{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Example #3: Analyzing experimental data\n", "\n", "This notebook will show a brief example of how QMix can be used to analyze experimental data. \n", "\n", "For the purposes of this notebook, example data has been included in a directory called ``example-data/``. This is experimental data that was taken from an SIS device illuminated by a local-oscillator at 230 GHz (see Garrett 2018).\n", "\n", "QMix includes two classes that can be used to analyze this experimental data:\n", "\n", " - [qmix.exp.RawData0](https://garrettj403.github.io/QMix/qmix.exp.html#qmix.exp.exp_data.RawData0), which is used to analyze DC data (no LO illumination), and\n", " - [qmix.exp.RawData](https://garrettj403.github.io/QMix/qmix.exp.html#qmix.exp.exp_data.RawData), which is used to analyze pumped data (with LO illumination).\n", " \n", "Note that a wide range of parameters can be passed to these classes in order to control how the data is imported and analyzed. Please see [qmix.exp.parameters](https://garrettj403.github.io/QMix/qmix.exp.html#module-qmix.exp.parameters) for a full list of optional keyword arguments and their default values." ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import qmix\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# https://github.com/garrettj403/SciencePlots\n", "plt.style.use(['science', 'notebook'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing DC data\n", "\n", "This is the data collected from the SIS device with **no local-oscillator (LO) illumination.**\n", "\n", "### Properties of the experimental DC data\n", "\n", "The DC experimental data is located in two different files:\n", "\n", " - ``example/dciv.csv``: DC tunneling current vs. bias voltage\n", " - ``example/dcif.csv``: IF power vs. bias voltage\n", " \n", "Both files are CSV files with one column for voltage and one column for current or IF power:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC Bias Voltage (mV), DC Tunneling Current (mA)\r\n", "0.016102, 0.007249\r\n", "0.017391, 0.007265\r\n", "0.019324, 0.007361\r\n", "0.021257, 0.007378\r\n", "0.023512, 0.007426\r\n", "0.026090, 0.007474\r\n", "0.028345, 0.007587\r\n", "0.030600, 0.007619\r\n", "0.032856, 0.007668\r\n" ] } ], "source": [ "%%bash\n", "head example-data/dciv.csv" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC Bias Voltage (mV), IF Power (A.U.)\r\n", "0.015780, 0.009150\r\n", "0.017713, 0.009069\r\n", "0.019968, 0.009101\r\n", "0.021579, 0.009069\r\n", "0.023512, 0.009037\r\n", "0.026412, 0.009005\r\n", "0.028667, 0.008956\r\n", "0.030600, 0.009005\r\n", "0.032856, 0.008988\r\n" ] } ], "source": [ "%%bash\n", "head example-data/dcif.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In order to import these files properly, we will define the properties of the CSV files, which will then be passed on to the ``RawData0`` class." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "csv_params = dict(delimiter = ',', # delimiter used by CSV files\n", " usecols = (0,1), # columns to import\n", " skip_header = 1, # skip the first row (the header)\n", " v_fmt = 'mV', # units for voltage data\n", " i_fmt = 'mA') # units for current data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also define some of the properties of the junction:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "junction_params = dict(area = 1.5, # area of the junction in um^2\n", " vgap_threshold = 105e-6) # calculate the gap voltage at this current" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And some additional properties that will control how the data is filtered:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "filter_params = dict(filter_data = True, # filter I-V data?\n", " filter_nwind = 21) # width of Savitsky-Golay filter" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "params = {**csv_params, **junction_params, **filter_params}" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**Note:** For a full list of parameters, please see the documentation for [qmix.exp.parameters](https://garrettj403.github.io/QMix/qmix.exp.html#module-qmix.exp.parameters)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing the experimental DC data\n", "\n", "We will now use the ``RawData0`` class to load, filter, and analyze the DC data. It will also automatically correct any offsets in the current or voltage data, calculate the properties of the DC I-V curve, and calculate the IF noise based on the shot noise." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[35m\n", "DC I-V data:\u001b[0m \n", "\tVgap: \t\t 2.72\tmV\n", "\tfgap: \t\t658.72\tGHz\n", "\n", "\tRn: \t\t 13.41\tohms\n", "\tRsg: \t\t368.05\tohms\n", "\tQ: \t\t 27.44\n", "\n", "\tJc: \t\t 13.54\tkA/cm^2\n", "\tIleak: \t\t 8.71\tuA\n", "\n", "\tOffset:\t\t 0.10\tmV\n", "\t \t\t 9.67\tuA\n", "\n", "\tVint: \t\t 0.45\tmV\n", "\tIF noise:\t 8.44\tK\n", "\n" ] } ], "source": [ "dciv = qmix.exp.RawData0('example-data/dciv.csv', 'example-data/dcif.csv', **params)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the DC I-V curve\n", "fig, ax = plt.subplots(figsize=(7,5))\n", "dciv.plot_dciv(ax=ax);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the origin of the DC I-V curve\n", "# to ensure that all offsets were corrected properly\n", "fig, ax = plt.subplots(figsize=(7,5))\n", "dciv.plot_offset(ax=ax);" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the IF power\n", "# The linear region above the gap voltage is due to shot noise,\n", "# which can be used to calculate the IF noise contribution\n", "# see Woody (1985)\n", "fig, ax = plt.subplots(2, figsize=(7,10))\n", "dciv.plot_if_noise(ax=ax);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Analyzing pumped data at 230 GHz\n", "\n", "We will now use the ``RawData`` class to import I-V and IF data from the device when it is illuminated by an LO at 230 GHz.\n", "\n", "### Properties of the experimental data\n", "\n", "The experimental files are:\n", "\n", "- ``f230.2_iv.csv``: the pumped I-V curve\n", "- ``f230.2_if-hot.csv``: the IF power measured with a hot blackbody load\n", "- ``f230.2_if-cold.csv``: the IF power measured with a cold blackbody load\n", "\n", "Again, these are all CSV files with two columns." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC Bias Voltage (mV), DC Tunneling Current (mA)\r\n", "0.016102, 0.008779\r\n", "0.017069, 0.008747\r\n", "0.019324, 0.008779\r\n", "0.021901, 0.008827\r\n", "0.023834, 0.008860\r\n", "0.026090, 0.008876\r\n", "0.027701, 0.008876\r\n", "0.030600, 0.008924\r\n", "0.033178, 0.008940\r\n" ] } ], "source": [ "%%bash\n", "head example-data/f230.2_iv.csv" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC Bias Voltage (mV), IF Power (A.U.)\r\n", "0.015780, 0.010599\r\n", "0.017391, 0.010599\r\n", "0.019646, 0.010535\r\n", "0.020613, 0.010616\r\n", "0.023834, 0.010599\r\n", "0.026090, 0.010583\r\n", "0.028989, 0.010551\r\n", "0.030600, 0.010583\r\n", "0.031889, 0.010616\r\n" ] } ], "source": [ "%%bash\n", "head example-data/f230.2_if-hot.csv" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "DC Bias Voltage (mV), IF Power (A.U.)\r\n", "0.015780, 0.010616\r\n", "0.017391, 0.010567\r\n", "0.018680, 0.010551\r\n", "0.021257, 0.010487\r\n", "0.023512, 0.010535\r\n", "0.025445, 0.010583\r\n", "0.028345, 0.010583\r\n", "0.029956, 0.010535\r\n", "0.032533, 0.010567\r\n" ] } ], "source": [ "%%bash\n", "head example-data/f230.2_if-cold.csv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can either import the CSV files directly with ``RawData`` or you can pass Numpy arrays. For this example, we will pass them as Numpy arrays." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "csv = dict(delimiter=',', usecols=(0,1), skip_header=1)\n", "iv_data = np.genfromtxt('example-data/f230.2_iv.csv', **csv)\n", "hot_data = np.genfromtxt('example-data/f230.2_if-hot.csv', **csv)\n", "cold_data = np.genfromtxt('example-data/f230.2_if-cold.csv', **csv)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Importing the experimental data\n", "\n", "The ``RawData`` class will automatically load, filter and analyze the data. This includes calculating the noise temperature and the properties of the embedding circuit.\n", "\n", "**Note:** that this experimental data is imported in the form of Numpy arrays. Each array has two columns with one for voltage and one for current or IF power (depending on the file)." ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\u001b[95mImporting: \u001b[0m\n", " -> Files:\n", "\tI-V file: \tNumpy array\n", "\tIF hot file: \tNumpy array\n", "\tIF cold file:\tNumpy array\n", " -> Frequency: 230.2 GHz\n", "\u001b[95m -> Impedance recovery:\u001b[0m\n", "\u001b[92m\t- good fit\u001b[0m\n", "\t- embedding circuit:\n", "\t\t- voltage: \t +0.53\t\t* Vgap\n", "\t\t- impedance: \t +0.47-0.30j\t* Rn\n", "\t\t- avail. power:\t +41.43\t\tnW\n", "\t- junction:\n", "\t\t- drive level:\t +0.93\n", "\t\t- impedance:\t +0.75+0.08j\t* Rn\n", "\t\t- deliv. power:\t +38.52\t\tnW\n", "\u001b[95m -> Analyze IF data:\u001b[0m\n", "\t- noise temp:\t 37.4 K\n", "\t- gain:\t\t -1.14 dB\n", "\t- IF noise:\t +8.44 K\n", "\n" ] } ], "source": [ "pump = qmix.exp.RawData(iv_data, dciv, hot_data, cold_data,\n", " freq = 230.2, # LO frequency in [GHz]\n", " **params)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfwAAAFCCAYAAAAUkm8WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd3hUZdbAfycJIYQkJEGRIjUgAoqoIKKugICoCLrq2sAFC6u4riL2SkDXsmvj08WuYFuKoKK4IqA0BVERRESkBOkIhJKQhJQ53x/3zjhJZpLJZCbT3t/z3GfIvW85N9zJuee85z1HVBWDwWAwGAzRTVyoBTAYDAaDwRB8jMI3GAwGgyEGMArfYDAYDIYYwCh8g8FgMBi8ICLHisjzIrJURApEREWkjY99k0Tk3yKyU0QK7THODq7E3jEK32AwGAwG77QHLgf2A4tr2Pd1YCTwMHAhsBOYIyLdAiqhj4iJ0jcYDAaDwTMiEqeqDvvfNwCvAm1VdXM1/U4CVgLXqeqb9rkEYA2wTlWHBFVwDxgL32AwGAwGLziVvR8MAUqAqW5jlQJTgIEiUj8A4tUIo/ANBoPBYAg8XYAcVS2ocH4NkIi1VFCnJNT1hOGAiJh1DIPBYDBUQlUlQENlYq37VyTX7XqdEpMKH8CX2AURCdt2RjYjWzi2M7IZ2cKxnbc2a9eu5fPPP2fp0qV88MEHFBcXVztfDRDAk2CBeqGoMTGr8A0Gg8EQm5SVlbFw4UK++eYbPvzwQ5YvXx6MaXKBVh7OZ7hdr1PMGn4VjB07NqzbhWJOX9oFUv6ajBdI2UJxD+H8HPk6Xjjfg/k++9cunL/PvrZzb5Ofn8/06dOZM2cOzz//PMuXLycpKYnXX3/dp/lqwBqgrYgkVzjfGSgGNgR6wuqIyW15IqKRft++urvCGXMP4YG5h9AT6fJDZNzD9u3b+fjjj1myZAnvv/8+R44c4bjjjmP69Ol07drVeQ9eXe413JbXDfgBGKGqk+1zCcBqYIOqDg7YjflIzFr4IoKIkJ2dHWpRDAaDwRBEVJUffviBd955h8mTJ/Puu+9y5MgRrrzySr777ju6du1aZX8RuUxELgNOtU+db5/rbV9vLSKlIvKw25wrsbbkPSciN4hIP6wteW2BwLpNfCRm1/DD/U20OgLtZgsF5h7CA3MPoSfS5YfwvYeSkhLmzZvHwoULefvtt9mxYwf169dnwoQJ/O1vf0PEpxi66RV+nmh/LgT6YAXixVPZiL4W+CfwKJAOrALOU9UVft5OrTAufYPBYDBEJQcOHGDWrFnMnTuX6dOnc+TIEdq3b8+0adM4+eSTAcjOzmbcuHGuPgHclhd2GIXvhYKCArZv305hYSElJSV1JJkhGkhMTKRFixZkZtb5NltDhJGbm8v27dsDvR3M4IaqcuDAAf7973/TqFEjXnvtNdLS0jy2rW4NP9IxCt8Dubm5bN26lWbNmpGenk69evV8dfsYYhyHw0FBQQEbN26kZcuWRukbvOL8O5OVlUVycjJxcTEbUhVUnN/JdevW0aZNGxo3buy1bbQr/JA8YXawwwwR+c0uGbhORB4XkVS3Nm3sMoSejvQK4wW0BOHOnTtp164dTZo0ITEx0Sh7g8/ExcWRkpJCVlYW27dvD7U4hjBm+/btZGVlkZKSYpR9EHF+Jzt27MiOHTtCLU5ICdVTdidQBtwPnAe8CIwC5opIRZkeB3pVOPIqtAloCcKioiJSUlL86WowAJCcnBzTblotKcGxYQNlc+ZQOm0ajpUrUYe/NUiik+LiYpKTK27RNgQLf7+T4W6g1oRQRekPVtU9bj8vFJFcYDJWxOMXbtc2qeoybwPZJQivpnwJwoVYSQ/GY1UsqjHGqjfUhli02LSkBMe331rKff16cIt9cSxahBx3HAkjRiBe1k9jkVh8TkJFLX7XdwJbsAzUbcDJQDbQV0TOqFBN73FgVoX+ngzUQcBdwCbg71gGai97K1/QCInCr6DsnXxrf7ao4XAeSxCKyBTgXhGpr6pH/JPUYDBUhzocOL77jrJPPoHcP7KFSrNmSPv2SFoaZYsWob/+SslTT1Hv5puRpk1DKLHBUCPC3kD1lXB6vextf66tcP5xO6HBQRGZJSInVrgediUIDYZYQQsKKH3pJcreegtyc5FmzYgfOpR6jz1GvQceIOGKK4g//3zq3XMP0qYN5OZS8swzODZtCrXoBgNgbctzJmLzRF0YqFgJeQaKSP0ajlcjwkLhi0gLrLebear6nX36CPAycCPQF8utciLwtYh0cusediUIw5ERI0Zw7LHHery2YMECRIR58+bVsVSRyYgRI2jTpk2oxQg5WlpK6UsvoT//DMnJxA8dSsJ99xHfq1clt72kp5Nw663ICSdAQQGlL76II8YDqKKRSZMmISJs2FA5TXxpaalf2U0nTZrEG2+8ESAJK5OdnY2q1jQZW0QaqCFX+CKSAnwElGJlJQJAVXeq6k2qOlNVF6vqq8DZWOUGH3AfAj9KEDrf6NwPk2bXYPCdss8+QzdtgvR06t1zj6Xoq1gnlcREEkaORE46CQoLKZ04ET10qA4lNkQiwVb4NSWSDdSQKnwRScIKcGgHDFTVbVW1V9WtwBKgh9vpXDz/kqosQeh8o3M/jMI3GHxDd+/G8fnnIELCtdciVextdkfi40kYPhxp1w4OHKD0nXciPs21IfJwd+O7H9URKgM1UIRM4YtIPWAGcBpwgaqu9rUr5X9hYVeCMNJp06YNw4YNY8qUKXTq1ImGDRvSvXt3lixZUq6dc5ng66+/pkePHiQlJdGmTRuef/75cu2cX66KVHSNb968GRHhpZde4r777qNp06akpqYybNgwCgoK2LBhAwMHDiQlJYX27dszefJkj/OsXr2avn37kpycTLNmzXj44YdxVNgStnfvXkaNGkWLFi2oX78+xx9/PK+88kolGefPn88pp5xCUlISWVlZvPzyyzX9dUYlZZ9+Cg4Hcb16EZeVVaO+kphIwnXXQXIy+vPPOL76KkhSGsKd5cuX079/f1JSUmjYsCH9+vUrV5u+T58+LFy4kK+++sqllPv06VPred3d+O5HVYTSQA0UoUq8Ewe8C/QDLqoqqrFCv1bAmcA3bqdnAfWAv7i1SwCuAD43Efr+sXjxYp5++mkeeeQRpk6dSllZGRdeeCEHDhwo1+7QoUNcccUVDB8+nA8//JA+ffpw6623MmnSJL/nfvzxx9mxYweTJ09m/PjxTJ06lZtuuok///nPDBo0iA8++ICuXbty7bXXsmbNmkr9L774Yvr378+HH37I1VdfzSOPPML48ePLyXzmmWcye/ZssrOzmT17NoMHD2bUqFHlXlbWrl3LBRdcQIMGDZgyZQqPPfYYzz33HPPnz/f73qIBx44dOFasgIQE4s87z68xJD2d+CuuAKDsk0/QgopLmoZIpqysjNLS0nJHWVlZuTY//vgjvXv3Zv/+/UyaNIm33nqLQ4cO0bt3b1atWgXAxIkTOfnkk+natStLly5l6dKlTJw40dOUQSVaDNRQ7cP/D5aC/idwWEROd7u2TVW3icjTWC8kS4E9QEfgPsABPOZsrKorRcRZgrAekIOVxKctMDSQQj/99NOBHM5v7rjjjqDPcejQIVauXElGhvXi2bRpU3r06MGnn37K1Vdf7WqXl5fHK6+8wpVXXgnAeeedx/bt2xk7dizDhw/3K59BVlaWy3ofOHAgixcv5u233+btt99m2LBhAHTv3p1Zs2bx/vvv06VLl3L9R44cyb333gvAueeey6FDh3j66acZPXo06enpTJgwgd9++43Vq1fToUMHAPr378+BAwcYN24co0aNIiEhgUcffZTU1FQ+//xzGjZsCMAZZ5xBVlYWzZs3r/F9RQtls2eDKnFnnIHUInVw3Cmn4Fi8GN2wgbLPPiPhkksCKGVkUnzLLaEWAYDEF16oVf/jjz++2jbjx4+nfv36zJ8/n/R0KzfNgAEDaNOmDePGjWPmzJl07tyZtLQ0SktLOf3006sZMThUMFAH+WGgfuB2ehYwDkv/Tbbb1ZmBGiqX/vn25wNYCt39uMG+tgY4CysQYi5WooOvgJ6quq7CeNcCb2KVIJwNtCSEJQijgV69ermUPcCJJ1rBplu2bCnXLj4+nksvvbTcuSuvvJItW7b4nVr2/PPPL/ez84/HwIEDXecyMjJo0qQJW7durdT/8ssvryRPfn4+P/30EwCfffYZPXv2pG3btuUskIEDB7Jv3z5+/vlnAJYuXcoFF1zgUvYALVu25Mwzz/TrvqIB3bULXbUK6tUj/txzazWWiBBvPzuOxYtNAF8U8cEHH/Dtt9+WO5YtK68nFy1axIUXXuhS9gBpaWkMGTKEhQsX1rXIVeE0UJ/CNlDdjmMBRORpEXlWRC4Xkb4ichOwGA8GKtaWvOdE5AYR6Ye1Ja8tEPT6wqFKvNPGhzZvAD6FZqpqITDGPoJGXVjWwSIhIaGSS82J83xCwh+PQ8WiL/XrW9tDi4qKyp3PyMigXr165c4dc8wxgJUr3NtWwKpwf9EAq/qct/MV5XGf35M8AL///jsbNmyoJLeTffv2AVZNhYpjOcfLycnx5VaijjL7D3Hcaach6enVtK6euJYtka5d0R9/pGzevJi38mtrWYcLJ5xwAu3bl99hVlpaWu7n3NxcmjVrVqlv06ZN2b/fUyB7yHA3UB+ocG0cljG6BsuzPAJIBfZiJeQZ58VA/SeWgZoOrKKODNRQufQNdUyTJk3Yu3cvxcXFLgXqxFlQwpNyq479+/dTUlJSTnnu3r0bgBYtrJwUSUlJAJXmdirWQLN7927atWvnVZ7GjRvTpEkTJkyY4LF/x44dAWjWrJmrb8XxYxEtKsLxjRU+ExeAwCkn8eefT+mPP1pWfv/+JvVujJCZmcmuXbsqnd+1a1dYVZmMVAPVEyHfh2+oG/r27UtpaSmzZlVM8wwzZsygWbNmLkVXE8rKypgxY0a5c1OmTKFVq1YuBdu6dWsAl0sd4MCBA3z99dc1ns8Xpk2bVkmelJQUTjjhBMCKM/jll19o1aoV3bt3r3Skplo1MXr16sWnn37K4cOHXWNt3bqVr2I0qtyxejUUFyPt2hHnwTLzF6eVT0kJZV98UX0HQ1TQu3dvZs+eTV7eH6nm8/Ly+Pjjj+ndu7frXP369SksLAyFiFGHsfBjhP79+zNgwABGjBjBL7/8Qs+ePcnLy2PKlCl89NFHvPnmm34Vl0hNTeXuu+9m7969dOjQgf/+97/MmzfPlXELrDX5Ro0aMXLkSMaNG8eRI0f417/+FbSKhK+++ioOh4MePXowZ84cXnvtNbKzs11rhbfffjtTp07lT3/6E7fffjsdO3bk8OHD/PLLLyxevJiPPvoIgAcffJDp06dz7rnnctddd1FcXMzYsWP98oREA44ffgCsYLtAEz9woGXlf/UVev75SP2gZhg1hAEPPfQQn3zyCf369eOee+5BRHjyyScpKCjg4YcfdrXr3LkzEydOZOrUqWRlZZGamuqXcWKIYQs/1rLriQizZs1i9OjRvPXWW1x44YUMHz6cnTt38uGHHzJixAi/xk1LS2PKlClMnjyZiy66iC+//JIJEyYwfPhwV5v09HQ++eQT4uLiuPzyy7nvvvv4xz/+Qd++fQN0d+X56KOPmDt3LkOGDOGdd97hwQcf5KGHHnJdb9SoEV9//TUXXHABTz75JAMHDuS6667jo48+KidTp06d+PTTTykoKOCKK67g3nvvZfTo0fTr1y8ococzWlhopdAVIe7kkwM+flzr1kjbtlBYiOPbb6vvYIh4unbtyoIFC0hLS2P48OFcc801pKSksHDhQk466SRXu3vuuYd+/fpxww030KNHD2688cYQSh3ZSCxmuRIRreq+v//+e0499dQ6lCgyGTFiBPPmzWPbtirzT9QZ2dnZjBs3jpKSknIBiKEimp6jsu++o2zSJKR9e+qNHh3cOZo2JeGBB6K+RHU0PR+RgqffuTO5jxNVjdoHL2YtfIPB4Dtqx1/EnVixFkjgiDv5ZGjUyNr6t3Fj0OYxGNxZsGCBP8VzIhKj8A0GQ5VoWRkOO6NhMBW+xMcT17MnAA639KoGgyEwGIVv8JtJkyaFjTsf/siPHQ7u/GhCN26EwkI45hikSZOgzhV/2mmAFSCoJSVBnctgiDWMwjcYDFXiqAN3vhNp2hRp2RIKC9HVvqYrNxgMvmAUvsFgqBKHrXjj7DwGwSbOtvLLTLS+wRBQjMI3GAxe0dxc2LMHGjSwts3VAXGnngoi6Nq1qIfUyQaDwT+MwjcYDF5x/PorANK+PRIfXydzSloa0q4dlJa6lhMMBkPtMQrfYDB4RW2FH3fccXU6b1y3btb8dl10g8FQe2JW4cdapj2DoaaoKo716wGQDh3qdO44O9OaY80atLi4Tuc2GKKVmFX4zkQLRuEbDF7Yuxf274eGDZHmzet0asnMRFq1guJidO3aOp3bEFtkZ2e7DMBoJ2YVfqzhLGbjPFJTUznppJN44YUXKtWpjgac97t58+ZQixKxuKz79u0RPwor1RanW99h3PoRx9KlS7n88stp3rw5iYmJNG7cmAEDBjB58mTKysp8HmfEiBG0adOm2na1+b4783eYTHuGqGP69OksXbqUGTNmcNppp/GPf/yD8ePHh1osQxgSqvV7J2Lv+3f88ktM/DGOFp577jnOPPNMcnNzefLJJ5k3bx5vvPEGxx13HKNGjeKTTz4JtYgxi0lJFmN069aN9u3bA3DuueeyYcMGnnvuOaP0DZVwbNoEWBZ+KJCmTaFRIzh4EN2xA2nRIiRyGHxn0aJFjBkzhltuuYX/+7//K3ftoosuYsyYMRw+fDhE0hmMhR/j9OjRg7y8PKZNm4aIsGDBgnLXPbnK2rRpw7Bhw3j77bfp2LEjDRo04E9/+hPr16/n8OHD3HjjjTRu3JhjjjmGO+64o9ySwYIFCxARZsyYwYgRI8jIyCAtLY2hQ4eyb9++cnOXlpby+OOPc/zxx1O/fn2aN2/OHXfcQVGFvdmbNm1i0KBBJCcnc/TRR3Pbbbdx5MiRgP+uYgk9cABycyEpCWnWLCQyiAhxdt1z/eWXkMhgqBlPPPEEmZmZ/Otf//J4PSsri65duwKwfPly+vfvT0pKCg0bNqRfv34s96GGQqC/77G0hm8s/BgnJyeH+Ph4UlJSatRv0aJFbNy4kSeffJLi4mJGjx7NpZdeSrt27Wjfvj1Tpkxh0aJFPProo2RlZXHzzTeX6z969Gj69+/Pf//7X9avX8/999/Pjh07+PLLL11thg0bxscff8w999zDGWecwdq1a3nooYfYvHkzM2bMAKC4uJgBAwZQWFjIf/7zH5o0acLLL7/MzJkza//LiWE0JwcAadMmJOv3TuT442H5chzr1hHfr1/I5DBUT1lZGQsWLODiiy8mKSmpyrY//vgjvXv3pnPnzi6j4oknnqB3794sW7aMk+xdGhUJxvc9OzvbFbwd7UrfKPwaEC4PQ23WM8vKyigtLXVZ9TNnzmTw4MEkJyfXaJz8/Hw+++wzGjVqBMCuXbu47bbbOO2003jqqacAGDBgALNnz2b69OmVFH6XLl148803ATjvvPPIzMxk2LBhzJ8/n379+rF48WKmTp3K5MmT+etf/wpA//79Xe1WrlxJt27dmDx5Mps2bWLp0qWcfvrpAJx//vmcWAd536MZlzu/jrLreSOuY0fKsAr4aFlZnSX/CRW3vB0eWxBfuCaxxn327t1LYWEhrVu3rrbt+PHjqV+/PvPnzyc9PR2w/l60adOGcePGeVXg5vteO4xLP8Y4/vjjqVevHpmZmdx8880MHTqUN954o8bj9OrVy6XsneMCDBw4sNJ8W7durdT/8ssvL/fzX/7yF+Li4li6dCkAn332GYmJiVx66aWUlpa6jnPPPRewPAxgRQO3bNnS9eUHiIuLqzS+oWY4Lfy4du1CKoc0agRHHQVHjqA7doRUFkPgWLRoERdeeKFL2QOkpaUxZMgQFi5c6LWf+b7XDmPh14BoiBT+4IMPOPbYY0lNTaV169bVut68kZGRUe7nxMREr+crrrkDHHPMMZXaZWRksH37dgB+//13iouLvS41ONf7d+7cWWksT+MbfEdLStCtW0EE8WFLVLCJa9cOx9696KZN0LJlqMUJKv5Y1uFC48aNadCgAb/99lu1bXNzc2nmITakadOm7N+/32s/832vHTGr8J3u+bFjx8ZU8p0TTjjBFaXvjlPxF1fIalYxkC5Q7N69u9zPxcXF7N+/nxZ2JHbjxo1JSkpi8eLFHvs3txPBNGvWjDVr1lQ7vsF3dMsWKCtDmjdHGjQItThWXv3ly9GNG6F371CLY/BCQkICffr0Ye7cuRw5coT69et7bZuZmcmuXbsqnd+1axeZmZle+5nve+2IWZe+ybRXHue6208VipV8+umnQZlv2rRp5X6ePn06DoeDXr16Ada6flFREQcPHqR79+6VDqfC79WrF1u3bmXZsmWusRwOR6XxDb7jCtgL8fq9E8nKAv6IKzCEL/feey/79u3jrrvu8ng9JyfHFbA3e/Zs8vLyXNfy8vL4+OOP6V3FS10wvu+xFKUfswrfUJ5mzZrRu3dvHn/8cd566y0+++wzhg0bxsaNG4My35o1a7j22muZM2cOzz//PKNGjaJ37970syOx+/Tpw1VXXcVll13GI488wpw5c5g7dy6vvvoqf/7zn/nVTgozfPhw2rVrxyWXXMKkSZP49NNPufjiizl06FBQ5I4F1I65EB+Cr+oCOeYYaNAADhywyvUawpazzz6bZ555hhdeeIEBAwbw7rvvsnjxYmbNmsVtt93GCSecQE5ODg899BCFhYX069ePGTNmMHPmTPr3709BQQEPP/yw1/GD8X03mfYMMck777zD6aefzq233sqIESNo1aoVDz74YFDmmjBhAqrKFVdcwf3338+FF17I+++/X0me7Oxs3n//fS666CIuu+wyXnjhBTp06OBas0tMTGTu3Ll069aNm2++meHDh9O2bdugyR0LOJwKP0zWyyUuznLrY6z8SGD06NEsWbKE9PR07rzzTs455xxGjBjB2rVrefnllxk8eDBdu3ZlwYIFpKWlMXz4cK655hpSUlJYuHCh1y15ELrvu4i0FJH3ReSgiBwSkZki0srHvq1EZLKIbBGRAhH5VUQeFZGGQRXakyyx8FZTERHRqu77+++/59RTT61DiWKHBQsW0LdvX+bOnUv//v1DLU5QicTnSAsLKbnrLkhIoN5TTyEJ4RHmU/a//1E2ezZx55xDwiWXhFqcgBCJz0ekU93vXERQValwLhlYBRwBHgQUeBRIBrqqqtfUgbZS/wGoB2QDW4AewDhglqpeUZv7qSnh8W02GAxhgdq7JKRZs7BR9vCHt0G3bQuxJIYYZCTQDuioqhsARORHYD1wI/BMFX3PBDoAA1X1c/vclyKSCdwpIsmqWhA80ctjXPoGg8GFhpk734kceyxgyReLXklDSBkCLHMqewBVzQG+Ai6qpq9zn2XFIIMDWPq3TiMFw+cV3hAT9OnTx/zBDmPCVeHTqBGkpkJeHuzbZyXjMRjqhi7ARx7OrwH+Uk3feViegCdFZBSWS/804DbgpaqWA4KBsfANBoOLcFX4IvKHlW/c+oZa4r4Vz/3wQibgKRtQLpDh4bwLVS0CzsLStWuAPGA+8Alwi7/y+4tR+AaDAQAtK0N377Yy7Nl5DsIJZ3lc3bkzxJIYIh33rXjuRxV4ulitO15EkoCpQBPgGqA3cBdwBfCfmkteO4xL3wuqGhOJGAzBweFwhFqEmrNnDzgc0Lgxkhh+KV6laVMA1EOGtkjF4XAQF8JqhLFELb6T+7Gs/Ipk4Nnyd+d6oA/QXlWdSU0WichB4BUReUlVV/krWE2J2SfN6cLxlGkvKSmJ/Pz8uhfKEDUUFBS46gtECk7L2alYww2xcy9olKRRTUxMpKCgzgK0Y55afCfXYK3jV6Qz8HM1fU8E9rspeyfL7c9O/gjkLzGr8KtKrdusWTM2bdrkKuBigswMvuJwOMjPz2fjxo2uugCRgtNyFg9FTcIBd4WvkehBqUCLFi3YuHEj+fn5kekRihCq+076kFp3FnC6iLhKR4pIG6wtd7OqmX4XkCEiFQuY9LQ/t1d/B4HDJN7xQkFBATt27KCgoICSkpI6kswQDSQmJtKiRYsqi4CEI6Vvvonj+++JHzaMeLfyo+FE8f33w6FD1Bs3DmncONTi1Jrc3Fy2b99eqWiVIbD4+p30kninIVbinUL+SLzzCJCKlXgn327XGtgIjFfV8fa5NsCPWIr/n1hR+t2Bh4BfgdNUtc7e9swavheSk5M9VpUzGKIVl4Ufpi59sGTTQ4fQ3bujQuFnZmYG7MVQVfnhhx9YtGgRZWVlZGZmMmjQIJo0aeL3mF9++SWXXnop+/fvp1u3bsyaNYuWYbaDI9io6mEROQd4FngbK1hvPjDaqextBIjHzXOuqptF5HSsLHuPAkcBW4FXgH/WpbKHECl8EbkMuArrTacJ1lvPTOAxVc1za5cB/Bu4GGgALAVuV9XVFcZLwnrjGgakAyuBe1R1UfDvxmCIfNThcK2Nh7XCP+YY9NdfrZeTzp1DLU7YcPjwYebMmUOOXemwa9eu9OnTh3r16vk95muvvcaoUaMoLS1lyJAhvPvuu6SkpARK5IhCVbcAl1bTZjMeIvdV9Wfg8uBIVjNCtYZ/J1AG3A+cB7wIjALmikgcgFgLKrPs6//A+mXXw0pLeGyF8V7HSn/4MHAhsBOYIyLdgn8rBkMUsG8flJZCejqSlBRqabwSbYF7gWDTpk289dZb5OTkkJSUxJAhQxgwYIDfyr6srIw777yTkSNHUlpayl133cXMmTNjVtmLyGUiMkNEfhORQhFZJyKPi0hqhXYZIvKaiOwVkcMiMk9ETvQwXpKI/FtEdtrjLRWRs+viXkLl0h+sqnvcfl4oIrnAZKwtDF9gpTM8CzhHVb8EEJGlQA5wN3Crfe4k4GrgOlV90z63ECuycrw9jsFgqAKXdW8r1HBFjj4aAN27N8SShJ7i4mIWLVrEqh/OtZAAACAASURBVFXWrq5WrVpx3nnnkZqaWk1P7+Tn5zN06FBmzZpFQkICL730Etdff32gRI5U7sTyQt8PbANOxnLR9xWRM1TV4WagtsUyUPcD92EZqN1U1T1b1OvAIKz9+JuAv2MZqL1UdWUwbyQkCr+Csnfyrf3pDKMcAuxwKnu730ER+Rgrf/Gtbu1KsJIbONuVisgU4F4Rqa+qRwJ9DwZDNOFUoE6FGq6InVI31hX+tm3bmDNnDgcOHCAuLo4zzzyTHj161Cp3yNatWxk8eDCrVq0iIyODGTNm0Ldv3wBKHbFEjYEaTtvyetufa+3PLsBPHtqtAVqJSIpbuxwPFYfWYBUuMJF3BkM1uBR+uOeob9wYRCA3Fy0tDbU0dU5paSkLFy5k6tSpHDhwgKOPPpphw4Zx2mmn1UrZf/7555xyyimsWrWKDh068M033xhlb1MbAxVwGqi4tatkoAJTgIEiUj+AolciLBS+iLTAeruZp6rf2aeryl8Mf+Qwrq5dZO2NMhhCgO6x/qaFvYWfkACZmaBqxR3EELt37+add97hu+++Q0To2bMnQ4cO5eha/J+VlZUxduxYzjvvPPbu3cuAAQNYtmwZHTp0CKDkUUlEGqghV/j2L+IjoBS41v0SvuUv9rVdxXkrHZ6S8BgMsYDLRR7uFj6x59YvKSlh8eLFvPvuu+zbt4+MjAyuuuoqzjrrLOLj4/0ed/fu3QwcOJDx48cDMG7cOP73v/9FXP6IuiaSDdSQ7sO3t9PNAtoBvSsENuTiPX8x/PFLywVaVdEu18M1kz3PYLBRh8NlLYe9Sx9LRl23zuWViGa2bNnC3LlzOXDgAACnnHIKZ511Vq222wEsXLiQK6+8kl27dtGkSRPee+89+vXrFwiRI4Ls7GzGjRtX436hMlADRcgsfBGpB8zAqg18QcW99VSdv3iLW8KDNUBbEUn20K4Y2BA4qQ2GKOTAAWtLXloaUj+oS4gBIRYi9QsKCpgzZw7Tp0/nwIEDHHXUUVx11VX07du3Vsre4XDw+OOPc84557Br1y7OPvtsfvjhh5hS9uBXtbyKBurAWhioVbXzaKAGipAofHuv/btAP+AiVV3modksoIWI9HbrlwYMpnz+4llY+/P/4tYuAav84OcmQt9gqBrX+n0EWPcQ3S79srIyVqxYwRtvvMFPP/1EfHw8Z555JsOGDaN5LUsW79u3j8GDB3P//ffjcDi47777mD9/fq3HjQWixUANlUv/P1gK+p/AYTv1oJNt9pvTLKzMeu+IyF38sa9RgH85G6vqShGZCjxn/6fkYCXxaQsMrYubMRgimYiJ0HfiVPhR5tL/7bff+PLLL9lnL6+0bt2avn370jgAKYSXLVvG5ZdfztatW8nIyODtt99m0KBBtR43FqhgoA6qwkC9VkR6q+pCu5/TQH2vQrtxWPpvst2uzgzUUCn88+3PB+zDnXFAtp3M4ELgKWAikIT1AtBXVbdW6HMt1svDo1ipdVcB56nqiiDJbzBEDZGyB9+JS859+1CHA4nwevK5ubksWbKE9evXA9CoUSP69OlDVlZWrbbagRWrNGHCBO666y5KS0vp2bMnU6dOpXXr1oEQPVaIGgM1VIl32vjYLhe4zj6qalcIjLEPg8FQAyIpQh+w4gxSUyEvz4o/iNCo8oMHD7J06VJ+/vlnVJV69erRs2dPTj31VBISav+n+eDBg1x33XXMnDkTgNGjR/Pkk0/6WxM+lokaA9VUyzMYYp0I2YPvjhx9NJqXh+7di0SYws/NzWXFihWsXr0ah8OBiHDiiSfSq1evWqXFdeerr77immuuIScnh7S0NN544w0uvbTK2i8GL0STgVqtwrfdF+cBpwPNsarW7QXWAQuBD1XV075Cg8EQ5qhq5K3hA9K4MbppkyX7cceFWpxqcTgcbNmyhR9++IFNmza5znfq1IlevXqRkZFRRW/fKSkpYfz48Tz22GM4HA5OPvlkpk2bZkp9G4AqFL6IDMcqGtAFOAT8CKwHCrG2FfQErgH+IyLTgHGqmhN0iQ0GQ+AoKICiIqhfHxo2DLU0vmNb9bo/fG0NVWX37t388ssvrFu3jvx8K1A7Pj6eTp060b1794AE5DlZv349w4YNY/ny5YgI99xzD+PHjzcufIMLjwpfRFZh1al/C/grsFI9bFIUkUZY5WiHAmtE5FpVnVqxXTjiDIYZO3asybBniFmcClMyM2sdIFaXiNMiDiOFr6rk5uayfft2fvvtN7Zs2UJRUZHreqNGjejSpQsnnXQSyckVd2XVbt7XXnuN0aNHU1BQQMuWLXn77bfp3bt39Z0NMYU3C/9N4CVVLfJyHXAVB3gXeNeuAtQ0wPIFDZNpz2AAcu08HxG2Di5hYuGXlZWRk5PDunXr+O233ygsLCx3PTU1laysLDp16kSzZs0C/lK1Z88eRo4cyUcffQTAVVddxcSJE0lPTw/oPNGMv1n3IhGPCl9Vn/Ols50UZ7iqXqeqq7CiDQ0GQ4SgtsKXAK0h1xVOeUOp8Ddu3MiCBQtcaW8BGjZsSIsWLWjZsiWtW7cmPT09aJ6T//3vf1x33XXs2rWLtLQ0XnzxRa6++uqgzBXNZGdnu7y8keTl8ocaR+mLSHssN/81QGuggGqiEg0GQ3jiUvgRZuHj5tJX1Tr/Q/3NN9+wZMkSANLT0znxxBNp3749GRkZQZdl//79jBkzhkmTJgFw9tln89Zbb5m99YZq8Unh22v1V2Ap+l726VXAE8B/gyOawWAINi4LOdIs/KQkSE62gg7z8619+XXE2rVrWbJkCSLCWWedRffu3Ymro+Q/s2bN4qabbmLnzp3Ur1+f8ePHc8cdd9Sqap4hdvD6lIpInIhcICJTgJ3AS0AbrKxDAKNV9WVVPRR8MQ0GQ1CIVAuf0Lj1CwsL+eKLLwDo27cvp512Wp0o+7179zJ06FAuuugidu7cyRlnnMGqVau4++67jbKvJdnZ2a4S6dGOxydVRJ4CtgMfY+UC/gBrL34r4GHqqJSfwWAILhHr0odybv26YsWKFRQVFdGyZUu6desW9PlUlalTp9KlSxfee+89GjRowHPPPceiRYvo2LFj0OePBdwr50U73lz6Y7Bq9n4KjFDVfc4LIhL9vxWDIQbQkhIrPW1cHDRqFGpxaoxkZqL88dISbEpLS1m5ciUAZ5xxRtAtwl9++YVbbrmF+fPnA9C7d29ef/11srKygjqvIXrx5ot6A8gDBgHrROQFETmt7sQyGAxBx239PhIL0NS1S9+5r/6oo46iRYsWQZvn8OHD3HvvvXTt2pX58+eTmZnJK6+8whdffGGUvaFWePyWq+oNWHvqhwHfAzcBS0VkLXAPlvVvMBgimEjdkuciLc36PFQ3YUQbNlilyjt06BAU615VmTFjBp06deLJJ5+ktLSUkSNH8uuvvzJy5Mg6Cww0RC9enyBVLVLV91R1INASuB8oA+7FWsN/QkSGiUhS3YgaWJxBGibLniFWcc+yF4mIrfC1jhT+5s2bAYKSl379+vWcf/75XHbZZWzdupVTTz2VpUuX8sorrwQ0/a4htvHplVFVd6rqk6p6AlYO/YlAB6zUuzuDKF/QcAZpGIVviFU0QrPsubCzyenBg0GfKj8/n7y8PBITEzk6gFUFCwoKePDBBznhhBOYM2cOGRkZvPjii3zzzTf07NkzYPMYvBPzUfpVoarfquotWJXzLsOqmGcwGCINO0OcRGgaVqeFTx0o/J07LbumadOmAVEMpaWlTJ48mc6dO/PPf/6T4uJirrvuOtatW8dNN91kttrVISZK3wdUtQSYaR8GgyHCcFrGEoER+oCVeCchAYqK0CNHkPr1gzbV77//DlgKvzaUlZUxbdo0srOz+fXXXwHo1q0bEydOpFevXtX0NhhARBKBU6hQrl5VN1fXt1qFLyIPA6uB1aq6wcP1v6jq9JoKbTAYQozTMo5UC1/E2k64b58VuBdAV3tFcu3lD3/X048cOcK7777LU089xdq1awHIyspi7NixXH311caiN1SJiMQDfwZuAHoDiZTPh6Mish0r8+2rnnQ1+GbhZ7sNWAisAX60j9X2daPwDYYII+ItfCy3vu7bhx48iNSBws+sYbxDTk4Ob731Fi+//LJrWaBVq1Y8/PDD/PWvf6VevXoBl9UQXYjIpVhp7FsCc4AHgR+APUAhkAm0xYqvuxgYIyKTgAdVdbf7WL4o/FXARUBXoAtwInAOcD1me57BEJFoSYmVgz4uDlJSQi2O/9gvK8GM1Hc4HOy3dzT4ovDz8/OZMWMGkyZNYsGCBa7zXbt25c477+TKK680it5QE54H/gVMUtUDXtosB6ZiKfueWNvnRwKPujfyReFfpqpbgC3AJ86TItIdK83u/2osvsFgCC15edZnWlpEJt1xImlpltURxMC9gwcPUlZWRmpqKomJiR7bqCqLFy/mzTffZPr06Rw+fBiABg0acMkll3DttddyzjnnxEQkuCHgtFPVIl8bq+o3wCUiUimopdpvuqpu9HL+O6yyuF19FcRgMIQH6ozQj2B3PvwhfzC35uXn5wOQ5twV4EZRURHPPvssHTt2pHfv3kyaNInDhw9z1lln8dprr7Fr1y7eeecd+vXrZ5R9mBIB2/KSfW0oIlc6/62qRyper1bhi8glIuIx04Sq7uWPcrkGgyFScCrICFf4LvmD6NIvKrKMq6Sk8jnGvvjiCzp27MiYMWNYv349zZs35/777+fXX39l8eLFXH/99R5fEgzhRQRsy5srItU+SCIyAni7qja+uPTfxwrYK+CPgL2fsBLuHA9EaF5OgyF2iYaAPXDLthdEC7+wsBCw3PNOJk6cyC233IKqcuKJJ/LII48waNAgEhL83ulsMHijLfCZiJyrqvmeGojI34AXqWaJ3ZfFu1+xtgM8AWwCTscKIJgKjAMyROR/IvK0iNwgImf4fh+hw6TWNcQy0aLwXRZ+HSh8p4U/ZcoU/v73v6OqPPTQQ6xYsYKLLrrIKPsIJQJc+gOBzsBsEWlQ8aKI3Aq8BMzC0tVe8eUJvV9VZ9mDOSeIBzoCJ7gdg4HbsPYGhv2m0jB23xgMwSdKXPouC98ZhBgEnC79Bg0asG3bNm666SYAnn76acaMGRO0eQ11Q3Z2tsvwC0elr6rfisgFwGfALBG50Lk+LyJ3Yxnj04ChqlpW1VjVKnxVrZRJzx70Z/uY5jxvF9LpVIN7MRgMISBqLPyGDUEEDh9Gy8qQICSwcV/Df+CBBzh48CCDBw/m9ttvD/hcBoMnVPVrERkMfArMFJGLsQrajQXeAUaoqqO6cQLqg7K3DvwQyDENBkMQiBYL35lHIC/PyisQhPtxuvSdEfcJCQlMmDAhLK1BQ/SiqgttRT8LK54uC3gd+Jv66LL2uIYvIh+JyMm+CiIiSSIyRkRu8rWPwWAIHVFj4QOSmgoEz63vtPDfe+89HA4Hw4cPp23btkGZy2CoiIi0cx7ARqykOu2B2Vju/LYV2njFW9DeFmCZiHwjIreKyCkiUs4bICLNReRiEXkdK2L/OmBFLe/NYDAEGS0uhsJCiI+3XOKRjq3wCaLCLykp4YMPPgDg1ltvDco8hvBFRFqKyPsiclBEDonITBFpVYP+nURkuojsFZFCEVknIrf52H0DsN7teNY+fyFWUP36CodXPLr0VfUfIvIcMBorV34jrK15h4AjWFvx6mEF6C23273tyxqCwWAIMW7u/GhwS0tqKkrwLPzCwkLWrVvHoUOH6N69O127mlxjsYSIJANfYOm+4Vgp5R8FvhSRrqp6uJr+3e3+C7CK3xwEOgC+5rS+1j/JK+N1Dd/OsPcPEbkDK7lOT6xyfEnAPuAXYJGq/hYoYQwGQ/CJJnc+EFQLX1UpKipylbIdPHhwwOcwhD0jgXZAR2cVOhH5EcuavhF4xltHEYkDJgPzVdV9y9yXvk6uqpP9EdoTvkTpFwML7cNgMEQ4GiUBe06CuYZfUlKCw+FwKfxzzz034HMYwp4hwDL3krOqmiMiX2EVlvOq8IE+WHvowyK+LXKrZhgMBv8wFr7PFBYWkpuby969e0lPT6d79+4Bn8MQ9nTByi5bkTVYyrwqzrI/k0RkmYiUiMjvIvJ/npLoeEJEbre3vPuMHXd3XsXzMavwTaY9Q6wSbS79YFr4RUVFbN68GYCzzjrLZNOLTTKB/R7O51J9avnm9udU4HNgAFam2huA93yc/6/AZhF5QkRO8tZIRDJE5BoR+RxYAlTKvx+zT6/JtGeIWaLMpR9sC3/r1q0A9OzZM+DjG0JDdnY248aNq0kXTwrDl4hXp1H9jqo+bP97gZ2t9gkR6ayqP1czxinANcAdwN128PxqYA9/BNG3w9qXfwTr5aKzqm72JozBYIgR1K4sJ1FSyS3YFv6WLVsAo/CjCfcKee6HF/ZjWfkVycCz5e/OPvtzboXzn9uf3aqTVS3eUtWTsALonwXysJT8yUAqsBhra3xzVb3Wk7KHGLbwDYaYxakYo0Thk2LvbsrPR1UDutUwLy+P7du3A5j1+9hlDdY6fkU6Y6WXr64vVPYQOB/SGm1lV9VvgG9q0sedai18Ednkbd1ARE4QkU3+Tm4wGOoepyXstIwjHUlMhKQkKC21EgoFkJycHEpLS2nSpAkZGaYSeIwyCzjdPYudiLQBzsStqJwX/oflZq8YQDfQ/vwuMCL6hi8u/TZAfS/XkoDWNZ1URI4VkedFZKmIFIiI2r9A9zZt7POejvQKbZNE5N8istPOYrRURM6uqVwGQ7SjDgcctvOEREOWPSdBWsdfv95KXGZS6cY0s4F8YLWIHBERxSpisxV4GbzrK2Avlgv+JhF5TET6i8iDwHig0B6zzvSVry59b4sb3YEDfszbHrgc+B5r7aGqza2PU/ktquK3+nVgEHAXsAn4OzBHRHqp6ko/5DMYopP8fFCFhg2DUlkuVEhqKrpnD5qXhxxzTMDGzcnJASArKytgYxoijhZACVAEHGWf24ZVtCbfQ/vXgdfcfv4WK8DuZuBOoBgoA8ZgJe+pM33lUeGLyO2As/ajAh+LSHGFZg2wAhmm+DHvIlU9xp7rBqpW+JtUdZm3i/Zyw9XAdar6pn1uIdbayXispAkGg4Hoc+e7CJKF/9tvViLR9u3bB3RcQ0SxSFWPBpe+ehVL2W/20Hakqr7m4fwzwDO2vlpJiPSVNwt/EzDf/vdwrHWGPRXaHMEKWPB0c1US4Jz7Q7Devqa6jV8qIlOAe0WkvqoeCeB8BkPkkm8bJFGm8CUlJSj59Ldt2wYYhR/LRJO+8lY85yPgI8AZ8TpeVXOCJUQ1PC4iLwGHsdL7PqCqq92udwFyVLWgQr81QCLW8sEaDAZD9Fr49o6DQCv833//HYA2bdoEdFxD1BI0fSUiicCTwHuq+q0/wlUbtGfv6QuFsj+CFRBxI9AXa+3jROBrEenk1q6qLEjO65VwZtpzP0zWPUPU41SIKb4W6ooMxHk/AVT4JSUl7N+/HxHh2GOPDdi4hqgkqPoKXHVtbsRaTveLsN2Hr6o7KV9wYLGIfIb19vMAMMw+L/iRBclk2jPEIi4LP1r24NsEI/nO9u3bUVUaNWpEgwZ+/401hCF+ZNqrkmDrKzd+wHqRWOSPnD5l2hOR4SLymYj8bO/Ldz82+jOxP6jqVqwcwT3cTufiPQuS87rBYICotfBdSYQCqPCdGfYyMjKoV69ewMY1hJ4aZtrziyDpqzuAO0XkQvEjw1S1Fr6IPASMw6oWtBLLdRFKKr4hrQH+LCLJFdZFOmNtf9iAwWAAoncN3+nSD6SF74zQT09PN0VzDP4SaH01HWiEFWNXKiK/VxhfVdVrbhxfnuLrgQmqenu1LYOMiLTCym70gdvpWVgvJH8BJtvtEoArgM9NhL7B4IZTIUaZwg+mhZ+enm4s/Cgm0O59J0HSV/PxnhenWnxR+I2Bj/2dwBsicpn9z1Ptz/NFZA+wR1UXisjTWEsOS7G2BHYE7sPKPfyYcxxVXSkiU4HnRKQekAOMAtoCQwMtt8EQyai9LS/aLHwaNID4eCgqQktKkAAoaHeXvrHwo5fs7GxXwLY3L3m46CtVHVHD2yuHL0/xQuAk4IvaTOSB6RV+nug2Xx8s18coYARWNaC9tgzjVHVdhb7XAv8EHgXSgVXAeaq6IsAyGwyRTZRa+CJi3dOBA9Y9ZnoNdvYZdwvfKPyYJyr0lS9P8Whgpojsw8ofXCmowJ/EBKpaXRT9G8AbPo5ViJWmcExN5TAYYgU9cgSKi6FePajvrTxG5CIpKeiBA1Z63QAo/F27dgGWwo+LM5XEY5lw0lcicjLwEHA21gvDaaq6QkQew8oK+Jm3vr48xb8CJwBvAruxsgS5HxVT7hoMhnDELUI/kCVkw4YAp9fds8dKLtqoUaOAjGcw1BYROQtr2eB44D3K63AH5bcGVsIXC388tQgSMBgM4UG07sF3IqmpAUuvq6rs27cPwJTFNYQTTwBzgIuBeOAWt2srgL9W1blaha+q2bUQLmxxWjhjx441GfYMsUG07sF34ryvfE8FzGrG4cOHKSoqIiEhgeTk5FqPZzAEiFOAS1TVWX7Xnb3A0VV19jXxzskiMlNE9opIqYicYp9/TETO80vsEONMtGCUvSFWiNoIfRtXtr3Dh2s91t69ewFISUkhMTGx1uMZwpfs7GxXevUIoAjw9gbaDDhYVedqFX5t1wwMBkOYcOiQ9RmlCp+GDa3PALj0nev3DRs2NBH6UY571r0IYAkwWkTi3c45Bb+eanbT+WLhO9cMulA5qnAFlovBYDCEOVFv4Tuz7QXQwjcK3xBmPISlc1fZ/1ZguIh8CZyOldTHK74o/FOAF9V6/anxmoHBYAgTonQPvgunhR+ANXx3C99k2TOEC6q6Cms73m6sojzCH4F7vT3s+S+HL6+utVozMBgM4YErSj9Kg/aCYeGnpKQYC98QVtgJevqJSBJWIZ4DFfLye8UXC79WawYGgyFMcFr4UbotL5BR+u4ufWPhG8IFETne+W9VLVLVHb4qe/DNwn8I+AprzeB9/lgzeAYrr3CPKvoaDIYwIVor5blo0ABEoLAQLStD4uOr7+MFE7RnCFN+FpHdwJdYxvaXqupzifpqLfzarhkYDIbQow4HOF3dzrXuKEPi4v64t1q69U3QXuwQYdvyBmJlvW2Llc//VxHZIiKTRGS4XaHPKz7tw1fVFaraD6sowLFAmqr2VdUfaim8wWCoC/LzQRUaNqyV5RvuuNbxa+nWN0F7sUMkbctT1bmqer+q9sJavx8MTMMqcPcGsKmq/lUqfBFJFJEPRORse7IarxkYDIbQE/XufCcBWsc3Fr4hAmgBtAJaYxniAD9V1aFKha+qxUD/6tpFIk4Xjsm0Z4gJnAow2hV+gLbmGQs/dogkl76IXCci74jIdmAtcBvwO1YCvCaq2q2q/r68un6FtaF/QS1lDSsiwX1jMASKWLHwJSXFKqBTizX80tJS9u/fj4iQnJxsLPwoJzs722X4RYDSfw0oAF4EnlHVnTXp7IvlfgdwvYjcIiLHiki8iMS5H34IbTAY6pJoL5zjJAAu/dzcXFSVlJQU4uPjjYVvCCeexSpZfzuwWkRmiMjfRaSTL519UdargSxgAvAbUAyUuB3F/khtMBjqjmgvjeskEMl3nOv3afbvylj4hnBBVe9Q1VOwMtz+DdgOjAJ+EpGdIvJuVf19eZLHUzmlrsFgiCRixcIPQAEd5/p9iv27MgrfEG6o6n5gpoiswMqRcyXQz/4c6q1ftU+yqmYHSEaDwRAiYmkNHwJj4afavyvj0jeECyLSHDgH6Gt/tsKqWrsS+DdWQh6vVKnwRSQRmAo8q6qLAiGwwWAIAdFeOMdJANbw3SP0wVj4hrBiG5bHfTXwIVa2vYWqesiXzlU+yapaLCL9sdbvDQZDhBLtpXGdBNLCd7r0jYVvCCP+gpVON9efzr4E7Tm35RkMhkglVix8t334/m69dSr8Bg0aAMbCN4QPqjrDX2UPZluewRD16JEjUFwM9epB/fqhFieoSP361n2WlFj37AdOl35yslUV3Fj4hnBCRE4UkfdFZI+IlIrI7yIyTUROqK5vzG7LM5n2DDGDcz07JSUSEovUHuc6vp9ufWPhxxYRlmmvB/ANVtDeJ1iBerOxAvi+EZFTq+ofs9vyTKY9Q6wQKxH6TqRhQ3T/fjQ/H8nMrHF/p4WflJQEGIVvCCsex8qX309VXXtPRSQVmGdfP9dbZ7Mtz2CIdmJl/d5JLUvkuhfOiY+PJy7OrFpGMxGWWvd04Bp3ZQ+gqnki8iQwuarO5kk2GKIcV4R+tCfdsRFb4ftTIldVy23LM9a9IcyozjVd5fVqn2YR+aK6CVS1X3XjGAyGEGEsfJ8pKCigqKiIpKQkEhMTTcCeIdz4BrhfROZVcOk3BO4BllXV2ZfX1zgqvzU0BjoCe7AS+RsMhjAl1tbwnQrfn734Tuu+cePGiIix8A3hxv1YlWt/E5FPgJ1AU2AQ0ADoU1VnX9bwPQ4gIllYmX4eq4m0BoOhjnG6tmNE4UstLHzn+n2mHexnLHxDOKGqy0XkdOBhYCCQCeRiZdx7RFVXV9Xf79dXVd0oIk9gbQs42d9xDAZDcHFZ+DGyhl8bl77TwncqfGPhG8IFEUkH2gMHVPUyf8aobdDeHuC4Wo5hMBiCSYyt4dcmva7Twk9PTweMwjeEHhFJEpFJwD6sNfx1IvKdiBxb07H8VvgikgmMATb6O4bBYAg+sbqGXxsLPyMjAzAufYOFiLS0s9sdFJFDIjJTRFr5Mc59IqIisqQG3e4ChmFtubsFeAYrhu6Fms7vS5R+DpWD9hKBY+x/X1rTScMB537LsWPHmmx7hqhFHY5ymfZiAalF0J7Twk9LSwOMhW8AEUnGWiM/AgzH0oePAl+KSFdV9elBE5F2wAPA7zUU4Urg36p64O5+awAAIABJREFUn9tY3wBTRaSBqhb6OpAvT/NCKiv8Iqw0u9NVNSItfJNpzxATFBaCwwENGiCxorwCELTXqFEjwCj8WCA7O5tx48ZV1WQk0A7oqKobAETkR2A9cCOWxe0LLwLvYlnnNXmw2gJzKpybAwjQBljr60C+ROmPqIFgBoMhnIix9XsAkpIgLg6OHEFLS2v0ouN06RsLP3bwIdPeEGCZU9kDqGqOiHwFXIQPCl9ErgZOAa4CZtZQxCSgoMI5588NajKQx6fZroA3CMhR1Z+8tDkRaKOqH9dkQoPBUHe4suzFkMIXEcvKz8uzrHzbWvcFd5d+Xl6eUfgGgC7ARx7Or8GqT18lIpIBPAvcraq5fqbv7S4i7mtyzvw4PezofReq6jVZnregvWHAf4GqfGJ5wH9F5Crf5DUYDHWO08KPkfV7F36u4zst/FT7BckE7UUn7hXy3A8vZAL7PZzPBTJ8mO7fWAnqJvklrMXzWMVxnMfnWC79F+2f57p9eqUqhf+mquZ466iqm4HXsYIYaoSIHCsiz4vIUhEpsKMW23holyEir4nIXhE5LCLzbM9CxXZJIvJvEdkpIoX2uGfXVC6DIdqIuQh9G3+T7zgVfor9gmQs/OgkOzsbVa10VEF/D/qq3BuCF301HPgrMEr/mCAOaFMDfdUXq/xt3yqOc9w+veLtaT4F642iOuYBQ31oV5H2wOXA98BiPJTzE+t1axZWwMI/sN6w7sOKjOymqtvcmr+OtQRxF7AJ+DswR0R6qepKP+QzGKICjXELnxoU0CkpKSE3N5e4uDgaNLCWRo3CNwD5QGeslLbu+ioD2/KvQl+9DrwHbHNzvR+P5TUYg2X5/40q9JWqLgzUjXiz8FPx7MKoyH67bU1ZpKrHqOoFwHQvbYYAZ2GVAvyvqn5mn4sD7nY2EpGTgKuB21X1VVWdj/UysQUY74dsBkP0EINr+ODf1rx9+/YBcNRRR7msPaPwDcBKYIUHfdUZ+Nn+tzd9FQ9cg6UrncfR9vkJWMq/zvSVN4W/F2jtQ/9WdtsaoaoOH5oNAXao6pdu/Q4CH2NFRrq3KwGmurUrBaYAA0Wkfk3lMxiiBY3FKH3wa2ve779b26OPPvpoSktLAaPwDYBluZ9u76N3cixwpn0NvOurOcBu/nC9v4EVbLfG/vn9utRX3hT+Enxbmx9htw0GXQBPOwTWAK3cIha7YO0mqLhtYQ1WgqD2QZLPYAh/Yi2Pvo0/Fr5T4Tdp0sQofIM7rwKbsSL1u9nnXgG2Ai/bP3cBNohIqYg87Nb3C6wkdd+p6gKgIVYemwOqusBtabpO9JU3hf8c0E9EnhWRxIoXRaSeiEzAChB4NkiyVRUZCX9ER1bXLtPT4J4iNE3GPUO0EYvb8gC/LHxnwJ5R+AZ37Ex652Ctt19vn94GnKOqziCRTOAQlqveXa960lelHqapUl8FCo9Ps6ouFZE7gKeBoSLyOVZmPbBc/QOAxsAdqrosSLIJlTP8Oc/7064cJtOeISaIUZd+bSx8d5e+2ZYXnfiQXa8cqroFuFREbsCy+P9m71RzIkC+qnrSTxV/XqOqZ1XTLih4LZ6jqs9hrTF8B/wZK+LwPvvf3wF9VXVCEGXLxfPbjvNNab+P7XI9XDMYoh4tLYWCAhCB5ORQi1O3OJcwCiqu9HnH3aVfUlICGAs/WvFjW151BE1f2YnwAkKVA6nqIjsyMRVoah9pqjpIVRcHSggvrMFaF6lIZ2CLmytlDdDWLnBQsV0xsAGDIRZxK5ojcQH7mxERuCz8GmzLMy59Qy0Ipr4qkf9n773j46jv/P/nZ2ZXvXdbki3J2HI37sYYbCDGNhBKCCGQUBNSf8ndJYTkLslh8k0uPSThUi4hR44aSujFYNwAd+Pebcm2LFm9d+3OvH9/zO5aknellayueT4e81hpdmb2M1vmNe/3512UWuD9R1n8SCmV1tNBBnUVEBFTRMo8i9HTF+klrwPpSqml3hVKqRjgk5yPjPRu56RdiUOllAO4HXhPRFoHZrg2NkOLUTt/D3aUvs1A05961dndr2F13Rvb00EO2rdZKfVpz59zPY+rlFLlQLmn0MDrwFbgaaXUdzhfyEABv/AeR0T2KqWeB36rlHICp4CvYhVA6E1RIBubkcEonb8Hzk9hNDUhphmUh6O9S99bU9+ew7eBIalXvZrzH8zb184Fd/7oedwELBMRUyl1A/Arz3NhWG/oVSJyttO+9wE/wepRHAfsA1aKyO7+GryNzVDHZ+GPspQ8AKXrEB5utQdubj5v8XdBe5f+/v37AdvCt/ExIvRq0L7NfqIZ/W1TBdzvWbrarhmrTOG3+mZ0NjYjgNFs4YMl8s3Nlls/CMFv79K3g/Zs2jME9MpfRGGPowxHVySPjc0oYrQ2zvHSk9S81tZW6urqcDgcxMbG2nP4o4j2nfOGMG8opQqUUgVY0wAAb3vXtVvOdHUQv99mTxrA9VgV7PxVu8PTtS5LRN64iJOwsbHpL7wR6qNU8HvSQKe9O980rcrfmqahjbLshtHI6tWrfUXXhqjo/19fHSjQ7evnseYhLmhF24564Dml1AMi8lxfDcjGxqZvkFFaVteLioxECM7CtyP0bYYqInJfXx2rK8F/QkROBXgeETmtlPobVs39YSf43ju5hx9+2C6pazMy6cc5fMMU8sqEY8Um52qEmibQNXDq1iOAy4A2N5gCydGQmaAxeYwiM0GhaQNgSfUgNc+uoz966WnVveFMoG/0HOCxIPZ/n2Ga+maX1rUZ6UhtLQAqNrbPjukyhI+Om6w/YlAdfIo7RdWwt8Dgjb0QEQIzMzUWT9TITuq/udOezOH7K7pjp+SNDoa6S79Tl75uEZH8QM8FEvxo/Dek6Uy1Z1sbG5shhJhmn1v4ZypNnvzITWmd9X9yNMzI0MhKUiREKgwBtwGGgAiEOCBEt7YtrbM8AkeLTSobYFueybY8k6wkxScv1ckd0w9z5T2w8EtKSgDbwrcZkpykZxH5eqAnAn2jK7Ca5HTX+nacZ1sbG5uhRFMTGAZERKD6wFLdc8bkyc1uXAakxMAtcxxMy1BoQVpE45NggcdOKakVtuUZbD1pcrpCeOx9N7MyFZ+e7yA+sg8tLK+FH0Q9/bNnrVTpzMxMOyXPZqjR73P4H2HNzT/Tzf730v1NgY2NzQAjdR4zPCbm4o4jwtpDJq/vsSpqL75E47YFOk6998KcFqu4eY6DVTOEDUdN1h402HdWOFrs4sbZOlfman3iWvUFKwZh4RcUFACW4NsWvs1QQkT6LEo/kB/tt8A1SqlHlVIhnZ9USjmVUr/D6hH8aF8NxsbGpo/wCL66CMEXEV7dbfD6HgMF3DxH545FFyf27Ql1KlbO0PnBjU5mZSpa3fDiToMnPjRodfVBjE0P0vLaW/i24NuMVPx+o0Vkq1Lq28Cvgc8ppd4DvAn944HlQCLwbRHZNiAjtbGxCRrpA8F/fY/BusMmmoJ7r3AwZ3z/5KTHRyoeWOZkzxmTZ7a62X3Givz/8jIHyTG9v7noSdBee8Fv9GxvC77NSCPgL1hEfgtcBewCbsFqBPDvnr93YdUI/t1ADNLGxqaHXKRLf1uewdpDltg/sLT/xL49s8drPLjKSVqsNc//qzUuTpaavT9gu6C9rrJympubKS8vx+FwkJqaalv4NiOWLn/FIvKBiFyHFYmf5lliROR6EflwIAZoY2PTcy7Gwj9bafKPbdac/e0LdWZkDly1ubRYxbdXOpmWrmhshcfed7M9r3cduVVICDid4HZDW1vA7QoLCwHIyMhA13U7aM9mxNLtL1kpFQYsBpYCVwILPetsbGyGKp4c/J5a+G1u4f82u3GbcMUkjcsnBszw6TfCQxRfWuZg2WQNw4Snthi9Fv1gUvPau/MBOw/fZsQSUPCVUqGewLwqrBaAzwMvAB8ClUqpX/kL6BsueJsl2FX2bHqLuFxDtoCTr6xuDwX/7f0GJbWQGgO3zB14sfeia1aanncMz24zKKjsuXs/mHn8QIJvW/ijg2XLlg2H5jl9QqDmOQp4EysK/zXgbaAAUEAmcAPwb8BU4LoBGWkfM1Qv1DZDGxFBDh7EeOstpLAQoqLQFi1CX77cJy5Dgd6k5ZXXCRuOmCjgrssdhDgG/wJ4zVSdinrhw+MmT242+O71qmdZAkFE6ufl5QGQlZUF2II/2ti4caPv75Eu+oG+0Z/GCtj7tIi84uf5x5VSnwJeUEp9SkRe7rcR2tgMMiICZWWYZ85gbtuGHD9+/smGBsz338fctg395pvRFi4cGhcNb1ndHgj+q7vdGCYsnKCRlTR0usTdMlfneIlJSa3wzn6DG2cHL8TBNNA57vk8c3NzAXxz+LZL32akEeiXcwfwQgCxB0BEXlZKvYhVS98WfJsRiVRW4n7iCeT06fMrw8PRr7sObckSpKgI47XXkBMnMJ5+GnPvXhx33nlR6XAXPWaXC5qbQdchIiKoffLLTfadFUIc8MlLB8+V748Qh+Jzix38Zo2b9YdNLrtESI4O8qYqiDl8r+BPmjQJgDZPgF9IyLCdsbSx8Uug2/jZwFtB7P8mVqMdG5sRh7l/P66f/cwS+/Bw1MyZ6DffjPORR9CvugrldKJlZeH45jfR77oLwsORgwdx/eQnmO29AAON150fHY0Ksp/72oNWUNyyyRpxEUPAQ9GJnGSNBTkabhNe/dgd/I5ewQ9QXldEbMG3GTUEsvCTsebsu6MASOm74djYDD7S0oLx+uuYH3wAgJo+HcdddwWco1dKoS9ciDZpEu6nn0aOHcP9xz/ieOABtGnTBnLoAEhNjTWuuLigti+pFQ4UCg4Nlk0eWtZ9e26crbP3jOWJOFtlkpnQ/c1Md0F7xcXFNDY2kpiYSEJCAmC79G1GLoF+MRFAaxD7twF2ip7NiEBEMPftsyz0Dz4ATUO/+WYcX/5yUAF5Kj4ex9e/jnbFFeB24/7f/8UsLh6AkXdEqj2NLuPjg9r+o+OWdb9wgkZM+NCz7r3ERSgun2hdstYeDDJivxuXfmfrHmwL32bk0lX0S3oQfXgz+nIwNjaDhXnsGMYbb/jm6lVmJvrnPoeW0bOvuNI09M98BhobMXfvxvjb31Df+x5qICO+e2Dhuw1h5ylLPJdMHDqBeoG4eqrOB8dN9pwxKasTUropvettoBPIwu8PwZeSEsTlQmVkDI0AThsbD11dhV4KYn9Fz/r02tgMKcwzZzBefx05dsxaER2NvnIl2pIlKL137m2lFPrnP4959ixSUoK5bh36ihV9OOqu8Vr4wQj+gUKhsRXGxikyEoa+OMVHKhZka2zNM/nwuMGt87q5keomLe/EiRNAR8H3uvR7I/jG1q0Yz1hNRrWrrsJx6609PoaNTX8R6NfSZ/13bWyGIlJSgvuNN5B9+6wV4eHon/gE2rJlqNDQiz6+CgnB8dnP4n7sMYy1a60biAHK0/fN4Qfh0t/mqWC3aELftKQdCJbkWoK/Pc/kxtnSZV5+d3P4XVn4PZ3Dl6YmjH/+0/e/uWED5qRJaDNm9Og4Njb9RaBueX3Wf3eo4r24Pfzww3a1vVGEVFZivP025o4dIAJOJ9qyZeif+ESfC7KWm4uaPBk5ehRj40Yc11/fp8cPiEfw6cbCb2gVjpwTNAXzs4e+O9/LuATLG1FYJewtMJmf3YUnpos5fBHh448/BmDq1Km+9b116Zu7d0NLC+qSS9BmzsR4+WXcr7yCc9q0oLMlbAae1atX88gjjwz2MAaEUfstFBFExBb7UYLU1eF+8UVcP/oR5vbtoBTaFVfgXL0ax0039Zv1ra9cCYD54YdWfvwA4HPpd2PhHyw0MQUmpSmih3CwXmeUOh+8t/lEN8F7YWGgFLS0IEbHevwFBQUUFRURHx/P5MmTAeu60NsofXPvXgC0hQvRli6FpCQoK0MOHOjRcWwGltWrV/v0YKQzagXfZnQgbW0Yb7+Na/VqzE2bwDTR5s/H+cMf4rj9dlRsbL++vpowAZWeblXk804f9CPidkN9vSVy3RT/2XvGEstZ44bfZWBeloZTh5OlQnVj4Au10rSAVv5HH30EwOWXX47mscDdbjcigq7r6D2I4RDDQPLzAdCmTUPpOvqyZQAY69YFfRwbm/5k+P3SbWyCxDx0CNdPfoLx9tvQ1oaaMQPH976H4557UMnJAzIGpRTakiXWeDwC06/U1lpTFbGxXQYdtriEo8WCAmYNYPvbviI8RDE9wxr37jPdWPndCP4Sz+cDvQ/Yk8JCqwVvcrKvyqJ22WVWMab8fMz2lRptbAaJ4fdLt7HpBmltxf3cc7j/9CeorESNHYvjX/4F55e/jJaePuDj0ebPh9BQ5ORJpKysX18r2KI7h4pM3CbkpKghnXvfFXPGW5evj093LfiBAvfWr18PdBT83s7fS4FVp0zLzj7/uqGhaJdfDoDpeS2bocfq1atHTbc8W/BtRhRmfj6un/4Uc/NmcDjQb7oJx3e/izZx4qCNSYWFoc2caY1vz55+fS2prLRes9v5e8sNPnMYWvdepqUrQh1QUCmU13Ux/+rHws/Pz+f48ePExsaycOFC3/peR+h7CiypsWM7rNeXLgVNw9y7F6mq6tExbQYGew7fxmaYIW437tdew/3oo1BRgUpPx/Gd71hta3uZT9+XaLNnA/0v+HgEn6SkgJuICEeLLat46tjha9WEOM679Q8UBrby/Vn4a9asAWD58uUd2uD22sL3Cv6YMR1fOz7e+uxNE2PTph4d08amr7EF32bYI2VluH/zG8y1awHQli/H8eCDg+K+D4SaMgXCwpDCwn5160tFhfV6XcQonKsR6lsgNhzSYoev4INl5QMcPteFW9+Phf9PT7789Z1SJXs9hx9A8AG0q68GwNyyBWlp6dFxbWz6ElvwbYY15r59Vke7ggJISMDxr/9qpdkNscYnyulEmz4dsIIJ+wuf4CcmBtzmyDnLdTl57PApthOIKWM1FFa0fqvLv0u2s4VfUlLCxo0bcTqd3HzzzR227Y1LX+rrrUp+YWF++xdo48ejJkyA5mbMbduCPq6NTV9jC77NsMX44APcjz8ObW1oc+bg/N730CZMGOxhBURNmQKAefRov72GT/C7cOl73fmTxwxvsQeIDlOMS1S4TTheEmAOtpOF//zzz2OaJitXriSuU3Bjb1z6vriJpKSAN1C6x8o3NmxAzCAb/9jY9DGjVvC9UZl24Z3hifuttzBeeAFE0K+/Hv2++1AREYM9rC7RvMVdTpzolyI80tZmpeVpWsBOeYYp5JVZwpibNjJ+/lM9bv1jJf6FtL2F73K5ePTRRwG45557Lti2Ny59XzCep72u3zHMmGHFVVRW2oV4bAaNkfGL7wV2pb3hi7F2LeY771jtaz/3OfRVq4aFa1rFxlpzvG1tyKlTff8C3oC9xMSApVwLqwWXASkxDNt0vM5M8ty4nCgNYOF7OubR0MBjjz3GmTNnyM3NvcCdD70M2vMIflfTKErTzhfiWbt2VESEDxfstDwbmyGKefQoxmuvgVLod9+Nftllgz2kHuFz6x850ufHDmb+/pTHus9OHjk//awkhUODomqhodWPkHos/Nbqar7//e8D8Otf/9pvJb0WT1BdWFhY0K/vc+l3YeEDaIsWQVQUcvo0sn9/0Me36V+CSctTSmUqpV5SStUqpeqUUi8rpcZ1d2yl1Dyl1F+UUkeVUk1KqQKl1DNKqezu9u0PRs6v3mbEI/X1uJ98EgD9uuvQ580b5BH1HC03F7Dc+n1NMBH6+eXWRS0neeRYM05dke05nzw/Vr7yWPjNZWW0tLRwzz33XBCd76W5uRnooeB7LfxuBF+FhaGvWgWA+9VXrTLINkMepVQEsB6YDNwD3AVMBDYopbprwvFZYBrwe2AV8D1gDrBLKZXZb4MOgC34NsMCEcH99NNQV2d1IxvA/vJ9icrJAaWQggKktbVPj+1N9+ta8K157pwRZOEDTEz1uvUvnMevNwwMEWKdTqZMmsRvf/vbgMfpjYVPEHP4XrQlSyAlBcrLfWmkNkOeB4Ac4GYReVVEXgNuBMYDX+5m35+LyOUi8kcR2SQizwIrgXjPcQeUIf2rV0otU0qJn6Wm03bxSqnHlVIVSqlGpdT7Sim7CfUIwty6FTl0CCIirFr4w7TdqAoPR2VkgGkifVxfvatccIDqRqGmCcJDILV/ewYNOBPTLAu/8zz+9u3bWbBoEeUey/21Z565IDK/PT218EXkvIXfxVSKF6XrOG6/HQBjzRrMoqKgXsdmULkbSytPeDUIyPc8d5N3I386BKR1PpiInAHKgQEvFDJcrprfBC5rt3zC+4SyIi1ex7pr+gZwK+DEcrdkDPxQbfoaqa7GePllAPTbbuu2bOxQR3lSB82TJ/v0uFJSYh0/7YJrDAB5ZZb1m52k0EZYgFLnefzq6moefPBBFi9ezLFjx6jzpMJNSE3t8jheCz88PDy4F25shNZWKwc/yH203Fy0K64Aw8D9t78hTU3BvZbNYOGdb++sQ68AU6FnOqSUmgKkAH0fyNMNw0Xwj4jItnbLrnbP3QgsAe4SkedEZI1nnQY8NBiDtek7RAT3c89BSwtq5ky0YThv3xntkksAkLy8Pjtmh+IvASzYU975+5Th8rMPHqeufHEJP/jZ/5KTk8Ovf/1rAB566CEmzpljbVhX1+Vxeir4Ul0NWPP3SilOlpr81xsufvx6G7tOGQH302++2WqbXFaG++9/R4zA29oMOtGexw46BBzDcs1DkDqklHIAf8ay8P82UCfgZST88m8EzonIBu8KEakF3qCdu8VmeGJu344cPmy58m+/fUSkzngtfDl1qs8Ct6S01Dp2amrA92gkBuyZpsnu3bv5r//6L9a+8j8A7DpeRU1NDVdffTXbt2/n5z//OXqsNYch9fUBjyUiPsEPDQ0NbgDeVMiEBKobhT+td3OuRiiphb9/ZPDhMf9CrkJDcXzpSxAZiRw+jPHkk7boDyDtU/HaLz2k/Q7B6tB/A4uBz4tIdS+H32uGi+A/o5QylFKVSqlnO6VDTAMO+tnnEDBOKRU1MEO06WukpgbDU/Nc//SnUbEjY+JZRUdDaiq4XMjZs31yTN/8fQB3fqtLKKoWNAXjE4e34J89e5ann36au+66i7S0NObOncv3v/999n74KgCzltzM9u3bef/995nn9QhFe4y0LgS/tbUVESEkJMRvyp4/2kforz1k0Oq2GhLdPMfa/8Wdhm8qpTMqMRHHV78KYWGYH3+M+4kn+jyQ08Y/7VPx2i8B8H5pOugQkAl4RbtbHVJK/RT4EnC/iLzXh6cTNI7uNxlUaoFfA5uAOmA28B/AVqXUbBEpAxKA03729faijAca+n+oNn2N+4UXoLkZNW2a1VN+BKHl5GCWlloFeLIvPiVXCguBC9uzejlTKZgCmQmKUOfwEfzm5mYOHDjA1q1b2bJlC1u2bKHQc65eMjMzWblyJdeuupFNjYIWPZ5L51zSwWJTMTEASBcu/V7l4HsE34hPZOcpS9hvmqOTHq9R3yKsO2zy9BY3/36DkxDHhe+7lpWF42tfw/3HPyJ79+KuqMBx770Bb9xsBoWTwFjgq3TUoVjgY8823enQfwLfAb4pIk/152C7YkgLvojsAdr3E92klPoA2IEVQPEDLLeKv1uzLq9q/tw3Dz/8sF15b4hg7ttnFScJC8Nxxx0jwpXfHpWdDVu39lnFPa+nQI3zXwtkOLjzS0pK2Lt3L/v27WPfvn3s3buXY8eOYXaqPR8XF8dll13G8uXLWblyJZMnT/Z9P0686aKoWjhTKUxMbXeuQVj43gj9oAP2OC/4J0MzaW6DsXGK9HjLcfrJS3UOFwnFtcI7+w1umuP/cqvl5OB88EFcf/4zUliI62c/Q1+5Eu3qq1E97NpnExyrV6/mkUceCXbzZ4FfAYdEJB9Lh04AbwLeFozd6dB3gO+LyGO9H/XFM6QF3x8islspdRzwmnxVWHdXnfEGU/idJ7FLWw5dpKUF94svAqDfcAOqizSq4YqWnY0BmH0g+OJ2I+fOAVgpf37I90boDwHBd7lcHDt2rIOw79u3jzI/bYN1XWfq1KksWrSIxYsXs3jxYnJzc9ECpGXmJCuKqoX8MmFiu4B85RH8rubwe1N0xzuHf8K0mhV52/UCOHTFnZfp/GaNm3WHTeZmmWQk+B+3SkvD+dBDGK+8grl1K8abb2J88AH6tdeiXXYZKtiYApugWL16tV/jLoBh8Vfg/wNeU0r9AEvY/x/g4rygVwFjlVJu4Eci8iPP+mWex7XAeqXUonbHrRORwxd3Jj1j2Am+h/Z3U4eAa/1sMxUoEBHbnT/MMN58E2pqUOPGoV155WAPp39ITbXSuGpqkOrqi0o1lJIScLshORnlxzo1RThVMTgR+tXV1ezfv7+D5X7w4EFfzfr2xMbGMmvWLGbNmsWll17KrFmzmDZtWo8EOCdF8eFxb4GhdvPwHpd+V1H6jZ5uelFRwYf9eC38vEarcdMlqR3f3+xkjaWTNTYeNXl2m8G3Vyp0zf9Nl4qIwPG5z2HOm4fx6qvI2bMYL72E8dZbaIsWoS9eHLDGgk3/ISKNSqmrgUeBp7D0Zx0QCXijbg9hVdLT6Rgbt9DzuNyztGcT528IBoRhJ/hKqXnAJOAFz6rXgfuUUktFZJNnmxjgk1iuGJthhHn4MObGjVZjnDvuGLYFdrpDaRoqKws5cgTz1Cn0ixF8jztfy/RfqbOkRmhug7gISIjsHwvfNE3y8/MvsNoLCgr8bp+Tk9NB2GfNmsX48eMveupmQrIGGJwqF0wRX72BYCz8Jk8+fESQXReluRmam2kLieBMtYZS/qdMbrhUZ99Zk4JKYeNRk2umdh0QqOXmor7zHWTfPqudbn4+5oYNmBs2oMaMQZs7FzVlCiozc8T+PoYaIlKAlVsP+HRoO/CMZ9U1C3ixAAAgAElEQVTrwH3Ask46FA/8t4h8Y2BH7J8hLfhKqWeAU8BuoAYrWOLfgSLAOxfyOrAVeFop9R0sF/6/Y92F/WKgx2zTe6SuDvdTVjyLfv31AQVspKBlZ2McOWLN43vzxHtB8PP3fSMOjY2NHDx4sIPVvn//fhoaLnSmhYeHM2PGDJ+oz5o1i5kzZxLjtbj7mPhI68ampglKa2GMdzYoKgqUgsZGxDBQfqLwvRZ+ZGR35dEtvNb9ubRcTLHm78NDLhT8MKfiswsd/Gm9mzf3GkwZoxgb3/VnoTQNNXs22uzZmGfPYn74IeaePUhxseUBe/NNCA9HTZyINnEiauJE1Jgxfs/L5uIYSTo0pAUfK83hDqzKRRFACfAy8LCIVACIiKmUugErqOKPQBjWG3+ViPRNzpNNvyNuN+6//x3q61GTJqEt7+z9GnkoT3T+xQbuiceKVgFukHyCn9Iz61lEKCoq8om613I/ceKE3xiYsWPHXuCSnzhxYtApbn2BUorsZI09Z0zyy03GxFmvrXTd6prX0GAtflI8eyr43vn74njrc8xICPz+TkvXWDRBY1ueyeMfuPnOKqffmwN/aJmZaHfeiXzmM8jRo5j792MePw4VFcj+/RjeznsOByotDZWejsrIQI0da/3dgykKG7+MGB0a0oIvIj8FfhrEdlXA/Z7FZpghponxj38gx49DdDSOu+8eFa5KlZVlNdI5exZxuVBOZ4+PIW1tloWvVGAL3xOwN6GbgL3Kykp27tzJjh07fEt5efkF2zkcDqZMmdLBHT9r1iySu2jaM5DkJCv2nLFudC6feH69io5GGhqQ+nq/NR16beFHjAUT0uO7fn8/s0CnoFI4VyP8/SM3Dyx14NCDvwlTDgdq+nS06dN9r28eP44cP46Zn2/dABQWWima27ef3zEmxhL+9HTrJmDsWKtAUy++b6ORkaRDQ1rwbUY+Ul6O8frrmHv2gNOJ48tfHpFR+f5Q4eGotDSkuBgpKPBV4OsJUlAAhmFdzP0E7NU1CxUNEOKAsZ0Eqaqqig0bNrB+/XrWrVvHsWPHLtg/ISGhg6hfeumlTJkyJfhKdIOA15OR37ngTXQ0FBcHDNzzTkn0VPCL9MSgBD/EofjiUge/XuPiUJHw5GaDe5boAYP4ukMlJKAvWgSLrMBvaW5Gzp2zRL+oyPr73Dmoq0Pq6pAj7Uq3a5ol+t4bgaws1IQJo+JGezRjC77NoCDV1bhffBE5cABEICQExwMPoGVlDfbQBhSVnW0J/qlT0BvB99TjD3SzkFdmud6thjmwd+9eXnnlFd5880327NnTwTUfHh7O3LlzWbBggW/JysoadjUQMuIVITqU10N9sxAdfj5wT/AfuCciPsGP9ubsd4NUVWGiOOe2XObdCT5ASozia9c4eGytm91nTFrdwv1XOPqkGJIKD7e+B+2+C2KaUFnpE3+zqAgpKrK8AcXFVoXGXZ7WJFFRaLNmoS1ejBo3bth97jbdYwu+zYAjbW24fv97KC8HhwNt3jz0T3xiVFYXUzk5sGWLFanfi/1Nr+Dn5Ph93mvlnju+hYlf/QJ57Rr2hISEsHjxYq6++mquueYa5s+fj3MEuHl1TZGVrDheIuSXC7PGeYTL68b3Y+E3NjZiGAbh4eHBvweVlVSGJtImOrHhEB0WnECOT9T42jUO/meDm0NFwm/edXP35bqvYE9fojTNStdMToZZs3zfMWltRUpKLE9AYSHmkSNQXo65eTPm5s2ozEy0pUvRFiywrf4RxKgVfO/dq11db+AxN2+2xD4tDec3v+krezpUMUyhpFZodUGrGwqrhdJaYVyiYmGOdlHWmbcAj5w6hYj0yKoSw0Dyrbbcmh8Lv7i4mHW7mtGiMnjqDw9TlJdHamoqN910EzfffDNLly4NOgVtuDEhxRL8vDKTWeMswfJOFXk73LWnznMT0JPsAams5FyE1fkwGOu+PTnJGt9a6eTP663KgL98281VUzSWT9OJCO1/y1qFhqLGj4fx4wHLwyHnzmFu3465bZtVA+DppzHXrUO/7Ta0SZP6fUyDxbJly9i0adNgD2NAGLWCb1faGzzMHTsAcFx//ZAWe8MUdp4yWXPAoMJP+va2PHh7n8E103SunNRL4U9JgYgIy+qsqoLExKB3ldOnoaXFsuDa5fE3Njbyq1/9isf+/ASf/cVx3G3NzM1N4i+/eosVK1YMaNT8YGGlIJq+DAXA9x75E/x6j5s/aHd+czM0NXEuyaps2FPBB0iNUXz3eievfGyw+YTJ2kMmm0+YLJuss2SSRkz4wLnUlVKo9HS0T30K+eQnMT/+GOOdd5DiYtyPPYZ2zTXon/zkiEz727hxo+/vkT6NMWoF32ZwkJISK6o8PBzliTYeSrS4hMIq4WSpsDXPoNKTWh4bDvGRCocGY+IUiVGKvQUmpyuE13YbvHfQYG6WxoIcjeyk4FttKqWsefxDhyy3fg8E3zx0CABt2jTfun379nHbbbdx4sQJLll4GwDZSfDnV14K+rgjgawkhVJQUCm0ucVqXOO9KaqpuWD7nlr4vgj9WMtC7o3gg5Wjf8ciB5ddYvL6boPjpcLb+w3ePWgwK1Njfo7G1LGBq/P1B8rpRF+0CG3uXMz338d45x3M999HiotxfOELdn3/YYwt+DYDirFzJwDapZcOeFqQiNDigpomoboRyhuEijqhvF6obLTWN3eq+JoUDStn6MzP1i646F4zVeNosdUYJb9c+Oi4yUfHTZKj4ZqpOpddcuE+/tCyszEOHbIC97ztXIM5n8NWGW5t6lREhMcff5xvfvObtLS0MH36dO596NecaoTZE0ZfHnZ4iCI9XlFYdb6RTp+69D05+CVhVsH+3gq+l6wkjW8sV5woFTYdNdhfKOw+Y7L7jElECFySqpiYqpGTrBgbr3D2IJ2vtyinE33VKtSkSbj/8hfk0CHcf/gDjq9/3Rb9YYot+DYDhpimz53fn+1uXYZQUiMUVls5zxX1QmUDVDYIre6u93VokBaryE5WTEu3rCstUO1zpZgyVjFlrEZRtcnOfJMdp0zK6+Ef2w3WHjK4faGDqWO7qarWiwI8UlNj5Vs7nbjHjeOBe+/lySefBOCLX/wiv/vd7/n5Gsv9mjtmZLspA5GTbAl+nreRTkwMaBo0NFxQ96DGY/UHbeFXVtKqhVClRaNrkBzdB1H2SjEpTTEpTaOqUdiZb7LrlElxrbD/rLD/rAGApiA1VpEep0iKtsolJ0ZZS3wkfe4N0CZMwPlv/4brv/8bycvD/eSTOO6/3w7mG4bYgm8zYJh79kB1tTXnfMklfXLMFpdwpsIS98IqoajaCrAzA4RohOhW+dXYCEVSlCI5RpEcrUiMgvgIRWRo7+bx0uM10udq3Dhb2FNg8vY+g9I6+OM6Kxjrlrm6r657Z3wFeAoLkba2oKwnc4/VNVomTeK2O+/kjTfeICIigj/96U/cfffdFNcIlY0uokIh8yKtz+HKhBTFB8e8mQq6JVCxsdZ3sKYG2hUKqvZY/QkJ/hpvXohUVlIWnoKgSIlRPSqgEwwJkYoVM3Suna5R0QAnS01OlgpnKk1K66C4RiiuufBLrtT5ngmx4YrYcIiJ8DyGn3+MCOnZ91ylpeH4+tdx/+Y3yN69mGvXoq9Y0ZenPKhIWxu1uw8N9jD6HVvwbQYEaWrC+Oc/AdCvvvqirIOmNmFHvmVRn626UNwVkBrjEeF464KcGAWJUT2/0PUUTVPMzdKZPU5j3WGTN/cZbDhiUtcM9yzxL/oqNBQ1dqyVIlVQENTNkOnJnf7FunW88cYbJCQk8N577zF37lwADhRa6XjTMrSAHoqRTk77RjqmoGkKFR+PVFdbHQo9gu92u6mtrUUpRVyQRZ+kqoricKtz3di4/nt/lVIkR0NytM5lnq9Fm1s4Vy0U1wpVjee9V5UNQm0TVDdCdaPgvz27hUOD6HCIDbdueMfGK8bGWdMgcRH+z0cbMwbHvffi/tOfMN56C5Wb2+91M0SEmhNnOXyggsJ6B7VuBy2mA4fRhlOZhOkmkU4hIhQiQ6wlIlQREa4TGa4TGekgxKkhbgNxuzHcpvXoMmhxQ2W9UFrWzKGGGI5E5/bruQwFbMG3GRCMNWugrg6VnY12+eW9Okab2+o29t5BgxaXtU5TMD5RMS7RulhlxCvGxKk+KWRyMWiaYvl0nfFJir9sdPPxaZPYCPjUXP8/OZWdbQn+qVPQjeBLeTly5gxNpsl/vfoqSUlJvP/++8yaNcu3jVfwZ2aMXrdrfKQiMRIqG6G4VkiP9wg+Hefxve782NjY4DMYKiooibBursb0o+D7I8Rh1RnI8lPJ2G0I1U1Q1SDUNgt1zVa1xVrPY51nXbPr/I3B6QqxWsN4SIqCSWkas8ZpTB7TMWBQmzYN7aqrMDdswP1//4fzP/6j32JxWipreeXVU2x15GJqaVbj2UAfj9uzNF34lCYGpuric9WBWFBiBt5mhGALvk2/IzU1mJs2gVLon/lMj6170xR2nDJ5c69BjecHPTFVccUkjWnpF5cH399MStN4YKmDP6xzs/6wSUa8wYKcCy8+KicHPvoIMy8PvZvGQS0bN6IDLx07RmxSEuvWrWNau0j92ibhdLng0GDyKJ2/95KTolF5yiSvTEiPx5f2KBUVvm167M43TaS8nOKc/rfwe4pD93oEuh5Tm9sS/tpmawrsXLVQVGNNi1U0QMVJky0nTaLDYF62xtVTdOI9rZX1G2+0CvWUlGC8+y6OG27o8/NoLK/hsVdrKQybiiYG07QSJiSaJMSFEBbhwNRDaGt109LYRkOji6ZmgyaXotGt02ToNIqTJnHSqMIwPGKvxERDfItTGSSqJpIiTLIzI5g9LZb/vqfPT2VIYQu+Tb9j7txp1XufObPHLW8Lq0ye3WZQUGm5JzPiFTfN0ZnSTSDcUCJ3jMbtC3We22bwj+0GWUkaKTEdL8japElWAZ5jx5DWVlSAWvXu5maa1q8nWtd5ubSUTZs2kZvb0RW567SJAFPTB9/TMdjkpCh2nrJKDF+ZCyolxXqirMy3TZnn78RgUyKrq8HloiRyLDDwFn5fEOKwAv6SohUTUs6vN03hbLVwuEjYdcqKQ9lwxOTDYyZX5mqsmqkTHuLEcccduB99FHPtWmTevD6tkmmaJk+8WUlhWCZJ7hoeWB5Oeob/xlDdIWJN+SlFgBiaoVsHpD8YPlfNPkYpK1farrLXv4gIpqdzl+5p8hEMLkN4c6+bX7ztpqBSiIuAuy/Xeeh6x7ASey+LL9GYM16jzQ1//8iN2SnwQMXFWVa+y+XLr/fHP7/3PaJ1nY8rKnj0n/+8QOwBduRbrsmFfjwJo42JqdZ35XiJaVUy9MzbS7sugOfOnQNgzJgxQR1TSktp0sOpdcbg1CFxBGU9appifKIl7D+40cmDqxzMzdJwm7D+iMlP3nBxrNhEmzABbfFiMAzczz1n1ezvI7a8d5Kjjkwi3E18Y1UY6RnBFUPyh1LWlESggFmA1atX+/RgpDP8rpx9hIggIrbg9zNSUICUlEBUFKqd27krjpeY/PwtF2sOmIjAlbkaP7jRyYKcwJHuQx2lFHcs0omPsIrBfHD8wguk5pmDNz/+2O8x/vKHPzC/thaA6Btu8Cv2RdUmRdVCRIhl4Y92UmOsokn1LVZku9fCl7IyRATDMCguLgZg7NixQR1TysooCbcs2jFxXYvJcEYpRVaSxn1XOPju9Q7GJSpqmuAP69x8cMxAv/lmiI5G8vIwt2zpk9esOlfDqyXWe3trZjmJaf1vga9evdqnByOdUSv4NgOD17rX5s3zleXMLzf503oX/9zlprnt/I8sv9zkrxtd/H6tm5Ja62L9ryscfGaBg7AR4JoOD1HctsCaRbPiETpeYLS5c0HTkP37fZXcvKxZs4azTz5JRlQUVRERTLvzTr+vsfWkdSMxJ0sbkOIsQx2lFLljrMvcsRKBqCgID7dKEjc0UFxcjMvlIj4+Pvi2uKWlFEdY3oAxsaPjPc5M0Pj2SgfXTtcwBV7YYfBeXiiO26xqjsarr17wne0ppmny3JoKWvQwphsFzL+6590jbbrGFnybfkPa2qz5e0DzuPNrmoQ/r7e6hG04YvKzN128vsfNL9928Zs1bvadFZw6XD9L53s3OJmQMrK+ojMzNaZnKFpc8NY+o8NzKi4Obc4cEMF45x3f+gMHDvDjr3yF786ZA0DKF7/oN/CxuU18gr9k4sh63y6G3DRLlI8Vm5br1uvWLyvjzJkzAGT1IL1MSkspjLRq6GckjA7BB6ugz42zHdy5SEcBb+w1eFefiZo1C1pacP/jHxdlJW9/7wRHnOMIN5r57HUpaHZhnz7HfkeHCSJCY+v5H1NLdT0NZRfWBB9KmPv2QXOz1WozIwMR4cWdbprarOC7jARFZSO8d9DkTKXlhl4+TePhm52smqmPWAv1U3MdaAq25ZmU1Ha8QOqrVoGuY27dirlvHyUlJfzLZz/LM1ddRYiuo5YsCdi5bMtJk1Y3TEpTZCTYP20vXgv/RKlgmO3c+qWl5Hu6DY73dI3rDhFBioooiLSCyMYnjszvaFcsnqjz+cWW6L+13+S9WZ9DIiKQw4cxt27t1TGrz9XwcrHlyv9URjlxKQMXTDea5vDtKP1hQENDG79/uYpzKoHp5lmyHDW858rFrUK5I/Egl90w9JrQiGlirl0LgHb55Zim8MJOg30FQqgDvnyVg6gw2HXKpLxeyIhXQz7Frq9IiVFcdonG5hMmb+1184Wl5/OYVWoq+nXXYbzxBq7HH+dsbS2vXnEFYQ4HMmECzltv9XvM5jZh7UHLY3DVFDtYrz1xEYrUGCitg9MVQlZ6OuzaRfPJk5SVlxMSEhK04FNdTVtzG6URqWhqdFn47Vk4QUdT8OQWg3eOOTCWfYMVb/8c48UXUePHo6WnB30s0zR5dk0Fzc5xTDXOsvDqnH4c+YWsXr3aF8s10kXfNgOGOKZp8vQrRZxTVo7wQS2TN80ZtOkhmJrOPypzOLvr5CCP8kLMvXuRc+cgLg5t4UJe32vw0XEThwZ3Xe4gPtJqAHLZJTo3znYwJ0sfFWLvxfJgwJ4C4UxFxwA+7dprYflyTNNkVkwMYQ4HbTNnEvK1rwUscrLusEFDq1U/frodrHcBXiv/cJGJ8qSGtublATBp0iQcjuBsHzl7lqKIdEylMyZOWV34Rinzc3TuuVxHKXivMpV3Fj6AuFy4//pXxE9HwkBsfeeoz5V/56pk25Xfj9jv7BBn0ysHOUg6Ye5m/iX7FNPVOcYaldx9STmLw4owNAdP7gmhrXLouPeluRnjJasdq75yJbUuBxuPmCjga9c4uHSc/bWLi1AsnWy9D6/tMTrMfbpcLu586ilyn3ySz23YwJnPf56oL30pYG5+cY3w/iHrpuGmOfqIt1J6wwxPxcF9Z01UhjX/Hl5VhRJheg/aNJsFBZyJsrwB40apdd+eedk69y2xrP33mcJb0+5EKipwPfaY366EnSk4UMhLFdb0yK3jq4hLHV158QON7dIfZMQ0wTDA7bYWw0BaWik/cY5dx1t51zkLFNyRU8nEJblMXHJ+35ltBsefraI4LI0nXjzG566pIWpi1qCdC1hznO5nn7XK6GZloS1ezLrdBm4TZo+zOoHZWFw7TWfzCZPjJcLRYmHKWEVFRQWf/vSn2bRpE7GxsXzniSeYuGBBwGMYpvDUFjdu08r1H2lBjn3FpDSrj0JJLZQakURFRRHS0MCkmJig0/EA5ORJjsVe4zumDczJsm4yn/jQzfqoeVTMiOG2w08S+Ytf4PjCF9AClIouPnCa/9kZicsZwnx1moXLJg7wyEcftuD3MWIYSG0djWU1VJY3UVXTRlW9SWWLRrU7lBoicCsdJaZnERTi63NhKJ2qsARa9WngaZq2IqmUuUsvnNcKC9G575pwHlvfwoHIXB75qIlZ7+9kQopGdlY0yeMT0eLjfOlwA4G5bh2yZw+EheG46y4a2xSbPTnn186w55bbExGquHaazmt7DF7+2ODyk1u4/967OXXqFGPGjOGNN97wNcMJxEs7rSqE8RFwy1z7/Q2ErilmZGpszzPZfqKFHE0jF1gYHx+0R0RaWmg7fZa8OVa6mHeawAZmj9fQNQdPbnazP2ISJ+f8gE+cfZdFj/2JiAVz0C6/HJWUBC4X7pJSduyq4FX3dJqdEeQYJdxxZ47tmRoARq3gK6VAKR7+z//scfEdaWmhpaiUssJayqpcVDaYVLfoVBlhVGlRVIfE06Z3ClpxepYgiZJmcsIbuXJ2FJMvCVyOdnxmFN9a1cLz71eRRwLbomaxrQk4DI6DLpJaikiSWpIdLSSFG6TE6iSnRhA/eTx6dN+WCDN27cJ47TUAHHffjUpN5d1dbtoMmJauyLQjxy/gylzFugMtFNeE8eDjb3Hq1CnmzZvHq6++SnoXgU8iwlv7DD70xEXcf6WD8BD7gtkVc8Zbgv/h0RZUaCi5QFxpadD7y/HjHIueiFtzkh6viAm33+/2zMzU+N71Tp7Z6uZEaRivj7+JNRkrmVJ+hNTnDuDWHJSHJZMfnUOjMwccMN1Ryr23pxMSMng3q6tXr+aRRx4ZtNcfSNRoqC7UGaWUfOP/mtDEZKKUMjulleycWCKjQkDXwONmdzW30VTXQn1dK2VVLkrroMwdRpkeT3Vo1402wsxW4mkiwdlKQphJQrROQnwICYnhhITqiO5AdB1BAwXej0FTEBepiA7r+cWkqMLFwX3lnC51c8YVTZ0WuJBIlKueKe6zzBsHUy6/BO0ixd/YuRPjqafANNFvvBH92ms5U2ny6BrL3fy96x12qhiWUBcWFrJz5042bdrEa6+9hjsim5v//V0MVysJJc/ww2/dS1hYWMBjtLqE53cY7Mg3UQruXaIzN8u27rvDNIV/f76BRncoE+rf5GtHNqB0HeePf4yK6v77737iCf63bjr7E2Zx02yd5dPt99wfIsKhIuH9wwYnS/3rS4pqYMU0xYJL44aUZa+UQkSGzoD6mFFr4ZtKx1Q6R8jgSCVQGcROIfjc7LoYJFNPsrOVxAiTxFgnCUlhJKREkRjnJCIkBOh9DejekJ7kJP2a8/ORzW1CebWL8uIGyitaKK8zKW/WKXOH0+CMZqdzKjvLIeUfZayIOcC862b02OoXw8B4+23Md98FrAhz/dprOVlq8vgmS+yvmKSNCrEXEWpra6msrKSyspJz585x5syZDsvp06eprOz4ZUtLayWkeidt8fNRuffT4HISSO8PFZm8tNNNeT04dbh3iYNZdhBkt4gIH3+8i5CaRhqjFtMy9hMoKYYjRzB37kS/6qqu96+pofxIAQenfRaFMD/Hfs8DoZRieoZieoZGWZ1wotSkulHQlNXJb3ySRnJ08FMpNn3HqLXwW6tqaWlsY9/BKvaVOqkwImjWQqy5dM8X0YFJBK1EaG6SQt2kxeukpkWSmhlLUqzeoU/0cEJEKC5vY+/HpWwpi6JGs0Q+o6mIWzIqmHTtpUH1uDaLijCefRY5c8ZqfXvrrTQtWsrrewxfxbepYxUPLHMMuyI6ra2tPuHuvFRVVQVcbxhGt8eOi4tj/vz5LFy4kOuvv54FCxZgiuKx993klQlRoVa0/aXjNEKdUNMER8+ZbM0zOVVu/V7HxCruv1JnTJwtPN3hcrnYsGEDBw4cwFQhlKR9kVZD5/5xZ5n+4qMQF4fzhz8MmAUB4HrqKf5emcu+xEtZkKNx9+Wj1lYa0Yx0C3/UCv5oPG9/GKawbVcFbx1x+KYAZjQc5eZpblIWTUeFhFywj1lYiLlhA+aOHdZcRHw8lZ++j63ucXx0zKTNsGZGlk+zum4N5o2RaZodrO5gBbyxsbFXrxcVFUViYiKJiYmkpaUxfvz4C5YxY8b4tW6a24S/feDmaPH576ZqN90DEO6ElTN1luZqOIbZTdRAIyLk5eWxceNGamtrcTgcXHvttZRpk3hxh0F4CHyl6Fky83ehzZ6NftddF3zfRQT3uvW8s7OJ9zJWEKIJ/3FjCEnd9Ju3GZ7Ygj8CsQX/QlpdwvubSlhXFE2bFoJuuplde4CFMZXkpDlwKEEqKzHz86GkhEY9goKYLE5NuYLDUZM4V3v+NzItXfGpuQ5S+7ixiGmaVFdXU15eTllZGeXl5VRUVHQp3lVVVZi9aN3pcDhISEjwiXdXi3e7hIQEQruwEoM6RxF25pt8dMLkbKXgNiEyFLKTrCjzeVmjoxrhxeByuThx4gS7d++m1BOUl5yczIoVK0hNTUVEeHyT1bdBU8L06kOMrT9LuFPQ01JRUZGI0mloNqipaeW4I4OqsEQUwj1LHMzLtufuRyq24I9AbMEPTHW9mzfWlbGzLhHxWKG66SbGVUeI0YYoRYMzmiZHRIf9wkNgZobG0ska4xJ77mYWESorK8nPz+fUqVOcOnWK/Px8Tp8+TWlpqU/gg3GZdyY6Ojoo4W4v3jExMYM+xygimMKwnToaSFpaWjh9+jSnT5/m5MmTtLa2AhAZGcmCBQuYNWsWerv0VLchvPyxleUQzKUg0dnGbUsimJ5hT6GMZGzBH4HYgt89FfXCR3vqOHROKHZFXPC8U4fMBMWEFMXEVI1JaSooF7PXzbp9+3Y+/vhj8vPzfSLf0NDQ7f6xsbGkpKSQnJxMcnIySUlJ3VrdIX6mJWyGLy6Xi6qqKsrKyigpKaG4uJiKiooO1QrT0tKYMWMGU6ZMwdlFPEpVo3C4yKSyQWiurkfqG5CWVhCTqFBFdEIE43JTyEp12DdeI5TOaXm24I8wbMHvGW1uoa4ZWt2CrlkVy6LDgms0UV9fz5YtW9i+fTvbtm1jx44dF0Spe4mJiSEnJ4fs7Gyys7N9f48ZM4aUlBSSkpIu2mVuMzxoa2ujrq6uw+Kdrqmtrb2gDaumaaSnp/u+N4mJiYM0cpvhjIGn5OMAABVDSURBVG3hj0Bswe8/RIQDBw7w1ltv8e6777J582bcbneHbVJTU1m4cCELFixg0qRJPmGP70HVM5vhg2EYtLW1dVhaW1tpbm6mqanpgqWuro6WlpaAx1NKER8fT1JSEmPGjCEtLY3U1NQuLXkbm2AY6YJv55bY9Al5eXk899xzPPfccxw+fNi3XtM0Fi5cyOLFi1m4cCELFy5k/PjxtrAPEiKCaZoYhoHb7cYwDN8S6P/26/397Xa7LxD09ktv4i50XScmJqbDEhcXR2JiIvHx8UF3t7OxsTnPqP3VeAXn4Ycf7nFpXRuL4uJiXnjhBZ599ll27NjhW5+YmMhNN93EqlWruOaaa4iPjx/EUfYfIoJhGD4BDfTY/m+v4Ppb/D0XaPvuBLurvwcapRQhISEXLBEREX6X6OhoIiIi7JtCmwHBLq07wrFd+r2nsrKSl19+meeff54NGzb4Ut4iIyO55ZZbuOOOO1i+fDkOh8MniF7B84pXexHr7u++2La9AHclxv4eu9puuH6HlFI4HA50XUfX9YB/d/e/92+Hw+FX0L2Lw+GwxdtmWDDSXfq24A9j2oua2+3uIE4Xs3Q+XnV1Ndu3b+fDDz9k//79PhetruvMnDmT+fPnM336dHRd77D/aEDXdTRN8z22/7v9Y/vn2y9KKb/rAz3nXddebHsq0Jpmp5bZ2PjDFvwRyGAIvojgdrtpaWmhra2NlpYWWltbaWtrw+VydVg6r/O3jcvl6tXcaDDjrKuro6ioiIKCAo4dO0ZhYaHPmtU0jUsuuYRLL72U6dOnExFxYcqeF6VUB7HzilV7Ietq3cU+733sTpT9CXQwj97XsLGxGRmMdMEfMXP4SqlM4FFgOaCA94F/FZGCvn4tEfFFGDc3N1+weNd7Rd279KbiW3e0F9WuFtM0fWNrbGz0LfX19dTV1flyms+dO0dtbW2H13A6ncybN4/rrruO6667jpSUlC5fq70odsXq1auHffyEfQ5Dg+F+DsN9/DAyziEQSqkFwMuAt2f1OeBWEdkWxL5hwP8DPg/EAXuB74rIB/003MBjGQkWvlIqAtgHtAI/wGqB82MgApgpIo2dtg/Kwne5XL7yreXl5VRXV1NXV0d9fX2vXNYOh4PQ0NAOS0hICJqmdXDNexeXy+V7bG1t9T22tLTw05/+lK9+9asd0pkaGxsv+Nv72JPxxsXFMXv2bObMmcPVV1/N0qVLiYwM3Gq3t3jupvv8uAOJfQ5Dg+F+DsN9/DCizkF1WpcIFAMmllFpAt8GdGCsiJR3c8xngOuB7wD5wNeBVcBlIrK3z0+iq7EM9w8IQCn1L8BvgFwROelZlw2cAB4Skd902t6v4BuGQXFxMQUFBZw9e5Zz584FtMqdTieapvlc7p2Fuq2tzWfle0W4oaGB+vp66uvrO4ixtwxof6LrOvHx8R2q0LVfxo8fT3Z2NuPHj2fs2LED4qoeQReIwR7GRWGfw+Az3McPI+ocOgv+P4FPAdeIyHrPuiuAD4DXReSmLo43C8uiv19EnvCscwCHgGMicmP/nEkARGTYL8A6YLOf9ZuATX7Wi4iIaZpSUlIiO3bskJdeekl+97vfyS9/+Uv50Y9+JN/61rfkvvvuk7vuuktuu+02WbFihSxcuFAmT54sKSkpouu6YHkSLnpRSklkZKSkpKRIVlaWJCcny/z582Xp0qWyatUqufXWW+Xuu++Wr3zlK/Ktb31LfvjDHwogv/vd7+Txxx+XZ599Vl599VVZu3atbN68Wfbs2SPHjh2TwsJCeeihh6SlpUVM05SuePjhh7t8vifbBXss7+fQV8fry7ENxjn09djsc+jf1+zL7QbjtxDsdkP59xzsdj08h856UQXU+VlfA9R0Xt9pmx8CbUBEp/WPYHmkQ7vav6+XkWLhlwCviciXO63/I3CbiCR3Wi+/+tWv2Lt3L2VlZdTW1lJdXU1NTQ21tbVBW9wxMTEkJyeTl5fHihUriI6O7nK55ZZb2LFjB9HR0URGRhIREUFkZCShoaEdLOpg7pSDvZsejO3ssY28sQW7nT02e2xDcbseHquzhW9gWeNTO60/CEwVkYDBSkqpfwCzRSS30/rPAM8D00XkULcD6yNGStBeAlDtZ30V4Lfqy4MPPhjwYFFRUYwbN47Dhw/zwAMPkJmZybhx40hPT/fVdE9KSvI1ZVFKsWbNmqAGOn/+/KC2s7GxsbEZEmhArZ/11VgB4l3RlTZ5nx8wRorgg+Ue70yvJqIbGhp85WH/+te/BrVPsHPefbndYLxmsNvZY+vddkN5bMFuZ4+td9vZY+vf7S4yLqm3+qIuYt8+Z6QIfjX+75Ti8XN31dllY2NjY2NjEwATK52uM3H4F/P2VAHj/KyPb/f8gDFSSm4dAqb5WT8VOOxnvY2NjY2NTTDUcj7/vj0ZQF03+x4Csj2p4+2ZihXMd/Lihxc8I0XwXwcWKaVyvCuUUlnA5Z7nbGxsbGxsesMmIEYptdS7Qim1BIjFSs3ritcBJ3Bbu30dwO3AeyLS/znZ7Rgpgv9X4DTwtlJqs1KqEcjDuoN6K5gDKKXClFK/VEoVK6WalVJblVJX9t+QA44jUyn1klKqVilVp5R6WSnlzyXkb18JsFza3+NuN4YMpdRjnvevyfP6WUHuO1Q+g4s5h6HwGXxaKfVPpdQZz/t4TCn1U6VUdBD7DpXP4GLOYdA/A884Viil1iulSpRSrUqpQqXUC0qpqUHsO1Q+h4s5hyHxOfgZ1xrPOH4cxLZhQJHn342e838SWAu44f9v7/yD7aqqO/75khAwUBQQiviDJIX4iwq0JVNpkGjaEgnya6BWQ0LShlYrraCdAewMIAIZ/DVO64wwpEMSogYUMRQDUWTUSBt+2EFJBCxChgaJhCQIlBAirP6x9pHDyT333Xfvfe/ud+/6zOy5Ofvsvc9ad72bvffae6/D2aWyh0j6raSLijzzwDrXA1+StFDSTGAFMBm4uHtatchongEcyQRMBZ4DXgK2A2uBB/GOf68W6n8VP1d5NjATD6O4HThyFHWYiAcLWgecApwM3D8MHQy4FvjTSpo40rKXZJgB/BpYBaxOMk1qsW7PbdAFHXKwwVrgBmAOcBxwbvpe1wK7jREbdKJDz22Q5PgQ8Dng9KTDXNzF+wxwyBixQyc6ZGGHBvo8kWS7rIXyhR0WAZt5JX7KZmB6peykdO+SSv5r8MBwm4AXgLuAGT3Rv1df/AgY8uN4Z39oKW8yPgr7xBB1j0iGWlDKGw88hEdSyl6HVLalP+IR1mG30r8X0mJnmYsNOtEhIxsc0CBvXpLtfWPEBm3pkIsNmsj21iTfJ8eCHdrVIUc74JvsNqVOf0jZcrdDO6lfXPoAJwFrLYXWBTCzR4E78ZnyUHV34q6Xou5vcdfL8ZL26L64tXK0q0MWmFm7bwjKxQad6JAF1ji29z3ps9Hmo4KcbNCuDrmzJX3ubFImGzvU0IoOOfJZYL2Zfb3F8rnbYdj0U4f/TtwVXmU9viNyqLqPmtnzDepOAA7tXLyW6ESHgo+mtbbn09rbsd0Tb0TJxQbdIEcbFBuOHmhSJncbtKJDQTY2kDRO0gRJhwFX47PMFU2qZGeHNnQoyMIO8k1284B/GEa17OzQKf3U4Q872l6LdYv7o0EnOgAsx/+g/xz4O2B/4A5JM7ol4AiSiw06JTsbSHojcClwu5nd26RotjYYhg6Qnw3uwuOm/wJ4F74k8WST8jnaYbg6QCZ2kLQ7Pkj5vJk9NIyqOdqhI/ol8E5BP0RDalsOM5tbulwjaSXuMbgMmN4F2UaSnGzQNrnZQNLewEp8H8iCoYqToQ2GqUN2NsA3uu0DTAH+GfiepOlmtqGmfI52GK4OOdnhfHzj3OXDrJejHTqin2b4w4q2V2Frk7rF/dGgEx12wcyexY8ljoUA/rnYoKv00gbpSNHN+H/Sx5vZxiGqZGeDNnTYhV7/DszsATO7K60dzwT2Bi5oUiU7O7ShQ6M2Rt0O8iPN/4K/tW4PSa+TVETNK67H1VTPzg6d0k8dfifR9nKJhjQSEQPrRqm5kYsNRoJRt0FyY94ITANOMLP7W6iWlQ3a1KG2OTL4HZjZ0/j32Gz9Nys7VGlRhzpG2w5TgD3x5YVtpQTuqdgG/GFN3azt0A791OF3Em0vl2hIXY0YKGkfYDa+/pY7udigq/TCBpJ2w88PzwRONrO1LVbNxgYd6NCorWx+B5J+H3gbHlujjmzs0IgWdWhUrxd2uA94b4MEPgh4L/Udd9Z2aItenwvsVgL2wg13P36E7STgp8AjwN6lcofga4EXVeqvwEd7C/H/ZL6JB0n4o7GgAz5avQb4MB445qzUzovAsaNsi9NT+go+mv9ouj4udxt0okMuNijJfBm7Bj1501iwQbs65GKDJMtNuCv5ZLxj+Xs8GNjTwNQxYoe2dMjJDjV6veocfu526JrevRagy0Z8C+4CfAZ4Fvg2lYApZB4NqV0dgA/g5/Wfws+ObsFHqNN6oIPVpB+MBRu0q0MuNsDDTNfJf8lYsEG7OuRigyTL+cBP8M7xeTxgy9Xl3/MYsENbOuRkhxq9qh1+1nboVlJSKgiCIAiCPqaf1vCDIAiCIKghOvwgCIIgGACiww+CIAiCASA6/CAIgiAYAKLDD4IgCIIBIDr8IAiCIBgAosMPBgJJ8yVZKb0k6XFJN0h6a6XsJZJG/LyqpN0lbZa0qkmZmUne+S22OSOVn1HKO1fSaZ1LPPJI+qSkn0nq+AUlklZK2lr33nJJvyfp/yQtSdfnpWfH/4tBXxJ/2MGgcQbwbuA9wIXAUcD3Jb22VGZxKjOimNlO4OvAX6ZwpY2Yhwc8+WYHjzoXyL7DTy81+RRwqXUnQMhS/EUnJ9bcPx2YmMoBXAUciEeFC4K+Izr8YNC4z8zWmtmdZrYMD5n7RuCYooCZbbQOYrcPk6XAODwE6auQtBfeUd9oZs+Nkjy95G/xqGw3dam9W/AIb/Nq7s8DHgN+AGBm24FleFjYIOg7osMPBp1n0ufuRUYjl76kcyT9V3IRPy1praTZlTLjJX1G0i8lvSDpKUk/llT77m8z+wn+Vq65DW6fhr+GdFlqfx9JX5b0K0k7JD2U3NC17m9JG/A44XNKyxlL0r1DJV0n6VFJ2yU9IukrkvZt0M7HJW1Iet0t6Zh0vaRSbrKkr6alih2S7pN0ap18FRYC15vZS6X2JiWZPyJpkaRNkp6VtFzSxKTDaknPSXpY0u9m52b2Ih4L/f2SXl+R8y3AccB1FW/CCuAdko4hCPqM6PCDQWNc6pj3kPR24ArgSdIsrwmTcFf/Gfjbsu4FbpH0/lKZ84HzgH8FjgcWAN+n8Tu1yywFjpJUfTXyXGAjcEdaV/5OavMLeKzy2/A435c3aftUPA74anyZ4t3AZ9K9g1P75yZ5L8VfEPKqPQWSFgJfAm7HX6KyBPga8LpKuTfjscaPSN/DScB/AzdKOqnZF5A64LcBa2qKXJjkPQu4CLfBVbg34DtJz58B11a+x6X4YO6DlfbOxF/VuqySfx8+CJzVTN4gGJP0Oph/pEijkYD5NH4Ry+PA0ZWyl/hPo7at3YDxwHeBlaX8W4BvtSHbG/A3dV1ZyjsYeAm4Il2fmOSdX6m7GNgBvD5dz0jlZpTKbACWtyDHeGB6qn9USdf/BVZVyp6Wyi0p5f07sBnYv1L2e/hSSrNnfzC1d1glf1LKv6OS/62Uf2Ypb9/0PV5cKbseuKuS9wDwnzWyrMFff9rzv9tIkbqZYoYfDBqnAkcD04BTgJ8Dq9JsvxZJfyzpFkm/xjuVncBfAOUd/vcAJ0i6XNJ0SRNaEcjMnsA7xTmlHeJn4p1tMQN9D/AyvsmvzHJgAm1sMpQ0QdKnJD0oaXvSqZhhF3q9KaVvVKqvxL+HMrNw78BvkhdlfHp/+GrgCPn70Os4OH1urrl/a+X6wfS5usgws224t+bNlbLLgGmSpgJImoZ7E6qz+4LNJXmCoG+IDj8YNNaZ2b1mdo+ZrcTdzsJn9Q1JrurCNf+P+Aa/o3GX+p6lolcAF6c21wBbJF1bXT+uYSm+efB96XoucLeZFR3bfsBWM9tRqbepdH+4LML1Xg7MxgdBxW7+Qq83pM8nyxXN19mfqrR3IL4RbmclfS7d37+JLMXzqvoVbKtcv9gkf89K3nJ8sFRs3puXnnN9zbO2469FDYK+YnyvBQiCXmJm2yU9AryrSbFZwGuBvzKzjUWmpImVtnYCVwJXSjoId8N/ET/6VV1DrvJt4DfAXElbgMOBj5XubwX2kzTBfDNawUHpc8sQ7Tfir4FlZnZZkSFp70qZJ9LngeVMSeOA6kBmCz7QubLmeb9qIksh/754h9s1zOxxSbcDZ0q6FLfFzckj0Ij92HUwEwRjnpjhBwNN6rT/gHpXMniHDT5bLepNBf6sroKZbTKzxfhGt8OHksPMXgBuwGfYH8FnqitKRX6I/17PqFSdk8o2O0a4g8Yz1omUdEosqFxvTKn63FPYdcJwGz5wWp+8KNVUN3uHV1z0U5qU6YSl+GmFRfhApc6dDzAZeGiE5AiCnhEz/GDQODK52IW7q8/BZ3T/1qTO7fh69TJJX0j1Po2f4f7doFnSSuCn+M70bXhQn1nA1S3KthQ4O6WbzGxr6d6twI+BqyQdgG9EOwE/yrbIzJrNSH8OHCvpRHwJ4Ckz24B30GdJuh94GB9svOo4mpm9LOnTwDWSFuNr+VOAC3CPxMul4hcBdwM/kvRlfLPgvviAZ4qZ/U0TGe/GBybTkp7d5iZ89/15+PLEbY0KpeA/U4HPj4AMQdBTosMPBo3y5rPNwDpglpmtrimPma2XNAc/tnYz8Eu8w5uF74ov+BE+E/4YPnt+DPgszY/NlZ9zp6T/AQ6jMgNNHe9sfJ/A+fh6+AbgE/iRuWZcCFyDexBegw8s5uP7EVSSbxXwIbzzLT97cXL1n4dvJlyHexb+A+/0i3KPSfoTfF/AFcABuKt+Ha9Es6vT/YU0YPoAvgzSVdLSzTfw4D5fM7PqhsOC2bjHpFvBf4IgG2Q24iHDgyDoMyQdjQ8M5pnZdV1qcwZwBzDJzB7rRpttyHAr7gFpFAgpCMY00eEHQdAUSZNxr8Ua3C3+djzm/YvA4Wb2fBef9V3gF2Z2TrfaHMazj8T3QhxuZg+P9vODYKQJl34QBEOxHV+Hn4evyW/D9zVc0M3OPvFPwCmSZKM/GzkIWBCdfdCvxAw/CIIgCAaAOJYXBEEQBANAdPhBEARBMAD8P4orzX/YDzZOAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the I-V curve and the IF powers \n", "fig, ax1 = plt.subplots(figsize=(7,5))\n", "ax2 = ax1.twinx()\n", "pump.plot_ivif(ax=(ax1,ax2));" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the noise temperature and gain\n", "fig, ax1 = plt.subplots(figsize=(7,5))\n", "ax2 = ax1.twinx()\n", "pump.plot_gain_noise_temp(ax=(ax1,ax2));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Impedance recovery\n", "\n", "The ``RawData`` class also recovers the embedding circuit using the technique described by Skalare (1989) and Withington *et al.* (1995)." ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot the error surface\n", "fig, ax = plt.subplots(figsize=(7,5.5))\n", "ax = pump.plot_error_surface(ax=ax)\n", "ax.set_xlabel(r'Thevenin Resistance ($\\Omega$)')\n", "ax.set_ylabel(r'Thevenin Reactance ($\\Omega$)');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This plot was calculated using the error function from Withington *et al.* (1995). The minimum error represents the best impedance estimation." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAc8AAAE8CAYAAACmfjqcAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOydd1zV1fvA34eNAgoqDlBEza2h4uBrTty5d6JijvyZWVlaWqZY5igbpjnSNMWBe6QmblOj3CPMCQKOnCAo+97z++PCjc0FLkM979fr84J7znOe85zrleee9TxCSolCoVAoFArDMSlsAxQKhUKheN5QzlOhUCgUihxiVtgG5DdCCLUurVAoFIp0SClFbtu+8M4TwJB9XSFEkZVTtinbiqKcsk3ZVhTlMpO5cOECJ5YsofO6jYSYO9D8/pVs+8uKl8J5KhQKheLlRKPRsNffH+28+Qzdvx8LbSKRJSzyrFfteSYxbdq0Ii1XGH0aImdM+3Oiz5i2FcYYivLnyFB9RXkM6v9z7uSK8v9nQ+VSykRFRbFhwQJc3h3P63v3YKFNZHnN9pzZ4G9Qf1khXvSrKkII+byP0dAljaKMGkPRQI2h8Hne7YfnYwyhoaGcmDGDdmv8KBkdxWMLG77o8i4j5k2gbiX75DHkes/zpZh5CiEQQuDj41PYpigUCoUiH5FScuLECZatWMWjC/coGR3F0bK1mDF1Fdb1LKjn4oAQufaZel6KPc+i/g0pO4y9lFIYqDEUDdQYCp/n3X4oumNISEhg19atHD5/nR33nHhUrTLnLZxo/Nm7fNOuBkL0YubnOtvz6kDVsq1CoVAonnvCHz/m3PvvU3f7Ttp08CHEujRVy9qwcuxrvFrZIZ18XpdtX4qZp0KhUCheXG6cPk3sm8Npc/ECAL1vBHBz+FgWjGiKnbV5vvSpZp4KhUKheC6RUnJu4UJcPp2Cw5MInppZ8nGzN3Gb+j4j21XPcmm2yB8YEkL0FUJsFkKECCFihBBXhBCzhBC2KWQqCyFkJk/JNPqshBBfCyHuJukLEEK0zO9xKBQKhaLoEPvsGRf796f+uHdxeBLB6VJVGDDke0b5fsmo9jWMcigoKwpi2XYCEAp8AtwCGgA+QBshxP+klNoUsrOAHWnaR6V5/TPwOjARCALGAv5CCA8p5Tnjm69QKBSKosT9+/f5bc43DN68GVMp+a5OV86PGM/a0a9RoljeAyAYQr4v2wohykgpH6QpGwqsBDyllAeFEJWBYGCUlHJZFrpeBc4Bw6WUK5LKzIBA4IqUsnsGbdSyrUKhULwg/P333yxc78+O26V54+IBgktXotukNxnaskqOZptF/sBQWseZxMmkn045VNcdSADWp9CfKITwAyYJISyllHG5s1ShUCgURRVNYiLX3hrN2seWrLZrjkQQ0Gkgy99+jerl7QrcnsIKktAq6ec/acpnCSEShRBPhBA7hBD10tTXAYKllNFpygMBC6BaPtiqUCgUikLkaWQkF9p3ouaK5XywZzXFE2J5r0tNDk7rWCiOEwrBeQohnIDPgf1SylNJxXHAEmA00AbdPmk94A8hRK0UzR2A8AzUPk5Rb1R++eUXhBBcv349S7krV67g7e2Nk5MTFhYWODk5MWTIEK5cyX3k/k2bNtGnTx9cXFywtramRo0aTJ48maio1NvAp0+fplOnTjg5OWFlZUW5cuXo0qULAQEB6XTGxsYyceJEypcvj7W1NR4eHvz+++/Z2nL37l0mT56Mu7s7JUqUoEyZMnh6ehrUNhkpJWvXrqV9+/aULl0ac3NzypQpQ7t27Vi4cCExMTF62cOHDyOEYP/+/RnqcnZ2ZtiwYQb3rVAonk9uBQfz9/88aXD4AHEmZkxt/RZrPu3CjIENsTAzLTS7CtR5CiFsgO1AIvBmcrmU8q6U8v+klFuklEellEuBloAEPk2pIqksneps+k33GDNU3/79+2nYsCHnz59n5syZ7N+/n1mzZhEYGEjDhg0zdQDZMXfuXExNTZk5cyZ79uxhzJgxLFq0iPbt26PV/nfOKiIigmrVqvHNN9/g7+/P/PnziYiIoFWrVpw4cSKVzhEjRrB06VI+//xzdu7cSfny5enYsSPnzmV91ur06dOsX7+eHj16sGnTJn755ResrKxo3bo1O3fuzHYsiYmJ9O3bl6FDh+Ls7MySJUs4ePAgixcvxtXVlQ8++IAffvghV++TQqF48ZBS8vvRAK6170OzwFNEmVnx5cjZTN8wg7Z1yxusx8fHJ0MfYBQDC+IBrICD6GaJ9QxssxvdQaDk1+tTvk5R3h+dU62TQZ3MCytWrJCAvHbtWob1Dx8+lKVKlZIeHh4yJiYmVV1MTIz08PCQpUqVkg8fPsxx3/fv309XtnLlSgnIAwcOZNk2MjJSWlhYyHfeeUdfdu7cOQnI5cuX68sSEhJk9erVZbdu3bLUFx4eLhMSElKVJbdt0aJFtmOZNm2aFELILVu2ZFh/48YNuWvXLv3rQ4cOSUDu27cvQ3knJyfp7e2dbb8KheL5Iz4+Xn67YrOc92pXKUFGmBeTmxZslFqt1mh9JPmGXPu0Apl5CiHMgc1AE6CLlPKioU1JPdMMBFyFEMXSyNUG4oGs11bzgWXLlvHo0SPmzZuHlZVVqjorKyu+//57Hj16xLJlmR4izpQyZcqkK2vcuDEAt2/fzrJt8eLFsbS0xNz8v+gaO3bswNzcnAEDBujLzMzMGDhwIP7+/sTFZX7WqmTJkpiZpT5fZmZmhpubW7a2xMXF8d1339GtWzd69eqVoUyVKlXo0qVLlnqyIqNvlkIIKleunGudCoWi4Hn8OJwhX6xm1bZg3r6wG40w4ckKX/qM7ZvvdzdzQkEESTAB1gCeQA8p5Z8GtqsENAf+SlG8AzAH+qWQMwMGAHtlIZy0PXDgAOXKldM7tbQ0adKEsmXLcvDgQX3ZsGHDcv0hOHLkCAC1atVKV6fVaklISCA0NJR33nkHgJEjR+rrAwMDcXV1pVix1N896tSpQ3x8fLb7ummJj48nICAgQ1tScurUKSIjI+natWuO9INuTImJiemetAQEBKR6tmzZgrW1dba2KRSKokPAuX9o/elWdt205LpdeRaN+wrt/AVU8upd2KaloyCCJPyIztl9CTwTQjRLUXdLSnlLCPENOkceADwAagCTAS0wM1lYSnlOCLEe+D5pNhsMjAFcAa8CGEs6wsLCsp3dVK5cmbCwMP1rU1NTTE1zvtF9+/Ztpk6dSrt27XB3d09X379/fzZv3gyAo6Mju3fvpnbt2vr6x48fY29vn66dg4ODvj4n+Pj4cOvWLdasWZOl3K1btwCoVKlSqnIpJRqNRv9aCJHufenYsaNBtjRr9t/HKiYmhnfffRcnJydWr15tUHuFQlF4SCmZu2YfX++/R4zWClsLyeK3/kf3Jq6FbVqmFMSybeekn5+ic44pn+RpUSDwGroTt/vQRSA6DjSVUqY9rvomsAKYAewCKgKdpJRn8m8ImSMNCMCQVubnn3/OcPaUFU+fPqVHjx6YmZmxYsWKDGW++uorTpw4webNm6lbty5du3bl1KlT+nopZYYzXkPGkJa1a9cye/ZsPvvsM1q0aJGlbGb6169fj7m5uf5p1apVOpkff/yRkydPpnscHR0z7cvb25vr16+za9cuSpUqleOxKRSKgiMiKpoeU/34fO9DYrSmTHocwN/d7Iu044SCCZJQ2QCZ5cByA/XFAB8kPYVOxYoV+fvvv7OUCQkJ4dVXX811H7GxsXTv3p2goCCOHDmCs7NzhnJVqlShSpUqNG7cmK5du1K3bl2mTJnCnj17AN0MMzQ0NF278PBwfb0h/PrrrwwbNowRI0Ywffr0bOUrVqwIkK7vjh07cvKkLl7G6NGjM2xbvXr1DGfZKfdyUzJ16lS2bdvG3r17qV69era2KRSKwuP81TD6fXuIu9FmmCCZ9qoZ46cuR+xaAOfOQR7+buY3hRUk4YXB09OTf//9V+8E0nLixAnu3btH27Ztc6U/ISGBPn36cOLECXbv3k29emnjRmSMhYUF9evXT7WPWadOHYKDg4mOTh1j4tKlS1hYWFCtWvYxJg4cOEC/fv3o1asXS5YsMcgWd3d37Ozs0l1psbe3x93dHXd3d2xtbTNpbThr167lyy+/5KeffqJ169Z51qdQKPKP9ftO0nHWYe5Gm1HKUsOODzz44OAqRHQ09O9fpB0nKOeZZ0aOHIm9vT3vvfcesbGxqepiY2N5//33cXBwSHVwx1C0Wi1eXl4cOHCA7du3p9rXy47o6GhOnTpF1apV9WXdu3cnISGBjRs36ssSExNZv349HTp0wNLSMkudAQEB9OjRA09PT1avXo2JiWEfH0tLS9577z1+/fVXtm3bZvAYckJAQADDhw9n0qRJKniCQlGE0Wq1fLNqF/+3+grPNKbUKi34a04vWj24Abt3Q4kSMG9eYZuZLSoZtoHs2bOHcuXKpSorUaIE7du3Z926dfTq1QsPDw/Gjx+Pq6srN2/e5LvvvuPy5cts3bo11d7biBEjWLlyZbb7nmPHjmXjxo18+umnFC9enD///O+gsrOzs375dvTo0Tg4OODu7k7p0qUJCQlhwYIF3L17F19fX30bNzc3BgwYwPvvv09CQgKurq4sWrSI4ODgdId+qlWrhouLCwcOHADg8uXLvP7665QuXZqJEydy+vTpVPLZOfapU6dy4cIFfaCErl274ujoyJMnTzhx4gTnz5/P0ZeDlERGRtKzZ09q1qxJt27dUr1PlpaWNGjQIFd6FQqFcYmOjuaLJZtZfE6QKE3oWNOGtRNfx8LMBD5NioczeTKk+VtbJMnLJdHn4UF3T1QCctq0aQZen/2P5CAJGT116tTRy126dEkOHjxYli9fXpqbm8ty5crJQYMGycDAwHQ6vb29ky/oZomLi0umfaccy88//yw9PDykg4ODtLS0lFWqVJFvvPGGvHDhQjqd0dHRcvz48bJs2bLS0tJSNmnSRB46dCjDvlu1amXQ+2DIWKSUUqPRSF9fX9m2bVvp4OAgzczMZOnSpaWnp6dcuHBhqiATOQmSEBwcnKldLi4uBtmmUCjyl9u3b8sPZ8yXJYf6Spsha+SwefulRpMU9GDrVilByrJlpXz6NN9smDZtWtq/W7n2LfmekqywUSnJFAqFonA5e/Ysa7f5syq0AtEaM/o1dWbZmBaYmCSd/m/RAo4dgx9+gHHjCsSmvKYkU85ToVAoFPmCRqPht99+4+Sp0/jdceZOrDWtajmyZWKb1EHdw8Nh4UKYMAGyOXthLJTzzAblPBUKhaLgiYyMZOPGjdy6dYu/Ikpx9JED5e2t+fPLLjjYFIyDzIoinwxboVAoFC8XISEhbNy4kWfPnhFt7kBAeClAsnhUs9SO8+pVcHEpsNmmMVFXVRQKhUJhFKSU/PXXX6xatYpnz57h4lKZ0wmvkKiVjPJ8JXUqMY0GuneHqlXhn38Kz+hcomaeCoVCocgzCQkJ/Prrr1y8qEua5eHhweNi1fjr4J+UsbNiat80QQ82boQrV6ByZTAgQEtRQzlPhUKhUOSJ8PBw1q9fz7179zA3N6dHjx5UrFKdhh/9CsDnA9woWdzivwZaLXzxhe73Tz6BTMJtFmWU81QoFApFrrl27RpbtmwhNjYWBwcHBgwYgKOjI5+sO8O9J7E0rlqKQc3TBHnftAkuXYKKFcHbu3AMzyNqzzMbHjx4gJubG0IIihcvjpubW7oA57Nnz6ZixYqUKVMm02TPBcWtW7cYN24cHh4eFCtWDCEEN2/ezJWuTp06IYRgypQpqcoPHz6cYeLpkiVLGmEEmdOjRw8cHBwyTdodFRVF8eLFVXg+haIAkFLy+++/s3btWmJjY6levTqjRo3C0dGRa3cjWbT3CkLAt96N/7vPCZCYCFOn6n7/5BOwsMi4gyLOS+E8k/+4+/j45LhtmTJlOHfuHE5OTtjb23Pu3Ll0eSknTZpE7dq12bJlC1u3bjWS1bnj+vXrbNiwAXt7+2xThWXFunXrOH/+fJYyP/zwQ6oE1Pv37891f4bg7e1NeHh4ugDzyWzatIno6Gi8n9NvsgrF80JsbCzr16/n0KFDALRu3ZqBAwdiZWUFwGfrz5GokQxpWRW3ymmyNfn66vY6q1SB4cML1G4fHx+9P8grL4XzTA6nlBvnmUz9+vW5ffs2Dx8+TFe3e/dubGxs8uSsjEXLli25d+8eu3fvpl+/frnSERERwfjx4/n222+zlKtVqxbNmjXTPxmlDjMmXbt2pVSpUqxatSrD+lWrVlGpUiWVUUWhyEfu3bvH0qVLuXLlClZWVgwaNIhWrVrpHdLvl+6x68wtiluaMbVP/fQKypSBV16B6dMLfNbp4+OTMnRrnngpnKcxSM7HmXY2ptFo+PTTT5kzZ05hmJUOQzOdZMVHH31EnTp1eOONN4xgUWqSv/ldvnyZjh07Urx4cSpVqqRP8O3r60vNmjWxsbGhTZs23LhxQ9/WwsKCgQMH8ttvv6X7EhMaGsqRI0cYMmSIUb5VKhSK9Jw7d45ly5bx+PFjypYty6hRo3jllVf09Vqt5JN1ZwD4oGttypa0Tq+ka1fdfmc+/H0pSJTzNJD69XXfoM6dO5eqfOnSpbRp08agXJiZIaUkMTEx20ej0eRpDIZw7NgxVq1axcKFC7OV9fLywtTUlFKlSjFo0KAME21nRr9+/Xj99dfZtm0bjRo1Yvjw4XzyyScsWrSI2bNns2LFCq5cucKgQYNStfP29iYhIYH169enKl+9ejVSSoYOHWqwDQqFwjASExP59ddf2b59O4mJibi5uTFixAgcHFIvya47Hsz5kHCcHIrxTqeaqZWknO2ZmYGpKc8z6rStgWQ084yKimLevHn88ccfedJ95MgR2rRpk61cq1atOHz4cJ76yoqEhARGjx7NhAkTqFGjRqZyJUqU4MMPP6RVq1bY2dlx9uxZZs6ciYeHB2fPnsXR0THbviZOnKh3dO7u7vz6668sWbKE4OBg7OzsALh79y7vvfceISEhuLi4ANC4cWNq167NqlWrGDt2rF6fr68vHh4eVK9ePS9vgUKhSENERAQbNmzg7t27mJqa0qVLFxo0aJBuhedZXCLTN+n+Pvr0e5Vilmncy8SJEBuru6Jib19Q5ucbynkaSI0aNbC0tEw185w1axajR4/GPumDcObMGd566y2qVatGREQEhw8fpmfPngAcP36cS5cuYWtrm053o0aNOHnyZLY2ZNTWmMyZM4eYmBg+Tc6rlwkNGjRIlSOzVatWtGzZkiZNmvDDDz8wY8aMbPvq3Lmz/nd7e3scHR1p0KCB3nEC1Kyp++YaFhamd54AQ4cOZdKkSVy9epXq1atz4sQJLl++zKJFiwweq0KhyJ6U11BKlixJv379qFChQoayP+z+h7vhMTR0daC/R+XUlRcuwPff62afw4cr5/kyYWpqSp06dbh48SLx8fHcu3ePnTt3pkoKffXqVebMmYOnpyebN28mIiICPz8/AEaNGpWp87OxscHNzS1bG/JzLy80NJQvv/ySZcuWERcXl+o6SFxcHBEREdja2mKayVJLw4YNqV69ukFfAgD9F45kLCwsMiwD3cm+lAwePJhPPvmEVatWMWPGDFatWoWlpSUDBgwwqG+FQpE1Wq2WI0eO8PvvvwPwyiuv0KtXL6ytM9jDBO6GR/P9rksAfPlGw9RXU6SEsWN14fjGjoWGDfPd/oJA7XnmgPr165OQkEBgYCCTJ09m+vTpmKeIjDFw4EA8PT0BOH36dKrTp0uXLs1U75EjRzA3N8/2SdadHwQFBREbG8vgwYOxt7fXPwBz587F3t5eH3YrM6SUBXJYx8nJiXbt2rF69Wri4+NZv3493bt3T+d8FQpFzomOjmbNmjV6x9mmTRveeOONTB0ngM/G80THa+juXpHXaqbZtvH11eXqdHQEA1alnhfUzDMHJO97Ll26lFu3bmUZEOH06dMMHDjQIL1FYdnWzc1Nf2crJW3atGHw4MGMGDEiy0NRp06d4urVq/Tv3z/fbEyJt7c3Xl5eTJ48mYcPH6qDQgqFEbh16xYbN24kMjKSYsWK0adPH6pUqZJlm5M3HrL2WDAWZiZ8PiDNClpICLz7ru73r7+GfA6kUpAo55kDkk/cLl68mBMnTmQpe+bMGb7++muD9Nra2hr1juSmTZsA9EvKv/32G2XKlKFMmTK0atUK0M12PT09Wb58OUOHDqVkyZKZ3o90cXFJVefl5YWrqysNGzakZMmSnD17llmzZuHk5MS4AsoC36tXL+zs7Pjuu+9wdHSkU6dOBdKvQvEiIqXk1KlT7NmzB61Wi7OzM3379qVEiRJZttNqJRN9TwEwrnNNqpZN8QU/MRG8vODJE132lCFD8nMIBc5L4TyTlxKnTZuWp0AJyTNPLy+vLJ1daGgoz549o3bt2rnuKy+kDY7w9ttvA6lP60op0Wg0aLXaHOuvW7cu69atY/78+URHR1OuXDl69+7N9OnTKV26dJ7tNwRra2v69evHzz//zKBBgzAzeyk+ygqF0YmPj2fnzp36bZkmTZrQoUOHTM83pGTJ/qucDnpMeXtrJnSrk1axLt1YcDD8/DMUgfvXPj4+TJ8+3Si6hDEiLRRlhBCyoMe4detWvvrqKwICAgq0X4VCocgJDx8+ZMOGDTx48ABzc3O6detGvXr1DGp79W4kzaf8RmyChrXvtaBbo4oZC96/r9vvLGIIIZBS5tqjqwNDRmbdunXMnTuX8PBwNmzYUNjmKBQKRYZcunSJpUuX8uDBA0qXLs2oUaMMdpyJGi2jfwogNkHDG81dUzvO69chIuK/10XQcRoDNfNUKBSKlwiNRsP+/fv5888/AahTpw7dunXD0tLSYB1f7wjk803nqWBvzV8zX/8vV+e9e9CsGRQrBnv3gpNTfgzBKOR15qk2ihQKheIl4cmTJ2zevJmwsDBMTExo3749TZs2zdEVs7+uPWDm1gsALBzZ7D/H+eQJdOsGN29C06aQJnTfi4ZyngqFQvEScO3aNbZu3UpMTAy2trb07ds3XXrF7HgYFYv3j8dJ1EjGdqyBZ73yuoonT6BTJzh5ElxdYft2yOJe6IuAcp4KhULxAqPRaDh06BDHjx8HoGrVqvTq1YvixYvnSE98ooY3fzzO7cfRNKlW+r87ncmO888/wcUFDh6EsmWNPYwih3KeCoVC8YISGRnJpk2bCAsLQwhB27Ztad68eY4jgUkpeefnExy+dA/HElasHNscCzNTiI6Gtm3hzBmoXBkOHdL9fAlQzlOhUCheQNIu0/bp0ydVggVDkVIydcM51h0PppiFKZs+aI1zqaRZa7Fi0KaNbva5f/9L4zhBnbZVKBSKFwqtVsvBgwfzvEwL/znO73f9g6mJwO/9lnRyc9JFD0oOTKLV6pzncxZbWt3zLAA0Gg0lS5bEzc0t3VO7dm2EEJiamnLmzJnCNlXP7t27admyJTY2NtjZ2eHu7s7BgwezbOPv70/btm0pV64clpaWODs7079/fy5dupRONiwsTB++y87Ojt69e+coGXZKOnXqhBCCKVOmGCRvSN+bNm3Sf9O2tramRo0aTJ48maioqHT6fHx8DF7GunnzJmPHjqVOnTq8+uqr1KxZk969e3Ps2DGD2isU+UlkZCQrV67k+PHj+mVaLy+vXDvOKX46x2lmKlg5trnOca5fD/Xq6YIfAJiYPHeO0xi8FM5TCIEQIteh+S5fvkzt2rU5d+5cqufs2bP6eLfz58+nYRFJtbNkyRJ69OhBo0aN2Lp1Kxs3bqRfv35ER0dn2e7x48c0atSIBQsWsHfvXmbNmkVgYCDNmjUjJCRELxcdHU3btm25fPkyK1euxNfXl2vXrtGmTRuePXuWI1vXrVuXKsF4dhja99y5czE1NWXmzJns2bOHMWPGsGjRItq3b58uJOHIkSMNigbl7+9P/fr1sbOz4+TJk5w/f55Lly7Rp08fOnbsyOzZsw0fuEJhZK5cucKSJUsIDQ3F1tYWb29vWrRokatMR/GJGt5ZfoIffkt2nK/Ro5EzTJ8OAwfC5cu6bCnPGclflI2S/UlK+UI/uiHmjRMnTsiffvopXflHH30kATl58uQ892EsgoODpZWVlfzuu++Mou/y5csSkHPnztWXff/999LExEReu3ZNXxYUFCRNTU3lN998Y7Du8PBwWbZsWbl27VoJyE8//TTbNob2ff/+/XRtV65cKQF54MABg21M2Ufx4sXl6NGjM6z39fWVgNyyZUuOdSsUeSE+Pl7u3LlT+vj4SB8fH+nr6yufPn2aa32PomJl55n7pM2QNbLMCD+583SYlJGRUvbsKSVIKYSU334rpVZrxFEUPEm+Ife+JS+Nn4fHGM4zIxYtWiQBOXjwYKktQh+izz77TBYrVkzGxMQYRd+DBw8kIOfNm6cva9u2rfzf//6XTrZly5ayZcuWBuseNWqUbNu2rZRSGuw889L3pUuXJCBXrVqVqnzatGkyu8/JyJEjpRBChoWFZViv1WpltWrVZM2aNbMZgUJhPP7991/5448/Sh8fH/nFF1/IP/74I09/j67eeSJfnbBD2gxZI6u+s1meuvFQyitXpKxVS+cuSpSQctcuI46g8Mir83wplm2Nza5du3jnnXdo164dy5cvz/MSgJSSxMTEbB+NRpOtrmPHjlGzZk38/PyoWrUqZmZmVKtWjR9//NFgezQaDfHx8Vy7do3Ro0dTrly5VLlJAwMDqVu3brp2derUyXB/NDM7V61axcKFCw22K699HzlyBIBatWrlqE+APXv2UK1aNZydnTOsF0LQunVrLl++THBwcI71KxQ5QUrJX3/9lSo27ciRI/Hw8Mj136PfL93D8/O93LgXRf1K9hz26UgjW60uWtA//0Dt2rogCF26GHk0zyf57jyFEH2FEJuFECFCiBghxBUhxCwhhG0aOXshxDIhxEMhxDMhxH4hRLooxUIIKyHE10KIu0n6AoQQLfN7HMmcPn2aAQMGULduXbZs2YK5uXmedR45cgRzc/NsH09Pz2x13blzh2vXrjFx4kQmTZrE3r17ad++Pe+88w7z5s0zyCAO7LoAACAASURBVJ6mTZtiaWlJ9erVuXDhAgcPHsQxRXDnx48fY5/BAQEHBwfCw8Oz1Z+QkMDo0aOZMGECNWrUMMimvPZ9+/Ztpk6dSrt27XKVO/XBgwep3oOMSK6/n3yQQqHIB54+fcratWvZs2cPGo2GRo0a8dZbb1GuXLlc6/zl8HV6fH2Q8GfxdGnghP+UdrrrKGXKwDvvQO/euiAIr7xixJE83xTEPc8JQCjwCXALaAD4AG2EEP+TUmqF7qvSDsAVGAeEA5OBQ0IINynlrRT6fgZeByYCQcBYwF8I4SGlPJefAwkJCaFr166UKlWK3377DVvbVP6fM2fO8NZbb1GtWjUiIiI4fPgwPXv2BOD48eNcunQpXRuARo0acfLkyWz7z6htWrRaLVFRUfzyyy/07t0bgLZt23Lz5k1mzZrFu+++m+03U19fXyIjIwkKCmLu3Lm0b9+eY8eOUTnFHa6MdOhWQv77Pe1MOTnn5pw5c4iJieHTTz/NdjwZkV3faXn69Ck9evTAzMyMFStW5KrPihUr8vjx4yxlkusrVswkNZNCkUeuXbvG9u3befbsGdbW1nTv3p2aNWvmWp9Gq+Wz9eeY/9tlAN7rUovp7SpiejkQ3JIiCE2frsvFWQTycRYlCsJ5dpNSPkjx+ogQ4jGwEmgNHAS6A68BbaWUhwCEEAFAMPAR8G5S2avAIGC4lHJFUtkRIBD4PElPvhAREUHnzp2Ji4vj4MGDlC9fPp3M1atXmTNnDp6enmzevJmIiAj8/PwAGDVqVKbOz8bGBrfkD2oWGLIcU6pUKa5du0b79u1TlXfo0IE9e/Zw9+5dKlSokKWO5GXNpk2b0rlzZypXrszs2bNZvHgxAPb29hk6kvDwcP2s8MiRI7Rp0yZVvZSS0NBQvvzyS5YtW0ZcXBxxcXH6+ri4OCIiIrC1tc00Ea8hfackNjaW7t27ExQUxJEjRzJdds2ODh06sGLFCqKjoylWrFiGMpcuXaJ+/frZvr8KRU6Jj49n3759nDp1CgBXV1d69uyJnZ1drnU+jU1gxKI/2H32Nmamgu+HNcG72GNwd9clsj57Vhdmz0Tt7mVEvr8raRxnMsnTrOR8Nd2BO8mOM6ndE+BXoEeKdt2BBGB9CrlEwA/oKIQwPKdODoiPj6dXr14EBwezY8eOTPfMBg4cqF9aPX36dKrlwaVLl2aq35jLtnXq1MmwPHlmZpLD/wglS5akWrVqXL9+PVUfgYGB6WQvXbpE7dq1gf9m0ykfgKCgIGJjYxk8eDD29vb6B3TXS+zt7fUZ7TMbX3Z9J5OQkECfPn04ceIEu3fvNjhXYUZ89NFHmJmZsXbt2gzrr169yrFjx5gxY0au+1AoMiI0NJTFixdz6tQpTExMaNeuHUOGDMmT47z16BkdZuxj99nb2Be3YPuENnj/vQeaN4eQEHB21jlQRaYUVni+Vkk//0n6WQf4OwO5QGCoEMJGSvk0SS5YSpn2wmIgYAFUS/rdaEgpGT58OL///jsbNmzgtddeS1UfFhbG3Llz0+0nnj59OtUhm6ww5rJtr169+Pnnn/H396dv3776cn9/f5ydnXO8L3Lv3j0uX76Ml5eXvqx79+5MmDCBoKAgqlSpAuiCBxw/flx/19HW1jbDvUU3NzcOHTqUrrxNmzYMHjyYESNGUK1atUztMaRv0C1fe3l5ceDAAXbt2kWzZs1yNO60/Prrr+zYsQMvLy8aNWpEgwYN9HWPHz9mwIABzJ07F9At7+cmDJpCkZLExEQOHjyov4NctmxZevXqRdk8Bl0/cPEuIxb/waOoOKqWtWXz6IZU/Ww8JK2S8c47MHcu5CC/50tJXo7q5uZBN9u8D+xLUXYV8MtAdiQggYpJr/cCf2Yg1y5JrkUGdTk/w5yCyZMnS0B+++23MiEhId2zadMmOWTIkHTtSpcuLc+fP5+nvnODVquVbdq0kQ4ODnLRokXS399fjho1SgJyxYoVernDhw9LU1NTuXLlSn1Zz5495eeffy63bdsmDx48KBcvXixr1KghS5QoIa9cuaKXe/r0qaxataqsW7eu3LZtm9y+fbusX7++dHV1lVFRUbmymwyuqmRko6F9/9///Z9eZ0BAQKon7XUTQ66qlC5dWvr6+so5c+bIcuXKySVLlkgppTx58qQsX768fP/996Wvr69s0aKFPHToUK7eA4UimTt37uivoEyfPl0eOHBAJiYm5klnokYjZ2w+L22HrpE2Q9bI7nMOyIgTZ6SsUUN3DcXGRko/PyONoOjD83TPE7ABTgF3AOcU5deAdRnIj0rjPPcBARnItc/KeWb0TJs2Lds319/fP8O2aZ+UAQSklDIkJERaW1vLhISEbPvID548eSLffvtt6ejoKM3NzWW9evXkmjVrUskcOnQonUOdPXu2bNiwoSxRooS0traW1atXl2+99ZYMDg5O10dISIjs3bu3tLW1lTY2NrJHjx4ZyhlKRs4zIxsN7dvFxSXTf6+0//aGOM+0OpKDJaxbty5dnXKeitwSHx8v9+3bJ6dPny59fHzk/PnzM71bnBPuRUTLrrP2S5sha6Tt0DVy1tYLMlGjkfK333RBD+rUkfLyZSOMoOiR/P87o0fmwZ8VWGB4IYQVsBtwA1pJKS+mqPsLiJBSdkzT5iNgDmArpXwqhFgPuEkpa6SR649uH7SulDIwTZ0sqDEms3XrVr766iuDQr4pCp8PPviAVatW8fDhw8I2RfESExwczM6dO/UH4po2bYqnp2eer8Mdu3yPYT8e596TWMrYWbH8raa0ru/0n8DWrdChA+Qi/u3zTF4DwxfInqcQwhzYDDQB2qV0nEkEAh0yaFobCJW6/c5kuV5CiGIy9b5nbSAeuJ5WQUGzbt06FixYQHh4OBs2bKB///6FbZIiEx4/fszx48fZunVrnvdEFYrcEh0dzb59+zh3TnfTztHRkW7duuX6ZHgyWq3k212X+GLTBbRS0ryGI76t7Sjj1Qnmz4fWrXWCvXrlcQQvJ/k+8xRCmKA7DdsdeF1KeSADmZ7AVqC1lPJIUpkduqsqa6WU45LK3ICzwDAp5cqkMjPgInBdStktA90FPvNUPB9s27YNLy8vmjRpwtKlS7M8qKRQGBuNRsOpU6c4fPgwsbGxmJqa0rJlS5o3b57pVS1DeRQVx1s/BbD3/B0APuxai88eBmD6wQcQFwft28PevcYYxnNLXmeeBeE8FwH/B3wJ7ExTfUtKeSvJwR4DKqILfpAcJKE+8KqUMiyFPj+gY5JcMDAG6Ar8T0qZLieYcp4KhaKoERQUxJ49e3jwQHeTr2rVqnTq1InSpUvnWfeJ6w/xXnCMW4+jsS9uwfJBtWk3byps3qwTGDkS5s3TJbJ+iXkenOdNILNz+9OllD5Jcg7AXKAnYAUEAB9IKVPlqxJCWKNzxIOAksB54GMp5eFM+lfOU6FQFAkePXrEgQMH+Ocf3S09e3t7OnbsSPXq1Y0SI3uh/xWmrD9LokbiXrUU65qYU27McN3dTVtb+OknXUoxRdF3noWNcp4KhaKwiYiI4MiRI5w/fx4pJebm5rRo0QIPDw992Mq88CQ6nreX/cWOU7pFurEda/B5j5pY1KgOd+5A48a6e5xJd6MVynlmi3KeCoWisHj06BEBAQGcPXsWrVaLEIIGDRrQqlWrPEUISknA1Qe8teQPbj54hp21OQtHNqVH40q6Sn9/2LcPZs4ECwuj9PeikG/OUwjhhO7+ZDOgAmANPASuAEeAI1JKbW47LiiU81QoFAWJVqslODiYEydOcPXqVX15/fr1adWqFQ4ODkbpJyFRy+xtF5n76yW0UvKqiz2bnf+lbORDmDjRKH28yBjdeQohWqPLhNIRMEWXCeUBEAM4oDvUUxy4CywFvpVSRubWgPxGOU+FQpHfSCm5c+cOf//9N4GBgURFRQFgampK/fr18fDwoEyZMkbr7/q/kYxaHMCpoEcIAZNaVeTj/YsxXbdWF8j9wgXIJM61QodR73kKIXYCbdEFZO8P/C6lfJRGxgSoC3RDd2hnrBBisJTSP7dG5DfJG/HTpk3Dx8encI1RKBTPPVJKHj16REhICMHBwQQFBRETE6Ovt7e359VXX8Xd3Z3iRgw+IKXkl8M3mLTmNNHxGpwdirG+EdSfMhhCQ8HaGr77Tpe4WpEOHx8fpk+fbhRdqWaeQojvgdlSyn8NViBEd8BKSrnBKBYZGTXzVCgUxkCj0XDt2jUCAwMJCgoiOjp1fooSJUpQvXp16tWrh7Ozc55Pz6blQWQs45afYNcZXXrjge4VmB+6G6tv54KUulRiq1dDDhPMv6yoA0PZoJynQqHIK1evXmXPnj2Eh4fry2xsbHBxccHFxYUqVarg4OBgdIeZzN7zd3h72Z/cexKLnbU533k3pv+G73X3NU1MYPJkmDYN8hjK72WiUJynEKIyMFRK+XluOy4olPNUKBR54dixYxw4oAuM5uDgQIMGDahZsyalSpXKN2eZTPizeCavPcOao0EANK/hyE+jPahUurjuCkr37vD995AmVaIie/LqPA3OjCyEsBFCDBdCHEYXQ3ZabjtVFDzDhg3LNFbm4cOHEUKwf//+Arbq+WTYsGFUrly5sM1QFAAXL17kwIEDCCFo164dY8eO5bXXXqN06dL57jh3nblFk8m7WHM0CEtzExZ42LA7dCOV7K10AhUqwMmTynEWElnezhW6T0d7YCi6yD/WwD3ga2B5vlunUCgUhUR0dDS//fYbAJ06daJJkyYF0u/DqFg+Xn2aDQEhAHhUsWdNwgnKvD8T4uOhXj1dwmqAfHbgiszJ0HkKIWqjc5iDgfLoMpb4ozthO1BK+XuBWahQKBSFwF9//UVMTAyVK1emcePG+d6flJItf4UycfVpHkTGYm1hyrymNgxc5oM4cUInNHIkDBmS77YosifVsq0Q4h0hxEl0WUo+AkLQBV4vBwwD1Necl4DKlSszePBg/Pz8qFWrFsWLF8fd3Z1jx46lkkteCv7jjz9o3LgxVlZWVK5cmfnz56eS8/HxyXCJK+3y582bNxFCsHjxYiZPnky5cuWwtbVl8ODBREdHc/36dTp27IiNjQ3VqlVj5cqVGfZz8eJF2rRpQ7FixShfvjxTp05Fq00dz+Phw4eMGTMGJycnLC0tqVmzJj/99FM6Gw8cOEDDhg2xsrKiatWqLFmyJKdvp+I5JDExkZMnTwLQunXrfF+ivXLnCd3nHGTYwuM8iIyl5Sul+Kf8Vd4Y10fnOJ2dYc8eWLoUSpTIV1sUhpF25vkDugzbu4H3pZQ3kiuEEOpf7CXi6NGjXLlyhS+++AIrKys+++wzunbtys2bNylZsqReLjIykgEDBvDxxx9TrVo1/Pz8ePfdd7G1tWXYsGG56nvWrFm0bt2alStXcunSJT766CNMTEw4e/Yso0aNYsKECSxatIg333wTd3d36qS5DN6zZ0+GDx/O5MmT8ff354svvsDExER/xzcyMpLmzZsTExODj48Prq6u+Pv7M2bMGOLi4hg3bhwA//zzD126dMHd3R0/Pz/i4uLw8fHh6dOneU4ZpSjaBAcHExMTg6OjI5UqVcq3fp7FJTJn298s2HOZBI0W++IWTO/vhndYACbeU3VCw4fDt98qp1nESOs8DwKtgS5AZSHESmCNlPJuQRtWFDHW5dq8Mm1a/p/VioyM5Ny5c9jb2wNQrlw5GjduzO7duxk0aJBeLioqip9++omBSZkaOnXqxO3bt5k2bRre3t65+sZetWpV/ayyY8eOHD16FF9fX3x9fRk8eDAA7u7u7Nixg02bNqVznqNGjWLSpEkAdOjQgcjISL755hvef/99SpYsybx58wgJCeHixYu88sorALRr146IiAimT5/OmDFjMDMzY8aMGdja2rJ37179Rff//e9/VK1alQoVKuR4XIrnh+SsJ7Vq1cqXWaeUkh2nwpi05gy3HkcjBLzZ0pVpAxpSytYSNK6w81d4803o3Nno/SvyTqplWyllO6Ay8Bk6x/oVECqE2AO8gW5W+twhhEAIoaIL5QAPDw+94wSoV68eAKGhoankTE1N6dOnT6qygQMHEhoayu3bt3PVd+c0fyxq1qwJ6BxpMvb29jg6OhIWFkZa+vfvn86ep0+f8vfffwOwZ88emjZtiqurK4mJifqnY8eOPHr0iEuXLgEQEBBAly5dUkWIqVixIs2bN8/VuBTPDzdu6Bbdkj97xuT6v5H0nnuYwfN1OTcbVHbgtEciP3wznFIR93VCpqawYYNynEYmeWvHGF+I0h0YklLeAmYCM4UQzQBvdKH6OqBznu8LIbRSymNp2xZVjHXPsyBmfPmFmZkZGo0mw7rk8pSpkdIGr7a0tAQgNjY2Vbm9vT3maS5mly1bFoDbt29nej0mK1I6bQCLpGwQGZWntSdl/xnZA3D//n2uX7+ezu5kHj3SRaS8e/duOl3J+oKDgw0ZiuI5JCoqisjISCwtLTP8988t0XGJzP01kHm7/yE+UbdE+20zW/qsn4dIOtXL/Pnw1VdG61ORGh8fH/0kKq8ONMurKlLKP4E/hRDvAT3QncDtCvQQQlyXUqo4UM8Jjo6OPHz4kPj4eL0zSubOnTtAeqdjCOHh4SQkJKRyRPfu3QPAyckJACsr3b20tH0nOyljc+/ePaqkyFuY1p5SpUrh6OjIvHnzMmxfIym8Wfny5fVt0+pXvLjcuqULf+fk5GSUGUqiRsv6P24yc+tFQh8+A+At9zJ8cW0nxUYuhMREXaLqmTNhzJg896coGAwKkiCljJdSbpRSdgOcgYnosqwonhPatGlDYmIiO3bsSFe3efNmypcvr3caOUGj0bB58+ZUZX5+flSqVEnvrFxcXAD0y6agSw78xx9/5Lg/Q9iwIXWYZT8/P2xsbKhbty6g25e9fPkylSpVwt3dPd1ja2sL6Jaud+/ezbNnz/S6wsLCOH78eL7YrSga/PuvLrR3+fLl86RHo9WyMeAmjSfv4v+W/know2fUr2TPyRaCb2Z4UWzBD6DR6K6fXLumu7upDqI9N+Q4hbmU8j7wbdKjeE5o164d7du3Z9iwYVy+fJmmTZsSFRWFn58f27dvZ8WKFZiYGBxwSo+trS0fffQRDx8+5JVXXmHdunXs37+fX375Rf+tvXPnzpQoUYJRo0Yxffp04uLi+Oqrr7CxsTH2MAFYunQpWq2Wxo0b4+/vz7Jly/Dx8dGfEh4/fjzr16+nRYsWjB8/nho1avDs2TMuX77M0aNH2b59OwBTpkxh48aNdOjQgYkTJxIfH8+0adOMupSnKHo8fPgQINcpxOISNKz/4yY//PYPV+7osjVWcbRhUq969PdwwTQwEB490kUGmjcPGjY0mu2KgiNT5ymEGJpNWyml9DWyPYp8QgjBjh07mDFjBqtWreKLL77AwsICNzc3tm3bRo8ePXKl187ODj8/P9577z0uXrxI2bJlmTdvHt7e3nqZkiVLsnPnTsaPH0///v1xdnZm6tSp7N+/n8OHDxtphP+xfft2xo0bxxdffEGJEiWYMmUKn332mb6+RIkS/PHHH3z++efMmTOH27dvU7JkSWrUqJHq8FOtWrXYvXs3EydOZMCAATg5OfHxxx8TEBCQL3Yriga5dZ43Hzxl3bFglh+6zr8RuoW5ig7W/FAhnDZBRzH9XzddRKB69eDECZ3TVBGCnlsyDQwvhNBmWJHixK2UssivMajA8PnHsGHD2L9/v36PqLBJztWXkJCQ6vCTQmEoWq2WmTNnotFomDx5crrzAWl5GpvA9pNhrDkWxNF/7uvL6zqX4MtyEbT2W4hJQNL2xN690L59fpqvyAFGTYadBtcMykqhOzA0CF3oPoVCoXhhCA8PR6PRYGdnl6njlFJy/MoDVh8NYtuJUJ7FJQJgbWFK90bOjDO/Tf2VsxHJEblKl4aPPwZ1xemFIlPnKaUMyaA4BDiTFDD+A3ROVKFQKF4IoqKiAFJF0UomNl7DsoPXWHbgGjfuRenLPaqXwatFFXo1rohd356QfO3E3h4+/BDefVd3mlbxQpHbfJ5tga1SyiIfL0ot2yoUCkP5559/2LBhAzVq1NBHzQI4culfxiz9k7BH0QCUt7fG67UqeLVwpVo5u/8UTJ0KCxfChAkwdqxymkWY/Fy2zYpmwNPcdqpQKBRFkehonXO0trbWly3df5UPfU8hJdSpWJIpvevTya0CZgKYOxeqVIG+fXXCEyfCRx9BPp0kVxQdsjptOzWDYgugLvA6sCC/jDI2yVcmpk2bpkL0KRSKTImJ0Z2SLVasGACb/rzJB6tOAfBxj7pM6lkXM1MTiI6GPn10mU5KlABPT90yrZppFmmSDxUag5yeto1Dt+/pB8ySUsYZxYp8RC3bKhQKQ9m7dy8BAQF4enriWrshTT/ZxZPoBGa+0YBxnWvphKSEYcNg1SrdYaAVK6Br10K1W5Fz8m3ZVkqZ8xvzCoVC8RyTPPO0trZm+sbzPIlOoHMDJ97plCJA/NKlOsdpbQ0HD+rubSpeOpSDVCgUiiSSneeDGBPW/3ETM1PBV4Mb/Rfj9tQpSMr3ytKlynG+xKRynkKIXAVzFEKUM445CoVCUXgkO8/N58LRSsmg16pQuUzS4R8pwdsb4uPh7bfBy6sQLVUUNmlnnteFEPOEENkmsRNCWAshBgkhzgEj88c8hUKhKDhiYmJI0Ap2XdCF6BvTvvp/lVLqTtcOGQLfqtDeLztpnWdLdKdpA4UQZ4UQPwghRgghugshOgohBgohPhFCbAPuAQuBDcDcArZbkQuSg7UnP7a2trz66qssWLCAxMTEwjbP6CSP9+bNm4VtiuI5ITo6mpCYYkTFJtLQ1YG6lVLkkDUx0SWnXrUKkvLbKl5eUh0YklKeBjyFEA2BUehC8b2Tpk0s8BfwEbBGShmF4rli48aNODs7ExkZycaNGxk3bhz379/n888/L2zTFIpCQ0pJTEwMN6NLAdC5gVMhW6QoymR42lZKeQYYAyCEcAQqAFbAI+CmlDKhwCxUGB03NzeqVasGQIcOHbh+/Trff/+9cp6Kl5r4+Hi0Wi0hMcUBaFs3xRGQGTPgwgWYMgXq1y8kCxVFiWxP20op70spz0kp/5RSXlOO88WjcePGREVFsWHDBoQQ6dJtZbT8WblyZQYPHoyvry81atTA2tqaFi1acO3aNZ49e8bo0aMpVaoUZcuW5cMPP0y1LHz48GGEEGzevJlhw4Zhb2+PnZ0dXl5ePHr0KFXfiYmJzJo1i5o1a2JpaUmFChX48MMPiY2NTSUXFBTE66+/TrFixShTpgzvvfcecXFF/hqyoggRExPDkwQzwhPMKVnMnIauDrqKhAT48UfYuBEePy5cIxVFhpfiqkryHp+KLpQxwcHBmJqa5jg59e+//87ChQuZM2cOK1eu5MaNG/Tp0wcvLy9sbW3x8/Pjrbfe4ttvv+Wnn35K1/79999HCMG6dev48ssv2bFjB32Tw5wlMXjwYGbMmMGgQYPYtWsXkydP5ueff8YrxUnH+Ph42rdvz9mzZ/nxxx/55ZdfCA4OZsaMGbl7QxQvJdHR0dyJ1YXla1a9jC6SEMD27fDvv1CrFrRqVYgWKvKKj4+P3h/klZci6aGxIgzZDl1rFD15JWpV3pLZaDQaEhMT9bPNLVu20K1bN31IMkN5+vQpe/bsoUQJXX6Af//9l/fee48mTZowd67uDFn79u3ZtWsXGzdu5O23307Vvk6dOqxYsQKATp064eDgwODBgzlw4ACenp4cPXqU9evXs3LlSoYO1eVmb9eunV7u3LlzuLm5sXLlSoKCgggICKBZs2YAdO7cmXrqDp4iB8TExHA3TncQqHHV0v9V7Nih+zlihEpe/Zzj4+Ojn0Tl1YG+FDNPRWpq1qyJubk5Dg4OvP3223h5ebF8+fIc6/Hw8NA7zmS9AB07dkzXX1hYWLr2/fv3T/W6X79+mJiYEBAQAMCePXuwsLCgT58+JCYm6p8OHToAupkvQEBAABUrVtQ7TgATE5N0+hWKrIiJieFurBUA7lVL/Vdx9Kjup6dnIVilKKq8FDNPY5HXGV9RYevWrTg7O2Nra4uLiwtWVla50mNvb5/qdXLy4IzK0+5RApQtWzadnL29Pbdv3wbg/v37xMfHZ7qcnLw/evfu3XS6MtKvUGRF1NNn3I/XzTwbuCY5z7AwuHlTF/xdrWQoUqCc50tI3bp19adtU5LsROPj41OVpz3EYyzu3buX6nV8fDzh4eE4OemuCJQqVQorKyuOJn/zT0OFChUAKF++PIGBgdnqVyiyIvj+UzTShNLFTbAvrvsiqJ91Nm8OpqaFZ5yiyJHpsq0QIkgI8WomdXWFEEGGdCCEcBZCzBdCBAghooUQUghROY1M5aTyjJ6SaWSthBBfCyHuCiFikvS2NMQWRda4uLgA8Pfff6cq3717d770t2HDhlSvN27ciFarxcPDA9Dtg8bGxvLkyRPc3d3TPcnO08PDg7CwMP7880+9Lq1Wm06/QpEVQfefAVDJ3uK/wqZN4euvdfudCkUKspp5VgYyC6NhBbgY2Ec1oD9wGjgKdMhCdhawI01Z2iAMP6PLJzoRCALGAv5CCA8p5TkDbVJkQPny5WnVqhWzZs2idOnSODo6snr1am7cuJEv/QUGBvLmm28ycOBArl69yqeffkqrVq3wTNpbat26NW+88QZ9+/blgw8+oEmTJpiYmHDz5k12797NnDlzqF69Ot7e3syePZvevXszc+ZMHB0dWbx4MZGRkflit+LFJCRct+LiWjrFNkbVqjBhQiFZpCjKZHdgKLNjqu5AhIF9/C6lLCul7AJszEY2KOk+acpHk1yZNBMeBIyXUi6VUh5A55hDAXXD3wisXr2aZs2a8e677zJs2DAqVarElClT8qWvefPmIaVkwIABfPLJJ3Tt2pVNmzals8fHx4dNmzbRo0cP+vbt2a8KJQAAIABJREFUy4IFC3jllVf0e5oWFhbs27cPNzc33n77bby9vXF1dc03uxUvJref6P7UuJa2LmRLFM8DqZJhCyHGA+OTXjoBD4D4NG2sAQfAT0qZo7QCQoiRwFLAVUp5M0V5ZSAYGCWlXJZF+8+Az4CSUsroFOXTgUmAXdoE3SoZdtHj8OHDtGnThn379tGuXbvCNkehAMDtvbXcCIeFg6oxpFMTOH4c9u2D7t2hYcPCNk9hZIydDDsIOJD0uzdwCp0DTUkccAnI1MnlgVlCiMXAM+AI8KmU8mKK+jpAcErHmUQgYIFuiTj9yRGFQqHIhkfREhC4lNaF52PLFl32FCmV81SkI21g+O3AdtBfIP1cShlcAHbEAUuAveicdU3gE+APIUQTKeU/SXIOQHgG7R+nqE9HRpdhp02bpiIOKRQKABIStTyJA5BUcEgKFpJ0j5gWLQrLLIUR8PHxYfr06UbXKwpySTOzZdtMZCuim0XukFIOTirbB9hIKT3SyLZH53hbSimPpqlTy7YKhSJLQh48pe6HO7AxTeD0l+2pYGsLJUvqIgpFREAOQ1cqij7GXrZNq7wKugM5ldCdsE2JlFLm2/ltKWWYEOIY0DhF8eMkW9Jin6JeoVAockTYI91OkJ15Iubm5nD2LGi1uuVa5TgVGZCp8xRC9EB3OtYEuI9uaTUlBTGdE2n6CQR6CSGKpdn3rI3uYNP1ArBJoVC8YIQ90t3xtDNLcp7/JO0U1a1biFYpijJZXVX5//buPD6q6nz8+OdJQlYghBAg7DvIKiigghgQJaIiuCOiaLEWtUXbX7XqtyZx3+tWrVZcsaJ1AesCishSBAUB68Iim+yQhITsM0nm/P64M2EymRmyz0zyvF+v+0rm3nPvPDc3yTPn3HPPuR9YDiQbYzoZY3p6LL0aMjAR6QaMwZp42+UjoAVwmVu5COAK4HPPnrZKKVUd+5zJs1VEaeXkOXBgAKNSwcxfs20v4E/GGM/etjUmIq55pk5xfj1PRDKBTGPMChF5AiuRr8HqMNQfuBNwAA+6jmOM2SQi7wBPiUgLrMdb5gA9gRo9NqOUUi4VzbYRZUREREDbtjBggNY8lU/+kucWINHP9prwHBzheefXFUAKVnPsHGAW0ArIApYBGcaYrR77Xgc8gFUzbgN8D6QaYzbUU6xKqWZmb5ar5ulstr3nHmtRygd/yfN2rBreN8aYao1j68uJejQZY14BqjUnljGmGPijc1FKqTo7cqwYgNaRDsLCdKZGdWL+kmc6Vs1zs4j8QtWerMYYo9OqK6VCXla+1V2idVQY5OeDzQbt2p1gL9Wc+fuIVQ5sBb7Gug9Z7rE4Gjw6Va8WLlzIuHHjaN++PTExMXTv3p2pU6eyePHiijKvvfYaIsLu3bsbPT4RqdXAFa+99lqtJvM+kZSUFFJSUur9uCq4GGM4WmAlz/jocGtkoaQknUlF+eUzeRpjUowx4/0tjRloXYhIrf8xNxXPPPMM06ZNo2/fvsybN49PPvmkYuD0ZcuWVZQ7//zzWbNmDcnJyYEKtcYaKnmq5qHQVkZJqYMIcRAbFXG8p203b4+Uq1CWnp5ekQ/qqllMhq0jDMHjjz/O1KlTmTdvXsW6CRMmcMMNN+BwHG9ESEpKIikpKRAhKhUQ2c4m25jwciIjW8DPP1sb9DGVJic9Pb2iElXXBOr3zriIdBaRJ0VkvYjsEpHBzvW3isjoOr2zalRHjx6lY8eOXre5d5Dw1mzbo0cPrr76at5880369+9PTEwMZ555Jr/88guFhYXceOONJCYm0qFDB/70pz9RVlbm93hw/BOgP9u3b2fmzJn07NmTmJgYevXqxZw5c8jJOT68cUpKCitWrGD16tUVnyjdm1p37drFjBkzSEpKIioqipNPPpkPP/ywynstWLCAAQMGEBUVxaBBg7yWUU2T635nTFi59ZiKq+Z50kkBjEoFO38jDA3Cmry6HOv5y+FYM5eANRH2KKy5NVUIGDVqFK+//jq9evXioosuol+/fjXaf+XKlezYsYNHHnkEu93OrbfeyiWXXEKvXr3o06cPCxYsYOXKldx///307t2bm266qc4xHzhwgC5duvDUU0+RkJDAzp07efDBB5k8eTJr1qwB4Pnnn+fqq6+mvLycF198EYDWrVsDsHfvXkaPHk379u3529/+RlJSEu+88w6XXHIJCxcuZMqUKQAsXbqUq666ivPPP58nnniCzMxM5s6dS2lpKf3796/zeajg5qp5xoaXE2WAnTshPBz69g1sYCq4GWO8LsBiYDXQEivJOoARzm2XYU1c7XP/YFmsU6xH1gRF3pcXXzxe7sUX/Zd1N2KE73I33HC83Pr1tQ5769atZsiQIQZruEOTmJhorrzySrNkyZJK5V599VUDmF27dlWs6969u0lISDC5ubkV655++mkDmN/85jeV9h8+fLhJSUnxezxjjElLSzOe1wYwaWlpPs+htLTUrFq1ygBmw4YNFevPOussM2bMmCrlr7/+etOuXTuTlZVVaf3EiRPNsGHDKl6fccYZ5qSTTjLl5eUV69auXWsAc9ZZZ/mMRzUNb63aYVrOfMuMnPOC+eShh6y/u379Ah2WamDO/z+1zi3+mm3HAg8bYwqoOo7tYcB7G6AKSv369WPjxo2sWLGCu+++u6L5ctKkSdx///0n3P/0008nPj6+4vWAAQMAmDRpUqVyAwYMYO/evfUSs91u58EHH2TAgAHExMTQokULznROD7V1q+fYGVUtXryYyZMnEx8fT1lZWcUyadIkvv/+e/Ly8igvL2fdunVceumllZqvR48eTY8ePerlPFRwc7/n2fbQIWul3u9UJ+Cvw5C/R1HaAcX1HEtoqG7no9/+1lqq47vvqlfulFNOXMaP8PBwxo0bx7hx4wCrWTQ1NZWMjAxuvvlmEhISfO7ruS0yMtLn+pKSkjrF6XLnnXfy7LPPcs8993DGGWfQqlUr9u3bx8UXX1yt9zhy5AhvvPEGb7zxhtft2dnZFBcXU1paSocOHaps97ZONT3ZBceTZ/bIkfDllxAbG+CoVLDzlzy/xRoK7z9etl2O1aSrQlinTp2YPXs2c+fO5ZdffmHUqFH1/h7R0dZMdna7vdL67OzsE+67YMECrrnmmopHagAKCgqq/d6JiYmceeaZ3HHHHV63d+rUiYiICFq0aMHhw4erbD98+DDdu3ev9vup0JSV57znGVZuzeE5YUKAI1KhwF/yvA9YKiKfA//CarqdKCJzgWnAuEaIT9WTvXv30rVr1yrrt2zZAuCzJ25duZLPjz/+WNFJqaysjM8///yE+xYVFVnjjLp59dVXq5SLiooiPz+/yvrU1FTWrFnDoEGDiImJ8fk+I0eO5L333iM9Pb2i6fabb75h9+7dmjybgeM1T4fV21apavD5m2Ks2U6mAk9xfNzZh4HdwFRjzDe+9lXBZ/DgwYwfP55p06bRs2dP8vLy+PTTT/nHP/7B5ZdfTrcGeiB85MiR9O7dmz//+c84HA6ioqJ4/vnnsdlOPHtcamoqr7/+OkOGDKFPnz588MEHfP3111XKDRw4kOeff5533nmH3r1706pVK/r378+9997LqFGjGDduHLfccgs9evQgJyeHH3/8kZ07d1YMrJCRkcG5557L1KlTufHGG8nMzCQtLa3BPlCo4OKqecaElTL0iSdg1SrIyLB63Crlg9cOQyISLiLDgG+NMX2BflgdiE4yxvQyxnzWmEGqunvkkUdwOBzcc889nHvuuVxxxRWsWbOGhx9+mDfffLPB3jciIoJFixbRtWtXZs2axc0338w555zDrFmzTrjvs88+y5QpU7j77ru54ooryM/P5+23365S7o477uDss89m9uzZjBw5khtvvBGAbt26sX79eoYNG8Zdd93FOeecw5w5c1ixYgUT3JrmJk6cyFtvvcXWrVu5+OKLeeyxx3jqqaf0MZVmwlXzbF+SR/IXX8ALL2jiVCckxksHGBEJA2zA+caYE7evBTERqTjBtLS0Zj1En1Kqqm5z3iOn0M7DYcu5+fV/wqmnwrp1gQ5LNYD09HQyMjIqXpsTzPjlj9dmW2OMQ0T2AnG1PXAw8fYBQSmlysod5BbZEaBjXpa1smfPgMakGk5jDc/3InCriET6KaOUUiErp9COMRDbAtrm5lore/UKbFAqJPjrWtYK6A3sFJHFwEEqD5ZgjDFpDRmcUko1JNcACa0ioY1rzGRNnqoa/CXPu9y+v97LdgNo8lRKhaysfGuwjbgWhgRX8tRmW1UN/h5V8TvjilJKhTpXzTMuwkF2u3Z0iokhsk+fAEelQoGvR1UiReRDEdGBEJRSTVbFdGThDj6+8EKyvvxSa56qWrwmT2OMHZjoa7tSSjUFxweFt+ag9RzRSilf/CXH1cBpjRWIUko1NlfybGvLJ66ggBY6PJ+qJn+/KX8CFopIAbCQqr1tMcb4m3lFKaWCmqvD0PjNa5i15F1Kjx6FefMCHJUKBf5qnj9gParyNPArYAdK3Ra7712Di4ggIjq6kFKqElfNs2PuEQBEJwJo0tLT0yvyQV35S573AhnOr96W++r87o3ENfN3c06er732WsUvjeeydOnSiu27d++u2Cc9PZ1ly5bV6Pjbt2+vcWwLFy7kySefrPF+jW358uWICMuXLw90KKqeuDoMtc+1RhcK0562TVp6enpFPqgrf4+qpNf56Cro/Pvf/6ZLly6V1g0cOJBhw4axZs0akpOTK9ZnZGRw9913VxpEvSEsXLiQpUuX8sc//rFB30cpT9kVydOaXzasd+9AhqNCiN4db2ZOPvlk+vj4dJ2UlNTI0TQcm81GVFRUoMNQQcwYU1HzTMzV0YVUzfhsthWRe06w/LUxA20qgrXp2LPZ1nVP4IEHHqj1PeOUlBTGjh3L0qVLGTFiBLGxsQwePJiFCxdWlJk1axavv/46+/fvr3ifHj16VGzPyspizpw5dO7cmaioKAYMGMBLL73kNfaVK1dy2WWX0aZNG0aPHs2jjz5KZGQk2dnZVWIbOHAgU6dOrXidlpbGiBEjiI+Pp127dkyYMIG1a9fW6HxVaCmyl1NSWk4HRxExthLsUVHQrl2gw1Ihwl/NM93PNleDccjc9wwWGRkZAU2g5eXllJWVVbwWEcK9zF24Zs0aTj/9dGbNmlUxP6Znc2917Nixg7lz53LnnXfSrl07nnjiCS699FK2bNlCnz59+Otf/0pmZibr1q3jo48+AqioMebl5TFmzBiKi4tJT0+nZ8+eLFmyhDlz5mCz2fj9739f6b1mzJjB9OnTee+99ygrK2Po0KHceeedvPPOO9x0000V5b777js2b97Mffcd//Xdv38/t912G126dKGwsJD58+czbtw41q9fz9ChQ2t83ir4ZeVZPW2Hllm1zrzERNrVQ0cS1TzUaHg+EUkALsR6jGVqlZ1U0BswYECl12PGjOG///1vlXKnnWY94tu5c+eK72sjKyuLlStX0rdvXwBGjBhBcnIy7777LnfddRe9e/cmKSmJyMjIKu/z9NNP8+uvv/LDDz9U7D9x4kRyc3PJyMhgzpw5RLg9l3fppZfy6KOPVjrGhAkTePPNNyslzzfffJOEhAQuuOCCinUvv/xyxffl5eWkpqYyaNAg5s2bx9NPP13r81fBy3W/82inbrw6axbt4uO5MMAxqdBRoxGEjDE5xpg3gNeAvzdIRE2QZ/foQD468+GHH7Ju3bqKZV4DP9PWt2/fisQH0L59e9q3b8+ePXtOuO/ixYsZPXo0PXv2pKysrGKZNGkS2dnZ/Pzzz5XKT5s2rcoxZs6cydq1a/nll18AKCsrY8GCBVx++eWV7okuXbqU8ePHk5iYSEREBC1atGDbtm1s3bq1tqeugpzrfmd0m1bs6dGDw4MHBzgiFUpq22Hoe7TJtto8J2AN5OTcgwcP9tlhqCG0bdu2yrqoqChKSkpOuO+RI0fYvn27zyHTPO9luvcUdrnkkku46aabmD9/PhkZGXz++eccPnyYmTNnVpTZsGEDkydPZtKkScybN4/k5GTCw8OZPXt2teJUoSm7wEqe8THhUKRD86maqW3yvADIrM9AlPKUmJhI+/btfTab9u/fv9Jrbw8+x8XFMW3aNN566y0yMjKYP38+vXr1YsyYMRVl3n//fSIiIvjggw8q/QPNycmhTZs29XQ2Kti47nlOX7GAdrm/kHXFFQGOSIUSf71tX/GyzBeRTcBcIGTGsAqmEYbS0kJnCtTIyEiKi4sb/H2ioqK8vk9qaipbtmyhW7dunHrqqVWWVq1aVev4M2fOZMeOHSxZsoRFixZVqnUCFBUVER4eXin5Llu2rFpNyyp0uWqeY7/9nLGrVxPt1pFONU31OcKQv5rnBDzGsgVKsIbqewp4vc7v3kgC2UzqKRgSeHUNHDiQTz75hNTUVBISEujUqROdOnVqkPc5evQoL7zwAqeeeirR0dEMGTKE2267jXfeeYczzzyT2267jf79+1NYWMiWLVtYtWoVixYtqtbxJ06cSKdOnfjNb35DUVERV199daXtqampPPXUU8yaNYvrrruObdu2cd9999G5c+d6P1cVPLLzbYQ5HCQcPQyAvQF+t1Vw8byFVhc+a57GmB7GmJ4ey0nGmFRjzGsmmDKSahDPPfcccXFxXHjhhYwcObLK85X1Zfbs2Vx55ZXcddddjBo1igsvtPo8xsfH8/XXXzN58mQeeeQRJk2axPXXX8+iRYsYP358tY8fFhbGVVddxf79+zn99NOr3POdNGkSzzzzDKtXr+aCCy7glVde4Y033mjUe8Oq8WXl2+hclE14eTl5rVoRFhcX6JBUCJGmngNFRPO8UqqKc+//goiVy/n0iwfZ07UrP7/0EqmpqYEOSzUSZ+fNWlc/K9U8RWS4iGSLyEV+3vAiZxnt162UCllZ+TZ65lv9HnMSErS3raoRz2bbW4DvjTE+byY5t30H/KE6byAiXUTkWRFZIyJFImJEpIeXcgki8rKIZIlIoYgsFZEhXspFi8hjInJQRIqdxx1XnViUUsolK6+EHgXWVGSaPFVNeSbP8cCb1djvLeDsar5HH+ByIAdY5a2AWHduPwJSgd8DlwAtgK9ExHNMuHnADcA9WI/MHASWiMjJ1YxHKdXMlZY5yCm0kx3dmmO9e5OVlFRptCqlTsTzt6UTUJ0JGXcC1e2KuNIY0wFARGYD53opMwUYC0wwxnzlLLsG2AXcjrOWKyLDgKuA640xrzrXrQB+wppjdEo1Y1JKNWNHnY+pvDt6KmNTL+en776ju9Y8VQ141jyLgZbV2K8l1mMrJ2SMcVSj2BTggCtxOvc7BvwHuMijXCnwjlu5MmABMElEdA4qpdQJZToHSGjXKqpiogRttlU14Zk8f6J6zbETgR/rMY5BPo73E9BNRFq6ldtljCnyUi4Sq4lYKaX8ysyzEeEooz8FlNqsWqg226qa8Eye/wLmiMgoXzuIyGnAjVj3PetLW6x7op6OOr8mVLNc1YFUOT7CkPsSSoMVKKXqV1Z+Cf2OHeDNh69k4u23A1rzbKrcRxVyX+rK86PWS8CVwAoReQmr2fRX57buWNOR/Rb4xlm2vghVRzNyra9NuUr0OU+llLvMvBJ6OnvaFjrHL9bk2TS5jyrkrq4JtFLyNMaUiUgq8AxwE9ajK+4cWNOR3WqMKa/TO1d2FO+1RleNM8etXDc/5Y562aaUUpVk5tno4XzGMy8xEdBmW1UzVX5bnPcTZ4vI/2E9utLVuWkvsNwYc7AB4vgJ771wBwJ7jDEFbuWmiUisx33PgYCd6vUUVko1c1n5JQx01jxzndPmac1T1YS/sW0PGWPeNsY86lzebqDECdYznp1F5CzXChFpjdVM/JFHuRbAZW7lIoArgM+NMbYGik8p1YRk5tkqmm1zEqyGK615qppolN8WEbnU+e0pzq/niUgmkGmMWYGVFNcA80Xkz1jNtHdi3ct81HUcY8wmEXkHeEpEWmA9BzoH6AnMaIxzUUqFvky30YWOxscDWvNUNdNYH7X+7fH6eefXFUCKMcYhIhcAjzu3RWMl0/HGmL0e+14HPADcD7QBvgdSjTEbGip4pVTTkp1XTPcC657n0fh4cDg0eaoaaZTkWZ2R640xR4HrnYu/csXAH52LUkrVWFZeCVMm3smHV/Sh8OBecDi02VbViM97nkop1RTZSss5VlLO+uQBxF47g9LSUkCbbVXNaPJUSjUrWflWv8Kk1tE4HNbooWFhYYSF6b9DVX2e83l2FJH3ReR8XzuIyGRnmXYNH55SStWvzLwSrtu2jLRv51O+aROgtU5Vc54fteYCg4HP/OyzBDiJas7nGQx0SD6llEtmXgnTfl3LjLUfUL5rF6CPqTQX7kP11ZVn8jwfeNHfTCjOkYX+SQhN/2WMwRijyVMpRVa+jf7HDgBg790b0Jpnc5Genl6RD+rKM3n2BjZWY79NQN86v7tSSjWynP1H6FScgz0yCntyMqDJU9WcZ/KsSTrW0daVUiGn/KefATjWpRelzg5D2myrasozee7i+ChA/pwK7K73aJRSqoFFbNsKQEmfvvqYiqo1z+T5MTBXRBJ97eDsZTuXymPOKqVUSIj/1Zo/QgYNpKysDNDkqWrOM3k+jjWe7BoRmSYi0a4NIhItItOAr7GabB9vvDCVUqp+7AhryXeJvYgdeUpFzVObbVVNVUqexphsrKnByoH3gTwR2S8i+4E84D3ntnOdw+kppVTIKLaX8Wivc5l44f3EX3GxNtuqWvM2n+fPIjIYuAQ4m8rzeS4FPqjnibCVUqpR7D9qTQPcOSGW8LCwimZbrXmqmvL6G+NMju86F6WUahIO/XqI7vlH6NL3JACteapa8zmYo/Me51gRuUxELhWRMe73QEOJjjCklAKQTz7lx4W3cd/CRwC05tnM1OcIQ1V+Y0QkCmsC6huAKKwORGB1EioRkReAu4wx9jq/eyOpj9EklFKhz/Gz9YxnSfdegNY8m5v09PSKSlRdE2il5CnW0T4GJgCLgE+BPVgJtCtwAXAbMBCYXKd3VkqpRha9YxsA4YMHAWC3W3WAyMjIgMWkQpNnzfNSYDxwqTHmQy/lXxaRi4F3ReRiY8wHDR6hUkrVk457fgGg9SlDAU2eqvY873lOB971kTgBcCbMfwMzGjIwpZSqT+bwYboePUBheBSdxo0GNHmq2vNMnsOBT6qx38fAiPoPRymlGkbukmUAbOrYl7YJLYHjyTMqKipgcanQ5Jk8k7DucZ7IHqB9/YejlFINo/CrlQBs73tyxTqbzQZozVPVnOc9z1jAVo397EBIPrailGqevrjqD7xxKJnTzxxcsU6bbVVteXu4qbOI9DrBfl0aIhillGoo27NKWJ/Uh8mD+1es02ZbVVvekud71dhP0Pk8lVIhZPuhPAD6dmxVsU6bbVVteSbP6wISRQNzPQyblpamowwp1QyZhx/m1r//C1v/yQzofH7Fem22bV7S09PJyMiol2NVSp7GmNfr5ahBRkcYUqp5s326mNP3/UDSoEn0S24NWP8XNHk2L/U5wpDPsW2VUqpJKC0lYt23ADhOP4OwMOufZllZGcYYwsPDCQ8PD2SEKgRp8lRKNW0bNxJRUsy21skMOkU7C6n6oclTKdW0ffklAGva9+f0fkkVq7WzkKoLTZ5KqabLGOzzXgHgq96jGNk7sWKT3u9UdaHJUynVdK1cSeSO7RyIScCkphIRfvxfnjbbqrrQGWCVUk3XyJE8ednt/LIvl3NO6V5pkzbbqrrQ5KmUarIO24WMmJMJ7y88NKLywGjabKvqQpttlVJNkzG8/82vOIxh4tBk2sRVTpLabKvqolkkTxFBRHR0IaWaC2NwnH4GbW+/jTa2QmaM7VmliDbbNj/p6ekV+aCumkXyNMZgjNHkqVRz8c9/EvbNWlJ+WUty1yQuOKXqXBbabNv8pKenV+SDumoWyVMp1Yxs2YJj7q0A3HXKVdx79UjCw6r+qysuLgYgJiamUcNTTYMmT6VU02GzUT59OmElxbzdcwwtZl5N6smdvRbV5KnqQnvbKqWahrIy7L+7ichNm9jVMonnLvg9n8w4xWfxoqIiAGJjYxsrQtWEBE3NU0RSRMR4WXI9yiWIyMsikiUihSKyVESGBCpupVRw2PPXB4l87RVKJZw/T7qNV/6SWqWHrTuteaq6CJrk6eYPwOluy0TXBrG6SH0EpAK/By4BWgBfiUjVHgFKqSYtPS2NnEI7d729gVP3dufTLiO4+aoHePyF39O/U7zffTV5qroIxmbbzcaYtT62TQHGAhOMMV8BiMgaYBdwO1biVUo1dUeOcOCFV8i4914+2tWFX4gjLDySNY+/zDPThhIdeeIpxlzJU5ttVW0EY/L0ZwpwwJU4AYwxx0TkP8BFaPJUqslybN/BgX+9T/n7H9Llh2/pZBwAXPjjl3x3+Q3ce/nJjOiVeIKjWIwxFckzOjq6wWJWTVcwNtu+JSLlIpItIv8SkW5u2wYBP3rZ5yegm4i0bJwQlVKNYV92IQtW72Jnz0GE9e1Dl7Q7ePV/a4kwDlyPud+78R0+uXMiH73xbLWPa7PZMMYQFRWlE2GrWgmmmucx4AlgBZAHDAfuAtaIyHBjzBGgLbDby75HnV8TgIKGD1UpVa9KSynZuInDS1ZQsmIVrX/YSOplj7EzrxyAd0ujSIiMZW33k+kzdgKfzbyc8WMHEh0ZUasH3l09bfV+p6qtoEmexpiNwEa3VStEZCXwLVZz7P8BAnj7S/E71pK3oZjS0tJ0xCGlAuRwbjFb1/1E7PPPEf+/DXTds5XoMjvu85502vYDR3sNY1Sfdhw47xkOn3ESqd3a1svQatpZqPlIT08nIyOj3o8bNMnTG2PMBhHZBox0rjqKVfv0lOD8muPjOA0QnVLqREpL7Py6ZiNHVn1D6Xeb2FEeyf09ziXNkAmPAAAgAElEQVQzr4QuhVlsXvh6RdmdrTqwresA8oaOIPrs8fzt3DH065JAWJjvZJmWllaruPQZz+YjPT3da0Wprh/Cgjp5OrnXNn8CzvVSZiCwxxijTbZKBUhOoZ2f9uZw7N0PaPPFZ7TdsYUeR3bTp7yUPs4yiW26ktl2HPGxLeje7yQ+Db+ZyFNH0H7iOPoN7kmvavSSdVfb1qOCAutfRcuW2k1C1U5QJ08RORXoB7zrXPURcJ2InGWMWeEs0xq4EPhXYKJUqnlxlJWzd/0PHF6xFtv6jURv/omHh03j8/BkANI2Lub//fifivL7W7fnYLe+2E4aTOTokfx4zRS6tYtzfvI/JyDnoMlT1VXQJE8ReQvrec0NQC5Wh6E7gf2AqxvdR8AaYL6I/BmrmfZOrNrpo40ds1JNXaGtjJ/35fLztoP0eSydNts30/3QLrqXllS6P9k1rh8xQ7owqEsbTPeprD5rKPGnnUq3s8+gc3IS3keXDRxNnqqugiZ5Yj2CMh1r5KBY4BDwAZBmjMkCMMY4ROQC4HHgeSAaK5mON8bsDUjUSoUYb/eAjMPB4R9/Yf9Xayhat4Gon3+kML+Ii874A8YAxrBn9WIS7Na9wsNxCezv0pfCAQOJHDGc30+eyBMjBnidvSQYafJUdSVNvTONiJimfo5K1YSIkJVXwoZd2eS++yEDFsyj675faGOr3GXAHhZOlxmv0qtrIkO7tWHarjUk9+5Kl7NPp12vrgGKvn68+uqr7Nmzh2uvvZYePXoEOhwVACKCMabWvYaCqeaplKpvDgf8/DOFy1ZwZPkawr7fBECPm98H4JJdW7hsh/WE2NHoVuzp1If8ficRNmI4SWNHs3f8aKKiXYOrnxGIM2gQ+fn5gNY8Ve1p8lSqCTJ/+xv5Hy+mxTdriCnM5zHA/Um3gjdnALBn8kxWPzaPbueMocuQvrQNkWbXujDGkJeXB0B8vP/B45XyRZOnUqGutBSWLIHzz+dIXglvrtzJWU/O49R9PwGwL7YtQzr056WThtLytJFcdc9s7KXltIho+onSm4KCAsrLy4mNjaVFixaBDkeFqGaRPF0Pw+qoQqpJycyEl16C55+HAwd49P9e5aF9UZSVG87vcy7JJ02k9TnjGXPuSM4b0J7YKOvP/ap7ZjfbxAlw7NgxQGudzVF9jjbULJKndhhSTUpZGTz3HNxzDzjv3W1r05ll3+7A0XEgk4d35ro/ncXEIclee7/WdlSepkKTZ/Pl3tO8OYwwpJRy2bABZs2CH34AYHWP4TzcJ5XlHQdx/ildWXfFyfRLbu33EM299UWTp6oPmjyVCiVPPgk//EB+chduHDSd/ySfzMAu8Xx2zamMHdAh0NGFhNzcXECTp6obTZ5KhRD735/n0/xYbog7g5KISK49qzePzTyFmEj9U66unBxr/oiEhIQTlFTKt+bba0CpUPHuu2CzYSst5+pXNjIzPoWw2Bhe/O1pPPeb0Zo4aygrKwuAxMTEAEeiQpn+1SkVzJ55BubOpXxSKtPP/jNf/HCIhLhIFt0+geE9vc3Op/wpKysjNzcXEaFtW/35qdrT5KlUsFqwAG69FYBnWw/lix8Okdgqiv/cMYEh3bTJsTaOHj0KWE224eE1m/5MKXeaPJUKRhs3Wr1qjeGV1Nn8NXoY7eOj+fiOCZzUpU2gowtZ2dnZgDbZqrrT5KlUsMnLg8svB5uNpaddwNx2KSQnxPDxX84+4WMoyr+DBw8CkJSUFOBIVKhrFh2GRAQRafbPt6kQYAzMng3bt3OgWz+m97yEhJZRmjjryb59+wDo0qVLgCNRgZCenl6RD+qqWdQ8dYQhFTJKSqCkBHtsHJOH30h5VDT/mnumJs56UF5ezv79+wHo2jW0p1RTtaMjDCnVVMXE8MV9L3BX+NvsaNWRf1w/Sgc/qCf79+/HbreTmJioU5GpOtPkqVQwKC0FEX46WMC1f19NfqtO/HnKIGac2SvQkTUZO3bsAKB3794BjkQ1BZo8lQoGGRnYP/+CPw2aRX55PJeM7sb/XTw00FE1Kdu2bQM0ear6oclTqUBbuRLz0ENEOAwmYRIjz+jFCzecRlhY3Ts1KEtmZiaHDh0iKiqKXr20Nq/qTpOnUoF05AjmyisRh4MnBk/hwOBTWHbbWTrkXj37/vvvARg4cCAREfqzVXWnv0VKBUp5OY4ZMwg7eJDV7fvz3OnTWfzHFJJaRwc6sialtLSUDRs2ADB8+PAAR6OaimbxnKdSwajwngzCli4lM6o1c8+9jffumMiAzjpNVn1bt24dxcXFdOrUSZ/vVPVGk6dSAfD9e0uIe/A+HAi3p97KP++9jFN7twt0WE1OQUEBK1euBCAlJaVeHo5XCppJ8tQRhlQwMMbw9dYjzHhmFWM/yua+YZfyTOrveOCVO3SGlAZgjOGjjz7CZrPRp08f+vbtG+iQVIDV5whD0tRH3xER09TPUQUnYwz7jxbx3c6jrN56mM/W7yF89252tO5IZEQYf7xgIH+6YBDRkTq7R0NYsWIFy5cvJzo6mt/97nfEx2uTuDpORDDG1DqLaochpWrBGMOxolKOFtg4WmDjYG4xe7MK2ZNVyN7sIvZmFfJrViFHC2wA9Mk7yEtfv0TfgsO88uxCZl48iuSE2ACfRdNkjOHrr79m+fLlAFx00UWaOFW90+Spmj1babkzCdorkmG28/sct3Xu23MK7ZQ7/LdoRDjKuCT7Z36772tGb15DeHkZpmNHbh8SC5o4G0RpaSmfffYZGzduBGDKlCkMGDAgwFGppkiTp2oyHA7DseJSt2TnTHj5x7/PKaycBI8W2Cm0ldX8zYyhfUQ53VqU0Tm8lM6RDuzDT6Vruzi6tYtl4u2/IX79GqS42CofFgbXXos8+SS01fub9c0Yw7Zt21i8eDG5ublEREQwZcoUhgwZEujQVBOlyVMFJYfDkFNoJyu/hMw8G9n5JWTnH68Rump/7jXCnAI7jurc3zYG3DoMnJa9nS5hdpLFTgex0c5hI9FRQpuyYvaNPYeCM1No2zKKPt9+RZ+H/0pEfj6Sn4eUl1c+bnExRDuf0Yww1uuBA2HmTGvp3Lkef0IKrJrm5s2bWbt2bcVcnR06dOCiiy4iOTk5wNGppkyTp2p0xhiyC2zsPlLAr5mF7M4sYHdmAXuyCjlyrITMvBKy8m1em0XFOGhVWkLr0iJa24uILy2ml72Ik0uLWNVhIIVtk2jbMoppe9cxcfta2pQV08peTJytkNiSAqKKCihNSGTrV+tIaBlF25aRtO7UHjl2zHuw44ZCSh/r+72tYO+e49tiYiA+/viSmwsdO1rbXnrJqmFqLbPeFRcXs2PHDrZv386WLVuw2az7yi1btmTMmDGMHDmS8HDthKUaliZP1WCMMew8UsD6HVls3HWU3c5E+WtmAQUlx5tKB+bsoXf+YbrZ8hlqL6SNrZA29kKSyovZ17EnH6ReS7tW0fQuPcZ9d0wlzDi8vl/phx/SYupU60XGJnjvS6/lIiNbMKJX4vEVKSlWLdE9EcbHQ5s2cMYZx8tNnAjbt1vbWreGyEjfJ9+nT3V/TMqP0tJSsrKyOHjwIPv37+fAgQMcPny40hy9nTp1YsSIEQwdOpQWLVoEMFrVnOijKqre5BeX8s0vmazfmc3GLQfI3rSZ+MwDdCvIpHtBJslFOXQoOUbH4hymX5hGbPeudE+K4+75aQxav9z7QVNS4KuvnG+QbyWtli2txOZKYq5kd9ttMHq0Vfb77+F//6uaEFu3thb9Jxs07HY7ubm55ObmcuzYMXJzc8nOziYzM5OcnJwqk9mHhYXRrVs3+vTpQ79+/UhKSgpQ5CqU6aMqKmCMMfz8y0E2fPJfMv/7Lf/Nb8EXHa0OGmMOb2bp5/f73HfD3BHIqadaL2znQceWkJQECQlWU2dCgrV07358p5YtwW6vXuIbNsxaVKMqLy/HZrNht9ux2WwVS2FhYcVSVFREYWEhBQUFHDt2jGJXpyovRIR27drRoUMHOnXqROfOnUlOTibSX61fqUagNU9VMzYbB9//mL3//phWa1bR78hOwp0/3w+7j+aZ6zIY3acd41raOeePM4no3Qvp0QN69IAuXSA52bov2Lfv8c41qkEYY3A4HJSVlVFeXk5ZWVmdvy8tLcVut1dKju7fl3t2oqqG8PBw2rRpQ3x8PPHx8bRp04a2bduSlJREYmKizoKiGkRda57NInm6vk9LS9Mh+mrpUG4xH3zzK6fcMpPR29dXrC+TMI507I5j0GASLjqPuFvmBDDKhmOMoby8nPLychwOR8X3J1pXm8VzX/cEVtNk19hEhKioKKKiooiMjKz4Pi4ujtjYWOLi4iot8fHxxMXF6ZizqlGkp6eTkZFR8VqTpx9a86ylsjLyPl7MoZde5/neZ/NqXjwOY7hh6+dcv305e0aOo/3U8xg2/QIiWrfEGFPxj9tV43FfGmOde/LxldhqkvjcX4fq75CIEBERQUREBOHh4dX+3tf2iIgIr8nR9X1ERIQmQhUStOZ5Ak0lebqShfs/dFey8vz+RK99brPbidn0Iy2X/ZeBm9bRtjgPgKcHnk/aqdPp36aUYW2K6NWqhHBTef/mIDw8nLCwMMLDwyst/taFhYXVealp4nP/PiysWcz9oFSNafI8gUAkT2MMpaWllJSUYLPZKCkpqfjebrdXum/kWtzXeW4vLS2t1b2kE8cJheXhHLZFk/LfFZz//So6FB1/3nFb62S+7HMKm4cOIq5rHNHh3h8RgeM1HFfSEJEqScBzXXXKuK+rTvnaJLjqrHO9l1KqaWiWvW1FpCvwN+AcQIClwK3GmD1+d6wFY0xF78CioiK/i3uidDh8J5raEpFKzWqe37teGwmnxBGOrUyQ3ALCc44RmXOMyJxconJziTmaTcfD+7h91Cw2xlgP9Y/LLqZD0TF2t0zi66HjKL7wAoZNPo3J8TFceIL3dCUYf9LT00P+frOeQ3AI9XMI9fihaZxDXYVczVNEYoHvARvwf4AB7gdigaHGmEKP8tWqeZaWlnL48OGKJTs7m2PHjnHs2LFaNUtGREQQHR1dsbjuDUW0aIFDWmDCWlAuETgkAoeEY4ptxBw6gthsUFSCFBcjxSWEFRez/JNPiL7rcXLCoym2l3Hml/+m984fiSgpJspWRKSthCh7CdH2Er5J6svsMVannfbFuex472afMV5z5u/5auCZDO3elnPDsxnVOY6hl5xLXHT9PwPp/JRX78dtTHoOwSHUzyHU44cmdQ7NquZ5A9AL6G+M2Q4gIv8DfgFuBJ6szkHKy8vZv38/O3fuZPfu3ezdu9dnbTEqKprwmFY4ImIpC4smLq+A+KPZRNjLiCixE2azEVZiI7y4mLJyw79TplNoK6PgWBlz3/gbHXMOE2UvJtpeQkyZjZalJcSW2fjHgEncO/xyACYc+B+LvnzE6/tPAYYu2ciuVh0AuHDDN6T8+o3Xsntj2xIeJrSJi6RjYhK5sfHktW5LQUI7bG2TKE1qT2SXTsQMGsCjE8bRoW83bY5USqmaMsaE1AJ8Caz2sn4FsMLLemOMMQ6Hwxw4cMCsXr3azJ8/3zzwwAMmLS3d/OWv95qb7nzQzLr1QfP8tNnmX+dMNx+POs8sO2mM+abbEPNTYg+zN7atmX7WrablzLdMy5lvmbtHTDfGumVYZSkMj6wo13LmW2ZzfCefZeeffL7pfv0r5qy0z8wtN/3d7Gnf3ezoNsBs6Tvc/Dj0DPP96Ilm0/gp5u9te5hX315lXlu+3bz79S7z9T/eNT89+KzZ8vfXzI433zd7Fn1uDq9YYx696Q+mZP9B43A4jD9paWl+t9ekXHWP5boO9XW8+owtEOdQ37HpOTTse9ZnuUD8LVS3XDD/PVe3XA3Poda5KBSbbQ8Bi4wxN3qsfx64zBiT5LHezL/7UY7+uJmo7Bzi847RNi+XpIJc9sUmMv2s2wCILC8l+1+zfL7vnWNn8+noC/nl5038tX0YF6/6N2UxMThiYnHExWFi45CWcYS1asXuOX9k2oXn8c3qlSR99zUxYoiMb0V0m9ZEtmmNtGwJcXEQF4dERJyw+aO6TSSBKKexNb3YqltOY9PYgrFcDY/VfHrbiogdeNIY8xeP9fcDfzHGRHis93mGv8a147Sr/k6XxDh+/HYlX5ZuJiIhgbBu3Yjp2om4Tu2J69KR+K7JRHbuBNHRofDLoLFpbI1STmPT2IKxXGMlz1C85wlWJyFPPn8IPjcUZsE/r+CQ8+WYar55de8R1me5QLxndctpbLUrF8yxVbecxla7chpbw5ZrjH4coZg8cwBvkyQmOLdVUpdPFkoppZQ3oTj8yE/AIC/rBwI/N3IsSimlmqFQTJ4fAaeJSC/XChHpgdXq+lGAYlJKKdWMhGLy/CewG/hURFaLSCGwA7ADn1TnACISLSKPichBESkWkTUiMq7hQvYZR1cReU9EjolInoh8ICLdqrmv8bGc3NBxu8XQRUSedf78ipzv36Oa+wbLNajLOQTDNbhURN4XkV+dP8etIvKQiLSqxr7Bcg3qcg4BvwbOOCaJyDIROSQiNhHZJyLvisjAauwbLNehLucQFNfBS1yLnXH4nlz4eNkaXYeQS57GGkFoMtAFOA3rHNYBe4FPRCSuGoeZhzXYwj3ABcBBYEkj/9OLBZYBA4BrgZlAX+Crap4DwGvA6R7LtnoP1rc+wOVY95pX1XDfgF8Dp7qcAwT+Gvw/oBy4C0gFXgDmAF+IyIn+voPlGtTlHCDw1wCsfhjfAbcA5wJ3Yt1eWisi3f3tSPBch7qcAwTHdaggItOBYTXYpWbXoS4PiQZqAeZi/bH1cVvXEygD/niCfYdh9da9zm1dBLAV+CgUzsFZ1gD3B/g6hLl9P9sZU49q7BcU16Au5xBE1yDJy7prnLFNCJFrUKtzCJZr4Ce2/s74/hQK16G25xCM1wFoAxwCplcnttpch5CreTpNAdYa5/B8AMaYXcBq4KJq7FsKvOO2bxmwAJgkIlH1H67POGp7DkHBGFPb0e+D5RrU5RyCgjEm08vqdc6vnf3sGkzXoLbnEOyynV9L/ZQJmuvgQ3XOIRg9CvxkjHm7muVrfB1CNXkOAn70sv4nrF63J9p3lzGmyMu+kVjNeI2hLufgMsd5b6LIea/izPoLr0EFyzWoD8F4Dc5yft3sp0ywX4PqnINL0FwDEQkXkUgR6Qu8iFX7WeBnl6C7DrU4B5eguA4iMhar5eKmGuxW4+sQqsmzLV6e6QSOYj3vWdt9XdsbQ13OAWA+1i/HROC3QCKwTERS6ivABhQs16Cugu4aiEhn4F5gqTFmvZ+iQXsNanAOEHzX4BusGZ+2AUOxmp2P+CkfjNehpucAQXIdRKQFVsJ/3BiztQa71vg6hOIgCS41GmXIo0xt961vtY7DGDPT7eUqEVmEVZO9HxhbD7E1pGC6BrUWbNdARFoCi7Dum193ouIE4TWo4TkE3TXA6vjXGmvmp/+H1elprDFmt4/ywXgdanoOwXQd7gBigAdquF+Nr0Oo1jxrNMqQh6N+9nVtbwx1OYcqjDH5WI/qjKxjXI0hWK5BvQrkNRCRaKznnHsBk4wx+06wS9Bdg1qcQxWB/jswxmw2xnzjvNd2NtAS+IufXYLuOtTiHLwdo9Gvg1iP+d0N/BWIEpE2ItLGudn1OtzH7jW+DqGaPOsyytBPQE/noyKe+9qB7VV3aRANMVKSr09PwSZYrkFDaPRr4Gyqeh8YBUw2xvxQjd2C6hrU8hx8Ho4g+DswxuRi/Rz93bcMquvgqZrn4EtjX4deQDRWE3KO2wJWDToHGOJj3xpfh1BNnnUZZegjoAVwmdu+EcAVwOfGGFt9B+snjnobKUlEWgPnY92vCHbBcg3qVSCugfM5yLewaggXGWPWVnPXoLkGdTgHb8cKmr8DEemA9Rz3Dj/FguY6eFPNc/C2XyCuwyZgvJcFrIQ6Ht8fRmp+HQL9PE4tn+GJc/4QfsB6rGMK8D2wE2jpVq471r2Tezz2X4D1KWQ21h/se0AJMCIUzgHrU9Q/gauAFKxBFn7A+oR0ZiNfi0udywtYnzLnOF+fFezXoC7nECzXwC3m+7EGDXFfuoTCNajtOQTLNXDG8iFWc+FFWP+kbwS2ALlAvxC5DrU6h2C6Dj7Oq9JznvV1HQJ6UnX8gXTDaubJA/KBhXg83A70cP7g0j3WxwBPYnXBLsH6dJQSKucAXIj1PGgW1rNJ2VifnEYF6BfT27I8FK5Bbc8hWK4B1lCVvuJPD4VrUNtzCJZr4IzlDqzReXKBIqyH6190/3sOgetQq3MIpuvg47w8k2e9XIeQmwxbKaWUCrRQveeplFJKBYwmT6WUUqqGNHkqpZRSNaTJUymllKohTZ5KKaVUDWnyVEoppWpIk6dqckRklogYt6VcRPaLyLsi0t+jbLqINPjzWiLSQkQyReRTP2XOdsY7q5rHTHGWT3Fbd6uIXFz3iBueiPxJRP4nInUeBF1EFonIUV/zX4pIKxEpFJHXnK9vc763/g9UtaK/OKopuww4HRgH3AkMB74UkXi3Mi87yzQoY0wp8DZwrnPIM2+uwXo4/b06vNWtQNAnT+eA3XcB95r6edj8daxBvC/wsf1SINZZDuAfQHus0XCUqjFNnqop22SMWWuMWW2MeQNr2L3OwBmuAsaYfaYOY6nW0OtAONYwZpWISBxW0nvfGFPQSPEE0m+wRqP5sJ6O9zHWyDbX+Nh+DbAHWA5gjCkG3sAaWk6pGtPkqZqTPOfXFq4V3pptReQWEVnjbAbMFZG1InK+R5kIEblPRHaISImIZInIf52z2HtljPkOa/aGmV42X4w19dMbzuO3FpHnROSAiNhEZKuzqdFnE6eI7MYat3OGW5P1a85tfUTkTRHZJSLFIrJTRF4QkSoTr4vIXBHZ7Tyvb0XkDOfr1zzK9RSRt5zN0TYR2SQi03zF52E28I4xptzteD2cMf9ORB4SkUMiki8i80Uk1nkOS0SkQES2i0hFrdEYY8cam/Q8EWnnEWc34CzgTY9a7gJgoIicgVI1pMlTNWXhziQXJSInAQ8CR3DWPvzogdWcexnWrArrgY9F5Dy3MncAtwHPAJOwJm7+Eu9zArp7HRguIp7T0c0E9gHLnPfhPnEe8wmssUMXY4276W+S32lY43IuwWqKPh24z7mtk/P4tzrjvRdr8OtK92BFZDbwFLAUa4Dw14B/AW08ynXFGvtzmPPnMAXYALwvIlP8/QCcyWwAsMpHkTud8V4L3IN1Df6BVUv9xHme/wNe9fg5vo71wegKj+NdjTU91hse6zdhfaBK9RevUl4FetBeXXSp7wWYhfdBxvcDIz3Kplt/Bj6PFQZEAJ8Di9zWfwx8UIvYkrFmdHjEbV0noBx40Pn6Ame8szz2fRmwAe2cr1Oc5VLcyuwG5lcjjghgrHP/4W7nuhf41KPsxc5yr7mtmwdkAokeZb/Aai73995XOI/X12N9D+f6ZR7rP3Cuv9ptXYLz55jmUfYn4BuPdZuBr33EsgpryqmA/97qElqL1jxVUzYNayb7UcBUrEnGP3XWQn0SkVNE5GMROYz1D7oUOAdw76m7DpgsIg+IyFgRiaxOQMaYg1gJZoZbT8+rsRKXq2Y0DnBgdTByNx+IpBYdnEQkUkTuEpEtIlLsPCdXzc91Xl2cy789dl+E9XNwl4pVaz3mrN1HOOc/XAIME2s+R186Ob9m+tj+mcfrLc6vS1wrjDE5WK0IXT3KvgGMEpF+ACIyCquW61nrdMl0i0epatPkqZqyH40x640x64wxi7CaFgWrtumVsznS1fz6e6zORSOxmk2j3Yo+CKQ5j7kKyBaRVz3vt/nwOlbHpQnO1zOBb40xriTRFjhqqk7Ae8hte009hHXe87EmKR7F8V65rvNKdn494r6jse5LZnkcrz1WJ5xSj+Ux5/ZEP7G43s/XRM85Hq/tftZHe6ybj/XBw9Vx6Brn+7zj472KsaaiUqpGIgIdgFKNxRhTLCI7gaF+iqUC8cDlxph9rpUiEutxrFLgEeAREemI1dT6JNbjEJ733DwtBI4BM0UkGxgM3Oy2/SjQVkQijdURxqWj82v2CY7vzZXAG8aY+10rRKSlR5mDzq/t3VeKSDjg+aEgG+tDwyM+3u+An1hc8SdgJa96Y4zZLyJLgatF5F6sa/GRs6bqTVuqfjBQ6oS05qmaDWcC7I3v5kKwkh9YtSjXfv2AMb52MMYcMsa8jNXJZvCJ4jDGlADvYtX8fodVg1rgVmQF1t/mZR67znCW9fdojQ3vNalY3M7J6TqP1/uci+f7TqXqB+3FWB9CfnLW7j0XX7VKON4M28tPmbp4HavX8UNYSd9Xky1AT6xJn5WqEa15qqbsZGczqmA1Sd6CVdN41s8+S7Hu770hIk8498vAekaw4sOmiCwCvsfqYZqDNQBDKvBiNWN7HbjBuXxojDnqtu0z4L/AP0QkCasTzGSsxzseMsb4qyn9DJwpIhdgNfNmGWN2YyW7a0XkB2A7VuKu9IiGMcYhIhnAP0XkZax7n72Av2DVlB1uxe8BvgVWishzWB2VErA+PPQyxlzvJ8ZvsZL8KOd51rcPsXrR3obVBL3YWyHnQA39gMcbIAbV1AW6x5IuutT3gvfetkeAZcAkj7LpePS2BS7Hqh2VYCWuK7Ee2djtVuZPWDXAbKymx63OY7WoQZzbnLFd5GVba+A5rKZUu7PsbYC4lUmham9b1yMgRbj1kMWqgS3ASvQ5wFtY93K99eq9FfjVef7rsXrl5gB/8yjXBasH8H5njK7OUFdX49zfAb7yWNfDGc9sb9cIiPBYvxsfPYudcRnPmD3KzHCeY+KJ4tVFF89FjGnwYT2VUiFMREZi1RavMca8WU/HTMH6MNPDGLOnPo5Zixg+w6qZexu0Qim/NHkqpSqISE+szkursJo+TxT4E3oAAABsSURBVMIag9YODDbGFNXje30ObDPG3FJfx6zBe5+M1XIw2BizvbHfX4U+veeplHJXjHXf8hqse5g5WPeB/1KfidPpD8BUERHT+J/iOwLXaeJUtaU1T6WUUqqG9FEVpZRSqoY0eSqllFI19P8B5g4+5/9jt0kAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot a simulated I-V curve using the recovered impedance\n", "fig, ax = plt.subplots(figsize=(7,5))\n", "pump.plot_simulated(ax=ax);" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:qmix] *", "language": "python", "name": "conda-env-qmix-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.7" } }, "nbformat": 4, "nbformat_minor": 2 }