{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Atmospheric Thermodynamics and Stability\n", "## SAIL Radiosonde Data\n", "\n", "This notebook is designed to investigate recent 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": 1, "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": 4, "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

\n", "
" ], "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": 4, "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 mb. 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": 5, "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. $$ e_{sat} = 0.6108*exp(\\frac{17.27T}{237.3+T}) $$" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "8\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\n", "\n", "T = np.asarray(Tsurf).astype(np.float64)\n", "T = 8\n", "print(T)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1.0727688258811263\n", "4000\n" ] } ], "source": [ "esat = 0.6108*np.exp((17.27*T)/(237.3+T))\n", "# this formula outputs esat in kPa\n", "print(esat)\n", "print(800*5)" ] }, { "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": 7, "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": 8, "metadata": {}, "outputs": [], "source": [ "esat_curve = 0.6108*np.exp((17.27*T_curve)/(237.3+T_curve))" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.14897685]\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": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-17.92494446]\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": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[-17.9734832]\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": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00130091]\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", "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": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00129819]\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": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0.00129504]\n" ] } ], "source": [ "q = 0.62*ev/((P/10)-0.38*ev)\n", "print(q)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As stated in the textbook, 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": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[263.37806823]\n", "[-9.76193177]\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": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'altitude (m)')" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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", "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", "\n" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[3055.1375]\n" ] }, { "data": { "text/plain": [ "Text(0, 0.5, 'altitude (m)')" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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", "\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)')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 263.378068\n", "1 263.326407\n", "2 263.277007\n", "3 263.247598\n", "4 263.237241\n", " ... \n", "91 263.171693\n", "92 263.171844\n", "93 263.171996\n", "94 263.172538\n", "95 263.172834\n", "Length: 96, dtype: float64\n" ] } ], "source": [ "# Now we use the data in the sounding to calculate the virtual temperature at each altitude\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 = (T+273.15)*(1+0.61*q)\n", "print(TvK)\n", "\n", "#Now, add it to the plot yourself." ] }, { "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": 20, "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 (mbar)');\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": 21, "metadata": {}, "outputs": [], "source": [ "# Get path to data\n", "filepath= os.path.join(os.getcwd(),'data')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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PAH8FOoStyPsJkthWgIXHrA6vsR9oY2YV3X2zu0/JR11GuPtodz8EHA3UcPc/u/s+d19E0G2lbz6uJ4VMCbIUR/UIPt7LsCpsTa1I8LA9Ofbg8IG3GJidy3W/Bk4EOgEzgc8IWhW6AwvcfUM+YlwTs70LKJND37Z+wBvufiD8uPIdsulmUQjqAivd3WPKlsZsHwXcHXav2BL+gmwQnici8SvenrMAndy9irs3dfffh8lohuUx20cB/4l55m0CDKjn7l8QtFQ/Caw1s8EZXUQIPn07C1hqZl+bWY981CXz/etmeu7+FqiVj+tJIVOCLMWKmSUA55BFK0OYXP4GODr8iCy/xgAtCQapfO3uc4CGBK25X2dzjmdTnidmVp/gF82VZrbGzNYQdLc4K6OfXj7vl9X+nUDZmPe1Y7ZXA/XMzGLKGsZsLwcecvfKMa+y7j4MEYlL8faczaPYeywn6CoR+9xLc/cxAO7+mLt3BtoSdLX4dVg+0d3PIxhw/R7wRni9nzyDzSz2GZzd/Rdnun8Fdz+rYKoqBUEJshQLZpZswSC1YQQJ3qNZHefu+4B/Avfn9x7uvguYDNzCjw/qMQQft2X34F4LVDOzSvm9X+gq4AeCXxgdwlcLYAVwWTb3q59VH+Uc4plGkHBXDR/Md8bsGwscAG43syQzuwDoGrP/WeBGM+sWDk4pZ2a/MLMK+aumiBR3cfycza+ngfvMrC2AmVUys4vD7S7h8zCZIPHdAxw0sxQLps2rFPa/3gYcDK83HWhrZh3CriQP5HL/CcA2M/uNmaWZWaKZtTPNcFSsKEGWqF1qZjuALQSDMDYCnXMZfPYC0NDMzjmM+31N0Cd3Qsz7CsA3WR0cjoYeBiwKPwrLb9eDfsBT7r4m9kXwgM6qm8UXBB9hrjGzn30UmU08LxM8oJcQ9HN+Peb4fQR9oPsDmwkGnLwTs38SQT/kJ8L9C8JjRSR+xPtzNl/c/V3gb8BwM9sGzCIYKAhBF5NnCZ6HSwm+V/8I910FLAnPuRG4MrzeDwTT4f0XmA/8ZEaLLO5/kKAFvwNBt5UNBH2mi+oPBMkD+2nXRBERERGR0k0tyCIiIiIiMQotQTazF8KJtmfFlFU1s8/MbH74tUrMvvvMbIEFS1yeEVPe2cxmhvseyxhsZGapZvZ6WD7ezBoVVl1EROKNBYs6TDCz6RYswvCnsPwBCxZBmBa+zoo5J8vntIhIvCnMFuQhQO9MZfcCn7t7c+Dz8H3GpN59CUaM9gaesh+XYhxEsHJP8/CVcc0BwGZ3bwb8i6A/kYiI5M1e4GR3b0/QF7K3mWXMf/0vd+8Qvj6CXJ/TIiJxpdASZHf/hp/OsQhwHjA03B4KnB9TPtzd97r7YoKBQl0tWCe+oruPDedxfSnTORnXegs4JdNUViIikg0P7AjfJoevnAalZPmcLuQwRUQikdOE24WhVsaKNO6+2sxqhuX1gHExx60Iy/aH25nLM85ZHl7rgJltJVgq92cj/81sIEErNOXKlevcqlWrAquQiMiRmjx58gZ3r1HU9w1bgCcTrJD2pLuPN7MzgVvN7GpgEnC3u28m++d05mvqeZtHu/cdZPnmXew9cIjq5VOpXbEMauYRKVx5fd4WdYKcnaweCZ5DeU7n/LzQfTAwGCA9Pd0nTcpplUwRkaJlZktzP6rghdNNdTCzysC7ZtaOoFvbgwTP0wcJ5sO9ljw+c/W8zZ/d+w7yfx/P5aWxS6lWqzz/vrQjbepWzP1EETkseX3eFvUsFmvDbhOEX9eF5SsIlrfNUJ9gnfgV4Xbm8p+cY8HSk5X4eZcOERHJhbtvAb4Cerv7Wnc/GC7T+yw/dqPI7jktRyAtJZE/n9eOIdd0YfOu/Zz35Hc8/fVCDh7SFKwiUSrqBHkkPy6O0A8YEVPeN5yZojHBYLwJYXeM7WbWPexffHWmczKudRHwhedhUudDmvdZRAQzqxG2HGNmacCpwLyMRoxQH4JFFCCb53QRhhzXTmxZk0/uPJ5TWtXi4Y/ncdmz41i+aVfUYYmUWoU5zdswgmVuW5rZCjMbADwMnGZm84HTwve4+2yCNc3nAKOAW8KP/gBuIlhhZgGwEPg4LH+eYGnKBcBdhDNi5GbR+p2s3763AGooIlKi1QG+NLMZwETgM3f/AHgknFpzBnAS8EvI9TktBaBquRQGXdmJf1zcnjmrtnHOE98xeenmqMMSKZVK3Up6aXVbeJc7n+HV67rRoGrZqMMREcHMJrt7etRxFDT1QT58SzbspP+LE1i9dQ+PX9aR09vWjjokkbiQ1+dtqVtJr3H1cmzZtY+BL09m9z41foiISPHTqHo53r6pJ63qVOTGVybzyrhIxnGKlFqlLkEum5LIfy7ryLw12/jdezMpbS3oIiJSMlQrn8qw67txUsua/P69Wfzjk+/1O0ukiJS6BBngpJY1ufOUFrwzZaX+KhcRkWKrbEoSz1zVmcu6NuCJLxfwqzdnsP/goajDEol7xWUe5CJ328nNmL5iC3/+YA5t6lai81FVog5JRETkZ5ISE/hrn6OpUymNRz/7gfU79vLUFZ0on1pqf4WLFLpS2YIMkJBg/OuSDtSplMbNr07WzBYiIlJsmRm3n9KcRy48htELNtB38FjWbN0TdVgicavUJsgAlcom88xVndm6ez8Dhk5k2579UYckIiKSrUu6NOC5fuksXr+Tc5/4jqnLNA2cSGEo1QkyQOs6FXny8k7MWbWNa1+cyK59B6IOSUREJFsntazJOzf3IjU5gUsHj+OdKSuiDkkk7pT6BBnglNa1eOyyjkxZtpnrhk5iz35N/yYiIsVXy9oVGHnLsXRuWIW73pjO/300V8tTixQgJcihs46uwz8vac/YRRu58ZXJ7D2gJFlERIqvKuVSeGlAV67qfhTPfLNIXQVFCpAS5Bh9Otbnr32O5qvv13P7sKkc0FQ6IiJSjCUnJvDg+e34y/nt+G7+Bs5/cjSL1u+IOiyREk8JciaXdW3IH89pwyez13L3m9P1kZWIiBR7V3Y/ileu68bmnfs4/8nRfPPD+qhDEinRlCBn4ZpejflN71aMmLaK24dN1ZLUIiJS7HVvUo2Rtx5L3cpp9H9xAs9/t1gr74kcJiXI2bjpxKb89qxWfDRrNZc8M5bVW3dHHZKIiEiOGlQty9s39eS0NrV48IM5/O69WVp5T+QwKEHOwcDjm/Lc1eks3rCTcx4fzRTNNykiIsVcudQkBl3RmZtObMpr45dx7RAN3hPJLyXIuTildS3eubknZVMS6fvMON6erPkmRUSkeEtIMH7TuxWPXHgMYxdu5KJBY1i+aVfUYYmUGEqQ86BFrQqMuKUXnY+qwt1vTuevmm9SRERKgEu6NOCla7uyZuse+jw1WivvieSREuQ8yphv8uoeRzFY802KiEgJ0bNZdd65uRdpKYn0HTyOj2aujjokkWJPCXI+JCcm8Ofz2vFQn2C+yT5Pjmbxhp1RhyUiIpKjZjXL897NvWhXrxI3vzqFQV8t1AwXIjlQgnwYrugWzDe5KZxv8rv5G6IOSUREJEfVyqfy6nXdOKd9Xf42ah73vj1TM1yIZEMJ8mHKmG+ydsUy9HtxAkNGa75JEREp3sokJ/JY3w7cfnIzXp+0nH4vTGDrbnUXFMlMCfIRaFC1LG/f3JOTW9Xkgffn8Nt3Z7LvgP4aFxGR4svMuOv0lvzz4vZMXLKJi58ew6otmutfJJYS5CNUPjWJZ67szK0nNWPYhOVc+dx4Nu7YG3VYIiIiObqwc32GXtuV1Vv2cMFTY5i3ZlvUIYkUG0qQC0BCgvGrM1ry2GUdmb5iC+c+MZo5q/SgERGR4q1n0+q8eVMPAC4eNJYxCzSmRgSUIBeoc9vX5c0be3DwkHPR02MYNWtN1CGJiIjkqFXtirxzc0/qVA7G1IyYtjLqkEQipwS5gB1TvzIjb+1Fi1oVuPGVyTz2+XwN3hMRkWKtbuU03ryxJ50aVuGO4dN4+mtNAyelmxLkQlCzYhmGD+zOBR3r8ehnP3Dra1PZte9A1GGJiIhkq1JaMi8N6MrZx9Th4Y/n8cDI2Vo1VkotJciFpExyIv+8pD33ndmKj2at5uKnx7JSo4RFpJgxs0Qzm2pmH4Tvq5rZZ2Y2P/xaJebY+8xsgZl9b2ZnRBe1FJbUpEQe69uR649rzNCxS7n51cns2X8w6rBEipwS5EJkZtxwQlNe6NeFZRt3cd4T3zF56aaowxIRiXUHMDfm/b3A5+7eHPg8fI+ZtQH6Am2B3sBTZpZYxLFKEUhIMH73izbcf3YbPp2zliueG8/mnfuiDkukSEWSIJvZHWY2y8xmm9mdYVm+Wy3MrLOZzQz3PWZmFkF1cnVSq5q8e0tPyqUmcdng8bw9eUXUIYmIYGb1gV8Az8UUnwcMDbeHAufHlA93973uvhhYAHQtolAlAtce25gnL+/EzJVbuXDQGL5fsz3qkESKTJEnyGbWDrie4MHaHjjbzJpzeK0Wg4CBQPPw1bsIq5IvzWpW4L2be5HeqAp3vzmd//t4rvp2iUjU/g3cA8SucFTL3VcDhF9rhuX1gOUxx60Iy37CzAaa2SQzm7R+/fpCCVqKzllH1+HV67qxbc8Bzn3iO16fuEyD96RUiKIFuTUwzt13ufsB4GugD/lstTCzOkBFdx/rwf/Wl2LOKZaqlEth6LVdubJ7Q575ehEDX5rEjr0avCciRc/MzgbWufvkvJ6SRdnPMiV3H+zu6e6eXqNGjSOKUYqHLo2q8tEdx5LeqAq/eXsmv3x9mn53SdyLIkGeBRxvZtXMrCxwFtCA/Lda1Au3M5cXa8mJCfzl/KN58Ly2fPXDei58agzLN+2KOiwRKX16Aeea2RJgOHCymb0CrA0bIAi/rguPX0HwrM5QH1hVdOFKlGpWKMNL13bjrtNaMHL6Ks59/DstiCVxrcgTZHefC/wN+AwYBUwHcvpTNLtWizy1ZkDx/Mjvqh6NGHpNV1Zv3c25T3zH+EUbow5JREoRd7/P3eu7eyOCbmxfuPuVwEigX3hYP2BEuD0S6GtmqWbWmKBb24QiDlsilJhg3H5Kc167vjs79h7g/KdG88q4pepyIXEpkkF67v68u3dy9+OBTcB88t9qsSLczlye1f2K5Ud+xzavzohbj6VKuRSueG48wycsizokEZGHgdPMbD5wWvged58NvAHMIWjcuMXdNf9XKdS9STU+uuM4ujepxu/fm8Wtw6ayfc/+qMMSKVBRzWJRM/zaELgAGEY+Wy3Cbhjbzax7OHvF1THnlBiNq5fj3Zt70aNpNe59ZyZ/fn8OBw4eyv1EEZEC4u5fufvZ4fZGdz/F3ZuHXzfFHPeQuzd195bu/nF0EUvUqpdPZUj/LtzTuyWjZq3h7Me/Y+aKrVGHJVJgopoH+W0zmwO8T9AKsZnDa7W4iWB6ogXAQqBEPrArpSXzYv8uXNOrES+MXsw1QyayccfeqMMSERHJVkKCcfOJzXh9YHf2HTjEhYPGMGT0YnW5kLhgpe0HOT093SdNmhR1GNl6feIy/jBiNlXLpvDE5R1Jb1Q16pBEpJCZ2WR3T486joJW3J+3UnA279zHr96czufz1tG7bW3+dtExVEpLjjoskZ/J6/NWK+kVM5d2acg7N/UkNTmBvoPH8dy3i/TXuIiIFGtVyqXwXL90fndWa/47dy2/eOxbpi/fEnVYIodNCXIx1K5eJd6/7VhOaV2Tv3w4lxtfmczW3RoAISIixZeZcf3xTXjzxh64w8VPj+VlzXIhJZQS5GKqYplknr6yM7//RWs+n7uOcx7/jlkrNQBCRESKt44Nq/DBbcfSs1k1/vDeLO56Yzq79mlhESlZlCAXY2bGdcc14fUbggEQFwwaw2vjtcyniIgUb1XKpfBCvy7cdVoL3pu2kvOfHM3C9TuiDkskz5QglwCdj6rKh7cfS7fGVfntuzO5W3+Ni4hIMZcQLizy0rVdWb99L+c9MZqPZq6OOiyRPFGCXEJUK5/KkGu68stTW/DutJWc98RoFqzbHnVYIiIiOTqueQ0+vP04mtUsz82vTuHBD+awX/P9SzGnBLkESUww7ji1OS9f241NO/dxzuOjeX2iulyIiEjxVrdyGm/c0IP+PRvx/HeLuWzwONZs3RN1WCLZUoJcAh3bvDof33EcnY6qzG/ensltw6ZqlgsRESnWUpISeODctjx2WUfmrN7G2Y9/y5gFG6IOSyRLSpBLqJoVy/Dytd24p3dLPp61hl889i2Tl26OOiwREZEcndu+LiNu6UWltGSufH48T365gEOH9EmoFC9KkEuwjGU+37yxBwCXPDOWJ79cwEE9aEREpBhrXqsCI249lrOOrsPfP/me61+axNZd+iRUig8lyHGgU8MqfHTHcZzZrjZ//+R7rnp+PGu3qW+XiIgUX+VTk3j8so48cE4bvv5hPWc/8a3m+5diQwlynKhYJpnHL+vIIxcew9RlW+j972/4fO7aqMMSERHJlpnRv1djXr+hB/sPOBc9PUZTwUmxoAQ5jpgZl3RpwPu3HUvtSmkMGDqJP70/m70HDkYdmoiISLY6H1WFkbf1onWditz86hQe/3y+ZmiSSClBjkPNapbn3Zt70r9nI14cvYQLnhrDkg07ow5LREQkWzUrlGHY9d05v0Nd/vnZD9z5+jT27FcDj0RDCXKcKpOcyAPntuW5q9NZsXk3Zz/+HR/O0MdWIiJSfJVJTuRfl3bg12e0ZMS0VfQdPI512zWmRoqeEuQ4d2qbWnx0x3E0r1WeW16bwv0jZqnLhYiIFFtmxi0nNePpKzvx/ZrtnP/EaGav0uA9KVpKkEuBepXTeH1gD647tjEvjV3KhYPGsHSjulyIiEjx1btdHd68sQcOXDRoLJ/MXhN1SFKKKEEuJVKSEvj92W0YfFVnlm3cxdmPfcfHGiksIiLFWLt6lRhxSy9a1K7ADS9P5skvF2jwnhQJJcilzOlta/Ph7cfRpGZ5bnp1Cg+M1CwXIiJSfNWsWIbXB3bnnPZ1+fsn33PXG9M1eE8KnRLkUqhB1bK8eUMPru3VmCFjlnDJ02NZvmlX1GGJiIhkqUxyIo/17cDdp7Xg3akrufzZcazfvjfqsCSOKUEupVKSErj/nDY8fWVnFm3YyVmPfcuoWepyISIixZOZcdspzXnqik7MWb2N858czdzV26IOS+KUEuRSrne72nx0+3E0qV6OG1+Zwu/fm6mPrkREpNg66+g6vHlDTw4eci4cNIZvflgfdUgSh5QgS9Dl4sae3HB8E14Zt4zznxzNgnXbow5LREQkS0fXr8SIW3txVLVyXP/SJMYu3Bh1SBJnlCALEHS5uO+s1gy5pgvrt+/lnMdH88bE5RotLCIixVKtimV4ZUBXGlYty4ChE5m8dFPUIUkcUYIsP3Fiy5p8fMdxdGxYmXvensEdw6exfc/+qMMSkUJiZolmNtXMPgjfP2BmK81sWvg6K+bY+8xsgZl9b2ZnRBe1SKBa+VReva4bNSuk0v+FicxYsSXqkCROKEGWn6lZsQwvD+jGr89oyYczV/OLx75j+vItUYclIoXjDmBuprJ/uXuH8PURgJm1AfoCbYHewFNmlli0oYr8XM2KZXjt+u5UKpvMVc9P0MA9KRBKkCVLiQnBUp+vD+z+v4EQz36ziEOH1OVCJF6YWX3gF8BzeTj8PGC4u+9198XAAqBrYcYnkld1K6cx7PrupCUncuVz41mwbkfUIUkJpwRZcpTeqCof3n4sp7SuyUMfzeWW16ZolguR+PFv4B7gUKbyW81shpm9YGZVwrJ6wPKYY1aEZSLFQoOqZXnt+m6YGVc8N46lG3dGHZKUYEqQJVeVy6bw9JWd+d1Zrfl41hquHTKRHXsPRB2WiBwBMzsbWOfukzPtGgQ0BToAq4F/ZpySxWV+9pGSmQ00s0lmNmn9ek2/JUWrSY3yvHpdN/YdOMTlz45nxWYtgiWHJ5IE2cx+aWazzWyWmQ0zszJmVtXMPjOz+eHXKjHHZzkwxMw6m9nMcN9jZpbVA1wKgJlx/fFNePSS9oxfvInLBo9jww6tYiRSgvUCzjWzJcBw4GQze8Xd17r7QXc/BDzLj90oVgANYs6vD6zKfFF3H+zu6e6eXqNGjcKtgUgWWtauwMsDurFtz36ueG48a7buiTokKYGKPEE2s3rA7UC6u7cDEgkGftwLfO7uzYHPw/e5DQwZBAwEmoev3kVYlVLpgk71efbqzsxft51Lnh6rv85FSih3v8/d67t7I4Jn7BfufqWZ1Yk5rA8wK9weCfQ1s1Qza0zwzJ1QpEGL5FG7epUYem1XNmzfyxXPqUFH8i+qLhZJQJqZJQFlCVohzgOGhvuHAueH21kODAkf4hXdfawHk/W+FHOOFKKTW9XilQHd2LBjLxcOGsMPa7WoiEgceST8ZG4GcBLwSwB3nw28AcwBRgG3uLsGJEix1alhFV7o34WVW3Zz5XPj2bxzX9QhSQlS5Amyu68E/gEsI+jfttXdPwVqufvq8JjVQM3wlOwGhtQLtzOXSxFIb1SVN27sgTtc/PRYJi/dHHVIInKY3P0rdz873L7K3Y9292Pc/dyM53K47yF3b+ruLd394+giFsmbbk2q8dzVXVi0YSdXvzCBbZrXX/Ioii4WVQhahRsDdYFyZnZlTqdkUeY5lGd1Tw0aKQStalfk7Zt6UqVsMlc+N56vvl8XdUgiIiI/cWzz6jx9ZSfmrt7GDS9NZu8BffAhuYuii8WpwGJ3X+/u+4F3gJ7A2oy+b+HXjGwru4EhK8LtzOU/o0EjhadB1bK8eWNPmtQox4Chk3h57JKoQxIREfmJk1vV4pGLjmHsoo38+s0ZmtNfchVFgrwM6G5mZcNZJ04hWMVpJNAvPKYfMCLcznJgSPix33Yz6x5e5+qYc6QI1aiQyus39ODEFjX4w4jZ/P69mew/mHlaVRERkehc0Kk+9/Ruycjpq/jbqHlRhyPFXFJR39Ddx5vZW8AU4AAwFRgMlAfeMLMBBEn0xeHxs80sY2DIAX46MOQmYAiQBnwcviQC5VOTGHx1On//5Hue/nohi9bv5KkrOlG5bErUoYmIiABw0wlNWb1lD898s4jalcpwTa/GUYckxZQFE0CUHunp6T5p0qSow4hr70xZwb1vz6RO5TI83y+dZjUrRB2SSLFmZpPdPT3qOAqanrdSHB085Nz0ymQ+m7uWJy/vxFlH18n9JIkbeX3eaiU9KXAXdKrPsIHd2bn3IH2eHMOXGrwnIiLFRGKC8dhlHenUsAp3vj6NCYs3RR2SFENKkKVQdD6qCiNu7UWDqmUZMGQiz327iNL2aYWIiBRPZZITee7qdOpXSeO6oROZr/n8JRMlyFJo6lVO462benBG29r85cO5/ObtGZpeR0REioUq5VIYek1XUpMT6ffCBC1JLT+hBFkKVdmUJJ68vBO3n9yMNyat4MrnxrNRS36KiEgx0KBqWV7s34Wtu/fT/0UtJCI/UoIshS4hwbjr9JY8fllHZqzYSp+nxrBgnT7OEhGR6LWrV4lBV3Zmwbod3PjyZPYd0DSlogRZitA57esyfGB3du07SJ+nxvDtfK1qKCIi0Tu+RQ3+duExjFm4kbvfnM5BLSRS6ilBliLVsWEweK9e5TT6vziRl8ctjTokERERLuwcLCTy/vRV/P69mRpYXsopQZYiFwze6xmsvPfeLP70/mz9tS4iIpG7+cRm3HxiU4ZNWM6fP5ijJLkUK/KV9ETgx5X3/vrRXJ7/bjFLNuzkscs6UqFMctShiYhIKfbrM1qya99BXhy9hHIpSfzqjJZRhyQRUAuyRCYxwfjD2W14qE87vpm/gYsGjWXF5l1RhyUiIqWYmfHHc9rQt0sDnvhyAU9+uSDqkCQCSpAlcld0O4qh13Rl1dbdnP/kaKYs2xx1SCIiUoqZGQ/1OZrzOtTl7598z4ujF0cdkhQxJchSLBzbvDrv3tyLcqlJ9B08jvenr4o6JBERKcUSE4x/XNye09vU4k/vz+H1icuiDkmKkBJkKTaa1SzPuzf3okP9ytw2bCpPfDFfAyRERCQyyYkJPH55R45vUYN735nJiGkrow5JiogSZClWqpZL4eXrutKnYz3+8ekP/OrNGZq0XUREIpOalMgzV3amS6Oq3PXGdD6dvSbqkKQIKEGWYic1KZFHL2nPnac25+0pK7jq+fFs2bUv6rBEiiUz62FmT5rZDDNbb2bLzOwjM7vFzCpFHZ9IPEhLSeSF/l04ul4lbn1tKl//oIWu4p0SZCmWzIw7T23Bvy/twNRlW7jgqTEs2bAz6rBEihUz+xi4DvgE6A3UAdoAvwfKACPM7NzoIhSJH+VTkxh6TVea1SzPDS9PYvyijVGHJIVICbIUa+d3rMer13dj86599HlqNBOXbIo6JJHi5Cp3H+DuI919lbsfcPcd7j7F3f/p7icCY6IOUiReVCqbzMsDulKvchoDX57M0o1quIlXSpCl2OvSqCrv3tyLKmVTuOLZ8bw3VYMkRADcfYOZJZrZf3M6pihjEol31cqn8mL/rpjBdUMnsX3P/qhDkkKgBFlKhEbVy/HOzT3pdFRl7nx9Gv/67AfNcCECuPtBYJf6G4sUnYbVyvLUFZ1YtGEndw6fxsFD+n0Ub5QgS4lRuWwKL13bjQs71ec/n8/ntmFT2aa/3EUA9gAzzex5M3ss4xV1UCLxrGfT6jxwThs+n7eOf376fdThSAFLijoAkfxISUrgHxcfQ9Oa5fjnpz8wddkWHr2kPd2aVIs6NJEofRi+RKQIXdn9KOau2c5TXy2kZe0KnNehXtQhSQFRgiwljplx84nN6NGkGr98fRp9nx3HDcc35a7TWpCSpA9FpPRx96GHc56ZLQG2AweBA+6ebmZVgdeBRsAS4BJ33xwefx8wIDz+dnf/5IiDFynBzIwHzmnLgnU7uOetGTSuXo5j6leOOiwpAMompMTq2LAKH95+HH27NODprxfS56nRzF+7PeqwRIqcmTU3s7fMbI6ZLcp45fH0k9y9g7unh+/vBT539+bA5+F7zKwN0BdoSzCl3FNmlljAVREpcVKSEhh0RSeql09l4EuTWbdtT9QhSQFQgiwlWrnUJP7vgmMYfFVnVm/dw9mPf8fQMUs0gE9KmxeBQcAB4CTgJeDlw7zWeUBGi/RQ4PyY8uHuvtfdFwMLgK6HG7BIPKlWPpXn+qWzbc9+Br48mT37D0YdkhyhXBNkrdIkJcHpbWsz6s7j6Nm0Gn8cOZv+L07UX/FSmqS5++eAuftSd38AODkP5znwqZlNNrOBYVktd18NEH6tGZbXA5bHnLsiLBMRoHWdijx6SXumLd/C796dpYaaEi7HBFmrNElJUrNCGV7o34UHz2/H+MUbOePf3zBq1uqowxIpCnvMLAGYb2a3mlkffkxsc9LL3TsBZwK3mNnxORxrWZT9LAMws4FmNsnMJq1fr+V4pXTp3a4Ovzy1BW9PWcFz3y6OOhw5Arm1IGuVJilRzIyruh/Fh7cfR/0qZbnxlSnc89Z0duw9EHVoIoXpTqAscDvQGbgK6JfbSe6+Kvy6DniXoMvEWjOrAxB+XRcevgJoEHN6fWBVFtcc7O7p7p5eo0aNw62PSIl128nN6N22Nn8bNU/jYkqwHBPkzCswmVlFM6ua8crqGJHioGmN8rx9U09uPakZb01ewVn/+ZbJS7VMtcQnd5/o7juAbQSzS1zg7uNyOsfMyplZhYxt4HRgFjCSH5PrfsCIcHsk0NfMUs2sMdAcmFDwtREp2RISjIf6tKNcahJ/GKGuFiVVngbpmdkNZrYWmAFMDl+TCjMwkSOVkpTAr85oyes39OCQOxc/PZZHP/2e/QcPRR2aSIEys3Qzm0nwjJ5pZtPNrHMup9UCvjOz6QSJ7ofuPgp4GDjNzOYDp4XvcffZwBvAHGAUcEu4ip+IZFKtfCr39G7JuEWbGDHtZx+0SAlgefnLJnxQ9iiI1mIza0kwx2aGJsD9BKOu8zX3ZvgLYAiQBnwE3OG5VCg9Pd0nTVJuX9ps37OfP46czTtTVtKhQWX+fWkHGlUvF3VYIgCY2eSYadYO5/wZBAnrt+H7Y4Gn3P2YgorxcOh5K6XZwUPOBU+NZuWWPXzxqxOoWCY56pCEvD9v8zrN20Jg15GFFHD378M5NzsQ9JXbRdD37XDm3hwEDCT4qK95uF/kZyqUSebRSzrwxOUdWbR+B2c99i1vTFquj74kXmzPSI4B3P07ggVARCQiiQnGX84/mo079/Lopz9EHY7kU14T5PuAMWb2jJk9lvEqgPufAix096Xkc+7NcPBIRXcfG7YavxRzjkiWzj6mLqPuPJ5j6lfinrdmcPOrU9iya1/UYYkcFjPrZGadgAnh8/lEMzvBzJ4Cvoo4PJFS7+j6lbiy21G8NHYJs1ZujTocyYe8JsjPAF8A4/ixD/LkArh/X2BYuJ3fuTfrhduZy0VyVLdyGq9e1517z2zFf+eupfe/v2XMAo01lRLpn+GrA9AC+CPwANAa6BFZVCLyP786vSVVy6XwhxGzOHRIn1qWFEl5PO6Au99VkDc2sxTgXILW6RwPzaLMcyjP6l4DCbpi0LBhw3xEKfEqMcG48YSmHNusOrcPn8rlz41n4PFNuPv0FqQmafVcKRnc/aSoYxCRnFUqm8x9Z7bm7jen88ak5fTtqjykJMhrC/KX4eTvdTJP83YEzgSmuPva8H1+595cEW5nLv8Zzcsp2WlXrxIf3nYcV3RryOBvFtHnyTEsWKeum1KymFllM7vdzB4t4G5wIlIALuhUj66NqvLwqHls2qlufSVBXhPkywn7IVNw07xdxo/dKyCfc2+G3TC2m1l3MzPg6phzRPIsLSWRh/oczXNXp7N22x5+8dh3vDx2iQbwSUnyEcEMQDMp2G5wIlIAzIwHz2/H9j0HuO+dGRxUV4tiL09dLNy9cUHe1MzKEsyveUNM8cPAG2Y2AFgGXBzee7aZZcy9eYCfzr15Ez9O8/Zx+BI5LKe2qcXHDY7j12/O4A8jZvPl9+v524XHUKNCatShieSmTEF3gxORgtWydgV+e1ZrHvxgDg99OJf7z2kTdUiSgxznQTazY8PpgrLbXxFo6O6zCiO4wqB5OSU37s5LY5fy0EdzqVgmiX9c3J4TW9bM/USRw1QA8yD/EtgBfADszSh390iXj9TzVuTn/vT+bF4cvYTf/6I11x3XJOpwSp2Cmgf5QjMbY2b3m9kvzKyrmR1vZtea2csED+O0AolYpJgwM/r1bMQHtx1L9fKp9H9xIn8bNY8DWoFPiq99wN+BsWi1U5Fi7fe/aEPvtrV56KO5fDRzddThSDZy7GLh7r80syrARQRdHuoAu4G5wDM5tS6LlHQtalXgvVt68af35zDoq4VMXLyJxy7rSN3K+ptQip27gGYFsdqpiBSuxATj3307cMVz47nz9WnUqJBKl0ZHOu+BFLRcB+m5+2Z3f9bd+7v7Ge5+vrvfp+RYSoMyyYn83wVH85++HZi7ehu/eOxbvpy3LvcTRYrWbApotVMRKXxlkhN57up06ldO4/qXJrFg3Y6oQ5JM8jqLhUipdl6Herx/27HUrpTGNUMm8n8fz2W/ulxI8XEQmFYIq52KSCGpUi6FIdd0JSnB6P/iBNZt3xN1SBJDCbJIHjWpUZ53b+7J5d0a8szXi+g7eByrtuyOOiwRgPeAh/jpVJya5k2kmGtYrSzP9+vCxh37GDBkEjv3Hog6JAkpQRbJhzLJify1z9E8dllH5q3exlmPfcvnc9fmfqJIIXL3oVm9oo5LRHLXvkFlnri8I7NXbeUPI0rMpGBxL08JspmVNbM/mNmz4fvmZnZ24YYmUnyd274uH9x+HHUqpTFg6CT+7yN1uZCiZ2bvm9k5Zpacxb4mZvZnM7s2ithEJO9OaV2La3s1ZsS0Vazeqk8mi4O8tiC/SDC3Zo/w/QrgL4USkUgJ0bh6Od69uSdXdm/IM98s4tJnxrJSXS6kaF0PHAfMM7OJZvaRmX1hZouBZ4DJ7v5CtCGKSF7069kId+eVcUujDkXIe4Lc1N0fAfYDuPtuwAotKpESokxyIn85/2ieuLwjP6zdwVn/+Zb/zlGXCyka7r7G3e9x96YEU3E+SDDlW1t3P83dR0QboYjkVYOqZTm1dS1eG7+MPfsP5n6CFKq8Jsj7zCwNcAAza0rMak0ipd3Zx9Tlg9uOpX6VNK57aRJPf72QnFapFClo7r7E3ce6+zR315RvIiVQ/16N2LxrPyOnr4o6lFIvrwnyH4FRQAMzexX4HLin0KISKYEaVS/H2zf15Oxj6vDwx/N48IO5HDqkJFlERPKmR5NqtKpdgSGjl6iRJWJ5SpDd/TPgAqA/MAxId/evCi8skZKpTHIij/XtSP+ejXhh9GLufH0a+w5o8J6IiOTOzOjfsxFzVm9j4pLNUYdTquWYIJtZp4wXcBSwGlgFNAzLRCSThATjj+e04Z7eLRk5fRUDhk5kh+a2lEJmZmlm1jLqOETkyJzXoR6VyyYzZMziqEMp1XJrQf5n+HoSGA8MBp4Nt7VKk0g2zIybT2zGIxcdw5iFG7ls8Dg27FC3fSkcZnYOMI2gKxxm1sHMRkYalIgclrSURC7oWJ9PZq/V9KERyjFBdveT3P0kYCnQyd3T3b0z0BFYUBQBipRkl6Q3YPBVnZm/bjsXDRrDso0aOyWF4gGgK7AFwN2nAY0ii0ZEjkij6mU5eMjZtnt/1KGUWnkdpNfK3WdmvHH3WUCHQolIJM6c0roWr17Xnc279nPBoDHMXrU16pAk/hxwd/1gicSJSmnB2j9blCBHJq8J8lwze87MTjSzE8IV9eYWZmAi8aTzUVV468YeJCcalz4zjjELN0QdksSXWWZ2OZAYrnT6ODAm6qBE5PBkJMhblSBHJq8J8jXAbOAO4E5gTlgmInnUvFYF3rm5J3UqlaH/CxP5cMbqqEOS+HEb0JZgfvrXgK0Ez2oRKYH+lyDvUoIclaS8HOTue4B/hS8ROUx1KqXx5o09uG7oJG4dNoWNO9tydY9GUYclJZiZJQIj3f1U4HdRxyMiR65y2RRALchRylMLspktNrNFmV+FHZxIPKpcNoWXB3TjlFY1uX/EbJ74Yn7UIUkJ5u4HgV1mVim/55rZEjObaWbTzGxSWPaAma0My6aZ2Vkxx99nZgvM7HszO6MAqyEiMf7XB3nXvogjKb3y1IIMpMdslwEuBqoWfDgipUNaSiJPX9mZX781g398+gO79h3k12e0xMyiDk1Kpj3ATDP7DNiZUejut+fh3JPcPXOn+H+5+z9iC8ysDdCXoCtHXeC/ZtYiTNBFpABVLBOkZxqkF528drHYmKno32b2HXB/wYckUjokJSbwz4vbUyY5kae+WsiufQf54zltlCTL4fgwfBWm84Dh7r4XWGxmCwimlhtbyPcVKXWSEhOokJqkLhYRylOCnGnVvASCFuUKhRKRSCmSkGD8tU870pITeWH0YvbsP8hDfY4mMUFJsuSduw893FOBT83MgWfcfXBYfquZXQ1MAu52981APWBczLkrwrKfMLOBwECAhg0bHmZYIlKpbDJbNEgvMnntYvHPmO0DwGLgkoIPR6T0MTP+cHZryqUm8vgXC9i9/yD/uLg9yYl5nWRGSjszW0yQ7P6EuzfJ5dRe7r7KzGoCn5nZPGAQ8GB4vQcJnv/XAln91ZbVPQcTrLpKenr6z/aLSN40r1mecYs2cuDgIZL0+6DI5TVBHuDuPxmUZ2aNCyEekVLJzLj79JakpSTyyKjv2b3vII9f3pHUpMSoQ5OS4bDGibj7qvDrOjN7F+jq7t9k7A/nvP8gfLsCaBBzen1g1RHGLSLZuLRLA258ZQpf/7CeU1rXijqcUievf5K8lccyETkCN5/YjAfOacOnc9Zy/UuT2b1P458kd+6+Mea10t3/DZyc0zlmVs7MKmRsA6cTLDhSJ+awPsCscHsk0NfMUsMGkubAhIKui4gETmldi+rlUxk2YXnUoZRKObYgm1krghHLlczsgphdFQlaKUSkgPXv1ZiyKUn85p0Z9HtxAi/070L51Lx+2COl0WGOE6kFvBsOCk0CXnP3UWb2spl1IOg+sQS4AcDdZ5vZGwQLRR0AbtEMFiKFJzkxgYvT6zP4m0Ws2bqH2pWUdhWl3H7rtgTOBioD58SUbweuL6SYREq9S7o0oExKIr98fRpXPjeeodd0pVLZ5KjDkuIr8ziRJeQyTiTsNtc+i/KrcjjnIeChwwtRRPKrb5cGDPpqIW9OWs5tpzSPOpxSJccE2d1HACPMrIe7ayofkSJ0bvu6lElK4NbXpnLxM2N4oX8X6lcpG3VYUgy5+0lRxyAiBe+oauXo1awawycu55aTmpGgGY6KTI59kM3snnDzcjN7LPPrcG9qZpXN7C0zm2dmc82sh5lVNbPPzGx++LVKzPFZrt5kZp3DVaAWhDHpJ0fiyultazPk2i6s3rqHPk+NYeaKrVGHJMWQmd1hZhUt8JyZTTGz06OOS0SOXN8uDVm5ZTffLsi8no8UptwG6c0Nv04CJmfxOlz/AUa5eyuCj/jmAvcCn7t7c+Dz8H3m1Zt6A0+ZWcbQ/kEE8202D1+9jyAmkWKpZ9PqvHNTT1ISE7jkmbH8d87aqEOS4udad99GMNCuJnAN8HC0IYlIQTi9bS2qlkth+IRlUYdSquSYILv7++HmLncfGvsCdh3ODc2sInA88Hx4j33uvoVglaaMye6HAueH2/9bvcndFwMLgK7hSOuK7j7W3R14KeYckbjSvFYF3r2lJ81rlWfgy5N4aeySqEOS4iXj07OzgBfdfTpZz1ssIiVMalIiF3aqx2dz1rJ++96owyk18jrN2315LMuLJsB64EUzmxp+HFgOqOXuqwHCrzXD4+sBsXOcZKzeVC/czlz+M2Y20Mwmmdmk9evXH2bYItGqWaEMwwd25+RWtbh/xGwe/GAOBw9pHQYBYLKZfUqQIH8STt92KOKYRKSAXNqlIQcOOW9NXpH7wVIgcuuDfKaZPQ7Uy9T/eAjBSOnDkQR0Aga5e0dgJ2F3iuzCyKLMcyj/eaH7YHdPd/f0GjVq5DdekWKjbEoSz1zVmf49G/H8d4u5+VXNlSwADCB4jnZx911AMkE3CxGJA81qlqdr46q8PnEZh9QwUiRya0FeRdDXeA8/7Xs8Ejgjh/NysgJY4e7jw/dvESTMazMmqA+/ros5PqvVm1aE25nLReJaYoLxwLltuf/sYEGRvs+O08du0gP43t23mNmVwO8BjegUiSOXdW3Ako27GLdoY9ShlAq59UGe7u5DgKaZ+iC/4+6bD+eG7r4GWG5mLcOiUwgmnh8J9AvL+gEjwu0sV28Ku2FsN7Pu4ewVV8ecIxL3rj22Mc9c2Znv12zjgkGjWbBuR9QhSXQGAbvMrD1wD7CUYFyGiMSJM9vVoVJaMs98s4hg6JUUpty6WMw0sxnAFDObEfPKKD9ctwGvhtfoAPyVYMT1aWY2HzgtfI+7zwYyVm8axU9Xb7oJeI5g4N5C4OMjiEmkxDm9bW1eH9iD3fsOcsFTo5m4ZFPUIUk0DoSDlc8D/uPu/yH3lfREpAQpk5zI7ac05+sf1vPKuKVRhxP3LKe/QszsqJxOdvcS9y+Unp7ukyZNijoMkQK1fNMu+r0wgTXb9vBC/y50b1It6pAkH8xssrunH8H5XxM0IFwLHEcwEHqaux9dQCEeFj1vRQrWoUPONUMmMm7RRkbeeiwta+vv4PzK6/M2ty4WS7N6EfT3vSenc0Wk6DSoWpbhN3SnbuU0+r84gTGaUL60uRTYSzAf8hqCGX3+Hm1IIlLQEhKMf1zcngplkrlt2BT27Ncg7cKS12neMLMOZvaImS0B/gLMK7SoRCTfMqaBa1i1LNcMmch385UklxZhUvw2kBoWbQDejS4iESksNSqk8s9L2vPD2h089OHc3E+Qw5JbH+QWZna/mc0FniCYj9jc/SR3f7xIIhSRPKtePpVh13encfVyDBg6ka9/0LzfpYGZXU8wI9AzYVE94L3IAhKRQnVCixpcf1xjXh63lE9nr4k6nLiUWwvyPIJZJs5x92PDpFjt+SLFWLXyqbx2fXea1ijP9S9N4st563I/SUq6W4BewDYAd5/Pj4stiUgc+vUZrWhXryL3vD2D1Vt3Rx1O3MktQb4QWAN8aWbPmtkpaPlSkWKvarkUXru+Gy1qleeGlyfz+dy1UYckhWuvu+/LeGNmSWSzcJKIxIeUpAQe69uRfQcO8cvXp2ll1QKW2yC9d939UqAV8BXwS6CWmQ0ys9OLID4ROUyVy6bw6oDutKpTgRtfmayP4eLb12b2WyDNzE4D3gTejzgmESlkTWqU54Fz2zJu0Sae/nph1OHElTwN0nP3ne7+qrufTTCDxTRyXh5aRIqBSmWTeXlAN9rWrcTNr05Rkhy/fkMwtdtM4AbgI4LV9EQkzl3cuT5nH1OHRz/7gSnLDmsNN8lCnmexyODum9z9GXc/uTACEpGCVSktmZcHdKVdvUrcMXwa89dujzokKUBmlgDMdPdn3f1id78o3NbnrSKlgJnxUJ+jqV2xDHcMn8q2PfujDiku5DtBFpGSp0KZZJ65qjPlUhO58ZXJ7Nx7IOqQpIC4+yFgupk1jDoWEYlGpbRkHrusA6u27OEP783SUtQFQAmySClRq2IZHrusI4s37OTed2bqARpf6gCzzexzMxuZ8Yo6KBEpOp2PqsodpzRnxLRVvDNlZdThlHhJUQcgIkWnZ9Pq3H16S/7+yfd0aVSFq3s0ijokKRh/ijoAEYneLSc147sFG7h/xCw6HVWFxtXLRR1SiaUWZJFS5qYTmnJKq5o8+MEcpmpAR4lmZmXM7E7gYoLZhka7+9cZr2ijE5Gilphg/PvSDiQlJnD7sKnsO3Ao6pBKLCXIIqVMQoLxz0vaU6tiGW55dQqbd+7L/SQproYC6QSzV5wJ/DPacEQkanUrp/G3C49m5sqt/OXDOVGHU2IpQRYphSqXTeGpKzqxYcc+7nx9Goc0wXxJ1cbdr3T3Z4CLgOOiDkhEote7XR2uP64xL41dypDRi6MOp0RSgixSSh1TvzJ/PLcNX/+wnl+9OV0fxZVM/5vPyd01NYmI/M+9Z7bmtDa1+PMHc/hinlZTzS8lyCKl2OVdG3L3aS14Z+pKrhkyQfNnljztzWxb+NoOHJOxbWbbog5ORKKTmGD8p28HWtepyG2vTWXuaj0S8kMJskgpZmbcdkpz/nFxe8Yv2sQlT49lzdY9UYcleeTuie5eMXxVcPekmO2KuZ1vZpXN7C0zm2dmc82sh5lVNbPPzGx++LVKzPH3mdkCM/vezM4o3NqJyJEqm5LE8/26UL5MEgOGTGTdNj3f80oJsohwUef6vHhNF1Zs3k2fp0bz/RqttldK/AcY5e6tgPbAXOBe4HN3bw58Hr7HzNoAfYG2QG/gKTNLjCRqEcmz2pXK8Hy/LmzetZ/rXprE7n0How6pRFCCLCIAHNe8Bm/c0IND7lz09BjGLNwQdUhSiMysInA88DyAu+9z9y3AeQSzYxB+PT/cPg8Y7u573X0xsADoWpQxi8jhaVevEo9d1pGZK7dy1xsamJ0XSpBF5H/a1K3IOzf3ok6lMvR7YQIjpmk1pjjWBFgPvGhmU83sOTMrB9Ry99UA4dea4fH1gOUx568Iy0SkBDitTS1+d1ZrPp61hr9/+n3U4RR7SpBF5CfqVU7jzRt70vmoKtwxfBrvTl0RdUhSOJKATsAgd+8I7CTsTpENy6LsZ81QZjbQzCaZ2aT169cXTKQiUiAGHNuYK7o1ZNBXC3lj4vLcTyjFlCCLyM9USktm6LVd6dSwMg99OJftmt0iHq0AVrj7+PD9WwQJ81ozqwMQfl0Xc3yDmPPrA6syX9TdB7t7urun16hRo9CCF5H8MzMeOLctxzWvzm/fnamudDlQgiwiWUpNSuSP57Rlw459PPXVwqjDkQLm7muA5WbWMiw6BZgDjAT6hWX9gBHh9kigr5mlmlljoDkwoQhDFpECkJyYwBOXd6Jx9XLc9MoUFq7fEXVIxZISZBHJVvsGlenTsR7Pf7eY5Zt2RR2OFLzbgFfNbAbQAfgr8DBwmpnNB04L3+Pus4E3CJLoUcAt7q7h8CIlUKW0ZF7o34WkBOPaIRPZtHNf1CEVO0qQRSRH9/RuSYLBI59oUEe8cfdpYXeIY9z9fHff7O4b3f0Ud28eft0Uc/xD7t7U3Vu6+8dRxi4iR6ZB1bIMvjqd1Vv3cOPLk9l7QH/vxlKCLCI5qlMpjYHHN+X96auYvHRz1OGIiEgB6XxUFf5xcXsmLNnEfW/PxF3Tv2VQgiwiubrh+CbUrJDK41/MjzoUEREpQOe2r8tdp7XgnakreeKLBVGHU2woQRaRXJVLTaJH02os3rAz6lBERKSA3XZyM/p0rMc/P/uBeWu2RR1OsaAEWUTypHr5VNZv3xt1GCIiUsDMjD+e04ZyKYk8rVmLgIgSZDNbYmYzzWyamU0Ky6qa2WdmNj/8WiXm+PvMbIGZfW9mZ8SUdw6vs8DMHjOzrCayF5ECUKNCKrv2HWTn3gNRhyIiIgWsctkULu/WkPdnrNasRUTbgnySu3dw9/Tw/b3A5+7eHPg8fI+ZtQH6Am2B3sBTZpYYnjMIGEgwH2fzcL+IFILq5VMB2LBDrcgiIvFowLFNSDB45hu1IhenLhbnAUPD7aHA+THlw919r7svBhYAXcMVniq6+1gPhl2+FHOOiBSwGhWUIIuIxLPalcpwYaf6vDFpBeu274k6nEhFlSA78KmZTTazgWFZLXdfDRB+rRmW1wNiFwxfEZbVC7czl/+MmQ00s0lmNmn9+vUFWA2R0qNG2IKsfsgiIvHrhhOacuDgIV74bknUoUQqqgS5l7t3As4EbjGz43M4Nqt+xZ5D+c8L3QeHk+Gn16hRI//RigjVK6QAsGLz7ogjERGRwtK4ejnOPLoOr45byrY9+6MOJzKRJMjuvir8ug54F+gKrA27TRB+XRcevgJoEHN6fWBVWF4/i3IRKQQ1yqfSpk5FhoxZohWXRETi2E0nNGX73gO8PHZp1KFEpsgTZDMrZ2YVMraB04FZwEigX3hYP2BEuD0S6GtmqWbWmGAw3oSwG8Z2M+sezl5xdcw5IlLAzIz7zmrFis27S/VDU0Qk3rWrV4kTWtTgxdGL2bO/dDaIRNGCXAv4zsymAxOAD919FPAwcJqZzQdOC9/j7rOBN4A5wCjgFnfP+Ne6CXiOYODeQuDjoqyISGlzXPMaHNe8Oo9/sYCtu0rvR28iIvHuphObsmHHPt6YtDz3g+NQkSfI7r7I3duHr7bu/lBYvtHdT3H35uHXTTHnPOTuTd29pbt/HFM+yd3bhftudS0iLlLo7j2zFdv27Oepr7UkqYhIvOrWuCqdGlbmma8Xsf/goajDKXLFaZo3ESkB2tatRJ+O9Xhx9BJWbtGAPRGReGRm3HxiM1Zu2c3700vfEC8lyCKSb3ef3hKARz/9IeJIRESksJzcqiYta1Vg0FcLOXSodH1IrwRZRPKtXuU0runViHemrmDOqm1RhyMiIoUgIcG46cSmzF+3g//OXRt1OEVKCbKIHJabT2xGpbRkHh41L+pQRESkkJx9TB0aVE1jyJglUYdSpJQgi8hhqZSWzK0nNeObH9bz6ew1UYcjIiKFICkxgZ5NqjN/3Y6oQylSSpBF5LBd1eMoWtepyG3DpvLV9+tyP0FEREqcupXTWL99b6laJEoJsogcttSkRF67rhvNapZn4EuT+e+c0tVHTUSkNKhbuQwAa7buiTiSoqMEWUSOSJVyKbx2XXda16nAja9MZtSs1VGHJCIiBahe5TQAVm4uPVN7KkEWkSNWqWwyL1/XjfYNKnPLa1NL5ZyZIiLxql6VMEEuRXPfK0EWkQJRsUwyQ6/tSuejqnDH8Km8M2VF1CGJiEgBqF0p6GKxaou6WIiI5Fv51CSGXNOF7k2qcfeb03lj4vKoQxIRkSOUmpRIjQqprFILsojI4SmbksQL/btwfPMa3PP2DF4ZtzTqkERE5AjVq5ymLhYiIkeiTHIig6/uzKmta/L792bx4ujFUYckIiJHoF7lNLUgi4gcqdSkRJ66ojO929bmT+/PYfA3C6MOSTIxs8pm9paZzTOzuWbWw8weMLOVZjYtfJ0Vc/x9ZrbAzL43szOijF1EilbdymVYuWU37h51KEVCCbKIFJqUpAQev7wjZx9Th79+NI8nv1wQdUjyU/8BRrl7K6A9MDcs/5e7dwhfHwGYWRugL9AW6A08ZWaJUQQtIkWvXuU09h44xKad+6IOpUgkRR2AiMS35MQE/n1pB1ISE/j7J9+zeutu7j+7LSlJ+vs8SmZWETge6A/g7vuAfWaW3SnnAcPdfS+w2MwWAF2BsYUfrYhErW7lH6d6q1Y+NeJoCp9+Q4lIoUtKTODvF7fnhhOa8Mq4ZVzx3DjWb98bdVilXRNgPfCimU01s+fMrFy471Yzm2FmL5hZlbCsHhA7LcmKsExESoGMBLm09ENWgiwiRSIxwbjvzNY8dllHZq7cyrlPfMeMFVuiDqs0SwI6AYPcvSOwE7gXGAQ0BToAq4F/hsdn1bT8s86IZjbQzCaZ2aT169cXRtwiEoH/raZXSuZCVoIsIkXq3PZ1efumniSYcdHTY3l7shYUicgKYIW7jw/fvwV0cve17n7Q3Q8BzxJ0o8g4vkHM+fWBny2Z6O6D3T3d3dNr1KhRiOGLSFGqXDaZsimJLN+0K+pQioQSZBEpcm3rVuL9246lc8Mq3P3mdP78/hwOHDwUdViliruvAZabWcuw6BRgjpnViTmsDzAr3B4J9DWzVDNrDDQHJhRZwCISKTOjY8PKfDZnLYcOxf9MFkqQRSQSVcul8NKArlzTqxEvjF7M1S9MKDWjo4uR24BXzWwGQZeKvwKPmNnMsOwk4JcA7j4beAOYA4wCbnH3g5FELSKR6NulISu37ObbBRuiDqXQaRYLEYlMcmICfzynLW3rVuK3787k3Ce+Y/BV6bSpWzHq0EoFd58GpGcqviqH4x8CHirMmESk+Dq9bS2qlkth2PhlnNAivrtQqQVZRCJ3Uef6vHFDDw4cdC4YNJr3p/+sa6uIiEQsNSmRizrX579z17JuW3wP1lOCLCLFQocGlRl5Wy/a1a3EbcOm8vDH8zhYCvq5iYiUJH27NODAIefNOB9grQRZRIqNmhXK8Nr13bmiW0Oe/noh1wyZyNZd+6MOS0REQk1qlKd7k6oMn7gsrgfrKUEWkWIlJSmBh/oczV/7HM3YhRu4dPBY9uzXWDARkeLisq4NWb5pN6MXxu9gPSXIIlIsXd6tIYOvSmfemu08/PG8qMMREZFQ73a1qVI2mWETlkUdSqFRgiwixdZJrWpyTa9GDBmzhC+/Xxd1OCIiwo+D9T6dvZb12/dGHU6hiCxBNrNEM5tqZh+E76ua2WdmNj/8WiXm2PvMbIGZfW9mZ8SUdw7n61xgZo+ZWVZLoYpICfab3q1oWasCv35zBht2xOeDWESkpOnbtSEHDjlvxelgvShbkO8A5sa8vxf43N2bA5+H7zGzNkBfoC3QG3jKzBLDcwYBAwlWdGoe7heROFImOZF/9+3Att37ufftGbjH76AQEZGSommN8nRrHL+D9SJJkM2sPvAL4LmY4vOAoeH2UOD8mPLh7r7X3RcDC4Cu4XKoFd19rAe/MV+KOUdE4kjrOhX5zZmt+O/cdbwWx33eRERKksu7NWTpxl2MXbQx6lAKXFQtyP8G7gEOxZTVcvfVAOHXmmF5PWB5zHErwrJ64XbmchGJQ9f0bMRxzavz4AdzWLh+R9ThiIiUeme0rU3lsslx2XBR5AmymZ0NrHP3yXk9JYsyz6E8q3sONLNJZjZp/fr1ebytiBQnCQnGPy5uT1pyIncOn8a+A4dyP0lERApNmeRELuxUn09nr4m7MSJRtCD3As41syXAcOBkM3sFWBt2myD8mjFkfQXQIOb8+sCqsLx+FuU/4+6D3T3d3dNr1IjvtcNF4lmtimX4vwuOYebKrfz7vz9EHY6ISKl3WdcG7D/ovB1ng/WKPEF29/vcvb67NyIYfPeFu18JjAT6hYf1A0aE2yOBvmaWamaNCQbjTQi7YWw3s+7h7BVXx5wjInGqd7vaXJregEFfL2TC4k1RhyMiUqo1q1mBro2qMmzCsrgaRF2c5kF+GDjNzOYDp4XvcffZwBvAHGAUcIu7ZyyrdRPBQL8FwELg46IOWkSK3v3ntKFq2RReHb806lBEREq1vQcOUqNiKks27mL2qm1Rh1NgkqK8ubt/BXwVbm8ETsnmuIeAh7IonwS0K7wIRaQ4KpeaRPsGlZm7On4exiIiJc2MFVv41ZvT+WHtDi7sVJ/mtcpHHVKBiTRBFhE5XK3rVODrH9az98BBUpMScz9BREQKxJ79B/nP5/MZ/M0iapRP5cX+XTipVc3cTyxBlCCLSInUuk5FDh5y5q/dQbt6laIOR0SkVJiybDP3vDWDBet2cEl6fX73izZUSkuOOqwCpwRZREqk1nUqAjB39TYlyCIihWzP/oM8+tkPPPftImpXLMPQa7tyQov4nRlMCbKIlEiNqpWjTHICc1dvjzoUEZG4NnnpJn795gwWbdjJZV0b8tuzWlGhTPy1GsdSgiwiJVJigtGyVgXmrdFAPRGRwrB730H+8en3vDB6MXUrpfHKgG4c27x61GEVCSXIIlJita5TkU9mr8HdCaZDFxGRgjBh8SbueWs6Szbu4qruR/GbM1tRPrX0pI2lp6YiEnda16nI8InLWbttL7UrlYk6HBGREm/XvgM8Mup7ho5dQv0qabx2fTd6Ni0drcaxlCCLSImVMVBv9qqtSpBFRI7Q2IUb+c3bM1i2aRf9ezbi12e0pFwpajWOVTprLSJxoV29ilQtl8LjXyzgxJY1SUxQNwsRkfzaufcAD388j5fHLeWoamV5fWB3ujWpFnVYkSpOS02LiORL2ZQk7j+7DdOWb+GVcVp2WkQkv0Yv2MDp//qGV8Yv5dpejRl1x/GlPjkGtSCLSAl3Xoe6vDN1JY+MmsdpbWpRt3Ja1CGJiBR72/fs568fzWPYhGU0qV6ON2/oQXqjqlGHVWyoBVlESjQz46Hz23HI4f4Rs3H3qEMSESnWvv5hPWf86xten7iMgcc34aM7jlNynIkSZBEp8RpULctdp7Xgv3PXMmrWmqjDKRHMrKWZTYt5bTOzO82sqpl9Zmbzw69VYs65z8wWmNn3ZnZGlPGLSP5t27Of37w1g34vTCAtJZG3burJb89qTZnkxKhDK3aUIItIXLimVyPa1avI/SNns3X3/qjDKfbc/Xt37+DuHYDOwC7gXeBe4HN3bw58Hr7HzNoAfYG2QG/gKTPTb1WREuLLees4/dFveHPycm48oSkf3n4cnRpWyf3EUkoJsojEhaTEBB6+4Bg27dzH30bNizqckuYUYKG7LwXOA4aG5UOB88Pt84Dh7r7X3RcDC4CuRR2oiOTP1l37ufuN6VwzZCIVyiTxzs29uPfMVmo1zoUG6YlI3GhXrxIDjm3M4G8WcX6HenRtrD51edQXGBZu13L31QDuvtrMaobl9YBxMeesCMt+wswGAgMBGjZsWGgBi0ju/jtnLb99dyYbd+7j1pOacdspzUhNUmKcF2pBFpG4cuepzalfJY373pnB3gMHow6n2DOzFOBc4M3cDs2i7GcjIt19sLunu3t6jRo1CiJEEcmnzTv3cefwqVz30iSqlkvhvZt78aszWio5zgclyCISV8qmJPFQn6NZuH4nT325MOpwSoIzgSnuvjZ8v9bM6gCEX9eF5SuABjHn1QdWFVmUIpIno2at4bR/fcMHM1Zz+ynNGXnrsRxdv1LUYZU4SpBFJK6s2LyLyUs2kZKUwLPfLtK0b7m7jB+7VwCMBPqF2/2AETHlfc0s1cwaA82BCUUWpYjkasjoxdz4ymRqVkhlxK29uOu0FqQkKdU7HOqDLCIl3v6Dh/h87lqGTVjON/PXA3B88xoMOLYxZlp+OjtmVhY4Dbghpvhh4A0zGwAsAy4GcPfZZvYGMAc4ANzi7urDIlKMnN2+Lrv2H+T645qQnKjE+EgoQRaREmvpxp0Mn7icNyetYMOOvdSuWIbbTm7OJen1qV+lbNThFXvuvguolqlsI8GsFlkd/xDwUBGEJiKHoXr5VG4+sVnUYcQFJcgiUqLsPXCQz+asZdiEZYxesJEEg5Nb1eSyrg05oUUNktRqIiIiR0gJsoiUCIvW72D4xOW8NXkFm3buo17lNO46rQUXp9enTqW0qMMTEZE4ogRZRIqtPfsPMmrWGoZNWMb4xZtISjBObV2Lvl0bcFzzGiQmqH+xiIgUPCXIIlLs/LB2O8MmLOPdqSvZsms/DauW5Z7eLbmoc31qVigTdXgiIhLnlCCLSLGwe99BPpy5mmETljF56WaSE43T29bm8q4N6dGkGglqLRYRkSKiBFlEIjVn1TaGTwxai7fvOUCT6uX43VmtuaBTPaqVT406PBERKYWUIItIkdu59wDvT1/FsInLmb58CylJCZzVrjaXdW1I18ZVNXexiIhESgmyiBSZmSu28tqEZYyctpKd+w7SolZ57j+7DRd0qkflsilRhyciIgJEkCCbWRngGyA1vP9b7v5HM6sKvA40ApYAl7j75vCc+4ABwEHgdnf/JCzvDAwB0oCPgDtc68qKFCvb9+xnxLRVDJuwjNmrtlEmOYGzj6nLZV0b0KlhFbUWi4hIsRNFC/Je4GR332FmycB3ZvYxcAHwubs/bGb3AvcCvzGzNkBfoC1QF/ivmbUIlzgdBAwExhEkyL2Bj4u+SiKSnV+/OYNRs9fQuk5FHjyvLed2qEeltOSowxIREclWkSfIYQvvjvBtcvhy4DzgxLB8KPAV8JuwfLi77wUWm9kCoKuZLQEquvtYADN7CTgfJcgixcqtJzfjphObckz9SmotFhGREiGSPshmlghMBpoBT7r7eDOr5e6rAdx9tZnVDA+vR9BCnGFFWLY/3M5cLiLFSLt6laIOQUREJF8iSZDD7hEdzKwy8K6Ztcvh8KyanDyH8p9fwGwgQVcMgL1mNisf4ZZk1YENUQdRRFTX+FNa6gnQMuoACsPkyZN3mNn3UcdRRErTz6vqGp9KS13z9LyNdBYLd99iZl8R9B1ea2Z1wtbjOsC68LAVQIOY0+oDq8Ly+lmUZ3WfwcBgADOb5O7pBVqRYkp1jU+lpa6lpZ4Q1DXqGArJ96Xp31B1jT+qa/zJ6/M2obADyczMaoQtx5hZGnAqMA8YCfQLD+sHjAi3RwJ9zSzVzBoDzYEJYXeM7WbW3YKOjVfHnCMiIiIicliiaEGuAwwN+yEnAG+4+wdmNhZ4w8wGAMuAiwHcfbaZvQHMAQ4At4RdNABu4sdp3j5GA/RERERE5AhFMYvFDKBjFuUbgVOyOech4KEsyicBOfVfzsrgfB5fkqmu8am01LW01BPit67xWq+sqK7xSXWNP3mqp2ldDRERERGRHxV5H2QRERERkeKs1CTIZvaAma00s2nh66yYffeZ2QIz+97MzogyzoJiZr8yMzez6jFlcVVPM3vQzGaE/56fmlndmH3xVte/m9m8sL7vZgx0DffFW10vNrPZZnbIzNIz7YurugKYWe+wPgvCVURLvNL2vIX4f+bqefu/ffFWVz1vs+PupeIFPAD8KovyNsB0IBVoDCwEEqOO9wjr2gD4BFgKVI/jelaM2b4deDqO63o6kBRu/w34WxzXtTXBPJVfAekx5fFY18SwHk2AlLB+baKOqwDqVWqet2G94v6Zq+dt3NZVz9tsji81Lcg5+N9S1u6+GFgAdI04piP1L+AefrpwStzV0923xbwtx4/1jce6furuB8K34/hxDvB4rOtcd89qcYm4qytB/AvcfZG77wOGE9QzXsXjvyGUgmeunrdAfNZVz9tslLYE+dbwI5MXzKxKWFYPWB5zTIlestrMzgVWuvv0TLviqp4ZzOwhM1sOXAHcHxbHZV1jXMuPUxrGe11jxWNd47FOGeL+eQul65mr523c1zVWPNY1X3WKdCW9gmZm/wVqZ7Hrd8Ag4EGCv3ofBP5J8IOf5yWri4tc6vlbgo+HfnZaFmXFup6Qc13dfYS7/w74nZndB9wK/JE4rWt4zO8I5gN/NeO0LI6Pi7pmdVoWZcW+rrkosXUqLc9bKD3PXD1vAT1v/3daFmXFvq65yFed4ipBdvdT83KcmT0LfBC+zW4p62Iru3qa2dEEfYWmB4sLUh+YYmZdKYH1hLz/mwKvAR8SPLDjsq5m1g84GzjFww5VxGlds1Ei65qLElun0vK8hdLzzNXz9kd63pbMuuYiX3UqNV0szKxOzNs+wKxwO8ulrIs6voLg7jPdvaa7N3L3RgQ/DJ3cfQ1xVM8MZtY85u25BEuWQ3zWtTfwG+Bcd98Vsyvu6pqDeKzrRKC5mTU2sxSgL0E9S7TS8LyF0vXM1fMWiMO65iAe65qv521ctSDn4hEz60DQnL4EuAFyXco6bsRpPR82s5bAIYLR4zdC3Nb1CYLRxJ+FLVXj3P3GeKyrmfUBHgdqAB+a2TR3PyMe6+ruB8zsVoIZEBKBF9x9dsRhFYRS/byFuKyrnrdxWFc9b7N/3molPRERERGRGKWmi4WIiIiISF4oQRYRERERiaEEWUREREQkhhJkEREREZEYSpBFRERERGIoQRYRERERiaEEWUREREQkhhJkiUtmVs3MpoWvNWa2MuZ9ipkdDLdnm9l0M7vLzBLCczP2zTKz982ssgW+M7MzY+5xiZmNyub+aWb2tZklhu/7mtkUM7sz5pjaZjbczBaa2Rwz+8jMWoTxfWNmpWkhHxEpofS8lXikBFnikrtvdPcO7t4BeBr4V8Z7d98H7A632wKnAWcBfwxPz9jXDthEsIKQE6wc9aiZlTGzcsBDwC3ZhHAt8E7MykN9gS5AdzMrb8HyTO8CX7l7U3dvA/wWqBXG9zlwaYF+U0RECoGetxKPlCBLqefu64CBwK3hgzTWWKBeeNws4H3gNwQP95fcfWE2l70CGBHzPuO6Hm6fBOx396dj4pjm7t+Gb98LryEiEjf0vJWSQh8piADuvij8yK9mRln4cd0pwPMxh/4JmALsA9KzupaZpQBN3H1JTPE7wCTgFXffbmbtgMk5hDSLoAVERCSu6HkrJYESZJEfZbQ6pJnZNKARwUP1s4wD3H2nmb0O7HD3vdlcpzqwJbbA3YcCQ/MaiLsfNLN9ZlbB3bfnuQYiIiWDnrdSrKmLhQhgZk2Ag8A6wj5xwFFACj/v93YofGVnN1Aml1vOBjrnckwqsCeXY0REShQ9b6UkUIIspZ6Z1SAYWPJEODgEAHffCtwO/MrMkvN6PXffDCSaWU4P7S+AVDO7PiaOLmZ2QrhdDVjv7vvzVxsRkeJLz1spKZQgS2mVljHtEPBf4FOC/m4/4e5TgekEo6Lz41Pg2Ox2hr8Y+gCnhdMOzQYeAFaFh5wEfJTPe4qIFEd63kqJYzF/wIlIATGzjsBd7n7VYZ7/DnCfu39fsJGJiMQXPW+lMKgFWaQQhC0hX2ZMXJ8f4ajs9/SwFhHJnZ63UhjUgiwiIiIiEkMtyCIiIiIiMZQgi4iIiIjEUIIsIiIiIhJDCbKIiIiISAwlyCIiIiIiMZQgi4iIiIjEUIIsIiIiIhLj/wGh5Buk64MXOwAAAABJRU5ErkJggg==\n", 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O95KZPZhfxxMRyavCvs6K5JUSZCkwZrY5ZtprZttili8NL4C7zGxTOP1qZk+ZWe2YYxwX7rs53GaWmV0VrhtgZp9nOGczM9toZm0ONG53v97d/xFz/sUHeqyYuMzM5pnZ9By2u9LMvivoeEQkPug6+7+Y3My2hHVYYmb/MbPEgzmmlGxKkKXAuHv59An4DTgzpuyVcLM33L0CUBU4BzgEmBB78QaWhseoCNwODDWz5sADwCFmdi0ESSgwFPiPu08plErm3jFATaCxmXWOOhgRiQ+6zu6jXViHE4FLgGszbmBmSYUe1f4xKHEvBpQgS5Hg7rvcfRpwEbAKuDOTbdzdxwBrgbbuvgO4GnjIzOoCfYEqwICM+5pZ6bBlpXq4/Fcz221mFcPlB83s8XD+pXC5HPARUCemRaZOeMgUMxsetrZMM7PUHKrYBxgFjAnn92NmhwPPAF3Dc63PTTwZu0xkbI0xsw5mNjGM9Q2gdIbznmFmk8xsvZl9b2Ztc6iLiBRDJeA6m16HmcC3QGszaxi2Ll9jZr8BX4Tnv9rMZpjZOjP7r5kdGpabmT1mZivNbIOZ/WJmrcN1p5nZ9DCeJWZ2V1i+352/8JyHxdR1sJmNMbMtwPHhtfttM1tlZvPN7Jbc1E0KjxJkKVLcfQ9BInl0xnVmlmBmZwHVgTnh9j8CLwHDCS7YV7v7rkyOux34CTg2LDoGWAh0i1n+OsM+W4BTCVtWwmlpuPos4HWgMjAaeCqrOplZWeB84JVw6m1mKZnEOAO4HhgXnqtyHuLJ6twpwHvACILWozeB82LWdwReAK4DqgHPAqPNrFR2xxWR4iser7MZ6tAyrNvPMcXHAocDp5jZ2cCfgXOBGgTJ9GvhdieHcTYLz3sRsCZc9zxwXdga35ow2c6lSwi+dhWA74H3gclAXYIW79vM7JQ8HE8KmBJkKYqWEiRz6eqEranbgHeBO9w99sL3V+AwYIS7p2Vz3K+BY8NbbG2BgeFyaaAzwUUyt75z9zHhH5oRQLtstj0X2AF8AnwAJAGn5+FcB+NIIBl4PGw9eovgD1i6a4Fn3f1Hd9/j7sPCWI8spPhEJBrxdp0FmGhm6wiSz+eAF2PW3e/uW9x9G0GDwP+5+wx33w38E2gftiLvIkhiWwAWbrMsPMYuoKWZVXT3de4+MQ91GeXuY919L9AGqOHuD7j7TnefR9BtpXcejicFTAmyFEV1CW7vpVsatqZWJLjYnhC7cXjBmw9My+G4XwPHAR2BKcCnBK0KRwJz3H11HmJcHjO/FSidTd+2PsBId98d3q58hyy6WRSAOsASd/eYsoUx84cCd4bdK9aHfyDrh/uJSPyKt+ssQEd3r+LuTdz9r2Eymm5RzPyhwBMx17y1gAF13f0Lgpbqp4EVZjYkvYsIwd2304CFZva1mXXNQ10ynr9Ohuvun4FaeTieFDAlyFKkmFkCcCaZtDKEyeXdQJvwFllefQ80J3hI5Wt3nw40IGjN/TqLfTyL8lwxs3oEf2guM7PlZracoLvFaen99PJ4vszWbwHKxiwfEjO/DKhrZhZT1iBmfhEwwN0rx0xl3f01RCQuxdt1Npdiz7GIoKtE7HWvjLt/D+DuA929E9CKoKvFH8Pyn9y9F8ED1+8BI8Pj7XMNNrPYa3BW55+f4fwV3P20/Kmq5AclyFIkmFmyBQ+pvUaQ4P0ns+3cfSfwKPC3vJ7D3bcCE4B+/H6h/p7gdltWF+4VQDUzq5TX84UuB34l+IPRPpyaAYuBi7M4X73M+ihnE88kgoS7anhhvi1m3ThgN3CLmSWZ2blAl5j1Q4HrzeyI8OGUcmZ2uplVyFs1RaSoi+PrbF49A/Q3s1YAZlbJzC4I5zuH18NkgsR3O7DHzFIsGDavUtj/eiOwJzzeZKCVmbUPu5Lcn8P5xwMbzexuMytjZolm1to0wlGRogRZonaRmW0G1hM8hLEG6JTDw2cvAA3M7MwDON/XBH1yx8csVwC+yWzj8Gno14B54a2wvHY96AMMcvflsRPBBTqzbhZfENzCXG5m+92KzCKeEQQX6AUE/ZzfiNl+J0Ef6CuBdQQPnLwTsz6NoB/yU+H6OeG2IhI/4v06myfu/i7wMPC6mW0EphI8KAhBF5OhBNfDhQRfq3+H6y4HFoT7XA9cFh7vV4Lh8D4DZgP7jGiRyfn3ELTgtyfotrKaoM90Yf2DILlg+3ZNFBEREREp2dSCLCIiIiISo8ASZDN7IRxoe2pMWVUz+9TMZoefVWLW9TezORa84vKUmPJOZjYlXDcw/WEjMytlZm+E5T+aWcOCqouISLyx4KUO481ssgUvYfh7WH6/BS9BmBROp8Xsk+l1WkQk3hRkC/JLQM8MZfcAn7t7U+DzcDl9UO/eBE+M9gQG2e+vYhxM8OaepuGUfsxrgHXufhjwGEF/IhERyZ0dwAnu3o6gL2RPM0sf//oxd28fTmMgx+u0iEhcKbAE2d2/Yd8xFgF6AcPC+WHA2THlr7v7DnefT/CgUBcL3hNf0d3HheO4Ds+wT/qx3gJOzDCUlYiIZMEDm8PF5HDK7qGUTK/TBRymiEgkshtwuyDUSn8jjbsvM7OaYXld4IeY7RaHZbvC+Yzl6fssCo+128w2ELwqd78n/82sL0ErNOXKlevUokWLfKuQiMjBmjBhwmp3r1HY5w1bgCcQvCHtaXf/0cxOBW4ysyuANOBOd19H1tfpjMfU9TYfbdi2i6Xrt7Fnr1OjQilqViiNmoJEDlxur7eFnSBnJbNfd8+mPLt99i90HwIMAUhNTfW0tOzekikiUrjMbGHOW+W/cLip9mZWGXjXzFoTdGv7B8H19B8E4+FeTS6vubre5r91W3byjw+m887PS6heqwL/Or8t7epXjjoskWIpt9fbwh7FYkXYbYLwc2VYvpjg9bbp6hG8J35xOJ+xfJ99LHj1ZCX279IhIiI5cPf1wFdAT3df4e57wtf0DuX3bhRZXaelgFUpl8J/LmrPi1d2ZuP2XZwzaCz/N2YG23ftyXlnETkghZ0gj+b3lyP0AUbFlPcOR6ZoRPAw3viwO8YmMzsy7F98RYZ90o91PvCFa1BnEZFcMbMaYcsxZlYGOAmYmd6IETqH4CUKkMV1uhBDLvGOb1GT/95+DBd1bsCz38zj1Ce+Zfx8tQuJFIQC62JhZq8BxwHVzWwxcB/wEDDSzK4BfgMuAHD3aWY2EphO8FrcfuGtP4AbCEbEKAN8FE4AzwMjzGwOQctx74Kqi4hIHKoNDAv7IScAI939AzMbYWbtCbpPLCB4RXBO12kpJBVLJ/N/57bhzLa1ufudX7jw2XFc0fVQ/tSzBeVLFZVekyLFX4l7k576xIlIUWNmE9w9Neo48puutwVr687dPPLfWbz0/QLqVCrDQ+e14eimhf6sp0ixktvrrd6kJyIiUgyVTUnivjNb8db1XSmVnMDlz4/nj29OZsPWXVGHJlLsKUEWEREpxjodWpUxtxzNjcc14Z2fl9Djsa/5ZNryqMMSKdaUIIuIiBRzpZMT+VPPFozq142q5VLoO2ICd705mT17S1Y3SpH8ogRZREQkTrSuW4nRN3Wn3/FNeGvCYv718cyoQxIplvTIq4iISBxJSUrgj6e0YNP23Tz7zTwa1yjHRZ0bRB2WSLGiFmQREZE49LczWnJ00+r85d2pfD93ddThiBQrSpBFRETiUFJiAk9f2pFG1ctxw8sTmbdqc9QhiRQbSpBFRETiVMXSybxwZWcSE4xrhqWxfuvOqEMSKRaUIIuIiMSx+lXLMuTyTixZt40bXp7Izt17ow5JpMhTgiwiIhLnUhtW5eHz2zBu3hrufW8qJe0tuiJ5pVEsRERESoBzOtRj3qotPPnFHA6vXYEruzWKOiSRIkstyCIiIiXE7Sc1o9th1Xjqy7ns2qOuFiJZUYIsIiJSQiQkGFce1YjVm3fw5cyVUYcjUmQpQRYRESlBjm9egxoVSjEybVHUoYgUWUqQRURESpCkxATO71SPL2auZMXG7VGHI1IkKUEWEREpYS5Mrc9eh7cmLI46FJEiSQmyiIhICdOoejm6NKrKyLRFGvJNJBNKkEVEREqgi1Lrs3DNVn6YtzbqUESKHCXIIiIiJdBpbWpToVSSHtYTyYQSZBERkRKoTEoiZ7Wvw5gpy9iwbVfU4YgUKUqQRURESqiLOtdnx+69fPDL0qhDESlSlCCLiIiUUG3qVqJpzfK8O3FJ1KGIFClKkEVEREooM+OcjnVJW7iOhWu2RB2OSJGhBFlERKQEO7t9Xczg3Z/ViiySTgmyiIhICVanchm6Nq7Guz8v0ZjIIiElyCIiIiXcuR3rsXDNVib+ti7qUESKBCXIIiIlmJklmtnPZvZBuFzVzD41s9nhZ5WYbfub2Rwzm2Vmp0QXteS3nq0PoUxyIm/rYT0RQAmyiEhJdyswI2b5HuBzd28KfB4uY2Ytgd5AK6AnMMjMEgs5Vikg5UslcUqrWnwweSk7du+JOhyRyEWSIJvZrWY21cymmdltYVmeWy3MrJOZTQnXDTQzi6A6IiLFkpnVA04Hnosp7gUMC+eHAWfHlL/u7jvcfT4wB+hSSKFKITi3Yz02bt/NFzNWRh2KSOQKPUE2s9bAtQQX1nbAGWbWlANrtRgM9AWahlPPQqyKiEhx9zjwJ2BvTFktd18GEH7WDMvrArHvJF4clu3DzPqaWZqZpa1atapAgpaC0e2w6tSsUIp3NJqFSCQtyIcDP7j7VnffDXwNnEMeWy3MrDZQ0d3HefDY7fCYfUREJBtmdgaw0t0n5HaXTMr2G/LA3Ye4e6q7p9aoUeOgYpTClZhgnN2hLl/OXMnaLTujDkckUlEkyFOBY8ysmpmVBU4D6pP3Vou64XzGchERyVk34CwzWwC8DpxgZi8DK8IGCMLP9Pvtiwmu1enqAXo/cZw5p0Nddu91vXpaSrxCT5DdfQbwMPAp8DEwGdidzS5ZtVrkqjUDdMtPRCQjd+/v7vXcvSFBN7Yv3P0yYDTQJ9ysDzAqnB8N9DazUmbWiKBb2/hCDlsK2OG1K3J47YoM+34B23bqYT0puSJ5SM/dn3f3ju5+DLAWmE3eWy0Wh/MZyzM7n275iYjkzkNADzObDfQIl3H3acBIYDpB40Y/d1cGFYfu7tmceau30P+dX/TiECmxohrFomb42QA4F3iNPLZahN0wNpnZkeHoFVfE7CMiIrnk7l+5+xnh/Bp3P9Hdm4afa2O2G+DuTdy9ubt/FF3EUpCOa16TO05qxnuTlvLi2AVRhyMSiaSIzvu2mVUDdhG0Qqwzs4eAkWZ2DfAbcAEErRZmlt5qsZt9Wy1uAF4CygAfhZOIiIgchH7HH8YvSzYwYMwMWtapyJGNq0UdkkihspJ2+yQ1NdXT0tKiDkNE5H/MbIK7p0YdR37T9bZ427R9F72eHsvGbbt4/+bu1K5UJuqQRA5abq+3epOeiIiI7KdC6WSGXN6JbTv3cP3LE/WGPSlRlCCLiIhIpg6rWYFHL2zP5EXruW/UtKjDESk0SpBFREQkSz1bH0K/45vw+k+LePXH36IOR6RQKEEWERGRbN3RoznHNKvBfaOnMvG3dVGHI1LglCCLiIhIthITjIG921O7UhlueHkCKzdtjzokkQKlBFlERERyVLlsCs9c1okN23Zx0ys/s2vP3qhDEikwSpBFREQkV1rWqcjD57Vl/IK1DPhwRtThiBSYqF4UIiIiIsVQr/Z1mbxoAy+MnU/bepU4t2O9qEMSyXdqQRYREZE86X9aC45sXJU/vzuFmcs3Rh2OSL5TgiwiIiJ5kpyYwMCLO1C+VDI3vjKRzTt2Rx2SSL5SgiwiIiJ5VrNCaQZe3J4Fq7fwl3en4O5RhySSb5Qgi4iIyAE5qkl1bj+pGaMmLeW18YuiDkck3yhBFhERkQPW7/jDOKZZDe5/fxpTl2yIOhyRfKEEWURERA5YQoLx2IXtqFo2hZtencjG7buiDknkoClBFhERkYNSrXwpnrykA4vWbeOet39Rf2Qp9pQgi4iIyEHr3LAqfzylOWOmLGf4uIVRhyNyUJQgi4iISL7oe3RjTmhRkwc/nM7kReujDkfkgClBFhERkXyRkGA8ekE7alYozU2vTWTn7r1RhyRyQJQgi4iISL6pUi6Fe884nEVrtzF+/tqowxE5IEqQRUREJF8d06wGKUkJfDFzZdShiBwQJcgiIiKSr8qmJHFk42p8OUsJshRPSpBFREQk353YoibzV29h/uotUYcikmdKkEVERCTftatfGYCxc1ZHG4jIAVCCLCIiIvlq+Ybt3PHGJMqmJNLp0CpRhyOSZ0qQJVPbd+2JOgQRKQRmlmhmP5vZB+Hy/Wa2xMwmhdNpMdv2N7M5ZjbLzE6JLmopypas38ZFQ8axctMOhl/dhcNrV4w6JJE8U4Is+/lh3hqOfeRLPVwhUjLcCszIUPaYu7cPpzEAZtYS6A20AnoCg8wssXBDlaJu0dqtXPTsONZu3snwa7qQ2rBq1CGJHBAlyLKfymWTqVwmhate/In7Rk1Va7JInDKzesDpwHO52LwX8Lq773D3+cAcoEtBxifFy8I1W+g95Ac2btvFK9ceQccG6lohxZcSZNlPi0MqMuqmblzTvRHDxi3kjCe/Y+qSDVGHJSL573HgT0DG153dZGa/mNkLZpae5dQFFsVsszgsE2Hbzj1cPOQHtuzczavXHknbepWjDknkoChBlkyVTk7k3jNa8vI1R7Bp+y7OGTSWwV/NZc9ejzo0EckHZnYGsNLdJ2RYNRhoArQHlgGPpu+SyWH2uyCYWV8zSzOztFWrVuVjxFKUJSYYyUkJlEtJon7VslGHI3LQIkmQzex2M5tmZlPN7DUzK21mVc3sUzObHX5Widk+0wdDzKyTmU0J1w00s8wu4HIQujetzse3HsNJh9fi4Y9ncsnQH1iyflvUYYnIwesGnGVmC4DXgRPM7GV3X+Hue9x9LzCU37tRLAbqx+xfD1ia8aDuPsTdU909tUaNGgVbAykyUpISeKJ3B1Zs3M5f3p2CuxpTpHgr9ATZzOoCtwCp7t4aSCR48OMe4HN3bwp8Hi7n9GDIYKAv0DScehZiVUqMKuVSGHRpR/59QTumLtlAz8e/YdSkJVGHJSIHwd37u3s9d29IcI39wt0vM7PaMZudA0wN50cDvc2slJk1Irjmji/UoKVIa1+/Mrf3aMYHvyzj7Yn6GyHFW1RdLJKAMmaWBJQlaIXoBQwL1w8Dzg7nM30wJLyIV3T3cR78qzo8Zh/JZ2bG+Z3q8dGtx9CsVgVufX0SN7/2M+u37ow6NBHJX/8K78z9AhwP3A7g7tOAkcB04GOgn7vrCV7Zx/XHNuGIRlX526ipLNAb9KQYK/QE2d2XAP8GfiPo37bB3T8Barn7snCbZUDNcJesHgypG85nLJcC1KBaWd7oeyR3ndyMj6Ys4+THvuErDQcnUqy5+1fufkY4f7m7t3H3tu5+Vvp1OVw3wN2buHtzd/8ouoilqEpMMB67qD3JiQnc8vrP7Nyd8flPkeIhii4WVQhahRsBdYByZnZZdrtkUubZlGd2Tj00ko+SEhO46YSmvNevG5XLJnPliz/x53ensGXH7qhDExGRiNWpXIaHzm3DL4s38Nhnv0YdjsgBiaKLxUnAfHdf5e67gHeAo4AV6X3fws/0ZsmsHgxZHM5nLN+PHhopGK3rVmL0Td3pe0xjXhv/G6c+8S1pC9ZGHZaIiETs1Da1ubhLfZ75ei7fz10ddTgieRZFgvwbcKSZlQ1HnTiR4C1Oo4E+4TZ9gFHhfKYPhoS3/TaZ2ZHhca6I2UcKSenkRP582uG8fu2ROM6Fz47joY9msmO3uiaKiJRk957RkkbVy3HHG5NZt0XPq0jxEkUf5B+Bt4CJwJQwhiHAQ0APM5sN9AiXc3ow5AaCN0DNAeYC6hMXkSMaV+OjW4/hos5Bi0Gvp8YyfenGqMMSEZGIlE1JYmDvDqzZsoN73vlFQ79JsWIl7Qc2NTXV09LSog4jrn0xcwV3vz2F9Vt3cttJzbjumMYkJeqdNCJZMbMJ7p4adRz5TddbARj6zTwGjJnBP89pwyVHNIg6HCnhcnu9VdYi+e6EFrX45LZjOLnlITzy31lc+Ow45mu4HxGREuma7o04uml1HvhgGnNWboo6HJFcUYIsBaJKuRSeuqQDT/Ruz5yVmzntiW8ZMW6BbrGJiJQwCQnGoxe0o2xKEje/NknPqEixoARZCoyZ0at9XT65/VhSG1bh3lHTuP2NSUqSRURKmJoVS/PI+W2ZsWwjj3w8K+pwRHKkBFkK3CGVSjP86i7cdlJT3pu0lKe+mBN1SCIiUshOPLwWV3Q9lOe+m8/Xv+qdBFK0KUGWQmFm3HpiU87tUJdHP/2Vj6cujzokEREpZH8+7XCa1SrPnSMns3rzjqjDEcmSEmQpNGbGP89tQ/v6lbn9jUkaBk5EpIQpnZzIwIs7sHH7Lv745mR1uZMiSwmyFKrSyYkMubwTlcokc+3wNLUgiIiUMC0OqchfTjucL2et4qXvF0QdjkimlCBLoatZsTRDr0hlzZYdXD9igp5oFhEpYa7oeigntKjJP8fMUH9kKZKUIEsk2tSrxL8vaEfawnXc+95U3WYTESlBzIzHe7enac0KXD9iAhMWro06JJF9KEGWyJzRtg63nHAYI9MW88LYBVGHIyIihahi6WSGXd2FWhVLcdWLPzFzuZ5LkaJDCbJE6raTmnFKq1oM+HA64+auiTocEREpRDUqlGLENUdQJiWRy58fz29rtkYdkgigBFkilpBg/OfC9tSsUJpnv5kbdTgiIlLI6lcty4hrjmDXnr1c9vyPrNy4PeqQRJQgS/TKlUriwtR6fP3rKpau3xZ1OCIiUsia1arAi1d2ZvXmHVzxwng2bN0VdUhSwilBliLhgtT6ALyZtjjiSEREJAodGlTh2cs7MXfVZq4e9hPbdmqEI4mOEmQpEupXLUv3w6ozMm0Re/ZqRAuR3DKzrmb2tJn9YmarzOw3MxtjZv3MrFLU8YnkxdFNa/BE7w78/Ns6bnhlAjt37406JCmhlCBLkXFR5/osWb+NsXNWRx2KSLFgZh8BfwD+C/QEagMtgb8CpYFRZnZWdBGK5N1pbWoz4Jw2fDVrFXe9OZm9ajSRCCRFHYBIuh4ta1GlbDJv/LSIY5rViDockeLgcnfP+B/lZmBiOD1qZtULPyyRg3Nxlwas37qLhz+eSaUyyTzQqxVmFnVYUoKoBVmKjFJJiZzbsR6fTF/OGr2CWiRH7r7azBLN7LPstinMmETyyw3HNeG6Yxoz4oeFPPbpr1GHIyWMEmQpUi7qXJ9de5x3f14SdSgixYK77wG2qr+xxKN7Tm3BRan1GfjFHF74bn7U4UgJoi4WUqQ0q1WBjg0q8/pPi7imeyPdUhPJne3AFDP7FNiSXujut0QXksjBMzMGnNOaDdt28cAH06lUJpnzOtWLOiwpAdSCLEVO784NmLNyMxN/Wx91KCLFxYfAvcA3wISYSaTYS0pM4ImL29PtsGr86e1f+HT6iqhDkhJACbIUOae1rU3ZlETeTFsUdSgixYK7D8tsymk/M1tgZlPMbJKZpYVlVc3sUzObHX5Widm+v5nNMbNZZnZKQdZJJFappESevTyV1nUq0u/Vifwwb03UIUmcU4IsRU75Ukmc3qY2709eytadu6MOR6TIM7OmZvaWmU03s3npUy53P97d27t7arh8D/C5uzcFPg+XMbOWQG+gFcGQcoPMLDGfqyKSpfKlknjpqi40qFqWPwxLY+qSDVGHJHFMCbIUSRd2rs+WnXsYM2V51KGIFAcvAoOB3cDxwHBgxAEeqxeQ3vo8DDg7pvx1d9/h7vOBOUCXAw1Y5EBUKZfCiGu6UKlMMn1eGM+8VZujDkniVI4Jst7SJFFIPbQKjaqXUzcLkdwp4+6fA+buC939fuCEXOznwCdmNsHM+oZltdx9GUD4WTMsrwvE/kIuDstEClXtSmUYcU3wv9nlz49n6fptEUck8SjbBFlvaZKomBnnd6rHj/PXsmD1lpx3ECnZtptZAjDbzG4ys3P4PbHNTjd37wicCvQzs2Oy2TazIWX2e8WZmfU1szQzS1u1alWughfJq8Y1yjPs6i5s2LaLy5//kbVbdkYdksSZnFqQL3f3a9x9tLsvdffd7r7Z3Se6+6PufhzwfSHEKSXQeR3rkWDw1oTFUYciUtTdBpQFbgE6AZcDfXLayd2Xhp8rgXcJukysMLPaAOHnynDzxUD9mN3rAUszOeYQd09199QaNfRGTCk4retW4rk+qSxet40rXxzP5h16ZkXyT7YJcsY3MJlZxfAJ56pmVjWzbUTyyyGVSnNssxq8NWExe/bu11AlIiF3/8ndNwMbgVvc/Vx3/yG7fcysnJlVSJ8HTgamAqP5PbnuA4wK50cDvc2slJk1ApoC4/O/NiK5d2Tjajx9SUemLd1I3+Fp7Ni9J+qQJE7k6iE9M7vOzFYAv/D7+JppBRmYCMAFqfVZvnE7387WrVqRrJhZqplNIbhGTzGzyWbWKYfdagHfmdlkgkT3Q3f/GHgI6GFms4Ee4TLuPg0YCUwHPgb6hW/xE4nUSS1r8cj5bfl+7hpufW0Su/fsjTokiQO5HcXiLqCVuzd090bh1PhATmhmzcMxN9OnjWZ224GMvWlmncIxPOeY2UDTa9fizomH16RK2WTeTFM3C5FsvADcGF6jGwL9CEa2yJK7z3P3duHUyt0HhOVr3P1Ed28afq6N2WeAuzdx9+bu/lFBVkgkL87tWI+/ndGSj6ct5y/vTsVddx3l4OQ2QZ4LbM2PE7r7rHDMzfYEfeW2EvR9O5CxNwcDfQlu9TUN10scKZWUyNkd6vLp9BWs00MYIlnZ5O7fpi+4+3fApgjjESl0V3dvxC0nHMYbaYt46KOZUYcjxVxuE+T+wPdm9mzYUjvQzAbmw/lPBOa6+0LyOPZm+PBIRXcf58G/isNj9pE4ckGn+uzcs5c3J2jIN5FYZtbRzDoC48Pr83FmdqyZDQK+ijg8kUJ3e49mXNH1UJ79Zh6Dv5obdThSjCXlcrtngS+AKUB+du7pDbwWzu8z9qaZxY69GfuwSfrYm7vC+YzlEmda1qnI0U2r8+9PfqVjgyqkNqwadUgiRcWjGZbvi5nXPWYpccyM+89sxfqtu3j445lULpvMxV0aRB2WFEO5TZB3u/sd+XliM0sBziJonc5200zKPJvyzM7Vl6ArBg0a6BelOBrYuwPnDv6ea4en8e6N3WhYvVzUIYlEzt2PjzoGkaImIcF49MJ2bNy+i7+8O4VKZZI5rU3tqMOSYia3XSy+DAd/r51xmLeDcCow0d1XhMt5HXtzcTifsXw/Gpez+KtSLoUXr+wMwFUv/aT+yCIxzKyymd1iZv/J525wIsVScmICgy/tRMcGVbj19Z/5+leNhCR5k9sE+RLCfsjk3zBvF/N79wrI49ibYXeMTWZ2ZDh6xRUx+0gcali9HEOvSGXJum1cN2KCxrsU+d0YoCFBN7gJMZNIiVUmJZHnr+xM05oV6Ds8je/n6rUNknu5SpBjhnaLnQ5omDcAMytLML7mOzHFBzL25g3AcwQP7s0FNOxQnEttWJV/X9iO8QvWcvdbv2goH5FAaXe/w91fdPdh6VPUQYlErVKZZEZc04VDq5XlmpfS+GnB2px3EiGHBNnMuuewvqKZtc7rSd19q7tXc/cNMWV5HnvT3dPcvXW47iZXtlQinNWuDn88pTnvTVrKY5/NjjockaJghJldm8/d4ETiQrXypXj5D0dQu1JprnrxJ37+bV3UIUkxkFML8nlm9r2Z/c3MTjezLmZ2jJldbWYjgA+AMoUQp8g+bjyuCRem1mPg57N5e4JeIiIl3k7gEWAcetupyH5qVijNq9ceSdVyKVzxwnimLtmQ805SomWbILv77cDpwDLgAuAfwB0E/YCfdfdj3P2nAo9SJAMzY8A5beh2WDXueecXxs1dE3VIIlG6AzgsP952KhKvDqlUmlevPYKKpZO57Pkfmbl8Y9QhSRGWYx9kd1/n7kPd/Up3P8Xdz3b3/uGbmkQik5yYwKBLO3FotXJcNyKNOSs3Rx2SSFSmkU9vOxWJZ/WqlOXVa4+gdFIilw79kTkr9cJJyVxuR7EQKZIqlUnmxSs7k5KUwFUvjWfN5h1RhyQShT3ApAJ426lI3Dm0WjleufYIzIxLhv7I/NVbog5JiiAlyFLs1a9aluf6dGblxh38YXga23dp+Dcpcd4DBrDvUJwa5k0kC01qlOfVa49g917nkqE/sGitbsDIvpQgS1xoX78yT/Ruz6RF67lz5GT27tWAJlJyxA7tpmHeRHKnWa0KvHzNEWzduYeLh/7A0vXbog5JipBcJchmVtbM7jWzoeFyUzM7o2BDE8mbnq1rc0/PFnw4ZRmPf/Zr1OGIFDgze9/MzjSz5EzWNTazB8zs6ihiEykOWtapyIhrurBh6y4uGfoDKzdujzokKSJy24L8IrAD6BouLwYeLJCIRA5C32Mac1FqfQZ+MYd3f9bwbxL3rgWOBmaa2U9mNsbMvjCz+cCzwAR3fyHaEEWKtrb1KvPS1V1YuWkHlzz3I6v1LIuQ+wS5ibv/C9gF4O7bACuwqEQOkJnxj7Nb07VxNe5+awppemuSxDF3X+7uf3L3Juw7FGcrd+/h7qOijVCkeOh0aBVevLIzi9dt5bLnfmTdlp1RhyQRy22CvNPMygAOYGZNCFqURYqclKQEBl/WkbpVytB3xAR+W6OHLyT+ufsCdx/n7pPcXT/0Inl0RONqPHdFZ+at3sLlL/zIhm27og5JIpTbBPk+4GOgvpm9AnwO/KnAohI5SJXLpvB8n1T27HWuHvYTG7frQiciItnr3rQ6z17WiVnLN9HnhfFs0t+OEitXCbK7fwqcC1wJvAakuvtXBReWyMFrXKM8gy/ryILVW+j3ykR279kbdUgiIlLEHd+iJk9f0pGpSzZw9Us/sXXn7qhDkghkmyCbWcf0CTiU4JXTS4EGYZlIkXZUk+oMOKc1385ezf3vT8Ndw79JfDKzMmbWPOo4ROLBya0O4YneHZiwcB1/GKbx9UuipBzWPxp+lgZSgckED+e1BX4EuhdcaCL546LODZi3agvPfjOPpjUr0OeohlGHJJKvzOxM4N9ACtDIzNoDD7j7WZEGJlKMnd62Njv3tOOOkZPpO2ICQ6/oRKmkxKjDkkKSbQuyux/v7scDC4GO7p7q7p2ADsCcwghQJD/c3bMFxzSrwb8/mcXO3epqIXHnfqALsB7A3ScBDSOLRiROnNOhHg+f25Zvfl1Fv1cm6u9HCZLbh/RauPuU9AV3nwq0L5CIRApAQoJx1VEN2bR9N9/NWRV1OCL5bbe7b4g6CJF4dGHn+vzj7NZ8NmMlt77+s55nKSFymyDPMLPnzOw4Mzs2fKPejIIMTCS/dTusOhVLJ/HBL8uiDkUkv001s0uAxPBNp08C30cdlEi8uPzIQ7n3jJZ8NHU5d4yczJ69ep4l3uU2Qb4KmAbcCtwGTA/LRIqNlKQETm51CJ9OX8GO3XrgQuLKzUArgvHpXwU2EFyrRSSfXNO9EXf3bMHoyUu5++1f2KskOa7l9JAeAO6+HXgsnESKpb17naQEY9P23UxdspFOh1aJOiSRg2ZmicBodz8J+EvU8YjEsxuOa8KO3Xt4/LPZpCQlMODs1pjpxcLxKFcJspnNJ3yLXix3b5zvEYkUgG0793DHyEl8NHU5F3epT7t6laIOSSRfuPseM9tqZpXy2g/ZzBYAm4A9BP2YU83sfuBaIL2z/p/dfUy4fX/gmnD7W9z9v/lUDZFi49YTm7Jz914GfTWXlMQE7juzpZLkOJSrBJlgiLd0pYELgKr5H45I/luxcTt/GJbG1KUb+Ovph3NN90a6mEm82Q5MMbNPgS3phe5+Sy72Pd7dV2coe8zd/x1bYGYtgd4EXTnqAJ+ZWTN3V38lKVHMjD+e0pwdu/fy/HfzqVgmmTt6NIs6LMlnue1isSZD0eNm9h3wt/wPSST/TF2ygT8MS2PT9l08d0UqJx5eK+qQRArCh+FUkHoBr7v7DmC+mc0hGFpuXAGfV6TIMTP+evrhbNq+i4Gfz6ZmhVJcduShUYcl+Si3XSxi35qXQNCiXKFAIhLJJ7OWb+KCZ8ZRtVwKb91wFIfXrhh1SCIFwt2HHeiuwCdm5sCz7j4kLL/JzK4A0oA73X0dUBf4IWbfxWHZPsysL9AXoEGDBgcYlkjRZ2b885w2rNm8k3tHTaV6+RR6tq4ddViST3I7isWjMdP/AR2BCwsqKJH8UDYlkcQEo0LpJOpVKRN1OCIFxszmm9m8jFMudu3m7h2BU4F+ZnYMMBhoQjDW/TJ+f6NqZv2SMns2ZUj4UqnUGjVqHFB9RIqLpMQEnrqkIx3qV+aW1yfxw7yMN9yluMptgnxN+lv13L2Hu/cFdhZkYCIHq37Vsgy+rCNzVm6m36s/s0uDu0v8SgU6h9PRwEDg5Zx2cvel4edK4F2gi7uvcPc97r4XGErQjQKCFuP6MbvXA5bmWw1EiqkyKYk836czDaqW5drhacxcvjHqkCQf5DZBfiuXZSJFytFNazDgnNZ88+sq/jZqKu4at1Lij7uviZmWuPvjwAnZ7WNm5cysQvo8cDLBC0di7xGfA0wN50cDvc2slJk1ApoC4/O7LiLFUZVyKQy7ugvlUpK44vnxLFq7NeqQ5CBl2wfZzFoQPLFcyczOjVlVkWA0C5Ei76LODVi0dhtPfTmH+lXLcuNxh0Udkki+OsDnRGoB74YjuiQBr7r7x2Y2wszaE3SfWABcB+Du08xsJMGLonYD/TSChcjv6lYuw7Cru3DBM9/T54XxvHXDUVQtlxJ1WHKAcnpIrzlwBlAZODOmfBPBOJkixcKdJzdj0bqt/OvjWdSrUpaz2tWJOiSR/PRozPxugsQ22+dE3H0e0C6T8suz2WcAMODAQhSJf80PqcBzfTpz2fM/ctVLP/HatUdQNiW3I+pKUZLtd83dRwGjzKyru2soHym2zIx/nd+WZRu2c9fIydSuVJrODTWUt8QHdz8+6hhEJNClUVWevLgDN7w8gRtfmcjQK1JJTsxtj1YpKrL9jpnZn8LZS8xsYMbpQE9qZpXN7C0zm2lmM8ysq5lVNbNPzWx2+FklZvv+ZjbHzGaZ2Skx5Z3MbEq4bqDp7Q+SjVJJiQy5vBP1qpbh2uFpzFu1OeqQRPKFmd1qZhUt8JyZTTSzk6OOS6SkOqXVITx4dhu+mrWKe96eoudfiqGc/qWZEX6mARMymQ7UE8DH7t6C4BbfDOAe4HN3bwp8Hi5nfHtTT2CQmSWGxxlMMN5m03DqeRAxSQlQuWwKL13ZhUQzrnzxJ9Zs3hF1SCL54Wp330jwoF1N4CrgoWhDEinZLjmiAbed1JS3Jy7m4Y9nRR2O5FG2CbK7vx/ObnX3YbETcECPaJpZReAY4PnwHDvdfT3BW5rSB7sfBpwdzv/v7U3uPh+YA3QJn7Su6O7jPPjXbHjMPiJZalCtLM/1SQ1eQT08je279JyRFHvpd89OA15098lkPm6xiBSiW09syqVHNOCZr+fywnfzow5H8iC3nWL657IsNxoDq4AXzezn8HZgOaCWuy8DCD9rhtvXBRbF7J/+9qa64XzG8v2YWV8zSzOztFWrVh1g2BJPOjSowhO92zNp0Xpuf2MSe/fq9pcUaxPM7BOCBPm/4fBtGvhbJGJmxgO9WtOz1SE88MF0Rk/W0OHFRU59kE81syeBuhn6H79E8KT0gUgieBPfYHfvAGwh7E6RVRiZlHk25fsX6s1OkomerWvzl9MO56Opy3no45lRhyNyMK4huI52dvetQDJBNwsRiVhigvF47/Z0aVSVO0dO4rvZq6MOSXIhpxbkpQR9jbezb9/j0cAp2eyXncXAYnf/MVx+iyBhXpE+QH34uTJm+8ze3rQ4nM9YLpJr13RvRJ+uhzLkm3mMGLcg6nBEDlRXYJa7rzezy4C/AhsijklEQqWTExl6RSpNapTnuhFpTF2iX8+iLqc+yJPd/SWgSYY+yO+4+7oDOaG7LwcWmVnzsOhEgoHnRwN9wrI+wKhwPtO3N4XdMDaZ2ZHh6BVXxOwjkitmxt/ObMVJh9fkvtHT+HzGiqhDEjkQg4GtZtYO+BOwkOC5DBEpIiqVSWbY1V2oXDaFK18cz8I1W6IOSbKRUxeLKWb2CzDRzH6JmdLLD9TNwCvhMdoD/yR44rqHmc0GeoTLuPs0IP3tTR+z79ubbgCeI3hwby7w0UHEJCVUYoIx8OIOtKpTiZte/Zkpi/WfvRQ7u8OHlXsBT7j7E+T8Jj0RKWS1KpZm2NVd2LPXufz58azapJGUiirLbmw+Mzs0u53dfWG+R1TAUlNTPS0tLeowpAhauWk75zz9PRu372LwpZ3o3rR61CFJCWFmE9w99SD2/5qgAeFq4GiCB6EnuXubfArxgOh6K5K5ib+t45KhP3BYzfK83rcr5UvpbXuFJbfX25y6WCzMbCLo7/un7PYVKW5qVijNyOu7UrdyGfq8OJ7Xxv8WdUgiuXURsINgPOTlBCP6PBJtSCKSlY4NqjDo0o7MWLaJ60dMYOduDTpT1OT63Ydm1t7M/mVmC4AHAT32L3GnbuUyvHl9V7ofVp3+70zh/8bM0BBwUuSFSfHbQKmwaDXwbnQRiUhOTmhRi4fObcN3c1Zz15uT9bemiMm2Td/MmhG8xe5iYA3wBkG3jOMLITaRSFQonczzfVK5//1pPPvNPBas2cLjF3WgTEpizjuLRMDMriV4q2hVoAlBC/IzBA9Bi0gRdUFqfVZt3sG/Pp5F9fKluPeMwwnGHZCo5dSCPJPgAnumu3d39ycBvXZM4l5SYgL/6NWae89oySfTV3DRkHGs3Lg96rBEstIP6AZsBHD32fz+siURKcJuOLYJV3VryAtj5/PsN/OiDkdCOSXI5wHLgS/NbKiZnYheXyolhJlxTfdGDL08lTkrN3P202OZsWxj1GGJZGaHu+9MXzCzJLJ4cZKIFC1mxr2nt+TMdnV46KOZvDVhcc47SYHL6SG9d939IqAF8BVwO1DLzAab2cmFEJ9I5E5qWYuR13VljzsXPDOOL2etzHknkcL1tZn9GShjZj2AN4H3I45JRHIpIcH49wVt6XZYNe5++xf9nSkCcvWQnrtvcfdX3P0MghEsJpH966FF4krrupUY1a87h1YryzUv/cRwvXVPipa7CYZ2mwJcB4wheJueiBQTpZISeeayTjSvVYHb35ikbn0Ry/UoFuncfa27P+vuJxREQCJF1SGVSjPyuq6c0KImfxs1jb+/P409eupYImZmCcAUdx/q7he4+/nhvH44RYqZCqWTefKSDmzbuYf+70xBv8bRyXOCLFKSlSuVxLOXp3J1t0a8OHYBfYensWXH7qjDkhLM3fcCk82sQdSxiMjBa1KjPH/q2YLPZ67kTfVHjowSZJE8Skww/nZmS/7RqxVfzlrJBc+MY9mGbVGHJSVbbWCamX1uZqPTp6iDEpEDc9VRDTmiUVUeeH86S9br70sUlCCLHKDLuzbkhSs789varZz99FimLtkQdUhScv0dOAN4AHg0ZhKRYih4aK8de925+61f9BKRCChBFjkIxzWvyVs3dCUpIYELnhnHp9NXRB2SlCBmVtrMbgMuIBhtaKy7f50+RRudiByM+lXL8tfTW/LdnNW88uPCqMMpcZQgixykFodU5N1+R9GsVnn6jkjjuW/n6cEKKSzDgFSC0StORa3GInHl4i71OaZZDf45ZiYLVm+JOpwSRQmySD6oWaE0r/ftSs9Wh/DghzO4d9RUdu/ZG3VYEv9auvtl7v4scD5wdNQBiUj+MTMePq8NSYnGXW9O1shJhUgJskg+KZOSyNOXdOT6Y5vw8g+/cfWwNDZt3xV1WBLf/vcD5u4aTkUkDtWuVIa/n9WKtIXreOG7+VGHU2IoQRbJRwkJxj2ntuChc9vw/ZzVnD94HIvXbY06LIlf7cxsYzhtAtqmz5uZ3osuEifO6VCXk1vW4pFPZjF7xaaowykRlCCLFIDeXRrw0lVdWLphG2c//T2TFq2POiSJQ+6e6O4Vw6mCuyfFzFfMaX8zq2xmb5nZTDObYWZdzayqmX1qZrPDzyox2/c3szlmNsvMTinY2olIOjNjwDltKF8qiTvfnMwudeErcEqQRQpI96bVeffGoyiTkkDvIeP4aMqyqEMSyegJ4GN3bwG0A2YA9wCfu3tT4PNwGTNrCfQGWgE9gUFmlhhJ1CIlUI0KpXjw7Nb8sngDg7+aG3U4cU8JskgBOqxmBd69sRsta1fkhlcm8szXczXChRQJZlYROAZ4HsDdd7r7eqAXwegYhJ9nh/O9gNfdfYe7zwfmAF0KM2aRku60NrU5q10dBn4+W2PvFzAlyCIFrHr5Urx67ZGc2a4OD300k3venqLbY1IUNAZWAS+a2c9m9pyZlQNqufsygPCzZrh9XWBRzP6LwzIRKUQP9GpFlXIp3PXmZHbs3hN1OHFLCbJIISidnMgTF7XnlhMO4420RfR5YTzrtuyMOiwp2ZKAjsBgd+8AbCHsTpEFy6Rsv9shZtbXzNLMLG3VqlX5E6mI/E/lsik8fF4bZi7fxBOfzY46nLilBFmkkCQkGHec3JxHL2hH2oJ1nPHkd3p4T6K0GFjs7j+Gy28RJMwrzKw2QPi5Mmb7+jH71wOWZjyouw9x91R3T61Ro0aBBS9Skp3QohYXptbjma/nMvG3dVGHE5eUIIsUsvM61eOtG7oCcMEz3zNi3AL1S5ZC5+7LgUVm1jwsOhGYDowG+oRlfYBR4fxooLeZlTKzRkBTYHwhhiwiMe49oyW1K5XhrpGT2bZTXS3ymxJkkQi0rVeZD2/pTrfDqnPvqGnc/sYktu7Uex6k0N0MvGJmvwDtgX8CDwE9zGw20CNcxt2nASMJkuiPgX7urr/KIhGpUDqZf53flnmrt/DwxzOjDifuJEUdgEhJVblsCi/06czTX87hP5/9yvRlGxl8WSea1CgfdWhSQrj7JCA1k1UnZrH9AGBAQcYkIrnX7bDqXNWtIS+OXUCXRlU5rU3tqEOKG2pBFolQQoJx84lNGXH1EazevJOznvyOMRovWUREcqn/qYfToUFl/vjmZOas3Bx1OHFDCbJIEdC9aXU+vKU7zQ+pwI2vTOSB96drKDgREclRSlICgy7tSKnkRG54eQJbdqi7Xn5QgixSRNSuVIbX+3blyqMa8sLY+fQe8gPLN2yPOiwRESnialcqw5MXd2Duqs30f2eKHvzOB0qQRYqQlKQE7j+rFU9e3IEZyzZy+sBvGTtnddRhiYhIEdftsOrceXJzRk9eyrDvF0QdTrEXSYJsZgvMbIqZTTKztLCsqpl9amazw88qMdv3N7M5ZjbLzE6JKe8UHmeOmQ00s8wGshcpds5sV4fRN3WjSrkULn/+R57+cg5796pFQEREsnbDsU046fCaPPjhDCYs1PjIByPKFuTj3b29u6c/QX0P8Lm7NwU+D5cxs5ZAb6AV0BMYZGaJ4T6Dgb4E43E2DdeLxIXDalZgVL9unNG2Do/8dxbXDk9jw9ZdUYclIiJFVEKC8egF7alTuQz9XpnI6s07og6p2CpKXSx6AcPC+WHA2THlr7v7DnefD8wBuoRveKro7uM86GwzPGYfkbhQrlQST/Ruz9/PasU3s1dxxlPfMnXJhqjDEhGRIqpS2WQGX9aRdVt3cvOrP7NbD3wfkKgSZAc+MbMJZtY3LKvl7ssAws+aYXldYFHMvovDsrrhfMby/ZhZXzNLM7O0VatW5WM1RAqemdHnqIaMvK4re/Y45w7+ntfG/6aHMEREJFOt6lTiwbNbM27eGv7z6a9Rh1MsRZUgd3P3jsCpQD8zOyabbTPrV+zZlO9f6D7E3VPdPbVGjRp5j1akCOjQoAof3HI0RzSqSv93pnDXm7/o9aIiIpKpC1Lrc3GX+gz6ai6fTFsedTjFTiQJsrsvDT9XAu8CXYAVYbcJws+V4eaLgfoxu9cDlobl9TIpF4lbVcul8NJVXbjlxKa88/Nizhk0lgWrt0QdloiIFEH3ndmKNnUrceebk/W3Io8KPUE2s3JmViF9HjgZmAqMBvqEm/UBRoXzo4HeZlbKzBoRPIw3PuyGscnMjgxHr7giZh+RuJWYYNzRoxkvXtmZ5Ru3c+aT3/FftQ6IiEgGpZMTGXRpRxLMuP7lCbrrmAdRtCDXAr4zs8nAeOBDd/8YeAjoYWazgR7hMu4+DRgJTAc+Bvq5e/p3+AbgOYIH9+YCHxVmRUSidFzzmnxwc3ca1SjHdSMm8M8xM/QwhoiI7KN+1bI83rs9s1Zs4q/vTdXzK7mUVNgndPd5QLtMytcAJ2axzwBgQCblaUDr/I5RpLioV6Usb17flX98MJ0h38xj0qL1PHVxB2pWLB11aCIiUkQc37wmt5zQlCc+n02nQ6twyRENog6pyCtKw7yJyAEolZTIg2e34fGL2jNl8QZOf/I7flqwNuqwRESkCLnlxKYc06wG94+exuRF66MOp8hTgiwSJ87uUJf3+nWjXEoiFw/5gWHfL9CtNBERAYLnV564qD01KpTixlcmsm7LzqhDKtKUIIvEkeaHVGDUTd05tlkN7hs9jTtHTmb7Lj2UISIiUKVcCoMu7ciqTTu49Y1J7NmrRpSsKEEWiTOVyiQz9IpUbj+pGe9OWsJ5g79n0dqtUYclIiJFQLv6lbnvrJZ88+sqBn4+O+pwiiwlyCJxKCHBuPWkpjzfJ5Xf1m7lzKe+49vZeoukiIjAJV0acF7Hegz8YjZfzlqZ8w4lkBJkkTh2QotavH9Td2pVKE2fF8Yz6Ks56pcsIlLCmRkPnt2a5rUqcPsbk3SXMRNKkEXiXMPq5XjnxqM4rU1t/vXxLG58ZSKbd+yOOiwREYlQmZREnrmsE3v2Oje+MlHPq2SgBFmkBChXKoknL+7AX047nP9OW87ZT49l7qrNUYclIiIRali9HI9e0I4pSzbw9/enRx1OkaIEWaSEMDOuPaYxL19zBGu37KTXU2P1imoRkRLu5FaHcMNxTXht/G+8mbYo6nCKDCXIIiXMUYdV5/2bu9M4fEX1v/87S0P9iIiUYHf2aEbXxtX463tTmbpkQ9ThFAlKkEVKoLqVyzDyuq5cmFqPp76cw9Uv/cT6rRo0XkSkJEpKTODJSzpQrVwKfYensWrTjqhDipwSZJESqnRyIg+f15YB57Tm+7mrOeupsUxfujHqsEREJALVy5diyBWprN26kxtensDO3XujDilSSpBFSjAz49IjDuWN67qyY/cezh08llGTlkQdloiIRKB13Uo8cn470hau42+jppboYUGVIIsIHRtU4f2bu9O2bmVufX0SD7w/nV17SnbrQUlgZpXN7C0zm2lmM8ysq5ndb2ZLzGxSOJ0Ws31/M5tjZrPM7JQoYxeRgnFmuzr0O74Jr/+0iOHjFkYdTmSUIIsIADUrlOaVa4/gyqMa8sLY+Vz23I/qhxb/ngA+dvcWQDtgRlj+mLu3D6cxAGbWEugNtAJ6AoPMLDGKoEWkYN3ZozknHV6TBz6YzvdzVkcdTiSUIIvI/yQnJnD/Wa147KJ2TF68njOf/I6ff1sXdVhSAMysInAM8DyAu+909/XZ7NILeN3dd7j7fGAO0KXAAxWRQpeQYDx2UXsaVy/Hja9O5Lc1Je9Ne0qQRWQ/53Sox9s3HEVSonHRsz/w6o+/RR2S5L/GwCrgRTP72cyeM7Ny4bqbzOwXM3vBzKqEZXWB2EFSF4dlIhKHKpROZugVqbjDH4b/VOLewKoEWUQy1apOJT64uTtHNK7Kn9+dwoAPp5foBzbiUBLQERjs7h2ALcA9wGCgCdAeWAY8Gm5vmRxjvx8IM+trZmlmlrZq1aqCiFtECknD6uV4+pKOzF21hdvfmMTeEjRmvhJkEclS5bIpvHRVF67oeihDv53P/300U0ly/FgMLHb3H8Plt4CO7r7C3fe4+15gKL93o1gM1I/Zvx6wNONB3X2Iu6e6e2qNGjUKMHwRKQzdm1bnL6cdzqfTV/DYZ79GHU6hSYo6ABEp2hITjL+f1Qp3GPLNPBLMuLtnc8wya1CU4sLdl5vZIjNr7u6zgBOB6WZW292XhZudA0wN50cDr5rZf4A6QFNgfKEHLiKF7qpuDZm5fCNPfjGHFodU5PS2taMOqcApQRaRHJkFSfIed575ei6JCXDXyUqS48DNwCtmlgLMA64CBppZe4LuEwuA6wDcfZqZjQSmA7uBfu6+J4qgRaRwmRn/OLs1c1dt4a43J9Owella1akUdVgFSgmyiORKQoLxYK/WuDtPfzmXRDPuOLl51GHJQXD3SUBqhuLLs9l+ADCgIGMSkaKpVFIigy/rSK+nxtJ3+ARG3dSN6uVLRR1WgVEfZBHJtYQEY8DZbbgotT4Dv5jD4yWoP5qISElXs0JphlyeyurNO+L+ddRKkEUkTxISjP87tw3nd6rH45/NZuDns6MOSURECkmbepX41/lt+WnBOu4bPS1uH9xWFwsRybOEBOPh89qyd6/zn09/JTHB6Hf8YVGHJSIihaBX+7rMXL6JwV/NpWXtClzetWHUIeU7JcgickASE4xHLmjHXnce+e8sEsy44bgmUYclIiKF4K6Tm/Pr8k3c//50mtQsz1FNqkcdUr5SFwsROWCJCcajF7bnrHZ1ePjjmQz5Zm7UIYmISCFITDAe792eRtXL0e+ViSxaG1+vo1aCLCIHJTHB+M+F7TijbW3+OWYmz307L+qQRESkEKS/jnrPXucPw9Li6nXUkSXIZpZoZj+b2QfhclUz+9TMZoefVWK27W9mc8xslpmdElPeycymhOsGmgZlFYlEUmICj1/UntPb1ObBD2fwwnfzow5JREQKQaPq5Xj60o7MXrmJO+LoddRRtiDfCsyIWb4H+NzdmwKfh8uYWUugN9AK6AkMMrPEcJ/BQF+CNzo1DdeLSASSEhN4vHd7Tm19CA98MJ1nvp4bt083i4jI745uWoO/nN6ST6av4PE4GdkokgTZzOoBpwPPxRT3AoaF88OAs2PKX3f3He4+H5gDdDGz2kBFdx/nwV/h4TH7iEgEkhMTGHhxB05vW5uHPprJn9+dwq498TtOpoiIBK7u1pDzO9Vj4OezGTNlWc47FHFRjWLxOPAnoEJMWS13Xwbg7svMrGZYXhf4IWa7xWHZrnA+Y7mIRCg5MYEne3egYbWyPP3lXH5bu5VBl3aiUpnkqEMTEZECYmYMOKc181Zt5s6Rk2lQtSyt6xbf11EXeguymZ0BrHT3CbndJZMyz6Y8s3P2NbM0M0tbtWpVLk8rIgcqIcH44ykteOT8toyfv5ZzB43ltzXx9YSziIjsq1RSIs9c3onKZZO5dngaKzdtjzqkAxZFF4tuwFlmtgB4HTjBzF4GVoTdJgg/V4bbLwbqx+xfD1galtfLpHw/7j7E3VPdPbVGjRr5WRcRycYFqfUZcc0RrN68k7MHjSVtwdqoQxIRkQJUs0Jphl6Ryvqtu+g7fALbd+2JOqQDUugJsrv3d/d67t6Q4OG7L9z9MmA00CfcrA8wKpwfDfQ2s1Jm1ojgYbzxYXeMTWZ2ZDh6xRUx+4hIEXFk42q8e+NRVCqTzCVDf2TUpCVRhyQiIgWodd1KPHZROyYtWs89b/9SLB/YLkrjID8E9DCz2UCPcBl3nwaMBKYDHwP93D3935EbCB70mwPMBT4q7KBFJGeNa5TnnRuOon2Dytz6+iQe/+zXYnnBFBGR3OnZujZ3ndyM9yYtZdBXxe8lUpG+atrdvwK+CufXACdmsd0AYEAm5WlA64KLUETyS5VyKbx8zRH0f2cKj382m/mrt/DweW0pnZyY884iIlLs9Dv+MGav3Mwj/51Fkxrl6dn6kKhDyrWi1IIsInEuJSmBf1/Qlj+e0pxRk5Zy2XM/smbzjqjDEhGRAmBmPHxeW9rVr8ztb0xi2tINUYeUa0qQRaRQmRn9jj+Mpy/pyJQlGzhn0PfMWbk56rBERKQAlE5OZGj6yBbDis/IFkqQRSQSp7etzet9j2Trzj2cM2gsY+esjjokEREpADUrBiNbrN26k+tGFI+RLZQgi0hkOjSownv9jqJOpTL0eWE8r43/LeqQRESkALSuW4nHLmzPz7+tp/87U4r8g9pKkEUkUvWqlOWtG7rS7bDq9H9nCv83ZgZ79xbtC6eIiOTdqW1qc0ePZrz78xIGf120R7ZQgiwikatQOpnn+6RyRddDefabeVz/8gS27twddVgiIpLPbj7hMM5sV4dH/juLT6YtjzqcLClBFpEiISkxgQd6teb+M1vy2YwVXPjsOFZsLB4Pc4iISO6YGY+c35a2dStx2xuTmL50Y9QhZUoJsogUKVd2a8RzfVKZv2oLvZ4aW6yGBRIRkZyVTk5kyBWpVCydzLXD01i1qegN96kEWUSKnBNa1OLN64/CDM4fPI7Rk5dGHZKIiOSjWhVL81yfVNZs2cH1Lxe9kS2UIItIkdSyTkVG9etGqzoVueW1n/n7+9PYtWdv1GGJiEg+aV23Ev+5sD0TFq7jz0VsZAslyCJSZNWsWJrX+h7J1d0a8eLYBVw85Af1SxYRiSOntanN7Sc1Y9TkpUwrQv2RlSCLSJGWnJjA385syZMXd2D6so2cPvA7fpi3JuqwREQkn9xy4mG8f1N3WtetFHUo/6MEWUSKhTPb1WFUv25ULJPEpc/9yNBv5hWp23HFjZk1N7NJMdNGM7vNzKqa2admNjv8rBKzT38zm2Nms8zslCjjF5H4YWa0rFMx6jD2oQRZRIqNprUqMKpfN05uWYsBY2bQ79WJbN6h8ZIPhLvPcvf27t4e6ARsBd4F7gE+d/emwOfhMmbWEugNtAJ6AoPMLDGK2EVECpoSZBEpViqUTmbQpR3582kt+O+0FZz11HfMXrEp6rCKuxOBue6+EOgFDAvLhwFnh/O9gNfdfYe7zwfmAF0KO1ARkcKgBFlEih0zo+8xTXjlD0ewcdsuej09lvc1FNzB6A28Fs7XcvdlAOFnzbC8LrAoZp/FYdk+zKyvmaWZWdqqVasKMGQRkYKjBFlEiq0jG1fjw1uO5vDaFbn5tZ954P3pGgouj8wsBTgLeDOnTTMp268TuLsPcfdUd0+tUaNGfoQoIlLolCCLSLFWq2JpXrv2SK48qiEvjJ3PJUN/YKWGgsuLU4GJ7r4iXF5hZrUBws+VYflioH7MfvUANduLSFxSgiwixV5KUgL3n9WKJ3q3Z+qSjZw28Dt+1FBwuXUxv3evABgN9Ann+wCjYsp7m1kpM2sENAXGF1qUIiKFSAmyiMSNXu3rMuqmblQsncQlz/3Ic99qKLjsmFlZoAfwTkzxQ0APM5sdrnsIwN2nASOB6cDHQD93L1rvhhURySdKkEUkrjSrVYFRN3Wjx+G1ePDDGdz06s8aCi4L7r7V3au5+4aYsjXufqK7Nw0/18asG+DuTdy9ubt/FE3UIiIFTwmyiMSdCqWTGXxZR/qf2oKPpi6j11PfMWelhoITEZHcUYIsInHJzLju2Ca88ocj2bBtF2c+OZa3JiyOOiwRESkGlCCLSFzr2iQYCq5d/Urc9eZk7hg5iS3qciEiItlQgiwica9WxdK88ocjue2kprz38xLOfOo7pi/dGHVYIiJSRClBFpESITHBuO2kZrzyhyPZvH03Zw8ay8s/LNQoFyIish8lyCJSonRtUo2Pbj2ao5pU46/vTaXfqxPZsG1X1GGJiEgRogRZREqcauVL8UKfzvQ/tQWfTFvB6QO/ZdKi9VGHJSIiRYQSZBEpkRISglEuRl7fFXc4f/D3DP1mHnv3qsuFiEhJV+gJspmVNrPxZjbZzKaZ2d/D8qpm9qmZzQ4/q8Ts09/M5pjZLDM7Jaa8k5lNCdcNNDMr7PqISPHWsUEVxtxyNCceXpMBY2bwh+FprN2yM+qwREQkQlG0IO8ATnD3dkB7oKeZHQncA3zu7k2Bz8NlzKwl0BtoBfQEBplZYniswUBfoGk49SzEeohInKhUNplnLuvEA71a8d3s1Zz2xLf8OG9N1GGJiEhECj1B9sDmcDE5nBzoBQwLy4cBZ4fzvYDX3X2Hu88H5gBdzKw2UNHdx3nwGPrwmH1ERPLEzLiia0PeufEoyqQkcvHQHxj4+Wz2qMuFiEiJE0kfZDNLNLNJwErgU3f/Eajl7ssAws+a4eZ1gUUxuy8Oy+qG8xnLRUQOWOu6lXj/5u6c1a4OH/yylF179kYdkoiIFLKkKE7q7nuA9mZWGXjXzFpns3lm/Yo9m/L9D2DWl6ArBsAOM5uah3CLs+rA6qiDKCSqa/wpEvUsc0ehnKZ5oZylkE2YMGGzmc2KOo5CUiR+XguJ6hqfSkpdc3W9jSRBTufu683sK4K+wyvMrLa7Lwu7T6wMN1sM1I/ZrR6wNCyvl0l5ZucZAgwBMLM0d0/N14oUUaprfCopdS0p9YSgrlHHUEBmlaTvoeoaf1TX+JPb620Uo1jUCFuOMbMywEnATGA00CfcrA8wKpwfDfQ2s1Jm1ojgYbzxYTeMTWZ2ZDh6xRUx+4iIiIiIHJAoWpBrA8PCkSgSgJHu/oGZjQNGmtk1wG/ABQDuPs3MRgLTgd1Av7CLBsANwEtAGeCjcBIREREROWCFniC7+y9Ah0zK1wAnZrHPAGBAJuVpQHb9lzMzJI/bF2eqa3wqKXUtKfWE+K1rvNYrM6prfFJd40+u6mnBCGkiIiIiIgJ61bSIiIiIyD5KTIJsZveb2RIzmxROp8Wsy/RV1sWZmd1lZm5m1WPK4qqeZvYPM/sl/H5+YmZ1YtbFW10fMbOZYX3fTX/QNVwXb3W9IHwN/V4zS82wLq7qCmBmPcP6zDGze6KOJz+UtOstxP81V9fb/62Lt7rqepsVdy8RE3A/cFcm5S2ByUApoBEwF0iMOt6DrGt94L/AQqB6HNezYsz8LcAzcVzXk4GkcP5h4OE4ruvhBONUfgWkxpTHY10Tw3o0BlLC+rWMOq58qFeJud6G9Yr7a66ut3FbV11vs9i+xLQgZyPTV1lHHNPBegz4E/u+OCXu6unuG2MWy/F7feOxrp+4++5w8Qd+HwM8Hus6w90ze7lE3NWVIP457j7P3XcCrxPUM17F4/cQSsA1V9dbID7rquttFkpagnxTeMvkBTOrEpZl9SrrYsnMzgKWuPvkDKviqp7pzGyAmS0CLgX+FhbHZV1jXM3vQxrGe11jxWNd47FO6eL+egsl65qr623c1zVWPNY1T3WK9E16+c3MPgMOyWTVX4DBwD8I/uv9B/AowQ9+rl9ZXVTkUM8/E9we2m+3TMqKdD0h+7q6+yh3/wvwFzPrD9wE3Eec1jXc5i8E44G/kr5bJtvHRV0z2y2TsiJf1xwU2zqVlOstlJxrrq63gK63/9stk7IiX9cc5KlOcZUgu/tJudnOzIYCH4SLWb3KusjKqp5m1oagr9Dk4OWC1AMmmlkXimE9IfffU+BV4EOCC3Zc1tXM+gBnACd62KGKOK1rFoplXXNQbOtUUq63UHKuubre/k7X2+JZ1xzkqU4lpouFmdWOWTwHmBrOZ/oq68KOLz+4+xR3r+nuDd29IcEPQ0d3X04c1TOdmTWNWTyL4JXlEJ917QncDZzl7ltjVsVdXbMRj3X9CWhqZo3MLAXoTVDPYq0kXG+hZF1zdb0F4rCu2YjHuubpehtXLcg5+JeZtSdoTl8AXAc5vso6bsRpPR8ys+bAXoKnx6+HuK3rUwRPE38atlT94O7Xx2Ndzewc4EmgBvChmU1y91Pisa7uvtvMbiIYASEReMHdp0UcVn4o0ddbiMu66nobh3XV9Tbr663epCciIiIiEqPEdLEQEREREckNJcgiIiIiIjGUIIuIiIiIxFCCLCIiIiISQwmyiIiIiEgMJcgiIiIiIjGUIIuIiIiIxFCCLHHJzKqZ2aRwWm5mS2KWU8xsTzg/zcwmm9kdZpYQ7pu+bqqZvW9mlS3wnZmdGnOOC83s4yzOX8bMvjazxHC5t5lNNLPbYrY5xMxeN7O5ZjbdzMaYWbMwvm/MrCS9yEdEiildbyUeKUGWuOTua9y9vbu3B54BHktfdvedwLZwvhXQAzgNuC/cPX1da2AtwRuEnODNUf8xs9JmVg4YAPTLIoSrgXdi3jzUG+gMHGlm5S14PdO7wFfu3sTdWwJ/BmqF8X0OXJSvXxQRkQKg663EIyXIUuK5+0qgL3BTeCGNNQ6oG243FXgfuJvg4j7c3edmcdhLgVExy+nH9XD+eGCXuz8TE8ckd/82XHwvPIaISNzQ9VaKC91SEAHcfV54y69mell4u+5E4PmYTf8OTAR2AqmZHcvMUoDG7r4gpvgdIA142d03mVlrYEI2IU0laAEREYkrut5KcaAEWeR36a0OZcxsEtCQ4KL6afoG7r7FzN4ANrv7jiyOUx1YH1vg7sOAYbkNxN33mNlOM6vg7ptyXQMRkeJB11sp0tTFQgQws8bAHmAlYZ844FAghf37ve0Np6xsA0rncMppQKcctikFbM9hGxGRYkXXWykOlCBLiWdmNQgeLHkqfDgEAHffANwC3GVmybk9nruvAxLNLLuL9hdAKTO7NiaOzmZ2bDhfDVjl7rvyVhsRkaJL11spLpQgS0lVJn3YIeAz4BOC/m77cPefgckET0XnxSdA96xWhn8YzgF6hMMOTQPuB5aGmxwPjMnjOUVEiiJdb6XYsZh/4EQkn5hZB+AOd7/8APd/B+jv7rPyNzIRkfii660UBLUgixSAsCXky/SB6/MifCr7PV2sRURypuutFAS1IIuIiIiIxFALsoiIiIhIDCXIIiIiIiIxlCCLiIiIiMRQgiwiIiIiEkMJsoiIiIhIDCXIIiIiIiIxlCCLiIiIiMT4f5rcjOYwTnZhAAAAAElFTkSuQmCC\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "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": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "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.\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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 4 }