSsrSUQktZW+jeqoDsXpDdBXBHRVTcvSKK4MVd0Yu4ooj+3LjuiLijoigCAiIgq9qkG10oULpBSxe6N/P7Y0igtJTONMlkkvM+T55OJpOZL+3bk3w553wnLY3ExMRmq6/ExsK6ddClC+zYARdfDBUVGgR6OkOGQLt2UFgIqakOv3x6ejodO3ake/fuDr+2Xjmba4LmEa4pR7imDuGacoRr6hCuKcferlkWQX344YcB2Lt3r7UXaO/evTa/njshEiAnJCUlhZCQEIKDg894TGIi/PorBAbC1q0wZQpUVjouxmbx9YURI+TtjRsdeumKigqys7NFyU6FJCcnn9U1QWMqKirIysoSrilEuKYc4Zo6hGvKEa6pw96uvfvuuwDMmjXLuu/6668HTiZFAnWIBMjJKCkpITc3t1VlFAcMgF9+gY4d5Xzj8suhutruIbbMqcPgHIjJZKJXr14EBAQ49Lp6pqSkhMOHD4vysAoxGo307t1buKYA4Zo6hGvKEa6pw2QyCdcU4gjXTq38NnnyZADuuOMOALZv326367oDIgFyIizVV/r164e/v3+rnjNkCPz8M7RvL/cIXXUV1NTYOdCWGD1a/unAeUCFhYUcPXqUmJgYh1zPFVDjmkB2rbi4WLimAOGaOoRryhGuqUO8hyrHka7997//BWDAgAEAVFVV4eXlZddrugMiAXIicnNzqaqqIjIyUtHzRoyAH38EPz95faBbbrFTgK3h1HlA//xj98uZzWaSkpKIjo7G19fX7tdzFdS65s4I19QhXFOOcE0dwjXlCNfU4UjXHnnkEeBkIgQn5wYJ1CMSICehvr4ek8lEXFycqsx+9Gj4/nswGOCzzyAvzw5BtoZ27WD8eHn7ppvsXp0hOzsbgPDwcLtex5Voq2vuinBNOcI1dQjXlCNcU4dwTTmOdu3UinwPPfQQIC+Q2q5dO7tf25URCZCTkJGRgZ+fHz179lR9jvHjYeBAeXvdOhsFpoY334SQELkHaMYMMJvtcpmamhpr9RUPD6Fya9m3b1+bXXM3hGvqEK4pR7imDuGacoRr6tDCte+++w6QS25bsCSvAnXY3Pi33nqLc845h06dOtGpUyeGDx/OmjVrrI9LksSCBQsICwvDz8+PCy+8EJPJ1OgcNTU1zJ49m+DgYNq3b8/UqVM5dOiQrUN1GiorK8nIyLBJGcUJE+Sfa9faIDC19OoFq1bJVeG++w4ee8wul0lNTSUoKKjRImGClqmsrCQzM1OUh1WIcE05wjV1CNeUI1xTh3BNOVq5NnXqVAC+/PJL674HH3zQYdd3RWyeAPXs2ZPnn3+eXbt2sWvXLsaOHctll11mTXJefPFFXnnlFd544w127txJaGgoEyZMoLy83HqOOXPm8O2337Jy5Uq2bNlCRUUFkydPpqGhwdbhOgUmk4mwsLBG1T7UYkmA1q3TZC3SkwwbBu+/L28//zx8/LFNT19WVsaBAwdISEiw6XldHVu65i4I19QhXFOOcE0dwjXlCNfUoaVrUVFRALz55psAfPrppw6PwZWweQI0ZcoULrnkEqKiooiKiuLZZ5+lQ4cObN++HUmSWLJkCY899hhXXnklCQkJfPTRR1RWVrJixQoASktLee+991i8eDHjx49nwIABLF++nKSkJNZpOq7LPhw5coSCggLi4uJscr6RI+ViCPn5YDTa5JTqmT79ZO/PHXfICxbZAEv1lfDwcDp06GCTc7oDtnbNHRCuqUO4phzhmjqEa8oRrqlDa9dWrVoFwNKlSzW5vqth10GfDQ0NrFy5kuPHjzN8+HCys7PJz89n4sSJ1mN8fX0ZPXo0W098ON69ezd1dXWNjgkLCyMhIcF6jKsgSRJGo5GoqCibTWbz9T1ZiVrTYXAWnnkGrrgCamvhkktgw4Y2nzIvL4+ysjKio6NtEKB7YA/X3AHhmnKEa+oQrilHuKYO4ZpynMG12NhYQB662KdPH01icCXsUr4iKSmJ4cOHU11dTYcOHfj222+Ji4uzJjAhISGNjg8JCSEnJweA/Px8fHx8mnQvhoSEkJ+ff8Zr1tTUUHPKAjhlZWUA1NXVUVdXZ5PXZWsOHjxIbW0tvXv3tmmM48Z58PPPnrz1lsRNN9UTGGizU6vj/ffxLCrCY8sWpIsuouHdd5FuuEHVqRoaGjAajdaG21n/ts7GgQMH7OKaKyNcU4dwTTnCNXUI15QjXFOHs7h29dVX89VXXzFv3jzuu+8+zeJwBQySZPuZIrW1tRw4cIBjx47x9ddf87///Y9NmzZx7NgxRo4cyeHDh+nevbv1+DvuuIODBw/y888/s2LFCm655ZZGyQzAhAkT6NevH2+//Xaz11ywYAFPP/10k/0rVqxwuwXRysu9mTv3QoqK/Bk8OI9HHtmB1gVePGprGfjaa/T44w8Akm+4gX1XXy3X7RYIBAKBQCAQtEhFRQUzZswA4JVXXmHu3LmUlpbSqVMnjSPTH3ZJgE5n/Pjx9OvXj4ceeoh+/fqxZ88e64q2AJdddhmBgYF89NFHbNiwgXHjxlFcXNyoF+jcc8/l8ssvbzbJgeZ7gHr16sWRI0ecUoyUlBRKS0sZOnSoXSqJ7N5t4MILPampMbBgQQOPPmqfUtSKMJvxePRRPF95BYCG22/HvHQptLKOfnV1NRs3bmTIkCEEBQXZM1KXwt6uuSIW1wYPHkyXLl20Dkc3CNeUI1xTh3BNOeI9VB3O5pqPjw8ABQUFhISEiARIJQ5ZLUySJGpqaggPDyc0NJRff/3VmgDV1tayadMmXnjhBQAGDRqEt7c3v/76K9OmTQPk8apGo5EXX3zxjNfw9fVtdhVjb29vvL297fCq1FNeXk5OTg6jR4+2imxrhg2Tl+O57TZ4+mlPhgzx5OKL7XIpZSxeDBERcN99eP7vf3gePgyffw6tmIiZlJREaGhokyGUgjPjCNdcEYtroaGhWoeiG4Rr6hCuKUe4pg7xHqocZ3Tt2Wef5bHHHuP1119v9vHDhw+TkJBA+/btOXjwoIOj0w82Hxj16KOP8vvvv7N//36SkpJ47LHH2LhxIzfccAMGg4E5c+awaNEivv32W4xGIzNnzsTf35/p06cDEBAQwG233ca8efNYv349e/fuZcaMGSQmJjJ+/Hhbh6sJJpOJ3r172z1jv/VWuOsuuRz2DTfAKetnacusWfDNN3K5up9+kqs2tDC/C6CkpITDhw8THx/voCBdA0e55koI19QhXFOOcE0dwjXlCNfU4YyuPfTQQwAsXLiw0f5Dhw7Rvn17evToQUlJCcePH9ciPN1g8wSooKCAG2+8kejoaMaNG8eff/7Jzz//zIQTC9TMnz+fOXPmcM8993D++eeTm5vL2rVr6dixo/Ucr776KpdffjnTpk1j5MiR+Pv788MPP+Dp6WnrcB1OQUEBxcXF1moe9ua112DoUCgpgSuvhMpKh1z27Fx2Gfz2G3TtCnv2yF1WKSnNHmop2dm/f3+3m8/VFhztmisgXFOHcE05wjV1CNeUI1xTh7O6dvpn4YMHD+Lt7U2vXr2oPPEhb9u2bRQXF2sRnm5wyBwgLSgrKyMgIMCpxkaazWZ+++03+vbtS79+/Rx23UOHYOBAKCqCmTPhgw8cdumzk5kJF18M+/ZBYCB89x2MGtXokIMHD5KcnMy4cePwauV8IXdHK9f0jnBNOcI1dQjXlCNcU4dwTTkW18LDw4mIiNA6nCasXr2aKVOmNNm/Y8cOBg8erEFE+kPj2mDuRXZ2NgDh4eEOvW7PnvDFF+DhAR9+CJ984tDLt0y/fvICqSNGwLFjMGECrFxpfbi+vp7k5GTi4+NFw60ArVzTM8I1dQjXlCNcU4dwTTnCNXVYXOvbt6+2gTRDZmZmk+Rn9+7dSJJkTX6Ki4sZM2YMv/76qxYh6gKRADmImpoaUlNTSUxMxEODmtQXXghPPSVv//vfkJbm8BDOTHAwrFsHV10lL5h6/fXw4osgSezbtw9/f3969OihdZS6QWvX9IpwTTnCNXUI15QjXFOHcE05zupaeno6BoOB/v37N9pfWlrKwIEDAThy5Ai9evWiS5cubNy4kRUrVmgRqi5wnr+si5OamkpwcDDdunXTLIbHHoMxY+D4cbj2Wqiu1iyUpvj5yd1UDzwg33/oIeruuous9HQSEhKcovSkXnAG1/RGZWUlmZmZwjWFCNeUI1xTh3BNOcI1dTiba6WlpRgMBuvitSBX9CstLbXeLywspHv37nTt2pVDhw4B8Msvv/CBU815cC5EAuQASktLOXjwoObVVzw9Yflyue7A33/DvHmahtMUDw945RVYsgQMBryXLeOCV16hs5OUntQDpaWlHDhwQHPX9IbJZKJHjx6N1h4TtIxwTR3CNeUI19QhXFOOM7r22muvWbdNJhOSJJGQkGDd17dvX0JCQsg/UU13/fr1SJLExIkTHR6rnhAJkJ2RJAmj0Uh4eDgdWrHWjb0JC4OPP5a333wTvv5a23ia5f77KXv/fRp8fAjYvFnutioo0Doqp8fiWkREhFO4pheOHDlCQUGB01X6cWaEa+oQrilHuKaOI0eOUFhYKFxTgLO6Nm7cOABmzZpFXFwcIK/107NnT0AucQ6wceNGJEli7NixAFRUVPDmm29qELE+EAmQncnLy6O8vJyoqCitQ7Fy0UUwf768fdttcGKun9MgSRK7+/Th8CefQJcusHMnDB/uZBOXnA9ndM3ZsZSHjY6Opl27dlqHoxuEa8oRrqlDuKYci2tRUVHCNQU4q2vDhg0D4Ntvv2201k95eTkgD3WTJInRo0cDchXkc889l44dOzJr1iwyMjI0i92ZEQmQHWloaMBkMhEbG4u3t7fW4TRi4UJ56Z3SUrjuOrn2gLOQk5NDQ0MDYVddBdu2yZXisrPlSnFbtmgdnlPizK45MxbXnLHMqbMiXFOHcE05wjV1CNeU48yuWdb9OXz4cKO1ftatWwecTJBKS0uJi4sjICCAf/75B4CvvvqqSdEEgYxIgOxIZmYm3t7e9O7dW+tQmuDtLVebDgyEHTvkAgnOQF1dHSkpKcTHx8v/9JGRcpnsoUOhuBjGj4cvv9Q6TKfDmV1zVpq4JmgVwjXlCNfUIVxTjnBNHXpybceOHY1KXpeUlBAZGUlgYCApJxaUX7VqFZIkcdVVV2kZqlMjEiA7UVVVRXp6OomJiU5bfaVPH3j/fXn75ZdhzRpt4wFIS0sjICCA0NDQkzu7dYMNG+Cyy6CmBqZNg8WLwTXX8FWMHlxzRpp1TdAiwjV1CNeUI1xTh3BNOXpyzWw2N1rrB+QiCJZhbqtXr0aSJC677DLNYtQLIgGyEykpKYSGhtKlSxetQ2mRK66Ae++Vt2+6CXJztYulvLyc7Ozs5kt2+vvLFRsswT74INx/PzQ0OD5QJ0MvrjkTLbomOCPJycnCNYUI19QhXFOOcE0dengPvf766wE51iNHjtCzZ89GCwKvWbMGSZK49NJLtQpRd4gEyA4UFxdz+PBha7UOZ+ell2DAADhyBG64QbucwmQy0adPHzp16tT8AZ6esHSp3F0F8PrrcPXVcGI8rDuiN9echbO6JmhCcXExeXl5wjWFCNeUI1xTh3BNOXp5D73iiisAiI+Pp2vXruSe8m11aWkpF110UbPPszixdOlSh8SpJ0QCZGMsZRT79++Pv7+/1uG0inbt4PPPoUMH2LQJ/vtfx8dQUFBAcXExMTExLR9oMMgLGH3xBfj6wqpVMHYsFBU5JE5nQo+uOQOtdk1gRbimDuGacoRr6hCuKUdPrl188cWN7q9fv77RQqinIkkSzz//PAaDgYSEBA4cOMAaZ5jj4GSIBMjGHDp0iKqqKt1V3YiMhHfekbefeQZ++81x1zabzRiNRmJiYvBp7aKn11wD69ZBUBD8+adcJnvfPvsG6mTo1TUtUeWaQLimAuGaOoRryhGuqUNPrp26LtGpa/2cSm5uLomJiXh4ePDII48AEBYWRnp6ukiAmkEkQDakvr6e5ORk4uPj8fLy0jocxUyfDrfeKtcWuOEGKCx0zHWzs7MxGAz07dtX2RMvuECuEBceDpmZchK0bZtdYnQ26uvrMZlMunVNK1S75sYI19QhXFOOcE0dwjXluJJrn3/+OQaDgZ49e2I0GgGYP38+9fX15ObmEhkZqXGEzolIgGzIvn378Pf3p0ePHlqHopqlSyEuDvLy5KIIZrN9r1dTU0NqaioJCQl4eKjQMTpaTnrOPx+OHpWHw33zje0DdTL27dtnXQxN0Dra7Jqbkp6eLlxTiHBNHcI15QjX1KH399DS0lJries777zTun/79u1IksQLL7xgLYO+Z88e3rEM8RFYEf8tNuL48eNkZmbqooxiS7RvL88HatcOfvnlZL0Be5GamkpwcDDdunVTf5KQENi4ESZPhupquTDCa6/ZLEZnw1VcczQ2cc3NOH78OFlZWcI1hQjXlCNcU4dwTTl6fQ8dPXo0AAaDgcDAQOtCqNdccw2VlZVIksTQoUMBeVjkk08+icFgYNCgQdx9991IYumQRogEyEaYTCZ69OhBYGCg1qG0mYQEuScI5AVS7TWqrLS0lAMHDhAfH9/2k7VvD99+C//+tzyGb84ceOAB+3dhaYArueYobOqaGyFcU45wTR3CNeUI19ShV9csleAsrFy5EoD//e9/+Pn5AbB//3769euHp6cn/z1R0SoqKor9+/frKtlzBCIBsgFHjhyhqKiI2NhYrUOxGbffDtddB/X18s+SEtueX5IkkpKSiIiIaDS5r014ecH//R+88IJ8f8kSedHUqirbnN8JKCoqcjnX7I1dXHMDhGvKEa6pQ7imHOGaOvTs2uWXX27dliSpUWW4d999F4PBQHh4OFlZWQAsWLCAhoYG0tLS6NOnj6PDdXpEAtRGLI1QVFQU7dq10zocm2EwyFXh+vWDAwfgttvkjhVbkZeXR0VFBVFRUbY7KciBz58PK1aAj4+8eOr48fIiRzrHUrLT1VyzN3ZzzYWxVJUSrilDuKYc4Zo6hGvK0ft76OlJTHFxMQABAQHcddddAPj5+bF3714kSeKpp56yzgurqKhwbLA6QCRAbSQnJ4eGhgYiIiK0DsXmdOokzwfy9pZHl/3f/9nmvA0NDZhMJmJjY/H29rbNSU/n+uth7VoIDJQrxY0YIVeK0zGu7Jq9aGhowGg02tc1F0S4phzhmjqEa8oRrqnDlVyz9PZYuP3226murqayspLzzjsPkCvdPfDAAxgMBjp27MiiRYs0itY5EQlQG6itrSUlJYX4+HhrtQ1XY9AgeOkleXvePNi7t+3nzMjIwNvbm969e7f9ZC0xerSc/PTpI68RNHw47Nhh32vaCXdwzR5kZGTg4+Njf9dciNraWlJTU4VrChGuKUe4pg7hmnJc+T20tLSUZcuW4evrC0BaWhohISF4e3uzZMkSAAYMGMB//vMfDaN0PkQC1AbS0tIICAggNDRU61Dsyn33wdSpUFsrT6kpL1d/rqqqKvbt2+e46iuxsXIVh4EDoagILrwQvv/e/te1Me7imi1xuGsugnBNOcI1dQjXlCNcU4eruVZYWEhpaan1viRJvPrqqxgMBmJiYig8sZDj4sWLMZvN7NmzR/QWnoZIgFRSXl7O/v37SUhIcPlGyGCADz6AXr0gI+NkoTU1JCcnExoaSpcuXWwbZEt07w6bNsHFF8sFEa64wnbj+RyAO7lmSzRxTecI19QhXFOOcE0dwjXluJJrQUFBAOzatcu6b/To0Xh4eDB37lwAgoODSU5ORpIk5s6dq/vXbC9EAqQSo9FInz596NSpk9ahOISgIPjsM/D0hE8/hQ8/VH6O4uJi8vLytCnZ2aGD3PNz++1yaex775WLJTh5mWzLpE13cs0WaOqaThGuqUO4phzhmjqEa+pwJdcs83uefvppAgICAPjrr78AuP/++6mrq9NtlTtHIxIgFRQUFFBSUkJMTIzWoTiUkSPhRFl5Zs2C5OTWP9dSLS8yMtJar97heHnBu+/Cs8/K9196CaZPlxdPdVLc1bW2YHGtf//+2rmmQ4RryhGuqUO4phyneA/VIa7m2oABAwD4888/rft+/vlnJEliyZIleHl5aRWa7hAJkELMZjNJSUnExMTg4+OjdTgO56GHYMIEeSTZtddCZWXrnnfw4EFqamro16+ffQM8GwYDPPoofPKJXN7u889h4kQ4UU7SmbCUh3VX19Rica1///5ah6IbhGvqEK4pR7imDqd5D9URrvh5zdIDBJCbmwvA8OHDNYpG34gESCFZWVl4eHjQt29frUPRBA8POXcIDQWjEebMOftz6urqSE5OJj4+3nm+nZgxA37+Wa71/fvvcpns7Gyto2qEu7umBqd0TQcI15QjXFOHcE05wjV1uKJrw4YNs26LBXDbhkiAFFBTU0NaWhqJiYnWxaXckZAQWL5c7kxZtgxWrmz5+H379tG+fXvCwsIcE2BrGTsW/vgDevaEtDS5TPYpEwu1RLimDqd1zYkRrqlDuKYc4Zo6hGvKcVXXTl3DSLLl6vRuiOtY4QBSUlIIDg6ma9euWoeiOePGwWOPydt33ilXh2uO48ePk5WV5bwlOxMSYPt2OPdcKCiQ1w5avVrrqIRrKnB615wU4ZpyhGvqEK4pR7imDld17dRkzmQyaRiJ/hEJUCspLS3l0KFDJCQkaB2K0/DUU/Cvf8nrAl13HdTUND3GZDLRs2dPAgMDHR5fq+nRAzZvlucCVVbCZZfBO+9oFs6xY8c4ePCgcE0hJpOJHj16OLdrToZwTR3CNeUI19Shi/dQJ8NdPq/98MMPWoega0QC1Aos1VfCw8Np37691uE4DV5esGIFdOkCu3fDww83fryoqIiioiJ9VF/p1Enu+bnlFrk09t13wyOPOLxMtqU8bEREhHBNARbXROnP1iNcU4dwTTnCNXXo6j3USXCnz2urnWC0ip4RCVArOHz4MBUVFURFRWkditPRs+fJNYGWLJGX2oGTlX6io6Np166dVuEpw9sb3nsPnn5avv/883Djjc13bdkJ4ZpydOmaEyBcU45wTR3CNeUI19ThTq4ZjcazHlNRUcHNN9/M95YPZwIrIgE6Cw0NDZhMJuLi4vD29tY6HKdk8mQ4sQAxM2fCgQOQk5NDQ0NDowl7usBggCeflLM6SxfXpElQUmL3SwvX1KFb1zREuKYO4ZpyhGvqEK4pR7h2ks2bN2MwGOjYsSMff/wx8+fP1zokp0MkQGchIyMDX19fevXqpXUoTs1zz8HgwXKecP31ZkymNBISEvRbfeXmm+Gnn6BjR9i0CS64AHJy7HpJ4ZpyamtrSU1N1bdrGiBcU45wTR3CNeUI19ThLq4FBwc3u7+uro7Zs2djMBgYPXq0df9XX31Famqqo8LTDeI/qwWqqqrYt2+fqL7SCnx85HLYnTrB1q0efPllAiEhIVqH1TYmTIAtW+QiCcnJMGwY7Nljl0sJ19SRlpZGQECA/l1zIMI1dQjXlCNcU0daWhqBgYHCNQW4k2uJiYmN7qemphIUFISPjw9vvPEGAEOHDqWgoABJkrjqqqu0CNPpEQlQCyQnJ9O9e3eCgoK0DkUXRETA0qWVAHzySQ/WrXOBRuicc+Qy2YmJkJ8Po0bBmjU2v4xwTTllZWXs37+fhIQEl3/DsyXCNeUI19QhXFOOxbX4+HjhmgLcybXTE6ChQ4dScmKY/tKlSzGbzWzfvp1u3boBcgXGXU6yxqEzIRKgM1BcXExeXh5xcXFah6IbJEkiMvIvrrnmKJJk4Oaboa5O66hsQM+e8Pvv8uJHx4/DlCnw0ktgo0XIhGvKsVSV6tu3L506ddI6HN0gXFOOcE0dwjXlCNfU4U6uHT58mK+//rrRvtDQUNLT05EkyToEDuD999/HYDDQuXNnBg8eLBZOPQ2RADWDpYxiZGQkfn5+WoejGwoKCigtLWXZso507Ah5eZCernVUNiIgQJ4TNHMmNDTA/Plw+eVtLo4gXFOHxbXo6GitQ9ENwjV1CNeUI1xTh3BNOe7mWo8ePcjNzbVugzxkMjIyEoCamhouuugiDAYDt912m/V5a9euFT2KpyESoGY4ePAgNTU19O/fX+tQdIOlZGdMTAwBAT5YvohxqYWKfXzg/ffh7bfl7e+/h4EDoQ1dy8I15Zzqmo+Pj9bh6AbhmnKEa+oQrilHuKYOd3atb9++1u29e/fi5eVFu3bt+OWXX6z7//jjDyRJYsKECRpE6NyIBOg06urqSE5OJj4+Hk9PT63D0Q1ZWVl4enrSp08fAOLj5f0ulQCBXCb7rrtg2zZ50tP+/TByJLz5puIhccI1dWRlZeHh4WF1TXB2hGvqEK4pR7imjtPfQwVnx91dS05OBiAgIICBAwfS0NAAQM+ePTly5AiSJDFixAgtQ3RqRAJ0Gvv27aNDhw6EhYVpHYpuqK6uJi2tcdnrhAT5MZdLgCwMHAi7d8MVV0BtLcyaBdOnQ3l5q08hXFOOxbXExERRHlYBwjXlCNfUIVxTTnPvoYKz4+6ulZw2BP+qq66itraWgwcP0qVLFwCWLVuGwWDAYDCwZMkSDaJ0XsR/2ikcP36crKwsUelHIampqXTt2pWuXbta97lsD9CpBAbC11/D4sXyoqkrV8L550NS0lmfKlxTR3OuCVpGuKYO4ZpyhGvqEK4pR7h2koULFyJJEl999RXe3t5UVlYyevRoDAYDd955p/W4mTNnahekEyISoFMwGo307NmTwMBArUPRDceOHePQoUPEWzKeE1ju7tsHNTUaBOYoDAaYO1deLLVnT7nqw9Ch8OGHLT5NuKacM7kmaBnhmnKEa+oQrilHuKYOd3Ottrb2jIne7NmzAdi6dSsGg4H27duzefNm6+O7du1CkiS3+V21FpEAnaCoqIgjR44QGxurdSi6wVKyMyIigvbt2zd6LCxMLpzW0OBCleBaYsQI2LsXJk2Cqiq45Ra47TaorGxyaGFhoXBNIZZKP825JjgzwjXlCNfUIVxTjnBNHe7oWk5Ozhkfe/jhhzEYDIwcOdK6r1evXhQVFSFJEoMGDXJEiLpDJEDI1VeSkpKIjo7G19dX63B0w+HDh6moqLCWXzwVg+FkL5DR6ODAtCI4WC6V/d//goeHXDFu2LBGGaCl0o9wTRmHDx/m+PHjzbomaB7hmjqEa8oRrqlDuKYcd3XNUuXOUur71Llib731lnXbMg/owIEDBAcHOzZInSESIOTM2mw2ExERoXUouqG+vh6TyURcXBze3t7NHuMW84BOx8MDHn8cfv0VunWT5wOdfz58+SUgXFNDa1wTNEW4phzhmjqEa8oRrqnDXV2zDH+rqqoC5ETwVF5++eVG84AANm7caC2A8NNPPzk2YB3g9glQbW0tKSkpovqKQjIzM/H19aVXr15nPMYtEyALY8fCX3/BqFFyZbhp02i45x7S/vlHuKaQ1rgmaIxo19QhXFOOcE0dwjXlCNeap7S0lHnz5lnvv/XWWxgMBsaMGWPdN378eC1Cc2rc3qDU1FQ6d+5MSEiI1qHohqqqKvbt20diYmKL1VfcOgEC6N4d1q+HRx4BwPOtt7jgkUcIOfENjuDstNY1QWNEu6Yc4Zo6hGvKEa6pQ7h2ktOLZtTX13PnnXdiMBi45557rMcUFhYiSZJYXLcZ3DoBKisrIycnR5RRVEhycjLdu3cnKCioxeMs/5+ZmVBd7YDAnBEvL1i0iMovvqC2Qwc6pKRgGDQIVq/WOjJdYDKZWuWa4CSiXVOHcE05wjV1CNeUI1yjURW36lM+VI0ZMwZvb2+WLVsGwA033EBNTQ1Go1GUVm8Bt02ALBXM+vbtS8eOHbUORzccPXqUvLw84uLiznpsaCh07gxmM6SmOiA4J0WSJP7q0YOsr76SS2SXlMCUKfDww1Bfr3V4TsvRo0fJz89vlWsCGdGuqUO4phzhmjqEa8oRrsmMGjXKun1qVbg9e/YAJ+cBLV++XPT4tAK3TYAKCgooLS0lOjpa61B0g6VkZ2RkpLUSSUsYDJCQIG+3Ym1Ql8XiWsSYMbB5M9x3n/zACy/AhAmQn69tgE6IUtcEMqJdU45wTR3CNeUI19QhXJMZPXq0dbv+lC9Pv/jiCwYNGsSDDz7I//73Py1C0yVumQA1NDRgNBqJiYkRWbICDhw4QG1trbUcY2s47zz559699onJ2Wnimo8PvPYafPEFdOgAGzfCwIGwZYvWoToValxzd0S7pg7hmnKEa+oQrilHuHaSESNGNLq/bds2AKZNm8bu3bsBuQy2oHW4ZQKUlZWFp6cnffv21ToU3VBXV2etvuLp6dnq5w0cKP880UPrdpzRtWuugV27IC4O8vLgwgvh1VdBkrQI06lQ65q7I9o15QjX1CFcU45wTR3CtZOcf/75je4PHz7cur1o0SIkSaJz586ODku3uF0CVF1dTXp6ultPpFNDeno6HTp0oHv37oqeN2CA/POvv9zvs/1ZXYuOhj//hOuvh4YGmDsXpk2DsjLHB+tEqHXNnRHtmjqEa8oRrqlDuKYc4VpjvLy8mt2fn5/PIyeqzQpaj9slQCkpKXTt2lVUxlBARUUF2dnZqkp2xsXJo75KSyE7204BOimtcq1DB/j0U3jjDfD2hq++giFD3LZ2eEVFBVlZWaI8rEJEu6Yc4Zo6hGvKEa6pQ7jWmG+++abR/fXr1wNY55M98cQTGAwGPvjgA4fHpkfcKgE6duwYubm5TeqnC1rGZDLRq1cvAgICFD/X2xsSE+VtdxoGp8g1gwFmzZILJPTsCWlpchK0YoX9A3Uy2uKauyLaNXUI15QjXFOHcE05wrWTFBUVYTAYmszvsVQS/PvvvzEYDCxcuBBoOldI0DxukwBZqq9ERETQvn17rcPRDYWFhRw5coSYmBjV57AMg3OXQgiqXRs2TM4SJ0yAykq44QaYPRtqa+0XrBNhcS02NlbrUHSDaNfUIVxTjnBNHcI15QjXTnLbbbfRrVs3ADw9PRsVgkg6UV7XUh57zJgxNDQ0uH21vNbiNglQbm4ux48fJyoqSutQdIPZbLZWX/H19VV9HncrhNAm17p2hTVr4Ikn5PtvvAGjRsHBg7YN0smwlWvuhmjXlCNcU4dwTTnCNXUI1+T1ogwGA++//z4Av/zyC/X19Y3WApo4caJ1OyMjgw0bNuDh4TYf69uMW/ym6uvrSU5OJj4+/oyTyARN2b9/P5IkER4e3qbzWHqA9uxx/UII9fX1mEymtrnm6QnPPAOrV8sryf75p/xL/PVX2wbrRNjKNXfCJq65IcI15QjX1CFcU45wTSY5ORmQe33MZrM12UmwLK54CqWlpfTr1w+An3/+GYPBwJdffum4YHWKWyRAGRkZ+Pr60rNnT61D0Q21tbWkpqaSkJDQ5m8UzjkHPDygsFCu+OzKZGRk0K5dO9u4dumlsHu33IV29ChMmgQLF4LZ3PZzOxG2dM2dsKlrboJwTR3CNeUI19SRkZGBn5+f27t2wQUXAPI6SAaDgYaGBkaNGsWSJUusx5y6MOqxY8cwGAxcfPHFAAQGBjoyXF3i8v+VlZWVZGRkiOorCklNTSUoKIiQkJA2n8vfHyxTiFx5HpBdXAsPhz/+gDvukLvPnngCpkyB4mLbnN8JSE1NpXPnzjZxzV0Q7Zo6hGvKEa6pw5bvoe6CxTVR9ppGr//TTz/Fy8uL33//vdExKSkpADz00EON1v85cuQIEyZMcEygOsblE6DU1FS6d+9OUFCQ1qHohrKyMnJycmxafcUyD8iVE6Dk5GT7uNauHbz7Lrz/vrz9008waJDcO6RzLK41160vODN2c82FEa6pQ7imHHu8h7oDwrXGDBkyBIAZM2YAcplr6ZR5BIWFhQC8/fbbAKxatQpJkujSpYuDI9UnLp8AFRYWWksFCs6OJEkYjUbCw8Pp2LGjzc576jwgV+To0aPk5+fb17VbboFt26BfP9i/H0aOhGXLdDuxylLpx9auuToOcc3FEK6pQ7imHOGaOoRrTZkzZ451u7y8nGeeeabZ4y6++GLMZjOXXXaZgyJzDVw+Aerfv791kSjB2cnPz6e0tNTmZRRduQfI8oYXFRVlf9fOOw927YKpU6GmBu68E269VS6brTPy8/MpKysTJTsV4FDXXAjhmnKEa+oQrilHuNY81113nXW7Q4cOACxatKjJcStXrnT7IYNqcPkESFRfaT0NDQ2YTCZiY2Px9va26bnPO0/+uX+/S01fAeDAgQPU1dVZq7DYncBA+PZbeP55ubrEhx/CiBGQkeGY69uAhoYGjEajXVxzZRzumgsgXFOHcE059nwPdWWEa81zalJjMpkwGAw89thjGkbkWrh8AuTp6al1CLohKysLT09P+vTpY/NzBwbK8/kB/vrL5qfXjLq6OlJSUoiPj3esax4e8NBDsG4ddOsGf/8N558P333nuBjaQFZWFl5eXnZxzVXRzDWdI1xTjnBNHfZ8D3VVhGstM2zYMKD58teCtuHyCZCgdVRXV5Oenm7XSj+uuCBqeno6HTt2pHv37toEMGaM/AsdMQJKS+Hyy+Hhh6G+Xpt4WoEjXHNFNHdNhwjX1CFcU45wTR3CtZY5dR6Qhblz5za6X1BQ4KBoXAu7J0DPPfccBoOh0R9RkiQWLFhAWFgYfn5+XHjhhZhMpkbPq6mpYfbs2QQHB9O+fXumTp3KoUOH7B2u25KSkkK3bt0IDg622zUshRBcZR5QRUUFWVlZ2pfs7NEDNm4Ey//YCy/AhAngpI2iI1xzNZzGNZ0hXFOOcE0dwjXlCNfOTkVFhXX79ttvR5KkJkMFJ02a5OiwXAK7JkA7d+7k3Xff5Zxzzmm0/8UXX+SVV17hjTfeYOfOnYSGhjJhwgTKy8utx8yZM4dvv/2WlStXsmXLFioqKpg8eTINDQ32DNktKSkpITc31+4lO12tEILJZKJ3794EBARoHQp4e8Orr8Lnn0OHDnJCNGCAvIaQE+Eo11wNp3JNJwjX1CFcU45wTR3CtTMjSRKDBw/m9ttvt+5btmwZJSUl+Pj4NDp206ZNjg7PJbBbAlRRUcENN9zAsmXLGi3QJEkSS5Ys4bHHHuPKK68kISGBjz76iMrKSlasWAFAaWkp7733HosXL2b8+PEMGDCA5cuXk5SUxLp16+wVsltiKXvdr18//P397XotSw9QaiocP27XS9mdwsJCjh49SoxlhVdnYdo02LEDYmMhLw8uvBCWLHGKUtmWSj+OcM2VcFrXnBjhmjqEa8px5HuoKyFcOzNFRUV4eHiwa9cuAM4//3wADh48yFtvvcUdd9zR6HiRQKrDbgnQrFmzuPTSSxk/fnyj/dnZ2eTn5zNx4kTrPl9fX0aPHs3WrVsB2L17N3V1dY2OCQsLIyEhwXqMwDbk5uZSWVlJZGSk3a8VGgrdu8ufxf/+2+6Xsxtmsxmj0Uh0dDS+vr5ah9OU2Fg5CbruOnku0AMPwLXXynOENCQ3N5eqqiqHuOYqmM1mkpKSnNc1J0W4phzhmjoc+R7qKjj9e6iGrFq1im7dugFw6aWXIkmSdf2fkSNHiipwNsTLHidduXIle/bsYefOnU0ey8/PByAkJKTR/pCQEHJycqzH+Pj4NOo5shxjef7p1NTUUFNTY71fVlYGyBVG6urq1L8YF6a+vh6j0UhMTAySJDnk9zRokCerV3tw/fUS773XwOjR2vdMKGX//v2YzWZ69uzpvG75+sJHH+ExdCge//kPhi+/RPrzTxreew9p9GiHh6OFa67A/v37kSTJuV1zMoRr6hCuKUe4pg5dvIdqwMMPP8wrr7wCwOeff84VV1xBXV0dgwcPBuQeIJDLhvfu3VuzOF0FmydABw8e5P7772ft2rW0a9fujMedPuFNkqSzToJr6ZjnnnuOp59+usn+tWvXim7ps/D333/zt4O6ZCZN6sjOnUM5cKA9Eyd6MmVKJjNmpODjY3bI9W3Jzz//rHUIZyc8nM7PPsugV16h/YEDeE6cSOaUKaTMmIH5tHHEjsCRrrkSunDNyRCuqUO4phzhmjqEa4157bXXAHjjjTfw9fXlp59+IikpiSeeeMJ6zLfffsseVyqlqyEGSbLt5IBVq1ZxxRVXNKrn3tDQgMFgwMPDg7S0NPr378+ePXsYYJkUAlx22WUEBgby0UcfsWHDBsaNG0dxcXGjXqBzzz2Xyy+/vNlEp7keoF69enHkyBE6depky5foElRVVbFp0yaGDRtGYGCgQ69dXg7z53vy3nvyCMy4OIkPPqjnFB2cFqPRSFVVlfUbGd1QXo7n/Pl4vPceAFJcHPUffIAjfulauqZndOuahgjX1CFcU45wTR3CtTPz008/cfnll3PllVeycuVKZs2axbJlywDo1q0bhYWFZGdn06NHD4YOHcreExWlSktLxedcNUg2pqysTEpKSmp0O//886UZM2ZISUlJktlslkJDQ6UXXnjB+pyamhopICBAevvttyVJkqRjx45J3t7e0ueff2495vDhw5KHh4f0888/tyqO0tJSCZBKS0tt+wJdhJ07d0q7d+/WNIYffpCkkBBJAkny9pakRYskqb5e05BapLS0VPr++++l8vJyrUNRjwa/9B07dmjumt5wCdc0QLimHOGaOoRryhGunR2gyW3VqlXSa6+9JgHS7NmzJUmSpAceeMD6uPicqw6bF0Ho2LEjCQkJjW7t27enS5cu1lrvc+bMYdGiRXz77bcYjUZmzpyJv78/06dPB+SKFrfddhvz5s1j/fr17N27lxkzZpCYmNikqIJAOUePHiU/P5+4uDhN45g8GZKS4IoroK4OHn0URo2CzExNw2oW6URVqfDwcDp06KB1OOpx8C/9yJEjFBQUEBsba5fzuyIu45qDEa4pR7imjqNHj1JQUKD5e6ieEK61jlPX+OnatSuFhYV4enpay2G//vrrrFixgtEazOV1Ney+EGpzzJ8/nzlz5nDPPfdw/vnnk5uby9q1a+nYsaP1mFdffZXLL7+cadOmMXLkSPz9/fnhhx8aDa0TKMfSCEVFRbU4R8tRdO0KX38NH34IHTvC1q2QmAgLF0J1tdbRnSQ/P5+ysjKio6O1DqXtNPdLP+88+PFHm15GOlEeNioqCj8/P5ue25VxKdcchHBNHcI15Tjbe6heEK61ji+++MK6XVBQgMlkol+/foSGhlr3jx07ln/9619ahOdS2HwOkLNQVlZGQECAGBt5Gjk5OaSnpzN27FinSyZzcuCWW+C33+T74eGweDFcfjlouUh0Q0MDGzZsIDIykr59+2oXiD3IyYEbb4TffwcPD1i6FGbNstGpndc1Z8WlXbMjwjXlCNfUIVxTjnBNGZZiX/v37+e3337jlltuafR4bm4uYWFhLFmyhAceeEB8zlWJJj1AAm2oq6sjJSWF+Ph4p2y4+/SB9evhs8+gRw/IzoYrr4SJEyE5Wbu4MjMz8fb2pk+fPtoFYS/69IF16+DWW8FshnvvldcNamho02nr6upITk52WtecFZd2zU4I19QhXFOOcE0dwjVlXH/99QBcfvnl1uTnvvvu44cffgDghRdeAODWW2/VJkAXQSRAbkR6ejodO3ake/fuWodyRgwGef3OtDR4/HF5OZt16+Ccc2DOHDh2zLHxVFdXk56ebp2/5pL4+MD//geLFsn3lyyRM8+KCtWnTEtLo1OnTk7tmrNRVVXl+q7ZAeGacoRr6hCuKcct3kNtzNtvvw3AX3/9BcCWLVt47bXXuPTSSwFYunSpVqG5FCIBchMqKirIysoiMTFRF41Q+/bw3//KPT+XXy53SLz2GkRGwrJlbe6gaDXJycmEhIQQHBzsmAtqhcEAjzwCK1fKWef338Po0XD4sOJTVVRUkJ2drRvXnIWUlBT3cM2GCNfUIVxTjnBNHW7zHmpDPDxOfjQ/duwYI0eOBJqunyloGyIBchOMRiO9e/fW3TjRiAj49ltYuxZiY+HIEbjzThgyRJ67b09KSko4fPgw8fHx9r2QM3HttfIkrOBg2LMHhg6Ff/5RdAq9uqYlbumaDRCuKUe4pg7hmnKEa+owGo3cf//9ACxZsqTRY5b1M/Py8hwdlsshEiA3oLCwkOLiYmJiYrQORTUTJsDff8Orr0KnTvJn85Ej5fn7Kjopzoql0k+/fv3w9/e3/QWcmeHD4c8/ISYGDh2Sf9GtXLG7oKBA9645Grd2rQ0I15QjXFOHcE05wjV1WFx77rnnAFiwYEGjxy33LfOABOoRCZCLYzabSUpKIjo6Gl9fX63DaRPe3vI8oH374Pbb5VFby5dDVBQ8/zzU1NjuWocOHaKqqorIyEjbnVRPRETIXWxjxshzgS69FN56q8WnmM1mjEajS7jmSNzeNRUI19QhXFOOcE0dwjXlnOraqeX8i4uLrdtTpkwB4LXXXnN4fK6GSIBcnOzsbADCw8M1jsR2dOsmzwPasUPurDh+XJ6+Eh8PP/wAbS3sXl9fb6304+XlZZug9UjnznLPz8yZcoW4e+6BefPOOAHLFV2zN8I1dQjXlCNcU4dwTTnCNXWc7tpPP/0EwB133GE9Rs08oOLiYurq6mwQoWshEiAXpqamhrS0NBITExtNqnMVzj8ftmyBjz+G7t0hMxOmToVLLpGryKll3759+Pn50aNHD9sFq1d8fOD99+HZZ+X7r7wCV10lZ52n4Oqu2QvhmnKEa+oQrilHuKaOffv24e/vL1xTQHOuXXzxxQB88803jY61zAMqKCho8ZzvvPMOBoOBLl264OPjY4eo9Y34j3ZhUlNTCQoKolu3blqHYjc8POR5QGlp8NBD8jC5n3+GhAR48EEoK1N2vsrKSjIzM0Wln1MxGODRR+UFmnx94bvv5Apxp0zCdAfXbI1wTR3CNeUI19QhXFOOxTVR9loZZ3ItISEBkAsjWHjqqaeApgUSAI4ePcro0aMxGAzcfffdALRr146srCw7Ra5fRALkopSWlnLgwAHrP4+r07GjPA/IZJKnq9TXw+LF8vygDz6QR3C1BpPJRFhYGJ07d7ZvwHrkuutgwwa5Qtzu3XKFuKQkt3PNVgjXlCNcU4dwTTnCNXUI15TTkmtff/01AJdddpl139SpUwF48803rft++OEHDAYDwcHBbN68GYDbb7+d6upqqqqqxBDOZhAJkAsiSRJGo5GIiAg6dOigdTgOJTISVq+GH3+UtwsK4NZbTxY2a4kjR45QUFBAXFycY4LVIyNGwPbtEB0NBw8ijRzJoffec0vX2oJwTTnu3K61BeGacoRr6hCuKedsrkVFRQE06sE5vWctICDAmhQBrF27FkmSWLZsmSjc0QIiAXJB8vLyKC8vt/7juCOXXAJGI7z4InToIBdMGDYMbrkF8vObHm8p2RkdHU27du0cH7Ce6NdPrhB34YUYysuJ/c9/iNm4UeuodINwTR2iXVOOcE0dwjXlCNfU0RrXZsyYAZycC7Rjx44mx1x00UUcO3YMSZKYMGECIP9NXn31VQwGAwaDAamtFaJcDJEAuRgNDQ2YTCZiY2Px9vbWOhxN8fGB//wH0tPh5pvlfR9+KA+L++23xsfm5ORQX19PRESEw+PUJUFBNPz0E4cnTMDDbMbz3nvhvvugtlbryJwe4ZpyRLumDuGacoRr6sjJyaGhoUG4poDWuvZ///d/AFx11VUYDAaGDh3a6PHS0lLWrFlDQEAAIBdHOP/88/Hw8GDu3LkADBs2TMzJOg2RALkYmZmZeHt707t3b61DcRq6d5cTn23b5Mpx5eUwYwaUlMiP19XVkZKSQkJCAp6enprGqicyDx4k/ZFHkJ55Rt7x+uvyoqlisuUZEa6pQ7RryhGuqUO4phyLa/Hx8cI1BbTWtU6dOjXZd/DgQaKjoxvt+/LLLzEYDISGhrJ7924A7r//furq6ti2bZvtAncRRALkQlRVVZGeni4q/ZyBYcNg0yZ5btDhwzB7trw/LS2NTp06ERoaqm2AOsLq2jnnYHjiCfj+ewgKgl27YMAA+OorrUN0SoRryhHtmjqEa8oRrqlDuKYcpa69+OKLje737NnTOhRu+vTpGAwGpk2bZn38999/R5IklixZItZiOgMiAXIhUlJSCA0NpUuXLlqH4rT4+8vrBnl4wKefwvLlVWRnZ4s3PIU0cW3KFPjrL7kHqKwMrrkGZs2C6mpN43QmysvLhWsqEO2acoRr6hCuKUe4pg6lrs2bN6/R/c2bN1uHvP34448AXHnllZSXlyNJEhdccEGT4/v37y/mA52CSIBchJKSEg4fPiyqr7SCYcPkNYMAZs/2okOHfs12MQuap7i4uHnXevWSJ1c9/LB8/8035fJ7+/Y5PkgnxGQy0adPH+GaAs7omqBFhGvKEa6pQ7imHDWf105fiHf06NHW7Y8//hhJkvj666+tleQkSWL58uV4eXlhMBgYPXo0mZmZtnkBLoJIgFwAS/WV/v374+/vr3U4uuCppyAuro5jx7x59dUYxJchrcNSsvOMrnl7w3PPwZo18npBf/0FAwfKi6i6MQUFBRQXFxMTE6N1KLrhrK4JmkW4phzhmjqEa8ppy+e1n3/+2bo9ZMgQ9p34ctGyRlBNTQ0LFy7EYDDg4eHBjTfeSENDQ6NzPPHEE1RVVYneOkQC5BIcOnSIqqoq+vfvr3UousHb28z99+/B21vihx88+PhjrSPSB6127aKL5ORn1CioqIDp0+HOO6GqyiFxOhNmsxmj0UhMTAw+Pj5ah6MbRLumHOGaOoRryhGuqaMtrk2aNMm6/eeff9KtWzcA7rjjDgwGA+3ateOJJ55o8rz33nuPhoYGJEnimWeeEWXKTyASIJ1TX19PcnIy8fHxYqKbArKzs+nf/zhPPSV3/dx3Hxw8qHFQTo5i13r0gPXr4YknwGCAZctgyBBISbF/sE5EdnY2BoOBvn37ah2KbhDtmjqEa8oRrqlDuKYcW7jWvn17ALZt22adA/TFF180OqZnz56sW7cOSZKQJIlbb70Vg8HAo48+ap0DJBAJkO7Zt28f/v7+9OjRQ+tQdENNTQ2pqakkJCTw0EMeDBsmz9u/9VYwm7WOznlR5ZqXFzzzDKxdCyEh8uq055+Pu3S5nera6WO4BWdGtGvKEa6pQ7imHOGaOmzh2lVXXQXAiBEjGu2Pj48nOTkZSZI4ePAg48aNo7q6miuuuMI6JO65556zHn/60Dh3RJirYyorK8nMzBTVVxSSmppKcHAw3bp1w8sLPvoI/Pxg3Tp46y2to3NOjh8/3jbXxo+Xh8SNGweVlfLKtLfcAseP2zxWZ+JU1wSto82uuSnCNeUI19QhXFOOrT6vNTd0rrS0FKPRSGxsLLm5uQwYMACDwYCfnx+rVq1qcvzXX38t1mtCJEC6xmQy0aNHDwIDA7UORTeUlpZy4MAB4uPjrfuiouCFF+Tt+fNF0bLmsIlroaHwyy9yj5CHh7w67eDBcq+QC9Kca4KzI9o15QjX1CFcU05paSkHDx4UrinEVq5NmDChyb5du3YRFhaGwWCgZ8+e/PXXX40e7969O48//rh1+NxVV10lymAjEiDdcuTIEQoLC4mNjdU6FN1gqfQTERFhLRVpYdYsGDNG7pyYORNE7/BJjhw5QlFRkW1c8/SU5wRt2ABhYfJ8oCFD4L33cKVSfC25JjgzNnXNTRCuqUO4phyLa+Hh4cI1Bdjy81pziee4cePIy8trtG/EiBHWtYPy8vJYuHAhx0+MuBg0aJDo8UQkQLrEUkYxKipKVPNQQF5eHuXl5URFRTV5zMMDPvgAOnaErVvh5Zc1CNAJsZtro0fLQ+ImTZIrw91+O9x4I5SX2+4aGtKSa4LmEe2aOoRryhGuqUO4phxbu9axY8czPjZt2jRuueUWALZu3crixYubPW737t3WHqDS0tI2x6RXRAKkQ3JycmhoaCAiIkLrUHRDQ0MDJpOJ2NhYvL29mz2mTx947TV5+8knXXZkliLs6lrXrvDTT/K6QZ6e8OmnMGgQ7N1r+2s5kNa4JmiKaNeUI1xTh3BNOcI1dTjCtfHjxwNyNbgPPvigxWMHDBhAUFAQHh4eGAwGAgMD+fTTT+0WmzMjEiCdUVdXR0pKCvHx8WISmwIyMjLw9vamd+/eLR43cyZMngy1tXJVOHceCldbW2t/1zw84OGHYdMm6NlTnoA1bBi8/rpuh8S11jXBSRzimgsiXFOOcE0dwjXlOOrz2rp161p97N69eykuLrbev+WWW5g+fbo9wnJ6RAKkM9LS0ggICCA0NFTrUHRDVVUV+/bta1X1FYMB3n4bOnWCnTthyRLHxOiMONS1kSPlIXFTp8rZ5333wRVXwCkNtR5Q4prgJKJdU45wTR3CNeUI19ThzK5ZFkZ9//333fZvKhIgHVFeXk52djYJCQluK6wakpOTCQ0NpUuXLq06vkcPsAydffxxyMiwY3BOSnl5Ofv373esa126wKpVsHQp+PjAd9/BeefBli2Oub4NUOqaQCPXXADhmnKEa+oQrilHfF5zfkQCpCOMRiN9+vShU6dOWoeiG4qLi8nLyyMuLk7R8267TV6yprpanp/vbgukauaawQCzZ8O2bRAZCQcPygUTFi50+vGIal1zd0S7phzhmjqEa8oRrqnDmV0bNmwYnp6eGAwGt07ORAKkEwoKCigpKSEmJkbrUHSDpfpK//798ff3V/RcgwGWLQN/f3l6yrvv2ilIJ8QpXBs4EHbvhhkz5OzziSdg4kQ4rdSns9AW19wZp3BNZwjX1CFcU45wTR32di0xMVHR8acnOdu3b7duT5o0ySYx6RGRAOkAs9mM0WgkJiYGHx8frcPRDQcPHqSmpqbZlZNbQ3g4LFokb8+fL3dGuDpms5mkpCTncK1jR/jkE3nBVH9/ee2gc8+Fn3/WNq5maKtr7ohTuaYjhGvKEa6pQ7imHEe4pjQBam7R07q6OiRJ4mcnfD91FCIB0gHZ2dkYDAb69u2rdSi6ob6+nuTkZOLi4vDy8lJ9nnvvheHD5eVp7r5bt4XJWk1WVhYeHh7O5drNN8OePXLyU1QEF18sZ6S1tVpHBtjONXfDKV1zcoRr6hCuKcfiWnx8vHBNAdnZ2XZ3TWkC1ByiAqJIgJyempoaUlNTSUxMxMND/LlaS3p6Ou3bt6dHjx5tOo+nJ7z3njwn/6ef5KVqXJWamhrS0tJISEhwPteio2H7dpg1S77/0kvwr39BVpa2cWE719wJp3bNiRGuKUe4pg6La2FhYVqHohssn9fs7ZotEqALLrgAg8HAsmXLbBCRPhGtgZOTkpJCcHAwXbt21ToU3XD8+HGysrJsVrIzNlZeGBXg/vuhoKDNp3RKLK5169ZN61Cap107eOMN+OYbCAyEHTtgwAD48kvNQrK1a+6C07vmhAjX1CFcU45wTR2Ocs0WCdDWrVsBuVS3uyISICemtLSUQ4cOER8fr3UousJkMtGjRw8CAwNtds758+WKzMXFcpEyV0NXrl1xhbxm0IgRUFYG06bBXXdBZaXDQ7GHa66OrlxzIoRryhGuqUO4phxHutarV682PX/8+PEYjUYkSeLll1+2UVT6QyRAToql+kp4eDgdOnTQOhzdUFRURFFREbGxsTY9r7c3vP++PCTuyy/h229tenpN0aVrffrI5fkefVQu2ffuuzBkCJhMDgvBXq65Mrp0zQkQrilHuKYO4ZpyHO2a0l65QYMGkZKSgiRJSJLEr7/+Kr4UQCRATkteXh4VFRVERUVpHYpusFTLi4qKol27djY//4ABck8QwD33QEmJzS+hCYcPH9ana15e8OyzsHYthITIyc/gwfC//9m9WoW9XXNVdOuahgjX1CFcU47FtejoaOGaApz189revXuRJIldu3bRrl07Jk+ebF37p76+XuvwNEckQE5IQ0MDRqORuLg4vL29tQ5HN+Tk5NDQ0EBERITdrvHkkxATA/n5MG+e3S7jMBoaGjCZTMTGxurXtfHj4e+/5XWCqqrgjjvg+uuhtNRul3SEa66GS7imAcI15QjX1CFcU47l85ozupacnExCQgIGg4Hw8HB+/PFH62OiV1QkQE5JRkYGvr6+bR7n6U7U1tZaq6/Ys7xju3ZyVTiDAT74QO580DMZGRn4+PjQu3dvrUNpGyEhsGYNvPCC3DP0+efyYqo7d9r8Uo5yzdVwGdcciHBNHcI15ZzqmqiW13qc2bUbbrgBUzPDws877zwyMzM1iMi5EJY7GVVVVezbt09UX1FIWloaAQEBhISE2P1aI0acLIRw551QUWH3S9oFi2vnnHOOa7jm4SGPUfz9d+jbVy6RPWIELF4MZrPNLuNI11wFl3PNQQjXlCNcU4dwTTl6cu2+++6juLgYSZLYu3evKKWPSICcjuTkZLp3705QUJDWoeiG8vJy9u/fb+3qdQTPPit/xs7JgUceccglbY7LujZsGOzdC1ddBfX18OCDMGWKvIhqGykrK3O4a66Ay7pmR4Rr6hCuKUe4pg4tXTtbAtOtWze++uorzGYzkiTx2muv0blzZwdFpw9EAuREFBcXk5eXR1xcnNah6AZJkjAajfTp04dOnTo57LodOsiFx0BemmbLFodd2ia4vGuBgXK5vrfflsct/vQTnHsu/Pab6lNKkoTJZHK4a3rH5V2zA8I1dQjXlGNxrW/fvsI1BWjtWkJCQpN9V111FdnZ2UiSREFBAVdddZVIaFvAS+sABDKWMoqRkZH4+flpHY5uKCgooKSkhEGDBjn82hMmwK23yuWxb7tNnoevh8I5buOawSCvDzRiBFx7LaSkwLhx8MQT8s1LWfOnpWt6xW1cszHCNeUI19QhXFOOM7iWmJjIL7/8Yr1vNBoVl7Y2m82UlJRYS58XFhZatysqKnj88cfp2LGjrUN3GkQC5CQcPHiQmpoa+vfvr3UousFSsjM2NhYfHx9NYli8WJ57n54OTz8Nzz2nSRiKsLjWr18/rUNxDImJcjGE+++XK1g884zcE7RiBfTs2apTOINresTtXLMBwjV1CNeUI1xThzO4lpiY2Oh+cyW48/LyCAsLU32NQ4cO8emnn6p+vrMjEiAnoK6ujuTkZBITE0WlHwVkZWXh4eFBnz59NIshMBDeegsuvxxeegmuvhqc+Yu0U13zUtgDomvat5fXBxo3Tu4V+v13eUjchx/K84POgjO4pjfc1rU2IlxTjnBNHcI15TiLa6cnQM2V4J4zZ06zz+3QoQNdu3ZtdPPw8OD48eOMHz+e7t27ExYWxoABA+wRutMgWgonYN++fXTo0KFNmbq7UVNTQ1paGkOGDNG8ZOdll8kjrD7/HIYOlROgCy+EMWNg5Ehwph5kt3ft+uvlxVKvuw5274apU+Gzz+T7Z6C6utppXNMTbu+aCoRr6hCuKUe4pg5ncS02Nvasx3zxxReAPGQvLy+PDRs2WG/Z2dlkZ2c3eY4kSXz++ec2j9cZEQmQxhw/fpysrCwuuOACMVlNASkpKQQHB9O1a1etQwHg9dchOxt27Dh5e/FF8PSE889vnBBptf7Y8ePHyczM5F//+pd7u9a/P2zdKtcyf/dduUdoyBA4w+J/qampTuWaHhCuqUO4phzxHqqO1NRU67f/gtbhTK61a2HC8dVXX83XX39tvX+2WENCQhg2bBjnnXcew4YN46effuKSSy6xWazOikGSJEnrIOxBWVkZAQEBlJaWOnVlkx07duDj48N5552ndSi64dixY2zZsoUxY8bQvn17rcNpxMGDsHHjyVtWVuPHPT3lDghLQjRihOMSIuHaadTXy3+IP/6Qu+5+/x1OG0bgzK45M8I15QjX1CFcU45wTR3O5tqpiY3lo/y2bdsYMWJEm8/97LPP8uijj7b5PM6M6AHSEEu1jfHjx2sdim6wlL2OiIhwyoa7Vy+48Ub5BnDgQOOEKDsbtm+Xb88/LxciOz0hssfLsrg2btw4259cr3h5waefwnnnwZ9/wlNPwaJF1oed3TVnRbimHOGaOoRryhGuqUMvri1fvhyA4OBgjhw50uKxp84BCg4Oplu3bnTr1o3w8HBuuukmR4SrKTYf+LlgwQIMBkOjW2hoqPVxSZJYsGABYWFh+Pn5ceGFF2IymRqdo6amhtmzZxMcHEz79u2ZOnUqhw4dsnWommKpvhIdHY2vr6/W4eiGw4cPU1FRQWRkpNahtIreveGmm+RS2VlZcgL04Ycwcyb06SN3QmzbJlePmzhRLqowciQ8/jisWweVlW2PwWw2k5SURHR0dIvd5m5Jnz6wbJm8/fzzsH699SG9ueYMCNfUIVxTjnBNHcI15Ti7a6eWql6xYgWANfmRJAlJkjCbzSQnJ/PGG29w5ZVXEhgYSFFREcnJyWzatImvv/6at956iwULFnDzzTdrPsTPEdilByg+Pp5169ZZ759a2ezFF1/klVde4cMPPyQqKoqFCxcyYcIE0tLSrH/EOXPm8MMPP7By5Uq6dOnCvHnzmDx5Mrt373aZKmk5OTk0NDQQcYZ5B4KmNDQ0YDKZiIuLa7biiR7o21e+3XyzfH///pO9Q7/9JvcYbd0q3559Vh6RNWSI3Dt04YUwfDj4+yu7Zk5ODmazWbh2Jq6+Gu64Q06EbrwR/v6b+s6dde+aFgjXlFNfXy9cU4FwTTnCNXU4u2unLsZ67NixRo+1NpGJi4vjnXfesWVYTo9dEiAvL69GvT4WJEliyZIlPPbYY1x55ZUAfPTRR4SEhLBixQruuusuSktLee+99/jkk0+sQ8OWL19Or169WLduHZMmTbJHyA6ltraW1NRUBgwYIKqvKCAjIwNfX1969eqldSg2o29fuTdo5kyQpJMJ0W+/ybdDh+QpKn/8AQsXygnR0KEnE6Jhw1pOiGpra0lJSWHgwIHCtZZYsgS2bJEXS731VjJfesnlXLM3wjV1ZGZmCtcUIlxTh3BNOXr4vHZqAnQmwsLCGDt2LGPHjmXMmDH07dvX/oE5OXZJgPbt20dYWBi+vr4MHTqURYsWERERQXZ2Nvn5+UycONF6rK+vL6NHj2br1q3cdddd7N69m7q6ukbHhIWFkZCQwNatW8+YANXU1FBTU2O9X1ZWBsg12+vq6uzxMlWTkpJCp06dCAoKcrrYnJXq6mrS09MZOnQo9fX1WodjN3r2hBkz5JskyUPmNm0ysGmTB5s2GcjNNbBli/xZ/b//lZ/ToYNEly4QFARBQZL1Z9euMGJEBgEBAcK1s+HtDR9/jPfgwbB6NccjI4l9+GGXds3WpKSkCNcU4i7tmq0RrilHuKYOPXxesyRAx48fb7T/+PHj+CsdMuJG2DwBGjp0KB9//DFRUVEUFBSwcOFCRowYgclkIj8/H5BL7p1KSEgIOTk5AOTn5+Pj40Pnzp2bHGN5fnM899xzPP300032r1271mkFWLNmjdYh6I5t27ZpHYLDCQmBadPgmmsgP789RmMXjMZgkpKCKS72o6LCQEUFyP9Cjbu7//WvTsybt0+41kome3nhWV+PobbWLV2zBcI15QjX1CFcU45wTR3O7Fp8fDwA33//faP9zvrZ11mweQJ08cUXW7cTExMZPnw4/fr146OPPmLYsGFA0zGJkiSddZzi2Y555JFHmDt3rvV+WVkZvXr1YuLEiU5TBluSJHbs2EHHjh1b1WUpkCkuLmbHjh1ceOGFTjkBUSskCUpK6iguhuJiA8XFcPSovP3llwa2b/cgJKSdW9TztwlVVXiYzQBEzplDglgdvVWIdk0dol1TjnBNHcI15ejJNcuiqJYCCAD9+vXTKhzdYPcy2O3btycxMZF9+/Zx+eWXA3IvT/fu3a3HFBYWWnuFQkNDqa2tpaSkpFEvUGFhYYu1zX19fZutpubt7e00k/3y8/MpLy9nyJAhThOTsyNJEikpKURFRTWqdCKQCQmRb6fz66/VQDuGDw/E21tUu28NksmEwWymISCADv36gRtUwbEFol1TjmjX1CFcU45wTR16ci0oKAiA1atXW/e98MILWoWjG+w+o6umpoaUlBS6d+9OeHg4oaGh/Prrr9bHa2tr2bRpkzW5GTRoEN7e3o2OycvLw2g02mRxJ62wlL2OiYnBx8dH63B0w4EDB6itraV///5ah6IbGhoaSEpqAGD/fi+MRjjRsSFogSObNwPgkZAgkp9W0tDQINo1FYh2TTnCNXUI15TjCp/XLIXGBGfG5l8NP/jgg0yZMoXevXtTWFjIwoULKSsrs9YVnzNnDosWLSIyMpLIyEgWLVqEv78/06dPByAgIIDbbruNefPm0aVLF4KCgnjwwQdJTEzU9YKhWVlZeHp6isobCqirqyMlJYXExESXKX/uCLKzszGbewDw+uvyrUsX+Ne/YNQoGD0azj0XxK/0JHV1dRzfsIGugOGcc7QORzdkZ2fj6elJHzFcsNWIdk0dwjXlCNfUYfm8pmfX3GEdn7Zi8wTo0KFDXH/99Rw5coSuXbsybNgwtm/fbhVp/vz5VFVVcc8991BSUsLQoUNZu3Zto67ZV199FS8vL6ZNm0ZVVRXjxo3jww8/1O0/cHV1NWlpaQwZMkRIqYD09HQ6dOhAWFiY1qHoBotr333XmV9+8WPzZrmE9tGjsGqVfAPo1AkuuOBkQjRokFwIzV1JT08nYvdu+Y6Ov2hxJKe2a85aHtYZEe2acoRr6hCuKUevrh04cMC67QrLxTgCgyRJktZB2IOysjICAgIoLS3VvAjCX3/9RW1tLUOGDNE0Dj1RUVHBb7/9xqhRowgICNA6HN2wd+9e6urqGrlWVwd79sCmTfJtyxY4USXeSvv2cjI0bhyMHSv3EOmo7W8TFRUVbP/sM8bfeSd4ecnZopMUTnFmmnNN0DKiXVOHcE05wjV16Mk1yxfqpaWlvPXWWzz88MMA7NmzhwEDBmgZmi5wk4842nHs2DEOHTpkLVMoaB0mk4levXqJhlsBx44dIzc3t4lrlsVT58+HH3+E4mLYvRtefRUuv1xeP+j4cVizBh58EAYOhG7d5LLbb74J//zj2nOITCYT4Zb1HWJjRfLTCs7kmqBlRLumHOGaOoRrytGza6dWgBPJT+sQ5aHsiCRJJCUlERERQfv27bUORzcUFhZy5MgRXc/5cjRKXPP0lJOcgQNhzhw5uUlKgvXr5dvmzXInyFdfyTeAwEAYOVIeNnfBBTB4MDRTdFF3WFwbaOnuCg3VNiAdINo1dYh2TTnCNXUI15Sjd9f++ecfrUPQHSIBsiOHDx/m+PHjDB8+XOtQdIOl+kp0dHSzZc0FzWNxzbLWlhI8POQhb+eeC3PnykPmdu48mQxt2wbHjsm9Rz/+KD/H11dOgiyFFS64ADp0sO1rsjenuuZteWGiAMJZaYtr7opo19Qh3kOVI1xTh6u4du+992odgm4QCZCdqK+vx2QyERcXh5eX+DW3lv3792M2m4mIiNA6FN1wqmu2WK/A2xtGjJBv8vnh77/h99/l+UO//w6FhfL2li3w3HPy1JmhQ2HMGLjoIhg+3PnnEDVyzWSSdyYmahuUk2Nr19wF0a4pR7yHqkO4phy9u3bqVP7HH3+8VceLglwiAbIbmZmZ+Pr60qtXL61D0Q21tbWkpqYyaNAgXVVf0ZqMjAy7uublJVeJGzRIHjInSZCRcTIZ2rgRsrPlanN//AELF0LPnvIcomuvhSFDnG9ZnSaulZbKD1RVaRuYk2Nv11wR0a6pQ7imHOGaOvTu2s6dO63bIc2tjH4KZ0p8OnXqxMCBAxk0aBCDBg1i4MCBREZGurRHIgGyA1VVVezbt48RI0aILFsBqampdO7c+az/wIKTVFZWkpGR4VDXDAaIjJRvt9wi78vOht9+k4fNrV4Nhw7JRRZefRX69oVp0+RkaMAA50iGGrn299/yzdNTrgkuaBYtXHMFRLumHOGaOoRryqmqqtK9a5999hnAWRdtPTVROp2ysjI2btzIxo0bz3jM4MGD2bFjh6oYnRHXTe00xGQy0b17d4KCgrQORTeUlZWRk5NDQkKC1qHoiuTkZKdwLTwcbr0VPv0UCgrk9Yauv14ur71/P7z4otyDFBUFjz8uF13QqgB/E9cs838uvVSuAidoFmdxTU+Idk0dwjXlCNfU4Qqf1ywV4F588cUWj7OU9j548CCSJDW5HTt2jI0bN7J48WKmT59OTExMo+e3lEDpEZEA2ZijR4+Sn59PXFyc1qHoBkmSMBqN9O3bt9GCuIKWcVbX2rWDyy6DFSvkuUJffikPh/Pzk4fOPfusXGsgPh4WLICUFMfF1qxra9fKPy+6yHGB6Axndc2ZEe2aOoRryhGuqcNVXKuurgbg7rvvPuMx5eXl1u2ePXs2e0xAQACjR49m7ty5fPrpp6SkpDRJklwJkQDZEEsZxcjISPz8/LQORzfk5+dTWlpKdHS01qHoBr245u8PV18NX3whJ0OffSavPeTrKyc+Tz8NcXFyQvTss3KCZE+auFZeDlu3ytsTJ9r34jpFL645G6JdU45wTR3CNeW4omstVf3r3bu3ddtgMDS6eXt7M2zYMGbNmsV7773HX3/9RZ1lbTwXRswBsiEHDhygrq6O/v37ax2KbmhoaMBkMhEbG3vW8auCk+jRtQ4d4Lrr5FtZGXz3HXz+udwBk5Qk3x5/XF6faNo0+bg+fWx3/WZd27RJrvsdEQH9+tnuYi6EHl3TGtGuqUO4phzhmjpczbWzlTw/duwYAAkJCRiNxkaP1dfX8+eff/Lnn3+e8fk5OTmNkihXQPQA2Yi6ujpSUlKIj4/H09NT63B0Q1ZWFp6envSx5SddF8cVXOvUCW68US6YUFAA770HkybJdQj27IGHH5bnFU2dCsXFtrlms6598438c+RI21zExXAF17RAtGvKEa6pQ7imHFd07dprrz3jY2+++SYAt912G0lJSc3O/6mqqmLHjh28/fbb3HHHHQwcONBRoWuGQXK1QX0nKCsrIyAggNLSUjp16mT365lMJo4dO6brSiKOprq6mvXr1zN06FCCg4O1Dkc3mEwmSkpKGDlypMu5duSInJOsXClXlQP49lt52FxbOKNr554LlhW0i4pAeNgIV3bNXoh2TR3iPVQ5wjV1uIprp8aekZFBvzOMYrAcV1NT06iXcOnSpfj7+zNt2jSHfE52NkQPkA2oqKggOzubhIQEXf8zOZqUlBS6du0qGm4FVFRUkJWVRWJioku6FhwMd94JGzZA167yPlsszXBG1955ByzVf0aOlEvWCQDXd81eiHZNORbXxHuoMoRrynEl10ot69fBGZMfy3C3bt26NUp+PvvsM+6//37uuOMOAgICrPOBevbsyRNPPEFmZqZ9g3cCRAJkA0wmE7169SIgIEDrUHRDSUkJubm5xMfHax2KrjCZTPTu3dvlXTt6VO6QAWjrvN4WXRs2TF7RtVcvSE+H4cPlNYEEbuOaLRHtmjqEa8oRrqnDlVzbvXv3WY+xlL7+448/Gu2fPn06AC+99BLnnnuudX9ubi4LFy6kf//+jQol3HTTTWzYsAGz2WzDV6AtIgFqI4WFhRw5cqRJvXTBmbGU7OzXrx/t27fXOhzd4E6upaXJP3v2lIsnqKVVrsXGwrZtkJAA+fkwahS0sBicO+BOrtkK0a6pQ7imHOGaOlzNtQULFrT4eFVVFVVVVQCNij1Y1guaOnUqa9euJSwsjHXr1mE2m6murubrr79mypQpjc71ySefMG7cODw9PTEYDPzyyy+2fTEaIBKgNmA2mzEajcTExJy1AofgJLm5uVRWVhIZGal1KLrB3VyzJEBtfZ9qtWs9esDmzfCvf8kl6iZNgq++atvFdYq7uWYrRLumHOGaOoRrynFF1zZv3gzAuHHjmn185syZAHz00UfWfZIk8dBDDwFQXFzMr7/+ypo1axg/fjweHh60a9eOu+++m5EjR1JcXIwkSZjNZnbv3s3s2bPpcOIbSb0PHwSRALWJ/fv3I0kS4eHhWoeiG+rr6zGZTMTFxeHlJaqwtxZ3c82yOGpbEiDFrnXuDL/8AldcAbW1ci3uU9443AV3c80WiHZNHcI15QjX1OHKrk2bNq3Z/V988QUAN910k3Xfvffea93esmVLs88rKiri4YcfJigoCIPBgIeHB8899xzTp0+nvLwcSZKY6ALr5okESCW1tbWkpqaSkJCAh4f4NbaWjIwM/Pz8zrgSsaAp7uhaUpL8sy3D21W55ucHX34pV2KQJLjlFvj4Y/VB6Ax3dM0WiHZNOcI1dQjXlOOqrlkcuPTSS5s8tnz5cgCuvvpq6776+nprSezExERAXheoNXz11VcMHz7cOicoJiaGysrKNsWvNa5jgoNJTU0lKCiIkJAQrUPRDZWVlWRkZLhE9RVH4o6uWeoQnHeeuue3yTVPT3jrLbj7bjkJmjkTPvlEXSA6wx1dayuiXVOHcE05wjV1uKprhw4dAqBjx45NHrvxxhsB+PiUL/CmTp0KwGOPPUbSiW8Z6+vrWbZsGVVVVZjNZnbu3MmsWbPOOrcsLS2Nzz//3CavQytEAqSCsrIycnJyRPUVhSQnJxMWFkaQpeyw4Ky4o2tFRZCXBwYDnPiSSjFtds3DA/7v/+Cuu+Qk6Oab4cQ3aq6KO7pmC0S7phzhmjqEa8pxR9csJax9fX3x8/MD5PLfa9asAeDZZ5+1Hpuamsodd9yBn58fHh4eDB48mPr6enbv3m1dJPXw4cO89NJLjBkzhqysLOv+W265xfEvzoaIBEghkiSRlJREeHh4s1m3oHmOHj1Kfn4+sbGxWoeiG9zVNcu6pP37g5oCRzZzzcMD3nzz5HC4m2+G999v2zmdFHd1ra2Idk05wjV1CNeU466uXXDBBQDs3LnTus9SDnvevHkABAQEIEkSJSUlvPjii416x9555x1iYmKsw92mTJlCjx49+OWXX1xqDpVIgBSSn59PWVkZ0W1dnMSNsDRCUVFR1m8jBGfHXV3LypJ/RkUpf67NXfPwkIfD3XUXmM1w223w+uttP6+T4a6utQXRrqlDuKYc4Zo6XN21zz77rMm+uro68vPzgZPzfAoKCkg5UVlo8eLFAOTk5AAQGBjIf/7zH/Lz860V3zZs2MDkyZOt59y9ezfTp0/Hx8cHg8FAbm6uXV+XoxAJkAIaGhowGo3Exsbi7e2tdTi64cCBA9TV1Z1xpWJBU9zZtQMH5J+9e6t5rh1csyRBc+fK9++7DxYtst35NcadXWsLol1TjnBNHcI15biDa5dcckmTfbNmzQLg9VO+qLP02lx++eWAXBXuTAvBGgwGxowZww8//GAd6lZYWMjTTz9Np06dAPDx8bHly9AMkQApICsrCy8vL/r06aN1KLqhrq6OlJQU4uPj8fT01Doc3eDOrp34YgqlL92urhkM8PLL8NRT8v3HHoNHHpGHxukcd3ZNLaJdU4dwTTnCNXW4q2vLli0DTpa7Tk9Pty6GumrVKgA+/PBDRefs2rUrTz75JKWlpUiSRNeuXW0Wr5aIBKiVVFdXk5aWRmJioqi+ooD09HQ6duxI9+7dtQ5FN7i7a2p7gOzumsEACxbIiRDA88/LvUFms32u5wDc3TW1iHZNOcI1dQjXlOOurlkSnFPX6LEM/+vWrRsAK1ascKvfSUuIBKiVpKSkEBISQnBwsNah6IaKigqysrJEyU6FJCcnu7VranqAHOravHnw9ttyQvTGG/K8oIYG+17TTri7a2oQ7Zo6hGvKEa6pw11du+KKKwD48ssvAdi2bRsgD2srLCwE4Prrr9cmOCdEJECtoKSkhNzcXLcqo2gLjEYjvXv3PuNYU0FTSkpKOHz4sNu61tAAJ5Y2UNQD5HDX7rpLXiDV0xM+/BCuvx5qax1zbRvh7q6pRbRryhGuqUO4phx3de3UwgSWuTojRowA5CIaIK/dIziJSIDOgqX6Sr9+/fD399c6HN1QWFhIcXExMTExWoeiG4RrkJ8P9fXg5QWtHfGhmWszZsCXX4K3t/zzyivhxFhrZ0e4pg7RrilHuKYO4Zpy3Nm1sWPHArB9+3bg5HA4Sy9Yv379iFJTWtWFEQnQWcjNzaWqqorIyEitQ9ENZrOZpKQkoqOj8fX11Toc3SBcOzn8rWdPuXPlbGju2hVXwA8/gJ8f/PgjXHoplJc7Pg6FCNeUo7lrOkW4phzhmjrc1bWGhgbS09MBGDp0KHByONyRI0cASEpK0iY4J8ZL6wCcmfr6ekwmE3FxcXh5iV9Va8nOzgZwqQWz7I1wTUZpAQSncG3SJPj5Z5g8GX77DSZOhJ9+gs6dtYupBYRr6nAK13SGcE0dwjXluLNrT52oTrpw4UIA3nzzTUCu3lZUVMTcuXPx9PRkyZIltG/fnpCQEEJDQwkNDSUkJMRtk2z3skQhGRkZ+Pn50bNnT61D0Q01NTWkpaVx/vnn4+EhOhhby759+4RrKCuA4FSujRoF69fLydD27TBmDKxdCycq7zgTwjXlOJVrOkK4phzhmjrc2TXLmj+PPvoocHItoKKiIkBe/HTYsGH8+eefqq+RlZXlcgm5+O86A5WVlWRkZLhdGcW2kpqaSlBQkLXkouDsVFZWkpmZKVxDWQ+Q07k2eDBs2gQhIfD33zB69MmKDk6CcE0dTueaDhCuqUO4phzhmjz0zWAw8PDDDwNYk+cff/wRoFHy4+XlRadOnejSpQtdunQhMDDwrL1AlipyroRIgM6AyWQiLCyMzk46jMUZKSsr48CBAyQkJGgdiq4Qrp3E0gN0tgSotLTUOV1LTITNm6FXL0hNhX/9C7KytI7KinBNOU7rmpMjXFOOeA9Vh3ANVq9ejdls5oUXXgDkeWQAl1xyCb/++mujY+vr6ykrK+Po0aMcPXqUY8eOUVNT0+L5Kyoq7BO4hoghcM1w5MgRCgoKGD9+vNah6AZL9ZXw8HA6dOigdTi6QbjWGEsPUEtD4CRJwmg0Oq9rUVHw++8wfjxkZMhJ0Lp1EBuraVjCNeU4vWtOinBNOeI9VB3u7JqlwAHI1d6uvfbaRo8fOPGGeurCqL/++ishISGEhIQQEBBAcXExBQUF5OfnW28FBQWN9hkMBs4991zHvCgHIhKg07C84UVFRdGuXTutw9ENeXl5lJWVMWTIEK1D0Q3Ctaa0pgdIF6716SP3BE2YACaTPEdo7VoYMECTcIRr6tCFa06GcE0dwjXluLtr11xzDQDff/891dXVfPHFF9bHhg8fTq9evaw9QRYmTJig6BpTp07lu+++a3uwTogYAncaBw4coK6ujn79+mkdim5oaGiwVl/x9vbWOhzdkJOTI1w7hdJSKCuTt7/5BkpKmh6jK9e6d5fnBA0aBEeOyIURNm3SJBThmnJ05ZoTIVxTjnBNHe7u2p49ewAYPXo0o0aNavTYphPvNa+99lqj/X5+fgQGBhIcHExQUBAdO3bEs4U1JyxziFwRkQCdQl1dHcnJySQkJLQohKAxmZmZeHt707u1tYsF1NXVkZKSIlw7BX9/iIiQtx9/XF4L6O675Q4UC7pzrUsXuTrcBRfIGd7EifDVVw4NQbimDt255gQI19QhXFOOcA0efPBBAIqLi9m5c6d1/3PPPWdNpOfOndvoOVVVVRw7dowjR45QXFxMeXk5DQ0NZ7xGS4/pHYMkSZLWQdiDsrIyAgICKC0tpVOnTq16jtFopLS0lBEjRrhtJRGlVFVVsX79eoYPH06XLl20Dkc3CNeap7ISVqyA11+Hf/45uX/cOLjzzhp8fX/lggt06FpVFUyfDqtWgcEAS5fCvfc65NLCNeWIdk0dwjXlCNfUIVw7+Tm3S5cuHD161Lrf8rG+vLzc+vn30Ucf5eKLL7au/2MwGJrM/WluDtCtt97Kk08+qcnrszuSHTh06JB0ww03SEFBQZKfn5907rnnSrt27bI+bjabpaeeekrq3r271K5dO2n06NGS0WhsdI7q6mrp3nvvlbp06SL5+/tLU6ZMkQ4ePNjqGEpLSyVAKi0tbdXxZWVl0vfff9/q4wUyu3fvlnbs2KF1GLpCuHZ2zGZJ2rhRkq68UpI8PCQJ5Fv37tXSyy9LUnGx1hGqoL5ekv7975Mv5uGH5RdqR4Rr6hDtmnKEa+oQrilHuCZj+Zx76u3333+3Pn7BBRc0eVzJ7dTP7a6IzYfAlZSUMHLkSLy9vVmzZg3JycksXryYwMBA6zEvvvgir7zyCm+88QY7dFsNMAAAWtlJREFUd+4kNDSUCRMmUF5ebj1mzpw5fPvtt6xcuZItW7ZQUVHB5MmT7dYdZzKZ6N27d6t7iwTy3/rw4cPEx8drHYquEK6dHYNBXkbn66/lKtL33VdNhw615OX58uCD8vC4f/8bkpO1jlQBnp7wf/8HJ1br5vnn4eaboa7ObpcUrilHtGvqEK4pR7imDuHambngggus21u2bLFuGwwGOnToQFBQkHXtH39//xbPZaki56rYPAF64YUX6NWrFx988AFDhgyhb9++jBs3zjpJTZIklixZwmOPPcaVV15JQkICH330EZWVlaxYsQKQ11147733WLx4MePHj2fAgAEsX76cpKQk1q1bZ+uQKSgooLi4mFiNy9TqCelEyc7+/fuf9Z9IcBLhmnJ695a46qodbN6czbJl8lI7lZXw9tsQHy9Xm/7+e9DFUGWDAR57DN5/X06IPvkEJk+GU778sRXCNeWIdk0dwjXlCNfUIVw7yd9//93oflFRkXU7MzOz0WOSJFFRUUFxcbF17Z/KysoWz3/qsDpXxOZlsL///nsmTZrENddcw6ZNm+jRowf33HMPd9xxBwDZ2dnk5+c3qkvu6+vL6NGj2bp1K3fddRe7d++mrq6u0TFhYWEkJCSwdetWJk2a1OS6NTU1jRZyKjtRTqquro66Fr5hNZvNJCUlERkZicFgaPFYwUlyc3OprKykT58+4nfWSoRr6rC4NnhwbxIS6rjpJti82cAbb3jwww8G1q83sH49hIdLvPRSA1On6mBa44wZGLp0wfP66zGsXYs0ejT1330HoaE2Ob1wTR2iXVOOcE0dwjXlCNcac2rlt6lTpxIcHGy9f/XVV1u3pVOm+pvNZoqLi5td7+fUW3V1tcuvrWTzIgiWWuxz587lmmuuYceOHcyZM4d33nmHm266ia1btzJy5Ehyc3MJCwuzPu/OO+8kJyeHX375hRUrVnDLLbc0WZl24sSJhIeH88477zS57oIFC3j66aeb7F+xYoX4dkUgcFEKCvxYsyacdev6UFHhg69vPcuWraVTJ328MQampzNs4UJ8y8o43q0b2594gopevbQOSyAQCAROzuWXX27dbmhowMPj5KAuS2GIG264geXLl/Pf//631cUMfH19rcUSQkNDSUhI4Jlnnml0flfA5j1AZrOZ888/n0WLFgEwYMAATCYTb731FjfddJP1uNOrdkiSdNZKHi0d88gjjzQq91dWVkavXr2YOHHiGceJ1tbWsnHjRgYMGEDXrl1b9foEkJaWRnFxMcOGDXPb6itKqa2t5bfffmPgwIHCNQW0xrVbbpGHxI0aJfHPP15kZU3i0UfNzR7rdFxyCUyejDR1Ku0zMhj7xBM0fPUV0mlrOihBuKYO0a4pR7imDuGacoRrTYmKiiI9PZ0lS5Y0Sk7Wrl1r3X7zzTcBrMmPt7f3WXvOampqyMnJIefEyuTfffcd5557rnXhVVfB5glQ9+7diYuLa7QvNjaWr7/+GoDQE0M88vPz6d69u/WYwsJCQkJCrMfU1tZSUlJC586dGx0zYsSIZq/r6+uLr69vk/3e3t5nXFgsOTmZ4ODgRj1RgpaprKxk//79jBw5Eh8fH63D0Q3Jycl07dpVuKYAJa4FBMD8+TBjBrzxhidz5ngSEOCgQNtKbCxs2wZTp2LYtg2viy6Cl16C+++X5wwpRLimHNGuqUO4phzhmjqEa01JT08H4JZbbmm0/9RpIp06deLgwYMABAcHN5ondDbq6+s5cuQItbW1LrlGlc37s0aOHElaWlqjfenp6fTp0weA8PBwQkND+fXXX62P19bWsmnTJmtyM2jQILy9vRsdk5eXh9FoPGMCpJTS0lIOHjwoqq8oxGQy0aNHj0aJqaBlSktLOXDggHBNIUpdmzYNoqPhyBG5wJquCA6WF0y9/nqor4cHHoBrr4UTcxlbi3BNHaJdU45wTR3CNeUI15rn1CpvFszmk6MfXnzxRQCuu+46AFavXq3o/F5eXoSGhrpk8gN2SIAeeOABtm/fzqJFi8jIyGDFihW8++67zJo1C5CHvs2ZM4dFixbx7bffYjQamTlzJv7+/kyfPh2AgIAAbrvtNubNm8f69evZu3cvM2bMIDEx0SaTsiRJwmg0Eh4eTocOHdp8PnfhyJEjFBYWiuorCrC4FhERIVxTgBrXvL3hRHvPq6/Cid57/eDnB59+Kq8C6+0NX34JgweD0diqpwvX1CHaNeUI19QhXFOOcO3MJCYmNtn36quvWrfnzZsHwNatWwGsQy5bugUFBREXF8eYMWO47rrr2LRpk2NejBbYY3GhH374QUpISJB8fX2lmJgY6d133230uGUh1NDQUMnX11caNWqUlJSU1OiYqqoq6d5777Uupjp58mTpwIEDrY6hpYVQc3NzpTVr1ki1tbXqXqAbYjabpQ0bNkjp6elah6IrhGvKaYtrZrMkXXihvM7oDTfYIThHsW2bJPXsKb8Qf39J+uSTsz5FuKYc0a6pQ7imHOGaOoRrZ6a5z7mcspCpJEnS5s2b27QYqp3SBKfA5lXgnIWysjICAgIoLS1tVAShoaGBDRs2EBUVZR2WJzg7+/fvJyMjgzFjxuDp6al1OLpAuKaOtrq2ezecf768vWOH3ImiS4qK4IYbwDIU+N//lru2mpnrKFxTh2jXlCNcU4dwTTnCtZY5/XNueXm59fPuzz//zKRJk+jYsSMVFRUcPny40bz7s1FZWUlhYSHdunVz2UrKrlXTrhVkZmbi7e3tsmMa7UFdXR0pKSnEx8eLhlsBwjXl2MK1QYPgxhvl7XnzQLdf8XTtCmvWwJNPysUQ3noL/vWvZsf2CdeUI9o1dQjXlCNcU4dwTRn33nuvdXvSpEnWxU8BRckPgL+/P3379nXZ5AfcLAGqqqoiPT2dxMREUXpSAWlpaQQEBFgr+AnOjnBNHbZy7dlnoV07+P13+O47GwWnBZ6e8PTT8NNPEBQEO3fCwIFyYnQC4Zo6RLumHOGaOoRryhGuKefjjz8G4JxzzgHgsccesz52pjk/Bw4c0CRWZ8CtEqCUlBRCQ0Pp0qWL1qHohvLycrKzs0lISBCNkAKSk5OFawqxpWu9eoFlWbD586G21gYBaslFF8GePfJ4vuJiuPRSuWeooUG4pgLRrqlDuKYc4Zo6hGvK2Ldvn3X7q6++AuC5554DOONSMAALFy5k6dKlfPHFF2zevJn09HRKS0tx0dkxjXCbBKi4uJjDhw83WaNI0DImk4k+ffqccTFZQVOKi4vJy8sTrinEaDTa1LWHH4Zu3WDfPnjnHZucUlv69JG7tO65Rx7X99//Ujd+PEdTU4VrCrG1a+6AaNfUIVxTjnBNOVdffbV1OzIyksrKSuv92tpavLyaX/Zz2bJl3H///Vx77bWMHj2a6OhoAgMD8fDwaNRT9Mcff9j9NTgamy+E6oxIJ8oo9u/f36XHM9qagoICiouLGThwoNah6AbhmjoKCgooKSlh0KBBNjtnx47y6LF//1v+eeONEBhos9Nrg68v/N//wYgRSHfeiffGjYxJTcU7IgKGD9c6Ol1gD9dcHdGuqUO4phzhmjr++ecfAG666SYA5p4YAvHhhx8iSRL19fWA/PuVJImSkhLy8/Ott4KCAgoKChrts+w3GAwuWYTCLRKgQ4cOUV1dTf/+/bUORTeYzWaMRiMxMTFitWoFHDp0iKqqKuGaAuzp2u23w9KlkJICixadXCdI99xwA/khIXS85RY6HDoEo0bB4sUwe7ZcMEHQLKJdU4do15QjXFOHcE0569ats26/8cYbALxzYtjDTTfdxGuvvQZAVFQUBoMBDw8PwsPD6du3L+Hh4dbtYcOGER4eTkhIiFsM13T5BKi+vp7k5GTi4+PP2AUoaEp2djYGg4G+fftqHYpuqK+vx2QykZCQIFxTgD1d8/KCl16CyZPhtdfk3qDwcJtfxuHU19fzd309ib/+Socnn5QXTb3/fti6Ff73PxALBjaLaNeUI9o1dQjXlCNcU8dVV11l3e7YsaO1sEG3bt0wGAw88MADAKSnpwNycp6ZmUlmZmarrxEfH4+xlYty6wWXnwOUmZmJv78/PXr00DoU3VBTU0NqaioJCQl4eLi8IjYjPT2d9u3bC9cU4AjXLrkExo2TCyE8+qhdLuFwLK6FRUfD55/DkiVytvf553KhhORkrUN0OkS7pg7RrilHuKYO4VrbePnllwG49tprAVi9erW1DHZbaWhosMl5nAmX/8/Mzs4WZRQVkpqaSnBwMN26ddM6FN1w/PhxsrKyhGsKSUlJsbtrBgO8/LL8c+VK+PNPu13KITRxzWCQe382bYKwMEhNhSFD4LPPtA7VqXCEa66GaNfUIVxTjnCt7Vh6erZv3w7A4MGDmT17dpvPm5CQwPDhw6mpqWnzuZwJl0+AunfvTqDuZz47jtLSUg4cOEB8fLzWoegKk8lEjx49hGsKKC0t5eDBgw5x7bzz4Oab5W1dL45KC66NGAF798LYsXD8OEyfDvfeCy72pqUGR7rmSoh2TTnCNXUI15RTWlra6L6HhwebNm0CYPz48YBcBOF0+vXrx/Dhwxk7dixjx45l2LBhREREnDHxNBqNfPDBByxZssSm8WuNyydA0dHRWoegGyRJIikpiYiICDqIOQStpqioiKKiImJjY7UORTdo4drCheDnB3/8Ad9845BL2pyzutatG6xdC5YF8P7v/+QCCW682J1o19Qh2jXlCNfUIVxTjiRJ7Ny503p/7dq1AFxyySUAfPLJJ2ecs5OZmcm2bdvYsGEDGzZsYPv27WRlZZ1x7Z+dO3dy5MgRHnroIRu/Cm1x+QSoXbt2WoegG/Ly8qioqCAqKkrrUHSDpdJPVFSUcE0BWrjWowc8+KC8/dBD+lsctdWueXrK2d7q1dC5M+zYAQMHwi+/OC5YJ0K0a8oR7Zo6hGvKEa6pIy8vz1rdDWDChAlIkmRd/yc0NNTaC9RWBg8eTHBwMBdddJFNzucsuHwCJGgdDQ0NGI1GYmNjW1w1WNCYnJwcGhoaiIiI0DoU3aCla//5D4SEQGam3DmiJxS7dumlsHu3nPwcPQoXXywviGQ22zdQJ0K0a+oQ7ZpyhGvqEK4pp6GhAZPJxObNmwFITEwE4K233gLgwRPf9BUUFNj0ur+42JdoIgESAJCRkYGPjw+9e/fWOhTdUFtbS2pqKvHx8Xh6emodjm7Q0rWOHeG//5W3H31Uzg/0gGrXwsPlMX933ilPfFqwAKZMgZISu8XqTIh2TTkW1xISEkS7pgDhmnLEe6g6MjIyGiXZH3/8MQCzZs0C4Nlnn7UOiWuO6Oho/Pz86NGjB9HR0fTr1++sSbtlAVVXQiRAAqqqqti3b5+ovqKQtLQ0AgICCA0N1ToU3eAMrt12m9w5Ul0t5wIbNmgShiLa5Fq7dvDOO/Dhh/L2Tz/JpbKLimwepzPhDK7pEYtrISEhWoeiG4Rr6hDvoco51TULERER1qFvAD4+Plx88cVnPEdaWhpVVVXk5uaSlpZGZmYmdXV1TY7r2rUrf/31l0uWwAaRAAmA5ORkQkND6dKli9ah6Iby8nL2799PQkKCeMNTgDO45uEBn34KcXGQlyevEXTnnXBaQR2nwWau3XyzvFBq797yGMCZM/VdDu8sOINrekO0a+oQrilHuKaOM7lmKYH9ySefYDabMZ9hqLOSdamKioo477zz8PT0xGAwYDAYGDJkiPrgnQyRALk5xcXF5OXliZKdCpAkCaPRSJ8+fejUqZPW4egGZ3ItIAC2bYN//1u+v2yZnBD98IO2cZ2OzV0bMEB+kb6+ck+Qi5U1teBMrukF0a6pQ7imHOGaOk537dQy2O+++y4AM2bMaLFcdXOJkdls5vDhw6xevZpnnnmGyy67jLCwsGaff2rlOb0jEiA3xlKyMzIyEj8/P63D0Q0FBQWUlJQQExOjdSi6wRld69QJ3nwTNm6E/v3h8GGYOlVePsdZRofZxbVzzoFXX5W3H3oIdu2y3bmdAGd0TQ+Idk05wjV1CNeU05JrB04sc2AZSjhv3rxmzzF37lzrdnx8PEOGDOHWW2/FYDDQvXt3Lr30Up544glWrVpFbm6udd7P6TdXQSRAbszBgwepqamhX79+WoeiGywlO2NiYvDx8dE6HN3gzK6NHg3//CNXiPPwgM8+g9hYWLFC2xFidnXt7rvhyiuhrg6uuw7Kymx7fg1xZtecFYtrsbGxol1TgHBNOeI9VB0tuTZz5kwAVq9eTXl5+RnP8corr1i3TSYTO3bs4P3337cOb7Pczj//fB5++GHWr19PdXW1zV+LsyASIDelrq6O5ORk4uPj8fLy0joc3ZCVlYWHhwd9+/bVOhTdoAfX/PzgxRfhzz8hMVGuGn3DDXKP0KFD2sRkV9cMBvjf/07OB7rrLpeYD6QH15wRi2t9+vTROhTdIFxTh3gPVc7ZXNt9opzpoEGDuPfee5s9R0uLzJ6eiO7evZsXXniB8ePH4+fnZ02Mjh8/3oZX4XyIBMhN2bdvH+3btz/jOE9BU2pqakhLSyMxMVHRREJ3R0+unX++PCLsmWfA21teSzQ+Ht5917HL5zjEtc6d5e4uT09YuRI++MA+13EgenLNWRDtmjqEa8oRrqmjNa5NmjQJOFkS+3RSUlIAKCkpaTKkraamptH948eP8/PPPzNv3jzOPfdc6zlcbaFaYaAbcvz4cbKyskTJToWkpKQQHBxM165dtQ5FN+jRNR8feOIJ2LsXhg6VR4fddZdcLS4jwzExOMy1ESNg4UJ5+9574cSbpB7Ro2vOgGjXlCNcU4dwTTmtde3jjz8mMzOz2ccsC6MCdO7cmQsvvJCFCxeyfft26uvrAcjOzubLL7+krq4Of39/Jk2axMsvv8xff/1lTYxcba0mkQC5ISaTiZ49exIYGKh1KLrh2LFjHDp0iISEBK1D0RV6di0+Xl5D9JVX5CFyGzfK9QMWLwZ7LovgcNfmz4fx46GqCq69Vv6pQ/TsmlaIdk0dwjXlCNfU0ZJrpxYk6NatG1dddVWz53j55Zcb3d+0aRNPPPEEw4cPx9vbG4PBQEREBNOmTeOGG26wafzOjEiA3IyioiKKiopE9RUFWEp2hoeH0759e63D0Q2u4JqnJzzwABiNMHasnBs8+KDccWI02v56mrjm4QGffALdukFSEpyhgpAz4wquORqLaxEREaJdU4BwTTniPVQdZ3Nt2bJlANx///0A/P3336qvdckll/Dmm2+ycuVK1efQGyIBciMs1Veio6NdbiynPTl8+DAVFRVERUVpHYpucDXXIiJg3Tp5vaBOnWDHDhg4EJ5+GmprbXcdzVwLDZWTIIC33oKvv3bs9duAq7nmKCyuRUZGah2KbhCuqUO8hyqnNa795z//AeDxxx/nl19+afF8gwYN4plnnuHLL7/kvvvuazScbtWqVfz444/8+9//dqu5We7zSgXk5OTQ0NBARESE1qHohoaGBkwmE3FxcXh7e2sdjm5wRdcMBrj9dkhOhilT5ArSCxbAkCFyGe22orlrEyfK6wIB3HYb7N/v+BhU4Iqu2RvNXdMpwjXlCNfUocQ1Hx8fLrroohaP2b17N08++STXXHMNS5cutQ6fCwgIYMyYMTaJWW+IBMhNqK2tJTU1lYSEBLfK8NtKRkYGvr6+9OrVS+tQdIOru9ajB3z3nbxOUJcu8PffcvW4556DE/NJVeEUrv33v3Llh9JSuP56OctzYlzdNXvhFK7pDOGaOoRrymmta48++igg9xa1lvHjx/PTTz/R0NCAJEkcO3aMTp06tTlmPSL+i92EtLQ0AgMDCQkJ0ToU3VBVVcW+fftEpR+FuINrBoOcHxiN8lpBdXXw6KMwciSkpio/n9O45u0tl8QOCIDt2+HJJ7WLpRW4g2u2xmlc0xnCNeUI19TRWtceOtFj//rrr7f63OvWrePiiy8WSTwiAXILysrK2L9/P/Hx8aIRUkBycjLdu3cnKChI61B0g7u5FhoKq1bBhx+enBs0YAAsWaJs3SCncq1vX3mRVIDnn4e1azUN50y4m2u2wqlc0wkW1xISEoRrChCuKUdNu/ZkK76oCgoK4uqrr2a/ToY2OwKRALk4luorffv2ddtuTjUUFxeTl5dHXFyc1qHoBnd1zWCAm2+We4MmTIDqarly3NixkJ199uc7pWtXXw133y1v33gj5OdrG89puKtrbcUpXXNyTnWtY8eOWoejG4RryrFHu1ZQUEBWVhavvvoqX3/9NX379sVgMDQqoe2uiATIxSkoKKC0tJTo6GitQ9ENkiSRlJREZGQkfn5+WoejG9zdtV694Jdf5CJq7dvDpk3yukHvvgtneq9xatdeeQUSEqCwEG66SVmXlp1xd9fU4NSuOTHCNeUI19RhK9dOXbA0JCSEiIgIbr75ZmvSM2/ePNGTiR0SIEt2efpt1qxZgPyPsWDBAsLCwvDz8+PCCy/EZDI1OkdNTQ2zZ88mODiY9u3bM3XqVA4dOmTrUF0eSxnFmJgYfHx8tA5HNxw8eJCamhr69++vdSi6QbgmYzDIHSd//w3/+hdUVMBdd8HFF0NubtPjndo1Pz/4/HP556+/wosvah0RIFxTi1O75qQI19QhXFOOLV1raGal7nnz5lFeXo4kSU0WRnVXbJ4A7dy5k7y8POvt119/BeCaa64B4MUXX+SVV17hjTfeYOfOnYSGhjJhwgTKy8ut55gzZw7ffvstK1euZMuWLVRUVDB58uRm/6iCM5OVlYWnpyd9+vTROhTdUFdXR3JyMvHx8Y2+RRG0jHCtMf36wW+/weLF4Osr9wwlJMDy5Sd7g3ThWlwcWCbYPv44bNumbTwI19SgC9ecEOGacoRr6lDjWmZmZouPv/baa9TX11uTng4dOrQ1TJfC5glQ165dCQ0Ntd5Wr15Nv379GD16NJIksWTJEh577DGuvPJKEhIS+Oijj6isrGTFihUAlJaW8t5777F48WLGjx/PgAEDWL58OUlJSaxbt87W4bos1dXVpKWliZKdCklPT6dDhw6EhYVpHYpuEK41j6cnzJ0Le/fC4MFw7Jg8neaqq+RRZbpx7dZb4brroKFBLn1XUqJZKMI1dejGNSdCuKYO4Zpy1Lo2cODAFs953333iSS0BbzsefLa2lqWL1/O3LlzMRgMZGVlkZ+fz8SJE63H+Pr6Mnr0aLZu3cpdd93F7t27qaura3RMWFgYCQkJbN26lUmTJjV7rZqaGmpqaqz3y8rKAPnbiDonX8vCHiQnJ9OlSxcCAwPd8vWrobKykqysLIYPH059WxZ0cTOEay3Tv788H+illzxYuNCDb781sGmTmZEj/bjttp5UV9fjZdeW2Aa8/jpeO3ZgyMrCPHs2DR98oEkYwjXliHZNHcI15QjX1GFr18455xx8fX1tEJlrY9e33VWrVnHs2DFmzpwJQP6JSkKn1zYPCQkhJyfHeoyPjw+dO3duckx+C5WInnvuOZ5++ukm+9euXYu/v39bXoau+emnn7QOQXf88ccfWoegS4RrLXPuufDCC51YunQg+/cH8MMPEfzwA3TsWMOQIfkMHZrHeecV4ePjPMUGTqXrTTcxYsECalev5heN/9bCNeWIdk0dwjXlCNfUYSvXgoKCMBgMHD16VJQgbwG7JkDvvfceF198cZOu0NOrT0iSdNaKFGc75pFHHmHu3LnW+2VlZfTq1YuJEye6VZlUSZLYvn07nTt3JiYmRutwdENRURF79uxhzJgxYrJrKxGuqePKK4tYtiyd/fvPY80aL4qLfVm/vg/r1/ehfXuJSZMkLrvMzJQpEk41ZLt3b1iwAF9fXy655BKHXlq4pg7RrilHuKYO4Zpy7OXaxo0bAaioqGiSAJWUlPDFF1/w8ccfs3XrVuv+gQMHsnv3bpvFoAfslgDl5OSwbt06vvnmG+u+0NBQQO7l6d69u3V/YWGhtVcoNDSU2tpaSkpKGvUCFRYWMmLEiDNez9fXt9kuP29vb7y9vdv8evRCbm4ulZWVDB8+3K1ed1swm82kpqYSExND+/bttQ5HNwjXlGM2m8nMTGXmzN707+9NfT1s3gzffisvqHrokIFvvjHwzTce9OkD69bJQ+g048gR2LgR1q+XK8EBBnD431u4phzRrqlDuKYc4Zo67OFaTEwMn376KQMGDGDXrl289NJLfPLJJ5SWlp7xOX5+fixbtswm19cTdpvZ98EHH9CtWzcuvfRS677w8HBCQ0OtleFAnie0adMma3IzaNAgvL29Gx2Tl5eH0WhsMQESQH19PSaTibi4ONFwK2D//v2YzWYiIiK0DkU3CNfUcbprXl7ygqmvvw4HDsDOnfDoo9CzJ+TkwKhRkJTkwAAlSU52HnwQBgyAbt3gmmvg7bchMxM8PGDGDAcGJFxTi2jXlCNcU4dwTTn2ci01NZVBgwbh4eHBkCFDeOONNxolP4MHD2bp0qUUFhYiSRKSJFFZWdliQQVXxS49QGazmQ8++ICbb74Zr1Nm9xoMBubMmcOiRYuIjIwkMjKSRYsW4e/vz/Tp0wEICAjgtttuY968eXTp0oWgoCAefPBBEhMTGT9+vD3CdRkyMzPx9fWlV69eWoeiG2pra0lNTWXgwIGi0o8ChGvKOZtrBgOcf758u+8+GD8ejEY47zy45JKT6wnZtajPl1/Ctdc23peQIGdp48bB6NEQEGDHAJoiXFOOaNfUIVxTjnBNHfZ2zcvLi5tuuokbb7yRUaNGtfi3OXbsGJs2bWLXrl088MADbjNvyC4J0Lp16zhw4AC33nprk8fmz59PVVUV99xzDyUlJQwdOpS1a9fSsWNH6zGvvvoqXl5eTJs2jaqqKsaNG8eHH34oyvm1QFVVFfv27WPEiBFihV8FpKam0rlz5yaFOQRnRrimDiWuhYTII89uvBHWrIHVq+Vbz55w++1w223yts0591zo2hWKiuT7//43vPYaaPRtuHBNHaJdU45wTR3CNeXY07W4uDhMJhN1dXXWnqWamhq2b9/Ohg0b2LBhA1u2bDnj83Nzc3n//fdtGpOzYpAky7J8rkVZWRkBAQGUlpa6RRGEXbt2YTAYGDRokNah6IaysjI2bdrEhRde2CgBF7SMcE05bXEtLQ2WLYMPP4SjR+V9np7yoqrXXWf7WCkqkhOfr7+W7w8cCB99JPcEORjhmnJEu6YO4ZpyhGvqsJVrzSVPY8eOZcOGDYrOM2rUKMaOHcv48eMZOXJkm2LSE6K/0gU4evQo+fn5xMXFaR2KbpAkCaPRSN++fUXDrQDhmnLa6lp0NLz8Mhw6BJ9+CiNGyGuSzp8PdlmepGtXeSjcZ59BUBDs2QODBsFzz4ED1/YQrilHtGvqEK4pR7imDnu71lLy891332E0Gvnwww+56aab6HliGMHmzZtZsGABF1xwAbNnz7ZLXM6ISIB0jiRJJCUlERkZiZ+fn9bh6Ib8/HxKS0uJjo7WOhTdIFxTh61ca9cOpk+XaxSEhMDBg/DFFzYK8nQMBrl7yWiEyZOhtlauznDBBZCaaqeLnkS4pg7RrilHuKYO4ZpyHO3a6cUVLrvsMhISEpg5cyYff/wxhw4davR43759mT9/vt3jchZEAqRzDhw4QG1tLf01rZWrLxoaGjCZTMTExIj1ChQgXFOOPVxr1w4sX9K9+CKY7bluavfu8P338MEH0KkT/PmnXB3u9dftemHhmnJEu6YO4ZpyhGvqsKVru3btanb/qX+PutOGCHTo0IHLLruMpUuXYjQaMZvN1kpwkiSRnZ3tVgVARAKkY+rq6khJSSEhIUEUiFBAVlYWnp6e9O3bV+tQdINwTR32cu3f/4aOHeGff+TpOXbFYICZM+XeoAkToLpaLlN38cVw+LDNLydcU4do15QjXFOHcE05tnItOTkZg8HA4MGDm328trYWgKeffprq6upGCU55eTmrVq1i9uzZxMfHu32xD5EA6Zj09HQ6dOjQaFFZQctUV1eTnp5OQkKC2//zK0G4phx7uhYUBE8+KW8/8giUldn09M3Tqxf88ovc+9OuHaxdC4mJcMpi17ZAuKYc0a6pQ7imHOGaOtrq2v79+zEYDMTHx7fq+P/85z/4+vqqupa7IBIgnVJRUUFWVhaJiYmiEVJASkoKXbt2pWvXrlqHohuEa+qwt2v33QeRkVBQAIsW2eUSTTEY4N575cIIAwZAcTFcdRXccotNsjDhmjpEu6Yc4Zo6hGvKaatrAwYMIDw83Ho/LS2NsxVwXrlyJTfeeCM9evTAYDBYb2fqOXJHRAKkU0wmE7169SLAwYsS6pljx46Rm5vb6m9QBDLCNeU4wjUfH3jlFXn71VchM9Nul2pKbCxs3w4PPywnRR9+KK/Y+scfbTqtcE05ol1Th8lkonfv3sI1BQjX1NHWdu2vv/4CYO/evUiSRFRUVLPHnZqU3nrrrSxfvpzDpw1Tvvfee1XF4IqIBEiHFBYWcuTIEWJjY7UORTdYqq9ERETQvn17rcPRDcI15TjStUsvhYkT5SJtDz5o10s1xcdHLo29cSP06QPZ2TBqFDz+uKr63MI15Yh2TR0W12JiYrQORTcI19Rhy3btvPPOA+DQoUN4eDT9+H5q1belS5diMpmaFDq4+eab2xyHqyASIJ1hNpsxGo3ExMSI8Z0KyM3N5fjx42f85kTQFOGaOhzpmsEg9/54esKqVbBund0v2ZRRo+Dvv+HGG+XKcM8+Ky9WlJbW6lMI19Qh2jXlCNfUIVxTjq1c8/f3B6CoqIjg4GB69erV7BA4S2/Pfffdx+zZs4mLixPDO1tAJEA6Y//+/UiS1Gg8qKBl6uvrMZlMxMfH4+XlpXU4ukG4phwtXIuLg1mz5O05cxy6VulJAgLg44/h88+hc2fYtUueI/TWW3CWseogXFODaNfUIVxTjnBNHbZy7frrrwegW7duHD16FIA///zzjMdPnz69TddzF0QCpCNqa2tJTU0lISGh2e5PQfNkZGTg5+dnXfVYcHaEa+rQyrWnnpIrw5lM8O67Dr10Y6ZNk2tzjxsHVVVwzz0wZYpcqeEMCNfUIdo15QjX1CFcU44tXZs8ebJ1e/369UiSxJAhQ6z7Tj//qY8JzoxoAXREamoqnTt3JiQkROtQdENlZSUZGRmiZKdChGvK0dK1oCD473/l7SeekIuzaUbPnnKJ7FdeAV9f+PFHuVz29983e7hwTTmiXVNHamoqQUFBwjUFCNfUYct2bcqUKQB06dKFsWPHNnncfNqi1OLv1DpEAqQTysrKyMnJISEhQetQdEVycjLdu3cnKChI61B0g3BNHVq7duedkJAgJz9PP61JCCfx8IAHHoCdO+Xkp6gILrtMDrKiwnqYcE0dWrumRyyuiQpmyhCuKcfW7Zpl4VTL8DeBbRAJkA6wVF8JDw+nY8eOWoejG44ePUp+fj5xcXFah6IbhGvqcAbXvLxgyRJ5+//+D5KTNQvlJImJchL04INyxYZly+S5QX/+KVxTiTO4pjeEa+oQrilHa9csleIEZ0ckQDogPz+fsrIyoqOjtQ5FN1gaoaioKPz8/LQORzcI15TjTK6NGweXXw4NDXIHTCvqD9gfX1946SW5RF3PnpCRASNHUjF/PuUlJcI1BTiTa3pCtGvKEa6pw16uWUq2V1VVtXjcjBkzbHpdV0YkQE5OQ0MDRqOR2NjYRjXeBS1z4MAB6urq6Nevn9ah6AbhmjqczbWXX5aX6Fm7Ftav1zqaUxg7Vi6QcN110NBAx5df5sInn8Q7J0fryHSDs7mmB0S7pg7hmnIaGhowmUx2cc1S2W316tUtHnfttdfa9LqujEiAnJysrCy8vLzo06eP1qHohrq6OlJSUoiPj7eOnRWcHeGacpzRtX794K675O2lS7WNpQmdO8Nnn5G/eDF17dvTbu9eOO88+N//nKS7ynlxRtf0gGjXlCNcU0dWVhaenp52cc1SCnvFihUtHicq9bUekQA5MdXV1aSnp5OYmCiqeiggPT2djh070r17d61D0Q3V1dWkpaUJ1xTirK7de6/8c/Vq2L9f01CaUF1dza6oKMq3bIHRo+H4cbjjDrjiCrlYgqBZnNU1Z0a8h6pDuKYce7vWv39/AFatWmXzc7srIgFyYlJSUujWrRvBwcFah6IbKioqyMrKEiU7FZKSkkJISIhwTQHO7FpUFEyYIHeqvPWW1tE0xuJa0HnnyWP0XnwRvL3hu+/kogk//aR1iE6HM7vmzIj3UOUI19QhXNMfIgFyUkpKSsjNzRUlOxViMpno3bs3AQEBWoeiG4Rr6nB21yy9QO+8A3l52sZioYlrnp7wn//Ajh0QFycvmHrppTBzpsaLGTkXzu6aMyLaNXUI15TjLK5ddtllml5fb4gEyAmxVF/p168f/v7+WoejGwoLCzl69Ki1Worg7AjX1KEH1y69FAYNgtJSuPtu7afYtOjaeefBrl0wZ45cLvujjyA+Hr79VotQnQo9uOZsiHZNHcK11nPXXXcRFRWFJEkYjUaHuDZx4kQADh061OzjN9xwg12v72qIBMgJyc3NpaqqisjISK1D0Q1ms5mkpCSio6Px9fXVOhzdIFxTjl5c8/SEDz6QR5d9/z189pm28ZzVNT8/ePVV2LIFoqMhPx+uvBKmTZN7htwQvbjmbIh2TTnCNWW8++677Nu3j9zcXCorKx3imqUS3Oeff97s45MnT7Z7DK6ESICcjPr6ekwmE3FxcXh5eWkdjm7Izs4GIDw8XONI9INwTR16ci0xEZ58Ut6ePVvOKbRAkWsjRsBff8Gjj8pZ3JdfysPjli/XvhvLwejJNWdBtGvq2H+iWopwTRmOdO2KK64AzlwJTqzXpAyRADkZGRkZ+Pn5iVKGCqipqSEtLY2EhAQ8PITSrUW4phw9uvbQQzBggDyl5t//1iaHUOxau3bw7LOwc6c8PK64GG68EaZMgYMH7Rqrs6BH15wB0a4pp6amhtTUVOGaClrr2po1axg6dGibrtWpUycA9uzZ06bzCGSE6U5EZWUlGRkZomSnQlJTUwkKCiIkJETrUHSDcE0denTN2xs+/BC8vGDVKjjD6Am70SbXBgyQCyQsXCiv7vrjj/LcoHfeAbPZPgE7CXp0TWtEu6YO4Zp6WuvaJZdcwo4dO+wWR2BgoN3O7arYPAGqr6/n8ccfJzw8HD8/PyIiInjmmWcwn/JmJUkSCxYsICwsDD8/Py688EL+v707D2vqTvcA/g0IEVCjoBJwRUH2tiNOLUxb60Zra51eu9s6drqM1mqH0dbW9s5Up+NS5452Hr23dnvajkup93rtbL0u1ap1HFsXrCQIbiwiq4IJeyD87h8ZohFEfofg4STfz/PwSM45hJf3+RLzcpLfMZvNLvfT0NCA+fPno3///ggKCsK0adOu+8YvT2E2mxEeHo5+/fqpXYpmWK1WFBQUICEhQe1SNIVZk6flrN1yC/DrXzs+nzfPsTDCzdLprPn5AW++CWRkAHfcAVRVOVZ1uO++7rO8nZtpOWtq4uOaPGat47Zu3QqdTofyq65X1pGs1dXVua2Glpe5iWtO5f/sZz9z2/fwFm4fgN555x2sX78e69atw8mTJ7Fq1Sr8/ve/x9q1a53HrFq1CqtXr8a6detw+PBhGI1GTJ48GVVVVc5j0tLSsG3bNqSnp+PAgQOorq7G1KlTYbfb3V1yt3Dx4kWUlpYiLi5O7VI0o2Wln4iICPTq1UvtcjSDWZPnCVlbvBiIjQUuXQLWrbs539OtWYuLcyyQ8O67jgUTdu1yvMnpL3/p/H13I56QNTXwcU0esyanqKgIALBly5Y293/77bdtXqj0t7/9LQDgww8/7HQNLSu9ff/99y7vO2pZIIEkCDd74IEHxLPPPuuybfr06eLpp58WQgjR3NwsjEajWLlypXN/fX29MBgMYv369UIIIS5fviz8/PxEenq685gLFy4IHx8fsX379g7VYbFYBABhsVg6+yN1uebmZvHNN9+InJwctUvRlAsXLoivvvpK2Gw2tUvRDGZNGU/J2qZNQgBChIQIUVXVtd+rS7OWlSXEbbc5fhhAiDlzhKipcf/3UYGnZO1m4uOaMkVFRcyaBJPJJACI1NRUAUBc+xQ6KChIABC9evUSDQ0Nzu0txzY3N3e6hj179ggA4uWXX3ber7vu29u4fdmKO++8E+vXr8epU6cwatQo/PDDDzhw4ADeffddAI5VbUpKSpzrmQOAXq/HuHHjcPDgQcyePRtHjx5FY2OjyzHh4eFISEjAwYMHce+997b6vg0NDWhoaHDetlqtAIDGxkY0Nja6+8d0q/Pnz8Nms2Ho0KHdvtbuwm63w2QyYdSoUQDAvnUQsybPk7I2fToQGdkDZ87osG6dHQsXdt37aLo0a5GRwLffwuc3v4HvmjXA+vUQe/ei6U9/ciyaoFGelLWbiY9r8ux2OzIzM5k1CS1LXV+9CEFL386ePYt33nkH8+bNQ3V1NfR6PXbs2IG7777beWxTU1Ona0hOTgbQeiU4vudNntsHoNdeew0WiwUxMTHw9fWF3W7HsmXL8OSTTwIASv61Duu1b7YLDQ1Ffn6+8xh/f/9Wr60MDQ11fv21VqxYgaVLl7bavnPnTs1cCG3Hjh1ql6A5JpMJJpNJ7TI0h1mT5ylZmzJlCNauHY2VKxsxYsQu6PVdu5hAl2Zt3DgMMBgw+o9/RM/sbPikpODkzJk4++CDgIZXs/KUrN1sfFyTx6zJu3jxovPzr776CgAwc+ZMVFVV4csvv8TWrVuxYcMGlz/WP/XUU85j3V0DKeP2AeiLL77Axo0bsXnzZsTHx+P48eNIS0tDeHg4Zs2a5Tzu2mlVCHHDCba9YxYvXowFCxY4b1utVgwZMgSpqanOpQO7o5MnT8JisWDs2LGc4Duovr4ee/fuxY9//GOEhISoXY5mMGvyPDFrkycDf/2rQF5eT1y6NAXPP+/+dbFvatbuvx/4xS/Q/ItfwPdvf0PCJ58g7vRp2Fev1tTZIE/M2s3AxzV5zJoyJ0+ebLXt/vvvB3DlTND999+P+++/H7/97W9drqm0cOHCLltoIj4+vkvu19O5fQB69dVX8frrr+OJJ54A4FgiMD8/HytWrMCsWbNgNBoBOM7yhIWFOb+urKzMeVbIaDTCZrOhsrLS5SxQWVkZUlJS2vy+er2+zasX+/n5wc/Pz20/nztVV1cjPz8f48aNg7+/v9rlaEZmZiaMRqMzS3RjVVVVzJoCnpg1Pz/g1luBvDzAYukBdz88qpK1sDDHYgjvvw8sWACfAwfgM3Ys8PzzjiW0Bw68OXV0gidmravxcU0ZZk1ey/O1a7U8v2y5flLL7eHDh0MIgYiICOTl5WH06NH41a9+hdWrV3e6llGjRuHUqVPO2y3Pt0mO218jUFtb2+pCWr6+vs5lsCMiImA0GrFr1y7nfpvNhn379jmHm6SkJPj5+bkcU1xcDJPJdN0BSItMJhOGDh3arc9QdTeVlZUoKiriXzwkmc1mZk2Sp2bNZgN273Z8Pnmy++9ftazpdI7lsU+eBB5/3LE8wocfAlFRwH/8B9CN3+PgqVnranxck8esKdPyfG3o0KGt9pWWlsLX17fNr8vNzcWRI0cAAGvWrIFOp8OlS5c6VUvLSnAtHn744U7dn7dy+wD04IMPYtmyZfj73/+OvLw8bNu2DatXr8a//du/AXC89C0tLQ3Lly/Htm3bYDKZ8MwzzyAwMNC5jJ/BYMBzzz2HhQsXYvfu3cjIyMDTTz+NxMRETJo0yd0lq6K0tBQVFRWIiYlRuxTNEP9asnPkyJGaeV9Xd8CsyfPkrP3jH0B1NRAa6rjOqDt1i6wNGwakpwP79wOjRwNWK/Dqq0BKCpCTo15d1+HJWetK3SJrGsOsKXN11iZMmOCy7x//+AeMRmOr6/JcLSkpCXa73ZnV/v3746OPPlJcz7VLXg8aNEjxfXkztw9Aa9euxSOPPIK5c+ciNjYWr7zyCmbPno23337becyiRYuQlpaGuXPnYsyYMbhw4QJ27tyJ3r17O49Zs2YNHnroITz22GP4yU9+gsDAQPz1r3+97pStJc3NzTCZTIiOjm7zZXvUtsLCQtTV1TlXYqEbY9aU8eSs7dvn+HfiRPeuE9DtsnbXXcD33wMffQT06wccOeKY+Navd5wd6iY8OWtdpdtlTSOYNXnXZu3aASgrKwvAjVfR8/HxwcmTJ7F161YAwAsvvIA+ffrAZrNJ1xQZGSn9NdSaTrQ3tmqY1WqFwWCAxWLpdqfHz549i7y8PIwfP77VywWpbU1NTdi9ezfi4+MxePBgtcvRDGZNnqdnbcIE4JtvHHPA7Nnuu99unbXCQuCZZ6689u/eex0NGD5czao8PmtdpVtnrZti1pS5NmuFhYUYMmQIwsPDnRdGvVpjY6PLBUrbUlNT43Lh2T179mD8+PFSdV294Ed3fJ6rBXzkuMkaGhqQk5ODxMREPnBLOH36NAIDA3mqV0JDQwOys7OZNUmenrUffnD8O3as++6z22dt8GBg505g9WpArwd27ADi44E1awC7XbWyPD1rXaHbZ62bYtbktfV8rWV4tFqtKC4ubvV+HD8/P+h0OsyePRsVFRVt3m9QUBCEEFixYgUAYMKECRg/fny7L6Mj9+Ojx02WnZ2N4OBgDNTAqkTdRW1tLc6ePYuEhAQucyohOzsbISEhzJoET8/apUtAy//J7nwVjCay5uMD/OpXjgnw7ruB2lpgwQIgOfnKVHgTeXrWuoomstbNMGvKtPd8rbq6GkajERs3bnRu+/d//3fn5x988AFCQkKg0+lw1113tXmtpddffx3nz58HAOzduxc+Pj4uq7u1x1PeD68mDkA3kcViQUFBQZetBe+pzGYzwsPDW10Yl66PWVPG07PW8n9r//7uO/GhuaxFRzteA/jBB4DBABw+DCQlAYsXO5bIu0k8PWtdQXNZ6yaYNXlKsvb2229DCIHm5mZs27bNeY2lAwcOIDExETqdDsHBwdi2bZvzbM/gwYMhhMCTTz4JAIiOjsbChQtv+L2uPfNE8jgA3SRCCJhMJowYMcLltZ/UvosXL6K0tBRxcXFql6IZzJoy3pC14mLHvxcvOp77jxoFPPkk8PvfO94eU1kpd3+azZqPD/DCC44lsx95xDENrlwJPPvsTVkgwRuy5m6azZrKmDV5Hc2aTqdzudhpy1Cj0+nw0EMP4eLFi877uuuuuwA4liGfPn06fHx8oNPp8Lvf/Q4NDQ3YvHmzc7ns1atXQ6fTXfcldAAwffp0d/yoXo0D0E1SXFyMqqoqjBo1Su1SNKNlyc7o6Gj07NlT7XI0g1mT5y1Zu+ce4OmngZZLWZw+7VgxetEiYNIkIDgYGDECePRRYMUKx9tmLl68/v1pPmthYcB//zewZQvQowewaZPjB+9C3pI1d9N81lTArClzo6x9+eWXzs/z8vKcn7cMNTqdDvfccw8++OADVFRUID4+Hvv374cQAhUVFZgzZ47za37961+jZ8+e0Ol0+MMf/oDCwkJER0cDAEJCQq67XHafPn1w8ODBzv+wXoyrwN0Edrsde/bswahRozBs2DBVa9GSvLw8nDlzBuPHj/eI5c9vBmZNGW/MWnk5kJEBHD0KHDvm+Dc3t+1jhw51XFInKcnx7+jRwIABHpa19euBF190fL51K9BFf2H1xqx1Fh/XlGHW5MlmraGhAX/729/wxhtv3PD9Oz4+PpgxYwaeeuopTJo0CTqdDu+99x7mz5/f6tjhw4c7h6s+ffqgvLwc/v7+Lsd0p+e5WsQB6CY4deoUioqKMG7cOL4BsYMaGxvx9ddf47bbbkNYWJja5WgGsyaPWbuistIxDLUMRMeOOc4StWXgwCaMHHkZkyeHIClJh6QkIDwc0HTsXn4ZWLsWCAwEvv3WMem5EbOmDB/X5DFryrgra6WlpdiyZQs2b96MQ4cOtXvs8OHDMWPGDIwYMQLLli1D7nX+ErV7926X6xB1p+e5WsQBqIvV1dVh9+7dSE5Odr4hjm7MZDLBYrEgJSWF/+F1ELOmDLPWPosFOH7c9UxRTo6AEK17NXCg61mipCTH2SPNtLWpCXjgAcdr/wYNciyQ4MYnj8yaPD6uKcOsyevqrAkhcPz4cWzevBmbN29u8zpCVwsODm7zfUCLFi3Cb37zG9jt9m7xPFerOAB1sWPHjqG5uRljxoxRrQatqaqqwt69ezFu3Dj+Uktg1uQxa8ocOHAc2dk9UVsb4xyKsrKA5ua2jz90yL3XHXKr5magqsox6VksQH6+Y2GEhgbgrruA/fvd8m2YNWX4uCaPWVNGrazZbDZs374dmzZtwpYtW6S/Xu3nuVrV/uVqqVMqKipQVFTkcsqSbsxsNmPYsGH8hZbArCnDrMmrqKjA5cuFmDFjAgIDr2yvrQVOnHCcJVq6FCgru7LvjjuAn//cce3R+HjHMNQlK/I2NgJff31lmLFYgMuXXW9fu81qvf7Kb/n5jn1u+As6syaPj2vKMGvy1Myav78/pk2bhmnTpuGLL75wbi8rK8OWLVuwadOmG76MjuRxAOoiLUsfRkZGIvDqZwnUrtLSUlRUVGC0m19778mYNWWYNXntZS0w0DHo3HEHkJrqWFUuP//K/k8+ufJ5l60x0NQE3H+/sq/183OsDW4wOJbCe/hhx3J4bhh+mDV5fFxThlmT112zNnDgQMybNw/z5s1zbhNCID09HTNmzFCxMs/AAaiLFBYWoq6uDpGRkWqXohnNzc0wmUyIiYlptdoJXR+zJo9ZU6ajWYuMBPLyHCdkzpwBzGbHh8nk+LfLrmPZsycwZgwQFOQYZPr2vTLUtHxcu63lds+eXfJmJWZNGT6uyWPWlNFS1nQ6HZ588kk8/vjjeP/99zF37ly1S9IsDkBdoKmpCVlZWYiPj0ePHmxxR+Xm5kKn02H48OFql6IZzJoyzJo8JVnz8wNiYx0fjzzSxQUCjgHm8OGb8I06jlmTx8c1ZZg1eVrNmo+PD5566ikOQJ3AC6F2gdOnTyMwMBCDBg1SuxTNaGhoQHZ2NhISEuDjw1h2FLMmj1lThlmTx6wpw6zJY9aUYda8F39L3KympgZnz55FYmIil56UkJ2djf79+2PgwIFql6IZzJoyzJo8Zk0ZZk0es6YMsyaPWfNuHIDczGw2Y9CgQejbt6/apWiGxWJBQUEB4uPj1S5FU5g1ecyaMsyaPGZNGWZNHrOmDLPm3TgAudHFixdRXl6O2NhYtUvRDCEEMjMzMWLECPTq1UvtcjSDWZPHrCnDrMlj1pRh1uQxa8owa8QByE1aHoRGjRqFnj17ql2OZhQXF6O6uhqjRo1SuxTNYNaUYdbkMWvKMGvymDVlmDV5zBoBHIDcJj8/H3a7HSNGjFC7FM2w2+0wm82IjY2Fn5+f2uVoBrMmj1lThlmTx6wpw6zJY9aUYdYI4ADkFjabDSdPnkR8fDx8fX3VLkczzpw5Az8/PwwdOlTtUjSDWVOGWZPHrCnDrMlj1pRh1uQxa9SCA5Ab5OTkwGAwwGg0ql2KZtTV1eH06dNcfUUSsyaPWVOGWZPHrCnDrMlj1pRh1qhFlwxAVVVVSEtLw7BhwxAQEICUlBQcvuridEIILFmyBOHh4QgICMA999wDs9nsch8NDQ2YP38++vfvj6CgIEybNg2FhYVdUW6nVFVVIS8vDwkJCXwQkpCVlQWj0YiQkBC1S9EMZk0ZZk0es6YMsyaPWVOGWZPHrNHVumQAev7557Fr1y5s2LABmZmZSE1NxaRJk3DhwgUAwKpVq7B69WqsW7cOhw8fhtFoxOTJk1FVVeW8j7S0NGzbtg3p6ek4cOAAqqurMXXqVNjt9q4oWTGTyYRhw4ahT58+apeiGRUVFSguLkZcXJzapWgKsyaPWVOGWZPHrCnDrMlj1pRh1uhqbh+A6urqsHXrVqxatQp33303IiMjsWTJEkREROC9996DEALvvvsu3nzzTUyfPh0JCQn47LPPUFtbi82bNwNwrGn/8ccf4w9/+AMmTZqEH/3oR9i4cSMyMzPx9ddfu7tkxUpLS1FZWYmYmBi1S9GMltVXIiMjERgYqHY5msGsyWPWlGHW5DFryjBr8pg1ZZg1ulYPd99hU1MT7HZ7q6UFAwICcODAAeTm5qKkpASpqanOfXq9HuPGjcPBgwcxe/ZsHD16FI2NjS7HhIeHIyEhAQcPHsS9997b6vs2NDSgoaHBedtqtQIAGhsb0djY6O4fE83NzThx4gSioqKg0+m65Ht4osLCQtTX12PYsGHsWQcxa8owa/KYNWWYNXnMmjLMmjxPzZqn/BxqcfsA1Lt3byQnJ+Ptt99GbGwsQkND8fnnn+O7775DVFQUSkpKAAChoaEuXxcaGor8/HwAQElJCfz9/dGvX79Wx7R8/bVWrFiBpUuXttq+c+fOLv0rSVZWFrKysrrs/j3Vzp071S5Bc5g1ZZg1ecyaMsyaPGZNGWZNnqdlrba2Vu0SNM3tAxAAbNiwAc8++ywGDRoEX19fjB49GjNmzMCxY8ecx1z7BjQhxA3flNbeMYsXL8aCBQuct61WK4YMGYLU1FS3v97TZrPhm2++wejRozFgwAC33rcny87ORmVlJe644w6+AbGDmDVlmDV5zJoyzJo8Zk0ZZk2eJ2et5ZVOpEyXDEAjR47Evn37UFNTA6vVirCwMDz++OOIiIhwLj1YUlKCsLAw59eUlZU5zwoZjUbYbDZUVla6nAUqKytDSkpKm99Tr9dDr9e32u7n5+f2C4SZzWYMGDAA4eHhbr1fT1ZTU4P8/Hzceeed8Pf3V7sczWDW5DFryjBr8pg1ZZg1ecyaMp6cNV78tnO69DpAQUFBCAsLQ2VlJXbs2IGf/vSnziFo165dzuNsNhv27dvnHG6SkpLg5+fnckxxcTFMJtN1B6CbxWKxoLCwEPHx8arWoTVmsxmDBg1C37591S5FM5g1ZZg1ecyaMsyaPGZNGWZNHrNG7emSM0A7duyAEALR0dE4c+YMXn31VURHR+PnP/85dDod0tLSsHz5ckRFRSEqKgrLly9HYGAgZsyYAQAwGAx47rnnsHDhQoSEhCA4OBivvPIKEhMTMWnSpK4ouUNaVl+JiIhAr169VKtDa8rLy1FeXo6JEyeqXYpmMGvKMGvymDVlmDV5zJoyzJo8Zo1upEsGIIvFgsWLF6OwsBDBwcF4+OGHsWzZMufpukWLFqGurg5z585FZWUlxo4di507d6J3797O+1izZg169OiBxx57DHV1dZg4cSI+/fRT+Pr6dkXJHVJUVITq6mqMHTtWtRq0prm5GSaTCdHR0a1WBqTrY9bkMWvKMGvymDVlmDV5zJoyzBrdiE4IIdQuoitYrVYYDAZYLBa3LIJgt9uxe/duREdHY9iwYW6o0Dvk5ubi7NmzmDBhAnx8uvQVlx6DWVOGWZPHrCnDrMlj1pRh1uR5S9bc/TzX2/C3qYPOnDkDf39/DB06VO1SNMNmsyE7OxsJCQl84JbArMlj1pRh1uQxa8owa/KYNWWYNeoI/kZ1QF1dHU6fPo1bbrmFS09KyMnJgcFgaHXNJ7o+Zk0ZZk0es6YMsyaPWVOGWZPHrFFHcQDqgKysLISFhSE4OFjtUjTDarUiLy8PCQkJfBCSwKzJY9aUYdbkMWvKMGvymDVlmDXqKA5AN1BRUYHi4mLExcWpXYpmCCFgMpkwfPhwvi5VArMmj1lThlmTx6wpw6zJY9aUYdZIBgegdrQsoxgVFYWAgAC1y9GM0tJSXL58GdHR0WqXohnMmjLMmjxmTRlmTR6zpgyzJo9ZI1kcgNpx/vx5NDQ0YOTIkWqXohktS3bGxsbyatUSmDV5zJoyzJo8Zk0ZZk0es6YMs0ayOABdR2NjI7KyshAfH48ePbrkckke6dy5c/Dx8fHopSfdjVlThlmTx6wpw6zJY9aUYdbkMWukBAeg6zh9+jR69eqF8PBwtUvRjPr6euTk5CAxMZFLdkpg1uQxa8owa/KYNWWYNXnMmjLMGinB37A21NTU4Ny5c1x9RVJ2djYGDBiAAQMGqF2KZjBryjBr8pg1ZZg1ecyaMsyaPGaNlOIA1Aaz2YzBgwejb9++apeiGZcvX0ZhYSHi4+PVLkVTTCYTsyaJWVOGWZPHrCnDrMlj1pRh1kgpDkDXKC8vR3l5OWJiYtQuRTNaluwcMWIEgoKC1C5HM8rLy3Hx4kVmTQKzpgyzJo9ZU4ZZk8esKcOsUWdwALpKc3MzMjMzER0djZ49e6pdjmYUFRWhuroaUVFRapeiGcyaMsyaPGZNGWZNHrOmDLMmj1mjzuIAdJX8/Hw0NzdjxIgRapeiGU1NTTCbzYiLi4Ofn5/a5WgGsyaPWVOGWZPHrCnDrMlj1pRh1qizOAD9i81mw8mTJ5GQkMDVVyScPXsWer0eQ4YMUbsUzWDWlGHW5DFryjBr8pg1ZZg1ecwauQOT8y85OTno168fQkND1S5FM+rq6nD69GkkJiZy9RUJ2dnZzJokZk0ZZk0es6YMsyaPWVOGWSN34AAEwGq1Ii8vj8soSsrKykJYWBiCg4PVLkUzrFYr8vPzmTVJzJo8Zk0ZZk0es6YMsyaPWSN38foBqGX1leHDh6N3795ql6MZly5dQnFxMeLi4tQuRTOYNWWYNXnMmjLMmjxmTRlmTR6zRu4kPQDt378fDz74IMLDw6HT6fDll1+67BdCYMmSJQgPD0dAQADuuecemM1ml2MaGhowf/589O/fH0FBQZg2bRoKCwtdjqmsrMTMmTNhMBhgMBgwc+ZMXL58WfoHvJHS0lJYLBZER0e7/b49lRACmZmZiIqKQkBAgNrlaAazJo9ZU4ZZk8esKcOsyWPWlGHWyJ2kB6CamhrceuutWLduXZv7V61ahdWrV2PdunU4fPgwjEYjJk+ejKqqKucxaWlp2LZtG9LT03HgwAFUV1dj6tSpsNvtzmNmzJiB48ePY/v27di+fTuOHz+OmTNnKvgRr89ut8NkMiEmJgb+/v5uvW9PVlBQAJvNhsjISLVL0QxmTRlmTR6zpgyzJo9ZU4ZZk8eskbv1kP2CKVOmYMqUKW3uE0Lg3XffxZtvvonp06cDAD777DOEhoZi8+bNmD17NiwWCz7++GNs2LABkyZNAgBs3LgRQ4YMwddff417770XJ0+exPbt23Ho0CGMHTsWAPDhhx8iOTkZOTk5bpv+c3Nz4evri2HDhrnl/rxBY2MjTp48icTERPj6+qpdjmacO3eOWZPErCnDrMlj1pRh1uQxa8owa+Rubn0PUG5uLkpKSpCamurcptfrMW7cOBw8eBAAcPToUTQ2NrocEx4ejoSEBOcx//znP2EwGJzDDwDccccdMBgMzmM6q76+Hjk5OVxGUdKpU6fQq1cvhIeHq12KZtTX1+PUqVPMmiRmTR6zpgyzJo9ZU4ZZk8esUVeQPgPUnpKSEgBotTRhaGgo8vPzncf4+/ujX79+rY5p+fqSkhIMHDiw1f0PHDjQecy1Ghoa0NDQ4LxttVoBOP7a0tjY2Op4s9mMkJAQ9O3bt8391FpNTQ3Onj2Ln/zkJ2hqalK7HM1g1uQxa8owa/KYNWWYNXnMmjLMWtvYi85x6wDU4tqlCYUQN1yu8Npj2jq+vftZsWIFli5d2mr7zp07ERgYeN3v+9VXX7VbF7V24MABtUvQJGZNHrOmDLMmj1lThlmTx6wpw6y5qq2tVbsETXPrAGQ0GgE4zuCEhYU5t5eVlTnPChmNRthsNlRWVrqcBSorK0NKSorzmNLS0lb3X15eft0LXy1evBgLFixw3rZarRgyZAhSU1PRp08f53YhBA4dOoR+/fohJiamEz+tdykvL8exY8cwfvx4vgGxg5g1ZZg1ecyaMsyaPGZNGWZNHrPWvpZXOpEybh2AIiIiYDQasWvXLvzoRz8CANhsNuzbtw/vvPMOACApKQl+fn7YtWsXHnvsMQBAcXExTCYTVq1aBQBITk6GxWLB999/j9tvvx0A8N1338FisTiHpGvp9Xro9fpW2/38/ODn5+e8feHCBdTW1iIlJQU9enTJCTCP09zcjOzsbMTExCAoKEjtcjSjsLCQWZPErCnDrMlj1pRh1uQxa8owa+27+rktyZNOVHV1Nc6cOeO8nZubi+PHjyM4OBhDhw5FWloali9fjqioKERFRWH58uUIDAzEjBkzAAAGgwHPPfccFi5ciJCQEAQHB+OVV15BYmKic1W42NhY3HfffXjhhRfw/vvvAwB+8YtfYOrUqZ1aAa6pqQlmsxlxcXH8ZZKQl5eH5uZmjBgxQu1SNKOpqQlZWVnMmiRmTR6zpgyzJo9ZU4ZZk8esUVeTTtWRI0cwfvx45+2Wl53NmjULn376KRYtWoS6ujrMnTsXlZWVGDt2LHbu3Oly1d41a9agR48eeOyxx1BXV4eJEyfi008/dVkSctOmTXj55Zedq8VNmzbtutce6qgzZ85Ar9djyJAhnbofb2Kz2ZCdnY2kpCSuviKBWZPHrCnDrMlj1pRh1uQxa8owa9TVdEIIoXYRXcFqtcJgMMBisaBPnz6ora3Fnj17kJKSguDgYLXL04wTJ06gpqYGycnJapeiGcyaMsyaPGZNGWZNHrOmDLMmj1nrmGuf55Icr/lzRFZWFsLCwvjLJMFqtSI/Px8JCQlql6IpzJo8Zk0ZZk0es6YMsyaPWVOGWaObwSsGoEuXLqGkpARxcXFql6IZQgiYTCYMHz7c5eWL1D5mTR6zpgyzJo9ZU4ZZk8esKcOs0c3i8QOQEAKZmZmIiopCQECA2uVoRklJCSwWS6cWnfA2zJoyzJo8Zk0ZZk0es6YMsyaPWaObyeMHoPPnz6OxsRGRkZFql6IZdrsdZrMZsbGxvF6BhIKCAmZNErOmDLMmj1lThlmTx6wpw6zRzeTxA1BOTg7i4+NdVpij9p07dw6+vr4YNmyY2qVoRmNjI06ePMmsSWLW5DFryjBr8pg1ZZg1ecwa3WwePwD17t0bYWFhapehGfX19Th16hQSExOh0+nULkczTp06xaxJYtaUYdbkMWvKMGvymDVlmDV59fX1apegaR57damW1b0HDx6MqqoqlavRjh9++AEBAQHw9/eH1WpVuxxNqK6uhslkQkpKCrMmgVmTx6wpw6zJY9aUYdbkMWvKHDt2DMCV57skx2MHoEuXLgEA4uPjVa6EiIiIiMj9Ll26BIPBoHYZmuOxA1DL+vEFBQUMhgSr1YohQ4bg/PnzvLBWB7FnyrBv8tgzZdg3eeyZMuybPPZMGYvFgqFDh/J6SQp57ADk4+N4e5PBYOAvlAJ9+vRh3ySxZ8qwb/LYM2XYN3nsmTLsmzz2TJmW57skh10jIiIiIiKvwQGIiIiIiIi8hscOQHq9Hm+99Rb0er3apWgK+yaPPVOGfZPHninDvsljz5Rh3+SxZ8qwb52jE1w/j4iIiIiIvITHngEiIiIiIiK6FgcgIiIiIiLyGhyAiIiIiIjIa3AAIiIiIiIir+HRA1BDQwNuu+026HQ6HD9+3GVfQUEBHnzwQQQFBaF///54+eWXYbPZ1Cm0m5g2bRqGDh2Knj17IiwsDDNnzkRRUZHLMezbFXl5eXjuuecQERGBgIAAjBw5Em+99VarfrBnrS1btgwpKSkIDAxE37592zyGfWvtv/7rvxAREYGePXsiKSkJ3377rdoldRv79+/Hgw8+iPDwcOh0Onz55Zcu+4UQWLJkCcLDwxEQEIB77rkHZrNZnWK7iRUrVuDHP/4xevfujYEDB+Khhx5CTk6OyzHsW2vvvfcebrnlFueFO5OTk/F///d/zv3s2Y2tWLECOp0OaWlpzm3sW2tLliyBTqdz+TAajc797JlyHj0ALVq0COHh4a222+12PPDAA6ipqcGBAweQnp6OrVu3YuHChSpU2X2MHz8eW7ZsQU5ODrZu3YqzZ8/ikUcece5n31xlZ2ejubkZ77//PsxmM9asWYP169fjjTfecB7DnrXNZrPh0UcfxYsvvtjmfvattS+++AJpaWl48803kZGRgbvuugtTpkxBQUGB2qV1CzU1Nbj11luxbt26NvevWrUKq1evxrp163D48GEYjUZMnjwZVVVVN7nS7mPfvn146aWXcOjQIezatQtNTU1ITU1FTU2N8xj2rbXBgwdj5cqVOHLkCI4cOYIJEybgpz/9qfOJJ3vWvsOHD+ODDz7ALbfc4rKdfWtbfHw8iouLnR+ZmZnOfexZJwgP9dVXX4mYmBhhNpsFAJGRkeGyz8fHR1y4cMG57fPPPxd6vV5YLBYVqu2e/vznPwudTidsNpsQgn3riFWrVomIiAjnbfasfZ988okwGAyttrNvrd1+++1izpw5LttiYmLE66+/rlJF3RcAsW3bNuft5uZmYTQaxcqVK53b6uvrhcFgEOvXr1ehwu6prKxMABD79u0TQrBvMvr16yc++ugj9uwGqqqqRFRUlNi1a5cYN26c+OUvfymEYNau56233hK33nprm/vYs87xyDNApaWleOGFF7BhwwYEBga22v/Pf/4TCQkJLmeH7r33XjQ0NODo0aM3s9Ruq6KiAps2bUJKSgr8/PwAsG8dYbFYEBwc7LzNninDvrmy2Ww4evQoUlNTXbanpqbi4MGDKlWlHbm5uSgpKXHpn16vx7hx49i/q1gsFgBwPoaxbzdmt9uRnp6OmpoaJCcns2c38NJLL+GBBx7ApEmTXLazb9d3+vRphIeHIyIiAk888QTOnTsHgD3rLI8bgIQQeOaZZzBnzhyMGTOmzWNKSkoQGhrqsq1fv37w9/dHSUnJzSiz23rttdcQFBSEkJAQFBQU4M9//rNzH/vWvrNnz2Lt2rWYM2eOcxt7pgz75urixYuw2+2tehIaGuqV/ZDV0iP27/qEEFiwYAHuvPNOJCQkAGDf2pOZmYlevXpBr9djzpw52LZtG+Li4tizdqSnp+PYsWNYsWJFq33sW9vGjh2LP/3pT9ixYwc+/PBDlJSUICUlBZcuXWLPOkkzA1BbbwS79uPIkSNYu3YtrFYrFi9e3O796XS6VtuEEG1u17KO9q3Fq6++ioyMDOzcuRO+vr742c9+BiGEc7839E22ZwBQVFSE++67D48++iief/55l33e0DNAWd/a4y19k3Htz+7t/ZDF/l3fvHnzcOLECXz++eet9rFvrUVHR+P48eM4dOgQXnzxRcyaNQtZWVnO/eyZq/Pnz+OXv/wlNm7ciJ49e173OPbN1ZQpU/Dwww8jMTERkyZNwt///ncAwGeffeY8hj1TpofaBXTUvHnz8MQTT7R7zPDhw/G73/0Ohw4dgl6vd9k3ZswYPPXUU/jss89gNBrx3XffueyvrKxEY2Njq0la6zratxb9+/dH//79MWrUKMTGxmLIkCE4dOgQkpOTvaZvsj0rKirC+PHjkZycjA8++MDlOG/pGSDft/Z4U986on///vD19W31V72ysjKv7IesllWTSkpKEBYW5tzO/jnMnz8ff/nLX7B//34MHjzYuZ19uz5/f39ERkYCcDy/OHz4MP74xz/itddeA8CeXevo0aMoKytDUlKSc5vdbsf+/fuxbt065+qD7Fv7goKCkJiYiNOnT+Ohhx4CwJ4ppso7j7pQfn6+yMzMdH7s2LFDABD/8z//I86fPy+EuPIG66KiIufXpaene/UbrNtSUFAgAIhvvvlGCMG+taWwsFBERUWJJ554QjQ1NbXaz56170aLILBvV9x+++3ixRdfdNkWGxvLRRDagOssgvDOO+84tzU0NHj9m4Wbm5vFSy+9JMLDw8WpU6fa3M++dcyECRPErFmz2LPrsFqtLs/NMjMzxZgxY8TTTz8tMjMz2bcOqq+vF4MGDRJLly5lzzrJ4waga+Xm5rZaBa6pqUkkJCSIiRMnimPHjomvv/5aDB48WMybN0+9QlX23XffibVr14qMjAyRl5cn9uzZI+68804xcuRIUV9fL4Rg36514cIFERkZKSZMmCAKCwtFcXGx86MFe9a2/Px8kZGRIZYuXSp69eolMjIyREZGhqiqqhJCsG9tSU9PF35+fuLjjz8WWVlZIi0tTQQFBYm8vDy1S+sWqqqqnDkCIFavXi0yMjJEfn6+EEKIlStXCoPBIP73f/9XZGZmiieffFKEhYUJq9WqcuXqefHFF4XBYBB79+51efyqra11HsO+tbZ48WKxf/9+kZubK06cOCHeeOMN4ePjI3bu3CmEYM866upV4IRg39qycOFCsXfvXnHu3Dlx6NAhMXXqVNG7d2/n4z57ppxXDkBCOJ6APfDAAyIgIEAEBweLefPmOZ/oe6MTJ06I8ePHi+DgYKHX68Xw4cPFnDlzRGFhoctx7NsVn3zyiQDQ5sfV2LPWZs2a1WbfWs42CsG+teU///M/xbBhw4S/v78YPXq0c7liEuKbb75pM1OzZs0SQjjOZrz11lvCaDQKvV4v7r77bpGZmalu0Sq73uPXJ5984jyGfWvt2Wefdf4eDhgwQEycONE5/AjBnnXUtQMQ+9ba448/LsLCwoSfn58IDw8X06dPF2az2bmfPVNOJ8RV73AnIiIiIiLyYJpZBY6IiIiIiKizOAAREREREZHX4ABERERERERegwMQERERERF5DQ5ARERERETkNTgAERERERGR1+AAREREREREXoMDEBEREREReQ0OQERERERE5DU4ABERERERkdfgAERERERERF6DAxAREREREXkNDkBEREREROQ1OAAREREREZHX4ABERERERERegwMQERERERF5DQ5ARERERETkNTgAERERERGR1+AAREREREREXoMDEBEREREReQ0OQERERERE5DU4ABERERERkdfgAERERERERF6DAxAREREREXkNDkBEREREROQ1OAAREREREZHX4ABERERERERegwMQERERERF5DQ5ARERERETkNTgAERERERGR1+AAREREREREXoMDEBEREREReQ0OQERERERE5DU4ABERERERkdfgAERERERERF6DAxAREREREXkNDkBEREREROQ1OAAREREREZHX4ABERERERERe4/8B3uxzGuXisVgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make figure and `SkewT` object\n", + "fig = plt.figure(figsize=(9, 9))\n", + "skewt = SkewT(fig=fig)\n", + "\n", + "# plot sounding data\n", + "skewt.plot(p, T, 'r') # air temperature\n", + "skewt.plot(p, Td, 'b') # dew point\n", + "skewt.plot_barbs(p, u, v) # wind barbs" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\n", + "\n", + "Then, we're going to plot the air temperature and dew point and add the wind barbs.\n", + "\n", + "Let's talk break that down a bit.\n", + " \n", + "```python showLineNumbers highlightLine=2-3\n", + "# make figure and `SkewT` object\n", + "fig = plt.figure(figsize=(9, 9))\n", + "skewt = SkewT(fig=fig)\n", + "\n", + "# plot sounding data\n", + "skewt.plot(p, T, 'r') # air temperature\n", + "skewt.plot(p, Td, 'b') # dew point\n", + "skewt.plot_barbs(p, u, v) # wind barbs\n", + "```\n", + "First, we'll make a new figure and use that figure to make a new skew-T plot. If you don't provide a figure to `SkewT`, one will be created for you, but it's useful to make the default figure size a bit larger for this tutorial.\n", + "\n", + "First, we're " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['__class__',\n", + " '__delattr__',\n", + " '__dict__',\n", + " '__dir__',\n", + " '__doc__',\n", + " '__eq__',\n", + " '__format__',\n", + " '__ge__',\n", + " '__getattribute__',\n", + " '__getstate__',\n", + " '__gt__',\n", + " '__hash__',\n", + " '__init__',\n", + " '__init_subclass__',\n", + " '__le__',\n", + " '__lt__',\n", + " '__module__',\n", + " '__ne__',\n", + " '__new__',\n", + " '__reduce__',\n", + " '__reduce_ex__',\n", + " '__repr__',\n", + " '__setattr__',\n", + " '__sizeof__',\n", + " '__str__',\n", + " '__subclasshook__',\n", + " '__weakref__',\n", + " '_fig',\n", + " 'ax',\n", + " 'dry_adiabats',\n", + " 'mixing_lines',\n", + " 'moist_adiabats',\n", + " 'plot',\n", + " 'plot_barbs',\n", + " 'plot_dry_adiabats',\n", + " 'plot_mixing_lines',\n", + " 'plot_moist_adiabats',\n", + " 'shade_area',\n", + " 'shade_cape',\n", + " 'shade_cin']" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dir(skewt)" + ] }, { "cell_type": "markdown", @@ -60,7 +567,10 @@ "source": [ "## Resources and references\n", "\n", - "- []()" + "- [Wyoming Upper Air](https://weather.uwyo.edu/upperair/)\n", + "- [Siphon](https://unidata.github.io/siphon/latest/examples/upperair/Wyoming_Request.html)\n", + "- [MetPy's SkewT documentation](https://unidata.github.io/MetPy/latest/api/generated/metpy.plots.SkewT.html)\n", + "- [NOAA's JetStream](https://www.noaa.gov/jetstream) [Skew-T Plot](https://www.noaa.gov/jetstream/upperair/skew-t-plots) Section" ] } ], @@ -80,7 +590,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.12" + "version": "3.11.6" }, "orig_nbformat": 4 },