{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Atmospheric Thermodynamics and Stability\n", "## SAIL Radiosonde Data\n", "\n", "This notebook is designed to investigate 2022 winter radiosonde data from SAIL launched from Gothic, CO over a variety of conditions\n", "\n", "The `act` package was applied for this notebook to download and easily visualize the data. While not required for class, you can check out the documentation [here](https://arm-doe.github.io/ACT/index.html)." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Import packages to be used\n", "import os\n", "\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Examine a sounding\n", "\n", "Let's start by taking a look at a sounding from a clear, calm day on 10 January 2022. You can check how [billy barr](https://en.wikipedia.org/wiki/Billy_Barr_(naturalist)) described the day's weather by looking [here](https://www.gothicwx.org/2022-daily-description.html). Note that Gothic, Colorado is an old mining town in the mountains of Colorado at 2,900 m (9,500 ft) elevation. **Note that the code below expects to find the sounding data inside folder labeled \"data\" in your working folder.** If you haven't already, make a folder named data and put the .csv files in that folder." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timepresqc_prestdryqc_tdrydpqc_dpwspdqc_wspddeg...qc_u_windv_windqc_v_windwstatascqc_asclatlonaltpotential_T
02022-01-10 11:34:00713.790470.0-9.9798300.0-18.5222030.01.8677970.0328.13560...0.0-1.7414680.0NaN5.1474570.13559338.959520-106.989863055.137516.678686
12022-01-10 11:35:00687.390900.0-5.4631670.0-21.8271700.00.8983330.0154.98334...0.0-0.7466180.0NaN4.7016670.00000038.958880-106.989483348.718524.837664
22022-01-10 11:36:00662.858340.0-4.4240000.0-26.4786660.01.2116670.0252.70000...0.0-0.9534730.0NaN4.9183330.00000038.958366-106.989473634.461729.118020
32022-01-10 11:37:00640.709350.0-4.9808330.0-30.2778320.02.5883340.0335.06668...0.0-2.3056040.0NaN3.7916660.00000038.957546-106.988973901.405331.435535
42022-01-10 11:38:00623.398400.0-5.7330000.0-32.0425000.03.0166660.0302.40000...0.0-2.3794870.0NaN3.6500000.00000038.956264-106.987764116.197032.968940
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5 rows × 24 columns

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" ], "text/plain": [ " time pres qc_pres tdry qc_tdry dp \\\n", "0 2022-01-10 11:34:00 713.79047 0.0 -9.979830 0.0 -18.522203 \n", "1 2022-01-10 11:35:00 687.39090 0.0 -5.463167 0.0 -21.827170 \n", "2 2022-01-10 11:36:00 662.85834 0.0 -4.424000 0.0 -26.478666 \n", "3 2022-01-10 11:37:00 640.70935 0.0 -4.980833 0.0 -30.277832 \n", "4 2022-01-10 11:38:00 623.39840 0.0 -5.733000 0.0 -32.042500 \n", "\n", " qc_dp wspd qc_wspd deg ... qc_u_wind v_wind qc_v_wind \\\n", "0 0.0 1.867797 0.0 328.13560 ... 0.0 -1.741468 0.0 \n", "1 0.0 0.898333 0.0 154.98334 ... 0.0 -0.746618 0.0 \n", "2 0.0 1.211667 0.0 252.70000 ... 0.0 -0.953473 0.0 \n", "3 0.0 2.588334 0.0 335.06668 ... 0.0 -2.305604 0.0 \n", "4 0.0 3.016666 0.0 302.40000 ... 0.0 -2.379487 0.0 \n", "\n", " wstat asc qc_asc lat lon alt potential_T \n", "0 NaN 5.147457 0.135593 38.959520 -106.98986 3055.1375 16.678686 \n", "1 NaN 4.701667 0.000000 38.958880 -106.98948 3348.7185 24.837664 \n", "2 NaN 4.918333 0.000000 38.958366 -106.98947 3634.4617 29.118020 \n", "3 NaN 3.791666 0.000000 38.957546 -106.98897 3901.4053 31.435535 \n", "4 NaN 3.650000 0.000000 38.956264 -106.98776 4116.1970 32.968940 \n", "\n", "[5 rows x 24 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# first, read in the data from the sounding\n", "\n", "# Get path to data\n", "filepath= os.path.join(os.getcwd(),'data')\n", "date = '2022-01-10'\n", "\n", "# Read the data into a file\n", "sonde_temp_profile = pd.read_csv(os.path.join(filepath,f'{date}_radiosonde.csv'))\n", "\n", "# take a look at what is included in the file\n", "sonde_temp_profile.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see that the sonde was launched at 11:34, and its first recording was taken at an atmospheric pressure of 714 hPa. We can also look at specific values. Let's pretend that the first value represents the surface air (it's actually slightly above the surface, but it's close). Then can we calculate the characteristics of the surface parcel of air." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "tdry -9.97983\n", "Name: 0, dtype: object\n", "rh 52.05915\n", "Name: 0, dtype: object\n" ] } ], "source": [ "Tsurf = sonde_temp_profile.loc[0,['tdry']]\n", "RHsurf = sonde_temp_profile.loc[0,['rh']]\n", "print(Tsurf)\n", "print(RHsurf)\n", "# You should see temperature in deg C and RH in percent\n", "# Also note that we get information about the data type (dtype) because this is a pandas dataframe" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Saturated vapor pressure is a function of air temperature.**\n", "Recall that the formula, as shown here, calculates saturated vapor pressure in units of kPa with an input of temperature in degrees C.\n", "$$ e_{sat} = 0.6108*exp(\\frac{17.27T}{237.3+T}) $$" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-9.97983]\n" ] } ], "source": [ "# We can use our function for the saturated vapor pressure and the python math forumulas \n", "# to calculate the saturated vapor pressure esat near our surface\n", "# The first step is to change the datatype of the Tsurf variable from above so that it is a floating point\n", "# number and can be used in equations.\n", "\n", "T = np.asarray(Tsurf).astype(np.float64)\n", "print(T)\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.2279626193393784\n" ] } ], "source": [ "T1 = 10\n", "T2 = 2\n", "esat1 = 0.6108*np.exp((17.27*T)/(237.3+T))\n", "# this formula outputs esat in kPa\n", "print(esat)\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also use this formula to create and plot the saturated vapor pressure curve." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-40 -39 -38 -37 -36 -35 -34 -33 -32 -31 -30 -29 -28 -27 -26 -25 -24 -23\n", " -22 -21 -20 -19 -18 -17 -16 -15 -14 -13 -12 -11 -10 -9 -8 -7 -6 -5\n", " -4 -3 -2 -1 0 1 2 3 4 5 6 7 8 9 10 11 12 13\n", " 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31\n", " 32 33 34 35 36 37 38 39]\n" ] } ], "source": [ "T_curve=list(range(-40,40))\n", "T_curve=np.asarray(T_curve)\n", "# We turn it into a numpy array so that we can use numpy to calculate esat for the entire array\n", "print(T_curve)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Now, we use numpy with the equation over our entire array\n", "esat_curve = 0.6108*np.exp((17.27*T_curve)/(237.3+T_curve))" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Create a new figure.\n", "plt.figure()\n", "\n", "# Use the plot() function to plot the year on the x-axis, peak flow values on\n", "# the y-axis with an open circle representing each peak flow value.\n", "plt.plot(T_curve, # our x value\n", " esat_curve # our y value\n", " )\n", "# Label the axes and title.\n", "plt.xlabel('Temperature (deg C)')\n", "plt.ylabel('Saturated Vapor Pressure (kPa)')\n", "plt.title('(Fig. 1) Saturated Vapor Pressure Curve');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We know that Relative Humidity, $$ RH = e_v/e_{sat}*100% $$\n", "where $e_v$ is vapor pressure and $e_{sat}$ is saturated vapor pressure." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.55847433]\n" ] } ], "source": [ "# We can combine the measured RH and T to determine the actual vapor pressure (in kPa)\n", "RH = np.asarray(RHsurf).astype(np.float64)\n", "ev = esat*RH/100\n", "# Note that this will be in the same units as esat, which in this case is kPa\n", "print(ev)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "With this information, as well as the measurement of total air pressure, we can calculate all of the other moisture-related variables. \n", "Dew point temperature, in deg C can be defined as,\n", "$$ T_d = \\frac{ln(e_v) + 0.49299}{0.0707-0.00421ln(e_v)} $$\n", "\n", "and can also be defined by the Magnus formulation (Murray 1967) as, in deg C,\n", "\n", "$$ T_d = \\frac{243.04[ln(\\frac{RH}{100}) + \\frac{17.625T}{243.04+T}}{17.625 - ln(\\frac{RH}{100})-\\frac{17.625T}{243.04+T}} $$" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1.22424516]\n" ] } ], "source": [ "#We can use our measurements from above in these calculations and see how well they match.\n", "Td1 = (np.log(ev)+0.49299)/(0.0707-0.00421*np.log(ev))\n", "print(Td1)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-1.25012068]\n" ] } ], "source": [ "Td2 = (243.04*(np.log(RH/100)+(17.625*T)/(243.04+T)))/(17.625 - np.log(RH/100) - (17.625*T)/(243.04+T))\n", "print(Td2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If we also look at the total pressure measured by the radiosonde, we can calculate the mixing ratio\n", "$$ R = \\frac{0.622e_v}{p-e_v} $$\n", "Remember that the mixing ratio is the ratio of the mass of water vapor to the mass of dry air only." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00490495]\n" ] } ], "source": [ "# First, convert the bottom pressure level from our data frame into a floating point number\n", "Psurf = sonde_temp_profile.loc[0,['pres']]\n", "P = np.asarray(Psurf).astype(np.float64)\n", "# Check that we have these in the same units. P from the sonde is in mb or hPa and ev is in kPa\n", "# if we look online, we see that 1 kPa = 10 mb, to keep everything in kPa, we need to divide P by 10\n", "# now everything is in kPa\n", "R = 0.622*ev/((P/10)-ev)\n", "print(R)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In class, we talked about the mixing ratio being approximately equal to the specific humidity and being approximately equal to 0.622(ev/p) . We can check if this is true." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00486657]\n" ] } ], "source": [ "R2 = 0.622*ev/((P/10))\n", "print(R2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The specific humidity, q is defined as the ratio of the mass of vapor to the mass of the total air (dry plus wet), as\n", "$$ q = \\frac{\\rho_v}{\\rho_a} = \\frac{\\rho_v}{(\\rho_v+\\rho_d)} $$\n", "where $\\rho_a$ is the density of the total air, $\\rho_v$ is the denisty of the water vapor alone and $\\rho_d$ is the density of dry air alone." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The radiosonde doesn't directly measure density, so to fully calculate this, we need to apply the ideal gas law and Dalton's law of partial pressures. Following from page 17 of Shuttleworth, we get\n", "$$ q = \\frac{0.62e_v}{p-0.38e_v} $$" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00486539]\n" ] } ], "source": [ "q = 0.62*ev/((P/10)-0.38*ev)\n", "print(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As stated in the textbook and in class, these are all very similar to each other." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we consider buoyancy, stability, and vertical motion, we need one more term. This is necessary because while warmer air is less dense than cooler air, moister air is less dense than drier air.\n", "Virtual temperature: $$ T_v = T(1+0.61q) $$ is the temperature that dry air would\n", "have if it had the same density and temperature as the moist air, where in this formula, $T$ and $T_v$ are in Kelvin. It allows us to consider moisture effects on density." ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[281.98442101]\n", "[8.84442101]\n" ] } ], "source": [ "#Let's calculate the virtual temperature of our surface air from this sounding.\n", "# Note that this equation applies to Kelvin, which is 273.15 greater than deg C\n", "TvK = (T+273.15)*(1+0.61*q)\n", "print(TvK)\n", "print(TvK-273.14)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Profiles and Vertical Motion\n", "Let's continue with this same sounding to explore vertical profiles and tendencies for vertical motion.\n", "\n", "Buoyant acceleration is defined as\n", "$$ a_p = -g\\frac{(\\rho_a' - \\rho_a)}{\\rho_a} $$\n", "\n", "or \n", "\n", "$$ a_p = -g\\frac{(T_v - T_v')}{T_v} $$\n", "\n", "where the ' indicates the perturbed parcel, and the non-prime value indicates the surrounding air.\n", "Here we see that a _lower_ density will move up, and a _warmer_ temperature will move up." ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# for our January 10th sounding, let's plot the actual temperature, \n", "# the virtual temperature, and the temperature of a parcel following the dry adiabatic lapse rate.\n", "\n", "# Create a new figure.\n", "# Start with the actual temperature, which we measured with the sounding\n", "fig, axs = plt.subplots(nrows=1, ncols=1, figsize=(7,7), tight_layout=True)\n", "axs.plot(sonde_temp_profile['tdry'],sonde_temp_profile['alt'])\n", "axs.set_ylim(3000,6000)\n", "axs.set_xlim(-20,0)\n", "axs.set_xlabel('temperature (C)')\n", "axs.set_ylabel('altitude (m)')\n", "plt.title('(Fig. 2) Atmospheric Temperature Profile from 10 January 2022');\n" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[3055.1375]\n", "[-9.97983]\n" ] }, { "data": { "image/png": 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99lsDMH777bc09zNo0CD7uLjs8PvvvxsODg7Gf/7znwyv79WrlxEQEJCp+xowYIABGHv27DEM4/8/ZnzzzTfT7Herj5wAIzAwMM34vtSxUzVq1DBSUlLs27/88ksDMLZv324YhmFcvnzZcHd3N9q2bZvmPo8fP264urrax9RduHDBAIwvv/zyls8nJCTEsFgsRkRERJrtLVq0MHx8fOwfz6Y+zxsfd968eQZgH8969epVw9fX1+jQoUOa/ZKTk43q1asbdevWtW9L/agvozHKqdelOnz4sOHo6Gj06tXrls/ndm4cWvDDDz8YgDF//vw0+23cuNEAjLFjx9q3hYSEGO7u7sbJkyft2yIiIgzACAoKSvNRdurP85dffknz2IDx1VdfpXmsDz74wACMNWvWGIZhG5MJGKNHj06z34kTJwx3d/c0Hw03atTIAG47liolJcVITEw0Vq9ebQDGtm3b7Nfd7LWa+nFfRu9DbvjI92Y/y6w8l4ykDi0IDw83EhMTjZiYGGPx4sWGn5+f4e3tbf89lPq9nTx5cprbjx8/3gCMefPmpdme+nvsjz/+sG9r1KiRUbly5ds+14yGFlSoUMGoWbOmkZiYmOa27du3N4KCgtINw7rRvn37jAoVKhjlypUzXFxcjMWLF99y/5u51dACwzCMcePGGYAxd+5cwzD+/2dcpkyZdB+FHjp0yHBwcDC++OIL+7a4uDijSJEi6cb5ZeTq1auGj4+PUb9+ffu2fv36GRaLxTh48KB922+//XbL98W/v/epr4cjR45k+Jipr/Njx44ZgPHzzz/br0t9jd7470Dqx983G6ZyJ++dm7nZ8IaQkBDD0dHRPi47Vffu3Q1XV9d0Q+LatGljeHh4GFeuXDEM4/9fkzf+3h02bJgBGC+88EKa7Y8++qjh6+ub6dyGceuhBak/qzNnzqS7rmXLlka5cuVued+ZGVqQlJRkJCYmGs2aNTM6deqU7rZVq1Y1kpKS7Ns3bNhgAMYPP/yQiWeX1uuvv24AxqJFi+zbTp06ZQDGqFGj0u0/e/ZsAzDWrVt30/u8XQ/5t169ehlOTk7284vuho7IZuD06dNpZiK4UdeuXdm4cWOaS+rZvzdavXo13t7etG7dOs32Hj16ZFveLVu20LVrV+rXr8+oUaMy3Mff35/IyEj7xwI3Exsby7x582jQoAEVKlQAoFGjRpQpU4apU6emmcHhdpo0aYKnp6f964oVKwLQpk2bNB+pp25PPeoYFhZGXFwc/fv3T3N/JUqUoGnTpvYjnr6+vpQpU4ZPP/2Uzz//nK1bt940X+XKlalevXqabT179iQ6Ojrd2ZgdO3ZM83XqX6ep+datW8elS5fo169fmqPyKSkptG7dmo0bN6abJaJz5843+S79v+XLl5OcnMyzzz57232zYvHixRQqVIgOHTqkyVujRg0CAwPT/eVfo0YNihUrZv869efTuHFjPDw80m3P6Ghxr1690nzds2dPwHZULzWTxWKhd+/eaTIFBgZSvXr1dJkKFy5M06ZN0z3O4cOH6dmzJ4GBgTg6OuLs7EyjRo0A0g1DyS43/iyz+lxupn79+jg7O+Pt7U379u0JDAzkt99+IyAg4JaPv3LlSjw9Pe1HzlKlvn8y+oQgqw4ePMjevXvtP9d/P8+2bdty5syZWw4ZuHTpEs2bN6dFixb2oRGdO3fmt99+s+8zc+ZMLBZLmk9+7oRxk0/HOnbsmO6j0NKlS9O+fXvGjh1rv93s2bO5ePHiTWdr+bd58+YRHR2d5sjtgAEDMAyDKVOm2Lelvu5v9r64ncjISAYPHkyJEiVwcnLC2dnZ/tFvRq/zGx+na9euODk52XOAOe+datWqpTtSt3LlSpo1a0aJEiXSbO/fvz/Xrl0jLCwszfb27dun+Tr191C7du3Sbb906VKmhhdkxc1mmrnTGWjGjx/PAw88gJubm/1nu2LFigx/Bu3atbMP0YH0/zZl1sSJE/nggw8YPnw4jzzySLrrb/VcbnZdZnpIqjfffJNZs2bxxRdfUKtWrSxlz4jTXd9DPhQXF4ezs3OaF8y/+fn5Ubt27Uzd18WLF9P9QwRkuO1ObN26lRYtWnD//fezdOlSXF1dM9zPzc0NwzC4fv06Xl5eN72/uXPnEhsbS9euXdN8PN+1a1dGjRrF8uXLadWqVaay+fr6pvnaxcXllttTx7RdvHgRIMOPr4KDg1m+fDlge0OtWLGCd999l08++YThw4fj6+tLr169+OCDD/D29rbfLjAwMN19pW5LfbxURYoUSfN16vc09SP01I+KbywO/3bp0qU0JT4zH2OnjmErXrz4bffNinPnznHlyhX79/lGN46zu9OfWyonJ6d038Mbv9fnzp3DMIybvg9Kly6d5uuMvn+xsbE89NBDuLm58f7771OuXDk8PDzs4wNvHPKQXW7MktXncjPTp0+nYsWKODk5ERAQkOFz9vDwwMfHJ822ixcvEhgYmO4fGH9/f5ycnNK9vu9E6mv+pZde4qWXXspwn1tN+TRp0iROnDjBW2+9hYuLC/Pnz6dLly506tSJn3/+mVatWrFq1SoqVqxIqVKl7ipr6j/qwcHBabbf7D04dOhQmjVrxvLly2nZsiXffvstoaGhmRp2MWnSJNzc3GjdurX992W1atUoWbIkU6dO5Z133sHR0ZGLFy/e8n1xKykpKbRs2ZLTp0/z5ptvUrVqVTw9PUlJSaF+/foZvs5vvN/Ux059LeSW9w7YXr83+12fev2/3cnvp1v9m5dZqT+7jP5Nv3TpUrrHz4zPP/+c4cOHM3jwYN577z2KFi2Ko6Mjb775ZoZF9nb/NmXGlClTGDRoEE8//XS6MeCFCxfGYrFk+DsjdRhERs8zsz0E4J133uH999/ngw8+yNQfi5mhIpuBokWLkpCQwNWrV9OUkTtRpEgRNmzYkG772bNn7+p+wfbiad68OSEhIfzxxx9Yrdab7nvp0iVcXV1v+4ZOHds1bNgwhg0bluH1mS2ydyr1zXrmzJl0150+fTrNkfKQkBB75v379zNv3jxGjhxJQkJCmrGoGX2/U7fd+MvhdlIf/5tvvrGfkHOjG3/RZeav9dSxkCdPnkx3dOJuFC1alCJFirBs2bIMr/934c8OSUlJXLx4Mc339cbvddGiRbFYLPzzzz8Z/tK7cVtG37+VK1dy+vRpVq1aZT+SBKQbH30rbm5uAPaTolLdqvzdmCWrz+VmKlaseNs/kDP6PhQpUoT169djGEaa61M/gbnZJ0tZkXofI0aMsI+7vVH58uVvevtDhw7h6Oho//3j4uLCTz/9xOOPP86jjz7K6NGjmT59+h2d/PpvhmHw66+/4unpme57ebP3YNOmTalSpQpjxozBy8uLLVu2MHPmzNs+1v79+1mzZg0A9913X4b7/P7777Rt25YiRYrc8n1xKzt37mTbtm1MnTqVfv362bdndILsv+/335+q3PjY2fHeuRM3e/3e7Hc9kC2v3+xQtWpVAHbs2EGlSpXs25OSkti7d+8dfco6c+ZMGjduzLhx49Jsj4mJubuwNzFlyhSeeuop+vXrx/jx49P9PNzd3Slbtiw7duxId9sdO3bg7u6e7g/zrPSQd955h5EjRzJy5MhsHb+soQUZSP1I/dChQ3d9X40aNSImJibNR2hAlmYQyEhERATNmzenePHiLF++nMKFC99y/8OHD6d582Vkz549hIWF0blzZ/766690l2bNmvHzzz/b/5G/k78GMyM0NBR3d/d0/5icPHnS/jFURsqVK8cbb7xB1apV0w0X2LVrF9u2bUuzbfbs2Xh7e2fphBeAhg0bUqhQIXbv3k3t2rUzvNzs6OettGzZEkdHx3S/1O5W+/btuXjxIsnJyRlmvVUBuVOzZs1K8/Xs2bMB7DN6tG/fHsMwOHXqVIaZUv/RuJXUX8I3FsXvvvsu3b43e60GBATg5ubG9u3b02z/+eefb/v4qbLjudyNZs2aERsbm+4EqunTp9uvv1vly5fn/vvvZ9u2bTd9zd/qD6IqVaqQnJyc5nWRWmabNm3Ks88+S4MGDTL9UfvNvPPOO+zevZuhQ4fa/0jJjBdeeIElS5YwYsQIAgICePzxx297m9Q/oL///vt0vyuXLl2Ks7OzfbaX1BOHb/a+uJWsvM5T3fg48+bNIykpyf7+y473TnZp1qyZvVj/2/Tp0/Hw8LjpwYJ7rV69egQFBaX7Y+unn34iNjb2pn/g3YrFYkn3M9i+fXu64RTZYerUqTz11FP07t2biRMn3vQPu06dOrFy5co0swnExMSwYMECOnbsiJPT/x//zEoPee+99xg5ciRvvPEGb7/9dvY9MXRENkOpb/bw8PAMz97Lin79+vHFF1/Qu3dv3n//fcqWLctvv/3G77//DqSd+mP69OkMGDCAyZMn07dv35ve5759+2jevDkAH3zwAQcOHEhzJn+ZMmXSnOmckpLChg0b7GeT3kzqL+aXX37ZPoXGv8XExLBixQpmzpzJ0KFD7f9Af/zxx7Rp0wZHR0eqVat2RyXu3woVKsSbb77Ja6+9Rt++fenRowcXL17knXfewc3Nzf4m2L59O8899xyPP/44999/Py4uLqxcuZLt27fz6quvprnP4OBgOnbsyMiRIwkKCmLmzJksX76cjz/+OM24z8zw8vLim2++oV+/fly6dIkuXbrg7+/P+fPn2bZtG+fPn7+jMlqyZElee+013nvvPeLi4ujRowdWq5Xdu3dz4cIF+1Q1WdW9e3dmzZpF27ZtGTp0KHXr1sXZ2ZmTJ0/y119/8cgjj9CpU6c7uu+MuLi4MHr0aGJjY6lTpw7r1q3j/fffp02bNjz44IOA7Y+Bp59+mieeeIJNmzbx8MMP4+npyZkzZ1izZg1Vq1blmWeeueXjNGjQgMKFCzN48GDefvttnJ2dmTVrVro/WIBbvlZ79+7N5MmTKVOmDNWrV2fDhg2ZKhipsuO53I2+ffvy7bff0q9fP44ePUrVqlVZs2YNH374IW3btrX/rrhb3333HW3atKFVq1b079+fYsWKcenSJfbs2cOWLVv48ccfb3rbJ598kilTpvDMM8+wY8cOWrVqRXJyMmFhYfzzzz+UKFGCNWvWMG/ePLp27XrbLFeuXLFPO3T16lX27dvHnDlz+Oeff+jatWuW3yu9e/dmxIgR/P3337zxxhu3/R2WlJRkHwry77Py/61Dhw788ssvnD9/npYtW/Lwww/z8ssvc/XqVWrXrs3atWuZMWPGbbNVqFCBMmXK8Oqrr2IYBr6+vvz666/2IVYZWbBgAU5OTrRo0YJdu3bx5ptvUr16dfv3NrveO9nh7bffZvHixTRp0oS33noLX19fZs2axZIlS/jkk09ueYQvO1y7do2lS5cC2F9Tq1ev5sKFC3h6etpnlnB0dOSTTz6hT58+DBo0iB49enDgwAFefvllWrRoke48mJv5d4Fs37497733Hm+//TaNGjVi3759vPvuu5QqVeq257NkxY8//siTTz5JjRo1GDRoULpPiWvWrGkv1C+99BIzZsygXbt2vPvuu7i6uvLRRx9x/fr1NFP0ZaWHjB49mrfeeovWrVvTrl27dFOG3fUfK3d9ulg+9dBDD6U7e90wbr8gwo2zFhiG7Wz7xx57zPDy8jK8vb2Nzp07G0uXLk13xum/V/i5ldT9bna58fYrVqwwAGPz5s03vc+EhATD39/fqFGjxk33SUpKMooXL25UrVrVMAzDiI+PN5566inDz8/PsFgsac60zej7dLOzNm+2EMHEiRONatWqGS4uLobVajUeeeSRNKumnTt3zujfv79RoUIFw9PT0/Dy8jKqVatmfPHFF2nO7Ew9y/mnn34yKleubLi4uBglS5Y0Pv/880zluNmZ7atXrzbatWtn+Pr6Gs7OzkaxYsWMdu3apbn9rSYov3HWglTTp0836tSpY7i5uRleXl5GzZo1szS7RUYLIiQmJhqfffaZUb16dfv9VqhQwRg0aJBx4MAB+343OyM8sz/P1Mfevn270bhxY8Pd3d3w9fU1nnnmmQxXqJo8ebJRr149w9PT03B3dzfKlClj9O3bN82ZrDc7094wDGPdunVGaGio4eHhYfj5+RlPPfWUsWXLlnQ/r1u9VqOiooynnnrKCAgIMDw9PY0OHToYR48evemsBTebbD4zzyUjN1sQ4Ua3Wuji4sWLxuDBg42goCDDycnJCAkJMUaMGJFu0v+7mbXAMAxj27ZtRteuXQ1/f3/D2dnZCAwMNJo2bWqMHz/+ltkNwzBiY2ONN954wyhXrpzh7Oxs+Pj4GE2aNDFmz55tJCUlGY8++qjh5OSUbnaNG4WEhNh/11ksFsPLy8soX7680adPH+P3339Pt39mJ6Lv37+/4eTklGbGjptJnbHjVjOmLFu2LM1sFleuXDEGDBhgFCpUyPDw8DBatGhh7N27N1OzFuzevdto0aKF4e3tbRQuXNh4/PHHjePHj9/0Nbp582ajQ4cO9n9zevTokW5S+ux472TkVrMW3Gy2iR07dhgdOnQwrFar4eLiYlSvXj3d77yb/X6+2fsns4tDpL4+MrqEhISk23/27Nn2f5cCAwONF154wYiJibnlYxiGbdVPwPjmm2/s2+Lj442XXnrJKFasmOHm5mY88MADxqJFi4x+/fqleexbvYZvfA1kJHXGk5tdbvx5Hjx40Hj00UcNHx8fw8PDw2jWrFm6/pCVHpI688zNLnfL8r9vhNxg/vz5dOvWjWPHjqUZa5RdPvzwQ9544w2OHz+e7Sf33KhPnz4cPnyYtWvX5ujj5FYlS5akSpUq9kn9Jef079/f/lGbSF6RkJBAyZIlefDBBzO9wINIVixcuJDHHnuMJUuW0LZtW7Pj5CsaWnATjz32GHXq1GHUqFGMGTPmru4r9fYVKlQgMTGRlStX8vXXX9O7d+8cL7GHDh1i7ty5rFy5MkcfR0Qkrzl//jz79u1jypQpnDt3Lt2QJJG7dejQISIiInjttdcIDAzMcBpBuTsqsjdhsVj4/vvv+eWXX0hJScnyUrX/5uHhwRdffMHRo0eJj4/nvvvu45VXXrEv5ZeTjh8/zpgxY+xjE0VExGbJkiU88cQTBAUFMXbs2Cyf+ClyO++99x7z5s2jXr16zJ07N0snIUrmaGiBiIiIiORJpk+/derUKXr37k2RIkXw8PCgRo0abN682X69YRiMHDmS4OBg3N3dady4Mbt27UpzH/Hx8Tz//PMULVoUT09POnbsyMmTJ9Psc/nyZfr06YPVasVqtdKnT58cnzNPRERERHKOqUX28uXLNGzYEGdnZ3777Td2797N6NGjKVSokH2fTz75hM8//5wxY8awceNGAgMDadGiRZoJg4cNG8bChQuZM2cOa9asITY2lvbt25OcnGzfp2fPnkRERLBs2TKWLVtGREQEffr0uZdPV0RERESykalDC1599VXWrl3LP//8k+H1hmEQHBzMsGHDeOWVVwDb0deAgAA+/vhjBg0aRFRUFH5+fsyYMYNu3boBthVBSpQowdKlS2nVqhV79uyhUqVKhIeHU69ePcA2X1xoaCh79+7NkQnhRURERCRnmXqy1y+//EKrVq14/PHHWb16NcWKFWPIkCEMHDgQgCNHjnD27Flatmxpv42rqyuNGjVi3bp1DBo0iM2bN5OYmJhmn+DgYKpUqcK6deto1aoVYWFhWK1We4kF2wS8VquVdevWZVhk4+Pj0yxbmZKSwqVLlyhSpEimlhsVERERERvDMIiJiSE4OPiuTqC/kalF9vDhw4wbN44XX3yR1157jQ0bNvDCCy/g6upK37597etQ37hufUBAAMeOHQNsa0q7uLikWxotICDAfvuzZ8/i7++f7vH9/f1vutb1qFGj7nglJRERERFJ78SJE9k69aipRTYlJYXatWvz4YcfArZl0nbt2sW4cePSLNF64xFQwzBue1T0xn0y2v9W9zNixAhefPFF+9dRUVHcd999nDhxAh8fn9s/uXssNj6JJ6duZNfpaPy9XZk+oC7FfbO29KqIiIhIToiOjqZEiRJ4e3tn6/2aWmSDgoKoVKlSmm0VK1Zk/vz5AAQGBgK2I6pBQUH2fSIjI+1HaQMDA0lISODy5ctpjspGRkbSoEED+z7nzp1L9/jnz59Pd7Q3laurq33t4X/z8fHJlUXWB5g1pAndvgvjQGQsQ37cw7zBofh7a846ERERyR2ye3imqbMWNGzYkH379qXZtn//fkJCQgAoVaoUgYGBLF++3H59QkICq1evtpfUWrVq4ezsnGafM2fOsHPnTvs+oaGhREVFsWHDBvs+69evJyoqyr5PfuDr6cKMJ+tRvLA7Ry9eo++kDURdSzQ7loiIiEiOMLXI/uc//yE8PJwPP/yQgwcPMnv2bCZMmMCzzz4L2Fr7sGHD+PDDD1m4cCE7d+6kf//+eHh40LNnTwCsVitPPvkkw4cPZ8WKFWzdupXevXtTtWpVmjdvDtiO8rZu3ZqBAwcSHh5OeHg4AwcOpH379vluxoJAqxszn6xHUS9X9p6NYcC0jVxLSDI7loiIiEi2M31lr8WLFzNixAgOHDhAqVKlePHFF+2zFoBtHOs777zDd999x+XLl6lXrx7ffvstVapUse9z/fp1/vvf/zJ79mzi4uJo1qwZY8eOpUSJEvZ9Ll26xAsvvMAvv/wCQMeOHRkzZkyaOWtvJTo6GqvVSlRUVK4cWnCjPWei6fZdGNHXk3i4nB8T+9bGxcn09S9ERESkAMqpHmV6kc0r8lqRBdh87DK9J64nLjGZdlWD+LpHTRwdNHWYiIiI3Fs51aN0iC4fqxVSmAl9a+HsaGHJjjO8tmAH+rtFRERE8gsV2Xzuofv9+Lp7TRwsMHfTCUb9tldlVkRERPIFFdkCoE3VID56rBoAE/4+zNhVh0xOJCIiInL3VGQLiK51SvB624oAfPr7PmaEHzM5kYiIiMjdUZEtQAY+XJrnmpQF4K2fd/JzxCmTE4mIiIjcORXZAmZ4y3L0DQ3BMGD4vG2s3Jt+xTMRERGRvEBFtoCxWCyM7FCZR2sEk5Ri8MzMLaw/fNHsWCIiIiJZpiJbADk4WPj08eo0q+BPfFIKT03bxM5TUWbHEhEREckSFdkCytnRgW97PUC9Ur7ExCfRd/IGDkbGmh1LREREJNNUZAswN2dHJvarTdViVi5dTaDPpPWcuhJndiwRERGRTFGRLeC83ZyZNqAuZfw8ORN1nT4T13MhNt7sWCIiIiK3pSIr+Hq6MPOpehQr5M7hC1fpO2kDUXGJZscSERERuSUVWQEgyOrOzKfqUdTLhd1nonlq2kbiEpLNjiUiIiJyUyqyYleqqCfTB9TD282JjUcv88yszSQkpZgdS0RERCRDKrKSRqVgH6b0r4ObswOr9p3nxXkRJKcYZscSERERSUdFVtKpXdKX7/rUxtnRwuLtZ3hj0U4MQ2VWREREchcVWclQo3J+fNmtJhYL/LDhOB8v22d2JBEREZE0VGTlptpVC+LDTlUBGL/6EONWHTI5kYiIiMj/U5GVW+pR9z5GtKkAwMfL9jJ7/XGTE4mIiIjYqMjKbQ1qVIYhjcsA8PqiHfy67bTJiURERERUZCWT/tuqPL3r34dhwH/mRvDXvkizI4mIiEgBpyIrmWKxWHi3YxU6Vg8mKcXgmZmb2Xj0ktmxREREpABTkZVMc3CwMLprdZqU9+N6YgoDpm5k1+kos2OJiIhIAaUiK1ni7OjA2F61qFvSl5jrSfSdtIHD52PNjiUiIiIFkIqsZJm7iyMT+9emSjEfLl5NoPfE9Zy+Emd2LBERESlgVGTljvi4OTPtibqU9vPkdNR1ek1cz9mo62bHEhERkQJERVbuWBEvV2Y+WY9ihdw5cuEqXb8L4+Tla2bHEhERkQJCRVbuSnAhd+YOqk9IEQ+OX7pGt+/COXrhqtmxREREpABQkZW7VrywB3OfDqW0nyenrsTR9bswDkbqBDARERHJWSqyki0CrW7MfTqU8gHeRMbE031CGHvPRpsdS0RERPIxFVnJNn7ervzwdH0qB/twITaB7hPC2XlK88yKiIhIzlCRlWzl6+nC7KfqU6NEIa5cS6TH9+FsPX7Z7FgiIiKSD6nISrazejgz48m61ClZmJjrSfSeuJ4NR7ScrYiIiGQvFVnJEd5uzkwbUJcGZYpwNSGZfpM3sPbgBbNjiYiISD6iIis5xsPFicn969C4vB9xick8MXUjf+2LNDuWiIiI5BMqspKj3Jwd+a5PLVpUCiAhKYWnp2/ij11nzY4lIiIi+YCKrOQ4VydHxvZ6gHbVgkhMNhgyawuLt582O5aIiIjkcSqyck84OzrwVbcaPFazGEkpBi/8sJX5m0+aHUtERETyMBVZuWecHB347PHqdK9TghQDXvppGz9sOG52LBEREcmjVGTlnnJwsPBhp6r0Cw3BMGDEgh1MW3fU7FgiIiKSB6nIyj3n4GBhZMfKPP1waQDe/mUXE/4+ZHIqERERyWtUZMUUFouFEW0q8HzTsgB8uHQv36w4YHIqERERyUtUZMU0FouF4S3L81LLcgCMXr6fz37fh2EYJicTERGRvEBFVkz3XNP7eaNdRQDG/HWQD5bsUZkVERGR21KRlVzhqYdK8+4jlQGYuOYIb/28i5QUlVkRERG5ORVZyTX6hpbk485VsVhgRvgxRizYQbLKrIiIiNyEiqzkKt3q3MfnXavjYIG5m04wfF4ESckpZscSERGRXEhFVnKdTjWL802PB3BysLAo4jQvzNlKosqsiIiI3EBFVnKldtWCGNe7Fi6ODizdcZZnZm4hPinZ7FgiIiKSi6jISq7VolIAE/rWwtXJgT/3nGPg9M1cT1SZFRERERsVWcnVGpf3Z0r/Org7O/L3/vM8MWUjV+OTzI4lIiIiuYCKrOR6DcoWZfqTdfFydSLs8EX6Td5AzPVEs2OJiIiIyVRkJU+oU9KXmU/Vw8fNiU3HLtN70gairqnMioiIFGQqspJn1ChRiNkD61PYw5ltJ67Q4/twLl1NMDuWiIiImERFVvKUKsWszHk6lKJeruw+E033CWFExlw3O5aIiIiYQEVW8pzygd7MHVSfAB9X9p+Lpft34ZyNUpkVEREpaFRkJU8q4+fFvEGhFCvkzuELV+n6XRgnL18zO5aIiIjcQyqykmeFFPFk7qD6hBTx4Pila3QdH8bRC1fNjiUiIiL3iIqs5GnFC3sw9+lQyvh5cjrqOl2/C+NgZKzZsUREROQeUJGVPC/Q6sacp0MpH+BNZEw83SeEsfdstNmxREREJIepyEq+4Oftyg9P16dysA8XYhPoPiGcnaeizI4lIiIiOUhFVvINX08XZg+sT40ShbhyLZEe34ez5fhls2OJiIhIDlGRlXzF6u7MzKfqUbekLzHXk+gzcT0bjlwyO5aIiIjkABVZyXe8XJ2YOqAODcsW4WpCMv0mb2DtwQtmxxIREZFspiIr+ZKHixOT+tWhcXk/4hKTeWLqRv7aG2l2LBEREclGKrKSb7k5O/Jdn1q0qBRAQlIKT8/YxO+7zpodS0RERLKJiqzka65Ojozt9QDtqgWRmGwwZNYWft122uxYIiIikg1UZCXfc3Z04KtuNXisZjGSUwyGztnK/M0nzY4lIiIid0lFVgoEJ0cHPnu8Ot3rlCDFgJd+2saEvw9hGIbZ0UREROQOqchKgeHgYOHDTlXp36AkhgEfLt3LC3MiuJaQZHY0ERERuQMqslKgODhYeLtDJd59pDJODhZ+3Xaax8au49jFq2ZHExERkSxSkZUCx2Kx0De0JD88XR8/b1f2no2hwzdr+GufpucSERHJS1RkpcCqU9KXxc8/yAP3FSL6ehIDpm7k6xUHSEnRuFkREZG8QEVWCrQAHzfmPB1Kr3r3YRjw+fL9DJq5mejriWZHExERkdtQkZUCz8XJgQ86VeWTztVwcXJg+e5zPDpmLQcjY8yOJiIiIregIivyP13rlODHQaEEW904fOEqj4xZy7KdZ8yOJSIiIjehIivyL9VLFOKX5x+kfmlfriYkM3jmFj5ZtpdkjZsVERHJdVRkRW5Q1MuVmU/W46kHSwEwdtUhnpi6kSvXEkxOJiIiIv+mIiuSASdHB95oX4mvutfAzdmBv/efp8OYNew+HW12NBEREfkfFVmRW3ikRjEWDmnIfb4enLgUx2Pj1rJo6ymzY4mIiAgqsiK3VTHIh1+ea8jD5fy4npjCsLkRvPPrLhKTU8yOJiIiUqCpyIpkQiEPF6b0r8NzTcoCMGXtUXpPXM/5mHiTk4mIiBRcKrIimeToYOGlVuUZ37sWXq5OrD9yiQ7frCHixBWzo4mIiBRIKrIiWdS6SiCLnm1IaT9PzkZfp+v4MOZuPG52LBERkQJHRVbkDpT19+LnZxvSslIACckpvDJ/B68t3EF8UrLZ0URERAoMFVmRO+Tt5sz43rV4qWU5LBaYvf443SeEczbqutnRRERECgQVWZG74OBg4bmm9zO5fx183JzYevwK7b9Zw4Yjl8yOJiIiku+pyIpkgybl/fn1+QepEOjNhdh4en4fztS1RzAMLW0rIiKSU1RkRbJJSBFPFgxpQMfqwSSlGIz8dTfD523jeqLGzYqIiOQEFVmRbOTh4sRX3WvwRruKODpYWLD1FJ3HrePEpWtmRxMREcl3TC2yI0eOxGKxpLkEBgbar+/fv3+66+vXr5/mPuLj43n++ecpWrQonp6edOzYkZMnT6bZ5/Lly/Tp0wer1YrVaqVPnz5cuXLlXjxFKYAsFgtPPVSaGU/WpYinC7tOR9NxzBrWHLhgdjQREZF8xfQjspUrV+bMmTP2y44dO9Jc37p16zTXL126NM31w4YNY+HChcyZM4c1a9YQGxtL+/btSU7+/49ze/bsSUREBMuWLWPZsmVERETQp0+fe/L8pOBqUKYovz7/INWKW7l8LZG+k9czfvUhjZsVERHJJk6mB3BySnMU9kaurq43vT4qKopJkyYxY8YMmjdvDsDMmTMpUaIEf/75J61atWLPnj0sW7aM8PBw6tWrB8D3339PaGgo+/bto3z58tn/pET+J7iQO/MGhfLWzzuZt+kkH/22lx0no/ikSzU8XU1/+4mIiORpph+RPXDgAMHBwZQqVYru3btz+PDhNNevWrUKf39/ypUrx8CBA4mMjLRft3nzZhITE2nZsqV9W3BwMFWqVGHdunUAhIWFYbVa7SUWoH79+litVvs+GYmPjyc6OjrNReROuDk78nHnarz/aBWcHS0s2XGGR79dy5ELV82OJiIikqeZWmTr1avH9OnT+f333/n+++85e/YsDRo04OLFiwC0adOGWbNmsXLlSkaPHs3GjRtp2rQp8fHxAJw9exYXFxcKFy6c5n4DAgI4e/asfR9/f/90j+3v72/fJyOjRo2yj6m1Wq2UKFEiu562FEAWi4Xe9UOY83Qo/t6uHIiMpeM3a1ix55zZ0URERPIsU4tsmzZt6Ny5M1WrVqV58+YsWbIEgGnTpgHQrVs32rVrR5UqVejQoQO//fYb+/fvt+93M4ZhYLFY7F//+/9vts+NRowYQVRUlP1y4sSJO3mKImnUCinM4ucfpHZIYWLik3hy2ia+WL6flBSNmxUREckq04cW/JunpydVq1blwIEDGV4fFBRESEiI/frAwEASEhK4fPlymv0iIyMJCAiw73PuXPqjXufPn7fvkxFXV1d8fHzSXESyg7+PG7MH1qdvaAgAX604wMDpm4iKSzQ5mYiISN6Sq4psfHw8e/bsISgoKMPrL168yIkTJ+zX16pVC2dnZ5YvX27f58yZM+zcuZMGDRoAEBoaSlRUFBs2bLDvs379eqKiouz7iNxrLk4OvPtIFT57vDouTg6s2BvJo9+uZf+5GLOjiYiI5BkWw8S5gF566SU6dOjAfffdR2RkJO+//z6rV69mx44dFClShJEjR9K5c2eCgoI4evQor732GsePH2fPnj14e3sD8Mwzz7B48WKmTp2Kr68vL730EhcvXmTz5s04OjoCtiEMp0+f5rvvvgPg6aefJiQkhF9//TXTWaOjo7FarURFRenorGSrHSejGDxzM6euxOHh4sinXarTrlrGf8yJiIjkRTnVo0w9Invy5El69OhB+fLleeyxx3BxcSE8PJyQkBAcHR3ZsWMHjzzyCOXKlaNfv36UK1eOsLAwe4kF+OKLL3j00Ufp2rUrDRs2xMPDg19//dVeYgFmzZpF1apVadmyJS1btqRatWrMmDHDjKcskk7V4lZ+ea4hDcoU4VpCMs/O3sKo3/aQlJxidjQREZFczdQjsnmJjshKTktKTuGT3/cx4W/bFHQPli3K1z1q4uvpYnIyERGRu5Mvj8iKyP9zcnTgtbYV+aZHTdydHVlz8AIdvlnDzlNRZkcTERHJlVRkRXKZDtWDWfRsQ0KKeHDqShydx61j/uaTZscSERHJdVRkRXKh8oHe/PLcgzQp70d8UgrDf9zG2z/vJFHjZkVEROxUZEVyKau7M5P61eGFZvcDMC3sGD2/Dycy5rrJyURERHIHFVmRXMzBwcKLLcrxfd/aeLs6sfHoZTp8s4bNxy7f/sYiIiL5nIqsSB7QolIAi55rSFl/L85Fx9N9Qhiz1h9Dk46IiEhBpiIrkkeU8fNi0bMNaVMlkMRkg9cX7uTV+Tu4nphsdjQRERFTqMiK5CFerk6M7fUAL7cuj4MF5m46QbcJ4Zy+Emd2NBERkXtORVYkj7FYLAxpXJapT9SlkIcz205cocM3awg/fNHsaCIiIveUiqxIHvVwOT9+fe5BKgX5cPFqAr0mrmfK2iMaNysiIgWGiqxIHlbC14P5zzSgU81iJKcYvPPrbt76eRdJmm9WREQKABVZkTzO3cWRz7tW57W2FbBYYEb4MQZM20T09USzo4mIiOQoFVmRfMBisfD0w2UY37sW7s6O/L3/PF3GrePEpWtmRxMREckxKrIi+UiryoHMGxSKv7cr+8/F0mnsWrYc1+IJIiKSP6nIiuQzVYtb+fm5hlQM8uFCbALdJ4Tz67bTZscSERHJdiqyIvlQkNWdnwaH0qyCPwlJKTz/w1bGrDygGQ1ERCRfUZEVyac8XZ2Y0Lc2AxqWAuCzP/bz0o/biU/SSmAiIpI/qMiK5GOODhbe6lCJ9x6tgqODhflbTtJn0gYuX00wO5qIiMhdU5EVKQD61A9hcv86eLs6seHIJTqNXcvh87FmxxIREbkrKrIiBUSjcn7MH9KAYoXcOXrxGp3GriPskJa1FRGRvEtFVqQAKRfgzaJnG1LzvkJExSXSd/J65m06YXYsERGRO6IiK1LA+Hm78sPA+rSrFkRissHLP23nk2V7SUnRjAYiIpK3qMiKFEBuzo58070mzzctC8DYVYd47octxCVoRgMREck7VGRFCigHBwvDW5Zn9OPVcXa0sHTHWbpPCCMy5rrZ0URERDJFRVakgOtcqzgzn6xHIQ9ntp2MotO369h7NtrsWCIiIrelIisi1CtdhIVDGlK6qCenrsTRZVwYq/ZFmh1LRETkllRkRQSAUkU9WTCkAfVL+xIbn8SAqRuZHnbU7FgiIiI3pSIrInaFPFyYPqAej9cqTooBb/28i5G/7CJZMxqIiEgupCIrImm4ODnwSZdqvNy6PABT1x1l4PRNxMYnmZxMREQkLRVZEUnHYrEwpHFZxvZ6AFcnB1bujaTLuHWcuhJndjQRERE7FVkRuam2VYOYOyiUol6u7D0bw6PfrmXbiStmxxIREQFUZEXkNmqUKMSiZxtQIdCb8zHxdJsQxrKdZ8yOJSIioiIrIrdXvLAHPw4OpXF5P64npjB45hbGrz6EYegkMBERMY+KrIhkirebMxP71qZfaAgAH/22l1fn7yAhKcXkZCIiUlCpyIpIpjk5OvDOI1UY2aESDhaYu+kE/SZvIOpaotnRRESkAFKRFZEs69+wFJP61cHTxZGwwxfpNG4tRy9cNTuWiIgUMCqyInJHmlTw56dnGhBsdePw+at0GruWDUcumR1LREQKEBVZEbljFYN8WPRsQ6oVt3L5WiK9J65n4daTZscSEZECQkVWRO6Kv48bc58OpXXlQBKSU/jP3G18/sc+zWggIiI5TkVWRO6au4sjY3s9wOBGZQD4euVBXpgTwfXEZJOTiYhIfqYiKyLZwsHBwqttKvBJ52o4OVj4ddtpen4fzoXYeLOjiYhIPqUiKyLZqmudEkx/si4+bk5sOX6FR79dy4FzMWbHEhGRfEhFVkSyXYMyRVn4bENCinhw8nIcj41dxz8HzpsdS0RE8hkVWRHJEWX8vFg4pCF1ShYmJj6J/lM2Mmv9MbNjiYhIPqIiKyI5xtfThZlP1aNTzWIkpxi8vnAn7y/eTXKKZjQQEZG7pyIrIjnK1cmRz7tW58UW5QCYuOYIg2Zs5mp8ksnJREQkr1ORFZEcZ7FYeKHZ/XzdoyYuTg78ueccj48P40xUnNnRREQkD1ORFZF7pmP1YH4YWJ8ini7sPhPNo9+uZeepKLNjiYhIHqUiKyL3VK2Qwix6tiH3+3txLjqex8eH8ceus2bHEhGRPEhFVkTuuRK+Hswf0oCH7i9KXGIyg2ZuZuI/h7WsrYiIZImKrIiYwsfNmcn969Cz3n0YBry/ZA+vL9pJYnKK2dFERCSPUJEVEdM4OzrwwaNVeKNdRSwWmL3+OAOmbtSMBiIikikqsiJiKovFwlMPlWZCn9q4Ozvyz4EL9J60nqhriWZHExGRXE5FVkRyhRaVApg9sB5Wd2e2Hr9CtwlhRMZcNzuWiIjkYiqyIpJr1LyvMHMH1cfP25W9Z2PoOj6ME5eumR1LRERyKRVZEclVKgT68NPgUIoXdufoxWs8Pj6Mg5ExZscSEZFcSEVWRHKdkCKe/DS4AWX9vTgbfZ2u34Wz46QWThARkbRUZEUkVwq0ujFvUCjVilu5dDWBHt+Hs/7wRbNjiYhILqIiKyK5lq+nC7Oeqke9Ur7ExifRd/IG/tobaXYsERHJJVRkRSRX83ZzZtqAujSr4E98UgoDp2/il22nzY4lIiK5gIqsiOR6bs6OjO9Ti47Vg0lKMRg6Zyuz1x83O5aIiJhMRVZE8gRnRwe+6FaDXv9b0va1hTsYv/qQ2bFERMREKrIikmc4Olh4/9EqPNO4DAAf/baXT5btxTAMk5OJiIgZVGRFJE+xWCy80roCr7SuAMDYVYd48+edpKSozIqIFDQqsiKSJz3TuAwfdKqCxQIzw4/zn3kRJCanmB1LRETuIRVZEcmzetUL4ctuNXBysPBzxGmembmZ64nJZscSEZF7REVWRPK0R2oUY0LfWrg6OfDnnkj6T9lAbHyS2bFEROQeUJEVkTyvaYUApg2oi5erE+GHL9Hz+3AuXU0wO5aIiOQwFVkRyRfqly7CDwPrU9jDme0no+j2XRhno66bHUtERHKQiqyI5BtVi1uZNyiUQB83DkTG8vh36zh28arZsUREJIeoyIpIvnJ/gDc/Dg4lpIgHJy7F0WV8GPvOxpgdS0REcoCKrIjkOyV8PfhxUCgVAr05HxNP1+/C2Hr8stmxREQkm6nIiki+5O/jxpyn61PzvkJExSXSa+J61h28YHYsERHJRiqyIpJvFfJwYeaT9WhYtgjXEpLpP3Ujf+w6a3YsERHJJiqyIpKvebo6MalfHVpWCiAhKYVnZm1h4daTZscSEZFsoCIrIvmem7MjY3s9wGMPFCM5xeA/c7cxPeyo2bFEROQuqciKSIHg5OjAZ12q079BSQDe+nkXY1YewDAMc4OJiMgdU5EVkQLDwcHC2x0q8UKz+wH47I/9jPptr8qsiEgepSIrIgWKxWLhxRbleKNdRQAm/H2YEQt2kJyiMisikteoyIpIgfTUQ6X5pHM1HCwwZ+MJXvhhKwlJKWbHEhGRLFCRFZECq2udEnzb8wGcHS0s2XGGgdM3EZeQbHYsERHJJBVZESnQ2lQNYmK/Org7O7J6/3n6Tl5P9PVEs2OJiEgmqMiKSIHXqJwfM5+qi7ebExuPXqbHhHAuxMabHUtERG5DRVZEBKgV4sucp+tT1MuFXaej6To+jNNX4syOJSIit6AiKyLyP5WDrcwbFEqw1Y3DF67y+PgwDp+PNTuWiIjchIqsiMi/lPbz4qdnGlDaz5NTV+Lo+l0Yu05HmR1LREQyoCIrInKD4ELuzBsUSqUgHy7EJtB9Qjibj10yO5aIiNxARVZEJANFvVz54en61ClZmJjrSfSeuIG/9583O5aIiPyLiqyIyE1Y3Z2ZPqAejcr5EZeYzJPTNvLbjjNmxxIRkf9RkRURuQV3F0e+71ubdlWDSEw2eHb2FuZtOmF2LBERweQiO3LkSCwWS5pLYGCg/XrDMBg5ciTBwcG4u7vTuHFjdu3aleY+4uPjef755ylatCienp507NiRkydPptnn8uXL9OnTB6vVitVqpU+fPly5cuVePEURyQdcnBz4ukdNutcpQYoBL/+0nUlrjpgdS0SkwDP9iGzlypU5c+aM/bJjxw77dZ988gmff/45Y8aMYePGjQQGBtKiRQtiYmLs+wwbNoyFCxcyZ84c1qxZQ2xsLO3btyc5+f+XmezZsycREREsW7aMZcuWERERQZ8+fe7p8xSRvM3RwcKox6ry9MOlAXhv8W4+X74fwzBMTiYiUnBZDBN/C48cOZJFixYRERGR7jrDMAgODmbYsGG88sorgO3oa0BAAB9//DGDBg0iKioKPz8/ZsyYQbdu3QA4ffo0JUqUYOnSpbRq1Yo9e/ZQqVIlwsPDqVevHgDh4eGEhoayd+9eypcvn6ms0dHRWK1WoqKi8PHxyZ5vgIjkOYZhMHbVIT79fR8A/RuU5K32lXBwsJicTEQk98qpHmX6EdkDBw4QHBxMqVKl6N69O4cPHwbgyJEjnD17lpYtW9r3dXV1pVGjRqxbtw6AzZs3k5iYmGaf4OBgqlSpYt8nLCwMq9VqL7EA9evXx2q12vfJSHx8PNHR0WkuIiIWi4Vnm5Tl3UcqAzB13VH++9N2kpJTTE4mIlLwmFpk69Wrx/Tp0/n999/5/vvvOXv2LA0aNODixYucPXsWgICAgDS3CQgIsF939uxZXFxcKFy48C338ff3T/fY/v7+9n0yMmrUKPuYWqvVSokSJe7quYpI/tI3tCRfdKuOo4OF+VtOMmDaJmKuJ5odS0SkQDG1yLZp04bOnTtTtWpVmjdvzpIlSwCYNm2afR+LJe3HdYZhpNt2oxv3yWj/293PiBEjiIqKsl9OnNBZyiKSVqeaxfmudy3cnR35e/95Hh8fxukrcWbHEhEpMEwfWvBvnp6eVK1alQMHDthnL7jxqGlkZKT9KG1gYCAJCQlcvnz5lvucO3cu3WOdP38+3dHef3N1dcXHxyfNRUTkRs0rBTBvUCh+3q7sPRvDo9+uZcdJLWkrInIv5KoiGx8fz549ewgKCqJUqVIEBgayfPly+/UJCQmsXr2aBg0aAFCrVi2cnZ3T7HPmzBl27txp3yc0NJSoqCg2bNhg32f9+vVERUXZ9xERuRtVi1tZ9GxDygd4ExkTT9fvwli+O/0f0CIikr1MLbIvvfQSq1ev5siRI6xfv54uXboQHR1Nv379sFgsDBs2jA8//JCFCxeyc+dO+vfvj4eHBz179gTAarXy5JNPMnz4cFasWMHWrVvp3bu3fagCQMWKFWndujUDBw4kPDyc8PBwBg4cSPv27TM9Y4GIyO0UK+TOT8+E8tD9RYlLTObpGZuYrLlmRURylJOZD37y5El69OjBhQsX8PPzo379+oSHhxMSEgLAyy+/TFxcHEOGDOHy5cvUq1ePP/74A29vb/t9fPHFFzg5OdG1a1fi4uJo1qwZU6dOxdHR0b7PrFmzeOGFF+yzG3Ts2JExY8bc2ycrIvmet5szk/vX4a2fd/HDhuO8u3g3xy5e5c32lXByzFUfgImI5AumziObl2geWRHJLMMw+P6fw3y4dC8ATSv4802Pmni6mnrsQETENPl2HlkRkfzGYrHw9MNlGNfrAVydHFi5N5LHx4dxNuq62dFERPIVFVkRkRzSpmoQc56uT1EvF3afiebRb9ey+7QWVxERyS4qsiIiOajmfYVZOKQhZf29OBt9ncfHr+OvvZFmxxIRyRdUZEVEclgJXw/mP9OABmWKcDUhmSenbWRG2FGzY4mI5HkqsiIi94DV3ZmpT9Tl8VrFSTHgzZ938f7i3SSn6HxbEZE7pSIrInKPuDg58EmXavy3lW0O64lrjjB45mauJSSZnExEJG9SkRURuYcsFgvPNinLNz1q4uLkwPLd5+g+IZzIGM1oICKSVSqyIiIm6FA9mNlP1aOwhzPbT0bR6dt17DsbY3YsEZE8RUVWRMQktUv6snBIQ0oX9eTUlTi6jFvH3/vPmx1LRCTPUJEVETFRyaKeLBjSgLqlfImJT+KJqRv5YcNxs2OJiOQJKrIiIiYr5OHCjCfr0qlmMZJTDEYs2MFHv+0lRTMaiIjckoqsiEgu4OrkyOddqzOs+f0AjF99iOd+2ML1xGSTk4mI5F4qsiIiuYTFYmFY83J80a06zo4Wlu44S4/vw7kQG292NBGRXElFVkQkl+lUszgznqyH1d2Zrcev0GnsWg5GakYDEZEbqciKiORC9UsXYcGQBoQU8eDEpTgeG7uOdYcumB1LRCRXUZEVEcmlyvh5sXBIQ2qFFCb6ehJ9J23gx00nzI4lIpJrqMiKiORivp4uzHqqHu2rBZGUYvDfn7Yz+o99GIZmNBARUZEVEcnl3Jwd+bp7TZ5rUhaAb1YeZOicCM1oICIFnoqsiEge4OBg4aVW5fmkSzWcHCz8su00fSat59LVBLOjiYiYRkVWRCQP6Vq7BNMG1MXbzYmNRy/z2Ni1HD4fa3YsERFTqMiKiOQxDcsWZcEzDShe2J2jF6/x2Lh1bDhyyexYIiL3nIqsiEgedH+ANwuHNKR6iUJcuZZI74nrWbT1lNmxRETuKRVZEZE8ys/blTkD69OmSiAJySkMmxvBV38e0IwGIlJgqMiKiORh7i6OfNvzAQY9XBqAL/7cz/Aft5GQlGJyMhGRnKciKyKSxzk4WBjRtiIfdKqCo4OFBVtO0Xfyeq5c04wGIpK/qciKiOQTveqFMLl/HbxcnQg/fInHxq3j2MWrZscSEckxKrIiIvlIo3J+/PRMKMFWNw6fv0qnsevYfEwzGohI/qQiKyKSz1QI9GHRsw2pWszKpasJ9Ph+Pb9uO212LBGRbKciKyKSD/n7uDF3UH1aVAogISmF53/Yyrd/HdSMBiKSr6jIiojkUx4uTozvXYsBDUsB8Onv+3h1/g4SkzWjgYjkDyqyIiL5mKODhbc6VOKdjpVxsMDcTSfoP2UDUXGJZkcTEblrKrIiIgVAvwYlmdivNh4ujqw9eJEu49Zx4tI1s2OJiNwVFVkRkQKiaYUAfhwcSoCPKwciY+k0dh0RJ66YHUtE5I6pyIqIFCCVg60serYhFYN8uBAbT/cJYSzbecbsWCIid0RFVkSkgAmyuvPj4FCalPfjemIKz8zawsR/DpsdS0Qky1RkRUQKIC9XJ77vW5s+9UMwDHh/yR5+0VyzIpLHqMiKiBRQTo4OvPtIZQY1Kg3Aq/O3c+BcjMmpREQyT0VWRKQAs1gsvNyqAg3LFuFaQjKDZ24mNj7J7FgiIpmiIisiUsA5Olj4qntNAn3cOHT+Kq/M364VwEQkT1CRFRERinq58m2vB3BysLBk+xmmrD1qdiQRkdtSkRUREQBqhRTmjXYVAfhw6R42Hb1kciIRkVtTkRUREbt+DUrSoXowSSkGz87ewvmYeLMjiYjclIqsiIjYWSwWPnqsKmX9vTgXHc8LP2wlKTnF7FgiIhlSkRURkTQ8XZ0Y3/sBPFwcCTt8kdHL95sdSUQkQyqyIiKSTll/bz7uXA2AcasOsXz3OZMTiYikpyIrIiIZ6lA9mCcalgTgxXkRHLt41dxAIiI3UJEVEZGbGtGmIrVCChNzPYnBM7dwPTHZ7EgiInYqsiIiclMuTg582/MBini6sOdMNG8s2qnFEkQk11CRFRGRWwq0uvFNj5o4WOCnzSeZu/GE2ZFERAAVWRERyYQGZYvyUqvyALz1yy52nIwyOZGIiIqsiIhk0uCHy9C8YgAJSSk8M2szV64lmB1JRAo4FVkREckUBwcLo7tW5z5fD05ejuM/cyNISdF4WRExj4qsiIhkmtXdmXG9H8DVyYG/9p3n278Omh1JRAowFVkREcmSysFW3nu0CgCf/7mffw6cNzmRiBRUKrIiIpJlXWuXoHudEhgGDJ0TwekrcWZHEpEC6K6KbHx8fHblEBGRPGZkx8pUKebDpasJDJm1hYSkFLMjiUgBk6Ui+/vvv9O/f3/KlCmDs7MzHh4eeHt706hRIz744ANOnz6dUzlFRCSXcXN2ZFyvWvi4ORFx4gofLNltdiQRKWAyVWQXLVpE+fLl6devHw4ODvz3v/9lwYIF/P7770yaNIlGjRrx559/Urp0aQYPHsz58xovJSJSEJTw9eDL7jUAmBZ2jJ8jTpkbSEQKFIuRibUG69aty5tvvkm7du1wcLh59z116hRfffUVAQEBDB8+PFuDmi06Ohqr1UpUVBQ+Pj5mxxERyVVG/7GPb1YexN3ZkZ+fa0i5AG+zI4lILpJTPSpTRVZUZEVEbiU5xaDf5A2sOXiB0kU9+fm5hni7OZsdS0RyiZzqUZq1QERE7pqjg4WvutcgyOrG4QtXeWX+dnScRERymlNWb2AYBj/99BN//fUXkZGRpKSkPUt1wYIF2RZORETyjiJernzb6wG6fRfG0h1nmbTmCE89VNrsWCKSj2X5iOzQoUPp06cPR44cwcvLC6vVmuYiIiIF1wP3FeaNdpUA+Oi3vWw8esnkRCKSn2V5jKyvry8zZ86kbdu2OZUpV9IYWRGRzDEMg6FzIvhl22n8vV1Z8sJD+Hm7mh1LREyUa8bIWq1WSpfWR0UiIpIxi8XCqMeqcr+/F5Ex8Tz/wxaSkrVYgohkvywX2ZEjR/LOO+8QF6flCEVEJGOerk6M610LTxdHwg9f4rM/9psdSUTyoSwX2ccff5zLly/j7+9P1apVeeCBB9JcREREAMr6e/FJl+oAjF99iN93nTU5kYjkN1metaB///5s3ryZ3r17ExAQgMViyYlcIiKSD7SrFsTmY6WYvPYIL83bRvnnvSlZ1NPsWCKST2T5ZC9PT09+//13HnzwwZzKlCvpZC8RkTuTmJxCjwnhbDp2mQqB3iwc0hB3F0ezY4nIPZRrTvYqUaKEipyIiGSas6MDY3o+QFEvF/aejeH1RTu0WIKIZIssF9nRo0fz8ssvc/To0RyIIyIi+VGg1Y2ve9TEwQILtpzihw0nzI4kIvlAlocWFC5cmGvXrpGUlISHhwfOzmnX0r50KX9Ofq2hBSIid2/cqkN8vGwvLo4O/PRMKNWKFzI7kojcAznVo7J8steXX36ZbQ8uIiIFy+BGpdly/DLLd5/jmZlbWPLCgxTycDE7lojkUVk+IltQ6YisiEj2iIpLpOOYNRy7eI3G5f2Y3K8ODg6aAUckPzP1ZK+rV69m6U6zur+IiBQcVndnxvWqhauTA6v2nWfMXwfNjiQieVSmimzZsmX58MMPOX369E33MQyD5cuX06ZNG77++utsCygiIvlPpWAfPuhUFYAv/tzP3/vPm5xIRPKiTA0t2LdvH2+88Qa//PILNWrUoHbt2gQHB+Pm5sbly5fZvXs3YWFhODs7M2LECJ5++mkcHfPXHIEaWiAikv1GLNjODxtOUNjDmcUvPESxQu5mRxKRHJBTPSpLY2RPnjzJjz/+yN9//83Ro0eJi4ujaNGi1KxZk1atWtG2bVscHLI8o1eeoCIrIpL9ricm02X8OnaeiqZ6iULMG1QfV6f8dSBERHJJkS3IVGRFRHLGiUvXaP/NGqLiEulSqzifdqmm5c9F8plcs7KXiIhIdirh68FX3WvgYIGfNp9k9B/7zY4kInmEiqyIiJiucXl/PvzfyV9j/jrI9LCj5gYSkTxBRVZERHKF7nXv48UW5QB4+5ddLN1xxuREIpLbqciKiEiu8XzTsvSsdx+GAcPmRrD+8EWzI4lILqYiKyIiuYbFYuG9R6rQslIACUkpPDV9E3vPRpsdS0RyqTsqsv/88w+9e/cmNDSUU6dOATBjxgzWrFmTreFERKTgcXSw8HWPmtQOKUzM9ST6T97IqStxZscSkVwoy0V2/vz5tGrVCnd3d7Zu3Up8fDwAMTExfPjhh9keUERECh43Z0cm9qvN/f5enI2+Tr/JG7hyLcHsWCKSy2S5yL7//vuMHz+e77//HmdnZ/v2Bg0asGXLlmwNJyIiBVchDxemDahLoI8bByNjeXLaJq4nJpsdS0RykSwX2X379vHwww+n2+7j48OVK1eyI5OIiAgAwYXcmTagLj5uTmw+dpnnf9hKUnKK2bFEJJfIcpENCgri4MGD6bavWbOG0qVLZ0soERGRVOUDvfm+b21cnBxYvvscb/68Cy1KKSJwB0V20KBBDB06lPXr12OxWDh9+jSzZs3ipZdeYsiQITmRUURECrh6pYvwdfcaWCzww4bjfL0i/QEVESl4slxkX375ZR599FGaNGlCbGwsDz/8ME899RSDBg3iueeeu+Mgo0aNwmKxMGzYMPu2/v37Y7FY0lzq16+f5nbx8fE8//zzFC1aFE9PTzp27MjJkyfT7HP58mX69OmD1WrFarXSp08fDYMQEcljWlcJ4t1HqgDwxZ/7+WHDcZMTiYjZ7mj6rQ8++IALFy6wYcMGwsPDOX/+PO+9994dh9i4cSMTJkygWrVq6a5r3bo1Z86csV+WLl2a5vphw4axcOFC5syZw5o1a4iNjaV9+/YkJ///CQE9e/YkIiKCZcuWsWzZMiIiIujTp88d5xUREXP0qR/C803LAvD6wh0s333O5EQiYianO72hh4cHtWvXvusAsbGx9OrVi++//573338/3fWurq4EBgZmeNuoqCgmTZrEjBkzaN68OQAzZ86kRIkS/Pnnn7Rq1Yo9e/awbNkywsPDqVevHgDff/89oaGh7Nu3j/Lly9/1cxARkXvnxRblOBd9nXmbTvLc7C3MHliPWiG+ZscSERNkqsg+9thjmb7DBQsWZCnAs88+S7t27WjevHmGRXbVqlX4+/tTqFAhGjVqxAcffIC/vz8AmzdvJjExkZYtW9r3Dw4OpkqVKqxbt45WrVoRFhaG1Wq1l1iA+vXrY7VaWbdunYqsiEgeY7FY+LBTVS7EJrBybyRPTtvET4NDKevvbXY0EbnHMjW0IHVsqdVqxcfHhxUrVrBp0yb79Zs3b2bFihVYrdYsPficOXPYsmULo0aNyvD6Nm3aMGvWLFauXMno0aPZuHEjTZs2tS/CcPbsWVxcXChcuHCa2wUEBHD27Fn7PqnF99/8/f3t+2QkPj6e6OjoNBcREckdnBwdGNOzJjVKFOLKtUT6Td7I2ajrZscSkXssU0dkp0yZYv//V155ha5duzJ+/HgcHR0BSE5OZsiQIfj4+GT6gU+cOMHQoUP5448/cHNzy3Cfbt262f+/SpUq1K5dm5CQEJYsWXLLo8SGYWCxWOxf//v/b7bPjUaNGsU777yTmaciIiIm8HBxYnL/OnQZt47DF67Sf8oG5g4KxerufPsbi0i+kOWTvSZPnsxLL71kL7EAjo6OvPjii0yePDnT97N582YiIyOpVasWTk5OODk5sXr1ar7++mucnJzSnKyVKigoiJCQEA4cOABAYGAgCQkJXL58Oc1+kZGRBAQE2Pc5dy79yQDnz5+375ORESNGEBUVZb+cOHEi089NRETuDV9P2+pfft6u7D0bw9PTtfqXSEGS5SKblJTEnj170m3fs2cPKSmZX22lWbNm7Nixg4iICPuldu3a9OrVi4iIiDRFOdXFixc5ceIEQUFBANSqVQtnZ2eWL19u3+fMmTPs3LmTBg0aABAaGkpUVBQbNmyw77N+/XqioqLs+2TE1dUVHx+fNBcREcl9Svh6MPWJOni5OrH+yCVenBdBcooWTBApCLI8a8ETTzzBgAEDOHjwoH1O1/DwcD766COeeOKJTN+Pt7c3VapUSbPN09OTIkWKUKVKFWJjYxk5ciSdO3cmKCiIo0eP8tprr1G0aFE6deoE2MbuPvnkkwwfPpwiRYrg6+vLSy+9RNWqVe2zGFSsWJHWrVszcOBAvvvuOwCefvpp2rdvrxO9RETyicrBVib0qUW/KRtYuuMsfl67GNmx8i2HkIlI3pflIvvZZ58RGBjIF198wZkzZwDbR/4vv/wyw4cPz7Zgjo6O7Nixg+nTp3PlyhWCgoJo0qQJc+fOxdv7/89M/eKLL3BycqJr167ExcXRrFkzpk6dmuaI7qxZs3jhhRfssxt07NiRMWPGZFtWERExX4OyRfm8aw2e/2Er08KOEWB1Y0jjsmbHEpEcZDHuYsHq1DP5C8LH7tHR0VitVqKiogrE8xURyasmrznCu4t3A/Bpl2o8XruEyYlEJKd61B2t7JVKY0dFRCS3GfBgKQY9XBqAVxfs4K99kSYnEpGckuWhBaVKlbrlmKPDhw/fVSAREZG79UrrCkTGxLNw6ymGzNzCD0/Xp0aJQmbHEpFsluUiO2zYsDRfJyYmsnXrVpYtW8Z///vf7MolIiJyxxwcLHzcuRoXYuP558AFBkzdyPxnGlCqqKfZ0UQkG93VGNl/+/bbb9m0aVOaxRPyE42RFRHJe2Ljk+gxIZwdp6Io4evO/Gca4O+d8SI8IpJzcuUY2X9r06YN8+fPz667ExERuWterrbVv0KKeHDiUhxPTNlIzPVEs2OJSDbJtiL7008/4evrm113JyIiki38vF2ZPqAuRTxd2HU6msEzN5OQlPkFfEQk98ryGNmaNWumOdnLMAzOnj3L+fPnGTt2bLaGExERyQ4hRTyZ8kQduk8IZ+3Bi/z3p2180bUGDg5aMEEkL8tykX3kkUfSFFkHBwf8/Pxo3LgxFSpUyNZwIiIi2aVa8UKM612LJ6du5OeI0/h7u/J6u0pmxxKRu5BtJ3vldzrZS0Qkf1iw5SQvztsGwOttKzLwf3POikjOyTUnezk6OhIZmX5y6YsXL6ZZFlZERCQ3euyB4rzaxvYJ4gdL9/BzxCmTE4nIncpykb3ZAdz4+HhcXFzuOpCIiEhOG/RwaZ5oWBKAl37cxpoDF8wNJCJ3JNNjZL/++msALBYLEydOxMvLy35dcnIyf//9t8bIiohInmCxWHizXSUiY+JZsv0Mg2ZsYu6gUKoUs5odTUSyINNjZEuVKgXAsWPHKF68eJphBC4uLpQsWZJ3332XevXq5UxSk2mMrIhI/hOflEz/yRsJO3yRol6uLHimAfcV8TA7lki+k1M9KssnezVp0oQFCxZQuHDhbAuRF6jIiojkT9HXE+n2XTh7zkRTsogHPz3TgKJermbHEslXcs3JXn/99VeBK7EiIpJ/+bg5M+2JOhQr5M7Ri9d4cupGrsYnmR1LRDIhU0dkX3zxRd577z08PT158cUXb7nv559/nm3hchMdkRURyd8OnY+ly7h1XL6WSOPyfnzftzbOjtm2AKZIgZZTPSpTJ3tt3bqVxETb2tRbtmxJsyCCiIhIflDGz4tJ/evQ8/twVu07z6vzd/DZ49X0b55ILqYFETJJR2RFRAqGFXvO8fSMzSSnGAxpXIaXW2tGHpG7lWvGyA4YMICYmJh0269evcqAAQOyJZSIiIhZmlUMYFSnqgCMXXWIqWuPmJxIRG4my0V22rRpxMXFpdseFxfH9OnTsyWUiIiImbrWKcHwFuUAeGfxbpZsP2NyIhHJSKYXRIiOjsYwDAzDICYmBjc3N/t1ycnJLF26FH9//xwJKSIicq8917Qs52KuMzP8OP+ZG4GvpwuhZYqYHUtE/iXTRbZQoUJYLBYsFgvlypVLd73FYuGdd97J1nAiIiJmsVgsvNOxChdiEli26yxPT9/EvMGhVAzSeRIiuUWmT/ZavXo1hmHQtGlT5s+fj6+vr/06FxcXQkJCCA4OzrGgZtPJXiIiBdP1xGT6TtrAhqOXCPBxZf4zDSheWKt/iWRFrlnZ69ixY9x3330FbjoSFVkRkYIr6loij3+3jv3nYinj58mCIQ2xujubHUskzzC1yG7fvj3Td1itWrW7CpRbqciKiBRsp6/E0XncOs5EXad5RX8m9KmNg0PBOqgjcqdMLbIODg5YLBZut6vFYiE5OTnbwuUmKrIiIrLjZBSdx68jISmF/7Yqz7NNypodSSRPMHVlryNHNIeeiIhI1eJW3u1YmVcX7GD0H/uoXrwQD95f1OxYIgVWpopsSEhITucQERHJE7rXvY8txy8zb9NJXpizlcXPP0hwIXezY4kUSJmefutGu3fv5vjx4yQkJKTZ3rFjx7sOJSIikpu9+0gVdp2OZtfpaJ6ZtYV5g+rj6uRodiyRAifLRfbw4cN06tSJHTt2pBk3mzqLQX4dIysiIpLKzdmR8b1r0f6bNWw7cYX3Fu/m/Uermh1LpMDJ8hK1Q4cOpVSpUpw7dw4PDw927drF33//Te3atVm1alUORBQREcl9Svh68GW3GlgsMDP8OAu2nDQ7kkiBk+UiGxYWxrvvvoufnx8ODg44ODjw4IMPMmrUKF544YWcyCgiIpIrNangz/NN7wfgtYU72HMm2uREIgVLlotscnIyXl5eABQtWpTTp08DthPC9u3bl73pREREcrmhze7n4XJ+XE9MYfDMzUTFJZodSaTAyHKRrVKlin2BhHr16vHJJ5+wdu1a3n33XUqXLp3tAUVERHIzRwcLX3WrQbFC7hy7eI3h87aRkpKlRTNF5A5luci+8cYbpKSkAPD+++9z7NgxHnroIZYuXcrXX3+d7QFFRERyu8KeLozr/QAujg78uecc41YfMjuSSIGQqZW9bufSpUsULlzYPnNBfqSVvURE5HbmbDjOqwt24GCB6QPqabEEkf/JqR6V5SOyGfH19c3XJVZERCQzute9j661i5NiwAtztnL6SpzZkUTytWwpsiIiImLz7iNVqBzsw6WrCTwzawvxSZpfXSSnqMiKiIhko9TFEqzuzvbFEkQkZ6jIioiIZDMtliByb6jIioiI5AAtliCS81RkRUREcogWSxDJWSqyIiIiOUSLJYjkLBVZERGRHKTFEkRyjoqsiIhIDqtWvBDvPFIZgNF/7GPNgQsmJxLJH1RkRURE7oHudUrweC0tliCSnVRkRURE7gGLxcJ7j2qxBJHspCIrIiJyj7g5OzKulxZLEMkuKrIiIiL30H1FtFiCSHZRkRUREbnHtFiCSPZQkRURETGBFksQuXsqsiIiIibQYgkid09FVkRExCRaLEHk7qjIioiImOjGxRLWHtRiCSKZpSIrIiJisn8vlvD8D1osQSSzVGRFRERMduNiCUO0WIJIpqjIioiI5AKpiyX4uDkRocUSRDJFRVZERCSXuK+IB192rwFosQSRzFCRFRERyUWaVgjghaZlAS2WIHI7KrIiIiK5zNDm5bRYgkgmqMiKiIjkMlosQSRzVGRFRERyIS2WIHJ7KrIiIiK5lBZLELk1FVkREZFcTIsliNyciqyIiEgupsUSRG5ORVZERCSXu3GxhPcX7zE7kkiuoCIrIiKSB/x7sYQZ4ce0WIIIKrIiIiJ5hhZLEElLRVZERCQPGdq8HA/dX1SLJYigIisiIpKnODpY+Lp7TS2WIIKKrIiISJ5z42IJk9ceMTuSiClUZEVERPKgasUL8WaHSgB8veKAhhhIgaQiKyIikkf1rHsf5QK8iL6exKR/DpsdR+SeU5EVERHJoxwdLLzYohwAk9Yc4dLVBJMTidxbKrIiIiJ5WKvKgVQO9uFqQjLfrT5kdhyRe0pFVkREJA+zWCwMb2k7Kjst7CiRMddNTiRy76jIioiI5HFNyvtT875CXE9MYexfOiorBYeKrIiISB5nsVh4qWV5AGavP87pK3EmJxK5N1Rks2r3brMTiIiIpNOgTBHql/YlITmFb1YeNDuOyD2hIptVjRrB559DSorZSUREROxsY2VtR2V/3HSC4xevmZxIJOepyGZVQgIMHw7Nm8Px42anERERsatT0peHy/mRlGLw1YoDZscRyXEqsln15Zfg6Ql//QVVq8KMGWBojWsREckdhv9vXtmFW09yMDLW5DQiOUtFNqueeAIiIiA0FKKjoW9f6NoVLl40O5mIiAjVSxSiRaUAUgz48s/9ZscRyVEqsneibFn4+294/31wcoKffrIdnV22zOxkIiIi9tW+Fm8/w54z0SanEck5KrJ3yskJXn8dwsOhYkU4cwbatIEhQ+DqVbPTiYhIAVYxyId21YIA+Hy5jspK/qUie7dq1YLNm2HoUNvX48ZBzZqwfr25uUREpED7T/P7cbDA8t3n2H7yitlxRHKEimx2cHe3nQS2fDkULw4HDkDDhvD225CYaHY6EREpgMr6e/NozWIAjP5DR2Ulf1KRzU7Nm8P27dCzJyQnw7vvQoMGsG+f2clERKQAGtrsfpwcLKzef56NRy+ZHUck26nIZrfChWHWLPjhByhUCDZtsg01GDNG03SJiMg9FVLEk8drlwBg9B86qCL5j4psTuneHXbuhBYtIC4Onn8eWreGU6fMTiYiIgXI803L4uLoQPjhS6w7eMHsOCLZKtcU2VGjRmGxWBg2bJh9m2EYjBw5kuDgYNzd3WncuDG7du1Kc7v4+Hief/55ihYtiqenJx07duTkyZNp9rl8+TJ9+vTBarVitVrp06cPV65cyfknVayYbUqub74BNzf44w/bNF3z5uX8Y4uIiADBhdzpWe8+AD77Yx+GPh2UfCRXFNmNGzcyYcIEqlWrlmb7J598wueff86YMWPYuHEjgYGBtGjRgpiYGPs+w4YNY+HChcyZM4c1a9YQGxtL+/btSU5Otu/Ts2dPIiIiWLZsGcuWLSMiIoI+ffrcmyfn4ADPPQdbt9pmOLh8Gbp1g9694V6UaRERKfCGNC6Dm7MDW45fYdW+82bHEck+hsliYmKM+++/31i+fLnRqFEjY+jQoYZhGEZKSooRGBhofPTRR/Z9r1+/blitVmP8+PGGYRjGlStXDGdnZ2POnDn2fU6dOmU4ODgYy5YtMwzDMHbv3m0ARnh4uH2fsLAwAzD27t2b6ZxRUVEGYERFRd35k01IMIy33jIMR0fDAMMoXtww/vzzzu9PREQkkz5cstsIeWWx0farv42UlBSz40gBky09KgOmH5F99tlnadeuHc2bN0+z/ciRI5w9e5aWLVvat7m6utKoUSPWrVsHwObNm0lMTEyzT3BwMFWqVLHvExYWhtVqpV69evZ96tevj9Vqte9zzzg7wzvvwJo1ttXBTp60zXTwn//YxtGKiIjkkEGNyuDp4siu09H8vuus2XFEsoWpRXbOnDls2bKFUaNGpbvu7FnbmywgICDN9oCAAPt1Z8+excXFhcKFC99yH39//3T37+/vb98nI/Hx8URHR6e5ZJv69SEiAgYPtn395ZdQu7Zt+IGIiEgO8PV0YcCDpQDbal/JKRorK3mfaUX2xIkTDB06lJkzZ+Lm5nbT/SwWS5qvDcNIt+1GN+6T0f63u59Ro0bZTw6zWq2UKFHilo+ZZZ6etlXAliyBwEDYvRvq1oUPP4SkpOx9LBEREeCph0rj4+bE/nOxLN5+2uw4InfNtCK7efNmIiMjqVWrFk5OTjg5ObF69Wq+/vprnJyc7EdibzxqGhkZab8uMDCQhIQELl++fMt9zp07l+7xz58/n+5o77+NGDGCqKgo++XEiRN39Xxvqm1b2LEDOne2FdjXX4eHH4ZDh3Lm8UREpMCyujvz9MOlAfjyzwMkJaeYnEjk7phWZJs1a8aOHTuIiIiwX2rXrk2vXr2IiIigdOnSBAYGsnz5cvttEhISWL16NQ0aNACgVq1aODs7p9nnzJkz7Ny5075PaGgoUVFRbNiwwb7P+vXriYqKsu+TEVdXV3x8fNJcckzRovDjjzB9Ovj4QFgYVK8O33+vRRRERCRb9W9YCl9PF45cuMqCrZrbXPI204qst7c3VapUSXPx9PSkSJEiVKlSxT6n7IcffsjChQvZuXMn/fv3x8PDg549ewJgtVp58sknGT58OCtWrGDr1q307t2bqlWr2k8eq1ixIq1bt2bgwIGEh4cTHh7OwIEDad++PeXLlzfr6adnsUCfPrYlbhs1gqtX4emnoWNHyOCIsoiIyJ3wcnVicCPbUdmvVxwgIUlHZSXvMn3Wglt5+eWXGTZsGEOGDKF27dqcOnWKP/74A29vb/s+X3zxBY8++ihdu3alYcOGeHh48Ouvv+Lo6GjfZ9asWVStWpWWLVvSsmVLqlWrxowZM8x4SrcXEgIrV8Jnn4GLCyxeDFWqwKJFZicTEZF8ok/9kvh5u3LychzzNuXQ0DmRe8BiGPrsOjOio6OxWq1ERUXl7DCDf9uxw3aUdts229dPPGGb4eBePb6IiORb09Yd5e1fdhHg48rq/zbBzdnx9jcSuUM51aNy9RHZAq9qVVi/Hl55xTb0YMoU29jZf/4xO5mIiORx3euWINjqxrnoeGatP252HJE7oiKb27m6wkcfwerVULIkHD1qG0P7yisQH292OhERyaNcnRx5vtn9AIxbdZBrCZr6UfIeFdm84qGHbEMMBgywzWTwySe2eWd37DA7mYiI5FFdahXnPl8PLsQmMG3dMbPjiGSZimxe4uMDkybZTvzy87PNcFC7NoweDSk661RERLLG2dGBYc1tR2XHrz5E9PVEkxOJZI2KbF70yCO2I7Ht20NCArz0EjRtCsf017SIiGTNIzWKUcbPk6i4RCavOWJ2HJEsUZHNqwIC4JdfbIsmeHraxtBWq2ZbVEETUYiISCY5Olh4sYVtXvVJ/xzhyrUEkxOJZJ6KbF5mscBTT9nGzjZoANHR0K8fdOkCFy6YnU5ERPKINlUCqRDoTUx8EhP+Pmx2HJFMU5HND8qUgb//hg8/BCcnWLDAtojC0qVmJxMRkTzAwcHC8Ja2o7JT1h7lQqxmxZG8QUU2v3B0hBEjYMMGqFTJtqxtu3bwzDO25W5FRERuoXlFf6oXtxKXmMy4VYfMjiOSKSqy+U3NmrBpEwwbZvt6/HioUQPCw81MJSIiuZzF8v9HZWeEH+Ns1HWTE4ncnopsfuTuDl98AX/+CcWLw8GD0LAhvPUWJGpqFRERydhD9xelTsnCJCSlMOavA2bHEbktFdn8rFkz2zRdvXrZ5pl97z0IDYW9e81OJiIiudC/j8rO3XiCE5eumZxI5NZUZPO7QoVg5kyYOxcKF4bNm23DD775RosoiIhIOvVLF+HBskVJTDb4ZqWOykrupiJbUHTtajs627IlXL8OL7wArVvDqVNmJxMRkVzmxZblAJi/5ZTmlZVcTUW2IClWDJYtgzFjbONoly+3TdM1d67ZyUREJBd54L7ClA/wJjnF4K99kWbHEbkpFdmCxmKBZ5+FrVuhTh24cgW6d4eePeHyZbPTiYhILtGiUgAAf+5WkZXcS0W2oCpfHtauhbffts1B+8MPULWqbaYDEREp8Jr/r8iu2hdJfFKyyWlEMqYiW5A5O8PIkbBuHdx/v228bIsWMHQoxMWZnU5ERExUrZgVf29XriYkE374ktlxRDKkIitQt65tqMGQIbavv/4aHnjANsOBiIgUSA4OFppVTB1ecM7kNCIZU5EVG09P+PZb+O03CAy0zTVbvz588AEkJZmdTkRETNAydZzsnnMYhmFyGpH0VGQlrdatYedO6NLFVmDfeAMeesi2OpiIiBQooWWK4OHiyJmo6+w6HW12HJF0VGQlvSJFYN48mDEDfHwgPByqV4fvvgP9RS4iUmC4OTvy8P1+APyh4QWSC6nISsYsFujd27aIQpMmcO0aDB4M7dvD2bNmpxMRkXukeSWNk5XcS0VWbu2++2xTcn3+Obi6wtKltkUUFiwwO5mIiNwDTSv442CB3WeiOXn5mtlxRNJQkZXbc3CA//wHNm2yDTG4eBE6d4b+/SEqyux0IiKSg3w9Xagd4gvAij1aHEFyFxVZybwqVWDDBhgxwlZup02zFdu//zY7mYiI5KDmlfwBWK7hBZLLqMhK1ri4wIcfwurVUKoUHDsGjRvDyy9DfLzZ6UREJAe0qBQIQPjhi0RfTzQ5jcj/U5GVO/Pgg7BtGzz5pG0mg08/hTp1YPt2s5OJiEg2K1XUkzJ+niSlGKzad97sOCJ2KrJy57y9YeJE+Pln8POzzXBQp46t1CZrXW4Rkfwk9aisZi+Q3ERFVu5ex462RRQ6doSEBNswg6ZN4ehRs5OJiEg2afG/cbJ/7YskMTnF5DQiNiqykj38/WHRIpg0Cby8bCeAVasGU6dqEQURkXygRonCFPVyIeZ6EhuOXDI7jgigIivZyWKBAQNsY2cbNoSYGHjiCdtUXec1pkpEJC9zdLDQtIJmL5DcRUVWsl/p0rZZDUaNAmdnWLgQqlaFxYvNTiYiInchdZzs8t3nMPRpm+QCKrKSMxwd4dVXbfPOVq4M585Bhw4waBDExpqdTkRE7sCDZYvi5uzAqStx7DkTY3YcERVZyWE1athWBHvxRdvXEybYtoWFmZlKRETugLuLIw+W9QPgzz0aXiDmU5GVnOfmBqNHw8qVUKIEHDpkm4f2jTdssxyIiEiekTp7gYqs5AYqsnLvNGliWzChTx9ISYEPPoDQUNi92+xkIiKSSU0rBGCxwPaTUZyNum52HCngVGTl3ipUCKZPh3nzwNcXtmyBWrXg669t5VZERHI1P29XapYoBOiorJhPRVbM8fjjtpXAWrWC69dh6FBo2RJOnjQ7mYiI3Ma/Zy8QMZOKrJgnOBh++w3GjgV3d1ixwjZN1w8/mJ1MRERuIXWcbNihi8TGJ5mcRgoyFVkxl8UCzzwDERFQty5cuQI9e0KPHnBJK8eIiORGZfy8KFXUk4TkFP7erwVvxDwqspI7lCsHa9fCO+/Y5qCdM8d2dHb5crOTiYjIDSwWC80r/m/2Ag0vEBOpyEru4eQEb71lm2O2XDk4fdo2bvaFF+DaNbPTiYjIv6SOk125L5KkZJ2sK+ZQkZXcp04d2LoVnnvO9vU338ADD9gWVhARkVzhgfsKUdjDmSvXEtl07LLZcaSAUpGV3MnDw1Zgly2DoCDYt8825+x770GSTiwQETGbk6MDTSrYhhdo9gIxi4qs5G6tWsHOnbbpupKSbEMPHnwQDhwwO5mISIHXslIAYJtP1jAMk9NIQaQiK7mfry/MnQszZ4LVCuvXQ40aMH486BeniIhpHrrfDxcnB45dvMaByFiz40gBpCIreYPFAr162RZRaNrUdvLXM89Au3Zw5ozZ6URECiRPVycalikCaHiBmENFVvKWEiVsU3J98QW4utoWVKhaFebPNzuZiEiB1Px/wwtUZMUMKrKS9zg4wLBhsHkz1KwJFy9Cly7Qrx9ERZmdTkSkQGle0VZkI05cITLmuslppKBRkZW8q3JlCA+H116zldvp06FaNVi1yuxkIiIFRoCPG9WLWwFYuSfS5DRS0KjISt7m4gIffAD//AOlS8Px47YxtC+9BNd1ZEBE5F5ooeEFYhIVWckfGjSAbdtg4EDbTAajR9sWVti2zexkIiL5Xuo42TUHL3AtQXN9y72jIiv5h5cXTJgAv/wC/v62+Wfr1IGPP4bkZLPTiYjkW+UDvCnh6058Ugr/HLhgdhwpQFRkJf/p0MFWYh99FBIT4dVXoXFjOHLE7GQiIvmSxWKxn/T1p4YXyD2kIiv5k58fLFgAkyeDtzesWWM7EWzKFC2iICKSA1LHya7cG0lyin7Pyr2hIiv5l8UCTzxhGyf74IMQGwsDBkCnThCpM2tFRLJTnZK++Lg5cfFqAluPXzY7jhQQKrKS/5UqZZuS6+OPwdkZfv7ZtojCr7+anUxEJN9wdnSgaQV/QLMXyL2jIisFg6MjvPwybNwIVarYjsh27Gib5SAmxux0IiL5gn2Vrz0qsnJvqMhKwVK9uq3MvvSSbejBxIlQowasW2d2MhGRPK9ROT+cHS0cPn+VQ+djzY4jBYCKrBQ8bm7w6aewciXcdx8cPgwPPQSvvw4JCWanExHJs7zdnKlfugig2Qvk3lCRlYKrcWPYvh369oWUFPjwQ6hfH3btMjuZiEie1VKrfMk9pCIrBZvVCtOmwU8/QZEisHUr1KoFX35pK7ciIpIlzf43n+zm45e5GBtvchrJ71RkRQA6d4YdO6BNG4iPh//8B1q0gBMnzE4mIpKnBBdyp3KwD4YBK/ZqqkPJWSqyIqmCgmDJEhg3Djw8bGNoq1aFWbO0iIKISBakLo6gcbKS01RkRf7NYoHBgyEiAurVg6go6N0buneHS5fMTicikiekLlf7z4ELXE9MNjmN5GcqsiIZuf9+27K2774LTk4wb55t/tnffzc7mYhIrlc52IdgqxtxicmsPXjB7DiSj6nIityMkxO8+SaEhUH58nDmDLRuDc89B9eumZ1ORCTXslgshBTxBGDfOS06IzlHRVbkdmrXhi1b4PnnbV9/+y3UrGlbWEFERNLZfOwyYYcv4mD5/+m4RHKCiqxIZnh4wNdfwx9/QHAw7N8PoaHwzjuQmGh2OhGRXMMwDD5etheAx2uVoKy/t8mJJD9TkRXJihYtbNN0desGyckwciQ8+KCt2IqICKv2nWfDkUu4ODkwtPn9ZseRfE5FViSrfH1hzhyYPRsKFYING6BGDdu0XZqmS0QKsJSU/z8a279BSYILuZucSPI7FVmRO9Wjh+3obLNmEBcHQ4ZA27Zw+rTZyURETPHztlPsPRuDt5sTQxqXMTuOFAAqsiJ3o3hx27jZr74CNzdYtsy2iMKPP5qdTETknopPSmb0H7ZhVoMblaGQh4vJiaQgUJEVuVsODvDCC7B5MzzwgG3hhK5doU8fuHLF7HQiIvfED+uPc/JyHP7ergxoWMrsOFJAqMiKZJdKlWxzzr7+uq3czpwJ1arBX3+ZnUxEJEfFxifxzcqDAAxtfj/uLo4mJ5KCQkVWJDu5uMD779tWBStTBk6cgKZN4cUX4fp1s9OJiOSIif8c5uLVBEoV9aRr7RJmx5ECREVWJCeEhkJEBAwaZPv6iy9sCytERJiZSkQk212Ijef7vw8DMLxlOZwdVS3k3tGrTSSneHnB+PGweDEEBMCuXVC3Lnz0kW0OWhGRfGDMyoNcTUimajErbasEmR1HChgVWZGc1q6dbZquTp1sq4CNGAGNGsHhw2YnExG5KycuXWPW+mMAvNK6Ag4OFpMTSUGjIityL/j5wfz5MHUqeHvD2rVQvTpMmqRFFEQkz/p8+X4Skw0eLFuUB+8vanYcKYBUZEXuFYsF+vWD7dvh4YchNhaeegoefRQiI81OJyKSJXvORLMo4hRgOxorYgYVWZF7rWRJWLkSPv3UNsvBL79AlSq2/4qI5BGf/r4Pw4B21YKoWtxqdhwpoFRkRczg6AgvvQQbN9pWAjt/Hh55xHaENibG7HQiIre04cglVu6NxNHBwvAW5cyOIwWYiqyImapVs5XZ//7XNvRg0iTb2Nk1a8xOJiKSIcMw+Oi3PQB0q1OC0n5eJieSgkxFVsRsrq7wySewahWEhMCRI7YxtCNGQEKC2elERNJYvvscW45fwc3ZgaHN7jc7jhRwKrIiucXDD9tOBOvf3zaTwUcfQb16sHOn2clERABITjH49Pd9AAxoWIoAHzeTE0lBpyIrkpv4+MCUKbBgARQtalsJrHZt+PxzSEkxO52IFHALtpzkQGQsVndnBjUqY3YcERVZkVypUyfbIgrt2kF8PAwfDs2bw/HjZicTkQLqemIyXyzfD8CzTcpgdXc2OZGIiqxI7hUYCL/+Ct99Bx4e8NdfthkOZs7UIgoics/NDD/G6ajrBFnd6Bta0uw4IoDJRXbcuHFUq1YNHx8ffHx8CA0N5bfffrNf379/fywWS5pL/fr109xHfHw8zz//PEWLFsXT05OOHTty8uTJNPtcvnyZPn36YLVasVqt9OnThytXrtyLpyhydywWePpp2LYN6teH6Gjo0we6doWLF81OJyIFRPT1RMb8dRCAYc3vx83Z0eREIjamFtnixYvz0UcfsWnTJjZt2kTTpk155JFH2LVrl32f1q1bc+bMGftl6dKlae5j2LBhLFy4kDlz5rBmzRpiY2Np3749ycnJ9n169uxJREQEy5YtY9myZURERNCnT5979jxF7lrZsvDPP/D+++DkBD/9ZDs6u2yZ2clEpACYsPowV64lUsbPk84PFDc7joidxTBy12eUvr6+fPrppzz55JP079+fK1eusGjRogz3jYqKws/PjxkzZtCtWzcATp8+TYkSJVi6dCmtWrViz549VKpUifDwcOrVqwdAeHg4oaGh7N27l/Lly2cqV3R0NFarlaioKHx8fLLluYrckc2bbUdl99jmcWTIENv0XZ6e5uYSkXwpMvo6jT5dRVxiMuN716J1lUCzI0kelFM9KteMkU1OTmbOnDlcvXqV0NBQ+/ZVq1bh7+9PuXLlGDhwIJH/WpN+8+bNJCYm0rJlS/u24OBgqlSpwrp16wAICwvDarXaSyxA/fr1sVqt9n1E8pRatWxlduhQ29djx0LNmrB+vbm5RCRf+mblQeISk6l5XyFaVQ4wO45IGqYX2R07duDl5YWrqyuDBw9m4cKFVKpUCYA2bdowa9YsVq5cyejRo9m4cSNNmzYlPj4egLNnz+Li4kLhwoXT3GdAQABnz5617+Pv75/ucf39/e37ZCQ+Pp7o6Og0F5Fcw90dvvwSli+HYsXgwAFo2BBGjoTERLPTiUg+cfTCVX7YYJst5ZXWFbBYLCYnEknL9CJbvnx5IiIiCA8P55lnnqFfv37s3r0bgG7dutGuXTuqVKlChw4d+O2339i/fz9Lliy55X0ahpHmzZbRG+/GfW40atQo+8lhVquVEiVK3OEzFMlBzZvbpunq0QOSk+Gdd6BBA9i3z+xkIpIPjF6+n6QUg8bl/ahfuojZcUTSMb3Iuri4ULZsWWrXrs2oUaOoXr06X331VYb7BgUFERISwoEDBwAIDAwkISGBy5cvp9kvMjKSgIAA+z7nzp1Ld1/nz5+375ORESNGEBUVZb+cOHHiTp+iSM4qXBhmz4YffoBChWDTJttQg2+/1TRdInLHdp6K4tdtpwF4uVUFk9OIZMz0InsjwzDsQwdudPHiRU6cOEFQUBAAtWrVwtnZmeXLl9v3OXPmDDt37qRBgwYAhIaGEhUVxYYNG+z7rF+/nqioqP9r787jqqrzP46/2EFQFBEQRaDcU3JLxTRLc6lMm5rc0jAJ21xHs9U029TKFqfSEtHKSaeaJlu0slFH3EUtlRbNK7jgjriyf39/nPH+IhHRwMPyfj4ePB6c7/3ecz/3eLy8+fI93+PsUxgvLy/nsmDnvkTKtP79rdHZbt3g7FkYPhxuuQX277e7MhEph6Yu+RmAPi1CaRqqn4FSNtkaZJ988klWrlzJ7t272bp1K0899RTLly/nnnvu4dSpU4wbN441a9awe/duli9fzu23305gYCB/+ctfAPD39yc2NpaxY8fy/fffs3nzZgYNGkTz5s25+eabAWjSpAk9e/YkLi6OtWvXsnbtWuLi4ujVq1exVywQKTfq1rWW5HrzTfD2hm++gWbN4J//tLsyESlHVu88wsodR/Bwc2FsN/2slLLL1iB78OBBBg8eTKNGjejatSvr1q1jyZIldOvWDTc3N7Zu3UqfPn1o2LAhMTExNGzYkDVr1lC1alXnPl577TXuuOMO+vbty/XXX0+VKlX44osvcHP7/8Wa58+fT/PmzenevTvdu3cnKiqKDz74wI63LFL6XF1hxAjYvNla4SA9Hfr1g0GDQDcCEZGLMMY4R2MHtq1HvZpVbK5I5MLK3DqyZZXWkZVyKScHnnsOXngB8vOtEdt586BLF7srE5EyavHWNB6av4kqnm6sePQmalX1srskqQAq/DqyIlIKPDxg8mRYtcq6O9jevdC1K4wZY82jFRH5ndy8fF7+1lr15P5OVynESpmnICtSGbRvD1u2wIMPWtuvvw5t2ljTD0RE/ufjpL3sOnyaAF9P4jpF2l2OyEUpyIpUFr6+8M478NVXEBICycnQti28+KK1Bq2IVGpns/N4femvADxyU32qenvYXJHIxSnIilQ2t95qLdN1552QmwtPPQU33AC//WZ3ZSJio7mrd3PwRBZ1qvswqH09u8sRKRYFWZHKKDAQPvnEuvCralVYvRquvRbee083URCphDLO5PDO8p0A/K1bQ7zc3S7yDJGyQUFWpLJycYF777VGZzt3htOnYdgw6N0bCrkbnohUXO+s+I0Tmbk0Cq7KHS3r2F2OSLEpyIpUduHh8J//wCuvgKcnfPmldROFf//b7spE5Ao4kJFJwioHAON7NsLN1cXmikSKT0FWRKybKIwdCxs3QlQUHDkCf/kLxMbCiRN2VycipeiN738lKzef6yJq0KVxkN3liFwSBVkR+X/Nm8P69fDYY9bUgzlzrLmzK1faXZmIlILfDp/inxv3AvBYz8a4uGg0VsoXBVkRKcjLC6ZMgRUrICICdu+25tA+9hhkZdldnYiUoFe++YW8fMPNTYJoExFgdzkil0xBVkQK16kT/PADDB1qrWQwbZq17uzWrXZXJiIlYMue4yzedgAXF3i0R2O7yxG5LAqyInJh1apBfDx89pm1ZNePP1p3BHv1VcjPt7s6EblMxhimLv4ZgDtb1qVRSFWbKxK5PAqyInJxd9wB27ZBr16QnQ3jxkGXLpCSYndlInIZVu44wppdR/F0c2VMtwZ2lyNy2RRkRaR4goNh0SLrpgm+vtYc2qgoeP993URBpBzJzzdMXWKNxg6ODqdujSo2VyRy+RRkRaT4XFzg/vutubPR0dbSXDExcPfd1pJdIlLmfbk1je37T+Dn5c4jN9W3uxyRP0VBVkQu3dVXw3//Cy+8AO7u8Omn1tJdixfbXZmIFCE7N59Xv/0FgGE3XEWAr6fNFYn8OQqyInJ53N3hySdh3Tpo2hQOHIBbb4WHHrJudysiZc7CDamkHD1DoJ8XsR0j7S5H5E9TkBWRP6dVK+uOYKNHW9szZ0KLFlbAFZEy40x2Lm98vxOAkV3r4+vlbnNFIn+egqyI/Hk+PvDaa7B0KdStCzt3wvXXwzPPQE6O3dWJCDAn0cGRU1nUC6hC/+vq2V2OSIlQkBWRktO1q3XDhHvugbw8eO4566Kwn3+2uzKRSi39dDazVuwCYGz3hni668e/VAw6k0WkZFWvDh9+CAsXQo0akJQELVvCjBm6iYKITd5atpOTWblcE1qN26NC7S5HpMQoyIpI6ejb1xqd7d4dMjNh5Ejo2RP27bO7MpFKZd/xs7y/xrp5yfiejXF1dbG5IpGSoyArIqWnTh1YsgT+/ndrHu1331nLdC1caHdlIpXGa9/9SnZePu2vCuCGBoF2lyNSohRkRaR0ubjAI4/A5s1w3XWQng79+8PAgdb3IlIqzmbn8cHaFP61aS8Aj/VsjIuLRmOlYlGQFZEro1EjWLUKJk4ENzf46CNrdHbpUrsrE6lQDp7I5OVvfiZ6yvdM+Pc28g30iqpNy3o17C5NpMS5GKObpBfHiRMn8Pf3JyMjg2rVqtldjkj5tm4dDB4MO3ZY26NGwUsvWdMPROSybNuXwZxEB1/8uJ+cPOtHe1iAD/d1iGRgu3p4e7jZXKFUZqWVoxRki0lBVqSEnT4Njz4K77xjbTdpAh98AK1b21uXSDmSl2/4/qeDxCc6WOc45mxvGxHA0I6RdGsajJsu7pIyQEHWZgqyIqVk8WIYOtS6xa27O0yaBI89Zn0vIoU6nZXLJ0l7mbPKQcrRMwC4u7pwW1RtYjtGElW3ur0FivyBgqzNFGRFStHRo/Dgg/DJJ9Z2dDS8/z7Ur29vXSJlzP7jZ5m3ejcfrU/lRGYuAP4+HgxoW4+YDuHU9tf0HCmbFGRtpiArUsqMgfnzrRUOTpwAX1+YPh3i4qyVD0QqsS17jjN75S4WbztAXr71Yzsy0Jeh10dwV+u6VPHUXzCkbFOQtZmCrMgVkpoKMTGwfLm1fdttMHs2hITYWpbIlZabl8+3ydb816SU/1+qLvqqmtzfKZKbGgXp5gZSbijI2kxBVuQKys+HN96AJ56ArCyoWRPefRfuvNPuykRK3YnMHP65YQ8Jq3az7/hZADzcXOh9bR2GdozgmlB/mysUuXQKsjZTkBWxwbZtMGgQ/PCDtT1kiBVw9X9QKqA9x86QsGo3/9y4h1NZ1vzXAF9PBrWrx6DocIKqettcocjlU5C1mYKsiE2ysqyVDKZOtebRhodbF4LdcIPdlYn8acYYklLSiU908M32A/xv+iv1g/yI7RjJX1rW0fqvUiEoyNpMQVbEZomJcO+94HBYF3+NGwfPPQdeXnZXJnLJcvLy+XprGnMSHfywN8PZ3qlBILEdI+ncsJZuJysVioKszRRkRcqAkydhzBiIj7e2mzeHDz+EqCh76xIppowzOfxjfSrvr9lNWkYmAJ7urtzZsg5DO0bSMLiqzRWKlA4FWZspyIqUIYsWwf33w+HD4OkJzz8Pf/sbuOlPsFI2OY6cJmGVg4837uVsTh4AgX5e3Bsdzj3t6lHTT39ZkIpNQdZmCrIiZcyhQ9Yas4sWWds33ADz5kFEhK1liZxjjGHNrqPMSXTw/c+HOPfTtnFIVWI7RtK7RShe7vrlSyoHBVmbKciKlEHGwJw5MHo0nDoFVavCm29a69BqfqHYJDs3ny9+2E98ooPktBPO9q6Ng4jtGEn01TU1/1UqHQVZmynIipRhu3ZZF4KtWmVt/+UvMGsW1Kplb11SqRw7nc0/1qUwb00Kh09mAeDt4cpfW9flvusjubqWn80VithHQdZmCrIiZVxeHrz8MjzzDOTkQHCwdVHYbbfZXZlUcDsPnSQ+cTf/2rSXrNx8AIKreXFvdAQD29ajhq+nzRWK2E9B1mYKsiLlxObN1k0UkpOt7WHD4NVXwU+jYVJyjDEk7jzC7JUOVvx62NnevI4/sR0jubV5bTzdXW2sUKRsUZC1mYKsSDmSmQlPPQXTp1vbV18NH3wA0dH21iXlXmZOHp9v2cecxN38cvAkYE3H7tYkmPs7XcV1ETU0/1WkEAqyNlOQFSmH/vMf67a2e/aAqys8+aQ19cDDw+7KpJw5fDKLD9amMH9tCkdPZwPg6+nG3W3CuO/6CMJr+tpcoUjZpiBrMwVZkXLq+HEYMcK6cQJAq1bW902a2FqWlA8/HzhB/EoHn2/ZT3aeNf+1TnUfhnSIoO91Yfj76JcikeJQkLWZgqxIOffxx/Dgg3DsGHh7w9SpMHy4NVIr8jv5+Yblvx4iPtHBqp1Hne0t61UntmMkPa8Jwd1N543IpVCQtZmCrEgFsH8/DB0K33xjbd98MyQkQN269tYlZcLZ7Dw+3bSXOasc7Dp8GgBXF7ilWW2GdoykdXgNmysUKb8UZG2mICtSQRgDM2fC2LFw9ixUrw5vvw0DBthdmdjk4IlM5q3ezT/Wp3L8TA4AVb3c6d82jJgOEdStUcXmCkXKPwVZmynIilQwv/wCgwfDhg3Wdv/+8NZbEBBgb11yxWzbl0F8ooMvf9xPTp71ozAswIeh10dyd5sw/Lzcba5QpOJQkLWZgqxIBZSTAy++CM89Z91QITQU5s6Fbt3srkxKSV6+YelPB4lPdLDecczZ3jYigKEdI+nWNBg3Vy2fJVLSFGRtpiArUoFt2GDdROHXX63tESNgyhSooj8pVxSns3L5eOMeElbvJuXoGQDcXV24Lao2sR0jiapb3d4CRSo4BVmbKciKVHBnzsD48db0AoDGja2bKLRpY29d8qfsO36Weat389H6VE5m5gLg7+PBwHb1uDc6nNr+PjZXKFI5KMjaTEFWpJL45hu47z5ISwN3d+sGCk88YX0v5cbm1HTiEx0s3naAvHzrx1xkoC9Dr4/grtZ1qeKpf0+RK0lB1mYKsiKVyNGj8NBD1tqzAO3aWaOzDRrYW5cUKTcvn2+2HyQ+cRebUo872ztcXZPYjpHc1CgIV81/FbFFaeUo/UoqIvJHNWvCwoXQpw888gisWwctWsD06TBsGLgoDJUlJzJz+OeGPSSs2s2+42cB8HRz5fZrQ4ntGEnTUA0+iFRUGpEtJo3IilRSe/bAkCHwn/9Y27feCrNnQ+3atpYlkHr0DAmrHXy8cS+nsqz5rwG+ngxqV49B0eEEVfW2uUIROUdTC2ymICtSieXnw5tvwuOPQ1aWNWI7axbcdZfdlVU6xhg2pqQTv9LBt8kH+N/0VxoE+RHbMZI7WtbB28PN3iJF5DwKsjZTkBURtm+3bqKwebO1fe+9VsD197e3rkogJy+fr7emEZ/o4Me9Gc72GxrWIrZjJDc0CMRFUz5EyiwFWZspyIoIANnZ8Oyz1jqz+flQrx68/z507mx3ZRVSxpkc/rE+lXmrd3PgRCYAnu6u3NmyDkM7RtIwuKrNFYpIcSjI2kxBVkQKWLXKGpHdtcu6+GvsWOsOYd6al1kSdh0+RcKq3XyStJezOXkABPp5cW90OPe0q0dNPy+bKxSRS6EgazMFWRE5z8mTVoB97z1ru1kz+PBDuPZae+sqp4wxrNl1lDmJDr7/+RDnfjo1DqnK/Z2u4vZra+PlrvmvIuWRgqzNFGRF5IK++ALuvx8OHQIPD3j+eSvguil0FUdWbh5f/JDGnEQHyWknnO1dGwcR2zGS6Ktrav6rSDmnIGszBVkRKdLhwxAXB59/bm136gTz5kFkpL11lWHHTmczf20K769N4fDJLAC8PVz5a+u63Hd9JFfX8rO5QhEpKQqyNlOQFZGLMgYSEmDUKDh1Cvz8rFUNhgzRTRR+Z8fBk8xZ5eBfm/aRlZsPQHA1L2I6RDCwbT2qV/G0uUIRKWkKsjZTkBWRYnM4rAvBEhOt7T594N13ISjI3rpsZIxh5Y4jzE508N9fDzvbm9fxJ7ZjJLc2r42nu6uNFYpIaVKQtZmCrIhckrw8eOUVmDABcnKsEDt7Ntx+u92VXVGZOXn8e/M+5qxy8OvBU4A1ON29aTCxHa/iuogamv8qUgkoyNpMQVZELsuWLdZNFLZts7bj4mD6dGvaQQV26GQmH65J4cN1qRw7nQ2Ar6cbfa8L474OkdSrWcXmCkXkSlKQtZmCrIhctsxMePppK8AaA1ddBR98AB062F1Zifsp7QTxiQ4WbdlPdp41/7VOdR+GdIigX9swqnl72FyhiNhBQdZmCrIi8qctXw4xMZCaCq6u8PjjMHEieJbvi5vy8w3Lfz1EfKKDVTuPOttb1qvO/R2vosc1wbi7af6rSGWmIGszBVkRKREZGTBypHVbW4CWLa2bKDRtam9dl+FMdi6fbtpHwioHuw6fBsDN1YWezUKI7RhJq3o1bK5QRMoKBVmbKciKSIn65BN44AE4dgy8vGDKFCvgupb9kcsDGZm8v2Y389elknE2B4CqXu70bxtGTIcI6tbQ/FcRKUhB1mYKsiJS4tLSIDYWFi+2trt0gblzISzM1rIuZOveDOITd/Hlj2nk5ls/OuoFVOG+6yO4u00Yfl7uNlcoImWVgqzNFGRFpFQYA7NmWbe0PXMG/P3h7bdhwIAycROFvHzD0p8OEr/Swfrdx5ztbSMCiO0Uyc1NgnFztb9OESnbFGRtpiArIqVqxw5rma5166ztvn3hnXcgIMCWck5l5fLxxj0krNpN6rEzALi7utArqjaxHa+ieV1/W+oSkfJJQdZmCrIiUupyc+Gll+DZZ60bKoSGwpw50KPHFSth3/GzzFu9m4/Wp3IyMxcAfx8P7mlXj3ujIwjx975itYhIxaEgazMFWRG5YjZuhEGD4JdfrO1HHoFp06BK6V1EtSk1nfhEB0u2HSDvf/Nfrwr05b6OkdzVqg5VPDX/VUQun4KszRRkReSKOnPGWmd2xgxru2FDa5mu664rsZfIzcvnm+0HmZ24i82px53tHa6uSWzHSG5qFISr5r+KSAlQkLWZgqyI2OLbb+G++2D/fnBzg2eegSefBPfLHyE9kZnDwvV7mLt6N/uOnwXA082V3i1CGXp9JE1D9RknIiVLQdZmCrIiYptjx+Dhh2HhQmu7bVvrFrcNG17SblKPnmHOKgcfb9zD6ew8AAJ8PRnUPpxB7esRVFXzX0WkdJRWjtKkJxGRsi4gABYsgD59rEC7fj20aAGvvgoPPljkMl3GGDbsTic+cRffJh/k3NBFgyA/YjtGckfLOnh7uF2Z9yEiUsI0IltMGpEVkTJhzx5rqsH331vbPXtaKxvUrl2gW05ePl/9mEZ8ooOt+zKc7Tc0rEVsx0huaBCISxlYp1ZEKgdNLbCZgqyIlBn5+dZFYI8/DpmZ1ojtrFnw179y/Ew2/1ifyvurUzhwIhMAL3dX7mxVh6HXR9IguKrNxYtIZaQgazMFWREpc5KTrZsobNoEwOYbezGszRAOu1lzXQP9vLg3Opx72tWjpp+XnZWKSCWnIGszBVkRKZOys2HyZPJffAlXk8/XDTsw4+EpxHaM5PZra+PlrvmvImI/XewlIiLn8/SE55/nh+YdCHx0FCFvTefrrm01/1VEKgWNyBaTRmRFpMwzpsgVDERE7FJaOcq1xPYkIiL2UogVkUpGQVZEREREyiUFWREREREplxRkRURERKRcsjXIvvPOO0RFRVGtWjWqVatGdHQ0ixcvdj5ujGHSpEmEhobi4+PDjTfeyPbt2wvsIysrixEjRhAYGIivry+9e/dm7969Bfqkp6czePBg/P398ff3Z/DgwRw/fvxKvEURERERKSW2Btm6desyZcoUNm7cyMaNG+nSpQt9+vRxhtVp06Yxffp0/v73v7NhwwZCQkLo1q0bJ0+edO5j9OjRfPbZZyxYsIDExEROnTpFr169yMvLc/YZOHAgW7ZsYcmSJSxZsoQtW7YwePDgK/5+RURERKTklLnltwICAnj55ZcZOnQooaGhjB49msceewywRl+Dg4OZOnUqDzzwABkZGdSqVYsPPviAfv36AbB//37CwsL4+uuv6dGjBz/99BNNmzZl7dq1tGvXDoC1a9cSHR3Nzz//TKNGjYpVl5bfEhEREbk8FX75rby8PBYsWMDp06eJjo7G4XBw4MABunfv7uzj5eVF586dWb16NQBJSUnk5OQU6BMaGkqzZs2cfdasWYO/v78zxAK0b98ef39/Zx8RERERKX9sv7PX1q1biY6OJjMzEz8/Pz777DOaNm3qDJnBwcEF+gcHB5OSkgLAgQMH8PT0pEaNGuf1OXDggLNPUFDQea8bFBTk7FOYrKwssrKynNsZGRmA9RuFiIiIiBTfufxU0hMBbA+yjRo1YsuWLRw/fpxPP/2UmJgYVqxY4Xz8j7dZNMZc9NaLf+xTWP+L7eell17i2WefPa89LCysyNcWERERkcIdPXoUf3//Etuf7UHW09OT+vXrA9CmTRs2bNjAG2+84ZwXe+DAAWrXru3sf+jQIecobUhICNnZ2aSnpxcYlT106BAdOnRw9jl48OB5r3v48OHzRnt/74knnuBvf/ubc/v48eOEh4eTmppaov8AFc2JEycICwtjz549mktcBB2n4tOxKh4dp+LRcSoeHafi07EqnoyMDOrVq0dAQECJ7tf2IPtHxhiysrKIjIwkJCSE7777jpYtWwKQnZ3NihUrmDp1KgCtW7fGw8OD7777jr59+wKQlpbGtm3bmDZtGgDR0dFkZGSwfv162rZtC8C6devIyMhwht3CeHl54eXldV67v7+/TtRiOLekmhRNx6n4dKyKR8epeHScikfHqfh0rIrH1bVkL8+yNcg++eST3HLLLYSFhXHy5EkWLFjA8uXLWbJkCS4uLowePZoXX3yRBg0a0KBBA1588UWqVKnCwIEDAStUxsbGMnbsWGrWrElAQADjxo2jefPm3HzzzQA0adKEnj17EhcXx6xZswAYNmwYvXr1KvaKBSIiIiJS9tgaZA8ePMjgwYNJS0vD39+fqKgolixZQrdu3QAYP348Z8+e5eGHHyY9PZ127drx7bffUrVqVec+XnvtNdzd3enbty9nz56la9euzJ07Fzc3N2ef+fPnM3LkSOfqBr179+bvf//7lX2zIiIiIlKibA2y8fHxRT7u4uLCpEmTmDRp0gX7eHt7M2PGDGbMmHHBPgEBAXz44YeXWyZgTTWYOHFiodMN5P/pOBWPjlPx6VgVj45T8eg4FY+OU/HpWBVPaR2nMndDBBERERGR4igzN0QQEREREbkUCrIiIiIiUi4pyIqIiIhIuaQgC+zevZvY2FgiIyPx8fHh6quvZuLEiWRnZxfol5qayu23346vry+BgYGMHDnyvD5/lJWVxYgRIwgMDMTX15fevXuzd+/e0nw7peqFF16gQ4cOVKlSherVq5/3+Ny5c3FxcSn069ChQxfc74033nhe//79+5fiOyl9FztWQKHHaebMmUXut7KdUz/88AMDBgwgLCwMHx8fmjRpwhtvvHHR/Va0c6o455M+o863fPnyC34mbdiw4YLPGzJkyHn927dvfwUrv/IiIiLOe8+PP/54kc8xxjBp0iRCQ0Px8fHhxhtvZPv27Veo4iuvuHnhjyrL+fT2228TGRmJt7c3rVu3ZuXKlUX2X7FiBa1bt8bb25urrrrqoj//ClPmbohgh59//pn8/HxmzZpF/fr12bZtG3FxcZw+fZpXXnkFgLy8PG677TZq1apFYmIiR48eJSYmBmNMkSsmjB49mi+++IIFCxZQs2ZNxo4dS69evUhKSiqwRFh5kZ2dzd133010dHShq07069ePnj17FmgbMmQImZmZBAUFFbnvuLg4Jk+e7Nz28fEpmaJtcrFjdU5CQkKBY3axO8dVtnMqKSmJWrVq8eGHHxIWFsbq1asZNmwYbm5uDB8+vMh9V6Rz6mLHSZ9RhevQoQNpaWkF2iZMmMDSpUtp06ZNkc/t2bMnCQkJzm1PT89SqbEsmTx5MnFxcc5tPz+/IvtPmzaN6dOnM3fuXBo2bMjzzz9Pt27d+OWXXwoslVlRFCcvXEhFP58WLlzI6NGjefvtt7n++uuZNWsWt9xyC8nJydSrV++8/g6Hg1tvvZW4uDg+/PBDVq1axcMPP0ytWrW46667iv/CRgo1bdo0ExkZ6dz++uuvjaurq9m3b5+z7aOPPjJeXl4mIyOj0H0cP37ceHh4mAULFjjb9u3bZ1xdXc2SJUtKr/grICEhwfj7+1+036FDh4yHh4d5//33i+zXuXNnM2rUqJIprowp6lgB5rPPPiv2vnROWR5++GFz0003Fdmnop5TFzpO+owqnuzsbBMUFGQmT55cZL+YmBjTp0+fK1NUGREeHm5ee+21YvfPz883ISEhZsqUKc62zMxM4+/vb2bOnFkKFZZNf8wLhakM51Pbtm3Ngw8+WKCtcePG5vHHHy+0//jx403jxo0LtD3wwAOmffv2l/S6mlpwARkZGQXuB7xmzRqaNWtGaGios61Hjx5kZWWRlJRU6D6SkpLIyclx3ogBIDQ0lGbNmrF69erSK74Mef/996lSpQp//etfL9p3/vz5BAYGcs011zBu3DhOnjx5BSq03/DhwwkMDOS6665j5syZ5OfnX7CvzinLH/9/XkhlOqf0GVU8ixYt4siRIwwZMuSifZcvX05QUBANGzYkLi6uyOlRFcXUqVOpWbMmLVq04IUXXijyT+YOh4MDBw4UOH+8vLzo3LlzhT1/ClPcz6OKfD5lZ2eTlJRU4FwA6N69+wXPhTVr1pzXv0ePHmzcuJGcnJxiv7amFhTit99+Y8aMGbz66qvOtgMHDhAcHFygX40aNfD09OTAgQOF7ufAgQN4enpSo0aNAu3BwcEXfE5FM2fOHAYOHHjRP+nec889REZGEhISwrZt23jiiSf44Ycf+O67765QpfZ47rnn6Nq1Kz4+Pnz//feMHTuWI0eO8PTTTxfaX+eU9eH3z3/+k6+++qrIfpXtnNJnVPHEx8fTo0cPwsLCiux3yy23cPfddxMeHo7D4WDChAl06dKFpKSkCrvw/ahRo2jVqhU1atRg/fr1PPHEEzgcDmbPnl1o/3PnyB/Pu+DgYFJSUkq93rKgsLxQmIp+Ph05coS8vLxCz4WiPn8K65+bm8uRI0eoXbt2sV67Qo/ITpo06YKT/M99bdy4scBz9u/fT8+ePbn77ru5//77Czzm4uJy3msYYwptL8rlPKc0Xc5xKo41a9aQnJxMbGzsRfvGxcVx880306xZM/r3788nn3zC0qVL2bRp0+W8pVJT0sfq6aefJjo6mhYtWjB27FgmT57Myy+/fMl1VZZzavv27fTp04dnnnnGeSvrCykP51RJH6eK+hlVmMs5dnv37uWbb74p1mdSv379uO2222jWrBm33347ixcv5tdff73oL1BlzaUcpzFjxtC5c2eioqK4//77mTlzJvHx8Rw9erTI1/jjuVIezp8/Kum88EcV5Xy6mEs9FwrrX1h7USr0iOzw4cMvepVyRESE8/v9+/dz0003ER0dzbvvvlugX0hICOvWrSvQlp6eTk5Oznm/Ufz+OdnZ2aSnpxcY8Th06BAdOnS4xHdTei71OBXX7NmzadGiBa1bt77k57Zq1QoPDw927NhBq1atLvn5paW0jtU57du358SJExw8eLDQ86oyn1PJycl06dKFuLi4C45YF6UsnlMleZwq8mdUYS7n2CUkJFCzZk169+59ya9Xu3ZtwsPD2bFjxyU/105/5hw7d1X9zp07qVmz5nmPh4SEANbI2u9Hzw4dOnTBc66sKsm8UBzl9Xy6kMDAQNzc3M4bfS3qXAgJCSm0v7u7e6Hn2wVd0ozaCmzv3r2mQYMGpn///iY3N/e8x89dSLF//35n24IFC4p1IcXChQudbfv3768QF1Jc7MKckydPGj8/PzNjxozL2v/WrVsNYFasWHGZFZYdl3IR04wZM4y3t7fJzMws9PHKek5t27bNBAUFmUcfffSy919RzqmLXeylz6jC5efnm8jISDN27NjLev6RI0eMl5eXmTdvXglXVnZ98cUXBjApKSmFPn7uYq+pU6c627Kysir8xV4XywvFURHPp7Zt25qHHnqoQFuTJk2KvNirSZMmBdoefPDBS77YS0HWWFfp1q9f33Tp0sXs3bvXpKWlOb/Oyc3NNc2aNTNdu3Y1mzZtMkuXLjV169Y1w4cPd/bZu3evadSokVm3bp2z7cEHHzR169Y1S5cuNZs2bTJdunQx11577WWf/HZLSUkxmzdvNs8++6zx8/MzmzdvNps3bzYnT54s0G/27NnG29vbHDt27Lx9/PE47dy50zz77LNmw4YNxuFwmK+++so0btzYtGzZstweJ2MufqwWLVpk3n33XbN161azc+dO895775lq1aqZkSNHOvehc8oKsbVq1TL33HNPgf+bhw4dcu6jMpxTFztO+owq2tKlSw1gkpOTC328UaNG5l//+pcxxvpFfOzYsWb16tXG4XCYZcuWmejoaFOnTh1z4sSJK1n2FbN69Wozffp0s3nzZrNr1y6zcOFCExoaanr37l2g3++PkzHGTJkyxfj7+5t//etfZuvWrWbAgAGmdu3aFfY4FScvGFM5z6cFCxYYDw8PEx8fb5KTk83o0aONr6+v2b17tzHGmMcff9wMHjzY2X/Xrl2mSpUqZsyYMSY5OdnEx8cbDw8P88knn1zS6yrIGmuEAyj06/dSUlLMbbfdZnx8fExAQIAZPnx4gZEzh8NhALNs2TJn29mzZ83w4cNNQECA8fHxMb169TKpqalX6q2VuJiYmEKP0+/fszHGREdHm4EDBxa6jz8ep9TUVHPDDTeYgIAA4+npaa6++mozcuRIc/To0VJ+N6XrYsdq8eLFpkWLFsbPz89UqVLFNGvWzLz++usmJyfHuQ+dU8ZMnDix0MfDw8Od+6gM51Rx/u/pM+rCBgwYYDp06HDBxwGTkJBgjDHmzJkzpnv37qZWrVrGw8PD1KtXz8TExFTI43JOUlKSadeunfH39zfe3t6mUaNGZuLEieb06dMF+v3+OBljjcpOnDjRhISEGC8vL3PDDTeYrVu3XuHqr5zi5oXKej699dZbJjw83Hh6eppWrVoV+AtYTEyM6dy5c4H+y5cvNy1btjSenp4mIiLCvPPOO5f8mi7G/G9mrYiIiIhIOVKhVy0QERERkYpLQVZEREREyiUFWREREREplxRkRURERKRcUpAVERERkXJJQVZEREREyiUFWREREREplxRkRURERKRcUpAVEZFS9csvvxASEsLJkycv6Xnjxo1j5MiRpVSViFQECrIiUqnceOONjB492u4yrohJkybRokULu8vgqaee4pFHHqFq1arONmMM7777Lu3atcPPz4/q1avTpk0bXn/9dc6cOQPA+PHjSUhIwOFw2FW6iJRxCrIiIuVMdnb2FX09Ywy5ubmX9dy9e/eyaNEi7rvvvgLtgwcPZvTo0fTp04dly5axZcsWJkyYwOeff863334LQFBQEN27d2fmzJl/+j2ISAVlREQqiZiYGAMU+HI4HMYYY7Zv325uueUW4+vra4KCgsygQYPM4cOHnc/t3LmzGT58uBk1apSpXr26CQoKMrNmzTKnTp0yQ4YMMX5+fuaqq64yX3/9tfM5y5YtM4D58ssvTVRUlPHy8jJt27Y1P/74Y4G6Vq1aZTp16mS8vb1N3bp1zYgRI8ypU6ecj4eHh5vnnnvOxMTEmGrVqpl7773XGGPM+PHjTYMGDYyPj4+JjIw0Tz/9tMnOzjbGGJOQkHDee01ISDAOh8MAZvPmzc79p6enG8AsW7asQN1LliwxrVu3Nh4eHuY///mPyc/PN1OnTjWRkZHG29vbREVFmY8//rjIY/7qq6+aNm3aFGhbuHChAcy///3v8/rn5+eb48ePO7fnzp1rwsLCinwNEam8NCIrIpXGG2+8QXR0NHFxcaSlpZGWlkZYWBhpaWl07tyZFi1asHHjRpYsWcLBgwfp27dvgefPmzePwMBA1q9fz4gRI3jooYe4++676dChA5s2baJHjx4MHjzY+afxcx599FFeeeUVNmzYQFBQEL179yYnJweArVu30qNHD+68805+/PFHFi5cSGJiIsOHDy+wj5dffplmzZqRlJTEhAkTAKhatSpz584lOTmZN954g/fee4/XXnsNgH79+jF27FiuueYa53vt16/fJR2v8ePH89JLL/HTTz8RFRXF008/TUJCAu+88w7bt29nzJgxDBo0iBUrVlxwH//9739p06ZNgbb58+fTqFEj+vTpc15/FxcX/P39ndtt27Zlz549pKSkXFLtIlJJ2J2kRUSupM6dO5tRo0YVaJswYYLp3r17gbY9e/YYwPzyyy/O53Xs2NH5eG5urvH19TWDBw92tqWlpRnArFmzxhjz/yObCxYscPY5evSo8fHxMQsXLjTGGDN48GAzbNiwAq+9cuVK4+rqas6ePWuMsUZk77jjjou+t2nTppnWrVs7tydOnGiuvfbaAn0uZUT29yOmp06dMt7e3mb16tUF9hcbG2sGDBhwwZquvfZaM3ny5AJtTZo0Mb17977o+zHGmIyMDAOY5cuXF6u/iFQu7jZmaBGRMiEpKYlly5bh5+d33mO//fYbDRs2BCAqKsrZ7ubmRs2aNWnevLmzLTg4GIBDhw4V2Ed0dLTz+4CAABo1asRPP/3kfO2dO3cyf/58Zx9jDPn5+TgcDpo0aQJw3qgmwCeffMLrr7/Ozp07OXXqFLm5uVSrVu2S3/+F/P41k5OTyczMpFu3bgX6ZGdn07Jlywvu4+zZs3h7exdoM8bg4uJSrBp8fHwAzhvlFhEBUJAVkUovPz+f22+/nalTp573WO3atZ3fe3h4FHjMxcWlQNu5cJafn3/R1/x93wceeKDQZabq1avn/N7X17fAY2vXrqV///48++yz9OjRA39/fxYsWMCrr75a5Ou6ulozyowxzrZz0xz+6Pevee49ffXVV9SpU6dAPy8vrwu+XmBgIOnp6QXaGjZs6AzyF3Ps2DEAatWqVaz+IlK5KMiKSKXi6elJXl5egbZWrVrx6aefEhERgbt7yX8srl271hlK09PT+fXXX2ncuLHztbdv3079+vUvaZ+rVq0iPDycp556ytn2x3mkhb3Xc4EwLS3NOZK6ZcuWi75e06ZN8fLyIjU1lc6dOxe7zpYtW5KcnFygbeDAgfTv35/PP//8vHmyxhhOnDjhnCe7bds2PDw8uOaaa4r9miJSeehiLxGpVCIiIli3bh27d+/myJEj5Ofn88gjj3Ds2DEGDBjA+vXr2bVrF99++y1Dhw49LwhejsmTJ/P999+zbds2hgwZQmBgIHfccQcAjz32GGvWrOGRRx5hy5Yt7Nixg0WLFjFixIgi91m/fn1SU1NZsGABv/32G2+++SafffbZee/V4XCwZcsWjhw5QlZWFj4+PrRv354pU6aQnJzMf//7X55++umLvoeqVasybtw4xowZw7x58/jtt9/YvHkzb731FvPmzbvg83r06MGaNWsKHMe+ffvSr18/BgwYwEsvvcTGjRtJSUnhyy+/5Oabb2bZsmXOvitXrqRTp07OKQYiIr+nICsilcq4ceNwc3OjadOm1KpVi9TUVEJDQ1m1ahV5eXn06NGDZs2aMWrUKPz9/Z1/iv8zpkyZwqhRo2jdujVpaWksWrQIT09PwJp3u2LFCnbs2EGnTp1o2bIlEyZMKDCloTB9+vRhzJgxDB8+nBYtWrB69Wrnagbn3HXXXfTs2ZObbrqJWrVq8dFHHwEwZ84ccnJyaNOmDaNGjeL5558v1vt47rnneOaZZ3jppZdo0qQJPXr04IsvviAyMvKCz7n11lvx8PBg6dKlzjYXFxf+8Y9/MH36dD777DM6d+5MVFQUkyZNok+fPvTo0cPZ96OPPiIuLq5Y9YlI5eNifj9RSkRESszy5cu56aabSE9Pp3r16naXY5u3336bzz//nG+++eaSnvfVV1/x6KOP8uOPP5bKlA8RKf/0ySAiIqVq2LBhpKenc/LkyQK3qb2Y06dPk5CQoBArIhekEVkRkVKiEVkRkdKlICsiIiIi5ZIu9hIRERGRcklBVkRERETKJQVZERERESmXFGRFREREpFxSkBURERGRcklBVkRERETKJQVZERERESmXFGRFREREpFxSkBURERGRcun/AGBw1WZ4bAaxAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# calculate the dry adiabat with elevation\n", "# first determine the surface elevation\n", "Altsurf = sonde_temp_profile.loc[0,['alt']]\n", "Altsurf = np.asarray(Altsurf).astype(np.float64)\n", "print(Altsurf)\n", "print(T)\n", "alt4adiabat =np.asarray(list(range(3055,6055))) \n", "T4adiabat = T - 9.8*(alt4adiabat-3055)/1000\n", "\n", "# And add this to the figure above\n", "fig, axs = plt.subplots(nrows=1, ncols=1, figsize=(7,7), tight_layout=True)\n", "axs.plot(sonde_temp_profile['tdry'],sonde_temp_profile['alt'])\n", "axs.plot(T4adiabat,alt4adiabat,'r-')\n", "axs.set_ylim(3000,6000)\n", "axs.set_xlim(-20,0)\n", "axs.set_xlabel('temperature (C)')\n", "axs.set_ylabel('altitude (m)')\n", "plt.title('(Fig. 2) Atmospheric Temperature Profile & Dry Adiabat from 10 Jan 2022');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Do we have stable or unstable conditions in this sounding?" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 263.378068\n", "1 267.845751\n", "2 268.835092\n", "3 268.248066\n", "4 267.485153\n", " ... \n", "91 216.796763\n", "92 217.033717\n", "93 218.668511\n", "94 220.611648\n", "95 221.227319\n", "Length: 96, dtype: float64\n" ] } ], "source": [ "# Now we use the data in the sounding to calculate the virtual temperature at each altitude\n", "# Note that what we are doing with the code is using the equations presented above but iterating over all\n", "# of the values at all of the heights in the sounding dataframe, so we get arrays of numbers\n", "esat = 0.6108*np.exp((17.27*sonde_temp_profile['tdry'])/(237.3+sonde_temp_profile['tdry']))\n", "ev = esat*sonde_temp_profile['rh']/100\n", "q = 0.62*ev/((sonde_temp_profile['pres']/10)-0.38*ev)\n", "TvK = (sonde_temp_profile['tdry']+273.15)*(1+0.61*q)\n", "#TvK = (T+273.15)*(1+0.61*q)\n", "print(TvK)\n", "\n", "#Now, think about how you would modify the code presented to add it to the plot yourself.\n", "# You can use the + button to put a new cell below and then copy and past the code from above into that cell.\n", "# Think about the units of the plot above. Will TvK plot on the same graph as is?\n", "# Think about the vertical coordinate for TvK -- is it the same as for the adiabat or for tdry?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Disclaimer, solution is presented below. Please try to modify the code yourself before you look." ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# \n", "\n", "#Now, modify the code presented to add it to the plot yourself.\n", "# And add this to the figure above\n", "fig, axs = plt.subplots(nrows=1, ncols=1, figsize=(7,7), tight_layout=True)\n", "axs.plot(sonde_temp_profile['tdry'],sonde_temp_profile['alt'])\n", "axs.plot(T4adiabat,alt4adiabat,'r-')\n", "axs.plot(TvK-273.15,sonde_temp_profile['alt'],'k-')\n", "axs.set_ylim(3000,6000)\n", "axs.set_xlim(-20,0)\n", "axs.set_xlabel('temperature (C)')\n", "axs.set_ylabel('altitude (m)')\n", "plt.title('(Fig. 3) T Profile (blue), Tvprofile (black), & Dry Adiabat (red) from 10 Jan 2022');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### So, what difference did Tvirtual make?\n", "First, the difference is slight. Is there any change in the stability of this sounding?\n", "Second, considering the moisture content makes the equivalent dry air temperature a bit warmer.\n", "Does this make sense with your understanding of the virtual temperature? \n", "Given the moist air is less dense than dry air, and warm air is less dense than cold air, more moisture would make the virtual temperature warmer than the measured temperature. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Plotting function and examples\n", "We have included four days of sounding data. To make plotting easier, we can define a function that takes inputs and creates a plot. You may want to use this for your homework." ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [], "source": [ "def plot_sonde(filepath,date,variable, limits, title, unit='$\\degree$C'):\n", " # Apply date filter\n", " sonde_temp_profile = pd.read_csv(os.path.join(filepath,f'{date}_radiosonde.csv'))\n", " \n", " # Plot data\n", " fig, axs = plt.subplots(ncols=2, figsize=(10,5), tight_layout=True)\n", " axs[0].plot(sonde_temp_profile[variable],sonde_temp_profile['alt'])\n", " axs[0].set_xlim(limits[0],limits[1])\n", " axs[0].set_ylim(3000,10000)\n", " axs[0].set_xlabel(f'{variable.upper()} ({unit})');\n", " axs[0].set_ylabel('Altitude (m)');\n", " axs[0].set_title(f'{variable.upper()} with Altitude');\n", "\n", " axs[1].plot(sonde_temp_profile[variable],sonde_temp_profile['pres'])\n", " axs[1].set_xlim(limits[0],limits[1])\n", " axs[1].set_ylim(725,350)\n", " axs[1].set_xlabel(f'{variable.upper()} ({unit})');\n", " axs[1].set_ylabel('Pressure (hPa)');\n", " axs[1].set_title(f'{variable.upper()} with Pressure');\n", "\n", " fig.suptitle(f'{title} on {date}')\n", " return" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can use this function to generate plots comparing temperature with height on different days, under different conditions:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": {}, "outputs": [], "source": [ "# Get path to data\n", "filepath= os.path.join(os.getcwd(),'data')" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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KlfD19WXt2rVs2bKFhISEBy66M/N38KD7vP1zgZtDzG/cuMGiRYsA+O2334iIiLAYWn7hwgUMw8DX1zfdz//WrVvT3a6Q0d9d6dKlWbt2LT4+PgwePJjSpUtTunRpvvrqq7uew+XLl+/4s3Dr9aye8+2io6MxDCPHj/NvhmHQr18/5s2bx6xZs9IVx7f2n9Gs21euXMHT0zPD/c6cOZOBAwcyYMAAxo8ff8fjJyYm0r59ezZv3syKFSsICQmxeL1Ro0YWf8+37su/31x3M3v27HQ/V7d4eXnd8VhAuuPZ2dlRvXp16tatS79+/Vi3bh0nTpzgv//9b5ZziYhYk2aiEJE8xdbWlkaNGvHrr79y9uxZihYtmuV93JosafXq1Rm+fusK5bp16zh//jwbNmwwX92Gm0vZZCSzV4Wyeg63fjGOiIhI1/b8+fN4e3tn6ri37zMyMjLd9oy2PYh/Z7/d+fPnsbGxoVChQlneb9u2bWnbti2JiYls3bqVMWPG0LVrV0qUKGExSdPtGjVqxPTp09m+fTvbtm3j/fffB6Bhw4asWbOG06dPU6BAAWrVqpXlTLlBxYoVqVmzprlYmzlzJgEBATRt2tTcxtvbG5PJxKZNmzKcxO/2bXf6uX7qqad46qmnSE1NZceOHXz99dcMGzYMX19fnn/++Qzf4+XldcefhVvZHlShQoWwsbHJ8ePccqvgnjlzJtOnT8/wXvCgoCAA9u/fzzPPPGPx2v79+82v/9vMmTPp168fPXv2ZOrUqXf8e0hMTKRdu3asX7+e5cuXZziB47Rp0ywmSbx1/veT615at25NeHh4hq9VqlSJ/fv3p9t+a9u9jle0aFECAgI4evRolnOJiFiTrnSLSJ7zzjvvYBgG/fv3z3DSpuTkZPPM0xlp1aoVly9fJjU1lerVq6d7lCtXDvj/YuP2ImTatGkP9RxuDe3990RoAOHh4Rw6dOius6TfSYMGDTh48CB79+612L5gwYJMvT+zV23LlStHkSJFWLBgAYZhmLdfu3aNpUuXmmc0v1+Ojo7Uq1ePsWPHArB79+67tm/UqBEmk4kPPvgAGxsbnn76aeDmJGvr169nzZo1PP300xZX5+50XMj8ldCHqXfv3mzbto3Nmzfz888/07NnT2xtbc2vt2rVCsMwOHfuXIY//5UqVcrS8WxtbQkJCTHP6L5r1647tm3UqJH5y6x/mzNnDi4uLtnyZYerqyshISH8+OOPFn8/aWlpzJs3j6JFi1K2bNkHPg5g/jc8c+ZMpk2bZjGi4N+KFClCzZo1mTdvnsUkcFu3buXIkSPpJgabNWsW/fr1o1u3bnz33Xd3Lbjbt2/PunXrWLp0Kc2aNcuwXbly5Sz+jm+tRpDVXJnh5eWV7mfqlvbt23P48GG2bdtm3paSksK8efMICQkxj0S4k+PHj3P27Fkee+yxLOcSEbEmXekWkTyndu3aTJkyhUGDBlGtWjVeeuklHn/8cZKTk9m9ezfffPMNQUFBGc4wDvD8888zf/58nnnmGV555RVq1qyJvb09Z8+eZf369bRt25b27dtTp04dChUqxIsvvshHH32Evb098+fPT1eo5vQ5lCtXjgEDBvD1119jY2NDixYtOHXqFB988AHFihWzmNk7s4YNG8aMGTNo2bIlo0aNwtfXl/nz53P48OFMvb9SpUps2LCBn3/+GX9/f9zc3MxfVvybjY0N48aN44UXXqBVq1YMHDiQxMRExo8fT0xMzH0NE/3www85e/YsjRo1omjRosTExPDVV19Z3G9/Jz4+PgQFBfH777/ToEEDc8HfuHFjrly5wpUrV/j8888zdf4AY8eOpUWLFtja2lK5cmUcHByyfD7ZrUuXLrz22mt06dKFxMTEdHMB1K1blwEDBtC7d2927NjB008/jaurKxEREWzevJlKlSrx0ksv3fUYU6dOZd26dbRs2ZLixYtz48YNZsyYAXDXofkfffQRv/zyCw0aNODDDz/E09OT+fPns3LlSsaNG4eHh8cDnz/AmDFjaNKkCQ0aNGD48OE4ODgwefJkDhw4wMKFC+/rXuWMDB06lOnTp9OnTx8qVarE1q1bza85OjoSHBxsfj527FiaNGnCc889x6BBg4iKiuLtt98mKCjIolhfsmQJffv2pWrVqgwcOJDt27dbHDM4ONj8pc+zzz7Lr7/+ynvvvYeXl5fF8d3d3alYseI9zyGzueDmzOi3llVMTU3l9OnT/PDDDwDUq1fPvKTXnfTp04dJkybx3HPP8d///hcfHx8mT57MkSNHzHMtAOzbt49XX32VZ599llKlSmFjY8P+/fv54osv8PLyYvjw4fc8LxGRXMVKE7iJiDywPXv2GD179jSKFy9uODg4GK6urkZwcLDx4YcfGlFRUeZ2t89ebhg3Zxn+9NNPjSpVqhhOTk5GgQIFjPLlyxsDBw40jh07Zm4XGhpq1K5d23BxcTEKFy5s9OvXz9i1a5cBGDNnzjS369mzp+Hq6ppj55CammqMHTvWKFu2rGFvb294e3sb3bp1M86cOWOxv3r16hmPP/54uuNkNAP5X3/9ZTRp0sRwcnIyPD09jb59+xrLly/P1Ozle/bsMerWrWu4uLgYgPnzzWimb8MwjJ9++skICQkxnJycDFdXV6NRo0bGli1bLNrcmr384sWLFttvzTB98uRJwzAM45dffjFatGhhFClSxHBwcDB8fHyMZ555xti0adMdPmVLr776qgEYn3zyicX2MmXKGICxb98+i+0ZnVNiYqLRr18/o3DhwobJZLLIBxiDBw9Od9zAwMB7zvZ8t9nLw8PD75nrlq5duxqAUbdu3Tsea8aMGUZISIjh6upqODs7G6VLlzZ69Ohh7Nixw9zmTj9PYWFhRvv27Y3AwEDD0dHR8PLyMurVq2esWLHCoh23zV5uGIaxf/9+o3Xr1oaHh4fh4OBgVKlSxeLf0r/PbcmSJRl+Pre3z8imTZuMhg0bms+vVq1axs8//2zR5n4+238LDAy0mF3734/b/80YhmH8/vvvRq1atcz/5nr06GFcuHDBos2tlRDu9Lj1c2YYxl3b3f5/3t1kJpdh/P9s9hk97vVZ3RIZGWn06NHD8PT0NJycnIxatWoZa9asSdemW7duRunSpQ0XFxfDwcHBKFWqlPHiiy+mm/leRCQvMBnGv8b7iYiIiIiIiEi20T3dIiIiIiIiIjlERbeIiIiIiIhIDlHRLSIiIiIiIpJDVHSLiIiIiIiI5BAV3SIiIiIiIiI5REW3iIiIiIiISA5R0S0iIiIiIiKSQ1R0i4iIiIiIiOQQFd0iIiIiIiIiOURFt4iIiIiIiEgOUdEtIiIiIiIikkNUdIuIiIiIiIjkEBXdIiIiIiIiIjlERbeIiIiIiIhIDlHRLSIiIiIiIpJDVHSLiIiIiIiI5BAV3SIiIiIiIiI5REW3iIiIiIiISA5R0S0iIiIiIiKSQ1R0i4iIiIiIiOQQFd0iIiIiIiIiOURFt4iIiIiIiEgOUdEtkg1MJlOmHhs2bODUqVMW2+zt7fHy8qJGjRq8+uqrHDx4MN3+N2zYYPEeW1tbChcuTOvWrdmxYwcAJ0+exM3NjY4dO2aYccGCBZhMJqZNm5bt51+/fn3q169vfn79+nVGjBjBhg0b0rUdMWIEJpOJS5cuPfBxO3TogMlk4uWXX87w9Vuf279zrFq1ihEjRmTYvkSJEvTq1cv8/Pz584wYMYI9e/Y8cNbb3fo5mDVrVrbvW0TkUaI++OH1wb169bL4LBwdHSlXrhwfffQRN27cuM8zEMn/7KwdQCQ/CAsLs3j+n//8h/Xr17Nu3TqL7RUrVuTKlSsADBkyhK5du5KWlkZMTAy7d+9mxowZfP3114wZM4Y33ngj3XFGjx5NgwYNSE5OZvfu3YwcOZJ69eqxZ88eypQpw+eff86AAQNYsGABXbt2Nb8vMjKSIUOG0KxZMwYOHJjt5z958mSL59evX2fkyJEAFr8IZKeoqCh++eUXAObPn8+nn36Kk5PTPd+3atUqJk2alGHhvWzZMtzd3c3Pz58/z8iRIylRogRVq1bNrugiIpKN1Ac/3D7Y2dnZ/NlGR0ezcOFCPv74Yw4fPszixYuz/Xgi+YGKbpFsUKtWLYvnhQsXxsbGJt12wNzhFy9e3OL1Z555htdee40OHTrw5ptvEhQURIsWLSzeW6ZMGfN7nnrqKQoWLEjPnj2ZN28eI0eOpH///ixbtowhQ4bQoEED/P39ARg4cCCGYTB9+vRsPe9bKlasmCP7vZs5c+aQnJxMy5YtWblyJT/++KPFLzn3Izg4OJvSiYjIw6I++OH2wbd/ti1atODUqVN8//33fP755xQpUiTD9yUkJODs7PywYj6w1NRUUlJScHR0tHYUyQc0vFwkF3F2dmb69OnY29szfvz4e7avXr06ABcuXDBvu9WpDxgwAIC5c+eyYsUKJk6ceMeOEODgwYOYTCaWLFli3rZz505MJhOPP/64Rds2bdpQrVo18/N/D207deoUhQsXBmDkyJHmIWj/HrZ9K3OXLl3w8PDA19eXPn36EBsbe89zvmXGjBn4+voye/ZsnJ2dmTFjxj3f06tXLyZNmgRYDkc8deoUYDm8fMOGDdSoUQOA3r17m9veukJ++3C+fx+jRIkSFtvOnz9Pp06dcHNzw8PDg86dOxMZGZlhxh07dtCmTRs8PT1xcnIiODiY77///t4fiIiIPBD1wZnvg293qwg/ffo0cLM/bdWqFT/++CPBwcE4OTmZr75HRkYycOBAihYtioODAyVLlmTkyJGkpKRY7HPKlClUqVKFAgUK4ObmRvny5Xn33XfNr1+/fp3hw4dTsmRJnJyc8PT0pHr16ixcuDDDz+bfbu+rb912MG7cOEaNGkXJkiVxdHRk/fr1gPpmeXC60i2SywQEBFCtWjVCQ0NJSUnBzu7O/0xPnjwJQNmyZc3b/P39mTRpEl26dGHMmDGMHz+ejh073vMq8OOPP46/vz9r167lueeeA2Dt2rU4Ozvz119/cf78eQICAkhJSWHjxo28+OKLGe7H39+f1atX07x5c/r27Uu/fv0AzL8E3NKxY0c6d+5M37592b9/P++88w5Aporn0NBQDh06xBtvvIGXlxcdO3Zk/vz5nDx5kpIlS97xfR988AHXrl3jhx9+sBiOeOtqxL898cQTzJw5k969e/P+++/TsmVLAIoWLXrPfP+WkJBA48aNOX/+PGPGjKFs2bKsXLmSzp07p2u7fv16mjdvTkhICFOnTsXDw4NFixbRuXNnrl+/nu6XJhERyV7qg+/dB2fk+PHj6Y6za9cuDh06xPvvv0/JkiVxdXUlMjKSmjVrYmNjw4cffkjp0qUJCwtj1KhRnDp1ipkzZwKwaNEiBg0axJAhQ/j000+xsbHh+PHj/PXXX+b9v/baa8ydO5dRo0YRHBzMtWvXOHDgAJcvX76vcwCYMGECZcuW5dNPP8Xd3Z0yZcqob5bsYYhItuvZs6fh6uqa4WsnT540AGP8+PF3fH/nzp0NwLhw4YJhGIaxfv16AzAWL15sJCcnG9evXze2bNlilCtXzqhYsaIRHR2dbh+dOnUyAMPX19e4ePFipnJ369bNKFWqlPl548aNjf79+xuFChUyZs+ebRiGYWzZssUAjN9//93crl69eka9evXMzy9evGgAxkcffZTuGB999JEBGOPGjbPYPmjQIMPJyclIS0u7Z84+ffoYgHHo0CHDMP7/8/nggw8s2t3avn79evO2wYMHG3f6ry8wMNDo2bOn+Xl4eLgBGDNnzkzX9vZzvqVnz55GYGCg+fmUKVMMwFi+fLlFu/79+6fbd/ny5Y3g4GAjOTnZom2rVq0Mf39/IzU1NcPcIiLy/9QH51wffOuzTU5ONpKTk42LFy8aX331lWEymYwaNWqY2wUGBhq2trbGkSNHLN4/cOBAo0CBAsbp06cttn/66acGYBw8eNAwDMN4+eWXjYIFC941S1BQkNGuXbu7tslsX33r56J06dJGUlKSRVv1zZIdNLxcJBcyDCPD7Z07d8be3h4XFxfq1q1LXFwcK1eupGDBgunafvzxxwAMHToUb2/vTB23UaNGnDhxgpMnT3Ljxg02b95M8+bNadCgAWvWrAFufvPu6OjIk08+eX8n9z9t2rSxeF65cmVu3LhBVFTUXd8XHx/P999/T506dShfvjwA9erVo3Tp0syaNYu0tLQHypXd1q9fj5ubW7rzvf2qx/Hjxzl8+DAvvPACACkpKebHM888Q0REBEeOHHlouUVEHlXqg+/u2rVr2NvbY29vT+HChRk2bBgtWrRg2bJl6fb571EAAL/88gsNGjQwX7W/9bh1//zGjRsBqFmzJjExMXTp0oXly5dnONt6zZo1+fXXX3n77bfZsGEDCQkJWfoMMtKmTRvs7e3Nz9U3S3ZR0S2SC50+fRpHR0c8PT0tto8dO5bw8HA2btzIe++9x4ULF2jXrh2JiYnp9nFr4g8HB4dMH7dx48bAzU598+bNJCcn07BhQxo3bswff/xhfq1u3boPPBmKl5dXhnnv1WkuXryY+Ph4OnXqRExMDDExMcTGxtKpUyfOnDlj/sUkt7h8+TK+vr7ptvv5+Vk8v3VP4PDhw82/zNx6DBo0CCBbllkTEZG7Ux98d87OzoSHhxMeHs6+ffuIiYlh5cqV6e5Zz+jWrQsXLvDzzz+n6+du3bd+q5/r3r07M2bM4PTp03Ts2BEfHx9CQkIs+vgJEybw1ltv8dNPP9GgQQM8PT1p164dx44dy9qHcZfM6pslu+iebpFc5ty5c+zcuZN69eqlu5esVKlS5olbnn76aZydnXn//ff5+uuvGT58+AMfu2jRopQtW5a1a9dSokQJqlevTsGCBWnUqBGDBg1i27ZtbN261TwZijXcmqRm2LBhDBs2LMPXmzVrluM5nJycMpx05vbO18vLi+3bt6drd/tEareuhLzzzjt06NAhw2OWK1fufuOKiEgmqA++NxsbG/PncDcmkyndNm9vbypXrswnn3yS4XsCAgLMf+7duze9e/fm2rVr/Pnnn3z00Ue0atWKo0ePEhgYiKurKyNHjmTkyJFcuHDBfNW7devWHD58GMh8X32nzOqbJbuo6BbJRRISEujXrx8pKSm8+eab92z/5ptvMmvWLP773/8ycOBA3NzcHjhD48aN+f777ylWrJh58rCyZctSvHhxPvzwQ5KTk83fxt9JVr4xz4pDhw4RFhZGx44defnll9O9PmrUKJYvX87ly5fTfYufUbZ7XSm423mUKFGCJUuWkJiYaG53+fJlQkNDLdb6btCgAd9//z0rVqywGM63YMECi/2VK1eOMmXKsHfvXkaPHn3XXCIikv3UB+e8Vq1asWrVKkqXLk2hQoUy9R5XV1datGhBUlIS7dq14+DBgwQGBlq08fX1pVevXuzdu5cvv/yS69ev4+Likum++k7UN0t2UdEtYiX//PMPW7duJS0tjdjYWHbv3m0eSvXZZ5/RtGnTe+7D3t6e0aNH06lTJ7766ivef//9B87VqFEjJk+ezKVLl/jyyy8tts+cOZNChQpZLFWSETc3NwIDA1m+fDmNGjXC09MTb2/vdEtpZdWtq9xvvvkmNWvWTPf61atX+eOPP5g3bx6vvPJKhvuoVKkScHOYYIsWLbC1taVy5coZDgEsXbo0zs7OzJ8/nwoVKlCgQAECAgIICAige/fuTJs2jW7dutG/f38uX77MuHHj0nXiPXr04IsvvqBHjx588sknlClThlWrVvHbb7+lO960adNo0aIFzZo1o1evXhQpUoQrV65w6NAhdu3aZbGUjIiI3D/1wdbx8ccfs2bNGurUqcPQoUMpV64cN27c4NSpU6xatYqpU6dStGhR+vfvj7OzM3Xr1sXf35/IyEjGjBmDh4eHeTnPkJAQWrVqReXKlSlUqBCHDh1i7ty51K5dGxcXF4BM99V3o75ZsoW1Z3ITyY8yM3PqrYetra1RqFAho1q1asawYcPMM3f+262ZU5csWZLhPkNCQoxChQoZMTEx6Y5ztxlaMxIdHW3Y2NgYrq6uFjN4zp8/3wCMDh06pHtPRrODrl271ggODjYcHR0NwDwr+K2ZU2+fzXXmzJkGYJw8eTLDXElJSYaPj49RtWrVO2ZPSUkxihYtalSqVMkwjIxnL09MTDT69etnFC5c2DCZTBbHvH32csMwjIULFxrly5c37O3t080GO3v2bKNChQqGk5OTUbFiRWPx4sXpZkQ1DMM4e/as0bFjR6NAgQKGm5ub0bFjRyM0NDTDmdH37t1rdOrUyfDx8THs7e0NPz8/o2HDhsbUqVPveN4iIvL/1Adnfx98y90+238LDAw0WrZsmeFrFy9eNIYOHWqULFnSsLe3Nzw9PY1q1aoZ7733nhEfH28Yxs3+tUGDBoavr6/h4OBgBAQEGJ06dTL27dtn3s/bb79tVK9e3ShUqJDh6OholCpVynj11VeNS5cuWRwvM331vf6+1DfLgzIZxh2maBQRERERERGRB6LZy0VERERERERyiIpuERERERERkRyioltEREREREQkh1i16P7zzz9p3bo1AQEBmEwmfvrpJ4vXDcNgxIgRBAQE4OzsTP369Tl48KBFm8TERIYMGYK3tzeurq60adOGs2fPWrSJjo6me/fueHh44OHhQffu3YmJibFo888//9C6dWtcXV3x9vZm6NChJCUl5cRpi4iI5DtTpkyhcuXKuLu74+7uTu3atfn111/Nr/fq1QuTyWTxqFWrlsU+MtOni4iI5DVWLbqvXbtGlSpVmDhxYoavjxs3js8//5yJEycSHh6On58fTZo04erVq+Y2w4YNY9myZSxatIjNmzcTHx9Pq1atSE1NNbfp2rUre/bsYfXq1axevZo9e/bQvXt38+upqam0bNmSa9eusXnzZhYtWsTSpUt5/fXXc+7kRURE8pGiRYvy3//+lx07drBjxw4aNmxI27ZtLb4sb968OREREebHqlWrLPaRmT5dREQkr8k1s5ebTCaWLVtGu3btgJtXuQMCAhg2bBhvvfUWcPMbcF9fX8aOHcvAgQOJjY2lcOHCzJ07l86dOwNw/vx5ihUrxqpVq2jWrBmHDh2iYsWKbN26lZCQEAC2bt1K7dq1OXz4MOXKlePXX3+lVatWnDlzhoCAAAAWLVpEr169iIqKytJafiIiInKTp6cn48ePp2/fvvTq1YuYmJh0o9puyUyfLiIikhfZWTvAnZw8eZLIyEiaNm1q3ubo6Ei9evUIDQ1l4MCB7Ny5k+TkZIs2AQEBBAUFERoaSrNmzQgLC8PDw8NccAPUqlULDw8PQkNDKVeuHGFhYQQFBZkLboBmzZqRmJjIzp07adCgQYYZExMTSUxMND9PS0vjypUreHl5YTKZsvPjEBGRR5hhGFy9epWAgABsbHL/dCypqaksWbKEa9euUbt2bfP2DRs24OPjQ8GCBalXrx6ffPIJPj4+AJnq0zOivlhERB6W++2Pc23RHRkZCYCvr6/Fdl9fX06fPm1u4+DgQKFChdK1ufX+yMhIc4f+bz4+PhZtbj9OoUKFcHBwMLfJyJgxYxg5cmQWz0xEROT+nDlzhqJFi1o7xh3t37+f2rVrc+PGDQoUKMCyZcuoWLEiAC1atOC5554jMDCQkydP8sEHH9CwYUN27tyJo6Njpvr0jKgvFhGRhy2r/XGuLbpvuf1basMw7vnN9e1tMmp/P21u98477/Daa6+Zn8fGxlK8eHHOnDmjIekiIpJt4uLiKFasGG5ubtaOclflypVjz549xMTEsHTpUnr27MnGjRupWLGiecg4QFBQENWrVycwMJCVK1fSoUOHO+5TfXH+cOlqIu8v38/mY5cBeLKMF6PaVsLbzdHKyUREMu9+++NcW3T7+fkBN69C+/v7m7dHRUWZr0r7+fmRlJREdHS0xTfjUVFR1KlTx9zmwoUL6fZ/8eJFi/1s27bN4vXo6GiSk5PTXQH/N0dHRxwd03cWt2ZuFRERyU65fbi0g4MDjz32GADVq1cnPDycr776imnTpqVr6+/vT2BgIMeOHQMy16dnRH1x3uDuDvNfasCcsNN8suoQof8k8NyMPYx/rjINy9/5dy0Rkdwoq/1xrr0xrGTJkvj5+bFmzRrztqSkJDZu3GjufKtVq4a9vb1Fm4iICA4cOGBuU7t2bWJjY9m+fbu5zbZt24iNjbVoc+DAASIiIsxtfv/9dxwdHalWrVqOnqeIiEh+ZRiGxf3W/3b58mXOnDlj/mI9M3265G0mk4medUrwy5AnKe/nxuVrSfSZtYMPlx/gRrJmqBeR/MuqV7rj4+M5fvy4+fnJkyfZs2cPnp6eFC9enGHDhjF69GjKlClDmTJlGD16NC4uLnTt2hUADw8P+vbty+uvv46Xlxeenp4MHz6cSpUq0bhxYwAqVKhA8+bN6d+/v/mb9gEDBtCqVSvKlSsHQNOmTalYsSLdu3dn/PjxXLlyheHDh9O/f399Sy4iIpIJ7777Li1atKBYsWJcvXqVRYsWsWHDBlavXk18fDwjRoygY8eO+Pv7c+rUKd599128vb1p3749kLk+XfKHsr5u/DS4LuN/O8L0zSeZE3aa0L8v89XzVXk8wMPa8UREsp1Vi+4dO3ZYzAx+656snj17MmvWLN58800SEhIYNGgQ0dHRhISE8Pvvv1uMof/iiy+ws7OjU6dOJCQk0KhRI2bNmoWtra25zfz58xk6dKh5RtQ2bdpYrA1ua2vLypUrGTRoEHXr1sXZ2ZmuXbvy6aef5vRHICIiki9cuHCB7t27ExERgYeHB5UrV2b16tU0adKEhIQE9u/fz5w5c4iJicHf358GDRqwePHiLPfpkj842dvyQauK1CtbmNeX7OV4VDztJ4XyVovy9KlbItffSiEikhW5Zp3u/CAuLg4PDw9Onb9IoL+3teOIiEg+cat/iY2N1Qise9BnlfdcuZbEW0v3seavm3Pw9KwdyEetH8fGRoW3iOQu99vH5Np7uvOynjO3ExGbYO0YIiIiIrmep6sD33SvxgetKmIyweyw0wxZtJvEFN3nLSL5g4ruHHDi4jW6fLOV2IRka0cRERERyfVMJhN9nyzJhOeDsbc1sXJfBL1nhnP1hn6XEpG8T0V3DvD3cOLU5eu8sWQvGr0vIiIikjmtqwQws1dNXB1sCf37Ms9/s5WLVzOeAV9EJK9Q0Z0DvuhcBQdbG37/6wLfbjph7TgiIiIiecaTZbxZNKA23gUcOHg+jmenhnL68jVrxxIRuW8qunNAUJGCfNi6IgBjVx9h24nLVk4kIiIikndUKurBDy/WobinC6cvX6fjlDAOnIu1diwRkfuiojuHvBBSnPbBRUhNM3h54W6irt6wdiQRERGRPKOEtys/vFSbiv7uXIpP5PlvthJ6/JK1Y4mIZJmK7hxiMpn4pH0QZX0LcPFqIkMW7CYlNc3asURERETyDB83JxYPrEXtUl7EJ6bQa2Y4K/dFWDuWiEiWqOjOQS4OdkzpVg1XB1u2nbzCp78ftXYkERERkTzFzcmemb1r8EwlP5JS03h54S7mhJ2ydiwRkUxT0Z3DShcuwLhnqwAwdePf/HYw0sqJRERERPIWJ3tbvu7yBN1rBWIY8OHyg4z65S9S07RKjIjkfiq6H4KWlf3pXbcEAEMX7marJlYTERERyRJbGxMft32c15uUBeC7zSfpN1treYtI7qei+yF595kKNK7gQ2JKGn1nhbP3TIy1I4mIiIjkKSaTiSGNyjCxazCOdjasP3KRjlNCOXPlurWjiYjckYruh8Te1oaJXZ+gTmkvriWl0nPmdo5EXrV2LBEREZE8p1XlAL4fWBsfN0eOXoin7aQthJ+6Yu1YIiIZUtH9EDnZ2/Jtj+pULVaQmOvJdJu+jVOXrlk7loiIiEieU6VYQVa8/CRBRdy5ci2Jrt9uZcmOM9aOJSKSjoruh8zV0Y5ZvWtQ3s+Ni1cTeeG7bUTEJlg7loiIiEie4+fhxJKBdXimkh/JqQZv/LCPMb8e0gRrIpKrqOi2goIuDsztG0JJb1fOxSTwwnfbuBSfaO1YIiIiInmOs4MtE7s8wdCGjwEwbeMJBs7dybXEFCsnExG5SUW3lRR2c2RevxACPJw4cfEaPaZvJzZBs2+KiIiIZJWNjYnXmpbjq+er4mBnw9pDF+g4JZRzMRpNKCLWp6LbiooUdGZ+/1p4F3Dkr4g4+swK53qSvpUVERERuR9tqxZh8YCbv1sdjrxK24mb2Xk62tqxROQRp6Lbykp6uzK3b03cnezYeTqavrN26Iq3iIiIyH0KLl6I5S/XpYK/O5fik+jy7VZ+2n3O2rFE5BGmojsXqODvzuw+NXF1sCXsxGU6TN7C6cua1VxERETkfhQp6MwPL9amSUVfklLSGLZ4D5/9fgTD0ARrIvLwqejOJYKLF2LxwNr4uTvx98VrtJu0hW0nLls7loiIiEie5Opox7Ru1XipfmkAvl53nNe+30tSSpqVk4nIo0ZFdy4SVMSD5S/XpXJRD6L/t47391pvUkREROS+2NiYeKt5ecZ2rIStjYllu8/RY8Y2Yq/rVj4ReXhUdOcyvu5OLB5Qm5aV/UlONXjzh32MXqX1JkVERETuV+caxZnZqwYFHO3YeuIKHaeGcubKdWvHEpFHhIruXMjZwZavnw/mlUZlAPjmT603KSIiIvIgni5bmO//dyvf8ah42k8OZd/ZGGvHEpFHgIruXMrGxsSrTcoyoUuw1psUERERyQYVA9xZNrgO5f3cuBSfSOdpW/nj0AVrxxKRfE5Fdy7XpkpAuvUmd/2j9SZFRERE7oe/hzNLXqzNU2W8SUhOpf+cHczdetrasUQkH1PRnQfcvt7k899sZfkerTcpIiIicj/cnOyZ0asGnaoXJc2AD346wOhVh0jTHDoikgNUdOcRt9abbFzh5nqTryzaw+e/H1HnICIiInIf7G1tGNuxMq83KQvcnENnyMLd3EhOtXIyEclvVHTnIa6OdkzrXo2BT5cCYMK64wxZuJuEJHUOIiIiIlllMpkY0qgMX3Sugr2tiZX7I+j23TairyVZO5qI5CMquvMYWxsT7zxTgXHPVjZ3Dp2/CeNC3A1rRxMRERHJk9oHF2V2n5q4Odmx43Q0HaaEcvryNWvHEpF8QkV3HtWpejHm9Q2hkIs9+87G0nbiFg6ci7V2LBEREZE8qU5pb358qQ5FCjpz8tI12k8OZbcmrxWRbKCiOw8LKeXFT4Pr8phPASLjbvDc1DBWH4iwdiwRERGRPKmMrxvLBtehUhEPrlxLouu321h/OMrasUQkj1PRnccFerny46A65mUvXpy3i0nrj2MYmmBNREREJKt83JxYNKAWT5ctTEJyKv3m7OCHnWetHUtE8jAV3fmAu5M9M3vVoGftQADG/3aE17/fS2KKJlgTERERySpXRzum96xOh+AipKYZDF+ylykb/tZFDRG5Lyq68wk7WxtGtg3iP20fx9bGxI+7z9H1221cik+0djQRERGRPMfe1oZPn6tiXjVm7OrDfPzLX1quVUSyTEV3PtO9dglm9a6Bm5MdO09H027SFo5EXrV2LBEREZE8x+Z/q8a837ICADO3nOKVxXs0mlBEskRFdz70VJnCLBtUl0AvF85GJ9BxSqgmARERERG5T/2eKsVXz1fF3tbEz3vP02dWOFdvJFs7lojkESq686nHfArw06C61CrlSXxiCn1nh/PdphO6F0lERETkPrStWoTpPWvg4mDLluOXef6brVy8qtv4ROTeVHTnY4VcHZjTJ4TnaxQjzYBRKw/x7rL9JKWkWTuaiIiISJ7zdNnCLBpQCy9XBw6ej6PjlFBOXbpm7Vgiksup6M7nHOxsGNOhEu+3rIDJBAu3n6HHjG3EXE+ydjQRERGRPKdy0YL88FIdink688+V6zw7NZQD52KtHUtEcjEV3Y8Ak8lEv6dK8V2P6rg62LL1xBXaTdrC3xfjrR1NRETyqTFjxmAymRg2bJh5m2EYjBgxgoCAAJydnalfvz4HDx60eF9iYiJDhgzB29sbV1dX2rRpw9mzWiNZcpeS3q4sfakOFf3duRSfROdpYWw+dsnasUQkl1LR/QhpVMGXpYPqUKSgM6cuX6f9pC1sOa4OQkREsld4eDjffPMNlStXttg+btw4Pv/8cyZOnEh4eDh+fn40adKEq1f/f5WNYcOGsWzZMhYtWsTmzZuJj4+nVatWpKZqtmjJXXzcnFg8sBZ1SntxLSmV3rO2s2LveWvHEpFcSEX3I6a8nzvLX67LE8ULEncjhR4ztrNg2z/WjiUiIvlEfHw8L7zwAt9++y2FChUybzcMgy+//JL33nuPDh06EBQUxOzZs7l+/ToLFiwAIDY2lunTp/PZZ5/RuHFjgoODmTdvHvv372ft2rXWOiWRO3Jzsmdm7xq0rOxPcqrB0IW7+fZPTVwrIpZyfdF99epVhg0bRmBgIM7OztSpU4fw8HDz69k1VC06Opru3bvj4eGBh4cH3bt3JyYm5mGc4kPnXcCRBf1r0a5qAKlpBu8u28+oX/4iNU0dhIiIPJjBgwfTsmVLGjdubLH95MmTREZG0rRpU/M2R0dH6tWrR2hoKAA7d+4kOTnZok1AQABBQUHmNrdLTEwkLi7O4iHyMDna2fL188H0qlMCgE9WHeLlhbu1pJiImOX6ortfv36sWbOGuXPnsn//fpo2bUrjxo05d+4ckH1D1bp27cqePXtYvXo1q1evZs+ePXTv3v2hn+/D4mRvyxedq/Jak7IAfLf5JAPn7uBaYoqVk4mISF61aNEidu3axZgxY9K9FhkZCYCvr6/Fdl9fX/NrkZGRODg4WFwhv73N7caMGWP+wtzDw4NixYplx6mIZImNjYmPWlfkw1YVsbMxsXJfBG0mbuFQhL4EEpFcXnQnJCSwdOlSxo0bx9NPP81jjz3GiBEjKFmyJFOmTMm2oWqHDh1i9erVfPfdd9SuXZvatWvz7bff8ssvv3DkyBFrfgQ5ymQyMbRRGSZ0CcbBzoa1h6J4dmoY52MSrB1NRETymDNnzvDKK68wb948nJyc7tjOZDJZPDcMI922292tzTvvvENsbKz5cebMmayHF8kGJpOJPk+WZPHA2vh7OHHy0jXaTdrC9+H6mRR51OXqojslJYXU1NR0nbezszObN2/OtqFqYWFheHh4EBISYm5Tq1YtPDw87jicLT9pUyWARQNq4V3AgUMRcbSdtIU9Z2KsHUtERPKQnTt3EhUVRbVq1bCzs8POzo6NGzcyYcIE7OzszFe4b79iHRUVZX7Nz8+PpKQkoqOj79jmdo6Ojri7u1s8RKypWmAhVg59ivrlCpOYksabS/cxfMleEpI0GaDIoypXF91ubm7Url2b//znP5w/f57U1FTmzZvHtm3biIiIyLahapGRkfj4+KQ7vo+Pzx2Hs0H+uo/sieKF+GlwXcr7uXHxaiKdp4Wxcl+EtWOJiEge0ahRI/bv38+ePXvMj+rVq/PCCy+wZ88eSpUqhZ+fH2vWrDG/JykpiY0bN1KnTh0AqlWrhr29vUWbiIgIDhw4YG4jkhd4ujowo2cN3mhWDhsT/LDzLO0mbeF4lJZrFXkU5eqiG2Du3LkYhkGRIkVwdHRkwoQJdO3aFVtbW3Ob7BiqllH7e+0nv91HVrSQC0terE2D/30zO3jBLiauO6YZOEVE5J7c3NwICgqyeLi6uuLl5UVQUJB5ze7Ro0ezbNkyDhw4QK9evXBxcaFr164AeHh40LdvX15//XX++OMPdu/eTbdu3ahUqVK6idlEcjsbGxODGzzGvH4heBdw5MiFq7SduFnLiok8gnJ90V26dGk2btxIfHw8Z86cYfv27SQnJ1OyZEn8/PyABx+q5ufnx4ULF9Id++LFi3cczgb58z4yNyd7vutZgz51SwLw6e9Hee37vSSmaEiUiIg8mDfffJNhw4YxaNAgqlevzrlz5/j9999xc3Mzt/niiy9o164dnTp1om7duri4uPDzzz9bfNkukpfUKe3NqleepFYpT64lpTJ04W7e/2m/frcSeYSYjDx2GTM6OpqSJUsybtw4+vfvT0BAAK+++ipvvvkmcHOomo+PD2PHjmXgwIHExsZSuHBh5s2bR6dOnYCbQ9WKFi3KqlWraNasGYcOHaJixYps27aNmjVrArBt2zZq1arF4cOHKVeuXKayxcXF4eHhQWxsbL64p2ze1tN8tOIgqWkG1QMLMa17NbwKOFo7lojIIye/9S85SZ+V5FYpqWl8ufYYE9cfB6BSEQ8mdX2C4l4uVk4mIpl1v31Mri+6f/vtNwzDoFy5chw/fpw33ngDR0dHNm/ejL29PWPHjmXMmDHMnDmTMmXKMHr0aDZs2MCRI0fM35y/9NJL/PLLL8yaNQtPT0+GDx/O5cuX2blzp/mb8xYtWnD+/HmmTZsGwIABAwgMDOTnn3/OdNb82NFvOnaRQfN3cfVGCsU8nZnRswZlfN3u/UYREck2+bF/ySn6rCS3W38kitcW7yH6ejJuTnZ89lwVmj7uZ+1YIpIJ99vH5Prh5bGxsQwePJjy5cvTo0cPnnzySX7//Xfs7e2B7BuqNn/+fCpVqkTTpk1p2rQplStXZu7cuQ/9fHObp8oU5seX6lDM05kzVxLoMCWU9YejrB1LREREJE9qUM6HlUOfIrh4Qa7eSGHA3J18svIvklPTrB1NRHJIrr/SnZfk52/XL8cn8uK8nYSfisZkgiENy/BKozLY2tx9wjoREXlw+bl/yW76rCSvSEpJY+zqw0zffBK4udTYxK7B+Hs4WzmZiNxJvr3SLbmDVwFH5vULoVut4hgGTPjjGH1mhRN9Lcna0URERETyHAc7Gz5oVZGp3arh5mjHztPRtJywmT+PXrR2NBHJZiq6JdMc7WwZ1a4Sn3eqgpO9DRuPXqTV15vZdzbG2tFERERE8qTmQX78MvRJHg9w58q1JHrO3M7nvx8hNU2DUUXyCxXdkmUdnijKjy/VJdDLhXMxCTw7JYyF2//Ret4iIiIi9yHQy5WlL9Wha8j/RhSuO05vjSgUyTdUdMt9qRjgzoqXn6RxBV+SUtN458f9vPnDPm4ka81JERERkaxysrdldPtKfNH55ojCP49epPXEzRw4F2vtaCLygFR0y33zcLbnm+7VeKNZOWxMsGTnWTpMDuWfy9etHU1EREQkT2ofXJRlg26OKDwbnUDHKaEs2XHG2rFE5AGo6JYHYmNjYnCDx5jbNwRPVwf+ioij1deb+OPQBWtHExEREcmTKvi7s2LwkzQs70NiShpv/LCP95btJzFFIwpF8iIV3ZIt6j7mzS9DnqRqsYLE3Uih7+wdfKZJQERERETui4eLPd/1qM6rjctiMsH8bf/QedpWImITrB1NRLJIRbdkm4CCziweWIvutQIB+HrdcXrN3M4VTQIiIiIikmU2NiZeaVyGGT1r4O5kx54zMbT+ejNhf1+2djQRyQIV3ZKtHO1s+U+7IPMkIJuOXaL115vZeybG2tFERERE8qQG5X34eciTlPdz41J8Et2mb+O7TSe0coxIHqGiW3JE++Ci/DS4LiX+t6zYc1PDmLXlpDoHERERkfsQ6OXKskF1aR9chNQ0g1ErDzFk4W6uJaZYO5qI3IOKbskx5f3cWTHkSZpWvLms2Iif/2Lg3J3EXk+2djQRERGRPMfZwZbPO1VhZJvHsbMx8cu+CNpP3sKJi/HWjiYid6GiW3KUu5M907pX46PWFbG3NfH7Xxd4ZsImdv0Tbe1oIiIiInmOyWSiZ50SLBpQCx83R45eiKftxC38fjDS2tFE5A5UdEuOM5lM9K5bkqUv1aG4583h5p2mhjFt49+kaXZzERERkSyrXsKTX4Y8SY0ShbiamMKAuTv59DetHCOSG6noloemctGC/DL0SVpW9iclzWDMr4fpMzucy/GJ1o4mIiIikuf4uDuxoH8tetUpAcDE9cfpPSucaK0cI5KrqOiWh8rdyZ6JXYIZ3b4SjnY2bDhykWcmbGLrCS19ISIiIpJV9rY2jGjzOF92roqTvQ1/Hr1I64mbOXAu1trRROR/VHTLQ2cymegaUpyfBteldGFXLsQl0vXbrUz445iGRImIiIjch3bBRVg2qC6BXi6cjU6g45RQluw4Y+1YIoKKbrGiCv7urHj5STo+UZQ0Az5fc5Tu07cRFXfD2tFERERE8pwK/u6sGPwkDcv7kJiSxhs/7GPEioO6qCFiZSq6xapcHe34rFMVPn2uCs72toT+fZlnJmxi07GL1o4mIiIikud4uNjzXY/qDGtcBoBZoafoP2cH8VrPW8RqVHRLrvBstaL8PORJyvu5cSk+iR4ztjP+t8OkpKZZO5qIiIhInmJjY2JY47JMfuEJHO1sWHc4imenhHI+JsHa0UQeSSq6Jdd4zKcAPw2uS9eQ4hgGTFr/N89/s5WIWHUQIiIiIln1TCV/Fg+sjXcBRw5HXqXtpC3sOxtj7VgijxwV3ZKrONnbMrp9Jb7uEkwBRzt2nI6m5YTNbD52ydrRRERERPKcqsUK8tPgOpT3c+Pi1UQ6TQtj9YEIa8cSeaSo6JZcqXWVAFYOfZKK/u5cuZZE9xnbmPDHMdI0EYiIiIhIlhQt5MKSF2tTv1xhbiSn8eK8XUzd+DeGod+rRB4GFd2SawV6ufLjoDp0qVkM43+zm/eeFU70tSRrRxMRERHJU9ycbk6w1qN2IAD//fUwby/dT7LmzxHJcSq6JVdzsrdlTIfKfPpcFZzsbdh49CItJ2xi9z/R1o4mIiIikqfY2drwcdsgRrSuiI0JFu84Q88Z24m9nmztaCL5mopuyROerVaUZYPqUtLblfOxN+g0LYzZoac0LEpEREQki3rVLcl3Pavj6nBzudb2U7Zw+vI1a8cSybdUdEueUcHfnRUv16VFkB/JqQYfrTjI0EV7tO6kiIiISBY1LO/Lkhfr4O/hxImL12g3aQvhp65YO5ZIvqSiW/IUNyd7Jr/wBB+0qoidjYmf956n7cTNHL1w1drRRERERPKUigHuLB9cl8pFPYi+nswL327jp93nrB1LJN9R0S15jslkou+TJVk8sBZ+7k78ffEabSduUSchIiIikkU+7k4sHlCb5o/7kZSaxrDFe/hizVHdwieSjVR0S55VLdCTX4Y+yZOPeZOQnMqwxXt4b9l+biSnWjuaiIiISJ7h7GDL5BeeYGC9UgB89ccxXlm0R79TiWQTFd2Sp3kXcGR2n5oMbVQGkwnmb/uH56aGcebKdWtHExEREckzbGxMvNOiAmM7VsLOxsSKved54bttXI5PtHY0kTxPRbfkebY2Jl5rUpaZvWpQ0MWe/edieWbCJlYfiLR2NBEREZE8pXON4szpUxN3Jzt2no6m3eQtHI/S3DkiD0JFt+Qb9cv5sHLoUzxRvCBXb6Tw4rydjFhxkMQUDY0SERERyaw6j3nz46C6BHq5cOZKAu0nh7L3TIy1Y4nkWSq6JV8pUtCZxQNrM/Dpm/ckzQo9xbNTwvjnsoabi4iIiGTWYz4FWDaoLtUDC3H1Rgo9Z27nSKSueIvcDxXdku/Y29rwzjMVmNGrunm4ecsJm/h1f4S1o4mIiIjkGZ6uDszuU5Pg4gWJuZ5Mt+nbOHnpmrVjieQ5Krol32pY3pdVQ5+iWmAhriam8NL8XXy0/ICGm4uIiIhkkqujHbN61aS8nxsXrybS7bttnI9JsHYskTxFRbfkawEFnVk0oJZ5CYzZYad5dkoYpy/rW1oRERGRzPBwsWdu3xBKebtyLiaBbt9t4+JVzWouklkquiXfs7e14Z0WFZjZqwaF/jfcvNWEzazScHMRkRwzZswYTCYTw4YNM2/r1asXJpPJ4lGrVi2L9yUmJjJkyBC8vb1xdXWlTZs2nD179iGnF5HbFXZzZF6/EIoUdObEpWt0n76N2OvJ1o4lkieo6JZHRoPyPqx65ambE4IkpjBo/i4+XH6AG8kabi4ikp3Cw8P55ptvqFy5crrXmjdvTkREhPmxatUqi9eHDRvGsmXLWLRoEZs3byY+Pp5WrVqRmqr/q0WsLaCgM/P7hVDYzZHDkVfpOXM78Ykp1o4lkuup6JZHir/HzeHmg+qXBmBO2Gk6TgnllCYFERHJFvHx8bzwwgt8++23FCpUKN3rjo6O+Pn5mR+enp7m12JjY5k+fTqfffYZjRs3Jjg4mHnz5rF//37Wrl37ME9DRO6ghLcr8/qGUNDFnj1nYug/e4cuYIjcg4pueeTY2drwZvPyzOpdA09XBw6ej6PV15vZePSitaOJiOR5gwcPpmXLljRu3DjD1zds2ICPjw9ly5alf//+REVFmV/buXMnycnJNG3a1LwtICCAoKAgQkNDM9xfYmIicXFxFg8RyVnl/NyY3bsmrg62hJ24zOD5u0hOTbN2LJFcS0W3PLLql/Nh1dCnqFnCk/jEFPrNDtd93iIiD2DRokXs2rWLMWPGZPh6ixYtmD9/PuvWreOzzz4jPDychg0bkph4c0KmyMhIHBwc0l0h9/X1JTIyMsN9jhkzBg8PD/OjWLFi2XtSIpKhKsUKMr1XDRztbPjjcBSvLt5Dapph7VgiuZKKbnmk+Xk4Ma9fCK0q+5OcavDygl0sDv/H2rFERPKcM2fO8MorrzBv3jycnJwybNO5c2datmxJUFAQrVu35tdff+Xo0aOsXLnyrvs2DAOTyZTha++88w6xsbHmx5kzZx74XEQkc2qV8mJq92rY25r4ZV8E7/64H8NQ4S1yOxXd8shzsLPhq+eD6VKzOGkGvLV0P9/+ecLasURE8pSdO3cSFRVFtWrVsLOzw87Ojo0bNzJhwgTs7OwynAjN39+fwMBAjh07BoCfnx9JSUlER0dbtIuKisLX1zfD4zo6OuLu7m7xEJGHp0E5H756PhgbEyzecYb//HJIhbfIbXJ10Z2SksL7779PyZIlcXZ2plSpUnz88cekpf3/PSOGYTBixAgCAgJwdnamfv36HDx40GI/mVl+JDo6mu7du5uHp3Xv3p2YmJiHcZqSC9jamBjdPsi8nvcnqw7x2e9H1GmIiGRSo0aN2L9/P3v27DE/qlevzgsvvMCePXuwtbVN957Lly9z5swZ/P39AahWrRr29vasWbPG3CYiIoIDBw5Qp06dh3YuIpI1z1TyZ2zHm6sVzNhyki/XHrNyIpHcJVcX3WPHjmXq1KlMnDiRQ4cOMW7cOMaPH8/XX39tbjNu3Dg+//xzJk6cSHh4OH5+fjRp0oSrV6+a22Rm+ZGuXbuyZ88eVq9ezerVq9mzZw/du3d/qOcr1mUymXinRQXebF4OgK/XHWfEioOk6f4kEZF7cnNzIygoyOLh6uqKl5cXQUFBxMfHM3z4cMLCwjh16hQbNmygdevWeHt70759ewA8PDzo27cvr7/+On/88Qe7d++mW7duVKpU6Y4Ts4lI7vBc9WKMaF0RgK/+OKZRgyL/YmftAHcTFhZG27ZtadmyJQAlSpRg4cKF7NixA7h5lfvLL7/kvffeo0OHDgDMnj0bX19fFixYwMCBA83Lj8ydO9fcYc+bN49ixYqxdu1amjVrxqFDh1i9ejVbt24lJCQEgG+//ZbatWtz5MgRypUrZ4WzF2sZVP8x3Jzs+XD5AWaHnSbuRgrjnq2MvW2u/o5KRCRXs7W1Zf/+/cyZM4eYmBj8/f1p0KABixcvxs3Nzdzuiy++wM7Ojk6dOpGQkECjRo2YNWtWhlfKRSR36VW3JNeSUhn/2xE+WXUIV0c7uoYUt3YsEavL1UX3k08+ydSpUzl69Chly5Zl7969bN68mS+//BKAkydPEhkZabG0iKOjI/Xq1SM0NJSBAwfec/mRZs2aERYWhoeHh7ngBqhVqxYeHh6EhobesehOTEw0z7gKaJmSfKR7rUDcnex47fu9LNt9jqs3UpjYNRgne/3SJyKSWRs2bDD/2dnZmd9+++2e73FycuLrr7+2GNUmInnHoPqluXojhakb/+a9n/bj6mhL26pFrB1LxKpy9aW7t956iy5dulC+fHns7e0JDg5m2LBhdOnSBcC8fMjtk6v8e2mRzCw/EhkZiY+PT7rj+/j43HGJEtAyJfld26pF+KZ7NRztbFh76AK9Z4YTn5hi7VgiIiIiuZbJZOKt5uXoVqs4hgGvfb+X9UeirB1LxKpyddG9ePFi5s2bx4IFC9i1axezZ8/m008/Zfbs2Rbtbl9G5G5Li9ypTUbt77UfLVOS/zWq4MvsPjUp4GhH2InLvPDdNqKvJVk7loiIiEiuZTKZ+LhNEO2Di5CaZjB4/i4OnIu1diwRq8nVRfcbb7zB22+/zfPPP0+lSpXo3r07r776KmPGjAFuLi0CpLsa/e+lRTKz/Iifnx8XLlxId/yLFy/ecYkS0DIlj4papbxY0D+EQi727D0TQ4cpoZy4GG/tWCIiIiK5lo2NibEdK1P3MS+uJ6XSZ1Y452ISrB1LxCpyddF9/fp1bGwsI9ra2pqXDCtZsiR+fn4WS4skJSWxceNG89IimVl+pHbt2sTGxrJ9+3Zzm23bthEbG6slSgSAykUL8v3A2hQp6MzJS9doPzmU0L8vWTuWiIiISK7lYGfDlG7VKOfrRtTVRHrP3E5sQrK1Y4k8dLm66G7dujWffPIJK1eu5NSpUyxbtozPP//cvLSIyWRi2LBhjB49mmXLlnHgwAF69eqFi4sLXbt2BTK3/EiFChVo3rw5/fv3Z+vWrWzdupX+/fvTqlUrzVwuZmV83fhpcF2CixckNiGZHtO3s2j7P9aOJSIiIpJruTvZM7N3DXzcHDl6IZ6X5u0kKSXN2rFEHiqTYRi5dhHiq1ev8sEHH7Bs2TKioqIICAigS5cufPjhhzg4OAA377seOXIk06ZNIzo6mpCQECZNmkRQUJB5Pzdu3OCNN95gwYIF5uVHJk+ebDHx2ZUrVxg6dCgrVqwAoE2bNkycOJGCBQtmOm9cXBweHh7ExsZqqHk+diM5lTd+2MfPe88DMODpUrzVvDy2NnefR0BE5H6pf8k8fVYiudOBc7F0nhbGtaRUOjxRhM+eq3LPOZhEcpv77WNyddGd16ijf3QYhsFXfxzjy7XHAGhcwZevnq+Kq2OuXoVPRPIo9S+Zp89KJPdafySKfrN3kJpm8EqjMrzapKy1I4lkyf32Mbl6eLlIbmUymRjWuCxfPV8Vh/8tKfbc1DAiYjVBiIiIiEhGGpTz4T9tb45G/eqPYyzZoZV/5NGgolvkAbStWoSF/WvhXcCBvyLiaDtxC/vOxlg7loiIiEiu1DWkOIPqlwbgnR/3s/mYJqaV/E9Ft8gDqhZYiGWD6ppn5uw0LYxV+yOsHUtEREQkVxretBxtqgSQkmbw0rydHI6Ms3YkkRylolskGxTzdOGHl2pTv1xhbiSnMWj+LiatP46mTBARERGxZGNjYvxzlalZ0pOriSn0nhlOZOwNa8cSyTEqukWyiZuTPd/1qE7vuiUAGP/bEV5fspfElFTrBhMRERHJZRztbPmmezVKFXYlIvYGvWeFE5+YYu1YIjlCRbdINrKzteGj1o/zn3ZB2NqY+HHXObp9t40r15KsHU1EREQkVyno4sDs3jXxLuDAoYg4Bs/fRXKq1vCW/EdFt0gO6F4rkFm9a+DmZEf4qWg6TN7CyUvXrB1LREREJFcp5unC9J41cLK3YePRi3y4/IBuz5N8R0W3SA55qkxhfnypDkUKOnPq8nXaT97C9pNXrB1LREREJFepUqwgX3d5AhsTLNx+hskb/rZ2JJFspaJbJAeV8XXjp8F1qVKsIDHXk+n23TaW7zln7VgiIiIiuUqTir581Ppx4Oa8OMt2n7VyIpHso6JbJIcVdnNkUf9aNH/cj6TUNF5ZtIev/zimoVMiIiIi/9KzTgn6PVkSgOFL9rH2rwtWTiSSPVR0izwEzg62TH7hCQY8XQqAz9Yc5Y0f9pGUoslCRERERG5595kKdAguQmqawaAFuwj9+5K1I4k8MBXdIg+JjY2Jd5+pwKj/zWz+w86z9JyxndjrydaOJiIiIpIr2NiYGPdsZZpW9CUpJY3+s3ew50yMtWOJPBAV3SIPWbdagUzvWR1XB1vCTlymw5QtnLly3dqxRERERHIFO1sbJnQJpu5jXlxLSqXXzO0cibxq7Vgi901Ft4gV1C/nw5IX6+Dn7sTfF6/RbtIWdv0Tbe1YIiIiIrmCk70t33SvTtX/TUbbffo2Tl/W8quSN6noFrGSigHu/DS4Lo8HuHP5WhJdvtnKqv0R1o4lIiIikiu4Otoxq3cNyvu5EXU1kW7TtxEZe8PasUSyTEW3iBX5eTjx/cDaNCrvQ2JKGoPm72Laxr81s7mIiIgIUNDFgTl9axLo5cKZKwl0n76NK9eSrB1LJEtUdItYmaujHd/0qE7P2oEAjPn1MO/9dICUVM1sLiIiIuLj5sS8viH4uTtxLCqeXjO3c/WGJqKVvENFt0guYGtjYmTbID5qXRGTCRZs+4d+c3YQn5hi7WgiIiIiVlfM04V5/WpSyMWefWdj6Td7BzeSU60dSyRTVHSL5CK965ZkWrdqONnbsOHIRTpPC+NCnO5dEhEREXnMx405fUIo4GjHtpNXGDR/F8kaGSh5gIpukVym6eN+LBpQG+8CDhw8H0f7SVu0TIaIiIgIUKmoB9N7VsfRzoZ1h6N47fu9pKZpLhzJ3VR0i+RCVYsVZNmgupQq7Mr52Bs8OyWULccvWTuWiIiIiNWFlPJiardq2NmY+HnveT5YfkCT0EqupqJbJJcq5unCjy/VoWZJT64mptBzxnZ+2HnW2rFERERErK5BeR++6FzVPBfOuN+OWDuSyB2p6BbJxQq6ODC3b03aVAkgJc1g+JK9fLHmqL7NFRERkUde6yoBjG5fCYApG/5m8objVk4kkjEV3SK5nKOdLV92rsqg+qUB+OqPYwxfso+kFE0cIiIiIo+2LjWL8+4z5QEYt/oIy/ecs3IikfRUdIvkATY2Jt5sXp7R7Stha2Ni6a6z9J61nTitUSkiIiKPuAFPl2bg06UAeGvpPg6ci7VyIhFLdtYOICKZ1zWkOP4FnXh5/i62HL/Ms1NCmdm7JkUKOls7mojkUadOnWLTpk2cOnWK69evU7hwYYKDg6lduzZOTk7WjicikilvNi/PkQtX2XDkIgPn7mTFy3XxKuBo7VgigK50i+Q5Dcr5sHhgbXzcHDl6IZ72k7boG10RybIFCxZQq1YtSpUqxRtvvMFPP/3Epk2b+O6772jevDm+vr4MGjSI06dPWzuqiMg92dqY+Or5YEp6u3IuJoHBC7SGt+QeKrpF8qCgIh4sG1yXcr5uRF1NpNO0MNYfjrJ2LBHJI5544gk+//xzunXrxqlTp4iMjGTnzp1s3ryZv/76i7i4OJYvX05aWhrVq1dnyZIl1o4sInJPHs72fNO9Gq4Otmw9cYVPVh6ydiQRAEyGpkHONnFxcXh4eBAbG4u7u7u148gjIO5GMoPm7WLz8UvY2pgY1qgMgxo8hq2NydrRRCQbZXf/snLlSlq2bJmptpcuXeLkyZPUqFHjgY/7MKgvFpHfDkYycO5OAMY/W5nnqhezciLJL+63j9GVbpE8zN3Jnhm9atCpelFS0ww+W3OULt9s5VxMgrWjiUgultmCG8Db2zvPFNwiIgDNHvfjlUZlAHjvpwPsORNj3UDyyFPRLZLHOdjZMLZjZT7vVAVXB1u2n7pC8y//5Oe9560dTUTymISEBOLi4iweIiJ50SuNytC4gi9JKWm8OHcnUVdvWDuSPMJUdIvkAyaTiQ5PFGXVK09RtVhBrt5IYcjC3bz+/V7iE1OsHU9EcrHr16/z8ssv4+PjQ4ECBShUqJDFQ0QkL7KxMfFF5yqULuxKZNwNXpq3i6QUTawm1qGiWyQfCfRyZcmLtRnS8DFsTLB011laTtikYVUickdvvPEG69atY/LkyTg6OvLdd98xcuRIAgICmDNnTqb3M2LECEwmk8XDz8/P/LphGIwYMYKAgACcnZ2pX78+Bw8etNhHYmIiQ4YMwdvbG1dXV9q0acPZs2ez7VxF5NHi5mTPtz2q4+Zkx87T0Yz4+eC93ySSA1R0i+Qz9rY2vN60HIsG1KZIQWdOX77Os1NCmbT+OKlpmjdRRCz9/PPPTJ48mWeffRY7Ozueeuop3n//fUaPHs38+fOztK/HH3+ciIgI82P//v3m18aNG8fnn3/OxIkTCQ8Px8/PjyZNmnD16lVzm2HDhrFs2TIWLVrE5s2biY+Pp1WrVqSmpmbb+YrIo6VU4QJMeD4YkwkWbPuH+du0DKI8fFkquo8cOcKIESNo1KgRpUuXxt/fn8qVK9OzZ08WLFhAYmJiTuUUkSyqWdKTVa88RavK/qSkGYz/7Qhdv93KeU2yJiL/cuXKFUqWLAmAu7s7V65cAeDJJ5/kzz//zNK+7Ozs8PPzMz8KFy4M3LzK/eWXX/Lee+/RoUMHgoKCmD17NtevX2fBggUAxMbGMn36dD777DMaN25McHAw8+bNY//+/axduzYbz1hEHjUNyvswvGk5AEasOMiOU1esnEgeNZkqunfv3k2TJk2oUqUKf/75JzVq1GDYsGH85z//oVu3bhiGwXvvvUdAQABjx45V8S2SS3g42/N1l2A+fa4KLg62bDt5c5K1lfsirB1NRHKJUqVKcerUKQAqVqzI999/D9y8Al6wYMEs7evYsWMEBARQsmRJnn/+eU6cOAHAyZMniYyMpGnTpua2jo6O1KtXj9DQUAB27txJcnKyRZuAgACCgoLMbTKSmJioyd9E5J4G1S/NM5X8SE41eHHeLiJidRFCHh67zDRq164db7zxBosXL8bT0/OO7cLCwvjiiy/47LPPePfdd7MtpIjcP5PJxLPVilI9sBCvLNrN3rOxDF6wi41Hi/JR68dxdczUfwMikk/17t2bvXv3Uq9ePd555x1atmzJ119/TUpKCp9//nmm9xMSEsKcOXMoW7YsFy5cYNSoUdSpU4eDBw8SGRkJgK+vr8V7fH19OX365lDPyMhIHBwc0k3e5uvra35/RsaMGcPIkSMznVNEHk0mk4nxz1bhxMVrHI68yotzd7J4YG2c7G2tHU0eASbDMO55k2dSUhIODg6Z3mlW2+cX97tYusjDkpyaxpdrjzJ5w98YBpT0duWr56tSuWhBa0cTkbt4mP3LP//8w44dOyhdujRVqlS57/1cu3aN0qVL8+abb1KrVi3q1q3L+fPn8ff3N7fp378/Z86cYfXq1SxYsIDevXunGy3XpEkTSpcuzdSpUzM8TmJiosV74uLiKFasmPpiEcnQP5ev03riZmITkulZO5CRbYOsHUnykPvtjzM1vDyrBfSjWHCL5AX2tja80aw8C/vXwt/DiZOXrtFhciiTN2iSNZFHTVpaGuPHj6du3brUrFmTd999lxs3blC8eHE6dOjwQAU3gKurK5UqVeLYsWPmWcxvv2IdFRVlvvrt5+dHUlIS0dHRd2yTEUdHR9zd3S0eIiJ3UtzLha+erwrA3K2nOXAu1rqB5JFwX7OXb9++nXHjxjF8+HBee+01i4eI5H61Snmx+pWnaVnp5iRr41Yf4YXvtur+JpFHyNixY3n77bdxdXXF39+fzz//nKFDh2bb/hMTEzl06BD+/v6ULFkSPz8/1qxZY349KSmJjRs3UqdOHQCqVauGvb29RZuIiAgOHDhgbiMikh3ql/OhVWV/0gz4aMVB0nThQXJYlm/mHD16NO+//z7lypXD19cXk8lkfu3ffxaR3M3DxZ6JXYOpt7MwI1YcZOuJKzT/chNjO1aieZD/vXcgInnarFmz+Prrrxk0aBAAq1evpl27dkybNu2++vPhw4fTunVrihcvTlRUFKNGjSIuLo6ePXtiMpkYNmwYo0ePpkyZMpQpU4bRo0fj4uJC165dAfDw8KBv3768/vrreHl54enpyfDhw6lUqRKNGzfO1nMXEXmvZQXWHY5i5+lolu0+R8dqRa0dSfKxLBfdX331FTNmzKBXr145EEdEHiaTyUSn6sWoUcKTVxbtZt/ZWF6ct4suNYvzYauKODtochGR/Or06dO0atXK/LxZs2YYhsH58+cpUqRIlvd39uxZunTpwqVLlyhcuDC1atVi69atBAYGAvDmm2+SkJDAoEGDiI6OJiQkhN9//x03NzfzPr744gvs7Ozo1KkTCQkJNGrUiFmzZmFrq/+LRCR7+Xs4M6RhGcauPsyYXw/T5HFf3J3srR1L8qksDy+3sbGhbt26OZElQyVKlMBkMqV7DB48GLi59ueIESMICAjA2dmZ+vXrc/DgQYt9JCYmMmTIELy9vXF1daVNmzacPXvWok10dDTdu3fHw8MDDw8PunfvTkxMzMM6TRGrKuntyg8v1uHFeqUxmWDh9n9oPXEzf53X0jsi+VVSUhLOzs7m5yaTCQcHh/te9nPRokWcP3+epKQkzp07x9KlS6lYsaLF/keMGEFERAQ3btxg48aNBAVZTmDk5OTE119/zeXLl7l+/To///wzxYoVu78TFBG5h75PlqSUtyuX4hP5cs0xa8eRfCxTs5f/27hx4zh//jxffvllDkWydPHiRVJTU83PDxw4QJMmTVi/fj3169dn7NixfPLJJ8yaNYuyZcsyatQo/vzzT44cOWL+9vyll17i559/ZtasWXh5efH6669z5coVdu7caf72vEWLFpw9e5ZvvvkGgAEDBlCiRAl+/vnnTGfV7OWSH2w5folXF+8h6moiDnY2vNOiPL3qlNDtIyJWlBP9i42NDQMGDMDFxcW8bdKkSXTr1g0PDw/ztqwsG5YbqC8Wkaz48+hFeszYjq2NiZVDn6S8n/7fkDu73z4my0V3WloaLVu25OjRo1SsWBF7e8thGD/++GNWdpdlw4YN45dffuHYsZvfRgUEBDBs2DDeeust4OZVbV9fX8aOHcvAgQOJjY2lcOHCzJ07l86dOwNw/vx5ihUrxqpVq2jWrBmHDh2iYsWKbN26lZCQEAC2bt1K7dq1OXz4MOXKlctUNnX0kl9cjk/kraX7WHsoCoCG5X0Y/2xlvAo4WjmZyKMpJ/qX+vXr3/PLNJPJxLp167LleA+L+mIRyaoX5+5k9cFIQkp6smhALV1okDu63z4my/d0DxkyhPXr19OgQQO8vLwe6g9lUlIS8+bN47XXXsNkMnHixAkiIyNp2rSpuY2joyP16tUjNDSUgQMHsnPnTpKTky3aBAQEEBQURGhoKM2aNSMsLAwPDw9zwQ1Qq1YtPDw8CA0NzXTRLZJfeBVw5Nse1ZkTdppPVh1i3eEomn+1ic87VeGpMoWtHU9EssGGDRusHUFEJFd4v1UFNhyNYtvJK/y8L4I2VQKsHUnymSwX3XPmzGHp0qW0bNkyJ/Lc1U8//URMTIx5Erdb633evn6nr68vp0+fNrdxcHCgUKFC6drcen9kZCQ+Pj7pjufj45NuTdF/S0xMtLj3LS5O979K/mEymehZpwQ1S3oydOFujkXF0336dgY+XYrXm5bDwe6+VhwUERERyVWKFnJhcP3H+GzNUT5Z+RcNy/tQwDHLZZLIHWX5t2ZPT09Kly6dE1nuafr06bRo0YKAAMtvn26/2m4Yxj2vwN/eJqP299rPmDFjzBOveXh4aLIXyZcq+Luz4uUneSGkOADT/jzBs1NDOXnpmpWTiUh2SE1NZfr06XTt2pXGjRvTsGFDi4eIyKOg/9OlCPRy4UJcIl+v06Rqkr2yXHSPGDGCjz76iOvXr+dEnjs6ffo0a9eupV+/fuZtfn5+AOmuRkdFRZmvfvv5+ZGUlER0dPRd21y4cCHdMS9evJjuKvq/vfPOO8TGxpofZ86cub+TE8nlnB1s+aR9JaZ2q0ZBF3v2nY2l5YRN/LDzLFmcFkJEcplXXnmFV155hdTUVIKCgqhSpYrFQ0TkUeBkb8tHrW+uuDB900mOR8VbOZHkJ1keNzFhwgT+/vtvfH19KVGiRLqJ1Hbt2pVt4f5t5syZ+Pj4WAxrL1myJH5+fqxZs4bg4GDg5n3fGzduZOzYsQBUq1YNe3t71qxZQ6dOnQCIiIjgwIEDjBs3DoDatWsTGxvL9u3bqVmzJgDbtm0jNjaWOnXq3DGTo6Mjjo6aWEoeHc2D/KhSzINhi/aw7eQVhi/Zy8ajF/mkfZDWthTJoxYtWsT333/PM888Y+0oIiJW1bC8L43K+/DH4ShGrDjI3L41NamaZIssF93t2rXLgRh3l5aWxsyZM+nZsyd2dv8f2WQyMWzYMEaPHk2ZMmUoU6YMo0ePxsXFha5duwLg4eFB3759ef311/Hy8sLT05Phw4dTqVIlGjduDECFChVo3rw5/fv3Z9q0acDNJcNatWqlSdREbuPv4cyC/rWYsuE4X6w9xs97z7P7n2i+ej6YaoGF7r0DEclVHBwceOyxx6wdQ0QkV/iwdUU2Hb/E5uOXWL7nPO2Ci1g7kuQDWV4yzBp+//13mjVrxpEjRyhbtqzFa4ZhMHLkSKZNm0Z0dDQhISFMmjSJoKAgc5sbN27wxhtvsGDBAhISEmjUqBGTJ0+2uAf7ypUrDB06lBUrVgDQpk0bJk6cSMGCBTOdU8uUyKNm5+loXlm0m7PRCdjamBjWqAyDGjyGrY2+FRbJTjnZv3z22WecOHGCiRMn5osrOuqLReRBfbn2KF+uPYajnQ0LB9TiieK6qCA3PbR1ujMjMxOZ5Ufq6OVRFHcjmfeXHWDF3vMAhJT05Mvnq+Lv4WzlZCL5R3b3Lx06dLB4vm7dOjw9PXn88cfT3Tb2448/PvDxHib1xSLyoFLTDAbO3cHaQ1F4uTqwbFBdinu5WDuW5AL328dkaiK1ChUqsGDBApKSku7a7tixY7z00kvm+6lFJP9zd7Lnq+er8ulzVXBxsGXbySs0/3ITvx2883J7ImJd/155w8PDg/bt21OvXj28vb3TvSYi8qixtTHx1fPBBBVx5/K1JHrN2k7M9bvXQSJ3k6kr3evWreOtt97i+PHjNG3alOrVqxMQEICTkxPR0dH89ddfbN68mb/++ouXX36Zd99995H8dlnfrsuj7uSlawxduJv952IB6PtkSd5uUR57W63pLfIg1L9knj4rEckuUXE3aDdpC+djbxBS0pM5fWviaGdr7VhiRQ9leHloaCiLFy/mzz//5NSpUyQkJODt7U1wcDDNmjWjW7duWboHOr9RRy8CSSlpjP/tMN9uOglAtcBCTOwarOHmIg9A/Uvm6bMSkex0ODKOZ6eEEZ+YQofgInzWqcojeRut3JSr7ul+VKmjF/l/vx2MZPiSvVy9kYKnqwNfdq7K02ULWzuWSJ6U3f1L8+bN+fDDD++6LCbA1atXmTx5MgUKFGDw4MEPfNyHQX2xiGS3P49epPescFLTDF5pVIZXm5S995skX7rfPibLS4aJiGRGs8f9KO/nxqD5uzh4Po6eM7cztGEZhjYqo9nNRazsueeeo1OnTri5udGmTZs73ja2atUqWrVqxfjx460dWUTEap4uW5hP2gXx9o/7+eqPYxT3dKFjtaLWjiV5iK50ZyN9uy6S3o3kVEb+/BcLt/8DwJOPefPl81XxLuBo5WQieUdO9C9JSUn88MMPLF68mE2bNhETEwOAyWSiYsWKNGvWjP79+1OuXLlsOd7Dor5YRHLK2NWHmbLhb+xtTczpE0Lt0l7WjiQPmYaX5wLq6EXubNnus7z74wESklPxdXdkUtcnqF7C09qxRPKEh9G/xMbGkpCQgJeXV7plw/IS9cUiklPS0gyGLtrNL/sicHey48dBdXjMx83aseQhytElw0REHlT74KIsf7kupQu7ciEukc7fbOXbP0+g7/1EcgcPDw/8/PzydMEtIpKTbGxMfPpcFaoFFiLuRgq9Z4VzKT7R2rEkD1DRLSIPTVlfN1a8/CRtqgSQmmbwyapDDJy7k9iEZGtHExEREbknJ3tbvu1RnUAvF85cSaDf7B3cSE61dizJ5e6r6P777795//336dKlC1FRUQCsXr2agwcPZms4Ecl/XB3t+Or5qvynXRAOtjb8/tcFWn+9mQP/W9tbREREJDfzdHVgZq8aFHSxZ8+ZGKZvPmntSJLLZbno3rhxI5UqVWLbtm38+OOPxMfHA7Bv3z4++uijbA8oIvmPyWSie61AfnipNkULOfPPlet0mBLKgm3/aLi5iIiI5HqlChfgg5YVAZi39TQpqWlWTiS5WZaL7rfffptRo0axZs0aHBwczNsbNGhAWFhYtoYTkfytctGCrBzyFI0r+JCUksa7y/bz+vd7uZ6UYu1oIiIiInfVqoo/Xq4ORMTeYO2hC9aOI7lYlovu/fv30759+3TbCxcuzOXLl7MllIg8Ojxc7Pmme3XeblEeWxsTP+4+R7tJWzgeddXa0UQeGTExMXz33Xe88847XLlyBYBdu3Zx7tw5KycTEcm9HO1s6VKzOACzQ09bOY3kZlkuugsWLEhERES67bt376ZIkSLZEkpEHi02NiZerFeaBf1C8HFz5OiFeNpM3MLyPfqFXySn7du3j7JlyzJ27Fg+/fRT83rdy5Yt45133rFuOBGRXK5rSHFsbUyEnbjM0Qu6YCAZy3LR3bVrV9566y0iIyMxmUykpaWxZcsWhg8fTo8ePXIio4g8IkJKebFy6FPUKe3F9aRUXlm0h9GrDuk+b5Ec9Nprr9GrVy+OHTuGk5OTeXuLFi34888/rZhMRCT3CyjoTNOKvgDMCTtl3TCSa2W56P7kk08oXrw4RYoUIT4+nooVK/L0009Tp04d3n///ZzIKCKPkMJujsztG8KQho8B8M2fJ3jjh32aoEQkh4SHhzNw4MB024sUKUJkZKQVEomI5C09apcA4Mdd54i7oWVQJb0sF9329vbMnz+fo0eP8v333zNv3jwOHz7M3LlzsbW1zYmMIvKIsbUx8XrTcnz6XBVsbUz8sPMsL83fpXUwRXKAk5MTcXFx6bYfOXKEwoULWyGRiEjeUquUJ2V9C3A9KZWlO89aO47kQve1TjdA6dKlefbZZ+nUqRNlypTJzkwiIgA8W60oU7tVw8HOhjV/XaDnjO36Blkkm7Vt25aPP/6Y5OSb/7ZMJhP//PMPb7/9Nh07drRyOhGR3M9kMtH9f1e754adJi1Nt8WJJZORiZslX3vttUzv8PPPP3+gQHlZXFwcHh4exMbG4u7ubu04IvnG1hOX6T97B1cTU3g8wJ3ZfWriXcDR2rFEHpqc7F/i4uJ45plnOHjwIFevXiUgIIDIyEhq167NqlWrcHV1zdbj5TT1xSJiDdcSU6g1+g+uJqYwp09Nni6rkUL50f32MXaZabR7926L5zt37iQ1NZVy5coBcPToUWxtbalWrVoWIouIZE6tUl4sHFCLXjO3c/B8HM9NDWNOn5oU83SxdjSRPM/d3Z3Nmzezbt06du3aRVpaGk888QSNGze2djQRkTzD1dGOjtWKMiv0FHPCTqnoFguZKrrXr19v/vPnn3+Om5sbs2fPplChQgBER0fTu3dvnnrqqZxJKSKPvKAiHix5sQ7dvtvGyUvXbhbefWtS1tfN2tFE8qyUlBScnJzYs2cPDRs2pGHDhtaOJCKSZ3WrVZxZoadYdziK5NQ07G3v+05eyWey/JPw2WefMWbMGHPBDVCoUCFGjRrFZ599lq3hRET+raS3K0tfqkNZ3wJExt2g07Qwdv8Tbe1YInmWnZ0dgYGBpKZqkkIRkQdV0rsAAGkGxCVoDhr5f1kuuuPi4rhw4UK67VFRUVy9qgXhRSRn+Xk48f3A2gQXL0jM9WRe+G4bfx69aO1YInnW+++/zzvvvMOVK1esHUVEJE+ztTHh5nhzIHGsim75lywX3e3bt6d379788MMPnD17lrNnz/LDDz/Qt29fOnTokBMZRUQsFHRxYH6/EJ4q4831pFT6zg7nl33nrR1LJE+aMGECmzZtIiAggHLlyvHEE09YPEREJPPcne0BFd1iKVP3dP/b1KlTGT58ON26dTMvL2JnZ0ffvn0ZP358tgcUEcmIi4Md03vW4LXv9/DLvgiGLNxNzPVkutUKtHY0kTylXbt21o4gIpJvFHSx51xMAjEquuVfslx0u7i4MHnyZMaPH8/ff/+NYRg89thjeW5JERHJ+xzsbPjq+WA8nO2Zv+0f3v/pADHXkxjc4DFMJpO144nkCR999JG1I4iI5Bse/7vSrXu65d+yXHTf4urqSuXKlbMzi4hIltnamBjVLggvVwcmrDvOp78f5cq1ZN5vWQEbGxXeIiIi8vB4aHi5ZCDLRXeDBg3uegVp3bp1DxRIRCSrTCYTrzUtR0EXBz7+5S9mbDlJzPUkxj5bWct1iNyDjY3NXft1zWwuIpJ55qL7uopu+X9ZLrqrVq1q8Tw5OZk9e/Zw4MABevbsmV25RESyrM+TJSnkas/wJfv4cfc54m6kMOmFYBztbK0dTSTXWrZsmcXz5ORkdu/ezezZsxk5cqSVUomI5E260i0ZyXLR/cUXX2S4fcSIEcTHxz9wIBGRB9E+uCjuTvYMmr+LtYcuMHDuTqZ2q4aTvQpvkYy0bds23bZnn32Wxx9/nMWLF9O3b99M7WfEiBHpinRfX18iIyMB6NWrF7Nnz7Z4PSQkhK1bt5qfJyYmMnz4cBYuXEhCQgKNGjVi8uTJFC1aNKunJSJiFR4uN4tuTaQm/5Zt4y67devGjBkzsmt3IiL3rVEFX2b0qoGTvQ0bjlyk3+wdJCRpiKxIVoSEhLB27dosvefxxx8nIiLC/Ni/f7/F682bN7d4fdWqVRavDxs2jGXLlrFo0SI2b95MfHw8rVq10hB3EckzdKVbMpJtRXdYWBhOTk7ZtTsRkQdS9zFvZvWuiYuDLZuPX6LXzO1cS0yxdiyRPCEhIYGvv/46y1eY7ezs8PPzMz8KFy5s8bqjo6PF656enubXYmNjmT59Op999hmNGzcmODiYefPmsX///iwX/yIi1qKiWzKS5eHlHTp0sHhuGAYRERHs2LGDDz74INuCiYg8qFqlvJjbtya9ZoSz7eQVeszYzszeNXB3srd2NJFco1ChQhYTqRmGwdWrV3FxcWHevHlZ2texY8cICAjA0dGRkJAQRo8eTalSpcyvb9iwAR8fHwoWLEi9evX45JNP8PHxAWDnzp0kJyfTtGlTc/uAgACCgoIIDQ2lWbNmGR4zMTGRxMRE8/O4uLgsZRYRyU5aMkwykuWi293d3aJztrGxoVy5cnz88ccWHaWISG5QLdCTef1C6D59GztPR9P9u23M6RNivudK5FH3xRdfpOvXCxcuTEhICIUKFcr0fkJCQpgzZw5ly5blwoULjBo1ijp16nDw4EG8vLxo0aIFzz33HIGBgZw8eZIPPviAhg0bsnPnThwdHYmMjMTBwSHdMf99X3hGxowZownfRCTXuFV0R19PsnISyU1MhmEY1g6RX8TFxeHh4UFsbCzu7u7WjiMi/3LgXCzdp28j+noyjwe4M69vCIVcHawdSyRT8mL/cu3aNUqXLs2bb77Ja6+9lu71iIgIAgMDWbRoER06dGDBggX07t3b4qo1QJMmTShdujRTp07N8DgZXekuVqxYnvqsRCT/iLmeRPVRa0lJM/ht2NOU83OzdiTJRvfbH2f5nu5SpUpx+fLldNtjYmIshpCJiOQmQUU8WDigFt4FHDh4Po4u327lUnzivd8oks+tXr2azZs3m59PmjSJqlWr0rVrV6Kjo+97v66urlSqVIljx45l+Lq/vz+BgYHm1/38/EhKSkp3zKioKHx9fe94HEdHR9zd3S0eIiLWUtDFgUYVbt42szj8jJXTSG6R5aL71KlTGc4impiYyLlz57IllIhITijv586iAbXwcXPkcORVnv9mK1FxN6wdS8Sq3njjDfN90Pv37+e1117jmWee4cSJExleoc6sxMREDh06hL+/f4avX758mTNnzphfr1atGvb29qxZs8bcJiIiggMHDlCnTp37ziEi8rA9X6M4AD/uPktiilZfkCzc071ixQrzn3/77Tc8PDzMz1NTU/njjz8oUaJEtoYTEcluj/m4sXhgbbp+u5XjUfF0/mYrC/qH4O/hbO1oIlZx8uRJKlasCMDSpUtp3bo1o0ePZteuXTzzzDOZ3s/w4cNp3bo1xYsXJyoqilGjRhEXF0fPnj2Jj49nxIgRdOzYEX9/f06dOsW7776Lt7c37du3B8DDw4O+ffvy+uuv4+XlhaenJ8OHD6dSpUo0btw4R85dRCQnPF22MH7uTkTG3WDNXxdoVTnA2pHEyjJddLdr1w4Ak8lEz549LV6zt7enRIkSfPbZZ9kaTkQkJ5T0duX7gbV5/putnLx0jc7TbhbeRQu5WDuayEPn4ODA9evXAVi7di09evQAwNPTM0szgZ89e5YuXbpw6dIlChcuTK1atdi6dSuBgYEkJCSwf/9+5syZQ0xMDP7+/jRo0IDFixfj5vb/9zt+8cUX2NnZ0alTJxISEmjUqBGzZs3C1tY2e09aRCQH2dqYeK56Ub5ed5zF4WdUdEvWJ1IrWbIk4eHheHt751SmPCsvTnQj8ig7F5NAl2+28s+V6xQp6MyC/iEEerlaO5ZIOjnZv7Rp04akpCTq1q3Lf/7zH06ePEmRIkX4/fffefnllzl69Gi2Hi+nqS8Wkdzgn8vXeXr8ekwm+PONBhTz1Bf7+cFDm0jt5MmTKrhFJF8oUtCZ7wfWppS3K+diEug8bSt/X4y3diyRh2rixInY2dnxww8/MGXKFIoUKQLAr7/+SvPmza2cTkQkbyru5ULdx7wwDFiy86y144iVZepK94QJExgwYABOTk5MmDDhrm2HDh2abeHyGn27LpI3RV29wQvfbuNYVDzeBRyY0asGlYsWtHYsETP1L5mnz0pEcovle87xyqI9BHg4semthtjamKwdSR7Q/fYxmSq6S5YsyY4dO/Dy8qJkyZJ33pnJxIkTJzJ98PxGHb1I3nU5PpHu07fzV0QcLg62TOr6BA3K+1g7lgiQs/3Lrl27sLe3p1KlSgAsX76cmTNnUrFiRUaMGIGDQ95az159sYjkFjeSUwkZ/QexCcnM6l2D+uX0e0Vel6PDy0+ePImXl5f5z3d65ETBfe7cObp164aXlxcuLi5UrVqVnTt3ml83DIMRI0YQEBCAs7Mz9evX5+DBgxb7SExMZMiQIXh7e+Pq6kqbNm04e9ZymEd0dDTdu3fHw8MDDw8PunfvTkxMTLafj4jkTl4FHFk8sBZPlfHmelIq/ebsYNH2f6wdSyTHDRw40Hzf9okTJ3j++edxcXFhyZIlvPnmm1ZOJyKSdznZ29I++OYtO9/v0Jrdj7Is39P98ccfm2c5/beEhAQ+/vjjbAl1S3R0NHXr1sXe3p5ff/2Vv/76i88++4yCBQua24wbN47PP/+ciRMnEh4ejp+fH02aNOHq1avmNsOGDWPZsmUsWrSIzZs3Ex8fT6tWrSzWG+/atSt79uxh9erVrF69mj179tC9e/dsPR8Ryd3cnOyZ0asGHZ8oSmqawds/7ufzNUfJ4nyTInnK0aNHqVq1KgBLlizh6aefZsGCBcyaNYulS5daN5yISB7XuUYxANb8dYHL8YlWTiPWkuXZy21tbYmIiMDHx3J4xOXLl/Hx8bEoZB/U22+/zZYtW9i0aVOGrxuGQUBAAMOGDeOtt94Cbl7V9vX1ZezYsQwcOJDY2FgKFy7M3Llz6dy5MwDnz5+nWLFirFq1imbNmnHo0CEqVqzI1q1bCQkJAWDr1q3Url2bw4cPU65cuUzl1ZA2kfzBMAy+WHOUCeuOA/BstaKM6VAJe9ssf08pki1ysn9xd3dn586dlClThiZNmtCqVSteeeUV/vnnH8qVK0dCQkK2Hi+nqS8Wkdym7cTN7D0by/stK9DvqVLWjiMP4KHNXm4YBiZT+kkA9u7di6enZ1Z3d1crVqygevXqPPfcc/j4+BAcHMy3335rfv3kyZNERkbStGlT8zZHR0fq1atHaGgoADt37iQ5OdmiTUBAAEFBQeY2YWFheHh4mAtugFq1auHh4WFuk5HExETi4uIsHiKS95lMJl5rWo7R7SthY4Ifdp6lz6xw4hNTrB1NJNtVr16dUaNGMXfuXDZu3EjLli2Bm32sr6+vldOJiOR9nf53tXtR+BmNnntEZbroLlSoEJ6enphMJsqWLYunp6f54eHhQZMmTejUqVO2hjtx4gRTpkyhTJky/Pbbb7z44osMHTqUOXPmABAZGQmQ7pcCX19f82uRkZE4ODhQqFChu7a5/co9gI+Pj7lNRsaMGWO+B9zDw4NixYrd/8mKSK7TNaQ43/aojrO9LZuOXaLztDCi4m5YO5ZItvryyy/ZtWsXL7/8Mu+99x6PPfYYAD/88AN16tSxcjoRkbyvTZUAnO1tOR4Vz65/YqwdR6zALrMNv/zySwzDoE+fPowcORIPDw/zaw4ODpQoUYLatWtna7i0tDSqV6/O6NGjAQgODubgwYNMmTKFHj16mNvdfuX9Tlfj79Ymo/b32s8777zDa6+9Zn4eFxenwlskn2lUwZdFA2rRZ1Y4B8/H0X5yKLP71OAxHzdrRxPJFpUrV2b//v3pto8fPx5bW1srJBIRyV/cnOx5ppI/S3edZXH4P1QLLHTvN0m+kumiu2fPnsDN5cPq1KmDvb19joW6xd/fn4oVK1psq1ChgnliFz8/P+DmlWp/f39zm6ioKPPVbz8/P5KSkoiOjra42h0VFWX+Bt/Pz48LFy6kO/7FixfvOrTO0dERR0fH+zw7EckrqhQryI+D6tBrZjgnL12j45Qwvu1RnZols/eWGhFriYmJ4YcffuDvv//mjTfewNPTk7/++gtfX1+KFCli7XgiInne8zWLsXTXWX7ZF8GHrR+ngGOmyzDJBzI1vPzf9ywHBweTkJCQ7l7mnLinuW7duhw5csRi29GjRwkMDARufgHg5+fHmjVrzK8nJSWxceNGc0FdrVo17O3tLdpERERw4MABc5vatWsTGxvL9u3bzW22bdtGbGyshtaJCACBXq4sfakOwcULEpuQTLfp21i5L8LasUQe2L59+yhTpgxjx47l008/NS+XuWzZMt555x3rhhMRySeqBxaiVGFXriel8sve89aOIw9ZporuggULUqhQobs+brXJTq+++ipbt25l9OjRHD9+nAULFvDNN98wePBg4OaQ8GHDhjF69GiWLVvGgQMH6NWrFy4uLnTt2hUADw8P+vbty+uvv84ff/zB7t276datG5UqVaJx48bAzavnzZs3p3///mzdupWtW7fSv39/WrVqlemZy0Uk//N0dWBBv1o0rehLUkoaLy/cxXebTlg7lsgDee21/2vvvqOrqtL/j79vOgnJpYQ0SChSNUFKKAEdehPERpMijIgiRaMoysz8vqIzwsgoIDAqIIIiGCsqihFsCAMECIQOgpQkJCGUcBNa6vn9gV4NNZCbnJvk81rrrGX22ffc52zRhyf7nL2f5q9//Sv79+/Hy8vL3t6rVy9+/vlnEyMTESk/LBYLAyMvvoa6eMMR8gu0oFpFUqTnGn788ceSjuOKWrVqZf9N+0svvUTdunWZOXMmQ4YMsfeZOHEi58+fZ8yYMWRkZNCmTRtWrlyJr+8f71vOmDEDNzc3BgwYwPnz5+nSpQuLFi0q9K7akiVLeOKJJ+yrnPft25c5c+aU3s2KSJlQycOVN4e25MXlu3hv/RH+9fUeUk5f4B+9m+Dicu21JESc0aZNm5g7d+5l7TVr1rzmYqIiInJjHmhZi9k/HGBXSiZv/nSAcZ0bmB2SlJIb3qf7WhISEmjWrJmjLlfmaG9QkYrDMAzm/nyQf3+zF4D7mtfk1f6346rCW0pASeaXwMBAYmNjad68Ob6+vmzbto169eqxcuVKRo4cSVJSkkO/r6QpF4uIM/tsSzJPf7QNVxcLnz7ejmahVcwOSW5Aqe3TfSmbzcYbb7xBixYtaNmyZXEvJyJSJlgsFkZ3uIXXBzXD1cXCsq1HefbjbXpcTMqce+65h5deeonc3Fzg4p/txMREnn/+eR544AGToxMRKV/ua16Tu28PIb/AIDpmK2ez88wOSUrBTRfdP/zwA0OHDiU4OJjZs2dz1113sXnzZkfGJiLi9O5pVpM5DzbH1cXCZ1uP8uwnKrylbHn11Vc5fvw4AQEBnD9/ng4dOlC/fn18fX15+eWXzQ5PRKRcsVgs/OvecEKsXhw+eY6Xlu82OyQpBTe0Vn1ycjKLFi3inXfe4ezZswwYMIDc3Fw+/fTTy7b2EhGpKHpFBDMbGP/BVj7bchQLFqb1a6pHzaVM8PPzY+3atfzwww9s2bKFgoICWrRoYV9sVEREHMtayZ3pA5vx4PwNfLg5iY6NatArIvj6H5Qyq8hF91133cXatWvp06cPs2fPpmfPnri6uvLWW2+VZHwiImXCXRHBGAY8EbOVT7ckY7HAKw+o8BbnlpeXh5eXFwkJCXTu3JnOnTubHZKISIXQtl51Hu9wC2/89CvPf7aD5mFVCbJ6Xf+DUiYV+fHylStX8sgjj/Diiy/Su3fvQit/i4gI9G4azMyBF9/x/iQ+mec/3U6BHjUXJ+bm5kbt2rXJz883OxQRkQonumtDImpasZ3PZcLHCfo7QzlW5KJ7zZo1ZGVlERkZSZs2bZgzZw7Hjx8vydhERMqcu28PYebAZrhY4OP4ZJ7/TIW3OLd//OMfTJo0iVOnTpkdiohIheLh5sLMQc2o5O7K/w6cZMHaQ2aHJCWkyEV3VFQU8+fPJzU1lccee4yYmBhq1qxJQUEBq1atIisrqyTjFBEpM+6+PYSZg5rjYoGPNicz6bMdKrzFac2aNYs1a9YQEhJCo0aNaNGiRaFDRERKzi01KvP/+lxcG+s/3+5jV4rN5IikJBRrn+59+/axYMECFi9ezOnTp+nWrRtffvmlI+MrU7Q3qIj82RcJR3nqwwQKDBjUKpQp90Xgone85SaUZH6ZPHkyFsvV/1y+8MILDv2+kqZcLCJljWEYPLo4nlW7j1E/oDLLx91BJQ+9yuuMbjbHFKvo/l1+fj7Lly/nnXfeUdGtRC8if/L51qM8/dHFwvvB1qG8fK8Kb7lxyi9Fp7ESkbLo1Nkcesz8meNZ2TwUVZuX7gk3OyS5gpvNMTe9T/efubq6cu+991bogltE5ErubV6T1wbcjosFPtiYxD++2KlHzcUpnDt3jrFjx1KzZk0CAgIYPHgwJ06cMDssEZEKqZqPB6/2vx2A99Yf4ce96SZHJI7kkKJbRESu7r7mtXhtwO1YLLA0LpEXvtyFAx4yEimWF154gUWLFtG7d28GDRrEqlWrePzxx80OS0SkwurQsAYPt68LwLOfbOPEmWyTIxJHUdEtIlIK7mtei9f6Xyy8F284QsymJLNDkgrus88+Y8GCBcybN49Zs2bx9ddf8/nnn2v7MBERE03s2YjGQb6cOJPDxE+265f05YSKbhGRUnJ/i1o826MRAC98uYvdKZkmRyQVWVJSEnfeeaf959atW+Pm5kZKSoqJUYmIVGxe7q7MHNQMDzcXftibzvsbjpgdkjiAim4RkVI0+i+30KlRDXLyChi3dAtnsvPMDkkqqPz8fDw8PAq1ubm5kZenP5MiImZqHOTH8z0bA/Cvr/ew/5i2Zi7r3MwOQESkInFxsfDagGb0nrWGgyfOMumzHcwa1OyaWzaJlATDMBgxYgSenp72tgsXLjB69Gh8fHzsbZ999pkZ4YmIVGgj2tXhp1+O8/Mvx3kyJoFlY9vh6aZtxMoqzXSLiJSyaj4ezBncHDcXC8u3pbAkLtHskKQCGj58OAEBAVitVvsxdOhQQkJCCrWJiEjpc3Gx8Gq/plTz8WB3aiavrfzF7JCkGByyT7dcpL1BReRGzPv5V6as2IuHmwufPd6O8JoqcOTKlF+KTmMlIuXJyl1pPLo4HoAlj7ShfX1/kyOq2Ezdp1tERG7cI3fUo0vjAHLyChi7dAuZF3LNDklEREScSPfbgniwdRgAEz7aRsbZHJMjkpuholtExCQX3+++nZpVKnHk5DkmfbpDW4OIiIhIIf+vTxPq+fuQlnmBiZ9up6BAf1coa1R0i4iYqIq3B7N/e7/76x2pLNbWICIiIvIn3h5uvD6oOe6uFlbtPsbM7/R+d1mjoltExGQtwqryfK/ftgb5ag87km0mRyQiIiLOJKKWlSn3RQAw64cDfJFw1OSI5Eao6BYRcQIj76hLt1sDyckvYOS7m9iblml2SCIiIuJE+keG8thf6gHw7Cfb2ZqYYXJEUlQqukVEnIDFYuHVfrfTMLAy6VnZ9H9rPRsOnjQ7LBEREXEiE3s2pmuTi4uwPro4npTT580OSYpARbeIiJOwervz0WNRtKpTlawLeTy0YCMrdqSaHZaIiIg4CVcXCzMHNadxkC/Hs7J55N3NnMvJMzssuQ4V3SIiTqSKtweLR7ahx20XHzUfu3QL7647bHZYIkVy9OhRhg4dSvXq1fH29qZZs2bEx8fbzxuGweTJkwkJCaFSpUp07NiRXbt2FbpGdnY248ePx9/fHx8fH/r27UtycnJp34qIiNOq7OnG/Iciqe7jwe7UTJ7+cJtWNHdyKrpFRJyMl7srbwxpyZA2YRgGvPDlLv7z7V5tJyZOLSMjg/bt2+Pu7s4333zD7t27ee2116hSpYq9z7Rp05g+fTpz5sxh06ZNBAUF0a1bN7Kysux9oqOjWbZsGTExMaxdu5YzZ87Qp08f8vPzTbgrERHnFFrNm7nDWuLh6kLsrjSmr9KK5s7MYuhvcQ6TmZmJ1WrFZrPh5+dndjgiUsYZhsGcHw7w2m+JtF/LWky9PwJ3V/2+tKIpC/nl+eef53//+x9r1qy54nnDMAgJCSE6OprnnnsOuDirHRgYyCuvvMJjjz2GzWajRo0aLF68mIEDBwKQkpJCaGgoK1asoEePHteNoyyMlYiIo3wan8yEj7cBMHNgM+5tXtPkiMq3m80x+pubiIiTslgsjO/SgH/fH4GLBT6JT2bUe3p3S5zTl19+SWRkJP379ycgIIDmzZszf/58+/lDhw6RlpZG9+7d7W2enp506NCBdevWARAfH09ubm6hPiEhIYSHh9v7iIjIHx5oWYvRHW4BYOKn29miFc2dkopuEREnN6h1GPOGReLl7sJP+47z4Pw4Tp7JNjsskUIOHjzIm2++SYMGDfj2228ZPXo0TzzxBO+99x4AaWlpAAQGBhb6XGBgoP1cWloaHh4eVK1a9ap9LpWdnU1mZmahQ0SkIpnYo9HFbUfzCnj0vXiOakVzp6OiW0SkDOh6ayBLHmlLFW93tiWdpt9b60k6dc7ssETsCgoKaNGiBVOmTKF58+Y89thjjBo1ijfffLNQP4vFUuhnwzAua7vUtfpMnToVq9VqP0JDQ4t3IyIiZYyLi4WZA5vROMiXE2curmh+NltPxTkTFd0iImVEy9pV+WR0O2pWqcShE2d55N3N5OUXmB2WCADBwcHceuuthdqaNGlCYmIiAEFBQQCXzVinp6fbZ7+DgoLIyckhIyPjqn0uNWnSJGw2m/1ISkpyyP2IiJQlPp5uvD08Ev/KHuxJzeSpDxO0orkTUdEtIlKG1A+ozKePt6OKtzv7jmXxcby2UhLn0L59e/bt21eo7ZdffqF27doA1K1bl6CgIFatWmU/n5OTw+rVq2nXrh0ALVu2xN3dvVCf1NRUdu7cae9zKU9PT/z8/AodIiIVUa2q3swdFomHqwsrdx/j1ZX7rv8hKRUqukVEypggqxfjOzcA4LWVv+gRMnEKTz31FBs2bGDKlCkcOHCApUuXMm/ePMaOHQtcfKw8OjqaKVOmsGzZMnbu3MmIESPw9vZm8ODBAFitVkaOHMmECRP4/vvv2bp1K0OHDiUiIoKuXbuaeXsiImVCy9pVeaVfBABv/PQrn23RL+edgYpuEZEyaFjb2tSu7s2JM9nM+/mg2eGI0KpVK5YtW8YHH3xAeHg4//znP5k5cyZDhgyx95k4cSLR0dGMGTOGyMhIjh49ysqVK/H19bX3mTFjBvfeey8DBgygffv2eHt7s3z5clxdXc24LRGRMue+5rUY0/HiiubPf7qD+CNa0dxs2qfbgbQ3qIiUphU7UhmzZAuV3F356dmOBPp5mR2SlBDll6LTWImIQEGBwej341m5+xj+lT34fGx7alX1NjusMk/7dIuIVDC9woNoEVaF87n5TF/5i9nhiIiIiJNwcbEwY2AzmgT7ceJMjlY0N5mKbhGRMspisfD33hdXi/4oPom9adqfWERERC76Y0VzT/amZfFkjFY0N4uKbhGRMqxl7arcFRGEYcDUFXvNDkdEREScSM0qlZj3UEs83Fz4bs8xpn2rFc3NoKJbRKSMm9ijMe6uFlb/cpxNh0+ZHY6IiIg4kRZhVflPv6YAvLX6Vz7RdqOlTkW3iEgZV8ffh86NAwDYkWwzORoRERFxNvc0q8m4TvUB+NtnO9idolfSSpOKbhGRciDYWgmAE2eyTY5EREREnNHT3RrSpXEAOfkF/PfHA2aHU6Go6BYRKQf8K3sAcDxLRbeIiIhczsXFwrM9GwHwzc5UDp84a3JEFYdTF92TJ0/GYrEUOoKCguznDcNg8uTJhISEUKlSJTp27MiuXbsKXSM7O5vx48fj7++Pj48Pffv2JTm58HsMGRkZDBs2DKvVitVqZdiwYZw+fbo0blFExCH8K3sCmukWERGRq2sc5EenRjUoMGD+moNmh1NhOHXRDXDbbbeRmppqP3bs2GE/N23aNKZPn86cOXPYtGkTQUFBdOvWjaysLHuf6Oholi1bRkxMDGvXruXMmTP06dOH/Px8e5/BgweTkJBAbGwssbGxJCQkMGzYsFK9TxGR4vij6M4xORIRERFxZqM73ALAx/HJekKulDh90e3m5kZQUJD9qFGjBnBxlnvmzJn8/e9/5/777yc8PJx3332Xc+fOsXTpUgBsNhsLFizgtddeo2vXrjRv3pz333+fHTt28N133wGwZ88eYmNjefvtt4mKiiIqKor58+fz1VdfsW+fltQXkbKhhq9mukVEROT6WtetRrPQKuTkFbBo3SGzw6kQnL7o3r9/PyEhIdStW5dBgwZx8ODFxyAOHTpEWloa3bt3t/f19PSkQ4cOrFu3DoD4+Hhyc3ML9QkJCSE8PNzeZ/369VitVtq0aWPv07ZtW6xWq72PiIiz8/9T0W0YhsnRiIiIiLOyWCz22e7F649wJjvP5IjKP6cuutu0acN7773Ht99+y/z580lLS6Ndu3acPHmStLQ0AAIDAwt9JjAw0H4uLS0NDw8Pqlates0+AQEBl313QECAvc/VZGdnk5mZWegQETFDdZ+LC6nl5hvYzueaHI2IiIg4s+63BlLP34fMC3nEbEw0O5xyz6mL7l69evHAAw8QERFB165d+frrrwF499137X0sFkuhzxiGcVnbpS7tc6X+RbnO1KlT7YuvWa1WQkNDr3tPIiIlwcvdFV8vN0CPmIuIiMi1ubhYePQv9QB4e80hcvIKTI6ofHPqovtSPj4+REREsH//fvsq5pfORqenp9tnv4OCgsjJySEjI+OafY4dO3bZdx0/fvyyWfRLTZo0CZvNZj+SkpJu+t5ERIqrxm+LqR3LVNEtIiIi13Zfi5rU8PUkLfMCX25LMTuccq1MFd3Z2dns2bOH4OBg6tatS1BQEKtWrbKfz8nJYfXq1bRr1w6Ali1b4u7uXqhPamoqO3futPeJiorCZrOxceNGe5+4uDhsNpu9z9V4enri5+dX6BARMUvjYF8AYjbpF4AiIiJybZ5urjzcvi4Ac1f/SkGB1oQpKU5ddD/zzDOsXr2aQ4cOERcXR79+/cjMzGT48OFYLBaio6OZMmUKy5YtY+fOnYwYMQJvb28GDx4MgNVqZeTIkUyYMIHvv/+erVu3MnToUPvj6gBNmjShZ8+ejBo1ig0bNrBhwwZGjRpFnz59aNSokZm3LyJyQ8Z2qg/A8m0p7DxqMzkaERERcXZD2obh6+nG/vQz/Lgv3exwyi2nLrqTk5N58MEHadSoEffffz8eHh5s2LCB2rVrAzBx4kSio6MZM2YMkZGRHD16lJUrV+Lr62u/xowZM7j33nsZMGAA7du3x9vbm+XLl+Pq6mrvs2TJEiIiIujevTvdu3enadOmLF68uNTvV0SkOG4LsXJPsxAAXonda3I0IiIi4uz8vNwZ3DYMgLdW/2pyNOWXxdDeMg6TmZmJ1WrFZrPpUXMRMUXiyXN0mf4TufkGSx5pQ/v6/maHJA6g/FJ0GisRkRtzLPMCd77yIzn5BXz6eBQta1czOySndbM5xqlnukVE5MaEVfdmSJuLTwO9ErtXe3aLiIjINQX6eXFf85oAvLX6oMnRlE8qukVEyplxnevj4+HK9mQbK3akXf8DIiIiUqE92qEeFgus2n2MA+lZZodT7qjoFhEpZ/wre/LInRf33nx15T5y87X3poiIiFzdLTUq063Jxe2S52q22+FUdIuIlEOj/lKP6j4eHDpxlo82awsxERERubbRHW8B4POEo6TZLpgcTfmioltEpByq7OnGuM4XtxB7/bv9nM/JNzkiERERcWYtwqrSuk41cvMN3vnfIbPDKVdUdIuIlFOD24QRWq0S6VnZSp4iIiJyXaM7Xnw9bWlcIrbzuSZHU36o6BYRKac83VyZ0K0RAG/99CsZZ3NMjkhEREScWadGATQK9OVMdh5L4xLNDqfcUNEtIlKO9b09hCbBfmRl5/HGTwfMDkdEREScmMViYVjUxa1Hf/7luMnRlB8qukVEyjEXFwsTe16c7X53/RH2pmWaHJGIiIg4swYBlQFItZ03OZLyQ0W3iEg517FhDe6o709OXgGD58ep8BYREZGrCqlSCYAU2wUMwzA5mvJBRbeISDlnsVj47+AWNK1l5dTZHB6ct4HdKSq8RURE5HKBfl5YLJCTV8BJrQfjECq6RUQqAKu3O4tHtuH2WlYyzuUy5G0V3iIiInI5DzcXAnw9AUg5rUfMHUFFt4hIBWGt5M57I9twe2gVMs7lMvjtDexKsZkdloiIiDiZYOtvj5ir6HYIFd0iIhWItZI7i0e2plloFU6fy2Xw/Dh2HlXhLSIiIn+o+ft73acvmBxJ+aCiW0SkgvHzcue9ka1pHlYF2/lchrwdx45kFd4iIiJyUUgVL0Az3Y6ioltEpALy83LnvYdb08JeeG9ge/Jps8MSERERJ2B/vFzbhjmEim4RkQrK18uddx9uTcvaVcm8kMfQt+PYlnTa7LBERETEZCF6vNyhVHSLiFRgvxfekb8X3gviSFDhLSIiUqH98U63ZrodQUW3iEgFV9nTjUUPt6ZVnapkXchj2NtxbE3MMDssERERMUnwb+90Hz+TTU5egcnRlH0qukVE5GLh/dfWtK5TjazsPB5asJEtKrxFREQqpOo+Hni4uWAYcCxTj5gXl4puEREBwMfTjYV/bUXrun8U3vFHVHiLiIhUNBaLxf6I+VE9Yl5sKrpFRMTOx9ONRX9tRdt61TiTncdDC+KIP3LK7LCkjDh69ChDhw6levXqeHt706xZM+Lj4+3nR4wYgcViKXS0bdu20DWys7MZP348/v7++Pj40LdvX5KTk0v7VkREKrxgq7YNcxQV3SIiUoi3hxvvjGhFVL3qnM3J56EFG9l8WIW3XFtGRgbt27fH3d2db775ht27d/Paa69RpUqVQv169uxJamqq/VixYkWh89HR0SxbtoyYmBjWrl3LmTNn6NOnD/n5+aV4NyIiEqLF1BzGzewARETE+fxeeI98dxPrfj3JQ+9sZNag5nS9NdDs0MRJvfLKK4SGhrJw4UJ7W506dS7r5+npSVBQ0BWvYbPZWLBgAYsXL6Zr164AvP/++4SGhvLdd9/Ro0ePEoldREQuZy+6bXqnu7g00y0iIldUycOVBcNbcWcDf87l5DNq8Wbe+OkAhmGYHZo4oS+//JLIyEj69+9PQEAAzZs3Z/78+Zf1++mnnwgICKBhw4aMGjWK9PR0+7n4+Hhyc3Pp3r27vS0kJITw8HDWrVtXKvchIiIX1ayix8sdRUW3iIhcVSUPV94Z0YohbcIwDJgWu48nYxK4kKtHfaWwgwcP8uabb9KgQQO+/fZbRo8ezRNPPMF7771n79OrVy+WLFnCDz/8wGuvvcamTZvo3Lkz2dnZAKSlpeHh4UHVqlULXTswMJC0tLQrfm92djaZmZmFDhERKb5gqx4vdxQ9Xi4iItfk7urCy/dF0DjYjxe/3MWX21I4fPIs84ZFEvTbIisiBQUFREZGMmXKFACaN2/Orl27ePPNN3nooYcAGDhwoL1/eHg4kZGR1K5dm6+//pr777//qtc2DAOLxXLFc1OnTuXFF1904J2IiAj88Xh56mk9Xl5cmukWEZEiGda2Nu+NbE1Vb3e2J9u4e85atmovb/lNcHAwt956a6G2Jk2akJiYeM3P1K5dm/379wMQFBRETk4OGRmF/1ylp6cTGHjl9QQmTZqEzWazH0lJScW8ExERAQj57fHyrOw8Mi/kmhxN2aaiW0REiqzdLf58MfYOGgX6cjwrm4HzNvDZFm3nJNC+fXv27dtXqO2XX36hdu3aV/3MyZMnSUpKIjg4GICWLVvi7u7OqlWr7H1SU1PZuXMn7dq1u+I1PD098fPzK3SIiEjxeXu4UdXbHYBDx8+aHE3ZpqJbRERuSFh1bz4d046uTQLJySvg6Y+2MXXFHvILtMBaRfbUU0+xYcMGpkyZwoEDB1i6dCnz5s1j7NixAJw5c4ZnnnmG9evXc/jwYX766Sfuvvtu/P39ue+++wCwWq2MHDmSCRMm8P3337N161aGDh1KRESEfTVzEREpPa3rVgPgy20pJkdStqnoFhGRG1bZ0415w1oyrlN9AOb+fJCR727S42cVWKtWrVi2bBkffPAB4eHh/POf/2TmzJkMGTIEAFdXV3bs2ME999xDw4YNGT58OA0bNmT9+vX4+vrarzNjxgzuvfdeBgwYQPv27fH29mb58uW4urqadWsiIhXWoFZhAHy2JZnsPC2ierMshvZ+cZjMzEysVis2m02Pt4lIhbF8WwrPfrKNC7kF1Kvhw4Lhrajr72N2WOWK8kvRaaxERBwnv8Cg/b9/IC3zAnMGN6dP0xCzQzLVzeYYzXSLiEix3H17CB8/1o5gqxcHj5/lnjlrWbP/uNlhiYiISDG5ulgYEFkLgA83aaHKm6WiW0REii2ilpUvxrWneVgVMi/kMfydjbyz9hB6mEpERKRs6x8ZisUCa/afIOnUObPDKZNUdIuIiEME+HoR82hb+rWsRYEBL321m+c+3a53wERERMqw0Gre3FHfH4CPN2u2+2ao6BYREYfxdHPlP/2a8o/eTXCxwEebkxkyP47jWdlmhyYiIiI3aWCrUOBiXtduJTdORbeIiDiUxWLhkTvr8c6IVvh6ubH5SAb3zFnLzqM2s0MTERGRm9Dt1kCqeruTlnmBn3/Rui03SkW3iIiUiI6NAvh8bHvq+fuQYrtAv7fW8f2eY2aHJSIiIjfI082V+1tcXFDtg42JJkdT9qjoFhGREnNLjcosG9uevzSswYXcAqJjEkjO0CIsIiIiZc3vj5h/vzed9KwLJkdTtqjoFhGREmWt5M47wyNpEVaFrOw8nvl4GwV6H0xERKRMaRjoS4uwKuQXGHwaf9TscMoUFd0iIlLi3FxdmD6gGd4ermw4eIp3/nfI7JBERETkBg1qFQbAh5sStS3oDVDRLSIipaKOvw//6H0rANNi97EvLcvkiERERORG9G4ajI+HK4dPniPu0CmzwykzVHSLiEipebB1KJ0bB5CTX0D0hwnaw1tERKQM8fF0o2+zEAA+3KQ9u4uqTBXdU6dOxWKxEB0dbW8zDIPJkycTEhJCpUqV6NixI7t27Sr0uezsbMaPH4+/vz8+Pj707duX5OTkQn0yMjIYNmwYVqsVq9XKsGHDOH36dCnclYhIxWGxWPj3AxFU8/FgT2omM1btNzskERERuQEDf3vEfMWOVGznck2OpmwoM0X3pk2bmDdvHk2bNi3UPm3aNKZPn86cOXPYtGkTQUFBdOvWjaysPx5bjI6OZtmyZcTExLB27VrOnDlDnz59yM//Y4Zl8ODBJCQkEBsbS2xsLAkJCQwbNqzU7k9EpKII8PViyn0RAMz9+Vc2HdbjaSIiImXF7bWsNA7yJTuvgC+2aUG1oigTRfeZM2cYMmQI8+fPp2rVqvZ2wzCYOXMmf//737n//vsJDw/n3Xff5dy5cyxduhQAm83GggULeO211+jatSvNmzfn/fffZ8eOHXz33XcA7Nmzh9jYWN5++22ioqKIiopi/vz5fPXVV+zbt8+UexYRKc96hgfRr2UtDAOe+jCBrAv6TbmIiEhZYLFYGPTb9mEfbEzSgmpFUCaK7rFjx9K7d2+6du1aqP3QoUOkpaXRvXt3e5unpycdOnRg3bp1AMTHx5Obm1uoT0hICOHh4fY+69evx2q10qZNG3uftm3bYrVa7X2uJDs7m8zMzEKHiIgUzQt330rNKpVIzjjPP7/abXY4IiIiUkT3Nq+Jh5sLe1Iz2XlUNdD1OH3RHRMTw5YtW5g6depl59LS0gAIDAws1B4YGGg/l5aWhoeHR6EZ8iv1CQgIuOz6AQEB9j5XMnXqVPs74FarldDQ0Bu7ORGRCszXy53pA27HYoGPNiezctfV/38rIiIizqOKtwe9woMAiNmUaHI0zs+pi+6kpCSefPJJ3n//fby8vK7az2KxFPrZMIzL2i51aZ8r9b/edSZNmoTNZrMfSUlawU9E5Ea0qVedR++sB8Ckz3ZwPCvb5IhERESkKAb+9oj5lwkpnMvJMzka5+bURXd8fDzp6em0bNkSNzc33NzcWL16NbNmzcLNzc0+w33pbHR6err9XFBQEDk5OWRkZFyzz7Fjxy77/uPHj182i/5nnp6e+Pn5FTpEROTGPN29IY2DfDl5NodJn23Xu2EiIiJlQNu61ald3Zus7DxW7NDTatfi1EV3ly5d2LFjBwkJCfYjMjKSIUOGkJCQQL169QgKCmLVqlX2z+Tk5LB69WratWsHQMuWLXF3dy/UJzU1lZ07d9r7REVFYbPZ2Lhxo71PXFwcNpvN3kdEREqGp5srMwY2w8PVhe/2pGvfTxERkTLAxcXCgMiLs90f6hHza3LqotvX15fw8PBCh4+PD9WrVyc8PNy+Z/eUKVNYtmwZO3fuZMSIEXh7ezN48GAArFYrI0eOZMKECXz//fds3bqVoUOHEhERYV+YrUmTJvTs2ZNRo0axYcMGNmzYwKhRo+jTpw+NGjUycwhERCqEJsF+PNOjIQD/+noP53Pyr/MJERERMVu/lrVwdbGw6XAGB9LPmB2O03IzO4DimjhxIufPn2fMmDFkZGTQpk0bVq5cia+vr73PjBkzcHNzY8CAAZw/f54uXbqwaNEiXF1d7X2WLFnCE088YV/lvG/fvsyZM6fU70dEpKIaeUc95v18kBNnctiblknzsKrX/5CIiIiYIi+/gI83//F0WvyRU9QPqGxiRM7LYujlOYfJzMzEarVis9n0freIyE0YtiCONftP8O/7IxjUOszscJyG8kvRaaxEREre/mNZTPh4G9uTbQB0vzWQGQOb4eNZ5ud0r+lmc0z5HhURESlTGgf5smb/CfamZZkdioiIiFwiv8Dg7TUHeW3VL+TkFeDn5cZL94RzT7OQ6+4eVZGp6BYREafROOjib433pGaaHImIiIj82aETZ3nm423EH7m4K1SnRjX49wNNCfS7+tbOcpGKbhERcRpNgi8W3XvTsjAMQ781FxERMVlBgcGidYeZ9u1eLuQWUNnTjf/rcyv9I2spTxeRim4REXEatwT44OZiwXY+l7TMCwRbK5kdkoiISIWVePIcz36yjbhDpwC4o74/r/RrSs0qys83QkW3iIg4DU83V26pUZl9x7LYm5qloltERMQEhmGwJC6RKSv2cC4nH28PV/52VxOGtAnT7PZNUNEtIiJOpXGwL/uOZbEnLZNOjQPMDkdERKRCOXr6PM99sp21B04A0KZuNf7T73bCqnubHFnZpaJbREScSuMgP74ghb2pWsFcRESktBiGwcebk/nnV7vJys7Dy92F53o2ZnhUHVxcNLtdHCq6RUTEqTQO9gVgb5pWMBcRESkNxzIv8Pyn2/lx33EAWoRV4dX+t1OvRmWTIysfVHSLiIhTafLbtmG/Hj9Ldl4+nm6uJkckIiJSPhmGwecJR3nhi11kXsjDw82FCd0a8sid9XDV7LbDqOgWERGnEujnSRVvd06fy+VA+hluC7GaHZKIiEi5czwrm78v28HK3ccAaFrLymv9b6dBoK/JkZU/KrpFRMSpWCwWGgf5suHgKfamZqnoFhERcbCvtqfw/z7fSca5XNxdLTzZpQGjO9yCm6uL2aGVSxpVERFxOo1/e8R8zf7jJkciIiJSfpw6m8PYpVsYt3QrGedyaRLsxxdj72Bc5wYquEuQRlZERJxO32YhAHyekMLGQ6dMjkZERKTs+3ZXGt1nrObr7am4ulh4onN9vhjbnltD/MwOrdxT0S0iIk6nRVhVHmwdBsDfl+0gJ6/A5IhERETKJtu5XJ76MIHHFsdz4kwODQMr8/mY9jzdvREebioHS4NGWUREnNLzPRvjX9mD/elnmL/moNnhiIiIlDk/7kun+8zVLNt6FBcLjO5wC8vH30FELa2XUppUdIuIiFOyervzj963AjDr+/0cOXnW5IhERETKhswLuTz3yXb+unATxzKzqefvwyePt+P5Xo21FacJVHSLiIjTuqdZCHfU9yc7r4B/fL4TwzDMDklERMSprd1/gp4zfubDzUlYLDDyjrqsePJOWoRVNTu0CktFt4iIOC2LxcK/7g3Hw82FNftPsHx7qtkhyVXUqVMHi8Vy2TF27FgADMNg8uTJhISEUKlSJTp27MiuXbsKXSM7O5vx48fj7++Pj48Pffv2JTk52YzbEREpc85m5/GPz3cwdEEcKbYLhFXz5sNHo/h/fW7Fy12z22ZS0S0iIk6tjr8P4zvVB+Cl5buxnc81OSK5kk2bNpGammo/Vq1aBUD//v0BmDZtGtOnT2fOnDls2rSJoKAgunXrRlZWlv0a0dHRLFu2jJiYGNauXcuZM2fo06cP+fn5ptyTiEhZseHgSXq+/jPvb0gEYFjb2nzz5J20rlvN5MgEwGLoWT2HyczMxGq1YrPZ8PPT0vsiIo6SnZfPXa+v4dfjZxnSJoyX74swO6RSVRbzS3R0NF999RX79+8HICQkhOjoaJ577jng4qx2YGAgr7zyCo899hg2m40aNWqwePFiBg4cCEBKSgqhoaGsWLGCHj16FOl7y+JYiYjcrPM5+Uz7di8L/3cYgJpVKjGtX1Pa1/c3N7By6mZzjGa6RUTE6Xm6udoL7SVxicQfyTA5IrmWnJwc3n//fR5++GEsFguHDh0iLS2N7t272/t4enrSoUMH1q1bB0B8fDy5ubmF+oSEhBAeHm7vIyIif4g/coq7Zq2xF9yDWoUSG32nCm4npKJbRETKhLb1qtO/ZS3g4t7dufnau9tZff7555w+fZoRI0YAkJaWBkBgYGChfoGBgfZzaWlpeHh4ULVq1av2uZLs7GwyMzMLHSIi5dmF3HymrthD/7fWc+jEWQL9PFn411b8+4Gm+Hq5mx2eXIGKbhERKTMm3dWEqt7u7E3LYsHaQ2aHI1exYMECevXqRUhISKF2i8VS6GfDMC5ru9T1+kydOhWr1Wo/QkNDbz5wEREnty3pNH1mr2XuzwcpMOD+FjVZGd2BTo0CzA5NrkFFt4iIlBnVfDz4+297d8/87heSTp0zOSK51JEjR/juu+945JFH7G1BQUEAl81Yp6en22e/g4KCyMnJISMj46p9rmTSpEnYbDb7kZSU5KhbERFxGjl5Bbz67T7uf3MdB9LP4F/Zk3nDWjJ9QDOs3prddnYqukVEpEx5oEVN2tarxoXcAv7vC+3d7WwWLlxIQEAAvXv3trfVrVuXoKAg+4rmcPG979WrV9OuXTsAWrZsibu7e6E+qamp7Ny5097nSjw9PfHz8yt0iIiUJ7tSbPSds5Y5Px4gv8Dg7ttDWPXUX+h+W5DZoUkRuZkdgIiIyI24uHd3BL1e/5kf9x3nm51p3BURbHZYAhQUFLBw4UKGDx+Om9sff8WwWCxER0czZcoUGjRoQIMGDZgyZQre3t4MHjwYAKvVysiRI5kwYQLVq1enWrVqPPPMM0RERNC1a1ezbklExDS5+QW8+dOvzPp+P3kFBtV8PPjnPeH0bqqcV9ao6BYRkTJlT2omS+MScbFYAIOlcYkqup3Ed999R2JiIg8//PBl5yZOnMj58+cZM2YMGRkZtGnThpUrV+Lr62vvM2PGDNzc3BgwYADnz5+nS5cuLFq0CFdX19K8DRERpxD9YQJfb08FoMdtgfzr3ghq+HqaHJXcDO3T7UDaG1REpGRcyM3nq+2pLIk7wtbE0/b2uv4+vNj3Nv7SsIZ5wZUC5Zei01iJSHmx6fApHn1vM5P73kbf20Ouu/CklLybzTGa6RYREae1/1gWS+IS+WxLMpkX8gBwc7HQ47YghrQJI+qW6vpLiIiIlEut6lTjf893xttDJVtZp3+DIiLiVLLz8ondmcaSDYlsPHzK3l6raiUebB1G/8haBPh6mRihiIhI6VDBXT7o36KIiDiFQyfO8sHGRD7enETGuVwAXF0sdGkcwJC2tbmzvj8uLprVFhERkbJFRbeIiJgmJ6+AVbuPsSTuCOt+PWlvD7Z6MahVGANbhRJk1ay2iIiIlF0qukVEpNQlnTrHBxsT+WhzEifO5ABgsUCnRgEMbh1Gx0Y1cHN1MTlKERERkeJT0S0iIqUiL7+A7/emsyQukTX7j/P73hkBvp4MbBXKwFah1KrqbW6QIiIiIg6moltEREpUyunzxGxK4sNNiRzLzLa339nAnyFtwujSJBB3zWqLiIhIOaWiW0REHC6/wGD1L+ksjUvkh73pFPw2q13dx4P+kaE82DqU2tV9zA1SREREpBSo6BYREYc5lnmBjzYlEbMpiaOnz9vbo+pVZ3CbMLrfFoinm6uJEYqIiIiULhXdIiJSLAUFBmsPnGBJ3BG+25NO/m/T2lW83enXohYPtgnjlhqVTY5SRERExBwqukVE5KacOJPNx5uT+WBjIomnztnbI2tXZUjbMHqFB+PlrlltERERqdhUdIuISJEZhsH6gydZGpfIt7vSyM2/OKvt6+XGAy1q8WDrMBoF+ZocpYiIiIjzUNEtIiLXlXE2h0+3JLM0LpGDJ87a228PrcKQNmHc3TSESh6a1RYRERG5lIpuERG5IsMw2HwkgyUbjrBiZxo5eQUA+Hi4ck/zmgxuHUZ4TavJUYqIiIg4N6feGPXNN9+kadOm+Pn54efnR1RUFN988439vGEYTJ48mZCQECpVqkTHjh3ZtWtXoWtkZ2czfvx4/P398fHxoW/fviQnJxfqk5GRwbBhw7BarVitVoYNG8bp06dL4xZFRJxO5oVcFv3vEN1n/Ez/t9bzeUIKOXkF3Bbix5T7Ioj7e1em3BehgltERESkCJy66K5Vqxb//ve/2bx5M5s3b6Zz587cc8899sJ62rRpTJ8+nTlz5rBp0yaCgoLo1q0bWVlZ9mtER0ezbNkyYmJiWLt2LWfOnKFPnz7k5+fb+wwePJiEhARiY2OJjY0lISGBYcOGlfr9iog4g31pWUxevpv96WfwcndhQGQtPh/bnq/G38HgNmFU9tRDUiIiIiJFZTEMwzA7iBtRrVo1/vOf//Dwww8TEhJCdHQ0zz33HHBxVjswMJBXXnmFxx57DJvNRo0aNVi8eDEDBw4EICUlhdDQUFasWEGPHj3Ys2cPt956Kxs2bKBNmzYAbNiwgaioKPbu3UujRo2KHFtmZiZWqxWbzYafn5/jb15EpBQYhsHYpVtoU7c69zavibWSu9khVXjKL0WnsRIRkZJysznGqWe6/yw/P5+YmBjOnj1LVFQUhw4dIi0tje7du9v7eHp60qFDB9atWwdAfHw8ubm5hfqEhIQQHh5u77N+/XqsVqu94AZo27YtVqvV3kdEpCKxWCy8MaQlw9vVUcEtIiIiUkxO/4zgjh07iIqK4sKFC1SuXJlly5Zx66232gviwMDAQv0DAwM5cuQIAGlpaXh4eFC1atXL+qSlpdn7BAQEXPa9AQEB9j5Xk52dTXZ2tv1nm80GXPwNiIiIiKP8nlfK2MNppvh9jJSLRUTE0W42Hzt90d2oUSMSEhI4ffo0n376KcOHD2f16tX28xaLpVB/wzAua7vUpX2u1L8o15k6dSovvvjiZe2hoaHX/JyIiMjNOHnyJFarFrC7lpMnTwLKxSIiUnJuNB87fdHt4eFB/fr1AYiMjGTTpk28/vrr9ve409LSCA4OtvdPT0+3z34HBQWRk5NDRkZGodnu9PR02rVrZ+9z7Nixy773+PHjl82iX2rSpEk8/fTT9p9Pnz5N7dq1SUxM1F+KblJmZiahoaEkJSXpXbxi0Dg6hsax+DSGjmGz2QgLC6NatWpmh+L0fh8j5eLi0X+7jqFxLD6NoWNoHB3jZvOx0xfdlzIMg+zsbOrWrUtQUBCrVq2iefPmAOTk5LB69WpeeeUVAFq2bIm7uzurVq1iwIABAKSmprJz506mTZsGQFRUFDabjY0bN9K6dWsA4uLisNls9sL8ajw9PfH09Lys3Wq16g9zMf2+TZwUj8bRMTSOxacxdAwXlzKzFItpfh8j5WLH0H+7jqFxLD6NoWNoHB3jRvOxUxfdf/vb3+jVqxehoaFkZWURExPDTz/9RGxsLBaLhejoaKZMmUKDBg1o0KABU6ZMwdvbm8GDBwMXE+7IkSOZMGEC1atXp1q1ajzzzDNERETQtWtXAJo0aULPnj0ZNWoUc+fOBeDRRx+lT58+N7RyuYiIiIiIiMilnLroPnbsGMOGDSM1NRWr1UrTpk2JjY2lW7duAEycOJHz588zZswYMjIyaNOmDStXrsTX19d+jRkzZuDm5saAAQM4f/48Xbp0YdGiRbi6utr7LFmyhCeeeMK+ynnfvn2ZM2dO6d6siIiIiIiIlDtOXXQvWLDgmuctFguTJ09m8uTJV+3j5eXF7NmzmT179lX7VKtWjffff/9mw7Tz9PTkhRdeuOIj51I0GkPH0Dg6hsax+DSGjqFxLDqNlWNoHB1D41h8GkPH0Dg6xs2Oo8XQ/iMiIiIiIiIiJUIrsoiIiIiIiIiUEBXdIiIiIiIiIiVERbeIiIiIiIhICVHR7QB16tTBYrEUOp5//vlCfRITE7n77rvx8fHB39+fJ554gpycHJMidm7Z2dk0a9YMi8VCQkJCoXMax+vr27cvYWFheHl5ERwczLBhw0hJSSnUR+N4dYcPH2bkyJHUrVuXSpUqccstt/DCCy9cNj4aw+t7+eWXadeuHd7e3lSpUuWKfTSO1/fGG29Qt25dvLy8aNmyJWvWrDE7JKelfOxYysc3T7m4+JSPHUf52DGKk4+devXysuSll15i1KhR9p8rV65s/+f8/Hx69+5NjRo1WLt2LSdPnmT48OEYhnHNVdUrqokTJxISEsK2bdsKtWsci6ZTp0787W9/Izg4mKNHj/LMM8/Qr18/1q1bB2gcr2fv3r0UFBQwd+5c6tevz86dOxk1ahRnz57l1VdfBTSGRZWTk0P//v2Jioq64m4UGsfr+/DDD4mOjuaNN96gffv2zJ07l169erF7927CwsLMDs8pKR87jvLxzVMuLj7lY8dRPi6+YudjQ4qtdu3axowZM656fsWKFYaLi4tx9OhRe9sHH3xgeHp6GjabrRQiLDtWrFhhNG7c2Ni1a5cBGFu3bi10TuN447744gvDYrEYOTk5hmFoHG/GtGnTjLp169p/1hjemIULFxpWq/Wydo3j9bVu3doYPXp0obbGjRsbzz//vEkROTflY8dRPnYs5WLHUD4uHuXjm1fcfKzHyx3klVdeoXr16jRr1oyXX3650OMY69evJzw8nJCQEHtbjx49yM7OJj4+3oxwndKxY8cYNWoUixcvxtvb+7LzGscbd+rUKZYsWUK7du1wd3cHNI43w2azUa1aNfvPGkPH0DheW05ODvHx8XTv3r1Qe/fu3e2zZXI55ePiUz52LOVix1E+Lhkax2tzRD5W0e0ATz75JDExMfz444+MGzeOmTNnMmbMGPv5tLQ0AgMDC32matWqeHh4kJaWVtrhOiXDMBgxYgSjR48mMjLyin00jkX33HPP4ePjQ/Xq1UlMTOSLL76wn9M43phff/2V2bNnM3r0aHubxtAxNI7XduLECfLz8y8bo8DAQI3PVSgfF5/yseMoFzuW8nHJ0ThemyPysYruq5g8efJli7FcemzevBmAp556ig4dOtC0aVMeeeQR3nrrLRYsWMDJkyft17NYLJd9h2EYV2wvT4o6jrNnzyYzM5NJkyZd83oax+v/eQR49tln2bp1KytXrsTV1ZWHHnoIwzDs5yviON7oGAKkpKTQs2dP+vfvzyOPPFLoXEUcQ7i5cbyWijqON+LSsaho46N87BjKx8WnXOwYyseOoXxc+oqTj7WQ2lWMGzeOQYMGXbNPnTp1rtjetm1bAA4cOED16tUJCgoiLi6uUJ+MjAxyc3Mv+41JeVPUcfzXv/7Fhg0b8PT0LHQuMjKSIUOG8O6772ocb+DPo7+/P/7+/jRs2JAmTZoQGhrKhg0biIqKqrDjeKNjmJKSQqdOnYiKimLevHmF+lXUMYTi/b/xUhV5HIvC398fV1fXy36Lnp6eXqHGR/nYMZSPi0+52DGUjx1D+bj0OCQfO+LFcils+fLlBmAcOXLEMIw/FidISUmx94mJidHiBH9y5MgRY8eOHfbj22+/NQDjk08+MZKSkgzD0DjerMTERAMwfvzxR8MwNI5FkZycbDRo0MAYNGiQkZeXd9l5jeGNud7CLRrHq2vdurXx+OOPF2pr0qSJFlIrIuXjG6d8XDKUi2+O8rFjKR/fvOLmYxXdxbRu3Tpj+vTpxtatW42DBw8aH374oRESEmL07dvX3icvL88IDw83unTpYmzZssX47rvvjFq1ahnjxo0zMXLndujQoctWS9U4Xl9cXJwxe/ZsY+vWrcbhw4eNH374wbjjjjuMW265xbhw4YJhGBrH6zl69KhRv359o3PnzkZycrKRmppqP36nMSyaI0eOGFu3bjVefPFFo3LlysbWrVuNrVu3GllZWYZhaByLIiYmxnB3dzcWLFhg7N6924iOjjZ8fHyMw4cPmx2a01E+LhnKxzdOudgxlI8dR/m4+Iqbj1V0F1N8fLzRpk0bw2q1Gl5eXkajRo2MF154wTh79myhfkeOHDF69+5tVKpUyahWrZoxbtw4+/945XJXSvKGoXG8nu3btxudOnUyqlWrZnh6ehp16tQxRo8ebSQnJxfqp3G8uoULFxrAFY8/0xhe3/Dhw684jr/P9BiGxrEo/vvf/xq1a9c2PDw8jBYtWhirV682OySnpHxcMpSPb5xysWMoHzuO8rFjFCcfWwzjTys6iIiIiIiIiIjDaPVyERERERERkRKioltERERERESkhKjoFhERERERESkhKrpFRERERERESoiKbhEREREREZESoqJbREREREREpISo6BYREREREREpISq6RUREREREREqIim4RERERERGREqKiW0RERERERKSEqOgWEad28uRJAgICOHz4sMOu2a9fP6ZPn+6w64mIiJRnysUixaOiW6QCslgs1zxGjBjBiBEj7D+7u7sTGBhIt27deOeddygoKCh0vT/3dXNzIywsjMcff5yMjAwMw6Br16706NHjsjjeeOMNrFYriYmJV4116tSp3H333dSpU8fedubMGQYNGkRwcDCDBg3i7NmzhT6TlpbG+PHjqVevHp6enoSGhnL33Xfz/fffA/B///d/vPzyy2RmZhZjFEVERG6ecrFysVQcKrpFKqDU1FT7MXPmTPz8/Aq1vf766wD07NmT1NRUDh8+zDfffEOnTp148skn6dOnD3l5eYWu+ee+b7/9NsuXL2fMmDFYLBYWLlxIXFwcc+fOtfc/dOgQzz33HK+//jphYWFXjPP8+fMsWLCARx55pFD7zJkzqVy5MitXrsTb25uZM2fazx0+fJiWLVvyww8/MG3aNHbs2EFsbCydOnVi7NixADRt2pQ6deqwZMkSRwyniIjIDVMuVi6WisPN7ABEpPQFBQXZ/9lqtWKxWAq1/c7T09PeXrNmTVq0aEHbtm3p0qULixYtKpSA/9y3Vq1aDBw4kEWLFgEQGhrK66+/zrhx4+jevTt16tRh5MiRdOnShREjRlw1zm+++QY3NzeioqIKtZ8+fZqGDRsSERFB48aNOXHihP3c73+52LhxIz4+Pvb22267jYcfftj+c9++ffnggw94/PHHizBiIiIijqVcrFwsFYdmukXkhnTu3Jnbb7+dzz777Kp9Dh48SGxsLO7u7va24cOH06VLF/76178yZ84cdu7cybx58675XT///DORkZGXtY8bN465c+fi7u7OwoULefLJJwE4deoUsbGxjB07tlCS/12VKlXs/9y6dWs2btxIdnb29W5ZRETEqSgXi5QtmukWkRvWuHFjtm/fXqjtq6++onLlyuTn53PhwgWAyxZImTdvHuHh4axZs4ZPPvmEgICAa37P4cOHCQkJuay9Tp067N+/n/T0dAIDA7FYLAAcOHAAwzBo3Ljxde+hZs2aZGdnk5aWRu3ata/bX0RExJkoF4uUHZrpFpEbZhiGPbn+rlOnTiQkJBAXF8f48ePp0aMH48ePL9QnICCARx99lCZNmnDfffdd93vOnz+Pl5fXFc+5uLgQFBRUKA7DMAAui+1KKlWqBMC5c+eu21dERMTZKBeLlB0qukXkhu3Zs4e6desWavPx8aF+/fo0bdqUWbNmkZ2dzYsvvnjZZ93c3HBzK9pDNv7+/mRkZBQ5rgYNGmCxWNizZ891+546dQqAGjVqFPn6IiIizkK5WKTsUNEtIjfkhx9+YMeOHTzwwAPX7PfCCy/w6quvkpKSctPf1bx5c3bv3l3k/tWqVaNHjx7897//vWzrEri46Mvvdu7cSa1atfD397/p+ERERMygXCxStqjoFpGr+v09q6NHj7JlyxamTJnCPffcQ58+fXjooYeu+dmOHTty2223MWXKlJv+/h49erBr164b+g37G2+8QX5+Pq1bt+bTTz9l//797Nmzh1mzZhVaeXXNmjV07979pmMTEREpDcrFImWfim4RuarY2FiCg4OpU6cOPXv25Mcff2TWrFl88cUXuLq6XvfzTz/9NPPnzycpKemmvj8iIoLIyEg++uijIn+mbt26bNmyhU6dOjFhwgTCw8Pp1q0b33//PW+++SYAFy5cYNmyZYwaNeqm4hIRESktysUiZZ/F+H21AxERJ7RixQqeeeYZdu7ciYuLY35P+N///pcvvviClStXOuR6IiIi5ZlysUjxaMswEXFqd911F/v37+fo0aOEhoY65Jru7u7Mnj3bIdcSEREp75SLRYpHM90iIiIiIiIiJUTvdIuIiIiIiIiUEBXdIiIiIiIiIiVERbeIiIiIiIhICVHRLSIiIiIiIlJCVHSLiIiIiIiIlBAV3SIiIiIiIiIlREW3iIiIiIiISAlR0S0iIiIiIiJSQlR0i4iIiIiIiJQQFd0iIiIiIiIiJeT/AxAqJQ1UmfHtAAAAAElFTkSuQmCC", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply date filter\n", "date = '2022-01-10'\n", "plot_sonde(filepath, date, 'tdry', (-50,0), title='Clear Conditions with Inversion')\n", "\n", "# Apply date filter\n", "date = '2022-01-03'\n", "plot_sonde(filepath, date, 'tdry', (-50,0), title='Clear Conditions with Inversion')\n", "\n", "# Apply date filter\n", "date = '2021-12-26'\n", "plot_sonde(filepath, date, 'tdry', (-50,0), title='Stormy/Cloudy Conditions without Inversion')\n", "\n", "# Apply date filter\n", "date = '2022-01-06'\n", "plot_sonde(filepath, date, 'tdry', (-50,0), title='Stormy/Cloudy Conditions without Inversion')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plots comparing relative humidity with height during different conditions" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Apply date filter\n", "date = '2022-01-06'\n", "plot_sonde(filepath, date, 'rh', (0,100), title='Stormy/Cloudy Conditions without Inversion', unit='%')\n", "\n", "# Apply date filter\n", "date = '2021-12-26'\n", "plot_sonde(filepath, date, 'rh', (0,100), title='Stormy/Cloudy Conditions without Inversion', unit='%')\n", "\n", "# Apply date filter\n", "date = '2022-01-10'\n", "plot_sonde(filepath, date, 'rh', (0,100), title='Clear Conditions with Inversion', unit='%')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to the balloon soundings, the SAIL campaign has also placed a [ceilometer](https://www.arm.gov/capabilities/instruments/ceil) at Gothic. The ceilometer uses a laser beam to measure backscatter from particles in the atmosphere. Most particles are in the lowest layer, or boundary layer, of the atmosphere, so you can detect the height of the boundary layer as the point where there are fewer returns. 100% reflection occurs at the bottom of a cloud, so a cloud layer can be identified as the height of strong returns with no returns above it. Rain or snow below a cloud layer will also cause strong returns. Below you can see ceilometer plots showing boundary layer height and cloud height with time for our study site. Look for the dates corresponding to the radiosonde data you have plotted above to check if you have identified the cloud base height correctly. (Note that ceilometer is plotting height above the surface, so you will want to add 3000 m to it to compare with the graphs above.)\n", "\n", "![ceilometer](ceilometer_backscatter.png)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "5d96bc5175fe3d783eab17616eda6f556a2a14fc0c696df2e12f7a5c6559d0da" }, "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.13" } }, "nbformat": 4, "nbformat_minor": 4 }