{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "name": "FMCW-Radar-102_CFAR.ipynb", "provenance": [], "toc_visible": true }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "markdown", "source": [ "# FMCW Radar 102 - CFAR\n", "\n", "CFAR stands for `Constant False Alarm Rate` and is the generic name for detecting target in a noisy/ uncertain environment.\n", "\n", "Goal:\n", "\n", "> Explicit in one single place code and maths needed to understand CFAR for FMCW radar.\n", "\n", "Status:\n", "\n", "* this work book runs in any browser and correctly computes CFAR for a multi target in a AWGN noisy environment\n", "\n", "Howto:\n", "\n", "> you can start with the maths or with the code, you should finish the otherway round and check they both match.\n", "\n", "1. if needed check the introduction to Google Colab to run notebooks in your web browser [here](https://colab.research.google.com/)\n", "\n", "2. Navigate to the cell `CFAR code` and execute it\n", "3. Then navigate to the cell `Visual CFAR experiment` and run it a few times until you `see` more peaks than you have in code (i.e. some noise spikes out)\n", "4. Then navigate to the cell `CFAR code` and run it, you should see the peaks highlighted.\n", "5. you can now change the pfa, training, guard values to see the impact on the CFAR output.\n", "\n", "History:\n", "\n", "* 2022-Dec-15: Clean-up to have MRE for CFAR as standalone cells\n", "* 2022-Apr-28: creation" ], "metadata": { "id": "3K8CUmJjSzke" } }, { "cell_type": "markdown", "source": [ "\n", "\n", "Next:\n", "\n", "* click to access other workbooks:\n", " * [FMCW 102 - CFAR](https://colab.research.google.com/gist/matt-chv/33e98a23d4b9d90dd27c1bf7f0a54781/fmcw-radar-102-cfar.ipynb) : CFAR or how to detect objects of interest from range FFT.\n", " * [FMCW 103 - AoA](https://colab.research.google.com/gist/matt-chv/d81f7e2166009a623a36781a0773ae47/fmcw-radar-103-aoa.ipynb) : angle of arrival (CAPON vs Bartlett)\n", " * [FMCW 104 - increased resolution vs FFT bin](https://colab.research.google.com/gist/matt-chv/0b25dbc4673f2d7d63804cc6241643b9/fmcw-radar-104-1-fft-freq-estimation.ipynb)increase accuracy option compared to standard FFT.\n", " * Also available on github as gist for forking:\n", " * [fmcw 101](https://gist.github.com/matt-chv/bdd8b835c5cb7e739bb8b68d00257690)\n", " * [fmcw 102](https://gist.github.com/matt-chv/33e98a23d4b9d90dd27c1bf7f0a54781)\n", " * ...\n", "\n", "Related ressources:\n", "\n", "* Eq 6 and Eq 7 corrected for typo from [1][Analysis of the CA CFAR Algorithm as Applied to\n", "Detection of Stationary Gaussian Signals\n", "Against a Normal Noise Background]\n", "\n", "1: [Analysis of the CA CFAR Algorithm as Applied to\n", "Detection of Stationary Gaussian Signals\n", "Against a Normal Noise Background][Analysis of the CA CFAR Algorithm as Applied to\n", "Detection of Stationary Gaussian Signals\n", "Against a Normal Noise Background]\n", "\n", "\n", "[Analysis of the CA CFAR Algorithm as Applied to\n", "Detection of Stationary Gaussian Signals\n", "Against a Normal Noise Background]: https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7538162\n", "\n", "Possible addition:\n", "* https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.634.6916&rep=rep1&type=pdf\n", "* https://www.irjet.net/archives/V5/i7/IRJET-V5I7431.pdf\n", "* https://www.riverpublishers.com/pdf/ebook/chapter/RP_9788793519138C07.pdf\n", "\n", "mmWave code:\n", "c:\\ti\\mmwave_sdk_03_05_00_04\\packages\\ti\\alg\\mmwavelib\\src\\detection\\mmwavelib_cfarca.c\n", "\n", "> code seems to mostly compare cell value to background, no CFAR." ], "metadata": { "id": "JI0FH3YSsFbI" } }, { "cell_type": "markdown", "source": [ "### CFAR maths\n", "\n", "At the high-level CFAR is about computing a threshold so that the probability of false positive is below a given threshold aka `pfa`.\n", "\n", "### Generic intro\n", "A simplified way to look at it is to consider a `AWGN` where any threshold can be compared to the variance and yield a probability of false positive, see the [quantile funciton of a gaussian](https://en.wikipedia.org/wiki/Normal_distribution#Quantile_function).\n", "\n", "### Application to FMCW radar\n", "\n", "To apply this to radar, one needs to consider if the noise is:\n", "\n", "* Gaussian\n", "* non-gaussian (and which type)\n", "...\n", "\n", "Assuming here that the noise is gaussian, the Noise Floor `NF` needs to be estimated.\n", "\n", "For this the average of the power in bins surounding the bin under test will be calculated.\n", "\n", "To avoid biasing the average with spectrum leakage a certain number of `guard bins` are excluded from `NF` estimate.\n", "\n", "Once the `NF` is estimated, a certain threshold is computed and if above the threshold then the bin is considered to hold a valid peak value.\n", "\n", "### Illustration\n", "\n", "![](https://farm2.staticflickr.com/1652/25170561054_2e4c18a434_z.jpg)\n", "\n", "$$ P_{fa} = \\left[ \\frac{M}{T+M} \\right]^M $$\n", "Where:\n", "* $ P_{fa} $ is the probability false alarm\n", "* T CA-CFAR threshold\n", "* M length of train sequence\n", "\n", "Which is equivalent to\n", "\n", "$$ T = M \\cdot (P_{fa}^{-1/M}-1) $$\n", "\n" ], "metadata": { "id": "Sk8ci7RiukW-" } }, { "cell_type": "markdown", "source": [ "## CFAR code" ], "metadata": { "id": "gkpxlvA-tv9B" } }, { "cell_type": "code", "source": [ "# run this cell to do all imports and define the ca_cfar function\n", "from numpy import angle, arange, abs, cos, pi, random\n", "# from np.random import normal\n", "from scipy.fft import fft\n", "import matplotlib.pyplot as plt\n", "\n", "from numpy import sqrt\n", "def ca_cfar_new(X,count_train_cells = 100,count_guard_cells=1, Pfa=0.1,return_threshold = False):\n", " \"\"\" Retuns indexs of peaks found via CA-CFAR\n", " i.e Cell Averaging Constant False Alarm Rate algorithm\n", " Parameters:\n", " -----------\n", " X: numpy array\n", " signal whose peaks have to be detected and reported\n", " count_train_cells: int\n", " number of cells used to train CA-CFAR\n", " count_guard_cells: int\n", " number of cells guarding CUT against noise power calculation\n", " Pfa: float\n", " Probability of false alert, used to compute the variable threshold for peak\n", " Returns:\n", " --------\n", " peak_locations: numpy array\n", " list of indexes where CA-CFAR found a peak\n", " \"\"\"\n", " signal_length = X.size\n", " M = count_train_cells\n", " half_M = round(M / 2)\n", " count_leading_guard_cells = round(count_guard_cells / 2)\n", " half_window_size = half_M + count_leading_guard_cells\n", " # compute power of signal\n", " P = [x**2 for x in X]\n", " #P = X #[x for x in X]\n", "\n", " #T scaling factor for threshold\n", " #from Eq 6, Eq 7 from [1]\n", " #T = M*(Pfa**(-1/M) - 1)**M\n", " T = M*(Pfa**(-1/M) - 1)\n", "\n", " peak_locations = []\n", " thresholds = [0]*(half_window_size)\n", " for i in range(half_window_size,signal_length-half_window_size):\n", " p_noise = np.sum(P[i-half_M:i+half_M+1])\n", " p_noise -= np.sum(P[i-count_leading_guard_cells:i+count_leading_guard_cells+1])\n", " p_noise = p_noise/M\n", " threshold = T * p_noise\n", " thresholds.append(sqrt(threshold))\n", " if P[i] > threshold:\n", " peak_locations.append(i)\n", " peak_locations = np.array(peak_locations, dtype=int)\n", " if return_threshold:\n", " return np.array(thresholds + [0]*(half_window_size))\n", " else:\n", " return np.array(peak_locations)\n" ], "metadata": { "id": "nGiKtkbcUnbu" }, "execution_count": null, "outputs": [] }, { "cell_type": "markdown", "source": [ "## Visual CFAR experiment" ], "metadata": { "id": "kWk1JQqwtsao" } }, { "cell_type": "code", "source": [ "# run this cell to have an example FFT\n", "\n", "# This code defines 2 sine waves in a noisy environment and plots it\n", "# how easy is it after a few runs when noise peaks are high to see which is a\n", "# peak and which is noise?\n", "\n", "f0, f1 = 0.5e3, 3e3\n", "fs = 10e3\n", "n_samples = 1024\n", "T = arange(0, n_samples*1/fs, 1/fs)\n", "Y = cos(2*pi*(f0*T)) + cos(2*pi*f1*T) + random.normal(0,3,n_samples)\n", "FT = fft(Y)\n", "F = [i*fs/n_samples for i in range(len(T))]\n", "F = np.array(F[0:int(n_samples/2)])\n", "MAG = abs(FT[0:int(n_samples/2)])\n", "plt.title(\"This is an FFT, how many peaks can we 'see'?\")\n", "plt.plot(F,MAG )" ], "metadata": { "id": "2x5MztcpsWGs", "outputId": "6a606639-150a-41b1-86d3-f20a58015cb2", "colab": { "base_uri": "https://localhost:8080/", "height": 373 } }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "[]" ] }, "metadata": {}, "execution_count": 76 }, { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "## CFAR code" ], "metadata": { "id": "jdVbZx6quLc-" } }, { "cell_type": "code", "source": [ "# run this cell to see CFAR in action and how tweaking parameters changes output\n", "# here we define the number of training cells\n", "train = 20\n", "# the number of guard cells\n", "# which is to account for spectral leakage\n", "# or if a bin has an adjacent bin with energy (because frequency is not perfectly in one bin)\n", "guard = 1\n", "# the proability of false error\n", "# to be noted the lower the pfa, the higher the false negatives probability...\n", "pfa = 0.0001\n", "\n", "# get the index of the position of peaks\n", "peak_idx = ca_cfar_new(MAG, train, guard, pfa)\n", "# get the computed thresholds to be able to plot them\n", "th = ca_cfar_new(MAG, train, guard, pfa, return_threshold = True)\n", "\n", "# plot the FFT\n", "plt.plot(F,MAG)\n", "# mark the peaks\n", "plt.plot(F[peak_idx], MAG[peak_idx], 'rD')\n", "# show the thresholds computed (you can change, train, guard or pfa to see changes)\n", "# lower # train cells will under-estimate the noise floor and will yield to more\n", "# false positives\n", "# higher pfa will also increase the number of peaks\n", "plt.title(\"FFT, peaks and thresholds from CFAR\")\n", "plt.plot(F,th,'b-')\n", "plt.xlabel('Freq')\n", "plt.ylabel('FFT Amplitude')" ], "metadata": { "id": "2xU5cY_zhe6g", "outputId": "554dcaed-697f-472f-eb9c-9368f0492073", "colab": { "base_uri": "https://localhost:8080/", "height": 397 } }, "execution_count": null, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'FFT Amplitude')" ] }, "metadata": {}, "execution_count": 83 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "markdown", "source": [ "## BACK-up content\n", "do not read beyond this point, this is either noise or incorrect" ], "metadata": { "id": "tjmkLa4Ethef" } }, { "cell_type": "markdown", "source": [ "## CFAR\n", "\n" ], "metadata": { "id": "AGFlPm887S3K" } }, { "cell_type": "code", "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Plot settings\n", "plt.rcParams['figure.figsize'] = (20, 5) # set default size of plots\n", "plt.rcParams['image.interpolation'] = 'nearest'\n", "plt.rcParams.update({'font.size': 22})\n", "\n", "def ca_cfar_new(X,count_train_cells,count_guard_cells, Pfa,return_threshold = False):\n", " \"\"\" Retuns indexs of peaks found via CA-CFAR\n", " i.e Cell Averaging Constant False Alarm Rate algorithm\n", " Parameters:\n", " -----------\n", " X: numpy array\n", " signal whose peaks have to be detected and reported\n", " count_train_cells: int\n", " number of cells used to train CA-CFAR\n", " count_guard_cells: int\n", " number of cells guarding CUT against noise power calculation\n", " Pfa: float\n", " Probability of false alert, used to compute the variable threshold for peak\n", " Returns:\n", " --------\n", " peak_locations: numpy array\n", " list of indexes where CA-CFAR found a peak\n", " \"\"\"\n", " signal_length = X.size\n", " M = count_train_cells\n", " half_M = round(M / 2)\n", " count_leading_guard_cells = round(count_guard_cells / 2)\n", " half_window_size = half_M + count_leading_guard_cells\n", " # compute power of signal\n", " #P = [x**2 for x in X]\n", " P = X #[x for x in X]\n", "\n", " #T scaling factor for threshold\n", " #from Eq 6, Eq 7 from [1]\n", " #T = M*(Pfa**(-1/M) - 1)**M\n", " T = M*(Pfa**(-1/M) - 1)\n", " print(\"Pfa**(-1/M\",Pfa**(-1/M))\n", " print(\"T T\",T)\n", "\n", " peak_locations = []\n", " thresholds = []\n", " for i in range(half_window_size,signal_length-half_window_size):\n", "\n", " #if i != i-half_window_size + np.argmax(P[i-half_window_size:i+half_window_size+1]):\n", " # continue\n", " p_noise = np.sum(P[i-half_M:i+half_M+1])- \\\n", " np.sum(P[i-count_leading_guard_cells:i+count_leading_guard_cells+1])\n", " p_noise = p_noise/M\n", " threshold = T * p_noise #*1.5\n", "\n", " thresholds.append(threshold)\n", " if P[i] > threshold:\n", " peak_locations.append(i)\n", "\n", " peak_locations = np.array(peak_locations, dtype=int)\n", "\n", " if return_threshold:\n", " return np.array(thresholds )\n", " else:\n", " return peak_locations\n", "\n", "def ca_cfar_old(x, num_train, num_guard, rate_fa):\n", " \"\"\" Detect peaks with CA-CFAR algorithm (Cell Averaging CFAR).\n", " credit: http://tsaith.github.io/detect-peaks-with-cfar-algorithm.html\n", " FIXME: need to work with rate_fa < 0.3\n", "\n", " num_train: int\n", " Number of training cells.\n", " num_guard: int\n", " Number of guard cells.\n", " rate_fa: float\n", " False alarm rate.\n", " \"\"\"\n", " num_cells = x.size\n", " num_train_half = round(num_train / 2)\n", " num_guard_half = round(num_guard / 2)\n", " num_side = num_train_half + num_guard_half\n", "\n", " #fIXME where does it come from?\n", " alpha = num_train*(rate_fa**(-1/num_train) - 1) # threshold factor\n", " #alpha = num_train*(rate_fa**(-1/num_train) - 1)**num_train\n", "\n", " peak_idx = []\n", " for i in range(num_side, num_cells - num_side):\n", "\n", " if i != i-num_side+np.argmax(x[i-num_side:i+num_side+1]):\n", " continue\n", "\n", " sum1 = np.sum(x[i-num_side:i+num_side+1])\n", " sum2 = np.sum(x[i-num_guard_half:i+num_guard_half+1])\n", " p_noise = (sum1 - sum2) / num_train\n", " threshold = alpha * p_noise\n", " print(\"i old \",i,x[i],threshold)\n", "\n", " if x[i] > threshold:\n", " peak_idx.append(i)\n", "\n", "\n", " peak_idx = np.array(peak_idx, dtype=int)\n", "\n", " return peak_idx\n" ], "metadata": { "id": "sMP2qqLT7KjN" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "from numpy import sinc,sin\n", "min=1\n", "max=10\n", "step = 1/10\n", "x=np.linspace(min,max,int(max/step))\n", "#y = 1+sinc(2*np.pi*(x-2))+0.3*sinc(2*np.pi*(x-4))\n", "#y = 10/x + 5*sinc(2*np.pi*(x-5))+0.3*sinc(2*np.pi*(x-10))\n", "y2 = 2*np.random.randn(x.size)\n", "#y2[0:50]+=3\n", "y2[51:55]+=40\n", "#y2[40]+=10\n", "#y2[55]+=5\n", "target_width = 1\n", "peak_idx = None\n", "m_left=5*int(target_width)\n", "g_left=2*int(target_width)\n", "pfa=0.1\n", "#peak_idx = ca_cfar_old(y, 10,2, 0.1)\n", "#peak_idx = ca_cfar_old(y, 30,10, 0.001)\n", "#peak_idx = ca_cfar_old(y, 50,5, 0.4)\n", "peak_idx = ca_cfar_new(y2, m_left*2,g_left*2, pfa)\n", "th = ca_cfar_new(y2, m_left*2,g_left*2,pfa,return_threshold = True)\n", "\n", "print(\"peak_idx =\", peak_idx)\n", "print(\"N peaks\", len(peak_idx))\n", "\n", "plt.plot(x, y2)\n", "plt.plot(x[peak_idx], y2[peak_idx], 'rD')\n", "plt.plot(x[m_left+g_left:x.size-m_left-g_left],th,'b-')\n", "plt.xlabel('x')\n", "plt.ylabel('y')\n", "print(type(x),type(y2),type(peak_idx))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 493 }, "id": "1oa5ncCb22KD", "outputId": "02a48978-cc67-43e6-b4b7-956cac6ff972" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Pfa**(-1/M 1.2589254117941673\n", "T T 2.589254117941673\n", "Pfa**(-1/M 1.2589254117941673\n", "T T 2.589254117941673\n", "peak_idx = [ 8 9 11 20 21 23 25 27 32 33 39 40 45 51 52 53 54 63 68 73 74 79 80 86\n", " 88]\n", "N peaks 25\n", " \n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "noise_crest_factor = 0.2\n", "y2 = 1.5+np.sin(2*np.pi*5*np.linspace(0, 1, 200)) + \\\n", " np.random.randn(200)*noise_crest_factor\n", "x2 = np.arange(y.size)\n", "\n", "# Detect peaks\n", "# Warning this works only if rate_fa>=0.3\n", "# FIXME: if noise_crest_factor = 0, rate_fa needs to be > 0.5 ?!?!\n", "#peak_idx = ca_cfar(y, num_train=10, num_guard=2, rate_fa=0.1)\n", "peak_idx2 = ca_cfar_old(y2, 10,2, 0.4)\n", "print(\"peak_idx2 =\", peak_idx2)\n", "\n", "plt.plot(x2, y2)\n", "plt.plot(x2[peak_idx2], y2[peak_idx2], 'rD')\n", "plt.xlabel('x')\n", "plt.ylabel('y')" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 502 }, "id": "x66fzGXu7cCx", "outputId": "d3295478-edc4-487b-ced7-8b9ff7327ab4" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "i old 9 2.549061111267309 2.1825051596837315\n", "i old 50 2.7573757294583254 2.1513247107859543\n", "i old 89 2.6390512031283326 2.2271848758385175\n", "i old 131 2.8238259828129024 2.0433724439492904\n", "i old 169 2.6650188361429272 2.1890637984695034\n", "i old 188 0.9104662721029282 0.552004528851544\n", "peak_idx2 = [ 9 50 89 131 169 188]\n" ] }, { "output_type": "execute_result", "data": { "text/plain": [ "Text(0, 0.5, 'y')" ] }, "metadata": {}, "execution_count": 10 }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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BAy66uCbZi3OOgVE/qo0a/MudGzA0FsB/v9aV9vE9di8KlTL85EM7oVfL8eGfnIbdE0S33Ysehw83NE69OKgwqCGVsLQnBfY6fWBMGGJQrhfKbIfHKAhM8kuLRegvt6FyroCVigJWJKcd6bBjdUlB4nwwXWOZDgBm9LF6tdUaz/g1p/Vzak2ZZQMTkiuyNmDFGPsmgEcBDAO4iXM+vBjPyzkPAfhK/NvbF+M5SeZO9zjxZ18/gh8enf0ipNvuw7ryQpgLlBmPHSckH3VYxQmByfshVBrUGKApgSSLOb0h+MNRVBapsbPOiDs2l+O/j1xOu5S1x+FDjVmDEp0KP3hwO+yeIP7qZ2/hlYvCx4j90wJWcqkElQZ12pMC+50+VOjVUMqkiQyrQQoCkzzTbBlDvVkLvVo+6+NKdUpquk5yViAcxZtdDly3JnXQqUKvQqFKhrbh8Sm3H2q1YneDCWqFNMWRU1UbhUE6FLAi+SYrA1aMsa9BKOezQQhWzeycujCt8a8pSwLJ0hkPhPF3v34bMT6RUp4M5xy9Di9qzVrUmDRpl2sQks/ahj2QSxlqzdqk91cY1LB7ggiEZ89uJGS5WOIB1VVFwm7yZ29rAufA4y+2znZYQq/DixqT8Pe/eZUB/3HfFpzsceKrL7eh3qxFtWnmBNoakwZ98VLCdJ6/yijspBs0cihlEgzTBTnJMy0W16wN10UlOhXGAxE655CcdLpnFMFIDPvWpK7GYYyhqawQrUMTGVZdNg96HL60ywEBJM5dvc70zlWE5IqsC1gxxp4A8BgAB4CbOecXl+DHiN1WqXPdMvj87y9gaCyAxtLUUzMAwOoWJjHVmbWoNlLAipB0tI+4UW8ugFya/O1dnBRIPXdItpoIWKnjXzX46L56PNc8iNM9zlmPDUdjsIz6E6UTAPDOLRX46/2rEY7yKdMBJ6s2atLOsOpz+lAT3+lmjKFcr6LXE1mxOOc41mlHLINJlyPjAYyMB2dtuC4qLhQG51jHqSyQ5J6jHTbIpQzX1BtnfVxjWSHaRtyJqbevtloBzMz4nU2BUgZzgYIqTkjeyaqAFWPscQCfAjAK4BbOecsS/aj7419PLdHzkxR+//YAnjk7gE/cuAbv3FKOPqcPnmDyZrrddmEHodYkBKwGx/wIRWJXcrmErCiBcBQtFhfWliXvXwUIGVYAkpZXtVhc+O0Zy5Ktj5B0DLiED+OVRRP9QP7yhgaU6VT41+cvznphPTDqRyTGUWuammH42C1r8aV3b8BH9tUnPa7GpIHLF8aYf/Zmtp5gBHZPaEqWVrleTT2syIp18JIVH/ifN/HCuaG5HxzXYok3XK9KI8NKDFi5KahLcs+RDjt21BihUchmfVxTmQ7uQASD8c2Nw202rCkpQJVxZsbvbKqNGioJJHknawJWjLEvA/g0ABeEYNXZNI75CmOslTH2lWm3X8UYu5MxJp12u4wx9vcQyg0B4OuLtHyShn6nD//8zHlsrynCx/c3oCnehDBVllVPPGAlZlhxDppuRsgs/vf1btg9IbxvZ1XKx4hZK8n6WP3zs+fxD79tgd1DO+Fk+VhG/dCpZNCpJnrjaBQy/O3Na3BuYAwXh8ZTHitOCJxeEiuRMHxwd23KprjV8YuGuXauxftrpgSsVNTDiqxYzzUPAgD+eHEk7WNaLC5IJQzry9MJWAl93qjxOsk1NncQl4bGsXeW/lWiiUmB4/AEI3iz25FROaCo1qRFb5rl64TkitnDwVcIY+xdAP4p/m0ngL9hjCV7aCvn/PFJ35cDaIx/nawWwDMAnIyxtwBYIZQBbgJQASAG4B845y8v1u9AZheJxvDJX78NDuAbf34VZFIJmsqFN+/W4XFsrymacUy3wwuFVIIKg3qibtvhRV2K3jyE5DOrO4DvHurELetLsach9YenUp0KjM0M/jb3uxK75n84N4QHd9cu5XIJScky6k/0r5rsmjqh5OLi0Dg2pphM1pskoJQOsZltn9OHTbP05emL9w4RSwIBoEyvwsh4ALEYh0SS9LMLIVnJF4rg4MURMAYcbrUiFIlBIZt7L7vZMoY1JQVpNYsu1YklgRTUJbnlWKcdAGbtXyUSM98vDbkRinCEoxz75xGwqjZp8MzbAwhGolDK0mvWTshKly0ZVpMLf3cAeCjFv1vTfL5mAN8E0AZgPYB7AFwPwAfgKQA7OedfXZSVk7R87/BlnO4dxZfu2pBIf600qFGolE1pQjhZj11obCuVMNTEj+mnPlaEJPX1V9oRjMTwj7evm/VxCpkEpYWqGQGrn53ohUYhRZ1Zi9+/PbiUSyVkVpZRXyITcLIakxYquSTlOQMQSsm1CimKC5QZ/cx0m9mKAbHqaRlWkRiH3UsZJGRlebXVCn84ig9dWwd3POtjLpxztFhc2JJG/yoAKNIoIJMwyrAiOedIhw1FGjk2VOjmfKxOJUelQY22YTcOtVpRqJIl3ayfS41JqDjpd1LFCckfWRGw4pz/iHPO0vh3w7TjHo7f/vC027s553/HOd/DOa/knKs452rO+RrO+Yc452eu5O+X76zuAL7xpw68c0sF7rpqYjAjYwxN5YVoHU5e3tFj9yWyqYoLlVDKJNR4nZAkLg2N49en+vHg7tq0MhArDKopPaxcvhCeax7EXVsrce/2VTjTOwrLKL3WyJXHOcdAigwrqYShsTT1OQOYmBCYIks7pXSb2fY5fTBo5NCrJ8oVy+JlhsPUeJ2sMAeah1BcqMRjt6yFSi7BwTTKAvudfrh8YWxOo38VIJTjFhcqMUJN10mW+MO5IXz8529hZAFZf5xzHO2wY++a4rQza5vKhPPXoTYr9q0pTjkcZzYT2cBUFkjyR1YErEhuO9U9imiM49G9dTMuIprKdGgdnpiaIYrFOHoc3kTjXMbYnI0GHZ4gOkZS77wTkos45/jyCxehU8vxtzetSeuYyiLNlAyrp89YEIzE8MA1NXjXlgoAwPPN6TfgJWSxuHxheEPRKQ3XJ1tXrsOlofEZ5wxRr8OHWnNm5YCidJrZ9jl9iX5XonK90KOH+liRlcQdCONQmxV3bCqHVinD3tXFeOXiSMrXlqhlwAUAaWdYAULjdWq6TrLFS+eH8cK5Idz57dfnnDybStuIGzZ3ENel0b9K1FhWiPYRD6zu4LzKAYGJcndqvE7yCQWsyJI73euESi5JmjLbWFY4ZWqGaHg8gGAkNqVxbo1JM2uG1ZcOXMQd334db/e7Fm/xhGS5V1utONbpwN/etAZ6jXzuAyBkWA25hJ47sRjHz9/sw/aaIqyv0KHKqMG2agN+//bAEq+ckJks8WEAyUoCAWGHetQXhi1JeVEkGkP/qA81pvn1OawxaefM4u11pA5Y0aRAspIcvDSCYCSGOzcLbWD/bH0pBscCuDCYOoMRECYEKmQSrC1NPY12uuJCVdLXLCHLweENosakgVYhxft+eAI/Pd4zZ6B2uqPtQv+qTANWAMAYcEPj3H2vkjFpFShQyihgRfIKBazIknurdxRbVhmSpr6uExuvT5v6NHlCoKjKqEG/05fypPJmtxOhSAwf/slpDNGFA8kD4WgM//aHS6g3a/HArpq0j1tlUCMUjcHuCeKNyw502714YFd14v53balA67Ab7ZSxSK4wsRQ1ZcCqXNj4uJRkuuygK4BwlKNungGrKqMGg2N+BCPRpPeHozEMuPwzGrobtQoopBIMUVNpsoIcaB5CuV6FbdVCH50b15WAMSGQNZvmfhfWlevSas4uKtUpqYcVyRp2dwiNpYX4/V/vxd7VZnzu9xfwqadbEAgnf+9P5kiHDatLClJOnk1mXfz8tXmVAeYM+yyKJipOqCSQ5A8KWJEl5Q9FcWEw+RRAAIkdutZpFx/dSUaT1xg18IaicHhDM55nwOXH0FgA77+mGr5gBB/5yRn4Q8lPPMNjARxus87r9yEkm/zizT502bz4x9vXZdQLocIgfMAacPnx0xM9MGoVuG3jxLDVOzZXQMKA56j5OrnCxFLVZD2sgInR4NM3OQCgJ37eyHRCoKjGKDSzFbO8pht0+RGN8SkTAgHhAqJMr6IeVmTFGPOFcaTDhjs3lyf675gLlNhWXYRXZuljFY1xnB8Yw5ZZJmkmU1KogtMbQigSW9C6CVkMDm8Q5kIl9Go5/vehq/GJm9bg6TMWfOB/3kQsNnemVSAcxcluZ0bZVYCwCW8uUOKdm6cPt89MjUmDXurpS/IIBazIkmq2uBCJceyoTR6wKlTJUWVU41KSDCulTIJynSpxmziVKVnJhliD/v6d1fjW+7bi/OAY/t9vmqeceGIxjp8e78HN//kaHn7qFDqtnoX+eoQsi1iM45cn+/DES63Y02DCTesy64Ug9gc60zuKg5esuG/HKqjkE+ORiwuVuHa1Gc81D2acJk/IQlhG/ShUyqY0NZ/MoFGgXK+acc4AkNhxrk1j8EAyNbOcY4TnnzkhUFSuF8psCVkJXr4wjHCU487NFVNuv2V9KS4Mjs+YIivqsnngDUWxOYP+VQBQohOySWweyrIiyysa43B6QzBrFQCEoQCP3bIW//quDTjTO4qz/aNzPsepHieCkRj2rcmsrE8uleD1T+/Hh66tm9faRdUmDSxOYQOFkHxAASuypM70Cm/8Ysp5MmLj9cm67T7UmDRTJm+IfUP6k1xMvNU7Co1CiqayQty0rhSfubUJL5wbwrde7QAAtI+4cd9/H8fnfn8hUYb4Wrst499nZDyAu797DC0W6pNFlken1YP3/uAEPvu7c9hYqcdX79uS8UQ0McPq+69dRoxzfGDnzHLCd26pQJ/Th2bL2KKsm5B0WEZ9KRuui4RJSzNLArvtPqjlUpQUzq/UIrEpkqI3iBjISpbBVa5XYWicStHJyvB8yyCqjRpsnpYpdcv6UgBIOS2wJX4+yDzDSnhNWqlsliyzUV8IMQ6YppXk3b2tEnIpw4vnhud8jtc77JBLGa6pN2b881VyadpTBVOpMWoRisao/QnJGxSwIkvqTO8oVpcUwKBRpHzMurJCdNu9U2rHJ08IFIklIskaDZ7uHcXWagNk8bKoj+yrx3u2VeIbBzvwd786izu+dRRdNg++dt8W/N9Hd6OhWDuvgNWXDlzE2T4X3uqdeweGkMUUjETxzYMduP2bR9E24sYT92zGrz6yC5WG9PsniHQqOQqVMtg9IVy/tjhpxsitG8ugkEmo+Tq5oiyj/pTlgKJ15Tp0Wj0zyot6HV7UmDQZB3BFxQVKaBTSlM1s+5w+KGQSlBaqZtxXpldjZCyYVjkJIcvJEe9deOfm8hmvlYbiAtQXa1P2sWqxuKBVSFFfXJDRzyyJv2aojxVZbg6P0FZkeg8pnUqOvavNePH88JyZ5Uc67NhRY4RGIVuydc6mdo7NFUJyDQWsyLwFwlH85nR/ypTUWIzjTO8odqToXyVqLNMhGuOJEr1ojKPP4ZvScB0QdiXKdKoZ5RqeYASXhsaxfVIWF2MMX3nPJmyrNuDZtwdxx6ZyHHzsetyzfRUYY9i3thhvdjkyarB4tMOGAy1DAABnkj5ahGQqFuM40eWY88NRMBLF3d95A18/2I53bCzDwceux/1XV837whyYKAv8YIpm7TqVHPsbi3GgZWjGa/xMrxPfO3yZ+pGQRcU5x8CoP2XDdVFTuQ6RGMdl29Sy7mQbHZkQm9n2OZM3s+11eFFt1CTdHS/XqxCKxuD00bmBZLcXzw8jGptZDii6ZV0pTnQ5MB4Iz7iv2TKGDZV6SDPMECmNlwRSwIosN3u8LNVUMHMj/baN5Rhw+XF+IPWkTKs7gEtD49ibYf+qxSRuMlIfK5IvKGBF5u3gpRF86ukWvHh+KOn9l20ejPnD2DZHwKqpfGrj9UGXH6FoLGkfkmqjZsaOwtt9LsQ4sL12amquUibFTx69Bi98Yi++8d6tU9J/r19bjGAkhje7nXP/ohCCc5979jzqzFroVDK6KCGL4k+tVrz3BydwrNMx6+PO9Izi4tA4/u3ujfj2+7aieJ4lT5PVF2tRZVTjhsbU/a/etaUSNncQJ7qE9Z3tG8WDT57EPd87jn9/qRWf+V0L9bgii2bcH4E7GJkzYLVObLw+PHFREY1x9Dv9qDHPr+G6SJi+lLqHlWVIDAwAACAASURBVFiaPl2ZXsggoT5WJNs93zyIhmJtoj3CdLesL0U4ynG4bSILnXOO55oHcXFwPONyQEAov5IwKgkky08MWCWb0nfL+lJIJSzldQ0AvBDfuL6hMbP+VYupXK+GXMpSnqsIyTUUsCLzJr5RPn3GkvR+sX/VXBlWtSYtlDJJYuqTOOkp2U55tUkzI8PqTO8oGAO2Vs9sAlqglGFDxcwPV7vqTVDKJHitLb2ywP9+rQs9Dh+++O4NKC5UUoYVWRRv9QmvkaMds/8dvnHZAamE4V1bku+Iz8e/3bUJT//lnll3ym9aVwKtQoofHOnCI0+dxN3ffQPnLC589rYm/M2Nq/G7twbw9VfaF21NJL/1jwrv7XMFrOrMWiikErQOTfSxEjc66haQYQXEN0WcvhmlfZxz9DlTB6wq4qPNqacIyWYj4wGc7HHizs0VKTN0t1YXwaRVJKYF9jl8eOipU/jEL8+isawQD8+jYbRUwmAqUMI6ThlWZHnZEyWBMzOsirQK7Ko34qUUZYHRGMeTx7qxvaYo6bXFlSKVMFQVpc4GJiTXLE/xLckJYvPzI+02WMcDKNFN7etxuncURq1iRmnfdFIJQ+OkJro9duENONlx1UYNhscDCISjialmp3udaCwthE6VfKpUMiq5FNfUm3BkjkCBuJ7vHO7EnZvLcd2aYhi1CgpYkUUhNu9/vdM+6+OOXbZj8yo9CjP4G59LkTZ1XzmRSi7FOzaU4XdnB2DQyPGpdzTioT21KFDKwDmHdTyIb73aiQqDGu/dWb1oayP5yTIqBHvm6mElk0qwprQAFydNChQ3UGoWGLCqMWkQjMRgdQcTWVOAcJHjC0WTNlwHJjKshimDhGSxZ88OgHNhqEYqUgnDjU0leOn8ML5zqBPf+lMHZBKGL7xzPT64uzbjckBRSaESVje9PsjycniCkElYykm0t24sx+eePY8OqwdrS6dmIb58YRj9Tj/+6fZ1V2Kps6o2adBjpwwrkh8ow4rMW/+oDyWFSsQ48MzZmY2Z3+odxbbqorT67Eye+tRl90ItlyZ6HkwmXixY4jvx0RjH2T4Xts+RxZXMvjVmdFo9iedKhnOOf3nuAhRSCT5353oAoIAVWRSxGEeLZQwKqQQXBsdT/k25A2G0WMZwbcPy9Ev4f+9oxJfv2oij/7AfH9+/GgVKYZ+DMYYv370R+9YW45+ePY/DbdZlWR/JHQMuMWA19yCBdeVTp8smMnMXWhIYD3j1OqbuXM82IRAATFoF5FKGoTG6ICfZiXOOX57sw9W1RVhdMnvT9FvWl8IdjOCrL7dhf2MJDv799Xj42rp5B6sAoFSnwjBlWJFlZvcEYSpQpLw2ecf6UjCGpNMCf3i0CzUmDW5ZX7bUy5xTrUmLPqeP2jKQvEABKzJv/U4/dtWbsK3agKfPWKa8aTo8QXTZvWkHkprKdLB7grC5g+ixp570VBUvxxAvHtqG3fAEI9hRm3nASqw/P9KeOrvlxfPDONJuw2O3rEVpPINMCFjNbEZKSCZ6HF64AxHcs70SAPDG5eR/h6d6nIjGOPY0mK7k8hIqDGo8sKsmaXaXXCrBdz+wDY2lhfj4z9/C+YGxZVghyRWWUR+0CmnKne/JmsoKYXMHE/1IeuxeKFNM8MtEzbRzjEgsvag2Js/gkkgYSnUqDLmoJJBkp+NdDvQ4fHhfGtmw+9YW48HdNfjhgzvw/Q9uR7k+82m001UYVFQyS5adwxOCSZu6D2iJToXt1UUz+lid6XXibJ8Lj+5dWOB2sVQbNfAEI7SBTvICBazIvESiMQy4/KgyqnHv9ip0WD04N+li9a0+odQp3UBSU7yJbtuwGz1JJgSKxP4hYuP1M71C0/QdNcakj59NQ3EBKg1qHGlPXhboCUbwxecvYn25Dg/unpikZtQqMOoL0fhysiDN8XLAD1xTg0KVDMdSlAUe63RAIZPMObxguRQoZXjqkath0CjwyI9OwUUDCcg8WUb9WFWUfLNiunXlOgDCOQMAehw+1Jq0SSf4ZaKySA2phKF12D3lPb7X4QNjQJUx9YV7hV5NGVYka/3yZD90Khlu31Q+52NVcim++O6NuGV96aL9/HK9Gi5fGL5QZNGek5BM2b0hmOcYXHPrxjK0DrsTLUoA4IdHuqFXy3Hv9lVLvcS01NCkQJJHKGBF5mVoLIBojKOqSIM7NpdDKZNMab5+utcJuZRhU2V6TQkb4wGr84Nj6Hf6kk4IBISyC61CmniDPtM7ipJCZVolJNMxxrBvbTGOddoRjsZm3P+NV9ox4g7gy3dvhEw68VIp0igQjfGkI59J/hkeC+B0T3rTJidr7h+DWi5FU1khdtebUvaxeuOyAztqihI927JRqU6F/7hvS3yiYOb/LQgBxIBVeu/l4ibHpXgfq16HN2W5XibkUglqTRr87+vd2PSFl3H/94/ji89fxNEOO8p1KihlqV+HZXpVWj2sPMEIXmu34ZmzlqTnHkIWm8MTxMvnh/GebauW7VxSYRCyHwdpkiZZRnZ3EOY5enjeulEo+XvpglAW2GP34uWLw3hgVzU0iuxo/5wIWDmo8TrJfRSwIvMiTnOqNmqgV8vxZxvK8FzzIIKRKAChf9XGSn3aH4xMBUqUFCpx8OIIIjGectITYwxVRk2i4fvp3lFsr0mvT1Yy1681wx2M4Gw8I0x0aWgcT73Rg/deXY1t1VMzW0zxySKUhksA4L8OdeChJ09mnHHXYnFhY6UOMqkEe9eY0e/0JzIHRU5vCJeGxpetHDATW6sNkEoYLgxSWSCZn4FRX9oBK1OBEsWFykQmVO8sGx2Z+umj1+CJezfjnu2rEInF8IuTvTjTO4o10xrwTleuV2FoLDCjp0gkGsPLF4bxpQMX8c5vv47NX3gZDz15Ep/8dTMe/fFpuGnzgyyx3701gFA0llY54FIpp0maZJlxzuHwBufMsFpVpMHmVXq8eF4IWD15rBtyiQQP7a69AqtMj5CNPDFwhJBclh1hYrLiiAEjsafUvdtX4fnmQbx6yYob15Wg2TKGhyaV0aWjqVyHo/GpfbNdeFQbNehxeDEyHoBl1I+H99TO75cAsGe1GVIJw5F2G3bWCWWFsRjHPz97Hnq1HJ++tXHGMUWaiYBVffG8fzTJEZZRP7yhKEbcgbT7fISjMVwYHMcDu4TXyLWrhYbqr3fa8X7TxAXFiS4HAGD3MjVcz4RKLsXq4gLqY0XmZcwfxngggsoMsmWbygpxaWgcQ+MBhCKxRcmwAoS+bffvqML9O6oACAGnLrsXxQWzX+SU6VUIRWJwekMwTXrsPz97Hr861Q+lTIKt1Qb89Y1rsLPWiD6nD//y+/O47/vH8aNHdk6ZSkjIYuGc45en+rC9piiRzb4cKg3xgBVlWJFl4g1FEQjHYEpjSvKtG8vwxEttuDg4jt+ctuDdV1XMmIa+nFRyKcp1qhkbnYTkIsqwIvPS7/RDKmEoj3/A3rvajFKdEk+fseD8wDhCkVjGk/vWlRVC3JiebdJTjUmDPqcPp+JlWDtqM+9fJdKp5NheXYTXJvWx+s2ZfpzpHcVnb2uCQTPzpCY2a6QMKwJMfPjutqWflt0+4kYwEsPmVULJbL1ZizKdakYfq2OddhQoZdiyKr3S2uW2oVKH84Pjy70MsgINjIoTAtMPOq0v16FjxIPLVg8ApMzMXSiZVIK1pYUomuMiZyKDZOKC/GiHDb861Y8PXVuHli/8GX71kd147Ja12LvGjPdfU40nH74allE/7v7usUR5IyGL6WS3E10277JmVwFC6ThjwCBlWJFl4ogP6TDPsfkAALduEMoCP/6Lt+APR/EX19Uv6drmo9qkoR5WJC9QwIrMS/+oDxUGVaK3k1TCcPfWVTjcbsMf4zXf2zNshN5ULuz8aRXSWXeyq40aBMIxvHR+GEqZBOvjzXfna99aM84NjMHuCcLpDeErL7bi6toi3LMteWPFIq0wwYoCVgSYKG/osqcfsGqxCFlIW1YZAAilrteuNuPYZfuU0sLjlx3YWWec0kMtm22s0MPmDsKaRh8fQiazxMvMM+lH2FReiFA0hkNtVgBAzSKVBM6XuIEzHA9YeYMRfOa351BfrMU/3NqYtP/VvrXF+L+P7gbnwH3fP57IMiZksfzyZB8KVTLckUaz9aWkkElgLlBShhVZNuJUWbG1x2zqiwvQWFqIbrsX+9YWL2t2Yio1Ri2VBJK8sDKugkjW6XP6UDVtJ/ze7ZWIxjiePNaNGpMGxXPUiE/XWCoEnmrN2ll7UlXHd9FfuTiCLVUGKGQL+zO+fm0JAGEn/N9fbIU7EMGX79qUctpUIsOKpqHlPW8wgvGAMPGoO4OAVXO/C3q1fEoJ0941Jrh8YVyMZ1kMjfnRZfeuiP5Voo3xIQsXKMuKZGjAlXmGVVOZcM54+fwwFDIJype5XEMMWA3FA7ZPvNSKwTE/nrhn86z9HNdX6PDMx/dgVZEajzx1ispqyaIZ9Ybwh/PDeM/WSqgVyz+4o0KvogwrsmzsHuFzezoZVgBw2yYhy+rD19Ut2ZoWotqkgd0ThCdIkzdJbqOAFZmXfqd/RsBqdUkhtlQZEI5ybK/OrBwQABpKtJBJ2JyNc6vjfbOCkRh2ZFh2mMyGCh1MWgV+cKQbvz7dj0f31s26k6JWSKGSS+D0UMAq300u/ckoYGUZw+ZV+imB2WsbJvpYAcAbnUL/qj0roH+VaH2FEECgC26SKcuoH2q5FEUaedrHNBQXQCZhGBwLoMaoSbnJcKWYCpSQSRiGXH6c7Hbix8d78fCe2rTK1sv1avzqI7ugkkvxw6NdV2C1JB/87uwAQpEY3nfN8pYDiioMagy6KGBFloc9g5JAAHh0bx2++4Ft2Ls6Oz+HiZue1MeK5DoKWJGM+UNR2D1BVCdpcHvvdqGMbntt5oEkpUyKz96+Dg/umr1Ze6VBDfG6ZMc8fs50EgnDvrXFuDQ0jnK9Cn9705o5jzFplZRhRRLlgOYCZdoBK38oivYRd6IcUFSiU2FtaUGij9Ublx0o0sjRlIVp6KkUKGWoN2txniYFkgxZ4hMCM5n4qpBJsLqkAABQs0T9qzIhlTCU6lTotnvxD083o8qoxqfeMXNwRyoGjQL376jCCy1DibJCQuaLc45fnuzD1mpDIhtxuZXr1UknaRJyJTjiG83GNJquA0ChSo7bN5XPexL5UquNn/f6nOlvmBKyElHAimSsf5ZeI+/ZWomP7Kufd6+ER/fW4Zr62UugFDJJornttnlkciVzY5NQFvj5d66HVjn38MwirZx6WJFEhtWeBhP6nD6Eo7E5j7k4NIZojCcark927WozTvU4EQhHcfyyHbsbTMueNZKpDZV6nB+gkkCSGcuoP6P+VSIxoFu7SBMCF6pcr8KL54fR4/Dh39+zGRpFZsOYH7m2FjHO8ePjPUuyPpI/TveOotPqWfZm65NVGFTwhaIY91MJE7nyHJ4g9Gr5gluJZAsxcYD6WJFclxuvWHJF9ccnUlQZZ14gaJUy/OPt65JO11tM9cVarC0tWLSfc8emcvzxk/tw68b0Am1GrRKjFLDKe2Lz2N0NJkRjPPHamE1zf7zhepVhxn17V5sRCMfwu7cGMDgWWFHlgKINFToMuPz0+iAZGXD5M+pfJVoXH7qx3A3XRWXxPlbvv6Yae+ZRRlJl1OAdG8rwizf74AvRRT2Zv5+d6EWhSoY7Ny9vs/XJxM3GASoLJMvA7gml1XB9pdCp5CjSyNFDASuS4yhgRTImXpRXJwlYXSn/392b8L0Hti/a80kkDGtL0y+9MmrkcNAFed4bHvfDXKBI9DxLpyywxeJCqU6J0iQNoq+pN0EqYfjWnzoAYEU1XBdtrKDG6yQz7kAYLl8YlfPIsNoUz1RcGy8NXG5bq4vQUKzFZ29rmvdzPLq3DmP+MH57xrKIKyP5xOYO4g/nhnDv9lUZZ/ktpQpDfDABNV4ny8DuCabdv2qlqDZpF7Uk0DoewC3/+Rp6MujLSshSo4AVyVifU2iOa0qzBnwpVBk1aChevgsUyrAiADDoCqBcr0Z9PLsjnYCV0HB9ZnYVIPSA2lplwPB4AGU6FeqyJGskExvijdcvUB8rkqaJCYGZB6x215vwzF/twc66uRubXwmP7q3DwceuR6Eq/ebx022vKcKWKgOePNaDWIx6/ZDM/fpUH8JRjgfm6Al6pVUYhNf4IPVoI8tACFjlToYVIJTDd9sWL7h0YWgcHVYPLg3RpiPJHhSwIhnrH/WhyphZc9xcYypQwBuKIhCOLvdSyDIaHgugTK+CQaNAkUaOrjkCVmP+MLrtXlyVpBxQJJYR7VltWpGvsSKtApUGNc5ThhVJk8UpBqwyz9pljGFrdVFWvVYWuhbGGB7dW4duuxevtloXaVUkX0SiMfzizT7sXW1e1o29ZMyTJmkScqU5vKGcy7DaWmXA4FggrZYU6bC5hUmK7iCVpJPsQQErkrF+p29ZywGzQVG8d9YoTQrMa4NjflTEe9bUmbVz7nKdswhZR8karouuXysErK5bs/L6V4k2VupwYYAyrMjcOOfotHkAzC/DKlfdtrEMFXoV/vf17uVeCllh/tRqxeBYAB/cnV3ZVcDEJM1BCliRKywcjcHlC8Okza2AlbjJebzLsSjPJwasvBSwIlkkewrbyYrAudBYetcck/xynTgS1+EJJZqIkvziCUbgDkRQFv//v85cgGOd9lmPaba4AACbK1NnWG2vMeL/Prob22sWZwLmcthYocfLF0bgDoQXVBpFck+/04fnWwbRafWg0+rBZasH3lAUhSrZspaZZxu5VIKH9tTiKy+24sLgGDZUpA5yEzLZT4/3okKvwk3x6cfZptKgppJAcsWJk71zqek6AKwpKYC5QIHjlx24f0fVgp9PDFh5AhSwItmDMqxIRkZ9YXhD0aQTAvOJGLCiDKv8NRxvGis2ka0v1mJ4PDDrrlSLxYVakwZ6zexBnJ11Rkgl2VPilKmNlcLF9aUh9zKvhGSbr77chideasOxTjt0Kjnu21GFL9+1Eb/92J6sKuvLBu/dWQ2NQkpZViRtl20evN5px/uvqYZMmp0f8csNqivadD0UieG7hzsTAQuSn+weIRCTayWBjDHsbjDjWKcdnC+856Et/t/JQxlWJItkxdmMMSZnjN3EGPsaY+w0Y2ycMRZijA0wxp5mjN2wgOd+P2PsKGNsjDHmiT//xxljWfG7rzTZMCEwG4gBK/oAlL+G4jvEZbqJkkAA6HGkLgtsmaXhei7ZUCk0Xj9PZYFkmuHxAHbWGvHmP96Mn/3FNfjCuzbggV01GU1pzRd6tRz376jC882DGBmnjBQyt5+d6IVcyvDnV1cv91JSKterMTwWWJSBAtE0nuOZsxY88VIb/nhheME/j6xcdo/weT3Xmq4DwkRpqzuIy4vQfJ16WJFslC1Bm+sBHATwGIBKAEcAPAPACeAeAIcYY1/M9EkZY98B8HMAOwAcBfAKgLUA/gvA0xS0ylxfPGBVZczvMjgKWJEhl3ABKU49qptjUqB1PIChsQC2zNJwPVeUFKpQXKjEeZoUSKaxe4IoLsytHe6l9N6dVQhHOY52zF5uTIgvFMHTZyy4bWN5Vr/GKgwqhKMcdm9wQc/zfPMgdnz5FVycZcBHNMbx3691ARAabpP85cjRDCsAuLYh3sfq8sLPE3bqYUWyULYEbGIAfgtgH+e8nHN+J+f8zznnmwC8F0AUwOcYY/vTfULG2D0A/grAMIDN8ee8G8AaAJcA3A3gbxb7F8l1/aPxgNU8pjnlEr1aDgmjgFU+EzOsSnTCh59aUzxglWKHqznecH3LLA3Xc8nGCh0uDNCkQDKV3Z17Y8WXUr25ABIG9M2SuUkIAPz+7UG4AxE8mIXN1ieriPd9HHTNP2twzB/Gvz5/AaO+MB5/qTXl4/54YTgxvVcsCSP5Sfz/P9d6WAFCEkGlQY03Li+88Tr1sCLZKCsCVpzzVznn93LOjya579cAfhT/9oEMnvaz8a+f5px3THq+EQAfi3/7Gcqyyky/0w+TVgGtMr/79UslDAaNggJWeWxozA9zgRJKmRQAoFZIUaFXpcywOtJug1ouTfR3ynUbK/XotHkQCEeXeykkSwQjUYwHIjm5w71UFDIJyvVq9C7SyHKSmzjn+MnxXqwr12X9wI7yeN/HoQVMCvz6K+1wekO4Z9sqHGm34fUkGYicc3z38GXUmjSoMqrh8NDntVzXNuxGV3zq7HQOTwhKmQQFOXj9whjDngYTjnc5FlRq6w9FE6WAVBJIsslKCdacjX9dlc6DGWOrAGwHEALwm+n3c85fAzAAoAzArkVaY17od/qwKs/7V4mMWgpY5bOhsQDK9aopt9UVaxO7uZNxznHw0gj2rTVDJZdeqSUuqw0VekRjHK3DUxuvhyIx/PiNHtrtzkOJHiJZXK6UjWpMmkQ5PiHJnOkdxaWhcXxwV03WDy9IZFjNc1Lg+YEx/OR4Dx7YVYN/u3sjKg1qfOXFSzMu1I91OnBuYAwfvb4BJYUqOBZYgkiyG+ccH/7JaXzmt+eS3m/zBGEuUGb962O+9qw2weUL49Lw/DPbJ38uo5JAkk1WSsBqTfzrUJqP3xr/eoFznmoL59S0x5I09I/6UFWU3/2rREaNgnoi5LGhMf/MgJVZiy6bZ8aklguD4xgaC+DmdaVXconLamOSxuvBSBR/9fMz+PxzF/Dc24PLtTSyTMTeGJRhlZkakwZ9DgpYkdRevjAMhUyCu7ZWLPdS5mTQyKGSS+aVYRWLcfzL78+jSKPA39/SCJVcik+9oxEXBsfxfMvUc8r3XutESaES79lWCZNWQRlWOa7L7kWf04dmiwvhaGzG/Q5PKKfL0XfXi32s5l8WaI2fow0aOU0JJFkl6wNWjLEyAA/Hv/1tmofVxb/2zvKYvmmPJXOIxjgGRv15PyFQZNQqMEoBq7yVNMPKXIDxQASjvvCU2w9eGgFjwI1NJVdyicuq0qCGQSPHhXjjdX8oig//5AwOXrKCMWDETVPP8s3EWPHcvWhYClVGDRzeEF1AkJS6bF7UmbTQKLK/3IkxhgqDGoNjmQesnn7Lgrf6XPjs7eug18gBAO/aUoENFTp89eU2BCNCCXpzvwvHOh14dG8dlDIpTAVKyurNcYfbbACAYCSGtmmZ3YBw/jHl8GZJmV6F+mItjnXOv/G62L+qzqylHlYkq2R1wIoxJgPwMwB6AH/inD+f5qEF8a+zdSkVi5xplnaahsb8iMQ4qihgBQAoopLAvOUJRuAORFBumJptWJ+YFDi1h8LBSyPYXl2U0x+WpmOMYWOFHucHxuENRvChH53C0Q4bnrhnMyr0atjG6eIh34gXjNk8wSwb1RiF9xXKsso/P3+zF/9ztGvOx3U7vKg1r5zPZhV6dcZN112+EB5/sRU7aorwnq2VidslEobP3rYOllE/fnpc2Kf+/muXUaiS4f3XVAMQguRObwjRBfT3IdnttXYbiuJBzLP9rhn3OzwhmLS5vVmyp8GEk93OpBlm6bB5JgJW1MOKZJOsDlgB+D6AmwD0I7OG6wvGGPsIY+w0Y+y0zWa7kj86a/U7hd2wfJ8QKDJpFRj1hRbU4JCsTMPxneFkJYGAsNstGnT5cX5gHDevz59yQNGGSh3aht146MmTeLPbga/ffxXuv7oKJTolZVjloUQPqzwK3C6GGpNwzu1z0qTAfMI5x7f+1IGnjvXM+rhINIZ+pw+18fPPSlCuV2Eowwyr//hjG8b8YXzpro2QSKb2Idq7xozr1pjxX4c6cbZvFC9dGMaDu2tQqBICGCatAjEuBL1I7vGHojjR5cDdW1fBXKDA231TA1acczi8wZzvn7inwQxvKIoWy9jcD07C5g5CwoBqowahSAyhyPwCX4QstqzNHWaMfRPAowCGAdzEOR/O4HAxvWG2s7eYhTUzbxQA5/wHAH4AADt27KCIBIT+VQCoJDCuKP4BaMwfRlGO79qQqcSd4XL91AyrVUVqyCRsyqTAP10aAYC86l8l2lChRygaw9v9LvzX+7fh9k3lAIDSQhU6U0zyIbnL5g6iUCnLm8EDi0XMau6lDKu80jbixkg8E9UfikKtSP66GXQFEI5y1JlWUMDKoIbVHUQ4GoNcOnXv3OUL4VCbFe6AkMnsCUbg8oXxq1N9eHhPLdaV65I+52dua8Kd334dDz15EgqpBI9cO9HxQ8xudnhDeZXpnC9OdDkQisRwQ2Mx+pxevN0/OuX+cX8E4SjP+QyrXfUmAMDxy/Z5TQu1uYMwapXQq4VArzcYgUKW2//NyMqQlQErxtjXAHwCgA1CsKojw6foiX+tmeUxVdMeS+bQ7/RBwiZGEuc78cTn9IUoYJVnhsfEgNXU14JMKkG1STMlYPXKJSvqzFo0FK+ci4nFsqfBhKtri/DRfQ1TMsxKdUq8cXn+fRbIymT35P4O91LQq+UwaOQ0KTDPvNY2kd3fZfdgQ4U+6eO6HcL5ZiVlWFUaVOAcGBkPYNW0rP3HX2zFr071J76XSxkKVXLsrDXik7esTfmcGyr0uPuqSvzu7AAe3F0zJZNT/N92TxBrS6kTSK453GaFSi7BzjojWiwuHLxkxZg/nAi82L35UY5u1CqwvlyHNy478Nc3rpn7gGls7iCKC5UoUArhAU8wQtc3JCtkXcCKMfYEgMcAOADczDm/OI+nORv/uoExpk4xKfDqaY8lc+h3+lCuV8/YDctX4pu40xtCQ/EyL4ZcUWKz2FLdzOBtvVmbCFi5A2Ecv2zHw3tqc3aU8mzMBUr85i/3zLi9RKfCeCAya9YAyT02d5Aars9TjVFDAas8c6TDhgKlDJ5gBJdt3pQBq574+aZuBQWsxOzkQdfUgFU4GsNLF4Zx+6YyfOndG1GgkkEpS/8c8albG+ELRfGxGxqm3C6+79CkwNx0uN2G3fUmqORSXFUlZBa1QAKMggAAIABJREFUWFy4bo3w4VycUGvS5nbAChA2Cn9yoheBcDTjbGabRwhYFaqE8ICbGq+TLJFVkQfG2OMAPgVgFMAtnPOW+TwP57wfwFsAFADuS/JzrgewCkK54fF5LzjP9NOEwClMkwJWJL8MjwVgLlBCIZv5FloXD1jFYhxHO+wIR3lelgPOpiS+y2mlPlZ5xe4JUv+qeaoyaqgkMI/4QhGc6h7FPdsqIWHAZWvqEupuuxcahTTxvroSVMQz9af3sXrjsgMuXxh3XVUJU4Eyo2AVIATCvv/B7TPK9RMlgTQpMOf02L3odfhwQ6MwhXlzlRDYndzHyhH/nG4uzP0Nkz2rTQhFYnirb3TuB09jdwdRXKCENp5h5Q1RwIpkh6wJWDHGvgzg0wBcEIJVc2Y+Mca+whhrZYx9Jcnd4m3/zhhbPemYEgDfjX/7OOecOsqlqc/pQ5VRPfcD80QRBazy1uBYIPGBe7o6cwGCkRiGxgM4eHEERRr5vHoJ5DIxM83qpouHfGL3hHK+JGOp1Jg0GHD5EZnn9CeyspzociAUjeGW9WWoMmpweZaefz0OL2pM2hWVxTs5w2qyF88NQauQYt/axU1bN6jlkLCJwQ8kdxxuswIAbmgU/mZ0KjkairV4e9KkQHFCbT5kWF1da4RUwvBGpyOj4zjnM0sCKcOKZImsKAlkjL0LwD/Fv+0E8DcpTrytnPPHJ31fDqAx/nUKzvnTjLHvAfgYgHOMsYMAwhCmDuoAPAvgvxbtl8hxgXAUNneQJgROYtRQwCpfDY/5UZuiwa1YltEx4sarbVbc2FQCGZXRTlGiEz40joxThlW+CEViGPOHKcNqnmqMWkRjHIOuAKpNdB7Oda+12aCWS7GjtggNxQW4bEs9IbLHnrpcMFtplTLo1fIpGVbhaAwvXxjGTetKF30wg0TCYNQq4fDSJkmuOdxuQ51Zi5pJn8muqirC4TYrOOdgjMHuCYExoEgjX8aVXhmFKjk2r9LH+4Q2pn3cuD+CUDQ2tSQwSAErkh2y5SrKOOl/7wDwUIp/t2bypJzzvwLwAQjlgdcDeAeEgNhfA7iHcx5d8MrzhEWcEEgflBPUCinUcikFrPLQkCuACkPybMP6eHP1p89Y4PKFcQuVA85QWihkWIkTsEjuEy8UKWA1P+K5t9eZOnBBcsdr7TbsbhB68jQUa9Fl8yAWmzmwOhyNoX/Uj1rzyvtsVq5XYdA1EbA60eXAqC+cmCa72MwFCsqwyjGBcBTHLztw/bSMvKuqDXB4Q7CMCn9fDk8QRo0ibzYP9zSY0GwZgyeDgJPNI2wgChlWQmCPMqxItsiKVy7n/Eecc5bGvxumHfdw/PaHZ3nuX3DOr+Wc6zjnWs75ds75d6gUMDNis9fp01zynVGrwCgFrPKKOxCGOxhBmT55SWBJoRIahRR/ODcEhVSC6xa5tCEXGDRyKKQS6mGVR+zueA8Raro+L2L/SOpjlft6HV70OHzYt8YMAGgoFsrMB1wz5wdZRv2IxnjKjN9sVmFQTykJ/EO8HFAs7VpspgIF9bDKMSe6HAhGYrh+2t/M1ioDAOBsvCzQ7gnClEfnnt31ZkRjHKd7nGkfI7ZoEHpYCRmOXsqwIlkiKwJWJPtdtsbHJlOG1RRGrSLRzJHkh+Ex4QN2eYqAFWMMdWYtYhzY3WBK9AIgExhjKC5UwkoZVnlD3L01Uw+reSnTqaCQSdBPkwJz3pF2GwDg+ngT6YaSAgBI2sdqJU4IFJXrVYmSwEg0hpcvjODGJSgHFJkLlPR5LcccbrNBKZNgd71pyu2NZYVQyiSJxusOTyivsnu31RgglzKc6Eo/YGUTA1aFSmgVVBJIsgsFrEhaTvY4UWvSJCatEIFRq8Cojz4A5ZOhRMAq9QAC8eLh5vVUDphKqU5JPazyiJhhVUznkHmRSBiqitSUYZUHXmu3ocqoTmwQNhSLAauZ5aDd8YBV7QoMWFUY1Bj1heEPRXGiywmnN4Q7NpUt2c8zaZVwUElgTjnSbsOuetOMIKdcKsGmSj3e7hcm5QkZVvlz7tEoZNiyyoATXek3Xp8csJJIGAqUMioJJFmDAlZkTrEYx6keJ3bWGed+cJ4xahX0ASjPiDvCqTKsAGB1fEf8pqaSK7KmlahUp6IpgXnE5qEeVgtVbdSglzKsclooEsMb8Z484vAho1aBIo08eYaVw4tCpQwm7cordxIn7Q6N+fHCuSFoFFLc0Lh050xTgQKeYASBMLWvzQV9Dh+67N6UJaRXVRlwfnAcoUgsnmG18l4jC7Gr3oRzA+n3sbJ5glDIJNDFG64XKGXwBMNLuURC0kYBKzKnDqsHLl8YO+tMcz84z1CGVf4ZGguAMSHgksoje+rwyw/vStmYnQj//SjDKn/YPUEUKGVQK5am3Ccf1Ji06Hf6wPnM5tskN5zudcIXiuL6tVMDNw3FBbhsnRmw6rZ7UWvWIsVk7awmZin3j/rxxwvD2N9UsmTlgMBE/zw79bHKCYfbrQCQMsh5VbUBoUgMzRYX3MFI3m2W7G4wIRpPOEiHzR1EcYEy8V6iVUrhDVJwl2QHCliROZ3sFlJKr6EMqxmMWgV8oSjt2OWRIVcA5gIlFLLUb5//P3v3HR7ZXd4N//ub3jVFvYxW0u56V9u8fY07xQZjEprhpYTYEEIglAB5k0B4Et7kSZwEQiC0wJMHEyAhoVfjgrHxum7x7nq1zbtaaSWN2vTe5/f+ceaM2ow0I00/9+e6fBlLs+ufbUZzzn3u+3u36JS4YYgKvKtpM6oRjKUQTdB7RwpcEnzCXW52qw6heIo20zax377khELGVnx+DLUZ8o4EjrvDDTkOCADd2YLVT0854A4n8NoKbQcU2fRCwYK64pvDE5ec6LfpCua3XZ8NXv/1hTkAaMguxI3YZ7dkc6yKGwt0BuNoW5QxadAoKcOK1A0qWJE1PT/mQVeLBr0W6hZZzpr9AKQbCOmYCcRWHQckxRE71GhToDS4gnHJPeEut9ymQBoLbFpPvuTCgU2WFcs6htr1cIXi8EcWRnQSqQwc3igGGnQZTkeLGowBPzszDa1SjtsrOA4IILclzh2mDqtGl85wPH/VjZs2txZ8TY9Zi1aDGo9dEDqxpPb5o1XJcX2fuejg9eUFK6NagVCMRgJJfaCCFVkV5xzHxoT8qkZsOa80i44KVlIz44tSwaoMOkzChdEcbQqUBGeIClYb1Z8tTNCmwOY0H4jhwkxgxTggsCh43bUwFjjhiSDDGzNwHQDUCjlaDWqkMhwv39Ze8XFh8eePizqsGt6oM4RwIo19dkvB1zDGcH2fGVeyo7Q2CXb4Hhm0YcThR7CIwpMrtLRgRSOBpJ5QwYqs6po7gvlgHIcpvyov8QOQClbSMeuPrbohkBSn3SgU/SjHShpcoThajdK7YSinPrHDijYFNqUnL7sAALdsXdk1kitYLcqxGm/gDYGi7uzDn7sqPA4ILOqwooJVwzs94QMA7MmO/RWy177wfSk+MDkyKORYnRj3rvq6VDoDdzixZIuvQa0sOrCdkEqjghVZ1bExoZWUNgTmRx1W0hKMJRGMp6jDqgzEDivaFNj8kukMfJGkJG8YykmjlKPDpKaCVZN64tI82oxqDHeZVnyv16KFSi5bkmM17hb+94CtgQtWZi00Shlu35Z/01s56VQK6FRyuCl0veGdnvLBqFFgcI1i7fV90i5Y7bNboJLL1syxcocT4BxLRwI1iqI6swipBsXaLyFS9vyYBza9CkNtjXtBVEk2yrCSlFm/0A3USQWrDWvRKqFSyDBPHVZNT+xoWHwxTNan36qnkcAmdGEmgIdGZvG2Q/a88QsKuQz9Nh1GnQsdVmOuMFq0SlgaOEz6Qy/fgjfv74VOVZ3bEZtBRVsCm8DpCR+u7zNDJls9qmR3bwsYA3RKuSQ31C7kWK1esHJmHxwuCV1XKxCKp8A5p0gYUnPUYUVWdWzcTflVq2jRKiFjVLCSiulswarbTCOBG8UYQ7tRTSOBEiDeIErxCXe52W06XPOs3BZHGlc6w/GJH51Fi1aJj71qa8HXCZsCF40ENvCGQNFwtwmv2N5Rtb+fTa+Gm67XGlo0kcaluSD29K4+DggARo0Sm9sMsEn4s+fIoBVn18ixylew0qsVyHAglsxU/IyErIUKVqSgaV8Uk54ojQOuQiZjsOhUdAEkEbP+KACg00QdVuXQYdLQSKAEOKlgVTZ2qw5zgThiSQrDbRbffnYcpyd9+KvXDa/aLTXUrseEO4JkWriBHHdFGnZDYK20GlQUut7gRqb9SGf4knG/1dx34wDecqC3wqeqX0cGbchw4Ph44W2BuYLV4gwrjdD1GIzTWCCpPSpYkYIov6o4Vr0KXipYScK0LwbGhEIL2bgOE3VYSUG+i2GyPrQpsLlM+6L4zMOXcMvWNvzOnu5VXzvUZkAqw3HNHUEsmca0P9rwHVbVZtOrKcOqwZ2ZLC5wXfT2w3Z88OVbKnmkuravX8yxWqVgFVrZYWVUCwWrUIyC10ntUcGKFPT8mAdGjQLbOlcGgJIFFr2KRgIlYtYfQ6tBDZWCfnSWQ7tRg/kA3Tw0u9xIIG0J3DA7bQpsGpxz/NVPR5DhwN+9fuea0Qu5TYHOECY8EXAODFDBqiQ2g3C9lsnwWh+FrNOpSR96zFrKRCySRinH9fbVc6ycwTiMGgU0yoWcL4NYsKJNgaQO0F2XxPkjSVxdlImw2LExNw5uskK+Rqih1Nn0Kngi6y9Y/c3Pz+OvfjpSxhORSpn2R3NruMnGtZvUCMZTiCTogqiZuYIJ6FTyqgUrN7NcwYo6rBrer0Zm8esL8/jYq7aiz7r2aN9gdvnNqDOEMZeQY7apgTcE1kKrQY1UhiNA288a1plJX9HjgERwZNCGEYe/4P/vncH4igKgfo2CFeccn3n4Is5N+8t7WELyoIKVxH3mkYt4zReO4tSEd8nXXaE4Rp1hGgcswkY6rNIZju+fnMSDZ2fKfCpSCbP+GG0ILKMOo/DvkrqsmpsrtPJimKyPVa+CQa2gkcAG548m8dc/O4cd3Sbcd+Omon6NUaNEh0mN0fkwxsWCFXVYlcRmELo8aVNgY3KF4pjyRqlgVaIjg1Yhx2os/1igMxhfMbJv1Kw+EhiIpvDlx0fx4xcc5T0sIXlQwUrixl0RxFMZvPdbJzDlXbgAPk75VUWz6VXwRRJIr6PF/Px0AMFYCq5QIpfzQurXjD+GrhbaEFguYhYY5Vg1N1coToHrZcIYg92qwzU3bQpsZP/00EW4Q3H8wxt3QyEv/lJc3BQ47g7DqlehRaus4Cmbj/hziILXG1Op+VVEsM9ugUohKzgW6MzzUGmtkUBXWLhnmaCHJ6QKqGAlcdO+KHb3tiCeyuA93zyRW3v6/JgHWqUcO7tbanzC+mfRqZDhwhPTUj171ZX73xdmAuU8FimzYCyJUDyFLuqwKpt2k3CBVGhToD+aRDxF29AanVCwovyqcrFbdTQS2MA45/jJKQfeuK8Xu3pLu8YSC1ZjrjA20YbAkokdVm4qWDWk05M+yGUMO3soW7cUGqUce/vMBYPX840EilsCCxasglSwItVDBSsJ45zD4YviyKANX33HflxxhvCh755CKp3BsTEP9vWbKVy6COIF0HrGAp8ddaM9+yFxcZYKVvVsxi90AXWZqcOqXMSRwHwdVpxz3P3Fo/jsw5eqfSxSZs4gdViVU79NhylPlIKjG5QvkkQ4kca2TmPJv3aoTY9gLIUzk34aB1wHm174OeQOU0d7Izo96cPWDiPlIa7DkUEbzk37V9yrRBIphOKpkjus3NnfZ9ITAef0WUQqi6oREuYOJxBPZdDdosFNW1rxt7+7E09ccuIvfnQWF2YDOLTJVusjNgSLbn0Fq1Q6g+PjXrxquAOdJg0uzAQrcTxSJrmCFXVYlY1Jq4BaIcvbYTXqDGHSE8WZKQr0bGTJdAbeSJIKVmVkt+mQSGcwS6O0DcnhiwIAei2lP/wYahc2BUaTaQxQ4HrJLDolGKORwEaUyXAKXN+AV+/sRIYDPzu9NHPKFRTeC8szrNQKGRQyVjDDSsyBCyfStCmdVBwVrCRsOnvR1GMR2srfftiOP7hpAD84OQXOKb+qWFZ9/oJVOJ5a9anDWYcfoXgKNwzZsL3LSCOBdW4m+36hglX5MMbQblJjPs+N97PZ1vVCW0xJYxB/LrZS6HrZ5DYFumkUoxGJBasec+kjfUNthtz/HmijglWpFHIZLDoV3BS63nDG3WEEYilc30dRJeuxvcuEnT0mfO/E1JKvO0PC9dfyDivGGAwaxZojgQCNBZLKo4KVhIkFq27zwg34J+7ajldu74BBrcBeOz3FKIZYsPr5i9P4Xz8Zwdu+/hwO/t2vseOvH8Y/PHSx4K97Nht+eGTQhm1dJlyZDyGRylTlzKR0M/4YGFsICifl0WHUYC7PlkAxHNQVSsAXoad3jUpcJrH86S1Zv36rUKg4MZ4/j4TUN4d35bVXsTpNGuhUcgDAJuqwWpdWg4oyrBrQ6Wzg+vV9lhqfpHG95UAfzs8EMOJY6FzPfUbneaikVykKd1gtekhPBStSaVSwkrApr/iUb6EtXS5j+Ld37sNjH78VGqW8VkdrKDaDCjqVHL98cQY/OeVANJnGbVvbsKfPjP85PlkwNPrZUTe2dhjQalBje5cJqQzHlXnqJqlXM/4o2gxqKEvY6ETW1mHSYC64tMOKc47nr7phyxaDR520Ea2e/PMjl/Do+bmiXiuODbQZKXS9XPqsWty6tQ2f+/VL+NELU2v/AlJXpn1RaJSy3MOuUshkDIPZzirKsFofm16d+7lEGseZSR/0Kjk2txvWfjHJ63f2dEMll+EHJxc+N1YrWBnX6LASu30nqNuXVBjdeUnYtC8GnUq+Yi2yQi6jLpISqBVyPPbxW/H8J1+BFz99B37yxzfiM/fswZ/esRW+SBKPnFt5Y5dIZXBi3IuXDbUCAIa7hPBVGgusXzP+GI0DVkCbUQ3nsg6rUWcIrlACbznYl/trUh9S6Qy+/PgVfOA/T+KZUdearxezYijDqnwYY/ja7+3HDYM2/On3z+CnyzJJSH1z+KLoNmvBGFvXr9/WaUKPWZsLRSalsRlUucBo0jhOT/qwq7cFctn63jcEMOtUeNWODvzktCP3MN0ZjEPGFhYSLGZQFy5YucMJ9Fq0aDeqqcOKVBwVrCRseoMXTWRBV4sWHSbNkn+XNw61osesxfdOTK54/ZkpH6LJNI4MCsH2m2x6qBQy2hRYx4SCFW0ILLcOkwbBeArhRRdF4urlN+/vhUouo4JVHZkLxpHhAOfA+759EpdmV18WIXYyUMGqvDRKOf799w/g4CYrPvo/p/HLF2dqfSRSpGlfdElne6k+8Zpt+PZ7DpXxRNLSaqAOq0YTT6VxfiZA44Bl8JYDffBFkvj1+XkAgDMUh1WvzlsIXDXDKiRs/7VbdVSwIhVHBSsJm/Zv7KKJrE4mY7jnQC+euuLClHfpD/NnR91gDDgyKATbK+QyXNdhpE2BdWzWH0MndViVXYdJKGQs3hT43FU3Ok0aDLbqsalVh9F5GgmsF+Lygb/53Z3QKuW474FjmPUX3lbnDMahVcqhp26QstOpFPjGvQexv9+CD//3KTw0MlvrI5EiOHzRdW0IFNkMagy20VjUetn0KgRjqYJxDaT+XJgJIpnmFLheBjdtbkVXiwbfPyk8THcG43nHAQFAv0qHlSu4ULCapIIVqTAqWEmYwyt0WJHKueeAMNL0/WVbOZ4ddWN7pwlm3UKGhbgpcLXNgqQ2ArEkQvHUukJyyerE8WNxUyDnHM9d9eDIoBWMMQy1GWhTYB0RN5wd3GTBA/cdhD+axL0PHEMwlsz7elcojlbKr6oYvVqBB+47hN29Lfjgf71Q1JgmqZ1YMg1XKIFu6tatGVu223P5ZmdSv05PeAFQ4Ho5yGUMb9rXiydfcmLWH1u1YGVU5w9djybSCCfSsBlU6LPqMBOIUQGYVBQVrCQqlkzDHU6gh27AK6rHrMVNm1vxg5NTSGeEQlQsmcbJCS9uGLItee22ThPc4QSc1KpedU9dduGlucLdbWIHSSfdZJRde/ZCaS7bYTXqDMMViufGZYfaDLjmidAGzTox7RPeC11mLXZ0t+Cr79yPK/MhfOA/X0AyvfK/kTg2QCrHoFbgP959CGadcsXDEVJfxO3MPRvosCIbYzMIBXTaFNg4zkz50WFSU5d7mbx5fy8yHPjhC1NCwarAZ3ShDKvcMpVshxXnC9tPCakEKlhJlHjRRB1WlffWg31w+KJ4+orw5PvUhA+JVAY3DC4tWG3vMgEAjQXWwJ9+/ww++/Clgt/PvV/oYqns2pd1WD131Q0ACwWrdj3SGY4JD40F1oMZfxQmjSIX+HzL1jbc/8ZdOHrZhfsfvLji9a5gouDFMCkfk0aJ/f0WnMp2IpD6JHYoUhxD7YgFdHo42DhOT/pwfZ+51sdoGpta9Ti0yYofnJyCM1S4w8qgUSCSSOceuIvEpQU2gwp2W3ZTII0FkgqigpVEiU/JqWBVea8a7oBFp8T/ZMPXn73qhowBh7L5VaLt2U2BF2lTYFVlMhzOUBxX5guPnS10WFHBqtxMGgU0Slkuw+q5q250mNToz14EDWWzWq5QjlVdEJd1LHbPgT687ZAd335ufEWWhTASSAWrathnt2DcHaFRpzpGDwtrr5U6rBpKPJXGmCuce6hLyuOeA70Yc4WRTPPCBavsg6lwYmmXlSu4sEzFbhWu1SjHilQSFawkapqe8lWNWiHH6/f24NFzc/CGE3hu1I2dPS0waZRLXmfWqdDVosEFKlhVlTeSQDrDVx07m/bHwNhC3hIpH8YY2o0azAVi4Jzj+TEPjgzachs3xXBh2hRYHxy+WN7PjY+8YgsYY/jXxy7nvpZKZ+CJJGgksEr22oV8F+qyql8ObxQyRg8/aknMsHJTh1VDcGaLI130nimru3Z1QaeSA8CaBavlOVa57b9GNdoMaqgVMuqwIhVVUsGKMba9UgdhjF3HGPsIY+w7jLGLjLEMY4wzxt68zt/vm9lfX+iPlbMLEjLli4LRRVPVvPVgHxLpDP7r2AROTXpXjAOKtneZaCSwysSxgHSGY9ydv4tn1h9Fm0ENpZxq/JXQYVJjLhDDVVcYzuBCfhUgXDB1mjRUsKoTM/4ouvJkH3a2aPDOw/344QtTuZB8TzgBzoE2A4WuV8OunhbIZQynJny1PgopYMoXRYdJQ58lNaRXyaFWyHJjTaS+zQWEa7R2emBYVnq1Anfv7gKAwhlWmmzBalmOVW4kUK+CTMZgt+pwzU0FK1I5pX5ijjDGfs0YewNjrNyftu8H8HkA7wBwHQBWpt/3aQD/keePH5fp929I074oOox00VQt2zpN2NPbgi/95gqSab4icF20vcuIUWeItm1Ukfj0DkDBscAZfwxd1I1YMe0mDeaD8RX5VaKhdj1GnTQSWGuRRAq+SLLgONP7bxuCWiHHF7JdVmIxmDqsqkOrkmN7lxGnJqnDql5N+6LU2V5jjDG0GtS5LhFS38R8yw4jFazK7d03DWCv3ZyLJFlO7LAKLuuwcgbjMKoV0CiFDi27VUcdVqSiSq1WzAN4OYAfALjGGPsUY6yjTGcZAfAZAG8FsBnAb8v0+/475/zePH98oky/f0MSckjoh381veVgH6LJNBQyhoObrHlfs63ThFSGr5qnRMpr8UXr5blVClb0dK9i2o1qzAfieO6qB+1GNTZl86tEQ20GXJ0PgXNe4Hcg1ZDLPiywLbPNqMa9N27Cz85M49JsEK5sRgxlWFXP3j4Lzkz6V4Tkkvrg8EVpQ2AdsBlUlGHVIObEgpWJPkfKbVunCT/+wI0w6/J3QecyrPJ0WC3+XO+z6jDpidA1GqmYUgtWfQDeDqFrqQfA/wehcPVdxthNGzkI5/zfOed/xjn/Hud8dCO/F1nbtC+KHotu7ReSsnndnm5olDLs7m2BPvshsBxtCqw+scPKqlfhSp6xM845Znz5x6BIeXSYNAjFU3jyJeeS/CrRUJsBwXhqSTccqb5iAqP/8OZB6FUKfP7XL+WCWWlLYPXstZsRiqfooUcdSmc4ZnwxClyvAza9Cu4wfZ40grlgHEo5g6VAUYVUTqGRQFcwDpt+4b+H3apDOJGmhR+kYkoqWHHOU5zz/+ac3wJgN4CvA0hA6Ir6LWPsRcbY+xhj+gqclZRJJsMx7YtRh1WVmTRKfP6t1+OTdxWOghto1UOtkNGmwCpyBuO5QmK+m7xgPIVwIk2BnxUkPjn1R5MrxgGBRZsCKceqphYKVoXfCxa9Cu+5aQC/GpnFb19yAqAOq2qi4PX65QzGkcpwGgmsA60GNVxBurluBHOBGNqNGshk5UqKIcVaLXR98ai/uCmQxgKrK5PhePT8HPyRZK2PUnHrDjDinI9wzt8PodPqwwAuAtgJ4CsAHIyxLzDGtpXnmBtyO2Psc4yxrzPG/pYxdmcF8rcaiiscRyKdoYumGnj1zi4cKDAOCAByGcN1nUZcmKWCVbU4g3G0GdXY3GbAVWdoxSjNTHYMqqvAGBTZuMXZFEcGV74/htqFZyCUY1VbxW7LfM/NA2jRKvGzM9PQKGXQZzcRkcrbZNPBrFNS8HodcviEmzkaCaw9m0ENdzhOI0wNYD4QRzuNA9ZELsMqz0igbdEyFbuNCla18NJ8EO/91gk8dnGu1kepuA0XbjjnQc75lyAUq/4RQli6CcCHAJxjjP2CMbZzo3+fDXgXgI8CeC+ATwF4CMBZxtiuGp6pptbKISG1tb1T2BRIF1LV4Qol0GZQY3O7AfFUBg5vdMn3Z/zCX1OHVeWIF6PtRjUGWlc26HaaNNCp5BilMaeaKnZZh0mjxPtuHQQgdDIsH/EklcMYw94+MwWv1yFH9tqLHhbWXqtBhWSaI7Csc4TUn7lAjALXa0QKBU2aAAAgAElEQVSfJ8Mqlc7AG0ks6bDqy0bMTFLBqqqOj3kAoGAucjPZcMGKMWZmjH0MwCUAf5b98iUAXwbgBHAXgBOMsTs3+vcq0WkInV/DAAwAugHcDeBM9mu/Zoz1VPlMdaGYHBJSO9u7jPCEE5TXUyW5Dqt2cexsaX7YjD/bYUXvl4oR11UfzpNfBQg34UNtBozSSGBNlbKs4/dv2ASbXoV2Ggesur12Cy7PhxCINf+YQCMRH4bQtVftid0hbtoUWPfmAjEKXK8RpVwGjVK2JMPKE0mA86Wj/lqVHG1GNXVYVdmxcS86TRr0SqBrd90FK8bYAcbYNwA4IGz3GwTwIIBXc863c84/BCGk/eMAFAD+dxnOWzTO+ec551/knF/gnIc55zOc818COATgOQDtAApuCmSM/SFj7ARj7ITT6azWsatCvGiitvT6tC0bvH6ecqyqwpmdxRcLVss3Bc5kx6DoxrtyjGoF3nVDP951Q3/B1wy16XGVRgJrasYfK7pwq1cr8I17D+LTv7Ojwqciy+21m8E58OKkv9ZHIYs4fBG0aJW5MRtSOza98HnuppDouhZNpBGIpXIPtUj1GdRKBBd1IorZb636pSH4dqsO19xUsKoWzjmOj3lwcMAqiS72kgpWjDE1Y+xextjzAJ4HcC+E0PXPA9jKOX8d5/wR8fWc8yTn/F8APAygLq5aOecJAPdn//KuVV73dc75Ac75gba2tuocrkocvigMagVMGrpoqkfbO2lTYLUk0xl4wgm0GdUw61RoNahXBK/P+KJoN6rXHIMi68cYw9/87s5V25qH2gxw+KKIJFaOcPyvn4zg4987U8kjSh7nXNguW0J3yJ4+M3b3mit4KpLPnj4zGANeoOD1ujLti9E4YJ2gDqvGMB8UOtzXyk0klWNQy5d0WLmy75nly1T6rToaCayiKW8Us4EYDm2y1PooVVHqHZgDwP8FcBDABQAfANDDOf845/zqKr9uBkA9tSdczP5ZsiOB3WaNJCqyjahFp0SPWYuLFLxece6Q8KSoLfvBu7ldv2IT3Wwghk7Ke6u5oWwH3PIuqyvzQXzn+Wv45dlpJNOZWhxNEjzhBOKpDGW5NQCTRokt7QbaFFhnHN4odbbXCTF/h6IX6ttcQPjvQyOBtWPQKJZkWLnDwn8T27IOqz6rDjOBGOKpdFXPJ1XHx4X8qtUWeTWTUgtWFgA/A/BKzvlOzvm/cc6LKaf+E4CXl3y6yhH3pksyEGXaH6UMhTq3rdOICzQSWHHik6I2g1iwMuDKfGhJ4P20L4puukmvuaE2oWC1PMfqS7+5As6BWDKDi9SVWDG5ZR302dEQ9vZZcGrSR8s76kipHYqkcloNanSY1Pj5izO1PgpZxVyAOqxqzaBWIJRvJHBZh5XdqgPnWLG4iFTG8XEPTBoFrusw1vooVVFqwWqQc/4GzvlvSvlFnPOXOOe/LfHvVUlvyf75eE1PUSPTvhjddNS54W4TRp1hxJL0pKKSxKer4gfvlnYjgrFU7uucc8z4Y+ikglXN9dt0kDFgdFGH1ZgrjJ+dmcZrd3UBoBGoSnJkl3XQDXdj2Gs3wxdJYpwyReqCP5pEMJ6i90+dkMsY/ujWIRwb8+C5q+5aH4cUQAWr2jOolQguHgkMx6FSyGBclsVntwmbAil4vTqOjXlwYJMVMpk0pqVKKlhxzq9V6iDrwRi7nzF2kTF2/7KvX88Yu5sxJl/2dQVj7OMQtgcCwL9U66z1IpJIwRNO0EVTnRvuMiGd4SsCwEl5iYWpxR1WAHI5VoFYCpFEGt00ElhzGqUcfVbdkg6rLz9+BUq5DH/9O8NoN6ppBKqCZvxCwYpGAhvDXruQa0HvifpAGwLrz9sO2dFmVONfH7tc66OQAuYCMWiUMsrcrSGDWr5kJNAVTKBVr1oRK2O3CgUryrGqPHcojlFneNXc12ZTNynCjLF9jLHnxD8A7Mt+6++XfX2xLgDXZf+82CYAPwcwzxh7lDH2n4yxhwBcA/DZ7Gv+jHP+cGX+aeqXONZBBav6NtwtbgqkLU+V5BRHAo3LClbZosisX3i/UIdVfRhqM2A0W0yc9ETw41MOvP2wHe1GDfbZLXhhwlfjEzavaV8UaoUM1mW5FaQ+bW43wKBW4BS9J+rCtI+2M9cbjVKO990yiGdG3bk8GFJf5gJxdJgoc7eWDBrFitD15eOAgPDgV62QUYdVFZy4JjyIOiiRwHWgjgpWAEwADi/6QxzK3LLs68U4A+ALAC4BGAbwJgC3AogAeADAIc75Z8p28gYiXjTRU7761mfRwaBW4Pw05VhVkjMYh1GjgEYpNGO2G9UwqhW5zrZpv/h+oYJVPRhq02PMFUY6w/GVJ0YhZwzvu2UIALCv34wJTySXS0bKS9xwRjcOjUEuY9jT14JTk9RhVQ9opLY+veNwP1oNKuqyqlNzgRg6jHT9VUsGtXJJhpU7HF8RuA4AMhlDn1VHBasqOD7mgUohw67ellofpWrqpmDFOX+Cc87W+mPZr7k3+/V7l319jHP+J5zzl3HOezjnGs65lnO+hXP+bs75yar+w9WRhYIVfQDUM5mMYXuXEecpeL2inKF4bhwQABhjGMoGrwOLO6zoJqMeDLUZEE9lcHzcgx+cnMRbD/blut/2ZUegXrhGN+iVMO2Poos+NxrK3j4LLswEEU1QFmKtOXxRqBSyvDd6pHa0Kjnee/Mgjl524SR9dtSd+WAc7bQhsKYMajkS6Uxu+58rmMht2VzObtVhwkOh65V2fNyD6/vMUCvka7+4SdRNwYpUh8MXhYxRgGEjGO4y4cJMEJkMbXmqFGdwZWvzlnZDbiRwJvt+ac/T/kyqbyg7svmpn4wAAP7otqHc93b2tEApZzQWWCHCtkwq3DaSvXYz0hmOsw4aLa81R3ZDoFQCchvJO4/0w6pX4Yu/oS6resI5Fzqs6H6lpgzZcPVwPA3OOdzh/COBQLZg5Q7TdtoKCsdTGJkO4JCE8qsAKlhJjsMXRadJA6Wc/tPXu+FuE0LxFCa91F5bKa5gPJdfJdrcboAzGIc/msSMP4Y2o5reL3VisFUPQAjFf9O+3iXjNRqlHMPdLbQpsAKS6Qzmg3F00ThTQ7m+zwwAODZGW9BqzeGN0jhgndKrFfiDmwfwxCUnTk/SA496EYoLS286qMOqpgwaJQAgFEshEE0hmeYFO0XtVh3CiTQ84UQ1j9h0hKVbwbzfOzXhQzrDcUBC+VUAFawkZ9oXpfyqBjHcJcwmU45V5SwfCQSWbgqc8cfQRV0ldcOqV8GsU0IuY/jAbZtXfH+f3YwXp3xIpjM1OF1jiybSuO+BY7g4u/Lnzaw/Bs6BHhoJbCg2gxp7elvwz4++hE/86CzclO9WM8K1F71/6tW7btgEs06JL1KWVd2YCwg/r6jDqrbEDqtgPAlXeOmiouXETYGUY7Uxv3hxGq/6lyfx0MjMiu8dH/dAxoD9/VSwIk1s2hejglWD2NJhgFzGKMeqQmLJNIKxVN4OKwAYnQ9hxh9FF20IrBuMMbx2Vxfee/Mg7Dbdiu/vs1sQS2ZwcSb/kylS2IXZAB6/5MR3nru24nu0rKNxfes9h/HuGwfw/ROTuP2zT+CbT48hRQXdqoqn0pgPxtFjXvkzi9QHg1qB99w4gMcuzmOERmjrwnxAyBBtp9D1mhILVqFYCq6gULCy6QsUrGxUsCqHZ0eFruhP/nhkxSKh4+MebO8ywZjtfJMKKlhJSCbDMeOnDqtGoVHKsbnNQB1WFeLMfvAu77DqteigUshweT5IHVZ16O/esAt/8Zpteb+3L/vEicYCSzeZvcB89Pzcity8mezyAXovNJ4WrRL/6+5h/OojN2N3rxmf/vl53PWvR3F2im7Kq2XGJ7x/qMOqvv3+jZtgUCvyFu1J9c0FhfcNjQTWlkGTzbBKpOAKCaN+rcb8I4F9FqFgNUkFqw05Pu7Btk4jQvEUPvmjs7lMsGQ6g1MTPhyUWH4VQAUrSXGG4kimOY11NJDhbhN1WFWIM5S/tVkuYxhqM+CFCR8iiTR1WDWQ7hYNOkxqKlitg3iBOReI48zU0hwXB22XbXhbOoz49nsO4Wu/tx+ecAJ//+CFWh9JMsQOxR4LFXzrmUmjxE2bW3H0sotCo+uAOBLYTiOBNZUbCYyl4M6OBBbaEqhVyWHVqzCdfchFSucNJzDqDON1e7rx/95xHR45P4cfveAAAIw4/Igm01SwIs3NQRdNDWe4y4QZf4wCDCtAbG3ON4u/ud2QC1/topv0hsEYwz67hQpW6zDpicKoUUAhY3j43NyS7037orDolNCpFDU6HSkHxhju3NGJW7a24Zo7XOvjSMZU9tqrl0YC697NW1vh8EVx1UXvj1qbC8RgUCtyBRNSG8Zsh1UoLowEyhhg0eXvsAIAs1aJQDRZreM1nZPXhOvXg5usePdNAzi4yYJP//wcpn1RnBjPfm9AWvlVABWsJIVySBrPcLcJAHCBuqzKTuywyvekaHObAensWBR1WDWWvXYzJj3R3MgnKc6EJ4LN7QYcGbThkfOzS75Ho7HNxW7VYSYQQzyVrvVRJGHaFwVjQCd9ltS9W7a0AQCOvuSs8UnIfCCOdhoHrDn94gyrcAJWvQpyGSv4eqNWiUAsVa3jNRRfJLHm/dzxax4o5Qy7e1sglzF89p49SGc4/vyHL+L5MQ822XSSzHWjgpWEUMGq8WzvEgpWlGNVfmJBw2ZY+aRIDF4HKLen0eyzU47Vekx6I+iz6HDnjg5cdYZxZX4huJ62yzaXPosOnAtLWEjlObxRtBvVUCnokrve9Vl12GTT4ehlV62PInlzgRg6JHhjXm90SjkYA8LZDqtCgesik0ZBHVYFfO3Jq3j9l59GMFb438/JcS929rRAo5QDAPptenzyru04etmFxy7OSXIcEKCClaQ4vFEY1QqYJLZZoJFZ9Sp0mjSUY1UBzmAcVr0KSvnKH4NiwUrGgPYC63tJfdrZ0wKlnOHUhG/tFxMAQCqdwYw/BrtVh1cNdwLAkrFAoWBFNw7NgjY5VZeDCr4N5eYtbXj2qhuJFG3TrKW5YIwC1+uATMZgUCkQjKfgCsULBq6LTBolAqsUZKRszh9DPJXBE5fyd3DGkmm8OOVfUZR6x2E7bt7SCs5BBSvS/By+GF00NaDhbhN1WFWAKxRfsSFQtKlVB7mMod2ogSJPQYvUL41SjuHuFuqwKsGMP4Z0hqPPqkVniwZ7+sx45JwwFhiMJRGIpeizo4mIm5yoYFUd074oeuj90zBu3tKKSCKdy5Ih1cc5x1wgjg4KXK8LBo0CoVgK7nCiYOC6yKRVIBClkcB8vBEhj/jhc7N5vz/i8CORzmB//9KMKsYYPvPmPbhnfy9eNdxR8XPWI7oTk5B337QJH7tja62PQUo03GXCFWcIsSTljZSCc44vP36l4HpdZ7DwkyK1Qo5+q44yRxrUPrsZL075kEzTE/JiiIULsZBxx3AHzkz5MeOPYia77YcKVs1DHE+booJVRfmjSfzfp8Yw5Y3SspsGcsOQDXIZw9HLlGNVK/5oEolUhjYE1gm9WpELXV97JJA6rArxZUclH784n/ee7kS2SL68YAUIGYifuWcPLPrVO9yaFRWsJORlQ624c0dnrY9BSjTcbUI6w3F5LlTrozQUZyiOzzx8Cd957lrB7xfqsAKAj92xFe+/bahSxyMVtM9uQSyZwcWZ4NovJrmibp9VKFiJnxOPnp9byD6k4m3TkMkY+ixa6rCqkEuzQXzyx2dx5O8fw9/+4jyu7zPjnYf7a30sUiSjRol9djPlWNXQXEDIGKWRwPpgUCvgCsURTqTXHgnUKpFIZeghex6+SBJWvQrhRBrPjK78+XJi3IPBVv2aXWxSRAUrQurcsBi8PuOv8Ukaixj6mG80jHMOZzCOtlXyqe7e3U0F3ga1r5+C10sx6Y1ALmO5jZib2w0YatPj4XOzuWBu6rBqLn1WHSa9VLAqp3gqjfd88zju/PyT+OHJKbxuTxd+8aGb8IP3vyxXDCaN4eYtbRiZ9sMdom2ztTAXED53aCSwPhg1Coy7hc+L1iJC1wFQl1Ue3kgCdwx3wKhW4OGRuSXf45zj5DVv3u4qQgUrQuqe3aqDXiXHBeoWKYk/W7B6ccq/YjQsFE8hlsysWrAijau7RYMOk5oKVkWa9Aih6ovz2u7Y0YnnrnpwYSaQzXOj90ozsVt1mHBTwaqcjo158NjFefzhLYN47hOvwD+9eQ929rTU+lhkHcSA46dH3bU+iiTlCla0JbAu6FWK3GbtYjqsACAYoxyrxdIZDn80iXajGrdva8evL8whneG57486w/BGkjiwiQpW+VDBipA6J5MxbO8qPng9lc7g+Linwqeqf2LBKp7K4MKyLYuukBB8SG23zYkxhn12C06Me8E5X/sXSNyEJ5LLrxLduaMT6QzHj0850GFU0/KBJmO36hCIpeCP0FPwcjl62QWVXIY/eeUWyeaMNIvdvWa0aJU4+hLlWNXCfLY40k4jgXXBkO2aAta+bhY30YtTDkQQiCbBOWDWqXDnjk64wwmcWHSvJv7vAxLdArgWugIlpAEMd5twfiaATGbtm++fnZnGPf/2LK7MS7sjy7/ow/LUhG/J98QnRdRh1bxu2doGhy+KS3PSfh8UY8obgX3ZyNLunhZ0mjQIxWlDYDPqzRYoaSywfJ58yYkDmyzQqRRrv5jUNbmM4abNrTh62UUPPWpgLhBDi1YJjVJe66MQCBlWIlsRWwIBIEAdVkuIGwIteiVuu64NKoUMDy3aFnjimhdWvQqDrfpaHbGuUcGKkAYw3GVCKJ7ClDe65mvPTArFmavOcKWPVdfEzgG9Sr5iNIwKVs3vFdvbwRjwyLm5tV8sYZFECq5QYkXGjkzGcuuTu6hg1XTEAiUFr5fHfCCGi7NB3LylrdZHIWVy85ZWzAZiuDJPC2+qbS4Qo8D1OmJc1GFlW6N7lDqs8hM3BJq1KujVCty8uRWPnJvLFcRPXvNin90Cxlgtj1m3qGBFSAMY7i4+eH0kOzo4WURxq5n5o8LTnRuGWvN0WAn5CKttCSSNrd2owd4+Mx45P7v2iyVs0iP8nOi1rCxKiUsHus2UI9Js+qzCf28qWJWHuFHu5i2tNT4JKZebsv8tn6RtgVU3F4hT4Hod0Wc7rIxqxZpdb2KGFYWuL+XLdliZdcK/nzt3dsLhi+LcdADOYBxjrjAOUn5VQVSwIqQBbO0wQi5ja+ZYpTM895pJid+I+KNJGNQKHBqwYMITgWvRth9XKAG5jMGio5yRZnbHjk6MOAKY9km7eLsa8edEvi1mhwetuHNHB15+XXu1j0UqzKhRwqJTSv5zolyOXnbCplfltvqSxtdr0WGwTY+jlynHqhSc8w3/XJkPxNBOget1QxwJbC1iKmGhw4pGAhfzhoUCnnjf8crtHZAx4OFzszh5TZgCocD1wqhgRUgD0CjlGGrT4/zM6gWrq84Qosk0ABQ1PtjM/NEkWrRK7LMLHwAvXFsYC3QG47DpVZDJqPW2md2RHWl79DyNBRYiZhgtz7ACAKVchq/93gEcHrRV+1ikCuxWHXVYlUEmw/HUFRdu3tJKnylN5pYtbXjuqhvxVLrWR2kYP3zBgds++wQc63xQlMlwzAfjNBJYR8SRwFbD2g95NUoZlHJGHVbL5DKssgUrq16FQwNWPDQyi5PXPFApZLRVdhVUsCKkQQx3mXBujQ6rkWlhZNBu1WFK4mG6/mgSRo0CO3taoJAxnJpcGAt0huKUXyUBg20GDLXpaSxwFZOeKLRK+Zq5FKT59Fp1kn+wUQ4XZgNwhRKUX9WEbt7SilgygxPj3rVfTAAAj1+cRzrDcXpZFEOxPJEEUhlOI4F1ROywsunXvm5mjMGkUVKG1TK+SBIytjQP7M4dnbg8H8LPz8xgT28L1ApaMlAIFawIaRB7+syY8cdWfWo14ghArZDhtuvaMOmJSHq7TSDbYaVRyrGj27Siw4oKVtJwx45OPH/VkwvhJ0tNeCLos2op6FOCxAcb6SK2z5LCKL+qeR0ZtEEpZ/jCY5fx09MOzGfzLxeLJFJ4ZtSFf82+RsoyGY5nRoX3g/gAtVRzAeHfMXVY1Q99biSwuAdbJq2StgQu440kYNYtnewQc0JnAzHs77fW6mgNgXbvEtIgDg8IYznPX3Xjjft6875mxOHH9i4TNtn0CCfS8EaSsEq0c8IfTaLfJow57bVb8D/HJ5FKZ6CQy+AKxXFdp7HGJyTVcMdwB776xCgevzSP1+/tqfVx6s6UN4I+y8pxQNL87FYdkmmO2UAMPbQJct2OXnZiW6cR7dQR0nT0agU+9PIt+D9Hr+Ij/30aALC1w4CXDbVCLmM4Me7ByHQgV/S16VX43eul+zlzfiYAb/bh0IhjfQWr+YCQN0rvp/pRSocVAJg0CuqwWsYXTcKcDaQXdZu12N3bghen/DjQT/lVq6EOK0IaxLZOI1q0Sjx31Z33+5ls4PrOHlMuQFnKgbpihhUA7LWbEU2mcXE2iEyGw0UjgZKxp9eMdqOaxgLzEMNx8wWuk+YnFiql/DmxUdFEGsfHvNRd1cQ+/IotOP1Xd+BnH7wRf/GabegwafDfxyfwneeuQa2U449uHcQD9x3Eh1+xBe5wAt5wotZHrhmxu+r269ow4vCvq8t/ocOKClb1QryWLva6WeiwooLVYr5IIrchcLHX7e6GWiHDfipYrYo6rAhpEDIZw+EBK54f8+T9/oQngmA8hZ3dLbmV5ZPeCPb0mat5zLqxuGAlBq+fmvCix6xFMs3RZqCClRTIZAyvHO7AT085EEum11zJLCXeSBLhRJoKVhIlBu1PeCI4QsH66/L8mBuJdIbyq5qcXMawu9eM3b1m/NGtQ0imM+AcUCkWPffP1mZGnSEc0EtzvOepK25sbjfg5ds78PglJ6b9pXdvzmU7rOgarX70WrS4/427cNeurqJeb9IoaTvzMt5wEl0tK4uw775pAHfv6YJFotMwxaIOK0IayJFBG665I3k/CMS8gJ09LejNPTmX5gdGIpVBNJnOFax6LVq0GtQ4NeGDM5S9GKIOK8m4Y7gD4UQaz47m706UKnFDXJ+FxsGkqMusgYwBU9RhtW5HL7ugUshwaECaBQqpUsplS4tVAIbaDACAK/OhWhyp5uKpNI6PeXDjkA07u00AgLNTpY8FzgVjsOlVK/79ktphjOFth+y5a+q1mLQKyrBaxpfNsFpOLmPoaqFrsLXQTwNCGsjhQeGi+PmxlTfeI44AlHKGLR0GGNQKWHTK3Mp6qfFnZ+dbsu23jDHss5vxwoQXrqBQsGqlp3eSccOQDQa1gsYClxFHwajDSpqUchm6zdpc4ZKU7uhlJw4PWKlzk6DHooVaIZNswerUhA/RZBo3bm7F9i4T5DKGc+sIXp8PxCi/qsHRlsCVvJEkLHlGAklxqGBFSAPZ3mkScqxGV44Fnpv2Y2uHMbcWtc+qk2w2Sa5gtehp0F67BePuCC7NBQFQh5WUqBVy3HpdGx49P48MbUTLEQvaVLCSLrtVRwWrdZr1x/DSXIjyqwgAoVNisM2AK05pFqyeueKCjAGHB23QKOXY0m7A2XUEr88F4rQhsMGZtErEUxnEkulaH6UuxJJpRJNpGvvbACpYEdJAZDKGQwPWFR1WnHOMOPzY2d2S+1qfRYcprzRHAsWClWlRwWqfXcjyeuTcHAAqWEnNHcMdcIXiODXpq/VR6sakJwqrXpXbAESkp8+iw6REPyc26uhlJwBQfhXJ2dxuwKhEC1ZPXXFhd68596BwZ0/LuoLX5wIxdBipw6qRGTXCNUWQxgIB5H+ITkpDBStCGszhASvG3RHM+BduMqb9MXgjSezsXShY9Vq1cHijkuwoCeT5cNjV2wK5jOHYuAcqhQwmDd2kS8lt17VDIWM0FrjIpCdC+VUSZ7fp4AzGEU3Qk/BSHb3sQqtBjW2dxlofhdSJoTY9prxRyXWWBGNJnJny48bNC8sbdnab4AolciHqxUilM3CFqMOq0Zk0wrV3kDYFAgC8EWFzqCVPhhUpTt0UrBhj1zHGPsIY+w5j7CJjLMMY44yxN2/w9307Y+woY8zPGAsxxk4wxv6YMVY3/+yElELc5vT81YWxQDHYUgy6BIQn54l0BvPB4i8WmkW+pxk6lQLbu4xIZ4QNgYyxWh2P1ECLVokbhmz4+elp/PYlJ1LpTEm/fj4Yw91fPIrz04EKnbD6Jr0RGgeUuN5swXJKonmH65XJcDx1xYVbtrTSZwnJ2dxuAOeQXJfVsTEP0hmOG4cWxmN39ggPUEdKGAt80eFHhtOYeqMzaYUHwhS8LvCGhXsSyrBav3oq2rwfwOcBvAPAdQA2fAXAGPsygP8EcADAUQCPAtgK4EsAfkBFK9KItneZYNIo8NzVhbHAc9N+yGUM27sWFayyH/hSDF4PxPK33+6zWwAArTQOKEnvvXkQoXgKv/+NYzhy/2P49M/O4dSEt6iRhTOTfow4Arj/VxeqcNLKS2c4HN4o3RhInD37359yrEpzfNwDTziBm7dSfhVZsLld2BQ46gzX+CTV9dQVF9QKGfb1W3JfG+42gTGUlGP1wNPjMGoUuGtXVyWOSapE7LCi4HWBL9thlW9LIClOPRVsRgB8BsBbAWwG8NuN/GaMsTcB+ACAWQC7Oed3c87fAGALgAsA3gDgQxs6MSE1IJcxHBqwLSlYjTj82NxmWLKpSBz1kWLwuj+Sv2C1N5tj1UYbAiXplq1tOP6pV+Lf3rkfhwas+K9jE3jDV57Bqz9/dM0RDrED5ehlF54dXbmls9HM+KNIZTj6LFSwkrJKFaziqTS+89w1pJt0JP0Lj11Gq0GFO3d01voopI5ssukhY5DcpsBnrrhxcNPSbZk6lQJDbYaiNwVO+6J48OwM/p+DfdBTrmJDE/NjAzQSCEDYEAgAFu1dh8UAACAASURBVD11WK1X3RSsOOf/zjn/M8759zjno2X4LT+R/fOfc84vL/r7zEHo5gKAv6AuK9KIjgwKOVaz/hgAYGQ6gB09piWv6bFowZgQrCw1/mgSOpUcSvnSt7fYYUWB69KlVsjx6p2d+Mo79uPEp16J9906iEtzQVxzr37D7vBGoVbI0GnS4LOPXCo5SLbeiD8X+qyUYSVlVr0KOpU87+fEM1dc+D9PXl3X7/vEJSc+9ZMRnBhfudG20T076sYzo268/7bN0Knoxpos0Cjl6LPqMCqhgtV8MIZLc0HcuHllt+GunhaMOIobo//Ws9fAOce7bthU5hOSalvosKKRQIAyrMqhKYs1jLFeAPsBJAB8f/n3Oee/BeAA0AngSHVPR8jG5XKsxtyYD8TgDMaXbAgEhBvzDqNGkiOB/mgy7zYOu1WH265rWxIMSqTLpFHi1dkOibU6ER2+KHosWnz4FVtw8poXj1+ar8YRK0b8uWCnkUBJY4zBbtWt6LCKJFL46PdO4zMPX1pXl5SYnTgbiJXlnPWCc47PPXoJHSY13nHYXuvjkDq0uU1amwLFjuN811U7uk2YzV6jriaSSOG7xybw6p2dNKbeBBYyrKjDChDuSdQK2ZIORFKapixYAdib/fM5znmh9pLjy15LSMPY3mWCMZtjNZJttxYDLhfrtWilORJYoGDFGMM37zuEu3d31+BUpB4Vm/Xm8EXRY9bingO96Lfp8NmHX2roDZxTnghkDOg2U4eV1PVZdSs+J77+5FXMBeJIpDNLNtIWS7xBnWuygtXRyy4cH/fig7dvppsPktdQuwFXXeGmHYdd7qnLLrRoldjRvfIadJcYvL7GWOCPXnDAH03i3TcOVOSMpLq0SjkUMkYZVlnecIK6qzaoWQtW4k+8a6u8ZmLZawlpGHIZw+EBK5676sm1Ww93m1a8rs+qw5RXmiOBpjwFK0KWs+lV0Crzj0Qt5vBG0WvRQimX4aOv3IrzMwE8ODJTpVOW34Qngq4W7YqxWSI9fRYdJr2R3JjrrD+Gr/32am5cdGKNcdl8FgpWzbOllnOOf370JfSYtXjLwb5aH4fUqc1tBiRSmYZ5WHhi3INTE951/VrOOZ4ZdeOGQRvkspW7ssTr0pGpwgWrTIbjG0+PYXdvC/YvCm0njYsxBpNWSR1WWd5IEmbaELghzXqlasj+ebU1HWK/rrHCZyGkIg4P2DDmCuOxi/MYbNXDkCekss+ixYw/imQ6U4MT1k6hDitClmOMoc+qXbXDKpJIwR1OoDcbUP66Pd24rsOIzz3yElIN+t6azBbgCLFbtYgk0nCHhZwNcQzwn960BwBwbR033q5Q840E/ubiPM5M+vChl2+GWkHdVSS/odymwMYYC/zbX17A3/zi/Lp+7TV3BA5ftGDMglGjxECrftUOq99eduKqM4z33DQAxja8IJ7UCZNGQRlWWb4IdVhtVLMWrDaMMfaHjLETjLETTqez1schZAUxx+rMpC/vOCAA9Fp1yHBh+4qUBKLJXOgjIWvptawciVpMfP/0ZMfn5DKGj92xFVddYfzoBUdVzlhuk54I5VcRAIvGYj0RnJ3y44cvTOG+mzbh0IAVKrlszYUE+YgdVvNNUrASsqtegt2qw5v299b6OKSObW4TClaNsinQHYpjzLXa8/3Cnh51AUDewHXRzjWC17/x1Bg6TGq8ZmfXus5A6hN1WC3wRhK0IXCDmrVgJX5K6Fd5jdiFFcz3Tc751znnBzjnB9ra2sp6OELKYbjbBGO2q2pnz8pxQAC5lfVS2xRIHVakFH0WLRzeaMHNf+JYbc+ijqQ7hjuwp7cFX3jsMuKpdFXOWS6xZBrzwTiF2xIAC8H7E54I/vcvz8OqV+GPb98MuYyh16rFNXfpN7Nih1WzjAQ+fG4W56YD+PArttAYLVlVi06JVoO6YQpW3nACvkgS3myHZSkuzARg1Cgw0Fr4dmtntwkOXxSePL//S3NBHL3swrtu2ASVgt5XzcSkUVKGVZYvkoSZOqw2pFl/Ooxn/9y/ymvEAILxVV5DSN2SyxgODVgBYMWGQJGYQSKlTYHJdAbhRJoKVqRofVYdgvEU/AUurhzLOqwAYZTw43dcB4cviodGZqtyznKZyv48EH8+EGkTR10feHocz4958NFXbc11qPZbdSV3WHHOcx1Ws4FYwUJwo8hkOP7l0csYbNXj9dfTwg6yts3t+oYYCYwl0wgnhAcuV9fRZTU6H8bmdsOqo3xi8Pq5PGOBDzw9BrVChrcfoo2bzcakVSAQo5FAzjl80STMdE+yIc1asDqV/fMOxlihK/KDy15LSMO5bVs7tEo5dhQYCexq0UIhY7kbVCkQn+i0aFdmehGST+8anYhT3igUMoYOk2bJ1w8PCgXjcVdjvb/EAgSNBBIA0KrkaDOqcXrShy3tBrxtUaB4v02PCU+kpKJTMJ5CPJVBp0mDRCpTsBDcKL725FVcmgviI6/cAgV1V5EibG434Mp8qO6Ltb7IwntzPWOBo84QhtoMq75G3B541rG0YHXymhc/esGBN+7rhUVP3SfNhjqsBMF4CukMpwyrDWrKT17O+SSAFwCoANyz/PuMsVsB9AKYBfBsdU9HSPm845AdR//89oLdRHIZQ7dZK6mRQPHmqIU2cpAirdWJ6PBG0WXWrNiCpFbI0WpQN1xGnHhjssm22tQ8kRKxePmXr92+pChjt+oQiqfyjvMU4sp2V4mj6o0cvP7T0w7840MX8drdXXjdbuquIsUZajMgEEvBGarvkVhvZOF9PeYqrSMsEEtiPhhfs2DVolOiz6rFuWyOVSyZxv0PXsA9//YMWg1qfOC2odIPTuoeZVgJfGHh3wFtCdyYhi5YMcbuZ4xdZIzdn+fb4tf+kTG2edGvaQfwlexf/gPnvDFXPBECQCZjaDWoV33NWhvQmk2uYEXtt6RICx1WBQpWvuiSccDFeswaTPsbq2B1zR2BUaOAlZ5qk6y7dnXhbYfsuO269iVf77cJ741SNgWK44BiZ0Wj5lg9fcWFP/3+GRwesOJzb9kDmYw2mJHibBY3Bc6vL8y8WhbnVl11lnZW8fVDbWs/+NjV04KzDj/OTPpw9xefwteevIq3HrTj4Y/eQlmKTcqkUSCWzNQ+4/Pxx4FNm4Q/14BYFKYOq42pm4IVY2wfY+w58Q8A+7Lf+vtlX1+sC8B12T8vwTn/AYCvAugEcJYx9nPG2I8AXAYwDOAnAL5UqX8eQupFn0UnzQ4rKliRIrVolTBpFKt2WPWY819Ud5u1DddhNe4OY6BVTyvESc57bhrA/W/cteLr/dkuvFKC110h4QJd3F4714AdVhdmAvijb5/EQKseX3/XAagV8lofiTQQsWB1pc5zrDzZm+k+q7bkkcDRbKi8+M+6mh3dLZjwRPDGrz6DcDyFb737EO5/4y4Y1BTd0KxM2WvwYC1zrB5/HLj7buDaNeHPNSha5QpWtCVwQ+rpJ4UJwOE8X9+y3t+Qc/4BxthTAP4YwK0A5AAuAvgGgK9SdxWRgl6LFq5QHNFEGlpV8190U8GKrEefVZfbBrhYIpXBXDCGXkv+DquuFi2euOQE57xhCkBjrjD22S21PgZpAH1WLRhDScHrzqBQoNrRLYwEzvkbq2Dl8EVx7wPHoFcr8M37DtFnCSlZp0kDvUqeK+rUK7HDar/dgl+NzCKT4UV3El5xhqCUs6I6pG4YsoEx4E37evCpu4dzSx1I8xL/GwdjqTUnQSpCLFZFsp9dkYjw17/4BXD77VU7hpgTR1sCN6ZuOqw4509wztlafyz7Nfdmv37vKr/vf3HOb+Scmzjnes75fs75l6lYRaRCvJiQSvC6GPJoopsMUgKhE3Hle2TGHwXnQE+BglW3WYNoMt0wwdLxVBrTvig2rbKGnBCRWiFHl0mDiRIKVq5QAnIZQ6dJA7NOiblg4xSs/NEk7v3GMUTiaXzz3QfRXWAUmJDVMMYwlA1er2eebL7OXrsF8VQGMyV0Q47Oh9Bv00NZxCKCfXYLzn76TvzTm/dQsUoiTNnFRzUJXl9erBKJRasqdlr5sh1WtCVwY+qmYEUIqYxcPo9EClbUYUXWo8+qxZQ3umKrkyPbddVbMMNK+LqjQcYCJz0RZDgw0Eq5IaQ4dpuu5Awrm14FWbZoNetvnAyr/3hmHFecIXztXfuxrdNU6+OQBra5zYDROh8J9EYSMGkU2NIhjPWNlZBjJWwILP7BB43/SYtYmKxJ8Pp9960sVokiEeH7VeKN0D1JOVDBipAml9uAJpEcK380CY1SRpkjpCR9Vh3iqUwuMFo0lS1EFeqw6soWrKZ9jdFFMuYSLuJoQyApVr9VX1KGlTMUR5tRGAFpN2kw30AdVr98cQYH+6142VBrrY9CGtxQuwEz/hhC8Rpm+KzBE07AqldhsDVbsCpyU2AyncE1d2TNDYFEusQph0A0////v39iEl9/crQyf/MHHgB0BR7K6XTC96vEly0KK4roRCSF0b89Qppcm0ENjVJWcANas/FHk/Qkg5Ssr0AnosMbBWNCVlU+3WYNAGF0sBGMZ4N1B2gkkBSpv1UHVyhR9I23KxTPZZZ0GNUNE7p+ZT6ES3NB3LWrs9ZHIU1ALObUc46VN5KAWadCh0kNnUqOq0UGr094IkhleFGB60SajJrsSGCBDqv/eHYcf//gRfzq7Ez5/+a33w784hdIqjVLv67TVT3DyhtJwkIbmTeMClaENDnGGHotOkmNBFLBipRKDFVf3ok45Y2iw6iBSpH/47JVr4ZKLmuYkcAxdxgtWiUFgJKi9VuF4maxOVbO4EKHVWeLBs5gHKl0/ceGPnh2BowBr9m1YvE0ISUTizmLxwKDsSQ+8aOzuPuLRxFPpWt1tBxvROiwYoxhoFVf9KZAsQhHHVakkNxIYJ4MK855bpHHn/3wxco8UL/9dnzrL7+EiCIb+F6DYhWwUBQmG0MFK0IkoM+ildRIIBWsSKlyWW/LLpwcvkjBcUAAQk5Pi6ZhRgKvucMUuE5K0m8T3hsTnrVvZjnnSzqs2k0aZDjgzm4jq2cPnp3BgX4LOkyatV9MyBr6bTooZCwXvP70FRde/fmj+O6xCYw4Arg8V/vOK284CUv2ZrqUgtWVbBFusIQMKyItOpUcchnL22HliyQRjKVw78s2AQA++N1TSKTK/1DjxMD1eM+b/xpOa2dNilWA8M9q0dE9yUZRwYoQCeiz6iSzJdAfTVHBipRMq5Kj1aDGlHdpYdfhi+aC1QvpNmsw3SAdVuOuCAZsFLhOimfP/v/lWhEdVv5oEsk0X+iwyhZ/Zv31XdC9Mh/Cxdkg7qLuKlImSrkM/TYdzjr8+NRPzuId//481AoZPveWPQCAc9P+Gp9QzLASrpcGW/WY9ESKKhyMzofRYVLDSBv/SAGMMZg0irwZVuISjxs3t+If37QbZyZ9+Owjl8p+Blcojmf7d+Otn/huTYpVAOCLJmhDYBlQwYoQCeiz6BCIpXIb9JpZIJrMhT0SUoo+q3bJ6Gw6wzHji+XGBQvpNmsx0wAFq1gyjWl/lDqsSElMGiUsOiXGiyhYuULC0gKxYNVhEv5c7zlWD2ZzVF6zkwpWpHw2txtw9LIL//n8BP7gpgE8+JGb8frre2BQK3BuOlDTs0UTaUST6Vy+zkCbHhku5FOtRdgQSOOAZHUmrTJvh5W4xKPfpsNdu7rwe0f68fUnr+I3F+fyvvbKfHBdf39XSOjsnQ/WblOtL5ykkcAyoB2jhEiAuCnwmjuM3b3mGp+msgI0EkjWqc+iw6lJb+6v54MxpDJ81ZFAAOhu0WI2EEMqnanrTTATngg4p8B1Urp+m76okUDxxqDVIFygi+N1czW8YSjGg2dncHCTBZ0tNA5IyudVw52Y8cfwqdcO49CANff17V3GmhesvBHhZt6aGwkUNwWGVw1T55xj1BnC66/vqfwhSUMzaZR5M6zEbl27Veje/cvXbseJa158/Htn8OMP3Igxdxi/veTEE5fmMe6OwKBW4MW/vgMyGSvp7+8KxcEYEIqnEEmkoFNVt+yRTGcQjKdyY7dk/er3ypoQUjbX91mgVsjwlccrtEK2gqa8Efz6/By++sQoPvY/p3H3F4/iZfc/ljekMZ3hCMZpJJCsT59Vi2lfLBcQLY4Hrj0SqEWG1/9NuZhPsslGBStSmn6brqiRQGf2PdCe7bBqNaghY8BcHY8EjjppHJBUxpv39+JnH7xpSbEKAIa7TLgwE0Amw2t0MmEcEECu+2Mg+7kw5lo9W8sZiiMYS9GGQLImk1aBQCzPSKA7gk6TBhqlHACgUcrxpbfvRTyVwW2ffQL3PXAc3z02gU2terxyeztC8VSuwFqsWDKNYCyVu96ZD1T/+swXEYp1Fj3dk2wUdVgRIgGdLRr8ySu34h8fuoiHz83izh2Nsbb74XOzeN+3T+b+utOkEYoK/hhOXPPg/2/vzqPbuuv8/z8/khfJi+x4kZckzuJsTbolpG1K2iRtaQvDWnYK3xkKdIAyUJilZWB+zHe+M0AZZoABygzLQCm0bIXSw15K23QPTfc2zR5nd7w73mVbn98f90rxItmSbEuy/Xqc46Naute57rXuvXrf97K4bHQvnsidnID6KkgKFi0ocMoAO/tZXFbAcTdgNXlJoJOVcTKBfleZ1BAJWCnDSpK0pKyAXz13gtBQOO7ETDhTghFpuu71GCqL87O6JPC3z6scUNJrXW0J33/8MA2tPSzPUGld5MN0mVsSWFKQS3lh3qSN1w80Oa+rJFAmE/Dl0nR6fAD0SFtPtDdiRH1lEbe+ewOP7W/hkpWVXLSsDF+ul9+9cJL7Xm7i1OkByt3zSiIigz7W1gQ41NJDU9dA2q99OnpHB4UldcqwEpknPnDpMtZUF/OZe16kK0ZNeTb67QsnKSvM4+cfvpjn/vkqnvjUFdzxgU14PSZ60TRSpEeXMqwkFYsjkwLdPlbHOyIZVhM3KY8EqY5neR+rhtYeygrz9P6QpNWVO/1tJhve0dw1QK7XjPobqw74aMzigNVv3OmAKgeUdFlbGwDIaFlgW6QkcET2x7KKQg42TxywikwIrA/qxodMLOCL18OqlyVl46+rLlsd5NOvXcvWVZXR7KtgtKw8uXNIq9tPMfJea0py/enQHsmw0pTAKVPASmSeyPV6uOUt59LUNcAX/zD90zim23DYsn1vM9tWVfKKJWXRD0B5Oc7kncio6JEUsJKpiPR6i5QCHmvvo7wwD3+ed8L1atyA1YmO7P1QDk5J4FJNCJQULIlMCpykIXNL9wAVRfkYc6bXSDDgy0g5xkhH23p5YE8T1o4uwVI5oGTCqqpicr0mowGrdjcDZWR/nWUVhRycNMOqm4I8b3QCqEg8Af/4KYG9oSGaugai55TJRAZ3NCV50yMyAOSsmmJ3/UyUBLoZVn5lWE2VAlYi88j5i0v5q4uX8oMnDvPU4fbJV8igZ46009E7yGVrguNeq68s4kDzBAEr3c2QFNSW+vEYOOZ+KD/W3jtpw3WAovwcAr4cTnZmd4bV4dZelQNKSiJ3w49M0sequWsgOiEwojrgS/ru+HQaDluuv30n133vST7w/Z2jyhOj5YDnzI4yeZkb8nI8rAwWs+tkBjOsekIYM/oG37LKQpq7BibMwo9MCBwZlBaJJeDLpW9wmNBQOPpcZAplXYK9NCPnk1NJBpxaupxg0YpKJziciUmBkbLbUn0mmTIFrETmmb+/ejU1AR//+IvnR51Ess39u5vwegxbVlWOe62+soiG1p5oc+wIZVjJVOR6PdSU+DnqZlgdT6InVW2pnxNZXBLYFxrmZGe/Gq5LSiqL8/HneidtvN7cNUDlmD4jVYF8OnoH6R8cnslNjOsnTx5ld2MXb16/kEcPtHDll7Zz11PHsNZGywFrSrK395zMTWtrA+w60Tku6y9d2ntDlPhzR022Xe7e0Ghoif8+P9g88RRBkYiAey0+MgAaOYfEKgmMJT/Hy4KC3KT7ILb0OAGqyuJ8KovyM1QS6GYxFirDaqoUsBKZZ4ryc/h/bzybvae6+dZD2Ts18P7dTbxiyYKYwacVwSIGh230Tk2EAlYyVYsW+Dna1ou1lhMdfZM2XI+oLfVzPItLAg+3qeG6pM4Yw5LyAo60TVwuFCkJHCnSgyQTJRmn+wf5z3v3cOHSMv7z7efxuxu3sLq6mL//2XO881tPqBxQMmZdbYCW7lBGMj/AybAqG9MMelmFE4g6GGdSYG9oiOMdfdRX6jwikwv4ndluIycFRrJ0k7l5VhXwpZRhVZjnxZ/npTLgi06wTaf23kFyvYbCSdpKyOQUsBKZh161torXnlPDV+/fz+HWiT+AZMKJjj52N3ZxRYxyQCB6sXRgTHNQBaxkqhYtKOBoey+tPSH6B8NJZFj5srokMDIhcJkyrCRFdWUFNEyQYRUOW1p7QjFLAoGMNF7/2p/20dYb4jOvX4sxhmUVhfzkry/mn1+/luePdWKMygElM9bVlgCwK0N9rDp6B8eVKi0pL8AY4k4KjDRk14RASURkYveoDKu2Hkr8uUm17ggGfDQnmSHV0n1mqmCwOD9jPaxKC/JUPjsNFLASmaf+4erVhIbCPLyvJdObMs4De5oAuDxewMpNRx/bx+p03yB5OZ7odBGRZC0u83Pq9ED0wnzhgsTS1mtL/XT0DtIzMDT5whlwyC3xWFqhpuuSGifDqpdwOHYJU3tviOGwpaJodNZGVWTKU5oDVodaerjtsQbe9opFnL2wJPq8x2O4bvMy7v3EFn74/otUDigZEWkG/dKJzoz8+209IcrGlCr5cr3UlvjjBqwORCcEKmAlk4uUBI5svH64tTfhhusRVcX5SWdYtfYMRM9FweLMlQRqQuD0UMBKZJ5aXFaA12OyMivkgd1NLFrgj9snIeDLJVicP25SYGffoLKrZEoWuwGqPx9qBUg8w8r90JuN7ydwMqwqivIo9un9IampKy8kNBSO20C9uTvSM2T09LDqDAWsPvubl8nzevj7q1fHfH1xWQGbV1SkdZtEIop9uSwpL8jYpEDnw/T43jrLKwvjB6yauvEYkg44yPwUybA6PaaHVV2C/asiqgI+mrsHGI5zsySWlq5QtDw9WOyjvXcw7X1723sHNSFwmihgJTJPeT2GquJ8TmZZ353+wWEe3d/K5WuCE6bRxpoUqICVTNVi90Jqx6E2gISmBIKTYQVwIsveTxGHWnvUcF2mZKn7ITVe4/XIVKaxJYEBfw75OZ60Bqwe2dfCfS+f4iOXryA4JoAmki3W1QYyErCy1sbMsAJYVlHIoeaemM3gDzT3sKS8kPwcZbHL5KI9rNx2HYPDYY539CWfYRXIZzhsae1JPMtqVElgwHmM3FRJl84YZbeSGgWsROaxmlI/J7IsI+SJg630DQ5zWZxywIgVwSIONHWPuqhSwEqmanGZE3ja2dBOsS8n4b+n2lLnQ3G2TgpsaOlRw3WZkiVlzt9PvL6Hzd1OQGpsSaAxJqWmuakaGg7zr7/exeIyP+/bvCwt/6ZIKtbVlnCkrXdUBko69A0OMzAUjjm9bFlFIV0DQ7R0h8a9dqC5Ww3XJWFjM6xOdPQxHLbRc0mikh3cMRy2tPWGqBxREuisn94bivGyGCV5CliJzGM1JT5OdmZXRsgDu5vw5Xq4eHn5hMvVVxZyun9o1B0TBaxkqqqKfeR6DX2DwwmXA4KTsm5M/IDVU4fbaMzQe603NERT1wDLFLCSKagt9ZHjMXEzrCJTmMZmWIFTFpiuDKsfP3mUPae6+NRrzlI/Q8lqa2sDALyc5iyrth4nGDV2SiAQPU+MLQscDlsOtvSo4bokrCDPi9djoj2sIueO5DOskisrb+sJYS0jmq67Aa80Tgq01jqDDQr1mWQ6KGAlMo/Vlvo52dkfM/U7E6y13L+nic31FZN+0Ig2Xm86c1GlgJVMlcdjooGqRQmWAwLkej1UFfs4ESMo1TMwxLXf3sFX7ts7bdvZFxpmf1NXQu/dhpbkx0iLjJXj9bBwgZ/DbXFKArtD5Od4KMrPGfdaMJCfVMDqSGsvvaHUBhjc8+xx1tUGePXZmv4n2W1djROwSndZYHuPk/ESq1wpEpA61DK65cLx9j5CQ2EFrCRhxhgCvpxohlUkO3dJktciVW5JX6JZui3ujeyKMSWB6QxY9YaGCQ2HlWE1TRSwEpnHakp8hIbCtPaMT/3OhAPN3Rxt65u0HBCINmTfP6KPlQJWMh0ifawWJTghMKK21Bczw2r73mYGhsLsOdU1LdsH8D/bD/CqLz3E6772CD958gh9oeG4yza4F4maEChTVVdWwJEJMqwqi/Nj9h6sdksCEwmwdvYNctVXtvP6rz0St/wwHmstu092saFugUaJS9YLBnxUFOWnP2DV62ZYxSgJrC31k+f1cHBMhtX+Zuf8VR/UjQ9JXMCfG+1hdbi1l/wcT7REL1EVRfkYk3iGVatbzhopTy8vzMMYaE5jSWDkPaYpgdNDASuReSwyzjtbGq//6eUmgIQCVtUBHwV5Xg64kwKHw5au/qHoGF2RVEUCVcmUBILbEy5GwOoPLzUCsP9U97RlM+5p7KKsMI/hsOXmn7/ARZ+7j3/99S4aYkx3ipR2KMNKpmpJeQENrbEbMrd0D0TvaI9VFfDRNzjM6f7Js6a2722mf9BpzvumWx9lx8HWhLfveEcfXQNDrKkpTngdkUxaVxtg18nMBKxi9bDyegxLygt45kgHD+xp4vcvNnLPs8f51XMnAZRhJUkJ+HKjx/3Dbc6EQI8nuZsJuV4P5YX5NMWZUDtWJMMqUhKYE10/fRlWHb1OkK5EUwKnhQJWIvNYtFF0ljRev393E2uqixMKFBhjRk0K7OqPnBwUsJKpiTReT3RCYMTCUj8nxpTYhobC3L+7CX+ul66BoWlrPH24rZfzF5fyuxsv5acfvJgtqyr5/mMN39u2UwAAIABJREFUXPnl7fz+xZOjlm1o6aGyOJ/CGKVaIslYXR2gq39oXPYFnMmwiiVakpHAHe77dp2ivDCP33zsUhYU5PGe/93BT3ceTWj7dp90skDWVCtgJbPDutoA+051MTAUP0t2uk3UwwpgdXUxfz7UxnXfe5IP/fApbvzxs9z9zHGWVRRSqhInSUKxLyeaYXWktTfp/lURVYH8pEsCK0fcQAkWZyZgpQyr6aGrV5F57EyGVeYDVp19g+w83M5fb1me8DorgkXRu++dfQpYyfRYXuHcQU42I6l2RIltJNNkx6FWuvqHeN/mZXz30UPsb+qmusQ3pe2z1nKktYeLlpVhjOHCZWVcuKyMptP9fOiHT/GRO5/hS28P88bzFwJOSeAyZVfJNNi2qhJwhmOMzbRo6R5gw5IFMderjjbNHWBlVfxg0uBwmAf2NPHqddXUVxZx9w2bueHOp7jpruc50NzNzVevmfDufKTsdtUE/4ZINllXW8JQ2LLvVDdnLyxJy7/Z3hPCY4ibkf7ZN53DezYtIT/HQ36Ol/xcD75cL+UxMrJEJhLw5XKwxckuP9zWw+YVFSn9nKokBne0dIfI9RoC/jNhjmAg8Qyt6TBRFqMkTxlWIvNYeWEeeV5PVkwKfHhfM8NhyxUJlANG1FcWcqKzn56BoWjAKuBTHF6m5sq1Vfzo+k3RCU6JqnEzA0eWBf7hpUb8uV6u27wUgH1NU+9j1doToic0PO5OZTDg4/b3X8TGJQv4+E+e5WduVsqhll71r5JpsbisgJXBIu7f3TTq+aHh0YHasSJTnhon+cDxZEMbXf1DXHFWFQAlBbncdt2FvPuiOr65/SBfvX/fhOu/fPI0i8v8FPt040Jmh8h55qUTnWn7N9t6Q5QW5OGNE/wtKchl0/Jy1tctYG1tgPrKIhaW+jV1U5IW8Odwus+ZVNw/GE75WiRYnFyGVXnh6H6KweJ8mqYpwz0RHW7AKtZgA0meAlYi85jHY6guiT3ZLN1+9dwJKoryOX9xacLrRBqvH2rpiY7NVYaVTJXXY7i4vjzp9RaOCViFw5Y/7jrF1lWVLFrgp8Sfy/6m7ol+REImGg1dlJ/DbdddyCUrKviHu57nm9sP0NI9wNIKZVjJ9Lj8rCB/PtQWLcOGM2PE45UEJjqW/L5dTeTleLh05Zm78LleD//2prO5YOmCcYGysXY3drGmOrlAs0gmLSkroCg/h11pbLze3jOoD9KSFk4Pq8HodUtdWYoBq4CP1p4BBofDky7b0j1ARfHozKZgsY+W7gGGw+mZit7ulgSWqofVtFDASmSeqynxZbwksL0nxP27m3jT+bXkeBM/LEVKUvY3dZ8pCdRFmGRIbTRg5Xwof+5YB6dOD3DVuiqMMawIFrFvGgJWR9qc/kF1ZbGDUP48L9/+y41csSbI53+3G0AlgTJtLl8dZChseWRfS/S55mjPkNgX5/48LwFfzoQBK2st9718is315eP6rRlj2Li0jF0nTtM/GLvXT//gMAebuzlL/atkFvF4DGfVFKd1UmBbTyhu/yqR6RTw59Ibco7NAEtSvBapCuRj7Zn+VBNp7R6f7RsM5BO20NqTniyr9t4QRfk55OUo1DId9H9RZJ6rLfVnvCTw18+fYHDY8uYNi5Jab0l5IV6P4UBzt3pYScYtKMjFl+uJZljdu+sUXo/hijVOedPKYFF0quVUHGntw5gzzeFj8eV6+e/3vILXnF3t/Nvq6SPT5BVLFhDw5YzKdmp2m9nGy7ACqC6ZuAfJ/qZujrT18qq1VTFf31C3gKGw5fljsUun9jd1E7awpkYZVjK7rKst4eWTpwmnLfsjpN46khaRNh0vHO/EY5KfvhxRVXymD+JkIiWBIwWLI4M/0hOwaukOKYtxGilgJTLP1ZT4aDzdn7Y02Vjuevo4a6qLk+4ZlJfjYUlZgQJWkhWMMdSW+KNTN+99qZFNy8uiWX8rgkW09oSiE5pSdbith5qAj/ycifuJ5OV4+Nq71vO7Gy+Nls+KTFWO18OWVZU8sKc5+gG7pdv5m47XwwoiTXPjf1j448unAKIB3rHW1znl4s8caY/5+ssnnQyV1cqwklnm/MWl9ISG+cDtO9mfQp/D4x19SV3Dtfcqw0rSI9LY/8XjndSW+lPOOIqUlU82adZa62RYjSkJrHQDXs1pmhT4zJF2zq5NzxCF+SDrAlbGmGuNMQ8bYzqNMd3GmJ3GmI8YY5LaVmPM/zXG2Am+Mt+0RyQL1JT6GQ7btB3Ex9rf1M1zRzt4S5LZVRHLK4uiJYG5XoNfTUElg2pL/Zzo6Gd/UzcHmnu4el119LVI0GiqfayOtPayOME+EDleD2cp40Sm2eVrgrR0D/Ci2yg6cv6YKGAVLJ44w+q+Xac4Z2FJ3CmaFUX5LCkv4Ok4Aas9jV3k53iSnu4pkmmvP6+WT75mDU8eauPqrzzMP/3yhYRKn/oHh/mXX73E5lvu52M/eiahoJW1lvaeQWVYSVoE3AEYLzd2xey7maiqgHNuOTXJZ5XT/UOEhsNUji0JjGRYTXFS4D/98gW+8/DBCZc52tbLsfY+Ni0vm9K/JWdkVcDKGHMrcAewEXgY+COwCvg6cFeyQSvXc8D3Y3z9YDq2WWS2q3U/HESyQtLt7meO4THwxvNrU1q/PlhIQ0sv7T0hSvy5o6aCiKRbbamPEx193LurEXAmDkZEyvKmOinwcFvvlC78RKZq66pKjCFaFtjcNUBhnndc76mRqkvyaeoaiFn21NI9wDNHO3jVWbGzqyI21C3g6SMdWDv+Z+xu7GJ1dXHcyWci2crrMXxoaz3bb7qM91xUx4/+fJRtX3yQWx/YHzdw9eLxTl73tUf43qMNvLK+nN+8cJLP3PNizPfGSD2hYULDYcoKlY0uMy+SYRUaCqfcvwqgvCgfj5k8wyryfikvGpthNfWSwI7eEHfuOMJtjzVM+D7bcagNgE0pDO+R2LImYGWMeQtwA9AInGutfZ219hpgJfAycA3w0RR+9C+tte+N8XX99G29yOxVU+LUk5/sSH/SYThsufvp42xZVUkwEPuu+mRWVBYRGg7z4onO6IlRJFNqSvw0dw/w6+dOct6ikuj7C5zgcEGel32nUs+w6g0N0dw1MKULP5GpKncnukYCVs5UpvjZVeCUdAyHLS0xmt7ev7sJa+GKs4IT/owNdaU0dw1wrH38DZbdjadZo3JAmcXKCvP4lzeezb2f2MKm5eV88Q97uPCz9/Gubz3BDx5voKmrn6HhMF+/fx9vuvVRuvoHuf19F3Ln9Zv40NZ67thxhC//ce+E/0a7W5JeqpJASYOA/8xNjCUpTggEJ6hbWZw/6aTZ1jjl6b5cLyX+XJqmUE3yyP4WwhaOtfdxqKUn7nJPHGxlQUEuq4I6H02XrAlYAf/oPt5srd0XedJaewr4sPvtJ1PMshKROGpLnUDRyQxkWD1xsJUTnf1JN1sfqd4ts3r55Gn1r5KMW1jqx1rYdfI0V40oBwSikwIPNKcesDrSNrXR0CLT5fLVQZ4/1klTVz/NXQPjSjDGOtODZPwHhvt2naKmxMe6SfoYrq9bADCuLLC5a4CW7hBrqlX+KrNffWUR3/mrjfz+45fyN5etoKmrn//vnpe46HN/4tJ/f4D/uHcvrzmnhj98fAtbVlUCcPOrV/OOjYv56v37+d6jh+L+7EgPRfWwknSIlAQCU84Mn6wPIpzJsIpVnh4szp9SSeD2Pc3kuz24HtrbHHe5Jw62ctGycjzK9p02WRH8McYsAl4BhICfjX3dWrsdOA5UA5vSu3Uic1uJPxd/rpcTGciw+vnTxynOz+GqOFOhElFf6QSswlYN1yXzakdMwLl63fi/6xWVRVPKsDrc6gSsVBIomXbZGicb6sE9zU6G1SQBq8h0qO8+coje0FD0+f7BYR7e18KrzqqatKR7TXUx/lwvzxzpGPX87kan4fqaGt3RlrljTXWAv71qNff97Vbu/cQWPnb5Suori/ivd57P1961flSWlDGGz15zNletreJffrWLe549HvNntvU6ASv1sJJ0GFn5UFc2tczwyfogQvySQIBgID/lDCtrLdv3NvOqtVUsLS9ge5yAlfpXzYysCFgB693Hl6y18dI8nhyzbKI2GGO+YIz5ljHmFmPMNcYYHaVFXMYYakp9ac+w6g0N8bsXT/IX59Tgm0Kj9BJ/brQ2XQErybQaN2NxeUVhNJg60oqqIhpP99PVP5jSzz8SCVhN8cJPZKrW1QaoCuTzwO4mmrsHosfhiZb/8LZ67n72OK/76iM8f8wJOj1+oJW+weFJywHBGSJw7qKScZMC9zQ6feGUYSVzkTGGVVXFfOLKVfzwAxfxxvMXxlwux+vhq+9az6blZfzdT5/j8QOt45bpcANWZQpYSRoU5nmJJBrVTTnDavKAU0t3CGNiZxAGi30p97Da3dhFU9cAW1dVsnVVJY8fbKV/cHjccupfNTOyJWC1zH08PMEyR8Ysm6jXAzcB1wM3A78ADhhjtib5c0TmrNoSPyc605th9fsXG+kNDfPmDbEvvJJRX+l8eFfASjKttsQZ2/yac6pjZousqJzapMDDbT2U+HMpKdDfumSWMYbLVgd5aG8zHb2DkwasjDHc/Oo13PGBi+gbHObN33iMr9+/jz+81EhhnpeLE7zA37BkAS+dOD3qw8LLJ7sIFufrQ7jMe75cL9/+y42UFeZx++MN415v63FulqgkUNLBGEPAn0tFUR5FEwzlSERVwEdbT4iBofGBooiW7gHKCvLI8Y4PcQSL82nuGph0MEEsD+5xMqq2rqpk6+pK+gfD7GwYP7FW/atmRrYErCK3oeN3MIPI1X2ifwEHcPpinQ+UAJXA5cB2YBHwW2PMuclvqsjcU1Pi42RHejOsfvH0cRaX+blg6dTTZle4fawUsJJM8+d5+c1HL+Gjl6+M+XpkUmCqAasjbX0qB5SscdmaID0h58PDZCWBEa+sr+D3N27hNefU8B/37uXHTx5ly6pK8nMSy7TdULeAobDlheOd0ed2N55mTY2yq0QAin25bFtdyWMHWhkeM5WzvSeE12Mo9k0teCCSqIAvd1oGxVQFnHNM8wRZVi1dAzHLAcGZFBgaDtPZl3yG+/a9TZxVE6Aq4GPT8nLyvB62720at5z6V82MbAlYTTtr7Q+stbdYa5+z1p621rZYax+w1m4Dfg4UAJ+Lt74x5q+NMTuNMTubm+M3VhOZC2pKnclmoaFwzNf3nupK6QAfz8nOPh490MI16xdNy0E9UnqlgJVkg5VVxXHLXBcv8JPn9aQesGrtYbEarkuWuGRFBXnunezJMqxGKinI5avvPJ8vv+M8qgM+3r5xccLrrq8rBeDpw87d7aHhMPtOdXOWJgSKRF2yspLOvsFRgV1weliV+nP1gVrS5rXn1vCG82qn/HOCxU7LhYkar7f2hOLePIlMIx9bVmit5Y4dhznW3htzve6BIXY2tLPVHXBQkJfDBcsWjOtjpf5VMydbAlaRK/eJwq+RLKyuafj3/p/7eKUxJuYnXGvtt6y1G621GysrK6fhnxTJXrUlPqwlZjPD/sFhrrn1Ub7w+93T9u/94unjWAtvXj/1ckA4k2EVUMBKslyO18PyysKUAlZDw2GOtfdNaTS0yHQqzM/hIvfivCLOXe14jDFcs34RT3zqimgD90RUFOWzpLwgOinwUEsPoeGwGq6LjLDZLbF9ZN/oD9XtPSE1XJe0uvnVa/irVy6d8s8JuhlWTRM0Xp9oAEiwOLL+6IDVkw3tfPruF/n03S/GXO+x/S0MhW00YAVOaeDeU92j+v+qf9XMyZaAVYP7uGSCZSK33xomWCZRkU/eeUDFNPw8kVmtxp3edDJGH6vnjnbQExrm/pebUqr7His0FOb2xxu4eHk5Syump3H0eYtLeWV9ORuXLJiWnycyk+qDRexLIWB1srOfobBVSaBklavWVeMxZ6YApsP6xaU8faQDay0vq+G6yDjlRfmsqw3w8L6WUc+39YTUv0pmpapAJMNqgoDVBCWB0YBV1+j1v/vIIQC2721mx8Hxgwoe3NtMYZ6XV4z4jLHFDV49NCLLSv2rZk62BKyecR/XGWPiXfFcMGbZqRgZ+kx9vrjIHFFb4pwEYk0KjNwxaDzdz+7GqSc43vPscU6dHuCDW5dP+WdFBHy53Hn9JpbHmMomkm1WBos42t4bc8LMRA67EwKnOhpaZDq9+8I6/vDxLdFyi3TYsGQBzV0DHO/oY0/jaXI8JuZUTpH57JKVFTx9pJ2egaHoc+29IRYUKhtdZp+ygjxyPIZTcXpY9YWG6QkNJ1USeLStl3t3NXLd5qUEi/P5j3v3jLo5b61l+55mXrmigrycM2GT1VXFVAXyeWjvmYCw+lfNnKwIWFlrjwJP42Q8vW3s6+5Ev0VAI/D4NPyTb3cf91hrp6PEUGRWi2RYnegYf9dix6FWatyAVmRKRqqstXz74YOsqS4elVorMp+sCBZhLRxoTu5+yeE2Zy6JMqwkm3g8JjpMIF021Dl3up8+0sHuk13UVxaN+jAhInDpikoGhy07Dp3JGmnvHdQ0TZmVPB5DsDg/boZVS7cTiKqME7Aqys+hIM87qiTwe4824DGGD26p56NXrOTJhnYeHJE1daC5h+MdfWxbPfozizGGLSsreXhfM0PDYfWvmmHZdHb/vPv4BWPMisiTxpgg8A3321usteERr/2NMWa3Meb2kT/IGFNnjLnWGJM/5nljjPk/I/6tL0/7byEyCxXl51DsyxmXYRUaCvPU4XauXlfNWTUBHtwzfiLGSMfae+M2LQQn4LX3VDfXX7ocY3QHQuanlcHUJgUeae0lL8dDdRozWUSy0ZrqYvy5Xp4+3M7uxi71rxKJYePSBeTneKJlgdZap4eVSgJllgoGfON6UEVEAlbxSgLBKQuMlAR29Q/y051Hee25NVSX+HjHxsXUlRXwxd/vIexO14w0Vt+ycvxN9q2rKzndP8RzxzrUv2qGZU3Aylp7F/DfQDXwgjHmV8aYXwD7gLXAL4Gvj1mtAlgN1I15vgy4A2g2xjxojLnTGPMr4ABwO+AHvm6t/eaM/UIis0xtiX9chtULxzvoHwyzaXkZ21ZX8tThdk73x54WGA5b/s///pnXf+0RjneMLy0E+OZDB6gO+Hj9NEwLEZmtllYU4DHJB6wOt/ayeIFf6eYy7+V4PZy7qISH9jZzvKNP/atEYvDlerlwWRmPuAGrroEhhsJWASuZtaoC+eN6UEW0docA4pYEgjNpMFIS+NOdx+geGOL9lywDIC/HwyeuXMmuk6f57YsnAXhwTxP1lYUxpzNfsqICj4Hte1vUv2qGZU3ACsBaewPwbpzywK3A1cB+4G+At1hrE234cRT4IvAUUA+8CbgS5/f9CXCFtfaj07v1IrNbTalvXIbVEwedOwYXLitn26pKhsKWR8c08DyzbCuHWnpo7x3kI3c8TWgoPOr154918MTBNt53yVKVbsi8lp/jZWl5IftOJVsS2EudJgSKAE4fq4MtTpmsMqxEYrt0ZQX7mrpp7Oynvcf5QK8pgTJbVQV8nJokw6qiOH7AqjKQT3PXAMNhy22PHWLjkgWcu6g0+vobzlvIqqoivnTvXrr6B9lxqI2tq2JPsS0tyOO8xaVs39us/lUzLOs+NVpr77TWbrbWBqy1hdbaV1hrbx1ZCjhi2f9rrTXW2m1jnm+11t5krb3MWrvYWltgrfVZa5daa99prb0/bb+QyCxRU+IfNyVwx6E2VlUVUVaYx4YlCyj25cTtY/WjJ49S4s/ly+84j2ePdvC537486vVvPnSQ4vwc3nXh2IRIkflnRbCI/Un0sLLWcrStlyXlarguAmf6WAGcpQwrkZguWeGUMj2yv4U2N2BVpqbrMktVBXx09g3GHFoTLQmcICAbLM6n6XQ/f9zVyNG2vmh2VYTXY/j7q1ZzsKWHm3/+PKGh8Lj+VSNtXVXJc0c71L9qhmVdwEpEMqO2xEdbTyh6EhgaDvNUQxsXLXPqsXO9Hi5dWcH2vc2jJmiAMyb5Dy82cs36hVyzfhHv27yM2x5r4NfPnwCc3ju/e+Ek115UR7FPF0oiK4JFNLT0MDg87l5MTG09IboHhpRhJeJaX+fcFS/x51IViH9HXWQ+W1NdTEVRHg/va6a9182wUkmgzFJBN3sqVh+rlu4Qxfk5+HK9E6zvoyc0zNcf2M+iBX6uWlc9bpkr11Zx3uJSfvtCI75cDxcuix+I2jJigJT6V80cBaxEBDgzKTCSZfXiidP0hIa5aMQdg22rgjSe7md34+jhmr94+hih4XA0e+qTr1nDhrpSbr7reQ40d/PdRw/h9Riu2zz6TobIfLWyqoihsOVwa09Cyx9uc4YZaEKgiKOiKJ+l5QWcVVOsIR4icXg8hs0rKnh0f0u0x4+mBMpsVeUOnTkVo49VS/fAhOWAcCbg9eLx07z3lUvxxijhM8Zw09WrAdi0vHzCANh5i0op8eeqf9UMy8n0BohIdqgtcU4CJzv6WFZRyBMHnTHII+8sbHXTYh/Y08RZNU4JhrWWO/98hA11payudg7WeTkevn7tBl73tUf44A+e4nh7H288fyHVJZpuJgKwotJ5r+w71c2KBC5yjrQqYCUy1tev3YAvV/deRSZyyYoK7nn2BI+713XqYSWzVTRgdTp2wGqickCAoJuNW5jn5e0XLI673OYVFfzD1asnzK4Cp4Tww9vqCVur/lUzSGd5EQHOZFidcDOsdhxsZXllIcHiM0GmqoCPtTWBUX2snmxo52Bzz7jeVLWlfr7yjvM50NxN3+Awf71leRp+C5HZoT7o9KLal+CkwMOtvRgDixYoYCUScfbCkoQCviLz2aUrnZuN9750ihyPoThf+QoyO0XKv2M1Xm/tDk04IdBZ3/lM8/YLFhOYpEXJRy5bwQVLJ+9L9aGt9dywbcWky0nqFLASEQBqRmRYDYctOxvao/2rRtq2upKnDrdzun8QgB/9+QjF+Tm89tyacctuWVXJ5645hxuvWMmqKn2oEIkoyMth0QI/LxzvTGj5w209VAd8E6ami4iIjFVd4mNlsIjugSFKC/JUQiuzVok/l7wcD01xMqwqiifOsFoZLOJf3rCOG69YOVObKDNAASsRAcCX66WsMI8Tnf3sOnGaroGhmBMvtq0OMhy2PLqvhY7eEL954SRvWr+QgrzYd+zedWEdn7hy1Uxvvsis8xfn1PCnl08l1MfqSGsvi9VwXUREUnDJygpAEwJldjPGECzOH1cSODgcpr13kPLCiTOsjDH81SuXUqrBA7OKAlYiElVT4uNkZx87Djl9DmJlWG2oK6XYl8MDe5q4+5njhIbCvPPC+HXgIhLbBy5ZRo7HwzcfOjjpsofbelmigJWIiKTgUjdgpQmBMttVBXzjSgLbe5yBApM1XZfZSQErEYmqKfFzsqOfJw62saS8IGaT9Byvhy0rK3lwTzM//vNRzltUwrrakgxsrcjsFgz4eNvGRdy181jMBqIRfaFhmrsG1HBdRERSctGycnK9RhMCZdarCuSPmxLY3O0EsCqL9Pc9FylgJSJRtaU+TnT08WRDGxdNMBlj6+pKmroG2HOqi3eOabYuIon74JZ6hsJhvvNw/CyrI23OhMC68sJ0bZaIiMwhhfk53HT1Gt6+URnxMrsFi32c6uznZGcfTx1u455nj3PnjiMAlE/SdF1mJ42JEJGomhI/XQNDQOxywIhtq5yJM4V5Xl5/Xm1atk1kLqorL+AN59Vyx44j3LBtRcxx45EeVyoJFBGRVF2vac0yB1SX+OgJDXPx5+8f9XxNiY/6yqIMbZXMJAWsRCSqtvRMCeBFMRquRwQDPq5cW8WqqiKKNB5ZZEo+vG0Fv3z2BLc91hBzQEEkw0olgSIiIjKfvXn9QkJDYcqL8lhY6mdhqZ+aUr8+j8xh2rMiElVT4gdgYamfRQsm/nD87b/cmI5NEpnzVlcXc+XaKm57rIHrtywfddHVGxpi+95mAr4cTbURERGReS0Y8PGxK1ZmejMkjdTDSkSiatwm65uWxy8HFJHpd8O2ejr7Brlzx+Hoc88caee1X32ER/a38KFt9RncOhERERGR9FPASkSiakv9XLm2irdtXJTpTRGZV9bXLWDzinK+/fAhegaG+PIf9/LW/3mcgcFh7vzAJm7YtiLTmygiIiIiklbGWpvpbch6GzdutDt37sz0ZoiIyBz22P4Wrv3ODiqL82nuGuDN6xfyz29YR4k/N9ObJiIiIiIyI4wxT1lrY/abUQ8rERGRLHBxfTkXLF3AvqZubr12A689tybTmyQiIiIikjEKWImIiGQBYwy3XXchFjTtRkRERETmPV0Ri4iIZIlCBapERERERAA1XRcRERERERERkSyjgJWIiIiIiIiIiGQVBaxERERERERERCSrKGAlIiIiIiIiIiJZRQErERERERERERHJKgpYiYiIiIiIiIhIVlHASkREREREREREsooCViIiIiIiIiIiklUUsBIRERERERERkayigJWIiIiIiIiIiGQVY63N9DZkPWNMM3A409sxTSqAlkxvhGSM9v/8pX0/f2nfz2/a//OX9v38pv0/f2nfz2+zcf8vsdZWxnpBAat5xhiz01q7MdPbIZmh/T9/ad/PX9r385v2//ylfT+/af/PX9r389tc2/8qCRQRERERERERkayigJWIiIiIiIiIiGQVBazmn29legMko7T/5y/t+/lL+35+0/6fv7Tv5zft//lL+35+m1P7Xz2sREREREREREQkqyjDSkREREREREREsooCVvOAMeZaY8zDxphOY0y3MWanMeYjxhjt/1nMGJNrjLnCGPOf7j49bYwJGWOOG2PuMsZsi7PebcYYO8HX7jT/KpKiVPelMcbjHgN2useETvcY8a50/w6SPGPMtkn2+8ivuhHr6b0/SxjjoBLkAAALj0lEQVRjVhtjbjTG/NAYs9sYE3b30VsTWDelc74x5tXGmHuNMW3GmF5jzIvGmE8bY/Kn7zeTRCS7/1O9HnDX1XEhi6Ty3p/KPtT1QHZJ4b2f0vWAu67e+1liKsdwd/05fd7PyfQGyMwyxtwK3AD0A38CBoErgK8DVxhj3mqtDWdwEyV1W4E/uv/dCDwE9ABrgbcAbzHG/Ku19jNx1n8U2B/j+ZPTvaEy4xLel8YYL/AL4A3AaeBeIB/nuHCnMWaTtfbGGdxWmbpG4PsTvH4hcBZwADga43W997Pfh4Gk34epnvONMTcBXwCGgQeBdpxzzL8BrzPGXGGt7U3tV5EUJLv/p3o9ADouZIuU3vuupPahrgeyUrL7f6rXA6D3fjZI+Rg+L8771lp9zdEvnD9wi3PAWTni+Spgl/vajZneTn2lvH8vB+4CLo3x2juAIXcfXzbmtdvc59+b6d9BX1P+G0h6XwJ/567zElA14vmVOCdJC7wx07+bvqb0dxE5vn9qqn8v+srYPvwA8O/A24F6nItJC7x1gnVSOucDG4EwzsXxRSOeLwK2u+t9OdP/T+bTV7L7P9XrAfd1HRey6CvF935K+1DXA9n3lcr+n+TnxbwemMrfjb5mZL+n+pluXpz3VRI2t/2j+3iztXZf5Elr7SmcCD7AJydLF5TsZK2931r7VmvtwzFe+wnOiQjgPWndMMla7t3Um9xvP+weCwBwjxE3u99+Ot3bJtPDGHMxzt3UYc4cA2SWsdZ+x1p7k7X2p9baAwmuluo5/5OAAb5grd0xYr1u4Dqci9objDGlqfwukrxk97+uB+aOFN/7SdP1QHaazv2v64HZYwrH8Hlx3legYo4yxiwCXgGEgJ+Nfd1aux04DlQDm9K7dZImz7iPizK6FZJNLgaCwDFr7UMxXv8ZTirxBcaYhWndMpku73Mff2+tPZHRLZG0SfWcb4zJA17jfntHjPUOAo8DecBfTPuGS7roekDG0vXA3Kfrgblj3DF8Pp331cNq7lrvPr5kre2Ls8yTwEJ32cfSslWSTivdx3g16JcZY87FSf88BTwC/NGqp9lslOi+jBwXnoz1Q6y1vcaYl4Dz3a/jM7S9MgOMMQU4qeMA/zvBonrvzz2pnvNXAwVA2wR3858ENrvr3Tk9mytpNtn1AOi4MBcksw91PTCHJXE9AHrvzwaxjuHz5ryvgNXctcx9PDzBMkfGLCtzhDGmGniv++3P4yz2lzGe22WMeae19oUZ2TCZKYnuy0SPC+ej48Js9DagGGgCfj3Bcnrvzz2pnvOXjXkt0fVklkjwegB0XJgLktmHuh6Y2xK9HgC997PaBMfweXPeV0ng3FXkPvZMsEy3+1g8w9siaWSMyQF+CJQAf7LW/mrMIs8CH8OZPFEE1AKvA55zn7tP6d+zRrL7UseFuS2S/n+7tXYwxut6789dqb63dUyYwxK4HgAdF+aCVPah3vtz22TXA6D3ftab5Bg+b877yrASmXv+B2ec6VFiNFi11n5lzFM9wG+MMX/EmQyxCaeJ39/M8HbKFGlfSoQxZgWwxf32u7GW0d+LyLwz4fUA6LgwF2gfykiJXA+A/m5miUmP4fOBMqzmrkhktHCCZSIR1q4Z3hZJE2PMfwHvxxlHfIW1tjHRda21IeDz7rdZ0WRPUjPBvtRxYe6K3E193Fr7cjIr6r0/J6T63tYxYY6ayvUA6LgwF0yyD/Xen7tSvh4AvfezRQLH8Hlz3lfAau5qcB+XTLDM4jHLyixmjPlPnNTeZpwD275JVollt/uoFODZL9a+bHAfdVyYQ9zx5JEeFJM1V41H7/3ZrcF9TPa9HfnvuiTXkyw2TdcDoOPCXBBvHza4j7oemEOm6XoA9N7PqASP4Q3u45w/7ytgNXdFxl+uM8b44yxzwZhlZZYyxvw78LdAK/Aqa+2uFH9UufvYPeFSMhvE2pdPu48XEIM7VeZs91sdF2aPq3EuKruBn6T4M/Ten91SPefvBvqAMmNMfZz1LoyxnmSpabweAB0X5oJ4+1DXA3PTdFwPgN77GZPEMXzenPcVsJqjrLVHcU5GeTiTIkYxxmwFFuGkGT6e3q2T6WSMuQX4B6AduNJa+/wUftzb3ceYY45lVom1Lx/HuVuzyBizZfwqvA3IBZ601mqE9ezxfvfxp9baVC8u9d6fxVI957ulH79zv313jPWWAxcDIeA3077hMq2m+XoAdFyYC+LtQ10PzE3TcT0Aeu9nRDLH8Pl03lfAam6L1B9/wW3AB4AxJgh8w/32FmttOO1bJtPCGPNvwM1AB86BbcJIuDHmfGPM69yU4ZHP5xhj/g4n/RTgyzOywTJtUtmX1tph4N/db//bPRZE1lsJ3OJ++9mZ23KZTsaYCuD17rdx0//13p8XUj3n3wJY4GZjzIUj1ivCadjrAb5hre2YsS2XKUv2esBdR8eFWS7Vfajrgbkn0esBd1m997NMKsdw5sl531hrM70NMoOMMd8APgz0A/cBgzjTBgLAL4G3uictmWWMMW8A7nG/3Qm8FGfR3dbaW9x13gTcDbThROWbcNJ+z8EZZxsGPmmt/eIMbrpMg1T3pXtxcjfORc1p4E84d1FfBfiAr1lrP4bMCsaYTwBfwnmfnzXBcnrvzyLGmA2cudgEZ8R4MbAPZx8CYK3dNGa9lM75xpibgC8Aw8D9OBfMW4EgsAO43FrbO02/nkwi2f2fyvWAu56OC1kmhX2f8j7U9UD2SfXY766b0PWAu6ze+1kk1WO4u+6cP+8rYDUPGGOuBT6CcxDy4tSufhf4b2VXzV7GmPcC30tg0e3W2m3uOsuAG3Fqk5fgnJwscAx4GLjVWvvUTGyvTK+p7EtjjAe4AbgOWINzsnoe527KnTO/9TJdjDHP4xzbb5rowlLv/dnFGLMNeGCy5ay1Jsa6KZ3zjTGvBv4O2IjzYfUgcCfwH9bageR/C0lVsvs/lesBdz0dF7JMCvt+SvtQ1wPZZYrH/oSuB9xl9d7PIqkew0esP6fP+wpYiYiIiIiIiIhIVlEPKxERERERERERySoKWImIiIiIiIiISFZRwEpERERERERERLKKAlYiIiIiIiIiIpJVFLASEREREREREZGsooCViIiIiIiIiIhkFQWsREREREREREQkqyhgJSIiIiIiIiIiWUUBKxERERERERERySoKWImIiIiIiIiISFZRwEpERERERERERLKKAlYiIiIis5Qx5n+MMdYY8wdjjInx+m3u67+K9bqIiIhItjLW2kxvg4iIiIikwBjjA54AzgM+Za39/IjX3gt8DzgKnG+tbcvIRoqIiIikQAErERERkVnMGLMKeArwAdustY8aY9YCTwJ5kecyuY0iIiIiyVJJoIiIiMgsZq3dC3wQyAF+bIxZDPwUKAD+ScEqERERmY2UYSUiIiIyBxhjvgVcD3QCJcDvgb+wutgTERGRWUgBKxEREZE5wO1ntRtYAjQB66y1LZndKhEREZHUqCRQREREZG7YAtS5/10GrMzgtoiIiIhMiQJWIiIiIrOcMaYG+AFgcCYDRvpZLcjohomIiIikSAErERERkVnMGOMB7gCCwH9Za98H3I6TbfW9TG6biIiISKoUsBIRERGZ3T4DXAbsBG5yn7sBp5/VG40xN2Zqw0RERERSpabrIiIiIrOUMeYy4D6gG1hvrT044rVzgD/j3KDcbK3dmZmtFBEREUmeMqxEREREZiFjTBCnFNADXD8yWAVgrX0B+DiQB/zEGBNI/1aKiIiIpEYZViIiIiIiIiIiklWUYSUiIiIiIiIiIllFASsREREREREREckqCliJiIiIiIiIiEhWUcBKRERERERERESyigJWIiIiIiIiIiKSVRSwEhERERERERGRrKKAlYiIiIiIiIiIZBUFrEREREREREREJKsoYCUiIiIiIiIiIllFASsREREREREREckq/z/fVcxGkR8JPQAAAABJRU5ErkJggg==\n" 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