diff --git a/01/Copy_of_Copy_of_Copy_of_CS480_Assignment_1.ipynb b/01/Copy_of_Copy_of_Copy_of_CS480_Assignment_1.ipynb new file mode 100644 index 0000000..6829ef3 --- /dev/null +++ b/01/Copy_of_Copy_of_Copy_of_CS480_Assignment_1.ipynb @@ -0,0 +1,686 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of Copy of Copy of CS480 Assignment 1.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "asaW4NA0jK20" + }, + "source": [ + 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)\n", + "# Assignment 1\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "Xv1Wc4ECfZwV", + "outputId": "6ec2f281-b31d-4e01-8b69-c21270617791" + }, + "source": [ + "%pylab inline" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "LD_A0Idy5NY0" + }, + "source": [ + "from scipy.misc import electrocardiogram # scipy is a python scientific computing library\n", + "ecg = electrocardiogram() # let's load the scipy ECG dataset" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "NFw0i1_4-ixY" + }, + "source": [ + "SAMPLING_RATE = 360 # this data was sampled with 360 Hz" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "MXCidk9L_VG8" + }, + "source": [ + "**Task 1:** Plot the data in the range from 9 to 11 seconds! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "s2n86tUP_pMZ" + }, + "source": [ + "# TODO your plotting code goes here\n", + "# please take the sampling rate into account to only plot the range\n", + "# between 9 and 11 seconds" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "ecg" + ], + "metadata": { + "id": "swdMjw0_1_cz", + "outputId": "cfac1df1-8a0b-42e0-f8e3-d481b5e2d784", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([-0.245, -0.215, -0.185, ..., -0.405, -0.395, -0.385])" + ] + }, + "metadata": {}, + "execution_count": 24 + } + ] + }, + { + "cell_type": "code", + "source": [ + "from9to11 = ecg[8*SAMPLING_RATE:11*SAMPLING_RATE]" + ], + "metadata": { + "id": "9LWWJpVS0Vrn" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plt.plot(from9to11)" + ], + "metadata": { + "id": "V_f6TOWz2KfJ", + "outputId": "2521253b-b97d-4cc8-f240-819af523e39b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 282 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "[]" + ] + }, + "metadata": {}, + "execution_count": 26 + }, + { + "output_type": "display_data", + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "M7Y0hThdAGte" + }, + "source": [ + "**Task 2:** Use Neurokit to detect the R spikes! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uUlv03HQ6zmn" + }, + "source": [ + "# now can you see the P Q R S T waves? it's actually a pretty good signal despite\n", + "# the shift in the baseline" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "CkvNQr36oFor", + "outputId": "0b3dec39-d33e-4983-af49-22d010e12186" + }, + "source": [ + "# we now need to install the neurokit2 library\n", + "!pip install neurokit2\n", + "import neurokit2 as nk" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting neurokit2\n", + " Downloading neurokit2-0.1.5-py2.py3-none-any.whl (1.1 MB)\n", + "\u001b[?25l\r\u001b[K |▎ | 10 kB 33.8 MB/s eta 0:00:01\r\u001b[K |▋ | 20 kB 42.6 MB/s eta 0:00:01\r\u001b[K |█ | 30 kB 41.1 MB/s eta 0:00:01\r\u001b[K |█▏ | 40 kB 17.7 MB/s eta 0:00:01\r\u001b[K |█▌ | 51 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"Requirement already satisfied: pyparsing!=2.0.4,!=2.1.2,!=2.1.6,>=2.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (3.0.7)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (2.8.2)\n", + "Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.7/dist-packages (from matplotlib->neurokit2) (0.11.0)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib->neurokit2) (1.15.0)\n", + "Requirement already satisfied: pytz>=2017.3 in /usr/local/lib/python3.7/dist-packages (from pandas->neurokit2) (2018.9)\n", + "Requirement already satisfied: joblib>=0.11 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->neurokit2) (1.1.0)\n", + "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.7/dist-packages (from scikit-learn->neurokit2) (3.1.0)\n", + "Installing collected packages: neurokit2\n", + "Successfully installed neurokit2-0.1.5\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "2SyzFo7ZE3gM" + }, + "source": [ + "# we can use neurokit's function to detect the R spikes\n", + "_, rpeaks = nk.ecg_peaks(ecg, sampling_rate=SAMPLING_RATE)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7eee64Di-Jvx", + "outputId": "9e183451-15a7-46dc-8b96-0e465d88ca68" + }, + "source": [ + "# look at rpeaks - the numbers indicate the samples that are R spikes\n", + "print(rpeaks['ECG_R_Peaks'][0:10]) # here only the first ten" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[ 125 343 552 748 944 1130 1317 1501 1691 1880]\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + }, + "id": "Cok_u4AI-JyW", + "outputId": "9accad26-53e6-43bf-ec9d-3ee4a67ffa3a" + }, + "source": [ + "# you can also plot the first two detected R spikes\n", + "plot = nk.events_plot(rpeaks['ECG_R_Peaks'][0:2], ecg[0:SAMPLING_RATE])" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "C4QphQFI-J1O" + }, + "source": [ + "# TODO Can you write code to plot the R spikes between 9 and 11 seconds?\n", + "# Hint: one solution could be to just detect peaks in the range you specified for Task 1\n", + "# Hint 2: you might need to extend the range by +- 1 second to see the five peaks from Task 1" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "_, z_rpeaks = nk.ecg_peaks(ecg[8*SAMPLING_RATE:11*SAMPLING_RATE], sampling_rate=SAMPLING_RATE)" + ], + "metadata": { + "id": "8rBu0eJM0ZVn" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "plot = nk.events_plot(z_rpeaks['ECG_R_Peaks'], ecg[8*SAMPLING_RATE:11*SAMPLING_RATE])" + ], + "metadata": { + "id": "b2dtfoGK0mv_", + "outputId": "02b993c5-6be6-4f4e-f95c-de0ac32d827f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Nvq66z4KGQqt" + }, + "source": [ + "**Task 3:** Detect Heartrate. [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Lysq6bR5oFmD" + }, + "source": [ + "# TODO Does the patient have a regular heart rate? If yes, which one? (estimate is fine)\n", + "# Hint: you can use the rpeaks for that " + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "1hlUFeNBIQ2Y", + "outputId": "8f738f95-7763-46a7-e3e8-0b5b83560b79", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "pip install heartpy" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting heartpy\n", + " Downloading heartpy-1.2.7-py3-none-any.whl (1.0 MB)\n", + "\u001b[?25l\r\u001b[K |▎ | 10 kB 25.0 MB/s eta 0:00:01\r\u001b[K |▋ | 20 kB 30.8 MB/s eta 0:00:01\r\u001b[K |█ | 30 kB 34.8 MB/s eta 0:00:01\r\u001b[K |█▎ | 40 kB 23.0 MB/s eta 0:00:01\r\u001b[K |█▋ | 51 kB 14.4 MB/s eta 0:00:01\r\u001b[K |██ | 61 kB 13.9 MB/s eta 0:00:01\r\u001b[K |██▎ | 71 kB 11.8 MB/s eta 0:00:01\r\u001b[K |██▋ | 81 kB 13.0 MB/s eta 0:00:01\r\u001b[K |███ | 92 kB 14.2 MB/s eta 0:00:01\r\u001b[K |███▎ | 102 kB 12.9 MB/s eta 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(from matplotlib<=3.3.4->heartpy) (3.0.7)\n", + "Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<=3.3.4->heartpy) (1.3.2)\n", + "Requirement already satisfied: python-dateutil>=2.1 in /usr/local/lib/python3.7/dist-packages (from matplotlib<=3.3.4->heartpy) (2.8.2)\n", + "Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.7/dist-packages (from python-dateutil>=2.1->matplotlib<=3.3.4->heartpy) (1.15.0)\n", + "Installing collected packages: heartpy\n", + "Successfully installed heartpy-1.2.7\n" + ] + } + ] + }, + { + "cell_type": "code", + "source": [ + "import heartpy as h\n", + "_, values = h.process(ecg, SAMPLING_RATE)\n", + "print(values)" + ], + "metadata": { + "id": "83Xl4EYz08rI", + "outputId": "303948dd-54eb-4765-8f58-3f2449abf977", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "{'bpm': 103.06551628394845, 'ibi': 582.1539750957854, 'sdnn': 76.1498523954714, 'sdsd': 77.52620235069179, 'rmssd': 102.8033411674991, 'pnn20': 0.6446469248291572, 'pnn50': 0.4145785876993166, 'hr_mad': 33.33333333333337, 'sd1': 72.68651515197051, 'sd2': 76.06672021612641, 's': 17369.943729481718, 'sd1/sd2': 0.9555626290373528, 'breathingrate': 0.16666666666666666}\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "zvaJYO_1Izkc" + }, + "source": [ + "**Task 4:** Detect P Q S T Peaks. [25 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "4N5tbGEFIyyr" + }, + "source": [ + "# We know the R spikes now but what about P Q S T waves?\n", + "# TODO Can you use nk.ecg_delineate to detect them in the range of 9 to 11 seconds?\n", + "# Hint: Look at the tutorial: https://neurokit2.readthedocs.io/en/latest/examples/ecg_delineate.html#Locate-other-waves-(P,-Q,-S,-T)-and-their-onset-and-offset\n", + "# Hint 2: The plot will have blue, orange, green, and red circles :)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "" + ], + "metadata": { + "id": "1GIMoCBH1aY0" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "_, waves_peak = nk.ecg_delineate(ecg[8*SAMPLING_RATE:11*SAMPLING_RATE], R_rpeaks['ECG_R_Peaks'], sampling_rate=SAMPLING_RATE, show=True, show_type='peaks')" + ], + "metadata": { + "id": "WL_-s5Tp1Fw7", + "outputId": "aea0e42c-8d28-4786-944a-027592a11080", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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+lVmz8F5vLtA9VbmEFRuwTINKJYfXG0ZbBE7epXWUw8/n85TLZYrFIqFQaKFvy+UIQEpJsVikWCy6Dn+xYlgGQ8khduzfwd7UXvv146LHsXXVVgajg3i0ZfmrL0uUw9fHG9gYhuFG+C7zglOwUEl0L2WWndc7lDvEw68/TLwYJ+gJsiK8ws75Hsge4KHXHqI70M0V665gILz0hcWOBNRAU4PPMAy3kbnLvOC0s1KptOSj/KX9uKrhUO4Q9758LwWjwKrIKmKBmL3YJ4QgFoixKrKKglHg3pfv5VDu0ALfsUszqAjfOfjUJjYXl7nEOZM0jNak1Bcjy8bhG5bBw68/jCY0YoHYlMfGAjE0ofHw6w9jWItPD9+yLK6//no2bNjAxo0bOf3009m7d2/D44855hg2btzIpk2buOCCCzh48GBLvxPAW2+9xYYNzctEzye1Dr/W+bu4zBVOO1sOacRlk9IZSg4RL8ZZFWmu1DIWiLE/u5+h5BBru9c2fZ350MP//ve/z4EDB3j55ZfRNI19+/YRDk8t/fyLX/yC3t5ebr31Vv7pn/6Jb3zjG03/Tosd1+G7LBTLzeEvmwh/x/4dBD2t5ddCnhC/OjB7lYd26+G/++67rFy50j5+zZo1xGJTz1oU55xzDrt378Y0TW666SZOP/10Nm3axLe+9S2gOts477zzOOWUU9i4cSP/9V//Nekce/bs4eSTT+b555/n1Vdf5YwzzmDLli1s2rSJXbt2tfTZtAOnw1ea+K7Dd5kPlJ1pmrYsHP6yiPAtabE3tZcV4RUtvS/qj7InuQdLWmiiuWef0tJR3HLLLaxbt66tevgf+9jHOPvss3nmmWc477zz+Ku/+itOPvnkpt77wx/+kI0bN/Kd73yHrq4unn/+eUqlkt1Q5T3veQ+PP/44nZ2djI6O8r73vY9LLrnEfv8bb7zBJz7xCR544AE2b97M5z//eW644QauuOIKyuXyguTOnQ5fVeq4Dt9lPnA233Ed/iKhYlUAWt52L4RAIqlYFfy6v6n3zIce/po1a3jjjTd46qmneOqppzjvvPN45JFHOO+8xkJvH/zgB9F1nU2bNnHnnXfymc98hpdfftnuT5tKpdi1axdr1qzh1ltv5emnn0bTNPbv38+hQ9XF65GRES699FL+8z//k/Xr1wNw1lln8ZWvfIV9+/Zx2WWXccIJJzT9u7YDtclKOXyv1+tG+C7zhppVOqvEljLLwuF7NS8weQv+dEgpEQj7/TPFqYdfG+U79fA1TeO2227jtttuIxKJTHlOv9/PRRddxEUXXcTAwABPPPHElA5f5fCdv9tdd901obEJVJudj4yMsHPnTrxeL8ccc4ythd/V1cVRRx3Fs88+azv8v/zLv+TMM8/kySef5MMf/jDf+ta3OPfcc1v6fGaDM6qSUqLruiut4DJvONOIy8HmlkUOXxMax3YdS7I0ffs/J8lSkuOixzWdzmlEu/Xwf/e739nRv2VZvPzyyy0Lp1144YXcc889VCrV2c+bb75JLpcjlUrR39+P1+vlF7/4BW+//bb9Hp/Px+OPP86DDz7I9773PaCazz/uuOO4/vrrufTSS1uazbSD2m5XyuG7ZZku88Fyc/jLIsIH2LZ6Gw+99hAxmlvcBMgbebau2trSdWpz+B/60If46le/yp133sntt9/O+vXrCQQChMNh7rjjDqCqh3/TTTdx/PHH09PTQzAYnFIPf3h4mM9+9rOUSiUAzjjjDK677rqW7vMzn/kMb731FqeccgpSSvr6+njiiSe44oor+NM//VM2btzIaaedNkkLPxwO88Mf/pDzzz+fSCTCa6+9xkMPPYTX62XFihXceuutLd3HbFGDrLaRuTPV4+IyVziVWpeDw182eviGZfCN332DglGYtg4fIFFMEPQEuf6U612ZhTYxF3r4lUqFkZERIpEIiUQCXdftGdLg4OCS3+rusjhJJBJ4PB4KhYK9blQqlRgYWPy7848IPXyP5uGKdVdgSYtEMTHlsYliAktaXLHuCtfZL3KcEX4ul8M0TTu6X6zBisvSp1AokMlk3EXbxcxAeIBrNl3Dw68/zIHsAYKeIFF/1J6OJUtJ8kaenkDPotDSaVUP/8wzz7TTPIqHHnqIjRs3ztk9LjROp25Zlj29tizLdfguc4JzfWi5pXSWlcOHqtO//pTrGUoO8asDv2JPfAhhmkhd57juwUWlltmqHv5UjVGWK/XUCp05fBeXdqMKHRr1Ul7K60YL7/XmAN2Co0eg9zcmxSFzfGMVBAYtwu8HvZNllMxa3jhTOs7BJqVcFlNsl8VHrUia6/AXMZVDh4g/+BBmfAwRDOFducqOCMsHDlB64AH07h66P/VJvEtgAeZIRzn82kHoRvguc8VUEf5S18Rfundeh8qhQ4zesx2rUMC7ajWe2ER5ZE8shnfVaqxCgdF7tlM55MojL3bUoFN5VWek5Tp8l7lA2ZqaRQohbCe/1G1u2Th8aRjEH3wINA3PNEJjnlgMNI34gw8hl4HG9XLGmdKpnVov9cHnsjhRTt6ZRnTa3VJm2Tj80tAQZnxsWmev8MRimGNjlIaGWrrOXOvhv/LKK/a5u7u7OfbYY9myZQt//Md/XPf4t956i2AwyJYtW1i/fj3XXnvtjHLbDzzwQMubu+YDp46OEAKPx+Mu2rrMKVJKPB6PHeGrQgH1s6XMssnh5555BhFsrbG1CAbJPfMsgbWLRw/fWblz1VVXcfHFF/ORj3xkynsaHBzkxRdfxDAMzj33XJ544gkuu+yypn+nxYxy+KZpTuhr6zp8l7lCifSpr90If5EhLYvS0B70aLSl9+mxGKWhIeQsqz3arYc/UzweD1u3bmX37t2MjIxw+eWXc/rpp3P66aezY8cOAH77299y1llncfLJJ7N161beeOONSed58sknOeussxgdHeWRRx5hw4YNbN68mXPOOaft9zwdtVr4zlzqUh98LosPZVcqwq9N6Sz1yrBlEeHLyszlkZESWakg/M3JI8+HHv5Myefz/PznP+eOO+7ghhtu4MYbb+Tss8/mD3/4AxdeeCGvv/46J510Es888wwej4ef/exn3HrrrTz22GP2OR5//HG+9rWv8aMf/YhYLMYdd9zBT37yE1avXk0y2Zo4XTtQEZbSwle65K5EsstcoGxK1/UJi7bLJcJfFg5feGcuj4wQ9vubYT708FtlaGiILVu2IITg0ksv5aKLLuLKK6/ktddes49Jp9Nks1lSqRRXXnklu3btQghhl6ABPPXUU7zwwgv89Kc/tR9e27Zt46qrruJjH/vYgqSJpJRomoZhGBMifFcx02UuqCfS5zr8GoQQ3wUuBoallJM6YYvqp/V14MNAHrhKSvm7dlwbQGga/sHjKB94t+lFWwAzkcA/OIiYZfQ9F3r4raBy+E4sy+I3v/kNgUBgwuvXXXcdH/zgB3n88cd56623+MAHPjDhPHv27OHNN9/ktNOq2kvbt2/nueee48knn+TUU09l586d9PT0tO3ep6O225VzAc2N8F3ajbOlofp+OTn8duUZHgA+NMXPLwJOGP93DXBPm65rE37/+5GFfEvvkYUC4fefPetrt1sPvx1ccMEF3HXXXfb36oGQSqVYvXo1UK3McXL00Ufz2GOP8alPfYpXX30VqM4ezjzzTO644w76+vp455135vS+a6nXz1ZFXq7Dd2k3yqacTl59vRz0dNri8KWUTwPxKQ65FHhQVvkNEBVCrGzHtRX+wUH07h6MxNRKmQojkUDv6cE/ONjSdVQOX/27+eabAbjzzjvp6+tj/fr1bNiwgYsvvtiO9u+77z7GxsZs53/++edPqYffDr7xjW/wwgsvsGnTJtavX8/27dsB+MIXvsAtt9zCySefPGn3KsBJJ53Eww8/zEc/+lGGhoa46aab2LhxIxs2bGDr1q1s3rx5Tu+7ltoIfzktoLksPpwpHTgc4QPLwuG3TQ9fCHEM8MMGKZ0fAl+VUj47/v3PgS9KKV+oOe4aqjMAjjrqqFOd3Zhger11tdN2us1XRiIBlkXv56515RXayFzo4R86dAi/38++ffuIRqP09fVx8OBBUqkUvb29rFq1qq3XczmyUV3hBgYGeOeddygUCrZNK1uMtlgNON8sGT18KeW9UsrTpJSn9fX1tfx+78AAvZ+7Fi0YpHJgP0Y8PmGnphGPU9m/Hy0YdJ39EkH9/Wo3wKjXXFzaSW2E72Q5RPjzVaWzH3iP4/s146+1He/AAP03/g2loSFyzzxb3Uk7Xo3jHxwk/P6zqwu1noUvUGpFD79V7fzlgvOB7UzpLIfB57L4cC7S1lb8LQebmy+v9wPgOiHEfwBnAikp5bszOVEzpZfC4yGwdi2BtWuRllWts/d6Z12N025a0cNvVTt/vpmLgaA2vjgrJ5zlcm6E79JuplLDdB3+OEKIfwc+APQKIfYBXwa8AFLK7cCPqJZk7qZalnn1TK4TCAQYGxujp6en6Xp7oWlNb6pymRlSSsbGxiaVgLbjvM7/ayN8tw7fpd1MFVC6Dn8cKeVfTPNzCfwfs73OmjVr2LdvHyMjI7M9lUubCQQCrFmzpq3nrHX4zrJMcHP4Lu1nugh/qdvcwieyW8Dr9XLssccu9G24zBONHH7tMUu5A5HL4qLWnmp32y71CH9xJbVdXByoaKq2csJVzHSZK+o5fOdmrKVub67Dd1m01A4up46O+vlSn2K7LC7qzRidrQ5dh+/iMkfUW7QF7JZzboTv0m4apXRqv16quA7fZdHSKKXjtjl0mStqHb4KLOCww1/KNuc6fJdFy1QpneUw+FwWH8rh14vql4NipuvwXRYtTlmFeuqFrsN3aSfODlfOSN91+C4u84By9LVlcctJn9xl4aldK2pUirkcbM51+C6Lllot/HK5zMGDByfk9pfy4HNZePL5PIcOHZpgS8rmlMN3lmWC6/BdXOYE5/Ra0zQqlcqkafdSHnwuC0+lUsGyLCzLapi3ry0aWMo25zr8OWIpG8ViQUX2pmkihLAbtjin4G4dvstsUDZlmqab0nGZGaZpcvDgQXK53KTXVQtEl+mp7XalxNLqLai5uMwEZVP1Inznfg/1Oixtm1tSWjpLhUKhgJSSTCaDpmkUi0VKpZIdjcZiMYLB4ALf5eJHOXqVT3UOTjel4zJbpJS2TalZJGDPKtXXrsN3mZJCoYDH40FKSSKRQNM0AoEAuq5TKpVIJpP4fD5756hLfZwRvsfjmeTw1dcuLjPBGdWbpjlhJ7ezB4Pr8I9AVDTgqdMpyzAMuzlHLpejUqnQ1dVFKBSiUqng9XptYwkGgwwPD5PL5ewm5y71qd0E4/zfdfgus8XZT6GZRVvX4R8hWJZFPB6nXC7T09ODf7yhimVZJJNJisUiHo+Hjo4O0uk0gUCAUCiEEAKfzzfhXB6Ph2AwSC6XIxQK2U09XCajFm2dTt053VbHuLjMBLVgq2yqnpNXKUX1Oixth+8u2tYgpSSZTJLJZOw/bCaToVKpoOs6qVTKfj2RSFAqlQiHw5imSSKRQNd1otHolE5cRfbDw8OMjIy4TqsBzpSOwuv1uou2Lm1B2ZXX63UXbY9UCoUC+XweqBpEJBIhn88TDAYJBALE43FyuRw+n49SqURnZyeRSMRO3wQCgYYdcxTqoVAsFikWixw8eJBQKEQ0Gp2PX3FJ4IyqnDl7XdfdlI5LW3BG8WqPB0wuy3Ta2FJXzHQdvgNVWePz+fB6veRyOUqlEgCRSASPx0MgELCrbzRNIxwOA9Uowev1Nn2tYDBIMBikXC6TzWbJ5/P2NVwmRlFOB+9Mgbl9bV1mg7IrlbZx2pxKJ9Y6+KXu8N2UjoNCoYBpmkQiETo6OggGg5imSSwWsx1xNBq1c/jd3d2zzr/7fD47BZTNZmf9OywXaqWRAcrlMiMjI3a+1d145TIbnE5dfZ/NZm2phXptDYUQlMtlDhw4sCT31Ljh5DiWZZHJZPB6vQQCAaBaL1+Lpml0d3e39dqaphEMBikUCnR1dbmLuExO1ahoXtM0O8VW7zgXl2ap1b63LMveL1MsFvH5fA0dvgrQ2u0L5pojMsI3TZNkMkkqlQKw6+Uty6Krq2tB7ikYDCKlpFgsLsj1F9QsfqIAACAASURBVBu1jlxFYkpiQf3cdfguM6VWeVXt94CqqFqjCF99XyqVllx654iI8KWUpNNpO4LOZrMYhoGU0i7NKpVKRKPRSWWU84XP58Pj8ZBKpdB1fd7vw7IkZdPCp2to2sLPMBrl5p2VEs7dtu6syKVV6qV0ar92ttJUDwA101T+o5W1u4XmiHD42WyWXC6HruskEgmgmn8vl8t2RN3R0UEoFFqwexRC0NPTw+joKOl0mt7e3jm/pmFa7BrO8ss3R9g9fHj94IT+COec2McJ/RE8+sJMAp2Dbypch+8yU5QKq9PJO3feOn9W6/CVk3cj/EWGYRhks1lCoRBdXV0UCgUsyyIQCBAIBBbVbldd1wmHw6TTaUZGRohGo3MWPRxMFbl/x15GsyVCPg+rugJ2xLwvUeC+Z/bQG/Fz9bZjWdEVmJN7mArl8Ovl8p2ohdvpSmFdXGqpl9JR1HZZc5ZsKt2dpVg0sOxHSSaTAaoRvBCCUChEJBJZ4LtqTCgUsrXfE4nEnEQQB1NF7n5qF4WyyZpYiO6wb0KpY3fYx5pYiELZ5O6ndnEwNf/rCrW7bJ3358QVUHOZKbURvmEYdSN69T0cdvgq1+86/EWClJJsNkuhUCAcDi8ZoTJN0+jv76e7uxvDMCgUCm09v2Fa3L9jL5oQxMJTrxPEwj40Ibh/x14Mc34N26mUCYebTzibULiKmS6zoTaKV5F7bccrOOzwlQyDcvhLzfaWrcNPp9Ok02n8fv+ijujr4VTXbHfVzq7hLKPZ0rTOXhEL+xjNltg1PL97BJzNTxRSSnugOSP9pTboXBae2oVYYEJwUSun4IzkncqaboS/wCgtnFwuRyQSoaenZ0Hyu9KysEol5CwMIhAItL3065dvjhDy6kijjKyUJvys0XVCPg9PvznStntoBuXwa+9JDTRnhL/UBt1c0Q6bO1JwOvTaCF/5i3oRvnpQ6Lo+SdhvKdCWRVshxIeArwM6cJ+U8qs1P78K+Bdg//hLd0sp72vHtWsxTZNisUhHRwcdHR1zcYmGSMOgNDRE7plnKA3tsV/3Dw4Sfv/Z+AcHES1IJwQCAXK5nP3wmi2WJdk9nGVFwMQqVncJCrOC8IeR5Xz1AaDpaIEIQjucAouFvOwazmJZct5KNlV+tTaH75xKO0vmjlTabXNHCs4UjTOKV5Ipito+trUPiqVme7O2BCGEDnwTOB/YBzwvhPiBlPK1mkO/L6W8brbXmw6Px0N/f/+8R/WVQ4eIP/gQZnwMEQzhWbnSNojygQOUHngAvbuH7k99Eu/AQFPn9Pv9BINB0uk0Pp9v1rX5ZdMCywCjgvD6QWjIcgFpVkBKhMeHNCtYpTx68PDDUg2IsmkR0OZ+LUSVx6mUjjPSV1o6tRHXkchc2NyRQj3HrVI1znRhI4VMNRNYahF+O7ziGcBuKeUeKWUZ+A/g0jacd8YshLMfvWc7VqGAd9VqPLHYhKoSTyyGd9VqrEKB0Xu2Uzl0qOlzd3V1oWnajHV2nIbq0zWEUUICwhdC8wXRgh2geRBefzWy9wbArFQfAjXn8M1TTb4zl1qrqVMraHWkpnTm0uaOBJwzx3qbrRT1Ujrq9SPV4a8G3nF8v2/8tVouF0K8LIR4VAjxnnonEkJcI4R4QQjxwsjI/OaMZ4o0DOIPPgSahqeO9o4TTywGmkb8wYeQ4zt8p0PTNCKRCMVikdHR0Ql6/NOhpJfVe6S0OKrLQ9pwKE7qXvRgB5q/qvopvAEQAquYQ8qqMSfyFU7oj8xbOqd28Uw5eOXsna8vxWn1bJlrmzsSqBdA1KYPnV/Xs7GlaHvzFQr/P8AxUspNwP8L/M96B0kp75VSnialPK2vr2+ebm12lIaGMONj0w48hScWwxwbozQ01PQ1wuGwvUEsl8s1Fe2rblyq7WI8HieZTHLq0THyVuO0jBACLdAB0kKWqn0B8mWDc06cv79HbYTv1CdXOdZa+eQjifmwueVObRUOHM7hKxot2qqfHakR/n7AGbGv4fDiLABSyjEppSoJuQ84tQ3XXRTknnkGEWxRkiEYYPh//9IWbJsOIQSRSITe3l6CwaCtBTQVakdxd3c30WiUcrlMqVTivUevoLcjSCLXWNpV6B6EL4A0yiTGRukJ6pzQP3+lrfVSOs66aGcVxZGY0pmJzYlgkMQvn2ZsbGxJyvq2m3rRvJpF1tLIsR+pDv954AQhxLFCCB/wCeAHzgOEECsd314CvN6G6y440rIoDe1Br9OpypCScoMFxWJXF4m33yafzzM2NtaS0XR2diKEIJlMUqlU8+yqcYtquQhVh6+asoRCIQYGBujt7aWrs4Ortx2LJeXUTt8bJF2pGvSl67pAzp9hOx2+c9G2NsI/EjdeTWVzlpSULAuzzudhRaOMvPUWxWKRsbEx206OVJwpHUVthO+M5msVM52vLyX7m7XDl1IawHXAT6g68v9bSvmqEOIOIcQl44ddL4R4VQjxEnA9cNVsr7sYkOMOt3a7f1lK4qZJ0jQpjRtD3rKImwZ5y6IgISgtujs6MAyDsbEx8vl8U4aj6zpdXV1UKhX7YZFIJMhkMpRKJftBUC6Xbc14qBq2qvJZ0RXgunNPIOjT2ZfIE8+VJ0xZ47ky+5MFgpEOrr1wCz0RH6Ojo/PWXcoZzTsdu3ptKQ+42dLI5qSUJEyTlGWRGX9gGuOv5SyLrLTQpKR/vJmPspkjtWNYMykdRW2RgHNNSb1vqdCWAl0p5Y+AH9W89veOr28BbmnHtRYTwqGY58z1ZUwTlSUvSQmWRdayEFAdeEhCCAKRCFGvl0wmQzKZpFQq1W26UkswGMTj8TAyMsLBgweBajWPx+NhbGyMkZERNE2bUv1zRVeAmy5cy67hLE+/OTJhJ22tWqZhBBgeHqZYLNotHecS58Bzfu1M6dSqFx4p1LM5gJy0MAGfEJSlxJSSpGkigYqUICURwBMI0O33k0qlyGQy5HI5+vr6loz0SLuolU4A7A1VMHnhtjbCd6q5LqWAw92RMQuEpuEfPI7ygXfxxGIYUpK1qgMvquuULIuilJhIdCCm65gAiXh1Q8x4pytVa5/NZolEIk0pZHq9XoLBIMVikUgkYjviUChk6wdNV57q0TXWrexk3crOKfXwPR4PHo+HUqm0IA6/NsJ3Onx1zJFCrc1ZUlKUkrwlCQpBQNMomyZpy8KianMAMhEnMG5zOlV58EqlwsjICLlcblGpxs4HtQ9MmBxcTJXScUb4S8nhLztphfkm/P73YxbyJE2TuGlSkZIOTcM3PvgkYEgIahqaEHiFgEKR8PvPnnCeSCTScr19NBplxYoVE3YU13utGTRN4NM1yqaFZU02YL/fP28dfpwDr15Kp7ZK50iK8KFqc7KQJ29ZjJkmWcvCJwQRTcMrBDrVqN4jwDtuc6KOzamgIZfLLdhD07IkxYpZ1+bmklqHX5smrNXTmSqls5QcvhvhzxLfcceRicYwUik6o1ECQqCNG49XCLo0jQqSgJJgTSTQe3rwDw5OOI/qa5vP55vWd6+NUKZ7vR7NNkFRMg+FQmHOG8VYloXX67UrcJztDZ0OXy3gmqZ5RGni+wcHKcViZJJJQl1dhMYdvSKq6xSkhV9UP49GNgfVQKNQKNizwvlgMTTeqWcvTv2m2gjf+UCsnWG6Dv8IIlcsEv6TD2M9+hi+VAqtJgfv1zT8418biQRYFt2f+mRdfZNwOEwulyOfz8+LwmerTVC8Xi/ZbJZgMNjSQ6VVnAPPObDU/7U5fOd7jgQMKfF8+MP4H32McDo9qR5fF4KIqKZyprM5r9eLz+cjl8vNi8NfLI13aiN8FVwoSW5nyaXqTwETZbuXosM/MkZImyiVSiQSCbuJtlr46li9mtWfuxYtGKRyYD9GPD5hCmjE41T270cLBun93LUNdU08Hg9+v59cLjfnRjSTJigd41VFavNXMpls+306o/pG3a6cglcq+lquaR0pJYlEgkKhgJTSLqv09vZy9DWfnbXNQXXdxzCMOS/VXEyNd+rl8OFwbb2u6w1TOm6Ev8yRstqsOJVKTWpKEolE7G5a/Tf+zbhy4bPVXY1SghAtKReGQiG7nj4QmJsIp9UmKIlcmft37OWmC9cSCARIp9P2z4UQdHV1te3elOPWdd3+urYcUzl8Z5S1HB2+aZp2Gs1pc16vl+7ubnRdx98Gm1NFA/l8Hr/fP+WxM2U2NjcX6R3LsmzlVUXtelE9h1+b9lHvWyq4Dn8KDMOwm56rKZ2zmsHj8UxwysLjIbB2LYG1a5GWhaxUEF4vooVUg2p8ks1mqVQqdmWMs6Z+tqgmKGtizeXiY2Ef+xJ5dg1nWTsQpVAo2NNc1S+4Xb13VVSv67q9m9gpsQATF9iWY4SfSCQwTdPeEatUU9VnEAqFDn8GbbA5dc5sNovP56NYLOLxeOxNfu1gNja3bmX7K4hqd9XW5uudZaq1O7qXcpWY6/CnIJPJUKlU0HXdrnoJh8NNDQKhaYgZREtKRiGVSlEul9F1nUQiga7rs5ZHVvzyzRFCvtb+9KoJyrqVnXau1+/3k8/nyWQydHd3t+XelOOu7XYFE1M6MHmQKqSUdrezuZolzRWlUsmO5lV/41AoNCkarcdMbQ4Orx+lUil0XbfTO+2avc3W5tpNvRy+M4Co1/XKOftcqjl81+E3oFKpUCgUiEQi816jHAqFqFQqBAIB/H4/Bw8eJJ/Pt8XhqyYoq2oWxKRlYhWzCN1jK2c6qdcERSl5ptPpCQ+oaDQ6IXoyDAMpZVOzAGeE70zpOP+vjcxqHw6pVIp8Pk8+n6e3t7dts4/5IJPJoOs6/f39c7owXovawW2aph1wFAqFtkT5DW1OymrjHdNAC3RMmpXMZeOdWofvlOFWG7BqHX69CL+2Rn+x4y7aNiCVStkObb4RQhCNRgkEqhUMgUCAYrHYFsMqm5NFowCsYhYsE1kpYZUnN05Xx5drmplHIhFCoRC5XA7TNCmVShw6dIh8flxpM59neHiYkZGRphZ5nW3mnNF+bQ5f3ZNy+Cr9YxgG+XzeTnvkcrmWPp+FJJfLUS6X7TWh+SYUCtnXVimkdizkNrI5WSlWu6yNBxu1ttHI5maLcuq1gYNzpjhVhN+oRn8p4Eb4dchkMpTL5UmR6kKhds+2owZeNTGZsOhkmWCZCF8ILKPaBUvzIDyHI2Nl1PWaoESjUXvjmGmadsRvmibZbBa/32+XdBqGQSwWs9U8a52bs0G0cv71HL3zf6/Xi2EYVCoV8vk8Qgg7BacelAvhQFuhUqnYaai53ufQDD6fD13XyeVys06L1bM5AGlUQPOg+QJVh1/KIQKHA6ypbG421NPRcVbhABMi/FrNnKXs8Bfemy0wlmXZte9SSsrlMplMhlAotCgGHjDBYc7WuDRNMNgXJpHOYY03MZfGeH9bjxfhD4PQsMp5+z1SWtM2QfF4PGiahtfrJTYu0KXSE7FYjM7OTns7//DwsC0lkclkJpyn3i5bRaMcvt/vRwjB2NiY7aB0Xbej1GJx7sr7ZkqxWCSbzWKapl16qWka0ToqmAuBEIJwOEypVJq1nLKmCY7vj5DIFrHKherislVttyk8XoTHh/BW5bilWZ2pSWmRyJXnpPFOPWlk9X0zEb7H45lwDtfhLyHGxsZIpVIkk0n7n8pnLiYikYgdxTaDmrbWM8YzVgcp5tLIUg6zkEZWiqDpCK3aCUv4gmCZmPkUVjGDlUtSyOeaboKiaRq9vb10dnbS09NjO+hAIEBXVxe6rtPb20s4HCabzVbTP5YFlSLm+CI5MG0O3/m7qYXNaDRqO00VpTpLGpvBkhYls4Q1R5LQ2WyWeDxOOp1mZGSEdDqNYRhEo9FFJWKm9JhUeq4ZGtnctmOjFDMJZLmAVUhhlao7bIWnui4lfKrTWgarmMXKpyhmk7z/hN72/DI19wiTpZGnc/jLIcI/IlI6arNQMBicsPBZLBapVCpEo1EMw7B1bLq7uxddCkBFsaVSacrFW1WhomYsquonEokgRFVZsj8Isc4IaQM6hQmICQu1wuMD00BKE2lUSBdNYl44qqv5xU913VqcMyevJqi8+xqZl/6dUGkIKcEseAiuOBbWn49ZDk1I6dRz+GrA1XtAq1y00ooplUqUSiUMw8A0TfthJKVECslQcogd+3ewN7XXPsdx0ePYumorg9FBPFrzw0VKSTabtWcazooOlebq6OhgdHTUts25qoGfKUIIfD5fU3n8QqFAJpOx11L8fv+EB9hAUBIN+0lbfjo9JpgGwhdCaEqdUkPzhbCMMtKskC4YRAMa/f72l9s2Suk4Hf50i7bO97gOfxFRqVTs3bG5XI5QKITf78c/LhHr8XgIBoNIKe2NJ4uxlE+lS0ql0pTCaKqjkYp4K5UKmUyGfD5PT08PuVwOj65x5Tkncc/Te0kzeSOMEAIRqD4AErkylt/isi3dZNIpAn5fe6LQ9AHEb7YTTI2RkmHM7tWYCKQm8Wb2w6+/iWn0IY45HxmN1s3lK6YacKpD2MjIiN1MRQ3m0dFRpJTEi3H+18j/IlFOEPQEWRFeYQ/kA9kDPPTaQ3QHurli3RV0+7rtBepGgYFlWfZDF7AdeigUIpPJ2GsXPp+PYDBIqVRatGqVfr+fYrGIYRgNS0NVOafX66WjowMpJblcjuHhYTo7O/H5fBiVMn+x9QS++9y7pKWXWGRy0CK8fnSvv2pzAcknzlxJuVS0F+HbRaNuV07nrWzcmVZ0Ltqq87gOf5FQKpXs5iBCCHp6eigWi3a+XtXS9vT02M5kvkvhWsXv99tRVL3BZxgG5XKZzs7OCdF1MBi001WVSoVgMEg0GuG6c0/g/h172ZfIE/J5iIW8tgEn8hXyZWNc1+R4esMehoeHyefzLStxTiJ9AJ7+VxAavthqyEvKlsCSgABvuBu0Hsx3k4j//gF0/iVaoL5zbZRCUHi9XqLRKOl0mq6uLrt6p1KpkMvlGCuM8dibj6HpGis6VqD5J/Y0jQVixIiRKCb41u++xWWrLqMn1IOUctIiuio/jcfjdnmjz+cjmUySTqftB4V6HaoL3rUVI4sJNesoFAoN/+6qu1pvb6/9NwqFQqRSKdLpNF6vF03TOKa/m+vOjTRpc1UtndHRUXtzX7uoTek4N1UpB19vHckZMDh/5m68WkCklCSTSTtv6/V67am73++ns7OTeDxOpVKhu7t7QnpksQ46hSp/TKVS9PT0TPq5c2emk0AgQEdHB6lUakKqxdkE5ZdvDPPGoSyaqDq6esqFaqNVM1r7DTEN+M12EBqEevBIiRBQNsGSoAvQxxfpLF8HWiGDfOVxOPWqhjn86SKsegvwXq+XSGeE7+7+LlpQo5NOzIKJ8DkE2UoWwiMQetXxx/Nxfvz2j7nhnBtIJVL2jNGyLHsDmrqXnp4e+++wYsUK8vk8yWSScDg8wXE6Zy6LETUDVqJ59eQIKpXKpA2Jaj1lZGTELjXVNI3+Dj/Xn3s8b8XzPLtrdMrGO1BdR0gkEhSLxbbNvGtTNbUb+OqVa6qvnTpObkpnEWBZFuVymXA4TLlcpqura1InerUrdDEPtHqoHb+pVIpSqTTJsZfLZTv1U0s4HLYHjIpQJsjUjuTQBZhSsraBTG0kEiEejzM6OmrLPbTs+Ef+G3IjED0KGM8Ta+MOH4lXH3e2UmJJEIEOZOEgIvUOYkW1NXLt33OmEdZQcoh4Mc6qzlVIQ2JkDWRZIvwCq2xVHwCaQI/oIKFD62DYGGZvei/vCb+HZDJJPB63+wSoz9fr9U7624RCIQKBwKIPKurR2dlpVxXVVhGVy9X2mPXWldQGsnLFYG+8yC9/NzRJDvnqrcdwdE+IkM9TtxonEAjYLRnD4XDTu46nojal43TYSmOn1slDNcJ3/qyRyN9iZtk5fF3X6evrm3JgLTVH70RpnmQymboOf6oFXWfufSqZ2v3JYl2ZWr/fT3d3t11nr9rjtfR57v4Z+Cbu5A14IFWqDrqO8dtX/TA0AdITRN//AuKkM6uv1TQyn+mA27F/B0FPVaNIRfJW0QINrIKF0ATSkpg5E2lWbygYDPKrA7/iqvdeRT6fp1gsEgwGm+pUthSdPVTtRlVURSKRCQ5XzSob2d1wpjylHPJ3d+ydUg5ZCEFvb69tb9lsdsLsaSY0ivDV7m5d1ydF8c7ofynn8JemBU7DYhxYpmnaPUQVajocj8cZGxsjnU5PW3YpRFXoqlwuT3B0lmVhGEZT8guzkan1+/309fXZlU0t1bhbFoy+CcGJujsBDwiq/wLjvsS0qsKPGiD9XYjk2wjHwHLusrUsq+VBZ0mLvam9RP2HI1Y9PF4OmjPt77WAhjQlQhN4Oj3EQjH2JPcgkcRiMbq7u4nFYotKvqFYLE6yJZV2UjueW93TofSTait2KpWKvQejlnbJIWuaRiwWo7+/394MNhucTlx9r15TefpGNfrO/L7r8F0aksvlyGQytuYMQDweZ2RkhFKpZEvhjo2N2aVtjVBO3Tmg1Xumm+62KlOrCcH9O/Zi1GxvDwaD6LreUo025vgGnprBpGuCoFcQ8h7uFmZJkIBWzaYAEk0e/lycjsO56NYsFasy4TxANX3ToaMHdPSwjtAFml+rfh/REdq4dgqSilXdL7DYKrrUJq5sNksqlQKqUfihQ4dsaQv1QHDKXE+Hruvouj4pIDEMo+7Drl12VnsPqo/zbNRRG+XpVfBQm6cH6kb4S1Ei2XX480ShUMDv99t9a9PpNKVSiUgkQl9fH/39/fT1VTc2jY6OkkwmGzp+NcCcg099PV2kqWRqpxuEiljYx2i2NGFxDQ7XuKscblPo49esc3w0IOgKOMSs5Li0u+N6wnN4Gu9sczgTh+/VvOO3UqPfogm0gIbwHH6gaAENoTmm+Aj7/YsNJSURCAQol8v2YrGmaXR3d9PX18eKFSuIRCJ2gNFsH2Wv1zth162UsmHFWLvsrBa1+D4bjZ96wmnKDpQ0ciOHr2YGzu+dxy12XIc/D6iIJBQK2RFKNpslEAjQ2dlpDxiPx0Nvby8ej8feyFIPTdPweDwTBp9hGBNKxhoxG5naWvx+vy1H0RSaBr0nQiE+7aGmncMXUExB7GiE43erFVBr1eFrQuPYrmNJlpItvS9ZSnJc9Dg0sTiHTi6XsxVLhRAkk0lM05wgxgfVhdjOzk4Mw2gqlQiHNYvUZz1VkNFOO3Pi8XgmyDfPhEmaPo6UTr1KHDgs163srrZHg+vwj2DK5bItdpbL5Ugmk3azFCU30N/fX1dDXjn9UChEsVhs6Mi8Xu+kCH+6dI6SqY2FJg9QaZlVEbU6OGVqnfh8Pnv3b9Mc/8dQnj4Hq2ryAYRZhDVn1NXVmanDB9i2ehsFozXZhbyRZ+uqrS1fay6wLMu2s0KhQCKRoFwu20J2fX199PT0MDAwUHeRU80uhRBNpeaUY3cqk8LkNOJUdgYgzUpdB9nIzmrx+Xyz0vdxOmqYGMU3cvi176t1+EulUmfZVeksNEoUzIkSFFPG0UyFgaq5LxQKdZtLq1mAc7FpuvM2lKmVFlahms/VAhGEPnGgquPLpkVAm9gJyOv1UiwWm5f07TsJwn2QH4PQ5L0EClM6ovtADGLHTHL4KqfqjDpbYTA6SHegm0QxQSwQm/b4RDFBT6CHwehgy9dqN4ZhMDY2NiGXrfZYKHvxeDzTBgGaphEIBJrSvlfnUsUBhmEghJg0q2xkZ0BVPK1cqNpYIFL3IV5rZ7X4fD4KhcK0VWmNkFJOuGcVMKjr10vpqK/dCN/FRskBh0Ih+vv77X99fX0t1w57vV48Hk/D6LlWsrV2IaoeTplaJ7JUsPPq9bTwp5KpVaJuTS8A6h5437UgrarTb4BpSkQpDUhYfylC90xyDs5p+EwcvkfzcMW6K7CkRaKYmPLYRDGBJS2uWHdFS5o6c4XSB1Kzxf7+fgYGBmYk0aBURadL6ygnWWtztY69oZ1ZFrJcAKEhzUp1E57z51PYWe39qk5wM/m710vpOL+u1/pQ0SjCdx3+EYhyzuFw2I6uZrNJxO/325t6anEqSiqJ3eny97ZMbf7wwJZSIo0SwuOvLoqaBlJaSNMYl6utTClTGwgECIfD5PN5u/R0WnXKzlVwzt+BNwTJP0Bu9PBCrpSQG8VMv4vw+pGbPgHhnklOpbbr0Eyn1APhAa7ZdA1BT5AD2QMkiokJO3gTxQT7s/sJeoJcs+kaBsIDM7pOu1Eien6/37azmZYjq9TcdCW2qpJFzSqcvQuc1LMzAGlUx4c2rnkvzXLV1owK0iiTyBabkkNWZZqmaVIoFOyqo2adbr1F29rzL9cIf+FDlSVKpVLBMIwJzcVLpRK6rretJjsQCJDL5SiVSpPK/2qbhDhfm4o/OrGP+54eoltVTygtfK8PZLULkZWbuJBZzBqcfcZ7Gp5T9UM9dOiQ/ZplWXVTUTadq+C8v6/uvB36OYy8QbUAUyB7T8R4z8nogRWIYBBqBihMlKhV15spA+EBrj/leoaSQ/zqwK/sOnuBmLFaZjtRon7Ov7lhGG3Tl9E0rWlVTGfrSbXztB6T7IzxvguaB6F7QPciK6Vqx6txipkiZ568oql79vl8eL1eu/QUqmtnShtrKuqVZdbm7msduXNhF1yHf8ShFDiVxkggEKjrmGeDc1G0GYffTITX7zfp1gokUhbRzkh1EAoNoXsnGK3whxGaTjJbIBqwiGkFTLOj7kNF6a0YhkEkEiGfz5NOp+1GJA3RPbBiQ/WfZVXr9HUflpTI/fsRlcOLe/U2wji/nu2A82ge1navZW33WixpUbEqeDXvglfjlEolksnqA1gt+qsF1nbamt/vJ51ON4zaFU6Hr0oY63Fsd4BuvUhirEA0FqvO3FRXNUDoHqRZqTZA8QZI5irEOjR6vAaZTKYpgT4lM6I0fpLJpK311Ihaxw2HRdGcDwI1c6yN8BuNtaXi8NtizUKIO8ADYAAAIABJREFUDwkh3hBC7BZC3Fzn534hxPfHf/6cEOKYdlx3PlE1x1BdtFJlkFBdqB0dHQVoaw9cIYQtT6uuqwS6VDSiUjowfYSfy+UoFQv82SnvwSrlSMbHxgedz76eFuxEC0XRvH6SRQtL9/GpD24AKaes5IjFYvT19Y0rcVZ3r6roy7IsUqmU3fawLpoG3gCMD7za/HDtAKttQjGbjTiTbkVo+HU/QoJVKlW7M80jpmnaMxaVHvP7/ZTL5QnqkbPVlHGiHh7K1lR/3VqUw1frJvVszrIs0qkkl25ehWWZJMdGsUrVyizb1rwBtGAHWqCDZFFiaTpXn7uRSLgqHdLMjC0QCNjrFkr2PJPJ2LagKuScM5d6AYTzWlPNDuo5/GYF/JpFWtac2tysLUYIoQPfBM4H9gHPCyF+IKV8zXHYp4GElPJ4IcQngP8BfHy2154LVEs85xTasizi8bit+qdQmj1qB2NHR0dbByEc1iNXkZ5yBqpzlHKOMHWEXy6X7ah7/coYnwlHePiZ1ziULhLoCBLzjRuzpteVqR0bq/aLVY1UpkKJvKXTaVtLPZfL2Xni3t7eKR9OaiNMrUiaE2cO35lXni3SMCgNDZF75hlKQ3vs1/2Dg4Tffzb+wUFEm/7GSh7DGakXCgV7o1QsFrO1emKxGOVymVQqRTgcbmtgAYcrepTDV8qqvb29E1KUyuZU8FPP5tSD/YSjVvC5nl7+5/9+lUPJHIGAn1j48N8xUZTky/kJdlapVKvPlK21QldXl91BrLOz0/4d8vk80WiUUCg0oa5e4Yzwm5051nZlm43Dn0+ba8dZzgB2Syn3AAgh/gO4FHA6/EuB/3P860eBu4UQQi6yeZBhGIyOjmJZFl6vl66uLjvSUQNTbYZSlQJQjW7nimAwSCaTYWxsDCGEndcPhUJ2tKVK46ZyxJlMxu6ZKoTgmBUxrj13HbuH07w4bDYlUxuPx20HNB3hcJhCoWBH+UqaemxsjHg8TiAQsPcO1Gtk7lyQrZ2Cw8TBqJzQdOmI6agcOkT8wYcw42OIYAjPypX2dcoHDlB64AH07h66P/VJvAOzW7x1lu+qbl3qwe7z+TBN0541qhSFz+ezd2PPBaFQyN4B7vf77eY5zv0iylGqip5JJZnje1A6Ojrw+/2s9vv52z/Zwv+36x1ePFhmKHF4YbienXm9Xnw+H7lcbpLk8nR4PB4ikciEKL+vr2/C7LJYLJLJZCY8TNQYqrUzp43Vzgxq9yTM1JXNp81Bexz+auAdx/f7gDMbHSOlNIQQKaAHGHUeJIS4BrgG4KijjmrDrTWPYRjE49UdoF1dXaRSKUZHR2254c7OTrxeL4lEYl47FGmaRmdnJ8lkkmg0it/v59ChQ+TzebsWHw5HxbUDRJXbqXt2RjY9Pd309HRz5rrqZpmyaeHTtYbVOF6vl0wmM2HHZiOEEHR1dTE2NoaU1RaEaj9CMpkkk8nYNfyGYUxwKs7fpV7kpT4Xp8NX/X5t6WfDsNUsu7q6pt2jUDl0iNF7toOm4V21etLv4onFIBbDSCQYvWc7vZ+7dsYDMJPJkM1mCYfDGIZhPxSVw+ro6LCDj1AoNKNa85mgHtJQDWKU/lPtg9Q0TTtN4mwGon43TdMm5NEDfh9nbRjkrA3T2xkcluGubTDTDJFIhGKxSLlctqWVY7EYiUTC7jZWLpdtuWUVLNQu2sLkCL/2Zx6Px96LoNYG1OxEBYxTMZ82p1hUi7ZSynuBewFOO+20eYv+LctidHQUIYTdFEVVLTgjeagOhGZq3ushLQtZqSC8XkQL76/VUg8Gg7ZRqS5WSoNdOc58Pk8ul6NSqdgzgKkWszRNTLnZBaqDSTWjaCbK9/l89Pf3I6W0U11+v99+TdM0UqnUhP67cNjhNxps1fs9/Pkph6+iLfX3VO9XOkaNkIZB/MGHQNOqg2wKPOMDMP7gQ/Tf+DctT7WVEw0Gg3bQoNIozs/U6/UyMDAwrZ3N1KbqoVI46mslxZ1Op+2oW6m7Ov+m6m8IVcdfG1g4acbOAoEAPp/P/pxaifLV7+DU+NE0jZ6eHkzTpFKp2PZVKpXsBjbquOkcvjPfr1qIqqBEfQ5CVDuqTbWRbT5tbsK5ZvzOw+wHnDV7a8Zfq3fMPiGEB+gCGu+6mQdUFKD6jEop6enpsadqXq+3YXllK86+Xfk55zU7OjoolUr2APT7/XZkowZeMpnE6/USCoUoFAp2Kmc2qM5HmUwGXdebijzrpVhUqgawHYlTddEpUVtbJuc8hxNN00in0/Z5LMuit7fXLmuth6rGMXfvwYyPTYqyGuGJxajs309paIjA2rVTHiultNv8eb1eex3FmQZs9PBsZGdzmfN1fq7OtZhCoYDP5yMajZJKpchms3R1dU1om6mCiynLcZtERfkq/dLKmBPjO8BrUWqfKqqvjFeB1Ub4telEqN/dSs1Qk8kkfX19GIZBOBzG7/fba371Ag1LWmTffB1jbAzf6vbb3JTnmfE7D/M8cIIQ4liqjv0TwF/WHPMD4Erg18BHgKfmM39fG5GrKZ2U0s6jdnR0tF3TfK7yc7qu2z16VQee7u5uu28tMKHHaFdX16ydvaKzs5NEIsHY2Bjd3d2zakQBh6Wey+Wy/fnXq9BoFOGrmUAkErEbh6uHkdr+XygU7FmQYRkMJYfYsX8He1N7AVj34zdYmddZUfDTHehuqhRTBIPknnl2wuCrVwHibLep7nu6qf5UzHfONxKJoOs6Ho/H/vt0dHQQj8fJZrMIIewFUZi8qWmmBAIBO8Botr6+GVR60Ofz2Q7f6YpqCwWmcviBQMCenSYSCVvWQj04nF3pau1u3Y/fIJzMEfIOs6bjPU3ZXT2ba5VZO/zxnPx1wE8AHfiulPJVIcQdwAtSyh8A3wEeEkLsBuJUHwrzghKV8vl8dpu/ZDKJrut0d3dTLBZtne12Mtf5OZXvVSVsakFPNTJ35tnb5ezhcEpmdHSURCLBwMDArM6v6zqapk3Y1q8W0ZzRVr2yTIVy+KFQiEOHDtlpBXW/QghyuRw5cvz7y/9O0kwSDAZZEV6BkDAw+nsSXZLhkZcJeoJs7NtIxBuhIiU62Br9E+47FqM0NIS0LMT4esLo6CimadodsNQCplr/UTPKmS4sL0TOFybPQDo7O+2NdYFAYEKevZ22FovFCAQCtr5/M7X506Ectt/vp1Ao2AUCKsJvtIO7Xl2+Sruph5KzG5jP57P3BOwd3ssTQ0+QlEmC3iArggOsGH2VYk83mXKGlx12F/SEkYCnCZubCW2pw5dS/khKeaKU/397bx5k2X3VeX5+v7u8+/YlMyurSiWVpJJUlm3UthHG2IMN2AzQHWMYoKFBxsCY8bhnCCaGaWKIIIae6AkimB7PEhN0Y7uhWSThaXDQA0EPTDQ2YCFbNgYbb7IllUqWVFmVy9v3d5ff/HHf75f3vXy5L5VV9b4RGZn51vvuO79zz++c7/kedUkp9Svj23557OxRSg2UUv9YKfWAUurNmtFz3NB5Ndu2iaLIRKZBEFAsFo3TPGpnv9/8HFJS+93HUbsMPpn5/ERbvWVZpFKpY9mtJKHZPlEUHXr6ECSUP6MI/AHRuBAGW6cTJY9B35+k2i0uLrK0tGR2DpZlkcvleLX6Kr/5md9k0B+wJJYoWvGuRwYhAoHrZLDdCj2l+LvVv6UxalMPQ5pRRDeKCGdpqiiFGl+odHrNcRx6vR7VapVms4nruuRyOfO9HNTZn6RN7QYd7RcKhSOnh05DNzVq7aDDQtuK67rxrmgwiLt9Ezr4yZ1aMsKf7u7WKBQKlEqlCSJHoVBAKcXXXv4av/fF32PQHbAslyl7ZayxuJwSEmnnsN0KfuTzd6t/y/VhbHf+jPeZtrmD4FQVbY8Ket6r1tcol8vYtm0GThcKhUOnInbC8MqVY8sJT+Ok2ELT0Doumm1y4MguDLDrV+g9/xQMrxApiPo2In8P4p43E5Xu2SKcBpORZJKDP+tC52U8/mzlz5CWpFwqE/bCeGatLYhsi5G06eOAEFh2ltDv8Pnq13nt4iP4yHjxSUl2/J79KKIXRURSUvR9ZBQZ9lKlUmE0GlGtVo0u/VHgJG1qN+hC6kmxh/L5POvr63S73UNH+VEUIaIQp/ocfOnjBJ2rqIFFGAqcpQtw8VtRCxXYpvY0q99j1kXccRxyhRxPfP0JpCcppUqEgxDhC7AtQgR9HNTYpmw7xygc8PX6C3zT4utph1CZqsMopUAIxCGCudvO4Wu5A82XT84brVQqO+p/HBW6Tz2FSG9uc0Ol6EYRKSFwx9GqjhgtnXY5YH7upBbdLOTzeTY2NkyUv+/UWGsFnvkQdrOKUlnCyl0ESoBUyN4afPkPUKky8pEfQixMSinPGoCyXWHvxeaLNESD84vn4+emZTyYPFBgCZpnK6RrHUTOZiAchJOj53cZ+S3OpRdoRSFDFZFF0osiOlGEbDVx7r6b5lgl1HEc49x1ei05Du+wmLYpXykGUURKCtxx7jdQCsHhbWo3SCmPTMdnL3Acx0T5OhWTz+cPxpRr30D8zRNYah2CPH7mLMoCNVK4/VWiL/4+6tX/CG/7AEJkJiJ627ZnOvztGrRWhis07Sbnc+fjnepQoHwFjqRxfhGn3sfKSkbYBMJC2ln6fofIb1FIb5UOD+v1uCB/CJu67dQybdtmeXnZDD1OOiDNnT1OqChieOVFrERk144iBkrRjCJqYUg7DKmGIbUwpD/epur8XHgMW/Djgo7y9XzUncYybkFrBT75QfB72KW7wCsSIggiQID0ipA7iwoGiM8/juisTjw96fCBHTttn772NGk7YQfj8YXKV0TDiOZD58j0e1goHBXiqJAcAdXOK9hC4AlJoKAVhnTGF+5Cf8Dd3/WdLC4uUqlUWFxcnHBAh1GvnMa0TSmlaIchfaVohBG1MKA1tqdaGDK8hW1qO+TzeVMn6Xa7E6Jpe0ZrBfXMhxHBAFm+B5kuMooEOlPkZEqQP4vye/DJDyK6axMpnf06/KTdCSEQTuzwVaCoP3Qeb9DHQuESYKmItBqRJeTG2O6mofp9st/+n+z/cydw2zl8iJ2BFlQ6aej8mnZEwyhipBQ5KSlKSQT0lcITAkcIOuP8sBCCNnDj2jVT/LsVUKlUKBaLhva53VjGCYQBPPMhEBIyC2j58yCKfwQKIeKBV8IrxOJun/u3E/rpSZla2N7hRyriavMqpdTmBVgIgXSkcfiju0sExTROu49LiEtI2vZiqWQUKSGQwEgp0kKQaTaxFxZIXbqE67p7akQ7DKZtaqAUAVCUkryUhCq+LS0ElogDDO2AmsQ2VavVbpmpTLOgWWeFQsE0iO1r6tXY5iIkIh2zpGwp8CMI4kwJzjgzo9KV2Ob+7olYunlcJ0oKxyUxy+HPtDs7flzYDRmeLaLyLk47dvoeARIm7C6JoF7HGtvcYXBbOvybCZ1fM00/SsVfpBCkpKRoWWSkID9erAroRRH9MGQgBOlcDt/32djY2NOc0ZsNzbvOZDJmLOOuF6v1r0F33Uy8ssbOXTt8w4rRPtQrxime9a+Zl9hrhO9Hk87SPD8lQYwjr6zNq9/3DxCRwmlrCqVAAaEKsYRg0bZZtG3SrRZCKSrv/Ykj0zfZDVtsKoqwBaSkJD22o6yU5C2LvLRMUNGNIkZCkBn3bdxKgcQsOI5jOpG1Rs6eMbY5lS4b+7IlBKEy09WcsTdUAJkFRH8DVX/JXCj3E+HPsjvhCKQ9ZgFlba5tsTlI2p1GUK9DFB2Jzc0d/hFDSEnq0v2EjQahUnFUmOjgc4UgJ2M2gCUEaSHoK0Wz2SB7991UFhZMt2OtVjNiaaPRiG63e6plWLU41a4L8YU/B3ezOUcIgSVhFIIfKXTHfbLzXjjZWDd/jGm+9KyFqJTCkZPO0jzHFtgFG6sQfxejSo6XfvBbCFMO3noLp9VDKIUlrFgptVbDv3YNmU4fGd1xr0jalD+O7tMJzrY3dvgAjhCkhKAbRbSbDfL33EO5UqFSqRgRQK07NBwO9+c0Twl0DaHf7+991zK2uXHdE4gdvh9BEMa2ZmuHPzYV4WTg1c9OOHxdL0pC0zcnKJsz7E4IgZWzsIs20pUzbK4PKkIAEnksNnfbFW1PA7Lf/u0Mf/u3GY0bbLwdtvs5KQmjCH8w5Px3vAOII5lKpcLGxgZra2sTRhOG4U1j5uwG27aNJEWSTaG7Gh3HQQLD1ecZpM9TSDTppG1BexR/zqwDvtmtjwuQmUo8JCWKIFEMnbXV1l3Ig8GAbDbLxcxFbgxuUElvHRqfjMBGlRxX/8m3kXm1Rvpvv8byGgTXVkCIY1Eu3A+0TQ0KBQQ721ReShpRiBwMOfuOtwMx77xUKlGv102vgoZS6ki6Y08S6XTadFEn63R6V+w48XyHdruNa9t4G89B4QKqtxlIpKzYufuhouzJceS/mUwR6TLUvkGYeM3RaGQ6wZVSdLtdqtUq7XbbEEQcJ56jcF/xPq53r2+Zl7ydzVX+/hvYL99g2c4QXr9xatUy55hC6tIlrMoCzUYDu1gwrIlZEEKQa7WQlQrpBx80t+ucZafTwXEcLMtiNBrR6XSM1shphNYk16wZrZhp9EqiADW0UA6oIZTGysA5F/oBOFKMF2ScCtNnTsh4MRKOQHoTjTHJrslut0ur1UJKSSqVotvt8rrM63ip/hLsgUCkLEn34iLPLdzHT7zmPZzN338kOjWHhbapfrNJapfOaSkEhVZ7i01p2qjWYbIsi36/v7dhNacMjuMgpTQOP4oiGo2G0SXSzXphGCJCn8Uo3v1ERDjjc+dYAs8WdH1Fzt2M/E2EP7a5yI9fU9cER6MRUkpqtZpRfAWoVqumGUsIwdvuehuPf/VxyuzcN6FtrntxkWutV/mJB3+Mc8uvOxabm6d0jgHCtim957G4U7O583DvnfJzWl1SN4dpKpqWgzhJRJFi4IdE0c4pJd3fMBwOabVa1Ot1bNumUqnEkrnpLLZUZG3o+YpBsNnkspQRlDyY9RZCxeMPsTYvdDp3qlUnNzY2aLVapNNplpeXTUH5Qv4CRVncdVC5Rn1QZ8Fb4IHKg8hU6qY7e4htKv/jP0aoFNYuDJWdbCqVSk3YlJZ52FOx/YixV5uaBd0HMBwOzXeve2xKpZKROMhms0jbpTGyYqE5tRlEAHgOVDyBLYW53UT4Y5sLiS+EWrq51WqZBs6FhQUWFhYoFot4nkcURUZK41LpEhWvsj+7yyzywPLDx2Zz8wj/mBAUCpR++IeQ/++f4q9cQ3hprHLZOKmwXkf1+1gLe9c9kVIazZharXbsHbVBGPH8Woe/em6dF3bRy9fQkaMel5fJZIyWjxn0ceESqvEqQ1mmNVR49qQERKjGefxE7Vb0a7B0OZ6MBRMRvud5FItF03CXFIrTC//77vk+/vDqH1JTtZmpHY36oE6kIh57+LGbNsN2OwT5POUf/iHsI7Qpy7LIZDKmlyIpD3Asn+EANrUdPM9jMBgYCe6FhYWZO99UKkWtcC/9znWUKJtIPlIqvgBIQXLDZLJd/RqUL6Iz9pZlGXnv0WhEuVw2A4ps26ZUKtFoNGiNezMymQyPPfwYH/niR6gP6ltSO0mclN2dLou+hTEtnNXv9/HOnGHp5/+7sbLhXzO8cgVdNTpofk63srfbbUaj0aG1bLbDjeaA33r6KhudIRnX5nzRM47l1Xqf33jqxYlJRRpCCPL5vFHrnCnc9sC7EJ/+V6TTFdqjrTNGIxU3D4XjRiIhAL8Ll9458TJalhZix75dHtrzPC6eucgP8oP82eqfsdJZIW2nKaVK5jM1hg16QY8Fb4HHHn6M5ezJFWW3w3QzWb/fJ3PuHJUjtikt46uH/Zw5c+Y4Ps6BbWo76Dy+7/uUy+Vt05ye5yHv+VZGX/4oKlM2OXy9sdCpQyEEIpnDD3pw6c0Tejpaajlps0kZEK29b3aa2WXe/8j7efLZJ0+F3d22Dl/n9FKp1LEXpPR0IikllUol1ugYj0MUto13+TLe5ctHpl2ey+VwXZeNjY0DDYnYDTeaA37tE88jheBCefK1hRBUsi6VrEu9O+LXPvE8P/tdD04sUM3W0cJlW7D0Gsgu4fRrIMoE0SYHGohpchKCAJQAMWhC8Uz8vKlj2QtLQ1+ElnpLvLf4XuqyzqdWPsWLjRdRKASC+0v389bzb+VS6dK2EVYQBCbffdydpr7vU61WTTrM933CMDwWmxJCbBnwc9TSI4e1qe2Ou1wubynczoK99AC+twCDJmLMjQ8TpmOYwGIc4feqiOwSlO81hIDtRm7qv3U9Sc+N8H0f13VZzi7zc2/6Oa40rhzI7o4St63D19OOtBpmcm7oQaAHKiiljAa41ujRUsthGJrIVgixxSkIKRFHtJBc18VxHLrd7r6HROyEIIz4raevIoWgnN25MFweL9Dfevoqv/A9lye24jteZC0b3vIB7L/8IAya+F5pwuFHkcK2xrnUfhNhRfCWD8TPS2A7MavtoOVsHzr7EA+WH2QYxjr5KSu1RZpWKcX6+vrEzkEzfwaDwY7zEvYCTe/T2uz1ep0oiiiXy1iWRb0e53193zeaULqhMImjtCk9ZKfT6Rypwz8qm5oFLR64G+yUR++1PwiffwIxqIG7QKS0KNpm/l4Aql8HN0K8+X0wtHYdeJSM8GFToXUwGOC6LpGKCFXIg+UHuVy5bOYwODJm8/R6PWobtS3d2seB29Lha7aG1kMfDAaHcvi9Xo9Go0E2mzVDzoUQbGxs4HmeyeeFYWhmgp4E60FHEu12e8tc2IPi+bUOG53hlihsO5SzLq/Wezy/1uHhc/ugixbOY73jv0d8/MMEjWuQ8SCzQEQceUm/Dv0Bwqsg3vSjUDi/5SX2GuFrOCmHl66/xJ+s/Akv9182t8+KsvToRR3R60Yfz/MYDofG6R8UWu+pUCgwGAzM8JCNjQ1jt3rmgc6vH0qkbg8QQpgakZ6bfEvZ1A6wbZvAq2C94T3IK38IjZcJVBas0jilo6BbRXSGqGwF3v4BRHoJ1td31fifdvhSSizH4tkbz/KVb3zFzF2ASVvTQYYeANRqtSiVSqboe9QqvnCbOnzNlS0UCmZxHmYwQ7fbRUppFl4+nyeTyZjhFul0mnQ6bZqO9Bza40Y6nabf7x/pkIi/em6djLs/s8i4Np98bn3fi1MU78J+6z8laH4D1j8Na1/DjySMHJxz98GDj0LhbmRutkLifiL81e4qTz77JLWNGp7jcbZy1uRRVzorPP6lxymny7znde9hObtMv9+f4Frr3V0ul0MpxWAwOLByo35NPaULoFQq4bquGSGpJZVt2zZFweOWIob4ojIYDGg2mwyHQ8rjovBhcJI2tR309xd4ZcQ7fgHqzzH66l9gVb9BpED4EZx7CHHpW1CLD0JhCTHWIArDcMeL+7TDX+2u8sRzT1Bv1PEKXjx3YWxr19rXePyLj1PJVXjs4cdYSC2YKVy9Xo98Pk+n05m5mzuS83Dkr3gKoCPwZGS23bix3TAajfB93zA/hsMhuVwOIcTM4s1xFby2g+ZV62lX5V200ndCFCleWOtwvujF+iH+AJRCuPHuSI0GIATSnTTEcsbh+bUOUaS2HUw9E2GA3foGo6tPw+AKCMkoBIoXsS59J8gFYKsWvoaUck9ibavdVT7yxY8ghWS5uEw0nNwVFMICOZWj3WzzkS9+hPe97n2IoTB0z36/b9hHWjun2WxOzE3dDwaDAVEUsbCwYGbx6vTf0tLShE1ZlsXySXb1ju1a9zPoXchBscWmRnH0Ktw0qCi2MWEh3ckd+IFtahs4UqCqLxK+8jlEcBUlYdS3cRfuZbj8BuSlRyFfRGxsGMniZG5+rxG+trWYZrw0MSdXBYrCqECePO1ebGs/fu+PkxEZSqUS1WqVTqeD7/uHmoq2E24+wfgYoItOQghSqZRpADroa8HmyLXp2bDHucXeKzKZDIVCgX6/f6iBJKNwk41A6KNGfZQ/QI3GP/4gvi2c1PjR52AU7kOcq7UCH/8XOF94nLC1SpS/C0r3MMpdwOmvIj77Efjsv4Hu+rbneDuVwiSCKODJZ59ECknZKyPHginKj58XdkMiP0JIQd7JI0LB7/397xFE8XzSdDpNGIYTaUH9+zA2pRvDstnslsV9s21Kp3ay2SydTsc0Mx0ESZtSwTC2IX8Q/z3qo/whatRDRZPSGAeyqe3QWsH6y19BfOXfE3Q2kMW7CPIXUNllnN51+Mr/g3jqf4PWyoRN7dfh+6FvbK2SrsQCfeM+ExXEomna4xZEAaEEf/jVP8RJOaRSKVOTAw5dc9wOt53DD4KAMAzNCdORvk7rTMP3fdbW1qjVajPv17NWj7uYcljoFEC73abVau1PSXAM10pMkfKH8bAFy4kXZzA0RdNph2+mCO2RP52URnbKsTTyKBrPZY3AzZZQxQsQDODzTyK6azNfJknL3A5XGleoDWqbHGhLOx9FNIpQgcJKW1j5WFOnEBVotBusB+um2K93inqLrSeLbefwR6MRq6ur20r4jkajU9spnYRm7rRaLbOj2S+22JS0QFpxABGMEjY1+dr7tqntkJThLiwT2DEFdRgCApxsGfJnYwrmlCRy0uHvVrQVQvBS86UJWxO2QEUKFSrCfmi0dKy0hQoVhaBAc9hkLYztu1AomF3kcdX/TrcXOwC0Hn7yCqk74KadYBiGVKtVU4id7mDV9MpbYXFCXFuIoohOp2OE1/YDKQUPnMlR7wxQoY9wUnE6RylQKk7lSHvL2Lx6z+fBM7m9bb2npJE1O8cPYRDEb5V2xhxprxjL1H7+yQlpZI29FG23aOELES/EQBEN4sheuPGClRkJCjzX4wutL5jHVyoVzp07N2EHnueZdEwSmk6p8/TT4mRhGBIEwS1hUzrSD4KAbrd7IIllY1PtPkQhwvEQjgdqLLWRysZcyKnSMuClAAAgAElEQVQgYl82tR1myHAHSgGKvg+utZkuFJmxJPIXPrrl4rNbhA/xufqb638zc+5C2A9RoUKm4/SOcMfy3JHCy3l8ZvUzQMzuWV5eNuKJx4HbzuEDWyYN6fSOTs+EYUiz2WR9fR2AxcVFM1Gn3++bUYjD4dDwyY8DvV7vSGUSXNelVCpRLpeNw9kv3vHQEv1+7KSEnUJYDjJdQKYLCMuJG3qiAKU2F35vFPD2h5b29gZT0shSCGwJowh6AVgyXohmr+UVEf2NCWlkDV1U3S6tM0uTHGKZWhUpVKSQ3maOVToSK29RqpS42rxKpLZ3bkkJCYh3lo1Gw/RjLC0tmS16r9czuis6PXKcIzY1NIX4ILs9jXQ6beQKdD1jv4htqhvvGG0X6aRim8oUEdKKd5FTDn9fNrUdpmxNq2H2/ViVNW0ndHNgLIlcRVXjkdvJbu7ddvgKxSutVyb17y2BsOLgQsh4AIp+XStrYRdsyvkyLzZe3NHWjhK3ZdF2GkndjSiKqFarhGFIOp0mm81i27ZhJ9TrdYQQjEYjhBA4jnMsizMIArPl1+JP9XqdIAgONRxaF/901+ROiKLIFB61QT+wlKWcgtYIyrk4/BYJ/ruQduyMowgsSb07YjGX4sEzezzeKWlkAM8WdMZKmYWULoCNB5gjkE4mlkY++/qJ51mWZRz+rAhsWy18d5xmCJX5e/PzCXS/pR/5pKzZ373mf+t60cbGBkopMpkM2WwWy7LIZrOmmC6EMAJvOl973NAXmzAMJwqxQggWFxf3XHCe7u7eqcdilk1dWsxQTglaI0E5O3Z6yZ4KaUMwQkURQh7AprbDlK3ZMp690BrFiplpJ95VwmbjlXTSRC8/A69728Rn2s3hh4Tj15m0NStnxfOTna3kAzHevexma0eJ2zLCn4VUKoXv+6yvr5sFUCqVzMJLpVJ4nhd3ZC4tmQn2M6UBDohkJKoje6WUScEopXBdl06nc+jpREkFye3QbDaNBHO73cb3fQJ/xLsfOUdkxQ0wWyDji4CKQurdEZFS/PTb7tub/kkUwcZzMKVlk3fjyN6WsTQyxCmdCZlaLY2cPJRxhL/dudpOCx9ip2+lZ+dJ9YVGP387pFIphsMh1WoViBk2xWLRONJ0Ok0qlaJYLJqmGsuyDsXAUFFENByiZnzmacnjdrttFCXb7TbNZhPXdc19+4XrursGEbVajY2NDdbX1+l0OgRBwGg44N3/4LyxKaUUQbipHy90vvogNrUdZtqaIOfGaznvCqQQJsLXmSORKaPq30CN06E7BRRJONIBNWPughBYGcuQBaaxV1s7KtwRET5gKHbD4ZBKpTIzh1qpbBrH0tIht5NT0M0sy8vLZhHqOoNOvej3XF9fp9frHYp3nUql6HQ65n2UUgRBYC5wmkvueR5hGNJutw03fLmU4We/+yy/9fRVXq33yLg25UzcPYyQNPsB/V6HhXJpz7onQCxtDJvhFPpfwVJm828YO3sVp1+npZE1dkvp7KRJvhMawwb3l+7f0n07jXw+b3LylUplS8SsKY4aB7UpFQRj7ZynGF550dye1M7BslhfX5+QYlBKUSwWDb1Sz1lot9t0Oh1TJNwrdKFazzbQ3eX6c4dhyGg0IpPJMBqNjM0DnCll+Z5HsvzaJ17gRnOAbQlcS7KQc7mn7CEHIwb9Ngul4v5sajvMsDWlIONAJR2rY0IiqBj/Npr4wRBhbTaK7Rbh25bNhdwFNoYbx2JrR4U7xuELISiVSrs/8BigdewB02QRhiGu65LJZJBSYtu2ccaO4xi+fxJ72Vpq6Eq/juo6nQ6dTodyuUw6nTb1iWw2SyqVMhKzURRRLBZJpz1+4Xsu8/xah08+t87zCWXD+0oZvuW+Bd700N37i8K0tHFy7NAYcup/rYYMs6WRAeOsdmqM2asmeRK9oMdbz79118dp7aTjhL+6Su13HyesVRHpDPa5c4Y6OFpZYfjbv41VWcD+wf+cIJ02ReQkndiyLLrdrhkEHoYhvu/T6XSMUqaWdYDtaaGa4txoNFhcXDSNh4uLi7iua+oT2WyWUqnEaDSiWq1S6/r80bMNqv2IB87kuLSU5eVaj43OkJVmn1fqfS6mfd7ztrv4rkcOGdlrzLA1Nf5sdqIQHKlN4TQYd9wiUIndoZa12AlCCN545o388Y0/PhZbOyrcMQ7/ZiLJY9YiWLBZTJ7e4uvBHcmtZKvVotPpsLy8vKeoTLNLNjY2aDQaxgG0Wi0TqUkpzU7Htm3OnDljClUAtiV5+FyBh88ViCLFKIxwLUmr1Yy7P/e7MKWExYeg+aoppG2HZMwuB5PSyJsvt/MAc5jUJN9L5KW18C+VDjcs+ijgr66y8esfAilxzt81cZ8QArtchnKZoF7n1cefIP8D34935oyJtB3HIQxDarUanueZNM5gMKDdbk90C+su8VQqte1OxLIsSqUStVrNdARDnBpcXFyk3+9PBC6u66K8Ih/99AtIKblQ3ozal/LxrjNUCksIGvUan/zaDR65/67DR/cw09amtfDNbYkbZUIS2WJT82gvDv/u3N2n3tbumBz+zYQu7Nm2je/7DIdDLMvatmiWSqVQShknraMxYF+MC8dxSKfTDAYDE41qgTetspmM5pJdgdOQUuA5FlLGBXA9tnAwGOxvLuoD74LR7uyhOPIaR11Bb4s0MmxG+DvVO2xp89jDjxGpaNdBFKdJC18FAbXffRykjB37To8tFmkJqP7pnxGN05aaTtxsNlFK0e/3jfCb53ksLS3heR7lcplKpWLuS9Z9wjDcki7zPM9owOsBPb7vGzZQsqAbhBG/8+lvIKWcKZoWR9uxzRVzGaSK+LdPXaHVPlyzl8GUrUVMzkkGHfUnjinowYU3T3Dx9xrhSyFPva3NHf4xQ2+ftcPX2j47ddLpdEyn06Hf7xuqH+zP4UOcZ06lUlQqFTzPM2wkIcSBZaP1sTebTer1+v6of2NpZHrVHR+mdNF20ERklrZII8PeInzAaJKn7TQrnRXqg7pZ0Eop6oM61zrXSNtp3v/I+0+FFv7wyhXCWnVXZw/QjCJENofdatG5epV2u212h6PRyFB1FxYWSKVSFAoFisUijuOYutZgMKDf7xsmTrfbZW1tzWj9JFEoFIxNpdNpPM+j3++bYSoaWjRtN4VM5ccduPmURb1e40tXr1Ov1/fdR7IFU7amxvMVkogUSH1rQhJZBxFJQbSdoC8Mp93W5imdY4aO0jW1U0cuOwkjaX3yer1uIrXkpJ39wLKsicJhnJ9PG8bIQSClNAOdHcchiiLa7fbE+2x/QLE0Mp/8YLwQt0ntxM6+ASjkW/7LLdLI+rPBzhG+xmnSJN8Luk89hUjvTV2yE0V4gOul6H7xSxQefBDLshgOh9i2PSGfre3Qtu2JNI/W67l27RrXr1/HdV0jSaIHpGg4jjPxXesoXzPbNLRoWqyh0xv3dWw9v9FYsykadvBw+MK1Nvcv5Wi326YWYFnW/u11ytaUKk+XjjZTOr0qqAj5rT8DA2vCScPuchdJSYbTbGunw7pvE4xGIxqNBmEYUiqVTHHUsiwcxzGKfXpQwk7QTlmP8NO9BMno7aDY6b11w9ZuXHEt66vV/aZrDjuicB7e/s/iLsjGy+BkYscvxtMnelWi9hDhVuCRH0IU75r5MjoFtddI0JY2lyuXZ2qSnyaoKGJ45UXsc+e23NeLIrpRhAAqlkWoFCOlKEtJplhieP06ruNgOw69Xm+L9lMS5XLZzIvQNtHpdIzSrG3bpglxpx2pts0kJkTT/GH8EwbIdCEWTQtGccdtFJoOXBmF5IIRL1X7uG7KpKY2NjYAzC51X0jYWrRxA+mlIFUxthb16lhhDyoL8JYPILLLMFjdEuHvBu3w9Ro4rbZ2KIcvhKgA/w64F3gJ+BGl1JbklRAiBL40/vdlpdS7D/O+pwG6+KoLr/1+n0ajYSLnTqdjHH5S12c/krrTDV/aAetJOkcBpZRpxsnn81SrVUajkekW3S6qSqVS5vg0BXRfiqSF8/DOX467Ia98PObZjxkSLF1G3fcoKnchnuS0g1rmfjXxzXOFPJFGl4NA+XHD2EgpJOCMnUk7ihgohSsEI6UYKMVIRSggJyWulFhKYRHbiI7ut0NSH0ijWCwyGo2MDLRlWWZW8H6CjKToWTTsoPwhwnKIaIMK4wt7FJoEunA9LDeNHPURtSaBipsTq9Wq2Tl0Op2DiYoVzqO+639EPfsMYv1z0HoebWuq8ADivrfCpUfBspFTkf1ekVTM3NLod4ps7bAR/i8CH1dK/aoQ4hfH//8PMx7XV0q94ZDvdWqgO3J1o5QeXqx5zoPBgEajYRqojqpTVxd5j8rha91zHSHroR+FQsGIsO1Fbtl1XSNdsa/Patlx9+zZ18eNMuEoptNJibpxA4JggjU0DX3foXO9pwzCcWgDQRg7xNw4fzxQiqyUZKWkEYb0o4h+FGED3vgxroDe+IJ9EC17x3Ho9/uGmVIsFqnVanS73X31hWjRs7DXJOq3kW4GFQVE3RoylUOmMkSjHkQhMpVDjCNf5XggWoSjAa1WC9d1uXDhgulM1z0A+4WSFixcQtz3RshkjK2p9fV4Ytg41ZSUUwA9EUvuewjKacVh9xffD/zO+O/fAX7gkK93S6DT6WBZFvl83nCNNQ1SDy6wLItWq4WU8sikTnW7+kFUC2eh3W6b5iCt8V8sFo00br/f39N7aQkKXa84EKQExzPUSy1YtReVwsN2JZ82REoR3X0Bt93GFcKkcRxiWmGkFGkh8JWiO74ICCEI63WW7rufhYUFw8LZL3RQob93rRbabrf3ZXdSCi4tpOPdo+0gcxVEKgfSQtguwk2jwoDIH5l5CwCNfsB955cm0pmpVMrUIQ4qST1RfE3Y2izKZTIfrx39bjZ2pzj8ZaXU9fHfN4DtSs6eEOJzQohnhBC39EVBq26m02lyuRy2bRNFEaVSyRiOLroCxpEeFTS187AIggDf98lkMoa5sbS0ZJg7+rj3SrnU0hVH4XyT0dVuUdXt6PAHgwHpN76R1KBPVkoi4oYgH0UniqiFIX2lCMask/I47ab6fXJv/3Y8zzvQYBaYTBtqaHmRjY2Nfdnet17MMxyOEKks0nawMwXsTAlUfDEXlhU3OiWcZG8U8B2vvYvl5WXOnz9v9JJ0z8hB6ZraRpL2tJ1swrTD38tkNb32T7vD39UqhBB/DpydcdcvJf9RSikhxHaf9qJS6poQ4n7gE0KILymlrsx4r/cD7we45557dj34mwFtcLqQqtkK07nudDo90YRyVNBb7sMi2Yk5C3pAR7/fN/NydW5/ljPRWvyj0ejQO5okM2K3CF9KeduldAaDAemLF6GyQNRoUC6V8KOIjlLkpMQfNyy5QpCVkpSUBPU61sJCLLNwCFiWhZRywrFblsXi4iIbGxs0m00ymYxhZe10YTmbERTTNm1fbvae2i4Mu7EWvpCxNn4wQlg29c6AhbTk0mLcH6LpnloS5DCTxmbRK7ejXOrdhb4Y7MXh3zYRvlLqXUqp18/4+SNgVQhxDmD8e+akCqXUtfHvF4G/BN64zeM+opR6VCn16FFr2RwEURSZtnON6W7Cnehix6GIqGmQ+03r6NSTbqbpdruGObQd9LQnzcvWQmuzLjjOuLja6/UObfR7jfABI1Nxq8L3fVqtljlvYRgyHA5J53JU3vsTEEWIRgOfuPMzIyVFy6Ji2yzZNmXbJqjXIYqovPcnYvnqQ0Lz85OwbZtCoTDBRJse8KIF2iC2t+Ggz3/6TXcTSdsI8QnbBWkRDTqxEqqbRgVD6p0h0aDDf3a5QL1WNdIjwMQUKCEE3W6XMAz3tbPbLsKfvg02HX4Yhneew98Ffwz85PjvnwT+aPoBQoiyECI1/nsReBvw1UO+77EjiiIT0WxsbJgUyHA4nGguOWkkc6xhGO4pz6510YfDIc1mk263SxAEuzKGtA6LlnVwXRfXdWk0GlsWm2b5DAZxsU139B4k/bTXCB/i87HfxX9aMBwO2djY4JVXXuGVV15hY2PDODfbtummUuTf918gPI/+2iqy1ZxINYT1Ov61a8h0msV/+gGcI5p9q9OGegBQv9830s+VSoVcLkc+n2c4HJrvdzQaGQG+Xq9ncv4XzpT4b975GtKuxav1HvWej0hlwXJQCJqhy2qzj6cG/Og3n+ee5TJRFNFqtYzEtH49pRS+79Nut1ldXWV1dXXPMx9mRfOzLgL68+v1BXFQcbvk8A8bDvwq8PtCiPcB3wB+BEAI8SjwAaXUzwAPAx8WQkTEF5hfVUqdOoevv1BtEL1ezzBWOp0Oa2tr5v6b6fCTOVYtaWxZltHBCcNwi0SCvijoUY+DwcDIQe8E3Y2ruy21+Fy1WjXdw0nkcjnCMKTX6zEYDMxuYr+D1fcT4eti8a0wRSoMw4ndYLvdNiyufr/P9evXTf+GlkSwUynyH/ivGHzlKzhf+jLB1aumWyiplnkUkb2GVsIcDofUajUAM3s3WR/QKTzHcWi32yYd1Gg0UEqZWRKVUnqGEJ8N2Dx4JscbXlvmfMHFdeJdhFZyhbh+EIYh3W6XbrdrbFw3ZDWbTRzH2fW73ynCnw4qdF1Oz8RI5vS3wx3h8JVSVWCLyIlS6nPAz4z//hTwTYd5n+OGUsro5JdKJTzPo9fr4bouuVyOdDpNr9czvOWbOd9WCIFt23Q6HZRSpNNp+v2+Od6NjQ3DttEca52+qVQqDIdDM/xlL9BFXN2IpRfOdpz7XC43ca6Sjr9erxu64E7nMLlo9uLwtfTzaXb4Wjdfdz7rVBnE5/jcuXOsrKzgeZ5JqeTz+Zge2+2Se/BBFr/t21BRhPL9uD/hmOxQBxV6GFAqlTJy3Tra1ik8bQfD4ZBCoUAmkzH6Skn5ju2E+KSMB8NoIoRu4tIBl23b5PN51tfXcRwHx3Hwfd8MLlpdXWU4HHLvvffuaCv7ifD159caVPtx+Kd9pznvtCV2Xnr71mw2TXSlpW81BfO0QG85bdumVCoZPXudArEsi0ajYTp7fd83ipz77QkQQkzwr7WswnapGsuyWFrapNXpi5F2yhArdu4kVZ1ciHtJ6QA0Gg2jBLrfHcVJQNc9oihifX3ddFxrp5jNZo2Ofb/fNyywKIqIosjYn5Ay5o0fI/Q5VUqRy+XIZDKsr68bqQ/NyNIMLiklo9FoQjak2WyaATDTkFLgyc2djnbkyf8hXpe6XnbmzBksy8L3fTY2Nuj3+wyHw4kh69qmtH6VloeATZrvXiN8wIylTKVSu0qr3xER/u0CLRV85swZGo2GEYE6iTF0B0E2mzXUTx3Nr6+vI0Q8us4aD8PQedCjTkM5jsNgMNg25aIXjGb66GjPdV0cx6HT6Rhu9SxoJ7dT05VG8n7LsoyzPKreh6OATlFkMhnDcPE8z8xN1hfUQqFgdmiaGXWY6VgHhb7IJzvDs9msqePo5sJer0ev18P3/XhaWhDQarVMCvCgQZLuN9HDVPRtgLEhXbjVAU+tViOTyeC6LtVq1aQwddA2i28/rYipbSkpyueMJSqGw+GOYoNzh3+LQC9Gz/NOZKDFUSApawAYmVodfQMm9y6E2CKDfBTvrxf6bmmUbDY7kQfW05Dq9Tr9fn+if0FjP0VbKSX5fJ5yuYzneayvr9Ptdk+Vw9ezlNPpNK7rsrCwYAqTyRRh8ns8qLDdUUH3kWjk83nTVKjTddlslrW1NdOHUqlUCIKAbreL67oH7gXQwcF2jXyZTMawgXK5nLnQVKtV05ioazva0c8KTnSxv1qtopQydTDASIlnMhlWVlbodDo7+oa95vpvNk6XatQxo9frsbKywtramvliRqOR6ei7lTG9fc5ms+a2g8ogbwetq7KXJhjP80whUjuLSqViWB56+HcSmgMNW/sbpqGdY9IR6YWuX0sP+zgJVKtVVlZWJmbG6lywlJJWq2XovkqpLd+N53mnshaho/7k91Eul42dFYtFM8FNz/Y9DPTozVmpw0wmQ7FYNE2Deufkui61Wo1Op0OxWDSFZ31x1XLjGjoVqhk5yQtMKpUyonJ6N6ZtMggC2u32lgvSreDw76gIv9PpIISIByuPc5FaG/6o9G5OC4QQx5bL1l2PeohKEAQT07OmoRdk8vn5fB7HccwCTW7/dQck7M3hJzsmtQyA3rXpYjwcUG1xHxiNRgyHQ9OPoFM1vV7PUBv1jjIIglOdNtwLXNfl4sWLpuB6lEjOe87lckaEUAupJS+U2WzWpHj0kHZtk/1+n06nQ6/XQ0pJvV7H930KhYKhF2vp8eScCm0zWoBOiwNalmVGgUI8p1h/h7eCw79tI3zdGKK/OE3dKxaLxhB0UVE3dMyxd+TzeaIoYm1tjVqtZlQ29wOt0zIt37DfCF8/BzDNZO122yzoxcVFpJQHivIjFTEMh0RqK/tiOBxORPK6VqGphLqQqZ1NOp2mUCgQRZGJUm916N3VUUNKaVhBa2trNJtNarXaTIeq+fr6IprP500woqd45XI5Ix3S6XRMz0OhUDA1n2TErgkGlmWZi4AuDgMsLi4Ck+NL9+rwd7Kpfr+/596Cg+C2jPCVUqbCroubOpJPp9OmmQRiR3HUKY87Aa7rsrS0ZPT+Nbtpvx3SWh8lWVRL9kTsdiFOPkdfHMrlMhsbG0av33Vds5vbC7c/iAKuNK7w9LWnudq8am5PDq9QoeLVV19lOBzywAMPTOi8aNaXVkvV+vKa6bEf1ck7GXqylqb1NpvNLbvB5GN14KaLyaVSyRSadcSvef69Xg/P80ytQu9Yda+Edvi2bWNZlqkVKKUolUqmCTE5F3gnh78Xmwr9kHo9Vpc/Lvr3benw+/2+yf0NBgPTEq5lfHUE0Ov1TCFtjv3Dtu0JCp8uxLquaxhCuVxuQlhqMBgYupwYq2wCE41cmrK4F4OfvkhAHOUvLy8TRZE5Pq3LorfmnufNXFSr3VWefPZJaoMaaTvN2ezZWKDNj7i2eo3Hq49TyVb43sXvJejGDmBjY4MzZ86YZh0tkaAdiM5tz7F/JFOtw+GQbrdLNptlNBoZp63PrXbs+iIL8cXfcRzW19eNzZVKJfL5PKurq+b7T3awa4ev6y5aP0oHMzqw8DzP1AY042pWynA7mwpHYWxTtccpp8v8wzP/kKIT7/o0q+uocds5fKUUnU4Hx3HIZrNmYLfv++ZKbFmWGcs2j7aOBroDU0e1ybSMjqI6nY5Jgei6iV48QRCYxa2d916YKrMcvr496cx1/lf3K+h0TLlcNu+72l3lw3//YWRPspxZxvLGKpSBIuyG5K08BVGg1W3xByt/wD+69I8oe2Xq9Tr5fN44i0wmM5FH1rOE5zgccrkcGxsbJt+u03RJHn+tVjPDiHQfga7zzBJO0zY2HXiEYThBL9YBSHJ3qCm2mg3XbrfpdDoUCgUTRK52V/nwF8Y2ldu0qciPiHrRpE197Q/4qUd/Ci+M05zH4fBvuxy+vrLn83mjWNloNIDJaMHzPMN1nuPw0IU0PQlMD8xOsiJ0v4POmw4GA5Ov1DsyHd2r8bSl3bCdw4fYFtbX183i1xf8SqVi8vrVajVO/4U+T3zxCURXkFVZwmFINBwzfca/rawFCvIqj1SSv1j/C8oLZYIgMPllvavR237HcXYcMzjH3pFMo+iIWyQ08nUvQCaTIZvNopSi3++bvoBZXbbaxjTbS2sI6YlhyeeFUTiRe082OabTacrlstnxNRoNgijgyWefRPqSvJMnHIQEnYCwHxJ2Q4QUWBkLIsipHMISfOzqx0hn08cWINx2Eb5t25w5c8b8XywWaTQapmV9juNDOp02U4p0GkN3Z2p2VLFYNMacyWTMvFKdM9XOfq8Of1ZL+2g0wvd9w9wIgoAgCFhYWDD9FhAzLPSu4+Xuy9RrdSqqghIKFIT9EGEJgl4AEQhLIHMSQihQYE2tsRauGaaSHguoU12aKjp39kcH3cehKaI6qCgUCvT7fSNZrrV8pJQ0m03TgKiRFEbTcBzH2I7WOAqigCvNK3zqhU9x7flrsWSpgnuz9/LNS9/MglygVCoZ4kGpVCKTydDtdnm59zK1bo0llpCOjB1+M0CmJGE/xCk5SFciHAEdKIgCa401VoYrXK5cPpbzd9s5/GmkUimWj0hFcI6dIaU0kTNM8vW100syOrQei+ZbqzAkHHQJxoJwe2nc0c1Z2uFrzRqIF3OlUiGKIur1upkznBxU47ou3W6Xp557itQghSxKrIxF1I+IRhFBO0ANFVbBQoUKNVIwvrakU2k+ff3T/MBdP2AYHsl60M3UXLpdkclkjKMHjCCgZkTp+pCW/yjkcoTDPspJTTh3TehI3qYL+51OB4BG0OCjX/kotU4Nb+ixXFlGOpKgG3B9/Tofu/ExStkSj73pMVJ+ilqthuu6psbwqWc/RaqbIrLGBhMBahw4OBIVqNimxr+FJUgP0/z1K3/NQ+WHjiVQuO0d/hwni+QuKjmlSDvXpBMUQpCyLTo3vo68/rcEgytEShB0bZyFe3Cd74azrzXzRrdD0uHr2cLlctlwtiEugrXbbdrttonCfN+nVquRz+dZC9eoFCo4JQdhC4gg6kaEgxDhCOycTdSLTHpHpiRlr8yLjRfJPJQxaYXdNFfmODymU7OAkfzOZrMQBjj1K/S/9lfYgyuojsMIsO67Dx58Fyy9xqh8Jp2qHrAyGAxoh21+/8u/jxSSc7lzBMQ7UBUolK8oFoqUU2Uaowa/8eXf4Gde/zNYlkW9Xo8Hxiwtcs2/RikqxcywjAAFlm2BALtoEw0jokGEChTCjtM7+SDPS9deonZ3jYXKwpGfu7nDn+NYoRcRbG3Xp7VC6rMfoluvE9pp/PJdKARBGJHurmJ99tchuwRv+QAUzm/7Htrh6/pBPp/fsjsoFApmkpPe4jcajbgJrJyHErg5FyHHeiqeRAZx+kZ4AjJw5C8AAAqeSURBVCEFIiUgAOlIpDdWUUSBFe9cjnJg/Rx7Q7IJEMAb1eHpj+C0NiDKEZbuQgoY+grZfAWe/r9Q2WX8B/4xmaWLE6+lhxmNghF/svInSBFf1FU0plpGCcrw+Psve2Xqgzof/fpH+ekHftp07VbrVRPRW3kLO2+bKF7/hs36kO3ZCCmQKYkaKJQ8ngauucOf41ihi7NaytmgtQKf/CApJbEKZxkGilEkkAJCBV6+BOky9KrwyQ/C2//Ztk5fO3KdVpnldC3LolgsmmYxPXh+cXExjrok8YTwMYQt4iJtBMIdXwQciSxNMj0EAkc6p1Kh805BLpej3W7jDutYT38IhMSpXICOYhQp7EGDqLZOJF5ECkXg/z3qxS/hfMd/DbnvmthBLiws8PXa16n7dc7nxvY2tgsVxekXYU3WZcpemWuda1z3r1PKlkxqiHYcLFj5OG2knbz+LT0ZBxgytjcAmZaISFApHo+m1zzJOMexQkrJwsKCUfEEIAzgmXhh2rkFLAkKgR9Cz1cowNWp1cxCPPv0mQ/Fz5sBTaPrdrumUWan4ykWiziOw8LCQlzYE5L7ivfRGDYmH+tIZGr75q/GsMH9pfuRYr6MbiY8z2OpUqb41SdiW8ksIIXADnr4L30Wa/3LyKDL0C2CV6DrnUP4fVKf+Ofw5/9THHyMYds2n1n9DGl7MzgRQsSR+Wica3e22kPGzvDMjWdMb4nneZzNnaXrdbet5QgRR/TS2bz/uG1qbqlznDzWvwbd9diZA6lxxONHiuYAbEuQTRKqMgvQXYufNwNJ/ZO9cJfT6TRLS0sTBda33fU2+sH+hsP3gh5vPf/WfT1njmPClE0xbJO68TeMwgjhZpGOi69s/EjSUzbZjIdlSbPT1E4/UhFXm1cppSZrMdLZnGubdNAapVSJq82rCCnMgKE33fMmhnK24ud2OG6bmjv8OU4eL/w5uJs8Y1uCJWEUKgahIu/OmHTlZOHKx2e+nGb0TItq7QeXSpeoeBXqg/qeHl8f1FnwFrhUunSg95vjiJG0KRXBq5/DlRGR7REJQYoQX0l6kY0AcpYP0oF+dWIH6UdxP8i0/emoXrrSpGQm7h/Xc5SIG+76/T4Xixep5E6XTc0d/hwniyiCjecgvZmjdCTYAjqjOF1amiVomVmA9a/Hz5+BxcVFlpeXD0xls6XNYw8/RqSiXRdofVAnUhGPPfwYtpyXwW46pm2quwF+D9fdrOXkLB9fSQaRRUqESAE4GehW4+eNd5COjLeW05o4whLYeTtulJoBXc/JeBlTT8rn8qfOpuYOf46TRThW1Ew4ZseK/03bgoW0IDNjyxw/Xm0+fwrTUgoHwXJ2mfc/8n7SdpqVzgr1Qd0sfKUU9UGda51rpO0073/k/Sxn5/0dpwLTNlV7ESwbSyiyMqBiD0lbAREQIshY41qQAFCgQrOD3K6eA8yM7DV07j2XzZlmu0wmc+psah6ezHGysMZ5c6XMApVjZ5524Ex2m0WlFCA2n39MWM4u83Nv+jmuNK7wqZVP8WLjRRRx9JZUNpxH9qcISZuCmNmVimU0inZ8MRhF42Y7wJPh+PHjW4Q1sYN8211v4/GvPk6ZvTOvdO5dSzUnO8VPk03NrXaOk4WUsPgQNF/dLLABZS929LbcxuH3qrB0OX7+McOWNpcrl7lcuUykIvzIx5HOnI1zWpG0KW88Y2AqteeIiJwMyFiJCVp+D7ILicfGO8hkPafs7e70p3PvW/pNOD02NbfgOU4eD7wLRpNDHtKOID2D7mbgd+HSO4/5wLZCCknKSs2d/WmHtikxzrFP5+AFFOwRtkjcHvlQvj/x+HgHedz1nJtpU3MrnuPksfSauIO2V93b43tVyJ6JnzfHHLOgbapfi3eOu1Fs/X6ct8/Gk6umd5CnLfd+VJindOY4eVh2LJfwyQ/GCy2zg2ZIrxrT7N7ygV01dea4g5G0qUwltpvtxHH9fhzRX3g0pmTCzB3kacq9HxXEaR26++ijj6rPfe5zN/sw5jhOtFZi/nN3PabIZcb5VKXiBet348h+Fy2dOeYwaK3Ap/91zMuHmHI5Jnjh9+I0jpONnf24sBtfHDLwzl/eMai4Veo5Qoi/VUo9OvO+ucOf46YiDOIuySsfj1kSjHOpS5fjiGvpNfPIfo79IQzg6lPwF78CgybYLiDiAm35/jiNox223kHuoNV0q2Enhz9fSXPcXFg2nH19/BNFMafack+EjTPHbQrLhge+E85chmd+HdqrkMpBZnFzB9nduCN3kHOHP8fpgZQgZ7XZzjHHAVA4D+/85/MdZAJ3ziedY4457jzMd5ATmDv8OeaY487AfAd5eou2Qoh14Bs3+zhOARaBjZt9EKcI8/Mxifn52MT8XMS4qJRamnXHqXX4c8QQQnxuu4r7nYj5+ZjE/HxsYn4udsedmciaY4455rgDMXf4c8wxxxx3COYO//TjIzf7AE4Z5udjEvPzsYn5udgF8xz+HHPMMccdgnmEP8ccc8xxh2Du8OeYY4457hDMHf4pgxCiIoT4j0KI58e/t4zcEUK8QQjxaSHEV4QQXxRC/OjNONbjhBDie4UQXxdCvCCE+MUZ96eEEP9ufP9nhBD3nvxRngz2cC5+Xgjx1bEtfFwIcfFmHOdJYbfzkXjcDwkhlBBiTtUcY+7wTx9+Efi4UupB4OPj/6fRA96rlHod8L3A/ymEKJ3gMR4rhBAW8K+A7wNeC/yYEOK1Uw97H1BXSj0A/B/A/3KyR3ky2OO5+DzwqFLqEeBjwL882aM8OezxfCCEyAP/LfCZkz3C0425wz99+H7gd8Z//w7wA9MPUEo9p5R6fvz3CrAGzOysu0XxZuAFpdSLSqkR8H8Tn5ckkufpY8A7hRA7zEi8ZbHruVBK/YVSqjf+9xngwgkf40liL7YB8D8TBwGDkzy40465wz99WFZKXR//fQPYcXaaEOLNgAtcOe4DO0HcBbyS+P/V8W0zH6OUCoAmsMPorFsWezkXSbwP+NNjPaKbi13PhxDiTcDdSqn/cJIHditgLp52EyCE+HPg7Iy7fin5j1JKCSG25c0KIc4BjwM/qZSKjvYo57jVIIR4D/Ao8I6bfSw3C0IICfzvwE/d5EM5lZg7/JsApdS7trtPCLEqhDinlLo+duhr2zyuAPwH4JeUUs8c06HeLFwD7k78f2F826zHvCqEsIEisMep6LcU9nIuEEK8izhgeIdSanhCx3YzsNv5yAOvB/5ynOE7C/yxEOLdSqk7foTePKVz+vDHwE+O//5J4I+mHyCEcIF/D/yuUupjJ3hsJ4W/AR4UQtw3/qz/hPi8JJE8Tz8MfELdnl2Eu54LIcQbgQ8D71ZKzQwQbiPseD6UUk2l1KJS6l6l1L3ENY25sx9j7vBPH34V+G4hxPPAu8b/I4R4VAjxG+PH/AjwduCnhBBfGP+84eYc7tFjnJP/WeD/A54Ffl8p9RUhxL8QQrx7/LDfBBaEEC8AP89sNtMtjz2ei/8VyAF/MLaF6YvjbYM9no85tsFcWmGOOeaY4w7BPMKfY4455rhDMHf4c8wxxxx3COYOf4455pjjDsHc4c8xxxxz3CGYO/w55phjjjsEc4c/xxxzzHGHYO7w55hjjjnuEPz/c1E2MAgZGX0AAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Yg_kHJPrIy3p" + }, + "source": [ + "# TODO Does the detection work well?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "yes\n" + ], + "metadata": { + "id": "SLKnBbmB2tt1" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Y5Yra7gTJzEj" + }, + "source": [ + "**Bonus Task:** Detect P Q S T Peaks for the full signal before and after filtering. [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "BrbtS7rxKXGQ" + }, + "source": [ + "# TODO As above use the nk.ecg_delineate function to detect peaks for the whole signal\n", + "# Hint: For plotting, 1000 samples / 5 rpeaks gives a nice overview." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "_, rpeaks = nk.ecg_peaks(ecg, sampling_rate=SAMPLING_RATE)" + ], + "metadata": { + "id": "cDVVnrU01lIy" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "_, All_peaks = nk.ecg_delineate(ecg[:1000], rpeaks['ECG_R_Peaks'][:5], sampling_rate=SAMPLING_RATE, show=True, show_type='peaks')" + ], + "metadata": { + "id": "xQ7mLrDd1pHt", + "outputId": "a65208f7-a4b9-4419-8176-d3d77a0e5ab4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 265 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "wHk4nLQ2KoEE" + }, + "source": [ + "# TODO Let's filter the signal and see if the detection improves.\n", + "# Hint: You can use nk.signal_filter to define a bandpass. \n", + "# Hint 2: Which lowcut and highcut frequencies work well? Play with it :)\n", + "# Hint 3: You don't need to re-calculate the rpeaks since they are pretty accurate in general." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "cleaned = nk.signal_filter(ecg, lowcut=0.5, highcut=50)" + ], + "metadata": { + "id": "hdlzy2eg1wAV" + }, + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "_, All_peaks = nk.ecg_delineate(cleaned[:1000], rpeaks['ECG_R_Peaks'][:5], sampling_rate=SAMPLING_RATE, show=True, show_type='peaks')" + ], + "metadata": { + "id": "Kgdkrhd012QO", + "outputId": "e84f7ec1-d838-4215-9c38-31be8d8dea77", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 266 + } + }, + "execution_count": null, + "outputs": [ + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "s64ssUs4LmJq" + }, + "source": [ + "# TODO Does the filtering improve the result?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qElvYaCgK_r3" + }, + "source": [ + "#\n", + "# Great job!!\n", + "#\n", + "# , ; , .-'\"\"\"'-. , ; ,\n", + "# \\\\|/ .' '. \\|//\n", + "# \\-;-/ () () \\-;-/\n", + "# // ; ; \\\\\n", + "# //__; :. .; ;__\\\\\n", + "# `-----\\'.'-.....-'.'/-----'\n", + "# '.'.-.-,_.'.'\n", + "#jgs '( (..-'\n", + "# '-'\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "collabaration with pooja nammireddy" + ], + "metadata": { + "id": "pGurmUExEFyn" + } + } + ] +} \ No newline at end of file diff --git a/CS480_Assignment_3.ipynb b/CS480_Assignment_3.ipynb new file mode 100644 index 0000000..8734815 --- /dev/null +++ b/CS480_Assignment_3.ipynb @@ -0,0 +1,397 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "CS480_Assignment_3 (4).ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Hev7LYxba6Db" + }, + "source": [ + 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)\n", + "#Assignment 3" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ux1g-TwrEe5N", + "outputId": "8acb801d-0a9d-4596-ce36-1bd0e22e2c22" + }, + "source": [ + "%pylab inline" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cl4dZERpcBEh" + }, + "source": [ + "**Task 1:** Download and install 3D Slicer [15 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "37bn9S-dMn0p" + }, + "source": [ + "# 3D Slicer is available for Windows, Linux, and Mac here: https://slicer.org\n", + "# Please use the stable version 4.11.2xxxxx !" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Downloaded" + ], + "metadata": { + "id": "wwaXja0cstPf" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8pSy9pW5cKO_" + }, + "source": [ + "**Task 2:** Let's load some Ultrasound data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dpcL98RXOBZO" + }, + "source": [ + "# Please download this file: https://cs480.org/data/ultrasound.nrrd !\n", + "# Then, drag and drop the file into 3D Slicer and click OK." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "99OwONlCchwX" + }, + "source": [ + "# TODO Is this a traditional ultrasound image?\n", + "# TODO: YOUR_ANSWER (YES or NO and WHY)" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "![assignment_1_T2.png](data:image/png;base64,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U2m01DMiNsKcGMvKUHLjKU1xyPx1fKTX9aGtknb3mN7ynMv315aESvT+AiSdvttqWgfRKXctPD4VCtVkt5nivLMhPZn1a6OU1TDQaDxlwnSWJrmWWZjR2JzXOTQM6yzPr/Uvqasth1XVuv4l6vp1/4hV9orPN2u9V8PtdqtfostmoQBIGkEMBBEARBEARBEARBEARBEARBIEn6L//lv+hb3/qWkiQx0ZskiX71V39VH3zwQaO0MmWSpWZpZ1Kvp9PJkqOUHEbo8rrtdtuQrKRQSbZ6cYtsBMQuopJx+VLQJFjBC800TbVer600MoKU6zBWnx4mfYvc9XJWupeulGPmupKsPDSSnPnyAhkBe56WZRyMy68N4tzPC/fjz16vp+Fw2BDXyGg/Xp7Tl7Zut9ufKq996pk0d5ZlDaG83+/VarXU7/dtXulXvN/vtVwuG2saBEHw06Lb+v+/JgiCn1Pi8/tmE+sbBEEQBJ8N8X/um02sbxAEQRAEn0aapkrT1Hrn8vWbv/mb+su//Ev1+32TpEVRSLrvUYtgJD2LAPTSjz6+9MstikK9Xs8E7eFwMBFJeWMkMPIXEXo4HOy9vV7PpGmr1bLX0ksXAZskibIskyQTsF5AkvidTqeaTqdar9eNvsTD4VBFUajb7VoSt6oqSwKTEub5kddeSDMW5oUkNLIcAY5UZe4YB/PBmEk3e7mNGOb5+ZkXtUDZ59PpZPfmNYheRL0v8ex7GpP0ZnyUjCbJ7O+NIJZke6Df72swGKjb7Wq1WumTTz7RdrttpJYpYe2ldhAEwY9LJICDIAiCIAiCIAiCIAiCIAiCzxX/7b/9N/32b/+2+v2+fRVFoa9+9at69OhRo1zzZrMxqYnwk2TCDyHqxSiCtygKE8keeumSrvUpUlKz2+1W6/VaVVXZa5GN/PtwOFjfX9LEjM0ngX0PWiQtvYa3260kmUxG+lJyGplJ2eiyLLXf75UkiaVZ/VwtFgvrX0y/3eFwqDzPrcz0arWy9DFlp6WXvZZ9qvpwOKjT6djfWQukL3Lay9LzpK5P86ZpqizLNBgMTNbSE5lkM/2OvVSnNzLz7ks8n88RiWpksRfB0ss0N3soTVNdX19bD+Ysy9Tr9fTkyRM9e/bsP77RgyD43BICOAiCIAiCIAiCIAiCIAiCIHhjyfNc3/3udzWZTOx73/nOd/Trv/7rGo/HKopCeZ5b6WXKJCNnT6eTpVt9aWL6yPKFCEzT1MQlKdpzvIz1slCSCVuE5H6/N+FJUthfBzHZ7XZNNpJIJaVK8tbfg5/xb4QxMK5z+et7AyOMKcPMPPkyzNvttjEWrrvZbLRery1JLOlfLevM/J4L7TRNracv6WCpmQRG7iKK67q23szMZ6/XM+l+vqbMGang4/FoJbd9eWyS376UdpIkNi/IYw4KUDLalwfv9Xrq9/u6vLxspK13u50Wi0WkgoMg+HcTAjgIgiAIgiAIgiAIgiAIgiB47Wm32+r3+6/05r25udEf//Ef65d+6ZdM5uZ5rsFgoMlkojzPTRhSnpjrnZcc9jLWJ0F9X1gvU/m5Byl5OBwayV6kKuIRiZxlmclCylZL99IWudput1XXtUlaniFNU+uZezqdTIbu93tlWdboh4u89KlmLyKRof75GK+XsuPx2MTxZrOx8sqkljebjWazmWazmQlr5vtwOJg0Z/6QrdyPcXY6HfX7feV5bl+kaRHiZVlquVxqNptpuVyqqiptNhvleW5J3yzLbO2R6MzJdru156iqyu7LYYFzOe7H5tePZ2IvnU4n+15d1ybBW62WxuOxLi8v7VDBarWycfk9xVyc90wOgiDo6lP+AwqC4DUhPr9vNrG+QRAEQfDZEP/nvtnE+gZBEATB54bxeKw/+ZM/0Ve+8hVLZiJZHzx4oNPpZLKPZOZ6vdbhcLA+vAhfJCVib7VaqSxLFUVhXz756vvn0nv3cDhovV5LkolLykgPBoPG2I/HowlE3+MXKVnXtWazmaSXpZqRwYzhvN8uz4EY9hKbMszIbNKsviRyWZaqqsr605JmHgwGDfFLwrcsy1cEaLfbtd7H9LWlVHWv11NRFI0Szp1Op9EPmbHzPZ9kJol7PB41nU41m82sT/BwONRgMFCv17OxIVgRsqzJbrezn5HaJQF+PB5t/Xk2xLlPPrNGPim82Wwahw0QtdzXJ63b7baGw6H9jH3oDzEURaFvfOMb9oys7XK51P/5P/9HdV3/lD9NQRC87kQCOAiCIAiCIAiCIAiCIAiCIHjt+NrXvqZ3333XEqjD4VDvv/++Hj9+bHIPIdpqtRqpTCQqQo0EqE/fIkvpVYvAI4mKMJRkctKXjearqipVVaXj8Wj9cBF+0G63NRgMGn1y6Y3L3xGKlDxG6CIhpZdJ5MPhIOllf1mSyoyJMdLflsQr88TzcR+EKAKWUsuMq6oqE9aMD+Gbpqn1QG6321byGdldlqXNj++Ry5i4HhKfMfOsiG1g7aqqsjXh+7yOlDPi2ktW3s/PfX9gSjx7MY+0ZmzniW/mlGdhfhm3XxckPCWwz3+GcKZENGXLEc273c6u++GHH+rp06c/5qcpCII3jRDAQRAEQRAEQRAEQRAEQRAEwc81rVarkbpttVr64IMP9Gd/9mcmMJGhSFCkKalKL/koU0ySljQl0hXxuN1uJUlZlqkoCo1GI0u1cj+f+t3v95YqZty73U6r1crGRZlnpCTJV6QgJalJpm63Wx0OByVJ0uhVzOt9aWaE436/t5LY9Cre7/c2f4jLzWaj5XKp7XZrPWjTNJUkE708I2nhTqdjadjlcqn1em2Sk7GlaWpiHRFLyeTdbqfBYGD3peT0fr832cpzH49HFUWhq6sr62vMOvZ6PeV5bklo6V661nWtw+Fg9+92u9aftyxLW1cSwcy/F/5e8PtkMOvqv4cU3mw2Jmp9+WbWiD+9NKbENocIzsuGe1nP3hyPx8rzXBcXF7q5uTEx3+129b/+1//SfD5vHEKIMtFB8PkjBHAQBEEQBEEQBEEQBEEQBEHwc814PNaf/umf6pd+6ZdMMt7c3ChN00ZylRLKkjSZTEyMpWlqko4k6+Fw0Gw202q10nq9VpZlyrLsFZmImPNljOk9K72UrvSIpXTyecrUj9dfv65rrVYrk7307kUCZlmmyWRigtn3ykVsci3Sq91u1+Q0/W6RkchA+tpWVWVlmX1C1SejGct2u7VyyySifYIYSU3693Q6WUp4t9tZOeW7uzs9e/ZMd3d3Wq/XNj7ujZBHwvOcCG+f1JVkpZ0pY+177Po+zbyPv1POuSzLRuqWeed1XNPPoZ8T4P2sD3MxmUxsjXyJbJ/IZq+xj1jfdrtte4mDAkmSmKDOskx5ntv8SNJ7772nL3zhCyrLUuv1Wre3t/q7v/s721tBEHw+CAEcBEEQBEEQBEEQBEEQBEEQ/NyRpqneffddXV9f6+bmRh988IG+8pWvNMQngna/31tPW8Qf8tKXZobNZmPCkzRmt9s1yYf0k/RKv1eEJf19SVZSuhmJR5J1OBzq4uJCo9HIhJ4XsD4JW9e1jYdUqnRfuhhpSeoYcYkARVgyHyRreT/i0SdD+fJpX+m+VHG32zVhutlsNJ/PNZ/P7fXMge+Hy/UYD712KVmcJIn1E06SxBKqXO94PNp6IOurqrLELTKYLy9w6T/MHCBXmUsS0aw975HUKHXt+wynaWrPhSz3pcIZu08MM06eh4MApLZJGPOabrdrc+/3bVVVtn6kgZlrL/2Zi/F4rPF4rP1+r6qq9OzZM0kyIfzJJ5/Y8wZB8OYSAjgIgiAIgiAIgiAIgiAIgiD4mYPURH5dXV3pD/7gD/Tuu+9qMploMplYghZ51uv1VBSFlQ9G3p0LO8Qqko005mg00sXFhZIksR61vqSxT6FKL8XbdrtVVVVar9c2Bn7OPTebjSWFu92ulW7m57yfJCfPnue5JFmfYvrlUr6YlHG73bbSxXmeK89zFUVhUhBZyxfvRx77dK/vScuzINnPyxGDT9N6AUvqFaks3SepkaRZlunq6kqDwUBlWWq5XFqi2Jfp5vmRpev12pKxeZ4rSRJLbbMvkODSS+nKtUm/sl6U06bPsxfAlM0mSc4z0vd5uVzavqqqyr6PNOY+yFzuj0j2hxeYf8bDc7FmyHzux/foYc2BB5LIrFuSJLq4uLB+05PJxOTvYrFQXdc2Bn/YIQiCN4fup//6DoLgdSA+v282sb5BEARB8NkQ/+e+2cT6BkEQBMHrw3vvvaff+I3f0GAwMDH75S9/WcPh0KQt8s2z3++VpqmKolCapjocDlqtVpJk8lCSCeDRaKROp2P9WefzuSRZOpZSvD7FiewjzUoSF/HJexGfvV5Pw+HQpOh8Pjf5SkJZkuq61nQ6baRvSXcyZkmW7uQ5EYDI7jzPNRgMTEaSuPUi+DwJ6xOs0suyx/1+38pq8yxI8dVqpd1up36/b8Kb50OqIoC5fl3XKsvSBG9Zlg0ZzGuWy2XjelzHJ2J9ypm58Ild3w+YlO90OtV0OtVqtWrIYcpF+1LddV1rsVhIkiWUEffIV+aKUtWsme/T3O/31W631Wq1bF05OOBlOVKYgwbcw6eqSUtPJhONx2NbbyS5LwdO2W6EPuXQD4eD+v2+TqeTLi4u9N5772m73do1PvroI0sJB0Hw5hAJ4CAIgiAIgiAIgiAIgiAIguAzpdvt6u233za52+129cu//Mv6xje+ofF4rKIolOe5Wq2WJV59spWeqEhBxFySJCZQSU96CUeiljK86/Xa0rFeuiLqSGQiT6X7Hq++5O+5BGac0n15Yd+rlTH7/rwkcCnzW5alPRO9ic+fjetst1tLJPMcXK/b7arf75v89QllUsGIwsPhYPf1paK73a6KorDexz79S6IYaetLPp8niH2JZ+aLOfUJZNYVScx4fFlqXw46TVP1+31LNZOK9SW9z9O29HZmX9V1rfl8bold5LQvZ816IPB9j+G6rhvloBGszK+fU/aSTzyfJ67Zs5QgZ679v5kjX8rarymvIWE+Ho/VbrdVlqXqurZ1IJ0uveypzKGEIAheX0IAB0EQBEEQBEEQBEEQBEEQBP/ptFotFUWhdrutoij0a7/2a/ryl79s8g7xiZj1fWZJgvqSvaRhKQE9n8+tjHKv12v0ts2yzFKW8/ncJC/CFqnM/cbjsbIssz61pDuRgKfTyXqzIhW73a6NfbVaabVaWc9bXoOQY4wIPQTocDi0sTIXvV5P4/HY7rlYLCwZ2u/3G/1feS5kIddHrnJNpCNlr5fLZaMvrC8FTWni4XD4ihSV1Hj+0+nU6IPM30ltI8oRxLvdzuYDkcs46Sfs39/v922vID/p98wXqePlcqm7uztbB8pPZ1mmoig0Go00HA5tDne7nZ4/f67nz5/r9vZWd3d3KstS+/3e0rVe0HMogNLPvrQ3P/eylzX1f/fXQKRzUAEpzN7odrt2f77nDwTQ45nENcnffr+vVqulNE3tOnyW9vu9Hj58qJubGysLzXz5Xsfs+yAIXh9CAAdBEARBEARBEARBEARBEAT/6YzHY/35n/+5vvjFL1qZZEkmwJBspCgRYNK9rEJeDgYD+/KpTwSpF6FpmpqwPBwOqqrKpCVyFPFGb9z9fq/1eq2qqiyNTMKUksFeWiIQ1+u1er2e9bddrVZqtVomcZG7iE36ACO1nz9/buKTVDKpW19umvHv93ubB0oP+/LNiDtkL9JakqVpeQYvgBHZi8XCJDLC2stpUqO+PDNj98nZuq51d3en6XRqCVtKFCMuuYZPtiJFeX5f+trvGZ7bl1VmjMjm/X5vYng6nZrQZY+dp7yHw6GSJLGyzDw3z0bKmxQv60wf4Varpf1+r+VyqaqqtN1urRQ1KWTed9472Kfbgc8A8p+UcpZltidIcXMdyqH7saVpqsvLS/X7fZPFdV2r1+vpdDppPB7rW9/6lqSXMvgHP/iB9RgOguD1oRsNkYLgNSY+v282sb5BEARB8NkQ/+e+2cT6BkEQBMHPjF/8xV/Ue++9p263a/1yv/71r2s0Gmm5XJrAOu8b61O/aZpKkn2PJCvSEwlLqhRBi0D0JYMpk8s1SUP6nqvITt83mMQniUh/TYQlAi/LMkvNkr7kugjHTqdjyVeemTLUm83GpFxVVQ05Silo36fXJ0/PBS0SkfshpCWZPEVmIhaZa9/nmPlCsvuSw59W6hgxWlWVyrK0NPdsNtN8PrdEL0KfhKkv9QzsD9adNDJJWJ/IJcGK7GaOkcWApJbUKM3MGvp582lfX1aaeTtPeFNWGqksyXomc0DAC1qkOWsoSUVRNNaReSbB60W59DKtzWeAPtXsfV7v9xh70H9WOCSBlM+yzJ7/0aNHjTWjt3QQBD/fRAI4CIIgCIIgCIIgCIIgCIIg+KlAwlCSfu3Xfk1/+Zd/qSRJVFWVXrx4oY8++kg//OEPG0nZ4XAoSZasldTo6SrJpFm/31dRFI0kKElTfo68ovzw6XTSaDQygeaTsfQSpjcuknc4HKooCqVpauJ0sVhou91aaeg8zy0pvN1uTfLSr7fdbivLskZPVvqySi9F43g81mAwMKlYlqXJUv5NepWk8vX1tck9SlqT/ESSFkXR6FVLOeaqqhpy08teL2C9iOc50jS1n3lZLt2X5qYX8Wq10nK51HK51GKxUFVVls5F5Pt+wKyfF9aMx6dakySxveHTu/7+Pu1N/2PSsMw7UhgBy/xzKAHpDue9dZHIzJvvKyzJSkezl0ejkdrttqqqUlVVdiACcTufz7VcLl85GMB88Vlhbx+Px0YfYNLP7BXppTRGmB+PRy0WCysNzXsZtyRVVWWly6uqsrX/6le/qrquVde1VquV7u7uGnslegUHwc8nIYCDIAiCIAiCIAiCIAiCIAiCnwrvv/++fvd3f1fdbldXV1d6+vSpnj17phcvXpioRKSdl/3N81yj0UgXFxeN1G2n09FkMtHl5aWJ3bqutV6vTfAhx5DC7XbbSitLstQjMo2kLWlN+vvSN7fVaqmua+uNu9/vG6lMyhhLsp8jDqX7lCnliOl7TBrT91VFevZ6Pe33exVFYVKy0+lYyWoSy5R+RjL6PriMbTab2f1J6Uqy15JiJtFJ2phyxojWPM9t3kgDk3JmTikzTIqV9DJytNvtmhTv9Xrabre2hqRJj8ejSV3fB9j3F97tdibht9utRqNRozQ2QhOhvdvtLMHN3Htp7dcI0V6WpT1/p9OxeaZvNClfZCkHGTqdjglcBDSSlVLfPP9wODSJi3AeDAYmnOnByz4m5exLXG+320ZpbGQvpcfX63Wjx3Kv19P19bXtD1+ymnLkdV3bIQIORJz3es6yTDc3N7q+vlaSJHr69Knu7u7+E3+jBEHwkxICOAiCIAiCIAiCIAiCIAiCIPiJefz4sd5++2212229++67evz4sUmqH/3oR5pOpyYYEZlFUWg4HJq49eWNSWxKL9OTfEkyIeXFbZZlKorCSueSLM3z3KQoKVPEly+Bi/RFDB6Px4bgk+5LAPvSvT75SOL0cDjY2LrdrpVDRiAj8xgn0s+XVCbd7FOpvr8u95DUKAVM2Wskrk/r+p7IjJUEa1VVJgtJnZIKRajyjNwf+S3dp0BbrZayLLO+xcwBa4+YZbznpZ59Ktj3J2bcvlQ30tKXh2aPeMFMApz3SrJyxv7+viS1TwiTTGa96O97PB6trDNj8L2RmUu/zlzbJ4t9Ctj3P2Y/IpxJvvtS0dyH8TIHiOdWq2V7yO9b9pJPMSPM/eEM0s70UK7r2p6bfXx9fW09mOfzuZUYD4LgZ08I4CAIgiAIgiAIgiAIgiAIguDHwvfn/eY3v6nf+73fU7vdVl3X+sd//EdLICKMSPciFy8uLnRzc2Olikkx0g+VJOLl5aX1EH7+/LkkWTli/uz3+8rz3FK8iDwv5pCB2+3WEpH9ft9EJvc/gKMAACAASURBVClV0qxlWWqxWGixWEiSjcmXf5Zk/XBJh5KORcSRHl0ul5Y49onldrvdkG9I6CzLtFqtNJ/PdTqdVFVVI8XLFwldSQ15Se9hJJ6kRpL30/rw+i8kINJXuu9VvFqtLI2K2J5MJhqPx5ZCJWFNSWH2g3QvflmHNE2txDXjQ1L6vsPsE6Qp8rrdbivPc5tzhKQX5jwH5akphU3amMMB/iAC9+73+zbH/BzZ3uv1Xhlft9u1Xr/MDwIamcqeGwwG6vf7Wq/XdjDi5ubGypX7Xsd5ntu+JHnt55JDCd1uV0VRSJLNO0lmz+FwMPFPWvo8Wc5BjsViofV6rVarpcFgYJ/Ji4sLPXz4UGma6kc/+pE9GwcugiD42RECOAiCIAiCIAiCIAiCIAiCIPixePfdd/XBBx+o1WppMplIkpbLpckmBC1Sj/Kx19fXJgsHg4H2+71Wq5VevHghSSZQKUFblqUlSSnxnOe5STfK9yK3EHA+ZSnJ+sWmaWoJXdKYlL9dLpcmAik7PRqNtF6vTYBRhni1WjXuhXCmdHRVVSbPEOG+PLUkk2yAfOP9m81G/X5fb7311ivpV0pNIxAR0j7Vi7jN89zSpfSrRRJXVWUp5263a0IR8Uh61Zd89mKUstl5npsURLJS3pnEMCKcdGue5yYfN5uNCVySq758Ns9CGpo0K3NVlqWtx+l0sjVdr9c2X6ReeTauA2maWpKZ5+ZQASldJCmynQMLvpwzewE5z14kjctYqqrScrk0EZ0kiUljf7jBz/NgMNBoNLI9j8DdbrcmsJk/1pE0NmP1JaBJpXsB3u127XPM4QQOBtBLeLPZ2N7j0MJbb72lyWSi3W6nJ0+eRGnoIPgZ0239/18TBMHPKfH5fbOJ9Q2CIAiCz4b4P/fNJtY3CIIgCH56fOlLX9LXvvY1nU4nff3rX9e7775rycrtdmtiTJKJUYRelmUaDod68OCB9WMlGUrilp6rPsnrS0Ajtvb7vck8SQ1Zx79JaPqet14aI8Iof0tCGNHINYCkp/8Z8pASyZRC9pKW9yA3JZkUBd+Tlp63zJlPr5LYRcohYfM8N2lOApTkL+leD8lb7p2mqaV2KfXL67gOa+lLafv5ZB52u52tKyljxooUZf5Jli4WC+12OxVFYc/CvPkUrS+LTLLcl7XmXswx5be5vy/t7K+N9PVlnH0ZbV9ynOfkmbmW3/u8FqnLHDFG5pVENd9HTLPmpIpJrXP9fr+v0Wikoijsc+fT3D4Bj7j2fXzp+8u+9IcSmGcOPCDcOTDA3PBZ9M9wPB6tb/R2u1W329XhcGikv4Mg+OyIBHAQBEEQBEEQBEEQBEEQBEHwqZC8PZ1O+va3v60/+qM/0na7lfRSdCGgvDT0/Vqll6WHB4OBHjx4oMFgoNPppPl8rk8++cTSpyRMW62W1uu1Xff6+tqEcFmW1gOV7x0OB6VpqqIoLB3s052UgZZk4rKua5VlqfV6bdf0SU760fpUpO/96iUtpY6RcJQk9iIcsYcYRlTyGpLNlBceDocmGxG+SFX6v5LmlWTiGsnMXCICuR/j9mIe+dvr9VSWpWazmW5vbxv9gH1vW59iZfy+VPHpdDL5ilinvy3J7xcvXuj58+e6u7vTdDq1csm+J69PPCNA8zzXZDKxtej3+zZ3zDnXQXByTUQxJZ8l2T47T/36vsqIVfa21BTHCFTWFSnqZbXvy8y67Ha7V1LMJH95D2lc6b6vMUL+6urK0redTsdS6sj00+lkIpY9wDyMx2M7RMDe5p6MiX3F+ud5/kqZdS+dmXu/TqSBP/74Y/ud4Q9uBEHwn0s3zkMHwetMfH7fbGJ9gyAIguCzIf7PfbOJ9Q2CIAiC/wjvv/++fud3fkdlWWo4HJo4RYySZGy32/Z95CIijV7B0+lUz549M0nX6XTU7/dNmFFSt9PpKM/zRt9UJCOilrQsYg9ZhgDNsuyVZ1mv15rP5yYlpZdpyrIstVwuLWlaFIX1fWWsCEKfAgZKN/M89F/lHqRIz1PRpGAPh4MJQBKgPDeSDSHI90lBdzodZVlmqV9knC8dfJ5c5nvI3O12a3K5rmsbJ6/3Jaul+3Q392PORqOR7QnKUCM3eZbtdqs0TTUajSTJSoPvdjsTjJIaUjbPc2VZpqIodHFxYf2Tsyxr9I1GSCPuEZqMBxFKeeWiKDSZTNTtdk2wUlKZ+fW9bJGh7LPj8WiluvniPohS9qkH0bzb7azMM8/dbrc1GAx0dXWl8XhsQpbn5Hlub29t3/O58Yn5w+Gg5XKpxWJhhzN8KWg+Y3wWmP9er6fxeGzjo4w2hxw4EOL7a7NO9JZeLBb2Gj5jFxcX9hmMNHAQfDZEAjgIgiAIgiAIgiAIgiAIgiAw3n77bX3zm9/Ufr/Xe++9p//6X/+rybHtdttIn9Jvtaoq65HqywP7JCOiilQj0sp/j/QtKU9SwfxMkkkxZCuvI/l73v+3rmvd3d1puVxa2Wff/zRJEo1Go0b5Zy+ZEc+U1/VpVd4DvMaXE0Yo8mzcH5iDzWbTSL6SsmVefQLVlyYmLc096E/rE9AkZEnm7nY7K03MvZDJaZo27u977vo5YD0QpMwdktGPn9dyWKDX61kPYGQyIps5k+7TxT6B6hPJXkJyH//F/vPlsZlj3sd96AHMmJkb4JnY374Xs6SGjOVgAut6Ph+8/zyVTQllelYznz5J7A8MkLilRDolr/f7vYl35pz3+r3E3COuGTPv4bPrRTtzhuCFdrtt8pm1Zl9RPprPL6Wjz8uTB0Hw0yMEcBAEQRAEQRAEQRAEQRAEweecXq9nSd3vfe97+qu/+iuVZdmQib1ez0oQ+36jm81G8/lc/X7fRBySyKdy6VdLeeVnz55ZmVkgDZznucbjsUajkXa7nRaLhTabTUMGTiYTXV1dWeKWlKmXVPP5XLe3t3ry5ImVQfY9X0mBXl5earfbablcmiimdDXyzfffJZWL7KOsMMLNJ30pGXwuFSnVjCQkQYog9OIN8e5lJveuqqrRjxep5ktXkxzl2Sj/i6hkXUj8Hg4Hk/6I4V6vp+12q7IsVZZlYxyUwqbUL7L503rT+n60JGVJ5CKPy7K0fcThAfYHewZpnKappYgpk8w6UOaagwFe+tIH2pdy9uWcwR944Bm8RCfFzF7n+uwXeiv70t8cLuDPPM+tFDd7jbln3L1er1GSGmlLL2RS+NPpVJvNRoPBoHGAwR8uYBx8FllXfs5BAcR4nucmrdmjPgnMfiWBzB5hHpG+w+FQ/X7fypr7ewZB8NOlG9WwguA1Jj6/bzaxvkEQBEHw2RD/577ZxPoGQRAEwb+L//7f/7v+8A//UK1WS2+99ZaVYCYJi+Asy1Ldbld1XWuxWKiqKh2PR00mE0nNVG+SJCa1TqeTVquVPvnkE223W5N+Pll63v92NptpPp83pC/lnZMk0Xa71e3trZ4/f273RkZ6Ebnf7y096lO+SKlnz57p448/tmdBGtJbdrVavdKfluQk16OMb7vdtuf3yVfEHn1+fSJ3s9mY4OQZEMgkNSkNjUDlWl5c8rzc1/crZu4ePnwo6b5sNeKZcSIM6dl73jNZkglBL3N9/1yfEEVCb7db5XmusiwttYzMJc2K4Ed6+jQw10RyM9bzdfGlsvk5YtYLWoQ1SVTfw/o8teyFqC9XzjwhzBHHrB94IT8cDm1/+tLmg8HAJLzvr+zLfvvDAe12WxcXFzYW1uLy8lJFUTSEvO8BfF6Omrn2hwf4zCCs/X5krQ6Hg8qyVL/f12AwMHnPdZIkUVEUVgqcsTB2UuY+Jc1nNgiCnw6RAA6CIAiCIAiCIAiCIAiCIPgc8rWvfU3f+c531Gq19N3vflcffPCBiabFYtEQjgitPM8lvRSN9AVFHHnBw+tIG5KCnM1mJtFIBpM8RjgjnZB33Jt0Ybfb1W6302q1aiQ1JZkMQy4hBUlq+lLRkqxH7Xq9trLSw+HQxKokE8PSfaoW0eXnB0mJ8EYC82yU8uX9yDmkHsLUlxr2JaBJcSINkdSkML3A8xJRkiWWvWCl5DSJa4QzEhRx6PsMs2asAeIOiepLf5+Xi/Z9fVlXLx83m42VNfZJWuaB9fMpYH8PQOwzJzyT3wtpmlq6dbVaablcqqoq2xd+vpk3krlcD+HN6/gM+D3p0+aIT0pNc3ggSRL1+32laWr7088fc+DTwH6/1XVt9+C1fq29mAXWxJcwRxxzIOB8zfhc84wcXmAvsj/8HvJrzO8K5pbkNAcp/F7wYw2C4CcjBHAQBEEQBEEQBEEQBEEQBMHnBC9cv//97+t//s//2UjhzmYzTadT3d3dWelg5BZJRV8Ot91uqyxLzWazRtlkykFTipcUaV3XlvSlpDH9Qcuy1HK51Ha7tQShLwuM5DqdTlaqua5rS4r65OFwOGxIu9Vq1Shny/iRlkmS6PLyUjc3N7q6urIyxIhhnzql56oXpVVVWS9eRK5Pk3IP5gS5ikQlZT0cDk1wLpfLRjli5GuWZRoMBsqyrJE09WnY876tpHc3m42liZfLpQ6Hg5Ik0WQysdQ36VHWgx6upLmRpOv12p6duUIoehl5OBxMGPLsCMosyxrSmv1yniyWZKlRhCGHCpIk0WazMRmOGOUgAIlsSoB3u10T/a1WS3d3d3agYLPZNEQmz8Jnhvt6SUlZZPa3Lw99fq1Wq6V+v68sy175bGZZ1hDxkuwwBO9jXTudjlarldbrtaWrkySxvr/SS6HL/JLCZi7YV9vttnHwodfr6Xg8ar1em6T1papHo5Htz/l8LullKWo+J6wppbX5zCDjfb/rfr9va8uhBnpk89xBEPzkhAAOgiAIgiAIgiAIgiAIgiD4nPC9731Pf/RHf6Qsy/To0SPt93t1u12VZanFYqHb21sredxqtUymdjod1XWt6XSqjz76SLe3t1bWFVl4OBw0GAz06NEj/fIv/7IlCheLhQmti4sLjUYjTSaTRhlkkpqUyEU6jsdjFUXRkLmUj0bCbjYb6ydKWtSX602SRDc3NyaKkXQIMS9UV6uVpZS9wMqyzHoYk7gFesgiMElRUt5YkklHEpGSrPdumqYmNVerld3z8vLS5Nk5JFqRk4hZksfSvXytqkqbzUa73c76Dne7XVsDSfY61pO05ng8tntSMpr0LuuAOESoMmYkY1VVdkBgtVqZuOTfSEvGzvhJFW82G+vVPJlMNBqNrGQyz+5T2QhZX9aZtee6yH/2Q6/X09XVlfXqRdojjquqMqEryZ4TyUyqmP3nJT99ejnIQFK+2+2+knZFhI7HY3tW9pVPXPM+SnyzF25ubuzfHCLgQAVJaXoL53mu0Whk8/X06VNL4fb7fZsH/kR+87x8pk6nk6qq0nw+13K5bCTTfd9gX46bfsbb7bZxWIGDEoyTfRgEwY9PCOAgCIIgCIIgCIIgCIIgCII3mC9/+ct655131G639au/+qt6//33rZQu8q2qKt3d3ZmwPO/Fut/vNZvN9M///M/65JNPtFqtLO3pSwJfXl7qrbfe0oMHD9TtdjWfzxtpT3r5kpJttVrKssxSle12W+Px2MoOUxo3TVMTwMhCBBticr/fW69iUqY+QYlI8mWLuWen07FS0KRle72e+v2+CWiu7fux+lQjUhApJzVLCZN4RujyPi8tSalmWdZItHrZ6FO29AHO89xeg0z2fYC9AD0cDlaO2PfEZTyAPOcZeB7mkmt8WjlkvqSXIrrf7zf6IXNvROt5H1pKVh+PR9V13Sjf7b/8/vT3Y6xe5jKPlN9GfiM1SZBLahxOqOvaksbsYe7l+wz78sW+jDfj8eWYfS9hZPr52H1PY6Rpnue2V/xa8zo+i8jqVqtlKWEvm/ns+D7K7Bf2mE9m+71zPB4b0pY15ZkRxXz2+Dz48tXnyXWuw89JQXMdxhWp4CD499Nt/axHEATBT0x8ft9sYn2DIAiC4LMh/s99s4n1DYIgCD6vIAdbrZbef/99/cVf/IWJ2O12q6qqTPK0Wi2TnwhFRBnlg6fTqf7pn/5J//AP/2BJW0rC5nmuXq+nsix1c3Ojt956S0mSWI/Quq6Vpqmurq5Mvq3Xa0t1FkWhxWKh7XYrSRqPx41EJyC3EHOLxUKr1coEoZeu/Lnf71VVlRaLRUM8+WSjl7/z+Vzr9dpKWJNyJc1ImV/ElC9X68skp2mqwWBgcpKyvEgwZNzhcLBrevnrU7Ze3CHBkGRepJNWZXx1XTd6EEuyFKkk9ft9m1NJjfnzvZ1JpSLAEZvAmvrevJ7T6WQyezKZWLpzPp/ryZMnms/ntoYkXauqMhFJwppx8oztdtt61e52O9uHkiyZStIXgcv8s9cYM/uZ+1CKmP1TlqXNc57nJjsRlaRg/cEJxsZ8s4cBqe1LnPt+yMvlUmVZKs9zFUVhafhut6uqqqysOp9H5oZS7BcXF3bg4sMPPzTBz2eTFDbPWxSF1uu1fab8IQcv0KWXAnm5XJo0v76+tj3InFFunDLvPj282+2sDzOlzpkf30c8SRLbz+cHFIIg+LeJBHAQBEEQBEEQBEEQBEEQBMEbxjvvvKPvf//76vf7+oVf+AUr+UrZ3OVyqd1u15CT4/HYShmTDL67u1NZlnr27Jlms1mjlOtgMNDbb7+tBw8eWKlgBNQPfvADrVYrbbdbE7rci8QifWgpUTsajSyxiIwm9VnXtWazmYnXuq6tZLGXlL7UMd9D3pLg7Pf7JsDW67Vdp9fr6fLyUpeXl43XIqIkWSldBKIXgaRYkZZIStKb9EEluYnsbbVaGgwGktToFUuKExl/Ll2l+zLJJEERxMhHL81IidKfmPXgtbyGZ/HPh9SjhC/PgqxFHHKggOdA0pIKRaZS/pky4ghH1rWqKhOHk8nEnpuENSWmN5uN9bilty57C/FMWWRf7hrh7lOqPDPynH3OIQXmqCxLe0afjvXzzs85QECP5LIsNRqNTOSytuxR6T4ZzhojPxHDpOGTJNFgMLADDDwT6/Iv//Iv9tyj0UjtdlvL5VKr1coS8ohaSsEzP6wR12R9ELU8Oylu7uUPJHBYA0FNr2YOJiCIKTd9ntaW7kunZ1lmn1PfRzsIgn+dEMBBEARBEARBEARBEARBEARvCN1uV2+//ba+/e1v65vf/KaGw6HJRcSlL7Hrk52n08kkVVmWqqrK+rXOZjNVVaXD4WB9X6+urvTw4UNdXFyY5CJtO5/PTdb4Ur7IHVKPPiF5PB4tOUnCtSgKJUnS6Kfqy8JK97LUJyqRsXxlWWb9Yukxyjh8CpZ/I24pj7zb7Ux6kvplDN1u11K7XsBKaohQRON5aWXWxAtArks/Vd/fl2TueV9YSjtzfdKUPkVMOpV55nusv59Pvu/7DZMsp+S39FIYZllmCWSe/dPKGSPISYczVyS66Z2MYPelq33CmflhfAhUn6xm7pH5vkwzPa25JnuJvdPr9UySSvfJVJ6HpCvPyz29dPfjIW3vJb6XxySTu92u8jxvpL/5HLEOXq6SBme8zCufb1922vcLpgQ6vwOQwf6eVArgeqwb4tqX7eb5N5uNSXrm1qd7mU/2uC/tjLjne+BLYfNenheBHwTBq4QADoIgCIIgCIIgCIIgCIIgeM1ByhRFoe9///t65513Gr1zkYWr1UqSLAlMr9nNZqPnz5/rww8/1Hw+txK0JAARQ6fTScPhUA8ePNDDhw81GAx0OBz09OlTffTRR6rr2qQTyT0Sl8gtL4KQVGVZmvil1C0lohk/QpIkIkLWc319rSzLTC4hRgeDgZW29unhVqul8XisJEl0d3dnIgtRieRDfEr3In232zV6s/IzqZlURVpTPpi5R1BSopi5RiDSN3kwGDTSq0hSSQ1xiQBHdJPWldRIcSLckJ2ME3l5nor1z+iFLDIwSRLleW4ymuQoMk+6Ly8tycaPQEQUrtdruzfSn3Xy0rGua7VaLSuzTaK2KAqlaWplqH1K1yfX2+22lfje7/darVZWfptEKs93LocpW1zXtfXW5XXMH3vAzxOfOZK/7E9/iIHE+XA4tHlGlDJvjI17sVc5tMCYNpuN8jxvrKnvW8xBj5ubGzsg8uTJE0vts7f2+73W63WjhDh7hjWiRLdffxLvXtaz3rzfl8hmXj+t5LmffxL4iGzfZzlEcBA0CQEcBEEQBEEQBEEQBEEQBEHwGtPr9fTtb39bNzc3yvNc19fXJv8ou3s6nXRxcaHxeKzBYKAsy0x+/cu//Ium06mm06mePn1qQkySCa3hcKjLy0tdXV2pKAoTuc+ePbOELHKmrmtLrSKnkNEkPn1fV8r35nmu4XBoieLD4aDZbKbFYmEy+ng8qt1u6/LyUvv93tLKiKXZbGby05eQRhYhAxF7nU7H5CiSDAHpexAjKUkqpmmqfr/fKKl8XlLbl3BGfm23W83nc5O79JqlhDKltylfTP9hxuMlHsnOTxNnSHdKJCPHSE36nsQkehGmCGovqRFsyEXKNSOV/Rydi2bmnPLPlN5er9d68eKF9bpFzCKdGS/P5BO9fs6Xy6U6nY4dZri5uVG/37f+y3xxHYQk+wN5yrwx/+wRkrp+HFyPwwD7/V55ntvhA9LF7BeENNfi3j7dOhgMNBwOdX19bYcnOEBQ17WV2C7LUoPBQHme63g8arFYWHr6cDiYbEeU+7Qyktb3S16tVo3Ust8beZ6b1OXAgyT7zHsRzX4djUa2N/xcsw/9wQi/nj7Jz+8N5hh8Sj5JEl1eXlpP5/l8HmWhg8DRVetnPYQgCH5i4vP7ZhPrGwRBEASfDfF/7ptNrG8QBEHwhtJut3VxcWGJ0ocPH+rx48caj8eWml0sFiYzSUrS51e6l4SffPKJPv74Yz1//tz6ySKsvKAtikLD4VB5npvMXC6XluYkPcmYsiwzKUySEBlESpVSsdzHp2yRa4hDUr8kD70k8mWAvailLDOJWRKHyD2fQCWZyP190pGx+NLMpBx9L1juCT6ZiAw978mLVKXcLqlO+qWy3iRtKevd7/fV6/WsDy/PiGhE9p1LMa5FStmLSV/Gmtd6MUh62s+hF9wIVfYQ0p0+sL5csJe3vmzweR/Y877IjBk5uN/vLcXu5SUHDEj3+rLdzA3rzJd031eZxHu73bZx+7LV7DNfNplnAF+6WNIrvYjP++Yie7MsU6/XszTwbrfTbDYzEctzMD7uwXNWVdWQ/f6LcfI58oci2Htclzk/l9mS7MCEXxPmkPGwL3hm6V7A+73A/vN74Vz8+33my8Szb0nh8xmPRHDweScSwEEQBEEQBEEQBEEQBEEQBK8R7XZbaZrqF3/xF3V9fW1JQlJ4/X5f+/1es9lMkvTgwQNdXV3p5ubGSuT6Xr8vXrzQRx99pCdPnljPXURPkiRWkrnb7Wq73Vq5YJ/8RcT2+32Nx2NLx0rSfD7X06dP9fz5cxvHaDSSJBNSvV7P5PN8Pm/0a6W0sRc8y+XSvk9/V+7n+4iSRJTuS9r6ks68lvLMyK7NZmPiO01Tk7/Iat/HlxSkl8PcD0nW7XZNWnFvRNf5ulIuF0npr9Hr9fTgwQNdXl4qyzJ773K5tPK9vE+SSXFfjplEdpIklh5GsEsyCc26sA6sFYlX5gARx5qROPUJ2eVyaXvTl+RmfZnzqqosjXqe4Eb+scbMO/uyqirN53Nbd5LqvNfLzvV6bXPLPuJZV6uV7RmEJClXX1bcHzLgGfke6+tT4OyNdrtt64PEZ73n87mVwqakOwcr+v2+ZrNZQwS3Wi0VRWFlwknFs694Fn8QwItR9gefRZ6Z+WUNGb9/7263U5qmr8zxcrm03wOUb+dafg/6Z6YEPPPB2Emn+/7ZVC/wBwlOp5MGg4HJ8hcvXjR6LAfB55EQwEEQBEEQBEEQBEEQBEEQBK8RDx8+1Ne//nVdXFzodDppvV5boo+Susizm5sbPXz4UJPJxMoLHw4HvXjxQtPpVLPZTFVVKUkSFUVhZX4RV3z/C1/4gq6urpTnuQk2X4q23W7r9vbWUp1VVamqKi0WC5Np9JBdrVZar9fq9XqWTO71eiqKQv1+39J/XOt4PFrStSxLVVVlQphSvwgvn3r0fVaRmMfj0UrV9no9HQ4H6zN7Op2sl6xPAvNzSkbz/CQpEaDIUEpQI6zKsrTyvUhfJCdpTa7FdZDAyLg8zy0pend3p8ViYelLRKgXkz5Bez4njIE5JFWMfEbyIkp9arnT6Vj/XEmN9GtZlia3SYJCkiTKskyn00lVVUlSQ4oOBgNLlft0NuvgpTYgExHDrC9C0vcI5vDAixcv9Mknn9h6+IMClDhOkkSTycT2eFmWktSQ8YhuDkJIsudjPiRZn2FEMgcmOBDAa0nW+77Zd3d3KstS4/FY4/FYo9HIegD7cuUc6CC9SxIb4Z5lmabTqb1nPB7bPLNOiF7mhX2eJImGw6HKsmwknFkfrgMkcfnccIAkSRKt12tNp9NGiplDB/Qh5sBGt9vVeDy2Axt8Pr1QZ9zsE9+/uiiKRnnyIPg8EgI4CIIgCIIgCIIgCIIgCILgNaDdbuvhw4f60pe+pMvLS3U6HSt16mViVVXKskzj8dj6iCJwgJ6zi8XChC/9PpGEk8lEDx480KNHj3RxcWGCi/60lCE+HA7WRxSh4/u8ktpDrJKmpHwrIgsZ58WtL81LWV96kyK3kJZIPEmNdC/i1ZdCZkxIM4Q515Nk4+T1vjy1T9QCSVUSsJLsmRgz+PLFyFifDEZq+RLZvsywL1ft05m+36yXp3ydp5D96/x8Id3W67U9Cwnk81Ld/Eky+FxAszd9j2QSpiRH+eL65/2DN5uNNpuNrRNinOfn/vQnJhHs5yrPcxVFoaurK0nSdDrVfD5vyFoEI/PJOLmXl5++3Ljfuz6ZzHOdlxY/T6eyBzmcIMmSu8yF739LkpjPPCWrSXezRvRyTpJEZVk2Slifl38G9iX3S9P0lbLT54le5plnJfvf0AAAIABJREFU5dn9vt3v97bfOKzg+zIz/+clpf0BDg4j+LS5/0zxXpLN5z2Eg+DzRAjgIAiCIAiCIAiCIAiCIAiC14AkSfSNb3xDk8mkkYakZCqpPUkmoU6nk1arlZUHRrpRMhYBdDqdrAQuyb8vfOEL+uIXv6hHjx5Jupe6JIsfPXqkzWajp0+f6p/+6Z+03+9N4FFSuCgKjUYjE6sIZsorI2+RNwhKRA+J4PV6bWlEUpDIJlKl8/ncymAPBoNGMtT3NPUi1CcKua8XZaQpSW2SbKQ8tqRG8pDEJxJSkolHZDl9dCU1ykkjNrkmz8g9N5uN2u22xuOxrq6urIy2l/8+pYo0ZM7rujbRSOnePM+t/DZJZC/AKc3LPCHsfArWl3Fer9dW0heh6ftA00cYWY8s5/u+P7EvIc2zcU1SpohUX866rmutVivrmzudTjUcDnV5eamiKHRzc6OLiwt99NFHJjbpr+x707IevV5P6/XanpvewV4+UkYbqcm6+lLoiFPmzh9k4Iv5QnZKsuQ7kpf+3whgf/DBJ/eRsGmaqigKTadTPX/+XLPZzMZelqX18eZepLlZCy+wSUOzz9nDrIufM0T0crm091HOmioF/F5h7X0Jet+rmLEx7+d7ErnMgRdJViJ9tVpFP+Dgc0m3pdbPegxBEPyExOf3zSbWNwiCIAg+G+L/3DebWN8gCILgTWK32+lv//Zv9fjxYz1+/NhEB6IUMebTjnd3d5rP5+p0Orq+vjYxulwuNZvNtFgsrE/ofr9XlmUajUa6vr7Wo0ePlKapZrOZyToE5Ol00j//8z9rOp1quVya7EQ+TiaThhxM01TD4dBEJFKSdCzlh32PVUmWTKYcLCDikLHH49GkGOKTlCvilXR0XdeNJKFP4vqyxHmeK01Te+9isbCSwL5HLMlY0oedTsfWApl+3m/Yp3N5Zl8a2acbuZ6Xcdvt1tKryFEkmE/38oyXl5e6ubmxeyLBEdWIROaFktyTyUTSSxmMgCYpzVzzs+PxqMvLS43HYx2PR0vtsk6+jDZrPZ1OLYUuyUQ+opr1y/Pc9sTxeGyUFk+SRJeXlyYKl8ulyVekL2uJqK2qSq1WSxcXF+p0Oo3Sw77vLOlx32/ZC2960bZaLfX7/UZ6fbfb2cEFkrgcvAAOYSBwfTlsPisk7Hk+1oN7MCbfa7koCg2Hw0b/ZkkajUbqdrtar9daLpeN/tSsD59XxDPjQ/4zR3me2/h4jS87znUQ3fQ25mCIP7BAevi83zD7gn3Pa/gehwt4Dj7LrVbL1jTkb/B5JRLAQRAEQRAEQRAEQRAEQRAErwHH41F3d3cmtygXi7CSZKVnSU4i83yydLvdmvQlNYdgRBY+evTISvH65HCn01FVVSZCuY5Phvq07eFwsJK2JDgZ63m5Y0n2XhKUiDaEpS+FW1WV1uu1JQV5Dp9U9eWIuQdzQelr5BF/kk7O81ydTseu7/uOkkQkvcrcSGqU35XUeDbpvvw0Qmu329kz+3LMPmXqS+J64epLLvty15TY9l9c+7w8Nn8nUYqYZ6x+PAg+Erp835fFZk7Pn5nrwPnaMC7mlOdDBCdJYqLbj4V95nvE+nVN09TSqb6kNFKU5DDfZ64Q5Qhy/o6ARFJ7oX1eGpnX8T0v9f08IWk3m43SNLV0fKvVsjS93wesl++3zLyQfvYpZuaS7/sDEL1erzHX56/zc8B4+T0DyFh+H3EAgXGyB/1eIHXsE/j+88Vn3+9RL9/Z8+d7wCenz0ttB8HniRDAQRAEQRAEQRAEQRAEQRAErxFlWer29tbK2pIYRHgkSWIp2wcPHqgoChVFYSV9SftKstKzg8FAk8lEdV1rMBjo4uLC+vpSBll6KWeePXtmIgb5VZZlQ/z6Ese9Xk+73U7z+dxKIVMaFxHme8KSYCyKQpvNRvP5XLe3t3Y/JBRiCgFdlqUmk4mKomgkGMuytDRut9tVnud2Df7d6/VM8lLCFim42+3U7XY1GAwaCU+SuKQaN5uNPQMlpiU1ZJu/R5qmJv586pjkKKWoSXv6ks78nfecTictFgsT4r53sT8QcDgc1O/3VRSFpSx3u52Wy6XJV+k+YcqfHBqQ1Nhf7CUkH6/18q3T6Wg0GtnYKcnbbrc1HA4lvZT5jDXLMtV1bSXHvVjkur6MOXOIoCyKwhK7rAn7lLWirDayFNHJ65GLlNYuy7IhG5GcJFx9mpoevUhQ5pV1o0x6lmWNctC73U6r1cpKSHOQIMuyxjVZN1/SHCl6PB4t5X46nTQajays8nq91mw2M6F8PB7tkILvW+17erPPmR8OIPg0PmPls+0FPJ9NDiYURWG/w9jzvsS0F7mMjf1IGjhNU5PUSGtfMrrdbts6BsHnmRDAQRAEQRAEQRAEQRAEQRAErxFVVenFixcaDAb2b1+eV7rv0blerxvp1iRJNJlM1Gq1rF8rPXRPp5OVWn7y5InJLN/XlF617XbbBBHS2fe+pfQx6cIsyzSZTCy5TAL2cDiYGOM+XMNLScQX0otysgg/vi+97Cm6WCwsxdhut61cMGLKp6d9QtcLXnqoSi/7iM5mM63Xa3tefk6ClB7FlLNGhDIGkq6Mk/LNVVXZPB8Oh4ZM43U+hY1sZ14pP71arUzu9Xo95XmuLMu0WCwaaVv+Tsp1s9lYWWQEMXKecVH6288Tc4Ao9ocFkHAkbdmbCMnBYKDhcGhlyu/u7qxPNelSL/oQ4JRZ3m63ur29VZqmGo1Guri4kPSy/PNqtdKDBw+U53ljjPP5XIvFQsvlUlVVWVlzykMPh0OVZdlI+W63WyVJ0kjCU5qZ9QWfNvYJdJ4dccz96Dnc6XRMyjNmBLgkE8Y+NYz43mw29jlptVoaDocaDAaWNOa5SYojVXlOxK4vH47QZe24Ngc5eFbfP5t9xHv5Ob8f2HfsfQ4t+H1MFQJ6ls/n88ZnnoMupNul+ySy/0z5QxNB8HkmBHAQBEEQBEEQBEEQBEEQBMFrxOFw0Hq91nQ6lfSyryeSCBmDjEU4UZqX8rIIY19+FWmMfD3vnYmE82Vrz9OSvk+odF9eF5BXCDV69dKDdr/fm8Dy5aS5nk9M+iQu4kq6LzvsyzT7hO15mWAvgHkPKUsSlsgyhK/vSYrI9qWqSbP6sr+I0E9LjCLAKUvt+90yt76/rxe6vKYsSxPjSHE/P6SOD4eDCXGejTSoF7jna86c8PVp5Ye9MJRka80+4DW+97AkE9akldnD/rXsTb/X2u22+v2+rq6uGmWbpZcymH1Cf99Op6OiKBqyH9nrpan/HgKXn/M8PrnOmnOogPVEuvr+zewNUsD+i0Qsa400Zj2YCz4LPpXMvvLlr31vXp+Y5+8+8UzC2vfUpe8wvxt82W3Wl+fyJZm9GPblyZlX5sqXVufwA3NMiegsy14pD831fa9rruF/DwXB55muWj/rIQRB8BMTn983m1jfIAiCIPhsiP9z32xifYMgCII3lOPxqI8//tjSoJPJpJG8REplWWYJToRTmqaazWYmiCnbKskSknVdWylkn5SlrCuSyUvjuq7VbreVpqkJPVKop9NJdV2bsNlsNqqqSlmWaTQaWbnf3W5nItCXcCXRR/KURKUv/YsEY7xlWWo+n2u9XluqdjKZWOKZZzyXmF4+k6I+nU4qiuKVXsrSfd/j3W6nFy9emPQbDAYmnLfbrWazmYl4pBi9i31qkjH55C/PTZKa8sGkHauq0nw+t/nypbKRmCRP2T/skdPppCzLLJ39aelWpCsg37wERixXVaXj8aiiKGwMrPd6vdZqtdLd3Z2m06mm06n2+73tNQ4DMEekrXmOu7s7k5z9fl/j8Vij0UjD4VDj8Vh5nutwONj1l8ulptOpLi4u9PjxY93c3CjPc93d3en29lZ3d3eqqsqe14tp5kaS9Q9G9FKeebvdWpqWxCzzguwk1ZskSSNhzj6hRDOpepK8lLHm2iR+SS9TSr3f71sCl/G3222NRiNlWaY8z7Xf73V7e2ufb55lvV431vJwONj6sbaU+uZ7/uDF8XhUp9Ox3tusG3PkRbsvPc/vBn73TKdTrdfrV/YZ859lmZbLpf2+Y7y+f7GvVhAEQSSAgyAIgiAIgiAIgiAIgiAIXmsQfIg4BBClfEkKbrdbTadTk5TSS2lHX+DVamXJX6Tkfr9XXdcmmH2/1fNkIUk+ZBWSB1lGovA89ff8+XNtt1uTt/yM0s2+lDISm5/zJ+lZ0oJIQwQZycK7uzsTR5eXl5bW9KVteT9CiWdNkkSXl5fK89zKI3txjQiTZNdA8Pm+tmVZvpISRlwhz5Fpvl8wadC6rhslrUnKUv4XOYr8I7nLWpLEREaTHucQAHvKl+9FaHsBjnjz10TOedHM3CI9KXmMPLy7u7PetAhwXu/T2afTSVdXV40DDbvdTk+ePNGHH36oR48e6fHjxxqPxzYH/kDC8XjUarWy3r/sJw4aIC/9HvX9bvM8t/3oSxPzHCRh+f753uJ+zDMHC47Hoy4uLkza73Y73d3d2Xwh5/1BDZ+GJlXM542+xRwI8L2nsyzTdrvVer220uP0c6YXNWLXlwX36wKk7n05a8Qse/fq6krz+VxlWVoim98ri8XCPl9e9Pt5o0S8Lx++XC4bSW+/z6LvbxDcEwI4CIIgCIIgCIIgCIIgCILgNaWuay2XSz148MBkoi+JvN1urc8vCVaflkNueaEkqVEimrK8XNcn7pA9CB/eg1REJFMilrQnvVfLsrResUji+Xxu1+E9vtcnstT31fVJVPrqIqhJMfu+oL7083l5Y0lWCtenDZG6Pl3Ln9K99EVkSWqINF+22JcE5j6+xDDlphFv9EelTK8X8N1u15LUvN6vHVJxv9+b6COVybi5N3uG1CnCFhibT836PcdeYI+QTCW96VOq50lbhLTfvz4J7OeJQw+kSquq0rNnz7TdbnVxcWHSn5LniHn2Nfve7zNfVps5pGy3X18vvH3qlPVh3qX7VDTjZD/5nrfMr5eszB2SE8Hs9895iXbfG9jvFT7XHDrwZZN96fGyLG383LfdblvSnWvz5ctC+2oBzDXzkue5JpNJo5Q6Et/3AJde9iZmvpnD4/GoqqpsHvr9vpWx5veST7MHQfCSEMBBEARBEARBEARBEARBEASvKYivb3zjG0rTVFVVmXA9HA5aLBZWcvfBgwfq9/s6nU568eJFo6wrCcPRaKS6rjWfz7XdbjWZTHRxcWHi0MvFdrutwWBg6eLtdqter6fhcKg8z1UUhclg0q/nqUFkqZeSz58/1+l0Ur/f12AwUK/Xs3K/lAj2vUt3u53SNDXJO5/PtVwuNRqNLInqE7lIoqqqLCHKuJDRCEJ6xlJWmlK2yDnmBblG8lqS/ezp06f2TKPRSFdXV9aHFvnle6YiyX25XXo5c+2yLFWWpfb7vYbDoYbDofWARUxSLhjRutvtVJalyTtELWOnRLTvuet7z5KapcyzT6CORiPbW1VVWVnkuq4t/ennarlcaj6f2+GEJEk0HA5NSqdpamlsIBHr+8lmWaaiKDQajTSbzfTxxx/r7u5O19fXevjwoZVBJkHNe6VX+9iS5GUMvpywPyxwOp1M6pPoZh78wQdKf5MaZl/1+30Nh0O99dZbjXLg3IfEMnNHWraqKpO8eZ43ZDXjRbC2Wi1dXFyoLEutViutViubR5/U9WXgeX9VVTqdTpbcR2JvNptGWXGkK8/JZ4Q9VFWVNpuNJpOJHj9+rOFwqE8++UQvXrzQdrtVURTq9Xq2L/jivsznfr+3/Z7nua6vr9XpdOz67Av6DQdB8JJutEMKgteX+Py+2cT6BkEQBMFnQ/yf+2YT6xsEQRB8HqBEb5Zl2u/3ms1mOhwOJr1IGq5WK63Xa0sXUhJ2PB5bT93pdGqlYek1i/QjiUfilLLKlNu9ubmR9FLUkaqsqkqz2cwEq3TfaxcJTaKSNOtoNDLRLL0UVkhlLy5JiCKbEFcIVOSa72Eq3fdkJdlclqVJNFKKJCyR4UhrEqXj8dh6siK3mU9fcpq+yNJLIcwzUO6ZVDbyDZlOutcnMpfLpfVNbrVayvPchCa9dBk/Ipt5otTuZrNRmqbWN5f0ry917SU2qd2qqhq9ncfjcUOA049Yks2DdF9KmuQ26dW7uztLG9d1bUljXw6blO95P2kStqRxKcP9/PlzzedztVotjcdjjcdjSdKLFy80m83sc8La+vGQsEUgsufZsyS4+WLPJkliyWsOEpCm9elt+mBzPcozF0Vh+8Wnyfv9voqiUFEUWq/Xjbn16V3/efNrcDqdNJvNrOQ16XcOTZBC9ulk5pbx+98VfHaYOz5n9G0+nU5aLpc6Ho8aDAaNfta3t7fqdDq2b3q9ntbrtd2bXsH8DmBdfBKZwyTtdlvL5VKSrDQ6n50gCJpEAjgIgiAIgiAIgiAIgiAIguA15ng86smTJyZkECKbzcbkH2VvfS9eZCVyCvk3GAyUpqnG47FJGMQVaUnEGXh5xd/PS+T6RKX0Uqr51CWyEOGHdC2KoiErkVC+pC4ilnRnu902KUvpWt+zlaQmAovxkHz1PW6ZF+aPMdEflb7FCGzEKBIRCYzEZM7pB+vL/fLMJCCl+yQqZboph+1LB/u9gMDzvZgZGwcCeG5koiTrjcz6ImBJWyNefe9lLwAR4r7MM4IYMen70Xa7XfX7/UZymdcgQEmm80WPZy8keU+329VkMjE5nqapJagpqe3XhOfzfZh9GpsDD16q8oyIScopM5ekYjmEIMkSyAhiSiUzD17qsr6+hzZjJN3rpTpf/r58NuiVy/qyJpJsnbieLz/O30mReyHvP7/gr89+RSb7OfV7KEkS+7z5fczvFfY/ifhPK9PNvJ/3Aw6C4CUhgIMgCIIgCIIgCIIgCIIgCF5jttut/vf//t/64he/qK9//evW+3O9XpvcoqQryc/BYGBCbbPZWCLv+vpaV1dXJtIWi4Xu7u7U7/eV57ml96SX4oeU8X6/1+3trSUikaiSNBwOdTgctF6vTfiQJkWKrdfrhqTtdru6uLjQxcWFlYH2vUz3+72NGWFKmVrppZyczWaWRkUIUnIWITgajawU7mKxsLRjWZZ2HV/2lqR1kiQm2CTp4uLC1uL58+daLBZW9ph06GAwUJZlNv8kpBeLhcnri4sLK5dL6pf5RnYhL5FgCPJut2tS3ZfUZg4Q3kjwsiwbgm08HmsymTSS2nme21pySIC+08g65BzXvL291XQ6bawV84AARXJy2MAnr1utliaTie1DErK+L29Zlo2EK2szHA5NrJPq9cJ6vV5rOp1aaeXz/sKUYM6yTIfDQbPZTOv1WpPJxGQzZav9IQh/HS/okeNZlmkymViKGZHN/HnBT2npoig0Ho9t7Wazmc2T78lNCp4DCqwRPX3TNLU9TxrYl65G6nLv7Xbb2POIXRLGSGtJDRHOM/iDGJvNxn7PLBYL+zxxSOX/sXdmPXKc59m+e++uXmejRDmWbTkJgmx2fJ7zL06+Ewf5oR9gyzkJ4BwkOcoCBAFixLYokhpyZnqrrr16+w6Y6+HbI8nWvlDPBRAWZ3qqq956m5J51X0/VIKz/iSF2RO8drPZWFU1tfMkhsMHDBzHeYkLYMdxHMdxHMdxHMdxHMdxnFeA+Xyu7Xari4sLE2bh/FrEGPKKNGOr1dLFxYU6nY5Go5HN10SSUQPNLFdEJLW6EEWRJWDDqmbEcL/f12QysXML53een5+buESMUVtdlqX6/b5JJ2Q2wol5slTDck5UKIdyDrnI/FFmJGdZZq8n4ctxmOnKPNRnz56ZgEJoxXFs50z9MSlH3hcJvtvttFwuT5KjzCtutVomZklW8nUkHtfGL0RxWJ/L7GPmz263W5uzy9zcKIoseYpYXCwWdk2IeI5H6lR6WZG8Wq2UJImSJNFms7HkMXuAcw1nP/PQAQ8I8BqS38w7RvayhlQ1I1lZb66RymYkYRRFdq/Zw+v1WsPhUOfn51oul4rjWFVV2bogRHlfBPl6vbbvIdklmSyXXs7vRbiS2EUGh2lzUsqz2UzT6dSqjJMk0Xw+12q10u3trW5vb08qsEn4s9e5l6R+qYsuikJpmtr58Nrj8ajNZmPnzAxq/izgwQKkLw8MsBe5p6SCEeyhbEcUh1Kbr5P4Zo42n3Wui/nSVM1LOlkz9nqY0Pb0r+N8MC6AHcdxHMdxHMdxHMdxHMdxXgGY5TmdTm22LEINeYq4Qki12211u12TaUiVPM9P0rqh6JVeCKBQGJFilF5W5YZp3rD2FkJhhHRDDCIkqamm6hlCEZkkicqytHmroXi8PxOYc0fK8l6I01DsIUGRv+F73j8mEvVwOJgERlaGsgzZFaZnOTZpyzDFzBpR8YtE45h1XVstbph05V7yc4CQu3/eSLftdmsCPKwGZ19QIxzOiY3jWIvFQnEcm4zjniPPw30YVnLzWuQuFcGSTqp9EfOkhxGz3Dv2SzhDma+RIA5Tp+x/9hT7k3sbvgcJZu59WJNMbXFY18294Hsck9Rtu922GcGj0cgS4gj28Hjr9fpE5jJbmv3J+7C+eZ7bPWOfhZ815gWHCWX2R/igRFj7HD5swOv5jHPvwurmsNaczx/zksNjh2KZzxJ7Pax457x5T6Q6n5cPqqV2HMcFsOM4juM4juM4juM4juM4zisDs2ZHo9GJnEGyIl663a5Go5ElXanVzbLMEp1IwN1uZ1W9pAMRw9LL+auILuQj7xPOEk6SxGQuYq7RaGg+n1tFdFEUkqTBYKDvfOc7Jv9Cccl5UKHc6XT02muv2XWH9crhLGBJllplDRDmpHMR20iycKbvcDg8eQ9kFalHzh35iXQ8Ho8ntcaksiVZmnq1WpnI5nuhtObr0+nUks/MeUagItU4t/vy/ng8Ks9zk7V5nitNU7uno9FI5+fnms1mmkwmquva0r3cI9YCWciDB+Fe6PV6Vjc+Ho9P9llY1c1ahTNyOceiKOy1yP0oik5mM4fzkRG+1DyHkps1HI1GlkJHQjMbOEykh4IyfGAgnI+MuGXeLdXYVVVpOp1awrqua8VxrDRN3yfxOR7p5V6vp4uLC41GI81mMz169Mjkepqmdn+Yic059no9zWYzbbdbxXFsleNIbB5GQNSyl3jwguvhAQHp5QxvSScJX4RxKJF5SCJMwHPdvV5P7XZbg8HA9tpwOLSUNGvLMfmziprwUFAfDgeroz8cDorj+FP/mek4ryptNX73ixzH+Yrin99XG7+/juM4jvPF4P/OfbXx++s4juN8w9hut3rnnXdUVZXefPPNE2klSefn53rzzTc1nU5NbhZFYfKSRN14PNZkMrHaWVJ4CKww9UdiE9G52+1M6pHeLYpC+/1e5+fnJ2I1THkigabTqc1KretaaZra7FxJKopCq9XK5r+Gs42ZHco1IY+azaa63a6Gw6HVPzcaDSVJYrNnh8OhScRQipHQRdRKL6TleDy2dUBqI4SRorxvp9PR1dWVrq6uNB6PVZal/QpnMCNGqV4mFYnsazQaKstSkkwGIzjDxCXiMkxHcjyOxX1ABFKZPJ1OTdq2221dXl6qKArNZjM9f/5cz5490/X1ta0dYvzhw4cm9dvttolE5CZr1e12FUWRJXHZR6SFqXFmT7I2JI8hlL4kp9mf4WsAsVgUhdVls6fDWbqsN2tGzTTrHya3EZbhTGkSyVQt8zABDwVw/TwEQPIZsTkcDq1eHVk9m82UpqkJXQQ+ifOiKDSZTBRFkcn21Wpl64OY5meYEcwaci9YM8SsJBO47HNex7mQ7uXPif1+fzLnmGQ57898clLYPKjAPmTudVgRHaaFeYiAa3Ec54PxBLDjOI7jOI7jOI7jOI7jOM4rAjM+SROenZ2ZxJ1OpyZ1qcpFrIUCmJ8Nq2JJAyKckHlhKpC61iiKTgTX/dpZpJckOw8E7GAwsNdRJRvOZSUZ2G63bS4w13c4HJSm6UlNLBIKYcd7czwSt7znYDBQFEUna1qWpYlVBOTxeLRj84tzRXghn0lH8po8z032IrI432az+T65GM5YRUKGdb6hRA9Tk6S0uTYEJ4I7rAMnXcm83eVyacKYuu/VaqX5fK6bmxvd3t4qTVNLfIeV2VQQI6q5N2GymfQ164C4DdO1yNfhcKhOp2NSMqwCRgqyvshXxCQiXHohc+9Xf4cV2twbJO9gMLA1DaUye24wGNiDAVwf//tB50lSdjab6ezsTJeXl5aW5TNHxTWp3el0ap81xC3njFTlgYO6ru31nC97tqoqq3UPq5NJN7NvEPSsCddAIpp9yj0nNc33uQdVVZ2kgSVZOp653Kwl58r6cD7Ust+vWg/nKzuO8+G4AHYcx3Ecx3Ecx3Ecx3Ecx3nFWC6X2mw2+qM/+iNdXFxIkmazmYbDoc34JQHJbE4qlZE22+3WBBeSEqmIdJV0UiNLinQ4HFr9cSh+y7K01C7ilYQswjjLMqVpqizLNJvNLCVI+rbVaunq6kqSTFimaWp1zySCEXjheUhSnudWd821IJOm06nOzs7U7XatTvf6+lplWZrcRtQiEUOxWVWVlsulDoeDCT3Ec5Iklj6VdCIVeQ0JUFKc4exmZB0/i7RDiIcziqkFJs3LjNnFYqHVavWBEhqhSC10lmWWwM3z3MQqwo97gQzt9XpKksReR833ZDIxGU9CGOlcVZXiOFYcx1YvTXoaqcje4EED9mqe5yZbEd3I6/BhBmQileT9fv/kWhCWVIazz6lZZp+G83n7/b7tcc5Bksn1sMqY9DCC8+rqSq+//rrOzs5OPldc32q1srpzUulh+p7qdSTwZrOxz3SWZRqNRup0OnY/ecCCmmrkLyl89kxRFOp0OhqPxxoMBnb/ee/7Dxb0+31LsSO8ueY4jtVoNPTgwQP1+33t93ttNhtrBgjFcbvd1n6/V1mW9nnke2HCl3vJzzqO89txAew4juM4juM4juMMJmNEAAAgAElEQVQ4juM4jvMK0mq1dHl5qYcPH6rT6ZgoQlaS5EMSMQdWeiFWEXvdbldxHJv4Yt4vCU+Sg5eXlxqPx+p2uyqKQkmSWEqU+mW+j5BC+FRVZenRMJF4PB61Wq10c3NjtcT9fl+LxcIELOJpPB6r2WyqKArd3d2ZpCKFjDziHEiAcg5RFKnZbCqOY0tKSi/EuSSTf8haJBRSGxk9Go1OxGEowMOkKsckVUl18m6303w+NwGKVON8WHPEO8cJRaQkS7TmeS7phdBP09RmPMdxbCK4rmtL+G42G0t+ImfzPLe9wP0/OzvTdDrVxcWFhsOhpW1JvHIvy7LUfD5XVVU2d5q6YOR1FEV23xGtCMyiKOwe9ft9m3HNjGLEbZqmto/C+co8AIDoZf+xn6uqsj06Ho9Pas6pK2afca6IXmZjIy1538ViYaKSBwG63a7yPNfz589VlqU94DAej020hxIeMc/n5Lvf/a4lse/u7rTb7WwtmJfMMbhHrGWWZZJkAp59gbhF0FOfzsxeHg5h75FQJrVNYjjPcyVJov1+r8lkomazqaqqdH19fVI5HqbMw/3NQwGcJ8lv5DIV0+x3x3F+N+2GD0RynK8t/vl9tfH76ziO4zhfDP7v3Fcbv7+O4zjON5n9fq/FYqHRaKTLy0tLTPb7fZuBi6xD4oZVqwgzRCcyk+RhmAJFamZZpizLTDZXVWUiFEmJ/OXnEHEkNYfDoYlcrgMBSsUvchEJxcxR0sBpmp6ISOmlqGY2LwnO0Whksnu/35scQ0yFldWcSzgnOPw6ghCZzXuSeKVCGsHI9bO2yF7WNxTAvEdYkRumhEnUktYlacl9zPNcm83GBDCzdUkC393d6dmzZ9psNrYXkiQxUcicZSQ4577b7SxxG0p51pP9ghyWZJIyXCPWoNfrWdKUr43HY81mM41GI6soRvoyg/aD1paf73a7ds84z7CyGu7fc9aZ+bWs8/0HJfg8cW+4Lo4d7nXqsdM0NXFO8pnPGw9lhPXTJG8nk4kOh4NVOpPkpQqa9SC9H64758Ee5l7w82ElNLXTXDP/yx6UXs4HDtsASBc3m01LMocV5NRb369w5nzDPx94UIDvMSPbcZzfjSeAHcdxHMdxHMdxHMdxHMdxXkF2u53+8z//U1mW6Qc/+IEOh4MleAeDgYk75Kmkk7pakq3H49Fmi4ZzVZFCzOK9vb21+bfSS2E1Ho+tihi5g7QkQYj0q6pKk8lEVVVps9lovV6r1+tZjbX0Uh5ynF6vZ9XMSZKYQB0MBifyESlVVZWiKNJ4PNZoNDqp95V0cmySvqG4vF+jy5oit4fDoSWkw+pcBF1VVRoMBppMJur3+7aO2+3WzoEkKfIrnKtL6jWstQ7TvshK6qQlKUkSS/gul0slSWLpY443n88tAcx7c92kXIfDoSaTiUajkUl6EqNhlTgJ4dFoZPeDfcVMYBLVkk4qmvk694T7f3l5qSiKdDgctNls9Otf/1rr9Vp1Xdv973Q6StPU1jCcNV0UhSWgSaGG17ndbpXnuYbDoXq9nqVWEcmkiLme9Xqtm5sbq8Hmc8A+QKAiTVnHsOKbKmvEcDi/mtQw6fzb21vbN7/3e7+np0+f6unTp3a/ecAgnNtNgjoU3Xwuoyiy+5emqV2nJGVZZucczmXmfbhH4WxtYD+wLvertkkuh/cFsbvf762mO3xYhJQ3D4U4jvO7cQHsOI7jOI7jOI7jOI7jOI7zCnNzc6N///d/15/92Z9ZzTFVxQ8fPpQkk4BRFJ3U+JKGRGiS6kPqkDKN49jm4UZRpLOzM/X7fZN6zKBF4DCnFGEGYUKS9CpykDpnkqMcm2pYxF4URRoOhxoMBibhSEpSYRymPI/Ho0mwsFJZejEvmFRqmEyl0pr0J69HGkoyyUXSlFmnCL0sy7RYLE7S0SQqJZ1UYSMpy7JUHMeWzO31erZ+pErX67XiOLaf472SJLFKXeQgs3BbrZYlau8LVK5/Npvp4uJC4/FYURSdJMERxCRMmf+L7BwOh4qiyNaxLMuTmuPD4WDJ6ftV1nVdqyxL3d3dnSSO1+u1yc3ZbGb7jRRymGZlj7KGVVXZOpO4RZ7zevYG9wbBi+xFfNZ1bWKZSmb2JQ8dUDE+HA6tNvpwOGi5XGq9Xltil31EVTNze/M8V1EUiuNYi8XCBOlsNtNms7GkcrfbVRRFNneX9WOuc3jd4TqRrkW8k/Ll+tmjrEVYad7v90+Swnw2G42GBoOBJYx5uIS9ClRQ8/ng88hnHuHv6V/H+Xi4AHYcx3Ecx3Ecx3Ecx3Ecx3mFybJM+/1ef/Inf6J+v2/pv8lkoul0qkajobIsrcYVYRPOrEWMkX4M5RDJwkajYYnfKIpM8CIGSU9WVWXHRmxS5YzcDZObiKywVhfJFFYiI2+ZE0vSlPQpIhOxtt/vTUiHlcpIKgQiXw8Tksx7RfAhxlgPzi9cQ1LV4fEQoqEM5/2RmSRPqb2G/X6vJElU17VVBmdZZnN7+RopT8Q9axmK/GazaVXPkk4EH4lMhG+YVA1ripGeg8HARDa/oiiyPcG1s26h/Ea6skdYG96LlHOWZVaXzDF40ACBHNY981ruJ/ucmm0eEuB1zIbm3MLUOtfO9YZ15KRcQ+nPfkQChzO0eX9qmTnWbDaz9DPrz/2t61qdTsekN+vEfeV6wv3FLGbSxuG1hPOjw/pmUsPhAxocn+Qv583r2bscO/wVPhwR1j+H9djhnwfch/tV9I7jfDRcADuO4ziO4ziO4ziO4ziO43wDQIROJhM9ePDA5pb2ej31+30Nh0Ot12u1Wi1Lt0o6mSNLYvB+ZTLpTVKOoUS+uLgwwSi9SCRuNhtLFvMLedhuty1NjPQlBUrCEdEaJh+5hlBeInERiVTw7nY7k6VU1Z6fn5vQ2mw2Jq1IjR6PR52dnVmqMUySknhlDjHikaQz11oUhZbLpSRpMpnY8RBjHDOsTN5utyqKws6H65ek58+f6/b2VovFwpLFzJNF+IXzkBHi95POSH2Oz54gKd1sNpWmqcqytAcKmJe83W4VRZEdlzWn8nq329nDBSS4JZ1UVCMHEYlUgV9cXOj8/Fzb7VabzUa3t7eWBKbOm/OQXoh8ksBUe/OeyG0S4FmW2bmH94CHEdj/oTRG3HJvkN2dTudEkEuyByRC2c9ng/Qzojycn43kbjabGo1GmkwmlmZH5pOQRb7yfVLsfFZ43zC5G14P60EiGeFLpTOfSx6yQPLyWQorq8PZvewz9iMpcx6+CGdzh9KYByD4fHMt4Zxmx3E+Gi6AHcdxHMdxHMdxHMdxHMdxXnHqutZ//Md/SJIePHhgghWJRmJyNBqZKEIKUrGMqKnr+qSSmZRht9vVfr9XHMcmN6fTqaVPj8fjiWhjXq/0YjYqYux4PFodLxWzyEKEbJ7n2u/3J+fAHOOqqpSmqZ1nKIOpSUZgSi+kJMncsAq32+1qOp2eiMlwjmmj0bBKX+mFKKQ+WXohs0KZR/qVYzJnFqGXJInN4U2SxFKdHBdBmCSJidaiKE7EIZXKVGlzrohlhCmCVjoVcIjTcAYt543kQwyzRqQ1Ed/hniCJjeCUZDKaPcRDA9Pp1ORzCFXPWZbZHNj9fq/RaGRCFWkryQQs95avIx+RoWF992w202w20xtvvGH3jD1BKpVEdvjwA9KUNSAxTRqZ+doI6DiObT+yJ0NpjEyWpOVyqVarpfPzcw2HQ11cXNg9Wy6XNmt3MBjYceq6tjm91Cwzj5nqbN6P6mpkK583Pv/tdtuqsdkjPKzB3uK1h8NB0+nUrptZ1ZwD148UZ5YzYlmSnTNrSjMBf3Y4jvPxcAHsOI7jOI7jOI7jOI7jOI7zinM4HHR7e6v5fG6SKKwwJrmHfApTp4gavlYUhaWHqYcNa6FJ+iGzEFLSSyHH8aicjaLIpHOaptrtdpaqRUZRI43gRLSF9bwcF6GGjOTakH8c477Mk17WH5PORHJJL6trSU4jR5GAYQo2rKwmWYsQRHKS0L25udH19bUlejebjSU49/u90jQ1KR5W7iJdkeysdTi3lnNGtCH/uHb2QJiiDq+d1yF0SeaS6kWmh1K5LMuTKmbmt1IBjogm4YpMZ23ZIySZkYmk01lDUqJUBfN+YZ0x9w7py31GjpNORdIzN5r9GYpy0quhxA1rl5Hk9yU4DyqE94Y1l15WcnN/Scjy8EBd13bPx+OxJat5mAFB22q1TlK34XoURWH3iDUOq6p5wCK87+ybsJ6cJDopY86VNDB7n/przoPEPvcWwpnByGSuKXxQw3Gcj0dbjd/9IsdxvqL45/fVxu+v4ziO43wx+L9zX238/jqO4zjOCXVdK45jkz1UxPb7fUusrtdrxXFsUg2RVlWVVSMjXRF6JFAnk4lee+01S/Su12udnZ2ZDAyFnvRC0A6HQ11dXanT6ZjkRDhOJhPtdjttNhvN53Orvr28vNRkMlGv1ztJ9lZVZYIunEW83W4tddvv901mI2u5pjCxSqUysphrDmfTUheNZDwejydp3DBNi/STXsjEuq61Xq91c3Oj3/zmN/rVr36lZ8+e2dpLstro9XptkvSNN97QYDAw8Yxco0IbsSfJ7lFZlhoMBtpsNlqtVlbbG0r08XhscpfrD9O14/FY5+fnOj8/19XVlaW5OY+yLLVer7VarZSmqYm8MPnJvVqv18rzXOPx2B40aLfbliBGNHJvkIDT6dSquiWZdN/v99psNlqv1yd7LEwkh3K73+8rSRKrgUZKUzkcSnOkOpKS/RWmzsOKaH6OayKpzH5BmB6PRxPg3W5X6/Xa1gWR3Gg0FMex7u7utN/vNZlMFEWRzs7OtFqtlCSJ0jTVcDi0OctcC0n4zWZjD1Ww95hFTHW3JEvucj/YP1SxS7Ja7PuzgBHK7Fc+v6zzZrOx9UHm82fObrc7qZBmFrWnfh3n0+EJYMdxHMdxHMdxHMdxHMdxnG8I7777rn7xi1/oJz/5ic0vRaImSaKnT59qs9lou91a9TKSqK5rdbvdkwRlXdeWECaxiKwcj8caDodWIUu6V3qRVCyKQqPRSL1ez0RcXdeazWZqt9s6HA6K41ibzca+3+12NRwOrVK22Wyq3+/bOVAhTH2tJKucRvStVquTebqkOpGzzO9FfPIL+YeYCl9HWpHfI9fCat6iKCS9kIXL5VK3t7c2v3e5XGqxWJg4RRwjGqfT6cmc4ePxqKIoLOkZzm5FeHM+nU7HJOTl5aVVRksv65+pBN/v91qv13beHLfVaimOY1u/29tbq02eTCZWI9zr9XR2dqZ+v/8+mYiMHwwGVi1+dXWlb3/72/rWt76lhw8fWqK0LEtb8+12qziOtVqt9OTJE6tankwmJ/eW/YBs7/f7J/eIdbo/J/l4PNrc4CRJLLHa6/VOEujUUIeClWsKE7KIUell4pnPGQnwVqtl752mqaXSuVcI1k6nY/eez+hisTiZ2czXsyyztHsURfYQAXKWfRjORGZfImF56IOHFUh8I+HZw+Gc3vCzzlzgLMvsAYj9fm/p57DumfvC/uA+cs/Yw47jfDJcADuO43xF+b9//Z0v+xQcx3Ecx3Ecx3Ecx3nFSJJEv/nNb/Tv//7v6vV6+uM//mNJUpqmms/nJpcGg8GJ1NlsNpaCRRIhmIBK4jRNTVwigBGnVEdL0nA4tMQqohAhhKBj1i/yk5m0VC0j4kgzh8lQRF+apifpzfvClGMitJDBpFvvp1GRWIhCJFVYJR3OSeVamKe62Wx0c3Oju7s7LRYLZVl2InMlWTJ7NBppMBiYrO/3+za3mTUI5xwjGEN5TcKXa2FdENlUTIeJ3zBZG9bzZlmmTqejJElMYJL25L5S/ct6hDXjCFUk8Hg8tj1BdTBSn/vF+cZxrNvbW9V1rVarpdlspsFgYOK6KAqbgUwCNxS/HJ8EKveEGmk+H/wzNdOsH78vikJ5np88/MD6hulr9hpCU5LdIwQxD1HwnmGVOfeBSnXmFYfylNQtyeI8z02isu+Q+0hYjs85kMpmHVmrsBI+TAGzF7hWXsf9Ys+R9kUSh39OhIl5PjP8ecK+DmuiHcf5+LS9Dctxvr745/fV5G/++jv66c/e/bJPw3Ecx3G+Mfxf/3fvK43/N7PjOI7jvJ+iKPTTn/5UjUZDf/EXf6GiKJQkie7u7rTdbhVFka6urvTw4UOrZEUMIYIQa41Gw2bH8nWkk/RCaGVZpv1+r263q+9+97uSpCzLNBwOTchJL+f1zudzE4yTycSqnIfDoVVYp2lq77Hb7TSZTHR2dmbJQ9KUWZZps9koiiJNp1NNJhMTYdTV8t6hmEL6STKJi3QjNRkmFI/Ho4lafiZNUyVJoqqqVBSF7u7udHNzo9vb25PzROBJL+Qp9dSSTHpPp1MTh5vN5qS2GjlIBfRwOLSkNAnVUHyH91KSVXUnSWK/jsejSWYEZjj3lvWlMptzCWe2zmYzW9dGo3FSd8wcWGqw0zTVcrnUdDq1Bw9IOS+XS5uNTMXz8XhUkiQn85TTNLX7gkAkRc3DAVx/+IBBmITN89wStLPZzPYB6eZer6fxeGzHWK/XliYPHwDgs0ESnfuMwA3nTbfbbZVlaZ9PhDDnlCSJzT1mHUNJz/7dbre6ubnRYrFQXdcajUb23t1uV+PxWIfDwVLmobgO5/OSut7tdlbHHj5cwZqGs8P5c6Wuaw2HQ81mM+33e93e3tpDCuG+Cz+DPNDAwwbhgxCO43xyPAHsOI7zFcLlr+M4juN88fz0Z+/6v4Mdx3Ecx/lGUhSFbm5urBKYGalRFGkymaiua5OYvE6Szs/PrTo5TDsihJCPu91ONzc3Nst3NptJeiGFh8OhNpvNiRxDorXbbU2nU11eXp5UzcZxfCIkJZmQZPbuaDRSt9tVURRW7Uuql5rc8Dp7vZ5JTCp8JZnM5P3CRCSiL6z1HQwGJm6rqjIRfDgclCSJrq+v9fTpUy0WC8VxrCzLTLiRsiSJSw3weDy2WcplWWo0Gmk6narZbNo9uLq60mQysYpnznE8Hlt6uK5rLZdL3dzc6L333tPd3Z1Wq5XNyQ3nxcZxrPl8bulWJB211gg/Krq5X7vdzqqNOQfqiEnnkvJsNpsqy1K73U6j0cjENlL87u7OpDhVwKRYEeKsv/QyRRumXakBJ6nKuXI/EbCDwcDEKiI8yzLVda35fK4oimxteRCh0WgoyzKTv+HDANQrS7L9xJqwt/gaFdXh3GBS8iSYkdesIefR7Xa1XC5NnCK0D4eDrU9YA57n+fs+/0j+ZrOp6XRq9yesAw+r0Unycm6tVkvj8ViXl5eazWba7XZWk71er00wk4ZnXY7Ho/3ZwVzuPM8tvcz7OY7z6XAB7DiO8xXB/+LZcRzHcb48XAI7juM4jvNN5OnTp/rnf/5nvfbaa+r3+1ZPi3TcbDbK89xkKmlSRBjyNZwjS9qTVKX0MsVKelV6IYGpHabKNqxvRrSScGy1WiYiSREijaWXlbmhyEUSM1dW0omQQ1Jybgg4KoHvzyclkUq6E4mMxESArVYrE2F3d3cmf58/f26CkTVtt9sajUa29vv93sTu66+/rqurK52fn+vs7ExXV1eaTqfa7XYmEGezmQnM3W5nMp86ZBKft7e3ev78uZ48eaK7uzstl0tLbDLrl0RsHMeSZJLuvgAOBSe/iqJQFEVWVU0dMfemrmt7Lyq+EYn8Qjrer0Rmj4VCOLyf3DNkb1gVTvI0TGuH6VvmQJOg5Zw4LteKRGVP8eBCKMg5blh5jHzmvLkniF32pyS7b0h5pCkPVYRpWyrR2Qukwnlv1ov7yPvztbDOvN1uv0+6sqb8CmvAwwQzc5558IJZxqS6oyj6wOOF1eJI78PhoLIsfe6v43xGuAB2HMf5CuB/4ew4juM4Xz4ugR3HcRzH+abx3//933r69Kn+7u/+Tm+99ZZJV6pw4zhWVVU6HA56+PChycYkSSTJZrUi3JA+eZ4ryzINBgOdn5/bfNg8zzWfz1VVlaSXCU7pRRITEbder00Uk9zkfRBqSOpQIB6PR61WK7uOcP4oFdIkc5FZyC+qZ0lU8hpqjqUXgu76+lrtdtvmzzKD9nA4KIoijcdjlWWp9957T48ePdIvf/lLXV9fa7VaKU1TWx/ODaFOmvj8/Fzj8VhXV1f60z/9U/3oRz/Sn//5n2s6nX7ofdzv91osFvr1r3+tX//613r06JGur6+tDjiOY0s/kxQNk6fcyxCSm9JLuc46sz5JkphojKLIrn88Hp8krzl+FEUnM2gPh4NJVR48oPaYJGtYYc0cYOR5o9GwumiSuQh1xC1zmJHAXAsPACCeJZmY7PV6iqLIroGHIZDqRVHY/QqFNXuI8+D4pLBJCocJYFLak8lErVbLPiOIXUknFeB8Nvf7vSXZuQ/hrG2uBYEcRZH9LPuAByaYTX1/djH3arvdWqKae8nDEHd3d9psNsqyTN/61rc0m810cXGhzWZjDxnwgAPym3vH8cuytPS6C2DH+exwAew4jvMl43/R7DiO4zhfHVwCO47jOI7zTaMoCv3DP/yDlsulfvSjHymOY6vS7ff7mkwmJudITI5GIxN41O9KOqkIJs2XJInNEe50Onr99ddPanQRTcx6reva5rCSrCUtSaIUMcv8YARaOJu1qiq1Wq2Tear7/V5ZlqnRaJhwRnBTZ0vCFlnHPyOrBoOB1R7zNUlW8zyfz/Xee+/p8ePHevfdd3V9fa3FYmEzjQ+Hg60r64VwnM1m+s53vqO33npLb731lr7//e/rwYMHiqJIq9VKq9VKy+VSy+VS8/lcd3d3luZdLpdaLBYm40iScv273c7kJ0nRkPu/5/Uf9H1kcLPZVLfbtereJEm0WCzU6XRsHjEVy6wbs5KjKFKr1bL1R5ySrO71ejo7O9NsNjsR/7//+7+vOI5tDjRrF6ZuSQLzv+12W/1+/+RaWB9Ea1mWyrJMFxcXlpalkrqqKm02G/tc8MAACVqEPvD1wWCg8XhsKebhcKirqysTotSWp2lq4pm524vFQmmaSpJ9HkgcN5tNNZtN7fd7E7qSNJ1O1W63tV6vFcexCXYSzWEKmF+hNEZMU9HOa0n98jmgNv3s7MzWkPnDcRxrOBzq/Pxc3W5X19fXlobnzw/2B3+GNJtNE+zhQwmO43w6XAA7juN8ifhfMDuO4zjOVw+XwI7jOI7jfJPY7/d6/PixHj58aDNASad2u131ej2bUYus3e12JsPOz881HA6tZjmUOhy/qir1ej2bX0qilsrfsAoYIUf98P2UbpgopRqXmcPD4dBEGiIZUcfPhnNJuV6+Fs6LDYUpqcUwuch8ZMTfer3W9fW1njx5omfPnmmxWGg+n5vIK8vSUqfheZMknU6nVvs8Ho91OBz06NEj/epXv1KWZZrP53Y8ZO9isbC0NNI3FGhhxS7rFtb5ImTD7/NzYcUy94GfJ11alqWJSNYuvC+j0UiTyUSS7GthqprK4PC9qeWmmjs8F9LSiFTWtNFoKEkSqyvnYQNqk5mpTAKcBxKooa6qSsvl0uQqQje8981m0x4GCGcfSy8SrMw0Dj9XnAvnVde1PcwQfq6oFadSfTKZnCTRScWGD2Hcr5WmrnowGKgoCnU6HVVVZcnp+3XOfJ6pXw/3BO/BQw7cI35RVz6dTm0vkJTmvbh/4/FYSZLYNfK55lpZ4zRNVRTFp/mjzHGce7gAdhzH+ZLwv1h2HMdxnK8uLoEdx3Ecx/mmEcodBFGv17OEIwnO/X5vs4GPx6OJywcPHuj58+cqisKqZxFFjUZDFxcX+v73v688z5WmqQ6Hg8nBsiw1Ho81Go0k6SSdiYAjQYnQkmSyCgGVpqklTyeTiZbLpSTZ9SAywzrbqqps1nCSJCfCj9eT1uR8EF1Jkmi73SrPcy2XSxPAi8XC6oKRv81m06qeSWOSTL28vNTV1ZUuLi7UaDT0m9/8Rv/yL/+iX/7yl3r8+LHu7u7sPNvt9sn81vvJXe4lQg/ZHc6o5euh7P6g47C+VGrzWo7DwwKbzcbuN4lf1pRfh8PBqohJlCPAwzm6fE+SNpuNVquVPQTAOb/++ut68803TZQnSaJ33nlHq9VK8/lceZ7be02nU02nU0VRpIcPH+rs7ExRFFmyl3QvM4CrqjpJrCKqO52OdrudNpuNFouFJFlF9Xa7VVEUStPU0r7dbldpmmo+n6vT6ejZs2d6+vSpnj17pj/4gz/Q97//fb3++utWmfz06VP7TLFXSP0mSWJ7GylbluXJTF5kcF3XlsxmvyC8Q8HLz/A17h9SmjVkxjPvzd7h/oXzlrMsUxzHWq1WiuNY7XZbFxcX9llLksREdZji51ocx/lsacs/V47z9cU/v19b/ubH39FP3/a/UHYcx3GcrzI/fftd/3f2q4D/N7PjOI7jfCT+53/+R3Vd6y/+4i90eXlpwgfhx0xexOgbb7yhBw8eWFrx0aNHyrLMkqhQVZVms5nqutbjx49PamYRh5JMRCGZ+RrJYpKUvH8oqqWXCVOqoplhvN1uJb2QdcjFcN4tv+dYyE0Suu12+yTJ2Wq1THptt1t7jzzPLYVK4pHriKLI5CUzYAeDgUajkdUBz+dzPX361OqNqfElqUp1MynTD0ru3oeEL1KbNUX+QZgKDX8fpjv5PesTrj/CESnIOocV0MxwJgVOmvV+ajlJEiVJoul0arOEmd/LrNrr62vlea6zszOrWJ5Op5bGvru7U1mWVtscx7Fubm70+PFjDQYDS98yO7jdbuvy8lKDwUCXl5cn1dphQpz7Np1OLf3N9Q6HQ7XbbUsOk6ylvlp68aDD3d2dptOpRqORJZepTJdkIrfRaKjf75vQReJy7PAeIH5JzzebTQ0Gg5MZvswnZj9Sw44YRv5yn8P7xrmH0plzJSHM2rBHEP/z+dzSvzwYQP37bDZTu93WarWyenfHcT472v7/hrNhk2QAACAASURBVB3n64x/fr+O/M2P39RP334sv3+O4ziO89Xnp28//l8J/PjLPhXnE+P/zeU4juM4H4XVaqXtdqsf/vCHmkwmlsxE8iCeSNCGSU3EHJW6YY1vr9fTaDSyat2wUpjX8s9hGlF6KTAlWfIX+dXv908qm0kuSi8SxMjYMM2L5CKFGP48x+D8pBc1viRcEcnIuqIoLC3KHGTqeJltTDU1x9tut5aoZY33+71ubm60Wq20Xq+1Xq8/sM75wyqa+f3910gvZfb9OucPO+b9f+Z+3If15HsIYOqVw/R0mCIeDoeazWaaTCbqdDomCpmNzDmR+EUaIzapPi7L0sTicDhUv9+3SnL2Z1jvTaUz8585/ng81mQysXnEVIUzo1mSpW/rujbJiSxm9nGYnuf3fFbu348sy/T8+XM1m02laarJZHJSX06qmrWlihzJi2Am2S3J9h/Sebfbqa5rm2MdzvxlXdjL/Aqrwu8ni3lwgSQ795XPIveNz1hYl80+Zn35THNNvC48luM4nw1eAe04jvMF8lL+Oo7jOI7zdeGFBPZ/hzuO4ziO8+rTaDSs0rnb7Wq9XlvqLxSB3W5XeZ7r3Xff1fn5uQaDgTqdjoqiUKvV0nQ61fn5uUajkaUtkXdZllkScTwea7/fW4oRWTuZTNTv97Xb7RTHsSWBD4eDJWzDKmFE4n6/t+Pfn+FKkhnpPBqN1O/3rYJ2u92alG00GorjWJvNRuv1WqvVytZlu91qtVppsViYFA/fC+HY7XY1nU51cXGh7XarzWajVqtlcnE0GinLMt3c3OiXv/yl1uu1rcvvukcfJG7vfx0JGYK8A9K9/Pz9OcthKjsU5dQ1IxwRqmEqmLQyr2s0GhoOh3rw4IHVG1PBXNe1XftwODQpy4MAzE0mkZplmfI81+3trV1LWHPdbDY1Go1M1CMmqQuv69ru793d3UnyNZxBfXV1ZWlVHpAgXXt5eamqqnRzc2NJbfYgMpR/Rtjy/re3t4rjWOPxWK+//roePnyo6XQq6eVcXhLazWZTVVUpyzIT1NxDBGpYtb3dbpVlmdI0VZqmtoYIbJL3kk6qnSWdzKmWXlRwU8tdVZW2263d5263e3J/eYCDmcrUoPNnwG63U5ZltheazaZdU/igg+M4nx1tfxbacb6++Of368Vf//hN/eztx37fHMdxHOdryM/+VwL/zCXw1w7/by/HcRzH+egURaGf/vSnevLkiX7wgx9Ikgke5A0SKxSBzFglCdrpdFTXtVXWIqz2+73m87kOh8NJirjf76vb7UqSzSzlfYfDoaUfG42GpWZJK7ZaLQ2HQ0skIhLDNCbCibShJJvbilwej8cmvg6Hg1ULSzJReXNzo3a7bSKwKAqra57P51qv16rrWtPp9GQu6vF4VBRFuri4sDnH19fXevr0qa6vr0+qqn8boZBl/X9bBfR97lc/8zWuGcEYvlc4TzgUvPclNBKeBDdJ3MFgYJXD1C9zv6MoUq/XU5IkKstSu93O0rBhIhmxiWhsNpvq9Xp2D8O508jMcHYx6Wz2C+9PIpyfQd5TOd1oNDSbzeze3d3daT6fa7VanQj/drtts4LzPLfkLelkjkfdMyl0SbZv2Tdhqn673do5kkiu61plWdo+5mfD90WoV1WlsixPkrxAihdpe39ONGvM90jz7/d7+2fkP59j5Pl0OrVGgPV6bfchTPh3u10T1R9nDzuO89HxBLDjOM4XwF/7Xxg7juM4zteen7392P+d7jiO4zjOK81ut9Ovf/1rE0Hf+9731O/3TU4ej0eroUUM5nl+UkcbziRlRirCq65rJUmiZrNpXwvroHnf8P3uz6wN594ioMJ64LACl+pZUsKkMRF3iC1m0yLjSM6SfhwMBpY6RfJtNhutVivFcazVamUzY/M8NxlIupLEJEnKzWajd999V9fX11oul1az/VH4sNd9lJ//ba8Jv4dkDtO8fB9x+GEV1OE9CY/HcRCYCOXRaKRut2tV2sjtMEFclqX9nvfgXlKRHF5Dp9M5mdNMhXdd11ZPHkpgzrWua6Vp+j7Z3Gq1NJlMbN8grNljvJb34Ofruj7Zm4hs9ifJ8zDJO51OLT3MPuQckLWsJdI+TP9yTvwMtenhgwMI7/CzFKbsSckjakn3SrL9TNX3brezamg+r1EUaTqdarvdar1e22ec2m9qqIuisDpqx3E+e1wAO47jfM74XxQ7juM4zquDS2DHcRzHcb4JPHr0SPP5XD/5yU/04MED1XWtKIpsjmpYhXs8Hk3eIaiOx6OGw6ElQcfj8UkFLGnhUDAmSaKiKLTb7Uyg3q8dJulYlqWiKLJ0ZFhvy2zW+XxuM2fH47HSNDV5hlhsNpsaj8eW1EQAI+MQmYPB4EQKrtdrPX78WKvVyuYAp2lqCdHf+73fs1rshw8fKooiHQ4HXV9f65133tGjR4+sUvjjJniPx+PnVpkbJn3DteeehvKPZHc4ExbRR+03c2OLolBZlkqSRIvFQmVZajgcajQamQDmvqRpqjzPT2bEcr+kFwKSfYM8ZK0RkNz3KIrsvldVpTiOLYXMvQ1Tw5xvVVUmdkkXz2Yz9ft9PXz4UHVd6+7uTqvVytK2WZZps9nYWvHAw2azMdncbrdt/0ovZDr7itnR5+fnmk6nJnzvP5AQpnSRvpIsWcu+5f41Gg0T32GFNKL6cDhYSrvb7SpNUxPTPPxwPB7tnkRRdLJf+OwnSXLy0MPZ2Zk9+MA58vBEkiSK49irnx3nc8YFsOM4zueI/wWx4ziO47x6uAR2HMdxHOebANKn0+no6upKnU5HeZ6bRKPWFskbysPj8Why83A4mFAiEdxsNi0dWNf1yYxRZNjhcLDXki6kIvjhw4e6uLiQ9KK2+ubmRsfjUb1ez1KLiFdegwREQCPpwuQpc2PzPNdyubTUcJ7nStNUcRxrsVjo2bNnurm50WKxOLnO4XCoKIr04MEDXV5eajabqa5r3d7e6u7uTtfX11qv11Yz/HFgfSV9oDj7oGrmDztOeI/Dr7PWSMZGo2HSl0pg7jcpcL6OtJdkoh3BiVRl/msoKNkTvV7PXrdarez7JLXPz891eXmp4XBoifE4ju1XlmWSZPtvv98rTdOThxMGg4HdD+5Vv98/SQCTCGadZrOZ7WeS3/v93qQzNcskgqmlXq1WKorCrhFhHiaoqacuisIS6JJOZHe327UHD5jR2+/37XUIVSqXwwQ2M67Z50jicI4w+wqJ3Ww27WEI7gfHYz42yemw5prz22w2yvP8JIHfarVO/jmsonYc5/PDBbDjOM7nhP/FsOM4juO8urgEdhzHcRznVWe73eqdd97R2dmZXnvtNbVaLXW7XUv2ksqk2hUpGM4S3e12JndJZzJHFilG0hPpG8opUqUcr9/vazgcajqdqtPpWCISycWMV2Rkq9WyuagIMWqdQ8lF0pUEZ1mWJ5K2KArlea71eq333ntPz549s8pnZsBGUaTJZKLRaGTnF9ZD397earlcmjAO63c/DaHQ/bQgssO5yZKs7pfqbpKm4fuTJpX0vopmUtJIShLCoRBktjRrj6jkONLLaufBYGDzoJHB1ESH68EeRVpyHezTqqreNxuXpGwowVkbhDhileQ519ztdi2VTMqXFDPH7Ha7J7NwJVktOIl2ros1JwXNz7TbbXt/pDtrHN4n7hUV6FxTKKFZX/Yln89wTjG10fzi2OH9I91blqXW67V95sbj8UklOA+C+Nxfx/n8cQHsOI7zOeB/Iew4juM4rz4ugR3HcRzHeZWp61r/+q//qlarpTfeeOMkORjHsaqqkvQiIclM1fl8flJxi2SVZGILGVUUhQkwqn8lqdfraTgcWp3sfr+3lOXDhw81GAx0OBz03nvvmcxCCHY6HU0mE0tnIhIRaqEU473zPDdZ/d5771nKcjgcqqoqpWlq6dT1eq3FYqH1eq04jk0YM993NBrp4cOH6na7ur6+1m9+8xs9f/5cWZaZBPykfJgwDgXlh83lvX+c33Z8pKskk6dI7nB2M9eDSNxsNqqqyiQ9M3NJxFL7u1qtTubOIgZJs/JgAN8joZqmqZ49e6btdquLiwuNx2ONx2MTm9SDh9JWerGfuL5Go6HpdKr9fq8sy2xfUWne7XY1Go0s0ctrms2mJYajKLIHINI0VVVVNu+aNC+Sm4ciuC5kcLfbPamt3m63evz4sdVV816hsK7rWuPx2O5Pp9Ox3yPOi6JQlmUmqnkfZlyvVislSaJ+v39S773b7WzPUytNspc539wHHqzgoQfOfzqd2qzg+ylzjsNaJEny8Ta/4zifCBfAjuM4nzH+F8GO4ziO883BJbDjOI7jOK86v/rVr/T//t//0w9/+ENdXV3ZXNBut6vD4WCzQ5vNpqIoMnHHHFWkVyhiu92uJpOJJUElWZoS8UUVMylNSdpsNirL0uQtUhepLL2ci0oiFVmVJIkGg8FJLS5JzDRNtdls1Gw2NZ1OrRqY+mqk75MnT/T8+XMlSaLj8Whp1Mlkoul0qna7rWfPnmm5XGo+n1sNMHNhP2tCWfthopfXfFj18/3jUQGMKA8T2Pxzp9PRxcXFyfepDz4ej5ZoJU18PB5N/LZaLeV5rsViYUlW6cUDAmdnZzo7O9PDhw+tUpkZu1Q+r1YrvfPOO/agQKPRsHR4mF4N5TH7IUyhIyXZQySVkyQ5kduDwUDtdtuS74fDQZPJRGmaarVamXgtikJxHFvqmGQtx2m1WrYWJJbD5HFYtV0UhSWRpZeV2mmansxgJoFPoh2ZHs5t5ph5nlsqF1HL60lH87nifrZaLUVRZHJXejlvudvtKoqikznKk8nErmO5XNo9ZA/e3t5aVbfjOJ8/bX12DRGO43zR+Of3K8df/9Wb+tnP/S+AHcdxHOebxM9+/tj/G+CrjP83s+M4juN8KpbLpaqq0ltvvaWrq6v31TOHM31JFYYJznDWKAIMGUw6k1nC3W5X4/HY5FeYzCRpyAzaMJGMSOPY+/3epBsysCxLk5PdbtfOl2rdwWBgdbVUHDPz+Pr6Wjc3N4rj2ERiq9XS+fm5JpOJpV2TJNF8PtfNzY2SJPlEVbdhgjL82d92nI/6HvdlMGt0v+aYGmFkXvgefA35R0UxifDw/KkW5iGAxWJhc5mjKLI5v8fj0eYATyYTS5/y88yizbJMSZJYohr5j5QMryucl4xIJQFOqjmsEEeChulnqo+RqEDqfDgcWpqVvcf+D6ufw58N15r3+KDPBJAC3u12quva9jFV09Rjs2+5fn4uXH/mNYf7MrxfiGH2P2l4Zv9yv4DPefiZRwwXRXEiwnko4OPOvnYc55PjCWDHcZzPCP+LX8dxHMf55uIS2HEcx3GcV51Op6PhcKjZbKbVaiXpRcUzdbh5nlvVb5ZlVuNMglLSydzWUAzleW7VwaPRSI1GQ1mWqSxLfetb37LU6G6302Aw0Gw2O5F4CK9wniwyj/dhJu96vdb5+bkljJvN5onEzfNcm81Gd3d3evfdd/Xuu+9qPp8ryzLt93tLnW63Wz18+FDT6VSNRkPX19d69uyZbm5u7Fw/ifxF3EkysSZ9sOT9KMf/sNcgvbvdrlURk7jdbrcmJzudjglW7iPnysxgSSYokZgI4nDeLTXa0+nU5iUjmzlekiRqNBpW8dzr9U7mMqdpagnr29tbq20mfR7Ovw2FJWnW8GEC6p9J9Y5GI6snT5JENzc3kl7s/XDeb13XiqJIDx48OKmdns1mKsvS9hnrGO6FcI4v86+Px6NGo5HtfxK9VEFzrpIUx7HiOLY0MNcjyeYBI2E7nY5Wq5XyPNd0OlWv17P7jBinYpp7yueV5PXxeFRZlur3++r1eiZ2meVLCnk6nUqSXXP4Xjwg4HN/HeeLxQWw4zjOZ4D/ha/jOI7jOC6BHcdxHMd5VSnLUv/0T/+kNE31wx/+UHmeS5LJW5K1rVZLV1dX+u53v6t2u62qqmzOKknK9Xp9IoYRRqPRSKPRSJ1OR/v9XrPZTJeXlybo+DoSkfpoqqiRpaR0D4eD6rq2BCP1t8Ph0F5LZTHzfDudjrIs03K5NJm7XC61Xq9PROxwODQp+O6771o1cZqmKsvSRC7n9VHFF/XAHza/93cRVkKHyc7wHPhfRGcoNvk5pOx+v9dms9HxeNRsNrNkdlhrzGsvLy8VRZHJUBKt2+3Wjr3dbpVlme7u7rTdbk3chjNv+UXVeK/Xe1/V9HQ61Wg0suOz/8JrRViHKeM4ji2RzgxqROXhcLB6YvYGM24bjcZJzTJ1zySISamz15gfzXxd6WUqmQcTttvt+xLZSFceKkDGcw18hpg5zYMCVKxTwczs4k6nY+I3TVPVdW3CnHMP9154rwaDgYle1p73QaaT0uYBENaWhy7qulaSJFaT7QLYcb5Y2t6G5ThfX/zz+9Xgx3/1pt7++WO/H47jOI7j6O3/lcBvuwT+yuD/jeY4juM4n579fq+nT5+aUDs7O9NoNJIkS1hSLzsajTSZTCz5J72/9hYxlue5ybVQQpIQruvahDFyGNkX1j5LspQk1cvUz5K0RCKTeERgksLkfOM41t3dnc3yLYpCkkwocq6Hw0F3d3daLBY26zec+cqahJW5IR82k5fU8iclPO597r9PONsXOUltNtIVQRnW/HKvmYHc7/ctNRvHsa2/JKvyDhPDzLgNq5pJEN+/byRPQ8FKApz5zaTPqTqmvpskOFXkyFREJesQJpDDY/A6EsXUie92O5PfzIoOU76sDXsqFKvcX+ZTcx2tVkuHw0FVVZmoDWW8JDs3zpl7wh5tNBoajUY6Ho/2YAbvyc+Gte3cV/YAaXAkNefPQwLhgw2sD/ulLEvb6+ytsiyVZZnNwXYc54vFE8CO4zifgh/7X/A6juM4jnOPt3/+2P8bwXEcx3GcV5JHjx7p+fPn+su//Et973vf02g0UqvVUrfbtdrZVqulzWajOI5ttupgMDDxFUWRer2ems2mVquVer2eptOpiqIw2dXr9bRer/Xs2TOVZanz8/OTubAIK+aKhgIyTKVSS4vwZaYvaUkkNsLq7u5Ot7e3urm50e3trYk1qogRZGma6vnz53r27JklQUkTh7XNv03GfpgA/jSE6V9+/9uOHcpHqpPDWbTcV5LJVPsOBgONRiNdXV3p8vJSZ2dnWq1WevLkiaqqUlEUlgjPskybzcbm+5L8DgUkqe12u60oijQajZQkic3lpbq53+/bgwCkXdM01Waz0WazUZIkdp5VVZmknE6ntje5pm63qziOlWWZzR8mtZ7nuaqq0uFwUL/ft2pl5ulWVXVSfdztdlUUhcqyNDk8GAwsnczM4vsSPZSqrMl+v1eSJHZfWP+6rpXnucluapy32602m42kl9XPo9FI3W7X1p768vCBB+mlnOeBitlsZiln5C8V0DzYMBgMVBSF8jxXp9PRbDazzybJY6Q45+xzfx3ny8EFsOM4zifE/2LXcRzHcZwPwyWw4ziO4zivKo1Gw+bCTqdTDQYDlWWpNE1NzFL/GtYQDwYDRVF0krY8Pz/XdrtVmqa6urpSr9dTo9EwMdfpdEzcPXv27EQe7nY7zWYzvfbaa5b6RdDyi5Rlt9u1BGI4j5iZt3Vdm+RCyDF7NU1TZVmmKIoURZGSJNF8Ptd8PtfhcNBgMLDZwVQNh2nXUMB+XOnLvNhms2m11vd/Lky0hinU++97v1Yamcd61HVt97TT6djPUjmMyB8Oh1bZzMxakrnn5+dqt9s6Pz+35Gd43bvdTpvNxqqNkYVIVlLHh8PBZtwi7sfjsSVOeQ1pcN6H4+z3+5M5u0hPHhiQXqR0+/2+JpOJttutJbiRv+yLxWKhuq5NjJNEJnFO9TTilL3Hmm63W3U6HatDZ4+xZmEKOHx4AHkqSaPRSIPBwNYSsV6WpT3oQHr6cDiYDGduMAKbtC+flVarpbIsLSktvZzhy73n3JDkXBtCGIkcfq4Xi4XyPDcB7jjOl4MLYMdxnE+A/4Wu4ziO4zi/C5fAjuM4juO8iuz3ez1//lxXV1d67bXXbJZoKHuQbshLxB7Sq9FoaLfbqdfr2XH55yzLLOmIlGT+L6lEJBSiDgFIUhSZFaYtpdO66DDpSbKT80YuIvQQg3me6+7uTsvl0pLH96t04aNUOX9SOXZ/Zu9HBdnIz5H8lV6K3lAKI/lI3jL7GDE/Go3U7/dNFLbbbZPwoawlWUv9M/KZ/cAxuXfH49GELDN6mSObpqk9FBCeP7Xh1BwjIzmffr8vSScJWhK37DX2MFKTBxvSNLX34BqlF/uc6+I8uK/sPfYPn4fwIQNqnrkfYRU00pp6cvY/+5KHGjger0+SREmSKE1Tu37el3vKwxmsuSSrypZkAp3PLt/nmrlWhDXCmGNwr6qqcgHsOF8iLoAdx3E+Jv4XuY7jOI7jfFRcAjuO4ziO86pR17X+7d/+Te12W2+++aYWi4UkWSoSYbXdbhVFkYm33W6nsizV7/dPZFKn09F4PNZoNFKWZVosFmq1WkrTVEmSWEX0eDzWer02SXc8HnV3d6f33nvPUpBnZ2fqdruW6EWSlWVpUjIUe1TZhpKyrmtlWaYkSdRut3V5eak8z3Vzc6ObmxvFcWzCkFms0stZsqEQu8/9BDCS8sNgduv914Rp3lA8f1D69/7PIfzCubCkW8PUdDjrlQQolctlWVpKOkyDIyE3m42Ox6PG47FVZkuyFOxwONR4PNYbb7yh2WxmInU4HErSSRIWgdtoNJRlmeq61oMHD3RxcaHj8ah+v28pdGbOlmVpSWMeVHjw4IFms5nSNLW5zchSHgTgeEhoKqSpPd5sNlaXzC9qlfnZPM9tLjFrWRTFyazlcK4v9y6U56wv9zmOY9uz4Yxm6qHZI9vtVqvVSmVZ6ng8WjqbPcl753mu3W6nKIpsnjLnwEMQ4R5jXyDOQ8lPwpm0NvurKAplWfahe9txnM8fF8CO4zgfA/8LXMdxHMdxPi4ugR3HcRzHeRVhzioSDCFEwpBKZebyMie0KAqTxFVVKYoiHQ4H3d7ensjH8/NzXVxcqNfrKUkSLZdLSbL3IYVK5fTxeNRqtTKp3O/37Tzup3wR1CSBEWh5nmu1WimOY0uUUvm82Wy03+81mUzU6XSUZZmJVt6f//0wwu991GRkWA/M71nnMGUczpXl+PdTyNwzYA3H47Fef/11TadTm99KAnc2m+ni4kIXFxeKokhVVaksSw0GA0v/NptNZVmmLMvU7/d1eXmpTqej29tbSS8qjNvt9omY7HQ6tmZIVuTiaDTSdDrV5eWlCcowFdtut+0eIqI5Tii2WZeqqrRer1XXtZIk0WKx0Gazsb1R17W9lkrkZrNpKXFSwzw0wCxrBDiylusJa8WZD039Oe/VbrdN9pZlaV9vNpu6urrS2dmZhsOhSVmk9Hq91mq1svVkxi7rQToYeY947nQ6dl48rMAxSdkzG5g9BryOazkcDqqq6qSKm3Pc7/caDodWte04zpdHW/roFRGO43zV8M/vF8mP/+rbevvnT+Tr7jiO4zjOx+Xtnz/5Xwn85Ms+lW8g/t9ujuM4jvN5sFwu9T//8z968803NZ1OLY1I7e9utzPZi/ClqhmZiTxkBmun01Gv19NutzORJb2sbO71eiY5kVFUAfOaoijU6/VMyu12O+V5riRJ3jefl6QpYoz6aRKQVVWZfEZehjXPHCOUvx9VAH8aPmgWMNf22947PH/SwJ1OR6PRSLPZTLPZzESs9CLtfXZ2ZjIyTHmGKeGyLJUkibIssxrgdrttAhKhyn1CDjJjmVrwoijU7XY1Ho91OBwURZFJae459cKbzcaOy3xapHxYn0zlNO9FQreqKqtQDlPU1JmzzxC8QHKXFC/vx8+yh8KZzbwmFPQIbeb2Mke63W6fzETmXiG38zzXer1Wt9u1tQgfAuBzGFZahw8MhOfOZ0OSJfUR02F9Na/l8xRWpCOUD4eDCWA+947jfLm0/f8LO87XGP/8fmH8+P98W2//vf+FreM4juM4n5y3//6J/zfFl4H/N7PjOI7jfC688847uru709/+7d/q8vJS3W5XSZJIkokhJFBVVVYVfXFxoel0quFwaGlN5oUi9JIksSQm8pG5r4jELMvs+CQx+T4CjNRlKAKpGZZeyjxkHLNRu92u4jjWarWySl0StlmWWRVuyOcx6/SDhPJve59QTn/Yz4QzcxGB4Qxj0qFhTTH3J6xlHo1G9nq+T7q4qiptNhsT/wjyqqqUZZnu7u7U6/U0m800Go1s7jBr2mq1NB6P9b3vfU+///u/r29/+9uazWZW6X17e6vFYqHxeGz74/7sZ9KxnU5HVVWZtA4fPuC1yGWuj/O4urrSZDLRZDJRs9m01HK327W677qurUKaxHuWZfYAw/F4VBzHtjak1sP0M7/2+73W67U2m43m87kuLy/14MEDW+ssy6waHdnKfODRaGRpemZlhw86VFVltdFcK+nh9XqtXq+ny8tLW0tq0XkQItwLnHe/3zfR3mg0tN1ulee5njx58qE16I7jfHF4BbTjOM7vwP+i1nEcx3GczwqXwI7jOI7jvEoURaF//Md/1Hq91g9/+ENLXh6PR5O2VOxGUaTJZKLBYKDdbqfFYmHpwsFgoIuLC+33e202GxN30+lUb7zxhtXXMtdVejkztdfraTAYmFR77bXXJMlm/ZZlqWazqW9961uWbMzz3Oaq1nWt9XqtOI7V6/UkvRCAaZrauSDZqNUNU5GhXCVRSwXx/aQu6c8Pmv37QXN+79c5f1SQ1eHPkiIlVS29SH2Ox2MTscPhUL1ez6qVEbYkspGWkpQkifr9vnq9nnq93vtqgTudjiaTiQ6Hg/r9vglKKqYRv0j1m5sb/epXv7JEalmWeu+995Qkif7rv/7L1pYUsiQ9efLkJAHMvOc8z9VqtTSdTnV+fm4JYsQoe4h7yTojMjudneNtIAAAIABJREFUjklQ5kGT6C3L0oRpmJyu61pxHJ+IZNacWbzsR+QqQvl+SjdMLFNLHcpn7hXXyz6uqsrWaDweWw17o9HQeDy2+97r9VTXtaWs2dtUqI/HYxPc4T4ixUwSH+nPZ421/bAHERzH+WJxAew4jvNb8L+gdRzHcRzns8YlsOM4juM4rwr7/V6PHj3Sa6+99r7ZqwirULKRctzv91Z/S80sX9tutyYMz87O1Ov1TmarUiM9HA5tjilCar/fW+pSepFEPR6PJsTCWmJEI6nF9XqtKIq02+2sxpcUM+eF1CWFLMlqpO8TpjpDCftRQP5+kCj+qD/L3FbuR/h9JOFkMtF4PDbxSxqYmby8nnsY1jmzJghZjsn7Mfe20Wio1+tpPB5rPB5rMpnY/Nx+v29zbUmo3q+Qpn6b90Zak9I+HA7qdruaTCbq9/tWocw/h8lgJHZY2RyKfWboci2km5MksQcZEK2khjlffs8e4RrYB7wH7x3WQyNMw/9lXjFylZps9gNSnmR8kiRWXx7ey/v3HliTsN6a+uuiKOy92C+sD8cNP++sYzhP2XGcL5+2t2E5ztcX//x+vvzV//m2fv73T3ydHcdxHMf5zPn5/0rgn7sE/tzx/5ZzHMdxnM+fTqejKIoUx7Glf5npmue5RqORms2m8jxXURTq9/tWz0xd83K5tOrfy8tLjcdj9ft9k28IKOmFyENyhalEScrz3AQor0VSIu8QnKSR67pWWZZaLpcms8IZpmGCFhqNhqIostnDCGrqckmlUg3MMcKE6AeBwA3rij8u9+UxohHZ2O/3dXZ2pouLC41Go5NZywju4XCo8XhsaxHWbY9GI0uqttttk72dTkdxHJuk554geZMk0Xw+12g0suRwv9+3FCsJ1yiKbOYw502yvK5rLRYL++ewjrndbmsymdj+Q+YzvxZ52Ww2bW2Px6PKsrR7yBohisuyVJqmJ3NtqRtnhm6z2VRZllYZXlWVptOpCWjeA5nKfaHmnH9mPTkP5uluNhubjcxnar1eazqdmlgP66jruj6ZH0wlNlK8KAq779wrUs/NZtOuFfEeRZF9lobDoVV78wAH4t/lr+N8tfAEsOM4zgfwV/4Xso7jOI7jfM78/O+f+H9zOI7jOI7zSvDLX/5SdV3rBz/4gc7OzkyeTSYTPXjwQNILMVuWpabTqfr9vjqdjs1+RbqRoHz69KmiKNJsNtN4PLaKZ6QhYhWRyizTVqulPM9PRCKCFrkpSXd3d5rP51osFlqv1yYfEYmSbBbwaDRSlmVWH4wcRM5JOqnv5WdD2RhK39+V6G00GhoMBup0OirL8uS8f9fPhcIXWcl1dDodk4vb7VaLxUJJkmg4HGo4HFolM5XaURSp2+2a7ON41F6H6VbelzpvZkBTBd1ut0/SrAjDzWZjNcJFUdh5co859nA4fN8ahJXT1E6TEEdiI4DLsrR0ONefJIlJT2YL8z32U7PZ1GazUZIkJzN7m82m+v2+BoPBiawNzxHxz3tL0ng8tnXha2FiPvw6chz5yr1EtCLCkcONRsM+V8z9lV5KfYQw94SqbOqnJdk1s548aEHKmIr2Tqej4XBoD1DkeW4znx3H+ergAthxHOce/hexjuM4juN8UbgEdhzHcRznVeDu7k5JkiiKIv3hH/6hXn/99ZOK2qqqJMlELzW9JHOp3j0cDiaUEFXj8dhkIBXB1BLzNap6wzrd3W5n8oyEL99P01Sr1UqLxcLkLvINeYYMRPqG3yOpiSi7n+hFCIbVyR82xzcUtySXP+rs33BOML+njhixyGvC2mpEe5h65TjhddV1bYKQ82Qm7G63s2Qtrw/rppm3TN3zZDIxgdrv97Xf7y2tinyldjoUqjxMQJL7/vepAGf/hCnUcEZuWL1MUvv+/Q7Txtx3apXvc3927/16cNaGZC57nXvAWrKu4fWFtdSS3ndtzMQOK6mpug7T76xTmAg/Ho8aDAaqqsrWnXMhGc26k2AOK7F5EIPrCYW0z/51nK8WLoAdx3EC/C9gHcdxHMf5onEJ7DiO4zjOq0BZlvrFL36h3W6nt956S1mWqaoqxXFsAo6qXObObrdbxXGsJElMWm23Ww0GA/X7fROZw+FQ0+lUu91OcRwrjmP1+33NZjNNp1NtNhut12tlWaYHDx6YgOM9mRdLGhJhVRTFSb00Em+326koCqVpqjRNTYghx0jIRlGkNE21XC5PRC3pVOqgP4xQzCFpmX2LBP9t3Jd9zOJttVoqiuKk0jj8Z0knNdikTSeTiWazmUajkaVyqWsmPUxNcJqmJlHb7bbVKHe7Xbt//5+9Mw217a7P/7OnNe7hjMk1ozXWJsS5Vqxgi1VjhxemRagvxEIpbV9EsG9s01rBDpRCC1VKEQppESyl7wr1HzMpIg5FMDFqkuaquTF3OvMe1rzX3vv/4vh872+fROOQ5J5z7/OBy733nL3X8FvrhJv9Wc/zDcMQ3W4X6+vruOaaa9Dv9+H7PubzOfI8x3A4xPnz57G9vY39/X1kWWZ1y261c5IkllKmdKS87Ha7GAwGtgaUxUelLM+Rc6H5YALnD7vrR/maJMlSchiASVJWS29ubto8ZHcbTNO2Wi1bSwD2PVYru9eHye/JZIKiKKyKmV+vqgpBEMD3fauUBmBJZ15XPjRR1/WzZnG3Wi27pmmaYjKZ2L3heZ4JZW7LrT2P4xg33XST/dzu7Oxgf3/fzk0IcbyQABZCiB+gD16FEEIIcbmQBBZCCCHElUZZlqiqCq1Wy1KETAQ3Gg2MRiNLHXKGKaUv5WQQBFgsFlbJS1lLqTUej2226fr6OjY3Ny1FOZ1OLRUMHFbq8mucXeomITnvlPJ1NBohy7KlKmVW4rZaLaszplRjNTKh3D2a8AUuzRTmn8lisTBpzHQz66M5P5Yy9miq2U3FUpxy25Sh3C4lLdeKsrksS6RpagLR8zyrYWbNb7/fR6/XQ7vdttez/pfXiNd5bW0NSZLY7F/32lCaTiYT5HluCVKuC+uhOWuWlc1uMhuApYspggeDAbrdrq1fFEVot9tWx8wHCJIkMWHb7/eXrjGFbLfbtXUej8dIksTuaVZkU/RXVWUSn3+nSJ1OpybrKZS5H54z5TbPicfMeuq6rm1/fJCB2+R97FZUM7XNdWBdNmf8UmhzVjETvXwPr+fRpDXvQ1a5u1XoQojjhQSwEEJA8lcIIYQQlx9JYCGEEEJcCezu7uLxxx+3WbKUlpTAlLppmppQDYLAZCpTsBTGnOHLxCfTnG56t9vtotvtWnqW4pNiyp3Fm2WZJSspBZleBWDzbt3XuDIXwFI9ryuI+TuTkzx+V8QCz5a+3DalILfD414sFjavltXZrBd2E8asHXYrm4FLSU7O43VnArvHMpvNUBQF2u32UpKVAnmxWJgQ5WuZlObrhsOhyXzWA+d5jo2NDbsG4/F4aaYyf1HEc140ZyCzupjyl1KYNeFhGKLf72N1dRUbGxsoisJm1HIuMdcvjmO7h9xkOvfB9Wk2m0jTFFmWIU1TWy/eU0EQLKW1mXjneXH9XXnv1igzDe/Onua58lgBmDTmPrMsW0peu8lxXmven0fFLe9Vt8qcwpj3D+8Tt4balc3A4cMU/Fk5Wn8uhDg+SAALIa569EGrEEIIIY4LksBCCCGEOOk88cQTeOaZZ/Brv/ZreM1rXoMbb7zRJJgrujhfloKKdbRFUWBjYwMATM5RjAVBYLNOx+OxJXmZmKS8pZSi+KLMKorC9jOZTGwW8GQyMZn1w2buMmnLpCfl39F0bbPZRBAECIIArVYLo9FoKSUMwGbmcl+UeZR9/Dpfz8QpU5qUs2EYLqU3KdUpAV0BzMpqSkk3Gc11paRkEpui0fM8+L6P1dVVTKdTS+cWRWHzbTudjl0nruVoNLL5tjfddJPVLidJgjRNkaapSUUmSZMkQZZlz5LQeZ6bsGVlN9ef5+j7Pnq9HjY2NqzKGoBVW6+uriKOY6yvr+PUqVPI8xxpmi4lkKMowvr6OqIowv7+PsbjMbIsw8bGhj08QDHK+y3LMhwcHNi8YNYsUyzPZjNLbvPBAv7OeytJEruvoihaSmCzOtudu+yKcz68QJFLMd9oNJZEOKvPe70eOp2OVUe71dV8Pc+PD1lMJhOMRiOr9AaAxx57zPYthDh+SAALIa5q9AGrEEIIIY4bksBCCCGEOOk0m02sra2ZgIvj2Oa+Ujh1Oh2srq4CAPb3963KeXNz09KVTNUCl9KzrGWu69pE6/b2Nnzfh+/7JkNZn1sUhUlFJjRHoxH29vYwHA6t0pezXym9fN+32akUoovFwkQc63HdRCdTzxR0rKumyDtaQ83kJmt+KZfd2l1KQSapmSJ108Ru6pjHBVxKI7fbbdR1jSRJAMDOt9/vw/O8pePluVEKc+3dOmOuo/t6CufV1VWT8mtra1hZWbEZwNxWu922lHJZlkvpX4pepqe5H+6LSWRX1LPWOo5jRFFkc4N57cIwtBQrRe/q6ip6vR6CIDChTWE6GAzsd+6L4ntnZwdPPfWUPXzQ6XSwtraGdru9VGedpqldBzeRTanOnwGuG1/jiveqqqxynPOwoyiyJDCT2G7VOL/GhK9bN87f0zQ1wby2tmY11nme2z3c7/ctGe/ef81mE1mWKf0rxAmgjcbzv0gIcUzRz+/PxG+8+0bce58+WBVCCCHE8ePe+57Rv1VeKPRvZiGEEOIlp65rXLhwAddeey02NjbQbrdNJuV5bjLU8zyTe0wfDgaDpVmvFIRM0Lqi1J3Zy6+1Wi0AMEEHwBKMaZpaRa9bvUz5yLQjAHieZ3KOIg24VCddVZWdLwUkq4NdIerWRvPvFGrur+l0amlYpkZdOc2kLpPH7lpTGjP9zGPmfjnbFYD9ebFYLCWXuU/3nJgk5nxkro+7H54rRS2vK2fYlmWJ4XBoYpTzgCeTiSVmuTZ8SKAoCjs37vNoKprn4lZg835wHxxwHwIIw9DStf1+H3Eco9FoIEkSlGVpiXS+jr9zzYfDIaIoMrk7mUwAwNLYPE4eE6vLKZA5I5kymveLWz/NFDnXhL/c+56V0m4VuSuS3cpx7tN9WIG/e563NG+YxwYcziHmAwo8Xj7MkOc5JpOJvVYIcTxRAlgIcVWiD1SFEEIIcdyRBBZCCCHESSXPczzwwANotVp4zWteg+l0ijRNTbSxHpmJVN/3LUVJicXa3/39fbTbbcRxbLKT0rKqKmRZZsnYozXOlMGNRgOj0chEpOd52NzcxGAwwJkzZ7Czs4OtrS1LjPZ6vSVxSzHWbDYt8eqKvmaziV6vZwnPPM8tnczEMufjep6HbreLXq9nApDpZ+6XAnB3dxfz+dyqjfl19xdTspSwFLdu1TMriLk/Su8LFy4gCAKr/T2aFKW4rKoKSZJgb29vSRpTRs7nc4xGI5OsTA9TNlZVheFwaGtBXJnJmc88Xjfp6yZcXeELYOkcWS/d6/WwsrJi837TNLX66Jtvvhnr6+u47rrrsLKyYknvuq6RZZnNMG632+h2u1hdXUUURcjz3JLUZVkiyzJsb2/bHF/KbabEV1dXkSSJSeLpdGozjSlUKfcbjYalb3lfMPHM9DjTvWmaYjqdIgxDq+3mNWJCmMfJY6Xc5sMHrPTmL54/HwCYTqcmgDnvl/d/EAQYDoc4ODh44f/DIYR4QWnrYWghTi76+f3p+PV334jP3veM1k8IIYQQx57P/kACf1YS+KdG/+YTQgghLg+LxQIPP/wwyrLE29/+dpw6dQpRFGF3dxdVVWE8HiOOY5OhrPwtigLj8dikFuVlEATwfR9lWSJNUxNSnBVLycw0ru/7GI/HNle21+uZVKNY3tnZsde48ovpRko0Jh0p7gCYkGQqkglYdyYu57m66VXO2OVxUwS66VUmaFld3Gq1bGYst8HZyRSblKXuvOWjIpfylRK1qiqr5aYsb7VaCMMQ3W7Xjj3Pc6tIZsKZyd/ZbGbpaf6ZCV43ico0rHt/UEpy7bk9/mIalt87Or/YhevE7SVJYscThiF6vZ7N4Z3P59jf30dZliaseT0pSFutFrIsQ5ZlAC6J5na7jZWVFZw6dQrj8Rjnz5+39HYURRiPxzg4OMDBwcFSErzVaiEIAhO2lNyU6bxvu90u+v2+zVjmDGaeGyuYKd7dOcl8aMJNmPOe4T3GpDjXcjqd2jHw9WmaWuqc9eRc062tLXtwQwhxvFECWAhxVfHr+gBVCCGEECeMz973jP4NI4QQQogTycWLF1EUBX7xF38Rp06dQrvdRhAEJqIoLgHYXFmmWd3aWSaC3QQlcKnyl/N0m80m4ji2elx3Vm9d10jTFAcHB5hMJtjf37dEMMUkJSgTk/yaO3eX++ZsXUoySkymlSnt3JQw98N6Zwpf/t7pdNDtdhHHsaVB3ZprtxIbgMlpd+Yvf7kylAlPV7jyfVxbzht2k7auTKUs5fFwPTjTmMfk7s8Vzu4xElda83ryvfy7K7F53M8Fj5v3CfdPydrtdpHnOQ4ODtBqtTAejxGGoc285bWfz+eIoghRFNk23cQ1E7W8Xu59Eoah1Vq7FeFHhTXvCyZqKfu73a4Jat5bvL957jx/Cn2KY+7H/fngwwmdTsfuFV4zt96cyXtef4pkPozgpuGZkBZCHH8kgIUQVw364FQIIYQQJxVJYCGEEEKcZJgipeiMosi+x5SjK7eY1uT82aqqsL+/jyzLrCo5CAKbRcoUYxAE6Pf7AA7TrUxczudzPPnkkzh9+jS+//3vm+zyfR9JkmA+n1s9MkUpxRnTlO48WqZNe70eoihCp9NBkiQmhVdXV9FsNi3F6cpRSmzO++V5c+bsNddcg7W1NfT7fYRhiLIsMR6Psb+/bzXVnHnsSl0AJvOY3qQA5/q0223brzuvlrNgKUGZCHUTue4sXkpR/pnnxvpjzmvm+935x64A5r3hykjun2v2XPtycbdH6Us5yzR0t9tFWZa4ePEidnd34Xme1T/zGlPK+r6Pzc1NXH/99bjuuuvQ7/fRbrdRliW2t7ext7eHixcvYmtrC6PRCGmamijlOnJWr1v37Ir7TqeDKIowGAyW3sdZ1MPhEHEcmxweDodIksRmT1dVhbIs7ToFQfCsNeD9v7GxgSAIrE6cD0YAWKqX5tc4N7uqKhPKYRiaTD56/YQQxxcJYCHEVYE+MBVCCCHESUcSWAghhBAnkSRJ8D//8z94wxvegNe//vVWK8z5pqyqdROeeZ5jPB5bkhOApSQp4/I8BwCrz221WpaYpEhkzfP58+fx9NNPYzgcWjIWgAk6SlJXVLrzbymj3XQl5/56nmffK8sSwCV5dlRsE87g9TzPUqj8GiUlgCUpmqapCUcK6yiK7JhcYcrkK//uVkBT8rKymPtnEpiJ3iRJ7DpR5jLp7Ipgt+YZgFUm872sLXblrfteVygeXSe3Ptk9P66h+2d+j3+mHKe83tnZsXvI932cP3/etk3Jy9TthQsXcPbsWZw6dcpEbBzHaDQaCIIA6+vrliamFO10OiaDOT+XddjudXRrs5nUpoTnz0O320Vd1xiPx5aepkTmfe6m57ltVwbzgQg+RMEHHlh3zdfzvuNaMHHseZ7Nhq7rGsPhUOlfIU4YbU1EEuIko5/fH4dff/cN+Ox9Z6H1EkIIIcRJ57P3nf2BBD57uQ/lBKF/AwohhBCXk7qu8cQTT2CxWCAIAtx2220myFxZ50JBxlmnnU7HZBlwKTXryjBKMCaGmdjc2tqyWb8Us26tL2eozudzS25SLlJ8Hp37S6lJWcZUJuVYVVVL1boUwW5FM+uXKQAXi4Vth7KWx9dqtezrlIGsxqZkdZOcbh015SnPmXXZFJfurGOeC8W7+z533d2Zw1wXHgPlML/uVlEDWHrfUY4K4aNy+YdxNF3MffC+quva7qVer2dV1rwGTA0DsPQ0JTCl6dramiXPuS5xHGN9fd1S0mma2n3tSm73niG839yEOV/TarXsIQfe8xS1/DO34cpf1kq7a++mjrmeFM1H5znzZ49/5nkkSYLRaKTZv0KcMJQAFkJc0VySv0IIIYQQVwaHElj/xhFCCCHEyeLJJ5/Ezs4ONjY28PKXv9xmneZ5blLTrTAOwxAArJqYc0kpL5narOsaeZ4vCc7JZILd3V1LLAZBgG63i6qqkKapvR6AJUIp3FhlzFnETJAGQbA063c2m2F3d9fStpwFzF/9fh9xHNs23SStO4OXaVuKaArjxWKBTqdjlc8UyBSC7jxgNwlK4chE61Hp6P55MpnY3/k67p8i0xW47mxkV7g2Go2lfbkCmrOFXaHs8ny1zkdF6tH3/bD3u/XWPK6yLE2ixnFs0rTdbltadzqdWir97NmzS7OZmZjudDpW0x3HMSaTCfb29tDpdJBlGcqytGpyXkuuz9HkMmf/8kGGsiyt4pvvD4LAZK1bKe7OKGaVNe81t1ab55MkCeq6RqfTMRF+cHBgEpjb5oMBRVEgTVNcuHDhWQ9pCCGOPxLAQogrFn0wKoQQQogrFUlgIYQQQpw0mMjMsgxZli1VEfu+bxKYwpDzWSmjANhc3CiKMJ/PbVusOHbTv1VVWQKS32u321hZWUGn08FkMkGappbC5MxeJliZdqUAdCuCKX3b7bbJuTAMl6qoG40GkiRBlmUm8iggKXf5i+KNFc0UxGVZotPpoN/v22xWCuFWqwXP8wBcSm1SWhO3Btn9upuOPTrT1a3B5vEx3XxUUBO3MtuVk891D/ww+HrP8xAEgSVzeR2Pis0fto2jldK87pzPDBymxFlx7b6PktU9B17rNE3heZ49uNDr9dDtdu3e4P3JWu9ms4nhcGiV2Eyscxs8P87ypVyOoghJktjxuPOned9wRjLvT65Zs9lEmqZ2H85mM4xGIzSbTfT7fXS7XbtP9vf37bj50EW32116wMC9h4QQJw8JYCHEFYk+EBVCCCHElY4ksBBCCCFOGtPpFKdPn0a73cbLXvYyq6xlCpNQNnLGLQWp7/vodrvwPA+j0ciELwCTYsAliTmbzZBlGUajEUajEQAsSVOmPil3q6oyMcoqXv6ZkoyykLI2CAJLEbspZMrkuq6t0pkC2K1E9jzPkqhM2zLJyde4tdRupTCPB4BVOPM9FMbPJfDcxPDRObBunbJb0w3A5KdbRwzA6qddycz3UexzLY9WR7t4nmfziLkvtwKZ68Rr/KNkMN/nimNWZlOoUmRTtHKfbj00HyYoisKuVV3XODg4sAcC4jhGFEV23QDYfVHXtd2jPHcKWq4jH1pgetx9IILXncdDKc/zcOc0u+fA99R1bdeH+2XVOOdQuw8uuA8ajMdje8BCCHHyaGsckhAnGP38Pie/fscN+Oz9+iBUCCGEEFc+n73/rP7t83zo38xCCCHEsSHPczz44INI0xS/8Ru/YTKv2WxibW3NXsOq5yiKTFaVZWkiqygKbG1toSgKk2JhGNpc2+FwiK2tLWRZhu3tbVy8eNGSlp7noaoqq+qlgKMwc0WjW4PM9/q+j3a7jTzPARxWSA8GAzQaDauY3t/fN0Hc6/UsWQrAxB/TqXVdW5KUKWTuL89zS59SJlPkNZtNm31MQU0JXdc14ji21yRJYhKSMGVNIT6ZTJ41pxiApX8pi5mqdpPZlO+soD46rxm4NHeWMpbHwLVpNBro9/t2fdM0fdb8ZJ4j9+1WebuSksfJFKxbwT2dTm2ffA8fPqAYLsvSkuju3GRXiidJgjzP0Wg0EASB3RdcD/ehgPF4bPcZxWu320Wv17OvjUYjzOdzRFFkc4in0ynSNF2a9csq8qqqrCJ8MpmgqirEcYw4jpFlGYqiQKfTscQxcFiBzWvDlPVsNrN7i/dmp9NBHMfY3t7G/v7+z/pjL4S4TCgBLIS4otAHoEIIIYS42pAEFkIIIcRJYj6f48knn8RsNsPb3vY2nDp1CsChgKSM6vf78H0fWZZZje58Prdq3DAMsbm5aSlUV4SmaYrJZGLvm81mlu6lUARgicdms2kJXX690+mYeKQspIzja5m4TJIERVFYApaymmlPt87X8zwToFEUmdRjdTOrqFmn7M7WpajlfOLZbIYkSeyY3UptpjhdKeomrNvttglZrh9lJGucj9ZGu5KXMtiV5pTQTJ+6VdFcGzelTdw0sFvx7J4v07Gu4KYI5765bQpfJnnd82Tq92iFNe8fimYSBIEdg1slDsCqwrldboNrlaapydZut7tUgc7XMQ1Oqc5Kcs/zLN3uVn0zsc4HB3zftzVxZzhzXrF7bzWbTZO+ACwtTOHuzitO03QpNS+EOJm09TC0ECcX/fwu8+47bsB995/VugghhBDiquO+H0jg+ySBn4X+bSiEEEIcP3Z2dlCWJd74xjda2jTPc5NVnFXKGbDu7FMKvziOTcZ6nmdp1zzPrTK60+kgCAIEQbAkuSi/mICk9KNQPFqFDOBZSVJWCrPq2a0TpnyjOOS+eEwATNxRuHJ//Np0Ol0Stax7ZnV1nucmNLmvTqezdA4u7rlwHd2ELY+LEtRdA7cOm+vE13J7roydz+fPqpQ++noXvt9N+vI1bvrWrZFmJTJT35SpR8+Ba390LXi8R4+N+z8qnLn2rvhlEpvny6/xelKKh2Fox+OuHY+TDxmwxptpYbe+mWtBye2em1t3XZYl4ji2+mkePx8MoEzmOrrHzHPL8xw7Ozt2bwkhTiZKAAshrgjerQ88hRBCCHGVc9/9Z/VvIiGEEEKcKCio3BTubDbD/v6+VTpHUWTibHNzE57nWQo2yzKkaYpTp06h1WpZOhIABoMBoihCq9Wy9C6TmqwRdpOqAKyiuCiKpRm7rtQLw3ApCcr0KQCr1l1ZWQFwmNh0Z7mmaWpzjIuisPQwZ7+GYWhfK8sS3W4XQRBgMBggCIIlCZmmKZIkWZorzLVxE7I8LvdrnEfMY2M6mOfs1h67ctcVgq5UZRWxK2t59739AAAgAElEQVTddeNMXwCWRnXlqzuTmHKedc1cdz4c0Ov17PsUmo1GA3t7e8+ZLs6ybOlrTHhTiLr7ogCNosgS2pwBTFnr+75VRPP+oDx15/S686CZYAdg1dJHU8juveTOjwYuiV+uNZPJvI4UwdPpFFmWmVSeTqdWj+5Kb3f+9dFj4v0lhDj5SAALIU48+qBTCCGEEOIQSWAhhBBCnBSyLMPnP/95DIdDvP71r0eSJGi1WojjGP1+H2VZYnd31xK1vV4Pw+HQ0qGsVu52uwCwJDXTNMXBwYHV6HJOK2UeZ8eyApeCzRWOwHJCEoDNh221WoiiCO1220ReHMeIosgEISUeU6IALGXLBO9isbAaXyaYWdNLCcfjo2A8Or+42+2atM6yzBK3rGPmPFo38csEszvfmILRleMAbL0bjcZS+hWAydejaWKu2dEENWf4ch0AmORkqpuv5bZ4nQhrr91ZxY1GA71eD3meYzqdWnLXTcsSJmbdOcxM2/J1fFiAddzcBu8Dfn0+n5uM9TzPpG1ZlkvH6NY4u0lxrsV8PkeWZXYtiqKw2m9eT7fe2q3U5tq4Mptzo3lsR+cus2Kbs4zd2c+sUD8q04UQJw8JYCHEiUYfcAohhBBCLCMJLIQQQoiTQF3XOH36NNbW1vALv/ALJsUoI6uqMslLCehKzel0iiiKMBgM0Ol0kGWZVT9Pp1PkeY48z014UsJRpPJ3plrdGbaUaEwIH5XElHO+79u2mOJlLTTToO5sVt/3lyqa3X1T8EVRZDNjKec4y5hJWIpqrolb1exWGPM9YRjasfDcAFi9NKUj5Sj3U9c1wjAEAEsLuyKR8Fx5fu515HqyepsilOtCgdlutxFFkSVmuWbcF//szs116415vkzpuvt2q6c9z0O73V5KnB8V21VVoaoqSz/z3nDlqXu/UpK3Wi1kWWb3iDub170u7p9ZQ+6eD3CpXprHxWOk/HXX0D1GAHbevF68l1mV7h4T7wnux00GCyFONhLAQogTiz7YFEIIIYR4biSBhRBCCHFSoHhaXV1Fo9FAVVXY3t42cUfhOZ1Ocf3118P3fQBAv99HHMcYDAZWy5ymqc3CZZJ1MplYLS4FZZIkyPMc4/EYwKXq4/X1dUsQJ0liQpHHQunK4+axMPHJVG9VVQjDEN1u145/sVig2+0uJWA5s3U4HFpaOIoi9Pt9tNttbG1t4eDgAGma2teYZqasHY/HlnJeWVmxuuV2u237juMYvu8vyWLP89Dr9ZaENIVhkiQYDofIsszmMTNd684EZiK5LEvbXhRFJlnd73OmMVOmPAZ+jQK5LEur4uZxUYryPcCh5GQam3IzCAKrX2Y9s1ulzNc0m00cHByYAOa2XcHNa8xa6ziO7QEAHoObxOU1dbfpilgAdo8dfS23wTnYbkV2p9OxBxXcBwaYHOZ5AYfimudCecyfHVZT897hPR1FEdI0RZZlJr6FEFcGEsBCiBOJPtAUQgghhPjRSAILIYQQ4iTw3e9+F5/97Gfx5je/Gevr6yYC4zi2KmTf9zEYDExiMkHZaDQwHA6xtbWF6XRqAjTPc+zs7Nj82TAMkWUZkiRBkiSWggzD0CRYHMcmzIBLFcYATP7y+5Rze3t7SwlhHle73Uae56jrGoPBwM6FaVvKU6Y24zi2pO1isUCe55ZYXllZsZQrpS9/AYcykDNqKQbDMESv10NZlsjzHL1ez9KfboKX76UgBA4TtkyxUrLWdY08z1GW5ZK45RzcMAztXJgwbjablr52ZwM3m00EQWCV3ZxTCxxWLxdFYbLYXVemaSmEmZoFYJKT6zebzRAEgaVteV51XZssd+f6MkHL36fTKaqqWqoCz/McnU4HnU4HVVXZ/t398Nh5rJwjzPuQaVuuFVPLrCXndtvtNoIgsEpxzpzmfGiKY/4MlGVp0ttNTXPfvJZMVvP8KedZzT0ejzX/V4grCAlgIcSJQx9kCiGEEEL8eEgCCyGEEOK4s7e3Z/NKb7vtNtx00002F5eCLAgCmw9LGctEJOUYZRylJN9L8UbZVdc1oigyMcj0aKvVMgHpJn0bjYbth6lJCk2mZlutlglYil7OgqXAZvL3aJ0xq5H5XsrMo7XXFKEU2tw/ZTJf4yY9KWeZhj5ad8x0s1svzJSpe6w8Frd6mLL76Exdiu+jopmpU26La+bOEOb73Hplvpfb4j3Aa0CZ6s7qdec4u3DNeN3cr3Ot3YQ3j49130zPjsfjpTnFlMq8l1gR7a4N70v3WnE/R6Ut7wu3vjwMw6Wqb9ZMU7of3RalPeUzABPbjUbDKtJ5LJTjmv0rxJWDBLAQ4kShDzCFEEIIIX4yJIGFEEIIcdwpigJf+tKX0G63cdttt5kgBGByrygKdDodlGWJNE0xmUzQaDQQhiHiOEaj0UCWZRiNRgAOK6U567UsS0wmE8znc/T7fURRZAKNAm88HqMsSxO5QRCYtK2qCmmammijeKNcbbVaKIoCnudZqjjLMmRZhuFwaBKPAhE4lHVlWdr7mC515xVTxlEiMsVKaQrA5vvyXJnoTdMUURQhiiKbJzwej5FlmUnBtbW1pRm2rsCmkB2NRibIKYuZgqaYpMBmpTWrjylNeWyTycTqrH3fRxRFJlyBS4KX26aQZNIVuDSLGDgUwZ1OB71eD51OB0VRIMuyJcHLP/OBAqaNJ5OJzWrmeXONWcXNdHIURVhZWbG1pOguyxLj8diqmqMosmMZjUZI0xRVVdl72+02iqIwwUsZ22g0rC6c55DnOfb399FqtRDHsaWJKf9ZAe0eK68L1384HGJ1dRW9Xg9FUZi49zzP5mM3m02r+34uaS6EOLm00Xj+FwkhjilX2c/vu991A+57QB9cCiGEEEL8pNz3wNmr999SV9m/mYUQQoiTynw+RxiGuOaaa0ySUfAxnUjRGIYhqqoyqXp0jmtRFBgOh0uVwtxeXddWpZvnOYBLc4i73a4JWspZSsJGo2HJYYpVAJYwZsK2qip0u10AsJreXq+HOI6XZGtVVVb/zFnCrGKmSGbVMgBLz1JOc198H8+VvzqdDpIkWUqd8hyZEPZ934Qm07NubTDrgd3aZW7LTfly3i+PnzK10+kspX2jKDJ5yrVnopX3wFEJyeQxRS5Tukz8TqdTDIdDez9wKb1MYe3WO/N1/DvPmalxXjfWJnP2cVmWS8L/6LxgPkgwHA6Xqr15Drw3Ket5z/Dc3N9531PEc717vZ7dy/x5YLW3mxp3z5V0u107LkpzJpX5UIUQ4spCCWAhxIngqv3AUgghhBDiBeKqlsBCCCGEOBHs7e3h9OnT2NjYsMQpf7EKmkKUUo31tazgZQqWcpRyj7NUgUuikPKRvzNdOZvNUBSFvd+Vd0yTMtXKbVK4sdIZOJS2rlh0BSclpO/7JvbyPDdBx19M3zJZy+26c2rLsrRf7hxazvDlviiUWQ9N0VtV1VKyeD6fm/xmxbA7Y7fVapmA5VxZVhdXVbVUqcw1oWBuNBomMY9KXULJzMQuZ+O615PXwq3ndq8RtwPApKsrhd00N+8FQiHO3901cmcPuzKea8n5xZzxS6HO83fvV26HMp/zgXm/UtC7x8V7lQl0z/PsXuf18X1/6RpQcrvimeftrq0Q4sqirYehhTi5XC0/v3e86wbc/8DZq+Z8hRBCCCFeLO7/gQS+/yqSwPo3pBBCCHFy+NrXvobvfe97+MAHPoCbb74ZdV1jPB5bIhK4lM5krW2apibaZrMZhsMhptMp4jjGYrGw1DBTsmVZIggCRFG0JPMoyVjDO5vNEEURVldXl2YOA1gSpJRvq6urS4nXRqNhCdC6ru04KWOZMGXal3XT3D5lI88hz3NkWYaiKKzmmXXFlJesAI6iyLbF83JnITOpW5albZcJ3TAMbXbxbDYzwcjEMmfcep6HsiyRZRnG47GJ66IoEMexpak5C5nXqixLk5HAociPosjqsauqsoQwBbgrtCksoyiy9HSz2bT5zlVVIcsyu1auUAdgFcu89kwYU8Dyd647cOlBAVeaLhYLBEGAIAiQ5zmSJFmqmubauw8l8AEA7p910fP53Kq2KXVZxe2mgF3ZHoahXeeyLO04i6JAr9fDysqKJekXi4XVTTONnSQJ9vf3MRwONfdXiCsUJYCFEMeaO66yDyiFEEIIIV5s7n/grP6NJYQQQohjCUXYvffeize84Q147Wtfa3NXKcGYaqREoyRjdS4FV1mWltRtNpsmMimQKcMoVyma3bSrW9FLMcztUlhSEjJdS+Hn7pMpVwpDCkIK2L29PZO0rLWm1KZEdecBH01BU1AHQWCi0p2jzKSse+5MpnY6HausBrBUmTyfz5GmqaVQZ7OZCWN3e27amklsJqhdmU2p7F5vJmfTNLXzptisqgqTycQSs/wejyVJEqRpilarZXXbPH830euuCa8HHxhwE7aU5EdTs0ztsg6c14kV0gAQBIHVa7sJYd5nfH2e53Y9eB9QHM9mM6RpailgVjrzeIMgsJ8DAHZPFkVh2/B9H41Gw2Y+uxXXTCdHUYQkSWwutmb/CnFlIgEshDi26INJIYQQQogXB0lgIYQQQhxXqqrCY489htXVVdx+++0Iw9Bm0M7n86UkJoUfE5xMZrozeTnrl4lZV6ZyO0ycclsAlhKp0+nUkrcArE7ZrdLlsQCwmcEUv51Ox1KurF8GYEI0yzITxm5NL2UqBSqP2f2e+3eK26NVyBSVs9lsaTasm8R1595yWxTfXHfuk8LZ3Q7n5LJqm2KXotitLub+ePy8Lu6MXHdf7jFTTHP7wKX6Zvf+oNjkeVPcsnb6qMB119fdL9fDrajmNeKxMvXb7/ftWLkfimY+jMD0NEU0E7qcj8xjoDgvy9K24/u+vd6Fx+YeJ+9bd9YwX8Oks1sdLYS48mirEEuIk8yV+/N7x7uux/0PnMOVfI5CCCGEEJeT+x849wMJfO5yH8qLjP49KYQQQpxkWP9LiVcUBdrtNvr9vs3h3dnZQZ7nJjE7nQ76/T62trawt7eH/f19S0pyziol5mQyMWG5urpqM2qZKnbTwZ1OB2tra1bdm6apJWqZQHVTwI1GA2EYotvtotfr2TkxSZqmqYlnfj1NU4zHY/s7k69hGFqy1E2junXP7hxZvo7yETiUf71ez9aJ8HgpCd15tqy75jxjN8HsSu7xeIzJZILZbIY4jq0amfXSnufB9320Wi3bHgAMBgOTx+5cZV4DrluWZXaNeX6dTseOAYCJfspUyn5uz5WiTMpS9h6dN82vU1L3ej2r6e50OnYcQRAsPTRA4UuBzHQy5/rGcYwkSZAkic195r3X7/ct4byzs4Pd3V27F1gLzdRvp9NBHMeW5uXsZ15PVpC7opsPH2jmrxBXB0oACyGOHZfkrxBCCCGEeDE5lMD6t5cQQgghjh+nT5/GZz7zGbz1rW/F5uampR8p7yjaKBKZsByNRkjT1AQbBWVd15YGBrBUKc1qYXdeK+frupW+FIYUbZwlTFwxS1kKHErs8XhsApNi0U018zj6/T4A2Lm5s2B53BSu7ixbplEpbQeDgclopj6ZZu10OgjDEHVdI89zm8vLSmrKb7c+mClUylQmdtvtNrrdrgnqNE1NorZaLROtnOdLgZxlmaVQ+T2K9KNV0axDdufysub7aN0zhSvXiuvBr1P8Z1lmSWAmal2hzW1SXHOWNK8bv86HCXgdmfB17xWKZ85e5nWdz+eWcOdDDnVdW6o4iiLs7e3ZNaTMj6LIrgvvYcpmPizQbDZtLvFisUCe5zbveGdnB0mSvJA/rkKIY4gEsBDiWKEPIIUQQgghXlokgYUQQghxHNne3kaaphgMBnjVq16Fzc1Nm3MahqEJQFfyUnaVZYnJZIKyLE0yMiHpVhhTDAKwtC9FKRO9AExgMkHJmmEmPinYmCDl9ykdi6KwJCrTotyuWyXszjN2a4p5bpxPTEHqno97bEweu1XIwKVEsCs+q6oyOcg14XGybph10q6opJRkvTDrq/M8X3oNJbBb7UxB6nmeJauDIDAB6kpdpn3d2mvON3YfAqAE55pz3YqisD9zbQHY3Fx3zi636R5rFEWIomipepqCn0KVUDxzW64k5/qXZWnb4b75HlaYU9xzHwBMfPOBAN53vFZchzAM4Xmezfx1H3Tgz8FwOFQKWIirAAlgIcSxQR88CiGEEEJcHiSBhRBCCHEcSdMU9913Hy5evIi3vvWt6Ha78H3fKo2ZWGUyNcsyZFlm83qzLMNwOLQKaAo9vnc6ncL3fcxmM+zv75uwpGxjSrXZbKLf72NlZcUql91ZxHVdI8syLBYLeJ6HXq9nNclM/bKSl2KR8pFQ9E0mk6V5raTZbCJNU4xGI9sXtxEEARaLhdUUUywz8Uy5S3lMWEOdZZnJ5yiKrG65qiqTrW5SlilXpqOLogAAe52bOqXcpZjNsgxhGGIwGKDT6eDg4MCS1GmaWhqbcpXXkVKVtdhRFCEMQ4zHYyRJsjT/mNeBa8BkdbfbRVmWGI/Htg6uoHb/zvNjzTLXgdeIKWhXdnNeMmudub1utwvP8+we5f3Ja8gEL8/VTRUzye0KXyaJXfgAQhRFJtHDMLQ0e7/fx4ULF7Czs/OsGcJCiCsTCWAhxLFAHzgKIYQQQlxeJIGFEEIIcRzhTNkbb7zRKnbzPEee55asdWfaUsC6EjIMQ0tKuulf1h5T4Ln1zBSX/X4frVYLYRha8tida8sELMUxZSdFHZOn7XYbcRzbe4qiWErcUhq69cdubTIFZBAES+ddVZVJRMpHzs9l/bC7D36PCWEe9+bmpqWVmXh1JSlfS5iqBWCpa6Z5KU8pujlXmVKUx71YLLCysgIAti9KXwp2zr7lXF9XrLr7otRstVro9XpLiXCeO4/XrWmmxKY0p1h2U8tMFPO1q6urNreYMn42my0dy2g0svuIldHNZtOkMdeQldKseHbrpLmGbrrZravmvdJut222cxiGtp6ukH+uhw6EEFc2bTSe/0VCiGPKFfLze8c7r8f9D+qDRiGEEEKIy839D5678v5tdoX8m1kIIYS4mkmSBBcvXsTGxgaazSbyPEeWZc+quGUyl3NUmWqlvHSrcgHYa926ZgA2j5fpT76ewo2SmAldyj9XALozd9vttglcvodzYXlM7nxat16Z76V85J9ZN+1WCHP+7nw+t5Q0j4+vd4/bPQ/WKVPict/8vishuU3ieZ6tI2W1m17m9ikfmbAGDmc3u7Kc22UNNEUwk81M2vLcgyAwwe3uk3XVTGIzfcvjYAV1GIYm8QHYGlMA85rwXuH7jtZU13Vts4LdpLU7f9lNjvO6uTOgeQ24P56HK4N5Xvw6Jbkrqt1z4d/TNEVVVT/Jj50Q4oSjBLAQ4rJyxX3AKIQQQghxwrkiJbAQQgghTjTf+MY38PTTT+M3f/M3cd111wGAydNGo4EgCNDtdhFFEba2tlDXNZIkMfFJUcykJoAlIcskqVsBzarn+XyO0WhkNcecCesmLReLhSVqmUamKOT+XLE5n8+xu7trEpPiuN1uoyxLSxK7ddHcF2cZU/JRHs7nc2xtbVklNOclc84uJSol7nw+tyriqqpw4cIFAJcqkI9CIczkrFtt3e/37Tg9z7NZs5zN64rx2Wy2NNvYnYXrilAKa3cOMdeXdcdhGCKKIhPQrK5OksQEKSvDPc+z6mZK9iiK0O120W63n1V7zWvAqnAAJpp5fVnvHEWRyXNeK8prV/ROp1O7T8qyNGnseR5837fXMB3OBDcfAmDtNCUxBTbXnKl4XiuudVVVePrpp1GW5Qv8kymEOM609TC0ECeXk/7z+653Xo8HHjx34s9DCCGEEOJK44EfSOAHrgAJrH9rCiGEECcfijHgUqqRFcKUfEVR2LxfzoxlBW+320VVVSYsKUd93zehNp/PUde1yWQ3odtqtRDHMXzftznE7uxbHg+FM4Ud98O0aFEUJmCDIFiaDTyfz62OGriUQvZ9H+12G3VdmzR0z8VNwPZ6PQCwOmHWMvu+jzAM7b08LspCyk7ui+tCYUhhyl+U59xvWZYmxvM8BwCT56yVZoqa14wi1E3LdrtdS0+3Wi3keY7JZGLrwVQshXZVVSbOeeyst2YalnORm80m1tfX7VxYFR3HMcqyNOlKecrt8vryXnKlNY+D8N4EgLW1NRO2WZZZQppJZ7d2GoCtA5PCrhAOgsAS5nmeI03TpXXmz0AYhijL0qQ+ZzC784qFEFcPSgALIS4L77pCPlAUQgghhLhSeeDBc/o3mxBCCCGODXVd4/z584jjGNdee+1Sepf1xzs7OyZHmb6k6A2CwOQiAKvPZarUrWxmovKokAuCwMQlRSbn2bKi2J1Le/QYWcFLAUwpx/259dTct5tc5t9Zw0yRy2PhOVJm8/zcObD8O5O+/Dvri/mLotIV5JSgrKDmvN6iKExYU3Jzu5SOR38n7kxb7s+twHZrs90ksFtjzWPidnh9KXkph5m+5prz62maIo5juz9cWUpZy/Xk17kdd2azO/vYXSNXGFOqc998UIDS2z12Sl++FsCS2Of6UEy7td3cF5PNkr9CXH1IAAshXnL0QaIQQgghxMlAElgIIYQQx4U8z/GFL3wBZVnimmuuseRju91GVVUYj8cYj8fo9XomHn3ftwrdbrdrorgoCktXUvZRolK2uvNoKX8pavmeZrOJNE0xGo3w8pe/HCsrK1a/TJnINDLlrCs1Kf5cCUp522q1kGWZpXQBmNiOosjWJYoik5uUsdPpFHEc2xoxWcxELHAo1Pv9vklGpnWBS4lXfo2SkSKcx01JTGGcJAlarZatK6Uw5/ByezxergeP0xWl8/kcURRhMBhYerquaztW/nLnAjOd7Hke+v0+ut3uUgU1E7jz+XzpmDzPQxAEAIA0TS3VzO9RsHLudBzHdp5FUSDLMsxmM4RhaPvMssy2xUpxngfXIQxDhGFor+d9OxqNrOKb+wcO50YPh0MMh0P0+33bX7fbxWQywXg8tgpw/hycPXsW29vbEsBCXIVIAAshXlL0AaIQQgghxMlCElgIIYQQx4XZbIYnn3wSdV3j9a9/PQaDwdKMWKZzKfTG47GlRdvttknR4XBoyc0oijCdTk3usXI4CAJL8bpVxUfnwALA6uoqWq2WzW11ZRtlLtOz7rFQErtSkqLSTfk2m03keW7v46xgVlAzvTubzZbmBzM1SoFIUep5nklDfo3zZiloKWkpvcuyRFmWSNMUACzpG8ex1RgzKev7Pnq9nslcbpeCmeKW6WlKWormIAisktld06O12LwG7pzd+XyOIAis0hqASWqKeNZXuwnePM+tbpnHza/xPnBnMHN/XC8eP2dPu3OaXZHO+4oy3b3OfH2v17OqagBIksSS4awMX11dtbnV7gMJvA6z2Qznzp3DaDSS/BXiKkUCWAjxkqEPDoUQVwLvesf1S39/4CH9d00IceUjCSyEEEKI48LOzg6KosArX/lKRFFkc1sBIAxDE5fuvF+3BrnVaiFN02fNtQVgQrIoCpOMfB9lJGUua5EpU6MoshSuW1EMYCld6/6dFc0ATKZyf25dNffnvpb7cOuZecwU4Hwf98lKYEpmHi8Tr5Shbo21Kw+ZfnYTrO12G1EUWXJ5Pp+j3W5bxTW/xnMBYOfHymsKfFfoujOEKVz5dc5jZjrancPLWmyKVfd4KbZ5Xvye53nIsgxlWdq68Phdmct7oCzLpdQ2hTNlelEUth2eG+9Fyl+3LppJaF7bVqtl14X3ZVmWaLVadn/znOu6Nlnu1noXRYGDgwOrnBZCXH1IAAshXhL0gaEQQgghxMlGElgIIYQQxwWKtrIsl8Si7/vo9/vIsgyj0cikKRORdV2jLEsTwXVdYzgcmkSkHGSiFLg0U5YCz/d9qzWm6Gs0GlhfX0dVVTg4OLCU7mKxMFlIuUmh6MpOVkwzHeomg5nMZcI3SRIAWKpu5jbW1tZMIMZxjKIoUBQFgiBAnucoy9KSs5PJxJLNo9HIRCHFIlOxnIkchuHSunP2cFVV6PV6yPMcWZZZQppVx0z05nlu2+f14HxmAJbK5TXt9Xp2zovFYqkC2k1JU14DQBzHCMNwqaKa36/rGmEYot/vo9frLSWXKYbrusbFixcxGAwwGAwQxzEmkwnSNLV0Lq83U81MnVPkMm3N5DelLIW0ux23atut2eY9486k5lo0Gg2UZYm9vT30+33EcWz74vkxuSyEuLqRABZCvOjog0IhhBBCiCsDSWAhhBBCHAeKosDXvvY13HzzzbjxxhsRxzGAw4Tq1tYWms0mwjA0CUnZxpm8lMZM+Lrfp8BkUtbzPLTbbZO1rBkmlH9bW1uWvqXEpWzm17kdSmWmSClJmeBl0pSJ5CzLbMatm0BmopTCM89zS+VSNOd5jjzP7dxYNczUMGuJmf6ltGVq1RXiTLm2Wi2bQ8z6ZspzCuFut7tULU1Byqpit/KZa8LzYiK22WyaHGcNdBiGqKrKKrF5jQDYOrjJaO7L8zw0Gg1kWbYko5lgdq/DdDrFwcEBAFgimglpimXuj9fInUvMdaGAPpoC5rVlrTX3w+tPEc798fh5b7E+muvO4+e13d7exve//31JYCGuciSAhRAvKvqAUAghhBDiykISWAghhBCXm7qucebMGUynUzSbTdxyyy3wPM9m1HY6HUusUnRSLlLIuUlUV166EpiylaKOAo8C150tmyQJwjDEYDCw2azcj1v56wpnCkMKYldk8nemSl3hx+Qqq4oB2DG79dOu8OXxttttS6/y+IIgMOnI91DAUpyyYtoVuBTYFLa+7yOKIvR6PUv2UlS7a+KeD+cVMy3L9PNsNrM1abVaJkQXiwXyPLd143q4Vd7cL+u4ue48xzzPMZvNEAQB4ji2c+Z1oHDnvGGeC9fYlenu9eJreL8cnc9LwcxKZx6De915Ppzv7H6d9xGvFyuh3TT2zsfH/UoAACAASURBVM4OLl68iP39/Rfs500IcTJpo/H8LxJCHFOO+c/vu95xvWZjCiGufI75f4uFEOLF4IGHzp2cf+vpv9NCCCHEFcv58+eRZRlOnTplNbusOGb6cbFYIMuyZwlCCrXxeAwAJmiBQ8HMpCXTvJSeFHtMhrrykzIvDEPbFquWXQnJBCiTyKw0ZlV0VVWW+OUc3TiO7Xh4XgBMAFOasvaZc4mZDmVq1q3CpqgMggBhGJocZRrYPW4AS1XFnC3caDSsXrrRaOCWW25Bs9lEkiQYDocm2NfW1kzA8zwocFl/3ev1lgQ51ztNU0wmk6Uaa+BSXTVFP4+H9dxZllkimhKVkrzZbKLX62EwGCxJb4rUPM/tmnLW9GQysXXmcURRZK+bz+dIksQSxsStrua20jTF3t4eVlZWTHLzoYQ4jq26ml/nOvE4WT09n8+RZZnVUn/rW99CmqYvzA+YEOJEowSwEOJF4cR8ICiEEEIIIX4qTpQEFkIIIcQVCYVpnudI09SqhinDxuMxsiwDcCgGKdAo+YqiQFVVAGBpXCZf+TvTxG76k7DWl8dB2RmGoVUAA7D3UFCzihiACeWj51OWpYlSzhQGsFTT3Gw2TRaz+pj7cMUgpTPnDvN83bnHTDxHUWSCu9VqYWVlZUkAU/xyjZhAHQ6HSNMUvu8v1UZz3Xu9nh0D14KJWDe1zD/zmlKCs06ayV8eE88fgO2X593tdi1dS6nv+74lbMuyxHg8tjVyJWyn08F8PjdpzvQt16OuazSbTXS7XXstBXqSJEtrw/m8vC+4fYpfprGTJMF0OkW/30ej0bAkNe9Fd5b1dDq19/u+b/cvE8dCCNHWw9BCnFyO68/vO99xPR586NyxPT4hhHgh0X/rhBBXMw/+QAI/eIwlsP47LYQQQlzZ1HWNc+fOYTqdmmBz654BWP0w5ShlIsWbW/nMCl5KRso3Vgoz8cs0L5OdTB1XVWXyllKO+6Ow46xaACYEKT7d2moKSyaN+XWKXHc2rSuFAdj8YyaIKQWZNOZ8XR4P07Y8H/55MBgsJZe5HdYxe56Hzc1N7O/vY29vDxsbG2g0GphOpxgMBibFV1ZWMJ1OURTFUmWy53lLx8kkL9eT68Tvu9eA61jX9ZIgz/PcXgMsi2tea85oZk00hTKFNdeRa8vksu/7luDm9SO8RjwPzkdmNTZTwkyjx3Fsf6ZULorC7gfP85aEPMU+18O9Vru7u9jf31+aTy2EuLpp63+HhTjJHL+f33e+4zo8+NB5HMdjE0KIFwf9904IcXXz4EPnf/AA4PnLfSg/BP13WgghhLiSKYoCX//61/HKV74St912m8nOxWJhqUsmfikQKf5Y3cy07OrqqlUsu0liV+4yvdlsNpHnuSV+mSjd2dnBeDzGysqKpV5Zq8x5ugBMFAKwGmDKO9ZI93o9m3m7t7eHVquFIAisVrrdbqOua/v60SQqj5sinNKY1cVRFJkIX11dxWAwQK/Xw8rKCtbX15eOyxXmVVVhe3sbeZ4jDEO87nWvQ5qm2N3dRRAESNMUWZZhMBjg4OAASZLghhtuQJZlGI1GiOPY5jUz0ewKXgAYDAZW2QzArgOT00zQUp7yz7y2nLFLgc609N7eHtI0xcrKil0HynbP89BsNhGGIXzftzm8vD9830e73ba15dq7qWemtinkObOXVdq+7yNJEiRJYvOXWRnOhxayLDMBz7V3Z1LzWlLi+76Pxx9/HI8//rgEsBDCUAW0EOIF45L8FUIIIYQQVxOHElj/FhRCCCHE5YESkTNROeOV35vNZiZzJ5OJVT9XVfWs92ZZhqqqEMexyVqKPwo+1jgzodnpdLC+vm5yjmlUJlE9zzMRGEWRJTePJlVbrRbW19eRZRmKojDBy3m1TLJy/9wX06N5nls62fd9O/8gCKyOOIoiE+MUlc1mE5ubm/b6VqtlktOdj1vXtaWGOXt4Pp/je9/7ns3x5XouFguMRiPMZjOEYYi6rpFlGdI0RaPRQFmWKIoC/X4fAEyuAzAJ6s7jZTK70+lYfTe/TsFLkUzZymtflqUlat3ZuW66Os9zjEYjW1O3Bpy/yrK0dDevMXCptpqp3CiKkCSJCXNeH0ppSu5+v2/bCoLAHlzodDooisJSxpS8TAK785F5TzBtLoQQRAJYCPGCoA/8hBBCCCGubiSBhRBCCHE5ybIMe3t7SyleCjXOTHWTofwaq3rb7bbJuTRNAWBpHixfQ/lKGRkEgc2Vfa45u3yPK+3a7Ta63e6SaGU6l+/lsVBismZ6Pp8jiiITv67opOzltikgoygyiemmVSl2O50OBoMByrLEZDIxAcvj4vFz+xS6lJplWaLf7yOOY0vGLhYLTCYTk85JkiDLMtR1jTRNl+Qya6l5LDyvoihQFAWyLDNxTbGd57klZcMwtPUGYEle1m/zmgNAGIbwPM8EO+ue3TnKbsrWrcOuqmop2etWMlP0sr6Z9eB83XQ6tXQyHwrgTGq+n2vted6S6KV0p+h1z7GqKpw/f97ktRBCEAlgIcTPjD7oE0IIIYQQgCSwEEIIIS4fFy5cQJqmeNvb3oYgCDCdTpdSwEzVHoUSMAgCm4cLAKPRaGkGK0VyWZaW/mXdbxiGJviY6qWwpNTjtpk+ZoK2rmsTe7PZDEmSoCxLS/RS1FLGep6HXq+HXq+HKIrQarVstm6WZdjY2MDm5ibSNEWv18Pm5ibW1taQZRkODg4wnU6RpqlJWB7bcDi0VDQAjMdjlGWJU6dO2XGyBrooCtvObDbDddddhyzLMBwOLVkMHNZzs/744sWLALBUYc2kK9OurVYLcRzbNnZ3d5GmqSWYm80m4ji2RK0735hzgJl05rWPosiuPWuz3RnEFOpRFGE2m1ktdpqmGI1GCMMQ/X7fricFLN/D/TabTXtfnufo9Xr2dc4G5rrwoQJWgLvH32g0MB6P0Wq1EEWR1XADWJLF0+kUURTh4OAAX/7yl3FwcPCC/BwJIa4cJICFED8T+oBPCCGEEEK4SAILIcRPT6PRwO233473vve9eO9734vbb799SVSI40Wz2cSb3vQm3Hnnnbjzzjtx22236XpdRubzOZIkwSOPPIKbbroJ1113nSU0mUql4OSvuq5N6lVVZelQSjemhgFYtTKlXqvVsvQrRSxFXbvdRhzH6Ha7iKII8/ncBC0TommaWkqUx8iq4pWVFROMbt0wt8mk8Hw+x3g8xnQ6tdTvYDBAv9/H2tqaJVCHwyHG4zGGw6EJ3LIsLenK80/TFEmSWEqXcnZ3dxdbW1tLyVhKyPl8jjiOrZ6YQnmxWKAoChPlaZpifX3dqqbdBDXf6yaSPc9DHMcm3XktuCa+72Ntbc3e49Yf889uNTITtO7xU2pThrvzhKMosvPi9pnOpYinZHbnLTORzPvNrYXmvZCmqVV7U3jzYQE+bMBqbqbVASBNU6u8BoDHHnsMp0+fxmQyUf2zEOJZSAALIX5q9MGeEEIIIYR4LiSBhRDip+Ptb387Hnrooct9GOLH5K677sLHP/7xy30YwqGuazzzzDOIogg33HADWq2WyT/Ol6VoZOUzK4gB2GzbZrOJMAyR5zmSJFmaCctKX8o5SjvKYc5w5dc5x5fylEynU9sfj3OxWKDb7WJ9fR1ra2sm+jjblnXKlJmcRwscSk3f9+34KBSn0yl2dnawt7eHg4MD7O/vI89zqxjm/NyjyeCiKFDXNVqtFi5cuIALFy78zNfnmmuuwbXXXrtU8+ymdRuNhqWxKea5xtPpFMBhgphy1PM8k6Vc7/l8jrIs7Vq7Fc15ngOAVSq74h2AXTeuSavVQlVV9gCBC1PQnBnNhDZrqt37bbFY2FrzOKuqspnETBhzTZgOplR2ZTuFdKPRwPnz5/Hkk0/+zNdFCHFlIgEshPip0Ad6QgghhBDiRyEJLIR4KQmCwD7YP8piscDFixdx7tw5PPDAA/jnf/5nnD9/PP/b9LnPfQ6NRgO33norHn/88ct9OOJ5+MQnPoFPfOITul7HENYyM+UJHEq/MAyX5umyarnVaiEMQ0RRBM/zrGLYFZFMZlIQ+r5v9cZu1TSTn6wQZp0vANs2gKW5wNdcc42Jw7W1NZw6dQobGxtIkgR7e3vY3d3F3t6eydkwDE0U8jzTNMV4PLY6ZXe27d7eHra3t3H27Fl85StfwXA4tLVya4UBLAlTclRe/7RQRB/dt4srg4HDmb2veMUr0O/3EYahCXVWaRdFgcVigX6/D+BQrLOGm0KZX2O6meLdreYGYGlrCl9uh8eTpqnN8aXMHY/Hdh3CMLS5zZTxlMiU0b7vW1qbMGXe6/XQ7XbtXOq6xnw+x97eHsbjMTY2Nmx9KMGFEOKHIQEshPiJ0Qd5QgghhBDix0ESWAjxUlGWJX7u534Ot956K+69914AwO/8zu/g6aefxjXXXINbbrkFv//7v4+7774bH/zgB/HLv/zL+Na3vnWZj1oI8WJx7tw5AMCrXvUqNJtNm6/q+76lPil0KfSYIqUgZkUv64gJ5etsNrNUJmfPcpsA7M9uzS+Tm61WC71eD8ChNGY1MecC7+3tYWdnZ6mGmft2Z+zO53PkeY40TbG9vY3HHnsMVVVZApXnk6YpsixDmqY26/dywKrnn4S6rnHmzBlLNnc6HRP7lKqdTgc33XTT0qxcCnKK+iAILCU9n8+RZZlJ4m63a8lcPkzUbrextraGsiyRZZndD77vA4DdA3me22xhpsr5cIFbac2HC1iTzSprz/Ps+NbW1uy+yLLMjoUPKPDc9/f38fDDD+PMmTMv0JURQlyJtKGxFEKcXC7Dz+87f+06PPg5fYAnhBCG/i0lhBA/kgc/d/7y/htS/50W4qpgsVjgzJkzSx+GP/7443jiiSfs7//yL/+C//iP/8D73vc+3HPPPXjzm998GY70hSGOY2xtbeFNb3rT0jkKIQ45ODhAnucIwxCDwWCp7pgzYYHlZCtnzVIosiaatbxMifLPbmKWaWHf99Hr9SwJvFgs4HkefN9HHMe2Tc4Zrusak8kEWZZhOp1iNptZpTC/xvQxmc1m2NnZsaQva4i3trbw6KOPYjKZvIQr/eIzm82wv7//I1/j+76JXspfSlOuP2u9AViCGIDNZG42m1bNzHR2GIb2AEFd1yZzWStOuR9Fkcl51la7tdFMCPu+j7IsEQTB0oxnzkIOgsBmQnP70+kUzWbTEt07Ozv47ne/i29/+9tI0/TFXXwhxImmrf8XFuLk8lL//L7j167DQ587r8/QhBDCQf9NFEKI5+ehH0jghy6DBNZ/p4UQZLFY4G/+5m/wvve9D2984xttvudJ5D3veQ/iOH7BalmFuBIpyxIPP/wwbrjhBtx8880m1Ch4mfrtdrs2k5YSuCxLS4UCsPRnq9Wy2b1uong+n6Pf72NjYwP9fh+z2QxJkmA8Hptsnk6niOMY3W4XYRiirmskSYI0TS2VnCSJpZObzSa63S7qurb07mQywYULF/DVr34Vw+FwKW1M8Xg1UlUVnnrqqWdVSvd6Pbz61a9GHMf2OqZyOZu3KArs7++bZKU4brfbSNMUnU4HvV7P7hd3Dm+328Xa2hqAw9RxHMfo9XpotVpIkgSj0QhlWZogpvil7KWYbjQamM/ndv1XVlYwGAzg+77JbybNH3/8cXzxi1+8aq+1EOLHRxXQQogfi3dcpg/shBBCCCHElcFDnzuvf1MKIS473//+9wEcJr5WV1dPrAB+//vfD+C552cKIQ5xa4L5d85+rarKkpuc0VpVlc0IXiwWVh/MWmGKOje9ubGxgdXVVfR6PTSbTasLnk6nmE6nVtnrpjmZ+OXs4H6/b1Kw2WxiOBzi4ODAZgefPXsWZ86cwWw2Q1mWSNMU+/v7l63G+TjiVm+7JEmC06dPo90+1CCz2czkKiUuABP6TAJzNjQrq+u6XhL/cRzbDN88z63iOQgCE/5xHMPzPEuHc1/tdtuELxPCAOwhgKIoUJalVT7zHuXsYz6oIIQQz4emhAshnhd9UCeEEEIIIV4IKIGFEOJyceuttwIAzp8/jwsXLvzQ1334wx/GaDTC3Xff/RPv4+Uvfzn+7M/+DI8++uhzConn+/6PIggC/Omf/inuuOMOAMArXvEK3Hrrrfar3+8DAG655Rb8+Z//+dI+Wq0WPv7xjyNNU3znO99ZqsBuNBp497vfjU9/+tP49re/jeFwiCRJ8Nhjj+EjH/kIoih6zuO5+eab8Q//8A945JFHsLe3h6IocObMGdxzzz2Wijt6/H/yJ3+C//3f/8V4PEaapvjGN76Bj370oxgMBi/Ker7qVa/CRz7yEXzzm9+07/O4v/a1ryFJEjz66KP4vd/7vecV6rfccgv+8R//EY888giGwyHyPMfp06fxqU996ke+T1xeiqLAeDxGo9FAGIbo9XqI4xiDwQBra2tYWVlBt9s12RtFkaV0e70eVldX0e12EUURer0e1tfXcerUKdx444244YYbcNNNN+GGG25At9sFcCgEq6oy8ctf7lxezqcNwxDdbhdBEGAymeCpp57Cd7/7XZw+fRqPPfYYHn30UTz88MP4+te/jm984xt44okn8Mwzz0j+/pjUdY2trS2cO3cO586dw8WLF7G9vY3d3V0cHBzg4OAAo9HIUti8PhSxlLSz2WypZpr3UBAEVuHMqmluIwxD9Pt9u8fiOLYHAqqqQp7n9qAAK6Y5O3g0GmE0GiHLMsznc3ieh0ajgbNnz+Lg4OByL6sQ4oSgBLAQ4kci+SuEEEIIIV5IlAQWQlwums0m/uIv/gLT6RR33XXXj5SvH/rQh9Dv93H33Xfj7/7u737sfVx33XV46qmnfurvPx//+Z//ife85z3298985jNL33/ve9+Lr371q/jOd76z9PUwDPHpT38av/3bvw3gUGT2ej0Ah2L4nnvuwQc+8AH827/9G/72b/8WZ86cwStf+Up87GMfw1//9V/j2muvxQc/+MGlbb7uda/DF7/4RRwcHOCjH/0oHn30UaytreHOO+/EXXfdhb//+79fmtt544034t5778Xtt9+OT37yk/jYxz6Goihwxx134C//8i/xB3/wB/it3/otfPOb3/yx1+v5vn/99dfj//7v/5a+ds899+D9738/zp8/jzRN0Wq18JrXvAb//u//jjzP8V//9V/P2k6j0cDdd9+Nv/qrv8JwOMQnP/lJPPzww9je3sbP//zP4y1veQt+6Zd+6Yceh7i87O7uoixLvOUtb8Hq6irm87nNz2VKuN1uIwgCjMdjq/ztdDro9/vo9/uYTqcADh9i2NzcxObmJlZWVuB5HvI8x9NPP43JZGLzWin66rpGVVUmCIMgsG0ChzXVSZJga2sLX/rSl/DFL37R0qysdWaiVLwwHBwcYDgcPuuBD4r8Vqtl8n5lZcWuBa8ZE+XtdttSw7w/+LAME+ScG9ztdrFYLJBlGba3t1EUhT0YQLkLLM+XLooCRVGg3W5jNpthb28Pn/rUp7C1tfVSLZUQ4oQjASyE+KHogzkhhPjRPPR5/TdSCCF+GiSBhRAvFWEY4mUvexle+9rX4q677kJVVfjVX/1VfOUrX/mR7/vmN7+Jl73sZfj2t7/9E+3v/PnzaDQauPXWW/H444//xN9/Pu68804AMHl922234YknnnjW647u48EHH8QTTzyBV7/61UjTFB/+8IdNIvzKr/wKPvCBDwAAPvGJT+CRRx4BAHz5y1/GuXPn8OCDD+KP/uiP8KEPfWhp5uQ//dM/odfr4Xd/93dx77332te/8IUv4I//+I+X5Irnefjv//5v3H777fjDP/xD/Ou//qt973Of+xw+//nP4//9v/+H//zP/9/ence2Wd9xHP88vmI7V0Nq1iTQpEAPIo52RZroVugRTao0/phGpWlF6gaqYIwOpokNDdGNDbWqVqqxTds0oZRJA6pNiDIGbENtKO3asdCux9qmabIcDjka53J8n/uj+KEmCb2SunHer38S/Dy2f36IXfv5+Pv97tSSJUvM6sYrPZ4fffTRmO0dHR2qqalRd/e5f4M8Ho927dqlZcuW6Yknnhg3AP7JT36iTZs2affu3Vq3bl1WALNv3z4dOHBAGzZsGHM9XBsywdvJkye1YMEC3XzzzQoGgwoGg2bAlpnvm2nvW1paKofDYc4GNgxDs2bNUkVFhdmSNxKJKBgMKhqNKhaLmbeTTqflcDiUTCZls9nMwLewsNCcPTswMCCfz6eWlha1tbUpHA6ru7t72raln04mahfd399vHv+SkhKVlZWZM4Mzs6MtFot5G5mq3UzlsN1uVygUMmcJFxYWKh6Pm6Gv3W4378tisZh/B26326wcLioqMttL22w28+eRI0fU2Ngon89H+2cAF40AGMC4OCEHAACAqUQIDGCqTRQYbt68Wa+88orq6+uzAs3zrV+/XmvWrNFf//rXqV7mVfH3v/9dP/vZz8zQ49FHHzW3BQIB7d+/3wwvzvfhhx9Kkux2uyorK+X1es1tS5culaQx1YmJREI//vGPs6p/H3jgAS1ZskSHDx/Wiy++OO76XnvtNa1du1bf//73L6nq+lI9++yzWf/d39+vLVu26M0339TChQvH7H/77bfrmWee0dDQkB544AGq76apRCKhrq4uzZ49W/PnzzdDvfMrMFOplAzDMFs9u1wusy1vpvVzeXm5JCkWi5kVmplALhMOSueqQx0Ohzlz2GazKR6Pq6+vT8PDwxoeHlZfX5+ampr0v//9LyfHBNkCgYACgYCkc5XZmZA3E+4ahmH+P81UCWcqvF0ul9LptILBoDlvOFMNnKkQttls5lxpSWb758y2zMzozH1kKsYtFou8Xq+OHj2amwMDYNoiAAYwBifiAAAAcDUQAgOYSuvXr1dTU5PC4bBKS0tVWVmpuro6rVu3TitWrNA3v/lN3XvvveNWU/X29mrHjh05WPXU+OlPfzrhtsbGRi1fvnzcbcFg0Py9sLAwa1tbW5vuuOMO/e53v9Mjjzyif/zjH2bAvHnz5qx9v/71r0uSduzYMWHr7fr6eq1du1YbNmyY0gB4PB0dHZI07tzijRs3yjAM/epXv1Jvb+9VXRcmXygU0sDAgNn+OdOSOVOZm6nmzITByWRSiURC1dXVcrvd8vv95pceMvtkqjkjkYjZOthisaisrExlZWWKRCLq7e3VmTNntHv3bvl8PrO9M9Wc16bh4WFzbrQkFRUVacGCBZo9e7aKi4tVXFysZDKpcDhsfoEgHo+bFcSRSESBQEClpaUqKSkxK8olqaCgQH6/X9FoVIZhmOGyJI2MjMjv96uwsFAej0cWi0XRaFTRaDQ3BwLAtEYADCALJ+AAAABwNRECA5gq//73v8e0R/7Tn/6krVu36oMPPtCyZcv01FNP6bnnnsvRCq89hmFo6dKlWrVqle69917deeedE+777W9/W++8845qamr0t7/9Te+//762b9+ut956a0yo9fnPf16SxswmPl9zc7Mkad68eSorK9PQ0NAkPKKLk5nfOZ5Vq1ZJEtV3eaK3t1cWi0W33nqr3G632aI3E9pmqjYzs3etVqsKCgrMat9IJKJ4PK50Oi3DMLLmwKZSKRUWFsrlcikUCqm7u1tNTU1qbW2Vz+fT4OCg+vv7FYlEcnwUcCHpdDqrQ0QgEFBbW5u6u7tVUlKiG264wWzdXFRUZH5ZIDO/Vzr3NxQKhZRMJmW32+VyueR0OuVwOFRUVGRWBEejUYXDYUWjUVksFrlcLtntdgWDQfX19eno0aNjZpkDwMWwXHgXADMFJ94A4LOtXlmZ6yUAQF7KhMAAcDW0traabYAzM3VnuvLycv3oRz/S6dOn9cYbb+i6667T1q1bddNNN014nQMHDqi2tlb19fWKRqO65557tGvXLp08eVL3339/1r6lpaWS9JkVtD09PebvZWVlV/iIJk9VVZWkT6qEMb35/X51dXUpFovJYrHIZrOZbZ4lZYW58XhcqVRK6XRaw8PDGhwc1MjIiEZHR82fsVjMbAMcDofl8/nU2dmp1tZWHTt2TAcPHtT777+vxsZGtba2Ev5OU4lEQv39/erq6lJra6taWlrU2dmp3t5e9fX1KRgMml8gcLvdcjqdstvtisfjGh0d1dDQkPx+v1klbrFYZLfbZbPZ5HQ6VVRUpKKiIrndbtntdiWTSQWDQfX09OjQoUNZr48AcLFs+ri9AIBpaBKfv6tXVmh3Q48kXhMA4KLxPgoAJs3uhh6tXln58XvSScRrNYBxHD58WJJUW1ub45Xk3p133ql3331XJSUleuyxx/TSSy9ddFvajz76SA899JCeeuopffe739XGjRs1f/58/fnPf9bGjRv161//WtK5tqbl5eWqqKjQkSNHxr2tiooK8/erWf17ISMjI3I6nZo7d64OHTqU6+VgEiSTSY2MjJhhXaaNcyYMliSr1ap4PK5YLKZYLGZWAjscDtntdrMCuKioSOl0WqFQSD6fTydPntSpU6eUTqfNKtKJZo1jeorFYuro6FBnZ6csFosMw1Btba1qa2tVWloqi8VithcfHR3NqjC3Wq1mS+dkMql4PK6qqip5PB7F43ENDAyov79fAwMDstlsY2asA8ClsPFRGJi+Juv5u2plhfY09BD9AsAl4nUTACbXnoYerf74velk4bUawHhmzZol6Vxbz6l2fqg02YxJ+JLLb3/7W3k8Hj3xxBN68cUXL+s2+vv79cwzz2jbtm169dVXtWbNGn3ve98zA+BDhw7py1/+sm655ZYJb2P+/PmSpPb2dg0PD0+431Qez/GcOnVKn/vc5/SFL3xBr7/++lW7X0ydWCymM2fOKB6Pq7q6Wk6nU5LMit+MTLhXUFAgt9utRCKhUCgku91u7mOz2dTV1WXOGx8cHDTnwCI/fbo9tHSuQ0AgEJDD4VBVVZWqqqpUXFyskpISORwOs4I8FAqZh2hHEAAAClJJREFUs4ANw5DD4dDQ0JAikYhisZjKy8t12223KRgM6sCBAzp06BB/TwAuGy2ggRlu1SSfYAMAAACuxJ6GHq1aWXHhHQHgCixfvlyStH///nG3z5kzR9/61rfk8Xgu6/ZHRkbM32tqai7rNi5GZl7plViyZIkk6eDBgxd9nYULFyoQCGjhwoVZl4+MjGjz5s1j1vbqq69Kkh588MEJQ+sHH3xQkvTyyy+bMzTPv92MqTye49m3b58kaePGjbrxxhuv6n1jaiSTSfX19amzs1M9PT1m8JtKpRSNRrNaP1utVrlcLjO0i8ViCoVC6u/vV0dHh1paWnTy5En997//VWtr6zVVvY6rZ3BwUGfOnNGJEyfU3Nys9vZ2eb1ehcNhs2o809Y5EAgoHA6b1eUDAwPyer3q6upSMBiUJIXDYXm9XrW1tV3VL7wAyC8EwMAMRvgLAACAaxEhMICpYhiG7rvvPj3++ONKJpPasmXLuPv94Q9/UH19vd54443Lup/e3l75/X5J0rPPPquCggJzW0lJidasWXNZt5uRCQTuuuuuK7od6VwbZ0mqq6vLutztduvhhx8e9zqGYaiwsFC33nrrmG2ZULihocG87OWXX1ZjY6MWL16sRx55ZMx16urqtHbtWnV0dGj79u1jtk/18fws27ZtU29vr9xutxoaGvSlL30pa/vs2bO1bt26Kbt/TJ2+vj4dP35cAwMDSqVSslgsZvibmc+aafscDAYVjUZlGIZGR0fV0tKivXv36t1339Xp06dz/VBwDens7NQ///lPvf322zp8+LCGh4dVVlam8vJyFRUVSTpXRZxKpRQKhRQIBDQ6OqpAIKDm5ma9/fbbev755/XBBx/k+JEAmO5suV4AgNwg/AUAAMC1LBMC854VwMUwDEMLFizQokWLzMvq6upUXV0tl8slj8ejuXPn6v7779eiRYt09uxZfec731FjY+O4t3f77bdn/bxU6XRav/jFL7Rp0yZ94xvfUF1dnVpaWlRWVqbS0lK98sor5r6PPfaYdu/erVOnTkmSXC6XFi9ebG6/6667dOzYMcViMfOy1tZWLVy4UM8//7yqq6vV2dkpj8ejv/zlLzp69KhsNptuuukmc//rr79eZ8+eHXetv//977V161Y999xzuu2223T69GktWrRIy5Yt0x//+EeNjo6quLhYX/va17Rr166ssGvTpk0qKSnR8ePHZbfbtXr1aj399NNqbm7W448/bu4Xj8f11a9+VW+99ZZ+85vfaPHixdq1a5ei0ajq6ur05JNPqqurS1/5ylc0ODg4qcfTarVmBdW1tbXmjFbpXJvfT29vamoyWwH7/X6tX79eO3fu1M0336x9+/app6dHzc3Nmj17tubOnas333zTvP6GDRu0d+9eNTc3j3u8ce3IVPwGAgGVlJTI7XYrnU7LYrGYc37j8bii0ajC4bC6u7vl9XoVj8fl9/uznpNARiqVMv822tvb5ff75XQ6VVlZKY/HY3ZBSCQSSiQS5nxgl8uldDptVgnz9wXgShm7G7rTF94NwLXmSk6GcSINAC7PqhXZ1Wh73uO1FACmGu97gZnp0++7Pu3TbYSdTudnzkn0+/3yer3q6OjQO++8o/r6eoVCoQn3/+EPf6inn35aW7ZsmbBK+ELsdrt+8IMfaP369aqsrNR//vMf7dmzR9u3b9ecOXPU1NRk7vuvf/1Ld999t774xS9O2JZ61qxZZivk1atX64UXXtAtt9yicDisrq4uHTx4UNu2bVMoFJLX6826bjKZVDwe16OPPqodO3ZkbbPZbHryySf10EMPyePx6NixY9q7d69++ctf6uzZs9q7d6/uuecec/8bb7xRwWBQW7Zs0fLlyzVnzhwVFxerr69P7e3t2rlzp1566SWzlen5nE6nHn74Ya1bt06LFi2S1WpVS0uLXnvtNb3wwgtZrZ4n43hWVVWps7NTFkt2E8T9+/ebbcB9Pp/Ky8uztg8NDem6667LuqympkabNm3S3XffrRtuuEEnTpzQhx9+qJ///OdyOp1Z93/w4EEtW7ZswseCa4fD4VBNTY3mzZunyspKBQIBFRQUqLi4WIlEwgyIh4aG1NbWpvb29lwvGdPUvHnzVFNTY84FtlgsSiaTstvtcjgcstlsGhoaktfr1fHjxxWJRHK9ZADTHAEwME1d7sksToIBwOUjAAaA3OC9LzDzXGoADACXy2q16o477tDSpUuVSCRks9lktVoVjUYVDAbl8/l07NgxDQ8PK5lM5nq5mKasVquKi4tVXV2t66+/XqWlpTIMw2w3bhiGjhw5ohMnTiiZTI6ZhQ4Al4oW0MAMwgkwALgyBL4AkBu0gwYAAFMlmUyqo6ND6XRa8+bNk8vlUjgcVltbm/x+v8LhsEZHRwl/cUWSyaRGR0fl9Xrl8/lUXFysyspKlZeXKx6Pq6mpSV1dXeaMdwC4UgTAwAzBCTMAAABMZ4TAAABgqgwODioUCslqtcrtdisQCOjMmTPjtjIHLlcymTTnnGdm/sZiMaVSKbW0tHzmKAMAuFQEwMAMwIkyAAAA5ANCYAAAMFWi0aiOHj0qi8WiVCpFxS+mVCQSUUtLi9ra2iRJ8Xg8xysCkG9sYmQKMH1dxPN31YoKWpYCAAAgb+x5r+fS3uPymRcAAFyEdDpN+11cNel0Wslkki8aAJgyNj4LA9PXhZ6/K1dUqOG9Hs55AQAAIK80fBwCN1xECMx7YQAAAADATGPJ9QIATI2VF3lCDAAAAJiOGt7r0coVFbleBgAAAAAA1xwCYCAPEf4CAABgJiAEBgAAAABgLAJgIM8Q/gIAAGAmIQQGAAAAACAbATCQRwh/AQAAMBMRAgMAAAAA8AkCYCBPEP4CAABgJiMEBgAAAADgHAJgIA8Q/gIAAACEwAAAAAAASATAwLRH+AsAAAB8ghAYAAAAADDT2SQj12sAcJnOhb+94nkMAAAAfKLhvd7zQmDeKwMAAAAAZhYbn4WB6W3lijm5XgIAAABw7eIzLwAAAABghrHxWRiYnt7b25vrJQAAAADXPD7zAgAAAABmGmYAAwAAAAAAAAAAAECeIAAGAAAAAAAAAAAAgDxBAAwAAAAAAAAAAAAAeYIAGAAAAAAAAAAAAADyBAEwAAAAAAAAAAAAAOQJAmAAAAAAAAAAAAAAyBMEwAAAAAAAAAAAAACQJwiAAQAAAAAAAAAAACBPEAADAAAAAAAAAAAAQJ6wGUaulwAAAAAAAAAAAAAAmAxUAAMAAAAAAAAAAABAniAABgAAAAAAAAAAAIA8QQAMAAAAAAAAAAAAAHmCABgAAAAAAAAAAAAA8gQBMAAAAAAAAAAAAADkCZtk5HoNAAAAAAAAAAAAAIBJQAUwAAAAAAAAAAAAAOQJAmAAAAAAAAAAAAAAyBMEwAAAAAAAAAAAAACQJ2wGI4ABAAAAAAAAAAAAIC9QAQwAAAAAAAAAAAAAeYIAGAAAAAAAAAAAAADyBAEwAAAAAAAAAAAAAOQJAmAAAAAAAAAAAAAAyBP/B7RQ0UIFpzcFAAAAAElFTkSuQmCC)" + ], + "metadata": { + "id": "6JFotFT-vOkS" + } + }, + { + "cell_type": "markdown", + "source": [ + "This is a traditional image as it is a 2 dimensional black and white image after it is loaded into the slicer software\n" + ], + "metadata": { + "id": "jSXuF4fthsmy" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eGFoOHsrcy2L" + }, + "source": [ + "**Task 3:** Visualize the ultrasound data! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "DoZQlOqmUkWg" + }, + "source": [ + "# Please use the Volume Rendering module in 3D slicer to render the data.\n", + "# Then, activate Cropping and adjust the bounding box to show the fetus.\n", + "# Hint: The MRI Default color map creates a nice visual." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "_DnKFQyMdPDF" + }, + "source": [ + "# TODO Please post a screenshot of your rendering in the text box below by \n", + "# using the Upload image button after double-click." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "XnQ0o-xabKuj" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gfOWRBBBgoCG" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rLSbojsodr9X" + }, + "source": [ + "**Task 4:** Segment the fetus! [40 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPrMJuVcgsD4" + }, + "source": [ + "# Switch to the Legacy->Editor module and click OK to create the GenericAnatomyColors label map.\n", + "# Select the PAINT EFFECT and activate THRESHOLD PAINTING.\n", + "# Hint: Reduce the RADIUS for a smaller brush.\n", + "# Hint: Adjust the lower threshold to not include the black background.\n", + "# Hint: Switch to 'Red Slice only' view and use the arrow keys to navigate through the slices.\n", + "# \n", + "# TODO: Mark the Fetus by drawing on each slice!\n", + "# Hint: Start at Slice ~83mm to ~112mm\n", + "# TODO: Take a screenshot of one slice after painting and upload it below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "NN8fOim3y3kq" + }, + "source": [ + "![assignment_1_T4.png](data:image/png;base64,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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rWLWC3Nty-Iz" + }, + "source": [ + "# TODO: Use the MAKEMODELEFFECT and click APPLY.\n", + "# This will create a 3D mesh of your segmentation.\n", + "# TODO: Switch to '3D Only' view and take a screenshot of the segmented fetus in 3D!\n", + "# TODO: Upload the screenshot below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + 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+ ], + "metadata": { + "id": "VJmy7CWsY2CM" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4yr4Boxce011" + }, + "source": [ + "**Bonus Task:** Use Slicer Python to analyze the image data. [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UJU2Xel-e_-f", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 122 + }, + "outputId": "e34b1fc4-5258-41fb-feb7-41d9a8446bc3" + }, + "source": [ + "\"\"\"# Activate the console with View -> Python Interactor.\n", + "# Now, you can run Python commands in 3D Slicer (don't run the commands here but in 3D Slicer!).\n", + "#\n", + "# 1) Let's install mahotas into the 3D Slicer environment.\n", + "pip_install('mahotas')\n", + "\n", + "# \n", + "# 2) Grab the image data as a numpy array.\n", + "# Hint: You need to replace $MRML_ID with the correct value.\n", + "# Hint: You can find that value in the DATA module, if you activate 'Show MRML IDs'\n", + "node = slicer.mrmlScene.GetNodeByID('$MRML_ID')\n", + "data_as_array = slicer.util.arrayFromVolume(node)\n", + "\n", + "#\n", + "# 3) Now, data_as_array is a numpy array containing the image data.\n", + "# We can print the shape and also the max value.\n", + "print(data_as_array.shape)\n", + "print(data_as_array.max())\n", + "\n", + "#\n", + "# 4) Please use mahotas to generate the histogram of the ultrasound data.\n", + "import mahotas as mh\n", + "pixelcounts = mh.fullhistogram(data_as_array)\n", + "\n", + "#\n", + "# TODO: Please answer the following questions.\n", + "# TODO: Max. Intensity Value in data_as_array:\n", + "# 254\n", + "# TODO: How many pixels with this max. intensity value?\n", + "# 52\n", + "#\n", + "\"\"\"" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "\"# Activate the console with View -> Python Interactor.\\n# Now, you can run Python commands in 3D Slicer (don't run the commands here but in 3D Slicer!).\\n#\\n# 1) Let's install mahotas into the 3D Slicer environment.\\npip_install('mahotas')\\n\\n# \\n# 2) Grab the image data as a numpy array.\\n# Hint: You need to replace $MRML_ID with the correct value.\\n# Hint: You can find that value in the DATA module, if you activate 'Show MRML IDs'\\nnode = slicer.mrmlScene.GetNodeByID('$MRML_ID')\\ndata_as_array = slicer.util.arrayFromVolume(node)\\n\\n#\\n# 3) Now, data_as_array is a numpy array containing the image data.\\n# We can print the shape and also the max value.\\nprint(data_as_array.shape)\\nprint(data_as_array.max())\\n\\n#\\n# 4) Please use mahotas to generate the histogram of the ultrasound data.\\nimport mahotas as mh\\npixelcounts = mh.fullhistogram(data_as_array)\\n\\n#\\n# TODO: Please answer the following questions.\\n# TODO: Max. Intensity Value in data_as_array:\\n# 254\\n# TODO: How many pixels with this max. intensity value?\\n# 52\\n#\\n\"" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 2 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "Max Intensity value in the data_as_array is 254" + ], + "metadata": { + "id": "EVrvjuApqilB" + } + }, + { + "cell_type": "markdown", + "source": [ + "pixels with this max. intensity value are 52" + ], + "metadata": { + "id": "oRi5KKsFqo1g" + } + }, + { + "cell_type": "markdown", + "source": [ + "" + ], + "metadata": { + "id": "Pq4_pXNbgoC3" + } + }, + { + "cell_type": "markdown", + "source": [ + "collaboration with Praveen Ganni" + ], + "metadata": { + "id": "ZW8O8bqOdXvM" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "p7V4io1ngtUR" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EHfGf23KfHb-" + }, + "source": [ + "# You did it!!\n", + "# ,------.\n", + "# `-____-' ,-----------.\n", + "# ,i--i. | |\n", + "# / @ @ \\ / HEE HEE! |\n", + "# | -.__.- | ___-' J\n", + "# \\. ,/ \"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"\"'\n", + "# ,\\\"\"\"\"/.\n", + "# ,' `--' `.\n", + "# (_,i' `i._)\n", + "# | |\n", + "# | ,. |\n", + "# | | | |\n", + "# `-' `-' -bodom-" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/CS480_Assignment_5.ipynb b/CS480_Assignment_5.ipynb new file mode 100644 index 0000000..a62e876 --- /dev/null +++ b/CS480_Assignment_5.ipynb @@ -0,0 +1,832 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "CS480 Assignment 5.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 5" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will visualize and explore a CT scan!" + ], + "execution_count": 52, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "28ec21e2-b3ee-4696-8347-f5c8412c4347" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 53, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3yT4p3dDmJgI", + "outputId": "3ae41968-ab84-46f5-cc20-3181b9986c91" + }, + "source": [ + "# we are using pydicom, so lets install it!\n", + "!pip install pydicom" + ], + "execution_count": 54, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: pydicom in /usr/local/lib/python3.7/dist-packages (2.3.0)\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Download and visualize data with SliceDrop! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "vXxbYHfalVQt" + }, + "source": [ + "# Please download https://cs480.org/data/ct.zip and extract it on your computer!\n", + "# This is a CT scan of an arm in DICOM format." + ], + "execution_count": 55, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wwtBQpTP8QbS" + }, + "source": [ + "# 1) Let's explore the data without loading it.\n", + "# TODO: Without loading the data, how many slices are there?" + ], + "execution_count": 56, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E1Xdz3xw8ZJ6" + }, + "source": [ + "# TODO: YOUR_ANSWER\n", + "# 220 slices" + ], + "execution_count": 57, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZJHks55e8a8K" + }, + "source": [ + "# 2) Let's visualize the data with SliceDrop! \n", + "# Go to https://slicedrop.com and drag'n'drop all .dcm files into the browser.\n", + "# Please use the 2D sliders to show axial, sagittal, and coronal slices in 3D." + ], + "execution_count": 58, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "guioyU-e9Q2s" + }, + "source": [ + "# TODO Please post a screenshot of SliceDrop's 3D View in the text box below by \n", + "# using the Upload image button after double-click." + ], + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "EL0cayyf9JPo" + }, + "source": [ + 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)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "iRDRxjS-9LYi" + }, + "source": [ + "" + ], + "execution_count": 59, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbpOUGY9fKLw" + }, + "source": [ + "**Task 2**: Load the data using pydicom as a 3D volume and then reslice it! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kleZbthp9LcC" + }, + "source": [ + "# TODO: Please upload ct.zip using the file panel on the left.\n", + "# Then use the following snippet to extract the data." + ], + "execution_count": 65, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JE2DknZUfSG8" + }, + "source": [ + "import zipfile\n", + "with zipfile.ZipFile('ct.zip', 'r') as zip_ref:\n", + " zip_ref.extractall('.')" + ], + "execution_count": 62, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "wOiAyhP2fSJm" + }, + "source": [ + "# 1) Now loop through all the DICOM files and store them in a 3D numpy array.\n", + "# Hint: You can either store them in a list first or read the dimensions of a\n", + "# single image slice to properly create the 3D numpy array.\n", + "# Hint 2: os.listdir(DIR) gives a list of filenames in a directory.\n", + "# Hint 2b: This list is not sorted - make sure you sort it.\n", + "# Hint 3: The dcmread function loads a single DICOM file.\n", + "# Hint 4: You can then use .pixel_array to access the image data." + ], + "execution_count": 64, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "qcnvddIGjVOO" + }, + "source": [ + "from pydicom import dcmread\n", + "import pydicom as pydicom" + ], + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "KN6vNSJpiRf0", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "96ffd36e-bc4f-42a3-8f1f-ce82b007a7c0" + }, + "source": [ + "# TODO: YOUR CODE FOR LOADING THE VOLUME AS A 3D NUMPY ARRAY\n", + "from os import listdir\n", + "from os.path import join\n", + "img_name = 'IM-0001-'\n", + "img_lis = []\n", + "for val in range(1,221):\n", + " off_set = 4 - len(str(val))\n", + " index = '0'*off_set + str(val) + '.dcm'\n", + " img_lis.append(img_name+index)\n", + "val = pydicom.dcmread('./ct/'+img_lis[0])\n", + "print(val.pixel_array)\n", + "img3d = np.zeros((val.Rows,val.Columns,220))\n", + "slices=listdir(\"ct\")" + ], + "execution_count": 94, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "[[0 0 0 ... 0 0 0]\n", + " [0 0 0 ... 0 0 0]\n", + " [0 0 0 ... 0 0 0]\n", + " ...\n", + " [0 0 0 ... 0 0 0]\n", + " [0 0 0 ... 0 0 0]\n", + " [0 0 0 ... 0 0 0]]\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "-ASKScaKii8S" + }, + "source": [ + "# 2) Now create and show axial, sagittal, and coronal slices from the 3D volume.\n", + "# Hint: Please use imshow(XX, cmap='gray') to show the image.\n", + "for i, s in enumerate(img_lis):\n", + " dcm_read = pydicom.dcmread('./ct/'+s)\n", + " img2d = dcm_read.pixel_array\n", + " img3d[:, :, i] = img2d\n" + ], + "execution_count": 78, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5pa-UOtUikTK", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "87343335-4098-4cfe-afc6-1f6b1a3fde31" + }, + "source": [ + "# TODO: YOUR CODE FOR AXIAL\n", + "imshow(img3d[:,:,100], cmap='gray')\n" + ], + "execution_count": 76, + "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": "code", + "metadata": { + "id": "wZwgRylCjB5e", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "5231ea30-8514-4616-c8a9-d7d8c2fe0cd5" + }, + "source": [ + "# TODO: YOUR CODE FOR SAGITTAL\n", + "imshow(img3d[:,100,:], cmap='gray')" + ], + "execution_count": 75, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 75 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ORHmClyCjDbp", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 286 + }, + "outputId": "7dd3b5be-349e-4ccc-8f09-1cf9daab7de1" + }, + "source": [ + "# TODO: YOUR CODE FOR CORONAL\n", + "imshow(img3d[100,:,:], cmap='gray')" + ], + "execution_count": 74, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 74 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Use the Window/Level-technique to visualize the data! [45 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "CkzT93xUmP0G" + }, + "source": [ + "# We will now enhance the visualization from above by performing \n", + "# Window/Level adjustment.\n", + "# Here is one way of doing that:\n", + "# vmin = level - window/2\n", + "# vmax = level + window/2\n", + "# plt.imshow(hu_pixels + rescale, cmap='gray', vmin=vmin, vmax=vmax)\n", + "# plt.show()" + ], + "execution_count": 80, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "dsl2cNGafSMS" + }, + "source": [ + "# 1) Please load the Window/Level values from the DICOM file,\n", + "# print these values, and then visualize one slice with window/level adjustment.\n", + "# Hint: The DICOM header has the following tags.\n", + "# (0028, 1050) Window Center \n", + "# (0028, 1051) Window Width\n", + "# Hint 2: You can use slice[key].value to access DICOM tag values.\n", + "# Hint 3: (0028, 1052) Rescale Intercept might be important." + ], + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "5ChwNDaznJJb", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 321 + }, + "outputId": "6a512c5b-c323-45e7-bd44-1eab965d96ab" + }, + "source": [ + "# TODO: YOUR CODE\n", + "a = lstSlices[200].WindowCenter\n", + "b = lstSlices[200].WindowWidth\n", + "c = lstSlices[200].RescaleIntercept\n", + "print(\"Window center: \",a)\n", + "print(\"Window width: \",b)\n", + "print(\"Rescale intercept: \",c)\n", + "\n", + "vmin = a - window_width/2\n", + "vmax = a + window_width/2\n", + "plt.imshow(lstSlices[200].pixel_array + rescale_intercept, cmap='gray', vmin=vmin, vmax=vmax)\n", + "plt.show()\n", + "\n", + "\n" + ], + "execution_count": 102, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Window center: 30\n", + "Window width: 410\n", + "Rescale intercept: -1024\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0tTbiR2ygn-j" + }, + "source": [ + "# 2) Play around with different Window/Level values that enhance\n", + "# the visualization." + ], + "execution_count": 108, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ljY769LtnVFi", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "outputId": "db91b90d-c8e7-4817-fc01-81ff8701dfb2" + }, + "source": [ + "vmin = a - window_width/20\n", + "vmax = a + window_width+300/20\n", + "plt.imshow(lstSlices[200].pixel_array + rescale_intercept, cmap='gray', vmin=vmin, vmax=vmax)\n", + "plt.show()" + ], + "execution_count": 107, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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rA9tutxNumJ06Qx9aFQ+1ZNRSkqiR01oemgLXlTjsvNB2Klj72rpPen4b97HBbrVaNB2vdUGaCZufn4+bW4eGhhIZLlsDpOKj03/YcgIb1wLi72lhYSGuSxrE2NhYXGSpx1QqFV966DzgtGJCInIxcCXwM2C7EZZD9N016AvU0+Zjz0T7EiIkInuBvac94gxJVyfb7I9ty7BVxTbTlK6KtsKk7ox9mPVhtM2jKjiaoVJRsOKg1dAqdHo9dSUXFhbi/Xq+rVu3csUVV3DDDTdw9dWLhuudd97JV7/6VZ566qm4w99WVdtCRlumoFk3dQMLhQILCwsDv9dSqcTIyAhA7IZqIHxkZCTO6rkrtzlZcRe9iNSBHwL/NYTwDRGZDCE0zPsvhBDGROTbwN+EEP452n8v8L4QwgMnOfeG6KLP5/Ns27ZtSeDYBpfTaXo7JYc+9On0vF24UB9sm8myx9qUvV7bntNWZNv+MltN3Wq1mJubiy2lSy65hJtvvpm9e5f/m3Ds2DHe/va386Mf/YhutxsvY6Tuk57buqu2OjqXyzE5OTnQHdN5uRcWFuLvUDOAem867hMnTrDS31knW8JqdtGLSBH4OvD3IYRvRLsPq5slIjsBTWEcBC4yH98V7dvwhBDiJXxsvY9tTUg//PYYm9a3TaoqMLZgcFBrg54TkjVA+llNf9sCRbVQbHPp5ORkop/txhtvPKkAAWzZsoV77rmHX//61+zZsycxEX6lUqFWqy1xIfUeQgjMzMwwNTU18NytVit262z8yZYg6DlrtVrcie9sDk5pCUXZrjuA4yGEvzb7Pwk8bwLT4yGE94rInwDvpp8duxq4LYTwylNcY8P8Ru3cuTNhWWjQWa0Q656oC5Re2sfGitSFslOi2rhOu92OBUtdp/R0IfrTukeKzY7p9awYvPzlL+eBB5Y1Upfl+uuv5+67745f671qVk5bPVRQm83mQCuoUChQr9ep1WpLyh7UnWy320tmnOx2u/FUJM76ZKWW0EpEaA/wY+ARQP/0/if6caGvAb8HPEU/RX88Eq2/A95AP0X/lydzxaJrbBgR2rZtG9VqNX5AYKk1o9XHNgVuxce6K/avvG3zCCFQLpcTwgRLJzRTbMGgZrzs2mT6WRsczufz7N+/n5e+9KVn9F184Qtf4D3veU9iaSEN3us/vYfp6ellLaHh4eFYuNSSarVaiXFaV1a/Ny03cNYnqyZC54KNJEIjIyPU6/XEg20FJR37UevFVjbbz6nloO+rcOl2egpYPa+KjT6UmuGyAWybtbKZOX24X/Oa1/DDH/5w4H3edttt3H333fR6Pa688ko+8IEPcMEFFyw57qGHHuKNb3wjhw4divcVi0VqtVq8gsfc3Fzsvg1Cp8hNW4jpOJgVZBWsfD7P1NTUaRdAOmuPi9AaUSwWaTQaiXml7RQcagnZh8nGg+yDZEXDxn/SQW99bbNDNj1u0+f2s1pCYIsqrfvykY98hA9/+MNL7vEd73gH+/btW7I0z0033cQXv/jFgd/L7t27eeKJJ6hUKlQqlUTJwckEKF32YKc2sSKtYq7unQqrBrCnpqYGriTiZIeL0BqyY8eORF8WLE7rYdPXdtu6EukHza5Fr1ih0v02ZmLX9dLPammAFhPq+NSa0kJE5cc//jF79uxJ3NsnPvEJPv7xjzM9PT3Q7bvmmmu47777Bn4vr33ta/nBD35APp9nZGQknr/aXtO6rbblRUlbkNais9OJqMjZALyn8dcXLkJryNDQEBMTEwmhsHP/qCVkBWq5tD6QeKjsT9tKAUtXXrU1S7Zz3WaXrJuWz+cTMZTp6Wnq9Xri3nbv3s2jjz560vsXEU6cOLHkswC33HILn/rUpwZ+ToVTvx8r0DaLp9fQbKO9F3seFSH9XnO5HLOzsx4nWie4CK0x27dvXxIsTcdjbAA6XbCoNTWwWGGtD2F68UBrEdlGUBWetLWVdhM1ONzr9RLNoIP+7ycmJla0MGG5XF62mvmuu+7ihhtuSOzTwkxr/ag1pPerP9WNVPR7sLM/WgvPfu/p7J+THS5Ca4xtrdCOcn0YbE2OtVxsRbEVHlgsbrRFi/ZBVRYWFpZM+WG300FcfXD1+seOHYubTwfN87wSS0g5mWv27ne/m89+9rOJrKCOQ1FxsfVENhBvV33V+7TV4CGq29K5jDTe1W6348UbnexYqQj5VB5niE0h62oVNi4Di0KQtlRsMNnGNKwA2c+q1aPYjnVb0JfL5eJx2GvodXq9HmNjYxw9ejRuk0hzOiL04IMPLvveW9/6Vj7zmc8k7q3b7cZCZMXVirWIxIHodIBdXTmdmF8D1Xrveo86B/hybSLO+sJFaJVIT1tq4xTWtdL0uxUVa72kH0i7z7p5vV4vtorS9TNWlKyL1mq14mu98MILPPTQQ1xxxRWJcb/tbW/jscce45lnnjnpDIi5XI75+XkOHDjApZdeuuT9QS6Ruo+2lshaQ3pMuiwhn+8vo22ziypmWsxoXdlcLke9XncR2iC4CK0SxWIxDiTDolulD9SgVL3N+Ki7YTNmOs9PWpQ02KyWkFpG1qXT420bR6FQiJcr6nQ67Nu3b4kIveUtb+Hhhx/mk5/85Envt9frcemllw4UIIA77rhj2e9JXVnbxQ/EvWg2A6ZWVLVaXTJDo1qj6u6F0G8PsTVV6bmdnPWHx4RWieHhYSqVSiJNbzvrbQYIkhkeWLSG9LNquaTXmFd3Jb1yq2acbCxKu+3tgwvE8xVddtll3H///QPv54Mf/CAf+9jHEvtUzOr1Oi9+8Yu58847B1ZbP/jgg1x11VWJfSqCKkI2UK21P9riYos1baGnWndqUaULQVWY9XtttVocPXr0TP9LnbPEA9MZkM/nGR4eTnSO285yWwek76nFoy6FrZGx02/YFLXtLIdF4dLP6/XTtUS6Xzvoi8Ui11577bJWC/QLGr/+9a/H8aTdu3dz0003LREZy65duzh4cLFnWUUmHYDWMdlpSaxrCSSsOU3ra2BaZ5W0Dbp6rLqrvk5ZdrgIZcjWrVvj/jJ1J2wdjN2XLtSzU1jYdgsgEaS2rh4MtqzsjI3q+qgoqqUF8K53vYvPfvazq3Lve/bs4Sc/+Un8Wt1UG2zWidX0nnRMttJc3SsV2HRNkIpROjto0/nQj015AWM2uAitA0ZHR+PKakhWV+u2uiiKuhpqKdh4Ulp41DWzmTUbF9Jr2odTH8j0g/mtb32La6+99qzu97LLLmP//v3x6/TqHLDoPqolY8dpK8J1n32dvjdILj5gJ4XT72lmZsYD1BnhIrSOKJVKDA0NJdLT6dR8OoCqFoxaP9a9sq6HjTHBYjBWH0idKEynBFnu/7ter/Od73xnSRvHSnj88cd55zvfyU9/+lMWFhbI5/PxvEt6nyqoaVFRN81WdauIlEqlJQsLqCWk6Xh7Tvtd6mIBnqrPDhehdUitVmN4eDgOylqXyYpQugpbH2oVHhWZdD2Ndd/UspienmZ+fj5RoQ3Ec0jbeqdisch1113HRz/60WWzXpZer8eHPvQhvvvd7/Lcc8/FFo8NKNuYjp3031Y6q1XU7XZjEbOLMcJiYaNeV39vNW5ma6w0uzg7OxtnEp1zj4vQOmd4eJhyuZywFOw0qYqtpVHryLouyzXINpvNZauGJyYm4k53G2+CvgtULpcZGxvj8ssv5/Wvfz179uyJJ6JvNpvcf//93H///ezfv59Dhw4tmXtaLRG1buyk/CoK1uWyAmlXubXZsHRhIyy6djpJv4qZrqnm8aBscRHaIIyNjcUPDizGQWyqXh9S2xICi9aBddGmpqaYnp5e9noTExOxaKlFZq9ra5Oq1Sr1ej0em8Zf5ufnmZ+fT7iU+nPQCh/qOqnrpZ9XQbKZRF1htlQqJd6z17HTfNjm33TWcH5+nqmpKZ99MSNchDYgutCgXebZPmAwePFFO8vgoH4wZfv27YlVVPX/XmMvttamXC4nOt1FhPn5+dgas2Jjp6hNLwBpp+JIr09fqVRit0vnmdbWDpvl0v12HiGtoNbrqvika7KazaZ31WeEi9AmQCeR1xkKbb2QCkG73WZubm5FlcHbtm1LTKeRdgXVndH9aQGwjaE2UK7Ygki7T4/Xc1rLR10z22Tbbrcpl8uJwksrhtaFUzdNxxxCSNQKHT582F2yjHARchLU63VGR0cTU6gqaq2o2CkqFjbmo+UCdjI2IHZ5bDmBta60410rmlVANQYESXfL1jFpps0G4RUVNc0A2v6xmZkZnn322WUzgs7a4l30ToJGo0GtVhs4j5G1ZoBEP5daIzbNra6QdY9UbNLns9krDSB3u92E4Nk4DixOV5IWRVuOoO6kndNobm4uXjRRz7OcANlaLSdbXITOEzRWpAFp60rZaTBmZmaWPOQ24GuzcHZitbSlYoVIrS+tB7KWCyzWTamFZYVMXSsrGrYYUd20fD5Po9GIz2MzcINwAVo/uAidJ0xOTlIul6nVaonK63y+v2Tz7OxsIkZkrSVYXB1E31cx0X45u+y1Tq9hSw5sLMpm+vTcdrI36+LZ5l07I4CdQwgWizU1a6ftIsvhHfbrBxeh8wQtBNTgMyw+/JCcKdJ28dtgc7owUM9rrQ5dg16PtRaLDYBDMlitAWnbxJp2mYrFYmLObEgut63bNgu3HLVazWdfXCe4CJ1HtFotyuVyovvetjxo7c6gNLkeq2KhloyKhS1IVDfOds3DYusGJOfVtlXSsBjLsdkx/Wy3243nFmq327FVpDErHY8K1nJ4FfX6wUXoPEKtFc1IafYp3UZhV0K1D2u6Tw2I3S/db99T8dD6IRWv9LQkaplpxkwtMtttr8fafjrox7qshaXXt8I0CHfF1g8uQucIW/iXBaVSiWq1mpjudWZmhl6vF2eh7ARoWuGsszBqDMjGYLT3LN2ykcvlqFarS4RMa3+0sTSdbi8UCtRqNaAvSDoe2/5hrSJYTOfbMem5tMJ7EF47tH7wOqHzhFwuxwUXXJComAbigHQ6ra7ZMVvnMyjQm56EXy0pK15qIdm5kDSobONAduJ+Pbdt4LXTdKi7Zi0ftdS0sffZZ58dKDYag3LWFi9WXOeUSqVz/te4XC4zOjpKrVZLWC/pXizrgmlsyFZO22lqbXBbe8xUJICEUNiUvA14a11PejJ7G8C2FpWKmP2ngmWtp6eeemrg99BoNHzJ6HOAi9AGoVwun/P5biYmJmg0GrH7YtfyUovCVjJbK0PrglRIdPkdm52ylpWeHxiYWUtbNnZqDxVKTdXbmRdtY69eM70ktAtNtrgIbSC0d+pkFb6rSS6XY+fOnfHMhjZYnE6hW/HpdrtxXEf32eJF+1PjRXYpHlsXpCKSTtdrvZAtWLTxHxvgtmOz9UytVmvZ5YqyEP3zFRehTUC5XD7pbIhng4jQaDRii8eudqHBZs1E2YC0ftb+BOLWjnQRop5HLS2b9tdjbFzJund6vFpsg0TLupVaEtBsNpddyrper3t90DnCRWgTMTo6umbrqw8PD1MqlSiXy4l13mEx9mKnDLFp+HS9kVpVtvoZSLhj6a56/bwlPUOkBqVV5HSqEbXCtEBSa6COHj2a6ClTisWizy10DnER2mSMjY0RQliTOEexWGRoaCieelYfeCAO9NoYjy1MtO9pJg0WhcVmvewEaur6aYuFnUsbWJJxs1N52GvafTop2nJWUK1W87mFziEuQpuUSqUy8K/8alAsFhkbG4szd9q8qhOtaTGhtXIgKSo6lYedsMwu02wtoPRc0noOO2k9LPZ5LSwsxGPSmicbjG632xw/fnyg+5pFNvJ8x6fy2KTMz8+zZcsWms3mqotRu91mcnIyLhhUq8EWDmqMR7Nh+sBrbU6pVIpFRVdJ1aJBW9ms1pRN59uAdLq4U8VKs3N2tdv0VK+DSBdGOusHt4Q2KLVajXq9ztTU1Jpke+y0G8PDw4yNjcXCAIuzKKoA2MJD7aJX8apUKolK7YWFhUQgHBZbMtSlswFxu54YQLPZjCdE08bb2dnZk86t7Zx73B07TxgfH49XwVirh7BYLDIxMREHiDU4DItBZBsjAmKrRIPUNmuWzmypm6Zd/rDogqn1o7EjnWLWBWf94yJ0HjIyMlKOMK4AAAl4SURBVLJma68XCoV4ZRBbE6SipE2n9j2NFdkKZ03la5bNtmnYScqsJaa/o8VikVarxdTU1Ipd0bWMoTknx0XoPGVoaIiZmZk1OXehUGBiYiLRGwaL8SAVkfQMjGoNaYGivra1QsCSoDUsFi+qmzY/P7/iDKFnw7Jl1URIRCrAj4Ay/UD2P4YQPiwiLwLuAiaAB4H/EEJoiUgZ+ArwcuB54M9CCL87xTVchFaJHTt2nNaDerpUq1Wq1WpCYLSIsFqtxrVG1qJRq0gtH1sJbdP9utKHbSPRYxcWFpiZmVkzgXVWn9UUIQGGQghNESkC/wzcDNwCfCOEcJeIfB54OITwORH5K+DyEMI7ReR64N+FEP7sFNdwEVpFRkZGyOVyTE9Pr1m3uFo/ttWkUqkwOjoar2MGi6lzWGxEVfGxKXntFbOZNejHhprN5knXU3PWJ2vijolIjb4IvQv4P8COEEJHRF4NfCSE8HoRuSfavl9ECsAhYGs4yYVchNaOLKatUJdNUTdMWzTm5uYSaXkd39DQEO12+6zqedJTwjrZsap1QiKSp+9yXQp8BngSmAwh6JwPzwAXRtsXAk9Hg+iIyBR9l+1Y6px7gb0rub5z5tj13M8Vzz//PCKSSM+HEJibm1siMFYgz9bV8raMjcmKRCiE0AWuEJEG8E/AH5zthUMItwO3g1tCa00WU5lqFuxcdqy7AG1Mcqc+ZJEQwiRwH/BqoBG5WwC7gIPR9kHgIoDo/VH6AWonY3QBROsqOU7WnFKERGRrZAEhIlXgdcBj9MXouuiwG4FvRtv7otdE73//ZPEg59wxOTnJ7OwsW7duZceOHVSr1ayH5Dgryo5dDtwB5OmL1tdCCB8VkUvop+jHgV8C/z6EsBCl9P8ncCVwHLg+hPDbU1zDRSoj6vU6IsLc3Jwvg+OsKl6s6Jw2jUYjXgraJ4J3zhYXIeeMyeVyjI+PA6xJt75zfuAi5KwaIhKn2nXiMMc5FS5CzpqiLRqlUolOpxPHlE5ngUdt6QDc/duEuAg5jpMpKxWh06oTchzHWW1chBzHyRQXIcdxMsVFyHGcTHERchwnU1yEHMfJFBchx3EyxUXIcZxMcRFyHCdTXIQcx8kUFyHHcTLFRchxnExxEXIcJ1NchBzHyRQXIcdxMsVFyHGcTHERchwnU1yEHMfJFBchx3EyxUXIcZxMcRFyHCdTXIQcx8kUFyHHcTLFRchxnExxEXIcJ1NchBzHyRQXIcdxMsVFyHGcTHERchwnU1yEHMfJFBchx3EyxUXIcZxMcRFyHCdTXIQcx8kUFyHHcTJlxSIkInkR+aWIfDt6/SIR+ZmIHBCRu0WkFO0vR68PRO9fvDZDdxxnM3A6ltDNwGPm9SeAT4UQLgVeAG6K9t8EvBDt/1R0nOM4zkBWJEIisgv4E+CL0WsB/hj4x+iQO4C3RNtvjl4Tvf9vouMdx3GWsFJL6G+B9wK96PUEMBlC6ESvnwEujLYvBJ4GiN6fio5PICJ7ReQBEXngDMfuOM4m4JQiJCLXAkdCCA+u5oVDCLeHEK4KIVy1mud1HGdjUVjBMX8E/KmIvAmoACPAp4GGiBQia2cXcDA6/iBwEfCMiBSAUeD5VR+54zibglNaQiGE94cQdoUQLgauB74fQng7cB9wXXTYjcA3o+190Wui978fQgirOmrHcTYNZ1Mn9D7gFhE5QD/m86Vo/5eAiWj/LcCtZzdEx3E2M7IejBQRyX4QjuOsKiGEFWXFvWLacZxMcRFyHCdTXIQcx8kUFyHHcTLFRchxnExxEXIcJ1NchBzHyRQXIcdxMsVFyHGcTHERchwnU1yEHMfJFBchx3EyxUXIcZxMcRFyHCdTXIQcx8kUFyHHcTLFRchxnExxEXIcJ1NchBzHyRQXIcdxMmUl646dC5rAE1kP4izYAhzLehBngY8/Wzbj+H9/pR9eLyL0xEZeiVVEHvDxZ4ePP1vOdvzujjmOkykuQo7jZMp6EaHbsx7AWeLjzxYff7ac1fjXxQqsjuOcv6wXS8hxnPOUzEVIRN4gIk+IyAERuTXr8QxCRL4sIkdE5FGzb1xEviciv4l+jkX7RURui+7nVyLysuxGDiJykYjcJyK/FpH9InLzBht/RUT+RUQejsb/X6L9LxKRn0XjvFtEStH+cvT6QPT+xVmOXxGRvIj8UkS+Hb3eMOMXkd+JyCMi8pCIPBDtW73fnxBCZv+APPAkcAlQAh4G/jDLMS0zztcALwMeNfv+G3BrtH0r8Ilo+03AdwABXgX8LOOx7wReFm0PA/8K/OEGGr8A9Wi7CPwsGtfXgOuj/Z8H3hVt/xXw+Wj7euDurH9/orHcAnwV+Hb0esOMH/gdsCW1b9V+f7K+uVcD95jX7wfen/WXvsxYL06J0BPAzmh7J/1aJ4AvADcMOm49/AO+CbxuI44fqAG/AK6mXxxXSP8eAfcAr462C9FxkvG4dwH3An8MfDt6QDfS+AeJ0Kr9/mTtjl0IPG1ePxPt2whsDyE8F20fArZH2+v2niLT/kr61sSGGX/kyjwEHAG+R996ngwhdKJD7Bjj8UfvTwET53bES/hb4L1AL3o9wcYafwD+r4g8KCJ7o32r9vuzXiqmNzQhhCAi6zrNKCJ14OvAX4cQTohI/N56H38IoQtcISIN4J+AP8h4SCtGRK4FjoQQHhSRa7IezxmyJ4RwUES2Ad8Tkcftm2f7+5O1JXQQuMi83hXt2wgcFpGdANHPI9H+dXdPIlKkL0B/H0L4RrR7w4xfCSFMAvfRd18aIqJ/RO0Y4/FH748Cz5/joVr+CPhTEfkdcBd9l+zTbJzxE0I4GP08Qv+PwCtZxd+frEXo58BLokxBiX4gbl/GY1op+4Abo+0b6cdadP+fR1mCVwFTxmw950jf5PkS8FgI4b+btzbK+LdGFhAiUqUfz3qMvhhdFx2WHr/e13XA90MUnMiCEML7Qwi7QggX0//9/n4I4e1skPGLyJCIDOs28G+BR1nN358sA17Rd/sm+hmbJ4H/nPV4lhnjPwDPAW36Pu5N9P30e4HfAP8PGI+OFeAz0f08AlyV8dj30PfpfwU8FP170wYa/+XAL6PxPwp8KNp/CfAvwAHgfwHlaH8len0gev+SrH9/zL1cw2J2bEOMPxrnw9G//fqMrubvj1dMO46TKVm7Y47jnOe4CDmOkykuQo7jZIqLkOM4meIi5DhOprgIOY6TKS5CjuNkiouQ4ziZ8v8BVj0lXvNNc+EAAAAASUVORK5CYII=\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_yMGLK2MnVps" + }, + "source": [ + "# Which values make sense and why?" + ], + "execution_count": 109, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Dhw5sSAtnZVT" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "pnF1RIg1nVv7" + }, + "source": [ + "#YES, the vmax has made the bones more visable compared to the previous image" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Create segmentations (label maps) for the volume using thresholding HU! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "suX0YEehgzYq" + }, + "source": [ + "# Similar to Window/Level adjustment for visualization, we can threshold\n", + "# the volume to highlight the following components using the Hounsfield Units:\n", + "# 1) Fat\n", + "# 2) Soft Tissue\n", + "# 3) Bones\n", + "#\n", + "# Please create 3 segmentation masks for these structures.\n", + "# Then, please visualize each 3 slices per structure to showcase the segmentation.\n", + "# Hint: As a reminder, the following code allows thresholding of a numpy array.\n", + "# new_mask = imagevolume.copy()\n", + "# new_mask[new_mask < XXX] = 0\n", + "# Hint2: You might need to cast new_mask to int16 not uint16." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "eiXz11Ytjrcm", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "outputId": "bf0d9df0-3ccb-4b90-a057-770cf17b8940" + }, + "source": [ + "\n", + "vmin = (a-150 - window_width-300/2)\n", + "vmax = (a-150 + window_width-300/2)\n", + "plt.imshow(lstSlices[200].pixel_array + rescale_intercept, cmap='gray', vmin=vmin, vmax=vmax)\n", + "plt.show()" + ], + "execution_count": 123, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Rc8QJIyPjuAO", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "outputId": "4a054de8-b5c2-4adb-daf9-324c48298f80" + }, + "source": [ + "# TODO: YOUR CODE TO SEGMENT SOFT TISSUE\n", + "\n", + "vmin = (a-100 - window_width-200/20)\n", + "vmax = (a-100 + window_width-200/20)\n", + "plt.imshow(lstSlices[200].pixel_array + rescale_intercept, cmap='gray', vmin=vmin, vmax=vmax)\n", + "plt.show()" + ], + "execution_count": 117, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "P3YA8qDhjwLY", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 269 + }, + "outputId": "f396a4c1-aebc-4f81-d752-8315eb77ea5f" + }, + "source": [ + "# TODO: YOUR CODE TO SEGMENT BONES\n", + "\n", + "vmin = (a) - window_width/2\n", + "vmax = a + window_width+1000/2\n", + "plt.imshow(lstSlices[200].pixel_array + rescale_intercept, cmap='gray', vmin=vmin, vmax=vmax)\n", + "plt.show()" + ], + "execution_count": 119, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "RVY6FD-Jjz06" + }, + "source": [ + "# Are the segmentations good?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JeVczcqaj3jq" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JJ6yixJskKqW" + }, + "source": [ + "YES" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "COLLAB: Krishna Teja" + ], + "metadata": { + "id": "c_0e3nmQKPyx" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "kWb3h4MKm5t4" + }, + "source": [ + "#\n", + "# Thank you and Great job!!\n", + "#\n", + "# _.---._\n", + "# .' `.\n", + "# :) (:\n", + "# \\ (@) (@) /\n", + "# \\ A /\n", + "# ) (\n", + "# \\\"\"\"\"\"/\n", + "# `._.'\n", + "# .=.\n", + "# .---._.-.=.-._.---.\n", + "# / ':-(_.-: :-._)-:` \\\n", + "# / /' (__.-: :-.__) `\\ \\\n", + "# / / (___.-` '-.___) \\ \\\n", + "# / / (___.-'^`-.___) \\ \\\n", + "# / / (___.-'=`-.___) \\ \\\n", + "# / / (____.'=`.____) \\ \\\n", + "# / / (___.'=`.___) \\ \\\n", + "# (_.; `---'.=.`---' ;._)\n", + "# ;|| __ _.=._ __ ||;\n", + "# ;|| ( `.-.=.-.' ) ||;\n", + "# ;|| \\ `.=.' / ||;\n", + "# ;|| \\ .=. / ||;\n", + "# ;|| .-`.`-._.-'.'-. ||;\n", + "# .:::\\ ( ,): O O :(, ) /:::.\n", + "# |||| ` / /'`--'--'`\\ \\ ' ||||\n", + "# '''' / / \\ \\ ''''\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# / / \\ \\\n", + "# /.' `.\\\n", + "# (_)' `(_)\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# \\\\. .//\n", + "# jgs \\\\. .//\n", + "# ///) (\\\\\\\n", + "# ,///' `\\\\\\,\n", + "# ///' `\\\\\\\n", + "# \"\"' '\"\"" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/CS480_Assignment_6.ipynb b/CS480_Assignment_6.ipynb new file mode 100644 index 0000000..a590906 --- /dev/null +++ b/CS480_Assignment_6.ipynb @@ -0,0 +1,1035 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "CS480 Assignment 6.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 6" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will train a U-Net classifer to detect mitochondria\n", + "# in electron microscopy images!" + ], + "execution_count": 68, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "GhpX7CGfyuqw" + }, + "source": [ + "### IMPORTANT ###\n", + "#\n", + "# Activate GPU support: Runtime -> Change Runtime Type\n", + "# Hardware Accelerator: GPU\n", + "#\n", + "### IMPORTANT ###" + ], + "execution_count": 69, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "a088de03-0cb6-4ff0-ffe3-e85cf913bdbc" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 70, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ZmB60TxJyQ61", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "cabdd6ff-d148-49c7-c997-a402daad6028" + }, + "source": [ + "# load the unet tensorflow code\n", + "!pip install git+https://github.com/jakeret/unet.git" + ], + "execution_count": 71, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Collecting git+https://github.com/jakeret/unet.git\n", + " Cloning https://github.com/jakeret/unet.git to /tmp/pip-req-build-tf9_tmvo\n", + " Running command git clone -q https://github.com/jakeret/unet.git /tmp/pip-req-build-tf9_tmvo\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "gn19r-d9yZVk" + }, + "source": [ + "# .. and use it!\n", + "# Note: There are a ton of U-Net implementations but this one is easier to use!\n", + "import unet" + ], + "execution_count": 72, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "uMSdlwXfyRAv" + }, + "source": [ + "" + ], + "execution_count": 72, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Study the unet circle example and learn about mitochondria! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rfTKzDOLysUW" + }, + "source": [ + "# The unet package allows to train a U-Net classifier with little code.\n", + "# As discussed in class, the U-Net can be used to label/segment/annotate images." + ], + "execution_count": 73, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "kI8AJjDmysXR" + }, + "source": [ + "# TODO: Please study the Circles example \n", + "# https://github.com/jakeret/unet/blob/master/notebooks/circles.ipynb" + ], + "execution_count": 74, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "QM4GKfzTysZv" + }, + "source": [ + "# TODO: ... and look how the (artificial) dataset is generated\n", + "# https://github.com/jakeret/unet/blob/master/src/unet/datasets/circles.py" + ], + "execution_count": 75, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "P2BsS24Cyscm" + }, + "source": [ + "# 1) Question\n", + "# TODO: Please describe what the U-Net is trained to do.\n", + "#\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": 76, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "U-Net is trained for Bio Medical Image Segmentation\n", + " to segment the spots in the input image. " + ], + "metadata": { + "id": "R86MZQDSYdAi" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "vKAyYg6yzXnw" + }, + "source": [ + "# 2) Question\n", + "# TODO: In circles.py, what does the following mean:\n", + "# channels = 1\n", + "# classes = 2\n", + "#\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": 77, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "In circles.py channels=1 represents the number of channels of the input tensors and channels=2 represents the background and mitochondria." + ], + "metadata": { + "id": "9aImokyDYNJH" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "iRDRxjS-9LYi" + }, + "source": [ + "# 3) Question\n", + "# TODO: What are mitochondria and what is their appearance in\n", + "# electron microscopy data?\n", + "# Hint: You can validate your answer in Task 4!\n", + "#\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": 78, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Mitochondria are membrane-bound cell organelles that generate most of the chemical energy needed to power the cells biochemical reaction , a mitochondria appear as rounded or sausage-shaped structures." + ], + "metadata": { + "id": "CMMi__feVI2b" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "XdcmkK1i1Yv8" + }, + "source": [ + "" + ], + "execution_count": 78, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbpOUGY9fKLw" + }, + "source": [ + "**Task 2**: Setup a datagenerator for mitochondria images! [45 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "kleZbthp9LcC" + }, + "source": [ + "# TODO: \n", + "# Download https://cs480.org/data/mito.npz to your computer.\n", + "# Then, please upload mito.npz using the file panel on the left." + ], + "execution_count": 79, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "cJJB5etk0O3B" + }, + "source": [ + "# The code below is similar to the circles.py file from Task 1.\n", + "# We follow Tensorflow conventions to design a tf.data.Dataset for training\n", + "# the U-Net.\n", + "#\n", + "# TODO: Please add four different data augmentation methods in the code block\n", + "# below. (image normalization to 0..1, horizontal data flip, vertical data flip,\n", + "# rotation by 90 degrees)\n", + "#\n", + "# Hint: https://github.com/jakeret/unet/blob/master/src/unet/datasets/oxford_iiit_pet.py#L25" + ], + "execution_count": 80, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "d-aohs2x0O5s" + }, + "source": [ + "import tensorflow as tf\n", + "import tensorflow_datasets as tfds\n", + "from tensorflow_datasets.core import DatasetInfo\n", + "from typing import Tuple, List\n", + "import numpy as np\n", + "\n", + "IMAGE_SIZE = (256, 256)\n", + "channels = 1\n", + "classes = 2\n", + "\n", + "def load_data(count:int, splits:Tuple[float]=(0.7, 0.2, 0.1), **kwargs) -> List[tf.data.Dataset]:\n", + " return [tf.data.Dataset.from_tensor_slices(_build_samples(int(split * count), **kwargs))\n", + " for split in splits]\n", + "\n", + "\n", + "def _build_samples(sample_count:int, **kwargs) -> Tuple[np.array, np.array]:\n", + "\n", + " # here we load the mitochondria data\n", + " loaded = np.load('mito.npz')\n", + " loadedimages = loaded['arr_0'][0].copy()\n", + " loadedmasks = loaded['arr_0'][1].copy()\n", + "\n", + " # now let's go to numpyland\n", + " images = np.empty((sample_count, IMAGE_SIZE[0], IMAGE_SIZE[1], 1))\n", + " labels = np.empty((sample_count, IMAGE_SIZE[0], IMAGE_SIZE[1], 2))\n", + " for i in range(sample_count):\n", + " image, mask = loadedimages[i], loadedmasks[i]\n", + "\n", + " image = image.reshape((IMAGE_SIZE[0], IMAGE_SIZE[1], 1)).astype(np.float)\n", + " mask = mask.reshape((IMAGE_SIZE[0], IMAGE_SIZE[1], 1))\n", + "\n", + " #\n", + " # TODO: Normalize the image to 0..1\n", + " #\n", + " # TODO: YOUR CODE\n", + " image = tf.cast(image, tf.float32) / 255.0\n", + " mask -= 1\n", + "\n", + " #\n", + " # TODO: Use Tensorflow to flip the image horizontally\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " image = tf.image.flip_left_right(image)\n", + " mask = tf.image.flip_left_right(mask)\n", + " #\n", + "\n", + " #\n", + " # TODO: Use Tensorflow to flip the image vertically\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " image = tf.image.flip_up_down(image)\n", + " mask = tf.image.flip_up_down(mask)\n", + "\n", + " #\n", + "\n", + " #\n", + " # TODO: Use Tensorflow to rotate the image 90 degrees\n", + " #\n", + " if tf.random.uniform(()) > 0.5:\n", + " #\n", + " # TODO: YOUR CODE\n", + " image = tf.image.rot90(image)\n", + " mask = tf.image.rot90(mask)\n", + "\n", + " #\n", + "\n", + "\n", + " # augmentation done, let's store the image\n", + " images[i] = image\n", + "\n", + " # here we split the mask to background and foreground\n", + " fg = np.zeros((IMAGE_SIZE[0], IMAGE_SIZE[1], 1), dtype=np.bool)\n", + " fg[mask == 255] = 1\n", + " bg = np.zeros((IMAGE_SIZE[0], IMAGE_SIZE[1], 1), dtype=np.bool)\n", + " bg[mask == 0] = 1\n", + " \n", + " labels[i, :, :, 0] = bg[:,:,0]\n", + " labels[i, :, :, 1] = fg[:,:,0]\n", + "\n", + " return images, labels" + ], + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9UNuaugR0O8k" + }, + "source": [ + "" + ], + "execution_count": 81, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Let's train the U-Net! [25 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pnF1RIg1nVv7", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f9cea7f9-d74f-4a4b-ecf0-a2ed5c27e3a1" + }, + "source": [ + "#\n", + "# We can now create our training, validation, and testing data by calling\n", + "# our methods from Task 2.\n", + "#\n", + "train, val, test = load_data( 660, splits=(0.7, 0.2, 0.1) )" + ], + "execution_count": 90, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:29: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:76: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n", + "/usr/local/lib/python3.7/dist-packages/ipykernel_launcher.py:78: DeprecationWarning: `np.bool` is a deprecated alias for the builtin `bool`. To silence this warning, use `bool` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.bool_` here.\n", + "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "ODwQX4rN3VfX" + }, + "source": [ + "# 1) Question\n", + "# TODO: We have in total 660 images + 660 masks. Based on the code above,\n", + "# how many images are used for training alone?\n", + "#\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": 89, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + " we have used around 462 images out of total 660 images for training.\n" + ], + "metadata": { + "id": "DdF7mJhxQmrV" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "cCY5ao3X3uYF" + }, + "source": [ + "#\n", + "# Let's setup the U-Net!\n", + "#\n", + "LEARNING_RATE = 1e-3\n", + "\n", + "unet_model = unet.build_model(channels=channels,\n", + " num_classes=classes,\n", + " layer_depth=5,\n", + " filters_root=64,\n", + " padding=\"same\")\n", + "\n", + "unet.finalize_model(unet_model, learning_rate=LEARNING_RATE)" + ], + "execution_count": 91, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "MYezkNl-4Fu3" + }, + "source": [ + "#\n", + "# And, let's setup the trainer...\n", + "#\n", + "trainer = unet.Trainer(checkpoint_callback=False,\n", + " learning_rate_scheduler=unet.SchedulerType.WARMUP_LINEAR_DECAY,\n", + " warmup_proportion=0.1,\n", + " learning_rate=LEARNING_RATE)" + ], + "execution_count": 93, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "bPs0NxVy3ua3", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 522 + }, + "outputId": "7bd16c50-53b7-4865-bbeb-2e178a283382" + }, + "source": [ + "#\n", + "# ...and train the U-Net for 50 epochs with a batch_size of 10!\n", + "#\n", + "# TODO: Please complete the code below.\n", + "# Hint: Don't forget to use training and validation data.\n", + "# Hint 2: This will take roughly 30 minutes!\n", + "\n", + "#\n", + " # TODO: YOUR CODE\n", + "trainer.fit(unet_model, train, val, epochs = 50, batch_size= 10)\n", + "\n", + " #\n", + " #\n", + " " + ], + "execution_count": 95, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Epoch 1/50\n", + "47/47 [==============================] - 3313s 70s/step - loss: 0.3120 - categorical_crossentropy: 0.3120 - categorical_accuracy: 0.7774 - mean_iou: 0.3450 - dice_coefficient: 0.7060 - auc_2: 0.9368 - learning_rate: 9.9911e-05 - val_loss: 0.2739 - val_categorical_crossentropy: 0.2739 - val_categorical_accuracy: 0.9434 - val_mean_iou: 0.3584 - val_dice_coefficient: 0.7261 - val_auc_2: 0.9940\n", + "Epoch 2/50\n", + "47/47 [==============================] - 3248s 69s/step - loss: 0.1234 - categorical_crossentropy: 0.1234 - categorical_accuracy: 0.9115 - mean_iou: 0.4054 - dice_coefficient: 0.8369 - auc_2: 0.9663 - learning_rate: 2.9991e-04 - val_loss: 0.2105 - val_categorical_crossentropy: 0.2105 - val_categorical_accuracy: 0.9434 - val_mean_iou: 0.3825 - val_dice_coefficient: 0.7768 - val_auc_2: 0.9932\n", + "Epoch 3/50\n", + "28/47 [================>.............] - ETA: 20:17 - loss: 0.1004 - categorical_crossentropy: 0.1004 - categorical_accuracy: 0.9119 - mean_iou: 0.4158 - dice_coefficient: 0.8587 - auc_2: 0.9711 - learning_rate: 4.5745e-04" + ] + }, + { + "output_type": "error", + "ename": "KeyboardInterrupt", + "evalue": "ignored", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0;31m#\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;31m# TODO: YOUR CODE\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mtrainer\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0munet_model\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mepochs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m50\u001b[0m\u001b[0;34m,\u001b[0m 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the\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 946\u001b[0m \u001b[0;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 947\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# pylint: disable=not-callable\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 948\u001b[0m \u001b[0;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 949\u001b[0m \u001b[0;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m 2955\u001b[0m filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[1;32m 2956\u001b[0m return graph_function._call_flat(\n\u001b[0;32m-> 2957\u001b[0;31m filtered_flat_args, captured_inputs=graph_function.captured_inputs) # pylint: disable=protected-access\n\u001b[0m\u001b[1;32m 2958\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2959\u001b[0m \u001b[0;34m@\u001b[0m\u001b[0mproperty\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[0;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[1;32m 1852\u001b[0m \u001b[0;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1853\u001b[0m return self._build_call_outputs(self._inference_function.call(\n\u001b[0;32m-> 1854\u001b[0;31m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0m\u001b[1;32m 1855\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n\u001b[1;32m 1856\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/function.py\u001b[0m in \u001b[0;36mcall\u001b[0;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[1;32m 502\u001b[0m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0margs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 503\u001b[0m \u001b[0mattrs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mattrs\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 504\u001b[0;31m ctx=ctx)\n\u001b[0m\u001b[1;32m 505\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 506\u001b[0m outputs = execute.execute_with_cancellation(\n", + "\u001b[0;32m/usr/local/lib/python3.7/dist-packages/tensorflow/python/eager/execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[0;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[1;32m 53\u001b[0m \u001b[0mctx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 54\u001b[0m tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0;32m---> 55\u001b[0;31m inputs, attrs, num_outputs)\n\u001b[0m\u001b[1;32m 56\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 57\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mname\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mKeyboardInterrupt\u001b[0m: " + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XGYzUOUK4__u" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R68B9XFl5Rgw" + }, + "source": [ + "**Task 4**: Let's predict mitochondria in the testing data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "s-UbhXC150VU" + }, + "source": [ + "# \n", + "# After training, let's try the U-Net on our testing data.\n", + "#\n", + "# The code below displays the first 10 input images, the original masks by experts, \n", + "# and the predicted masks from the U-Net." + ], + "execution_count": 96, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E8Cj3bpS5AS4", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 1000 + }, + "outputId": "5462d786-f258-45cb-ac53-fa7694a91dfb" + }, + "source": [ + "rows = 10\n", + "fig, axs = plt.subplots(rows, 3, figsize=(8, 30))\n", + "for ax, (image, label) in zip(axs, test.take(rows).batch(1)):\n", + " \n", + " prediction = unet_model.predict(image)\n", + " ax[0].matshow(image[0, :, :, 0])\n", + " ax[1].matshow(label[0, :, :, 1], cmap=\"gray\")\n", + " ax[2].matshow(prediction[0].argmax(axis=-1), cmap=\"gray\")" + ], + "execution_count": 97, + "outputs": [ + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "3L5hkXmD7K3t" + }, + "source": [ + "# 1) Question\n", + "# TODO: Why do we use the prediction[0].argmax(axis=-1) command\n", + "# to display the prediction?\n", + "# \n", + "# TODO: YOUR ANSWER" + ], + "execution_count": 99, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "As we want to return the max of output we use \" prediction[0].argmax(axis=-1)\".\n", + " " + ], + "metadata": { + "id": "vle61ZiUhFRL" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "aa3ZpjeD7ntl" + }, + "source": [ + "# 2) Question\n", + "# TODO: Is the quality of the segmentation good and how could we improve it?\n", + "# Hint: Think along the lines of some traditional image processing rather than\n", + "# increasing the training data size.\n", + "#\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "The quality of the segmentation is good and can be improved by setting a threshold and eliminate all the predicted masks which are less than that.\n" + ], + "metadata": { + "id": "Hvivex6Xwxq6" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "nUY4a8v47wN6" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Compare against the state-of-the-art literature! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "suX0YEehgzYq" + }, + "source": [ + "#\n", + "# The following paper also uses a 2D U-Net to detect mitochondria:\n", + "# \n", + "# https://danielhaehn.com/papers/?casser2020fast\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ocls97_99GU4" + }, + "source": [ + "# 1) Question\n", + "#\n", + "# TODO: How many learnable parameters does your trained unet_model have?\n", + "# Hint: You can use TF's Model Summary function to answer this.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "JZbylsm59fLC" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "unet_model.summary()" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "g-mmnKyFzUjx", + "outputId": "2b295d9c-5085-4a43-a140-1373610604e3" + }, + "execution_count": 100, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Model: \"unet\"\n", + "__________________________________________________________________________________________________\n", + " Layer (type) Output Shape Param # Connected to \n", + "==================================================================================================\n", + " inputs (InputLayer) [(None, None, None, 0 [] \n", + " 1)] \n", + " \n", + " conv_block_18 (ConvBlock) (None, None, None, 37568 ['inputs[0][0]'] \n", + " 64) \n", + " \n", + " max_pooling2d_8 (MaxPooling2D) (None, None, None, 0 ['conv_block_18[0][0]'] \n", + " 64) \n", + " \n", + " conv_block_19 (ConvBlock) (None, None, None, 221440 ['max_pooling2d_8[0][0]'] \n", + " 128) \n", + " \n", + " max_pooling2d_9 (MaxPooling2D) (None, None, None, 0 ['conv_block_19[0][0]'] \n", + " 128) \n", + " \n", + " conv_block_20 (ConvBlock) (None, None, None, 885248 ['max_pooling2d_9[0][0]'] \n", + " 256) \n", + " \n", + " max_pooling2d_10 (MaxPooling2D (None, None, None, 0 ['conv_block_20[0][0]'] \n", + " ) 256) \n", + " \n", + " conv_block_21 (ConvBlock) (None, None, None, 3539968 ['max_pooling2d_10[0][0]'] \n", + " 512) \n", + " \n", + " max_pooling2d_11 (MaxPooling2D (None, None, None, 0 ['conv_block_21[0][0]'] \n", + " ) 512) \n", + " \n", + " conv_block_22 (ConvBlock) (None, None, None, 14157824 ['max_pooling2d_11[0][0]'] \n", + " 1024) \n", + " \n", + " upconv_block_8 (UpconvBlock) (None, None, None, 2097664 ['conv_block_22[0][0]'] \n", + " 512) \n", + " \n", + " crop_concat_block_8 (CropConca (None, None, None, 0 ['upconv_block_8[0][0]', \n", + " tBlock) 1024) 'conv_block_21[0][0]'] \n", + " \n", + " conv_block_23 (ConvBlock) (None, None, None, 7078912 ['crop_concat_block_8[0][0]'] \n", + " 512) \n", + " \n", + " upconv_block_9 (UpconvBlock) (None, None, None, 524544 ['conv_block_23[0][0]'] \n", + " 256) \n", + " \n", + " crop_concat_block_9 (CropConca (None, None, None, 0 ['upconv_block_9[0][0]', \n", + " tBlock) 512) 'conv_block_20[0][0]'] \n", + " \n", + " conv_block_24 (ConvBlock) (None, None, None, 1769984 ['crop_concat_block_9[0][0]'] \n", + " 256) \n", + " \n", + " upconv_block_10 (UpconvBlock) (None, None, None, 131200 ['conv_block_24[0][0]'] \n", + " 128) \n", + " \n", + " crop_concat_block_10 (CropConc (None, None, None, 0 ['upconv_block_10[0][0]', \n", + " atBlock) 256) 'conv_block_19[0][0]'] \n", + " \n", + " conv_block_25 (ConvBlock) (None, None, None, 442624 ['crop_concat_block_10[0][0]'] \n", + " 128) \n", + " \n", + " upconv_block_11 (UpconvBlock) (None, None, None, 32832 ['conv_block_25[0][0]'] \n", + " 64) \n", + " \n", + " crop_concat_block_11 (CropConc (None, None, None, 0 ['upconv_block_11[0][0]', \n", + " atBlock) 128) 'conv_block_18[0][0]'] \n", + " \n", + " conv_block_26 (ConvBlock) (None, None, None, 110720 ['crop_concat_block_11[0][0]'] \n", + " 64) \n", + " \n", + " conv2d_56 (Conv2D) (None, None, None, 130 ['conv_block_26[0][0]'] \n", + " 2) \n", + " \n", + " activation_68 (Activation) (None, None, None, 0 ['conv2d_56[0][0]'] \n", + " 2) \n", + " \n", + " outputs (Activation) (None, None, None, 0 ['activation_68[0][0]'] \n", + " 2) \n", + " \n", + "==================================================================================================\n", + "Total params: 31,030,658\n", + "Trainable params: 31,030,658\n", + "Non-trainable params: 0\n", + "__________________________________________________________________________________________________\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "rJKCplpW9fUh" + }, + "source": [ + "# 2) Question\n", + "#\n", + "# TODO: How many parameters do Casser et al. use?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E4UrDudR9pv6" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "\n", + "Parameters for encoding = 1,178,480\n", + "Parameters for decoding = 780,053\n", + "Total parameters = 1,958,533" + ], + "metadata": { + "id": "wWRYLwk3zxGt" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "D2vrwSkH9rR6" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "E5-idiGh9rdI" + }, + "source": [ + "# 3) Question\n", + "#\n", + "# TODO: How did Casser et al. reduce the parameters?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fZpvxcq19v-_" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "1. Reduced the number of convolutional filters\n", + "2.transpose convolutions were replaced with upsampling layers" + ], + "metadata": { + "id": "rs72bNER0xkH" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "HpdBFfnQ9xsr" + }, + "source": [ + "# 4) Question\n", + "#\n", + "# TODO: Why did Casser et al. reduce the parameters?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "V3cGbWdB93om" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Reducing the parameters will help reduce the overall execution time.\n" + ], + "metadata": { + "id": "aYOPThgn1U3U" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "0PjWeCJ2825h" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "collobaration with pooja" + ], + "metadata": { + "id": "CtCanN593mbi" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "kWb3h4MKm5t4" + }, + "source": [ + "#\n", + "# You made it!!\n", + "#\n", + "# _ ___ /^^\\ /^\\ /^^\\_\n", + "# _ _@)@) \\ ,,/ '` ~ `'~~ ', `\\.\n", + "# _/o\\_ _ _ _/~`.`...'~\\ ./~~..,'`','',.,' ' ~:\n", + "# / `,'.~,~.~ . , . , ~|, ,/ .,' , ,. .. ,,. `, ~\\_\n", + "# ( ' _' _ '_` _ ' . , `\\_/ .' ..' ' ` ` `.. `, \\_\n", + "# ~V~ V~ V~ V~ ~\\ ` ' . ' , ' .,.,''`.,.''`.,.``. ', \\_\n", + "# _/\\ /\\ /\\ /\\_/, . ' , `_/~\\_ .' .,. ,, , _/~\\_ `. `. '., \\_\n", + "# < ~ ~ '~`'~'`, ., . `_: ::: \\_ ' `_/ ::: \\_ `.,' . ', \\_\n", + "# \\ ' `_ '`_ _ ',/ _::_::_ \\ _ _/ _::_::_ \\ `.,'.,`., \\-,-,-,_,_,\n", + "# `'~~ `'~~ `'~~ `'~~ \\(_)(_)(_)/ `~~' \\(_)(_)(_)/ ~'`\\_.._,._,'_;_;_;_;_;\n", + "#" + ], + "execution_count": null, + "outputs": [] + } + ] +} \ No newline at end of file diff --git a/CS480_Assignment_7.ipynb b/CS480_Assignment_7.ipynb new file mode 100644 index 0000000..2e4411a --- /dev/null +++ b/CS480_Assignment_7.ipynb @@ -0,0 +1,730 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "CS480_Assignment_7.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 7" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will explore the Imaging Data Commons,\n", + "# a new service from the National Cancer Institute.\n", + "#\n", + "# We will find and explore a PET dataset and then perform a MIP reconstruction." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "W1m0WCBb6h5n" + }, + "source": [ + 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VpMefmrSJn0x6p3w5+LTTTkxqwwpG52s9+Dhs3Z87PWyWdD+dg/wbvt2ZmEzRexowgCPoqq9Scu5rLqUvZ5BQUUVBSiloNbnIHvF2d6dzaB/8WXlhbiavgv4qsvALe/Wkre9Mu1Pu1SRcukXThEsF+vsx9fBQBvt6N0EPhXrf16Gm9350d7HliQAh21tZmvf648ore+Bzc2XgdQUEQhDtFpq6+KlSpVLz88rRaG+pmkADk5uYyZ84cVKoSk+2bOuMENNOD3n//X7Rs2RKAs4tWcmHptwbt3EI60+fnz+vcb1OoUpVSVVFptG4JaLIyKvIL75kpELVljtwJhcfT72imQ2WhCrVaXet7Z67C4+k4KnzrHbioLC5BXVnV4P2XZmTdM+Pqfjf43SVcL1LV+ry1lYw9772Kq6M9X/26j6VbG75yV02eznJ+e/cVi21PaFxqNew7c4FNSaf4NeUMqrLyOtvL7e0YERzAQ6GdGRDQTmQS3MeSL17mlVXruFls/PtbfTjY2jB//BhGdA2wQM+E+0VJ+S36vfUJlVV/3nia9kA4UyLCzN7G0q17+OrXfdLvu955GW9XZ7afOCOynQRBaBINXlXHy8uL6OhoYmNXW7I/jUatVrN69Q/885//AKDdy+O5FLuBWzWKJ+Ynn+Lalt9pPmpQU3SzVlZyhzoL0ti4OzdqBoKlNeWKKnd6eoi1i9wi22lov62dHE03qoMImtw9PowZzVe/7kNVangRbGdrzbgBobg62gMwIbwnF6/dID07Bxpekw8AuYMdU0YMuL2NmLB4y+98vWM/b4+N5In+IQa/N/b+7ie7TqazdFsiaVeumf0aVVk5G46ksOFICoEtmzPtgXCGNiD7srHtP3OR579ew8juQSx6KuqO7vuppd+RfPEyG16fTPvmnnd035aSduUaU5atpdhEIM1cpbcqmPFtPJ9PepSwwHYW2aZgnuSLl3lx2Vq9rNhmznK2vTGlCXulkZh6Xi9oAnCrsorE1PNmvb7kVgU/6tRH6dLaB29XZ9RqmPvTVrJvFvDUwF4W7bNw97ibx7bw13ZbyxFHRESQmJiIUplpqf40qpSUFE6cOEHXrl2xdnQgYNaLnHz9I4N2ae9/gfeIAchs7+vVmgVBuMeEBbYz++LExcGe+eNHN3KPNA6ezWDlroOcUF6hpLyCFm7ODO3SkRdGDMDjNgN3lrI5+TSvf7+Box+9ho2VFb39FYDmC/n94lpBEe/+uJXfT58z+vzo0C480b8HgS2bs+vkWWbG/mK0XdqVa7yyaj2DO/nz7mMj8XY1Lyg/9uNVpGUZD9aEtG3Ft9OeNO9A7hKjFywjslsg06tvpET16kpvfwUeTpYJht9p5RWVzPgu3mJBE62Kqipmxf7Chtefb5TPe0VVFT1eX/iXynq7UaTiow07OZZx2ehKak/0D+HZIX0Z3MmfLTpTYiy1ktrtWr03yeCx/+hkj9TXkC6aGm8pmVnkFZdw4MxFEThpBHciMH2vj23hr61BkYHk5GRCQjR36CZNmqQ33eZu98MPawgODkYmk9HysZEo/7uewpP69RdKL19F+c162jxf/yKYgiAIfyUbk04ye/VG1Gpo4+VBsJ8baVk5fLvnMHvTLrD61adxsrdr6m6y+5T+3/n+AW3pH9C2aTrTCPaduciMb+OkYoy+Hq7SCihWMhkLJoxhVI9OgGYFleybta+Oon3tb6fPEbVwOR8/FV2vczUgoC2ujg56j7W7izI0KqvUJuu5KHPzuJhzQ++xR/t1b8xuNbr4wye4cO2G6YYNkFdcwje/HeL/HhwMQPbNAnzcXet8zY6UdF79Zr30u421FT5uLoQFtuf54f2k11vJZLwwvP9d8XfkTnnzh014OMlZ+GQUNtaG+cbers5YW8l497GR7E+/aJFpV5by8x8nOHROadFtDumsCZzsOpkOQGtPd4M25o6n+1nNYK8pNW8otPZ054Xh/QloxEK89/LYFoQGBU4SEhKQy+UEBgaiUCiIjIwgIeHeWF/9ypUr7N69m6FDh4JMRqd//R+HHnnZoN25z/5Lq8dH6a0eIwiC0JRW703i35t2G11q2M7GmgnhPfnn6KGA5u7MtJXrNFN1bpOjnS3/eGgIMWGheo+X3qpgXtyvqNXw+sPDeXqQ5g5gRWUVb/ywkS1HT/PriTNE9QqmoKSMjzfuZGdKOoWlZSi8PJg4uA+P9OlmVh/KKyr596bdbEk+RUFJGV1a+/DmIxF0aqVZ6vx6YTHz4n4lMe0CMqCXv4JZUcNp1cyNqIUrOFe93HyP1xfy9thIrt4sNJiqs+tkOl8k7OVsdi6Odjb0D2jHaw8Pw8fNhcLSMvq/9SldWvvwwogBfLRhBzeLS4jsFsicR0diY20l9XH78TRuFKlo6eHK04N7N/pUoPWHjvPeT1uprFJjY23F1Mhw3OWOzF23DYDpowYxqkcnUjKzmPPjVpNTeF4Y3p/rRSq+SthLQUkZU5av5d3HRvG33l3N6s/0UYMJ9jPM5CksLSN64QpuFpcQ//pkWjdzY3PyKV7//heGdO7A0ufG8tgn33D68lU+feZvLN22h4s5N+jS2oePJjxMq2ZuRvd37mouC3/ZxZHzmVRVqQlW+PL3UYMIadcagLH/XkXalWt8MelR3lqzmfHhPZkyYgAJx9P4MmEvytw8mrnIGTcglElD+5JwPI1//C8OgK937GfdwWP89u4rBlN1TI3pnSnpTP9mPRMH98HRzpbvE49ga2PN88P68WQT3C3flHSq0bevDZy8vXYLw4MDGDfA9Nj3dnWmZ7vWFJaWcfryVdbsT2bL0dP87+UJdPDxwkomM/tCsKmYE4yrjwPpGWx940Va1PEdtPRWBdNXredmcQlyezuTdYzulA9/NrweWPrcWCn4YUpllZoR739BToGmgHxzV2fp7/yu6hudgzrVXijW1Hi6XxkL9ppS84aCn6d7o3/W7uWxLQh1lc2oU2xsrPRzVFQUXl53z90kU37+OY7S0lIA3EI70/yBcIM2lUUqzv571Z3umiAIQq1qC5qAJrCwavchrhdqVvVae+CoRYImoCn09+9Nuw0eT75wiXxVKe2aN9NLm7axtmLOoyPZO/dVonoFA/D69xtYd/A4Pdv78coDAyktr+CdtVvYmZJuVh8+3fwb3+05zKiQznww7kGuFRTp1Wr4v//FsfVYKiO7BzEuLJTdp9J5cdlaKqqqeHXUIKn2y9zHR9HHv43B9o9lXOGVVevJvlnAlIgBDO0SwLZjqbyych1VajUO1VM3L+fl883ug0wI74WHkyM//3GCuD9OAJqL7O/2HGZYcEfeHhtJC3cX/rUuweDLqSVtSjrFO2u3UFmlxtvVmf9OncALw/uzI+UMoFk555nBvcm8fpPnvvrBrLonv544w5QRA1j1UgyeLk5UVql5e81mNiff3oW3i4M97z02krKKCubH/UpxWTkLf9mFq6MD7z42EgB7G815XrJ1Dy9HhvNwz2COZVzh/fUJRrdZVFrGc1+uZv+ZCzzWrzsTh/QhRZnFC8vWcq36wku7zY827GRgUHsCfLxJvXKNGd/GU15RwXuPj8TH3ZVPNu1m96mzBPv5El0dJBrSuQOzokcY3bepMW1fPWa2Hkvl7NVcnhval6KSMhZs2NFomR91qU/Nm4bIvllAvkrz3crT2Yn31yfw8cZdJl/XqVULFj0VxX+ef5yEN1/iwZDOFJSU8l514K+iqorgGQsY/O4S6TVr9icz5qNlhM5axJD3ljI/fgflOiv6bTiSwpiPlhEycxEPzv+aH/bprwK562Q6j33yDSEzFzHg7U/557fxZOcXApqgc/CMBTz+6TdS+83JpwmesYAP1muCAgvidxA8YwHrDh5n7MereHHZGgD+OJfJk0u+o/cb/2bA258y/Zv1UuYXwOHzmYz77H+EzFzE4HeX8NmW340uA32rshI7m9rvbZZVVDB91ToOns0gwNebLbNf5MGQzibPdWOrUqupqlHbxNvV2eygCUBuYZEUNIE/p+lcvpFPenYOTvZ29OmgqPX1psYTQEFJGXN+3MLAOYvpMXMhDy9czvpD+itE1jWGIj74kuAZC6QL+tzCYoJnLCBq4QpAEzQNnrGARb/sYkH8Dnq/8W8e+PAr/jiXyebkUwx5bykD5ywmNvGItM3yikrmx+9g8LtLCJm5iCeXfMfpy5pVLwtLywiesYAnPv0vO1LSeeDDr+j75ie8vWYzFZVVJBxP48H5XwOa/4e0n5V8VSmzYjcycM5i+rz5CZP/84MUXIlauEL6m97j9YWs2Z/M/jMXCZ6xgBnfxkv9quuzYqpfxtyrY1sQ4DZqnCiVmcTHxxMVFYVcLicmJoYlS5ZarGMzZ8602LZqKiws5JdffuGxxzRL7ga+PY2cHfsNltHN/DYexbNjkbdt1Wh9EQRBMFdtQRNdxWXleLo4GS0ga+l9X87TzDnu6ONtsMKBblp9SmYWiann6ejjzafP/A2A7m1bMfGLWFbuOsiw4LqLkFZUVrF6bxKeznL+/uBgZDLNF8IPft7O7pNnae3pTtKFS3RTtJQuwB1sbTh/7TpZeQUMC+6Iw3pbCkrKeLhXMDZWhvcMvtq+F4B3Hh1JRPUKIVl5+Rw6p+RAeob0Rf1mcQkfTh+Nn6c7bnIH3vxhE8kXL/Nov+6kV9f3GBjUnkGd/BnRNYCMnDzaeHuYPL8Nceickjd/2ARA62Zu/PflCdJdvJOXsgHo46/A1tqa7/YcNvuunfbLeki71vww/Wme+vx7sm8W8MYPm/B2daG3v1+drx/32X8NHvtowsM8GNKJ8KD2PNKnG+sPHWfK8h/JKShiwfgxeLloVv3SjqMXRwwgolsgQ7p0YNuxVPaknqegpNRgu2sPHOV6kYrx4T15/eHhgCZw9/m2RFbvTeLVUYOkTIDH+vXgmcG9AU2WytzHR9HR15surX2QISP5wiX+OKdkSOcO9Gjbirg/ThDg6y1NcdJlzpi2qj4YmQw+fioKK5mMizk3iPvjBMeVV2jXvJnJ98KSzPn7cfv7KMdN7oCDnebr5ardh2jh5mJ2ho2DrQ1vj41kZ8oZki9cIqegCA9n/Zoyh84q+de6BAYEtOXZIX1Jycziuz2HsbaS8dqYYRw8m8Ebqzfh5+nOK6MGknAslffXJ+Bkb8eYnl2kIKmHkyNTIgagzL1J/OETKHPzWPP3Z8zqp111UOyrX/cS6Nuc0PatKS4rZ+qKH/FyceK1McMoKitj8ebfyb5ZwNq/TyS3sJiXlv9IM2c5H4x7iGMZl1m2Yz/ODvZMGtrX7HNcXlHJ9FXr2XfmIv4tvFgxJQYPJ0fmxYyWAtVN5bjyCmUVFXqPlVdUsHRbIubm4xw8m6H3e81pOmGB7bA1c0ljY+PJ29WZ17/fQGLqeUZ0DaCrny9r9h/lnbVbcJc7Miy4o8kxZIo2aLrl6GkGdmrP0C4d2Zx8ijk/bqG5qzMTwnvyeUIiH23YyQPdg/B0cZJuDjw5sBfdFL58uvl3pixby+bZLxoN3McmHubnP07QvU0rBgS2I7p3V+L+OMGQzh14KFQTaJjz4xZ+PXGGSUP74unizEcbdvDadxv48f8m8uqoQby1ZhMFJWXMfXwUIW1bG0zhNPVZMdWv+k5vvJvHtiDAbRaHTUhIIDw8HE9PT0JDQwkNDSEpKdn0C+8Cu3btlgInDq1b4DWsPzkJifqNqqrI/DaOwLcNp/IIgiD81cmqvwqrjdwx1ZWerZkm01Xx5wpNnatTr89fyzW5nyt5+dyqrOR6kYpesz/We+7c1VzKKzVB74CW3tLjL9ZzFSBjfezUugWHzik5fzVXCpy4OtrjVz2/vqWHZupIYXUG46iQzuxISWfqip/wdJbTy19BVK9gvW1aSkFJGbNjN1JRVUULNxdWTInRS30urA4y2FRfYJzMzDZ/26o/AxS+Hq6snDKOpz7/nuuFxcyO/YX1MyZJGTzGGKtx0rLZn/UFXn94GL+fPkfyhUsM7uQvfcnXFVj9XtpaW9OqmRtnsnLIMlKX5WxW9fvmp/O+acfWVf2x1bP9nwEfb1cX/jh3iMVbfuemqkS6glITwwAAIABJREFUS64qMy+4UJ8x3blVCymIoh0zxoJAja2Fu0ujFli0tpLRzFkTAMvTWTb94427Gdy5g/S5McXFwZ42Xs1Iy7rGpes3DQInZ6oDlF38fHm4ZzB/692NMT2DaemhGWMrdx0E4K1HIgkLbMeQTh34z4595BRqshhMBUnbeJkOdFpXv5+Bvs1Z+txYANKyrlFSfotWzdwYFdIJFwd7wgLaYWuj+Qz+dOAoJeW3eHpQb4Z37ciw4I5sO5bKuoPHzA6c3Kqs5NVv1rM37QLtm3uy8qUYqSCvtZWsyVc20mbf6cpXlUrnvL4cbG3o21GTIaidplPf1b5qjqer+YUmg56mxpAp2s+7g60N7z46ElVZOVuOnkKZm8cnz0QT6NucYxlX2H3qLGlZOfSRO9Z5c+CBHkFA3YF7Y8HeiK6BDOncgTE9g7G2kvHDviROX76Kqqzc6A2FmoETS9xQMNfdPrYFAW4zcKJSlbB8+XIpOyQmJobU1FRUqru/kM/QoUOkn0sys8ndud+wkZUVfk/e2eUOBUEQ7hWK6guM1CvXUKvRyzrJKy7hhPIKAwLbSYGVmlkpmsdM34fUtvFxd+XjGpX+vV2d2XfmguaX21l2WdtHw4ekL8GA3p1ObSaDtt3I7kFS3Y4/zmWScDyVbcdS+WjCGIunGn+0YQdX8wuxtpLx76ejDep/uDo6kFdcwrZjqZy7msuZLPOnbbnK9YMeCi8PPn4qiue+XE12fiELN+zgX088WOvra6txopVTUCwFDi7m3KCsokKaTqOlO31Bu/KCzMg9azW1jy2rGg/K7W2lnz/ZtJv4wycYNyCEJwaEsDftAot+MT2tRNpvPca07pixqjFm7qR+Hduw7uBx0w0bKKRta+yqgwSnL/85LehWZSXfJx5hVtRws7elfc+1QQddgzt3YOm2RJZVT43r0bYVw4MDpCDWuavXAQjw1QTf2rfwZMH4MdLrTQVJzQmcaOkG4/xbeBHo25wD6RmEv/MZnVr5EB7YjgnV2TYXqqdIzIv7lXlxv/65kcJiKiqrjBbK1HWrspK/f/Mze1LP08bLgxVTxoFazW+nzzG4jpofd0pWXgEbDqdYdJv9OrbF3saGwtIyjpzPxNpKVmd9k9rojidzgp6mxpC5Ola/Xm5vh4uDPQUlZXRooXlMG+guLi0zeXNAq67AvTEOdrasSjjIh3G/cquiklvVNxlU5beQm1Fs2RI3FMxxt49tQdC67fV2U1PTpFV2vLy8iI6OJjZ29W13bPXq1SiVdVflbuh0HhcXF8aM0flPdN5XBtN0AFqPewh5dXG5+8Hy5cspKSkhKioKhaL2+aGCINyd3J0c66wwL5OBm1xzh6bmXVpL7LumkLataO7qTOb1m6zcdYBJw/oBmqk1H6xPYOuxVKZGhjOoU3sATiizpNcer/45wNd09X5fd1dsra3JK1IR4OuNo50tGbl55BQU4WRvR/vqFVtSdWo4LN2WyMH0i7z28DC6KVpKj1dVqY1W9+ro6012fiEnlFm06Kr5QnsiM6v6OfNWGLhw7QaVVWppysgJZRYxi//HzpR0iwdOth1LBeD54QPo3qalwfP+Lbw4fD6TKrW6XkETgA4tDAso9mrvx3ND+7J85wG2HkutM3BSF7Ua3lm7maoqNc8M7s1/f/uDpVv3SEWNtVIys+no401xWTmXrt9EJtNkv2hr+GhpL0xOKLMYHdpF+lnzXO3vW0r1ezu2b3c6+nhLd8rVNaJvlbVEOAJ09qtVnzHdFMaH92T9oeONFrSZEN4T0HwOr+TpZ7Ykpp4HMwMnecUlKHPzsJLJ8PM0DGL4eboTN+M54g6ncOhsBknnL7H/zEVSr1zl3UdHUlV9kVzrYZoZJNWt1aG94KxJNxhnY2XFd688yYYjKexLu8CRC5f46td9JBxPI+61SVLgb9oD4fQP0L97bk4A+WZxCScvZePn6c7Kl2LwdnUmMfU8X23fe1dcXH665Te9OjOWoK1vsuf0eSqqqujtr8CtRmDXlJrjSfv3sK6gp8kxVE0b4K3tuHWnhcpkMqxkMingrh1rakzfHNCqK3BfU1ZeAf/8Ng5nB3uWPPsI3q7OTFn2o8Fns04WuKFgjrt9bAuC1m0HTkBzQb5o0SIcHR2JiIggMTHR9ItMUCqVpKamWaB3hv72t2gcHDR/ePOTTnJ1828Gbawc7PH/x7NGX3/kyBF+/VVztyA6OprAwMBG6aclJSYmsnevJuVOrVYzffr0JunH/PnzjX5BCAoKIjAwkKCgoNvafmxsLJmZmfj5+TF+/Pjb2lZtUlNT2b59e3V2lSYdWbO6VCRhYWGNsk9BAJj72Cg+T0g0WqvCzsaGmLBQ6Uvl+LBQUq9cJb2eF83GyO3tmGakiLaNtRXvPT6KV1au45PNv/HTwWP4ebqTnp1LTkERHXy8eGpQL03KemA79qZd4LXvNtCpdQu+36MpijclwvSUGhtrK8YNCOHbPYf5v//FER7Yjm/3HCa3oJj41ycT0rY1wX4+pGRm8e5PW/FycWb5jv20cHchsHpZRVe5A9cKivh44y5GGqlZ8cKIAexJPc/76xNQXs8jPSuH5AuX6Nnej97+ftIdy7r8a902ki5eYmpkOL7uriRduAQg9cGSWjdzJz07h90n03lxRH+DOf/DuwZw+Hxmg7ZtrOZMRWUVB9IzpH3XZfGW3wym6gB8GDOaHw8cJfniZZ4d0of/e2gIR85n8t/f/iCyW5DeXc2vf93HjSIV+9IuUF5RybDgjrg4GE4PeqxfD77ZfYgf9iXhaGeLTCbjm92HcHV0YHyNVaB0tWrmxunLV/lhXxIBvs3Zm6bJWjp68TIpmdm4Vfd/+/E0PJ3lPD2ot97rg/18b2tMN4VA3+ZMHtafZTuMZNjepkGd/Inopvku9N/fDhk8b+4UofKKSj5Yn8CtykoGdfLHTe5g8NnLKSjiwrUbvDh8AFNGDKCgpIyohcvZlZLOu4+OpF1zT64VFJF25RrNXZ25klfAzO834O/jxbuPjjQZJHWpfu+z8wupUquxksk4obxisu9FpWWcycohomsgT/QPoaKqir9/8zO7T53lYs4N2lbXOqqorJKCnXvTLuDl4mTWijzers58O+1J7Gys61yRpKlk3yy0+Da1F827T2nqmwztYn6RWTA+nswJepoaQ64ODmRRwOW8fAJ9m5s1Pupi6uZAfWiDvWlZ16iorKJHm1b07dCGgpJSruZrpuLUnF7bmDcUzHG3j21B0LJI4ESlKiEuLo6YmBgAJk2aREnJ3Tldp2XLlgwZMkT6/fTbnxlt1+7lCdjVkq5548YNUlM1d/sKCgznXN+NdDNMmjLbJC3NeDBMez4VCgWTJk1qcB+VSiVpaWkmay40VGxsLNu3Gy61p1QqWb58OQkJCcycORO53LJ3+wUBNBe0pgqpark7ObJ44iON3CNNIdTvXnmSr3fsJ+nCJQ6dU+Lj5sIzg3vz4ogB0sXuwicfZuGGnew6dZbtJ9Jo39yT1x8eRt8OhivcGPPqg4OpqKxi67HT/HFWSWDL5nw47iFaV09R+XTiI8z7eTubk0+jVqsJD2rPzKjh0hSQSUP78eHP29l69DRB1WnZukLatuKziY/wRUIii7f8jpO9HVG9gpkxZpjZ52LBhDHMi/uVb3//g8LSMlq4ufDiiAE8N7Sf2dsw18yo4Uz+zw+kXrnG/LgdvD02Uu/5R/t2Z/nOAwYZGqZ4uzoztq/hvPSFv+yUsjRmmsgc2HfmotHHp0QM4NPNv9Hc1ZmXIsKwksl482+RxCz+H2+t2cxP/5gotX35gXBW7DzIhZzr9PFX8MbfIoxu08XBnhVTxrFww06+TzyCWq2mZ/vWzBgzzGiWlNarowaTlVfAL0dO0sXvBkueHcuSrb+TcCyN7cdTmRIRRki71py+lE38HykGgRO4/THdFKaPHERmbh5bqzOWLCHA15sFEzRZvEczLrMx6aRBG2NTbrROX77KjG/jKauo5GRmFtcKimjmLGd2LasZ/XTwGJ9vS2Rs3270aq/gWn4hN4tLpKLFTw/uzcGzGXywPoGYsJ5sP57G0YzLPFxdXNJUkBSgjZcHGbl5vL1mC74erlJgrWZGkv5xXOPZL2Pp1d6P6N5dKa+o5ExWDq6O9vi6uzK2+jP539//QO5gR0bODdYdPM7j/XvwztgH9LZlbSWj0kiwtmadmIqqKqmOUVMqLisnRScQYQnBfj54uzpTUVXFntPnAfPqm5gaT+YEPU2Noa5tfEnLusb76xKI6BbIlqOngbrHR11M3RxwcjAdPKkZ7O3XsS2g+UxuSjrF+kPHad3MnYzcPNYdPMYzg/vckRsKNd1rY1sQdFkkcAKQkLCd0NBQAgMD7+ppIGPHPiJlPGTH76DwpOFSmPbNPWn7whN3umuNSqFQsHDhQnJzc287q8MSHB0d9caJNqCiVCpZsGAB7733Hl5ehuniTalm0MTPzw8vLy9UKhVKpZKSkhKUSiUJCQlER0c3YU8F4c4K9vM1GaRxdXQwURdjENNHDar1dwdbG958JII3HzF+Ae3j5sJndfRhTM8uBqsh6G4fYHhwR4bXEpiysbIiZZH+9NDQdq31HvN2debfT9+Zz36/jm14amAvvt1zmDX7k2nu5qxXENfRzpZ5MaOZsmyt0eVOjbG2kjEvZjSOdrZ6j6/YeYDvq5fNfGpgL/p1NB4YWPdP41mauv748B96v3dV+BqcV4DOrX34ecZzBo/3D2hr0L6jjzdf1/F/9rfTnjR4rF3zZgYrqHw04WE+mqDzupcn6D1fczumxrSxvk4ZocmSaCoyGcyfMIZWnu6s3HXgtqfthAe156MJD+PiYM+NIhWvfbfB6DaNTf/SyikoYuuxVGQy8HZxZmzfbkyNDK/1zvPzw/tXF9tMJf5wCm6ODozsEcSM6ulegzv58+6jI1mx6wCfbNqNj7sLs6KG81i/HoB5QdIPYh7inbVb2Hr0NP0D2jIzajjTVq6rcypKb38/5j4+iv/9/gf/WpeAnY01Xfx8+PuDg3G0s8XRzpYvJj3Gxxt3sXjL77g5OvDUwF78Y/QQg211a9OKb/cc5umBvbAysgoYQGn5LdbuP0p3heFUvTvtlyMnDVbTuV2Dq1fTOXI+k8LSMtq38DSrwLA548lU0NPUGJr2wEAuXb/J0YuXKSm/xfvjHuKJT7/h1m1MVarr5oA5AYrwoPYGwd6XIsL4PvEI8+N/ZeKQvvT292Pqip/43++HebRfD4MbCj41PnOWuKFQ0702tgVBl0xdfWtepVLx8svTam04a9ZMaUrKggULjE6jUSj8eO+99wwej4+PJy5Osyb44MGDmThR82VFqVQyZ867UrtVq1ZKP9e2D131be/v789bb70JQFVZOYkDx1N27bpBuy4LZ9KyeklLY7Zv305sbCwAU6dOpXdvzZ2oZ5/VfGkMDAwkPDyc+Ph4KVDxyiuvAJpzkZiYiEqlwsvLi8jISCIi9C8EtFNBlEolubmawkyhoaFGa5MolUpWr14tZWyEh4cTEhLCkiWaNdxnzpxJUFAQqampLFiwAICoqCjpwl63z6GhoWzfvp3c3FwUCgUxMTEGQRaVSsXq1atJSkpCpVIRFBRETEwMc+bMMdi2Mbr7mzVrlvR4bm4uy5cvlwIoYWFhTJ48WXpeO9VIqVSiUqmQy+WEhoYSExMjZXdot12T9hzonlvdaTba7dQVqMnNzeW1116Tfo+JiSEy8s87vCqVShoTuv2ueb60+4uIiNA7t7rvT0REBCUlJSQmJiKXy4mMjCQqKsrgvTY2Jiw1BkGzapZ2PAC1tq3vGEpKSiI+Pl6qYRQUFERUVNRdEdC72+06mc7Sbcan6tjb2jBuQCjjBoQAmjnDc37cUu/6FsZop+rUdzUDoXFVVFbx8sqfpLvhUyLCDKZUbTl6mjd/2GSy9oC9jQ3zxo8mspv+1NMvt+/l822a6bdhge34/LlHTRaxvB1PLf2O5IuX2fD6ZKl2jdA4vvntUL0K4urycXdl2gPhRPfuCsCNIhXP/2cNaVnXjLb/5+ihPDukT4P7+lejzM3jzTWbOZ5xmcoq49EtexsbhnbpwNzHR5lV6LOxlJTfYsxHyw1WZLldP/7fRDq1asH8+B18t+cwk4b14/8eHGzRfQh33r00tgWhJotlnAAolZnEx8cTFXV3rkQTEzNO+jljxU9GgyZOHdvSskbKc32lpaXpTUnRXhTL5XLpohc0F+OxsbGo1WrpIjwxMZEVK1YYbDMpKYnU1FQWLlwoBQqSkpKkAIlWYmIiSUlJt91n3cwP7YW5SqXitddekwIAusd2u7y8vJg+fTozZsygpKSEvXv3SgGI5cuXS/VZtFQqFYmJieTm5ppdJLg+57amhIQE6eeoqCi9oAmAXC5n8uTJeudGpVIxZ84cKfCgu7+kpCQmTZpEeLhh3QjdrBaVSkVcXJx0vLrbr6vftzMGwfg517ZVKpVMmjTJoN/mjCFjYzY1NZWMjAzmzp1712UZ3W3eXrulzuKwH/ycwKgenXCTOxC7N4kdKYYZdbez78T3RODkbmJjbcWnz/yN5/+zhqMZl/lq+16UuXm8MzYS5+opUqN6dKJ9c08WbNjBobPGC6737dCG16OGEagzZ72wtIx/rdvG5mRNCno3RUs+feZvjRo0Ee6cKrWahGP1qyPnZG9Hnw5teCi0MyOCA6SxcDTjMq99t4GsPOMXzl4uTjzRv8dt9/mvROHlYZDxdLdasnWPxYMmLdxcpGXFd59sWH0T4e50L41tQajJooET0FxghoeH4+l5d90p6tOnD/7+miJTt24WcOGL74226zT3Vagldaw+QkJCiIyMlLIEtHfXtUVLtY+D5kJZe9EaHh5OYmIiQUFBhIaG4uXlRUJCAvHx8dLFc2RkpJTJAJppL9HR0SgUClJTU4mPj29Qn2NiYqT9a7cdFxcnFZJdvny5dOEeFhZGeHi4dDFtCXK5nKCgIJKTkwHNBXVQUJB0viIjI6WshNjYWJKTk0lNTUWpVKJQKFi1ahXz588nLS3NIKMF9M9teHg4crmc2NhY9u7di0qlIikpyWggA9Bb4Sk0tPaCg7oBjMWLF0tBk4iICEJDQ6XzVVJSwooVKwgKCjIaLIiJiUGhUEjFbrWBG21mhjYDR6VS1To1KDAwkOjo6HqPwYSEBClooltkV9uXxMRE/Pz8DIJH2n7XNYa0x+Hn58esWbOkMS2Xy0XQxAx1BU1AU8U+X1WCm9yBvCJVnW0tvW+haTja2bJ8yjhmx/7C9hNn2Jx8iqQLl3jrkQiGVKe6B7ZszsopMWTk5nEg/SLZNwuRAS3cXejXsa3B8qs7U9L54OftXM3XFHscHtyRBRMexsHW4l8ZDBibViNY3mebf+N4jYKWI7oG8NzQvuSrSrlRpKKk/BZ2Nta4yx1ReHnQrrmnXhHTvOISPtm0m/WHal/i2N7Ghs8mPiLuGt/HUq9ctfg2H+iuyXw7k5XDpRv5NHOW662OJgiC0BQs/i1IpSph+fLlDV4quDHY2trw+OOPSb+fXbiCSiMXFZ5D+uBhgbsijo6OTJ48WQoExMXFScVyZ82aJT2elJREWlqaQUbCrFmzpJoZmZmZtGnz53xybeBCdxpPdHS0dBEbFBREbm6uQbaAKboXwpGRkSQmJpKZmcn1639m5WgDGiEhIXrTUeRyuUEWQUMpFAppP7rbnzt3LqmpqVJ/OnXqJLXTzcIwRXtur1+/zvXr1+nUqZN0rmq+D3X10ZTc3Fwp+yIkJERvhR8vLy8pSychIcFg9Z+IiAjpvYiOjpbObVhYmBQgUSgUUr+NLdvt6OjI9OnTGzQGtatiOTo6Sm21r9PNCKoZODFnDGldv36d+Ph4vWMSBKFhHGxt+PfTf2Pl7oMsrb77O23lOroqfHlmcB+GdO6Ag60Nbbw8DIIkWqW3Kth1Mp3//vaHVATWxtqKlyPDmTSsn97Sk8K97ccDR1mx6yCgqd3TP6Atzw7pS58Opv9vU6sh+eIlfjpwjG3HUuusa+Fga8PCJx82uly2cP8oKi2z6PasrWQ8MUBzg2pXdbbJ4E7+4m+QIAhNzuzASWxsrHQBZexCTVdqapre9A3di7Lk5GSysjR3OUpLS/Vep/saU/uoT/uIiAgpA0Z14RKXVm80bCSTETTnFZP7NIdCodDLPFAoFKSlpeHn56f3eFBQkMEqM0qlkiVLlpi8iNedblHzQj40NLTegZOaUz1qvte659fY/ixFdz/aPmizF+oTIKlt2+acW1O0mTB10d1Hzba6vxsbt7rvhe7PuhkZuo8bOy+3MwYzMzONbkMul0vbMdVv3d91244fP5758+dLmTIJCQkoFAqioqIsOo4E4a9GJoNJQ/sytHMHPozbzoH0DE4os5jxbTxyezt6tmtNFz9fWjdzw9XRATVQWFLKpRv5pGRmceR8JiXlt6TtaVey6eAjMsHuNxVVVUT16kqPti0Z0TUQDyOrD6VkZnGjSEVRaTn5JSXkFhRzQnmF48ossy6UA1s2Z+GTD4s6NX8BytybgCbQ6mBra6J17axkMnzdXXluaF8pwLvr5FnAvNV0BEEQGpvZgROlMrNeG66tUGtBQUGtS/iaKu7akPYuLi6MGTNG+j1t7lIwUp261RMPIm/Xul77ry9zlqiNi4uTLrrDwsKki+W6pt/UvHA2J+h0Oxprf7pZGrqr7mintjg6OkpTbBqSVbN8+fJ6n1st3QDD9u3bjQZOlEolXl5eBu/z7QZ8LKmpl0lWKBTMnTuXhIQEkpKSuH79uhTQ0q2FIhjnaGerd3FrjFN1SrzcjOUL67tv4e7XvoUny18cx5HzmazcdZC9aRdQlZWzJ/U8e1LP1/laaysZAwLa8dzQftKyrML9J2ZAKJhY2Kejrzff/n6Y2MQjXCsoqvc+tLV1hPuf3M6WotIyfn1rKl4uThbb7vXCYlIys7C3saF/QFuLbVcQBKGh7vsqb6NHP4SDg2Zt87z9R8mtTk/VZeVgT4cZhsUum4J2+klgYCCTJ08mOjra6EW67t157copoLl41y0uaikKhQJHR81dKe2qNKAJCjS0poqu1NRUlixZIgUZtFM+UlNTpSkmkZGRjB8/nujoaJP1MIxND9FmUuieW3Mv1CMjI6XjT0pKMsiA0RZfXbBgASqVSm+72lokWrqFZu/GLIuQEM2qLDUzS5RKpd70o4bIzc1FLpczfvx4Fi1aRExMjPScbhaVYNw/HhpSawDD1tqaZ4f0wbP6i+vj/XpYLFvA0c6Wfzw0xCLbEu6Mnu39+HzSo+yeM425j49ibN9uBLVsjqeLE7bW1thaW+Pp4kRQy+aM7duN9x4bxe45r/Dl5MdE0ETA3saGycP68evbU1n+4jieq57K4+PuitzeDplM83ehdTM3urT2MXj9sh37uXQjvwl6Ltxp2mXeP9m0m8zrN2tdKaU+CkrK+Pem3wAIC2onAveCINwVGr/SWxPy8vJk2LDqtcarqjj9zmdG27V7KQa7WuZ932l+fn5kZmaSlpbG6tWrkcvlUs0JXQqFgsDAQOni9rXXXsPLy+u2p6HUJTo6Wir4uWDBgtvaX2ZmpjTVquYFs26tDN0AxPbt25HJZFJBUWO8vLykmh0rVqxAqVQSEhJCdHQ0np6eXL9+nczMTOnc6gYx6qK92NeuyqM7zaRmcEFbrDUiIkJamnfOnDmEh4ejVCqlVY+0GTR3m8jISCmAt2DBAim4o7tak7HCsKaoVCrpPQ8PDycoKAiZzpxlURzWtJiwUGLCzAu2tWrmRtxdEhAWmo67kyOP9OnGI326NXVXhHuQlUxGv45t6NexTZ3tDp1VMj/+V2n58+Kycqat/In/vTwBV0eHO9FVoYk8P7w/e9MuEH84hfjDKRbdtrWVjElD+1l0m4IgCA11X2ecPProo9jYaGJDl9duoTj9okEbO0932k6JMXi8qegWCk1ISCAuLg612nj0fvr06UREREi/667g0hgiIyOJiYmRMi+0+wsMDMTPr353KFUqFampqQZBk7CwML2CpHK5XFreWrs0b0JCgtSHmqKjo6XnEhMTUSqVUpBFe2619TXi4uLqtfpTeHg4kyZN0tu3btDE0dGRqKgoqdjp+PHjCQsLAzTnKi4uTi9oonucd5OgoCBpuWFtkEp3KeRJkyaZrPFiTG5uLmq1WjoX8+fPl1ZkCgwMvCuzbwRBEATT+nRQ8NM/nuU/zz/OmJ5dcLSz5Wx2Lot+2dXUXRMambODPStfiiGqVzCWrN/q6Szn46eiRXFhQRDuGvdtxom/vz99+/YFoLKklLMLlxtt1+H157Gq5zJ5LVu2lDIFdO+SBwZqlk+rOf1De3e95h11YxefQUFBLFy4kISEBGmZ3ejoaCkzQvc12iwI7bLH2n3n5uZK03W0F+ZeXl5SAEJ3G9rHavZN2+eaIiMjpcyJ3NxcFAoFXl5ezJkzx/jJqkG7v5q8vLxqXZpXO10pMTGR3NxcQkNDCQ0NlQIiuq/x8vKSamgolUqCgoKk7IjQ0FDee+89KaCifc7Yua1NeHi4tO/U1FQpmKDtU83+T548WVqeVxtoCg0NlWq1aMnlcmn81DweY+8bGH/vLDEGddtrz6N2m5GRkQbbMHcMKRQKFi1aJJ077bQd7fkQBEEQ7l1WMhlhge0IC2zH3McrOXf1Ou5GCs8K9x9XRwc+GPcQM8YM42x2LmW36q7FZXJ7cgcCfJvfkSXQBUEQzCVTV6czqFQqXn55WlP3x2LeeutN/P39ATi7aCUXln5r0MapY1sGbFsBVvdm4o12OkpkZKRUc0K3VoinpyeLFi2y6D4XL15Mz549CQkJkYq0rl69WsqkEAU+BUEQBEEQBEEQhPvJfRnK7dOnjxQ0KbuaS8ayNUbbdZr76j0bNAHNCjzGprto6U77sYTExESSk5NE6XXHAAAgAElEQVSl+hc1RUREiKCJIAiCIAiCIAiCcF+RogZyuRx7e/um7IvFjB37iPRz+vyvqSorN2jjOag3Hv173MluWVxoaKjR2iKenp7MnDnT4jUjgoKCjK6moq3tYelAjSAIgiAIgiAIgiA0NWmqDsDSpZ9z5MiRpuzPbYuIGCFdwBemnOHA6BcNG8lk9N+2Euf7ZF343NxcqX6GXC5v9KwPlUqlVxS1IYVCBUEQBEEQBEEQBOFeoDdVZ9y4Jzh9+hQqVUlT9ee2ODg46BUfrW354fbTnrxvgiagKcp5J5dylcvlIlgiCIIgCIIgCIIg/CXoFfjw8vJi9uw36r207N3i4YcfxsnJCYCchL3kJ53Se97Oy4MOMybh/49nm6J7giAIgiAIgiAIgiDcY/Sm6ujKyMigpOTeyjzx9/fH1tYWgOL0i5Tn3pSec1T44tCqRVN1TRAEQRAEQRAEQRCEe1CtgRNBEARBEARBEARBEIS/unt3LV5BEARBEARBEARBEIRGJgIngiAIgiAIgiAIgiAItRCBE0EQBEEQBEEQBEEQhFqIwIkgCIIgCIIgCIIgCEItROBEEARBEARBEARBEAShFiJwIgiCIAiCIAiCIAiCUAsROBEEQRAEQRAEQRAEQaiFCJwIgiAIgiAIgiAIgiDUQubz9gY1FeWgrmzqvgiCIAiCIAimyGRN3QNBEARB+Euxwd4JtY0DMqqaui+CIAiCIAiCKeqm7oAgCIIg/LXYqG2dkNlUIf4XFgRBEARBuBeIjBNBEARBuJNsZLb2qEXMRBAEQRAEQRAEQRAEwYCNWmYLViJyIgiCIAiCIAiCIAiCUJONzEqGSPkUBEEQBEEQBEEQBEEwJJYjFgRBEARBEARBEARBqIUInAiCIAiCIAiCIAiCINRCBE4EQRAEQRAEQRAEQRBqIQIngiAIeux548nOZE1vw1PyRtxL+9ZcmN6ZY0MbcSdC42nVkmPTO3NhpEtT96Tx/ZWOVbgDrHnqsc5kTW/PNI/G3I0rK6d2JmuSD6GNuBuL/C23xGfMw40vnwzkwvTOpI50wb7hW7qL3aGx0yBm9K0h77NMxeTgFE4NSuJcn0z6W6Svt6dz25NcHpTEjy1uNeJeVMzulcTlQWd4yrYRd2OCvec5zg1KIrlDIXCnjl24W9k0dQcEQWharj5u/LOnB6NaO+Bnb0VpWTlns4tYdvAaa7OrzNyKjP5DOxLrlUOfH/PIaUg/2rfm2Ej4+38uEV/ZgA1YeDu1u/1jbQzewW04PsyJzOQL9NlTUksrK7p08ubNHi6EetjhZlPFtRsl7Dqdy6IjxVyyYH8s/j7IPVg30ZvM+DP8/bIFtnevaPTjtueNJ9sx8vwFBu0rM77PgnyWHq7APrusMTog3BEyOnT05p89XBjgbUtzG8gvLudkxk0W7bvBflVT96++7tzfsttjx7SYDrzprf9oaXEZ+8/n8s7v+ZxtyN9HI38X+vf0IbqZNZlnrrLoRClN9mm1c2PdlFYM0HuwivwbJWw9eo13UkooaPDGqziZksuSy7c4Uny7HQXL/n9upG8W+Pvt6pXF7GblUNSMeZnNOHtbfRRuV05ec5ZSztki6+pHVMzulcbI3EAGXxQ3wu53InAiCH9h3u1bsWm0G35A/g0V+7LV2Hs40LNNMz5r5USX+AvMuWxO8MSBkW1scGjwFxkZAwKccOB2vwlZajt1ud1jbRxlldXLylfW9n5ZMWRoe1Z1tcOBStKzikmqtKaLjxNPhDkx1OcSIzYVWCgQZPn3wbuNK6E2kGmxLd4bGv24PZwZ2swKztexz8Jilu27ywa8UA9W9B/YjtgQexyoJDOnhF1lMlp7yxnQ2Yf1bRx5dvVltt4zwZM7+bfMUqrIvFREShlgY00HHyeGdm3FOvsqBm4trHcgwfDvgozm9jKggl1Hr7M225J9b6hyjpwr5RrgYG9Hl9ZOPDGsDX6cY2xKQ+/Wq0k6fY0ki/XRkv+fG/bNEn+/7W1u4QCczPFheY7DbfZRuF05+d7My9d5wLGAoXJ1k/VHuLNE4EQQ/qqs5bw51A0/Ktm18wLPppRX36GS0SG4FSt72NDcwxb7y2Wax+VOvDG0BU+0caA5FaScz2Xmzhsk2XiwbrKv5u6Sqy/Hp3vwwbfnWZpXY38uLrw3rDnRrexpblPFtZwilv2exdLL1jp35Fz56uXOPL09jbGnq+jQsQUL+roR2swaikvZdTSbmUdU5AChAzuwKcSauO1ZlPVsSZQqh6X2LZhhZDtdOvkyt68Loa4yygpKiN97hXfSb1Ufry0jB7ZkbldHvCtvsfVgLtdqO2fy2o+1taI5c8PcGeBhg31lOScz8lj0+3V2V1+M2Hs148uR3gx1lZGTnccH52tu3JYhA3yZ20lORyfIv1HCmn1XmHP+Fni14NB4T/xysum9+obmbqq1E59ObMMT9kW8ulxJfAWUAqVltfwH7uPNR13tcCgr5oN1SpbmVrezk/PeWAUvtPHiCY8CluaBvYcrbwzy1rxXVJKZU8iyPdksq85Aks79FiX7/H2Z0d4OV1UJy7Zf4sNa30+r2o9PO+503u+yAhW7jl5l5tESugwNYH1XzX9XT4ztTNSZTNptLdQ7PNeOCtJGOetl3PQfGsD6rlZs2ZjKc+frGoPGb/m6enkwd6gnI73tcKOClPM5zNyZR1K5TiNrG4YMUPBRVzne3GL/4StMOaK9o2pN/x4+vNnDmS6uMsqKy0k6k8Pr+wq5VGm6z8vamD5u/p+9cw+Pqrr3/mdym8kkmdzDhCQGQggi8BKJVYlHJF5qeKuFagvqOaL2LRStVlrPe7T6Hryc10t7tMVTarH0rbe2ClUPWHuItcrFGvAC4iERCOESkpDJPZkkk5nJTPL+MQm5zW3P7NmzJ6zv8/A8ZPZav99av73W2mt/9tprA5k56fx0STqlqTEk4+B4YzdPfdjMSFKDMY2fXplGWWYcWpuNfUdM3F/ZR2tBLqduMKADuGQWTXM7eOikgWcm+jycxJc3p2AY8X9BDqdWJNP6RR33W9L56SV68hhg3ydnWXdouO56PQ9fN53VOTFgsbDpwx4W3ZDNMnMb1/6+heqJsfZ5/mJZc+tsnsi08OTOHhZdlk6ZIQpzaxcPVpiYFJYJ/WObHSCK5cuL2Jw/xNbtNaw/M+S93yal8e5dRkrG9DttQS5HbzBgPnyahbssbsahJha+3T35RjhOy+1LjKyZFc9sLbR09FNxwMSGIzYM8/P576vj2bWzhtuOD4JxGp+uTCePPv7lt3W8ZoHc4gI+WxLL9u2nqL6ikEcye/mXbd2UXDmN5Zle4gCQkcFPL9aic1j45dtneOrcSsJYyq/N44lUDYWpUWBx/e6r//tq16ChcG42vy41UKgdpLammecsGbx0SSw7dx7ju8fdlDE6juWlRh4o0jNbO0R9aw/P7mpiW5ub8czfscwNjfBVt6XXzuH1i2D79mPcfQZcK7JmcV/a6LnwPZa7k4Odext4tG34z6Q03r3dSElBMmVxPeyYlN7z9WDxpPGwkQ1JOfwsGyCK1SsvYuWJBi78ixm81ndkNUwvG961svy6NLSfn+S61szh/l3PBtL56QIdWks/m95vYLt+Gi8tMVAY42DfJ/XcdcjmeWWLzcKzfznL7uE/M2dfwEfLEimdm0RuVS8r3Pk+YPdxjqK5/Ttz+Fm2dXSe4avt6PXcu8TI6vw48qKHON7Y5Rofnb7mLhqWf2MOm2dZ2fDSabb0jPRDHXS0ceXvW6glipXLi3g+x8L9v21Eu3y0bAeK3Yzfh0dtLy7O5aeXJbrGznHXjVFdNKOa9y9wRXjezK9ozEvj258k8YMr6igzT+fuVjOPz7RT8eV8ftJr5ZszG3ggq4fCmCjqe5N57vgF/KlveFcGjY/jE2RIaOXx2c1cn2hHOxjHwZZsHjqRzgkPU4zc1EYen9nOYr0D7WAc1R0Z/PyEkd0DgLaFdy5roKQ3l8sOZrnG0vQTfDWvG/PZ2VxcmwTYuL6gjsen95E5GMd7dUbPc7ERxfbwg1kN3J5mJS8qitquNJ46nsd7NiD1FCcWdNLaMIPndGd5Ji2Be/4+k/d8xEGb0MILc5tYqhuk1ZzBU+3uz0nlsQV8x3GGE/O6XdfQC47SaMzgxv0XUJ9s4plZLSzWO0gmhtqu1NFyCUW0xB4nQkLnq4wGyhKAjk42nIMmAEPUVjWw5PenubtqZFKk5eGb8rkvX8OuvQ2s29uLtsDIH5clk2nr5Zd7za4nKuZuNuxspmLS05tY1pTnsDZniF2Vjdz/fisHohN5ZHkut+sdVHzShustASuvvt/Asw2DYMzid8vSKKWXp3Y28qo5lmVX5PHTAtew5VphEU3pZZks6jGz7aSNnW7sZM7O4a3rUig0d/Lgu028atayetkFPGzUAJA7fzq/vjiBTEsvWz7upKUgk1UGDzHzUFdDjpG3V2SwTG9jR6WJ5044KCyaxus3ZbEoGojW88QNRpalQfWRFn5ZF8O9JYmMfXaUW5zDS5ckktzWyrr3WzmoTWBt+XRuTwLaOnm1A8g0sGzk1ejMJEoTwFrXRYWdcytNzq08maB5BYnkAfU1LaM3GgB2C0+9dZw5Lw5PGPUGfn1TLmtzNFQfNrHhUC/dmSk8cdMFrBl+b/tc7K+YxrK+LjYdsWIzJHBfeSaLo92fT6/1AwwF03lrWRqL6GPL3mYq+rSsWHIBm+fGUnvYxKtNg8AglV80sv5QII/GvbVBN8mjE3hieTarMgfZsbeBf6lxUFiUzUtX6MftHaDLTeefDVa2fG6mFi1lV+TxSI4G0DCvNJ8/LkmmsK+H5/a2sLUzhrKL83i7LAFPTWys/Kq33sDzy6exLNrCpl2N3F/Ziy0nnZduSKcQICmVP95kZEWClU3v1/PgSSeLLsnjpeI4MHWw4StXD2+pa+b+XZ185I9P5xA2ILMom0eMVl77vIf6aC1lS6ZzbwZAFMvL8rgvPw6bqYvnDtkoXZJJaQyAM+BXCKwOAB33XqJjV2UjDx6xY8hO49fXpZI7qYwWtp50QIye8vzhqU50AuXGKOjrYWvjkO9+64cmj0MDbuoXy+03zOBnF8VDXQcb9nZwICae1dfN4Nezo2k19XOcKApzXS0r15hAnmMQK/GUGV1taX5OHDj62WUawjYch/vKUrAdb+NV0yBZ2WlsXGJw267mFSUxG2g50sJz416/HKDibye59E8NbBpZWeiz//vRrjMy+d11KczXDlBxqI0dpPLEguFNCtwySg2Lyy5g88XxmE82cdf7bVQlpPD88myWxrmpj79j2UT5Mbb5lB9juV/qsble0YmJxuDmEaa38XLyuNDHvk8a2doK4KTy80bWH+rH5rO+o21pzRIDtroudrQ6x/TvLNZoe9hycgCtIYFHrpvB5gWw41AP9dFxlJVms1LCVh2tnTYXGNDGoPPkW/I58tV24rj3GxfwSFEsLTWtbDjUjy4/nZdunsYih6+5yxCVdVZAy6JMDRBFaX4cOAaxGuJZrHeVvyQjCjr7qLSPL5nX8duYyROz4WCdFbNWS9kVI2PneDW05vBoi6sT1LdNZ/2xTGoHNTAI6Nt4OGeQfS2p7LMPsnh2Lb/O7aO77QK+e2wa1XEdbFxwhqXRAL6OT1BsOy8srGdlYjS763L5bYeGRdPreHNOl9sxxpB8hjcXNFMep2PHqVx+3hZDYdZZ/rCwkUUad+dtsnKz63ght5dMu4HfnsqkJb2JlV47lpUfzKvl4Sw7LS3ZPNqQgDatld8trHf5HNS42nHWWR7QxfOOyUC9rzhoenhsXgPleqg25fCrTgf35pk9929zFo+ZXON2S8d01h/PoDa2g18sOEt5VAK/Op7P+lMGbCmt/G6eiVn+hUJIxRIrToSEzlMZDHFkAda2vtF3ZvUJ3HtZEnkjfzv6efWjbqpz0lmVBt01LWw40ouNXmz5Sbw0K5VyfTev1fXTjYG8Pgvbj/e5WSIdy7y0KLDZ2HXCzI6eIXbU9VKoHaTeNoj5ZA9VtgxKo+1U1pjZ5wRtTC/Pvd+PrbWXirZBtCSxOttASb4WTo7u4aFtbeWGv5iHn9Q4J9iJ5vZyA8lYeXJvKzs6AXMMZbdNY9X8eB412Sibm4AOB1s/bOSpM0NQ42D293Ipcxc05wC7J9U1mpWXpZCHk+3vn+HBM0NANy0Js3k+P5U1Oa3c7Uyh3AA0tbJul+vJ9UF9IX+7eMxdQWsH63d2UN9o5qAFWnIyKLsontJMDa/12NleZeGRJTrK86PZUuVkXkECeTjZeaTXVXeHa7LrmoxOVqbBdeNS62afCpt99Ga2cG4GyxKg/otGbht+8r/TpuWzK/SsmR/PlrH7pzS0ctdHfdjoIzd/FmsNekoMg2xycz5zvdYviuXFSWTh4NVdjTzVOAQnBui+IolkfSy2NjM7e6azOnuQ+pPd7AhoGbq3NugmebSDir2N7LL1U3HGju1kNKsuyqbEGE8eltE+02fmwQrXCopd6PjoCh3lRfE8aIrm3gU6dI5eHvzLWbZZgMM2sr6Xz4qidMr39lHho8St/tRbryM3BrotFipquql1drOrrp0sh4N6YN6CNEpioPLzJracHISTTkoKZrB6fgrzDrWwo3GAn12kpbu1l20nbYBtss+cyW5tQLKthwf/0kI1Go6nJvL6RVpKMqOgM5Hl+dHg6OXJd01ss8OrHTF8uSLZw42zPxq54R+i8pOzvHZyCOqaKS3KZ1WugTJ9J6+NYzxD7DvcTf2CdEqLEjAc78GWk0SpFlpqujjojGa5r37r7ubbg8aPQxNkTOe+3Ghobea2inYagC0mDZ+uTGfZJcnkbuvjoC2DVRk6MrFRkh+H1WRmhz6FsnwdnITFma6bs4P2weHNIaOo/byeB48PwgkouctISaaeQsyTXmMY6fvVptF9LwzGVB6ZOwYBtnbzZFU/Wb76f2WMz3ZdPQxq6g+f5e7KfqAHW+ZsnsgcBNyA3bgk1hTFQV8HT+51lf+ANpFlVxtYnW9i9/Hxrx/6O5ZNlKSxzZOMfozlPhXFvPmplGkBs5VqCzARCngbL0+6GxfM7FqQzarMIWqHfyssyfNRXzvW4fK0fH5q9PWZnDH9+2/t1MYNUFqQS5kBKt89y6a2KOpzk9icr6U0FV5zt8ppoqJjKS92zS262/qpZ9Ct78ISX+doAp3w1XZ60liTHQVNTdy1q5NWOjhgyWaNUUNewgA7fMxdWk0WjqNnnjEO6mIoNUZRVdOF7aIkSo0aXmvVMS8B6mssk/bVcTt+D4+luug+NrxtYp9TQzlFvFQ0PHa2jW/r5r4UKrpNPJ5lx9yTwp/adaAZfqAVo2HHlxfydB8Q3cH/y7KDPYOnT6RyEDgYY6Z8die3p+Wyu8PM97wdbx1/OzjL2EJZDNSeyeeeej1goNbRRFnUwGRIzQDX57eTRzQ7jhXyk84oIJWWuCo2prXxvZRs7vH5rGOAsmm96Ihh2/GZPN0ZBS0xFC4+7X4uBpDUwvcMQ2Cezv+qzaSVQQ4OnOF7SUPk6uAgw+2YRH70xQz2DfkRJ3s75TrAnM09ta6VMQdiq3g/1+6+DANJ7OjW8ozRhrnXwJ/a9ZDQSV4UdNuTqGhJ58RQOrs7ssgcjFXR3ktCgUqAEyGh815RaHFdYNAmsHJBGrNHDjnMVFZ205IaSxZAUR7Hisbm1VJiYMINiztZ2VpjZ9WCZDbflcxPzRYO1vXw6qFOqj3cSNn6BsnKz2TNkun8Ohp0Ma6nxmbGP76obfS20ZyW+QYAHY/cNpdHxh5K1ZLJEIUJAHYOdA5P6O1WqsxQluarTqM+SlKjgD4qzz39dFLdOgD5WgrTYjDYXPHr7rSeu3DWNlqxjplst9o0lF2WSdl10zEQhS4GYPDc6oaGmm4qS/UsKkoks6qfsnwt2LrZVjc80RpeaWLD0x4nI6X1Jg2FxjhgkKpG67lfG1qtdKMjLy0OA6M3F7XnbsQc1JoBgwaDhyf13uunZX5qFNBP1ch56DHzaEXgWwhOlsQ2aHdgzUzigblGNmo159of0dHjYmht6z8HUWpbbVjRkWWIwWCIZZ4W6Bi+MQJw2jnYASuy45iXhk9w4pfautnWmsYjuUY++kEWLa0WdtV1seVzGzY05KW6bjJLr57D6avH5NPGURgd3Lv31s4RgDREQ+cAEI02WgOGWPJicNV9eL5pa7NQTfKEDSMD0QAHR9qI0061GciMpdAATByH2jp5tSOdR3INlEb30DIrkSzs/OaIBRt6n/0WCeDE2ziUmaElD2gx9Y9OnFv7qXVAniGeQmcXu0yDrDLqmRdnp8wYRf3hTioMSawy6inUDzLfAPWHXfFePByHqpGbLMsALQ5AG+W1f489ps0wsHpBwugPTTaerbL67v+GGJ/tusUQ67JhGrExQJXJAZkeFjkn6CiMAWLSePsH4wfewsxYOO4ehUj7aoy0sc2TDAbfY7l7xbH2totYO+43O9s/bnO7X4ev64Fv+VPfkZvBASpNk/ccsXb2u8YHu4MWG4CNg52ucrSYB4EotN7uIrQpvP7DlPG/2fp48pMebIxcKMb6llLmYfloO5laLVlAS5ttGIoMcfDQWe4eSeRrpVGnC2ouz9SRmamjVOtgV00X1twUluXrMKBnHk4qGq1IWcRvNVk46HSVp7bVAUXDY6cUORLYPbJCJq6fwiggro03r2wbl6wwwQ69Po6PAyeDFCZZAQ21PSNrLXT8qXYmfxr+66LxtWGRfgiIZ1/vSAxiqe6NgzQbhfqByWPzJNmZNbxC6KBl2IZTT7UVPH2sKjPR6jq3vbrhcxvFwcYZ3DOSYLhLWnsNHBwZ4n3EyRBld/VvS/y5/n2iOx6rJ3DiTn2pbOtt4eGUBvZe2UhLbxK7O9LYUq8P34bNQrJJgBMhofNUZrOdFiArI55Celx7DnS2sOQ/Wjj37vOESUX3iSZuOzA6ocExSIsZSMCHBtm36yRXnkhmZVESpbnxlC3QUzY3mSdfd7esWsPSJXk8URRF1eFG13vU+dl8tGSyI5vNn81rrfxmexM7xlz7bDY7ZuJGl2Ceu3mWOHnxKB92xgGGeB6+IYdVBjtbd9axqc3Jostm8nzRGBuWbrY2TqM0J5myjCjKMqH7qy52jZTbOehaceLhVZ2GVjsU6Sg06tAesYy7gGtT9SyOtrLb3X4C3nQuZkM+JgR+1C8UGjcRldYGM+e6lsrbGpq5a28PDTEp/HplBvP9cGv1ncTPMvsjG5u2neBAUSqrCvQsytWz6pJEVhW1c9NrI2+ID1L5cR1Pjv2qg8MZ2Nc8xsqJm/Mu4xvAPmOhGb2RdLvSamSlViLL8+Opz4kBc7uPFUvufGpGx4lo9/XzbxzypEEO1NkhX0vprETXzVmdlQMGK9aCBBbnO5mHk111Y2/OhkZBjdvzMKqG1gEo0lKYM9r3W6vqyK5i/L5NMing7SvNXayr6BwD8waxmSffsPg3lgVzPiT2Qb9e6xrkeF0P1TaAIcxmK7uOdFHR6a6cSo+XQ5jdjQVj2pVtOJ20FWN2Kmv6XftUOJy0tFnYUeNaQePTt1R5ajsFQdp19lNpGmRVRjxlOTryHBYqTf3YTE7WGvWUOXToHFZ2maReO8deM0fyRiEpwINRk/u9NY27j2SOWdmgwWrVjd7teToeErmLyRj4FzX+uHY0ycT/BCeHhDi5e2Am+ZKm51dfXMTBrDZWpvewKKWHlReYWZnVx7c/y3OtfBGKWIk9ToSEzleZzK73edNSeaJYO/5pZGo8i8ZQ/tbOAVoArRbqTf0cNPVT79CgjRli/LxW4+GJWBS5GVoMnV089bcz3PDyMb6214I1Rkd5fuy4dC7FMj8zBhhg1+EeqjvtaPXDV36/JqkjdmxUmQFi0DmtHDT1c7DV6bLhGMSGnao+gDhKMoYnpXrd8CoVXxqpq40DnYOAjtIRG0SzyBgDOKjucGA2D9ANJKfqhpe5aphn1I3eYOjjXD77LGw93k9tpxOtXjOhvoNUHO6lO0bPqssMLMJBxdibhtYWrn3pOPfXuJ9s1J7spgrImpvFGuOYoV+fwBPfmMHrtxWy8QKoNdmBKObnjE6mCjN1JAPHW60Sv/4Q5Wf9bFR1gmv1zvDvSQY2fmcG715rYPRLnhqP59/mdC39zjTEDr+DHUdJ5tjE/rZBl/KGz09tTRe72+zUR0e5Vl1NkC4j3rWXCFCYqUUHmM0DmM12102SQce8kb4Up2NRGuCwcrDDnzL7rjfR0RRmxtB6ooX1fznNkhePs+6EEwyJlKUOUd85AERhwOlq/yYb5mgNOH3tNeLFpy/1DVDvAAw6Coef+mkz9MzzksX/WMRRmjHcruK0LDIAjoHR1Q8T1FDTTaUjmtIF6ZSlwfGaruEn/L777bmbG70WV1E0zDPGSQYDrW026oEso+7cMnetUe96Ut7hWrHUYOqjnjjK5ie4bs5ah2g19VIbE8+q+TqSsVIp9eZsWLV1PRwHsoqMPJwzdtqnIdMYP/pqJkO++78f7bre7Gpz840jqzBimW/08pyuz0rt8IoZW6vr+lLd57qR6nZMrrN/Y9lEyOBH3RgBz1HkjSyd0+soGXM98DmWe5SDXR83cndFI3dXnOXByg4P0AQ/rwcu3577qH/1DalsFn5ZMVznv5l49NBEaDJRAZTZR9tp7bQNPyDSnjtfi0rzefc7F3CvcawhT3OXQQ422CFBz+oiHbT2UWkf4kCdFWtqMmty46Cz10e9ghhL/ZU9ntpBIMaJrTeBgz0JVNtdcTAPRvk+Pk5R1FvigKHhlScAFr530VHe+R/1LJ3E73QctGiAfhYnjrTpAUoMA0AM1ZbYc/uNEGclSwMwyLwk65h+E8dXdgA7i0ZsxPYzz0vHarXoXOc20Tp8bgdZNKOGd4pr+YGnvXd8xMFsjXP1byx7sZUAACAASURBVH3/OZvzkvqljfmaAWYlOmhpy+FHX13IVZXzubstGnRmloqvFUe8xIoTIaHzVU4LT77fRdkNKZQumcWX8y0c7BnCkKRlXloMOgapP2HmgBNobGdrRwr35Way+UrY2hPPmtIU5pvb+cbrzRy0DbomNJkp/HOxk6013ewbO5GIS+SJm3NZZuvll590Ue2IZlFBHDocVLc6gCjX3hwx8axZkgZHzNRbBoFYyotTqTbFsyZf47pIZhpYnmEb3WNinAYn2Omi4pCZR7INrCybTv0BC4aiTNcmtztrua3Hya7jFqzZepZfnUPLoX6yZqeyyFvc3NS14nMz9bkprLguj5YDPbRmpHJvbhTW1lY2nRmC6G4q+lJYlZ3J5jLYYdOzsmjMTMrmcO2zkaBnTbGBvKRUVhscWIlj/qwUFjV2ctAC5rpOKmwGVs1KgL4Oto65kcqcm8dHS+KpP3SK6yrd3BJ3dvDg58m8dYmeR1bOZnWTlVpnNIVGHXkx0HLCxJNnhmhta2PnJbksWzCd3zk72IWeNcU6sPWy6bC/C00nnIdjAz7rV3HIzD/nGlhelkPLIQvJczNZlQ2VR/ppZeSJfgxlF2exJqaLV0/ax93421otVGOgJD+LjaUxHDQYWKl34np6rPGjDY5XS6cdiGHe3AxW2hyUX5KArQ8w6Fl+QRz1zuEnZIYUflruZKtJy+pLdICd7Ues4IRNh22UX5LIE98wknzETmFRBiu0cPyLDirsfpSZIZ/11hqn8dbNKWgb2nnycD/mmFiWZ0aDrY9qM1Qf7uRAsZGSS6bzU2cnVUmpPHKxHttXdVz5tz5sNhewmF2Uyb3mTrZX9U32KXV9sb2PHY1OluUn8sQNRvLqhiidm+g1i+9YjGrRZXk8ntCDLT+NZVrXBsm7PN24DK/Uej7fQBY2fnlkpDJO3/0W12t7pQYDT5TZ2GaJZ/msKOkrikwdbGlK4YnsTF66VsOrbdEsK04hDwfbD3S5nnq2WjhgS2dFtg6aujhgB+z9HOyLZnV2NHR0jR9TpaitlfWfJ/LWJTrW3jybZU391NpdIHF2QjTgoPK4BTPQesRH/3fafbfrmh6OX6Jl9oJcfu3spNpgYLXBy9Njew+v1thZdpGBJ27IIrPGSVlJJssMVja8fpotExed+DmWTbxZrfVVN1z7wFgXJFJyWQ6Px/SiK0ghz8bobNnkYyyXQ35cDyaPC5NftfFd31DfzUuX5DL7ajuNnWxtTeG+7Cw2l2nYYdOzpjiBPEsHT7YCWh9zF6C20UILaZRkwvHPXV/1w9RLbcw0SjKh5XC/h/mIm+tWqN7VcKbwWksc5cZuHp/XSFZrNEvzmijXxfPogQv5bb+v4+PNfdWURWVuPaW5dfzCmUFtQhs/zujH3GKkeogxDzMAYnmvPpX6lA6WzzlJS30yrQlt/CBlCGtvFps6owDXazeluk4en61jm72Pb2YMjhlLY9nVqsdqsPDN2adoaUwgK7PN+1ysO4Ntve3cazjLC4VDvOPo4Xu5veTZM3i6F9zuYusrTuZU3rN3sNLQxAuF8I6jh5VZ3lcB2RwarEBhVhM/sGWw09LJmws70HZl8nRTAt1RdpYnOsGRSHVQy1GF1CCx4kRI6DyW+cxZrt3WyG9OWDEn6CjLj6dQO0j1iQ42bD/JlX8xDy9ltPHUjjp+WeekcEE2z5cmoW1s564dza73dC1mtnxlpTtGx/KSVEomUnW7mfXvmtjeF8fqslw2L5vGCr2NV9+vY0PjEGDj1QNm6h3RlMzNYHmqhoq9TWzvGCLvomk8MneQLe/WsaHGjjUzhQfmenqffKKdaFqPn+XmD7uojknkgeuyWZ1qZ+uHZ1h33HUxbDjUyPqvrJj1BtaUJKM90symVgANOnfzSjd1NZ85y03vtrHTomP1kmwemBVFbY2Jm99qd02onH1sqGhmlxnmzc1kTaadJyt76AbXe83OPp59v4MDfTEsKzWyJqGL9dua2NYxSF5BJqtHnog7LWw94brJr6/pZt+Y67kWDckxUSR7PNtDHKw8xXU729je5ESbmUBZbhxacx9b957m2r+YXRNCi5m7tzXwaiOUFGfzs+JEMHVw/1v1bPNnE0B35yHZ6rN+rScbue39Lg7GJLDm6iyWJ9jY+uEZ7hreNPDg4TYq+wbJykllTYF28tPBnk4e/NDMcWcMZQvSKOtr5cFDrry6aPxog+PVcLiZDXV2bNmpPHFFArUfn+a2T/poQc/qyxLJGn6NpKWmmU19idxXaqAQK9s/rOcp0xAwRHXlaW77uJvahGQevtrIcoODnR/XcfNHwyuFfJXZj3rbGpu47cMuqvUpPLEsl81lGczv62bDjrOuV9N6OrhrRzPbzXGsXJLDExfFUH24gZt39bmesDd0sKXJgdWQyL3Frq+V+Iy1TznZ8X4Dv2mwY8hN4d65sVRWtk36BLGk83dOdrYe6CFvfiZr8mOob2jnrve73WxIPaJBKr7qdU3QW7vYNuaVLJ/9ln6ee9/Vb+cXZXB7aj9P7nVtACttPwI7W3bU8S9f2UielcnPlqQxz2bhN++eYv3JkT2KLFQOV+J4Y9/wuNvPruGv4LQ0er45862xfd+BNjORsnwdWc4Bdn3VzLo/1nLzyGdlffZ/P9p1Wyt3f2jmuDOW8uI0ym0dPHti+KtfHsq3e9cZ1h3uw2pM42fXZVLi7OXJHfVscbvPjJ9j2UT5MbaZj5hY/5WVFm0iq0sMcLiJX3bCueuBr7FcDvlxPfCrj8oylissyWX21XZsPLWjnidPDJA318gTxXqsjW3c9ZbJdf30NXcBaO3jgAPA6Vp9AtDZz8E+cL1m53lvnODHUn8Vxe7jhdx9NhGboYVn5jSxaNDAU4dnDUMRX8cnyJbJ//oylx29Tq6fWc+P0wY5eDafbx9Lcdu3zJ0z+Hb1NCrsFm6fVc+PM5zUtuTynS+NnAAggZ8fm84uK8zLauZ2fQJPn0hxjaVRrrGhoXEmPzLFY47r5nt5nWibc/lVL8AgWrd3q3qePlzAU21x5BkbeDy3D1vXNL775QVeXofxEYehZB49MlxOYxPfS9Tx1KlkV/+Ocg9/bV1Z/NYcg1Vn5gc5ZqZ1X8A/Hk+jOq6Dx+ae5tezm5lnT+XRw/m8I8draUJhlcb4fLV420pISEgoIhTL7TfN4me5A/zyjyd4qs13DiGhcEgbF02eIZruTjutTiAji723ZZDX0MjCt7sDeE0gmtu/M4efZVt58jUPn5v1oMLSWXx0SSwHPjzBDVWTn8wLyS0NmUmxZOGguse1iejybxSxeZaDV7fV8mBAX8USEgKIZc13ZvNEAOOAkJCQULASr+oICQkJqV5RLJqbwfKCJFbnRtFd18YWAU2EVKsoyq4r5KVZGo7XtLKpbpCS+anMxsmukc9nK6DMC9JYMyuRFXO10NfFszUCmiiijEzeui2D2TYLv/m4k2ptEv88Kwo6etjqeWmQkJAPxVJeOo3bM3FtNnsefKKkcYm7by4JRbJy9np9AUlI5RLgREhISEj10jBvbhprc6GlqZ37vb6aICQUbg1S8f4ZNjinsSY/k+eLoNtsZeuHzWw4otxa5azMFNYs0GEz9/JkhYndEr4oKRSE2lq5baeGn12WzOqrc9A5HFTVtbPhw5bhT7AKCQWiOMoXGJiNgwOHWqkIdM+fCJK4yRYSUpfEqzpCQkJCQkJCQkJCQkJCQkJCHiQ2hxUSEhISEhISEhISEhISEhLyIAFOhISEhISEhISEhISEhISEhDxIgBMhISEhISEhISEhISEhISEhDxLgREhISEhISEhISEhISEhISMiDBDgREhISEhISEhISEhISEhIS8iABToSEhISEhISEhISEhISEhIQ8SIATISEhISEhISEhISEhISEhIQ+K+UZsr5ufNZKMeE0tzVTgcuNHdtcyGdT4MqZEzJSIl0xGfZrwmEDGGmm8/hkyPyHJLmvh/WvHER0vGfxI8eHeVejackiyhT1eQRj08+cArcnqQ7I0CrgKYEIQUJkUiJkmjPOXwJPL246lSKOQH3njFUim4CupmfSfEEqCj6CKE8K5haLxkuBHPfHyYjoMc+SQeAtRvCaZVWKOrES8ZDPiw2TY+6RGviL4YSgmoFz+phbQxIOZ8E1sPPlRY7yCgwACmoTCh9/GVA5NVAVMxviZ7C78wERy1oiDJvJDbNXFC4UgQADj8XkNTQLwoVpoEvbJc1BJJWQU0ET+zN6NqTFeEQEBlLpBE9DEX+t++1AjNHFrLux9UlloApPASYRBE6XmCFMYmoTErYAmQfkImQmFLwghbdICmgTkI+RZz3NoIjmLQvFSpCkrAU3OC8gUSBb54Z+/0ijgY7wz2ZP6mVHGEee8iFfwxvyHACFxH2yyEBrww6yAJtLMKnXj6MOPGoGJR5Nh75PKQxMYB04ENAmVQY2b/8ntQ0IhQutWCQgQpguCGuMVHgggoIlsmirQRMF4yedK3vFYlRBAQBPJUiM08Z48fPMKxSCArPEKJOPUhSZBFUdAk5D4CNp0iNuxFFNqhCaTTCoxP/bDj4Am/vrQyFeEAIzEBJJLiT4ptQBqBCajZsL3NMiTDzVCAL9MhAGahOwUKQFNwkDRIzpeMviR6kON0ERSNgFN1AkBlIAmAY7HaoyXGl818Z1cQJMgk/uRMfhKaib9J4SS4EM9EMADNFFZn1RPvLyYVgk0iRgIIKCJNJNh75PhhSbgdo+TAH0IaOLBzHkATZQAJl4The6CENEQIAwXhIiOlwx+pPgIKTAJwpzqoInHeAVp0M+fA7Qmqw/JUik0CahMAppIO3qexkt+YBKU1ckWBDTxy5iAJkGYnSrQJOzxksW63z4ENPHXT3hezZkov8FJ2KGJUnMEJaBJmBpfSNwKaBK0n5BkF9BEWlaF+2RIoYkS8QrSj1Qf8riSH2KrLl4odFMbwHgsuVjnRbwCyRK+hzEaBXyMdyZ7UgkZBTSRL6N/BtUYr4iAAErdoAlo4q91v32oEZq4NRf2PqkOaAJ+ghMBTQIxIaCJLCbCdEGI2HjJ5MenMSWASZDGBTQJYdapAk2UACZB+JHqQ5GmLKCJRCdyJj8PoIms8Qoko4wjznkDmYIz5j8ECIn7YJOF0IAfZkPcjqWYi+x4yWLdbz9qBCYeTYa9T6oHmoAf4ESN0ESNwGS8mTBCEyXiJZNRAU1CkF1AE2lZFe6TEQ9NFLwRkM+VgCZy+pF4QJXxUuOrJr6Th29eIaBJAOZV1saCKo6AJiHxEbRpJaBJBEOmSSaVmB/74UdAE399aOQrgoz18AhOwg5MPPhRNzQJ39MgTz7UCAH8MhEGih6yU6QENAkDRY/oeMngR6oPNUITSdkENDkP4uXZh9SDAZVJQBNpRwU0kTFT8JXUTPpPCCXBh3oggAdoorI+qZ54eTGtEmiitptajyaVgCYiXjI4Hn9AjfFyC04ENAnETPgmNp78qDFewUGA0F0QIhoChIGiR3S8ZPAjxYcagYnkrGGNVxDGJB4K0KJsPqQq/K+aCGgy2YncWcIITcI+eQ4qqYSMAprIn9m7MQFNAjSr1A2aEhBAiXjJ7kdAk9A5Hj0gWxFkrosGN+Ak7NBEqTnCFIYmIXEroEnQfkKSPQwXBDXGS1XAZIwfAU2k+VAjNJGcRaF4KdKUAxiPVRkvIhGayA///JVGAR/jncme1M+MMo84KmtjoYFMwRtTY7wiAgIIaCLdrAqgScQAkxD5keZD3dAEJoATAU0CMSGgiSwmwnRBiNh4yeTHpzGNzxQhdS9rVgFNpGVVMF7yuZJ3PFYlBBDQRLLUCE28Jw/fvEIxaCJrvALJKCM0OS8gU/DG/IcAIXEfbLIQGvDDbIjbsRRTaoxXWICJH34ENJHiQ/3QBMaAEzVCEzUCk1Ez4Xsa5MlHxEIAAU2kZ58q0CQi4+XbhxqhiaRsApqoEwIoAU0CHI/VGC81vmriO7mAJkEm9yPj1IUmQRVHCWgi4iXdtEqgScRAAAFNpJkMe5/0eVctgw/5zMWEHZh48COgic9ChN5tWKFJhAETGQz7lT0MF4SIjpcMfqT4CCkwCcKc6qCJx3gFadDPnwO0JqsPyVIpNAmoTAKaSDsqoImMmYKvpKIQQIIP9UAAAU1kMztVoEnY4yWLdb99qBECuDUZ9j4ZGatMxsrz54gFNPFgJnwTG3d+IhaYeE0koEkofPhtTOXQRFXAZIyfkEITJeIVpB+pPuRxJT/EVl28UAgCBDAeSy7WeRGvQLKE92GMGiFTwEUS0CSkfqQaU2O8IgIChLgdSzEVEfGS3c/UgiZuzYW9T0YYNBn+0T04CWMw1QhNNG7+J7cPiQUJnVsBTYLyETITCl8QQtqkBTQJyEfIs04VaKIEMAnCj1QfijRlAU0kOpEzS/igiUYBH+OdyZ7Uz4wyjjjnRbyCN+Y/BAiJ+2CThdCAH2aVmB/7aS6y4yWLdb/9qBGYeDQZ9j4ZmdAE3IGTMAVT/Te1YYQmERmvQBKcX9AkPBBAQBNZ5DVeEQZNFLwRkM+VgCZy+pF4QJ3xQp3QxHvy8M0rFIMAssYrkIxTF5oEVRwBTULiI2jTSkCTCIZMk0wqMT/2w4+AJv760MhXhDDFK8bTgZBJCQggk0Gfp1dAE2kmwkDRQ3aKlIAmYaDoER0vGfxI9aFGaCIpm4Am6oQASkCTACG2GuOlxldNfCcX0CTI5H5kDL6Smkn/CaEk+FAPBPAATVTWJ9UTLy+mVQJNIuamVgloIuIlg+PxB9QYLyldLyYUBfAoAU0CKURo3SoBTLwmCt0FIaIhQBgoekTHSwY/UnyoEZhIzhrWeAVhTOKhAC3K5kOyVApNAiqTgCbSjp6n8ZIfmARldbIFAU38MiagSYBmQ9yOpZgK2psS8ZLdj4AmoXM8ekC2IigBTbz4iAnnBcHdz6c6d/FVy5uc7fkspEUSEgpUOclfY77xOxRkXC05bzDQZKi2i8HDzQw19Er2KySkhKLykogunkZ0UaqAJgFIbAIr0Y3Kbmh9ZwnfwxiNAj7GO5M9qZ8ZZR5xVNbGQgOZgjeoxnhFBAQQ0ES6WQFNpJkLe5+cOtAEQPO9X386JG8x/CuAu58/bdjEl6ZXQ1ocISG5tCjnu1w24x6/0wcDTZwfNzB0sNlvX0JC4VT0ZdnEXpkbWmiiBDAJwo9UH4rc0wpoItGJnMnPA2gia7wCySjjiHNeQKbgjfkPAULiPthkITTgh9kQt2MppiI7XkFb9vuQbMVQYpVJiPxI8zG1oAlAlLzF8F0AjfufOdP9dwFNhCJKBxt/x5nOSp/pPLV5twndaOh0t4AmQhEl5ydNDJ7slsGSgCZy+pF4QJXx0mimEDTx++IQuAQ0CcC8yqBJUM1ECWiiQDt24z7YZJ4zC2gSEj9STQpoEqTJsPZJ1xmULV4qgSYQSnDiAZp40n+bfh+yoggJhUpfNLzi9bjfwMRLQqeAJkIRqIFPm4K0EEZoouCNQMjdeK2L+wMBVV8haKKIlIImIdaUgiYBtOOAzCsVL6UggGzyAk2UUMTFy4tplUATWS5zSkAAJaCJH8GIGGgSdpCp8X5YFh+BmwsWMk3+HLEckghNANotNW5/NyYbmZkxk4zEjODLFYTaetuoaa6hvbc9rOUQUpfa+o55POY3NPHpxOL2Z0O6noycJBJTdP54Cpl6u6w013XT120NazmE1KWhVvft1rcCfxokSzaFbgSmzH4mAWeS6EKFAMB3ljBCE5Xd0EpMKiGjPNBEJlMSnMmaVObM3o2JeAVoNsTtWIopNQITt2aVgiaB5ZTFvazmwj7uT71XcyZKXnASxBzB7py84WVxXjF5aXnBlUkmZSRmkJGYwTHTMWqa3UMeofNP7totyAhNAGzOST/lFaWTakz000BolZiiIzFFR/PpLprPyPF6htCUkJt261vyQhM1rppQZJXJsB+JB9QZLyIRmsgP//yVYqsmJPqRH5rIU8nzJ17yGFMjNIkICCCgiXSzKoAmagQmHk2GvU9OfWgCcr6qI/ODFWOyUTXQZKzmGOeQnpge7mIIqVR+r5ALYlAwpOtVA03GatqMFBKSw7v6RSiSFfgSWgnWZMwQgAQ0kSw1QhPvTVLedixFikEAiXUR0ESaHzVCk3GnXEV9MiIggNd2LFMB/DSlxnhNKrqsY6UXYwKayOB45MD5AU1ALnDipgDBtvuCjIIgcodWc6bNCXcRhFQov9t7kINCZk5ScAZCKGN+criLIBSRkpe8qxICKAFNvF54IwuaTLlNYEMsRaFJ6JL7kTHCoImEyXBQ8+YQQ5Nz/1FRGwuqKCGsi//QJBQOPSdRKzQJnQ8vxqYKNAl7n9R4PyzVh8zdIhSQKfhXdTxAk2Cl5lUdai6bUHjkV5uXaUBICPOeJt6k5rIJqVVhhCYKPm1WBJpIPBhQmRSCJopoqkCTiIxXIJmCr6gaV01ITCpzZu/GFI2XBD/qiZcXsyqCJqH2IYtZJaCJEvGSzYgPk2HvkxG2ykQmP4GDk/DNEYSEVCUloYmQ0NRR4E+DZMmmUJ+cMpvAnhfxCiSL/O1YitQITUKzakJAE/kzezemxnhFBAQIcTuWYioi4iW7n6kFTUKxaiJwx6MHIwqayOgjMHCiBmgSHUvsmD8HnAPjDsdGx+K/BhgIZB9DISF/JKCJkNAEhXGVSRB+pPpQpOsLaCLRiZzJwwdNNAr4GO9M9qR+ZpSnkudPvII35j8ECIn7YJOF0IAfZpVYZeKnuciOlyzW/fajRmDi0WTY++T5C00gEHDipgDK3hdmUf6tjdyTM2FzTPNennzzWT6xFbH620/x7cw4SVY7a/6d+//6EV0yllRISEATIaGJEtBETj8SD4h4yZY8fE+QFIMAssYrkIxTF5qofpWJ7H78ch9sshBklmBaCWgSwZApLKtM/PAjoIm/PjTyFSGC4yVtc9iwQxOAmSya5uaLIoYFLEoC9HNYIBGaAKTmzCc3+MIJCbmkQUATIaFJCiM0UapPKgEBvNbF/YGAqq8EBBDQRJIENJFmWtF4RRwE8ABNFBwrZUwWgswSTKsEmshy6qYKNPEjGBEDAcLeJ9ULTTyGJkTx8n/FiSqgiZBQBEgpii4kFDEK/GmQLNkU6kbhf9XEMzSR1488UuP+HL6ThxGaqDBe8gOToKxOthD2PhlwUpkzezemaLwk+FFPvDyYDXE7lmJKjcDErVmloElgOWVxL6vJsPfJ8/vVnInyDU7CN0fwoAHsbn+3MwDg9HTch5wElk9IaKxUCE3istKZ/bVsZs5KJmNaPAnx0YATm7mfzrPdNB5u4ugX7XRZZXEnJDRB8kITNa6aUGSVybAfiQfUGS/UAJmkZpEf/vkrxVZNSPSjxlUm46yorI2FBjIFb1CN8YoICCCgiXSzUwWaKAFMQuRHmg8BTSbKOzhRCppIMniY1z94k4GZWeM2h+1r+5A3mwE+4pVduSzLScH/7WEHOHX0LWqkFMOrpnFZ6UM8dFU5lxtnYNRDV/dpDlW9zMaKjeww2SRZu/7OTioKNlO84Sd8mX4/+555hq7fpLDsM2l2pOkyfvH0fm6pXkr27/eE0M8UksqgSdx0I5feUMS8C+NHO/pAP62nB9DmGDAYEjEaEjFemEPJin4aK2v5+3tnaQsFQMmez4N/LqXAS5KB9/6Lex9pkM1l/NeXsfGpOLbeuIMPm2QzK0nzHr2DHy44wr99+1Pkq1kkSd6LiCohgIAmkqVGaBLQKpMA/EiVYtBE1ngFklFGaHJeQKbgjfkPAULiPthkITTgh9kQt2MppiI7XkFb9vuQbMUQ0ERmPzKZUyhensGJmwKEF5iMaIDG46/y/HFPx/uoqf4tNdWBFysoxSzk+z+oYPN8HYc+3cxjf9vP6QEdM4zl3HntY2y/9BY2blzKj2q6w1RADzJ8n13PlLPxnm+xA4CjvPH2nexvOxrmgkWIVAVN4pj+jYV8/Zo0EgacOABw0vlpFf/1pomumCQWrS1l8YzxeaZdtYBVF+dw4PUv2X8sNOuvTG99wLbd7oCfk4Gz7SHxqZzS+daby4h/+vf88YDrl/p39/Hy7nYivWaySkCTgPxIPKDKeKnxVRPfyZV6guTBRdgnz0En9yPj1IUmQRVHCWgi4iXdtIAm0kwKaCLNZNj7pEa+YigBTELgx5sP9+BEtdAEIIsrv/4YdxdkMXYL2L7OCv79P39LlX0mN37rYW6dlor/W8TaaTj6LI/sPkhfoMUCQMtlN29n83wrb/yqmFsPNY85tpUX97zML35Swfq7nmH7v97NHkdQzmSVNm8pxeN+6eaTz17hkzCVJ6KkJiQbk8CFt5dwzYJ4+mpP8l97o1j83Rkk1R7lz9v7mfndJawauwJlRB1n+eAvA8y/tYCS75eS+qfP+Ou+PuT+SrflWDPV+3pltqoSJaaTm804SGI+UMO+sBVIhVICmig46Qi5Kx9PgyRnCciPPBLQRJqmFDQJoB0HZF5l8VIPBBDQRDbTKoEmagQmbs0qAU2UiJdsRnyYDHufjLBVJiHw48vH5K/qqBqaAMzkyoJcEmPiiBvzLzXzMq5MBZLmsyRn2qTj3v8lUjDzMmYGW6/4FTx01Qy6vniIdeOgybD69/DQ85dT/PT6UWgSfxnfv3MXR57tZ2hLP53PfsHOVauYI+FD0dr05Tx9zxc0Pd/P0AudNP3rf/L0vPwJqaZx1TWvs+/pTvq39NP59D5ev+YqpgFzyo9gXX8LKbEr2L5liP411+N6VWeIpn+6akz9fJV1IU8/McSpVddz2ZJhXy/00/n0Ln5RPG3UTkw+y2/6T754tpP+LUP0P9/EF/f/glVGrf+VnnKSo5fFUXhrCdcsiKO18nO2vXCctrQUUnFyptKE/oaFXOkOmgBMS8bQcpztz37BkeYYCr7zNb5erJOhTFIVTdGPV/LiEcInEQAAIABJREFUrmVckj76a0zRpTz+8Xf58U3JACx88ru8+IeFzLtqMT9+5w42fb6WTRXL+d5N6cR7sZ1+1aXc/Ydb+cXHa3nx4zt48qWrubpkNEf815fx4sfLWFIyn/ve+S6b/rAQV8uNp+iOq3lw2NeLH9/B4y9exZKiYTxb8g/8bPdS5mv1XPXiWl58ZzEzcb2q8+Kbl475Ytd4O5t23cr/efZSFmZHn0tR9OgdvPjSfGaWLOTuP/wTv/h4LZsqVnLfHdle6hYBmkLQRJEvwXidJQhoMtkJUweaBFCXwBxJSyqgSUiSypzZuzHF4xXB0GRc8b3WRUATt2YFNPFqTkCTIM2F6ToZNe6A6qGJN0n/BLHsyivn8lgruz/bjqcXcWztX/KleeRVhTncv343m+d0sfE3xRgfmMHlL72B7mtvsH/tKqZ5sDFOhuW88ZPtrEvezbpnL8T4r0u5szqFdet389K85OFEWhbeVEHFNy/k0NvlFP9rMSv+fJrimyvYfs0cjv3tcop3HoKBCu58IAXjS++5ceRPWa10AcavbeSxjJe55V9Tif/hhayvv5D1d21k+fBd35xrt/PGVUYqfr+UCx8ycuGzd/IGt/DG/Ru5TAIwmjryckGQ0F9Slizkmovj6fz0C959sx0LoE3VAoPYHPHk5Hu77Y5FHw90tvDhC1UcN2spuHUh/yPLf/9+SQsxcdGT/51L4KRm024+aM9m5U/yMQCQzDWPzsdQtY9X3nb1LAdOmFHMypt7+M+7fs+9l7zMc687mffwMv7xKvdjQfziq3jwubkYDlTy3Ldf439/eyfvns7gpv+4kW8VucDFAE4GtCksWTudmufe5ZmHa2gH0m+6hh/eN432l//Kv934Gg/f9lf22PL4x//4B+YlAgf28eh9X9GGhcoHXmP9bZ9yalIJopn54xv54doUTL/ZyaPXv8aj36+kJn0u97w4bAfA7qrbP97qpOKHv+dHV/w/nnnFQsF91/CtEtnOhLIKYNyXfE1U6AIa3v05PDuXXCyFJh1q3M/EexYvgQlxXTQoFK8RZ/In9TOjPI1PI58pP53JnnRyRlnvXDTu/1JRvIKushIQIMTwT4qpiIAmsvfJwMZjWYoRgvHFIwQItXzAv4iDJkrIjZ8obwVQKzTx9VUdee36r+RkIymYON3m36at2qKHeKjAyhu/v4UXa47RbG7mWPVPufOd/aRc/BC3pPu2Maf0MVbo9/PYb37Ejvo6mtu/5L23b+GhY0ZuWXaLC2jElPPQVcWc3nMnd3/2CcdMx9hTeSfr3tnO6eQZTHN009UNYKXL3E23m1eI/C7rAOgs23no7feocwCOOt7Ys5su/eUszQDQcmHBhejatvPyoS+pa2+mrv49fvqby7n8hWc4qqLXl5SRTJ1PZ2TxN9LgdA1/HYYmALYWGxDL3O+WsjjHmwEbZvPwf3tMfPDaaTpjU1i8wigrkix44DZ+Vfm/Jv/7/CauH1kkZW/h7ceq6F98JSsXxzPt1qXcOL2JbY8dGX0Nxg5oe6h8ropT7U7AzqlXPmXfWT3FN2a7WVWTyNfWFpJ87AC//XkdDU39mJta2Pf0R3zWk8KSW115HDaAeCzvfcR7e1poqOvHAbT/9QMevXE7L7/dRHNTP+11TXz4ymm6M6azcAaAk/4e14tNA7399Pe6eckpcQblN6fQ/dbfeeXdFtrb+2mvqWPb00cwTZ/F1UvHRDqph71PV3Gq3WW74c81nERPXlHiZLtqVoCTjoAgQKilUeharRQ0UUBqhCbem6Q8EDsQnYMAoZbEuoQGmgQvxeIlwU9QzSSEN5r+Q4CQuA82mefMYYUmMhbAT1NqhCaTii57Ow4cmsjiXmaFFZp4PCCgiVsfHvzEuDugVmDi0kHe+ugD4gpSSIgZvtFw2Onr+ZCdzQD7eaVyPjfnJBAX498tn93RR8vRd9w8IZYmqR8jmVFQjJFDVJwcD1rq6vdzmnVcnqfl+XZvECaZ4jkXQttGKsbtPtnM7pOn0V21lOKYF3kveymX663sPzZ2o1cbeypuZc/wXxNf7AmsrK7frKb9jPNk6cKKDl28y+/+zyowrX2MivtnsLHyDXYf28+X5jo+qfdRiCkn3xcE/7vOIDhg4qekek600EoKmb6yN7ZwpnP0z2iiifacOmDV//E9/vDX/skH7Dbax3z5xlF1gC2v5/LQoyuYqY2m+um32Dfxyzht7ZyqG/tDFydPO7hmxjTSqcM8LnEKRUXQ/W7L+I1a7e3U1EBpUTrpNOB6wa6XU1UTytgbjfHGEm67YRrG9DhiiSZWG40eJ7FJflZ+Rha5WgenDkzYKvb0Wep7iilakALvtpyrW/3YZL02+m2QEReKs6IuqRICKAFNAnyqqcZ4qXHVhO/kSj1B8uBCRTe0ASb3I2PwlVTjqgmJSWXO7N2YovGS4Ec98fJiOsTwz19TEQMBQtiOpfg5P+MlxfH4A2qMlxJdT7pz16FJD2bVDU0ABjhV/TxPefxqThdVB5+l6qDcfn3L1n2aLpZyYXYynPL91RydPgUGTtM1cZFMvwkrOlJidYA3cKIjRa+D7Ic4uuUhN8dNGGOB+BR0dNE1EPjni/0r67AGrF5L3fzZtyju/j4PXXsn6/9pHRv1VkxntvPM1vU8X+Nmb5gpJ/8uCJK6jrWFv7/bwarvFLHs22beemN41UlLPfsr87ix1NtrOv0cebeerpE/U41cc3sehoEuPtpuCnol1lgNnG7nVJU/m8M6aXj9CCdvvZI5Pcf44253sMV+bmXNSJ4BOxAXjR7Gg5M4LfFwblXI2DwWuwOS9OjP/ebAMq4BR1P0kxv54Q1OKp/+iG0Huui3A0Ul/J9fzvKjLsNKikOPHcvE1Sh2JxYbxMbFjfvtfJSkNq/gpEON0CSgMgloIu3oeRqv0KyaENBE/szejQloEoTZqQJNwh4vWaz77UONEMCtybD3yQhbZRICP1J9jByKcfejEgUIXLHMvPAObp70VZ0PeH3fJ7SQQNHC1XwzR+JXdY68yqunWoIr2skKdlvWsaJ0BdMqX8EdAtDm3cFjM0+zsXIPXd1dEJtCysS7vHgjOqx0Dfhaw2Kly2KFps0sfWEzpomHB7ow9QP9XVhJIUWvxTuI8azgyzpezTUv8qOaF/kRWvJnrmDdzRvZuP4NrA+V8aLZd/7IVQigybB69n3JB4WX8z8vvZgbHCP7nDg4s/0AHySVcNUCdxvD9nPy9QPsOeZ6Ryo61cg1P5hPgcHG8Ve/4L+D7BKBK55LflJCwel6jqXPYuW9R/i3n7cw7k2uYUAyqmj0cTHQY5kAVAC7jX47xCdNXLHhJc85ZbP460l0//XP/OHdpnNliCF64gIf7+qxYyEOfWI0jP1eUVw0+iSw9ITmE9CRIjVCkym1n4kCUuOrOd6zBP5UM1gptspEoh8BTaT5CE28gjeoxnhFBAQIcTuWYioi4iW7n6kFTdyaC3ufjDBoooLr5NhDMe5+DHUBgtMibl76TZZMugOcSd/JT/htz5XcceUyFkg1O62P/ad+TU0wRXNUsLHyKLdcu5GXl+xnxd5j4zGF4Xo2rtnMutiXqajcw576/Zi4hfICLa8cGk2ZX3A5MwYO8Uy9L8jRzaFjR2HZDIzdx9gz5qG81pBPiqXZtUlt024OWdZz+fzL0R7aM1wmLVfdtJuNxpe55YUXR18zigHc7DNSF3RZR5TMnHnlGE1b2dMOYKPu1FZ+srWYFRvWcbmRKQxOfF8Qgus2dk699invcSnXlF7CyrQa/vr6Kc729HH0pb9jmp/PwtIspqVqicGGua6F6g/rOdXiAKJImj+br986A2O8C6Z8cCh8N/KGr1/JysUW/nzXX9mb/g88/strWLlnG388MAY4ZGQxMx9q6ob/jktnZhFYDnTRzsS3ltqpqXHwtfnZTKNlFGrGZble4dk34RWesYqLRh8H/e32MV0jjnk3500ANz50+iwNPQuYWZJOzJ4xEKgoj5laBw1VXd5yT1mpEgIoscpk2I/EA+qMF+qEJgGtMgnAj1QpBk1kjVcgGeWp5PkFmYIz5j8ECIn7YJOF0IAfZpV61D1VoIlSN44+/KgRmHg0GfY+KaCJ/87dH4qJHGAyKvcrSeJcN0rRsQFvZhn8Jpg2PnnrFtbnVbDx9kMcungzmyt3c3RAh9FYzrpr7+Ty2N2sf3b4c8Q1G3nm5J1sXPUyuy0Psd0ExoJ1bP7m5Zg+LecNj3dyozpW+Rjbr93OxrUP0vX2GxzqBmPBLTzzT89w4aGlXPj7PdgcFTxTeZTdV23m5TPreOZUF8aZD7Hx2mK63trNMWDaQBfEXsiK+Qs5ajJxeuLyFRnK6lIKS5e9zEZDOet/v5EKkwn0F7K0fAUzLPt5ZtKymamiUEOTEVmpfa0SS+NCvn59Ed/6P9M5ufcEB/e20Fx1ij1VE3fyiSFlVi4Lry/gwsJ4YswdHPjdl+w/ERpoop8zjXmLU9weG7D3UH+gm/70Iu74SS7m13fwQY0TB/v4w3sruefRxXx+29+pGXnTp0dP6cOXYnruK061RzPzjsWUZlj47O0GN9u99PPZyye4/pfF3PnjLv7wegvmuBSK117J15KaefvlJne80CV7O8dqHBQvnc8lf/6UGnsSRXdeypKes9RTiLEoHcOBdsw9FhzEUbA4m9y2HtrrJryS1NtAxVtdPHDrP/CPVX/n3QM9kD2d638yl+TTR/jt7vNvxYkqIYCAJtJcqGBiIz154E81g5WAJgGYV1kbC6o4ApqExEfQppWAJhEMmcKyysQPPwKa+OtDI18Rzot4eT4k78dflbq4uZVKbjocX/L8s8XsX/IQD12xgsfuWk9KrJWutqPsP7SOy995kU/Orag4xvMbl2Jd9Qzrf3CUzXroajvK7j3l3PL2ex4/aTxO5h3c8uwKHrvpMV7+58cwjtioXMHSd0ZWl9j4ZOtSyrs38syy7ezPSMHatp+Kt8pZ98ExAJoPbWTztS9z59rdlFetp/iFoxMcyVBWAOp48VdL0a16hvVr97M5WQcDJo6erGD9xvW8MiVXmygFTUbk4OyHB/hjlZFLVxQx75qFFFzjpK+5h7azfVj6B3HGxKBPSyAjx4AhHhjop27Pl+x/z0Sb1F2OJch48zX88GYPB221vHDFp+gfXcyc9iqe+U37MMyw8+XP93HoD9dwxwOn+b+PN7jSt5/g7T/CkqdWsGaGHtqa+eyxnfzhgPv9Qfr37eHnD/Szcu2VPHCzHj0WTFWn2XbXp+ytc5tlWL3sfezv5D11KXe+NQvauqh+fR+/faWLorhp3Ln2Bn6YtJP/u+kEFbsv4h/vXMYDXz/By9/eMwHGODm16c/8R/tivnXvMh6froWeHuorP+U/fl7FKZUMYUpJUptX8MYp5K58PA2SnCUgP/JIQBNpmlLQJIB2HJB5lcVLPRDAAzRRWZ9UT7y8mFYJNImYm1oloImIlwyOxx9QY7yU6HrSnXt3r1mz+dOhUBfAH2357NJxf9+48EYPKbO4+n/+O/cUjN/DxN75AU/96XkOOmdy87ee5A6jlM922mk+8u/87w8+wd/F8n/+8s8S7AtNZd3zD597OOJfr/TVdQb+Y7z9/7HE1zeQxisuK5WCr+UwMz+JjJx49PGxxAwMYOux0dbYjamqiaOH2+mSCZj8t3cKIYvmPXoHP1xwhH/79qc0hNybUKCK/9+Xuv1djdAk/K+aCGgy2YncWcIITcI+eQ4qqYSMAprIn9m7MQFNAjQb4nYsxZQaV5m4NSugiTRzYe+T4tUc/537VwR5VpwoutKkhQ//6w4+9Hj8FG+9eRtvKVgiIaHJ8u+CoETXsbd0cvQvnUxcQyQkpLQkt3eFbpwUuYQF8GhFlfEiEqFJELOkIKXYKhOJfuSHJvJUcspBE9nrEUZoogQwkcWAH2YFNJFuVgXQRI3AxKPJsPdJAU38d+5/EYIHJzJUVFHuIiQUcvm+IIg2L3S+SZUQQEATyVIjNAlolUkAfqRKMWgia7wCySgjNFHB5DmIpDJl9G3MfwgQEvfBJguhAT/MhrgdSzGlxniFBZj44UdAEyk+BDSR4kOK+8DBiUyV1MhpTEgo7BLQRAlVP/4K3w93IYT8liohgBLQJMCnmmqMlxpfNfGdPLCnmnJIQJMAzKusjQVVHCWgiYiXdNMqgSYRAwEENJFmMux9Usa7aiWASQj8SPUh1X1g4ERAEyGhCfKvV4rWLnS+SVKbV3DSoUZoElCZBDSRdlRAExkzBV9JRSGAEqtMgs7s3ZiAJkGYnSrQJOzxksW63z7UCAHcmgx7n4ywVSYh8CPVh3T3mgDAiYAmQkITJKCJkJA7qRGahPdVExlXmQScSaILld3Q+s4i6yxJstQImeRfZRKU1ckWVNbG1AMBwghNlAAmshjww2yI27EUUxERL9n9TC1o4tZc2PtkhEETFVwnA4EmIHXFiQwV1bj5n5DQlJMAJkJC/kuhSYcifVEJaHJeQKZAsoQPmii2ykSiH/mhiTyVPH/iFbwx/yFASNwHmyyEBvwwq9Sj7qkCTWT3ERg0USMw8Wgy7H1SQBP/nQdahNEcUXIUQLoJ38bae9uDdxgimbpN4S6CkJoVYmjSJ9d3g0Mgc5sl3EUQijQJaCKTD3mlRmii8ZrFywR9qkATiXUR0MR/P0E1EwFNpPuYKtDEz7qoEZpMKrrs7VhAk9A5HjkgEzQJQZ8Ma7xknQ6Mz+EbnMgUTI1EYyfbTgbvNERSc9mEwiwFVpq0NvaEyHLwUnPZhFSoqQJNvF7aIguaaDTqhSaSjyoRL4X8yBuvQDIGX8lz3URlkCloCCCbPEATBeCfG/fBJgtBZgmmlYImfiRRKzQJnY/A71ojBpqEvU9qvB+WxUfg5tQHmQIFJpNzeQcnMlXS5+l1c8jUbeKY6Zg8BZBRx0zHVL0aRiiMUgCaAJjbLTSf7gqhh8DUfLqLvu7/z96bB8d13Xe+n7v0AnQDaGzEShAgwU0kJZIWFUmRLVmLtVi25cRS4jh2bMfOOC+ZzKReUpWqmUomqZl5qUom897UzIvHz/PGlvNsJbFiJZbHki3bkkVHtEWLFDdRXEESJAASS4NoAN3o5b4/ugE0gF7uvX3u7dvg+VZRQvc95/c993f3T59zrnd7w0h5SC7edLgCTSwutLX6LkETV7ReoEnVb54LF7XVJJvwz0p4QaEsmAktKrhy6WCu5suCj3fytTKsOcjkPjSp2GM9QRN7NYXYCw1Z9WNSEbdrOABNCn5Zk9Ck8NfF5zhxA5rkfe3XwiykYysWnxk7w8TsBNs7ttMabhXTIJuaiE3w7piEJlIr5dfDa3Zv4eeHgAaJ9Iqvxi5PE5tO0LmpiVAkKNrRkmajcUYvTUtoIrVCSkArssAlfw/8GmRtiagK9uTFXialqwi9S7Ik13pNWPSx3SSHHzTXHTQRvh5VhCZuABMhAUyEtQGxKzd1yM2NfAn3WV/QxIu9JhahifM+gsJ54DopEppAMXAiYEWVAn+V8mit38bIzFtrik3EJvjn2D9X3iApKQfUFtq+9Ldj54e2eigwBGZ2Os75YxJWSHlTyob6Al+6YezStVpCE4smIovfAtBEaL7sVBQITTxw81xBUUEVywczDwEcsa+0mIMBTIT1SC8TIY5Vh0wVRTa9SFgz3Ohl4pCPNQ8JTcyb221CeWahrllQBWgCsLfrNyo3lpJyWft7Pw04eH5QQLuzy6noUlKOyXdX98ovJDQR5CFO624+EwlNBFVcv9Ckot3EDWjiwn5cwL7SYsUrS2jiiI/VkBKaVBiyqsdkdgsKy9d6gSYl1sX6apYJlie12AK7Uiw2YFEbI/dyR9enxDRCSsoFvaf3s/S13OsoNAFQ+xtR39PhlIuUlHDpd3ehbW7KfnDxQcBxm5LrUniBrdV3CZq4IregicNaV9DExn5sK3yVb54LFa3IR5hKQBM3VHP5KhHaI9BEyGXODQjgBjQxkYyagSZVB5nens/Ee5DJjr21YLpNlxLx7d/Y/MLGf8mG0C5OjX2TqzNvimmUlJRg9Tbdxe7up9nc9qDj0GRR2n0bUToayBwbwxiWb66R8qbUvgZ8+zrRtjVnv3DpQWDdzGdiu5JFCw8CgPJVqghNPPZAa7GohYpioImgUBbMhBYVXLl0MJkvm2Ed3o+thPIiMCkY1i1oYq+mEHuh4ap+3pdDc8yb222C9f1Y+fx//5lh2aeoR/VubAr5OGIrIKipEFWg6G5BAEequ3xBcHSXriC46aouH5Nr7dy9sRFS1cUbWzFWQq8u1qu4lC9XdmU3oMktAZnsVBG7H1uR4oLHSjPhRU1WFHjGuSXyJSaYF6FJTUAACU2sh/UANPEiMCkasurHpIQm5s3tNsHeflz8rTqWbasITQp41Cw0qdIFwYv5qg4EkNBEmNYLNHExX+KsxJ6PPQkBJDSxLC9Ck9LFq3df4RoEEJovOxUlNBFbsXww8xDAEftKizkYwERYh/djK6G8mK+qABMTPhKamPVQxDZhvUAT4b+f2L+3qAiclN28EppYC1EFaOLYJpLQRIi18OouH5NehCaWqklo4k0I4AY0sXk+9mK+vDjUpHxxCU0qLG6i4vqFJhU1xw1oIvNlPbRHoEnNQAAJTayFrPoxKRCauAFMHPCx6mHdvvJgtsGJhCaCq1fhglDTEKAKF4SazpcAHysejgKTCsJ5DpoUzVeFAU1+bTOaUA/L8ig0sdUmCU2sLZX5Elip8hV1FQJY8PAOBJDQRFjY9QJNqp4vIdFNe3gRAhQMWfVjssaG5jjgY9VDGDSxGMgWOCkJTaq083kRmJgOIaGJteoSmlir6vIx6Sg0cSNfFfpY9RBjJR5iey5fuPRQa+N8bLlZt0S+7FSp7o8xXoQmtpskoYmjPlaDeTFfNQEBHN6PrYSqiXwJ91lf0KRguKofkzUGTTxwnawWNAGL4EQp8FelDbAlCU0qasj6zJdARzeASYXBJTRxsOp6gSZuAJMKfKx6uLIrS2hi0URklepBE8UFj5VmwouarCjwjHNL5KvyYOYhgCP2lRZzMICJsG7cH5sMV9v5EhLdtI8XgUnRkFU/JiU0MW9utwli75FNgxNPQJMCHjULAapE0b2Yr+pAAAlNhKhkvmoMmrh4QRBnJaGJSB+LC2S+hBWv3n2FaxBAaL7sVFy/0KSi5kho4ohHxaHdgCY1DJnWhHTj/tiEj4QmZj0UcU24JfIlEJjYC7YkU+Ck7OaV0MRaiCpQdMc2kRvQpAoUvabzJcDHqocXoYmlahKa3AL5Ku5hdaGtNrkBATz2QGuuuIQmFRY3UbHylVTW/OGgLHh4BwIUgSYeOya9k68SoT0CTWrmodYNaCLzJcB45QIv5sutx1OrHl6BJmACnNwy0MQNYFKykHMXhJqGAFWg6DWdLwE+Vjy8CEwsV61qvioIZnGRzYjCPKyq+kNNJDQpbCSyeBWhiQfzJR6YVBR1bYSqH5O2iwquXDqYhCY2wzq8H1sJVbGbG/kS7iOhiXPGywuENcENaFL1fAmEJoLWpSQ4KQlNqpRMR2wlNKnYx5HqVbggeDFfngImeT4Smljz8CI0sVzFpXy5sivbOB97Ml94ATJZrVK9H2MUFzxWmgkvarKi4DOOx/YxZyBT5QG9mK+agAASmlgPu16giRvAxCEfax4Smpg3t9sE55lFQXCiFPjLqQaU1HqBJlW6INRsvgT5lA2mlC3hqL3QqhKaWKvqYr7EWYk9H3sSAkhoYllehCali98C0ERovuxUFAhNPHDzXEFRQRXLBzMPARyxr7SYgwFMhHV4P7YSqrbzVXFk04uENUNCE8E+gsJVOV/27J1nFgoFwIknoEkBj5qFABKaWK++XqBJTearvIcXoYmlahKaeBMCSGhizcKDD7Tli1fvvkJCExvhPbaPVdQcN6CJzJf10BKaWAspoYm1kFU/JhVxzXADmDjgY9XDur07P8YshtLXfulOA6x4eBECmApRhQtCTUOAKlwQajpfAnyseBS2ktCkmM+6gCY1ma/iHlYX2mqThCbWlkpoIrBS5SvpKgSw4OEdCCChibDQHoEmXgQmBcO6cY/sRr6EBSkTsurHZI31MnHAx6qHMGjiYL70lV9W78ammI9wazeASclCEpo44WE6mMehiaeASZ7PWrvqAxPLVasOmWwGs7jIZkRhHlZV3aEmxc1vaWhiw8Oz0KTqN88VFbVQUUIT8ZVLB5P5shnW4f3YSigJTax5eBGaFAxX9fN+jUGTquerNqAJ5MCJF6GJI7YSmlTk4VgIly8Iju7SEprY8nC86i0OTSxXcSlfruzKbkCTWwIy2akiHv6ZleKCx0oz4UVNVhR4xrkl8lV5MPMQwBH7Sos5GMBEWAlNrIf1ADTxIjApGrLqx6SEJubN7TbBeWZRLJRedWhSwKNmIUCVLghezFd1IICEJsK0XqCJi/kSZyX2fOxJCCChiWV5EZqULl69+wrXIIDQfNmpuH6hSUXNkdDEEY+KQzu8H1sJ5UVoUhVgYsJHQhOzHiWfqAX6CAxX5XOYPfvqQRMU0CU0ERSiCtDEsU3kBjQR3vgqQpOahEzlPbwITSxVk9DEmxDADWhi83zsxXx5cahJ+eISmlRY3ETFyldSWfOHg7Lg4R0IUASaeOyY9E6+SoT2CDSpGQggoYm1kFU/JgVCEzeAiQM+Vj2s2wsnMNZC5RYUfB3xuoEmbgCTkoWc25I1DQGqcEGo6XwJ8LHi4SgwqSCc56BJ0XxVGNDk1zajCfWwLI9CE1ttktDE2tJbNF/igUlFUddGkNDEVDAJTSoIu16gSdXzJSS6aQ8vQoCCIat+TNbY0BwHfKx6CIMmVciXXmyBo3IDAkhoUrGPI9UlNLFW1eVj0lFo4ka+KvSx6iHGSjxF91y+cOmh1sb52HKzbol82anizq9BRcNX/eYiGuJPAAAgAElEQVS5oqIWKkpoIq6iuYBezFdNQACH92MroWoiX8J91hc0KRiu6sdkjUETD1wnaxmaQD44kdDEWogqXRBqNl+CfMoGcwOYVBhcQhMHq64XaOIGMKnAx6qHK7uyhCYWTUQWvwWgidB82ako8IzjgZvnCooKqlg+mHkI4Ih9pcUcDGAirMP7sZVwtZ0vIdFN+3gRmBQNWfVjUkIT8+Z2m+A8NLF6qtJFN6CoCnjULASQ0MR6dQlNrFV1+ZiseWji4gVBnJWEJiJ9LC7wZL68ONSkfHF3fg0qauGwTyYxjy81R70Rh3SSQCDAwvwcmVSKZHIBw4D6xiZmpqPo9Q3E8WHUNaHVN1g3uwWhSUXNkdDEEY+KQ7sBTWoYMq0J6cb9sQkfCU3MeijimnBL5EsgMLEXzHqoEh66hCYWQ1SBoju2idyAJlWg6DWdLwE+Vj28CE0sVZPQ5BbIV3EPqwtttUlCE2tLaxyapOdnCKViNAV9tDbV09nRS0tzc3ahYRT2NWByaorZWIxzFy8zMXoGwxcgE2pFb+kqbejwjzHKmj8clAUP70CAItDEY8ekd/JVIrRHoEnNPNS6AU1kvgQYr1zgxXy59Xhq1WM9QRMoNjmsSLkBTdwAJiULObclaxoCVIGi13S+BPhY8fAiMLFctar5qiCYxUU2IwrzsKrqDzWR0GStiegqVYQmDnkE41M0+zL0b2xhY2c/KGkUw8j+S82RMlQUFUAhZYCCgq5ksizFSNPRGMRoCDDQ3YqhKMRmE7z9zhkunXkDJdSM0rEFVfetWpmSa1rxOkloYi2YhCY2wzq8H1sJVbGbG/kS7rO+oEnBcFU/JuXQHPPmdpvgzn1FJY/zym996U1DZGNKNcCRbSihScU+jlSvwgXBi/nyFDDJ85HQxJqHF6GJ5Sou5cuVXdnG+diT+aIWoYk7vwYVDe+AR31iiiYlwV17dhDQQSGT89LIKBrzaYilFBbSkDGW/ymAqiz/q9cNwj4FnwIqSYxMBgBD1Tl15gJvnziN1tJFJtKdBSgO31esO2gifD2qCE3cACZCApgIK6GJ9bAegCZeBCZFQ1b9mJTQxLy53SY4D01EnKqcAyfrBZpU6YJQs/kS5FM2mFK2hKP2QqtKaGKtqov5Emcl9oLgSQggoYlleRGalC6+vqBJJpWkJXGDu2/fTmOdjmJkUBQDQ/GRyChMxBXm09nROVakKdDgg+aggc/IYBgpUBTiKYOfHzvN0JWrKD07isyDIhCaeODmuYKigiqWD2YeAjhiX2kxBwOYCOsw/FsZSqWzo4V7exsZaAjQ7FNJppPEZuY5OzbF68MxohkRPuJkDZg08PEH+tipwci5s/z1pQWr0c356E188n09bM19nLl6kb98d35NmV//xR62atmPU1cu8n+eXVWmzLp87H0b2aPByPlzfPFyuXUpEdLMdtGb+PX7ehgssCiVWmD8ZozDl29wOJo2YdzAr753IztUGL1wji9eSa4TaKLQ1Bzh/u4I/WE/Yb+KnskQW1hgdCrKTy5NcSm5WDbMM7+Yy8HF83xpeHH7+dne20Bk/iY/nUwWcRG2Ju48nlj0ED9Up0ADahYCSGhivfp6gSY1ma/yHl6EJpaqSWjiTQjgBjSxeT72Yr5EABNNUQgHddLpNAFNpc6nksmsfGpQVAUlz0zTNOYW0iRSGRRVIRZPkc6jAragiRv5csBHScQYDBm8Z99e1HQCjDSqqhFLa0wmFOIp+7HTBkQXILqgEPJpdNZp6CQJanDve3bT3dnBP//0Z6Ta+1fNf7J+oUlFzXEDmsh8WQ/tJjRR/Ry4o5+PtK0c6ubTfDRHfNwVaWRf9wTPHh5lyM6xW3VoUnF00z6rFze0NNLLPMN53wVbGujX7NlnlSG+kGJGhVjKHHl2Kl+67qezpYUnWxoZPHWe566vgidrfLJtj6kQSwlqhhvApMyCju5N/MaWOoIAZIinUqRUnXAwyGBXJ4OtIZ5/a5iTSQAjLwd526+hhUcHmgmOxQuCE+ur6c6PMSJPVWLByS0BTWoMmAgIbKp6FS4INZ0vAT5WPBwFJhWE8xw0KZqvCgOa/NpmNKEeluVRaGKrTR6HJj5Nwa+p1OmgAboGik/HMAwMw0BVVRQlC0sUddnIyMERwzAIBXTCweyyBr9GGojOLRBPlvqpdn1BEzUR47bWADsHulEzCVAgo+hcj2vcNPfDqGnNJuF8EjrqdUJqGi2Tpr+njZbHH+MfX3wRIAdPKl9JVyGABQ/vQAAJTYSFdfUeWaF3sG8JmsxEJ/jeuSgXZ9P4/AEGett5ZGM9dQ2tPLMzxn85HiNu2UOsqgJNTHisLJJhPq1SVxdmR3iM4dhyqf72ED4yJNMqvtUAxdS6zPLioTO8aKZooZAV5Ct67RJfvjBPCkDViDQ289iONvp1nR2b2+i9PrYMiQr6zPLCT8+K22RVhyaAEuL+TVloEo+O8tVTU4ylAVQ6Orv5xNYGwv4G7u8JcHIoAczyT2+eXROmpz1EBAoeX8KgiRfyVULiwIkb0MQNYFKykIQmTniYDuZxaOIpYJLn4yg0cSNfFfpY9RBjJZ6iey5fVAYBzJtYXrAuoUlQV2n0g09TSafTaJqGqmmoqoqqWDs5GkYWouiaik9R6GysI5FME51PMp/M/zXOnV+Dilo44KEmYuxuD7J9UxdqJkdJNJ3hmMpCkV7cIjQ2p9Ac8NEaSKFk0jTWaTz+6KO89PL3SKGUf/NOGUloYi2YF/NVcVPcgAA2IHbFpnoTD/YGAEjOjPHVn48zmskVWUgyfnqWK6kBfqtPI4qPCDAKoPrZs7mDezpDdNZp+JJJRqZv8vq7Yxyfy3s7ll7HgcF2DrTX0xbQ8KWT3IjNceTCGG9MJFnuwKLS2bWBD/Q10FvvRydJdOomPzqTi7fYdL2OO4vEOzSZH6+UVDq7unh8oIneOoXU7CxHz43w3fEUqPV86N5+DgRgfvQKf3FyhtTiuvib+Mw9PQxoMHLuHH+dN0Rm7dZJMXoTBpoDDLb4eSWWK6vWs6NFg/Qcw7F6BppWbRfVz+7+Ddy9YTGvKUZuTnPw3HVOLOWh+FCdcKSFh/ubGQz7aPBBfH6B4ckpXr0wxXAq56E38uv39jKoZjh94jxH2zby1IYg0SETw34yGWKpxR8CMoyOX+el0Ua+0OuHYB2dfhjOlIh/JZA3VOc8//3KAmiNfOLenlz5s7zq7+TJ/gZ6dYPozWlePDXGeTXMozs62NvoR0/FOX3hGi9cT7B0WVH87Nq0gbs31NMZ1NBTKUZv3uTg+eucnM/lTWvkE/fkfE5e4Ghrb7Zdl68y3N3DnX6IX7/CfzodW47rb+JTd3XTv2ZYTZ78PiK5J/7RGzdz0CSbn7HREZ7PxIikk4zPLfYiWTVU52qQX7u3h0E1uzTY0ccfd8DQuTM8O5pGQaVjQzsPdodzx0aK6PRNXrtwnVPzhXoc1SY0AVDtVy3eAGXtV8I9HAuxXqCJgI3gGWiSty6O7Ftl7IVWldDEetX1Ak1s7ryWq7mUr3UDTRw9qeTZ2PQI6CptdRpNvtzbXVSVuro6/H4/uqZZhiaLbVFzw3gMw8DIGAR8Gh2NQboagwR0tXQwh/Ol4Mz+lUkl2dIA2/p7UTNJQMFQ/Vy46Sw0WdRUwmB0TsNQdJRMmtbGMI89+ijcGCI9N2M7rrL4Hw9BAItF11YUti4rg6345KF81TY0EbzzrQqlN4cZ0AAyXLw4uQxNlmQweu4i//GHZ/nS8aksNMHHvjs288xAIxv9aYbHZ7iS0uhqa+WZu3rZE1isG+S97+nnw70NtLHA8PgMF2MGkaYmPrBvgI+2Lz4mKfQO9vNbu1rZ2qAQnZrmXAwiba08c2ATB4KLpYLclx9vYlW8NnOPXcH2Lj65vYFwKkU8rVIXauCeOzbxSKMCmTmOjGUfjutaGxnM6xESjDTRqwHEOT6+sJTOwltHJToxxwzQ1REmsvh1YwODPiA2l8vlUgoAH3t3D/D0plxeJ2JcSal0tbby9P4edvtLr1eks5cv7OtkX3OAukyS4Zkk1AUZ7Onic3d2Z30BMkYOMKmEu7t4qjNIkEomsFmUUSZ+kUlgM5ml8pHuHn51cxA9lSGlakQiLXxsRwcf3N3Nbj1DLAO6P8juHT08EFoM4OOOXf18rK+BXn+a4ckYwymVzpYWPravh12+tT7hrs7ldhlx3r6e3Z7BlkYGFxupQKCpkV4VIM7JiSJQKZVemv+nt6eDOxo0lnebNJeuR3l7Ypar80VyrKQYnZ5fnkNoIc7QdIzRuIGCQs+mTXx2WwuDYZXodO7YaG7hl+/YyP7AmmBFPAp/bUdF93kBp6rKepwUMHcMAjgdohoUXWxkYUGrAwHKH0iO3uOsF2hSMl81Bk1chEzirMReEGxBAKclNF+lfSwu8Ga+sA8BIkEdLbOAhobu8+H3+YoXtruPKcsbdAmgNASJJdJMzq26CXMDMDno02lMc8fOO1DTs7kbKI3Ls9k35LilWApuxBU6gjqqkaSluYk79uzm6MnTKAN7176uuIyczFdhM2HFHKhcOpg5COCYfaXFHKhsIbSN83FlhssK1/nJHhUJLs5kihQzVvbkqG9gXyjDzHyai2fP8/djGfA389n7uxnwNXJPu87xqykIN7KvQQXm+O6bF3kznm1I56aNfLgNfMEAOvOkghGe2FiHjwxX3r3Il64kAZUduwf5RGeIRzaHOXoqRio/3uGLHM6L96FW0Oty8cqkorne4J8OneFwHPT6Vj5zVycbtQB3bgzzo5MzDF+d4kZfB+2+MDsjCqcnDUChv6Mum6vpKCfmym+dVGyGoWSEPQ2NDAYnORyH3vYwDcDIjRjR9raVFeob2FtvMDO/wNCFC3zzejavn/7FLgZ8jdzdpnHiWhEK7W/kycFGGoDYjat8+cQ0UUAPb+Bz+9vorIvw5OYo//XMHKm85/feiM6ho+/yUrGJXUtKIRJp4bHOHNGZm2d41dQc2fhneGk6nctXAfqTd43oDBt882cXOJnUuGPPIE+1qARbWhi8don/enaORF0r/+KuDXQSYEd7gB/MJqAuzN56g1h8gaGLF3n+RgZ8EX7jni769QbubtM4OZJe4dMb0Tn09hleXmxXXZTx3g206WG2RxTejea2eXtd9mH+ZpQTq+bvXVJ6hp+MJBjsCaDXN/GRvU18MJVgNDrP0PQs5ydiXEoUgyaAMccPT14jsXcLD4UhPnWdr52dzS4PRPhATxCdDMMXhvif17LHxvbtW3imPcRDfSHePjub6yHjDjRx0sM+OLkloIngNXIDArgBTYQ3vorQpCYhU3kPL0ITS9UkNPEmBHADmtiE2F7MVyW9JlrrdXQjjaGq1NXXu8L2FVUBIwtTGut86JrC9ZmEUI+S/g76BOan2L9nEMVYyPbcUVTGEypJF3qarNZ0UqXRbxBU0qiZBXbu3MnwtWuMjw+jdg6YiqGs+cNBWfDwDgQoAk0kZLIeuorQBED3L/bSMEib7XQwN8n/e3AyW19XCft1UNPMJAEfhEM6kMr7hT/IPYMtxK/OcXE6zuily3zp0nK4YHMTnYs9OW4sPnlnODc2R7KzibrWBnqJMZQfb0s23tDNbLz/Jy9eOc3fGOdoDrqk5qK8Gd3AxlaVuqZ6OplheP4mb0538ESTxmBHPfrkLCm1np0RDchwcWSaaTNGmVlORDPsaQ+yO6JxeFRnR4sfSHBuMkmqfW1ev3IoP68aqGlii3mt14HCJ9VgJEK/D2CBE5ez0AQgNTvOoekWnmpRibQ00MnciolqU5PjvGoBmkR6B/h3vYWWLHD03PjKXjRAanKCV5egSXnFJic5nQRIMzSZgJY6IMGJa3MkFCAeYyi+gc4g2f2OBMxP8dWfTQGgaSohnwZqhlgK0CFctzZvqckJXstv1/xNfn5zA482agxuqEeLzpJW6tme2+ZDYzdLbHODqxeG+GpsA/dvbGSwXkPXA/S2Behti3DflgzR8es8f2aKqxaviYGmRjpVgAQnJ/KOjRuzpNqbCDY30MscRXf/GoImYBecuAFN3AAmJQs5tyVrGgI4eGNTbFFN50uAjxUPLwITy1Wrmq8KgllcZDOiMA/L8ig0sdUmj0OTljoNNZ0ETSNUX1/GyL5PwWC57WxkMtT7dTY0wPVYQqRJYWeHt0mrvkA4VI+angdFIW5oTDm/WgWUXdHRedgY1tEyaVDS3PMLv8AL//RPaG29ZXudSGhiLZiEJjbDukFrTYRKLY2j0wibnmBApbevmw/3N9AVKFQpZzoX5fXrLTyzwUd7ZxfPdAKkmZqe5Z3hcX40Mk8ciIT0XK+Xep64bxdPrA4XCNDmh6H5KK/faOGZ9rXxTl9djldO0ViC1FJiMkTnM4AKfp3s3N5JTozM8khTiIaWBnrVWYYWh9ik5zk6bvbpN8PQ2BzJ9jC9HSGCN30MhoD5GCdmM6zlDyq9vV082Vcsr8U3UCTsy+UwyehiEpRsG8bji+vnI6LCcB4gi84lzE/2W1BpojdnOHRhjEPTa8lbdC6BlUtBbC61hDjiS11jUowv9WQxskAE0JfSodLT08mTGxvo9JfYH0u2K8mJsVkeagwRbm6gV5nlUmMDgzqQmeftiXLbPMPV66N8/fooms9Pb2M9vc1hdrWG6PSrRNo6+RUjyX87HcsCIJOK1Ok5mFDHowd28ujqAv4ArT7yXnVcdJUrklt9IKyDEzcggIQmFfs4Ut0NaFID+fIUMMnzkdDEmoeEJhZsqvqAVtzccrM8ni8FaK33QSqBquvU19WVLixMBc4eqroET5rrM0zNrX31oDBnh7eLf/YGt9+xHSWTBCODqqpE426doBe10i+ZUUikIKQZqMYC4XCYjRs3Mjx6gUDv9vJR1gs0cfhXNy/mq+Km3ELQBGB2NsE89dThY2OTDnMFBrroQQabMgxPLBAHwh09fGp7I3WkuTJ8jTcmkswT5N7bOti6gkumOH7sHDfaIxzoamSgqY72gEZzUyP3NjWyteEi//eZubzyC1y8FuPG6nlWMgnGjWy8E8fOMd4W4UB3I/2Ny/HuaWpkMHyRvz47V3aoTspEYmLXpxjaGmJroJE94THirSEagGQ0ymkLbweLR6cZSofZ2tjAjhadLmBq/CajsAachDd08+tbc3m9OsKhyQXiBLl7x+q8rpRCgU1dZBVX5yZl8nXGi4peG+KLF7KoJZUxwDBK5ttq/JXKq1uiN1SovZtf39JAkDTD10Y4NJXM5m37hiz4KNSu9Kp2KTB7I8rQlhCD/gZ2hceIN9cTBlLR6VwvGHNKJxe4NLHApYkoPznv5xduH+DRRpVwcyO9aozztlKywNDYLBOr85BZWPtdjUITsApO1gs0qdIFoWbzJcinbDClbAlH7YVWldDEetX1Ak3cACYV+Fj1cGVXltAEyE4Eq2aSGKpaVWiytERVAYOGgI+5hTSJlIjJ+VY5u7Bd2us1wuEQSmoWFIUUKnOuDtEpvJLRpEJIz04Ui5phz65dXP7ud6EIOHErX8tmwosKqlg+mHkI4Ih9pcUcDGAibBV+VCxVLDU9w9lkM7f7VAYG2ugdG13RIwEUejf38hubAiQT03zr0FWSnWHqABLTfO/0FEMAusq9BTtEZBi9Mcm3b+SGoATr2DPYyy91+mnvitB/Zo7h2RRJAvhIc/bCCAfzu0CsWZcMo+OTfHt8Od7uLXnxzs5xrsx6R8I+dJLLE5LW5Rq+kGLprcGpGG+Op9naodPfEWa8MQBkODcyY62HxkKM0zczbG0O8cAmFUhxbnweWPse4t4Ny3l95cxiXjXuLtETaDE90ViSFAF0fHTWAUsP+ipt9Yvrt7A8AaldZYxsTxC32XhRKfS2hwgCLNzklXPR7LAVrXTeVoXIKh3j5xNpBtt1+ttDTDTktvnYTMleM61tndzfEaRNn+flY2NcygcjxgJD00loDICqEizThNWKzqdy2zXD+cuj/HOiTA03TiMObntzm6wAKqxZCCChyYrqtxQ0Mb3CxauLLViB8tal5qFJhdvFtBSRVhKaiPSxuMCT+VKUyqCJrio0+AySqRThUKh4QZegSb5URaE1VOZ1CXacXdguenKWnrYIkEExsneLcynF/FwJFav4Ss4lDZIGYBgomSQtLS2Ew2FSkyOFo3gMmlR0PnUDmrh4bRFYrHjlWxCaAJCa4UdD89nn7FArn7qrmwOtQdqCPiLhMAd29POpTdlXd8Snpjmb39tC1XLDJRQ6e1rpz7EAXc9GD7d38akDg/ze3ualt8qk4vO8cyNO/jyb8ambjKYB6tjXm5uME4XO3l4+s7+Pj29tIAKE27r45J2D/MtV8U6Pr4xXLjEN7W3szj3B6vXNHIhkH9fmozHGl0plIckM0N62gTvDQDLG0UmrJ7c0527EAZ3mgAqJGCdulqmSn9fuljV5LaT4ZJShJICf3X2NS/kJNrZzX279xq9Pr5mDxJZK7sdF3pxjx8NqIFVFz53MO7pb6M89heu6Wjzcii+zkCQGtLVu4D1hIDXL21Olt3lc9THYUkdnYwsfua2VLXUamgIoGq3NrTzUkXv1zdw8owV6m6xuVzDoY/EuJTE9w2gGIMgdnUE0FEClo7ObT+7p5emBME3FAlWgakATMNPjpEADFr8Kxd7hyrnjzM3NrS0kJSUlJVXTCtXX07/jDpIdu8QHtwGxbV0PXYImlapeh3QySchj0CRbzsCvabSG/EzMWugDXsrZpQfawPwUfX3bUdK5n8EMg0TaGwTCQMHIphfFSGMAO7Zt48iZi9DStTKChwCAxaKCK5cO5mq+LPh4J18lQnsEmhQqMj50mb8L9fNMd4C6hmY+vL95TZn56Bhffyfb22L4xjzJDSF8viaeOaAynAnQH0xwZHSBuzr9NHR089nMdf7hcoJguIV2rZv/7RcjjM6mSWk6nY111JHhxkiuV0V8iu9ebeEzfQHa+/v5/dY44/jobfDhI8k7V+ezk53OLcf77XsjjM6lSakF4hVa67yfsqfiOo/fPcg9MYNwOECDBqTjvH5pdsWwk9TkFKfnIxyoC9AOzI9Pc67cOKACik7cZIR6uoD56PSqHj2LMhgenyfZns3rx/ZrDGf89AcXODq2wIEOPw0buvh05gYvnDHWbsf0TV48H+NzO8KE23r53XvjjC6otIX9BIFUbJwXhpyceEoQMMmGsiCD4Yl5Um0hdL2Jj+3Ly9v1Be7c4Ce8oZNPZcb5x3OrEl/AJz01xel4hDuDAdqA+ESUc2V6UM5eH+Xl1n4+0qYTadnAJ1o2rC2UiXPo4hQTRaOkiCYyEFahqYPf2hthePQafz8a5XsjzXyqJ0Dbxk38XnMie2yEdXRSnB6Zz05auw6gCZQDJyWgiX/yCEpmjs9+8hO0t7WKb5mUlJSUVFV1Y3yCl1/5IXomRbrrDnGB3ehlYruSRQsBHj5NwadkUDQNn17gsix8PawGzJYP+lZ33bbh7PIDbSiQbbNipJcaUNGQdqsNKKOFpIJPV8BIg2HQ0dFB5siRlREkNDEVTObLZlgbELtyU6tFUpw+eZ7/ci3Ce/siDDQFiAQ0fOkkUzPzvDMyzuvD88RyP9vHRob5eqibJ3pCtNfXE7k5zbd+PsrxTBPBhi5uD/loC2roc5M8+2aG929uZmdTkIE2FdJppuZm+NnwDb5/NfvqYAWD4TMX+J+zHby/t4He+noGSDM1Pc2bF8Y4NJmjFXOTfO1wNt6OxiADrcvx3ry6HK/gWqvK0kPZ+JUr/EjdwOObwgS1DDMzMd44O8LBudU15zl8PcGBTYFsjkZiZedPKWgfj3FiBroa0py7XnwOltjoMM/V9/BYdz3t9XVEbk7zwtExTmQaCYa72BPy0R7U8K2OkFvF6Ohlvhhv4eH+ZgYb/fT6IR6f4/T1SV4Zusm4Yz0BqwVNspodu8pzdd081l1PW30dkZs3eeHtMU5mGgmGO9ld76MtqKKXmihlSXF+fiPBnRtz23xstsh7jPKV5O13zjPa1sovdoXpDfuJ6Cpk0sQWFhidnuHnw5O8O1/q4pjh3aFRTtZ1sL1eIxhUIWMABlcvDvHs/Abe19lAb30d/aSJ3rzJzy/f4KfT6XUDTTBA+a0vvVk4S0rJj4y/9Rz/8gufL92lWEpKSkqqpjUVjfI/vvo3dL33V8UEdAOauPRwLgoC1OkKITVNIBjE71s1w15VepkUkoEBXJ9JMG/jHb7VGGpipNNsUafYv/cO1PQsigFgcHXez7yNX2UtmZtUe9Ag4kuBYZDW60DVefbZZ6nbcTdqsMwblUTJDQjg8H7sRWhScVMkNBHuISSsG+fkMh75i3u3DvL5jX5ITPI/3xhlyCx8cCBfyyEb+Nj7NrJbg9EL5/ji5cp7Kpo0LriwmtDEcjgTHj2bt/CbPX5YmOKrPxtdOWdJReamm2CuhlunEJegCRSa40RZ24BC7YnH4xKaSElJSa1zNUcizMRi5QuakYQmBeUzUhiG4WFokq2voBCpK/2q3KLObj3Q5vno6TjdXZ1k5zfJfWkoea+IdKIB1uRTFcjNvaJkskCqpa2dzPyM0JYVVY1DkxWbXEITa2FLno8FNcBkKC/ma03TBaalZDAL0EQPt/BwZ3b+qZErkx6BJkDQR2Sxg2LG4S5+Zfbj9QZNtFAzD3Vkt/no1Unr0KTMrldT0EToMVlCeTle2Se4gLlbPxBJSUlJSa1T2fypwIvQRPRQk5BfQ0sn8QdWvUXHU9BkWT5NRVXM3wu7Ck1WSUvO4/e3oxiZJTiBolBi/kKxDTAhv25kb8oMUJQMBtDQECaWcqxLzLLcgAAOQxPxHqbtKy3mQGULoW1A7MoMHXRzGgII97D/U//S4pZO/vXORsIBHR/AfJRXrpns1eFwvtp6N/HrA6Hc5K8pRmMOnsvK7Mde3L9sH3rNnfzetgbCfgP0BXUAACAASURBVD378B6P8oMRiz153OhlYi+Y9VBunfdX3ess/+4ioYmUlJSUlGjZgCa2fkSoQWgCYGQyqKqKnj+3iUehCRioikLIX35eecjlq4q9AHyaSktLywpoAlBX+VQt5hpQRqoCK9+lkG1npLGRTKL8Ozhsy8J28Q4EkNCkkrDrEpo4dH6pCjQxsS4rF2evGT7STE1N8vdvj5ibFNaFfOkBjbAOZBYYGr7KK1GHepyU2I+F7RpegSa5Qrquo5MmGp3i+ROjnLcyatYNaCL4mKwqNMn9oLFai2/UWiEJTKSkpKSkKpaNq54XgQk4A00AdNIYhoGuaR4GJitl5jbY7UlgCyk1t3K4y2LRep9BQFNIWJ+qxVoDyqjRBxrLk9aSyUAO6qiGkMatlYXmegcCVBGauAFMhAQwEdZmz7/KTB1ycyNfwn1KPGxarTl5jb987ZoQe7sqGE6B0QsX+PcXxHqVN15eKGw1XcqXaU2N8Fc/Wfuqevvm1ptQsoanIFOFKnKTY7D4Y0eeJDSRkpKSkqpYEpqYkl8FRVFqBpoAZIzi6ETBG9AE8tpprHw1pmqkifhFmNtfUQVoDhhg5E1KoChLvWNUJ5LoBjQR+ovjymArPkloYi1syfOxhCZrwgrvzWLvYVNIMxzomVMxBBBqvLxw3UIT4eZ2m+A8NCm6uzqwHxdUCWgCqyaHldBESkpKSqpirRNooijOQ4BkKoXPb33C1eJyPjGBIrOrKu7Ym76BWh6hY6z63qDRl2JDnd0u5JWtpKLApgbQV7+y0yjSN1iELECAiqCJMBXpZSLcx5R9pcWKV646NBFoWKPQZE3The/H9qGJEHvB8h40yeZYWL7WCzQps+tZa4L9/diqi9MeJVUGmkAeOJHQREpKSkqqIpW8GhdeYOs+xSVo4oYMI5PtcSJETjc6G7/Ot3aSEFehiUkZ6uIMIsbaDWoYNGhp+hsgaG7KFusNKKAmv8JAg4GPZOHIOdpTolOPNVk4wCqGAMJUBJq49YtjzeWrRGi3oImJIl6FJs552H9qrRloUvVjUim9WIiH/XDeg0wCe5nYC2Y9lIegCeTmOJHQREpKSkqqIpW8kBSHJmJ9xMjNoSaGYaBpImYrrd6V3CtDc1YXVf11TE5O0tpUjwIYioKSRyRUxUAlSU+dRjyjMpOE+RQki77S096KBnUI6Qb1OtSraTLGSgNDAcXI/n9RGU1ALySL+XLDx2owpfDXzqmGoYn5XhPuQxOnPYSEdQua2KspxF5oyKofk3Jojnlzu01wvpdJyXBu5MwkMFmUM2/lk5KSkpK6dWTjqufFXibgEgTIf0DOVNrjpIrAxE17GxAgY8DCwgIQWjPPSb5U0oTUNKGgSir3O2E8rTCfgpQBGUMhYyy/gnlxQM1ivMX/a2q2G6+qQFDLTkDrUw00DFQyZAyj4Gucl0YSGYCiMD4xgeILmV/hUkkQW1RQRXMBXYUmbgATIQFMhJXQxHrY9QJN3AAmDvlY85DQxLy53SY4D03cOlUVlUVoAotv1ZGSkpKSkrIjCU0smqz2lNCkvJG94umMkQUnOSCxusdJvgwAI7P4UhtCKoT9gKKCAemlyPnIZPmzYRjZ1wsrue+MxZjZUkU7sRRQYiEBgQrASc1BkyLARLiPKftKizkYwERYN366vSXyVXFk04uENUNCE8E+gsJVGZrYs68iNHErXzagCayaHFZKSkpKSsq01gk0cWMS2KxRIW+FTMbKY3WJYC6pFqAJQEbVmZqaYvFtNcWgSTEZOSBi5HqMZP/l/738WVMMFIxseaP8zVcpZTKg+oL2Klt4qPU0NKmogbbtKy1WvLKEJo74WA0poUkFIat+TGYbICxfgg+LqkImYZxDaLCSLk57lJRNaAISnEhJSUlJWVXJm47CC2zdp7gETVxRER9VVW2AEwlNzBRXfH5S6eVbIcPSxq5SjhWFmzejKD6L70u2cIBVDAGEqQQ0cUM1l68SoT0CTSp+HnXo4bwgBHAu+vLX6wmauKES+7GwXcONXiYO+Fj1sAdNhAWzHsqNfJV4cZ3ZHzvkUB0pKSkpKfNyo5eJ7UoWLTwAAKz3OKkiNFGyw1JmE2mHjcQVnZicWN7QpruBuJvjpcE/igIGpBaSWJoaVmC+nKtcOpir0KQm81UkbEkP96GJ0x5CwroFTezVFGIvNJxHoImzHgLDVT1fAqHJeoJMFQKTRUlwIiUlJSVlTm5AE5duOrwATQAUxWyPE+/0MknZGlpkxUxMUUNRSSQWMFBAUVDK3iJVL8fA0lwsAEqg3lwdNyCAww+aXoQmNQEBJDSxHtYD0MSLwKRoyKofkxKamDe32wTnoYlbp6qiEgRNwC44qfK9hZSUlJSUy5LQxKKJuWI+n04qlRITzAGthiZAhRPaljISW1wL1JNMJkFRMSgHTqqcYwBVYXJyMvudauIV1W5AADd6mQj3MWVfaTEHKlsI7cZPtzUMmaoCTEz4SGhi1kMR24T1Ak2EApMStdw4jbh1yRUITcDOHCcSmkhJSUlJAbUGTao5CWwxzSfTZUCEt6CJc0bOFI/djIKyfKtT+KXE1b2xWb6BU3KvTy4jhRqEAEWgiYV1EWhfaTEHKlsI7RFoImTTSWgizF5YyKofkwKhieB1KRqu5qBJicRIaFJS5nucSGAiJSUlJbWkwhcFW5cKl6CJK7LoM59ME6wrNqNFFaGJB/Nlp0mansutqkAme7tUGJ5UX0butyxfQ6R4IYfzJaZy6WBK4a+dUw1DE/MQwH1o4rSHkLBuQBM38iUsSJmQVT8ma2xojgM+Vj3sQRMhgey4uJOvEmSkEmgCZsGJi/cY82//LX/+4sUypTSCTa109mxm7113sq8nXDZu8vw/8pfPvUN86ZsNPPY7n+WeEvcnZ7/1F/zNqcKT4OlagHCklc6ePnbcvo/dm5oKTua2cn36eOp//zX2FXrLYGqaiyePcPTUZYbHJojOJkihoYfCtLV20799J3fevo32QnXH3+Cv//trjAKgsftjf8jT24uvV3GluHH+OIePvcPQ1QmisVniadADIcKRDfRu3sbe/XvYGjGx26SmOXvsCCfeXbU+gSCR1g30bsrGGlgdK3acr33xO5xLZD9GDnyS3/1AT+GJ8mKn+MYX/4nTi2X3/Rq/+0SftUn1pKSkLKq2epmA93qZ5FfRVQ1j8f21rj9RFm5T9W+eKyq6QoFwI7FYjIY6HYVMZcGc0tKdnMrU1FTxGzs3oInw3FQRmrgBTIQEMBG2pIeEJgXDSmhiLVzVj8kagyYeuE5KaFJADvQyyVf5J2Cv3WAAkCY+fZ2h6esMnTrCoQO/zKc/0Edd0fIpzh27kAdNAK5z9NQE99zbaqsFqXSC6MQ1ohPXOH3sEK9038mTH32AnWagwirNXHqVb37rEEOzq5ekSc1OMzo7zejldzj04w3c+fhHeGxXq3g4ED3Dt7/1HQ5fS6xZlErMEh27SHTsIifeOEjvgQ/yqx/YTEORUFPvvsQ3v32U4TWh0qQSs4xfu8j4tYscfeMg/fd8hI892LccK7yHx953hC9+/xopIPrWDzh816cKAK4UF3/82hI0IbSTxx6U0ERKyllJaFLYxH5xVVUBA8MwckN2vA9NjErvQCrIl9WKGcPIgZOW5e9F3UEJlqFkh+oYaoH7iJqDJkWAiXAfU/aVFnMwgImwbj2FrBdo4jD8M+vjRWBSNGTVj0kJTcyb222C89CkqsAEHIcmUG6Ok6pDkwBtfQMMbs7/10dvRyiP+CQYffN5vnkyVjxM/AxHz68FAqPHjnPDdFNa6C/aBohdO8xzX36eN8fLTfK3UjPvfocv/80qaKKFaOvoprd7A5FA3veJ6xx+4Vmee2vCkkdZRY/zja/8wypoEiCSa0NbKH+SulmG3/w7vvytU8wUCDX19vN8+ZuroEne+qyONfTG3/KV710mmfdt+/6HuHORZ6Wv8eqPzjC/2mj8TV46Nr1oQP/7HmBnod44UlJSglRb0MSL85kUKq6qKoaRBSe1AE2gwry6CE0AWIQQuVf9elXZpimkDQO1btXPEhYggIQm5j0qaoqDjNN1aGJyXbwITdY0Xfh+LKGJc8aLCwRBEweOyarmq8SuZ60J9vdjqy5Oe5SUC9AEo1SPk6pDE4AO7nv6VwoObZkffZPn/uYHDCUAEpz72TtM7TpAc4Eo8+ePLw390Pv2sGP6OCemgYkzHB19gEc6TTQlsocnP34P7fnfxcc48sPv8NKR69neLImLvPTNg/R+7gG6zHQ8iZ3ihW8fJ7r4WWth9wc+yGP7e/J6c8S5cfJVXvjuIoxIcO57/8jr3Z/lvWbaXVYTvPGtlzi9BG4CdO57lKcevI2uvLzPXz3OS99+iaMT2aFL0VMv881NPXxmf9NyoegRXvjuWZYQltbC3g98kIdXrE+KmUtHePHbr3J6Og2kGX/zJV65/bd4fHF99B4eeGQPJ547TgyIn3qVV+/azOM9i0mNcfz7hxjNjaLSO+7jyfx2SElJuSJblwmXoIkrEgABFieGNSruxmFfVqAJVNBWN6DJ6krBMFNTU3RuaMdYpGlVzPUaLbYn17bR0RFQc8OP3ehlUnHl0sGUwl87J7egiUOqCjSpvIhLQcqEdHA/tuJxa+bLivHKBV7MV1UhgBu9TOwFsx7KjXw5OJ9JoWBre5w4SNFFqq7zAA/fnvewPHaN8YIlY5w+dplsPxCN3tvv487Ni/UmOXFszH4jgh3se+JTfPqeDUsEKjXxJq+8W6L3S56u/PNrS0AHQuz+6K/x9ArIABCkfddjfPrjd9K2+FX6OgdfP7W2F4YNJc8f5OC15Xlc2vb9Mp97YiU0Aajr2cNHP/0RdocWv0kw9OM3uLjUwSbFxX8+yNBSqCb2Pv0pPrpmfXQaNh3g459+jMEA6IEW+m/fRu+qgVR1W+7nsc2L3W0mOfy940wttvnSQV65sJi4JvY+fmAl0JKSknJctzQ0sXGdLFY82+OkeuDE2ugghVQmw+xC4bm/ylS1VFTU/pXOGNk31ahatsAipPCcFFBUMgao/qCEJpXbV1rMgcqlwyoFPzjYALd6mdQcBFhf0KTgJqj6MamI2zXc6mWyXqCJ4HXxIjQxii+q2Gdlvwgv3kuUUDAcWPE5lWJtH5rYWY5eyt3kaT3s3dLEQGSA8JGjxIDomeNc+UAHG223QqfrfQ+z99jXOTwLkGbo2EXmd+0pMecKwFVOnJle+qT33cdj24tPcuvruY+HbzvOc6eywCB+/h3OxW9jT0XDU1IMHbuw3EMksJWHS80TEtzGY+/v4/SLORA1e5ajVx9mYJMOXOPEmeXxRnrffTy8pUTjwnv42BcG0MPhIn5h9jx+H4e++AOG05C6dpBX3t3J09tnOfT95V464dse4uEe6/PKSElJ2ZflS4VL1xYvDs0pXUVhJpGmLpMkFHL3Amy1l0nlZsKLmqqo+OuYmp7JFsjvbeI1eJJrz8LCAjSZv7CLzpd9VRGauAFMhAQwEbakRw1CExu6b1Mb9/a1sJA2SKRsQFon5LHTRW1L4HwmbqimGrs+FNQ1VAV+fGWCt69HCxdyaWjOai0/cdbcjhFn9FLeXB+RJgrNyzp15jjDi0M6evYwGAbCe9jRdJTD08D0Oxy99AAbN1Xw8K13s3tLgMPHslAjNXaVUfYwUKpO9BrDy9yEzl1bi062mlWQwdv60E+dzUKL9DWGxmDPJvvNhgmGxpYnI9E37WSwzP1aw5ad9HKZIQBmGb06DZtaITrGaN48LZ27BsqsD9SFy7wNKbKPJ+86whffmARmOfGjg+yOT3BwLLdBAwM8/Mi2MoBKSkpKpCQ0EVU8u9QAFEUhk8nYbJR1uQZNhObLTkUFxRdk5ma2P6qBxtKbdTwmg+z8X7Gb0wQ7HX7hoRu9TIT7mLKvtJiDAUyE9UgvEyGOFQZYSGc4Mz7Ljdm18xOK8jCtMj419fhU9WPSu9CkaE+T9aIa6mXSFa5jY0OJp7sqQRNYBCc1tmMkY2Oc+9kPePHCMonuvH0PXWtKTnP67Wt5w3QWH+Z72LuticNvTgOznD52jcc2VfJGFp1IRytwLfsxPk0sDpSCELPTyz09CNDWVP6Vyr7WViKczQ1JihONFepiY0WzRPNAXqTVxNt6wq20hViazDY6MQ20rl2f1vLrU1653jyn/o6j08DEYZ57cXGZRue9D7NPhI2UlJQpeRGa1NJ8JsWWqqrqGji5laAJAJqe7cUBGKqGkk4Wq1BdKSoLyWw7tfrSPzt4Z6iJHJojLLRHoIlXhk4kUhneHZ/h/GSscEg3huaY8PFKvsqGrPoxqYhrhhtDcxzwseohbGiOvWDWQwn0uK0tQ2d9oPDCKkITMNC9DU0u88J/+nNeKFNK776fp+4q8Frh8VMczbEMtD72bll+yt64ayuRNw8TBWLnjzOU6mNrJZ1O9LzK6TRl362TSuWV0dHN9MzVQ3ksJk2q4NgkC1rRBtCDZmJp5K9qKrX8x4r1KRTq0nf4i785TsEZYAJ7+PQffHBtLx19Mw+/fyunXzi7chaU1n08WWibS0lJOSIJTUQVX7vUrR4n6wqamBzSoNU3MHsz171T1SCjFCxXHS3ONqdgqCqTN8bRA6VvBrwDASQ0ERZ2vUCTqudLSHTTHl6EAAVDVv2YrLFXDTvgY9XjVoYmReXyJLDFFpR+HbHXpTXRv++DfOGT9xR8i82NM+8wmvtb33QbO/J7J/TsYcfiHLGzZzh6ydprhFcrHs97rNcChcFBvnQ9D3mkSMVLlF0ymc2DBxrBsiYm2pAXIh4zk4P0MiyB5TbYWR+Tatj1MA/35b/GOMTeR+5jo5zaRErKm1ov0ERBIAQoHszn03Mg3DlZmwS2uMrOYWvBw3aTTEKTRQXCjcRisewyRbPr6owUBRQVFJVYLIbiL9492TsQoIrQxOROU/Hu7gYEKNlICU0KhpXQpGS4qkCTMvtxTUETQddJe+ZlF1mrIXhdvAhNnJwEttgCjz96Bujc3M0y70gTvXqZ8dyQx+CW+/nYE7cVmUtjjKPHri99Sl34Dn/+H75TxCfBuWMXSG7ZZnO4Torxq3nzrYQLz7eyQk2tRCA3yWmC0Ylp2FL6lbrJ6YnlVxcTJlLWpJyaiISBXD5jE9eZp6P0nCGxCcbz5jKJdOTa3NRKmOX1GS+0Pk0D7N2nLcOf2cscPTNZvncOTQxu74DLue5DWh87Sk08KyUlVR259DzqxflMSlcpfZe0kKGCoaKlJa6XiQEoTMdLDHWxCE1sycbdmxIMMzk5STgcxlAW5znJ/W5UzVcTqyoYxtL8JhOTkxCKFCwqPl+VB1sDAZyWG71MhAQwEdatp5AahiYAyaSOkXHxUaXMungRmBQNWXU+7A1oYmAQqFsoH67qPXMEQxNBsvg7hXhVdWjO2oW2zkbuHYsd3P3RX2Ff3jPyzNt/y3998SJxIH7mB7z07mae3l7gIXr0OCcm1n5dTPHzxzkd32bvLTXxM8tv7gGCPZvpLFcn3E1vKwzl2jh67Aw37ir1Wt04505dXoYMgW4GO2y0dYWa6O8JcXAiS0JSl05xOran5LwhM2feYTivfm9PDo6EN9DbxNKEt6MnzzB11wGa8ytHbuORJ25b/nz1JU6fmSw8dEdKSqq2dAtDk9LFy9/YzCUzNAdUDCODoojrCCoOmiwrUwg0CM2XnYqlI6b9IcYnJ+nr68NQVJRMXpVqvV0n3za3zW+MT6CGO4oWq8ijYt0C0MTB9XAdmtQ4ZFrU3M0Gkokicx1ISZlUR//yD+lVgyZuABN7wayHqjKUqxY0ARtDdaoNMBvueIwHuheHbcxy4rs/4GyBYSFXjp1d7p0R6mb37XvYu+bfAG2LoRIXOHrezviSOBd/+Bqnlyb+DrHjdjMTzXawe1vL8sexg7z09nTR0smrB3nl1PLs4uHt++ivGMLr9N++dblHT/oir/7oAvPFisfP8NKP8+BN60729ix+6GH3tuUeJqlrh3jpZBkk4mzPdCkpKbfkwoVBUdYnNIHsUB3DMEinxb160wloUjCkx6EJgBoMc/XaSK64Wj1YAmu7TysKRg6cTI7fQA03ryhakY8wFYEmHujWbqOYA5UthPYINBGy6dzqOSElJUBF93kJTayFuiWgSfFBQKbBiVvXx/Jq4p7HD9C5xE6O8+L3L6982E9d5uipZQjReddHePpDH+Sja/79Mo9tXyTZaYaOnWXGSlNSExz/X1/nuSPLXnrffTywxRzR6Lr3AXaHFj8lOPfi1/nGzy4zswIoxLlx8hW+8o3DubfpAIE+HnhvJW8BWpZv0z083LdM86PHnufL3z7OyCqGND96nG995R85sTRMJ8Tu99+94k1GG++9j8GlULOc/vbX+MZbq9cHSE1z5eSrfO3bRSaKlZKSqh25BE1cURWgCYCuakIniBU1n8laGWTy7yUsDs2x1aSSFc1F1BqauTkdzb1dJwcqqjFEp1Bzc/ObjI6O4g81ouq+okUr8hEUTCn8tXOqYWiyYtcVsB+bNq28SPkAHoSyUlLFVFUI4NbQnPUCTYowi2rMZ1JIpp7wPXfu6ryPJ/e/w5ffzAKL6LHv8Mrtn+dDm7Krk7x6nNNLD/gbVvSEWCmd/ts3Ezz1DnEgdek454oNVYke58VvXF5KWCo+zfjYJLH8HwhDW3nqQ/tWDk8ppeA2nvzoXka/cZTxNMA0p7//dU7/MERbWxNBLUVs4jrRFa+xb2L3hz7MgcLDoIE0Q6//LV97q4Sv3sTeRx5jTyQbb99HP8i5r/wDJ6az9cePfYcvHnuFSEcrYQ3isxOMT+c3QqPtwEd4cvUQqfAennr8Al9+4Z1sb5/0NKe/+3VOfy9EW0crYT1FfHaa8YnZVZ1NAvTeu7f88CYpKSnv6BYemlO6ivW7pHgqjWIk8fkqw+FO9TJZnN9kIZ1mPpnOMzOnavQyWS1/Uzujo6P09fUBGuDO65+XVKjJBhhK9legsbExaGgtWtS2R0WqIjSp8aEm5nqZCG6AW9DEAXnuOUNqfcsD4FcoNBEkt05VReXGfCYlA5Z3KgtOvHky09n4vkfZe+rvODoLMM3h777K3s89zEY9xdCxC8s9GTp2sqOteCTfpj0MBt7hRAJIX+XomRj79hcgJ4lJhi5MFo0T7N7LUx99jJ1FgUZh1W16jM99solvfusg56ZzN6TpWcbHZtcWDvVx34c+zCNbSkxCAsTGLnKuZIkWOt8PexY/hrfx9KefIfz33+HQtUXfBNGxa3mT0eakNbHjwQ/z1F09BSeRbdj1ET4dDPHNbx1meJG1pGcZvza73GMmT8GOnTzwyEPcs6n0OklJSXlItzA0sdXLpMyiVMbAqLDHiXPQZDmwgiI4X3Yq2ouYrmviwtCl7DwnqoZCKnePZNiOaVprwuc8FTByO/m7Z8+i9u7yCDQpAkyE+5iyr7SYgwFMhPVILxMhjm7ly5sPHlLrRVWGJvbsqwhN3MqXxyaBLaaS4MTT567gZh5+ZCunXzibfUvLxGFe+PEevvC+aY6+uwwdOm/bVmLCVUDvY++WACdOJYA0Q2+/w9T+AyZ6jWgEQ0109vSx4/YD7N3eWvptNCVU13MPn/zCHi6ePMzRU5cZHpsgOpsglfNo6+ih/7Y93Lmrj2anJhcPb+bxz/w2d58/zqFj7zB0dYLx2CypNOiBEJHWbvq372Tv7bexsQzjaN7yMJ//1wc4e+wIR9+9wPDYNLHZBClNIxgME27aQO+mzezYvpXBnrBjb5OQkpJyQHJojrWlJj0Cfj/JZJK6OutXEmehCSw+6MdT1uZg8Qo0AdBbuhh59w0WFhbw+/0YaCikszubk6N2Cg7PyXkqCigak5OTGIqGr77wOwJtediWHJojLLSEJtZCevqhQ2pdaL0MzbEXzHqoKkMTdzysmSv/4stvFqxRLldXfvIV/vTf/JElMykpKSmp2tOf/Ic/Z/sTn5fQxOpSCx4BDepJ0dAQRlW18hXyLRzPmQGKwsjNeRIpc71ibDXJ4X7CmZGz7B/cyODgIBgZ1MyCcztcubCGgaH4MFSN1378OqOZIL6WrjKVbPhUEExCkwpCewSaCHFzGZr84qY29mxo5Hvnr3PkjE++VUeqYnX2X5fQxGqoKg7Nua2tkXt6Wjg8GuXo2JqxD8J8rEITgwKTw5rqJSepsJSUlNStpfUCTWx0BXcamgAoioqu6ySTSQt1rPvYklLkNcSFi3oSmiiA0tLLW0eP5r5QnZsk1kxzc/6xWIzh4StojSXGFFfiYzOYhCbWwioFPzjYgLxQ0y99lv/81F38l798tSK3K3/9GH/11F187fmh5QCrgqQO/SH/10fu4q/+zYvYeQ9lwXbJZwopp7VeoInga74XoYmX5jMpVHrFwA9TeZInOCkpKSkpwfLifCalq4j9NSiZNlggjWIiEe70Mlk0yw7TSaRSZXubeGlozpooCqjBOtLhVs6dO8fg4CCGoqEYgieJNdNkw8hOCqsovHXkCHr31qW36QjzqCCYq9CkhoearAkrEP5NPv8Jvvo3Z9d8r0W6aN9+P/s/+Tts7y3eE6Mm8uWgj5SUq3ILmgiSw79TlFeNzGdSqPQSOJG9TKSkpKSkqiEvQhM3epnkK20YqKpOOl16HhHXoMkqj3IdM7wOTZY+b+jn8JHD9PX1Zec6UdIoGGLmiC07PCdXRlEx1OzcJsPXRgjuvFechyUV6WUi3MeUfaXFHAxgIqxT+3FkP9v2dWVv1pUYN0+8wfBPn+N/vTtD4Et/Qr9fuKMj+ZLARGpdSvhomipCE7eOyRqGJpADJxKaSElJSUm5rVt1PpNiSikqfiNNKpVEL9ADoRrQxMhOb0J0vvgQolqBJgCq7sNo7eX1nxzkofc/iKHoKEbSeWgCSzu8gQYovPb6QfTenWI9bAaTQ3MqCO3kfjzwJA/9jQ4pAwAAIABJREFU3pMEF0NNvcjff+bPGI6e4MpV6B8o7Dh74qu8+uw/MHRxhARhGrffzz2/+UfsGsj1UlkY4uQX/4zXXz9Dwt9K14O/w641h/gMI//0Z7zy/BvcmPXTvPs3eODuAm2MneHks3/Fz356gqkoBHp2s/3jf8QD7+1HZ4aT/+4hXj4SZtfv/TGBl/6Mt6/ez0e+8ScMFAglJVUzcqOXib1g1kPdEtDEukuhGqqEJlJSUlJSbktCk7WaXUiTNgwWFtZCCjfnM1npq5DOZEhnCt902GpSyXWpfCWXwhcJpbVtZHJ2gcuXL2d7fyjacq2lRJv8p5Srs3K9DBQMVeOtI0dI1jWjN5R/h19edUGS0KSSsK5BkzWhEkyf+Tk3ASK72dhTpPz1b/CPf/rfePdimC2/+e959EO7SZ34Di//6X/mykI2zpX/8a94+YcnmGvez/5f/RT9U1/l9ddjK8LED/05//A/XuPGbBfbP/473DFwgoPPvsHKPnHXePv/+AIvv3wGff/v88Qf/D7bQ2c49pdf4OW3ZlDwo+MHYlx87r9xMXw/ux68hyZx2ZGScl9uQBPB1/yqQhODmoImJZpb+nXE1UdTUlJSUlLrTV4cmlO6iju/BmUMMDSdTCaDYWRQlOz87dWDTAaGAdPxJOlVY3XE9zKpKOraCOVCdW/nZ28dIRwO09LcTA5p5A3ZMdEWM81dTJuy+FFjdHSUMxeG8G89YCKASR/TqiI0cQOYCAlgIqzD+/GSjvwZf/3Un634Suu5n4f+4I+WhumsddvGHb/9x9wR2c32/f3otDLyw0Mci/6coauwsectTh4cAVq47ff+gvfuCQDvgX/9DAcvLsaYYeil10gAzR/6D3zwl7cBT9KVfIZvfHtk2erCc7x5IgYbfpWHf/tJ2oHBnhGu/P6znHv+NWb3PwK5dqZ7P8+v/LsPEBKXHSkp9+UWNBGoqkMT818L96l0aM7qhcXBiYQmUlJSUlKCJaFJaSXSCrpikEgsUBcMVrkXgIKiQCyRKl/UtkdFEddGMRlK1X2kO7fxk0M/5dGHH8Lv94GRylY3jPJxzDY5b4fPoBGbneMnh36KPrDXRF2THuYaUvyTh47J2oYmDphH9nPbL/STfUF5gsT1E1w68hqv/ukfkvqTv+A9AwUmiI20wrtf5Wc//StemV2A5EKul8gCKYDZa0zOAvSzcWmC2X66trXAxcnc5xFuXF8A/LRs35T7LkD77m1o3x5Z6nUSvzrELMD15/jG08+tbMfwCaZ5ZOljy/7dEppI1bZqDJpU/VG+xuczKbRwLThxi6JLSUlJSd06Uly6glg0KV3cnV+D8hVPZajza6SSSYygHwXVOTMosS7ZrhfzyfSKiWHXAzRZlFbfQMLo5bWDB3nkwQcx0FGMVDZQqclizfoYuf8oChk0FpIpfvjaj8l0bkMr9xYdCU0c8ag4tFtDcxbDDTzJ/b/9JMG8xdeffZr/7x8OcfDZ77PrT55cU33ka/+Kl18eIbD7d/jwb95Pk+8Mb/zbf8u70TK+RaYx0k2UYcMHeeIPfmnFEBzd10qLQnZoEaCFir8FSErK03IDmNgLZj2UhCYVhVp5R1YyyxKaSElJSUlZlyKhiSXNZxRUTWV+Pu6skYl1ic4vrB5tItBHzNAcO9BkqX6omZt6I6++/jooCkap2x07t0KKgmEoLCRTvPz9V0i0DqDVN5SpY9HDQrAVQ3MkNLEW2i1oYrJIejbB2ndwXWPk3exQmvYHf4mBgX5aQjP/P3tvHmNZdt/3fc7d71tr655eZ3qGsy/icEiJHIoUKVIrbFAGI8SSEUiIIwECJERGYgMWFFgLECuIFTsQLNuBFAWSDUhAbCHQglAbbUUUKW4jkZwZaobD2bpneq969Za7L/njvt+pW91V3fWqX2099wc0uuq9e88595xzX73f936/3x+TyfTtBGifYqkN8DrnL8TTN17nomabAJxk6bgDJFx56Y3pazEXv/bypj690+cqFskkwT79FKceeYpTp7vkCdDp3sYPoIkmjkA0oMnsceB+Jjvv6ZZHb/Hmxmfagc9yE0000UQTd1s0JrCzhVIQ5wWFY1KmCXmeYZp7kH7c8lqEbZIRZ8UeACa3fXO25u+0qYUTBBe+wl/+2R/xoY99nC2/Rt1JH0rx5//5z0jby4cHNNmPOMKgyc5ZOXuc7bz2B/zZr3xZf1nP117m9b9+A3A487FnaQPrm05YZvF4B14ec/VTv8YL9n1c/P3fYbLowJXrXPzMH3Plno/wxPuXePHTq7z4K/+E9n/1Edyv/S7PXamAkiq6nPv4s7h//ees/f7P8oedH+Lk+M954fOj6ftT0OaBH+Jbn/xd/uz5P+FPfvkkkw+fZPXTv8Zzz485+SP/gX/wgyfnNz9NNLHfccSkObdsbj8+9+8yP5OtYuo8t91ZDWjSRBNNNNHE7mLf/EzmBprcorE9vhbF5vm6HuZYts1kEpDnNz9XvuPOto0Nic7lUbxHLJNDBJpMw104xv3vehef//M/hRJKpTY/bSpn/1dOF/Qv/vKzPPbku3HbtwBN5s4AOUDQZIfXcseXfLeDJgCD53j503/Ii9N/Lz1/Eff+j/Ce//43+MT3ndriBJf7f+Sf8S0PnyR7+Xf4L//+D+H7/gX/9f/4QxxrJ1z61K/xwgWXs//dv+Cj738Id+2veO63focLiz/Od32sAjmycQWetD/8T/nEJz/AonORl37713jhrffy0R/7CC5AMvVL4RRP/8xv8F0fewb35d/hT3/lX/HClVM88mP/lk/+4Ln5zU8TTex3HDHQ5Jafpw1oMtvRt3hT/cT/+cVt3r71LJ//zP/FL/zsP73twJpoookmmjja8XP/8//CI3/nx2c65zCawO6KZbKLfmaN7aQmbceiZ0OSxLTbHQzjDv1ObnMdZVll/EoZvL0ekubFnPuZz0TeiTRnu1gYv83HP/htXHr9JS6/dYGnP/gRFDswib1FJEnKl774BY6dOM27HnyIP/jiiyRu7+YD9wMwmXs/O+r+Tg/bwwZ20OwhkebMpccDB5l2Ht9+3wpPHe/xx9+8wl+/bJPGjTdKE3cWJ+6/MtsJc8U59gc02es+bhlzBk2eWOnx7OklvnRpwN9cHuygsf0BTWDbqjoN06SJJppooonZo5HmzBa3AgEmSQZYqOsXmQwcjp++F8Mw76CjW0X1bSEJJoxK+x0FmlRRXf/J+95Fu9vnS5/5L7zvOz6669bSJOFLn/8cjz7+JAvLx7Y/8G5hmczQz2FkmdzUdAOazNZkkzY0cTfEfrBMdtfY7E0dUdBktsZm7+VO8ZcbHl/NnSvaRBNNNNHEOyQa0GS2uB0IUJYlkySjc+Isp+45RhgEpOl2ZS1u19Gt+wFFlsQUtkec7QI02WOesG5+r56cKwVliQJ6yys89PiTvPDlL5GE0cwSnTRO+NJn/5Knn3kfS8tLFXMFbv5S1oAme9LHHTd9SECTuUiZjhxo0uQgTRxQNKDJbHELV9XDCJrMagK7XdQYJ82HVRNNNNFEE7uLwyjNuf0pBwia7CRxmh6UKpvctuhZGaPxhKLwcF3vNmdLI9u/VZYlZVlQ5BlpmpEoC0PBtQuvs3Dqvp21f5s+5gWazKmp23SkIQ76yyu0ez2++sXP8dQz34rttXbUxNrVK1x44zWe/ch3AuKVssXA7xbQZIY+DiNosnOpyf6DJnvdx1ya3WPQRBklqF2y35rYItQ7L9tTO8iI9wM0mfPEHzhosvOX597PfkpzbowpcPKOu42aaKKJJpqYUxw90GR/ngZt2/wuGDN5WZJjsrK8wPVr11kPAzrd3q0r7twSNClQyqDMMmzbIcwNVFlOrWFnHNysnc/a/D7sr3avX33Brn2JsmyHZz74EV558XlM0+TcQ4+gtvGZKaKAK1cuY5gmT73v/RtvlKX47VLeoWfKzbENYHLzW3sTR1hqclOzDWgye7P7wDTpLa9v+fpch7AfrJw96me2PuYImuwHCHAI2HKHETTZr4+qbWO/QJNZB7Cbo3cxaKsBTZpoookmmthtHEbQ5NCyTHbZj1IKpRR5UbAeFXQWlzHKnMFwjOV42La92Tj2tiyTEsMwSOKQ0nQI4kwzVQ2gd+zEDBc00xszxX6BJlCBJJTyLUo6rX5/8PEnKbKMa5ffJishz0uiNMe1DBzLwFQKv9XmxL33b3EFNbCkAU32pI87bvqQSHPm0uPdJM25TT8NaLLTPtR8h3C3gCZzf35ygKDJfqXyByrNmb2neYMmsK05bBNNNNFEE01sH42fyWxxxyBAWernhWGaYxsG/X6P0WCN4SSn01vANM1tGRFlWVCWJVma4DkuBSUJFmXNz2Sa5uN4Hml+m28Ve/gNTt30wx7GtA9DUW3qTbKajZ8Ny+bsmbMYlBv4yvQUpQwm2e2/hTmmwS4carYf9I2/HbJ7sgFNdt7UkQEBGtBktiYP/J6cI2iyH4DJHvQzax9zY5nsrrHZm3pHgCZzNIG9wwE3wEkTTTTRRBMzRQOazBZ3Ol9bnZ7kBWkBXm+BJcsgTlLG4wGW16HIUxzXJ0tjDNMmS2Mcy8RE0W63WY9TkizfBADc3OM2b+4xT/ggQBOAaH0VOHfLS4ep8mY6cdWhCnVLDb3SJ7Ydi8kdf8tsQJO5NXu3gCYHPl9zaX3HfRxGEGDLJg/8njxi0pw96GfWPuYGmtxN83Wrv4f70s/Bs0zq0QAnTTTRRBNN7DgOozTn1qfsz9OgbZufRx9qi4Isqkri46wkyXIcy8RpL6DKAmU4REmKYZgoSizbJUORK8U4SDYSf8UtwJPtLmhXb87W/D7vsSIOue/MKVQpDi/1/7cP7QdT3v5YqIAT4t0P+UBBk/0ATObSwA6a3eN9PEtTR2K+5t7P3QWabNncgd+TRww0OXCQqQFNtox3sAnsdnEkgZP3PXj2oIfQRBNNNLHv8aVXzh9o/4cRNNkVy2QX/cwacwNNgLXLFzlx6vTWf/en4EeUlTVStsIwDUogLaqzSqoKOvUhbQeazPbFdj4XOc/52llnG2HHQ1aWb6witJVNbklZTivvlOW06pGaqnu2G3zVjlLgm/MZ8M5BgDnFOwI02a9sZ449HjjIdMet3/blt0OTMNtafjivrufe5H59jm0bhxc0ObA+9msIh3i+jnkFi+4MFaoO3M9kjk3NsZ/dASeHYJM30UQTTTSxf3HXgCb7cB3zBgGSONry776sSanYVBCmrCEi9fNuHNKOGSd3MWgC0LHAcRwocwR42j42Jrosp2twS8bJ9L1S8cDZ03zjK98g9fq7HvBdCZrs4XXsO2hyhEGmA2GZ3Oatv1l1uRAeyWe8TTRxqOJDJ+KdAycHDpocPqaJxOyfRocINPm9/+cPKYqCTqdDu90mjmPSNMV1XaIoIk1TlFJkeUbH9+m0WpRlSVEUWJaFAURFQZKkJEnCeDxmPB6DUrpKgbRZFAWu41AWmV4DwzCwbZssq75sWZaFbdvA9EuYUiRJQpZlKKVwXbf65zj62DzPsW0bz/PI85woiojjmKIoMAwD1/MwTVO3AxBFEQrodDq4rqvHmmUZWZ6jlCKOY7IswzRNbNvW162UoqQkz3KyLNPvKaUwDIOyLLFMUx9vmiau61ICk8kEwzCwLIvJZFLNievq84IgIE1TDMPA8zw6nQ6O45Cm6XTsJXleGRQmSYJpmnQ6HX2uZVn4vk8QBABYlkWSbNDK8+m1yfqFYYjrurRaLb1GMp9ZlhHHMYZh6PHIvojjmLzIyPKUOIrxfZ9+v09RFBQ5hGFIURTYtq3blN89zyPLMizL0mvhui7tdhvTNLEsq2qnKBgMBno8juOglMI0TVqtFp7nsb6+zmAwII5jwjDEsiy63W41zjDEdRw839draBgGSZIQBAGtVgvDMFhbWyMMQ2zbpt/vY9s2YRhSFgWW4xBFEZPJhHa7TbvThrKax9FohGEY+L7P+vr6prlPkgTLsvR+k3WyLEvvizzPsSyLKIoA9P5pt9s4jsNoNMJxHGzbrq5vMsGaji0MQxYWFmi323p+AIIgYDKZkOc5YRShlMLzPCzLwnVdiqJgOBxSliWLi4sURUEYhrriiFKKVqul18bzPBzHYTKZkKYpk8mEJEmwbZt2u43v+6Rpyng8rvZEntPv9+l2u9W9lGWkaUocx6yurpIkCadPn6Hba7O+PsC2bX1v5nmObToA+j6r9mxGnlf7xZvey3EUEcUJyqj2QpIkJElS3Wdlied5LCwsMJlMuHjxImVZ8nf+7vfu0afoIYoGNNm2vRP3PbD1G+XWL2lApay9dvPh20aWRDDdz3uZbKqbftjD2KaPIks51muzNcNkq3YEbVIV24edgIrVAY7jcE/X48KOHWK3AU0OAa19F4ftwckzNH1IQJO59Ha3gCaHKJ9oookmaPxMdhA7B04O4QecJMWSUKZpSp7nBEFAlmUVCGBZWIZFmucMgwmABgTKokAZJoZhYZomjuNsAl0syyKOY0ajEXme43kupgJ7mgRXfSugAg6kTwEXLNuhLEvSNMWxHRzHwfd9KEuCIKQoxti2TZqmpGlKWZY6EbUsC6UUaVq16TgOpmkSBAF5nmNMwREBICQxL0G3ZxgGjuOQZRlhGGKaFU9YQJV2u62TTJmXPMtI4hjLquYkiqIKYJm2LwmlYRi4rotpmmRZpgEOSa7zPCeOY136MooinZCbpqlBJwmZe8uysCyLNK3ALAE/Wq0WgE7my7LUgIVlWTr57Xa72LaNZVk4jkOe5aDQQEAcx8RxTKvt03bapH6i1y5NU7K0QmO73S6tVos4jhkOhyRJtbdMw6Skup5qfl2UUqytrel1arVaOukXkAGo1n46/5PJhPF4rBP5oij0usv+bLXauJ5LmqaEYUiSJBqwSpKEVquF7/savFJKVXvDMEjznLIoNOhUliVRGE3vmwoYG41GKKU0aJRluQYel5aW9DhlL8nYZa+FYajfk34FTJHxOY5DGIbESYI53WsCtMVxrAE8uU88z6MoS5RhaABKxtTv9zWAcvz4cYqi0IBGURQaqJG9kyQJnU6HoiiI41iDl0VRMJlM9D3heVU5Vxn3ZDLR+1opRafTwfM8giCgLCvwJk2rzCcMIyzLpNvtUmSlBjxl7L7vYVkmcbxhbGA7NkqZxFPQRtbA8zzCMCTPc65evarnfo6k28MZu7i8Qwua7EVCo+4sqdnNkNI4wmw7c251mxYOmDVhT1Z518OPTP1NuD0Np7zh59uNv45iUXK84/HmpQDD9WcadAOa7LLZW/ZxxECT/Zivufez+8/ju/wvXxNNHK5o/Ex2FDsDTtQtfz2w6PW7OglP0xTLNjGtKomL07xKdC0D27FxWy4FVRJW5pCrgsIooCiwDUVe5igTvJZHqUqyLCXNYrI8AVUQBGPCaELL92kZCsd1MSwTc8oEKIuSoqw05IZlokxFkkaUZY7nVwl+t9vBdRzyIsf1HP3UPi/yCvhJKmaG4zgYpiLNMrIkqkACx0EZirxIcT1nmhDmhGFIlqZgVOsynkw0k8RzXfIio6TAtCqQJ01TojisEmrlk6QxSoFl2biujee7ZFlaJZFpRhBWIFSn3cHzfYosJ02rp+OOY4GColTYjkW742PbDkkSEwYhUFCU1ToUZV5xyVUxZeiAMhxcz6YswcXGNEzGkwlxEmGZJoZpYloeruPiThk5SZKQxDFFWWDZBqiSJI2IkyrhLMmJ4oqF4DoOxpQREIQTTMPA8x08z8FxbZRSJHGoE2XDMDGUhW1b2I6FaSlcbJZXFsnznDRJ8Vu+ZsgURUGv18E0DdbWsoqxNBmyPqxYOkuLS1i2zWgUUhQZjluBN1EYkaQJk0nF0Ol0OvgtD9u2aLdbZFlKbiqyIoWkAmOUAUE4qfao506ZVCmO62BgUhYlo8lQA022ZWM5FrZj0rM6+K0W4/GYyWRMu92p9l+RUZQ5lmWgDBOVQD5MSdKCssyxbAPPdykppsdS9YlVsXWSCCjJ0gr0WFhYwPddUNVxq6vXMEyDoihZWlnEcz1GI6Pai6bC9SsAJooioimIsXxsiaIoGY/HGnSr7m0D27FotRdJk4QkjSmm91FRZihVsVKgJMshyxMmQUIYTTRAlxcpYRBiTkG18RSY6PW6LC8tYzsmYRiRZglFWYEdCjDMFpZt4LgWURjj+Q7Hjq1gWWYNyIqJohjX9eh2O+R59ZrneqRZqpn8pm1hKZs0n5Cksf4MUKpkNF4nCAIcu2KrWbZJ3+nuk0bmgGKuoMnuqODziL2UmijU5i2wx6AJQGdhkTDN59jiNq0cAqlJ3yrodNrVL1XJnFucpEAV0y9lNx63zTm1YxVw7sxpXr/2IqvcCjg5QNDkCEtNbmq2AU1mb/YQgCZ38V+8Jpo4nNGAJjuO2wMnhxQ0ATDtShpBWWIpE2t6OXmeE0QBSRqhjOo4ZZSQFRiAYU2ZKsqePmWPGY8nU/aGARS0Wj5lWZBlKUEwIS9SDEzyoiAvispoD8iLChyQJ/tFUVCmBXmRk0/ZERXrIyGOQ/I8xbRMPNfDditWiVkYFGV1jms52I6DYSiiJCNJoin1v6LwV0+wLSzLIM0Kpt50KEN07QWmqfC8qo0wnGh5BTBli4DjVElmEFRMDZFDVLKcig3guA5+yyeJY/IyJ8sSoKAocrIsZRKMNYPENJUe12SSgCrxfBfHcabSowzHsTAMQzMtLNskTZ1pv96UKRCR5ymtlqdlMVmWMRiskud5Jf3JkmmfJkWRTQGMrp7/MAymQEjF8ijLgiSZYBg2rutPE91oKk/xMAylWSEog6LMuXbtKlmW4vs+3W53yiAyqe7IEsNQlCUkScU8MU0D13Uoy2I6jpw4qZhLo9EIZRgE07UQhlCr5RHHCtNUGAZTIKxKxEfjMaZp0Gl3MG0D07bw2x5Waml5SJLGpHmiWR9lCYapsC0Lx63ar7NQoKAsC6JoQ1KllEUQTrQMypreU0kaE0YRYRAQhiHjsalZJ3mekiQptm1x/Pg9RFHE1atXybKESTCeysYSzTrxPIeSgiSLycsMw1K4noPne+RZhu3YZHkKVLI6x7Ypy1zLV6p9owiCcQX8TeVHk8mEbrdLv9/HshRRFGjmmWmarKws6WOrMVXgneytosjIsoQ0TRiO1qd7ufqEK8scw6jYOXmeEscVK8bzHXzfI8sShsOAOI5ptzsVg40Cw1QoQ5HGCePJmCRNcF2PeMqe8rIEhZoyjUxctwJ1sjwlzzMMo5ob27Y1i6vOzLqrYj+kObvoZ9bYS9AEKtmMwtvVfO3q+8NWDBfd4p3HXs/XzZ1tH8b6Jd73nkc32CY6bj9z5Y2A1q3O0ayTakwPHOtz/a0hyu/ecsA7BwHmFO8I0GR/AZO59Hi3SHN20M9hyjGaaOIdEY2fyUxxa+DkEIMmME02iiqhMS0T27LI8py8yLBsE6d0MUyDNM8IJwFGnmNaJpZtU+QlllViei5Jmuin72VeTN8vCKOAt95+i/Pnz5NEEb3+At1eRpKmdIoCf5rYm5aB49gYpoUqcoqiJIxCzKmnRZomGmxwHAdMxdr62pRJ4WrfDtMyNBBRFAW2a2EafvWk2qqSLNOcyliyBGUobNfGKkss20QBhe9NfSOsqWQn2fA2mUpSfN/XnipKlZimQVHkjEZDxmNwPA/Xc7EdGxQYlqIsyoqJYdv4vjdNpkd4nqclKYZRgQDVPwfLMjGM6sulaRpTb5OYPM+mLBcTpSBNY7Isnfo7uBiGIstSRqNES1TEY6SaA0VR5JSlASgsy8S2Pe1jIeOU8biuQxSFZFlKOGXQQIHj2HQ6XZSC0WjMZFIBLpXnSzntoyDPq3mspFMJUGKaFoZh6deVglbLp9/vTf1WKiZHFGW0Wv50PTK9DlUbFdhimtX+KcuSyWRMEExQhoFh+SRZQhRHtNst2p22lpNkeapBpSRNaPkt7S9iWRZxEjMcrVMWJXEcoZQxlbPYQEkUBRiGiePYmKbBZDKezp1Nr9dDKSjyjCxLabd9HKeSsFWsn6q9VstnaWmBMIwIgglZllIU1gbI4Dm025X/zNpgDUADeIZp0KJFQVHJpjqV10dBwSQYEwbBFEwpp+toUZYG6+sDAPr9Lp7nAAqlSvI80944eV7da71el3bbJ0kqdkqn02JxcRHf9xkMBiRJjGkaKAVhGGgPG9M0N6R5pkmSxCgDHMvBMKq5CoMJJeVUgmdWAKhtkRUp165fYRKE1b1WeKRpxiQIKIuCVquF7bhTNk2Obcv6VxKvoshJkpjhcJ0gmABKg4J3VewHaLIf0px96Gd47RLq+MJM5+x6SNMTbyY53X2gSZGlnO44dDtdtOHrjsZWbgaXFJWn0e3O3ahdzL2nT/PGlTWu3mLA+8oymaGfOxrOHl7LYQRN5tJbA5o00UQTexUHCprM3stBgyaU2wEnhxwwkXAddwpIZBjKoMhL4qhKKh3bxrMdTEMRpwkWBZbt4fldlMqI4glpmJOZCVEYkGdZRZs3DbIkYhJMOP/meV76+t9y6dJlsjxjYWGJpZVlWn6bhYUF+r0efsuj3aqo/JYyKCgpi4w8j7FsH8/zp8nq1EzWqYxL8zRDuR62aVUSH0qUoTCUgaIy5HSVC1apAQ8xoc2yrKLyT0GWPM+Jp2aaIm8QloE8rRZvhyzLdHKYJAmO49LpdLWpaBAEoBSe42FbNlmWYps2tmfhWDaO6+r5j6KI0WhEGIa6D9sWMEKRJClRNN4E3FiWRafT2eS/UrEEMjzPxfd9DMNgMBgwHA7Jskx7mbRa7SnjJtX+GmKAW0wBgjiOtRFs5Y+RaaaE+Ee0221s28IwxHQ3JwyjKeOowDQtPbdi+gq5bkMpxcJCS69LdX0GlmVgmlUS7TiVp430ARUDXDw4xLBWvGAEUKgAB5/FpUXiqd+GzJnjOJW91DQuAAAgAElEQVSXSxRjWza+51fMp2LDAbIsS7I0Y7g+JA5DLGtj/fv9Pp1OZ+o1Y2s/Hd/3tadOGIZTT5dEAyWLi4t0Oh3td5Om6RTEconjZOrl4VOW3tTHh03mquIXlKUbrxmGQZ7l2oiY6Z4XOZZl23R7lRRPvHIA7a/S6/UxDKOSqk09UoSdIX4l6+tDXNfB8ypQrTrX0L5Fk8lE+5fAhqmrrJ/cI1ABh5QQBiGjyYgsLzQTaTSu9n+345NliotXLjMcrVayPsfDsm2WFhbJ8oxev0epStI0JApTDLMC/8rSrFQCRclgsM7a2po2Qa77EN0V0YAmM8XK2ftRKIodlb/Z5ZDkpGkX4XAdvM6dtLj1mA4Ra6IVXOOZb3s3lV26QtWq5dw25DgFlErsS3Z0nlJVaej3P/Ewf/Tc10nby1iGQVZsNNCAJnfQ7N0Cmhz4fM2l9R33cVjzjCaauCujMYGdPab93PyN/IiAJgCObZOmkJNPvTfSypOjLDCLAhcTt93CbrdwHI88t0lKG8sqMQrIk4B4MiCMQpTtkSYZV69eZO3aZS6srrJ2+SqXzr/NaDjE8hzWgzEXr19leeEYS4sTur1VXKtkaeUelo8dw7Es2i0fw1BYBlOpQluzGFzX1WaVYiQKVcJmKXMq/qFCtEyTNC9Ip3IfAR5ErpIkCUkUYTsOWVIBCZLsibGlVHPJ81z35/u+7l8SRDFYrRu7pkmCMWXClGVJaZoEYchoPNbmnlIVSCqIiAmsGPaGYaArvoiBKaDBhTiOtWxFqsaIZEZkQ1I5qKo4FJLnmWYGiNFrVdVkrCu0yD9Jwm3bptVqaZDFn1aqqSrsJLqqTTUf5pQdY2k2TRRF2vRT5sr3fV19R8CYVqtFGIa6co8k9tK253mbkntJ6GXOZfymaVLkBUkUYxkmru2QxglJFJNEMaZhsLy4iDIMRqMRGGizU2GcmMqg0+lqw1a5FgEGKnlRZRYs/Vbgx4YRsciswjDUgJRUolldXdVrKma+AtYJ+CVAXVmWmMrAsOxKvmZalHnBcDDAnlZdyvNcgxgtv0XhVhWbsizT0i4JAUbE7Fd8QsQA2PM82u02o9GIKAr1muV5zvr6QN8jvV6PVqulGV4yL6r2uD1NE/KsAjCCICSNc0zbQtkFfsujzEtWByM8x8XvQ6o6mOYE15twz8oSC60VvO4CSRYxiQKCNMJyTVIDDMelUBXjxXRsyjwjjCK9X2Ve5b458rGLPybbn3Jw0hzYipGxVx2BMWNSO/N3iBvbL0ts1yXe8s3Z4zCCJkwGPH7mOI7jTP/ulpQ7WNSC6d9iVaumo6ofyp2yVaYot+M4PHSsy9eujTl76jjXJglhmh/K+ToSIMAt+2hAky2bnVc/r/5rfuMf/RZrC5/kh3/rZzg1Yx+HOc9ooom7Lho/k9mj1s9m4OQIgSaATuqSJME0zKrEbJaT5JAEI1buOca1uKAs2qy+tsqZkz2O39vm5RcvkYUZ5+71KAoPldsEScraJOXK6phvfvNt/P5JsAoMJ6J/rMurr79Cb2mZB+57gsHakNVhTnexzzAaUQwTIkIsQ3HmVJelxT6TeJ2ub1KUmS6DKkmaVFeR6h+SbArIIUCHAC71yiz1pFeqheR5rssG+76vn+pLFRs1LYsM6JK59VLFUvY3z3Nd2lfKsMoYgiDQDATHcXQiLmMWkEYqlgiTQld5mZaGFkBDxtdut/UTfwFO4jjWlV0qqVOqx59lGWtra/ocAW6yKWNImCbj8ViXKJYqN1IOWBLuaMrSqYM29Sor4jMhpaCFUVOWJdevX9dgmAA/slbCthBgR9ZLAKV6ki/jDsMQwzB0KdzBoJKkrKyssLKyQhiGDAYDDWzkRcFkNOLq1YrsLWCHXGen09FjStOUIAg0g6deyUlKBwug0+/3tZTLNE1WV1cZDof6WqRCk8xdEAR6LwoAJGCJzJ0wnxzXwXErsHA8HjMcjTR4Y1mWvg/iOGY8HmvASirmyL0h9770K54mwlipr4tUppEKUBULyNCln7Osuj8BXfpY9lkQTFhbW2MyCTh+/CSe32I4XsWm4MzpE1U1ryjm9D0r1WdRmTGaDBnFIcvHj3Py3jMYpcfXX3mF69dXue/cA1x86xppnnP69BkuXLpAu+Vz77338vI3v8nC4gK+ZdDtdDRAFUUR3e5dINW5S0CTg5CaDK9e4njn3E4OveOowACF67WI4+yO2ztM0hyJIg45aUTcf+5JbqCOzNBFKaqbKXqyU8qJPgmAR9/1ANeGz0ORc6LrcmkYEWVFA5rM2ux+sEx22Nzhmq8RL/zsx/mj52983cE9fh8nn/lhPvwjf5fjna3OnSEWP8h7f0QRO8/Qr7/eSHOaaOJwReNnMlts0ccGcHLEQBNAJ2lSvtUyLTptj/OX1lhdHXDu0Ud57etvshZlDC5doNO9nytfv8RXv/IV7jtzkvFLGe966EGuT67y1uVr/PVzf8Px5T6G3WFtWDBYS3jg4ae4cuUCpfkmDzzyBINJzj2n3wVFSWH4rI5W+forL/LktzzNeLhOb+Eezr/9Kp7vcezBe0iiEGMKagCMRiNdOUfGL0CKgAMbZp/lJoaAJIkCeriuq5NVkXoIvV/AAGGVCPgSRZFOIOWJtgAtAoTUy7ZKSWA5TtgjdbaJPKE3DEMDElK2VtqU66onv5LsyjXIuGVtAZ3wG4bB0tISruty+fJlzWxRStFut1lZWdHzORwOCcNQlySW5DvLMg1YSMlpKYNsGEatxHBVQnd1dVUn/QK4DAYDDQJ1Oh0N/ARBoMtWy1yYZlWmViQdQRAwHo81eCblrgXkabfbeu6FZSPMmMlkQhRF2jC3fo1VxaauZojU50bMaa9fvz41TF2h3+/r12WfCMgieyIMQy0lEuaPzN/i4iILCwuaYSRlfSvpTqz3hAAnYjwsIJhhGPR6PQ1SSIWiNE31WgugJWCQmAqLrEnmy/O8TUCiMFHEE6ff7+vxyL6Vter1egC6n7KsqvkIwFXkOUkcowyTHIWyPK4NxsRlybBYp9NuUeQZwXjM4uICfhxxbTDi6y+/zBPeOVJgNBjw4jdfocgVr7z5GYaDgLNn72cweJXL165x771nePk/f5br165y/J4TPHrfImdPHNP3jjCBjnQ00pxddLQRvcWl2x4+r+8PAgYkccROi+7dsq1DBpqUWUpncpkPffTbpy/od3beTyEl3iuQSWMmMy3CRunjD73nSb78/NdRiyc50fW4OI6Is2KWxmaPIyzNuanpQyLNmUuPezhn7v3fzYP3T0uMp9d5+7m/4vVP/SIXrzj8tz//PbR31ep0wIvv5d0/+N4t37rNmU000cQBx2EFTXbfz972UX0zqn2CHaUPM/HIqBLvAtMA23bIDQtlerRai+TZ61gGPP7EOdqdHp/79F9z4swCTzx1jvPfuMJXvvIihaGwbY9JEKCWl8jynIcfexDie/ni5/4/llf6PP30+zh95ixf/MLXuPfsvQzW1ml3PCajIdeuXcG2Kk+GSTDBdmxavj818czwbJtut0tZlvqpvTBBhK0g4ETdz6CehAs4IQCGeGTIe5LYTyaTqjrKtH1JAuV9SXIFuBE/C3niLyyIDY+Qjaf5Ml4Z40a1lupnYdaI7EKScfGnEE8QYTfUWRcCSvi+r2UvMl4BKipPFkcn/gJG1cEh+RnQLB4Z440/A7oPYVgURcFoNCIIAvI8p9vtagmOsCcEaGm1WpqNU2fTdLtdgiDAMAz6/T7dblczaeQ6BHQSU1ABKOpylzAMdfWYuvwH0HKhXq+3yaMkSRKCIKh5kFRMEdu29byKfwugJUiu624CTYQ1ZFmWBjkEyFFKaUZInX0ikiUB3+pMiSiK9Jy2Wi36/T6tVotoKk2pz5+Af9KXvFbfRwIKZVMpW10+JntL9rCsnUh/BPyS/SCMFgGdqmstsG2T02fOYDstRkFCrkycdoc3L1znzdW3WVroEschihx/dcwT93Y4feIU5y9cxjFtHNNmNLzGM+97P9946RukSUG7VfLgfWf5zOc/z30PPUS30+Ev/+LP+ehHvoNLF6+QxAmWYxPHiWaE6YpPRzEa0GQXHW2O1l4AZ9uiLUqTKAw0RjBz05t/2MOYoQ8FdCaX+M4PftvGibNqrkqoSthNWSFapqNmvN4N1okCnnn0Qb7xxgUCf5GTXY+Loz0ETxrQ5A463MPe9mDO6k32PvaTfN8PbIhosr/6Wf7dP/8T4lc/xyrfQ5sRz//8x/mj5zo88dP/DPf//UW+8tZH+IHf/jnuT17nb3/9X/LZv3qOtUGCufAQ5z7+U3z3j36wAlxe/df8xj/6zUqq8+9/hlN8lj/45E/zEs/yvb/8Sa7+2r/khZeuk7Uf5tEf/zm+/zvOzf9im2iiiZnjsPqZzNFPdnexRT/yknVUQRNAJ5FZlhHFMQYlHadFa2mFi29f5pWX3qSIc1pexOh6zKsvfp2z965w6sy9fP6zz0O0zso9p7h0fZ218YAHzj3I1bfe5PVXvsnqeMBodcADZ+/j+rVrfOGrX+HpMORbv/XdnH/9PKo0SCIb08h4/LFHGI1WGQ2uU2QBp06dYrge0Dn3GGGo9JNwSQTr7AdJjOqSDkk863ISSXTrQEie54zHYy3fuBGgEA+N9fX1Tf4NAqKITEReE4aJJKZlWWo/EECDPDJeuR6RfkRRpE1RhckwGo104l4UhWagFEWhJSDiQVGXLQng4rouKysr2og2TVN9jZPJRIM6a2trmmHiuq4GQuRaBSAQMGBhYUEzHOqAi1ybSF8Aze4ApsaytgYmxuPx1Cx2Qa+bzJuwHVZXV7XXSrfbJQxD1tfXtReH67pajiSJ/vr6uga5ZA1c19VzJABWFEUMh0O9PnXGh+yLfr+vpUJ5njMajbRcSBgWwNQTJNIyKamWJGMTplOSJAwGA/I81+Wa5b1er0e/39f7Q1hIIuWqJDABQRCwsrKiAZBut6vnU84Vzx0BiZRSel7kPLknZKxi5htFEYPBQK+l7/u6IpFIxBzH0cwjkVbJnGVZTqvl0fJ9oqTEcBxef+sSX3v5DU6fPMVodZXh5fOQp9x73ynWB1fw7UV8x6dIS9pemwuvvclC5xjPv/E2L//tK3z0wx/iysW3+drffJblxS7djsuXv/RZvuWpR6FMmIyvc889DxFHMeujEWp6bUeWcXK3gCYHzJqIxut03JUtD71jP5Ot3i/B9XySOKtoFbtp/hCCJu61V/nWp5/UlcV2px9TQjWZljDeAD92E1OYCsd1ePfD9/M3L71K2FriVM9nkmRcGce7bHnbDud52B6cvMNmGz+T2Zutv5Bc5+LXXicG3AeepeK0OVg4wJjXfvtXcc98hCc+9ix9Yl77Nz/BH356ldYzP8L3fuwkF/7Tv+KF//RPiI//3/z97z91Y0+Ai+UAk5f53P/6m5z9rh/l2TN/wOc+9Twv/O+/xMmn/g+eXtyLq26iiSZ2Eo2fyWz91F/S9IajBpoAOunRMhLTJI0CzCijYxesX3+LYwttev0264OSle4ZHn/qEd66cA2VTrjv3AlOnDzFeLzKi1/9Kq+99hpvvPpN0jTh8mWLPMtZu/g6SZyx0ra49Po3CAdXWVtdw7YdBlf6XLr89jR57KOAla5DOvY4efYscbwBlogJqCRBZVlqrwVhk4hkRoCMukQH0MmuyB7EG0O8NUSeIE/cLcvS7IE4jjX7Qcr2CtNAEn7xBBHgRRLXKIpu8q+Qp+ACSMjTcbkmqWAj78MG8CLnicRK2hOPFpEgiRRF5qjuUSESorpnSxzH2ghV5lLmSHxTxLdE2q5XZrFtW1+37/v6Gj3P05WApD1ZD2GfCMvHMAwN4oiXi/QlQI5IeHzf12wjAUkEWKibggp4IPMifVYloceaPXEjU0NArXa7zWQy0eV6Zf7q8iRhG8maiAFrXX4kchcZj1Qd6nQ6en8nScLq6qqWhQnrJU1Ter0erutumnu5h0ejka7QJGDBZDLRchVpX1gkdYPhVqsqxSxrLgBgVSXJ5Pjx43iep5lEdUmSyKJkjwiAWIFmiiRNSZIU17RpmylP3H+ce5Z7XCwHxIlLu71At+NwoncS07Ao8pAPvO8JwmjEV776NR55+HGK8XWW2xaXzn+DpcU+Q8/gve99gqtrA04u+rznsQc4f+E8D587iWlU0iVjun51+dqRicbPZJedbR2et9fAWQ2G2VCQkMcR2O62Z23XymEETeyrr/Lse55kaenWsqfbR7npp41rnlUwpTYgFwVZUeI4Jk8/8gBfeflVAn+JtmNxvANrYUKa3+E3xiMuNWlAkztv9uqv/z3+t1+vv+LQeuYn+YF/XJPpTP/U5Gd+nL+v5Tsjsg/8FN/7lMPSM9/DqUXF/ZM/4YV/+xwXn3uZ7PtP3ULUN2LpB/8D3/ddK8CTBF/7b/jCW89z/qWYpz+w88+WJppoYn7RgCaz9XHjyxYcTdAE0IlpURT4U4YBRc5yy+L0ex6rEq4sI44iFs6ssLy8TBhGLHRMvv0DTxHFKeuDa3R9E5uY65feQJHge1Xi6E1Lt/o9H9dxKIqS0epVWo6DYeSsXn0bzzSYDNZIgzGnT59hMhpwfHkRg8qgVJgPurpITfYifg0ioZAkOwxDneSLWaawNeQJvhwjT/HrVWsEbBHPlF6vR1EUWj4jkpqNkrkbAI4YvQrTQEAFAW9arZZmhIg8QpJaYTnossagjxVQAzY8LVqt1iagRxJ4YZsIICPti3nnRmnZzewdqVoj1ydgSN1EVKrkwIahqshOxLy37oEi19VqtfRcifeH/F4fn5T7rcrhrmuAwjRNDXQIgGYYhmZfAHS73U3jrI9V1rbVamnQRNhI4o0isioBsKAyYc3zXM95v19ZtwmYJoBMvW0xApZ+Zc5lD8i+E9nZeDzWjBM5No5jBoMB/X5fHzscDjexlwSYEf+demUnOV6YJHFcPXldWlqi1+tpiZQYEAuDSvarsHdEBiTyKNhgZAnLqC7zEVAJIMvSqXwqI00izp1axlAGSZpy/N2Pk2W5ZiulaUqW52RZwNJChyg2ePTRRzGMkpPHOvTb9+G4LqZp8eyzH6DdbtFyLU4t9wmCkPvPnqIsSoLJhFa7jVfz/1H7RnmYQ+wHy2QX/cwaBynNqUeZxrT6C1XB3GluvqvvD7eQ5mx3nGEodioWOSwg041RZint4Vt87MMf0PLMO++8hi7tsoWtflGU2LbFux++nxe/8Sprdp+2Y9F2LC4PI4Jsl5K9dwRo0viZbNls7Rf34e/mkQem8tlkxPC1L/P6c7/K7/78iB/4+Z/ibM0gdumZJ2ueJ13a7eu8/h9/l7/4N79ITEKeTt9KEzLA2vZaTnLs0ZXpME6xdA/wFsTJdsc30UQTexmH1c/kqIAmcKvPuyMQ9fK24tGQZRmlMjBMi7woieMEw7IxTIvrq2sVE6IoyGqgQBBGpFmOZTsYRkxZQpbnJGmGPaX5u55HHEUQhsRJgmGaoAyCMCQvS9KsYHVtDb/VYjJlDMiTckmexXyybkYpSV2v19PyC/GSEFBEAAx54i4/1w1G8zzXII2YicqT/W63q8v6ZlmmfS7qvh7CVpAxmaapJRb1p/wiGxkOhzrBF3BDkt965Z12u60lRwIayTgEoBGfCwErWq0WCwsLGkiQ5FSYInme61KyMhd1cELkGbInxERU5Et1ZomADZZl0el0UErpPuTf+vo6k8lEg0YyH8LGEG+aXq+nWUKALkEs4IPsh3olIGE/SHK8sLBAr9fbxOiRuReJjMz7ysqKLk195cqVTXMj4EB9DwgzSymF7/uaVSPXX6/CI0CFAHIi0ZKqQxJSsUd8coRFI2MXzxbZW4Bmx0iVJgGj+v0+eZ5z9erVTX4pdYmPAC2yDgJU1SsOCRumDh7JfMs+qFcXkko8y8vLGqwSOVPFxIEsy7l85TpZluK4Li2/hW1vsIrG4zHtdhvfbzFYH6IMg8XFxelcWkRxim079PsLGIYiSVKyoiTNckzLIgwrU9tOpwNTllfdzPlIxN0izdmnfm7XRx4MOX3PcQylqpK5u/3ysItksyyh024xjrPb+pwcRtBEAXkwYjld40Mf/LY5gSY39jG73OdWrJw0B9eqzKrf/fgj/O0rr3IlscHxuafnsR6lrIcp+SzyqSMszbmp6QY0ma3JG17ofcdP8t2fqMtq3uYr//jv8acv/xZ/8elP8g8+sazfMds1NsjaH/Cpn/9VXk9P8sRP/zu+7ZEu0V/9Ar/9W89v03E9XLxbvd1EE00czZijCclhBE1u1e2d2eYfcNSTTkmUxEvBn5qz2rZNq9XSSXYURaRTNgKwieUhT9CFeZFODSUdx0FRJXydTkdLV0zLwpgyRfI8J0kSzXaoSyXq5psiHxDwBNBlXUWeIcwMecIvDAeR0Xiep2n8ksTXjV0lMQY2yXFgo3KPJIU3sjaE8SCymjo7RkCHIAi0P4rIMerlh2WebNvG8zx832c8HmvD0Varpa9P2AUi0xCwQfoU9omMV8YnXh5y7bIP6vIUkZXI+2KGK2siQIOwXmQ8MndSoQXQayb7RZgiwpaRPSOJubBUREIikhoBX4QRJGsojI56iWk5X+QlaZpy9epVDXoJyFOvwiTsi7oESTxfBEhxHIfFxUVc19UAW/1aOp0OeZ5PS/FONNtGAIm6JKZesUlYILLXBHQRwEI8d6T8rzCqRJojIKDcy3VTWrk/6/tGWC6dTkfvSQHmRMomgIuAOgJWSaljAXM6nY4uW20YBp1OB8/zNDBXASTVvRNPP0OkkpFUGhLAKs9z7OlnkfQhlY/6/R6TyYT19XW97+r3jYCQsuZFUWhG0KGOBjTZRUc3RxpHkMYs9DosnroHRQWazCoEuVUfO3gTAEMpuq5NmOZMggDb3ZwCHWZpjlq/xAM9l/d+4IN7NqSp1clM49r8w+bIigIXQ//+6IMP0H77Im9dXyNpL9L3bHquxTDOGITJ7Y17G9DkDjrcw94OADTZOjb+rkRrY2B568MuPMfFFFh4lm/5+FMsEXP+ykUA9sW2/Cg/3W2iibsx7hZpzjb93K7rIw+ciO/EjZU3xCxVEiih9QvroW6yKUmYAC/AJsaBJGCu62q/CEniJLGXBDvLMkajEaurq7RaLbrdrmYT1JkFnufhuu4mfxNAJ/X1MfV6Pf0kXEAV8XYxDEP3UR+nJJQCJtTLDguDQ5JoAXQESKj7qgCbyrxKsi3XU6/aItcicypmnNK+mMfKtUlC3el09BN/Ab6kioywQ25kNKyvr28yHZW1EINYAYFkriSkEoyMQwCouieGlA+WdmTdZBw3sijqwJhIqiRplqRY2BoCEIgprTBSZP4l0RdGkud5unoPVNKnTqeDZVlcvnxZVwSqm8DWS0W3Wi29H2S/SYIu8yUmswKe1U12xcekvtfFpLcuraozVgB9f9VLQgvoNB6P6XQ62hBW7lNhJokPzWg00kBNkiT6fpJ9FwSBZuj0+32GwyGTyWTTPhBQUsYj97zMj9zHtm0zHo81iCgAi4B9wnAxDGOTNKpu8ix7VhhP4uEShqEupS2fHQKw3OhHI/ewfD7IHji0MVc/k1u8ux+gyQGyJtI4wjYVSy2bhe4ShpKKNqU+XHxJd9vHDt/cfKSClmPiWB0Gq6tY7d7mFg4ZaFLGIf74Eo8/cC/n7rtv78Y0Y+x0vooSDEHJFJw9dZITKxkvfOMVhmYbZXv0PRvPMhgECcF2lXeOMGjS+JncYbPb9DP8s1/lU68K8yohuvBlXn8ZsB/iwQ8/DGxlRKxg8T56wNXB53ju9/6Y1eSP+cLXOrS4TnDhj3npa0/yxO5qGTfRRBNHLd7hoAkcceBEEs4sy3AcR8tiWq0W4/FYSxAkGREvijqrQ0KkKoA2uYSKaZBnuS4J2+l09DHCuqh7dEgyJkCNMF+Gw6GWHfR6Pf0kXiQ9kryL3EDkHyLZkSRW2hapQb3kr1xXvV2owALxrJAn/4A+XxI8YY+Ib4fIeAQokGRPAAMZkxibtlotzQCRJ/oSkqgC2n9CElkBHWROhLlTN9YVvwt5Qi+ggAA2ci5sZvBI4u/7vmYeyfzJuMTro91u6/0kiaywgkajkfboEBaN53k6UReAQhLlekUjmRvx+1hbW+P8+fNaijKZTFhdXdVJskiURqOR3s+yZnUwp16uVxJ4Gb+8L4yOyWSiGSL1MtWyxwVMqFeA6vV6uoy2AFVKqU0giwCRwlCS9RApl3iHBEHA6uqq7k/6FpaNlNK+seSwsF9EXiaSrXqVH2mnLiMS4EPYPHKsUoper6dBCinHLWBg3dNFvF6EQSWyHDH2ffPNN7l69are97KnxUhY5rzf72v/HfG4kXUT8E/AMLnPZP/J586hjLmCJu8AP5Mt+gmHa3iWyanjx/BtE0MpirKkKDcAk/kxTWa/SAFqTKVYXl4mKwqCSYBy3P35bjMLo2P1LU61Ld777e/fE2nOTf3tEGmbBTQpyhLjhtLGtmPx9BOP8vbFy7x57TqR28e1bO7p+URpziBKSfOCrCiPtNTkpmYb0GT2Zm/RT/zan/DCaxu/m+0llp75JO/+4Z/k3Q/covUzP8x3/djzfOq3P8dLv/lLXHnmR/nuX/ofWP/Vn+BPP/85Pvsfv8y5H9181mGdryaaaGKX8Q71M9kqjjRwUq/wIvIYx3Fot9uafSLv10EWSVDq7Ap52l+XToj5ZpImlEmpk3Ohzkt7AtwIUFFnjAgYI8lq3YCybuYpT+TTNN1kHCqgQl3qI0CLzIFIMCShF1mDPNGXhFiSYmF5yJN7edIuviHCkqgncfVqP+KNUffwEEaDgFcy9/KvXrY4SRJt9CqGsjIf9ZLIgK760m63dfWVulFtq9XS59aZISK/EsaGnFMHmkQyUzeRrRvhyt4QFoEAIGJ4K/ut7rEi1X4kJOQNYRwAACAASURBVOEXgEQAGGCTka6Y5QpIINKXOrOpPod1b5A6eCJ+IDK2oii0TEr8amzb1ubCAogI8CP3hchEZIyj0QhgE0NCABMBKGW+XNfVgEvdLFYMiYV1I6ySOtsC0ADjysqKLt88GAwYDAbaiFYYIOvr61y5cgWoSkXLnAgAJ3tH7s06OCn9yvwEQaDZOwsLC3iex2Aw0PeYsNfW19cZDAasrq5uYhgJG0n2mwBtwuips7tEYle/RwBddlmqYclnwKGLRpqzi46qEDnOYr/L6bOncMwpiDgFTKrDqxPKWb9FzFnSICwX8VgxlaLbbVOUJVlRkuXlbJ4bM3W+s8Oy0Rq9ZMB7HnuIEydO7M1Ytgj5TN4OQNk5CLC5zS0PLuHUyXs4trzEK2+c5/p4RNFZwrNNTtjVA444LxjGGYmAKNvEYU1qD6M0Zy49Hqg0p8uT//wLPLmjVl0e/dnP8OhNjbmc+sQv8w8/sbmfs//T721q9x/+/k/V3n4v3/87X+T7bxzLL3zx9mNpQJMmmjhc0YAmm+LIAyfyhFjkJ/IEuv6kuf40XhLROqNiNBpt8l2QJ+LyvrAT6pKQuq+D/C6JUFEUFHmhfSl832dhYUEnb3KM9CcJqzyFF/NU8f2QUr2SUNYTXAF4BNiQ1wQ8kCfakszV2RSSzEsiJ/2maarZEHEc3yQlEZlH3Wy0DuTIk3f5QlmXOwmzR+ZP3pf25LV6eVwBioQFIB4mUnFFPDJkbuvVUvr9PpZlsba2piUhIoUR01xJ4MW7RsCI0Wik94v4itw4T3VDVZnzOpOg/k9YFUopFhcX9RoL40BApLpBr6yTgA/16xWPl7rkSAxTu93KPV+ue3l5WYMZSZJw/fp1vWdl/vv9vl63urSrfp/JHpVrknulbvQqkjJZQ9mf4t8h11afy3qpY1n/JEm4dOmSZl0I4FFnEQ2HQ9bW1jTgUS+ZXTc9lqh75whAKXMuTBQByNrttgavpF+5h5Ik0fIbmeurV69qkE3Woe6ZI1IzuW6ZW2G2yJgFbBFgUlhuhyYa0GTmjsLhAMfzsIqUs8em7BKjYhmUZbnJr6LuZzKTt8keJpsKBWoDxjGUwjEVtgF5WRIGAcqeIwtlB0Mu4hB79U0eve8MTzz64Xn1vOOQv2/lFsDRbqVMcV5gm8bNb0zbsR2bxx56gDAM+forbzA2PXA7GKaBbxr4jkWZF0yygjDJCLNiE7ClZvezvWkMexGHETS5u/xMdt36jvs5rPPVRBNN3EHshwnsIZfm3BhHGjiRhKhexQQ2vE8kwZf36qVN68mQPAWvV3kBtAxBzq8nTvUEv55MSrUSx3U0G+HGMqh1WYkk2fKzPJWW5EoSUmGk1JNleR2qp+0i05GkVELMNSVJluuQJF/kO/WytYDusy4hkARYQKS630f9euqGn3KOSBjW19e5du0arutqAEE8UPI8p9vtaqmLsHpkPYQV0+l0KIqCwWBQlYz2fZ04W5alQQBhFMjciTRIfENEDiMVTcTPQ2QmIksSoEKOFWZDWZYMh0PG47GeJwFTBIQQloOY9srrAmwJk0FKIsucyd4S0EqAH9l3wv4Q81YBAAU4qkvXZPz18YjMTNZF5FWyBwWsqbMgxH9DPGzqPkICOsh+FwZV3SNExrO4uLjpmLofjUiF4jjWgKasb92UVuZYQBOoSl2HYbiJmRPHMf1+X3u81Etfyz4VlomU+s6yTFfqWVpa0p8bcp/IfhYZnoBMwj4R2ZAAunL/CEgnnzkCGNVLQQvYKmsrwMuhiLsFNNmHPtI40h4hC0s9FnodTGODXZLX7Clqthazxy01PfO70PLGn6dMFFMp2u0WJZAXFYhiOLv05bmdnCVLMcN1vGTEYqfFe7/zw/siy7lV3Mg4uRP/l52e4vs+zzz5KMPhkPMXLxOmGbHpkLt9lKHouBYd14KiZJRULJRRnB060GTnIMARA00OfL7m0vqO+2hAkyaauAuj8TPZMnYHnBySDzjx4qgbPkqCKn4M4rkgT6El4ZL3LctiZWWF48ePs76+rpO2+lN8SYQlaa4zTQzDwDTMTQCMeD/IGLMsYzgc6vfkPElQ5TiRigwGAz3uGysGyRP1OhtAEuUsyzQrQfqXJ9fyuvQv5qRyfaPRiPF4vEnWJAmg9C9PyeX6ZZ4EUKlX4ZHkUtqqS5KkdK+UNhYgS4CcekWfetUWYaCIyagASDKHItmpG++Kx4ZIliTRln4lcReATdo2DIOFhQUMw9CsEPHPEP8aAd6EMdButzXwIeCBrInsK0mSRb4j41tfX9d7bjwe6zmrg2EiEQrDkLW1Nb2H6om6rEu9UpQYlwogIGBAnTUyGAwIgkCvrewbqUQlY5OKSLBhFivgwI1eIALK1Ssd1YEW8UGRvQ8bQFx9bm68v3u9ngZhBDCs30PSh6yX7F0BDIX5IvI+27Y1a0TmSABSYV0JS0XATDErFpC1Dk4JMFaXugnbTdoUsEfG0O/3NVAl+1EYOCLtOvCYG2hycH4msLegSRpP94Nt0u84LPY6WFOwpERkWdNxIH+4q9o5M7FLJPbYB0KPaWq7sWns0zdLfRVgGYpOp01ZQhgGmLa3cynPNsMt4hA3GeGkAa4qeNf957j33qfv4Kr2Lu4ENIGKgZRuxzrZInq9Hk/0eqBKhusj3ro0BVGwSNwOyrToeRXTdcGxGMQpo2TGWiiNn8nc+5hLs+8Q0KRlFnStbUyQm2hiJ3FIctaDDtuY4RtGA5psG7MBJ4ds89UNIiVRE4mGJD7yZL1ezlSSWklGjx8/zpkzZ7h69Sqrq6saMBEfBJGaaEkQVYlIzToxN8r6SoicoNfr6WRITEhvfMoMbJKj1Muuyvvye13KUa/SI6CKSHokaZNEsl7VpT5XN3pmiFdDPakUAKTO2JHErj42qV4jCX+9QokkyjJn7XZbe4IIkCTghoAN4lUjEoc680KS9boZqLQlAIqYi0o7WZZpLw/xyqgzUQRckHYl0RZgCCrQZDKZkKapZgWJnKbOaJCkWqRGdbCrDhxJxRfHcVhaWsKyLMbjsfa0kSRa9rj0Uy9dLSWF5RzYXHVJ/DVk7WRtZA1lf8t+F1aEXJcwm8T3Q9ax7rUje1AAEAF/BDgTuU4dmJF25Ty5R0WeIuwSuX4BZwQgEpNheU/8RkRutbCwoI1q61IsATNln5ZlyWAw0PPT6XQ0myRNU1ZXV4njmMXFRT1OWUcBTGSexuOx9uWR9mHD40juR/GNEUBuNBrpEsRyz1uWpb1OjlocRtBkL6U5wXAN3zbp2ib3HD+GYxkoKqPXCjC5cSDov9y7AkxuG/MBTW5Pz1caONHXMPUo9f1p2fmyJC/KqYfLzoZbxCF+NIBgwFK/x6OPPcTS0tLuLmQfQnHnoMmuOy6BUtHrden1NgDgS5evsB4MCEqTzF/Esk1WbJN+mrMWZ0ySbGft79Gwb9/HnDu/W0CTufexO9Bkv1gm33liNnP0LZvcJ0nmrd6c2xD247bYr8+wuX4d2HsG6359VG0bc/Dn2G0fu+npwEGTPZqvnQMnhww0ATaxGupPriUxq5u+CqghT36LosD3fW32eubMGVZXVzUTQSj89VKyAsBIQiftCjAh4EOr1aLX620qi1tP8IQJUfdjkD7qTIS6xEfav9EDoy47kISx7h9Sf5p/o1TAsiwtzRGJEaDPF1Cm7vMhAIWAC3VGj7QlyaJUxhH5i1yjjKde6UWq3gD6qbxhGIzHY4IgYHl5WTMu6iwXqQaU57lmHwgTp9VqaUYOoIGiyWSiDXHrUiVhIckcyjECZtVZECI9EbDhRuNW8QkB9LiFeSKMkXoJWwEpRAYkgIYkzZ1OR1ezEQZGv9/Htm2uXLnCYDBgYWFBe6WIvMnzPA0w+L6vS+lKJZnBYKBBEGFECTgkPh/ipyNtCWggnj0CPgngdWO1qbqxrIBy7XZbe3cIACj3lYBbQRBw7do1lFKsrKzo4wUEkXte9mCdzSIgm1JKlwCW9mXd5P6vM2Nc19XrJfMn7BRhI8l9LucJY0iAXLnPpIKP3Pd1UEuOkft3MplskrvV5/KgpQizxKGV5uxBP8FwjW67Tdu1OHfuDI5lYKjK86Msoaj9eRaTVRlG3cNkvjEfGGY381Xv+UacyDIqaKEoq/kpipIkjrBdb3M/g0tYk1VO3XOMx97z2OHz99ki5p3UJnmBZRqzNVWnBlHi+y3uP1eVYx6uj3jjwgUmaUncqpiGx22TIDG5PN6qBC17ek/uO2iyw6YOI2hyICyTHfRzWKU5hw80UfMbwjtivuYImOyusdmbakCTvW5qdzFnlkk9dgacHELQBNDJJaCru9SjToUXuY0k2pKkpmnKeDzWMpW6CWW9vKjn+cRxVZFGnoxLIibHyZPyhYUFncDXK+fUEzxJpCXqv9dLxgq7om6aKYmmJHB17w2pXiKJa11uU08cJVEVBoIkd/XqOIA296wDNmJSKz4hdZ8KYWEEQUAQBPT7/U0eEXIN4/FYr6GMTdqvtynXIvIZATTk/LqhZv1aJeFdXV3dtC8mk4lOUhcXF3VC7Lou7XZbz2G9spCcL2CTrIUwbqRijYAv0p5Ik+qVFwSMGwwGeo/JWo5GI13hpy4lcV1Xy1PG47EGeISxUS+1K3tB5qvOwKqb9QpAJOV4T548Sb/fJwxD7Xki59XvHalAs7CwsMmMVdgWIvepX7uwQIRlVPfLqV+n3D9KKdbW1giCAKWUPk8AEQGb6uwbYWtItSi5lwWsW15e1nte2CnCDDIMg8XFRX19AnDJGss8BkHAcDik2+1qCY/s8+FwuAl0AzZdH2wwsbrdrq6+I+W1BQiLokiX3pb9cqg8Tm4R7wTQZHj1Iu12m6Veh3PnzuDZVYJbTCUr2Ra+JXPnlGzb3JxYJnfalAJV3jzEkgpAspSiVAqz5ZNEIYbjoUbXMNbe4vFHHubhh953B53vb2yarzntsRmqCu8oev0uT/UfI00yXj9/nuvrq8StRVqOw6kuDKKMIK3Jd95hoMmRSWr3AzRp5msOHW9+4zDO14GCAA1oMnscKGhyxACTbfqZZ9e3B04OKWgCG9VYBEyom6/K023Lsmi32zrpEnmCPEkfDAZcuHCBl156mddee1WXNu31epsYFfUESJ5OS5IvXhee5+lqNMCmJ+91M1d5Ei/JrgAcAmTINQnoIolgPeEVMKX+lFsYNmmaaomKsAcEYBGvCWkf0GCJ9CHXKkl5XRbi+75m7Ai4IKyObrerr0MYDo7j6DHBhueLMHPqFXoExKn7okjJ4bpsRrxghKUiLB0ZO1RljIXV0el0NhmNyvEChIj/iOM4DIdDgiDQTIZ66WoBJQSokTkVrxYpNVyX0ERRpKurCLupDnIIu0mAATG+FcZIq9XSpZsFCOj1eiRJwmAw2FR5R8CKOgtK1qYu3ZEKQXWGiWEY2nNExiigUn2Py56XUs8CVMl+kDkW2ZCMvX7/SCleWXOZf2GwCLhpGAanT5/G930NKAgDQ2Q4dXBGwEtgkz+Q4zibKgrV/V4EhBSJjewZuZ+kPwGg6hVv6uCoAE0yF9K3MGxkbAKc1edIjhXwVACrukTrsMehBU3m0Ecahxh5QsexuP/RB/EsQ98HRQl19X2dWXLLcbHLP+R7+A1uLqDJDqKcuuD+/+y9e5Dk93Xdd36/fr+7Z2Z3gcWCAlYkARcByyIiymRikKJByGRI0bGpsmynipISOYqp2AmrVLHCxCo6senYiiqlkhRGTDlmKpKVIq2SZJbJoqSyDbtIPSIoFkCZoEEAFBaP3Xn0+/345Y+ez53bszO78+jp7Vn0rQJ2d6b7+/71zD3fc84NFSg56Sv+2ot66Nsf0Fv+w/94Yb9XzSPOcr1Gk2iXpTO/SCTjesu3P6grna6+8c0X1B1lpGxJl+Ixvd7qqzscL4HU5JyBJotYr7n3swJNzq7jvW/MbQiLAE3u+HrNETS5m0CmRQAmt2xwBZocFLcGTpYYNJE041lAMgtrgcSDpJbkw5cUbrVaev311/Xiiy/q5Zf/WI16w9oh2ccjAcYFCSRt+OSJxBXAxEtv9vtK+NLE3hiWhA9Gga/UQTIMYIHUxJtz4lGSz+eVzWYteYYdgVQJ002+JslAAhJLQAJu3OmHJJlbey89InHHvyWKIlWrVZM14BXDPkmy9eB2X9qTC3nPFxgGpVLJ+vaMBeYKKARbY3/1JcAdpERe1kUSy/hZG5JqKgHxPbw0+v2+dnZ2bF4wLxijXxsYIpSIlmTsHQxBYbukUinzuSDRZy6cG8495y4MQxUKBUvcSf4BEfDDAUicTCa6ceOGgUCMiUpTvV7PSjhTZnc/QMMZ8eanHlBhjXkOvUEy0hxJ1g9GstKetMW/z7PDYJngI8P6+jECIHrTaC+HajQa1u94PFa1WrXzDngF6AIQWSwWNZlM1G63TSrmnw0+l6iSxbn0zy3VnJLJpLa3t9XpdGzOjA921bLG4T8mFnMbdGjzp+hj2O8pGPW1VipofX1D6URM4S4oMtmVmlhfBpbMmVni4wxZJrdsfo5hfewOObzxTV3Kp/T29757Vo52AFtl2eKsQabxGQAnkqRo+rn+HY+8Tdev39A3X3lFw8JF3ZNP6fX2Lngy51iBJqds9m4BTd4gUpMVaHKczk86hLMHTRb1UXVorECT48UC1+tg4GTJARMC8IEk0rM4fAnbwWAwUzGHZOf69ev6oz/6Iz3//PPa3t6eMYyMhbsVYyaRJuOJwlhooII3NPVSEZIyIpvNmvGnN3PFT8IzAQAppD35iWckIEPB94CkmUTbsxbox0s98OcgCeZ93rCTvvGw8Lf3HiDxTBu/1oBHpVLJbtZpixt+LwHZL4kBMPKyEsbnWRW0BVAFGMQ6AAzgM8NrScZh1sD+8aCJB4g4Y5wZ2gN4GY1Gqtfrtu/sFQAUe8w5xAiWhB4z0/3mqJPJRJ1Ox+aBGS0eLjAYqATD/Pz++KpBuVxOhULBpCgeMOO9vhJUp9OZ8cBpNpsz/kGSjK0i7YGR3vR2OByqWq3aead95pdMJo35BCjpfXWYN+tI2wALeJxQyajb7Wpra0uTyURra2vK5/O2npw7+oZxxlmaTCaq1+vKZDLa2NiYMVLGlBgJHMAHa8Pzy/xgngVBYOAjz1qz2dRkMrF5s/6wp2KxmIFwvV5PhULB2FLLGCdimdz+jaeOk4Imw35P8TBQIhrq2+69qFwyrlgQaKIpUDJ2P4GD4Pg/kJeRZWKtLAI52e1nMhxKL39N3/1db9c999xj34rcawI3lkjSZDxSGDtZEcB5BivuAaCziKmp8Bl04fb50qULWltb09PPPKtu/oLuyaf1eqs3V/DkaKDJYgGTufR4x5k5p2r5yN+a2zBO0cj9X+srXz3imbzjoMnypk93FDSZa9xh0OQOxv4f0TtXEtq8ekIPvLvcz+RMut5t8ObfRJb1xBwQ+yU6JMIk83wdsAMvAZLzarWqV155RVtbWyYNMMZDNFE02fMVISniVh/whESSxGkwGOz6RgyNBVEul810MplMqtfrzVD5AQdIuJHokHRKmgFQGCNgA2PAC8RLezxrwzMEfHJMewAXSDV81ZwwDGfADzwgCoWCJbteHsG/9xvbknx7oAc5g6+KBNOmUCjYeEgo2QPvD4IsCxAHpg+gB34WgAne7BMgR5K9X5KxWzBJLZfLliynUimrhtLtdmc8bEjaG42GEomEmbaShGNY6gEDzimsklwuZ30g4SHZZ96j0ciMUmFFwOpATuPLEXvWiAdZfPUowIhut6tvfetbBtCwr/45Y+zeqBWDX86RP3P8CXCIaTClkyXZnu2vmEU7VL3BwBXwJh6PmyTKGzdztjCDBaTypbF5NjGyTaVSuueee+w5ajQa9vzBAsIcdzweK5/PzzyX7EUQBGo2mwYIeYYcZ41x9no9O+/srQclly2WVppzwn4m3abuLRe0US4oGQunyXoUaRRFpr2ZSZpPMK5lBU2iBd44jjtNxW68oPd+z+OHGr/uB00CSbFY/I6zUPazTDxrct4xmkQ2+TMBUCRJgRKJmN7+6CN69utfV31S1KV8TtfqnWn/p279sH8c6Run7PDULzvDBo7Q5Ao0sXj437R15d8N5jGSVaziroqvPZE/GXAyJ5bJbd9xzk1gD2twFjg5R6AJQQKIpMIn/lDiSdi9B0Sj0dC1a9e0tbVlt9heVoMPgaIpiOIr+MA6ALDwEpZ2u63RcLTrubAnu8HgknExXl+qloSUYNwkgvgk8B6AId6L/IQk0QNIjBEpAomqtMdYIDlFVkHJXhJGz9gB/IH14CUI9XrdGCKAE1T8YaysNR4qJIi8j0QW7xJMTAFUkLm0Wq0ZjwtpT5LjK9xQ9Qd2CMwNSWa+CXjDnuHHAsjBawBfMpmM0um0yU3wIEmlUsakQW6xublp7AMYCIPBwMAWSWYu66sKsX+YGMPAYN9gbHQ6HRurT/IZMyANchJfkpoxwobAP2UymahSqSibzZrcBmAkn8+bUSzAHMBQo9FQqVTShQsX1Gg0tLOzY3uORCmRSNh+MEfAG/qBkQVg2Ov1jAkVBIF5vMB4SaVSBkBxPmEaAWx5dpUHJvCNaTab6vf7ymazZgjrvVk4n8iLMBOm5DGME6o38ex5byH2nrliiIuPC2sFE2rZ4m4CTTrbr+uB++7VxXuvKBZKk8leVRyai/YblxwTBTnR1BfByllAP76PUaeh+I0X9L3ve+LASlEzYzpArnMa4Oq0sX9sks4MNCEiRQqg/Z8ZehIoEY/pOx95m/7gma+pEQSqpJPa6vRPtc7LCJosI2ByYLN3izRnbo2sYhWrmFvcLdKcQ/pZhJRpDzg5hx9wSDxI9vdLSgAeYBqYod9koq2tLW1tbZkJKYkVN9j2y1EYKIxCS6QBILi1H4/HGo/Giid2S6oOph4OtVrNwIJcLmdAAN4KkiyRhg0iyaqzAIp489vBYDAD8pBQczNPUkryyDipMMO/wzC0CjL0wXw8Y4P5+hK4gCOZTMZu2pHccJuPJAh2hTfAJHlF4iBpxkeFeXkGDwAEFY2Q1cDM4LafRBQGhJcb+feR9JKAw2pADuJLAzcaDbVaLaVSKa2vr1vC7yvHkPQDHlGWGSYHJrGcWRghXv6ChCSKIku4fYltaQ8IQjYCwIAprzfe5bwBttEv0hvWGC8XWBRhGKrT6RgjpFAo2P6MRiNjHUkyM1yfBAFk0I43pJX2ZGhentXtdmeATc4SewMQ6stlA3DgdwNoBegAYwOwA1nVaDQFNVlrgIqNjQ2TywC8cPbwIGF+eM54hg1jLpfLkqRqtWolnaWp/KlYLNq/mRfMouFwaFWVeI6Z9zLF0oImJ+ijV72uR6/er0Ihp/E4mrllv8nklS8co58TT/uWwMzpNTXWwqJAk0ia9LtKbL6o733fE0ocsbz2QTO946DJAmMwnigdj50l5WQau2f7kYcf0h8884yCtfvUS8bUHBxfsnN0qckKNDmw2RVosopVrOKsYgWanLoPSYqf5w8372lCEkaCRnIKpV+SJVaNRkOvv/66Njc3LcGFCSBNAY3BcLeMcTyhMBZaoo1cgGQyiiKNJ2OFk93Sr+nQxgLbgmQNw0z8RvytP1+DJeDZFh64IHHu9/szSTdz91IXb5xLEghzgKSM/wjGAfMCMAMWRq/XUyKRUKFQMDAHbwaAFUArLyPyBrij0WhGmgNrxVdaIZmHDYPsgz2CEYQJKiwQACOqIjHmgwAhxsdakUyzx4wTJsba2tpMlZRisWiADGAV74NVAaukVCrNGJdiGsv8OKewHfDkgNWDrAnGD2cJrxm/hhjxeuNWTE0BBAqFgu0ZbXY6HbVaLXtuANIAFAHuWGf6xtg2FovZWLvdrhmmUhb8IFkW4AEgmy+9OxwOZyrocH6pgAP412q1ZpgpnHsvewM4wmTX9wNgEkWRATYwiLw0zEvj+DrgDOAoMqdEIqFLly4pnU6r3W6rVqup1+upVCrZPvHcYzqLdIHnNRaLmRHvMsThPypOTgU/bZxUmjPu1PW2B64on89pNI4USAoUKNKtwJNjjusksQBpzsKoG37Irz6n73nP49OfL2fc7TzjToEm0tQgNop2QcGzBk8kJRJxfeejj+h3/vBrKlXuOzZwsgJNTtnsEoAmK8BkFau4C2PlZzK3fqSjlCNe4gBMgJ1BxY9erzdzQ+wNUDGtvH79uprNpt3cS5pJ9KXp7XikyMAA2puMJxoMBzPJFgmXB28AVvC7AJzBTJYba1gdJKTQ93O5nIEvJJFe3kKpVyQPzJuKOiTxJHiefUGlDsYI4wRggT4BLTzQA/hD27BkJM1UNIFBgM8DzB8vkfGVdJAnsJ58LRaLqdVqqdvtmn8EbBXYHf1+3/xdCoWCvQZ2CKALRrmAFiSpgAUAKr58LGvNGeJ1XtrDeaGikAemAM2YOwn4YDBQu9027w1kH770r5eieBkR595XxuG17C/gB/3GYjGVSiX705c1holClRfAJdYJNg1nBDAlnU6b1IRnAVkV7ApAM87JcDi0SlWVSsVAI0BC3kNfABU7OzvGegHMq9frarfbKpVKWltbUyqVMhNcL8vhWYOBwvqnUimVy2Vrp1AoGCADoNZqtYydwzPvy2BzliVpa2vLSlJ7oI09ZQ/5zGq1WiaJA+zr9/uq1+smQ1s21slsnC9pjiSN2g09+u33KxkLNZlEe4mpbgZPTjyuub5x8T4Q8+wn2nxJb/+TjxzqaXLcZhfkYXvIPxYXU5uTqVxnUWNIJBK6evlePV9rqpBMHxk8WUZpzlx6XPmZzK37JWpyFat448QKNJlbP8S5B04kzZiPkmiQyHMT7iUZ29vbqtVqM2WDvUfKZDJRMpFUpMgSHEWyJLI/6BuoQGLvEzTvX9DpdFStVmcMIwELMCyFJUD/3K7jW4Gchlt6aa80L8wFQs3JpQAAIABJREFUbvhJlr0ppyQDI2BUYIYL+wGGDLfxXkYCG4AEzlehoS1fPhU5US6XOxCMQk6xf61IaAE4AIO47WetqDIyGAxs3rAVMAjd2dmZYeZ4/xrOBjf5rJevXMMaIy1CUoLkBmkFEhkAuIsXL9o6e58SStb6PeFPSh1Txhc2C5V4AH4Ah3K5nHnVwKip1+vKZrO6cOGCsXIAgDwQQ/I/HA5148YNk0zBqmHfJM1UoMKnBsAMYA/2C2cWH5xMJmPyGEBCQCXKZANASLIz1+12Va1WDTycTCaq1WpqNBrqdrsz/kLtdluTyUT5fF7FYtFYUPuZV5IMFCqVSqpUKgau8L16va7BYKC1tTXFYjFtb29rOByqUqno0qVLCsPQQA7GjTlwv983xk+1WlWv11OlUlG73dbm5uZMhSdkSRj5djoddTodG2s+n5+RqPHsLWecP9Bk2O/pcimtdDzUaBc0MdnKQT8sT+Bn8oY3gXUx7neVG/f0pje96eAxLX5It407yTLZH5NIOouqxLeKy/dc1Iuv/oHC3GVJtwdOlhE0OTcgwAo0WXSTq1jFGycWYQL7BpDm7I8TASfL9GFG9Q0S/EajMWOa6SvfIBXhht3LQPB84PW+NHAURRqNRwpj4YwPArfi3E77Eq7IBvDOwIsDoIY+kfz4CjYAE81mU5LMgLTVapkJJ4kqrAmkGSTF3gSV5J0bbC//gCWQyWRmQArABdZA2gMSer2eJdLSnvcGY+frrJEvlQtA4tfOV2mBcYBMpt/vK5VKmVkn+8L+sr5UwAnDULVazZgdrDVyEtqlVCymnYArMIIajYba7baBNXjH1Ot15fN5Yyl4Ng9Amq8Cwxn1FZ0AX2CieC8YGDEwkarVqgEVGIUCmAGoRFGkfD5vrBjYK5Sdhr3DWRsMBrpx44ZarZby+bwl6+x1JpMxU1TAEm9IC2iIvw3gzmAwUCaTMQkTJaKZM4yoSqViz0Y6nVav1zNGEKCaN33mLCN3gr3S6XTsueK5A0xKpVIqFou25/jGeDAI89hqtarxeKy1tTWbE2DH+vq6neVut2vGx+l0Wp1ORzdu3JiRtQH6lctlm18ikVCxWJQkM90tFou2d5VKxc6gN5NmTcx3aanifPmZEGtJ6co9FzWeRHNN3E+sfjlj2cyMn8kipDn7+9h8Se981zsOfOkyxjKBJpI0GE0UTy7A52Rf3H/5Hr360g0pWzn0NUcHAc4ZaPIGkubMbRhL8rysYhWr2I2Vn8mp+zgsjv0b+TJ9PgIweDNML1/gxt1LdTwNPgxDZdIZxRNxS5xpE0AGSr40TXSLxaLCMJxS+1ttDUd7pYS5Be92u5Zo+nK0MBt8kojEQpIBIfvNbSmXyo0+4AtJIYkWUg8SMqQ9nq2B0SqsFzw8SDalPTAql8uZdACjW0k2XqQhyWRyxiCWdij7C9gBoIBkAlZJp9MxMAFvCnw6qMQDuMCewioArGI9YJgABu33RoG9IO0Z7AJCYPjpWT+wcNgbDElzudxM9ZZSqaREIqFut2vsEEoLwx5gjxk/STrz9tVXJBkLIp1Oq1QqmbzEy3zwRCkUCjMMHF/RBSCNfcNzhWRdks3DS2mQ+1QqFfPX8VVq6B9ZDCatnMtkMqlSqWRSIc8q4ZnEtwTwwRsXe2YUzzGgHqAGniuSrF364DlkP1gLyguvra0pDENVq1VJUrlcNgNiaQoSvf766wagMR9prxQpgBVVgJAMwhK57777TFZFuzDEvLkv52R7e9vWjjWHWbcccf78TIiURvr2++/R2JvA6g6yHhawXgs1gT0gYqP+TRKdZfodwsdJQRPPqJx7BPv+XEQEgd50+T49961X1dPhRKyD/3HLV55yXHN5yRk3cMRmV6DJoppbxSreeHG3gCZLIs3ZH8cCTpbxA40EhcSUJIsExhtoYsKI30M8Htd4Mta4vycV4Sac94VBaMBKNps1iUQ8HlcYCxVX3BIgkkfAg42NDT344IO6cuXKjBcCAAuVbkiQPBOBZGl/JRNK4AKuMA+ScxJOWASAIvhteCYOQIr3PMlmsybfoG3G0W637e+ehSLtSaKQXvjEniomMG7w0KC8MPIVb5iJwaeX2+CZAlOINmAseMBE0k0VfkheMRyNxWI2xmazqXa7bRVlkFMAosCaoALK1taWwjBUpVIxoAD2Tj6fV6fTUbvdNmmHL1EMowTggHHDtIBl0ev1VCgUFEWRqtWqAQvNZlPFYtGqGnGeODuASTwXsVhMFy9elDSVkjSbTZVKJTNAZR9Yr1qtNgMQIZlhTLB5OFuseRAE5rdDhSVAL85SGIZqt9szJZLZK5hitAnQ4SvsYDYL0ANw6KsaUUa4VqvNfDYUi0UDDBk7Y2XNqJjDngJieEaPZ2ZdunRJpVJJg8HAZElBENjzBAiEzAuQj+dIkoG4PE9+/js7OweWbr0zcX5Bk/Ggr/V8uJeHBvuMX31Hd1Q/Mh8KykKZE4f0Meo0dN899yxgAKeL0/qZnKWUbjyJNJ5Eii1SrxNJiiJlE/EDn4eFS3OO2Ny5AE3m3se/0hf+4o/rueG+Lyfyyl58qx58/1/Tn/nwY8rdakwnjeM2MviKvvjDf1OvPfF/64d/8KG5NLmKVazCxcrPZG793CqOBJws64eZZ2f4m2kSEhJSzBn97bavbOPlMv51iURCkSKrmoGpKIwMSdY/0h9pmqBVKhVdvnxZ9913n9bX1y1hInFrNpvmC+IlRQAa/EdfACywBEh2GS8JK0k6ZVF3dnbMBNOqAO2CFJJmmBB+3ZA+cEvuDW35tySTEwEeAVCR/GHWCuOFxBgpCOwBTDiR3gCQeM8TSTPMFMaJ6SZAUKfTMblKq9WakU551gpMDPw9PGuJfknI2QfvnVGpVGakQUhaAAVIovk754V1gf0DE6PT6Whzc3PGbwYQZjwe6/Lly7p48aKazab5ljSbTU0mEzN99XIfbzqaz+fNpBcABDkP1VsKhYIBaevr6yqVSnY+ALJ85aRMJmPsIcAb5sw+eVYQY+N8AE5w1gEsWCMASAAXotlsqlqt2jPry2Ijg8HUFwPofD5v5rEAkTBUstmseZvALvFGzzBsAEW9PHA8HqvRaKjZbFrJYc5dPB5Xs9k0QAZ2HGARjC7PkuOM8PmGdGlpY4n9THwU4xPdc+kejcaTW4MmxxzXif1MDnzj/PxMFha36CwajZRIz4EtdYZg1kmS2v2+XQuNiDI7ZxhBJEWBkqnUTRYny+hnMpcez72fSVKV735Sl3PTb42q39DLTz+tr/0ff0M7+kX9lQ8/MN9hnKCR0XO/oRdrUvqQ7x/Y5LImH6tYxbLFXQ6aLANgQtz2N/Jl/tzynhT8IuNvuEm++Q9DSGQUgaaJEeWCS6WSSRW63a4m44lV1UHCg7Rif/UP2s9kMiqVSlpfX1elUjEzTpJlSTMld9PptFXPQfIAuAMLAFYBX/OMBEwv4/G4sVEoP0vb9XrdyhDjRYGRbCKRMDkSryMhbrfbajabBjTAkCCp9NVoKEHrpRNUMoG54avseOkEYARjg02Cd0sulzNggbGzHoASJLQeDOEMkGAjxRiNRtre3jbwKpfLqVKpzMiAAEcALQCkKpWp5puxMC8SYm/qyfyR+ngzYFgGHhAiGWffYUjsZ2YUCgWTo5DMe0ALMNB7lPR6PTUaDWOfABLA8qDaFAAUrBrPPAJ8wtgUIIq+WE+Cqk/sja9g5Q2HmR/PiPei8ZWzeA6lPXNk1m8ymcx4/yArKhQK9nwDFFHOWJIZvQZBoFqtpiiKdOHCBWNMDQYDq+jkK1lxJpHm0QdniD3i/MFUg+HEOvK8Yx7MnsNQYY2XMs4JaKJhX/ddKmsSRQaaHAqenHWcYbJpXJVF+Zno9v0UC/nT4R5neMaWzc/ksBiMJ8qEu5W1FvFZEAVSII0HPSm2J7NaRtBkGaUmBzZ55tKcdT34kZ/U9zy895VXf+779E++9JpuPPMNjT78gOL6ir7wF/6mntM79cQn3q7n/tfP6NWrP6n/8pNPKn7ty3rqM5/V1597SZ1BUsWr79E7/vrH9aeuTk3PNXhJX//MT+srv/372qkNFCu/VQ8+8TG97wfftctm6Wv7qZ/Vv/jcb+i1a9vqK6/ilcf08A9+XI8/dlmv/sL36Zd+/TVJUufz/6l+6vPv1J/75Z/RI/kzWJ5VrOKNFneLNOeQfpYJNJFuA5ychw8zkloSDG7qJVkSiyzm9ddf1yuvvGo38QAAVAHxyXMymVSv25vxPJFmq/RIsmTYl+ClrXK5bJ4onU5nxtdivxcCyba0x/hgfAAOAEGtVstu42GZ5HI5ZbNZY2IArPT7fZMEeUYJoMl+U1ISXMYFswF/Ey+Jwk8DBgyMAdqFxULCns1mZ0xZqdDS6XRMouA9WfYDNtzAM2b2mzExP4Ag2vPAAwl+rVYzjwr69Df9vhKOr2REpRvez7i9dAk5Bwl2PB5Xr9ezeSJLYWyNRkPD4dBK4bKOMB0AOWq1mrGqCAxxqXJEm6ydL4dbKBRmJC2SrH2CZB5wC+CKMr/IpgArAW+8xAYgDalcp9PR1taWxuOxSaQArAqFgnnFePkWshwYJ+12Wzs7O1YVCaNizIqpbEM55J2dHXuOvTkxz6ivGMV+4DsyGAyszHUqlTJDWm/m7GVjVBLirPJ9AEzkYVSdgmUE6Mu55Rx67yP2c+liEaDJnPrIxSYq5rMajieSAgXB6WUw862cc/pYBmnO/ojaNeUffPOZ93Oqpk/YB58niwA1x1HkiCYLcomNpEGvJ+VWfianbnYRfib7YtR6RteubUtK6uKjb1VcUqCU4klJ7W/od3/+JZUe+6Aeeehexav/Ul/8iU/oufa36aGP/qTekvuGnv3sZ/Wb/9224v/bz+iRSl8v/vyP6gu/ta3s2z+qP/fEvXr5cz+tr33+x9W/+Dn9pQ9cll74Wf3Tf/DLal95t971I+9WTt/S1z//Wf3uT74k/czn9Y4nPq53XPukfvfplrJv/5gef+JR3X8YaHIeEo9VrGJZ4i4HTZaxj0OBk/Py2eUTeZgHyFm4aScZ2tzc1OuvvzZTStff5EPvh9kxHE1vzzEdDcNQiXjC+p6MJ7aCgCLDwdDKpCIZ8OPk79zq1+t1NRoNAxoAMby0BXYFyRiMCl8xheSe8XupCxU8fFLKzTmJn09eO52O6vW6MVgAhgByWG/AGNYmk8mYNIPyvcPh0HwxkIX4aj/egJVxkfAiG0FqA7gEMCTJ2DbskwddGCfAArIWmA/4fAA+keQDciFL4WwhywD4YhwwCjhnzE+SGaMybuaItwugFqwHfFaQ2gBQ4N0hyRgThULBWA6eBeKrvHh5FRV/WDNABeQ2sEeQnLDfmUzGDGthVyAhAYRgrQASAVQAJbwvDUbDAG6sF8yUTqdjEhbAOZ5jzrtnAtXrdUkyMAPAar8fC3sCwwag0o99MpmYQWu5XFYul1MURdrY2DBWGHJA70nE5wn76Q2c8enhLKZSKZsfnz/sB88wxshLGUvuZ7K/rVImsWsIe4hhw52oNnMWzS8RaCLpdL4cSwya2NsXxASLImk0mSgRW6BJdCCF2nd0V6DJ8ZtdGGjymp7+8e/S0zNfW9e93/e39ec//MC+dzaV+77P6S99+LIkqf5rP6TnalLqz/yY3vf+dyqud+ve4TP6zM9/Vb//Wy/pkY+sK/enP6Y/92hKa489qcsV6cHWl/W1n39arz79DY0+cFm69prakuKVx/Tg4x/Sxbz08GPv086goNwlKZ18j9585af1u0+3lL76Tj3y+EMrac4qVnFmcc5Ak3MGzBwInJyXzy7ACOQMvpIJSRJJWb/ft6QvmkQzFWVI1NPptEl5MBz1N/KTyUTjyViR9rwIvC8JpVV3dnZUrVYtIZdkoIIHQ/ZXzvHJvi81CyuGsXjJDFIEEkmSRJJPkmJkIN5bgtKytOWZLkgfmFOj0bAbdEn2Om7NMc5lLZCUdLtdAxsAf0iAfalamB0k+QAu3W7X2DX+tr/ZbCoMQ62vr1v5XEARTFwBClgH1t9XMkLOgm8F3yNpZQ9Yc8AtysVSRQawCF8NwBAAomw2aywb3seckXHgQcJcOYdIPzCm9Ya8lPgF4PI+GTwHVIHyLCtYGIA+w+HQzFT5PuaxAGl+3pxRf2a8cSqsGcrxXrx40bxuqF6EHAh5GF4llMr2vjulUsnOizcvhpnS7/e1vb2tRCKhtbU1lctl8+jxzA78iABZAP9ghMBOY68AS2DRsGZeKlYsFme8Tzwg5D2IkOYhmUOmw9h8aW3AX/8ZcsfjvEhzXMRjodLx0P28dKngMfqZP8tkPmiKrdcijsgx+gkkhUsmMTuJn8lNbRyg8VqslG5xfWXzhb39XhJpzlx6vCukOfu/ldSF7/6g7qV69HBbm898Va/9+if0+cHf1Uc+9i5nEHuv7n/0sv1r58WXJEn9f/3j+tl/Pdv8zgsvaRQ8oFx+Wy9+/lf01M99Un0NNEaROxhoJCn96Af15vK/0nPP/LT+rx/4WaWuvFX3P/puPfz+v6iLB3ibr0CTVazirGIFmpxVPzQxA5wc+XNrST7gAAkAAmALYBhJIsfNM0lKPBGfqYKCLwkJtPdMCYNwhoZPsuSZDR7cyGQy5j1Sq9UMUCFp9dUzAEJIcEmkYFNwI440AZYCTAISZcYlyaoCkbDhqcDrCAADQBNvwOklJp7Rs1+OUy6XreoLhq+AU7AL+I8qPySWeFh49gPr7xNWJBhIiaIoMrmGZ2+QsAMIeZAmnU6rXC7beWAM9XrdzEFZS5JjQDgv0WLtGS9gVr/fV7Vanak2BPCEPMaX+aWCD4FfjCSrYgNY5Y1kYSnFYjGVy2UDBAHNYAZ5qQh+PcPh0ExoYUsA3GCg22w2zScE1hQsmmq1ap49VAxiPFRNajQaVu2GceJBsl+WAusCIC6bzc6wgRgroCYAGyWakTWxZwAN7D0sGObb6XRsH5AAARBynr3UBrNb9pOzBSACAAdoxfPM+aOqjiRjofBcUVrcM58o6+zBIXxOvDTrbo55gyaSFA8DdbsdFStrJ27jxEM642Qz0K6fySLiBEltcGfLE83EPKVMd8JzaDDeZZwswhxW02VKJBLSQEsDmqz8TG71rXXd/5GfmPE4CVpf1q/+55/Q81/6+/qdP/vreq99L6XUAWBG9rv/lv78R94687X42gOKV/+ZfvVv/5xeGt6rt/3Xn9Y7Hiqo/9uf1C999tm9F1beow99+nN65Kkv6Pmnn9GrLzyr57/4rJ7/4q/o5U99Tu97NHWiKa5iFas4ahz/5+0ygibL5mdyczPRHnBypM+uJfuAgwrvb9FJ9DBDJfkaDoczySB/Qp0nOYeJYKyPaK/8ra8o4pkRJNkkkF5m0uv17JbeTGl3b+f7/b7dSnvfBfqjtK9PiEmKqd6CGSu/zFHNI5PJmOmk92CRNJOAe1AIUAI2CIALY+P2Hl8QzDlZW6QweK8wDyRFyJYajYbtBQm0ZxjgwYE/DOvs51AsFjUYDHTjxg2TYyDTSiQSBqJJUznPzs6OVe1JpVK2tr6KC8APe0dS7kslwzzwgJP3xygWi3a+OC98v9PpGEMFQMGbrrL2AGFIhAAAYK6Q2Hu/F18tCaYN++x9N5gnprCe9bC+vq4wnFZ8ajQatsfpdFpra2sKgkBbW1uq1WqKxWJmlAv4AZDk5T3IdjY3N2eqyADuwQba2NhQrVazKk4YqEoyFgighGc61et1hWGoUqlk4JiXg7E2vroWwAU+Q559wlnEiwfvIMA8wFoAQgAd9pvPH0ARTH7Zc9g0zWbTWFnMpVwuG5iIb8sbBTg5C9BEmgIn91y6skcSOCY740RkjjOWNCzUz+QY/exfqzBYjnN7Fuu13+PkrMGURZHOgv1/v1tAk7tJmnPs9Rqov79csYu1Bx+Q9Kz6ban08KPKSRpdf0av1ZJKJZPStaf12lBS+Z36jice1br6ennX6JWruFHrVe1ca6r4+I/pfR+QpL62P/ej+j8/+6xefOob0qOPnnguq1jFKm4X54xlckg/yw2a7DUWl84naCLJ5APcTnszRxJb7z/gq65gHAuoQpWZCxcuaHNz05gqBkpEmqHM7zcS3X87TpL52muvWaJHkgpY4wEUEmRo/tKebwkMCW60G42Gtre3DfiA+cK8M5mMAQskz94wlDHyPkqlklRms1kr48p7YNNEUWRsB2QcBOPPZDI3sTVg0Ugy2QIgA0ks/ZBUlstlYzIgl/CGpNzKUwoZ4AowgrWGPdBoNCRNQTH8Q6iOg9zDl4yFneClWMg5qCADMET/AB/JZNKSb/rv9/tmiArLxFfaQSoEeMbe+qo5nn2BF4uXeSGj8RIsX5qZdUE6BgMHphLzyefzM+0CEAVBoPX1deXzeWWzWW1ubhqbg2cR5gf94X+DbKzVapksCeNgxk61Gl91CeYNwAQMI55D2E48D/1+3/YE4IbxefCDZwH2EWW7s9mssUAABdvt9gz4572R2DP+Q6ZFCXPAj1gsZvKzbrdrfj7ValXVatUAMl/OGiDnbo6zzDnHg56CYMqKO640RzohaHLom+YDmizMz+QYcdBwlkGpM2/QJAgCa2qRzJNI0nDsfE7O4Jfbm6RMh85vBZoc2OwdBU229eLnP6m+FUFqaueZr+q1tqSL79YjDx3eU+nxv6w3f/4Tev7Zn9Wv/txA33F1W1///Gf10o1v09t/6hf13vK3qShps/ZV/f6vfVk7gy/rd5/JK6ttda59WV9/5hFdfuET+sXPPKvUoz+gd73/UaUHTb382y9Jymvt0XsVSEpXCpJe085Tn9G/uvik3vLuJ3U5f/i4VrGKVRwlVqDJUfs4eTOzjcXPK2giTW+ikcHge+Bv7X05YpgKvjIGf9JWt9tVsVjU2tqatre3DdgIw1D9QV+j8VRmgCxnvywC/wQSPy+ToR8SoVwuZ5IQgINmsznD+OB9vhSrZ9YACO03RJVmTXNJFvF9IVmU9mQEAEywZJB+wGRg/CR//tYd4Ir28RvhPYwbSYk09awoFotW4tkniqVSaeY9JPTsn28LNgx7D4CETIREmLVhvbxPBuPO5/NaW1ub8Z7h774kNHsOM2QwGJg0DGPR9fV12wcPWAGS+MpKrJFn/LB+MGM6nc5N4J/3aqGdIJhWCvLmvDwDnFcqunQ6He3s7Nh7JBkQBeDBWBkLbJvBYKCdnR3VajVlMhmT+MBAarVaBkhxtjzgwxrm83kNBgNjuDB3D4Kw/lT2AaCBXSJpppQx7/HnERkVDKxCoWBADl4xzWbTWDQALTx3jAkPHcAZ769DaXDYJYC4vvR4r9dTtVq1MdfrdauSxfhhwXjQ6W6Ms2KZ+GhuXVdw5cKxJC3zl+acqtWDm1kiQ9vDZjYZ3eKa+4xjHn4mB0VnOL79i84obDuQ68zxDBy4XoE07ncVpjIHvWrOnZ74JWfcwBGanXsfJ2GaDFT9nS+o6r4SK3+b7v+zH9Q7PvqDuv8AaY5F5Ul98FPSU5/5BX39t35aX/pSUtkH3613fPJv6fGHU5L+st73I8/qS7/0VT33jz+lzcc+qvd96uOq/9yP6jd++6v6yud+X3/17/xDfWTw03rqi1/Qv/gHv6yxkspeeURv++s/pvc+viFJWn/8o3rbb31KX7v2Vf3bz0vr73pSl28xrFWsYhW3i3MGmhzSx3kCTaTblCOWtLSgibRXvhMGCXR5khdu0/v9vhqNhiXpvnwo4MjW1pYymYwuXrhoCYu/CZf2ShGbl0UkhbE9wGA4GGo8GRvrIpPJqFwua3193W7PfflimCAYdHq5AEkkkgsAFowjmTdz4TadeQN+eMNc5gCTBK8GKuHgq+HZFXiuePNYElHPjCHJBsTi/XwdkAHmAEkl4BIJLDIPwCS8IkqlkiXSyDgAAEhwgyBQvV6323zWD2NUmBWAT7BzUqmUSSRIWAG48MfxAATghvceIdH370GWAcMDCQkVXRgLoIYvv8u+Ifvi9d6Hg7Fj2ss4kNcgL+l0OlZaGFYR5wFgxst2JBm7h/nCYEFGAiOp3W4rCKaVm6js02g0NBqNDByDWQIAyH4WCgXzIGk2m2q1WqrX6yYbgk3jWVUwgfL5vKrVqnq9nkqlksldeOYlzbDGqJgFwMS8AEU4T9lsVuPx+CZ/ItY2iiIz/y0WiwYUsZYeAEwmk2q328YsQqbE99LptHnjrK2t2bMFEMl7l8Ycdo6xCNBEkmKx4NggwLKVGqb5ZfUzOWy9eq26AbKLjJMktb1mX91aT91aX1E0sa/H03GV7y0qVbhV5rmYGE0iJWIyBuy84qb1ct7JUb8rpTL7XzXHDk/9sjNs4AhN3hE/Ex/v0Qd/5ff0oSO1/5je/8u/p/cf8J34lSf13r/zpN574PtSuvzhn9IPf3j2q/f/97+uR9y/S9//9/RXv/8Ww770pD7w6Sf1gSXOKVaxirs1VqDJSZo4uLHDgZNz8OFG8o1kwcsK8DMg8cL3ZD9jIIoiDfoD1Sd1o9dzEy7J6Pq0j2TGU/UNYIlPFEbhDLsglUqpXC7PyFW8rEbSDLsAQAMpDAkeCbI3tBwMBiZDkGQJ3Hg8tht/vCbwt/CMG+8Zwni8bptqOMwTuYb3ZvGGt7BO8IQg6fPMmGw2q0wmY3INLxPB94R2uNEHdCFpBzxijWGQwE7xDBu/zuylZ8cAuAA+AOIAVuHr4iUTjAWQi69JUqFQMGmMJPMU8QwGWD6AKuPx2ExDYS4ASrEXrD+sD+8fg1ktc200GtrZ2bE9Ye/xWgGA4xlh7LBGWJNut2sAH8AGwBgePDBK2G9YLrBB8ExhvIAw7XbbAEiAN9YYzxJfsYj94pmv1+vmY8TZx8MmkUjYvgCa8fwWi0VJMqlWIpEw6RfSMGQ7yWTSZFXMCxAKYAlQBPDRmwPX63U1m01jn/A8lEoMw5cBAAAgAElEQVQlq67DfgB4woKCiZLNZs335W6JRYEmCqTLD1w9clfzH9KJYZibWllIHJOVc7uZGZNtgcDfcaU57WpXrRstjfoHM0lGvZG2XtxRupBW5f6iwvid820ZT6Kbp3XKpb0lyDRjDDSnWATLZG6N3KbJpfQzmW/3c23yHOQUq1jF3RZ3HDA5pJ9lBEz2mrlFY9FhwMk5+YDLZDIz1Huf9GPWms1m7fYYpgTyDWQUg8FAo+HUO6TRaCibzWptbc1ummEYeL8PGApIafytMAwLbuRJgAAYMHYF1CFZ8sAMMh5JlpTBMAGwIDmFhQHThaRP0oyMCHaENFuRyJuMYmQpybwZ8Prw3h/Snr+E93mBBQHoEEWRJZmwIlgXSiZ7010P3sAsCcPQpDkANkhGvDFpPB5XPp83aQhyI8ABDxRJsu+TfAOseFkG4wH4gd0EIMG+ALDAaKjX64qiSPl83tYTaRPAzX7JD2vCXpJsAyIxNhJugAfOJMASoAssCtYXbw3/HgAMwAvvw8F6cqZhNPG8AcjxbLEGAECcjVarpSAIVKlUjG0zGAxsDwEieC7NmHm3Dc4NprLst5e1eHkVhq542gBmAZT4s8b4eNY4J5VKRVQXAnRptVombcpmswYQsQ6AOTzXyN6KxaIymYyq1arG47Gy2az6/f6MmbK0B3wOhgNNokiFYlHFYlGTyZ2TB8w7FmYLsdvPUUriLr2fySJiDtKcI73yDCd1HNBkMolU/eO6eo3ekdruNXu68cJQF9+8oTA8u0MczPwZaW/BpjWKJpNo2n+w79vHXNOjsHKmv0udM9DkDeFnMudhrECTVazirowVaHKSZm4NmkgHASfn6AMuCALlcjm7rUf24ct/etBA2gMh+A8zxmazqWazqRs3buhNb3qTstmc0fSlvco2VslmMJQCGZsCc1dJxmqBJQJzY7/ZKPR9ZBzMybNVAAYGg8HM7TkJICDCfuYI4AsGqvuNa/0NP5ITz9Lg+8ybJBf2DcwOklmScV8RhLEyX7w5ksmkcrmc3f5LMtCF17JnzM17kdCWJEt4Ac782L1JMGeBtmGL4JHC+7wRKyVuvZcJjBXAGPaWJB6JFLKVyWSibDZrYBFVVihj7OUoABwwHQCgAHi63a62t7dtLjAvOJ+wRRgfZwsGFudRkgF1MDoAQnxpZ9aZ5J7/YM6wR6xxqVSy6jWAgLBGstnszJwLhYL5g8AGazQathbtdtvOMevupVzpdNoYHH4/kb1xVgATWVuAVdghMLOYF0Abzw6gJO2Vy2UrGe37r9Vq2tzcVBAE5pPDZ8x4PNbOzo6BnpRzBtxlPrlcTr1+X5NoonKlYkDdaHSOPpQPiYWxTPb1M+z3pEL6TPs44jdO1vwi0JM77v9y+jgWaDKaaPOFHY16o2P1Me6NVX+locr9pWOP73aRCAMlYoFiYTjd79Hk5hfFQ8VDKRYLNRpNphVNol305KTA1xLJv1agyfH6WEbQ5MDmTtlHYyOuzH0HPA+rOF2cs18rlnW4d1JI3S0dXjjgjoMm50ias9fM0QY9C5ws68k8JNrttvk49Pt9M2kkaYEuj+8FCTUJL1IezyIBQEmn00qn01YZhQQYhoi0V/XGgyAwCAqFgtbW1rSxsaF8Pm++ByTX3tQ1mUyqWCzaXEgS8UTYz1TALBNQgxt3AAuf3MN2QL7gyyfuByNgMHjWC4AT3g7tdtvWi2Sd5JnEFKDDA0kkvAAM+DjA6vGSGSRJmGpiBoopLJIGwAnPXqjX6wYmAZSQ+JOQt9ttkzBhGOrnzh5RMtePj3GTNPvSwXjopNNpFQqFmfK5HoCDqYJEBKAMiRiAAUAQ65fL5awKTT6fV6/XMzaHJDvLHtACCPMVlvBrkWSggq/sA8XeS52SyaSVofZmy+w7ciZvWkt7uVxOa2trxpoBoGL80l51Ks6jXzuYY6yfP1NIkDgngGCwy/w68nx4cFKSsWqSyaRKpZKSyaR2dnY0Ho+NgdVoNDQcDnXhwgWTEbF/k8nEmCnFYlGFQsHAJ8CPTqdjgAsVgBiHByTDeEzD/litTkfNZlPdbvfcm8MuUpqzP6rXX9P9G+UFdD6/WEY/E166bP4vxwUBxsOxNr+5o/HgZCyuTrWrbCWjVH4+nieJMFAyHk6ZUWNJw4kURQeqm4LhWOMgUCIRKhkLFSnSaBxotOu3No1b79AKNDlFs3fcz2SOw1gEy2RO/fzOR4q3fsEt+wjmN9VzADKdrvOTdj/Xxo7X1KLWaxEgwByRjhVocpImjj7oPeDknIEmkizhIEnp9Xoz3hs+WUI+MxqNNBwM1etPEx/8Brwfir9xH4/H6na75ifhZSCSLOGmL0l2o76xsaFyuWxlURkjxq8ALSTasEgajcZMW7BEcrmcVfVABsKckEt4TwiqnEh7DAPkBayf9yjxwbyQq5CM4nuRz+cN5CBh9VVhAFYAbjzbg//wjZBkrBBvyMvYGC+MByqzeFAHTxLGTglbwA2SbNYEIIH/ALWQksBawtPFy7VYSzxHgiBQrVYzwA3WCq+Xpkl5Nps1MAHWCHuDPwhrhgcHJYFJoGFqsKaAUYBZzA/giLaRFwEOsb68lvXkmYIh4hkbo9FItVrNGCXevJizCTjJGgLeIW0DsGm32/Zs8uwVCgUzxvV+K8hxvLEuzwZ7BmgK2NNsNlUsFlWpVGwtfIlkSfZMI4EDaMG0mHMBCAUIcuPGDSvDDYuG55jxA/oB/lQqFfucYc95fra3t+3zJplJK5FMaDQcKogilQqFk39ALkHcSdBkGnP+UX3GDBBbr0X8cnPEfTnp9p31th+HZSLtMk2e39Z4eLrb69Z2Zy7ASSIIlE7EpIkUjSbSJJoySNh7fwaCXUVOECmaDBUkYgpigZLxKeAymtx+TscGAU57Bs/4fM2vgSM0uQJNjt/kHf3cD+Y3hEUAJmfQz3H7OH73c23s+E29IUCT4/eyjKDJMgIms80cb5Pj5xEwIUhS8fWgKgVliqkgQuKHn4kkYxZkMhlLyrx3BsyNwWCgQIElRTA9ut2umXgipYDJUigUlM/ndc8995j/gWdlkLxy+9/pdNTpdHTvvfeqXC7P+GiUSiXlcjl1u11jWzQaDUvc4vG4Wq2WtYn8gn9LssSZG3ZAmXw+b4kiLIHxeGzlYpkTyTE+FCTcyBu8l4mvRgTg4xNX1gvWBcAFzBsAGEkGWlAqOgzDGc+Qfr+vYrFojB6MNAG2MDJFZgPQAdgGa4SxwJjo9/sGiJBAw8LBJ4O18iBJNptVPp83gAQGCMwEjE2RewE++MpDzI3xcnZgH5TLZQ2HQwPXPEjCGnpWBqBKPp9XJpMxlocvVw1bykugYM/AhgKYg93ljYKpyMQ6+b59qV+/dswNIEWSVcXhXMPYoE38X/AY4YwlEgm1Wi1jcvAe9guQy88F4AxvGcA11mA8Hhs4iI8JzxbPB+cdjyJJZqTLGeKcwAADlOVsDAYDZbPZ3fWLlE4kFM/k9Iff/Hf60m/9pi6ur+sD3/u98/rIXGjcedBkjhjEgqQmC2GaLAqYOcM4LmgSTSJtvrBzatBEknr1nqJJpOAUXieJcBc0GU2mezGJdoETHWyma34mgUbBRIlxKI0jKR4omQglhbvgycGbexLmxKn8iM6p1OTAJlfSnOM1eceZTOeMZXIG/Ry3jxVockDc3urijPs5ZyyTQ/pZbtDkZJt8+3LESxyFQsFu4AEHkF6QaJP4ADxgvEmQMPlqNSS3AC94fHi5jpdo8H5pr4oJJqXcbnuvDRJXmCiUIL1w4YIxS8IgVBib+jVI00T62rVrJgUB0PCJ/34fD5JX/EbwUsjn88YS4BYfPwbYBKylT8gZC7IC2AQAFPRFsko7yFGQ2kgy2Ydfu/2eJNz070+uAbG87IO5+upBzWbTwBLvzYH/jGfHUJUFVgSsIPxzWB+AHs9YkWSsCeYIs2QwGBjLgWpDAAS8B8YM7ATPRgDg6XQ6SqVSBuo1m00D/2jPA3LValXD4XCmxDEAGa/D08ODTIAhURSZV4gvUwxww5g9I6bX6xnjAjAB5oikGcCEs0PJXc/kYY9gHHm/EhgbnDu+xjy9yTJnBHaTN9+FAQKLCgAWbxyAMJ5z1l6allL2rC0AUDyD2EuYRXxeAO7gKcPZKZoJ7ESpZFIvXb+hT/+jf6QXr19XMorU6hzNwHKZYtEmsIfF/VffctNLT2QCe4Zhqe4d/uV53v2c1e9qxwVNJGnn5fqxPU1uFb3WQJli6sTvT8R2F2gy/SybYZvMSG98RFIYajKZAibReKwgCKVQiofYosy+8UDA5Kgbc9INvFukOXPv5+4CTZZRanLuQJM7vl5zBE3uJpDpjktNVqDJUfs4eTMn3+RzDZyUSiXzTiDRRr7SarWMvQAIkM1mLTlHWjMajRQGoeKJuAEsURRZMlMoFFSr1ey2vVQqqVgsGu0fSQuJO8ksbBj8OUi8uGWGfUL1lUuXLhmQwXy8jCadTqtUKqnVahnTgBt7ZA6eYeKroGSzWTPQhFlB4gmoAiDkDUHxtUBm4aUnkmze3KZLe0wDmACSZpJq2CWSZir87JfukBDDJEHqQlIMEIZ8xJd69q8hkWZf2R/AFi9hopTtfjZMEATGmPBzxLgURgLjw7+jWq2q0+kokUiosCu54Ex64ILkutVqmSTHlx2GqYHvC8wOwAIYEzBH2u22pD0pCpIa1sdLlvDnqNfrajQaBqx5NgUJP3vFGeCMehaXZ88AgAEoAIow516vZ+vhKw15XxhAs/1gJ/sF+4V+qPjkSyMjv2u32wqCQIVCQVeuXFEYhqpWq3bOORMAZzwjnGfAL9rzACogkv8cgPXCWWJeGDbTH8Alc/333/imtm5s6kKpIo1HevHFF073QbnAWBjL5Ij98HF14iEdys44MQxzcytLtF7+pcvmZ3LSfpqbLfXq8wUfB6cAThLh1AQ2Goz32CZRJE20xzaZ8SxhsoE0iRQFgaLhREGwW2VnNFGYDJWKx9Qf7Xm3nIRlMvOWk+zlCjQ5autH6mMZAZNDm7zjwO8KNDl65ycdwtmDJrfZ4rOPlZ/J8eKOg0wnaeZ0gz7XwEmhUFCpVJpJPiXp+vXrajabVk4XcAB2Agma3Zxr74aYJJBbc26zuYXn5h4PDOQInu2RzWZ18eJFXbp0SYVCwfryMgOS4MFgoAsXLujq1asmP5BkyamvGrKxsWGmsTAMfBUVfCX4mk/cSES91wpgEIwCz36Q9nxRGCsmoZ65sD+8LIKqRSSW+w1qYfUgvwEAYEysvfdG8Sa2MHpIXlkvWCkeDCLRhZnj/XEAaGBrwFyQ9hhEYRiakSlGv4ARgGSMTZIlyblczsbivT4k2fkDIGGd/PqORiMzGvb74vef9jlnmAl7Jg57AyuItfJ+H+VyWel0WsVi0UAAL2nabzwMIIPcBPkJgFqv1zMJDx4ovsQ0UidYK7DBWAuej3g8bqAizzHnm7/z7MFgQVoGeOeNkMvlslKplHZ2djSZTMxbBf8g1gavFSpjeekTf3LustmsSe7y+bzK5bI9j4xZkoGH7L+vSBUEUr8/0HAyViKV0ng80WgwVBiej4/pZZDm7I+jlCM+fj/zmeRCQZNjxPxApjP6re0YAxx0h2q81pr7EEb9k7NXkmEgjSMFChRNJgczTWZ+tu7+PZiyVCaKNBkOFUsmFIwjTYJI4ThSGNtbmNOCJsd+41HlPycbyBwbOEKTiwBMjtDPCjSZxv2/+0cq3Kjd9vN4CT9KJd1h0GSucXvQ5Jvv/U4N8ic3s7+jLBNpBZocN84RaHJSP5OD4nz8Rn5IeBkJiXUmk1GpVFKtVrPkk1tybpNJoriNl2TsA8AL2Cf9fl+lUtkMOZOJpPmbAJ5QbYWkb2NjQ/fcc49JAZAiSJpJ5PL5vDY2NnThwgVjJEiaSc5o31fHWV9fNxYMciLMUUlKvczBm1VSFrfdblvCigcIoE+hULAbe8An7/0Am4A/ASf2V9WBFQJ7JZVKGcDjwQ7ABP86z14gQSUJB6jywA4Vc/g3rAHPjiBxhn3iZUQwH5gjTAVv6OnbYXye/eANUQEWJNm8AbUYL8wogIxsNmtAka8kgzSrXq+r0+moXC6rXC4bqIE/Sb1enwEVmFO73TY2Fok74+XfsVjMvHnG47Gq1eqM5IXnxRvq7j8P9Alg12q11Gg0JMmAOg/WeGYK7CfG7M2cYXPAcPG+RJwFQA0qLOFf5CVIksxzqF6vq9fr2XMNSMPz5xlrrEE2mzW2FvvuZT6cCRg2AGHsCcwdZHzMbTgcqt5oaDIaKZXJazyZaDSaKJ6KKx6fKAwPLzm3LLGMoEkgadjrSskTGOwuADRZaOWcI/xScCoOzQFzOQhYP2nTJ5Uy1a415jKG/TEanAw4CSQFsVDRcOw8TTQLnhA3LV+01wqeKIEUTCaajKUwFtP01t298VRn7Ij7d06lJgc2uQJNjtfkAj7Drv6bZ3Tvsy+efUerOHW8/F0PnRg4eWODJnM0gb2bpDlzavQ0fiYHxQmBk+WAS6lEI8kSo1QqpY2NDbXb7ZmkFIp8p9OZqWbj5SmBAmMGSHtmlWtra8pk0up2e4q0R9/ntth7I3A77m//uZGHxRCPx1Uul5XP560MsaQZoGS/JIbxUBKYpJKbcmQ4nn3i/Ud8ZSGqt5CYY1rKOpDo8TWkI8xZ2pNs7AdOSHqbzab93bNeAD+o9oOZL2wX5smeAkSQtNO/BzkAidhXJDT72SSwOQCXSLTpk34JDzAALvlKMR6EgGkDMFIsFhWLxcwolCQaEMJ7oQDYwW7AzJXyw1tbWzPVlPr9vjEwut3uDGggyc4joAYGrayRN/z1TIzhcKh2u23PiQeUYM9gmIuHEPuGZAf/G2Rx/nsYyQK6wSoB1GOfOV9hGFr1HaRcSNPYawA+5s5zAEus0WjYcxyGU88g+uZ5Yc88+wfQjPY9Cwd2GlKxdDqtZrNphrHe44XnhPLFURTZ80lJ9CiK1Gm31et2VUmkFE9MmTuaRJpEkcaT0xtanmUsi5/J/ggDaev1V1UpPjSnfk4/0eCmv5xhLEKac8x+Ttz0Cfpob3c07A7nORyL0eBkz2QQSMEuSBLNACbuRYdthFPtjMJAsSBUNBlJQagg0i6LZV6gyRFjJc05autH7mMFmqzijRZ3FDRZmcAePxYFmswh5g2aSCcCTpbn0xI/A27j8SYh0X/llVcMQGk0Gmo0GuZVQSUWqoWEYahkKjmTmCPdIflPpZKWFJGMkTj523ZAB1+mFHAiDENVKhXzNPFBQkYSh38I8iJpakK6vb2twWBgVVIYA2wFmCLIU5BDAC6VSiW7IaecKu10u11JMuaJJANn/K08njLM2UscSMZhPgAIkADvL03MGjEOLwfxr0V64uUukszgFX8OSdrc3JQkM+Fst9u2N5jzkrQ2m80ZRgzmsowfwAWQhrXw4An7BLDRarXM+JfzRelrv06xWEzFYlG5XM6YETCBarWaqtWqer3ejMQMc1qALZhCzCcWi82APL6kLmCfN9cFFPP7gX8OJb5ZZ4ATpFKeqRNFexVneE46nY6ZrHa7XQMJee68zMeXIwaQk2TnlGcEkJJnxZs+w8BhLJzZ4XCoYrFooJUk218AOPrxTKNr166p3W7b+QUA4fwnk9PPhG63a0bCsF5g0gDUjEYjVSoVVSoVbW1tmacOgFYul9P6+poSL31LYTDNpqLJePfvyxnLCJoE9ucuW29JfqSfCpw4SWfzf+mc33x2MR5NVD8DiY7FCdk0YRAoGkWafaTxNdn7Fe+gZY2k3fdFUzuU0VhBbPq7QuDZKkv0TK5Ak+P1sYygyR2Vmizp58sq5hfLCJqsTGCP188ySnP2mpn/Jh8TOFmuTzFMF9vttmq12owvBokTpWBjsZj9Ij0cDjXoD5TN7d2KEwAPJGDdblf1el2XLl1SuVRWEAZ20xyGoRLxhIEDxWJR6+vrunLlioElJMUkj0EQqFKpzDAspCnzYnt728AOWCK5XE733nuvJXTr6+saj8e6fv26Je8ARV6awE0/yTDJGSwT2CBUIwIgQkZBEsn7SQBhznAzz9fZD4AG/ERoA/kJia6XVHiTTDxgYGHA2vGeMr7SCp4ljKXdblsJYw9oIf+BQbBfEgJTyHuL+KRXmnpjwN4gcZZkkh1KSAdBoO3tbUkysAOWBewGb6oLe8GbkDabTdVqNaVSKV2+fNnOOb4bnjUBaFAoFIw1gn8IHivpdNoAIwC7ZrNp5491BYxjnQCjAJgAX3yFH17HOgNOcD69d06hULCxhGGoQqFge8OZB1DwgAxzYQ1hB8FCQR7FefVsJEAeykR7iRE+N5x372kDQCrJfJJgefkS5oBPtI0ZsGdo9Xo9ra+vq1Ao2N5znrrdrkql0i6gmVUsHtdkEikWSLFYXGEQzvNjcy6xUH+Ok4IAxxnfoajGHOGORSEnx+jnxEM6la7n7KOz0536hyxbRGZV4vxMZv9+2LH1X4+CQOPJWPFEUruuslIUSuFhsMuc424BTebex8lAk2UETA5tckmYTKs43/HGluYcv6c7DprccZDpJE2czaCPAZws5yeZ90HwUgEMGjGwTKVSymQz6g+mydxoPLJyrSTovtoN8pJ2u61r165Jkt70pjepkCuYzMP7HUwmE62vr+stb3mLrly5orW1NV24cEHFYtE8DUjCSI5JlHu9nra2tvT666+bRELa84AoFovGCkgkEiqVSmo0GtrZ2VE6ndb6+rouXLigRCKhTqdjFUZIVgESvLEmYABBgklSTxUVSQamwAwg4UQGhTSDMSKv8LIhzGclzYAS3peC5B8WDIk3t/0kr+VyWaVSyQAJ2D9+7TAqbbVaVhI4lUopl8tpY2NjptwvDB18KTyjyINxMAh85R/AAtg63t8EQA22BZWY2BMvX0K+FY/HtbOzo2azaSyMTCZj0phMJmOeHpwhxkmiTiUfXyUGUAwJEFV1AKUAk6hS5CVEyWRSzWbT/Dyy2axVW2q32waKwZph7jBGcrmcjYFnNggClctT7yBKK8fjcTWbTQN9YG7BVOJPD0Z1Oh3zKkEKlclk7L8gCNRqtcwLyMt6GAvvATzB6LfX66lYLKpcLkuSyW+8vM/L9fr9vjFsAMS80XGpVNJoNNKNGzc0Go1UKpVmvHQmk4nqjYa6ve7ucxdorGhuXhHzimX0Mzno5YGOyIi52/xM5veyM3jz2cdkEqm12b7Twzg4bO120ZITP9rRLgOFO7VgvuyvSJoc9LmziPM1lwaO0OTKz+T4TS7h5/4qzl+sQJPzD5ost5/JLRqbQx9HBE6W85PMl7GFak8yWigUVKlULEFHAkJwy08ySbIUC2MGEMRiMfX7fdXr9RnJCQALt9vIJlKplMrlsi5cuKD77rtPlUplxqDUG72SUEmypJQ2PWODMZD47jdaBVQhoctkMqrX6zMlYgETMAMlQYZpAvBDguarungfkyiKVKvVLMnGZ4IxA5bg90Hi7KvN8H1u7Pk7yTAgBDILSu766iWsKYkr5wB5BCyUbrerRqNhLAbOgpeAeGYNoBvtwJChP1g5MFcAsmCf7JcV8Z8kk98AUiCJymQyyufztqcwIahuE4bhjJ8IzCTAHAALZCtIc7yXi9/f8XhssiXWDKCCc+LPOaAbPjTlctnAHjyEPPg1HA5Vq9UMbFtbW1MymVS9XreqRIwJLxFYHn5sAG6SZiQwrC0SKF6TSqWUSqVMToNRMHuLn1AikVCtVjN2EObSnFPWH8CtUCgY04XxSrJxMB/OvyQDTWDCDQYDXbx40cA89of1jcVi0/m020plMlIUKYztVScK5poRnS7OC2hCpHalcWc+gDNtZb4dLY+fydlQcDo7HU3GZ8s2CcITssCMELK7kMFJwZNA45ikaCIFUhDso62cdqOCqdRt/9eO8LbTx90CmqzWaw4dr+Juizc2aHLOAJND+llGlsleM2dvWnMb4GS5P8W49d3Z2THTV4w4Scq5pQeEIJkKg1BBGBjDIJ/PK5vNWnIMHZ+ELZlMqtfrmUeKr5pBYpfNZg3IAAgggfSAyGAwsEQSDxZf1cdX4tgvvYnH4zYO5tpsNhUGofKFvAEEJOZ+HIAOg8HA5kGCzN+RInhWDIAO0gzkFzBIAKSQgZTLZZOLwCAgUYcNw+thJwBCecaPZ+ggMWL9qtWqsRsALkiMAVnwZqFaTBiG6nQ6xvoIgkD5fN6YCO122+Q63vAVVov3rvAVU9hb9pr1BwTw5ZMBPCqVigqFgrFTqIqDESnGpLAlANB2dnYMCGBcACDInmCgePCEJJ9zwbpxJn3FHBgtPCuFQsFKaEsywIKzAhDSarVmfFF8KWT2imcDpgXnABNX9ps/GTesHBg8sI8Yr2dwIVdiffi+JGOFtNttM9FFljQej618OPIfzHTZw/2muZKM7RJFkYGuVJSiTaoMxWIxkxL68Y5GI0WSEomU4vGEAmOaLIh6f4RYZj+Tw+LS5SuHv/HQH6K3bvUoP3sX6mdyjFjsSbpVb2c3ktZW5/YvOmXEEiccf7D3REcckn2yp1t6nAQHSE3CYJdxMt9TN9PS3SLNmXs/K9Dk7Dpe9ABWcdZxR7f4jktNVqDJUfs4eTNnD5pItwROTv4DYZFBIkpyyK0ucoJWq6VCoWBeIySOYWwXmBiOLLn3VVs67Y5S6ZRKpZKxBUhkuS1GzpJKpSz56na7ZuhZq9WMMUEyKmkGLCEB9H4JyFSQGBWLxRkGSbPZ1NbWlpWnTaVSunjxoi7r8nTMxZJJlDzY4aUP3mOiVCoZE6bdbttYSWQBD2BCeB8OLzUATIJFgFdGKpUyQMh7XlCdxTMzYIVQAcV7pfhKOZjjFotFYx0hP/F+KchzmCOMF/xxKFuLt40kS7i9pwrrSSLuSwUjPQJUYX2RcPiqKpVKxSQ/zWbT2FH323MAACAASURBVELNZlPXr183EI+1gwEDULGxsWH+LgRrzjms1+v2bCBFwTS31Wqp1+uZBw+VZ6jMBMjAv5k/VWpgc/nS0IASPHfsL6a2rDN+JhjnsnadTscABUAwX3UI/5h8Pm+gBH4pjAGwhPNK2WG+BujUbDZnKuBwXpAZAZTQ787Ojs2DczcajQyMTafTxvLis2g4HFpVqXw+r3x+CmhWq1VjacEWSyaTqlar9gyEYaRuv6dIoeLxtKJRpMGgP9fPzKWOOYImQbB3Zz6TUp7+Mv6WP4ODo75wHnGMPk487X2J/ekjuOlf82q63x5oPBjf/oWnjDB+shLhkyhSkAiloZ/x7grsAh+HeUEHgqwyRU+iINJIUjwRmwp35rmQ+4d3m1iBJsfrYxnX67TSnPo//yH9ws89q9jj/1Af/2/fc8qOTzCAVSxt3PEtXoEmx4s7vl4naWZRgz4UODkfoAmsEhJ7AI3xeGxJ9auvvmo35FTR8J4o/X7fKnl4KcB4PFavv+c9QUJFkokvRjweV6fdUa1W09bWljY3Ny0pIzHOZrOWqErT5BX5DywEklSSU5J8Ervt7W0V8gWNxiNVq1VL3gFjgiBQPBE3kCFfmCbf9Xp9zxx393Y7k8lofX3dEl3GFkWRyXxIRgEKSGQlmTQDnxOS5Xg8rlqtZrIOGAmAFIBSlGWF+eFBFUrTejYCt/1IIfDpiKJIjUbDqsdIU9lTJrNXRx7QodFozMw/m80a84AzwxrhzSLNgkYAMiTM+01y6Q85Bp4tJMdUWSK5hnHEutIe0iiqGnnAxzMaPLghaQbY4LW+AhDjz2QyBlQBBCSTSSshDCCGQapnjmxsbBiI5AEc2uWMUy2oUqkYG4W9pzIO5yKXy5kkpl6vG1uJ+bFHgC5bW1vGpmEMgHYAfwCdVEyCOUbbACu8zwNfrEUsFjNDXu8PxPlnn5EzIVXC98Wb3rZaLQN80um0SQfZ82QyoSiSUumYLl5Y13gU06A9VNTvK3d57zzftTEnac5NrwsCRUdSQxw963z5hed15eqbTz+408Yi5DmnnEur1VI+T/W4mxub91J1qt05t3hwxJMnA06iaGrsKmkXCXE7wwYdtFkwTUBPQklBuMc4mUQK4oE0nBN6Euz78wgvPXVfc46bmDln0/KRvzW3YRzSSPuZf6KvfO4LevG5l9RuD6TcukpX36m3feRH9Nhjl29JLz8taCJJqYf/gh7/yLulhx84+ptuk1EvWcqxihPEHScSrfxMjhfnCDRZhJ/JQXHAZ+ntQZNl+TDzpXf9vzF8zWazluRRbjcejyuaTH+ThhHgmRKSDDgA2NjY2FCxWFSr1dKNGzfMzJIb7+FoqEajoc3NTW1vb5tchyof9XpdzWbTKor4KiqwOGCGeHkRhpmYsMJGaTQaltiTBK6vr5vpJ5FKpcx0kiQN6QZMGBJM+sxms9NfwsLASirjhQKAIMkAGi9pQOpRr9e1trZm8/LSDVgv0p6MCL8T73mBoSqJMWuAvwVMBlgJJNH4W+A5wxoBlgVBoFwuZ+CXZz/AygBo8uWFmRuAAfMAENjvR+NlKZLMRwegDwYN7VIxCZ+YYrFolXQkmSEpTBZAQvYThlI2m1WlUrF/w3ZpNpvG5mCM7GsqlTLJEkwJ7wPDHADxYLSUy+WZMtOAWRj5+j33lZM4S77CDayher1uawA412g0DNTg/LPH6XTa1rPRaKhWq9nX8GBZX19Xs9m0s+GNdHmWAUSQ8CBV4nMhHo8bCIgRMevrqwnB8OH5oF1Mg1nDVqs1YyQbBKEiRZoMh3r0rd+uDzzxuJ76ym9r7cJF/cB/8iE99c/+6Rw/OZcszgo04c/dXPLwn6HHGMBuO5uvvaKNey4f/X3zjiMO+VQ/q+fwg34POLnN7xVz+gWnW1sMOyuePmZBwt2IJEXjicJYKClSFOHFEmhKNTl4QYxpwj92WSejQIpHkcJ4uPuWOUp1zilockdYJkfo5+xAk762f+1v6Jc+87T6klIXH9Hlh5Ia3fiWbjzzBf3rZ/6lnv/op/WXvv+hA8GTeYAmkpS++iF999VjvOGWGfUKNLkb4o0Nmhy/l2UETZYRMJltZrGgiTQDnBztB8IyfZhxK00yTzUYSgn7IGEk4YIuz60zwAISlEQioXw+bz4ZAC/eA4Vkn3KhzWZT3/rWt0xega/G/nK1ADZ8zVenwZgT41PPQKG8Mskn88KLxcaz22c8Hrfyp9x4k+BlMhkzFQXcGI/H2tjYmAFl9hurAk4xLlgfW1tbBkzw/mQyaXMApEGWgYGrB3pisZhJVHzZV0kzbAbPWoAlQXKKxAIGiwd1AAyQVAH6ALqQzMPQ8J4rsBYAtsyXYnf9Ydj4ksKAOyThJPRe4uW9QJC9AD6wnzBV8IhBJuMNeClLTPUg9o01Yfy9Xk/b29t2TnK5nJnQAiIUi0Xzz/FVbBKJhHl3lEolpdNp899hbrVabUbGA4jEOH0VJNbXPx8wupDc4R0DCAUjyQMQgGK0ibxuMpmoWCyqUCioXq+rXq9bm7BAWNt8Pj9jVOvBzVwuNwN8IdlBojSZTKwUOCALnxUwSjirQRBoa2vLmG6sQbVa1SSKlIpF6gz6+sgHn9SH3/8+FTIpZU54u30u4oxAE//6aOYvpx/AOIrU73Xt8+/2fcwxFtHH3PtZDIO11+wvrARxPHXyZ3IwiZROhIrGEykMptWEFU3/bvSovcWZkX6FMtBEQaBJGGgSRQrjMQ2Gc5Yo3WL/lxEwObDZu0Wac6tGrv+KvvSPn1ZfeT3wI5/Wn//wHkDS/v1P6f/5n35Fr/3aZ/Xi+/+e3pKXRi9/WU995rP6+nMvqTNIqnj1Pfruj31cf+pqQQqaevZ/eK+++HReb/tvflLpf/5J/X/X/rT+5NWn9AfPSPd/7Nf0Ax/YmDY++Ir++Q/9TX2tdq8e+19+XY+94KU6j+nf/8/fr199alvF939a/9mPPaa4mjNf++h/9Zhutu4O9iRpqzjXcUdBk8VYXdw90pxD+llu0GRRm3xz7H6+nj/QRJIlrJLsFphERNJMWV6SOF+5httuGAn4FeAV0etOK3Rsbm5acsmNNcleGIaKpfaYIdevX7dkKQxDbWxsmOHkZDJRs9lUEATGKAFYyGQyKhQKdutNYs4ttTQFZgB9uIEnMaU6h5cuARxks1ldv35d9XrdWCV8H3+VTCajVqulnZ0dra2tzSTLMHIw6+TmHpPPTqdjwEqpVLIqOo1GQ+l0WuVyWbFYbMawllt5wBKAGyQoiUTC5C4wMiQZkwQZBDIZwC28NHzlFoI9AKwiAffVf3w1Ic6JpBljYYxfAXbYq3g8bgat7XZb1WrVfC6QxyDzAPSgYg5rQdKO9ws+JUg84vH4DNui3+/bvCkR7NlVrBn7yJ5yLiiBjOQJvyCeC0A1gBnkaZy5er0+I+tBpkLfAGXMiz0AXEImBgDK3DmTvCYMQzPGzeVyWltbMxkPDBjONsa5xWJRa2trts6Y7mLCPBgMVKvVDPzh88E/E7C2OA+AXUihwjBUo9GwMcPWgX3C+hQKhRlGG0AaIKOkKQAbBlI0UDTo6fLFixoO+hr2e2fw6bkEcUypybGbD6b/zYVp4mIyiTTBwPh0TR0vllACdJKm9+ECt4znn39e1WpV/8F3fddtX9utL+45SWYSJ37vcBIpMZkolohJw7EiD544xGpmiSji40AThdMUcxwPFSjSKIoUBNLOzo5+7/d+X48//h/NyFaPG4cxTlagyfH6OFPQRFL9t7+s14aSHvyovufDs6yS3GMf11/59I8ofmlj+vXqv9QXf+ITeq79bXr4B39Sb859Q8/+48/qN35iW/H//Wf0SCWpmJKSWnrxF39W6Svv0SNPvFMPXd3RHz7ztF596qtqf+BDykkaff039GJN0pUn9cjDkl7woyroLR/7u/qOr/+o/u0XP6WnnvhFvav9KX35qW3Frn5UH/ovDgdNVnH+YxlBk5WfyfH6OZegyYLWK36epDn7A5o8LAKSS5IbZAsYw6bTaUuCFEmD4cCSQ0CEXrenIJzOuNvrWjLd7/eViCcUKbI+SbylPY+Ffr+varWqP/7jP7Zb7cuXL6tUKlly7EER2B/csFP1gwTRl5flZtuzKqRpwr+zs2MGlevr68bUkGRtXLt2Ta+++qrS6bQKhYLK5bJyuan+HJ8R/C2KxaKCIJgp9cy6ZjIZk0IMBgMzuex2u8pkMianQMrg/UwAKpBzcFMPO4IS0rAY/A0+SblPWGu12gzro1ariWo5yD38eYEtgIwCQMT2v9ezxJokn+pAJMy0CYuD8cJKoJoKXjusLaWc6dfLwXxZbV+th4pNACme9eTLR8diMVUqFQM0YBv5ucGAKJVKtl7eCNizMbyni6SZKjjSnjdKu9022QtzQermWTT47Xj/F9hGsGoAkwDpAEF9dSa8iwB3kMx59g3gFEwnSVZCGwAJrxhMb2HYANxwpgA2APcAr3h2vfyHZxjg1jN/kBwBtgLuAWTl83lNJmMNo5jSxYpik5HarbqCIJSCu5BxcsagCW/84xee1/03+ZGc/CdasPu/l1/493rg6ps1WUIw48RkkTNONE8CMr388st6+eWX9fCf+BMmpTwseo3BLb8/r4glwinocYoYjiPFEpLCQEEUKdIueLK7eTMGsYH/M9hjnUhSKAXhtD1e9Morr0rSqUCTw2IFmhy9j7MGTIjGtdckSamrb9X6Td9NKX0pZf+qP/VZPVeTUn/mx/S+979Tcb1blwfP6Bd+/qv6f3/zJT3y/fdKu1j++Mpf0w/8j08qJ0kt6f7E03rp67+hF1sf0iP5vl79za/q/2fv3YMky+76zu+9N9/vzOrq58wwM4yIkTQsIwRCckhGL8shWyJieQW2FN717hpMWAQ4CMIijJfHrtewa2Mb4cBiwwvYRhEsMgLbBA5AfoiHjLwCEWjEoGnNo7uru6u6Kivf75t3/8j6nPxldVV3PbKqskb5i6iZrsrMc84959zM/H3P9/v9dSStvvt9uiipvrvr3Bv1zr/zP+j2h39Bn/2Jv6nbw8+rE39G7/g7H9LVxO4nL0GTV0M8kC30agFNln4mc+vnaM2cLWiiaD9z2HMAmkhyidnukr0kXZRSJUkm+UGCI2niRq/J23YQm5YYTSQSCvxgoiPeYTXgb0FfVPmw5qGwAZrNpra2tlStVtVoNPTkk0/q2rVrSqfTGg6Hzpsll8spkUi4hI22kdqQSEpyrBZYGSTfthIOyRun9LBOSDa73a6azaaryFMul53sAUbEnTt3dOPGDVfpI5VKqVKpKBpHLqnGHwTmBgm+rULDesA04YsvjA0rQwmCQOl0egZ4IdGlIg1ripQFCQrgkyQH0MCowIiTfgA7AAqQw2ACCksJgA2Qy5YbLhaLbrwAVFbaMxqNVCqVVCqVnFyp2Ww6GRl7hvHgwcP/YUtIcp4ZSM2oPmPLJReLRWUyGedx0+/3nTQE9hNgHIAQpYht6WFJbu1839fm5qaT6nAPAK50Oh0nffN9X7Vaze0L7h8qz0iaAWTwUYF5xNwibcpkMg6cA9QBrEI61+l0HJDB6zAzBtjEzJnqTYVCwTGjtra2JEkrKyuOKcT4AZkajYaazaYrcz0ej9VoNNy8wjSBhcPeoe8wDFUul3X16lVFUaTNzU1XHjufz7v9L8mxdWKJCTDT67QUhkNls/kZwOrcxwlLc3a/cN6fpZ4mZrP5UkXaUVac+GfkIn8I7xkPAE0OGZVKxYEnr33ta/d93rA31Hh08tV0JCmZSz78SQ+J4TiSBqFSiWCHbRKKDeXJm50wb/f/J1QqL+ZLvtTqjRSPB/J3pD4bGxvKPgRkOkosImhyJoDJAfo5LdBEknQIvHD7xZclSf3f+QF95HdmH6u++LJGuuJ+r7zxGWHrrNxb9Mwbc3r5v35Wf/rZpp55yxf1/Ge3pPgzeubPP75vf7GnP6T3f+Cz+oWf/7zuKKdHP/T39XWP2mfsYu4t49UXp7W4S9DkcHGOQJOz9DPZq4/7gZNzAprYQDoAuIEUAOABsAEKvkvGhoOZaiixcWzm1B3vC6rekMSSTFt/Dl5jT7qDIHB+Bpy4c9pP27aqCQmqldoAmkhyIJEzud056ecxDEBLpZIGg4FjuHCN+Xxe/X7fATr0a5P8wWCgarXqKvcUi0UHiDRbTQciwHAIgkCj4UijcOSSZDxC8BJhfgAipCn4IMkxMJC9AH7weusrQ2UUW1FJ0oy8gz1h2T3IVCxLhxN/gKZ0Oq1isTjD5gEYAUzh3wBWsB5I5vHjsHOPeXG5XJ4xw0UOxRzBFgnDUIVCwe1dAAdpCkiwF+xeIYln3zAnSHcAiazciuuDrUXCjxyK0rsYtUpyoJcFKTERproMlWjwGkHOYxkxVHIKw1C5XM4BbYVCwZXwxYQV9g2MHlgcAEGErT6ErGo8HqtcLqtSqThT33q97vYyoBqvBdTJ5XJOqgS7DEnS9va2A5w8z3PzBRAEWIZ0S9KMBw5ePpjGIt9JBJ6iCI+enfvltJD0k45TBk0migbPCSCOHdHkdF+S4snUJH89ybVh0Afo48gsk7nHfL81XLp0SdJEsvMg4KTfOh22iSQlskeX6dgYRpE0DJWI+fLjwQQ7GY+nPid7TaUBTMJxpOFwrGEUKRFFkudpfX1Do9FI+fgcxrizoU4VBDhOk1+OoImkwpNXpE9uqf9nX9SW/twu1klfW5/9tPpPvkXXylPAL/PmD+u//7avmnlmrPz4TEIQy1laSF6vefdblPyvv6Wbn/qs2uVP64WaFHz1N+u1lx40uk1VX7yjybeXlurPv6zeX7q6I9NZgiav+viyAE3maAK7lObs08zZ+Zns1ccscHLOQBN8EmxVDGj3SFA4XZemBpqwAqyJqDUCJSGyFU94HkAHbA9bdQaQRZokSdVqVe12W7lcTp1OR/V6XdeuXdOVK1e0srKiZDLp2BAktNZbAVo/YAASE64HlghmqyRpsAXy+bwKhYLzgSDZRaJAgnzp0iWVSqWZyjZ4QFQqFV28eNGBQJKcsSxeEgAivV5vxpuExBwwpF6vz0h9LDgCcCLJsX6YU9gzABG2UhDX3+l0ZgxQbVKPvIIE2xrrsp4wQDBYtZ4isH4ADqyhrq0WY/ch62plLIABlillSxADtrCuXCOVgFhnEn6SfvYnPzCqABItOwVpDcAFQAISN8tMWVlZUa1Wc3PW7/cdg8uyLNi79vWSnGErlYdgHNE368b8wfQAwKESDkwvWE0YAg+HQyWTSecThMErzBj6Zg/wfmA9XgBCbHlwwFe8gGwVIMtswaeE9yLAM8AR7lNrYMvetdWcAGATiYRGYai+kTp1u10NY8O5vWeeWZwGaLLrRda8dR7QAjh5pEibd29LX/OsdkQW84/TlACdkAlsNMcvNNvb2zsVevZmUgw6p3ePpPLHZ5wQw3Gk4SBUwvcUDzwF8Z3qOOEeJrexSfnhcDxWFHrqGobNcDxWwg+0sbEhSSoU8sce21zYVF9G0py5DeOQjRTf/D49+vOf181bv6Df/rW36FtmzGF/Ur/2w7+iavwZveOf/5xe8+Tj0ic/r35bKj791ROvkvU/0e3thJKJ+/QzMxF74/v0VPa39Nyf/Kb+IPt5dZTQ4+99+5SVske0P/Xj+o1PbSn5xu/QM61f0Wd/+8f0W2/513r/W1bPRY6xjGPEGUpzHvLQHPs5ZyyTffpZgiYPHcRMTIGTcwaaSFMGBqwEgBSSZpJRShMnEgnFgpg833PMEVvRBHAE6Qe/W4AF5gOlhhuNhgNXbIlVaxCJlwWgBUl8uVx2CTtJI0aiyWTSMQZIjLk+SS7ZB8DhhLzb7erGjRsKw1CPPPKIonGkdqftGDeSHMsinU6rVCqpUCg4Bks8Hp9U1oknNBhO/EuYi0qlMmM6iiyHObc+JpjWZrNZB2SQNJJk7q6oYk1FASnwouB3mDlINfgbYAxABHNswRFAFpJ+gAdrFGtZMTCVYHsAcO2usmIrx/B65oV/W4NRwDzGxlx0Oh23b2GaIDHBQHUwGDivEGRLgGUWgJCmLB9bGQfgBYYNRsQABgBQ1kcHoJHkH4kJ9xcAE3sLZhZmtYAZzA1zRvtUW6IiEGAUYM1oNFImk3FglQWJkN/ZctXMPYBNJpNRt9tVo9GYYaexrzFp5X0AeRlVhixzCdYSe8zKcrgO5pk1r9Vqbm/zPsQ9A/AK+8vzPKV25oD1t8y2cxmn5Gey158mc3f8+XP4gjcxhy1durIQn5PHwj1OMNk8ibl5kFxn0D4dxkksFTu2v8nu8LQDoIwjed7Y/W3WLNZTNBi7v+6O8c4f19cnwEksdkzGSSR12k1Jx2hnCZrMrfsHxqVv0bv/1n/RL/2TT+vm//1B/cyvPaMrj+QVbn9Rt1/aUqicrvzVD+vZS1Lsz/8VPfXLf1fX/+Sn9YmfHujZJ7f0p7/8C3p54yv0xn/0i3pn+QH9JN6oZ968ouc++Vv63CclZf+Cnn3jPgCdJ2n93+jf/fR/UT/7Fr33Q9+vZwZXdftDP6nnf/LH9JqPfkSvrRzhWpdxPuLV4mfywAbPGWhy5vN1lGbO3s9kr19j5xEwIUgyJbnqF5RJtckGbIZYLKZYPDaVN+x4dlhfB8AJklkSKWnKXkFq43neTiUMOXCDE+5KpeJMXe0pPEwCfpAUWJkAUgTGgLSBcZNY8kPyJcklkS6RDXyXNNsKQ2EYKpvNOiaDTRqjKFIuPy2lbMcK6LG5ual0Kq1SueRApUw6o2arqVqt5uRKrEUymdTKyoqazenjsBUwPkVeYhNTK7kB0LBASDKZdONCfsO1k3gDqmEuSnvMA33E43GVSiWXtCNPQVKELAeDUmueyzzBZgAQsNV58Jvhd8AfnmMBNxgLXCNsqXq9rl6v5xJwKytif1kTVMAZ+ga8AABB3sOc9vt9ZTIZtdtt9zdJbh7t3kSOwp4E1OOeAizL5XJqtVoOoMGrR5ID7ZATUfmmWq06NhJ+LbFYzP0dcAJQFKYRlZwwhYWFQkUqa8xsGWWwXABHbPlnu5cwaM7n8+7+BIzCmLhUKrn3G8syYT2Rc1FOmfeHVqsl3/cdWMleOrceJ6cszZlji/e3YhAKz/P08vPP6dln3zCX9o8aRwZNTgkw8eN7W6gdNfaT60RRpHB4OmWIU3PwN7Hh7fqF9Zytq/PwBRtH0t076xqNR/IkJ/88zsBGo6GODJycBmgy9z6OBposgpRp5d0/pf/pkX+n3//4r+jl57+om384kLIrKn71+/TMt/4NvfGNVyenpJX36P0/Ln3qZ39Wf/rbP6nfGCaUeeIb9aYf+7C+8emkpP4DeknqsXd/ozKf/BV1JGXe/D49sa+Vzsv6/378J3WzndOjH/qwnrkkSX9F7/3Av9cv/Pyn9Zs/8W909Se+RcXjXfYyFi3mc07x8Fj6mRwuzhFo8tAmzhg0kQzj5LyBJtJU0gHzYnclDgsIZDIZ5fN5NRoNdTodSXLsCVs9w7JLaDcWTIoPIcWAyRCGoeKJuEvKbdJFMo5sgwS71+upVqup2Wyq2WxqZWXFSXcAJZrNpkuYOa2H5UJyPh6PnezClrn1PE/lctklXONwrGQi6eQ+dmz8m3kjAI+4TlgS/DsWiymdSs+sAYDA+sa6arWaSzTxT7EyF4AA2DfWL8P2y3pYYAIPjUwmo9XV1RmZCs/jdYBJlLWFMRGPxx3bwJq+cj2WqWLZGpVKxbGBYCJIk6S61Wqp2Ww6Bg/+JyTVsImQZ8GWsfsPQIUxp9NpZ6QKiIcRL4CbZah0Oh2XcON1MxqNHH0bbw2MagFeqP5Cv0ioLEAHCALjB3YORr/xeNyBOfF43JX6tSwsGBee57kKSUiwmAvf91Wv17W1teX8P/L5vHK5nLtvAE0ANC0rDCYPZZDx/oFlxB7O5XLKZrOOtQJgh8QnFoupXC47w2e7L7gXYd0gger1ejOmthZoYf6RbwFgwTIKgsD5plBmmveTcwmcLABoEkkz72tHbX53WVbPk5q1qjRvmc4BkZBj9XnCoElkfklkji8XsbGfXGccntY3KSldmh9wMk8QIIwi3V2/Kz+IyYunjw+cRJN7x0seoTLP0s9kbt0fJlJPv1/v/KH379/kzh9jj75H7/zf3qN37tlKUq/9e7+nfd2E/rsf1N/69R/c86HiX/o5/cBfnv7+df/49/R1uzq/8O0f0/d/+wMuYhnLeFgsQZPDxWlIc+bU6KKZwO73p5h0PkETG0EQuKorsVhM4WiaQOMjQCIai8Xccz3PUzwWd4mONcAEWCBZIsm2MgNJLun1PE+epiyB3VIEpBjtdnum0geSAarrUJYX4ITkGIAAtgAMAsAcW2WHUry9Xk9b1S3nDSHJMQ2y2exMOV5pmtjt9Xeum0SkWCrOsHqsrwPXZcEL69nCfGWzWSeZIlHExwNwgSR8N2MGf452u+2AMPrHqwU2gWXztFotxxgCTLGeKiTJsFLwlcnlcg44ACSzYBveLfjeAIAgAQI0g8EhTctEW2aTZfgwb+wV2BvIXdgXjAHpWb1ed34tGKHaPcke5Trt/FD1ya6pJMeaYE/ClLEMGWsoi+mtNTfGuwWQgbUFpLIVe+waF4tFN6/5fH7Ge4Y9ydzyGN4p3NPMNQAR+9DOpWV0+b7v5s/uS2tibKVy7IdisajhcOjMl62citdYn5PhcKhSqSRJM/ckAEssFlOz2TziO+MZxRn4mez14HFBk30jklYffeKBHp6HjgM2svDSHPvnOUrM/FRO415rT7lOtJcfyAmEHwuUyDzYB+KgcRLMieevv6gL1x5VNOhrLt8wPU9BMn24ll4toMkiS3MO2+Rp+iU94IHznmcs44xj6Wdy+Fj6mRxlEA/tNnae38zwWEA2wYlzEAtmnmP9FyglCmW/3++rP+i7xJOE6ktjoAAAIABJREFUyiawgADIOzh1j8Vi8uTNAAjSBJxA1mCTW9rEqBV/DfqBKYLPiU2oSdw4qSYZJFG1/i6wNqyBLX3bRJLEFaPKwWCg9fV1eZ7nqulYeZJlZkhygJJNPGH2UAWlWCy6aihRFKlWq82wHeypPf+2hruSnCTDVlWBOQFgBABhZSIwEXgcs01YJ9LUS0WSA3YAO3K5nGMhUB4YHxf2Ggl7uVx2ifnuEsvst2az6QxN8/m821t4rQBkIO+izDRMJEBADFNhb8DiSaVSarVajkVC+WMCkIh1tRKmTqfjQAJAvG6368AL1oZ5YgzMFywUGBz8DcBiMBg4QI2SykjZwjB0prPcJ4ALSJharZZjU+GjAiOG9e71esrn8zMgXyqVcvIf2CeUn2632+49AgYN/QPmwbgZj8cqlUrOb2e3FIs9A/gGM4r7c6/KTtYM2Pd95fN5J+FhX+4G2xY+zsjPZL8HPc/bMXA9eG/Wz2SvT03Pn7BZNu6saeXy1QO3e9xYZKaJ+8cJfbmJlVY1utffU65zYgDZrsiUU8du46SkJjdu3FC311WQK2lUXZ9P44eZ1qWfydy6n2uTCwCanOccYxkLEmcuNVmCJgft4+jNnA/QRNqrHPE5ChIW2BlIIwAMABFIYm0FExIyknae53neRJojaTialh22viZITQBPACOSqWmVEsrCAhjASmAMg8FA29vbMwarQRDMlBImqeZaAH0SiYRjWjAWnkcixvNJTjE6RSLBPLXbbd2+fdsxDTY2NpyBKgwdJBNWomKBGuYTUKlSqTi/kGw2OyOpGg6mFUsymYxLQAFBAAKYF1g2nP7jvYGUpFKpONAFNoE1h2Wu2+22q8jC/GAqK+k+uQ/JPcmwNJX/sAcA0qgiRIIM0yCbzc6sI4wMEnP7hR95TTweV6vVmvFnsZWJAAXY/4yJvgCKGDfyIMaH4SiAAP2S4Pf7fSfXQU5kZTBWOgXTwpZX5jHrEcL+BPjib57nqdFouHXEXBWwhapJrA/zJE0ZI1wTYEsmk3Hjcgy0XXKbRCLhgCL2uJVDcb9bNhTgG+tiwSUYXMlk0u1j9hb3LGMZDAbq9XpuL7DfrVyLPmE8nZs4U9Dk/geQ6hzpq/t+L9mpNBLEk+r3esdngBzwxcf2M5nbF4995Dl7zNe8v+sExQvart65T65zSriJ0qXDAyeeJsQbL9JUWqhI8+bI3Lx5U6EXU5QpStsbOr1v51qCJnPqeu5NngZi8RAQex5DqD92UcHwFA4PFgDhWYAhHCvC5HwYeTOxBE0OF2c+X0dp5hQ/r/YfxH6/3hfnGjiR5EAKElprGGuBFUrawrBA1oCBI8wCXjuOpgk7SRn+FjA+bEUNElaSVmtY2u/3NRxMTpBJyhjfYDBwfg75fN4l1rTXarVcmwBDAEGtVsv5SwDkYOjJOLluK9OwSR0VRjjhLhQKLoG2zBSAEgAJEmWYA4A2xWLRSYVseV4S0lw+p2RqCiDEYjEVi0WXhGI+ynogwyB5JQEFFKI0LSf6JLvId5gT5p5xWFkWIIb1kqBvmCD8DuOHcbBmyEaQGdmKPbCbABPw1LA+KdJUHsa6AGwBniARYi8gicFjo16vO2aK9fJIJpMOTAAsBMzo9XqOEQMQaBkVlqHD2GGtcO+wlzudjgO4pCnQZD16YBlZRkqxWFSxWHRVcKz0J5PJaGtrS/F43DGybBlu2BlUs2FdARKR9NhKQFTNYk/wXsB8sr+575DQtFot1wbzDBOL/8MyYk9YXyBkNwBSVgKHMTLAEfMHYLnQsQB+JnvGfhn9kfqYPh5FkfKrl+ngaKDGmTNzjtfggZgT8/wu5E2Ak2H1ju7evaunnnrK9HPyX7piyUCJ9MGNUj1JqVigWCApGsgbj+SEXbG4oiih7jBUOKexN5stDf24wnE0T4XUw+PcsSZeHX4mD23yVQKaSNIff/s75tTSJBZxvo7W/dHBv2P2cHoIz9LP5HBxjkCThfAz2aOfg3R7roETC5LY0rYkuDbZB1jAqNP6O8AIIGmS5Ew48a0AQOD1eDfwfM/zFI4mf6PMryQ1Go1J0rxjIitNE3US0a2tLZdc9no9Xbt2Taurqy5pSqfTjjnCSToJe6/XcyCBNZLFhwKzSSRNgDbJZFLlclnFYlG1Wk31en2GsUFCR9UVK9mxEhNAGBJbEmrLQrFeKbsNdvmd1yFd4jnMu5VOMI7BYKA7d+7M+KtQKQagpVwu68KFCy4x5RphsswY3u6sNevbbrcd+wHJzW7jWEAHSU4SlkqlXB8AEABYyIxgNFjmk6QZrx4Sd4ALK/sCYKIqUqfTcRVcAFYsMDQcDp28BraENTO24A5ABAAQp7v8bgEcpD78jTHTLyyK3ZWK2IfcQ61WS1tbW87rBEYGbQOwMF/sdUkObILJw14AcLMmt/RNtSfW0bKNLOsjlUqpXJ7UaLT9AaKUSiUlEglXTQvwDv8ejHjZz3j3wOJJp9NOntbtdmeq6DAO9tVCxqKCJjohMCOSUumMovZAN178kh55/CmND9vTASdhcaQ5D2j6Af2M5wxoeDv3ARK704zcavZQz08EnmKBp2jclh/t+DxFkeR7ikZjeX6odDw9N/Bke3tbfumSBuFY84JZHyqBWoImc+t+bk0ugDTnNIdxmDhTEGCuoMncEZjDNfVlAZocvpdFBE0WETCZbWaxTWD3iwX+Rv7wsN4CJIcWXCAsU4LXkcwBgFDhRZLG4diVOJXkEnZO7W0CS3Lj+74S8cSMKWwmk3HUfmtmyek3p++ABQAH+B0gbeDkmuvglFySkwK0Wi01Gg0nu8Cktd1uq1gsOn8GKtPgd4LUhH+T4GUyGfX7fTUaDXc9tuytTcaRLuSyuZkyrLRl5Ua7jVsBWJLJpAqFglqtlrrdrvMugS1B1RjWQ5JLsmH3kJDir2LLIeOlAWMBUMaa4MKqAAja7aNCcl4qlWYkFpIcEwOAAKDO+m2wbtb4E5YCY9ne3lav13OJN8wc+gIcsuNmDfEFAaShso9N1G0p5k6n4yRosDcYE4wKwEdYGdxDAEKADvQNyEZfhULBsYIoUQ1QAKCExwqGruxf/IBgVW1tbc0ANfTLXEtyAJf1hEHmxH0Ps4d9RhvsL2tg7HneDJOnWCy6e5j9DYsNsIe1xWfGrh+MLOtng9FuoVC4TwKG4e1CxmmAJg851XxYPPbkUw98fEZqcsBPzQuXr+rGvW3liqXD0U1Og2Uy95i9QG/vP+/9yjlfRCxfkSRVq9WT7WhXeL6vTDlz4OcHnqd4zJdCQJOdifIkRZE8L1I0HsrzpXQ8rfZgdOzvicPhQIlYXI3BUKvHbMvFftO6lObMrfu5NrkAoMnchjDna1mCJnPq5TTma2kCe/g4d6DJ+fEz2SvOPXAiSfn8pOyhSxCNyz7MgkniNnBJCckPSaNNrsfjscbReMb3giQmGkczJqxO2mMkC71eT61WywEdJEj0xVgZw3A4dJIMzCB7vZ6eeOIJVSoV5XI5l+yR+JOg4q9hE3CSORLA3eVRAXsajYaTFjBW68VC8kuyDWOBtkhwrW/KYDhwUhMkE8hVJLlks1Ao3GeUWSwWtbGx4RLJMAzVarXcfDDPzAPjpgoJYyJ55nTfSkoAOqz/x+7qNJIc+ADYgukoMiFJDkQDRGAMmNnCcrHVajzPcwwOyywBJMJY1/ro7DYijcViunDhggO/uB5+GAPSGeY2Fos581iut9vtzgA87XZ7RqY0HA5Vr9clyQFR1vsGqU86nZ5hVgCcwb6wZXhp3/qL2Go2XDPVp0ajkTOPBTSh9DJ7ANAjk8k4uRFrxT3fbDYdCwkJF+wl9r69TzFortVqqtVqKpfLDmBaWVlx5YybzaYzoeXexj9lt7SIuZbk7vvRaOSAWvYjfjYwiBYuzlxq8vBWI+2UUve8PT8Uvfv+ccBheZMXxZOpg7/0kPN1Gr4pB2tsj6YPeC0n9f1nt+/PSUtT8hezh+ojEfPla6RIO6CJp+mcRfwpUhQO5cVjSsdj6gzD/Rt8SAAkBfmSPHkaj0/wm+cSNJlb93Nt7lUkzXnVzNdD+pkbaPJqApnOXGqyBE0O2sfRm1ksac5Ruj7XwAlJljWbjKJIiWTCnYxjhjlJjn0HtmAoC8iA5wSgAmCLJOVyOa2urioej6tarTqZxGg4pe5LcsknyStJKYkkfhGDwWCSyEcTLxVJ8r1J+db19XVXkWd7e1uPP/64nnzySa2urrpr4doBNPr9vqs6YxkG6XR6xoOk2+3OlF+1PiaSHKtCmoJQzKkkl/xKcqBKIpFQv993XiywDmiT8rIksvigkDwzb57nubLMlHL1fV/NZtMZlmazE7q0BTWYa5Jrxglggz+IBQcAlPDfYH3w1Uin045FsLviTxAEajQaM+WfaQ9Qysq3SJZTqZS63a6rmCRN5DaAdsx1sVh0LAxAH+RRMFpsks9zuD4rsaKCDyASABPghe2bPWXLAlt2CXsjl8vNSFaY73g8rpWVFZfUAJpJUrPZdGAB7BGYGbBiJDkmDdeLSW6pVHKVcSxoEo/HnZEtTCNAGCs3A0BhvLBjaAPABhNk7gGAHRhssLAkuSpKGxsbkuSqRwGmYf7MfACWWSkaABYAC/cJc2FZWQsVZwqaHK7FyP3MfjR6kqIjDo4U4d7d29JXf81BXnCIto8YJ5hoHlSac19E0vr6ui5fvjyPQU26T+fuA078wN/n2ccPP/CVvXBItokvKezJs6AJ28/82/MiRaOu/CCvwPcUHhHwsPMxCMfq9HoqpROKoiOCSoxx93BOAzSZex9HSzYXETDZt8klaHK45pagyeGberWAJks/k7n1c7RmFgs0OWq35xo4IXlEkrLb7NUmpJTJxRfEVsSR5E7gYW8AnJDYXLp0SaVSSblcTrdv33bJM4m1BV1gueCnAGUflomkKQtiLJfcwuQg4QJMYNy7DV6t3wSJGEko47BSALxaSMYwWCXRtCWXkRIxD5hkWkmRNEm2c7mcex3VflKplPOkkOT8YQBXJM2AMpzKX7lyRe12Wzdu3FAikVA2m3VJrz2tt6atyLNYT8ors+asB4k2wIA1b8XLA7ZCo9FwCX+z2XSsDcoBk6DbuYf1wDoDwsAsAESBiTIcDl3iD6iGEWmj0VCr1VI2m1WpVHJrAWsEAI3kO5/Pzxggs2a25LRlSjWbTXW7XWWz2RnwxO4PGBAE624lUdZ4FT8Y2EFUf+r3+yoUCur1etrc3HTVlvr9vmNasS+oBsR9CRPDyo/wdoERwt7h2gBFbHUtQDn2Aq+BsQX7xPrKAMyyL2CPWDNeZGGWGZTNZh3rzPM8lUolt+7SlJ3G/maNms2mW0/2K/flQsRpSHMe+MKjtejt/BfwxOM/R/zUJBktXbwy+feD2jnzpOZ4jc1c3iH7OYnvQl4Q0/b29q6/nRxwkr+Ule8f/MLjO8+dvO/s/NFOxC4AxdNY8oZK+DF158UUOS7QGvE/0865k5ocPWtdgiYH7cN78MNz6uePSiVtxudUrWXBziCOFacFmpxhnB5ocs7iHF3LYf1MCqORvmG3HHd+g3jYaA4UhwdOFugO44Sd03mSxd2mZkhaSMLr9fpMWVUnvRiONApHrm3aGY1Gzg8CFgPMjd2AhZXCkDD3ej0nZ4F9gOwAgMICOEiJYG/cvXtXg8HAsS6y2axL0q3XBCV6kXmQbMMiKBQKLgllDLRhvURIZpFAMK+5XM4l+LTNayU5o1rkKfiEYP4KSEFVmWw2OyOXQdaB4SmsGVgtjUbDMQNsok4/lGe2ZrXSxKAXzwiAkWaz6QxhLRNGmhjtsd48BmgDmEBJX+YPWRCGpvV63VWvgX2UyWRc2d92u+0AIfxbqA7FPrBMIVgPVhoEA8JWCGo0GjNmvoybfWXvHcpBdzodV64XSRoSEvw/qLDT6XScXAjAqtlsqtlsqtFozLBCYMgApjQaDdXrdSdNYi+x9/jp9/tqNpszlYW4R7e3t93YkbZZDx6AUiubYS9asBFvJN5DAGaYI+5B1oO9lsvl5Hmebt68qcFgoHw+7/YIQJplIeGb02w2XTswXOif9wr2ZqvVciWai8Wiu9fPUywCaBJF0o0Xr+uJr3yNIpMGHpVpIs1+2Pa6Xe2LwMxVMvOAOGFpzsw/Tvp6jngtvu8pkUlo0Jlv6e5kPqnchYObwjpATmPteyGGzRFpwlAJx33F44Hk+25z+p40Csfqhw+fEICkWGHiAbPVaOtqKX90/IQxesabZc6xlOYcs8kzZ03METR5SCPP5Qu6nj2cOfMylrGM8xlXu735AicnIGU6HHCyQKCJJOeLkMlkXOJHwoPMgKQmlUqpVCqpXC6rXq+r1+0pHE8r8OAnQXIPAwWT1bW1Nd27d0+dTseVMyZRsoaxQRBIkRxrgWQIA1mbhAMoWHAjCAJls1nHlKjVaup2u9rY2HCSoZWVFcd+gCGDVwSn2bANqGoCg8VJGsaRk+nAMsjlcioUCq7KDiAQCa4kl9hKch4kVDmw5XRHo5HTXnPSL03ZGLVaTfF4XI8++qguX77sklYAj1KppGq1qmq16lg/Vo4iyTErAFgAjEg+Acy4ZiRZyHdgW1jmBAyblZUVFQoF9zsyKTw8MC2lbVs1hYo8VGXB3LPb7TowBIAJmRF7rtFozIwNcIB9g5QEoMnKqZrNpvMoITFnfqz5K8l8PB5314DkyybwtIvPiy2VDNCAmTH7384Vr8XwFDncYDBQu93W1taWMpmMVlZWZmRX7DNJjrXBvTEajRzABUODebcVnACK8HRhjOz13RW0ADOYC/oEILNlwKlMRF9U4IL9hkcNY4DdA/gCECXJzTkyMfqF5QJodl7iZKQmR//gASskB5zHZxhNNGvb2hc0OY04wX4chnGMPg7ltXHAfoJ0TuNWzRlwE+lScq7ASZAIVHmseKDnzkpNIkUa7/lgIE9jRQoCaTSePGvseRprrHA8VD8M5O/IHgLPUzII1A8ffu/vli6FxsT9WBHpHIIAS9Dk5DqePrCo0pxlLGMZy3BxQv4vBwdOFvANji9PJDQwH6Jx5E7lrUEqYILv+5I3PVWGul8oFFwZ09FwJG+Hdkt1j3AUajCcVp+hkgdJGMCB9VogCUKSgbSERNH6MUhyiRtJ9cbGhqP/r66uuuQX6QEMEisBsRVkAJcw/qT6jOd5yufzKpfLzu8EvwcMNZFQ8AWVBBS2jDUQxUCVJLnT6WgwGMxIKkgoMU4lobd+DrFYzBlv3r17V/1+X/l83r1ma2tLrVZrhr0BAGWlUpJm2DGsozQBcgB3YNSQEOPBAesFTxtYTVtbWwqCwCXtJPjInvr9vjY3N91rkAdZXxOAExgqyDxYw3g8rlKppFQq5UASy2RClmL7h8WDwaz1x+D6ATIwNEWSwvNgP+H9YysGAf5Z3xDKIFsPEc/ztL297aRP7COAHkxqAeTYu1R1Yk/ZeyudTms0GqnVajlzWu4TpGbsacAmAA/2LPcE8wDYaQFT5gqALJPJuHlCQtRqtSTJgViYyVowygK43Buwf3gu9z/7l4jH47pw4YJisZgDTbPn5LRtEVgmNqJoUhLX83YAlLl8hk2NIy488hUOmHFxiD6OTBY54c/i+5gmx27o+OEHsYldSGzynlStVme8UzKVjBp324rmABrEUjFdeKJ8IO8Ub49fvB0zYn/nR56nUJEiL9I4kvrjscJIGivSeDTe4aeMpXhO43DKjBod8VqOPe1Idc4dCPDqAk0WT5ozeXAJmixjGctY+JiTn8lecTDgZEHf4Ej27Ym3NGsWZ2UllhZPwihNARSSGNrEdwHQgQTbGWvKUxALXFJEsifJgSaANUhUSKoARiQ5jwReg8eDlQ4g42g0Gtre3tbGxoauXr2q1dVVXbp0yZ3kA3SMx2NVq9UZNspoNHKMDNgCjUbDnZTDdCEBxMQWdgFgCNKQWCzmDFktk8Em+niJ8HfALebQAgirq5NCisiNeK7neW6cMCT4sYCYJJfIUo6YhFuSa5N1R2ICYwCgIooiVatV9Xo9VatVV8qWvcS4SJ7p18o67DVKcokyYA7P7/V6Dhgg0Waf2ko+yDUKhYJbX2tqijxptzzIMkGQngDUsF/YpwApJPcAKYwfHxtbLQr/F4xnoyhSrVbTcDhUuVxWLpdz0i/kNsxXJpNRoVBwoJQFMth/AEF4m1QqFecHwnXDIAIYQt6DGS8sH7yLuPcASizwybWyBrB92PMY7uIdBEukXq/PVK3ifQMACeAPtg1yJ9aCe5M1ZJ9bhtUix6KBJtIENLn2+FfOq7mZ2F57WamveEIbd9a0cvnqtI9zpD3ercGZtyJnt2T2OOGncw9+3PdUfrSg6iu1Y/WTzCdVeawkP3j4htkNmvieFEhKBL6GoeT5ngaKFEZjjcaRRuFY491zQiNepGg8kqLY5FBHOvB9PxgMFGTye4/rKLGzj7uNhpR/6LMP1ezev8y15QM/NLdhnAbAdEL9HK6PJWiyjGUs4xzECYIm0kGAkwV+g+v1eg50sOVXMdgkbNJOgmmlMTAy8IuwPhL4L5DUwW4BrLEmklDzSYoo32qDaiEYtVp2A+AJ4IQ1rI2iSJubm1pfX9fm5qY2Nze1tbWlRx55ROPxWBcvXnSgACfa+H4gIYKhALgwGo1ckutAp53rwtwSiQGlZ7vdrkvIMbckaW42m676CB4UVNwhya3Vai5JTKVSarVa6vf7Wl1ddYwapDOwNAAYYNqkUim122212+0ZqRPXzpphWkrCjycFgBj+MyT0GH02m03duXPHJfwk44ANzBdsCUmOpZBMJlWpVBxzwUppksmka5P9YfeSq7YkOTkYgEKn03EJOv41GPZiWhwEgWMpwLJgTQEV+DIOwGE9d2KxmJrNpvL5vLLZrJtD9h9sIkkO8ADcgTFiwUILKuEPA6CTSqV09epVFQoFV8YY8AZA1MrfLGtoe3vb+a+wfwA8ASLi8fgMYMH9jN9Qp9Nxpbt3V4eSJiXO2TcAi1byw9iYZ1vtCsNmfpfkQBLmiD0OIJlMJmd8WazpMqDgosYigiZEt9dVNpmfanbmEJO8MlKQTKvf605+P+CQjwVOnKCfyUn0EZ3Alwcv2P8rS7qYUuWxkmprDY3Dg7M1PN9XqpBQbjWrRPpg95rHjyfFY74C35PveQol9b2x+pJGw6HGUTTdep4mFJQ92U/RZI96pv0DAifValWRH3OvO3a48c5nI5wJy+QA/SxBk4P2cXp+JstYxjKWceQ4jdLMehBwcg7e4CyTwbJJ7EkXSRGJC2yBMAzlyVMsOS1TK00ZKrRB4mbboHIHfXPCbGURJNpIL5BPIKXB+8IyGUjMbD8krdYzAmNTz5uwDTjZR2ZEkko1Dxg2VoZBAkySySl6vV53RrtImABhJLkEF6aDrbzDHMImSCQSqtVqTuphfR2sZwqvtyADYAhBIkqfnObjETIajZwcCgkOa4HUwZad5jFAnjAMVa1W3boC7hQKBQe62JLEsBQYuwXcABjq9boz1rVACX3jd8Fas+8AdTBIZb+mUil3Db1eT/l8XisrK46pAsBENSCkJAAXVIhBmsO9gpwrlUo58BHfGiRNvV7P7Vf6Yl/ZtvCaYUwYz5ZKJQcaNhoNFYtFpdNp1et1V4YXuVS323UVmQDEuMfX19cVBIFKpZKTVjF+9g7gBGbKlDXmOmCylEolV6qZPck6YuaKjxHvNfF43PmuYK7LvWJLCcPIAuSDMcQ6sKbcP7lczt3/9nolOQBxEeNIHxMn5GdyXwuetH77li4UX3vsNneH73nKrVxS1Lw7BRsOkKgd+UN8QSQNZx0wTwA4d0e6lFIyn1Brs6NuvadRbyQ/8BXEfXmBL8/35Aee/JivWDxQIhtXInPwih0xTwr8CVDieRO5je/7Guy8D4SRFA1H8sehpCkQMjO3Fj1ze8fTToM77BVP3gHBvrGpejzfmOO9OL8mH97YOZXm7Nnkad2TDwBNliyTZSxjGQsfpwSaKNoPODknb3D4RdgfacrQICkkMQXYgCWSzqSVyWRcsuh7U7q+ZVTASLEJu0306Y+/AawMh0OtrKzo8uXLrrLI5uampKmhm5XsAJjA8EB+gOEo18EpdqfT1u3bt13SfenSJZcc28odSDWQ1lijTsxGeY71o8BzAyYEbB0AHNbAsnmoMNNqtdzfrPmoLQUsyZm+koDjd4EsCfYO10wCzHNtomxBGBg9tn/awDAU0MiOD38Nu4aAWRYcAgyx4BLt71Vxh7kEmIFxwBzCWtgtqeG6LDDTarXU606q+NTrdd27d8/53eTzebdGktzcwAppNpvODwbQBuADFtBoNHIVcrLZrBs3xrpcD7IT7hX8WNirXBMSNBhLo9FI29vbzj+ENWa+2YeUbMbLRNIMywUDYO4/GGPMHYAKQBDVlAaDgfNasZ44sIiYtyAIHDjC2jIeKmJlMhk3dgAry1jjXmM/WPNa2qR0Mv467CHkhJY9tygxf5bJsVq9v4Wdf8QSybl+nNlcNowi3Xzxuh554itP9nR7QZLNs4j19fU9/w6wu1f4ga/CpZwKlx4s73lYBJ4nKhEnYr7GkRT4E/+SoSKNwlDjKFI4CifT502YSJHnTyrk4FGyGyghZpC0Hehj52+JINBwdDDWTLTH18P5fGE8XitL0OSYzS1Bk2UsYxnLeHicBmhiGrwfODlHb3DNZnPGq0SaMhhIVKyExp7oWkNWwAjP8+RF3gwVn6TKJskk/rALdoMqJPSPPvqonn76aV27dk2tVktra2uuVCuJUa/Xk+/5SqYmFWHwTCDhleQACWlqcErVHiQdAC6lUsmdcEP/t3IK/k+SSKILOELybFkW1hSUuUH2gC8MfhiM3bJFAHFgKcAeYX6RNAFWWHYLbVrAhTlGbgQjwHpOWBYQoBZraBk8tgIMfdh5shVVWAukSXhV0DfPDSbNAAAgAElEQVTXlEgkXAJfr9fVbrXlB74rY4wkiKottVrN7V1AKMAa/HFsqV3f9+UHvgMXmANkQJcvX3YJN/MKi4K5wlsG+RPAiE3UbdWeRCLhQD4kUZJmpEysF/uIe7BYLCqZTKrRaEiSSqWSux8p38w9aEtk83pANmlaLarRaKjb7WplZcX1zTpZwI+5477J5/MOmOx0Oup0Ok6qBZBm9xd7m/cMADbagAFGIgdQyf6hDyR+1jCYewNjXgtIWrPbByWJZxGLKs3x3H+mUb54da6faRADihcvK5KUK5Xlaad0/bzVL3OX5jygRO4JRGB9SY6lUTqtiJQMAsWCieTG9zz5UaSx72uoSOEOsIsECSWNVdRMjGHHu5vdnxLilsWT58ekHXPYmKTRASdrOBzKz0zn2k+m5lKJK5ZIPfxJ+8QigiaLCJjs2+SpSXP+SJ/8a9+n5ztP6c3/9F/ojdemDy5Bk2UsYxkLHyfsZ7JXo7PAyTl7g2s0Gmo0GqpUKjNeETaBl+QkA1TeITnnBDyTyTg/gX6vr1DhTIUNSa4yCr4YklySZ4EDEvZKpaIrV64on8+rVqvplVde0e3bt1WtVlXbrmkcjeV702SPZAs2BdeSTqfd2Gnfel/weKPRUL1ed3ICSSqXy0qn084zAeaKTc45gSdhtKfrJJvWKBfJBoEMBvCAZM+WR4YFE4ahGo2GY68wb9lsVpVKxfVZr9edCSfJJGAM47csEpg1VupkPWhYG8t6AECBnQHjwrKSYE5gYut5k0pEnU7HgRCAMMg3ut2u4vG4ms2m6vW6k6Lg2UKCXCgUXDlga1CbzWadzIk1B7CAmWEZNjA9WGfKPOdyuRnPG3svsNZ43dCWlUPxOKwKmFfMNWWuC4WCY3jAQLGmucwfa5HL5WZAFetjQp88nz1q9yNyJar5WENnfpempbEBlLrdrtuHACXseys3s8AH+x3gEK+ZXq/npHH9fl/VatUxa5gjxsF+arfbU6bbzlpRFQzfHa6DvpjnRSpHfJ5AE0nauLOmS/mvnEsf0rQ6TyK1A3wlU2YA+4zrKHGCieYMhjFXcGZXr0FM42h04Gt52FAiSV5wMn4/vidl4nFFnjSMJtDHMBzJ9yWNB4qiUPJ8RYEnjfe/oLGkWOArGobTP+73dON94gcxhYAmQaAwkkbhwRamvr2t5NXy9FqSabV2pIbHiVjy8MDJmQAmB+jnyxE0GW38jv74lz+u689d1/a9lsJ4Tvlrr9Njb/+r+vr3vUF712rz5jmE2YYGf6Df/u4f0N13/At98IOvmVcPy1jGMr5c4wxAEwng5JwBJgRyjpWVFRWLxZkTcZJB5BeczMOokKZVeTCyRDIxjqalXzk9J6FptVqO5YKhaxRF8uS5SjuZbEZXr15VGIZ67rnndO/ePW1ubs4AFxYwkeR8RAAaYCTABEAGIGnGTJMkuFqtuqQS+QAeHIyTJJskl4QOQ1cS1+3tbWe6S5UZTtqtiaxN7i2zB7lJIpFwiSoMFcsAAGQgMSdZbbfbWltbU71ed/0DzOAPAWiCnISklnaZY5gflgUD+6RQKLj+rGEn6wGAhXSl2+2qWq2qXq9re3vbASyW+WGZOpiE2rZgIty+fdsxRdhPVAIKgkD5fF4XLlxQPp93beCTATjEOFutlgMCFU32R6VS0YULF+7z0XEsJ99XqVRynj+2YgzsIFum2UrIkHUBJnH/ADBYWRL3IsAP954FSbgH2f/sLcxb2deW3WT3P+MFwAKMo00q1MTjcXW7XbfeAIOSHNDK/WCrUfFe02w23VzANAHEtAbEVM8C+GBPsv6SNOgPFGkCPFFmmb0JG6xcLs8AR2cd5w00kSaSp7l+mHqaeGbu7It7d27rdV/9Nc6bYmZMx+hjfrE3aLJon/kHGY4nueox+3mcHCV8T0rHA/WjsQaj0IFjCqTRqCsvGu3ssUiefAXxtEahp0jBjA9J5Hny/Uga93Wgr3AgRdEOIBR50jhSKvA1HI3PnJxz2KpIS9DkmE3OsY/+Fz+qX/2Rj2lzKCnzmC697nUKhje0+cJn9NzPf0Yvfe7D+pYfeq8KewzgpOZr9MVP6kZNOrij0DKWsYxl7BGn6GeyV8QW7QvUYSIWi7lEiSSKH2laTUSSAw9sJR0rOSBx5KQX00hO3ev1ujsVj8fi8nzPsSFisZjSmbSrhFEqlZRIJFzlm0aj4WQ+tnoISZWV4dCfHTNAia2+I01kB8ViUdIksbt3795MiWYez+VyKpfLDkggAQewwMSy2+26k3wAByquIMcgacSHgvlFFoMMAUCBhHm3FwgVfwqFwn0eNK1WS5ubmzPsFCQwsBXwn2Ct8KlBfsT4bHlmXgf7o1gsqlqtutK2eFUANsAmqNVq7v+wKmzlGkxjAX5cku/5isVjDkwAJCF5Z87Yh+122wFz29vb6vV6KpVKbv5hprDHMAPGRBZwb2tryzGjKpWKA0eQRAGAWdNR+uAarPeHlZF0Oh2l02kHAI1GI7cvAatgSSBz2m3AahlJADIWHMD3BkkRgBQ/AD/S1DSYewfAwsrQuN/S6bS63a67l2EIAQpybwA0wQqxXiVUTbISPd5rLGvGVuLhPSKTzqjXn5S4jqJIlUrF7QvkdLC2kGhR1epcxgM/W47/wXMQEGD10ScOnQA+rENPU+PebLEkada+YuFBk9MKb74Ah415tespUiYeVz8aqx+GjoXjSRqPR/KjUB7oRiR5CjUeticASiKj0TiQQkkaKwikKOxpHPYmQoeHTfjOtvR8f2KHEkWKB4EUScNDVAV6UNvHi4PvmEWU5sxtGOcMNJFe0B/+swlokvn6/1Xf8n3vUmHnI2R075P65A//mK4/9zH98XPv1Nteb4ZQ+wN9+uc+os8/d1dh9ik9/T/+sN7x1is7jzZ1999/RL/z67+rzXstqfSUrr39u/T2D37DDvjS1/bvflS/86v/UXfXqhoop/y1Z/WaD36P/twbruju//Pt+viv35UkdT7xP+unP/Emvetf/kO9dm/ayzKWsYxl7B1nDJpIBylHvMCBRAWwANYEiYY1iEUqAkOCZDeZTLoTe4wnke3Yai/dTld+MAFi/GCaJNmqOUgmwjDUrVu3HOBRLBadZMCaRgLUQNGHDQMggfEmiZQk15/1tSAhb7VaLin0fV+FQkEXLlxQuVx284DEgtN4+iTht7IYQB5YJJx+k0ADsmSzWXdiDkOAscEMsesC6AFbhNe2223dvXtX29vbDgiw1W+sKS+gGBVmSHgBQAA+LHAiaca0lCTcVtGxnhNbW1u6deuWbt++7dhMMDswDgb4AHTBVwOQAKAGZhBzLE29X6ychteT0G9ubiqdTjuPkdFopFKp5PayZShl0hl5vufYIMh22F+pVEq5XE6NRsMBDoCDURQ5QA0ghPZhilhjWPYTfi/sRwLmiN0/u+VAthoPbCXGC3uIfQR4BrgHUAqAAxBqZTasGXOM7KnT6bg9CiC2vb3tQLRMJqN4PO6YRUiauM/r9bry+bzz00FaRVUdgBskQNwDvX5P9XrDzSEVh8IwdBIm9hVssVartdBVdfaNBQBNJGk0jvTKi9f16BPzk+tMfE4mHYdjY1+xv83JGcT9oMmpMRhM1w8COA47ppMYfyIWKPKk/mgqrWH4vjd5jLWdDjiSF4UaD5ryvZj8WFzReKzxYDB5jBYOUGlJkiIv0DiU/EhKH5Ft4u32IznFjbgETY7Z3LzX6qX/oBduS4o/qzf/jR3QZKeP2MV36V3/x+v09uwVJWfw+Kr+9KMfUfKJZ/XkV31GLzz3BT33z/6BVl//U3qmLN37xPfqE794XcHrv1Vv/8Dr1f/cL+rTv/oD+rfDn9F3/PXXK/bSR/Vv/8nH1bn2Vr3pr79NGb2iFz7xMf3h/35D+of/Wm98x/foa9f+gf7wcy1lnv0uveUdr9O1JWiyjGUs4zBxRtKc3XEk4GRRvhwCXFi/CiszgJlBkkUZ03K5rGq1qsFg4CqsRFGkfD6vSqWiXC43I4uQpl4MM+WDR6GCWOBK/yaTSTWbTbVaLZeY442Cz0UURc4PIxbElEhOK5vgwQKrgkQZlgfSCIwr7Ym5JMeGSKVSTk7BD+DCxYsXVSgUHDggyTEs8vm8K99KMgsIQLIHMwSvBoAXTvhJFLl+gAxJMxVcJDnGQbfb1dramtbX11WtVtXr9XThwgVJ09KuzLv1pdje3namtqlUSsVi0QEqnPLTF/2RjFerVcfioS/kGZubm3rllVd0584d3blzR41GY0bCQyIO6wDWCSyNVCqlwA/UH/SdVIxxIWniGhgnY7NVnVg7mDNca7/fd9VxMBRmjaJIGo/DmaoylEIm+Wd9bDUjW33HskSQtTCXJPSxWEzlcnmmLVgzjUZDnucpm83OSN4AmujLVqtCFmYrJdkS27Bg8PUpFApKJBIO+AGw5N636w4rCeYYlYju3bunra0tbW9va2trS81GU5Em9yxrCtAFGNJoNLS1taVsNqtcLqeVlRVXpWi3+TGAliTV63VtbW25+2g8Hmtzc9NdOya1AE22HDOg6bmJM5Tm7I5wPFYulZ7xvDp0Z9H9f6pv3FHu8mNq1relnaf43mzVneP0cbzw9vjXSfTzwK4l7S/3WJTvEDHPU288BSrsuCJ5CmJJjUfdiQGsvRQnsxlqPNjxQLJ/f5Cvya62giChaOgr7vsTtsko1Izj7AOiWq1KkvxjGLnuF3tV69kd9+2vucbRQJNFBEz2bfIE+hndu6uOJK2+ThfK9/cRK18xX/x5sKXke35G3/a+K5KeU/K7v1t/fO8LWnuhr2ee/Zz++BPXFeopvek7v0uvWZX0poo2P/e9ev4//bJufOD1emxt0mdQeoMee+t7tZqVXvOGd2l7kFPmopRMvE1PXvuI/vBzLSWeeJNe+9alx8kylrGMQ8SCgCbSEYCTRfnCI8klgZ1OR8Vi0Z2K25NnwAT+ns1mXclWWBV4KpTLZaVSKQ2HQ+eHYZNjSa5NkuByuaxCoaDRaKR6va5areZOqElW8UGgDRJKQBkSQ+QEJMMwS0jUJc14ZnCCz3jwRiB549Q/DENtbW05Ccdjjz2m1dVVZ6jaarXcSbc0kQCRqFoACVkR7AXLkoD1I8mxLazpLWMF0Ol2u076QHJ69+5dlyjaSjKAMIyDJBjQCODGgkUk0LZ0sa0AA/BEieZ4PK5arabr16/r1q1bDjCBJWT7h7UCI8iCOwB37A/6ZH1hPsHAsIwLgA4YQ8hbACx43FaZGQwGqtVqjj0VhqFSqZTS6bTzLIGx0Ol0HOsH9gisEMvUsNIq5hswzYJliURCrVZLnU7H3TtBEKharTqGDwCENbblsWQy6R5nXq1BMuNhvNzXzB97gDLZ3HO2mhAAVxiGqtfrDgy6e/euXnjhBQdydjodZ9bKft5d9hrACpAWk1kYZaw1ew9AZTgcOmYYe7tWqzmJWKlUmjG1tew0e++fi1gg0ESShmGkQrkyl76lCTDi+Z5Gg4lBeHH1siTJl472SX6CH6gnm9QedBD3d3xcKVMsmz9OC6apaLKWw9H94/IkRZEixeV5QykayVOkyAIjZjNGuxt4GNuEdvxAkWLyJWVigdqDkaIDgiaSZqrXzT0esJ+XfiZzaPKk7knODIaDh74fTx++rGuvR5bzmC5clHRP6g8k1W5ouyNJ1/Xp7/0L+vRMOze0fU968pn36snS7+qF5z6iX/prH1Xi2lO69vq36TXv+SatHkFpukh5xjKWsYwzjB2l7O4/nUg/B4xDASeL9mbGl4Zms6lLly655JEELAxDVatVbW5uumRzwn7wphKZWFzy5Fge9Xp9xmfEyilI5Ei2OW1G1lGv1ydfwrypvwqSBMAR6+cAwMDvNtENgmCn8kpCw+HUVwNAw5YIJqGUZksrk7gjR7l3754DdjAHRY4xHo+dtAjwBVYAoIdNaG31EKRPrVZrpjoIJ/cAHPZaW62WarWaGyMMGJgTmKtyik9inclkHDBkjWFhoJBop9Np91wYEYAJgDP4v6TTabVaLd25c0fXr1/X1tbWjNeJZe5ImklkGRd7Dl8OWArFYlHjcKzBcOCS7U6nM2Pay1rtXkPrmyHJsZGsKa8tuYvsA98b3/cnoIomJW0vXryoXC7ngC9r5grAIGkG5Mpms854FQaFrT4EEGE9P5BesS9YPwAmWwEHthfMKn4AKdhv3LvWrwYAEcAmDENls1l3HwF48D6wsbGh9fV13b59Wzdv3tT6+rpiwdSfCHCDObAVjCwoZys9bW9va3193bFt2Dfj8dSPpdPpqtfrunWkGpj93UoK8VZptVrK5/O6ePHiPN4uTz5OEDQ5qDRnd4TjSHdu3dQTr/mqw3X2kKQROUYsntT6nTVduHz1aGyTucXsoL29/3xa3c+/+UTaXVTkBVpfXz92m77nq7/DNvEM0DGOxhr0B5P3tJHkx9Lywq7CsC/f9yZg0N4UFQOo7BEWTNl5fSyW0mgkFRNxDcOxxmftCCtJitTt9g7OFlpKcw7X5Al/kY5dfUx5SbXada1vS6vl2cf7L31Gd/WUHn9ixfw1MSvd2ZPk+JS+9u9+v560EptETvmLkhJv01/8qX+lp3/3N/Ti576g9Ze+oJd+8wt66Td/TWs/+q/0jmeSBxr7ouUYy1jGMhYrzho0kQ4BnCziGxonzzADLGhCIokHij2xL5dLqlQqjh0gyclZbLlfPC92n8hT8SIWi6ndbjufBBI2WCnIby5cuKBsNusAHEABW3WEBJHT/JWVFSf/uXv3rjP75FqkKfuCaiy2xCssD0AWZB42OXzkkUe0urrqJBKwOzjdZ44BbDCSxdwU6Y49oSfxhX1iWT/Wb8KyKXiNrTJjWTO7K9Igd8BE1LJreK41CKVvfFUswyabzapWq+n555/Xyy+/rEaj4ZgWAAQAIQBazD8SGPw0AETYl5iSSlLWzzowzTIJWCtYEyTlgCrDwVCdbseBI66s8GCoIDZl81hPEWkiY8NMVpKarUl5ykKhoFQqpUKh4Pxhms2mA+zw/rAmq/TN3DIOvE8AMWBVMVfsAdpFPoN5MB45troUcwQgVCgUnP+Kvb9hfQAawj6BYQU42Ol0VK/XtbGxoZs3b+rFF190njXj8VhBMlAul3N7DjAGYJBrJqyfDYDozZs3HTjImuOtk81m3ZzY9yr2Fz5A+XzelZPeXfWI+3phY0H8TPaKcRSpcvnqwfP6A/ZRunjFtdnbYeUdCjuYK9Cwj5/JaX1on0I/QSo9/y9M3o6puWbny/cm7yGD4UCpRErjMJLnJdVs15TNJBWP7ZR33y3LeRBgwuM7z59Iu+Ly/ZTysYk8p3fA8sMHvbbjvLjb7R6MLbQETQ7X5Gnck0+8U09e/Zj+8Pbn9N9+9jd07W+/V2XMYTf+oz75f/6oXrqX0xPf90v6y289QHulx1TOSOudlvqJp3T5q5KStnTvuRsKEwnFEtKofUfbay0V3vo39Y6/KEl9bf/K9+oXf/ELuvF716VnXv+QThYzx1jGMpZxRnEaJrBHbPChwMkiv5lxoruxsaFSqaRCoTCTgIU7hm/5fN4lLtlsVsViUel0WrVaTdF4YvZqZQK2WgyMAis74bm9Xk9bW1tqtVozUh57So4HC6fkAAzdblexIKYoHs2UdCX5vXLliq5eveoSKVgSJLX0heEn0iMSWIAbEklbSrhareqll16aGWc+n3fgyWAwcG0CunAi3u12nbkokhc8TPAzsWAFzAGAIsZPCVfrz0ECTp9WlmTZGXhBUImEErK5XM7tCyvzsGa6pVLJVVcBNHjhhRf0Z3/2ZzNeHVaqwZqQQNuqM5YZgmcHSftoNCntjKQLGQjgGCwJm6DDcKDtdCatIBa46lGAa+E4lELNgFlItSQ59gkgB/KvRqOhYrGoTCYzUx2JZB3WDOwSxoU/D7Ib9lUQTIAHXoMXi2XhpFKp+34HHLEmtDCyWq2W2u22uyfwIUJyxH5kvpD8INuxAFy73dbm5qbu3LmjW7du6eWXXlaz1ZwpYW3lS8yB9ZwB0LJMF0pGB0Ggra0tVatVB+TBusEYGpYMxsKWncR7BwBgr9fTysqKK+GN6fPCxmlIc47RXCTpztotlZ5++uFenYfoI5VOufYP6kdx2D6O0uBx5+sYXe8Z43nQcE74WiJpR2s1+YX32MFgoHE8ku/56nb78uOZKdnEMksexD7Zg2XiyZPvBUqlC4qNPI3C44MmscL85Gj7fZt81YIm512ac18fr9HX/+3v1NoP/6zW/9uP62P/y8d06asuKzm8q7vP3dBAUubZ79Hb3npAyVviG/Q173lKL/zqdT3/0R9V4X1vU/DFX9Zn/vN16dkf1Hf8vSsK/9OP6uM/9wUlX/+tetN7Xq/EsKW1z9yQlFP59RM5Y7I0+X5W+92f0++vvktPvvVdupw1w97rWhY5AVnGMpZxMrFg0pzd8UDgZNHfszCObDQa2tjY0KVLl1SpTL5AhGGodqft2AKwGyizS8UNSc50VJpS9BPxhCJFDowgeeQk2bbDa0mGkPMglWg0Go7xQTKEVwTJKEAHp/P0QcUPjGFhkfDlDq8OZBD22mxiz3zBKLh165Yrv9rv93X16lXnbUJ7gDBIFjDUxb8EUAkWBkBAp9NxJ/oAIJIcaGLZP5jFAp5YZoOVpAA+kFDyeptAW58T5iGKIpVKpRmJkyRtbGyo2Wyq3W7r5s2bunPnjutDktsb6XTayT/snonH4455k0qllMlkXEUmGDXsLevbgUGxNdMl0cfvhGuTJvIcnk8ZW0AMRXLzhGks1wxLgYS9UCioUqmo2+1qc3NTxWLRVYmxTItGo6Fut6tCoTDDViLZ312e15arRgKEVAufFuv5w9iTyaQuXLjgAEjYMVwfsibAH8ovAwjtNirm3slkMjOAV7fb1d27d/XKK6/oxRdfVKvdcvcYACDsFgycuR7aZX0siEdfAI3WGBljXIBVKxkrFArK5/Nqt9uObQJQxzyzB3q9Senibrd7gu+ix4jTAE3m0FSmWJ4AxHPS0niS/B2wZG6ljo80in1+O60E7QCXftyhVLerx2xh79iNediItONP1R9oNBoqEY9PDmGCuOLJlMJBe9Ysdq+LtCyUyP7ZUyxIqpgqajgM1Q/HGhwDNLlPsuRpUmFn1Dtym4Td2ye3vx7Q2EP6OTcskxPq50F9xJ74gL71n75On/9/P6bnPvcFbX7uhsJ4TvnH36TXvOcDetN73qDDFLVZ/eD/pW8qfUS//+uf0Wd+9nelzGO6/J4f1Fs/+N5JOeL3/X190+Aj+v3f/A/6nX/8cYVKKHPtdXr6O79Lb3vrRBJUfusH9PR//kd6fu0z+vwnpPKbJsDJoucZy1jGMs4uFg00kR4AnJyHNzOSaEnOa8EmvlS4sewLEtFcLqfNzU11u12XiMeCqccCoAHmqDBN6JNkz55uW3mLlXjQni3Fmslk3Om8lWdQJnhtbU337t1zSROlWG2FD/wmOAUHCNktnQGksYyJwWCg7e1tVSoVd1pPsm0lJSRzsDYwYrWsDkrHAmQAJvGDfGm3zwuSB4xiMR/dzeyxifBubw8LwsAKYmyMDybMvXv3tLm5qXv37ulLX/qSk3fxeqrtUM4XxspehruWfWA9cajUA/MDFooFXLLZrEvObZlkKwGhYgz92Co+sF0sAwl5GeAFf4MZxOu2t7fd3njkkUccAGGfv7syku0fWQwsFtgkAJOAaJjhAsqwPlTlAVxkzizoEkWRK+0Ni4Sy4dwPAGYwOmq1mpvnwWCgTCajbrer27dv6+WXX9aNGzdUr9edtw3rBnhpQSv2HrIn9jH7FvYOzK5YLKZcLufeS5CAITGibe5jAFDaYo/AOmm1Wg5Ys0yxhYpzAppIE/bVPJqyyfaw11Nccp8/B3rxCUpzZv5xypVzHvS0Iw9lp4+9zE+DfFlhq+buySM2vccvcoP2fV+x+EQquQORKZ1IK4xiClI5hYO2FE1kPntVyrFtSewTX7l0QXHFNBiE6gxHCudZwhqpUSIpjaRGs6lC/ihGup4b85mwTA7QzxI0OUAf5Tfome/6Wj3zwCG8Qe/+l5/Su2f+ltdrf+hTeu3M31Z07f0/om97/37trOjaN/+Ivu2bHzDGi+/Su3/qXa6vE/4IWcYylrGM+2MO34/2BE7Oy/sWCToSks3NTSfF6Pf67qTbJoZBEKhSqahUKrkkjsQtHIca9UeOrUGSnIgnFIvHnH8BVTHwRCEZkqRYME1EMatNJBIOgJGm5qKwMWCx5HI5J01oNBqOQeH7vmMykFRSCYYkn2TXVvUAOLHSEE77OfnmNPz27dvObySdTrsqKdb8FKlEEASuT1gF+DQAfMDmsEADQAan8gA5JP+ZTMaVSkZ6wpgx4ySZJOmFAYBpqmUhkIhKk3Kwa2trunHjhtbW1lSr1STJJblWlgSggb8LcyrJAR6tVssBcRa8Yp7p257aAR4A6gEuALLAoILZgZwIQCiTyTigCdZDIpFwYAHXTMLf7/flyXPr3G63tba2pnK57GQ7eJUAIElyYAJrzbozDiooAd7ADAJYAgSAwWOr07BmlpklTUDQeDyuTqfjPFcAdZAi1ev1GcNc/H1gg7BuyKS2trZm1hvQMZFIaDQaKZfLKZvNzviiMHeAn4o0cz2xYAKCWk8jAC/mIZ1OTyVVo1DdXnf6+87eofy3ZbNImlnTfr+vXC7n9sdCxLy0Lg9rYY4fQuF+jpvHABq2N24r88hTSueLUtR7MEhwgh+ort/T+tA+ZD/jo7idHrCParWqy5cvH73p/frx5DyURsOhur2e+xyOwrFGUSA/lpXCnqLxpNrOfeyTCIKTt/PahDKxtILIV2cwciyTuQEAuxuKIo1MSfbDxT5je7VIc+bWyEOaPPN7cg/ga+59zLm585J8LGMZyzjRWESmCe6CBJEAACAASURBVE3MACfn7T0LVgBShWq1qrt376pYLLpT8SAIXIIoTZMgzFcxS4VhYRNdToNtAt/pdJxRKwmSPWn3PE9+NEnEEomECoWCS6KRzeDxIU0rqKRSKSfJ6Ha7zvsAFkc2m9XFixedNKLf76vdbrtTeFgj+GBQ9tZW2IHBUSwWdfHiRQcWXL9+XY1Gw/mHXLt2zYEQsGAIy0Qg6QUQsD4NVroRhqEajYZ7LnIZ5oITexJQkmL+DuMD8AAghflnrinDC0iG1Onll1/Wiy++qDt37mhra2tm7pEeSVNAC9mHlUZZ1hJAANfHNQJUsc+svw3AkS2jbNkOgBaAUQBhVJyxhr+ePI2j8YxMzLI7YEL5vq9iqeiAEnxn0um06vW6S97xBqJvyuxS8QhJFX0BGCEjKxQKDvjDzNT3fZf4Z7PZGTYT9xPAGdVwxuOxu1ftmg+HQzWbTSdrwXS1WCzK9321Wq0ZYCIWi6larepLX/qSbty4oWaz6faeJOfnks/n7zNV5j4HDO31p4bMjJk9bj1hYOBgtOzke77n2qLiEgAs7x3Ml5W/IYHjfl+IOIegiSQVVq9ou7qlfKl8/M/NnbHlSxNJaLpQVlS7c0qgyT7wzJknaPc/zeEIh/F/OUQfh40HAib7mN8Evq8gFtN4MJTv+Q5IVRRpHPryYlkF3ljhsCdFoWbXxpcfBAqClLzIUyYW03gUqTEczvcL4X4UB2fGcsxGvUiKvCVoctjmzvyePGegyXlLPpaxjGWcWCyKCex+TTjg5MDvWwv0BocppPW5IEkiuYFmb31BcrmcKpWKO20myeVL3l66dcucIHGzJ+e7zUEDP3ASBhJqEiPrHQLoUKlUdPXqVZco2+ol+XxeV65cUbFYdCfUzWZzhsXC6T9eEpjFjsdj5XI5l9wiVVhZWdFoNHIlWjExXV1dVTabdUBGMpl08iROxhkXoA+n5MPh0JUkLhQKyuVyTj6EaaekGXCHsTMXeGKk02nl83lls1nHRiDhBGDBsJVrxzQ2DEOtr69rbW1Nt2/f1tqtyf8Bh9LptPO9sdV4YLSwRwBlAGlgZwAkwHLhuVYWhjyLn2lp2o4DQgDruCaAm16vN5GkRJPSmKwr/jEwmdhHtkTxeDx2psgW+BsOh2q3204a1uv1dPHiRScrisVi6nQ6row0Y7H+J1xbJpOZYZkAruAdArtlc3PTsUykKWOF6jeZTGZGwgRQYisMYfCKca8FMCwjyPrdtNttvfLKK7p+/bqq1ap73JoQs0fZj4AXgFzsNwtcAcwwTpgrw+HQSefoB9lO4AcOCOPewVuGksN4HoWj0BnBct8xpsWNxZPm7I5hOFatUVW+VD6+YmYnyc6Xyju/PqRu8VxigT50HxL3YxJnX193X9DkQW7BkaQdIHWo4QSL0ARDmBjIShpFCuVJSt/fjidFYykeiyvuSf3BWMNwfCKgiZ/Ozfx5HEUaDiZjnsDsh+118vyJj9ZigCaLCJjs2+RZSXPMg4v61nOU+Xqs21EsOtnPwPPzDrsTpzHgs3/rPlSc+XDPfADnMPYwgV3ZQ547zz7m0URMOp+giSSX2JB48/v29rbz+SDptawPEhfAAXfKG8QUjkN30k8iTZJEYirJyUks/V+SA1aQuZDckwySgOJxIk3o+ZVKRel02iWJNsF6/PHH9dhjj2k0GmltbU3VatUl6SS5trIPAAN9YGSJLCQej6vZbKparWptbc2BTXhgACr0ej1dunTJsTyQjQAK4L+A3IU5TyQSqlQqarVaGg6HKpfLunDhgisPLU2167aajCQ3zlwup2Kx6JgXzGk8HneAC/OLmS4n/ffu3dPLL7+sP/mTP9GdO3ec7AEAQpJLlCnDC8CGB4llvuDbAuADwwRmAAEAgxcIYFCn03HeM7zeeomQiDM+JFOS7gN3AA2QWFl5EWyMcWysIBY4o1GkPJgUU0UnkUhoZWXFMS6QGUly+99KpKycBfDQlhJmnAAY3F9IWjDZtaWGMXBlH+TzeechAtDYbrfdXmb9YIohY4F1IknXr1/XH/3RH+nWrVtO7sQ18n4BcGXlPfj1UDFnZWXFzRl7FjAStgx7KJlIuvsCRhrrDzBbKBTcdTCHeNPAbol6k/ugVCo5ZhRSqcWLxQdNJGk0jnT18tVpZwf8IN3zqbvlPSf+Zen+iZmR55yGn8kBTWB3Py3I5KWt+fVxlHgQ08SRYfbae94E9JmwxcwLDmIGHEmB7ykXj2kcjtULxxrt87LOsKsvNW9qMJ7KalaSRT2ef+TBfeyMqVqtygtmGWnjKFLLlRM+ilTKU6RIfjxQPhVToz86fBv3N3qkhw7w8LG7n2uTZwqaePMdwgKAJpL0jVubJ9Dxgbs/+KvmOF9nLmXa521jrm/TD2zscD3NsamjxWnM15wajPb417z7OMQgTrbbEwBNJCl2XkETSS4ZIkEkmSLRgQ1A4ksiEoahcrmcVldXnVEkiRqMB+QEJKoksrAuSMYTiYQDL6xJ7G6GhDSVb9AeSSZJPyfoJKflclmXLl3SysqKOp2Obt26pbW1tRmQhMTeVgBpt9uSpEplRSsrFZfokzDis3D37l2tr687SRDGlLdu3dL6+rpLaAFhrH8FDA/aJNkHAIJBQXLN3JLEb2xsTICYRFzJRHKmiswEdJrIUWCXtNoTSVIimXD+Lp4mRpz5Ql6ePA1HEyBhY2NDX3zhi9ra2nKGoaxVNpvVcDDUYDhw42PuMf8tFAqOVYMvSzyeUKvVdPsBIMTOKz4tMClIoK0cgx9YDOwp5hrpDOV67bra0ru7WRKAMkhAAAkt0wVJCR4rm5ub7j7IZDLK5XLOv8f3fZVKJZfcwxwB8KFvSc4gFakKe7hYLLp5gd1l5T7W+BEmzozkbRebKAgC55tDuWyunWo7tVpNn//853Xz5k0N+gMHeu6WxsECYZ4lzRjhplIptw+ajaZ6/d5MZSyYKOzzUThyvjdIzBhbGIYqFov6/9l78yDJsvO67/eWfLlvtVd3T/fsAgHIwojWKCgBCgGgJZKCBMGhoWSR4SBkh0g7SDEckiwpvFC0bIsSxbBA0ragCBGyTCjCBC0QCFIiaYpkCCBlgqYxlGcGRM8MZu21uiqzcnmZ+fIt/iPz3LxZXd1da1fVTH0THVOV+d699917X1Z+551zvoWFBSNH6na7hkUEmHtjp3FsqVSiXq8f+Wfn4eNsgCYAUZJy8/oNHnvy6T2Vx93PcCbKjeyYwAznrt9Oo5/JvQ5Lwi65B0l1HvB2mmXgzpsj72RY7Knp3frJwPNcxlOG3m7HTCQ67vyL92GpOEAxyOFlE6bTKL73k/I4Tbi6/QYJydzrm6NtAjfgQnll9xOt/oej3Z/OuQ+a9/tFBrVqFSdN8A7Tjol3AWhy4vfkEYImDwMwOYZ+9tvH/rs/cgRmf029K0CT/fdyhE0dLB4GCHBEDWYPauwcNNlTE/ctR2ziFIImgDFnLRQKxkyzXq8bTwEl8HpqLz8Nx3FYXFzkkUceYWNjw1TIEUugOnWit5+k9/v9Ob22nXSLhaGqJ/pZEgolmyoHrFCCJbmE2CErKyuUSiVWVlZYW1tjNBrxjW98g9dee41OpzNXjlXXpnEC5toXFxeMvMcuVSxwRW0pEVfyrRK2SvrK5TLNZpNGozHnVaHEVtKEZrPJ4uKiSdjFBFFyWqlUKBVLZA4sLk2e5mdphuu4ky+orkPOn0guwsEAEihXyiw0FkjixCT+lULFgCfFUtHIkgq5AkmUUAgKFIICQS7AcVwc1yUYThgnQT4gJaOcD8imIJeqyQi86Xa7JjFXMpvPB2RZGcdxybLUsG0EnImhoT3hOA6tVst4dkhKMo7GZn9404QgTmKzbkEQ0Gg0yOfzxtdjNBqZpFx7L03TCR17+rskJFofeavYMhWBENrP29vbbG9vG+8NgR+6FjsEBAo8sFkwAjxsg1d5ssiXRBIdsa22tra4ceMGxWKRYrE4B8pJotJqtYwMplAomPt953hyuRxLS0t0Oh1+93d/l7fffnsCipCRpRm1Wo1isWgMgW2wKx7HDIaDuepGuheDIGBtbY0oinjrrbfM+tjgIWDAWtd1KZfKht2mfmSsHMfxHOtH54gpJzaSSmAvLi4a4PF0xeH/IDh3/XB8kWQZ5XpzT6DGXodjZJ3Atddf5coTT54KScNxd7/bYfea0mTQ48Li4qH78ErzlWEcb/K15datW7uaw+41qU2zjILrMSS591gccD33Hm/Oh+86FHwfJ80YJem9TYmn0R517gJNFLcHW6yWlvBs0GaXMd6zHPZhymQ74AcBjMcUnBTXgYN4/JrG9vHyPg95SI08oMkTvyfPmDTnGPrZbx9HBpq8k+brYeXTR4R0nDjL5B79nIMmDxzE8XZ7jICJ4v7AySkFTBSSLtjGlnZJUSX+khvoPSW6ly9fpt1u0+l0GA1HhuEgwEM+EgIb9IRZBpB2dQ/bSFUeF3Z5VLEFKpWKod5LKpHP501iW6/XjbRmZWWFSqVCt9ul3W4bPwR5VwDGQ0RJV71ep16vs7S0RKlUotPpGPkNOMTx2JjK6jwxIAAzX3aivbq6ylNPPUWz2TQJuYAVwPg7yAR0NBoZiZKenpdKJZIsoVD18eMCwcoVRs0Rwyxke9ilN+oTdjt4uLhuSpIfM3BcBgwoOgW8gkcaTICA7qBL2S1TLBbw4mnp6NGIzMlIooRxJebi0xcpLhWJ2n0YjgnThPEoxo0yRt0hnbRPlMWMo4jBYMJiyBeKkDkmuS2Xy4apIdZMLucCjlmDyVpO5tVmkKgssVgN+XzeSLvkGZILcnO+HWJxCDxrNpt0Oh1u3bpl1lqmtI7jEI3mGRACqPS7JDHar1pjMaOGwyHD4ZCNjQ2zRmIXyQhZ7QtQ03j7/f5cFR8xQiQzs2UrjUZjjmkxHA554403CMOQK1eumHvCNsm1QUqBFZKxaXwCBOU9IjCm3+8bTxexzgSIiLmj+2cUjYzPioBWye4qlQpLS0u0Wi3zmaDPFc/18HxvzpMol8vhuLNqUQKXdH/3e32Go+Gc/M9xHPJB3njZ6HPH+NVYZcxPR5wt0GQmadhkdWV5L4fuMbK5/x090+QeJrAPQ5pzVIf126w/8d5D9bPf/P+BLJOdkU6+E9zlxTL91XEcXMedvb/DF8WZvhZ4LoHrkcYJg2Rvg7blOTsjIWF71GWhUL/vtdy7p8PdXE4GzUaT7WiAQ/6+Pd2nlX29vM9DHlIjD2juhAGAMweanDjIdA6a7BonLjU5Y6DJic/XQZo5QWnOLv2cNZaJHfcGTk45aAIzTwYlaaLGK5HxfX8i5Zj6JnQ6HSPb0NPjJ554whiw3r59mzAMjT9DtVolyzJ6vZ4x1rQ9LexqGUpoxV6Ql4ISTz1xlqRABqVK8pRMK+EVSNPpdNjc3DQJPGBMOG3fiyAI5sxUZfa5ubnF9nbblAEWO8Q2LtU4lQTCfOnZVqtlGDcyirUrjyhxBkwFEph5QgRBwPLSMkEhoD/q0m5v4xNQX6rjZQ6tjTbt1hY3b12nXC6SD3wCzyPKHMbDHmQZfs7HdVzSLCVJUrxtbyo5zyYmqjB5OoiDg0u+EXBl5Qp+DL3tHp3RkDSBuDti480bdO4MIAIncwn8gDEx42E8Mf+bjl0sEUmYZOILGCbHeDw2MhO7jKxANJnwCryToet4PKnUIB+bIAjY3t4mDEPa7Tb1et1UfRkOh6YijtgduVwOnNkXewENaZqaO197VXtdkiDtteFwyM2bN806Pv7442avpmnK9vb23HUKcCiXy6ZyT7FYpFKpmCpOKrMsnxiYlA2Xn86NGzfY2tyi1W4ZgEgVcnSPCfAUQ0yMGPmGlMtlgiBgMBgY8G9ra4uvfe1r3Lx5kyRO5gBNmd6WSqU5Fkiv1zMSnkKhYAAL2yxYZbcrlYrxY3FdF8/3jAmv53nkgzyeP2Oo2f43aZoSj2PiZFauuVgs0mg0zGeJXfZ6e3vbyPcWFxdPEePkiECTE/jyXFu6f9naPWMSOxLnzMmO8Hruluaoy5NP0PZ9GKNOy3xeHqgBoN1qQaG8/3HtoY8MSMnIeS5RnE7Qgp3nTz9jzefqDtDExaEc+DgZhON4X8wMz70/k2U7mgIn97mWLAM3P1+u3MkfjSfS0uIi7Zsb5KurhOPdmTH3joMlm6cRMLlnkyd+T56DJnvv/KBDOH7Q5N0tzdl/T+egyUGaOAdNjqyJ7F7AyRkATQBTWUNJvy1ZkNeDGBV2NRuZSuZyOZrNJk899ZQxb7127Zqp+KKny7bsQUaTkmiov1wuZwxExUSw/VYkt1AyKE8VyXVqtRr5fJ4wDNna2jLJWqlUIooiut3unK+EgCGxBETvl9dKt9tlMBjQ6XRM+eDBYGB8YFzXxfd80mwm79E/jQswpZHVhi37kDRD1ymmzU7D0MFgwFa7RTFfIB6khMMRhXJGHAS8+uZrvPaNVyi6PiuLi6yvXsRzfXK5Ai4O43FkmC/6AmuvZRRFOK5DkMsTeAXG6YiYMbe5xSgZ0HUShkVwC3lynk9WcslRYcFPGXSHJHFMljTodXv0e31SN5mTR9hSMFVMsllIdmlp7T9dt+1fMRgMzDrJN0TSLAEnYi0Mh0PeeustIzuzk3uxlwQMmBK5yQycEehmy4ZgAqRICqUyyFtbW+RyOS5evDjntSI2hM1msb1t5MkxGo3mSk7rXrHZG7dv3+bVV1/l+vXrbG1tGY+S1dVVGo2G2cMCWnTPCci4ceMG3W7XgIMCgTqdjvGKCcNwdo94LgHBXKUn+dvIrFbj1H0oLyKBW6PRiBs3bhimS6FQIAxDA5zontZnQb4wq/C0s/KR8T1ycwYU8n2fpaUlAAPo2p40GxsbcyDqOyFOCjQBuHnjGpeWm+z807jv4UxPyMB4hd5TLnGQhnf77cQTtH0fRtzvzBl577sBtROP8R582IHny8HBsxGq3c51MN8x9L6TOQS+S8F1iZOUKEn3LWdp5Gq8za17vp+k6QOvJSPD3QGUeNPfu70uzWZzf4OyYqHZJHvrTaqBvw/g5OBZ6zlostc+nKMbwhmYrw+89q9Z7L198AYOFA/nD9VBQZON2iP8f4995PADOAdN9hdn0p/jBEGTMzlfDz7gbuDkjIAmwFw5Utd1jX+IgAslQmJ6jEaju0qaSqKwvr5ukhrJWCRpUTJpAwvydrD9RXSspAeS6+jJuAwf5U0i+YcSciWArVbLJKR6ki/5i0rHTlgCLo4zA3T05U7H22a1c6a0zuSJuQwyxTgwCXq+gOd7xhclDEO2t7cNy0BP/5VgK5HX/KsdJb5ZljEchETDiKJfpr5YJVfzeem1r/Hq269ycW2NR5bX6PcHRMOEsD8kTYfk/RyFIMDFJZpeD0y+UMqXZRxFpFlKIShRq7j0Rz3wM5q1Bqlbod8L8co+uWDCXGjjUFhbJr96ifEoJh4l9No93nrjbeIkIXVmpW2VtKrKynA4ZGtrC5hJSTR3dqlZrbHm3X5PgJ3+SfIjYEbzJwNdjUPnSmIjoFCMK4F82puFQoHFxUVjUrq1tTXZx+6EoSQGUz6fp9PpGMNhAWQCqHQP2VK3Xq9Ht9s1v+t4I3+ZMrBg4hdz9epVrl69ysbGBoVCgUuXLnH58mUuXbpEs9mcYynp/5LYyAxWjBDAVGsaDAYG8JThrSRSNltE/wRY2sCGjJ3t8st26eYoisw9J9BEUh67VLFd4cr2oJE0R74tAltkQCsvnPF4bD67BHLevHFz7r46q3ES0pydsXjxUba3tijXGw86dE+xeesGS4sXD9GCHXeDJtnubx1P7AM02ev3k7jX3tV/5CjC8ecZWIcBmaIkpZDzGJIZtuFukaUpWZbiOh4uUAp8nCwjiiegyUEi7wcs5utsjrZ3fb+Xhg9so3Vng/yF6i7vZIzHhwNci8UiSTQi2fP1vbOkObs2eeKsidMLmhwXc+LKxgs8uvHC4Rp5h8U3Vj9wOODk3M9k/3FG/DlmzbwL/EyOqNH9gCawEzg5Q6AJzKrqwCyRtZNPJX8CH5QA6Ym2JBNRFJmn/67rGcBESY79hF9sCoEdqlKSpRnjeGwSP0kcRPuHmaGqEjabCSPjSsAkv4DxmfB9n1qtZmQTAidUAthO2HcyEpS4i4mQK+aMBEIMBiXgrutODFSn82iXhN3c3DTyJTEM5HUhKYMYOPpZT/I9z8P1POq1OpTh6rWv8423XmNlYZ0nLj8FUUInGjLsjyDNSJOEKElwptcySYIjHMedrvvk8aDjOripSzjsE8VjHDIKxTxFp0Q0GuGGAzwH8gnkyDFyfMauR5xPIJ9RIo9f8ugMu4TjEOLMjF1JrO0HMhgM5nwzNE92pZs4jimXy1QqlbkyygKpZBZqS0Nk1quSz3bVFyXkkqJpbcUKsfeYmBQCFmw2hYA0AQjyFFEZ6l6vZ/algBK7ao9e39zcNN4lYozoXtP1SQrz1ltv8frrr/PWW28xGo1oNhd4/PHHWV9fN2MIw9BUl5JcRYapugbtO7Fc7IpD/X6fO3fuGDNduwQwzMx0bcDUBp4ktxNzSibEupcBsjSbY5OpHwGo2veae/ueE2gi1o72lPxn7M8JVQHrdXuMogkYFIYPTqBOa5wG0ARgnGSEUUil0UDEgQP9vc0AF0bDgfl11vnhfSAe+p/gPQ573+Ma9Ljw1JUDDGj3sIcos9h+r3fo/RWnGWmakfd9hnEyL9exfkzTDCfLKOd8fGAYp4wPCJgo2qPOPUETgAlEc9A47E6aVIpqVOq0oz6+mye+L6XmHDQ5vo5nb5xLc87j0HHiUpNz0GSvfRy8mXcBaPIQpTk7Y2qCcPgBnESoEooo+HoqLLBDiacSJpsdINDENpkcDof0el1jDiqZBmASVhtMMSWF04w4iY3Ro10O1jZQ1RhKpRLVanUOuNATZyWetkEkYEwjh8Mh7XbbJHei/TebTWN+qQRf4xATRvIayRWUJOrpO8yAksFgYIw46/U6tVrNyICUpPd6PZPkao5sSYeup16vm+sf52JeeO1FXnzlBS5feJQnLj2JEwUMByHDMGYQDojHQ8qlAkkGre6A4XBAnMQTQ85pSVqxKvL5PE7mkGVjIobk3NyEodKNyMYZWeITZglOluJ44AV5KqUCVCLarTad7S5xkjDKhoyJcBPXlKIV2CHJ007DV8Ak4IVCwfjhiLGgvSkZiuQkruuaSi/ae2KACHhR+3YZbLGXlIxXq1WTnMtXRecm8cRvRKwSsSfSNCXITWRmQS7AcWdr2Wq1TAliSa9sb5SdrC75cKhfgU1iuLzxxht8/etfZ3Nz0/j6rKwss76+TqlUMmNVKfHBYGDmVMyWdrs9B/jYlYNUznd7e5terzcHcophUiwWDdhlV6+x96stkdH9qntb742ikdnXmg+NSXugUqmYzxWBUqVSaSbbG0XG12YwGJjqTWIzic2SZRmNZsOUJZe30VmL0wKaAIzTFH/6OXXYPhxg5ZHHDteW3eDO3w6M6hy468MedleMu1usrf3hA569+ziyHb/3er3ZL4eIKEkp5jwiq4+5vrKMWqlILZ8nTTP6cXKIKjOzuN7fuO/7Re8kmWYOOLC00KS73ccJ7nfvnCBocgakJofrePbmOWhyHoeOc9Bkf3Hi83WQZs79TI6siXsc5J/lDzglq2JaKKGV74DACRtEAeaeCEuHvbW1ZSrXjMdj0mSiL1bSYksuHMchyAWGkeC6Ln5uZgSpp+ZKxCSNkZRGT64lNVIftsRDVXEku5FsRGCH5BpK3lTGdDyOjUGtWDPyiyiXy+bpepIkpElqfEmyLMPBIYmTOV+Ier3OI488woULFygUCnPSBz2lz7KMGzduABN5Tr1ex8Mh8xP8Sp1quQqug+sCaZ/WzVtcWLjAlfVHYDRiEPYIB0OiYUgSx4BPNHbAmVS9iaOYNEtxfZckS3BwKOQnJYdV7chzPRwccr5PlERsDwaTUseuS5Yk9NMYL+eTD8oUfA8ng34SEfsO4bDNaDPEbcdsDXoMBkM816NcKRtmR61Wm7Ae0ox+2J/z18jlAhwHtre3DetAPjPVatW04bou7XbbJOkyUFWiLxmYzGYFFAjcsg2BTWWeKUAlw+CdZaXDMCQMQ8OWytKMXJAzfio6djQamfEL1BAYKaBC/Yo1pWpMAmckWen3+1y/fp2bN2+Sz+e5fPkyCwsLBEHApUuXDDAolpLruqYkuNglMqcVG0XMKbu0s9gwts+RDWjZAEepWDLXqbn3PG+u4pXNlhFAAjPz11E0MswS+3NBDKOlpSUDnNigiT4LJsbGiQFDAfP5I2aZ9pRAq3q9forMYfceJ+lnsluMk5RBNMBhlwoqB+gjtXxNJj/up815GOCs+5nsjGQ0IEviu/1NDhg7PTyyePKQIQiCI5mvOM2Ik3Ti5REnZFO2RW7KLhmMPVzPZzhOSY7Ez2YSg3R43/cfZB4LUCyWORzv5X6RsbDQ5PWbtymUFhhHO31Ozv1Mjrfj2ZvnoMl5HDrO/Uz2F2cINDkVfia79HNmQZMHbL77lyM+5aGn20o4lCTl83lTPtRmlNgld5V0SnKhahZiUdieDp7n4ToucqlTVQ0ljrbXg0J+KQA4kMQJMfFc4mVLBOxkeHV1lStXrhgTTlXWabfbRhpjy3JkZjoex4xGQyPlkLdKrVajUqnMVUcBcFzHPFnXU3gllq7rsrCwwNraOs1m01TYkcxJlU7EBuj1ejiOQ71enyTlrketXqdaKePkHMZxjIPDKzfepjsc8tjFi7ipw+0bN8mSjARn6qkxrVQzGOBk4OcmBrgCu7Ism4BW3iT591KP1Eln4x/OWBuO45BzcniuS5JN9kmSprgJZKMML/PwXJ9iqUStXmH75pbxmGm1tqhWq9TrdbOXyGAwpejX65Mykb7vE+QCMjJKpZIxFRbApj0nvxCxjnAISgAAIABJREFUOQSeSe6jPaQ9IKaJrkUAgbxzoigy0hqxPgQqCIwTC0SeGtq3Gp/2ooBFjVkSFHuPCZiU54hAAbsksfaOWFCNRoMLFy4YJliaptRqNbPf7JLVut6d+0ssF91ftjRG54vVI4aXLeHTNQkElUmvQBu7EhdgPGcEbki25biOAVP0DzDymmazacx8BcJoTAJDNedaX9tTRh4rAlNlsCsA5izFaQNNYAJuJGmKcxA2xy593HzzNa6sPALA0vpF9k4TuQ/L5GHEMfiZ7Iy412J5ZfWAZ98dblAwY3GAJOwCsLC4S8WeA8YgTnGTFHAmah3HYRzFRBmkrk+KI4TsoUU92M27ZD4qlQqtfveu1+/n17KfqFZrjPodqus+3Tng5F0Ampz4Pfnu8zM5j2OKEwVN9t/LaQRNTiNgMt/MuQnskTSxh813poETgSYCCsrl8pw/g3wp5G8gIEVJim1geePGDW7dukW/3wcwbdhPobMsIxpFJGkyx1oRy8WW76hPJVE2cKNkDTDMj3E8NueUSiWazeacEafkNvLJkKTGBi4mUqOeeV8eGHbCZwMnCiXWug7Ja9bW1lhfX6NQKJh5FAug3+8bhsJoNKLdbuP7Pmura5Ok2w+48uijeAWfJEvJ/Iyvv/EyX33tRRZrDTw/x5uvv0n3TotqtUY2TeZtmUNGZhJ4VZsRqDUYDhiOhnMJqgw9YcJ8yefzBH6ONJv4z2QOTJecnONTLZUZhzG5YsDyIysM+gNud9rGLFVAWqFQoFqt4jiOkdqUSiXjXdEP+0YaolK5hULBVHVpt9sGAGg0GiZxloxke3uic1eirBA7yQBbGQzCicGrAAQdLwaSztOeEwAgdlKWZqasr/w6DBtler4NPAAGkIjjmGq1SrPZnPNXybKM7e1tA5oUi0XW19cNKJkkiakapXsQMF44AjcFENiGzwIdbLBCLDLdw67rmrLIm5ubDAaDicGxBUbY/xfQIoBCe1j7zJQZdj3SLDWlpguFAtFoJuHTnNXrdXzfp9/vG9BRIKXYXRqj1sl1XSMJ1DWKESb2ifyUjurJ/XHHaZLm7HZonByQabLjtDTLqC3PjE/zhcIegYa7QZPsHn0cSxyXn8mOk5Nui0uPHt44V5/lu47pGPZYajOHrL+R9mfyUUbg5ojS8a7veY5HPf9g4MR1IUvuNoH180ch83HAyahV63R7HRzy09k59zM5vo5nb5wplskx9HMeRxAPy+rinSLNuUc/pxs0eRf4mRxRowcHTebfONPAiW0QqafcSv71ZFeJlXniPn3yq38yx+x0Omxvb5sEygZZ5oxnHQyQonOBOfAEMICFaPZKpmxgx5R7JTPyHjEerl+/DsDNmze5du2a8ZgQA0HXIbPM7e1tRsMRcRJTLE6ozZIq2U/J7YTUZheIFSDWyOXLl3nqyae4ePEiruuysbFBp9Ph1q1b0wo7PbrdjmFPDAYD4/9RLBW5dOERgmJAUMwTEfHymy/zwte/xtL6Co8srzPuDRn1hziOT6fXJ0niufWyywGLXSCmhNZtJ9NHUpY0Tc0a+p5PlqYkaUIsQ1/AwSefDygWAuJkhFsrsXhxmerbk+vTfKsv7R8BAUru0zSl1WoxHA4NQ6NcLrO8vGxYDWJkyBNEJajz+Tybm5t0Oh3DwJB8RCCZwAWb/QEYeVaSJMZAVOsZRRGJKOfW/Ggvi2lkV+QRMKBjZIyqMej+UqUngWa1Ws1UtBHgpjLdQRCYCj4CVOSZont2Z3WrbrdrvD/k6SN2lvawwCAbVBJ7R+OPxhGM571K0mTm8SMwcqcRrF2BR9V6ZpKsnJk7GTyLcXbr1i1zjtgzGrv2kNYvSZLpvszodDqmrLiuzZ5/gb+nPU47aAIQ+Ps029ylH8eZACe+5fmQZnsR/5wg02Sf0pwDfz+ZNhD32qyu/sGDtmJCFcx29pEOJ94mq6tHx2o5iVgpLvB2f/dyxJfKq3jOg/fr2toaGy+8NPeaA+AFdLudQ45wIllaatQZDIYUiiUG43sIg84oaHI2pDlf5Vf+4x/k98In+ZZP/RTfvB9M8lTN11f5v757eh0//lP8+5eOblznsUucuNTkHDTZax8Hb+Z0SXOOpevs8I0exs9ktzfONHAis9WdCYoSUCVu9pMrJVeASdRVeURP0QUuZGk2B54oYbMTTsD4RNhMDyW78plI4gTXc+ekRZ7r4fmzsQRBgIPD5uamGbMYJ/KcAAxwokRMhqECQPSk2gZ8lPTa1VgEetiyhIWFBS5dusQjjzxCo9lgNBrx1ltvsbm5yZ07d2i320aiMxgOGU+lEXYVkWKxyMraKqVymdTJuPrGy3ztG1+jsVzl6bXLjPtDOrdbOEnGmJThaERhui4CcmxwxJariLmRz+cN2CTJiRgUMimVp0c8js28Z05GkmX48bTyUNHD8V2G2ZBcOc+F9XXCfp+MjJw/kXJJKuL7PtVq1TBuVH1JLCXtLUllut0uaZrR7XZI09SYGPf7fdrtNpVKBc/zqNVqhq2h9bJBLo3BrpikxHowGBhfDd0PYjdpT+5kT2m/2X4b8vmwk/8kSUxFF0m94jim0+kYPxKNpVqtUqlUqNfrlEolU55XIJj2qEyTbRBI4xbDRgBkv983x+u6BbbI80T3r4BEu8qQ7/l4vmfMoLMso16sm3tG5+u6NS/2GmhdbYmQ584zdMIwJIoigiAw3inaswJfBEoqkjQx86793mq1zH625U3aX6c1TqM0Z+ehed+lUijPeZMctJ80g9atG1TXr0wPde5D5tgdMMnufutE49BDmU5AGo8ZD0IWFhaO/gvUdJDJaCKXVFnwMxkOrJaWSLKUG+G8Sex6aZmlYnNPzZTLZdJkTBqPcf2cWcfNTp9LzeqUqXi4lVhYXOT6a6/jFA/GNDmNgMk9mzzCfvovfo7f/rlf5M2rbxKGEZQWqD76LO/5xPfwB55Zv8eX77PCNOly9e98gl8Kf4C/9CMfp3y0XZ3HYePcz2R/ceIg00GaOV2gycMVsu49jho0gTMOnEh6omohxWLRJN5K2JRoVatVI51QxRgjCckyU92i3W6TJhP5TZzEpNYTliAXkAtyjKPxXAIIzP1fiVC/3zeMEN/3KXgFkxymaUriJgROMMcoUGnX27dvE0WReWKuxM6+doEninw+b0xiYZLQDcLJl8ydDAOZzqoaSblcZmFhgUceucyFC+sEQcDm5iZbW1u0Wi0jxZD8w5QYLhSIp6+VS2UWFxa4fOkRVlaX8XM+L7/5Mi9dfZGFlSaPP/Y4gxs9Rv2Q0WDih+HkPBqNOnnXI50m9/LcUAKdZZkBkmzplBJpJbCqQmKDBWmakDIZr0s2YfdkGYHrM0xHOLGL7/jgAnloLixSr99hNBgxjseEg5BoPCYYDMgXCpRKJTN/tl+N9ppYQDI7lSxL7KR6vc5gMODWrVtUKhWWlpYMoKVEvlwuG1BIgI1kWbYkzK6qNLveWRUmvaY11xiU5Nv7VtcDs5Le8uCQj4ddJUp7VeBMvV431YO05wX8CKgTOKS9LplMv983ayYPH3n7iGmk/S6A0WbKwHwJbzGOXM+dA94KhQLDwZBxPDaSL82VfGNyuRyFQsF4uUjKpHs6yzK83ATstA2aHccxJYs13jRJyQUzY1f7urXHBVQlSWIAPt/3cXAMINPt3u1hcFriNIImux02bN1m8T1PEqfZgx723vv7SAau45BmKYVqY/b6vU852XhI0hw7xp0Wi8srh2lx1pY+84uVuX7SwYRxsrBwdB4nDzWsa7lQXuFC+eDzJRlfGnbxarP5cIsFxnEy25yHWOSFhUWif/fvaCxfIRzvMIg9B012iRGtX/gv+dl/+jwRECy/l9WnA5Lbb3LnpV/k/37py7z2Xf+QP/uJp6wv4EfoZ3KkDd2juf5XePnFCB472n4e3PF5PDDOQZP9xRkCTd5VfiZHEEfhZ7JbnGngRCCFnnArcVUSpqfuxWKRWq1GEAS0221T/lVJnO/71Ot1lpaW6PV6pjSsEk/JcVzXxYmdGXMkSY38R0kvzAwedV4+nzf+DZIXBbnAGMza0hmTdFmsAuAuMEjVcpRIFwoF87RbfiSj0ciYgQImUVRZ29FoRJALKDfLNBoNlpaWWFpaBOD27dvcvHmTTqcz5y0i74YwDMkHefwgh+u7OIlLqVhiodZkqbHI19/8Oi9cGzHK+iyv1Hn0wuOEN4f0Ol2i8Zgk5+GmPh7gZTCamoLKF0aMESX6YpRIvmHLF5S8KxFXgi8WRsYk4SnklLgmDEcxvpPHj/OUC2VyOY/bzi38UpFiuYTveoziAYMwxcvFDIH6dGwKgThaJxno2tWXBHzIE0XjU7ljARalUsnIbDY2NgwwIVaQrsdUdbJKAYtBpbmyjV1tDx6BMYPBYG6+BAqUy2VTmUf7X5V9dF9pTwu4kNmqDZhoL3ueR6/XM6a4GofuGbWl+bIr4wg0lPxLAGdhCl4JNBXbJJ/PG3A0TWZSHo1VYGI0juZkcmIwwazks+5fyXH0GeC6Lp47AyttoMquQqT5kO+Q1l/Vgvr9PmmSzqRT03/F0kzKFMcxo+FkPjudw1Lujz5Oo9TkfofmPRlgZ/fOIx+UBDqTY9I0w7M8JLrtLRy4b3WTOT8TOP5vGvsAmQ4rzbEj6bW4dGH9oC3ONd1qtSa/ePNfU9KwS7O5N0bGqYsjvl/W1iZeO+mgBwJOHHCDIr1e9/B9Tl1my+UK4TDEOOTvod0zA5ocdR+3v8i//uzzRFS4/D3/kG//U1OAxIH+V3+Mn/v7X+TWL/xz3vwTP8TjZaD1PL/72c/wwvMv0W5D0LjM2h99jm/5rm9n+Z6kqhGtL3+a3/y5L3Pt2k0iKlQffZb3f/cP8M3vn3yH4+qP87/9rZ+l+9T38h0ffpEvfeYrlL77f+e5j63T+epn+dJPf4Fr126S5NZoPvNxPvTJ7+KibqvoDa7+9E/w//7G87Ta4C0/yZWP/QAf/tj7yP/W3+Z/+fu/SgJw9cf4qf/w0zz13/xLvu2ZLjd/6Sf4zZ//Mjev9aC0xtIzz/HHvu851s4pKQ8nThQ02X8vR9jUweKdIs05wn72MIjj7/ZE/UwefPaZB05U7cOuVKNkUgm4Xf3GNopVgqekR/4MSspzfg5bva4n+0rwXMedK88qJoL6UqlkJcViv+gps0xNdyad8lyw/RJs41klkUo2FQJUJDEQ0GEn2HEcG+YIQK1eM0aerusShiF37mxy+/Yttra25sx0Na4gCIjHU/ZDlOH5PqVSkZX1ZVYeWSXxU24NN2hUy1xevETg5Im6MYN+ZEAPB/A9D6ZJo8AnJemSTkmiIsNMjUXsknK5PFedxGagiEEAE3aAqt6Mx5CkQ9I4JQgKlCoF4nFEt9cl13Cp1Mu4OYckTUjTyXoGU5mKkniNAZjzm1HiLXaIzGIlaxGjYmFhwSTog8GASqVCpVIx5X3FRtC67jQaFYPCrswjxshOWZf+LwmP70/8NQTKFItFAxzm83lTklsAhxJ7zaNKH9umqtqftgdPHMeEYTjnGSSwxp4n9TEcDo30RveK2CO6jlqtZkpt2xIfmACUzWaTttOek+LslPnYgAdMKjFNEuKZREr3+06DZe1BeaVorvR5ZBvcCjQTuOv7/gTMnO7hdJyafVwoFAyAoz3lOI6Rg52mOGugCUAp8Emz+7BN9tHP26+9Ss4CTjqtLdPEff/cngFmzr762OVik16L1X/vPYdqVqF9n6svTI1bpzKdNDl7bJNjXPtGo0kY7gBJKjU6t+7Q6XWpVioH7N4xlLJGrUo/7OLmG3sqf/yuBU2Azm//KrfGwKN/kQ9aoAlA+Znv58996nvwVhYnr/ef59d/6Ad58XpA4w/9GT74zCKtX/scL/7C3+Xm6xF/4Yc/Tm23Pn75r/O5f/w8UeO9vO87n6PZ/yov/MKv8m9/6CU6P/xP+PD7q5ALJjDXtS/wpc8vsPbhb2P10QrxC/+Az//3X6S7/Cx/8Hu/l6XWv+bf/syn+eLtgL/wI8/RZJOrf+8/45ef71F635/hj3yiws1f/lle/swP0or+V/6jjzzHt37sJr/y8y+RLH+ED/35D7H2KPS//Hf5wqe/TLT8Qb7l+z+K/5VP86Xf+Am+MF7je/7mh8jvch33jHOmyf7ixFkTZ4xlco9+zkGTBw7ieLt9GIDJfQ/a2wDONHBil/SVlwhMEqharWYYGHrKLlq/XZVGyVepVDK+GQIwJPsQGJHP500ZWHmGpEnKMBrOmZnqib+qrghQgZmkQMm0DF/nKghYZqQ2EKSn9LpeARlKwMMwNGCNfDmUINoslfF4TD6fp9Fo0Gw2zRN8lWLWNdolV22wIE1T0mxaNSjIUyqXWF5d5vHf9wT1tSa3+hu0vS0q1TzjMGY8SHDd1ABKum5bhmKX0rWZE2IUyAh1NBqZdbHlS0qMZbyaJIkx+9Wc2+abjgcePi4O8SgmHqVkiYtbdKkv11hcWWAURWxttUnSFL82KR8bRZFJfLUOYmUYz5AMA3BobFobARcC/NI0ZTgcEoYhYRiafWRLZ3bKc/TPNtEVS8FIseKJr4f2rb3XsywzgKBYHGtra9Tr9TlwUf0qsVfFGAEaAuDEELGlMzbbw/YU0V7VXhC4JUmMZGkaexiGc5KgNE1Nae6lpSUD1pRKJVMtJwgCBuHAgD/GU8gCWWxQaByP51he8iqx5UBiaGkvyoNEc2QbUPf7fWP6KmYQMKm6MxiSZjOWipgpYRgaNo3GpXbFljkNcRZBE891qFXK97Z62Oe1xGlGbXnGqjCMPtPYaSWuzuKomSYw8TeJel3Dgjhs9Hq9SSlia6CpShGfJeDkmO+VxcUFetdvz/Xj5UtE48kDhWq5coBxzHaIk2UsNhrc6l6jXPXpRndX8dl55qHjVJma7i+6124CEDz6JM27+siTXxGE4BD+xmf4vevAo5/kT/2N76IJ8MefJPrP/zovv/hZfufqx/nw0zvb+Cq/8zMTRstTf/lH+fCzVXCe4/HmX+KffeYVfu9nvsyz7//2me9IGPD4f/cpPvRYnok3yS/SJeDin/9bPPtHK8Cz8PIn+OWvfI4Xrj7Hh3Kf47ef70Hug3zob/w1ni4DH3iK/M98idH2m3SaH+XpZ9b4tZ9/iaT5DE995KOUgf7yR/lj3/8hgsc+yBOPVeHpl3nhK/+c1tXfYoMPsWcv2HPQZH9xDprsL058vg7SzLvAz+SMgCZwxoGTncmWEh0ZtCpRkgcKYJIjJdJKTpQcyvRRCZMSHyWCQRBQr9dNGeEJKyE170sapATSrgJje6LYJpCAYQ7YXh4CR2xDWyWB8j2wZTi2ZMQ2WRUYonmqVCo0Gg0jFxkMBnQ6HZPQ2oCNWA7y4VBfaZoyHA0pFUqsr67x9O9/msfe8zhe2Wdzu0WjWcFPfLrtAQWvSD6XEschOBgWhubATvrtebOrqNgyKJXtVRKu+dPY7HUVgGGbnfq+Ty7I4Xt5vMQlSROKuSILlQa3R3dYXF8kjcb0u3263T4+4DquAQvs9bNZJ1oPN+eSd2bgjqRRWZZRKpVIkoR2u43jOMaTRom5DVbpZ3tNtV9UuadcrjAaDQ17ROsmUEYgixhOqsIjoEksjUajgeu6BgyQZCdJElNWWCCK67r0ej1zn8inZDweT8wKp8warafYLupTAJPuXxu0EFhke4qo7+FwaNZ7dXWVfD5PpzMx3q1UKiwsLLC1tcVgMKDn90xblUrFyG3EapEhrPxUBDAJJNR1drtdc597roebc82+lGmzve/UFjBn0KvrjpNZSXD9X3tfnxsC4WzZ2mmI0+hnspdDs7BDqbHEXmrf7KWvjRvXWF648MBRzMlzHoY052F8ibrPZI87Lar1xr0P2GfcunULt2K35xB32wBnR6rzEO6X1dVVXn31VWMQC+Dli3je5PNrZWl5H+PY/cCFhQXir3+N7D7TfhoBk3s2eZzrsnuF6bsG4AB3rr5CApSeei9maoMnuXgRXm7fpP36JuwETm6/wp02wJNcfKpqrqX26Hsp8QrhtRdpYwEnpfdy+TGBNTe5dW3yHfPaT36Cf/STdsM3uXNtkyT3Ch2Ai+9jSY088lE+/Fc/et8rKjcDWp//LFd/6sf4pTEk4+nDwCgiue+Zc9NyHvuJcz+T/cUZAk1OhZ/JLv2cWdDkCDffwYCTU/LhZpuUVqtVw0RQkiawwAYS7LK8Yg8oYZMXyq1bt4ynhxJwPbkWQNPv9xmOhuaJsFgTdrKo5FqgicCQOI5J4gQ/NwExyuWyqb4hkMMu2ypWjUm+pk/P56QKGXj+7Im6kk6ZVAZBQLVapdls0mw2CYKAMAwZDoe022263e5cmWSb2eAwqzSkaxEQUSwUuHzxEt/0nveSrxbZGGxSWC7xSHEZJwuIgzxRmjKO2uS8DMcpzJm67pS2yCPClqqIgWJXBrKrwWhcgJl3rYOkPkpGxTxK/HTyJDPN47kepaBE5mX03QH0EhaWFlhcXqDbHRDHCWkyNlIXmZxqfgU2Cbizq75oH8lvRWPWfEq6AjNJjsI2d7XXBSZMjlqtRqVSodOZgIga3zgaG1DGeL24HqVyac6sViDfwsKCkQnZQBZM2Fu6TsmNNAcCwGyJmkBKzYNtaGuDe2J12GwbraPtk6L1GwwGRFFkyiG7rmtMeIMgoFgssri4aNZX0iCdo1LfAku0Pva1BUFg7jGbxSUJjoBNyY8kY9NYc7ncHAij9+QXI7BG66R9UyqVKBaLNBoNA5KIYSWm0qmIUwaa7HU4XjqmXCoxTtIZwHBAoCED6ivzHh5HxWQ5cJyQn8nOSAZdLq/vn22y27hUitivNa2jZsawR8VqOdZ4SOsv9k3SbeE2Z0azcb7E5p07PPH4E+xt5e89YN/PUSgU6Y6G4Nz9tfEcNJlF9dE1YIvo6iu0+MPMY00Rra9+hejRZ1lr7ku8snvs5VqCYBeZTMDFT36Kb7FAGYeAYHmR5MUD9MEb/D8/8l/xO68HLH3sh/hTf+Iy3sbn+Jd/54u09nL6ffo4JenG6Yt3ip/JwZrbf5wRqcl8M+8CE9gzBprAQYCTU/QpJhDDTnrsKju2KaWSMVtSMQcOOA7VapVGo2ESLdsLRKFkWD4cgEnUdKwZQzKRtBiZjp8z5YdxJuNfWlpibW2NJEm4c+eOMYJUH/KzULIqEEgJpYAiATS2Sa7+FQoFarUa9XqdZrNJuVw2SWe/3zfJvXxfwjBkNBzhejPASG3aFU3K5TKXrlzm0tOXcaqwFW4S+B5LhQW8rMB4nDBOBqSkOFkMOR/HyegN+nMsIYEhArwAAxKIZaGEUomnkk+YVYYRyCCgwZbKiEmkPtzMJYnGkGW4hQJu5pJ3ApbLC9wZ3CYo5VmordCq9+j0OsTjDM/15uZWoJkScPVhS1iU9Np+F1o/wIAGpipOkuL5nlkL7U27apP6uHPnDt1u1zBVbKNaHau1c1yrTO8U9JL3xuLiIsVi0YA4Au5sjw8xbQSS2PIUVcWp1WqGOVMoFIzERWtlM7Mqlcrc/lOfhULB7HcxiyQhkxxHLBeBESr7Xa1WuXTpEtVq1XiNbGxsGJ8Q7V9brqP5hZn0L8gFxnsmTVNWVlYolUr0ej1TIcv2NdL5AvRsAE0GumL3aKwCCDXH+vwQ2GuzTPT58Y6PI2SZ2FGrlGd/GgWaHDAcJp4mS8uXZq84ztz7hmXyMOIUSabSbov1p/7AwZu2EBQBJ16xMndU2muxurq6rz5OJB7i96SFhQVyuYAk7JGzgJOhE9BqtXEcyDIH575fEB884Gqtys1uGypL+zxzD3FG/Ux2i9qz38aFz77E9ev/nF//+Wf50x9T9RyH8Ks/wb/8H75IO/dePvipf8RTTz+J9+vPE778Ei2emYAs/Ze49hrAGkuPLgJvznew8iRLDbjVfoVrr494/xSAaV19iRDwHn0f8ytkxxqrFwPYiBhFFdaevgJA+NpXaY0rVMuQv/gkNb5C69qL3AlhoQy8/a/4xZ/8Ap3SR/nwf/scy6a9KZskeoVr1wAu89Sf+BDLl2B0bYv+XibsHDQ5sjiNoMmJAyb36Od0gybvAj+TI2r04KDJwTvfH3DizP3vxMOWkihhU+K900jVlmwoQdSTYPmb2BU68vm8SepUFUcJuRIdmEk2lIwpibUNJvWkPhpHOLFjZEHl8qSazerqqpHLwIw1kWWZATsk7wDM02yBPzDzwdAciPUglkmxWDRPzPXUXFU/lDwKdBAwoevVWAQUlEolsiyjWCiwdnGd0kKVIUNyZY+F4gLlpETsOOC6MB7hALlcnixziKLhXCUXsU7EfhD4pTXTtWi+ZZ6qtRWTw5ZqzZmgTudHibzxonAcYqZsIC/DdSFIfeJxjtSJcTyHclChWqnh5DKIHQOaKbnX3hEgJ3BLkp7RaESWZtPcalZhR6wJWzaTz+dnTI8Y3IJrkmytrxhIWZbR7/WN34u9z9WP1sz25ZBURZ42juOwsLDA8vKyYTwJ9NgpD9E+LxQKBjAUm2J7e5t8Pm9YK2KB2PelQKXRaESlUjGAiOZRgCDMZC+FQsHskXq9TrVanVtb9a/XHMeh0WhQKpUMo6rT6bC9vW3uRbFL7EpEdtWgfD6P4zqMhxMQVPeo53l0u925zxB7TfWazfiyfYjsylm2ma4twwvDkMFggO/7VKtVs69sMOwdG8cEmjgAcUSaZYf+w5VlkDlQqEk+MpNJzo3rtPyBnMahmSZ7PHnUaR3ce2THnKmijluaWWPGnQmYcqrZJie09mtrq9xozz/bd8tVslGLQTigWJyaGe+6lntb5EqpTLp5+64zDx1n2M9k135WPs4f/8tf5uf+569w/Z/+p3zmF97L2sUKSfsVbr6+RUKF1e/8q7x/Bfw/+kne8/kf5MXXP8Mv/E9dPvC+Khu/9jleDiH4wPfyB+9UvAjaAAAgAElEQVTyNwGcZ/jm7/wAL//j53n5J/86wSc+SrP9W7zw869A7jLv//MfuY8Ra5XHP/FtVJ//Inc+/8P8SvAcl6Lf4nd+5ldplT/Cd/z43+aJxz7ON3/gi/zK81/mSz/y44QfXOTmL32Wl1+PaH7iBybgTqmCD0SvfYHf/BcBTz17hWYD3tx4k5c//6+ove9lXvj8m5RLEIUvcfVXX6T5kXvM13kcOs79TPbXz5kETc7na/9NHANoAvsBTk4ZaAKYRFBPgYFZ8jNNzJWkK0lRwqVEEGaMESXdAjuUsChhVlUOu1KHXb1HzAY9bVbSbLMFlACrckin0+H27dsMBgNTKtlmXYjKL3BHiZVtsjkej0nihIzMyBsErqiSjO/7JpEUaKSk1X7iHkXRnHTBllzE49iMLZfLkQsCCkEBJ3VwMod6uYZHjnE0JpfLg+vhTxNmsR88z6NYLBq2iKQfkluonLKqksAskYaZoaaSXyWwWi89tbcrGNngjLxvJJOYrG9Glk32wjiNiccJ43FMkk79OJKMaqmCl/MYhAMDbAlI0vXZMhojH3KZ619zJ8NUgQBi1mjfitlhsw10vWmaTgxNk9iwKGwPnGgU0Q/7c22J+SEzWAEVCwsLNBoNAyq4rmtMlXU9Gr8kPuVymXK5bIxQNfeqMCNDZtvTRCBDpVIxwI1YGHqvWq0aIE/mrADLy8tUq1XiODYgiO0RYmRjxaKRFqVpSq1Wo1arGXNosV3s0s+S02g/6b7UPpcHDEyeguu+032vsQi4FNso5+fAmQGaYlSZSklxYvoV28SWHulYG1B6x8YxgSYAOc8l94Bn7Xvu25msda/dorJ25VDjOtxA2NPf/UPbnhzgoiqVymF6NLG1tQWej5cvGilU0jvl/iYn+OVobW2Nt9767bnXvGKF7a236HS7FIoFnF0lagcb9GkETO7Z5Amwspof/lH+4sV/xVc+/0XefPkVrj0fQWmB6vu+jW/6s5/kDzyzPvnyXX6GD/+Pn6L5Tz/N7371Z/n134Bg+TKP/dm/yoe+80Pcq4pv7U/+KM+VP82XPv+rvPyZHyPKLdB4+tv449/9A7z/6ftLgPz3/zU+8V9X+NJP/yIvf+bv8nu5BZrv+3P8yU9+L0+UAWedb/qbn4Kf+jS/85Uv8qVPQ7D8JO/55PfyR/70+ybj/n3P8eyzX+FLX3mTb/yLz+I99k/4Yz/wF2n9xBd589d+jC+99kGe/f5PsXb1h/niTz/Py//HF3j8D3/7fefsPA4W534m++vjNIIAs2ZOF2hyZlkm9z3o8APYG3ByCkETwCRf9pNfARt2mVOb2WBLLGwzVskWKuUK+Xye0WhEs9lkNBqZpMtxHHzPJyMz/QqgsP0zVNFmNBoxjmb0e7v8sBLLzc1N86S51+vR7/fnZBAyoRTAoQRsPB4ThuEc0CJmRq1WMz4hWZbRbrcNYGNLlHTddhlWe340VjO/ucl2GQwGuO4koUvjhGScMu5HOL7DUrWI7/j4uQDPcwwYpWsGzPwIyBD4Y1c+0hqqTOt4PDZSCT2931m5yJZJKFm1r1Pgwk5/FbGIPM8jTw6HydqFg5B+v0er3yKLM+qNumEW2D4mWjuBBOpbQFCSzCrcGMZIv2/8MzSnduIuFkUST8G9fDA3N9r/gBmPwJuMzCTbmv9Op2PkN2mSki/kqdfrNBoNqtUq5XLZACO2D4ltlAwTLxWBJgIeFhcXAeh0OsbfQ+awgAEuxLQRQCBPIa2LpDlBELCysmLmYHFxkTRNuX37tmFR6f7Weuq+09x6nkej0eDy5cvkcjlu375tzhG4ae9FW6Yk5o9ADQGu1Wp1TvKjPTqOxiRpYuYEwPUm9y8ZjKKRuY9k0KvPj9FoRBiG5t6rlCs47gQ0s02u37FxjKAJwKh1m/X3PjlhnBxBxCl4wawUsQP3MTk5hjhi/5fja+Bwnd+6dRuvMm80G3cnjIpTyTg54S9Hki+NO1vkahPWj1+uEUUx3V6XleXlHaDJPgc8Pdx1zkGTvfaRf/o7+NDf+I4HD6H5DB/4L/4RH7jnAc/wrf/s3/Ctcw3laX7wr/BnPvhX7t3uY9/Hd/+f37frW7Vnvo+PPbPLe+ojeIpv+r5/wDftfjpwhd//N3+G3z/32vfx8U/vOOH3/Tj/yZ+e/frET/8b/oNzac6RxTlosr8+TiNocir8THbp58yCJg9h890fOHF2/fHUhF0CFJhLzpVw2GVfxbKwS5HaJqq5XI58YYLW26WCRc8HyJgBMDBJ2vr9vpE5KDmzjxcjQq/ZgI8AFLt8q20KmySJScqVmCnxtEETnSvAQ2wcu4KQwmYeKNm2WTi2LEKsCMCM1/M8yuUyxeKkRG17q0U1XyGOE3zPo+AVzXc0W3Jje5bYsiLNs+ZRjAybRSLApFQqmXNgxjywXxPrBjByrJ2yJiXKthcKwHgK4oRhyGhq/uvgsHF7g9u3b5sqOJrTKIrodrsG8NrJVlLyWygUDItG3h79ft+AK3Y5X8dxjO9JLsgZoEuyDYEy2hP2GophJRBBe3E4nJXMHkUjgvzELFiSENu81DYHtk14BXyIESHZlO41u/yuXcVJDCGBlSobXq1WqdfrprSvxiAPGIE2Ag/lYyK2iI6R94/MZvv9PpVKhUuXLpn9MhgMjPROrI58Pk+xWKRYLNJutc04gyDAYQIUylNF47XvuTAMzeeNALRcLmekQkmSmNLDAvokvxJYKAZYpVKhVquZ+9A2j7Xv3XdUPAQQoJCbyPKS9PB/MB3HobV5BzfIz43LUTb5EPGT+8Vxm8AebziWMey87Ef+JgJxT02c+JxZPifdtgFOALJimTu3N3jiiSfA3AMHGPD0VC87got9B/mZ3Lsf5+iG8TCkTMfQz377OAW30ZmK0+hncsRNHSzOiNRk1sy5n8mRNfGQELt7Ayf3ZJmcno83MShs000lbPIkkQxEFS/s6idikchrwk5+VdFiPB6bJ9RJnIDDXPUNlTcNgsDQlNWufCscHJOcKmGyPRaUSEnKILBBBrMynU3TlEE4YBTNSiPLLwIwhpO2ZEAMAlsqIgBB16akTkmaTDj1dF3XLwlNrVabMhVqOI5LZ7tDZa2M57gkcUJMMnnCG6cMhyNT5UZJsYATlbCV/4jNAlESr6owYuzY7wPGy0NsI1W80bVq7my5jAA1zUuWZQxHI9IkhiCjWCrSaIDT9BglYzI/ZWOwwXZn24xnp0mpEnwbwLGBHNd1jemwyvVqf9meNQKTdgJwNktGa29799jXo77t3+3jBYqoLLUNiKnazXg8pt1uz1gq6ayClW2ObIMHNtgl8KZYLBKGoZl3AUICLiqVimFRiYUiSZoYRwJtxDDSemsvCIyw5WACTOI4ZmVlxZi9bm1tGXaZvFxMpaR0VnpZ96kNlAicEgBlr7VYLpL8JElCNIrM54/mUWsuMHA0GlEqlQwgpM8ozYmYdO+oOGaWiX1y4DtHRAhxcHBot7aoLa/P+Zk8lKpH+5DnHKqPY4i9AzmTAQg4cYuTv6cZp9Tf5PR8FQJ29zmJ/CJbW63JGjjgHBT4cBwWanXqxW0GhxnkuwQ0ObIhnIMm53Hcce5ncug+Dt7MOWhyZKc/DMRu2tTu38jPAGgCzMlIlPTbwMjOJ7V64g3MmZ4q+YUZU0UmqrYUKBfkjHeG+hfgYPuq2NVeXNclTuM5eYeOtdkgSoCVVBk/jGBWRlnAhRIr+wm/Eiw9qd7JGBhHYwP6KLFTnwKWNEeNRoNms2mAAM2rEkclxLnAJ40gCSGNMrJxBknGOB6CO/F3EePDZgdpbPY8aE0kUbArwmjMStIFoNgSJSX/NstG7By9b69Jzi/heRE4EY4D0SghjVNcN8IjIFjwWXhPkfHVAcm4j7O2SqE48QapVKo4DnOAlsaiuVdIglOpVAzY0+12Acz1izFRrVaBmfQkHscMBgPDSlHbAva0/8WW0t63r9eWYWl/izlSKpVoNBrGB0TgjQ0o2Z5ANsAib5disWiAMe0XsX1koqu9LyaFwBF5jQhUkYmt1lRsEIGYNjNH95z2uF1ZSgBFEAQsLi6aOQrDkG63O1d5SwwtAa/2vSbvJHkPdbtdAy6pL4F1thRPwGBGNsdsU3Ud3Qv5fJ5CvkC5MinrbD5z4gTPn4AwGus7Jh4iaOI6EHguaZZN/UkO0dg0wjCk0Fg/ggHuu+ujOOzYGhj3O4dsdnakjGG9UtW8Jn+TU1NR53R9FQJ29znxa03S7q2pVLLEQb9EOlkGGWSjEIoHHODDAAFO/J48Y6DJiYNMp/JWevfEOWhy6D4O3sy5NOf4+zl60AR2A07OCGgCGK8D+XfYvhY2G0VAh/26ZChKxIrFybcBVUSxTWL19Fnvqy09SZbUZBAOjGGnkkwlZAIFYJ4pYxuDAnMJmwANjVUJdblcnpOb2H4o8mMR2KGyrJJfSF5hAxe6vjRNjRRDT8/19F/9l8vlqe/IpHztMBySK+ZxAMd1cTwXBxfHyfB9F9ed9K+kUomgGAkCcJQ4KxlVsmkn/mLlKMG1jW0Fkihx1vu6dru9SfI6ZXYkKZmT4LkeftHjTq9NvzegUm4Q1CqExTptb5ti0SEIcuSDSUWk4XDI1taWYVnYJrq6Jq2P2DMCrARO2KV+PdczzBNVi4rGkQGVtK9tUEaAlNgkAmAUOicIgrlqS4uLi6yurrK2tmaOEchhV3KpVqtmf9hlo+2S3ALqxCgCjNGvbXgsbxSxszQf8kIR+0PXKEaKDWwmSWLOEyPH9mMJwxDf96lUKgYM0fyofHM+n2djY4MwDKnX62Z/iN0lcIcMU9Xn+vXrRl5Ur9cnAN1gaMAN+962WV+mylc2SbgFKkm2JMmT/G8E1NrsL7Fj3hHxMEAT60TfdUnH0SH+dM5zJRwgkTTS2XncMcQZAU0AsuRuOdnemr37qK2tLZygMDGGnc7/qfI3OX1fhQDL56R125QldktV2jdenRjEFg6KeADTv7Nk6f2P2/Xcg3e7rybPQZP9NXdGQJM3lt9HP1978IFHFA9Y4uOPPeTTG40rux90yD728OZxNnWwOPczOcxAjq/bdyhoAjZwcl8/k9P5TUGlc20ww67gop/11FpVPySJUNJry1iU1EoSkGWZkRrYjBLXcfHzvinj2u/359ggZJinyzu9ImzKv5JA2+BTgImeXCtx9DxvYk6bzcw/laz2+/25yjNiA8j0Uwmurl8JqMAHex5UgaXb7RpQSWwEVTvJspTJd2UP33fBzYjTmCga4eGSC3L4foDnzZuLCpgSW0chwMD2GxHIoYRe4ITtE2F7zeia7PXXXEoWMZnfPK43ZDiKiWOHcrWMF6Rs91u0oj55PwedEZsbW9y+3uLm7S16o20K+QJJKZkyEkbGFBYm1SSKxaLZC5pvyal836fb7dLtdhkOh3fJL9IsNfOfJAnxeJI0l8tlU7pYgJ6YIgLUtEfkY6K1FIijvQOT8rqLi4tcuXKFCxcuGPaKgK2dhrq2OaxYJYPBwNwn8jqRRE73iZgYkrBoLwrU2glmlcvlScWSqTxMe1aghEAlna9QX/Iw8f2JL4lYIca7aOpnIhmaDcoBZn/kcjmCXADOrIqRwEzdG47jECfxhNUw3a++5+O481WbBJwxLYpjPhtgDpQVwCI2jwyCtV5iIp3peBggwI6Tx/1t1i9cZPJXb7/OH85dv2VkDMIB5RNP0OYPOzSR5oi+XxSKRwPw3bp1C7+xZH5P47HxNznxOJ1fhYCJz0mxVCbutAxw4uVLjLMJi2dleeXgjQuwd/ZZGv1dAZqcXj+TezZ5hqQ5zz/+rUfX2APiRKVM8HDy6Xc4aHJaQYBTAZqcofk6XB/HB5pkCDg5g6AJwObmpjFklL+IKpIIsNDTcZk+KpGU3wZMkiab6l8oFNje3p5LHG2D2DiO5xOrwXCuD1t6MhwOAe6S1Cg5ldGrXerYTrBsVoH67vf7xqNBPiC2HCNJEnzPN9e3M7Eul8sGmBFrRolztVqlWCyysbHB9va2kUjkcjnq9brxjtja3CIX+FSLC/hBjszJGEcR4XBSKSbNZsCV5kljkdRGyTNgwA4dp591rubF9g3Rtapd+V7IQ0ZzuHNOR6MhURzjuj5BoYyX9xnGPbZ6LZIIwu6A33vhJa594zpb7QHt/jYpI4JcYKQugPFo2a1crMCuarVKpVKZA61sWY1tAqo95DgOxVKRIhOpSqFQMN4gYiDUajXCMCQMw8ke0/fa6f4dj8cMwgFplhqQrlKpsLCwwPLyMktLS6YMsc3QseU/URSZqkWSi4gxJHNW7Xcb4BCgI5mSDcjYBrrazwJvbMbLcDicu0e1hgI8xbLR+QIDJccTAKXXde0XLlwAJslZls6bImsfRePI3Ke+71MqlYzniNZIEqZxNCYjM8fonralfvJmSeKZv4xAGN2TdnUvsXlU9ehMV9V5iNKcu14ajygUSyRZymFBE0W+Vj/I6PYXZ9TPpFi+V/HUvcfNmzcB8EqzJ8zJlG1y+fLlQ7d/qDi9X4VMXFhf442bG9PfJgP2Kw06ne7B8EPF9Nrd/czBu8TP5MiGce5n8jAa239T7wrQ5IwBJvfo5zSyTGbNnPuZHFkTD4NlsqM5u2X/LElzdobtFyBaOzDHSpC0QGGDIErmlOT0ej02NzfZ2toiDEPDCFFfAjvk81Gv1w0jxfZW2ckwsZN9W9IR9kNG0cj4HdgVdfT0XiwDJb+2vEcmo6PRyAAv9lN22+A2TdI5gETJZ7VaNRIM38+xtLRo2BEy0LWrtQjAmSS2AcWghpfzwHWJkjH9fh88qJaqeK5H5s0MX/V0X4CN5kTzpKf0Ml3Vde/07RgOhxQKhTlfGTEftFYa605zWcdxJlWKooRiNSBlyGanQ3cU0umOCK91uf7621x96SU2bt9hDLiuQ+DlGEeTksh2xaV6vc76+jqO49But00yLEaNZBvyZ9G6JnFiQBfJxAQciDWisauqkkCvfD7PcDik1+sZnx4Hx7ApZNo68kbkvJzxE2k2mzSbzbn+NI+mnemaaz9JiiLGh8AQ4/szfV/sGvUtuZLtZaLQflc/toRM95tt8Nzr9cx9pDmxvY1UyUYg205PEJUSXltbM/4lt27dwvMn4Fo0mlXiEjii+1syH32eCGQ15c6n/9lsIYGw2ufyg0nixFyjYa5M73eBR7onxI7R59OZjBMETQAC350oDDIdtJc/qrsxTSY/JFlGt92iuj5Pky7X58vmHipOgJlzVHGXeukA32GMv4lVijjengABJ8Y4Of1fhUysrq7y6quvkoyGePnJ5/zIL3D97Ws4f+gPTf9WHCD2u5bvEtDkTElzjqGf/fZxZKDJO2m+Tlxqcg6a7LWPgzfzLgBNHgZgct+DjpdlYocPZxM0AWg2myYp397eNomgMQCdJnXy1BDgIKmLXSbX/lkJjxI6+z3AVO2Q8aSeLO+spmL7MIh9ov+7rks0niSBYjEoUVVfevJsSyAkO5DZpQ0K2XR/ySJUglWSJZV+lVzELiWbJDHb29smiRMABZDzc2ZOlPBGUUS9PsbLuQRujrGbEo5ConSSWNZqdcrlMp7n4joengdRNDLjsb0/xDDR2qla0U7Jkl1uWsm8EumdZrHGEyRjBp4UChSKReIoIEli2v0Ww3hEnLiE2yOuff0ab731Jp1unzAaMiamXCyDM/maZMuqBJRJXiLARKCJ2Bq2B4+pBpMmZPEEkKjX60YCo70KM9aKACHbCFVeNgLiNJ+VSoXhcGjK95bLZWq1GktLS6yvrxsGTK1WM2MRcCjARn4ckrj1+32zP3f6z+wEuCQpUlv5fJ6FhQVKpdIcsKk1tD1tdK0CJgXo6B4pl8uGoaM9JNNgnS+GRxAE5jiAUqnE0tISYRiaqlDaa47rzAGoun+q1aoxdbX3IDAH2sRxzGg4wvVc0mSytrbRbb/fx3VcMjJzL4f9ED/nm88XMVgcx6FarU4YKklCu90+jo/O44+HAZo84MTKlAGRZTOLhv00aIMmDhAnGYXq3SBJtbFw12v7jn0CJoeW5xxxOMxA8MP0IcaJXVI37U6qey0sHME87zfOxlchE5cvX+Y3f/PfknRbBjjxqg0Ytdna2qLZbB6sYS3tgzbeu0RqcuZAkxMHmY5wCA+DZXLE/dwzzkGT/cWJz9dBmjn3MzmyJk4BaALgn1XQBJhLdAQsKHFTohVFkTF2BAxjw6bVi+IveYCOEZtDMhI9NdcT7uXlZVMO2E5qBeYIEFAZYyVetgxAZpJKfm0GhW2EastUxEKxfVFU3tT3fRqNBvV6fc4HRPMiVgtMEnN5s8i0cjAYmKRNybj+iTkgDxQcGA1DBttdnHCRaq3Kdtqmn20zGA9wHJ9CrkTOD3BiD7IxONFcgixwQ0CM+pFxqJJoSV0EpOj6NUcyBxXYJNZKlmYU8wXGacxgNMJNYwqVEv1xl3A4YjCK8BMPOimdr9/i1uYNtrotRlFEPlcgIKPgFfD8mfeHQAYBWO12ew44EyChKjCaR825vR+1ZgL8hsPh/8/em8dYdt3ngd/d377U3lXdXVyalEh2YMkJRIwtGpBsWHI0iWFlHGdiETOS/6AygGVk5GDsGAMnVmzPIJEHYxmIGUBiMpZm4siR4MC2LI8UGiZDwGQ0om2RNJt7L9W1vP2+++5+7/xx33feebV1La+6XzXrBzS66i3nnHvOua/e7zvf9/3EniVwxX1NA1yZySGzeegrwn+VSgXnzp3D0tIS5ubmMDs7i0KhMCZnITvCsixh1kvwjtfnui56vZ7wKSGTh3uVQEUcZ4wKVs0h84dzQw8YAoOyxwcwMl6WJTfcm2mawnVdweCQvYo4doI13F9k83Beer0ecrkcFhcX0Wq1sLa2lkl/klSMk/fP4uIi0jRFq9US9yIZObwfOf80Y87pOeQLefFZwXUUoJRujFUG4p5iG6ZpClYQAatupwtVO6SvwJ2OKQBNFACe3UWaLh0QNNm/eUVR8M6bryNfmSC7RO7sgNKc2/Vd6zChyP8f8+tDq90SZYgBIPZdJIGLC/fff7yGjxKn56vQMBSYpoVarYZ+exPmXCZLNCoziDbfhN23jw6cAKhUyvAHDrDXLXAGmky4nwk1d4dBk6N1f/JMk3e3NOfwPZ2BJkdp4gw0mUgTd9DPZLfYVlXndH1TGAwGwtCRJ+JMzEiZpzGmzOaQywXzlJzJt+xlQCYJvRZkQIMnyrOzs3BdF41GA91ud8wjQmYZsL/i8BSUSSJBEzJRZFkOkzmCQEBWytZ13ZFeGeOmk0wiCZDQg0JUEfIDQIFINCk7YAJfqVRQKBSEqapc1UWuGqOqKnJWNueu56Hb7aKkZSamcZhAKaYIQh+NTgPlQgmlQgVRHMLUDRhDYEGuRkJQIgxD9Hq9HX4xwKiULv0h+v3+GDuBLCLB+IkjJFEMT/Gh6ZlBqW4YUFUNlmnBdnrQDR1KkmLt5k28c/UdNJtNhMFQlmTJbJxYrBklI2RlMLEnyAZAAB0s1ctxcy6TOIGqjZhEcoUhJugyuBEEQSYKURUhVSqXy2JcZI7QuHVubg6Li4u4Z/UerJxfGQNLZECOjAwyHnjvsC25zC6TfMqBZGCu3++LMXNv8fq3y1h438lgIAFAucISvUIIdJLtQbaRACxyOVHpSDZ9puRFVVXBSqnVavB9H9evXxdgI/cakJmx8mS70+mg1+uJzwCyTnj/j3keDcdFcHRUvUkVnysM2eiY7zeNrHTyzMyMAE1830ecxNCN3avGT2VMidREVRUoCpDKH5QHbFooezD8ZchYcQcD5JfPHXq4t+xwci/b/80n+GUtstswj/n1IQgCOH0HxsL5UbudOyTTOV1fhSAPeHV1FX/10ktjT/WTFK1GC6vnL+CoF6frBlKJ4bpH9xOL6QNNlMkN4W6SmpywNOfK1d9Ft//GoVs6Ukx4vlSo+FuP/MLOJ06Rn8kt33EmNdmjmTsImtxNfiYnPYA9mtqvZekb+an7piAo9fJJt3zyLVdaoZElT9gJajB5l6uHsBQoAAGCyL4g9B7Z3NyE7/vY2NhAt9uF4zjCi4GyHNmUVgZd0jQzlCyVSvB9H+12W3ilyP4f8mk+ZRH0tJCvm0wC9uf7Pvr9vvBS4BwweWciy0STYyYAwTLE25NdnqArigJVI2CTIvACBIMAQRSi3x8gnwBBLkCkhLB7HdRm66iWqlBdDcbwmjjnBB0YvEaCP3LpZhlgkpN9jnV7OdcojeB7HsychUKpCFXXYVoWDF1Fp9+BGcdwnT4ajYZI/oulIuLIEiARzXfJJDBNE57ribktFosoFovo9XpCYsR1pHcOGQUEiJI0ga5m3hszMzNivgkyyKWioyiCgmy+ZbYO9zNBKMdx0O/3YVkW6vU6VlZWsLyyjIWFBcF4IdgQRZFgj7AijXy/KIoiKuKUy2VRmYggD1lJ7XYbnU4Htm2jXC6jVqshiiLYti0YH7VaTXjAkEUjV/oh4EK5kww6eZ4n+iJwSTCH4AXngdWM+BzbIjhHr5FisYhqtSqkOIqiIIkTUXlHVVX0ej30ej3BaJMrcanKyG+IgMpgMIA7cOEMMpZUpVIRgKUsQxPGuOnIi4cSq7m5OZimibW1NTQbTYRROFZBa6rjDvuZ7B8HA0+UHT+MtxDFCcydTx2J0bJXP8d42Qm8+dZNT/LLGGU6umQMe9vLEJ++r0HYPugLFy7gL/7iLxDaLSF50sozsB0b6STZErt3fzJN3nGpySljmZxAP4ftY1J+Jq3uS9hsf+fQrU1HKPhb8q+3y+ribpHm7NHPdIMm7wI/kwk1OhUmsEdg5ein9JsCAAjQhKfash/IWKIzZAgw4eTpPN/D5CSfz6NaraJUKsG2bQAQ8giedlMi4bou3nrrLcGQkCVDMpuEiRhPzyk3YQJeqVTgOE7GstCzBCmOYgQIBOuDVX9gpFoAACAASURBVEYIvJBR4rquSOgtK6PoMhFutVpot9s7jCplZg3ni0kp2Qj0WQCy03EmwQAE6KTrOtIkhU4mh2og9EIM7AG6rS5aG214bQ/nLixBzxvodbpI4wSzxiygALqmAYqSbdIheEUmBIAxlgLlIDLAIif426vxUKZhmAZ0TUcYBPCDAHEvgW4ZUDUVhqUJPw/bthEEPgqFInKlvJA19fv9MR8Zrh0BAla6YTWiSqWKOI5EpSQapXqeB7tnQ9NHnjFkCRFYUFVV+JMQHGCJXF3Tx2Qd29k43MNk38zNzWF1dRX33HMPFhYWUCgUBJhA5gZBK8pxCDQSKJOr4BCoINhBwMX3fcEuKRQKWTnMfB7NZlPIrqrVqqjS5Louzp07J7w/hAeNtN4E9uQ15XXL1ykzkbhGvA8IbhK0YEloskFYYahWq8HzPPF+GVzifHCtCDZZlgVFVcR9wOpWruvCD3xRhUfXdbFXOV5d08eMeXnNZC0RiOr1eoiTGIZuIEU68o6Y1phC0EQBcPG+S/u8cTzt3xcEGMosXdfFbgV3b779Bt77nvcefHB7DemWozxknJC2Z6xZ6TosazdY6eBBY1hZqhN1tlCv10XVvBONE7rN1IENrbsBwxn5FYXFGsLZC4BpHbP1nYOemZmBYRqI2psCOIlzeXS7TURRCN0woaQT2hjvAqnJqQNN7vh8TQ40OcXpyc6441KTM9DkoH0cvZnpkuacSNfvMj+T3eIUccB3huzbIVP5ZRkAQQIyTJiYy8mj/K9QKKBWqwkGCFkPcrUMAEKWwecoDeDhJiUzpmkKg1YmQDKAUihkX8U1TcvMJYfeGAQ5mMQxyZJBD03TREJIWUAUZQav7XZbMAQo0aBPCIPMElb6oIdFtVrFwsICSqWSSFh934dt2+K68/k8SqUSTMsUiapre+i2emhtdRB0QwwaHpRQxfKlc9ALKjzXhWEaQAIkSKECiIIQGM57FEYIo1DMI8005cSVwAFBlRSAOmTUsAwzZR86dKiaAlPXoYU63MCD7wdQ+g4sGEiiGKEfQlM1zM3OoaSX0PcdIeuQpVaUjhA44HyRraSqKu677z7Mz8+j2Wzitddey2Q/YYh8PvO9CPwAkRqJdSfDotlsCu8LAivcZwTZVFWF53rQNA0zMzOiohOBQ9PMpB7lcgXLy+dQr9cxPz+PhYUFwXyQwSmCJLIZq2z8W61WBXiTJInwXKlUKjAMA56XMW6KxaLwoAEyI1R6uNDs1rZthGEo7gcG70H+T8kNACG7oVSHXiUESAaDgTB/lYEkgjG8P8jcIXgoe/Xwesn04ucEMGLBUDbHOeTYgCyZrlYzA2RZJkSQj/cIpVZ8vwAr4wRGftQ2qzJRNsd20kklOScRU+BnctzGDtJ8CsA6CX+Tk4oTSjiUPX/BsfwzgCHjRNOgFzPGSdDeBHCbyhCfxHzFEYzNt8cAE4bhdKB7NrzlB5FaRy3jvPegL164iHfWN0evLNThNW6g1WljcW7haN2lAPhZ9K6Q5mRPnoEmh+tnYqDJ3RRnfiaHizsOMh2lmekCTU4ty2TfF9150AQ45cAJGRMAxoxXWUZYpugT+GCCRWYCkyWapFLWwrKlpOQXC0XESTxm3ipXpYmjkSRAlpDQJ0VRFBi6IU6raRxp27YANhj08mByK3s1kH0SRRF0Tc9YFZLXguM4aDQaopxwoVAYOwFP4tHJviwdKBaLopwtgQEmphwrx8PxMqkEgCjMKot4btZHnMbwPQ/r19egWSrO3bMM3TDQTpoop2XooYYwVRCkCVIkSLwYqqYB6hA0UIAwihBHmedFlCRIyPwYOFAVBUmSZuwRXUeSZJ4mmqZBM4Z+NmmCJEmhq3loVh65KI8w8eGHPhrdFhzPQZyGyJVyWLq4BLtpQ28bwrukVquJPcPqOSzbS1kN95nrugCAubk5GIaBa9euCYkOzXUJ6MgeIIPBAN1udyxxl1kVlF95ngdVG1XOoUEugZ1qtYrl5WUsLS2JBIZj5hi5ZwkKcX+SoUNwihKYJElEZSDOCZkmBEWq1aoA33q9XiZZcV0BzvT7fZRKJVH2msAEwS+CAvw/n8+j3+/Dtm0huyKgx/HyugnicX14zWTWbJfiyV4mcqllArBxHCOXy6FUKonnZFZRHMfiPiAoQ6YQr5/giQAWTXPIaArEddI/BgA0XRMgDRlUBEYJtMj+KFMVdwFoMvbUHn85FWT5Yq/dQmlpZxJ/YEbQCTFAdu3nhJrdb/gyC+wosbGxAb06J36PuluAkklPTjJU14bebwBRgNTII6wuHpsJovgOcmtXoOzlCQJAiWOYm2/Dv/DIYVu/5StEWWLPhZbLQ8vlkaoa+j37iMCJMur2XQGaTNDPZKIN7dPcqZPmHP1dpyrOQJPDxSkCTc78TCbcxO3afMcEmU41cMJkhB4YAMTJOhMd+ZSdyRNPoZk08USYppP0+4iiSHwppgRAJJthhCRNhJcJZQUiGYticXIsJ4lM6pgYUzKUpqmQChAgISOGIA9fLzNcwiCEYo2q9DABZ8Kbz+cF40FRFOTyOZGo1Wo1YTrLeUxToNvtwrZtNJtNkfQxIaRXB6/TNM1s7lVAt3QYlg4rZwJqiiQK0Wk3oV5TkCsUUVXrcNIOkmKKVFegpgYiNUWKBHESwDCyJDlCCD/wEUcxwjACMGLNcK7COHtO1zRoqpZ9rxvOceAHUBUVmqrCMC0oqgY1jJCz8nDDCI7noDtoIk5SaIoORdOQq+egqAoce4AojjBTn8H8/LwwEAUyQ13btgWDgqwh7rV2u4133nlnCLr54r1JkiCXy6FYLAqPEu7ZYrEI13VFku95nlg/7gUAgl1EoI4Jey6XRz6fw9LSEpaXlwVIlsvlBDNDNhsmiGjb9lglJ1m6Qw+fIAgwPz8vygDTR0VOkOgvEwSBAB0oc5OrDJHRQgmPfH+SWUXgklKlarWKSqUigARKxLiX2QeZM5TGASPGCo2jea+T0ZHP51Eul8Ve5txwbLzfCDiyPQCi6hNfx3nu9/uiDLVlWWMyIII2iqIIfxx+ZuRyOdRqNRiGAdu2BYuNQApZOFMTUyjN2S1814VZusVp/j59pGkqGG3Xr19DfeWeow/mjp+cT7Dp3RCUY/bdarUAABr9TRQg6XdgGidbhlizG7A235YesWF0NxFWFxDOH43povW2t7nPa30XmtNGXDwoW+dgE52VJX4OUWcL2hDscxQdra0G7r/viBWKhmzaNAqh6JPzXZpGP5OJDePMz+R2NHbqYhr9TCbc1NHilEhNRs2c+ZlMrIk7AJoctdVTDZxQEiAnJQAEuACMtOk8tSXbg6fIsvcHpS1zc3OYmZkRCQw9TpjU8aRbsC2GSRZP6qMoyhL/4Uk3MPK04BhloAfAWBLFNgkSJEkijDpVVYWmagJIcENXSCaYXNK8kwmx7OnCE39d11EqlbCwsADXdbGxsQHHcQAAjtMX8hy50gv/MYlmMl+pVDImjOshTVJomg5DBzp2H+7ARRjH0HI5LGsJqrNl9NQBAiNC2SqjplaRxoAbJ4jiGJEaQ4GKNFKAKEFO15GzctD1zOwziGOkigZoKjRFhaJqiBUFKlQYqjaSrwwyiYcRJlB1QDEVOJGPRnsL3b6NxFNhpDrSGFBiBTmrAMXQ0c51UCqWUCwWMTs7izRNRTIbBAE6nQ48zxPJOyVYhmFgc3MT6+vrCIIArVZLgHEy0OR5Hpy+A03XUK/XBYsjSRLYti0AOhloIChRLBZRqVTG/nHv1+t1zM3NiXXjPiMoQGChUCiIcXENCUjRQNh1XSFHkY2T6RlCTw6CLI7jiASf/3iPyQwKlglnlaJ+vy9AFd5XlOaQASWDhbKhM0EZgqc0NebYeW0EQlzXFaAJgUPed4qioFKuoFgqQlVVtNvtTFYVR2Ld6ZVCcIZgq23bohQ2SxTT6JeMNbLHeH0sUU3WVr1ex/LyMhqNhvDWISuM/U5NnBLQRAGweXMNpUsPHLkPASgCuHHtGir3Xz7eoG4Rt4uQcpg4aFKb+j6A8pH72djYAABopRqgAJHTQ+y7WL3vviO3uW8oAJIYZvPark8b3U2ong1/+T2AdvCvSVp7HVbz+q7PRcUa4mJtB6ii+C5wIODk4DeFaZpYWFxAy27BWroIBYBSqKDd62b0qaP4JqmAYVmIBrbwTjluTCNocqpYJifQz2H7OPMzOVxMI2hyx1kme/RzBprcchAn3+0xGz2eNGeCMUEp09GAkyn5gGOSxxN7SiKYYAEQxpdycignZACEtIcJa6VSEQaYAERiC0D4KMieInLJYQAiIZKNahlpmiJNUsTJqOyqXDaZCSFZL0xATcPMSucOE1jKLuRxifYlw03Kc+IkhqZq8KPs1LxSqQgpgm3bwuA2iiIhtaBcQDbQlUsrFwoF1Ot1VKtVtNtt9Pt9tNvt7FQ9COH7IRQo8N0AGzfWgBRQowsIkgiapSAIA5SKFiwjhzRW4Ac+UjczGUzSFFBSGKYO3VAxFFgjTiMolgVVUaErWcnRJE2gANA0A0kSI1FShFGMMEqQxEBRN9EPXay3NhGFMUzdQmAP0HcGiOIQ+VwBOaWAfm+AZqMpfHMoMen1etjayspibgflmFgz4U3TFJ1OB0mSoFQqoV6vj1XHieM4kxCFCdrttgC5AIj9y3WT9xBfVygUsLi4iAsXLgifE65NoVAQwBj3JdlGjuOMgSos301mBEENSoO4v8gyYSIvrz+BQsuyEIYhbNsWpZIVRRFMFO4jWR5DsJFBtgcZPDTV7ff74r6V7z/5HiOI6DgOut2uAJK4h1utlpDiVKtVIfEjqBGGIQzTEIwUx3EEoMm+CLCygs9gMBgDIglsmaYpZH6KoqBUKgmGD+eR5cWTJIGhZ2bDi4uLUFUV169fR7fbFYAn99pUxGmS5gyVBbIcjM2nYz/sHQRNUgBBnOz/4j3GcJC/zse+5BNCXPbzM9n+yth3j9UXGSdGNUvIo24DwAnJdIbXorr2vlIazXdhrb16YPDE3HwLeq+54/FU0xEsrApWSdRvQh/Yo+HE0cEHfYhYvbiKzRdeEAwRpViB1+zA7tsoVypDv5LDyMxS5ApFWJqGI9wNO5o72IMTjrvYz6T3zU/j3z35MrQf/FX8T5997IQ7v+VTh3vHlOQUJxlnJrCH6+NUgiZnfiaHb2LK/Ux2i8MDJ1P0AUfZAZNBGmnKySwp8UzYAIhEjJIEynmY2BJAkcEWOfFlcidXfWEbYZiBBTzRJ7DBRA8AonQI7KQQwAQAlMtlkXAKQ1goMExDlD2lbIbXQSkQS8YyKQ3DEEmcwA98kVxquoY4iIWcgEkly7jSC4OVXZIkge/50HRNGGrKlUrq9ToqlQry+byosEJDUdtxEYQRDEVBHIZw7AFa61tQggRVbxblczXo8LCBDVQKNaSqgRBRxlhRNag5FQZyMAwdCYbyFjWFZmrwEcDzfARDRkwKIJ/LoZQrIIpHwEGURCjqRaipga7vIEhCIFRx882buP76GpI4Qb5oYfWee2CYOuI0RN/pC1+L7cyPbrc7xuAg2LW9TC4ZCfQ14f5gEkyghMa7BGMIwHmelzEZDBOFYkHsJbKe5ubmcP78eeGfQS8bsjIACHAPgABjKLViv9yvrusKYCNJEmF4yvuKe5fABq+Fe56Mil6vJ+Q0vF/IzpHlMgR6WLqY7VCGJPukyKwVMlUoFysUCmJt5M8DYOQzxPLLZMj0+304jiNkRayQxTUgeEjPEV3XoakawigUe5/XwFLS5XImL+D883oJrPZ6PVGqnGwdfl7VajUsLi5mkrpcXvgMyWW1b0tFkQnGHQdNpMZ29bI8DAA0BOQSfW/Wz67mvYfIR48Vt8PPZN+j7nQiw1hfXx+vpjM0hp14GWJpoGoU7v26YRwIPIkjmM1ru4ImsZWHv3hp5JkS+GOgCZABKwce9CHi4oUL+K8vvICo14Y5swC9MoPBjStodzvDqnkHaFd+SZpC01UUDQP2nm84XJP7PzjhmBhoYuOVX/4Yvv3S3q+o/cQX8YlP7MN2O0Tcsfm6RT9noMnB48zP5HB9TCNoMhV+Jrv0cwaaHK6PSbR8OOBkyj7gKBXg/0xCecrIU2M5WQEgkjWyVJgMU9JTKBSEDIIVcQRrJM3+xPJ3XdOF2ScAAcToymhqVWVUmYPeBQRuojBCilQkWq7rwuk7EGVIFYjX8pRfVVRE8ahCDk/OZf+UKIoEq0Uu8QuMPBoILlFCIJdwpmeKboxMK8nu4fWy0kyj0UCr1RLvdRwHdt+FmgJqNluIEg82FKiej74/wLJhQDN0pEYLru9DT3IIoxCpm6IX2EiRQE80lEvlbH0BpLqCKEnQdTKwJwgDxGkGAHhxDl0vK7+sqdpwqRKkBQPhwMCm20XoudBtDc6aA2/gwixaKJYKKFdL0PIq/HQEGCmKIqrr5PN51Ot1NBoNAQbIyRIBEspCyIpQVVXsn+2MCa5DPp8XciC5b5mFwn0RRRFmZ2dFwk9WBr1xZJNKrjkAUb6aYyFzSPYDYilrSnEMwxDmtjLbiHuM8+C6riiBTQCE5qcymElAk4AjvYbIeiLQRAPZKIrGZD1yKXGClWSNkeVC9pYoGzwEuCj7kSVI9BHiY3K1KRrwUr6XpikQQYCD9CMZAWOxAJbIOGEpa96LfD3BkFwuh2q1CtM00e12MwmX44wBSgSSTgtwcielOdsbS1MgSdNMkZCOPXXoYb35+mtYuO8Q5YbveBI4wab3ZLMo+/56mAiCAI7jwFw4DwCIfRex28eFCxcmK1PbPuTQG/s9KpQR56s7pDaa7yJ/9a92r4AT+LA2Xoe2C+MmKpQRLN4/BriYnbUdr0tye0mcjj6pCoBSqYRqrYZBZwvmTGYIqxVL6HV7wPlDgiZSJMeo8jV9oMnx/EzM5Q9gZcXc1oeJygOT+cyevvk68zM5bJyBJgfvY/pBgDsImpzK+TrKC6YbNAEOA5xM4QccWQFMguSKJEw+5YoVTMo6nQ6iKEKlUhGn1q7rCnlGEASo1WrI5/OC5k9/Axo+AhCgTd7IC+NPjkP2RGCilySJAEqYYCfDxJ8Jted5CMJAJJVkM5AtoOvDSjppdqIe+IHw0JBNRylfkE/BCQKwQo/v+3AcR0iCyK6R5Rg89Q/DEO7Ahed7ApzxPA83btxAmqbo9/vodLrodjuZR0QYwbJMxFrGPlASBYqvwvc95OIIuXwBBcWAUS5gkA9g5mJ4XoAg8BEnSSbrKSmwQgvnFpeRzxfQbLXgeQM4vR6UAPA6PnzHQy5nQSsmCOMAQRQiXy7BKhQQp0DfsGGHXWixgsX6RUR6gPReFXPn55HL51AoZGsXRwkQKahUKmI92u22ALrIxCGAwUSdJYrlRJ3Ak2xcShaDDOgRQKAvCEE3+pYweZdL2VIuQhYGPVIAjFXNocSLe5fAIdkaZGdwn9JUVfa0AbCDMUNGC6+N9w7LZlOiQpYXzWrZHoEb7kkZSOI8GYYhKgfRvJnzxvnheGWmyGAwENfHeSD44DgO2u22YLA4joNmsykYKHLpco5XBhRpFC0DJhyzbduiSg7vd9mEdvv9SBDK8zx0Oh1cu5b5LNC3hnIgArrZ6fB0xzSBJgBVCNkpcoKjWTpg+D4/SlDY9zVS44dRPhxtSCdqhnJwpsm2SLNKLkeJ9fV1ABBliKNOJoucqExnt2tJdwpO4voSfE3f6UMSx8itXUFYXUQ0swwAUHsNWM1ru8p9ososgoV7xx5TB/YOVkpimEgKu93fxwNNGMvnzuHV114Tv/dgorG5BVwervRe+2i/7o96L02oneN3PP7EcYZR+dHP4mP/7bl9GrmJd778BTz/7ItobPURGzOoPfJhfOCTT+DB80MWUvu7ePHLT+F7L76MTgcwaxex9IM/iR/4xI9h3gQAG6987mP41osm7nviV7H43SfxF999Hb6xhKUPfxYf+dSjGIfzAmz951/D01/+z2g4JiqP/DR+5LM/jaXhi5zvfQXPfPn38c5b6whQQvnBD+LRT30WD907HE/4Gl757c/juWdfh2/MYOmxJ/B9xafwR1+7ivrHv4jHH38AN7/49/HVP1hH+eNfxCcfz5g10Z//Uzz5vz2L+JFfxBP/4sdgwUfrmX+DP/vat7F+o5X1tfI+PPj4Z/CD37/fnJ3FrnG3SHP26GcaWSajZs78TCbWxO1gmWxrbtJzdWvgZIo/3JjQEaxgMPmST9156i9T/wm6UL7ApKhSqaBcLgvAha9jYkf5AhNJTdNQLpcFmEDPFQCjcsXDcWYlcpOx5FQ2mY2j7EsYEzkCLpTg6Lo+ZvwqV0whYCQDH7I8gswbsltoyMmkj9fPxJCJNhNIAMhZOQHqsGSsrutwXRfdbgfdble81unb0LRMIqQqKhI3gWYasAD02h1cjRKUS2UUa3nkywaSBEiSDKCIwgjFuSK0GQV9pwc3GMDpOnD6LhQAsRuju9nHoOfAMk2YeQdxHACqisgDojJgmBai1Idh6ZivzOPc7AqScoKZ4jzSZCSFiOMEYRDg3MI5BF6AZrOJZrOJdruNlZUV1Go1ASotLS0JJoJstEu5ynZ5WLFYHGNRsFoT10YG2wCMVa4hKMLEjJ4yXBcyFwAI3xuCC9yXBE/kykw0X6WkhkANE36yMggUyMwkWaoWhiGKxaLYf47jYDAYCHBOZniRNUNPFI5ZlsZRZiNL53RdR6VSEWNjyWAAgg1C1gpBBjJs5Oun/4xs8Mx5Z5tcJzJQTMOEpmri/qNsh0bNZJfwXsnn8+JxAjvyOACMgY4ELFnyulqtjs27qBI1vJ+mNaYNNAGAFCOvp6ODJgriJIUfxfsCJ9X6zPbuTy5OUJpzsD52f1I96iQDaLfbAACtnHmABI2bALLKMMeOwwxLGRrIV+bgA7uCJ2ZrDWZrDamm7emPsldFHqN5dedr53YDhyYDmgDAQw89hFdeeQVBaxPmzALUYhG+10EUBtD3qoyzDzB31JFNI2hyO/xMen/wz/FHX38Z1vv+IR77qQegtZ/Bd/7D7+FPfjlA8V//PFbC7+LpX/45vHTDRO0DfxcffN8sOk9/Fd/7w1/H+tsB/vtf+XFUYEKDCSDAO7/zJMzHP4kf+eBVvPilJ3H1D34J31z5HXz8I+dGnb79FL55YwmLH/gA4mefRePFJ/GHv/Mw/odPvx/65lfxh597Ehu4hPd+6pdxfvMbeO7rf4xvfc5E+bd/HuctH9e/9Ev41tPrQO0D+L6PPwr9ylfwp89k4KZWOAQD7K1/g9//ja9isPJBPPqpx1DAVVz52lfwnc9dBf6Pr+AH7711E2cxjDPQ5Nh9HL2ZdwFocibNOVTsD5xMMWgCQFTqIDBAKr98ws+kkKfW/B2AOJkHIKphkDEwOzuLWq0maPRMRg19CMikQBSP+iiVSsjn8xgMBuh0OgJs4Am4AgXxkNJPrxPZO4KyA0VVBLDB53lKLyfRvEZer1xOmYa426voEBRh4i0nw5wLMlNKpdIYY0JIGRSI03iWWiXjhEBKqVhEKMmhkEIwa4qGCUPT4Th9dDptlMoVVLol5C0LpWHSO+i4GAwGCNoB1PMqkHSQqgkiJ0Xvpg2loqBenEG+WEa35cAZ2NBsFWocIwHQbQ+g6c2MkVEpYvn8Oah5A2E/RN7IYb48h1RPoJlZKWOyBjRdQ7uVlRQm0MRyuExqa7Uarl69imvXrsG27bHSuPJcyV409K1gQs49F0cxvMQTzAua/ZJFQaCBRrOrq6u49957kc/nhS+JXD2G4IMs4WJ73A80YeW/NE2FCa7rumg2M3PcfD4/LHecE5IdAg4E+rinCBxxrxG8o9Gw4zgCVJqdnUU+nxfAAe9JAjSdTifbJ0PAie1vv385l5w37n/KyDjPnA8Cn61WC91uV/RBthbZO3yPzMoJo1AAYVBGgC1BsFwuKwdNsEhVVWH+yt8JoERRhMFgMFYhiAyZMAzHPm84L7KJ7rTFdPiZ7GwwTYG5pWUoSkYsOGxen6apKEOcG8oc9opKvY70AH+ej00UuV2gyZ6D3HsAx8BNsLZ+E6qZg2blEXkuEtceynQM4VFzpDjkmBJrBI/FlTm4Vh65tdd2NW/dCzTxF+5BXJnb8bjeWtsh54kK5V3KEE8ONAGGcp16DU5zDebMArTiDAadDbRaLSwsLmJsgg+k3lEA3wf0W5T53q/JOw4wTg40afzbn8Jv/dvtj74PP/x//SYeKgL2W1cRw0Th3sdw7w8+gqL5w7j4gZ/EAEuom4Dz9FP46xsA7vkkPva//DRmAOBDl+D/o3+C1176Cr5z5cfxofcAGOIV1gd/Fh/6yPuhA5hznsGXnnwZN55+Fr2P/KToPXYexmNf+KdYLQLOg5/Bv/utFzG48jJ6eD9mcAl/44lfxN+oP4wH3r8KHTNYf/p5fK/zIq6uAedXXsQrz6wDmMF7f/ZX8UPfbwH4AKx//Diee/swM6Mgun4TAwBa7f1YfexvY74IPPg3fxjtoITC/h+pZyHH3QKanCI/k1EzZ34mE2viLgFNgP2AkykHTYBRyV4yM3hiTTNN2euESQwZIARdmJjIPiBpmo55EBAgII2fLBBVU8Xpued5gkXAhFQ2jqXshhR/YMRUoJ8FT5qB0ak7K3iwEgdP+ukLIZtm0s+Ez7NfPs6Tb4IlrLQin+BTDsSklr4opmkiVMJMajR8XD41p8EmAATDJJfjZfnVYrGIQj6PeJhQ+76fVb/xAhStArTUgJ4a8GwfjUYLlVwRhmlCL2tQTKDb7MNuDZC3CtDKelYNx8ohjmJEUYjQ8eAFPhRFRYrsOjVTR+LFmC3MwoIJJQ/kTAuKnslJLDNbq16vh7fffhtvvPkGbt68ibm5OSwvL2N2dlYwR4Cs+gMTeK4Xk3IZzJAlG7VaDUtLS2PGrAAEE4l7ge+llIrGooqiYGFhSd1/kAAAIABJREFUASsrK5ifnx8Dx7i2XF95b3GvyP0VCgXMzs6iXq8LIK5cLqNcLgtWhu/7qNVqqNfrUFUVfbsP1xsZqObzeTE27sNcLoeZmRmxN+SqMLZtw7Zt4a0DQJjMkp0lM6gI6uRyOfi+LyrlyAazBEp4zxLoAyBK/hLUJAAoy/nIDOE/tksghfcy74k0TUVVI9nDhBWvsrnN9shg4IyZR8slmelLAwylcLoBVcvG1263xZoBEMAV9960xXSAJsqevx33j6aiAI1GA/nlS/t2f/PtN3HvpQf3b2sC4zmJOLI0Z1v4/d6Rx7C1sQmtloEN4zKdY8zaBPZYahXhLT8Ac/PtXT1M5EgME/7S/Ts9UAAgjmB0N8bb1nQEc/dMZMC3eueDlx7ACy+8gCQKoeXy8AC0ux0szC+MEC/lYPOsGzqSvn/0cd1FoAkAmCuSxwnDeASVIZln8UMfRe2//B4aX/9HeOrrJZQfeBgrl38Ylz/2CHQAN668jhhA4cGHIQo8m5ewsgK81llH++0m8J6RX0r9wUviS3tx5SJMvIxg8x30AFSGj2sPPoqVIl9zCQW8CDu0EQNAbQa48hV85/kv4GknAMIgexwBIgBw1tEeAMBFLN1rDedqFUvvmQHebh1qbvTLfxv31Z7Fay99Af/PJ56EuXIJ5y8/hgc/+uNDCdJZ7Bt3uZ/JiXR9t/iZ7NLPqQVNTrmfyW6N7g6cnALQhMEkiFR6YGSoCUAkS7JfBxMvvmb7CTYAIcnhyTJSQNM1IZnhSTKTnEajIZKjcrks/FDk9kjLZ1IFQCS9PH1mVQ+advJUP4qizEBvKKkgEMSkk8aTcl8AxhJS+br4HgI1TOqZbMrgiFx+Nz/0BJHBKlm+QQCF8gVZdqDrOtIkRThMbOMkge95QBwjCUOouoJUiRHGPoLQg28Y8D0PiRejVCzDWLRQrVdglkxocYoo9mDldMSJhkazg47dRRgM5zfJ5tKwTDiDPvzAQ6LE6PtddAcR0lQVlVls28b3vvc9/OVf/iU6nQ40TUOtVsP999+PixcvIkkSvPnmm1hbW8Prr7+OtbW1sYoxlDbRvFdeT8MwhJcO9xxBDbIyaMob+NmaWblsXQguFQoFVKtVVKtVMa8Euwh+kOnC/S5LReiVwuu6cOGCkPwQIBsMBmJ8uVxOvH8wGCBJEwEMlUolWJaFWq2GarWKRqMhTJWTJBEMHZo027aNVqsl5pqyH3p/cC8TKKGEiHuy2WwijmPMzs6OMThklg/nXZa1cW7y+byoagMAc3NzwpCV9whZYARjKMWiZwrHV61WUalUsLW1JdhZhpEBHxkAVRren9EY64YgF9eIDBMCWhw3mUM0/+VcEpydlphGac7Yb8MfNm/ewFz1EKauu4QXJdjzO74CqMo2j5PdX3b0OGE/k91/OfwA4gNUqNmtKVGGuJKljWHjJkzDxKVLlw7U7579TChSqwj/wiPQW2swups72CeppiOsLiCqLuxZdUfvbu5gqITVhVGlnRMETYAMhHrhhRcQdbZgzi1DsQrodrrjoMkBp7pcrgD2zupBtxzXFEhzJjYMqRHhcbJH6Jc/g3/wm4/htWe/jasvvY71K8/jr197Hn/99DP40X/1azj0J3soyTalW25s5xnmniei61/+J/jWn6zDfOQJfOxTH0TZfB3P/6//HK91dhm7/MtealH58e2S0vpj+LHf+jIefuYbeOPFl7D+1st485sv481v/j6u/4sv48OXp+vv2lTFBE/npxE0mUbAZLyZOwiavCv8TCY0gD2aOun52vn5eopAEyaRTDyYoDMJYaJFIIUAC0/OKe0RZUeHFUP4HMED+WeatTL5jcIsKXIHLqxc5o+Sy+UECEEJDL1A2B7L1uZyuTGGCA1kgZE3hK7rUBUVfuBDUzUoqiIMLNmePBcESvgYwRBKdOSqOTTV9DwPuq4LtgNBjzAI4Qwc4cFQLBZFyVgAAlQhWKDrukg+e72e8MGgB4YdRkgBhFGEJE2gxTqQJDB0FZ4/QBDmUS6XADWF73vwwgHam10omorafBX5ioUkjGEqOgYaECc+ur0WGq0NDNwAaZwgjWNEUYw0STBbnBuyN3wMvD66vQ42tzahJhpKxTIKhQI2Nzfx4osv4sqVK0JOUi6XMTs7KxLlV199FW+88Qba7TY6nY4AGWjiWa1WhbcG5SlJkggJGM1IB4OB2BvbfWRkA1kCUrquo16vY2lpSSTS3Os0fKX0g+AIGRRk+dTrdZRKJeHFU6/XBTAjV/Ph/2w3863pCqkbE38yTSzLEmwVGczjXiAoKDNz6KdDUAGAuBfIFAEgQBff91Eul0XJ6ziOBbhCKRTvIc4fPxsowZJBId4PGaAIAXTxOc49pT6yeS77pQSOLC/KbQh4OI4zYhwNXHiBN2aWK9+bMquLki76LOXzedh2f6ziz52O0wKaAOMqhEO3riiI4hRBtNNAVO5HVRRYQ5Dx1qM87CCO8+ZbNzsJpsmhO90WGxsZE0Mr1RA7PcSujXvuv3+ifUwiopllRNUFaJ4NZcg+SXUTcbG2d5niYWhOe+z3xDCFwexJgyZAxlyr1Wvotzdhzi1joBewubGJnSWnbh2qgluyU6YRNLkdfia7hb/5GtqbJdz38Z/HQx8HgJt45XOP49svPo+3rgCPPXgJ2p9mUpoW3p+xTpyXceMtAFjC3D2zAEYMn63vvY7oI7PQAbTeej3DLVYeQBnA7uIxOW5i/UrmVTL/ob+L1fvKQPtFDJzh0wGA4hIqBWBjcBU3bvh4uG4BeAfrb42zTfThIZ3fWUeEB6AjwPpLV8fGEDk30b7eR/mHPo0P/xgA+Gj9x8/gy7/zMt555nXg8iOHm8x3S9wt0pw9+plu0ORd4GcyoUanwgT2Nklztjc8+ot/igAThqZpgsbOE2NKTZjMySwSWW7DE3sZVGEyQzkDK1zI7AH2K0AOVgcxR2afstmlLM+RwRuCGUB2qs8TcQIfhp5JGWgCSlCDgAbHkCapkABQkkA5hWxuS68LJtkcE5M2VjGhPIHMFgCiROqlS5dQKBRw7do1NJtNkZzL1yOzWCjHIOBEhgbnKUmGp7mGCV23oKo6oiiBWc6hmAIDx8XWZhPtVhcIgfn8AizLQuhnjBrPDtHrOmg2urA7WXKs6RqQYliOFAiDCJ4zQGOrCd8LsLW1hevXrwuZFq+z1+sJeYzjOOh2u4JZsra2hrW1NSGl0XUdvV5vTE5FFgilYUywCU4lSQLbtuE4jkjcmZRz73E/MXknaLK6uoqVlRUxVpnRQV8VJvaUTnGf8n/uZ+7xbreLZrMpSveyzyiKhOyF69Xv9wFAsD4oV+K9xHvNNE1UKhVRWpfSIJm5RYCCYyO7xfM8dLtdwVqpVqsYDAbZl/5abQzUpM8KfXq4h4MgEO2FYSgqYMVxDMuyBIvEtu0hs8YSY+F60MtFrs5lGAbq9ToqlYoAZ2R2G71kyLyqVqvo9XqZmW0ybvYsS3cYlUoFxWIRpVJJGBbzc6HftwWD5k7H9IAAtwZNgOOVTVUV4Or1ayjOLe3XNeLAw/zSMrbHDnDisHE7/Exu1wD2aWp9fR2KrsMoVjB4568BHLGazgSGu5uXyVhoeuZJssOX5BZv2ybzCSs0eDh50ITx8EMP47nnnsvkOuUa1LCHVquFmZnaoTapoihAunvvd700Z5eGen/yefzhSzs5afrKj+GDn3gYV5/8OXz7RWDxRz+Jy4/MQHNew2tvB4DxMJbuBYrFT+Khr/8cvvf2U/ij37DxfZfLaDz9Vbw2AMz3PYG/+Z7xduPvfgF/+KWruK/2Er73u68DKOHihz6IIoBbi+VmUJ8vAVf62PqTp/CKuYr1P/gqBjUT2Gph/dlvY2vhg3j40Rm89nQLr/zmL8H6O49Cu/INvLKZmdMy6o88jMLXrmLw51/AH//HFlY6z+CV/y+ABiAeyn6cp/8Z/sMXX4Z1+Sfx6EcehhX2cf3PrwIooX55aY8xvsvjDDQ5dh9Hb2a6pDkn0vWZn8mx+wEInJxC0ASASHBkMIGnx5TFbDeszOfz4hRcTphk7wMCMktLS1haWhJ+BpRj8LQ7iUfSAQBjRqGsisJTfNn3gQmZbASqKipUTRVAhKIoSIJRe7L/CSUZwKhcrOu6wkNCZkIQCAEg+ueY4yiGAgWaro0xHWQ/FitnoVgqYmVlBe95z3tQqVQQhiHa7TZs2x6rXsTroTyBJaC5HnwN50aWIxHkohEpAPhhIIxFDd0YMihKQAI4joOtrS00Gg00Gg30etnXBl3XYegGUmQAhuM42GpsQdU05CwLjUYDG5sbAnigSSjBISbXV69eFWaq9KQwTVP4frCUM4Eqx3HENZKNJHvsABDXzGslqEUAgnMW+IHwz6lWqzh37hzm5uaEWarsUyPLPMhcIVDApN6yLMF8ASDAA8dxxPoRzOFeJ9jBssb04XFdV+xJ3jf0+iB4FoahuM8IRNE/BcCY3w4BCErl+Bw9SsjiIUBChg5BDtm/hddbKBTQ6XTQ7/fheZ7wCqGZKz8HyCChzwr3P9ea0jcCgLZtC9ZOFEVwBy6SNLv3NjY2sLKygpmZGViWhXY7MxmmbE1VVTh9B2EUolAojFUdOnfuHFZXVwFAMJocxxEgDkHeUxm3yc9kt36s3N5MkL1C/hvZaDSQX5H8TXZLnDbXsVAeX59jX/IJyXN2+Jns2cfRrqBUKu188BZNNZpNaPnsfVG3CdMwD19NZ0J7TAn39zE5SqgDe7wPVQWKFmL0ECchdDUHXSkgSQ9mAH3US7148SKee+65TK4zv4zBmot2p42ZGYJAh9lwO1/7bgRNACC48TzeurHLE/c8gg984jE89D//S8RfehIvPv8kvv0nAWCUULvnw/hv/vHP4n0LAPB+fOjX/0/Un3oSL3739/Cn/wUw5y/ivp/4LB77qcew3TFn6eNPYPXKU3j+m6/DNy7i4k99Fj/y4dkDXoSF1cd/EZe3voBXrvwe/ux3HsaD/+BX8RMr38B/+pX/GxvffAp//egP44d+5lfxmPN5fOe7z+Ov/v06Vj78BH7g0c/jW0+PWCf69z+Bj368hf/3j1/Em7/7FHqPfhIf+vQ5/PHnfh92GCBWgJm/82v48eALeO6b38Cfff6rmUnuysN46NOfxg89dtAxv0vizM9kYv0crZnpAk1OLctk3xedMtBkn0b10wqaAFlCI1egYGIpMz0ox5HlD4VCYcy8Va58IZ+Iz8/PY2VlBe12W/iGkKXApND3fcRRjBSZBIgSje3sCp6Wk0lAoIKMFWAcHOEYyBAh4ABAACOaqgm5BJPDQqEgTraZjAIQySKTMM4PE0UCTJqmCZkCr5MJ/OLiIiqVCs6fPw/P89BsNsdKpfJ6yLCQK/rQY4bADBNzrl2v10O/34dlmVCUIZiSJPAGmbSo0WjCcQYwjSyZZRUf9iMDUVEYQdVUASg1m03hLUFJjMx6IUuI7CMCB7IPDOeV/bAsNBkQTORVRR0rYU3/ENl8lPuD+4eMBUqzCKDVajWsrq7i/PnzKJfLgt0Sx7FgGFFaJVfroVdIsVgU/iiWZSEMQ3Q6nTEWhsx8oL8JxyxXa6J5bb/fF+vJe5AAJSU9BJwAiOpSsjSF/jC8n6rVqvAF4nrw/mF5Z7K12Cbvh1wuN2bwKps/8z6iDI0AnVyJiO+jvIbXKoNJSZLAcZwxEIbGx07fgR/6oqTxhQsX4Lou1tfXxZ6wLAuu647KfusG+v0+NE3DwsICLl26hMuXL6PX6+H5558fq2zE8Z3KuIOgCQAUq4djBrApzrYfJcjJT+wSqjL+1LEwjxP8W3xwP5Ojxw7g5BbN9ft9uIMBcitLiJweEt89vExnyr+/JNYIvEu0BKERYMt5FXFaEY/XrCXoaR2Ksj94cpxLNU0T84sLaLc3Yc4vwzcs2HYvo2YqyqE27fbS09MHmkzQz2TXhsp46Ff+DA8d5L3FR3D5Z38Tl/drrv5+vO+zv433HaS92sN43y98adfXVj7y2/jZj2x78D2fwf/4tc+MOl58DB/63x/Dh8Ze9Gn8w698evRrcBH3P/6LuP8zD6BSBAAbV369D8BEgaXXMYvzj38en3x8vLtPfv3npQucxfm/98/w9//eQS5s95jy23sycQaaTKyfozVx5mcykSbuUj+T3WJ/ce4eMS0fZoI5MUzAmWABEAAF5Rek0jOZl5N4uT0muExcV1ZW0Gg00Ol00Ov14HmeKJFKECU1UpE8uq47VpKWCR6rZ8iMFCZlQGY8y6SPYIbsxyAnqoZhiKTKMAzMzc1hYWEBqqqKKiz0sAjDUDANeKJP9oDjOMKQlIsqs05omsl5YWJaqVRQq9WEjIPzy6RZBjIIWBAsIZuAFXlkcIn+KHGczSMlN0AKd+Ai8ALouoE4ieC6A/h+IMrmGoYBx3EQhVFWJho6dEMXDAUmvqqqCsBD3g+yj4QMsnEduE5cYxqiEowS5r9BKKQ63H9kFREs4VwAEAwRuWIT52lhYQH33XcfZmdnx9YFGAFfMthDdgLNe4vFIubm5oSnSb/fR6/XE2ANAQPHcVAoFEQpXzJX6MUThiGazaYwKqYZLQDB0GKQnUNgkVIegj6u6woAgsH5IivEdV3he8L9RWCFQIyiKGIfcl/KHkRkjXmeh36/L8AlSmV4j/A+ku8tAq4CjPMD+IEv1j+Xy43Mj1VF+P/UajUBGBWLRSGX4xrzMyOKI3i9bA7q9TpWVlZQq9Vg2/aYSbXsV3Tq4g5Ic7bH1s0bWJmtHqon/jWIkxTh8J7fr58o8HHhvsuIk3SKpEw7mz5JP5PkIMawu8T6eua3oJdriPuZO+WhZDq34YuIqgBFQ0cay+ubjn+xUkaDSZXs70WQJvCjBNB0JIYJPYnRV3voB11osYI4VwTU7HOz529ixioC2JtZNolLvWd1FVsvvJD9Uqxhq9E8ks9J1O8AtXO7j2sK/EwmNowJX8vtsBI6fOfbn/Jx/Us/g699cx3aPR/FD3z8UVhvfwN//nwAFD6Ih99fPkxjZ3GrmODp/O046D/sAKYRMBk1c+ZnMrEm7gBocjulOdvj0MDJNH0uMkmTEzkAArDI5/MCiGCiJEsiyK5gIkvWCRP5crmMlZUV9Ho9bG1tod1uj9H96QUhl5SVfSUM3UAYZe2nGJVnpV8KX7sdpNgO4IzMLFNhMsmTcUodZNYEmRXAyIMhjjJgSdd1zMzMoFAo4ObNm0JWA0CABZqqIV/MC5NQSlPW19fheR7Wb66L+ZDnnwwesgro9UJWguwJs92Hg8wWJtie58LQLMGeiYIYmplV5ckAJQPAqMwr11g3dMHYkEGnNE3huq7YF/TGoYGoDDhx39A7hkkv+5VZDQSjyN7gnpIlT7xurhXBEwIlclUislLK5TIWFhZQLpdFP/TJoPyJe8RxHAEaMskmYFGv11EoFITnBwFDWVJFAE7XdQGkEMig1Ijms3IVKMp2OJ8EdeRKQcViEZVKBeVyWdw/bI8MqSiK0Ol0xBzKZXz5mAyYcJ+TCUUmkOd5sG17TOrCqkE0uyWgomkaSqWSWGsCrFwL2T+Ga0mmmtN3AGW0d/P5/FhZcsuycO7cOaysrGBrawu2bQsvGfnaCKQkSYJut4vNzU3BWCMYFgTB1FXVuWVMAWgCZB5HRwlVAd65eg3F2cVb9tPdvAllOBxFIdA7HXEwlsktn7xlRI596xftEvz7YVRm4N54EwCwtHQA74Pb+CVEVRQgSoA4+06AFNkibwdOlIx6pKgKoCrQNUVYekblOSjOBtwo84pS4hSa3UBcXQQApEixX2WbSYEAi4tZf2GvBeRKGGw1YDs2ysUyDvM1VNkLnJgC0OSkpTkTb26qQBMAsHD+U/8SHzW+gP/67LN45jf+GCjMYO79/x0effwJPFjfo7HbNV93U5z5mRy7j6M38y4ATc6kOcfuZ684FHAybR9mTAJl+QfBB57YAjtP55m8MZGRk31gxGTRNA31eh3nz5/H2toams0mGo2G6I/MCrIVZOmD8F3RR3Ih2e+EgA1/l6vwyOyC7ewEuQ0mXzxhX1xYFBIN27YFIBNHMTzfEwlboVBEvV4Tc8PqN0Kekss8MeTTd8/z8Pbbb0NRFLRaLXQ6HbiuK5J4JpmypIgJ7vbqRGRUyFV/eOrPhDdJEiANYFomNE1FEGan/kqkQNNHVUmAkecLgQO5UgkwSnAp/djONiH7hUyiQqEg5phgkK7r6Ha7oh32y9exb7YBYGxvsj/OJ8fFuZPXtF6v4/7778fy8rKoDiOXpSV4wP1Blka5XBbXXKvVMDs7OyYNIrOFrB+anpJB0e12BXBDCRAlQZVKBYPBAN1uF+VyWawX7y0yewiIyGAmPWTCMBRMFtmAlWwhz/NQrVZFhR0CMwSHcrkcqtUq5ubmBOAgg49BEMC2bdy8eRPtdluweCjl4bqwwlBmxmoJEIgMIgWKYBDJc29ZVmZAPWSfGIaBYrEo7gGyY1ZXV5HP57G1tYWbN2+KvcL1om8LQdx+v48kScS4bdsW1XfIpDsVMfE/EEcHTYCjm8MqUHBz7TpK912+5Wtz+cLU/V0EDgua3D60R+7t5vo6tEIJSRQitjtYXFwUnyv7NjChSM3CwV6XDKmPSQok2AM4AaACKZQdUxpVF6F4NxCHo5ojer+DuDgD6AY0RYMCDbvFJJkTMzMzyBcKCFubyJ2/H5qmodclcHKwqNfrSNJd2FXvAj+TiTZ3qD4sPPgL38KDE+v8Fk+Zq3jwZ/4VHvyZA75jgvM1jZ+lJxJ3C2hyiqQ5o2bO/Ewm1sS7EDQBDgGcTOMHGk+T5TBNU0hRtlfVYSlesh3oV0BTWXpikDnCxK5areL8+fPY2NjAYDAQZpJM8Jn8yywDgio8yQ+CAKqiwsgZY6ahrIwDZXRSLwMrMmWfSRyvQWa6UELCa83n81niH8UIwkDIIdI0RavVRBxHgtFCdoZczlaWPGiaJpJz2cBVLuMqe7hwTBwXk1CyLHiqz9N8JoeyeS0ABGEADPpQNRVRHAEKoCYqknS8hCxfz7Yor1DUjA0hS4HILGCySi8SghhM5GkuTICCEiyuBdeW75HnS07SGQTFOOeWZQlJF9eURrUXL17E6uoqSqWSAGlkfxX6Y1DuwrUlQEG2CsEOeqIAEOwhAAKISJMUjWYDg8FASEwURUGn00G32xUeJGTnyNdJEKXVaqHX64n3s0qUDJZRIuW6LtrttuiHQIIMKHGPcy7L5ax0NKvbBEEgmGCyoSxZJqyuxfWWJU0yaFSrZUCN67rI5/IolUsZyJTEAnBRFAWaqok9QYYRATWOlR41ZOXQXyYIAtg9G56fyXNKpZIAQfv9PprNJnq9HjY2NoS/SaFQQKlUEp9hUx+3g2VyyH4KQ48T5ZBjS5FCMW7N8lEwLM/K9x32L/rtwCxu11H3AZqTXxIEATrtNszF84h6GfNkO9tkx3ye8JcQNfB3PJakKRRDR+JFWRVegiipNB7+rChIkULVNQRJMnqBpiOsngO862Nt6911RLMXYGllKKm5U/1z3NilkeVz5/DOzQ2ouoFA1dBut7GyvLMq1J4NJimKORNdHET+NcF414Imk+78qN3fOdDk3PwPoFw8P7mODhnH+4jeJrM98zOZWD9Ha+IMNJlIE3do803LfB0IOJlG0AQYMUMAjDE35FN9AhjAeGItn6bLUhJZ4gFkJ9n5fB4LCwuYnZ3F2tqakMsw8U3TFApG5UwJHtCoVshvhnIdJrj0+NANfQxwISVYrvQhJ5gEeeTnO50ObNsekzeYpgnbt0Wyl7My6QUNQimB4DUzUaTcJAxDYZRKeQW9Ojge2fyWcwJAMGFkLxMmlJwPvp/SHVmKoWkadE0Xa8qx0YyVJXj5mMzYINOHoA+vT/YckSuyMPllkg9AgCLbJTlkVjAx5vxz7Exyua9yuZwA5LgfZGNaBvfZ4uIiVldXcfHiRbE+BEYIAnHPUTbG8tM0g63VagJU4dyrqir8ReRyySwrzTWUpWgEygiacY/IfjuZcW/mAcQ9xzLAvI/YRz6fR7VaFaWHaRCrqirq9Trm5+eRpqkAD2RGEved7/vCY6bVasF13bGy0rZtC6NWAlUyM4VrREnW3NwcarWakDG5rivuDbKlXNeFH/vI5XKoVCri88bzPMRRjFw+h1wuJ6rrFAoFUWWJFXTCMES+kF0/7xMaF1+5cgWapmFtbU3MM+/zarU6JkOcypgSac72yJWqaLeaKNdmDg6eKNnfUWfg7qhosdu4Qt8Tf3cPLNU5wT+oB8NiJpztHBI0AYBWK6vQYZRnEHa2ANzC3+Q2fAlRo2DHY0kKxGkKVVVG2i/iJjJ+MhyfoqpIkCKMt61CcRFmcR6BsyUe0rwBinEepjV3W0ATIJvjN954A7HnYqDl0O60sk17oI2TAnGCQi6HHvf6HQVN9pAMTbSPCTc3ddKc29rYkZq6Z/mjk+tor7gd+fQET+enETSZRsBkvJk7CJrcjvmaUKNTA5pMMci0L3AyrYAJo1gsjpXlJSPAcRyRQMsAiHwazARKlvUQRAAgTrppJsoKO2tra7tKemQPErlqDBN6pMNyxVCEhEA21aSUg+wTVVOhKdqYWSgBEUpIdvNpITOF7cvlZvn79go/cklcti97g2wvf0yWjixfYJJNgATAyDB1yPrhezh/hUIBiqJgMBiI5J7rJUur6AlDaRaBFs7xdvNNzifXj4kzJRXyfmFw7gCISi1kPsgyGzIb5GtivwRVOF+cCybxMoBB1gf7URQF5XIZs7OzKJfLwv/D9/2xUstcdxqtxnEsgDgaGs/Pz49VciGzynVd2LYtWDKs6sPqNDSGJRhRqVRQrVYxGAwwGAyQz+dFOWoCL/SNoSEt2VwEwGQJDytazczMZCfOQwCPPzNYUYasKRnoI+BAcIaMDD5G4ITMzwFJAAAgAElEQVRACv+RnZbL5cQ1KoqCmZkZVKtV4b9CLxUCQDTE5WcHMCqpbZqmYFT5vo+1tTUAwI0bN2CaJhqNhqgoNDc3JwC6brcr5Deu6+Lq1avi84jzSBYLJVNTG1MKmgBZwtvttFERlSD2DiaBCoAoSWEUK3u+Vh7OwrmVww3qhEGT2zoAqSnduIXEZltsbGwAALRCGe6112CaJmZmZnb/HnOnv4gogKJrSOIUCrK/z0oqnhKRKoCqq5maZ0cjJorVR5Dz/wpB6sFQTOSUIlI7RlAYzd1JgwBk9cQDG2q+BLvfHPPfOkikaXLHWROnjmVyAv0cto/TCJqceNwuq4u7RZqzRz/TDZq8C/xMJtTo0UGTCV9ROv7jtM3Xnn8t7/R3lYMEE1Qm27LnBc0s6WPChI5AgQysyOwCJvtye0CW5C8sLGB+fh7NZhPdbnfM20QGXORSxbJEhMm7PEYyTOI4BlIgiiORSG/3BAFGLBQmprKnCyVKbJOyJSaPZF7wtJxJoSwVYalYyg4IKMhyHNmjhAkq50o2MiW7gkk5WShki9RqNeRyOfR6PfR6vTFfEb6H10hAihIVSjHkKkkEG4AR04Lv45goj5LNVeVqMQQmuF7snz4wBAA4x/Q0sSxLeKN0u104jiOYKKz8w/dR6kKGEQCUy2WcO3cOy8vLKJVKYyWD5+bmBMNENpJVFEVIP1RVRbFYRK1WQ72eSRQGg4EADDh2llVm5RwyeeR1AzC2dvK6km0kz7FcmpmAAME1rhmBms3NTcGkqFQqaLfbWFtbE6wV2V9FlPse7i/6iARBIKoIEbQiAyWOYzEfBGW4nwqFwtge5L1rWTkBwFFGJQOplUpFzL/syUOgifPR6XTQbDbx6quvolKpQNM0OI4jDGnJ9uLeldldZORwX1AOx/tkKmOKQRMgq4xjHLR3JbOvUBXgjSuvojS/u0mpsu3n9sYaUnzfwRgtJyTNGWtWlo/s+soJdipFpXq4Pbp28yZUMwdF15H4LhZ3Y5uc8JeQRD/Y7vCjBAVdhaJmY0q3f5NTs/2jqApSJXv9bhHnZmDqSygMJDNdv4ug7gOmdVuYE6ZpIl8oIHH7SGbPwW1cR6vbxsLs/IG7SOP41i+aRNwtoMkdB5kmCJrcTSDTHZeanIEmB+3j6M1MlzTnRLq+i/1MTiyO2c+uwMlpAE0ACDkAq59omoZyuTxWStT3/TEggmCFTIcnYED5CACR6AMQySorZdy8eROdTkckjWRAGLqBfDkvZA6UYqiKihSpqFQil49lAi+XN5WD4I5sUioq5QwTcYIc9BEhu4ZtUurCE29eDzAucZLnTJYxbS+JyrbZBsEhJpwABKNClsiQHUCGwvnz5zE/Py9O3Tc2NoRkgpVPZNaCzOjhvMvmnbIXB5kdBADIEiHYRdCF4AGD793NcJaMHP5OQInrXyqVUCgUxvxEaGzKCi5M5MlUIXNmaWkJ9957L1ZXV1EulwXzgSATmS5yhR9WcyFjpFQqifLBsp8KPV3o2ZLP58XeoQRIURTYti0SekqnaMpKc9wwDFEulwVzKU1T4XvC8rvch/L+peyF18P7lCbGfJ7rLHv8yOBnu90WjIx+vw/XdVGpVMCqOjIwSMNXghy5XE7InQhyxHGMcrmUMWmCEKqminnnHuG8yMBhLpeDZVlC+sSqPbz2brcr3sP9xeuzLAvFYnHMy4jXSg8lgiaKomBubm5SH5mTiRMETMYeOWY/cZoil8/vL58Zog4psv8VRUF/MECuvrzjZTvaD31UZ2aG64f9wZM77gMx4X6kOY1d+8AAFWNrcxPW3DLiIYgwM3NrVtDEYzfgJMhAjLGH4hROmMIPdHhOiDTaplNRAUVTkCsaMJIEhpLA0HZfjKi2DH3w6thjZncD4fzF413LIdZ+bnYWa50Wciv3wSwU0G4dDjgJBwNg9ghjPGjsey1noMnBOz/qEE4eNLnFEp983FFpzuF7uuOgyR0HmY7SzHSBJtPGmjhUE3cANDmxZTpmwyl2AU5OC2gCjOQVsj8F/QtYqYMyDZZxJchCOQDlBjLQAEAk2DzdN01TlCZutVrwPE8YjBIkUFRFJNIykyVNU0ThiFnCpJnsA4IpnuchTdJMpiPJeLYDBQRNeBrPZF+unEJJBasHyTIXAiIyw4NtyFIWghwEPmTmC5kKvCbKUphM8zX0eyH7gswImn2Wy2WUSiX0ej2sr6+LxFSWCMklcJmYyiAY54TrlM/nAYyq33CPyIa22+VIcvUbMg0I9FAKQxBANhsmaMI+WA5anhdeNxkPshFtPp9HoVDA6uoq7r///qxqQTIqYRxFERzHGSuRy7lWFAW9Xk8YwxK4SNMUnuuJstzcb2EYiscIJmxfP65NkiRot9uCrUGZkK7rqFQqop9erwdN01CtVpHL5WDbNmzbHgO4tr+XQAdZNSxZTNYI1172rOH+5HhlqRLNVGX/FIJe8pxzD1LuQwDkwoUL6Ha74nNBnjPuGcqtnH5mepsZy9awubkpTKNl9hf3mywXJBhG/xmOn583/X5fjDEDdMrCF2dq4nawTCbUT5oCFcnf5FZmo5lHSQrHGSB3gKE4jXXM12bEe/eME/qjuivTZM/OJ/A1ZI8+0igaa/9WxBr6m2iFMiI7k+iRJXenQ40CJBJw0vaAdqAiTRSUTRUxaAisQPH6UAZtaGGIxNARzs6ibZUQKRqqVoIZC9C2qeySQhmxlYfmjyplaU7neMDJIffXzMwM1ltZhThPz6HX7eHE6FCHjVvs4zPQ5OB9HK37Owia3K7k4ww0OVycItBkKvxMdunn1IImZ34muzYhgJNDfWZNCbpCHwIg8zuRq2gwadtuumqapiiLSmZFmqYoFosiQeNrCaYwIc7lclhaWsJ73/teBEHw/7P35sGy5OV14MmsrDWz9rsv3e/1Bq+hGwFNBLQ1QTNiGZsGJCQLgRZkecJCDrUnQo0iLHnCQo4wOGLUmpFQzIDCyGDLEEJGCxJjA9b4ESE3SN0YxAOaBrr79VvvVnvWXlk5f9Q9X31Z7y5193sf9UW86L73Zv72rHu/k+ecDy+++KL4T/BtJQBJGrU0hkk8mS2aZSJMDK8PH4O38n2vDzNkSoJMMILMEkpB+DNtzKrfaNN7ZBTQ0f4fTNaAIUMgkUgE2CxMBjknyimYiFMCw4SXSTz7IEuCIFa320WhUBDg6cUXX0S5XBYGCdsik4Hyi1AoJLIQYOgNQ4mV4ziYnp5GrVbD1avXUK+7st/0LqGchvIaAAEJj/bG8H0fyWRSzketVhOWgfaWASDlcDk2zebhurBNrkU4HEY+n8f8/DwSiYQwYzSzQZvWaoYSZVX0xSBg0+/30e11ZT8JIPJr3st2aALMEtSxWCxQ8SgcDg9K+JqhAHDB0tHJZFIMVunxwueGzyHlQeyLwAKZRbVaTfxAMplMoHoTgT+ePY5NS+RG15X/JZhB41hdBtxxHGGBra2t4fvf//6gLHUkCitsBcpk81ymM2nMz89jeXkZjUYD1WpVDJTZL89b2ArDduyANIrA3Cg41Gq20Ol2RF5HX5RQKISVlZVD/+zcV5xyac5o9H0fN65dxfl77x3PtBUD/09L+ZvsNBzTMJDezT/lCEGTwBfHLM255ceGOXZv9Dexkhl0No1hdy1DfAKx2gBqncHni2H46Pk+UjELaHTguxWESquAYcAIheDDR6O8AROrMFOzqCCNZs/Hou3fAp70nDxC7WGFHaPXAbweEBrfZ2R48/7m1q0P/m5pmGGUyiXA7++C/g0ilRy/dPGe4zhAk9tJanI7+Zns0Mdrr34Mc+53Dm8QZyhOHMo88QGcsTguP5Mt4utTP4rn0q8b+/oJaLL/2y3gbIImwJBxos1TtUyG1Sz4FpngABkX2huFCb6WrOjys/zaNE3Mzc1hZWUFN2/elOuBYRKvmRsEJQjaaCCEMhRdIpWVTdrdtiSGlClo2U6v20O3N6wE5Pd9hKyQmNimUilUq9VB5Y6NAjrdjgAm4qmyGaOsA/4jiMBElWNmos71IqDBhJHJo2Y8kIlBEIGeJhsbG8I04P5wzXUFHcpM0uk04vEEWq1mwIOG40un0zh37pzs+eXLl1EqDcpdUh7CxD0ej4tZKPeR4NMo+2Z+fl4kQ9VqVcZEuRd9UEqlkqwXwSKeH5qWDgCAMJJJB9lsFouLi3AcB5VKRUrnsl2ydniuyJoiAJdKpcR7h0Ai/WfIOvI8T6QjlPIQpKBxLP2AyHDQPjeUpXieh2h7YAZMdhMTnmq1KnvG79M/h2wnAivaO4fMDoIimmHBdaWMh4AVg+eP7CmygyzLkv3XzzKBC4KglABpWR4AxBPDak38XCAYlMlkkEgk4LouVldXUS6XBVjVbJFQKIRINHJLZSSWuibYIobOXk8q/bBCUjKZRKVSkfN7+8TRgybAgGEyEFQMKpqNMyrP99FqNZEeYziFa5fxqgdehv5WqMxx+JnwG9teeYid7hrjT/bmygqMkAXLTqF54zkAJyPV6Ue3r5tUag1BE2BwlkLowzB9eN0GrPJ1wPMGZ8s3YcYteIYPo+cjXFqB12mgk5nHzQaw5ATXpp9IAoVgf0avDX+vwMk+t3h2dlb+30xm0F0vo1gqIZfPb0HLCoYVDgPwxwYix47bxc/kCPrZax+nUZqzY3O79DPT+B6Wq//jcAcziUncZvFc+uGxrptIcw5+u3VWQRMAgbfOlDQwOdegCL0CPM8TeQCZD5oRwoSNyR4TOZ10AQPjy5mZGUxNTaHRaKBSqcDHIGmsVqsBmQ6ZEPR5YDKt2QjASKJuhmDFLGEGsD0CCZZlIRqLAi3A6w+NWWOxGBYWFvDSl74UlmXhuecGf5SaIRMRIyIMC/p/tFot9L2hQz7fdnPOOnHUfh78LxNhgi5kvuiywdpsU5eYJWBE1gT70mCYrlqjzXx7va5IpegHoUtKkxFDkEF7ujCJ1RV8OCdKShgEmWKxGHK5nLAV+F9eY9u2nC3N7NBzIGhm2zY6nQ4sy8LU1BTuvPNOpNNpuX+UiUTgiONjYs7KL9PT01haWhID2Xq9LntJ6RJlapwbK+skEgkBTcg20ewW27YF/KhWqyKJIZsoGh1Q2uv1OlqtFtLpNKanpwNnnewoAmxsT4OVZNWYpolisYhKpSJj5hxYJlizn7j+lGZxLwDIM6f9bbTMSLOjPM9DNpvF0tKS7Dnv0RKpZmMA8FFSIxK9TSYSmVL0cOF+0MiZzzD30DRMWGFLgEV65DiOI6wslm2+feJ4QBMAA1+paPTWPrb7RWoAhUIB4WhsrOHEYttcd6LSnEMewJgAkDmWO+4gVldXYaUG0hx/E6g+KcaJH7JgeD319eB3cKmzRSWrXgc9w0e49AKsylX4vgHDALx4Fj0vBN8cziG0yehoZebR9XyEQ6qdLQAbw+vv7e+7Q9piM55Es9tFqVoZD7za9HYJh0x0vK1NcPcUEz+TQ+p8v0M43aDJJCYxicOLCWhyOLeP/4rjFH7AMZkkE4BsgVGpDJNmggW8lwwDJvja54TeDFrWwGQtGo1iaWlJpARMClnxY/RNOCUDAAKmk0zAPXlztWk4ahqBkqSjXhxi1GogIGFgRZV4PI5mswnXdUViQPAlmUwGGCFMDplo67XVZppk38RiMaTTaVk313VlXYChlITzZ5JNgINjJTOBayLMGSV90RVu+I8eFTTRpMkuAKlIon0sKIvo9XoolUriNwIgUBGFY9ZSEAIAhmHIWjLp1XMmcKQBAy23IcgwZJtYcBwH+Xwe2WxWZFYEZ8gw0R4fBAgp+aDxqQabfN9HNBJFNLbJfmh3EIkOGEJkxHieJyAJ/VRc1w3Mld4rBBA7nY54qfAabdhLtko8HpdzoZkV9EnhHmnQKhqNIpVKSfWfdruNSqUSkErxedL+MDzPPP/cQ/ZPkI77Q6CIABvlazzPBHEuXbqEK1euoNkYehBQTub7PrrFIdhi2zZs2xa/FNMwEU0MmVV89vgZpEE3Vh3iGlCuxeezXC6LHI+eKGc7jtbPZKvo+0A0lhi7fQMGSsUC8kvnx7q+2x78LgkYwx6HNOeAVx1mp3vt0XVddDsdJOZOwAx2i2jP3o3I+gswux100zPwN0GN/haYgO/76JsGQl4H6Hdhbv7ODvdd9MLTMHp9+L4pZ4HgSdueRTgUXCsvkURIV9cZNw5xi3v1Kiw7hbCTQrFQwN3ndjn3AxMgGCEDqaiFjUbnYAOYgCaH1Pl+h3CCfiaH3M8kJjGJneMHCjQ5Yv+X3YGTU/zhRvo+EyctraA8RlPoNfODCRiTeCaJsVhMklAmTJoRAbCEaRR33nmngCWdTgchMzRMPjcr6QAIJM+USmgfFmDgsWH0g5IfXZmEgI82bQ2Zwzf3LHXc7/exvr6OWq2GQqEgnhsEF5joMqEDICwTzXCg2aiWHHmeh0wmi3w+h1qthnK5LAmwbo/gEd/Wt1otkSLpCju8hpIlfp/AR6/bgxW2AswAzSriPhFkoATo+vXr6PV6WF9fR7VaFZbOKMDDdrUPBsEKnXQP/FKuikEozwh/7rrulma+LDfLn+nytouLi5iampK5UD5CFo2WIXEdOQ+CP5wTvXoI0tnWwN8mZIUCLBJKoejroqsD+b4vEje2rRk/juNI8u+6rjx38Vhczg8NZQEIw4XSE8uyxFSZjCXNLNLlggmS8dxy7JZlBQxTCaiQ1cEzyrNC9g/nwGddm+MS6GK58Vwuh5s3byJkhQKgKn1PtJkymVWNRkPYXNyPVqslYJKWnvF5BiDgKYGTu+66C7ZtY2NjA9ev3xCpHZk9ZzeOHzRhlIobWJibHpM1AZQKBaQy82O1nc7mBlKgI57DeH4mR9XhzpdxKPPzW5dvHg369YQSzqn426KfSKJ154NjXWsYIfS8HryQBdMaPpNe3EYrv4BevQ6jVgncE6pXEVlvwVi4M/B9s13f+2APW8rm9WAAKHkhOMXyGDf4suHdhgvgACyhM+hnsm2Tt4s0Z3+N7b2pU/DcT2ISP0gx8TM53Nt3Bk5O+QdcLBYTuQcp/eFwWJgElKRoEIJ0emF3bNLotZyCjAGWN9WSD7IOwuEwZmZm0Gq15J/ruuh5vQCIwERNV7IhiMH+mBjTUJN9MIkEAPgQs1gmyDSkJajTaDSwtrYmlX9WVlbgui4ACMukUqlI4k8AhYwFJqu+70sizrkz2YzFopJE05OD/g+UJpF2zTUju4Vry58TUNBmn/w5GSO6+k2r1UKj0RAmiy6JTJnU+vrAbJAVX8iq4Vx0KV69HqlUKmB2S2ZCp9NBpVJBu92G4zji80LmCSUgrLwjoM8ms4jnirIw27axsLCAubk5kaCwXwIjZKCQ+UHGiy6PTPAjFAqJH0an0xE/EAACWPD80eCWYNbGxob4xhAUImhDU2ECBmyrWqkKIyQWi8EMDSvJUIpDI16eq2g0imazCcuypHoGJW0AxO+D+5BMJoVJxOeZ/fOZ4f5RKkZPFTJJCDbwPLNCjjbRbbVaAsR1Oh0BtK5fvy5yHKkiFY1IW6lUSrxLWA6Zz3Cn0xHAj2eU68D76REDQD63aMjLM1wobKBcLgsoe3bj+KQ5W0V/j79EQ9HY7hdhMPxGtXwsGMZ4lXMOaSRjNDU6jG61CEyNx4pa2TSGDadPB+Nk/DDQDUUQ6QPt1AxiVgxe14NlhdCywvCtGDrpJIy+L0wTRtQtInKjhc7s3UDIQqi0AmNE5uKPOsje2v2hB5sMJdPwqjdRq1aRTKV2uEEdDs8DQttfOlbH2/zgNIImt72fyf4a23tTpzynmMQkbrfYP2hyyH/d+Fv+75H1cWS3+zsBJ2fgA46gB5MovolnQkYzSQIjpPdr/xP9NQDxmNDGqAAkQSfYwkR/cXFREjrf97G2tjYw1uwO7jNMQ6qCELAgKEEDUSaDTMa0dMXreeh0h+ayTMT5dr3X7cEwB2/wCSrQV4KAhq7kQyNaXS4WGCavuhIOy6dqVgaTRQBIbf6RRa8TghQMAjxcZ8pVtI8JwQfOmcwZrjeAQCUSshKYpPp9X8AnANjY2BDjUya/WrLFfarVamg2mvJGn9IJXZKWweSZZYF1uWEm4o7jiESqVqsJ+MV1sG0bmUwGd9xxBxYXF0XiwTPLJJ0AAedAeQeBNc2wohwEGJaHZlsEM4ChRI3sD64315Tnn+eFa1Wr1dBsNWG0jSGjye/L/DWLh0BcMpkUYIxngYCX7w+qV+mqPbZtCyBEU1QyW2h+y73hmvJZpxyNQB6fCTJaRlkrZMFw3QmwhMNhZDKZgZFyoRCosEV2iwZy+DOyZyih4lmLxqJSFpvPEq8hYEL2C9spFArCkiOAlkwmhbVzNuNkQRMYgJPZW5nbyJjASdut4I677hnLdHY/MT4r57h49dtf4nfaY3dxc2VF/E12jpMt55CM+Kh1gvqrVq8PPxyBH44BRg3hRBzNXg/dSAxtM4Ke58PYZCsRPIkaHuKmBzRqiF35BnwrClOVImb44R2e8UN+Xkb9ZKxkDu3CFZRKpQFwstPS+4DtOFivFIDc0t473yGjPlPSnCPoZ699nEZpzo7NnYGcYhKTuF3iB0qacwgN72W9tgZOzsgHXL1eDzBNNCuESRYlN5RMEKBg4kXjUCY4TFCZwPHNO5krTOqZMMZiMTGVtCwLzz77LK5cuYJGozFApjaTUM0sIeuBY2OfTNaZmJqmiZ7ZQ88blo4Fhj4RwEAWY5mWJGb0HOGbfmG7WGGYIRO9bi/A/uC82S/NY5mI6iSTSWilUkEikRDAgEAGE+Vut4tetwczNPSN0fIPXQkJgNxP8IPjIZuD93MPmVwSUIhH4yKRov8Jk12uF/uhhwTBmFAnJOwWJvTat4aAUavVEpCFfiOUjdB0lOwQDeDRm4MlovP5vCT6XAOOj4ASE3JtakwZiK7+wjNDL5dEIiFtaBNiPg9c02ajKf4bwAA0IyhEcI9AhjZGdl03YCDMNeWYyeqJRCIolUoBkECztrg+ZGr1ej1hZ9TrdTSbTQHJHMcRxgrHwQo93H8CqJwrnytdtYf/tL9JIpFAMpkUMI7eLDTFLZfLUp2L87NCQ/8afbY0AEvfFu4ZKzjxLBQKBdTrdQElq9UqVlZWUCwW4TiOVK3SXjtnL04QNFF9tJq3Jqmjl/EXpu+Pz1Bp18ownOiwoUP8a2D85o4XNNkqOpUieu0GLly4sPu1nQ6ajTpii8OqLr1GTVhopylmEz5MA6i0g0yQdrePnmeg44UArw/AhOcZA9Bk85reJnjiNAtYDA3Pn+H1YXi3nsdeegYwt2CcHNGzMmoC6xtAJxRFsVLGHf4dm14m29xsAHPTsyhevrq3Y/8D4WfyLC7+rz+Nv7mWxw/9n5/HW3Z/JPbR+fY/uvK7b8EnP1fAzC/8J/zCu86N19hRfoQ892F89Jc+jmL2x/Fzn/51LB5eV5OYxCR2iAlocgS3q4tuBU7O0N/oumwqwQbKSgzDkNKkuoINk1ICF/QvYULebDZRr9fRbrcDsgcxcd1sl+ALE6p8Po/7779fkuwbN25Iwso318lkEvF4XMaqS98SeGB/2q+FLAQCC7piCwBJCjudDmq1WqCEr2mYMK1B9Y5er4d2Z8AyMA1TgAZKP1ialuwP/lczOigDisfjyGazSKfTgQorWubEJFaDHrpKz2hlIV09R4Mn2qsCgCTQBFu4d2QPaPCD68oxZDIZqRpEJg4rMumEW/vL6KpBTJo5VlbHyeVyCJkhYRAwkWaCzmsINAEQ9o1eDwI0ZBkw0Sdzh2cBgBjhlkol2Tt9Jgii6HVvNproeb1ApR3uUzKZRCgUQrPRRKc7lIdQ8lav1xGLxWS/tTEtjXodx5F1cRxHnk1WmaFPDc8+500pUSqVEukLJTSUP+mqVmRdEdDs9XoCaGoz2FQqJQwsAobJZBIARAbE6jhsY2ZmBjdu3EChUJC9J+hH1heBJ+4HGTeUaJH9YxgGpqamkE6n5ezUarWA/MYwDGG0sP1qtRoAhs9OnJyfyVZ97JD/bfmzcRkktY0VPPSKN6K/Vy3QLjGen8nxAya7JcmRSGTXvz7ob2IlFVDieaf0fBuYjgO21Ueta6DeA/r98RbLDvdhL8wi73oIFRs7XtuPxtHNLWzV/fHEZj++nUa1Vht8Y5d9tGDCSUTRMg10xzn/xwKaXMRn3/F+fKc7j1f/9l/gRzRo8cwT+MivfArV8JvxE5/9IO4as8UT8zPZoZ/9dc+7/hv+/NH345kuELrrl/FzH/lHGEKYT+LP3/oYnsGb8ZOf+9DYa3SwcU1iEpM47Jj4mRxBEyMXDYGTM/jJx4ov7XY7UIaVrBC+bSYIQJYJAJGOaMNQghmUAvBNua6ww+RZ30/AI5PJ4GUve5mwEVZXV0USQnCGDAUmgkxsNZijfUvIkiEAoFkbWmbB9phMdzodRCNRxOID6jnHKKanfQ9+d1gRhZ4UlNxQfsMxsx+9lkzsaLabSCSkNC8TbZbNpbcMk0eyJbjWBFiYdBMY0ual3AeWauU+6jfyOhFmH7yPbdu2jUQigWq1GmArcV/JtOCZIMuByTA9SXhGuB6DNoZMDpqDTk1NYWlpCfPz8wI0EbDj3nB/yNpgFRpdNpfnm2Pj17yOIAwBGwDC9CEIQRCG4F+tNqjswP2v1+tSzYXt8LmgiSolQwQKeEZoUstS0PF4XAABskLo6UJQg22xNPLc3JywVXQ1G0pfCB7RFJbsonq9LnvMufBs6HY4D7ahgReOcWFhAeVyGc1mE9VqFY1GQ+ZIphafDQ2ijlb74WeU4zhIpVIip+Nz5rquAHYE8IrFovgVUQ6oZWunO05emjMaXvvWUs7bDccwgN4W1291s2Uawfkdwi/w8f1MDin2AJocRtxc2fQ3SZ12f5PhjBNhIBHeNAL3ffR9wOy1EW4OK+J4UR+9VB8GfITN4VWZsj8AACAASURBVL293AL6sSQi6y/A6N7qU+TZaXRmzgOhkfdXJ/C3WN2KwS0V0NyUdMLf/kAnHQdYHbPhiZ/JIXV+uH4m3vO/j7/6y7fgPY9uAdodWi+TmMQkjjMmoMkR3L7FhYPf2Gf0k4/JOg08tekqPQSYkBOEINuDkgomWwAk4WGCxeSdgAkwSHKLxSKazaa0xe+bpomFhQUpNXvlyhVsbGygUCjAMAzMzc0hFouh2+0iHo8HSuNqc1YyAMjSYCUdsij4NQ1KmdxqdoxhGDBMQxJnrgeD8huCHbrKzGgiTxBF+21wzrVaTZJxSj10wqrNdjVThAm+GN1utsc1ofSCwA73kF/razUjhOCArrxChgIAuG5dmB48H+wLwC17rk09Cd5QdkLmBeUlmo1i2zbS6TTS6TTm5+extLQE27ZlDbkWBPg0e4MSKAI2BNa0aSsBAo6H13AOPAsaACGwwXvIjuK5omSJz5De/36/j2QyienpaQFheD+fG4J63G/tFcRzRUmU4zjodQcMqEwmIzKjvteXksS60g4lZGTblEolMe3VJcPJvCH7SoNjZJvxfHJt6L3DMdOnxfM8fOtb3xKzaa4RnxP9GROLxZDNZoWxxUpS3W4XpVIJnudhZmYGd999NxzHwerqqpxh7pv2DyJQx2f39MfpA00MABHLDOSAu2EcNF3erY9ee3xfj3Hi2H8FjwH2jEqZDho3bt5EKH7aS2tvvxMhY/DPMn1EzKEHVs/0YZhbcydYtSdU3YDZqsHoddCPJeHZaSl9PGb3Rxqm7QAVoFgsYnFht6pSPnzlZbZtnGY/E/dZXPp3v42/+fIlFEtAdOkBvPRnfg1vfP25zT+Ka7j+uSfwpT+7iBvXXMCex+xD78b//Nh7sMgjvHoRn3/iCTzzTAG93H248DPvxu4OSZvt/ukW7SYB4En8+aP/DN/B6/APfufHsfaRJ3DpmQJ6zn24/30fwFsfOTdopnMZl373A7h48btoRfJYfNMv44EANrfDwth52J0CrnzsCXz74Sdw/3Y4pvssLn3sCXz5yc01Wn4AF3721/DGR87LGq395YfxX//0Iq5fLQD2OSw+8vN44z9+G2aTWzW4ge/+65/HZy4WkPuxD+O9//ShMdZrEpOYxKHERJqzt9t3uMg6q6AJMEy0AQiTQ0ADZUDK5I9JKf07aATKZJkJCkGLeHxQapXXM2nifUzi6VXBKjDhcBizs7PIZDKo1+soFovodDpIp9OBEqp82w8MfUuazSbcmgsfQ2kQDUF1cs25kZXB0Imglv1o6QkTR13ph7IcHUzyCW4wOdalgXVpV4JYjuOIDwbBjFqtJqwdLZ9iEq7ZFhwr2TMAhIHBJDoSiQS8N1i1RZsFa08NtlcobKDX60oVG4ICei8JSGnAgutObw7OhfvD82EYBtLpNJaXlzE1NYVUKoVcLodkMikSKo6fYA/nx2Se7Jx6vS7ARjweF2kJ102Xtub8NGhimqYY1XKtKFOqVCpyDjWbx7YHf8xTrkaJD5+tarWKbDY7lBJ1BiWgaYBLZoU2x02lUrAsC41GQwyMaT7b6/WQTCYFhGi1WwKIMpLJJPL5PHzfR7FYxNraGiqViuwZzxTXZJQRReCM1/m+L3Ih/TlBM1eCmplMBslkEs1mU0x/uU4EhOh7k0wmkcvlkc1mA6bKq6ur8DwP2WwW4XAYi4uL8H0f5XIZjUZDfFAIptKXSDO9Tj9wcjr8TEbDChlwEgn0+dm3S1O+P0iMx1HHxBPxQ/mjIABO7AhmHKKRyiHuS7dWwtT07K0/2GK4tUoZkZnlw+v80GP/C7PbnV5qCl5q6qi6P3CErAgaHlCqlLG4QBbC1uctlUqh120hGTZQbG9zJk8zaIIb+Pq/+kV84RIw88bH8baHgCt/9mH83b/5RbTt/4R3PJSE+6UP4I9/70toz74er3/8zQg9+Xv4/7702/jjzgLe9xuPIIZn8ZXffD++/jxgP/hO/L3XL2Dtc7+HS7swcdyLH8Aff3ibdj/wCGKIwooAqH8Xf/3Bj+OON/88fnj5L/DXn/smLv3Wh7Dw4EfxylwbVz7yGD73xZvA7Ovw2h97BNFnPoGLT9Z27lzW63V47c9exsU/uIi/+tiTuOtXH94CwLiBr33gn+Dz3wBm3vQ43v4a4MqffBhf/+Avom1/Bu94TRLFP/llfOIj34Q3+zo89L6Hgac/ia997gP4j1fb+IUnfgKZQHttXP+3j+HPLt5E+pHfwk9PQJNJTOL4YgKa7O32XeWqZzj45p5+CAAkCeabYIauuMEki8wNAjCjEgjN0GAQICC9n4wQAhE02WQSxKRKzF43k9i1tTWUy+VbKpnopJMeLExAyYbRIAirqRAcoleE9thgO/TO0OwWJnmcO+dClgdBBHqhaFkRf0bvCCagtm1jfn4etm2j3++jXC7j5s0VkVUxgSerQ/uIaLNRzo9jpXEnQSm35qJYKopRKDD0i+H6sW2ujfZGiUajgbmTtUAQR7NjKJ1isu04jpwh+lsQQFpcXMR9992HxcVFSb77/T42NjZkbXXpae4Bx9/v90WuQkCPUg6yppi8a1kOzwRDs6HIziHjiSbCo2WdKWfT506X+SZLi14xCTuBRrMhsizKYMhgMg1TWDX6WaFRL/sgw4mgVCaTkf+Px+Not9sol8sol8uoVqvodrtShpmSLAIQlFFpthb3kpI+eg1p02d6xBBMm56exvz8PKrVqoAm+rOFABCByW63I1KxWq0mAA+ZWWS11Ot1hEIhAVILhYIASgQGycAhk+10xq2Zy2kBTQAA3c6gQhLGgx18+JhbXMI3v/c88kvnt+3HNIDQIezJ+P4vxy/PGTe8Rg3p3Mjr5S36oL/JuDKd46+pc3SgydE3cDjh20mUykUMVn/7QVlWGJZpodtqAMZI+nssfiY79XMTX/2Vh/DVne597lP4yiUXmHk33vzYo5gBcN/SDVz95U/ge5++CPehtwEzb8aPPP4Ionc9gvvuTgIv/S6+/uVPoPidJ7GGR3DHc3+Jrz0PIPx6/Mi//HVccAC8Lo9Pv/c38cJOfc/u0q5cWEP+Xf8Rj755CsDLUf+7n8ZXrl3Cle+08cqHvopLF28CyOOBx38Lj7wiCvzYq4Ff+gl86flx1quD/KO/jtd88T34yhefwF8/+mq8cdTI9rlP4ivfcIHZd+Mt/9vbMAvgvuWbuPJLH8d3/+gi6q+Zx1N/9E14yOOB9z+BN70iCjz6auR/9+O40rmJggsFnLRR+MvHcfGPvgvrwV/Du371DTjtvLNJTOK2idsFNDkhP5Ot4kwDJ0xCmbQzkdTJPWUNlG5oFgWAQMURJtNMjuiVkUgkxCeBTBQm0WSyUDbBxJtvjplgkWXh+z5mZmYwNzcH13VRKpVEIqG9IJgMUk7DqiK8hklxNBKV8ql8U82klQkvk1KCKboiyWh5ZrJQaOzJt+1k04j5LgxZb64hGSOZdAZLS0uYnZ1FPB5HvV7H888/j0uXLuHKlSuBpJZJIeem5UI092Winc/ncdddd+HcuXPIZrNYW1tDz+thdXVVzElHPUB0ksv95nWU2uiKM2S2EFDhmuhSyvrsaHlXOBzG9PQ07rnnHiwuLopshF4gjuNIUk82B+dWq9VEaqKZRYZhCCODhrtcF71nPJPAEDABEPge11UDJkzOAQjIxeo5uox3rVZDs9mUudK7hutAIKhUKgXkJ30MWEME4sgMI6uE7BqCaTMzM6hWq1J5xrZtYapUq1V5BrPZLDKZjFS+ajQaIqnRgJw2Co7FYrKP2seGzwBBFHoJzc/Po16vo1wuCxBHppP+HCDrp16vY2NjA67rolAoDJ7B8GCNaBjteR5isTgSCRvdbgdra2uoVqvyeWOFrMBZJZPq9MXpMoHdKprFVWSWXw5vTANX3wcc2w7+4tyiH3djFbMLA+bQfud67H4mYza3V16L32khl7tz1z5WV+lvctoq6JwwanFKQBMA6CdSqFdW0Ov2YO3kq2QAdjKJjUYDsGOB7297w04/3mvs2FAE9tI52NpvuFNA4VoBfA3WunYZdQBY+xT+8B2fCt5+7RIqeBsW81EU/vgTeOYjH8JnO4BHj5pOBz0Avas3Bm0sP4AZogC5+zAzC7xwbfvRObkoCp/evt1hzGP2AhlKC8jPAbgGtDoA3Jso1AHgHO5Y3qzshXNYvJAHni/c2unoenUAOC/BD/+zR/HMr/4lvvY7n8Qrf/clQGTzZwBaVy/DBYDVT+E/PDqyRlcvobJSw2pJjcEAEH0JXvWrH8KrRvsvfQH/5Xc68BDBHW94GPnT6AU9iUncbjHxM9n77WNeeBr/Ih87mPjTYJJJP0EUAMJIIe2db80pfdFvo0erv5C5QBBCgzT8R0p+JpOBbduSQLGaCL0VmLBaloVsNovFxUVUq1VJ7CgB4rx0QmzbNlzXxcbGhiR1wDBBZgIPDOUtlCroudCbg4ke35RzLTTgwjERPGKizfVg8ks2hud5gA+4rovVtVWkM2mkUinMzs5iZmYGvu9jdXUVpVJJWDWcgy5bq813e70earWaMDxisRhmZmawvLwsjIeNjQ2Zc7/fh9fzxNtFl0Lm2gBDphL3T1dVormwLmurS8LShFeDA7oCUi6Xw/LyspTY5BzYH+fJsRDY0XPn/tBglcwEDYZpcIAAG9dTS3V45vl8EABIp9OIx+Oo1WqyfwQgCOaQ1ULvDcuykE6nAQBra2vCrCI7iGV0CX5R5kYWjZbg6ApSo/4oXH+CcdVqFa7rBgALzdohW4ntcO6RSCRgsppKpWDbtgBXoVBI+iJwyb0gwLOwsADXddHr9VAoFATwAiBSNbKhKI9j2zS/JehDLxyyXTqdtrC1IpEIXNeVz5xarSblmlmx6vTE6fMz2SqcREIu3Q0Q4HWWaSBkGjv20a6Vkb337n3/Lh8PZNrfYnZKTXTrXfhtD/2uBx9AKBICwiZCdgShZASmdStbZr9b16lXh+WEd2jk2o2bCCUcmFb4lnXTFaaONyagiQ7TTsMv3UChVMLszPT2F/rAVDqDarEEyzTQ6+8EIB63CWweL/2VT25dVWf00plH8fZ//uNIqW9ZkTzyxmV85Tffj795PoKZH/0g3vnWc7BWP4k/+d//BMUDTWCk3UfPwVq5td3BNKMY/1N/c2G2eox2kjK+4jG8/uGL+OyTH8fnv/AY0ltdNPso3v7rP4G0asqK5JHHRbmkt+u+RJB/5GHgv1/ElX/7QXzj4d/Dg6fdH3oSkzjLcQKgyfGzRMeLwwZNgDMOnDDx51vm0bfrACSxJECiy80yaaE5ab/fh+u66Pf7ApKQYcHKM+FwGJ1OB67rbr49jgmLgewASgKY/OoknIkxAREmf/Q0YLTbbbRbbWlTgz8aFNBzIpDB/jToQcYN38prAGjU26TRaAwYF90eur0uwlYY8cTA04LjYPljJsyUCnW7XVy9ejUgv0mn03BdF+FwGOn0gMCpq4lwXQh8SdWhnndLqVnNomEZW82c0fIrJsZazsL10zIIrgGlPNr8U1dQ4TkBIKalBHjI0pmdnRVvE7JlyNYZBTfos0P2hmEYcF1XZCG5XE7MZzU4QTNUttVqtVCtVm9hq2iDYa6r9nthWVy253meSERc10WlUhG2C0sEx+PxgPEr14RARSwWg2mY8PreLeeV4AjZPFxfgn5cE1al4tngmDkO0zSF2cIqTgROCPQAA4mRrt6jJU/ValVkdHpPKc8juJVOp3HvvfcKuELgSbOjeM60oTL/ka3FPXFdV/xqdIUoypL4nFarVXQ7XfT9/ikr13o2QBMDQCQ0vpyGvzMNw0C/u7Pxa21jFanXPATP39ufCke5RO2NBtprdfhk1/A/BtDrbcrYyi3ANBDJJxCdHRqT7hs0qQzSvVxu9yyosL6GyNStFTysZAalUmmfIzhIHGA3DHPnr4+4+6OKSCSCaCKBUqGA2ZkZbPuXpAHEIhGE/f4AONn2OTgNfia3RmzpHGx8GdV6B6HlBwZmr+5lXHm+BiufhNV5EleuAsA5XHjrI5hdBlpXCwOGyWZYswuwAVSvXsKaC+QdAMVv4sZOHiedZ4ftPrp1u2NN05lH3gZu1C/jytUOHshFAbyA688ptslYDU3h/vc9hq8/9SFc+djHA8BJbPkcHHwZFbcDa/kBLDkA3Bfw4nMurGwSVu6cjOHG1TZelYsCeBZP/doH8W13Aa/8Fx/Cg2ws+xb8L//iceD/fg/+/Z9+GRd/57/hrt/cg1zntGZkk5jEaYzbRZpzCHFY0pzRONPACRkQTMIYWpIwmhiPlsalFGHU34LldCnF0KWMNUuDsh4mSNlsFqlUSkqlMoFi4sjxOo4TKHuqgQMGmQfNZlOkIBynHjOvZRumaaLb6QoYwzfhWp7DJJWAEqUruqKOGTIRDUUDIIiu0qMlMdrQtdVqYXV1Fb4/AGGy2aywGrLZDEIh85Y1J9DEvsmI6Xt9SWZZjpZv4ovFIlzXFR8MngGOTbejJVhsj2AFATeug+d54j9jGiZ8DJkoTJRpHMz9TSQSyOVyyOfzkvxSdqVNX8m+IHOH9/NMEZzQ5XcJEqTT6YCUiCwimo06toN0Jh0ApFrNgZSM4BbPAMsOUwpGwIV7rOVdsVhMWDOUrHFNWVqYZ6DX6yEejyMeict+cg80KKHZIQSV9Pyj0SgqlYpUKSKAQ1PZrUpzE4Qku4fSHAABWR1ZXvzcoHeOYRhoNBoB/6JUKoVIJIJKpYJCoYBeryfPLGVyBO0IPmkzXu4vDWq5rjw7mq1EjxV51kImwqHwzpVejjVOpwnsVpeZBtDvdjAutkFGimnsDrhMzx2whGfAEfbg0bhWRafU3L4fFX7fR3u9jn7XQ2wxdSDL2X6nhXA4siuwVywOAJbTI9M5mJ+Jl5qC16ohVK/ASyQHJYWPp/tDCfrNjEY0ZCIUd1AcA8iKxxPo1Kvwt8XMTidoAgDG3e/Gax/4DL5w6Qv4wr+ZR/31Cyj+19/H09+oYeEffRI/+64F5HPAC6uX8cyn/wLpB7+Lr/3RZdg20K5fwjNfvIT8mx7FhaVP4W+ufQl/9a+egPv6PNa++BmssZOtig5FVLt/dGu73/nCJUy9eYwJRF6NBx7O49IXC7j0xOOwf/IRRL/xGTy9qrQ248bcT+AtP/sZ/MEffBcVAOCfn3e/B6998DP4/De+gM9/cAH1R+ZR+MLmGv3CJ/Hen3oYr/mp+/Dtj30Xl/6Px2G/8xHg7z6Fp56+DLz0LVicA/B93VEUiz/3OB548jFcevJDuPjUQ3j0NVuW3pnEJCax35iAJhJHBZoAwGl1HRwrCIQw2WCyyoRtq3K9TJRisZi8iebbaLZJvxLKKAgG1Go1VCoVkZYAkASYY2BS5ziOyC+0PIasgenpabz85S/Hq171Kpw/fx7xeFxMTJvNZmAu/JpzYPJNcIDSESaopmkiZA1kEax+QpCDiTy/p9+c6+o6NKlMp9MBloP2hOEfzBr44ZwrlQquXbuKb33rW/j2t5/B2toaYrHYgJGRnxJjUFYWIouFYAkTXCb9MzMzSKVSaDQaeP755/H9738fly9fFqkO2Q30l6F5q3iybP6Ma0XAiH4fU1NTyGQyAmIQYAMGgECz2USpVILrurKXrVZLpCCRSASZTAaZTEYAPQI89OwolUoiFWu1WlINSIMn0WhUJC7ci0QigUwmEyh1S/kJmS8ErrQ5LACErJCARvTUcV1XzjDPF0sVM8nPZrOYnp4WJgX3ndey2o9mYBBYIUNGt1upVFCv1wNmp1tVcdLPqC7Fy7PJNuhvwgpXDL2WBEArlYqAHTR+zWQymJ6elmpYZPpwDhp8AgZv1eldIywm0xAgiXtCAIhnLWSGhKlGuV8qlZLzzP2ip8yo5xCBztMUNFuVL46jwz1eFjZN2Ik4+r4/9hB9YPPzOYFuu7XtdaXVG8Mb9jiuw16v9kYD3dIWY92ln265hc5qfeeLdgmv0xzKdHYI+puEEuO9Yz7aI7W/1gNnPmShM38vmvc8hM7CS4DQmO+fAo2cvnDCIfhGGN1uB7sd7lw+B/iA7W/FzjrFoAkAYAGv/Jf/Dm9+46sR/c6n8IXffgKXVufx0l/8KP7hu84BeAB/7/H34vxsBGtf/BD+6k8LuPD4R/H2n3k17PCLeOYPP4NV9yX44d/4Dbz8pXm0vvEZ/PdPfxnWj/4aXns3ALTR21I2s0W77/8o3v6zg3a//Yefwao7ziyiuON9T+BHXncfosUv46k/+BSuZP8J3vKmAaDbq+8NPMm/89fxylsKYy3gVR/4ON7yplcj+swn8fnfGqzRhff9Pt717vOAAcz+1O/jp3/pUSzgEp76fz6Ep54BFt/6Abz3Q+9BfquOnIfxyD9+BFEUcOl3PowXT0qhN4lJ3I5xu4Am/sEbPkrQBDjjjBOd5FOiQZq+BkM0Y0IbQmoZjb6G9yeTyUCySm+UUdo/AQMmbfSiYPUdyg/4Vp/tx2IxLC8vi/8BS9DyjTn9E+r1urBBgGHlFSb2ozIXAMIG0G/8tScJQRy+kSdQEI1GJSlmcs4kkMAGE1+CK1xTyjAIxhBsKJfLOHfuHBYXFzE7OzuQnzTquHr1KirlCkLW0K/DsiyYoQHLwzAMZLNZLC0tYWlpCbFYDDdv3kSxWLwlgQcQAKi4Ll7PgxEOynS4RtzPZDIprBwCEMlkUkoIE1gioEJ/DfYTj8eRz+cxNTUFx3FkzZhUa5CGIBN9NtrttpSkpRyHY+O+E7ziNa7ryh6z5G46nRY5lZYj2baNWCwWqF5DVghZRhwr2Uk8O1paRrCAUi/NEiILhok/AUtgyESixIsgAn/Gc8hnj2tNUKjRaMiYuX6GYSCTychnAJ9FskXYdqVSERCGIIjneSKTA4BqtSpyKS2hASDPYSgUwtTUVOCZIgONbLB4PA7HcWQttc8SZWc0yaXhbLlcluedZ4ZzoWeQNoI+DXEaTWC3uqzjVuDkxySDb95s+INzc/6e+/CVp57G3D2jpSYGsZcqR+MNf/+8j/ZGY1/3GQA65WZAsrPXBnrVIubP715emOCK3+vtcuVRHqmDsUxOsPsjCzMaD3zd9/rwmjXk0nS02KHUsA9EIzF0ej3ADKsfnNR6PYK3f/ZpvH2rH114HO/7z48Hm3Reglc+/lG8cpt+Yg8+hp/8xGMj7XwUv/xjuo234a3/19vw1sAwnsZrRxtTfcRe8Rh+8t8/FvzRhY/iMdXufX/ydLBNJPHAv34aD+jGnAfwmg98Cq8J9PMG/PN/uvV8BvEGvONzX8U7Rr8deQBv/A9fxRtHh+y8BK/61d8Pmr0G1iuJxXf+Jt77zm26u+cx/OIXg2vovOEJ/MobdhrjZpyeX3mTmMQZjjMImhzH7Qfs50wDJwAC5p4EUvj2Vr/ZJrDCt9OUfADByjoEQ+gLwURW0+6ZcNPIUieAuk++5W+1WiKHYHLebrfF8DKdTmNqagqNRkMYKwQRgIHchWyEUXkJQRzKA1qtlniz6Mow2suFCdpoZRaOjUwUXX5Xm3+yLxqM6sS1UqkIWMTqO2RYsBoKAFy7dm0w9vCwWkw4HIbX89DuDAAFvpm/7777YNs2bt68iRdffBGVSiVgKKglFwQoKNvQnh88BwSQWq0WvN7AZ4QyHGDAoOG6sh/6zLBdYAAGJJNJzM7O4u6778b58+eRTqcDprMEW7LZbADUIZjmOI5IcgieOY4jlZTIyuG51ueCLAcCP9p0lkAUz0k8Hkc2m5X+yaAi84pVZmgEy/NASQvHShkS95SSIq5HJBJByAwhnojLeaQpLME7nicNMoyypriGBEYpa9F+PmyHzyDPEeVW3W4XyWQS6XRagE8CZCxpzHu0Zwv9b2gsHYvF5DwQDCuXy7h8+TIAyB6apimVf6KRqEhsms0mmq2mfLasra3J+tNTaZRZwzNG0PY0xGn2MxmNbr2CzD3LY1fUYUN9ADHLRCwe3/ayVGZ3M9QtB7nlUA62mH63v/tF2/S213sDjfhAr+EKALlT0AOlVyuNXY74cGMCmmwVodjwjMetwe/FZr2G/NLi9jepuSSTDtYadcCJ42RBk302d8LA7967P9TG9t7UcazXBDCZxCQOIQ75QToOE9hTzjLRcaaBEybylERYliVvfcmqoE+DNoANhUIi42ACpxMjJmza2JHXlUol6SeRSMibeCbFBGxGvSt0Isj2CErk83m0Wi2Uy2UUi0V5q88EkAmlLv/KRDoejwujQL+510mnNjWlgaplWSIB0owdXb6XLAHtCyEShE1gKZvNIplMwjRMFIoFGRuBFybv9IZYWVlBtVpFtVoVbwkmiaY5YJpQLpVIJGQ/V1ZWcOXKFRQKhUDyzDlpA14AMgdtyKolSlxTbfRJiQ+BH3qZcA8ppaJ8hrKLfD6PfD4fkI/o6ke68hMNWQkQ0JyU/hscazKZhOM4KJVKwkhKJBJIJBICDHKOlFLpMs9sR68tJTv02eD8CCISJCEIo88ogyWEG40G4vE4UqkUYrGYMGvIqOn7fTmL9BTSZ5HPgZYZUfZD2R19QXiWI5EIHMeR+4vFooAjwJDFxT1rNBqBM0AWD72NHMeR55jnQwMWZF2RJUOpWbvdxsrKikh8CNhRNqTHTiCG60mAl9WMeC+BG541+p3weTo1cQZAE2CzrPB+wgdCpgHL3H4AndYWfiJbjMnXX+x45f7DjFnot3ZncrC3QKXlcGi7S7dvYDP6vS76va48jztFJBJBJpuFWy0hvkNOfjQxAU3GiYhpot9tAr4PJ7WN90TgAPlIO0kUNzYQNs1BZZ3DiOMATU7BZ9ihgSa3E8g0AU0mMYlDiDPGMjmEho8TNAH2C5ycoj8GLMsKGDRSRsEkjkkwWRe6lC+ZBzSR5Ftr7ScCQJIatkMwQLNP2DelCrp6TiaTkbf3GlCh9IX3VatVa8MvqAAAIABJREFU1Go1SebZN994A0NPFW2ISTYAAZiNjQ20W21JwAIeFF4fPoKllClRME1zkDhs9sXxARCJAtkYTAyZSNdqNZRKJTQaDbTbbUkUGeVyGd///vdRLBbFK4YVgxKJhIBfTDpjsRjm5uaQTqdRqVRw5coVrK+vB6RR+gxwvXWVHs04IcOGcg++xWcVFl2Wl8k7PXS074w+L9FoDMlkEplMRhgbxWJRKiwR9OFeMgHWZW9DoRBc14XruuKtAwzKOmsAhEwESmMojwEgkqh+vy9ggC5XTFmQZgNRChOJRKRMLqVaZN+Ew2Exu6VXCc8r50Mwj2anhUIB6+vriMfjSCaTcrb1GebZ1R4i9LYh48X3fTiOI54ptm0jnU6L91ClUkGpVBLGiPbIIfDDtabRL88XwUYCGQTvKJ1icD00+EFG0IULFxCNRvHMM8+IdAwYSt54rshiSaVS8vlC0IksHO1nRGYNz7hmDZ14nGJpzmjErF1AgW0YID4Gxl/GliYFg9u67Z2r7gQu3t8Px47orI3mi5V9DSWa355Vs1sDvfrAm2pubm6s2/O5HCovXhm/v0OJowFN/t//8nm85N57cPfddwMAvvK3f4tk0sHLLtx/GF2fSERMA/1GAzAM5LIjrKBt0AcnkYDZ6yJmmXA73sEHMQFN9nbHcbBMDrmfbWObpGaCpUxiEnuJCWhyFH2MNrZ34MQ4PX8TMCFiGdZ+vy9Jq6bdk31CSQvZGQRLCKAQgCD4AUDAFsoOmGzpN+MARLajS642Gg1hJugEkfcSePE8D7Zt49577xX5juu6kmCmUqkAGEPJBsdPA9VUKoVms4lqtQoXLkLm0NNEe7+gD/jwEYvGACMIlHiGdwtzRQNGlMRQujKQFvVQqZQFFCHzQZei9X0f6+vrATNPLS8he4MlolOpFNLptLydZ5vcBwIiZL5opg8BBi2z4twFEPMh5WC1yS2BDlZKItDAai8c38A4N4VsNovZ2VnMzMzIvvPn9PKgqSk9OLrdrrBEuN/0FiEjhGBLOBwWPw+eIQJTTOSBIJMonR4UFtTSK/pr0ESXfVBKMz09jW63i3q9Lu2wLbKPRo11NVuk3Wqj2+uKVIUAC31PyJDhWAlqcU6GYSAcCcNvDMFLskGKxSJs28bU1JQAda7rIpFI4IUXXkCpVBJglDIa27Zh2zaazaYY+JLFQeCHLB9WuyHwNno2+dzzuXMcB+fOnRMD6G9/+9uDShU+EIlGRM7Ecx6LxQbgW6OJdqctgBnXmOtAFpw2J9Yln2/7OCTQxDSAXqeFba1hxujnwgOvwN8+/dVbfE4Gx8M/HX/QG0AkHUUvH0ensL3XyVYYUTgTQ2RqzGpNW6xXt1ZCOjN+lZzZ2Vk899xz8FpNmJsSkS39cg5lYY+WZbKxtgoXITz1P74Gr9eFEbPxknN3HEb3JxKmAdiREFpr1YGUVh+YHaxO4vE4vE4Lh0I2uV1Ak0NX05wgaHJc53iX8/OdqTdhJXn/zhcdsI8zFWcIZPK3+L9tLjiugZzq2HWYO1xwM/GSIxvIafQzGbuJQwZNgL0yTk4RaAIgQMHXhpR8W07ZAhNYvnmnLwITJTJBCAg4jhNImgmq0M9DJzJMHjVYQ9NUVh2p1WriA0HggyWBWakEGCRrS0tLqNcHxqm1Wk0ACya9fMPON/gcF+dq2zaSyaR4JzBZ930fkXBEEjXtqaCNPL2eNyiDuslAIehCeRPHTikTzS0p0dDtcl30fKvVqqybNh8FBglmMpmEbdvI5XJot9tYX19HsVgMlN/VMhLdhzbQ5Xw0oMD9oemveHJsSkmY7JK9pBkm2viTAEI0GsXU1BSy2azIqrhOrHbDPSfg0G63BeSipIfgEv0z6ENC9gfnQgBKS0QIuFBuU61WpSoOAUEt8eKajZoVc53oR5JMJuUa+oXwOaBUTYNODb+BRrMhgBAZLdFIVJ4RPQf+l8GvyVgiuKIlXywJTVYJAQkCFFxfPvN85tiOZnPw84HACD8/+FlBUI2gC+VJPB+j5a3JyOJ68fnTprpe3xMgltdoNo4GVwFI2z8QwMkhgSbAoKJOIh7f1+9LAwOfk3g4hNAWcp1eu4WZhf3qTXbIQvfT1GYkFpIIOWG0brjwu952lw2+DocQm3cQTkW3B5ZGG9jiOq/dRD45pvkugj4nUeWtYVgWYED8h4CDwlLHI82Jnhsmct1qET7rz56mP5DGjL4P9D0ffqeB9MzM8Ae7zCWdSgE+4LsVIDr+WQjE7SQ1mfiZ7D3GyKefzf/IkfSxn8/iHe84juR8G5bkUfdxsGZOEDQ5jvU6pEYPApqcOabJGTGB3a6x8YATI/CfUxOUGgCQZIsJsn6bziSICRSTFwIp2gi2VqsJaEDQQpc3ZXLJpIZv4wmoMDFj8kpQhuAEx8qEnWPjz6enp8UklvIQSjsYTO50gsnKLo7joNPpSMUO/cba2EwEyCThnJnIEhBh8k+GRiwWg23b4gXBMrr0+yBwBQzlPdoYlcAOgSLuj5bFEKBJp9MiySBbgN4qjFG5FEEOtkkJEoOypHa7HQBBdLUcAjhMgrkuZAUQ0ODXoVAImUwGy8vLmJqakv5YVppz1Ym5Xmf6bZDNEI1GZTwcA/11tOcHfXW0JI0GotVqVcpl93o95PN5OZ9kwzApp4SLgAGlJZTEJBIJ2VOe03gsDjNkCljDs8T2NFBEIEbLtbgX2suFjC9dZpnPESVSkUhE/Iz4PPJZp++JBvi0JEuDfnyGtaksGUw8ywREKEfTFXZu3rwJ0zQxOzsrQE8qlcK5c+fQ6XSwsrKCcrmMUqk0SATDkUBflEDR9Hf0OdHePbr0Nz/jbts4RNAEAPxeG1YoCMyNjVkYgO8Dlmls6ZPibqxi1knoywd97trP0WY7kVQUkVQUXruHXr2LftMLjMuMmgjZYZjRPZTO3Sk6LeQWdq+ow8jlcghHIujVq4hOL8j3LTuFbnkDxWJxbNnP9nE8oEk8lb7le75/oO6PNVgemuFELAAees0msrndjY/1j1KpNEJmHzu7/ozR0CHEBDQ5pF5O2M/kiHKdA/Vy4oDJNv2cbtDkuDZ5/D5OIwgwVhOHCP6N28dEmrN9Y7v/FXVKQRNgKMHQ5q5MdAhu6Dfro292CZ5YliWyFybrTPSZJDMx4xt3JjwAhL3ApDgajSKZTEpC1mw2JSkiqFGrDTTilBiwWo1t21hYWBAGx/r6uiSUfa8PGBA/DSbmBFkMw8C5c+fEf4QGrEzYmJTSN4IgiWa0kEWgy8ayGk4mk5Fkv9EYUMN1NR724fd9sJww15kyGzJCNBtEe15QRlIul2XdmAgTJNAlngmwUGLCfRllVPC+cDiMdDoD0zSwurqKUqkk+8b5AAiUsGXyzTNG0GRhYQG5XE58UChj4r4S8NAgDqVELGfLii7a1JXsJ8/z5Jwkk0nkcjlMTU0JY6Xf72NjYwMbGxuByiu61LFmX9EIVktmeIY8zxPWTjweF4CB+8tzwXPM+9i+9g8iwMG5cF8ZGvAiiLa+vo5CoSDMIj6HkUgE+Xwe09PTsrYcuz4zBHMSiUTA64YAhWaIECSjSS+ZTxrEoLyKTKl6vS5zAwZASr1eRyQSweLiopzpQqGAer0+eJ5iQ3CJ7Bc+N1bIghUefrbQP0beuqvnQ8/7too9/FLZy+8fd30FD7zqQfS8/t5v9oe3pB0b5WoZiVRmOA5KdfxtpCZbxvH99gxFLYSilsyDv/IFrBynkTGG264Ukc0+uKex5bJZbFRLO/ezb1LO8YAmAGCYtzLAzggTXCKiznTMNNDvDH5/JJOpHfcgeOYHPieVZhMIp/Y2gNtFmrNLP6fRz2TH5m4nP5MJaHLgPvbfzOmT5pzG9ToYCDABTY6ij3Ea2xk4OcWgCYBAeVcmdExGdUliJkua8s6EJJfLyRteekcwSdfVcuhhopkjBCDIiKBsJpFIwLZttNttVKtVSTQBSGJGYISMC1L6Y7EYZmZmEI1GZewrKytgBRUm9lq20mw20W61cfXqVUlkmRTCR4B1wIRMsygIGrH8qi57zAST5p/aM0bLWTgm/oHOcWifESbFTNh1WWcyHRzHEZ8KsgCYAGtDXfZPtg73RZvBEowgqMM9Nc2BKW2j0UC9XhcWDCUVBFI4fxqKcr7xeBxzc3OYmpqC7/uBCilM0gkK6POimQwAhPVDKZM2T+VZ63Q6yGQyWFpawszMDGzbDjChuLa6cgvb7Ha6twBUo2wdMpK0GenoP/ZDkE3LobR0jXuvDYVH5UC8jv/farWwtraG9fV1YWJRskOz21wuJ2eUZ5Bjp+cJPXC49gQF+TWlTFwfbQTNdrgW9LehYS7/cb9d1wUAAWMAYHl5WRhb9FqhhI3ry73is03AkM8QgVxd9SjAmrid4pBZJjocRzFF9pwVYyA/ALC0vIybf/fNIHACA/FEAuP/dj7kV8S7dHuIYqBto1sfyC0pvxk35ubmsLr6dzsvyTGCJvveGc2iMwb/+v4pqnw1Tqg59H2g33ARjUURT2xvGLzVesVjcaBUBvai1JmAJnu74zhYJofcz7ZxHPn0ISIdJw6anDjItJ9mThdocmZZJjtedMZAkxNfr0Ps0d8JODllfiZbBcvwMokCIEmIfpvPa3R1DJ0oUSZBwEVLaOhBYhiGlDllMs9qLM1mUxLIaDSKTqeDWCyGdDotkoiNjQ3xm2D1GzICNBgBQJK08+fPo1KpoF6vo16vC2NGV9yxbRuZTEb8F0qlwRs9ejOwbe0Hwz4TiYSADwAEQAAgoAr7ajQaIt3o9/tot9rodJX8xArDCgcZFxoM0EAJmQ2a1UPGS7fbRalUQrlcljFqGYZmcmjGDw0+NYhAgEX7RJDxQy+Pubk5WWNKZQgOaC8N9ptIJHDnnXfivvvug+M4aDQaMgcCdJSIEcirVCpot9uIx+OwbRvRaBTNZlPWX4+T+0S/mHw+j4WFBTGf1fIzAnXpdFrWgkBNo9FAs9kU010yQghuaZYPAAF59BlkaMaINkkdTepHmSUEM9k+g/2SabK6ugrP88RfqFarCZgxPT0N27YDrB3NZEqn07BtG+VyGf1+H6lUSuavqwRpWRKBKp5v0xyUhdYSPA0Y2bYtzBg+F8lkEvF4XFhU/Jpj+t73vofr16/fUtVLrwtZUKZhwgpbAZZMv99H2ArD6wcZS7dFHCFoAkDenh/kF1jfB6KWiWZxDVg+L9+vrK9g7hUvG6P86nFlO0fS447hbZZjdhxnT34ks7OzAIBupYhwehvQZU/Iz/GxTIKhaEmbsbG2dqAWjzv40R0yB1KdVrWMqfStEiTG1uvlI5tOwbh6BYlwCI3uGJV1bhfQ5NDVNCcImpwiP5Oj6mM/PU1Ak/00cYKgyQ+ENOeQBrBNU6dxvfxxmzgm0ATYDjg5A6AJgMAbcm36yqRk1EOBiWGn0wl4S2QyGXkLzLfQTGiBYVLJtpi4slqOZl80m03EYjHx9UilUvA8D/V6HRsbGwFmAtkdTLD5Fpz32raN5eVlNJtNXL16NfAWnGPrdDpSXlWDOtock2Mkq4DMEjIC+IabJV25TmRokNXBRD2bzQqgRCYI14QJNdsn6ARAWD9cW53YspoMjU8pq+F9BE64j2T5kAnCeepqLbwPGLJuwuGwlGzm+vAMaUZFr9uDGRqye+iTkU6nMT8/j0wmE5CmcO9M04Rt23IW6vU6XNeVM0dmhGYgaUkY59HtdhGNRjEzM4P5+fmBfKXRRKVagWmamJmZkT13HAf1eh2FQkHkQu12W9ap3W4jGo1ieno6IDPTrActy+HZGjVxHX0uuDYcs75Ps0u0Zwx/RnnK2toaut2u+PNQRqPlQexHe9GQ7RGPx+UM6ypGfBYI9kUiESSTSQE7yTDr9/siqxsFTpPJpBj9svoRwU+ySzhWnvPZ2VlhugGQSlIaJCWrTUucyPLS8iqefZ7T2yKOAQRIJfeW0G/VN6WGvXYr8DOv3ZQrTsrP5Eh62wNg4TVcTGkT0TFDG8QSODFCw/Lre4uTAU1Y7e5M/IG0TfB3NjBgUJkhA36rgdydS1tev/1UDSSdJNDvwW+3AHMHSeHtJDWZ+JnsPQ6QTz/V/89Y9w9SyvzoEs1JjBkn/FweWvgH72evRyhiJPBI72f2efd4Azmt0pyT6WP3D6sgcHLKpTmjQb8AYED5p2kmk33NmCAwoivF8F+lUhEpDiUpAOQNMJkMAMTngV/H43FJ+glOUHbCCiBMWBOJBAqFgiR/lMFo6UE0GhVwp9/vI51OI5/Po1gsCouAiTbn7bqutKGlGXyLzoSTbBwmnGTQaDaJNtekbIBsHVZsYduWZUnCScCG60Ygi+CLNuiljIhJKWUp1WpVQAYdXBOCF5rdQV8bXS2GoAXHRGCEyWitVkOpVBJJC9eEXiUAArIoshKi0ShyuZzsLYEmykCYdBuGgXq9fouEh/tDCQ7/kYWkJVahUAjpdBqzs7OIx+ODvW81BdxbX1/H1NSUAAdM7gkWccytVgvFYhGpVAqpVCqQ1HOvtIRHAxx8fsjg4vnQFZZ4vQZNtIfKaJv8fz6Duux3MpkEMABEM5mMSN4I3lDW02w2kc/nMTU1JeawlNEQEOEYKZejOSuBEwIg2rSY+8E1JROoVCrJ86v9Uwh+6jLlLD/OM//iiy/ixo0bUiGLzyDlagCkHwI92quJoMptEccAmhjGoPLNQRROTCkp2bl1TMeUOI8pzTlwH3uMbrWIuemdZTpbDT0SiSCTzaLeqMn3QomBxoMeQodmwnLodw7Cdd2gVGczzlI+VSwWYW6uOwzAazTgex6czc9fxu5rNQB/Q1YYXqcFxLYBTiagyd7uuJ3Wa4cHY9xnpuZvoIgbhzKcA8dZSY4mcTRxAvsfwV6kwWPExM9k742NgExD4OSMgSbAIKGt1WpiDOn7g3K32lCRb57JiqD8gskIJS6u6yIUCsFxHCQSiQCtngk1E9rRxFCDE1L6dzNBZVLJN+oLCwsolUpYX19HqVRCpVKRxJ0JFEEHgjDz8/MiEdCeIkzANZjC5JRJrU5omRgSeKDfhm3bUiVHAxR8kw8MEjiyJ+jPwqo/TITJMuD9lDMRBNLSDlYeIhDCss3NRhOGOQQ5OE7HcSTx1CatBES4dmQ3MCEnYKZLx5I9o8EWno/R9gGIx83MzAzuvPNO5PN52XtWtyGA1u/3pcww2UE8bzTm9X0/kGBzHtxfzke3GY1Gkc1m0Wq2JJnvdruYmZlBIpFAOp0Ww1L9RpE+G6ZpCkDIc8H/5zknkMj7KpWKzJ3SF54xAkhkhGgvk1HzV81A4XNDNta5c+eEEcM5E/TU1a0IFm1sbIiJMvc7lUrJ2aRETY+Bz329XhdpFVlmlPSNApbRaFRYMXy2OIfREsHaW4ng1Pz8PNLpNJaWlnD58mVcvnwZGxsbqFarg3O3aaCs/Va4dvTX0ay5Mx3HJTUxACu0CdQdtC0MfkFOLZ0LjMvcokRxYACH9Zt8TKbJgXrb54L3O629+ZuogeZzOVRe3OHt8a6TOjnQhI2MPo5m5Gwxwrx+H2Y0IgvS9wYArt7TvayVYzsouGUglrz1h7eLNGeXfk4jaPID4WcyiUlMYvyYgCZ7a2yb9RoAJ2cQNAEQqKzCcqudTkd8Rsg4ILDBpJASEfpXUIpSrVZRLpfhuq68USeAwKSXBrLavJVJpWkOSrqSNaGri9Dwk6wW/eadXhQcI0EFJo30fmDiyuSY4AC9EviWWntV0FeEMibKgPgzLbEhK4Vvv4dVaNJIJpPodrvStzYM1f4YuuIN58G5EaTg2Ch10mWAo7FooLSzlsBw/bVpKZkgPAMEvcLhMGq1mkg42A/XiUAS5w8M3ojmcjmZO+UuoVAIuVwOd911F86fP4+ZmZkA80X7xVSrVfEhSaVSMgfNMDFNE47jyF5Q0jMqCaIpKgA5g8AQzKOUBIBUbwIGFXh4rngvAKkSo4FBglH0x+F8+T36ghAEYpWmdruN69evo9/vC4jC52xUmqODP+e606fIdV2USiVsbGzIOmQyGTHD1abGBCnJDkkkEgK+8XnXhrfsh2cIgLCUuJbRaFSqCfE6/kxXheL5IbhDqQ+/5pkIh8OYmppCLpfD9PQ0pqamcO3aNayvr6NYLArwpQFCnmUyZfhMaYbQmYtjBE0AwO92kMvnD/RLlbn7LZIMA0hmstt3flhxSPIcLsFhA2+9VhPZ7FbrMBJbDNJxHPi97q0/YGw71JMHTBijQwzF4gdiOB136KH2+j7cThvhsPK0GrulwZOSTqbgFa9u/eNDjNMImkz8TLaJCWgyiUmcrjgDfiZjN3HMoMnoFdZZ8TPZKhKJhCQtZEHoRJVyGiaDurKITqIjkYh4VtD/gOwLBpM3AgOaUk9Wi2aeNJvNQAUUjgOAeFeQ7cEyrEzYNTDDRC+bzYrfyY0bNwIlZAnYEIjhODkmPTYmk/1+X/xcWJmn0WjAsqyAlIigii7jygSeLA6+2dd/oOu1paEt2+N60qCTUiG+bdfMGSbYWjaiGUTc63A4jFQqhXw+L/uhZUR8e89k1O/76HQ7YugJDFkwAAR0iUajSKfTWF5exl133SVGq2QKaAmU67ooFouBcRMM0+WBCbLQ96Rer4vnBYETx3EEeAEGyU+5XEa5XEa1WkUqlZKKMsAA9LHtQTWRRDwBM2SK1IogAxlELJPN9W42m6jVamKwqr1CyKDhOSYg6LouKpWKrKfrugLM2bYd2EMgWJZYAypkZ6VSKXS7XRSLRbRaLdi2LckZJWpkghiGIV44NBXmOScQw3NNwKPRaIgsjOeNzwrPOP9LM2auKxklmhmm/WpisZjIjChBIhCSz+cxMzOD5eVlFAoFlEolXLlyBc8++yw2Njbgum7gc4rPmgY8z2w54uMATUZurq2vILf8IHoHMNQNyJhHtDqNannnARw0Dgia+Oq/V579FtxKCfc8+BDCWu51AKpKp1IEcGtFnf02GUoMnpuVlRW84hWvALZs5/SAJoPYaqZnJCU0gGqljPDytHxL+wEZg29gL/NJxuNIhoBqoJHDi9temrO/xvbe1AQ0mcQkfjDjDIAmY99+wqAJAFhnFTQBBv4iTFDo20GjVia2BEnINtEUfia1lJyQsaDlHExaCMgwIWey6ziOMCqYqDORjkaiSGfSAQYGI5lMIhaLyf3Xrl1Do9EImGFqA1jTNDE3Nxeo3MJEVMCAzfkyASfwQzCA5X05HybdownkLXKmekN8IQguMCml/4Vug4atBGkIMBCoYYKrK5do8EknjtFoVCogaYYR58B9tSwLqVQa09PTqNVq8nNdhjlQiSceQzwRDzBOmDTzWgJq99xzD37oh34Iy8vLsiZMcimpaLVaqFarAeaIDp4tzSogS4RgBP/Zth0ARQhsrK2tiW+KaZq4fv06HMdBNptFPB7H7OwsyuUy2p02EomEJDdM5FutFhqNBqrVqnjr0Lum0WjIOmnmEJk3mUwG4XAY9Xod1WpVQBjHceD7g6pRsVgM2WxWpGIaPOL6MjTIRtCIc6Y0i4BZsVhEvV4PMGg0MMYzoqVP9XodrVZLgECuwaiHEedIlgcNmHV5YMpoCAxxTwickvlFpg/PMk2PNTjb6/UwOzuLTCaDF55/AZdfvCwyIwI8BEV5Ls8kcHICoAkARDc/6w4aBoA+Nn9pqn4MX+WVW3hdHHXsBlDw56svPo/vfO0pTN1xF77y+c/if3r7PxxecIDoNWoIR8Lye+qgTZrWbmf7tIEmt0p1gDOSFG7OpdvtIhJRz4lhwoCaqj5kY0wsHouhv/l7eAKaHEtje2/qjPiZTGISkzjkOAMmsMfPMtmhwTHWa/tyxGcg6Leh/S5YaSUSidxSqlhLNAhkMFFkiVoNrAAQ1oGm/us31zR0pCEqgQ3f92HbNuKJeODtu07aKOegXIOJG5MtjpvJNiU7ANDrebh584Yk35QVAJC34HyTTYYJfUKYcOqElkwH/bY+Ho9LieBWqxVgm9D7RLM0GAQAtBcLAEk66aNCJogGXRjamJWMB12JhPtI4GRQjrgjni8EJMgK0FWEtHSDUggCTRpQiMVimJ2dxYULF3Du3DlJ7Mnk4H7SU4Rng2wbzTSiYSkAWWMm55Sk0HjXcZxACdxSqYS1tTVUq1W02wNQBIAY0lJKwzLO0WhU2Cfah8U0TVSrVVkbglssl8xSydwXsntYwYbsIEq4NCDIdSazxvM8xONxOXOUbPF55NpoBkqr1UKtVoNlWcjlclIBigwZAPJ8ELzjv3Q6jVQqJUwang3uE59xMpW0jI97X6vVUK1WBbziZwMAWQOeVT47ZPTwmSFoQvlQsVgUEM5xHJHw0L/Idmxcv34d165dE3BLj1kDqGcmTgg0AYB+p32g36+6WR/Bt/GA8jg5TNBkDLrGuIwOXvPdrz+NC4/8fcSSGXzlj/8AjVoZ8VTmYOME0Gs1AjKdw1gFMzQEH4Nx+kATAIhsV0r5NMfmXFi9yJDftcY2hJrNEzfGwcvlcwB89HsdmOHIzhfvIU6jNGd/Qzh6ac6OzU38TCYxiR+8mPiZ7L2xMUGmMw2cEADRSSiTD8o5WCaUXiZa1sK3/vQu0AkjEyYmWQQy6I9CxggBCM18YAK5sbGBXC4n5WQ1eKJNSW3bxvnz5wEAV69elcQJgEhUtBRheXl5c8xdrKysiK9LLBYLmLbS20O/qdeSGt2PNkL1PG9gXrmZOBJEYTLPZJYSmWw2i6WlJWQyGWE1dDodFAoFlMtlGT/fwAOQxFB70WiPllQqJTIaPSfNIGq32/D7PsKRwTwLhYKYg3I/OCctGwIgshmCKARjAEi52dnZWdx///1YXl4WCQhBNfqq0JCUfdDYk2wLmpISOOGeEFQChuairutuMmdSyGaziEQiwmL5/9l78yBJrvtM7MusrCuzsu6qPqfnxHD0Lj+SAAAgAElEQVQGJAiCAMTloV1QdoCyCIVCBG1KWq+lFR27qwhTa4ckR5AKe7mOWCEcEiN2yY2gJdsUpbWkZZjUYUJrEquwQJOEdgXQIgiQIwKYwUz39FHdXfd9ZfqP6u9XL6uP6XtqBvWLmJjuqsz3Xr73srp+X37f91Pnz7IsMY4lY6lWrWFjY0NkLqp8RZWZEVTifuBaqHIsAmsEqVSwjCAY90m1WhWPH/bDykBk1jiOg1QqhZmZGY+5Mq+dYCUBKYIUnC/btmWOKDtS+wMGUrZGoyFzwDXgepD1pFb64Z4g04jXobJduC8IiGiaJtIh7hXe0/V6Hb1eT4BVdZ7oUURAaXp6GqFQCOl0GjMzM5iamsLm5iZyuRyKxaLcQyrjZezjlP1MdooBsOFCg7YN9NgpXAC6pmFt+TZazQZiyRSi8SQGJqAe0Q4ADN7bd+v7iGPyMxk9fnNtGVfsAVCSXriASrEAMxo/8pidRg0z5xcOfX6hUIA/6vVH0c0IisXiyJHH6h5x4o2MrcfJyLUUCgOplWFFMQqaFAqFoQTrgBcUDIUG3jXHBJxMQJMj9wAAKP35z+Pz/+pV+J74Lfz3v/7BnQ8qfBl/8LFnsOh/Ek//u2dw+aADmIAmk5jEeMUENDlYYwecr3saOCGrQi0hC0D8OpiQqTIZPl3m6wRQKC9RK+MA271NVE8PtfyxCoTw3Gq1inw+L2VT1aSNIAqPj8ViuHLlCmKxGNbW1lAsFgXgYTI6oNgG5In87OysgA8cF/tmIkqwgXOhMmYI+KiVSNSElFVaCBSohrWsQkLT2/n5eTzwwAPo9Xq4ffs21tbWUC6XpVoPfU78fr8k1EywVUkNfUwAiPyCwAMTexq9uo4Lw28Io6ZcLqNcLm+xT7o7emxwjegjQ3CGr/l8PliWhUwmg4ceegjnzp1DKBSSMZG5k06nEYvFxJ9mfX1d5oJJOvug2Sv3GpNhMoQoK3FdF6lUygPKsaqLaZqIRCIeDxvujX6/j26vK+vCcarBfaGaGauMDa6raphKlgnPI/uEABRBSwJolP2QYeE4DorFogAKZNYAQ+kbx0rwMhwOC+jAayXgwOpAoxI1lpK2bRvFYtEjNyPAxLLBZDvxvlUZWARXybJitSSCbGRSsTw0q/sAkPVT58UwDPE5Uks3c5+R0WTbNs6dO4dCoYAbN25geXkZuVwO5XIZlUrl3pDqjAFoAgDRRBKuu50pslvomobXfvhD+GJp+FMJlAsriCaYPALl9VXE585K59VSkW8dPU4oEdSgwQiGpI9IegorN29g5tzFIxvFdipFWNbVw5/f6WzLyX3hCHrVEtZW1zA9PY1xB012msL+Xoa3dyt2uJZisQi/nYAKmmiU7ch1bf2gafsGUMLhEFynf4TBDuOugSbHrqY5GdAk/29/Fv/rF14DHvs0/rvf+EmQ79tb/DK+8mvP4EYxgoWP/2t87GceQujKR/HEx54Arp47Wqe7xQQ0mcQkxivuAT+TY2rieHo8hJTpkMDJeDijkI0w+hSZyZwKmtATgU+OmayRqk9vEDVJVkv/8jz6WTDpJ7uFSaUKcrRaLTEXnZub8ySLowwUYAAE8TgyKEjXB4bJMBPxS5cuydP41dVVkQ6xfQCSVDKho3zC7x9IWyj/IMhCyQ7ZCgIkOYNSz0zOKXMJh8NwXReNRgO1Wk0kS2QnsD11TVRvEIIpqsyIrASaj9ZqNWERENzhmm3z5egNwRXV+4XHq/9osMp9Yts25ubmMD8/j5mZGczMzAiYo8pfWEVGZRZwvSiB4T9er2VZwtzgmMkeyWazsn+mpqYEENvY2EA+nxcQhnuT0hUaowIQ4IHSnmAwiHQ67TEFJlBUKpU8PjJkJxFwsixLmDG8f9g2558VgWimzGN43TyPP9MrxbZtj8GvKonjNTQaDTEqrlQqWF9fx+bmplwzzYxZ/YpMHwJglUpFgA9KaQh8koVC01cVYCNwSjYJQTCChARg+JmjSmg4BwRg6/W6gE8Eq7jH2+22VNgiwBKJRBAKhRCNRnH27FksLS1heXkZS0tLaDQax/ipeQJxF6U5o9FpNbcOvzMnxAXg04B234EGA/2eg4Byjgug2ybbZ5BoUqFzBH/VfUtzOIaDRrVU8DTiD4bQPkZKBOWih4mdhmFYUbQBFEvFLeDk4HFaoEmxWNxxX9Ur5eMYwfHFLteyuroGzYx43jZCLKesOiHvT6Yj3R2DdG3iZ3L46F3/Q3zpVz+DxXoKF/7pb+Ppp87DAGBc+km899LJ9HkqoMkEgZnEJPYf9wBoci+ZwO4WhwBOxgM0AYZld9WSukxeWJKY2mlWBKHchSwFFWgYlSyokgsmeixhzKf96vHhcFgSbTIkKpUKFhcXkUgkPL4TBGJUXw9gAIrMzc0hEolgcXERy8vLkpSRqUBfEdu2kUgkhBWQy+UEPOF1jVbV4ZNuwzDQaNQFFCAoxMSPwAOfluu6Dl9nmPjX63WZ60ajgZs3b6JUKsHv90vFlVqtJuAAmTEAPBKQUTkIk3UCMZRnEHAyfAb6vT4CwYCAVCqQoulDsELXdQT8AWi65pFsqPuEZYFN00Q8Hsf58+cxMzMjEhgyF1SpViqVEmAhGAwilUphdXVVZCw8XtM01Go1OI4jzAfuSXrzAENTUc41mR7lchmFQsED/qkAhVphplKpoFarCUBBwI59qGAhpV0E+lQPGzIquNfoF0RQjEasvH5V7sJxkQXD9ynxUkEl3gfcTwDkfIJlah801mWVH2DIoiGIY5omTNMUsIRAjCo34/3JMXL/EBxRjaFVEIjyNP7Mta7X6x4/IgCyz03TFDmg+qSfgBVBN84dzaKnp6cxPT2NbDaLYDCI5eXlA30unmqMEWgCADCCKBcLu5QN3rnZmdk5fP/1G5i9cNHTmQv+Md3ap2QLHmA4u3Z6h0OO0ke1VEBm4YL8bgRDKOZWj9DicFxHjXanDT1oel4z7MFara2t4eqVg7NZTlOesxNjZuxij2spFosInPPOcddxEHBcNJsECV30ul3cur2EbCoNOxq9Y5dHZTLd96DJCV5H69rv4kuf+tdYqc/g6q/+Dp760Kx8sS89u12qU3vxc/jzz38Zt5Y6CF18Au/9B5fR87T4Av70Jz6Ba3gvPvzZp5H7/GfwyrU8epHLePCXPo2nnji/dVwVy3/8W/iLP3keuVwNSFzGwpOfwI9//H2IdV7C1/7BP8Z3iym86ze/ih9/eKuq1/Xfwud/6Y9QTjyF/+Lf/HNcOD5LnElM4q0bE2nOwRs7gmnuAYCT8QFMGNVqFfV6Xbwf1ISZySefnhM0YNKiMlMIPKhlWEc9Gvgak0cmrSqrggmUYRiwbVuSqWAwiGaz6amUAsBTHhmApypOIpEQ6cDKyopUiuETcUoKyDxh0r2ysoJarSZP2ckoYFB2QNkHn4IzYSdYoJaAVRNDlTVBUKZWq6FWq2FtbU3YKo1GA/V6XVgrwBAwYoLOUtKcu+GXr6G/C5NKzg/XTJX98Bi1ao7ruOj2BgyJiBmRvgl8serM1NQUkskk0uk0MpmMyEnos0EWApkcZH2oAEE4HEY6nRZ2CBklatlfYFhWl4Aczy+VSuh0Opifn0ckEpG5tSxLQCe24TgOLMuCbdsiY6I3Bvc2QR/Vt0XTNJGOtdtt2dcEzjhmenXQ+4cgDNlZBNlYrrnb7cqckCXC+6JSqci6AfAwjtTg+7FYTCQ1qoTNNE1YloVKpeIxBebeIZPFMAxks1nU63W5Z3g/kpnTbDY9EiHe99xHZK7wflLvVY5LBY8oC1TZJSpQRrkb9xRBFZWlBkDuMe6JdDotYF4ul8NXvvKV3T4G706MiTRnNPrBCPL5dcQSSTj7TOZMy9zyNFG61QC4Lgyl+oimYV+AzK5xAn4masjwNW9p+Fh2Bu0tJs5h46BgzhtvvIG/fvElwHXxsz/3s/J6uVRCeM5rruoLmdB8/h18TvY3riPHARvZqdB12L4zuHDicYfrKBYK6HU7MEc8ZqrtHlLQ0FLYVbcWF3H9zRu4/vrreOyxx7eVnz7OmPiZHL6X+su/hT/91B9hHefw0Kd/G0+9P733yWtfxp/9sy9isRtB9sl/hEcu5nHtf/8icp6DAjACAOqv4Vu/8UUsPPkL+NEzX8U3//xVvPKbz2D2nb+DdyeB3L/9R/iDL7wG450/ix//+ENovfhFPP+lT+BLnS/iF3/pMTzy5Dl890s38frzr+A/ffgxGAByz/8VygBi7/voBDSZxCSOIyagycEbOwJoAuwbOBk/0AQYJjxkhDApIUBC7wX1eAImBBaYlKuUfcoSeBx9UQgAABBGBr0O2D7748+BQEBKwMbjcY855k7+G8DQ28GyLFy8eFFKz6rGmDTm5BP/+fl5AIMk9NatW2g0GpLEq4l6tVpFs9mEbdvypH6UAcDxcF7VY4DBE/5YLOaR8nB+mGCLHMNx0XW6IhVh+wQQKBFiohwOhxGNRsV7gwwAlflD0IAGnvynVj4iYNTv9yXZZzlkAluJRALT09OYnZ1FLBYT0Ef1YeFeAgZJN6uvqGADgR/6udDDgoAaKwNxLsl8UOU86XQa8/PzsG1b5igWiwGAAGFkVdAHpVKuoFQqCRhC+dH8/Dyy2awHmFNZRCpThyV2VdkZ55M+NzRMVZkhKmhBgIZsGNXnh2uoegCpzB/+TECOpb41TYNpmohGoyKrUcfDks1k1ZCNQ9aQYRjI5/Oyd7nnVDYKANlHZOKoBsHcn9xPwWBQQEiyTgjiqQwy7n/601BKxP1ERgslZgRwVL+iQCCAbDaLdDqNCxeG7IGxiDEFTQCg77rohyKoFAuI7AJyqM3SHLbbbm1JMIbgrQsN0cxQOlJeX0UqMb4VVfgRXSkWhr/Ie4dfjcOc+dcvvoi+5oPTvZOx8aB1w46jVtpArVaDuQ8p0N0ygd0tfHcsq3zCcYdr0TBgpPqC4W0loDUN8IWsbR4nPsuG226hWCzeETg57P6agCZH6OH6b+NLn1pFuQv4rjyN994JNAFQeuGrWOwCuPIJPP1rH0UcwDun8vjsp5/DdoeaKlIf+0M89aE0gIdQ+97P4T8svYLFa228+/Hv4MUvvYY+LuMDv/wJXJ0G8L4U1l/6x3jluT/EjY8/g8sffhqzf/wZrLzwVaz80mNYCPwQ1164CeAcrj710M4DHHc21yQmMU5xD0hz9t3EGEtzRmMfwMl4giYAkEql5CmwmoADkGRMLTFLSQhlNyr7g8Gn6pQqsPwpAE8JY9UkdhRAoMcBk6VisSgGqXNzc55EkMkoq8aoCTufXM/OzsJ1XRSLRdRqNWEzqNcai8UQDoe3zE79WFpaRKVSQa/b87A8aIY5+sRbbYugiVpmmLIoSgooL+G4OQeqKSk9aOBCQA3OHWUUnD81eVTZEAQEmJR3Oh3P031KTNg29wHZIgSWyHAxDAPT09OYmZlBIpHA3NwcMpmMMJRUg2GWbiTgQCCEAAplMPQrIUhCKRf3EudCTZTZJjCoCEOJEIEalqfWNE0kHFxf0zTRaDRwa/EWFhcX0Wq1BACxbVvMZYEhyweAlMRVgQ0yI1QmDI1QyZDiniRYQHCAQCLZPgQOCFqSucG9pMrARo2UKZUpl8ueUsL9fh+JRMLjP8Q5iUajsCxLAEVWEorH41Lam2vIuTBNU+ZElfW1222REzWbTQG4CPxwP6mGzeqepfSGYBVBGIJq3KtMMAi48D4gMKXK8rivxyrGTZqzQzR9JtY3crATyb0lBFssE5+uIRgKw3GAdnOY6I+e2Wu3hkaa+42jmJUcph8AtVIRSTG03er+EFKKbUM/wLr0ul0YdgROp4W1tTVMTw0BKM3wb2vdiCZRX13ES8//e/zdp356X+M6Uhyykd1YTPtlN51I7AM0AYCV1TX47J3BRFdzxdtpeKIGPRDal0HsYS7//jCBPR0/kx2bKq6ideVJXCg+hxt/+zl8+V9exs//t49hr0+o8vWBZM+6+DawOLlx9VFM4Tksbjt6FtmrW2CMO4vUFIAloN0FULiJfB0AXsM3/uv34Rue824ivwZg4Uk88vDnsPLSX+GVa20sJF7AjSUAF57GIxd3GNwENJnEJPYf9wBocj/4mewUdwBOTl+veZBgEqR6EhAkGH3KzuP4pJnsE/pOMMlhdRfS8ZkUMtTStkyWKPfhOFQfCmCQsK2vrwMYJK80HVXBE0peKpUKIlYEdtSWJ+mRSARzc3MIBoNYWVkRsIKyE1UCMT09vZVwaVheXpaKOQRhaOjJ5JSsDEoY1CorwBDw4LUxgeeTfB6rmrGqUhbuUDIwyEggm4ftMhkHIIkwGSJM5nu9Hjrtweu1ag2arvRB00ZtKPMhMGRZFiKRCGKxGFKpFC5evIjp6WmRO3HvkMVA4ItzR0AuEhlIfhqNBlqtFqLRqOytVCqFBx54AGtrayKLUfcVpSBkj1ACRPYEmSasRMR9TLlZLBYTxkM+n8f169fx+uuvC2hCYILJuxq8FygpUo16G42G+KSoe9Hv98s69/t9FItFAfbIdqJPC+eM606fFe4dMmEInADbEzmVUUSmx+bmpuzTTCaDUCgkQEm9XpdSzVwf3g+WZUl/6+vrco2q0TOBLspxVGCmVqsJW41AGsFM1YiYkirKBF3XRb1el2vj+aqhsQpI8p5Rx8XPlH6/j3K5LPf/WMQ9AJoAA9aJkchgY3UZ6enZ3ftxAcCFT9PQa7fguC6CofBwCCN/XXVd2yaD2TPu1pNzDdsYJ/XywWQw24Z+iGvxmRF0q8N+19bWBq+H7W3HGnYcuk/H8u2lg43rMHGERnZbeu1ufSnaJ2gCDBgngTMP7Hicq/kU4ERD1+mj3e3BgIZur7fjOXKDuICm7//673s/k8M1dvCmrvw3+PnP/UOkFh/FH/zyM1j881/BVy59EX//qfO7nbFr7LzCgQEIs+fH3WX8nX/xKTyg/okKRBCbBoA0rv70E/iLl57Djee+g/zF57GOABaeehKx0WZ27WOCpkxiEtviGEGA/fRxYqcf++BPHjQBdgVOTucPwlFj9MkvkyMyAQhy8Mm5KrtRjSn5RJjmmUwcKdkgQ4BPgVVKPhMdPo1Wy9CSwk+5TqFQwOLiIoLBIJLJpEe6YJomXNdFoVDA+sY6mq0mksmkJGyU1vB3sljYviqTSaVSaDab6HQ6KBaLMg6CIWxHlUqosheWcqahJpPHcDiMRCKBaDQq80H2DOeNCaTMrd+QhFGVKKlmr5o+LJfMMr1kPTBxJ8BiWqZH3sB+uBcIUrDELM1pU6kU5ubmMDMzIyCUylIhW4FgBf1dmFgTJKL3h2maMjf9fl8kNCsrK1hbW5O9Rp+LWq3mMYAlk4PADhkdrHJkWRbC4UG1A5YwLpVKqFar2NjYwMrKCvr9vlRjYXKeTCaRSqU8FZwYZN2Uy4MKEDSVVT19yHxQTWop6yFgqJbz5jwQjCCzi/NJoEz1sVGlOmpQAra+vi7zT3Ct1WrJtXE+6PvDvUspjmVZCIVCyGazMu/0GuG9S3kRQSzuGwKq7XZbQEEVDKShrioNU+8tXi8/S7gHCCCxEhNfo0yKYCLb5L7mWtwrcbdBE0alp6NbrSMzMwJ0jPThYsA4CZsmXGhbzIEtcG/kT6x2kPR4n34mRzaa3aEBlcnFMKPx7Qfu0ezeL+wdhcKgqs+oJGSvMCJR+M0Icq/d3P+4DhNHbMRxXWg+79emu/aV6ABf02q1GnrdDsK7ME4M04LTacjJxVIJK6UKzmYzqNRq8Dyd8PTiArqOXrd/NP7y/QKanKCfybaIpGEBwMJH8fSvv4IvfOpZLP6rX8XXpr6IH398OzgJALGLMwDyqF//IUp4CHEArWvfQX63Pnb6fAHgJs8hZQEr9SpagcuYuxoEsIncyzfRC6QGHikAjMd/Dg9NPYeXXvoKvpV7DfA/inc9kd7e4CQmMYk7x8TP5OCNnQDItMOfunsDNAGwrfIFkxUmPGSCqMwGJiz8nYmNmvwz4eOTarJLmCAxKafxLMdBzxNKOliBg8mZ67rY3NxELBZDNBoVUAaAgCO6rmNzc1NKqiYSCZimKUDNzMwMLMvC7du3kcvlpJJKIBBAMpmUsZOh8MYbb0hZYyaPwLASCdulWazqccHkWGWHqPPHp+5qggvAU1qYQQ8NVjUhKEG2hK7rci1qiWICNEwuuR6qOSuf5gMQ0Iptp1IpnD9/XqQwlmVJOyojQN0zqrEuX1clPJSURO0oYvHBsxOCAMViEdVq1QMekN1BTxEyWgKBABKJhBigErAjwMJjWaWoVCoJI8UwDKRSKQGVCFpxHlRQQmU2+Xw+MTRVvUcIMAWDQfHmINjBMsaU4HB96TdDDxdKc0bZXMCgcpBa4phrp0p/otEostmsgH5kcXFf0PyWAEo0GhVQkOAUpVG6riOTyXgkOARRVDYP9w8A6ZNeNQRiuRdYcUhdR841QQ4CH81mE81mU0AQ9smx8L4hcMfPiFAoJPId1YB53ONu+JnsFX3XhR5Ne1kne+Q6vq0n5oPP/MHr29kFLkJbYOaef4DvchK4dutNvOud7xk5/vT+eIvXmGl7fuf/ejDsPWFraIYdF6PxUZbVOO0v3Yxsa9JxT/EePQDLhLG2tgZfMAxfKLztPdcFeo6D1hYbF9DgOC50y4IeCMLttXZpdesuCPhQbTaB7U3fedgTP5ODN7XDm6HHP4WP/dJN/N7nX8Xf/ItfQfazv4N3L2w/Lv6+D2H2f3sVK3/7OfzZb1bx0MVVXHv2ha13O0AHwH5w+sD78NhTl/GDL72GVz77KcR++gkY1/4Q3/r3rwGPfRq/+BuzW5Khh/DIhy/jpS88j2tFIPj3nsZl9daeME0mMYn9xQQ0OVhjJzhfI8DJeEtzRoMJiJqE7GT+yiSNcgUmeKo0QQUFKBVQkzz6Tag+KQwmUJFIRMqhMoEi0MLktNVq4datW/D7/Th//rwkbUzmVfNQMkZI1ydAoHo+vPnmm1KVhSa1uq4jGo1iYWFBqqaQoUKgqdUaaPkJMhD0oEyJoBAZBpRm8Ok/gRjOOyuwuK6LTruDQHAAeqieEmTGwIXHTJNzGolE0Gq10Ol0BOAhSKOyeAh6ARCmAP09EokE4vE4otEootEoYrEYpqenkU4PnnIQEGICPFqZh79Ho1GRiaiMAya47XYb7U5b1o3moqwM4ziOlAhW2Uuq14VlWUin00gmk7Jvw+GwgFKlUgndbheVSkXkQdzjBKuYZMzOzuLs2bNynapcSgUK+/2+yFzi8biAO/V6XUC+crkspqm6rguzg/IsgmCWZaHdbqNaraJWq8maEPhi+W0CMrxvuP8ajQZKpRIymYwYAieTSdTrdZRKJbiuK+e1Wi3k83nx98lms7JvRDKmDRhOBE/pKWQYBm7fvi1ASKfTgWVZ6Pf7KBQKss8BCGjCzw+VJaLrulQ64hrxs4Z7iyAs12lUgtTv97G5uekpxc17kuwqsgXY12H8KU4zximpVaPu6uhXa8jOaHt4UGgANBi6jm67hX7PQbfdghEIYWPVWwa6USlh6p3vQN91dyZ77JNCcixMk13fGtzz/qDX6eDAe+jIgwT8W9VbisUiFs4sSNUcT/KuXIsRHRiQrqws4/Llt42+ffg4xv01tA4e7eOUviQdAjQBgNW13O7+JgDqfQ1utw3XcaH5NFRqVWi+QYY7+HzbhXFi6HBcF23FOH/f47rLoMnhur+LoMmefQSR+shn8NS1X8BXnv8Ovv6pf4bY//LPkRo9bPrn8FO/voI///xXsPjc76B88Ql84J9+AsYnn8ENtAeSnX3e91Mf/xw+lvgMnv+TF/Ctzz4PWOcw9+FP4z/5+E96pDipJ5/G7BeewQpSuPzU+wZJx559jPffu0lM4tTjHvAz2XcT95ifyU6hACf3FmgCQJ4mqxR6JuTiibH1NFetZEEjTNW4kQkx2+OTbADSluphwmOYVNMMVE2EeDzHxnNLpRJeffVVaJqGCxcueCQ7BFKYQNVqNTSbTfHnIAuDRqeGYWB5eVmYCKwawvPPnDmDSCSCmzdvCoCjyl9UNg3ZFJzPRCLhSdxUpgaTx0qlIpVk+FTddV1hXQCQeaaHBD1MyBAiAMZkVDWzZRCIogwHGHhI2LaNeDyOWCyGbDaLmZkZpFIphEIhD1ui0Wig0RhQkekxQQYAx8nEmuuoJrEEb7i+kUjEU2mmUqlgaWlJ5oJJNOUt3Ftk20xNTeHChQuYn58XSQ6TbTNsotfvoVAoYHNzE+VyWfYfpT9cq1AohNnZWZw/fx7RaHSb6SoTdtXnJJVKCbhHU1bVjJTVewiYUToEYFtpaK43wTNVOtdoNKSkLisE0U9lcXFRQB9K68hCikQiCAQCqFQGVYO4L3w+H/L5PDY2NtDpdDAzM4NwODwE7zptLK8so9frIZPJYHp6Wq7RdV2USiXZ+6ze02q1pHwz150GuqVSSdhcBNcoIep0OrKfCFCpJrP0T1H9TAjM8j4lYMPzVUNjgqT8XBnXGBdpzk5NOy7gT8/jh9//Hi49uFMVh6Ek5+qVK/jGN7+FCw+9G6+/9kNMZTLotr0VYZqV0u6Awmn4v+yjgVF50UGaPIwJ7E5BgEQ3/AhYUWGa7NixMlzDHsiJbt98E5cvv23sQBMAWM/loKXmd3xvJ6bMscYhQRNgwDgxps/t+n5LNxByHGiGD9CAtfVNhN82B1/QQH19ZZfWXcDQ0en1dwXm7ntpzuEaO3hTyhupn/kjfPJndjoojcu//iw++evKS0/9Hj75lPeo+Pt/FX///b/qee3d/+6jgx9cAHgMT/3Jd6Ce5sLGQ7/xHXg/RdNY+Mgz+K8+stugB9Fbeg11ADjzk3js4eCEZTKJSRwhxhE0uV9NYHeLLeDk3gNNAEjSy4Rj1GgRgAAEZDKQAq9WvlATTSZ+TFZU/5RRvwI+ScW3dngAACAASURBVCZjRX3SzSRQZRowOWKSuby8jGg0ikwmI335/X7E43EYhoFisSgGrjyXT+bpq7GwsADTNLG0tIRcLifXYBiGmJlStgMMvkAxYeTYCXrw2jlmmqp2u11hSZANovowECBQjXLJVKnX66jVagiFQojFYojFYsIaIGiilnRVn8TTt4XeEzRApXeEaZpIJpNIJBKwbVuSZfZB8IIMHs4BwQeCB7w+1aSWYBnHNFq2Wa2gQlZRtVoVQIHJ86hMDBiwfFKpFKampiSxVllSrXYLtVoNq6ur2NjYkLFxnxHEicfjmJ+fx7lz5xCPxz2gCYES7gcm56ZpIpvNolqtekokq7IlmgDz2k3ThGmawsTgenOOyBZSvUu4t0KhEBKJhAAcZFwsLi7CcRzZz5xXXddh2zaSyaTIZmq1mkeC12w2USqVxLuIAITf70ej0UC1WoWmaVJhKBaLYWZmBsAAzFFZRASt1tfX5b5JJpPymUKTYoJHuq6jXC6L1InrSmCFe5OfF2TocK8RqCQYpPr9ABB/FZXRNq6Mk3EGTRjldhe2FUW33drGwmA4LhD2+/DQww/j9RvXMXX2AuroodouIJqdGR6oME08w9+nnwlwMp4m3kM0dNo7lwCulYowY/GR40eavMO16IaBpaUlTE9P73rMECjRAH9IPE86nQ78VnTXPgwrChcDE9NxBE0GMbIAiqzrRIGTI+TttVoNzUYd9i6MEwBo9/pY3djEZrGIaqMBTQfmUgm4zRY0MYFVr90FAn50+w5u3LyFzY0NRM9c3d+4JqDJwZo6jfnan0XAgaJ17av4mxdewuvPPosyUrj6i7+AqQloMolJHCom0px9NHZKprnGvQqajAaTMpViD0AADtu20Ww2Jeln8qJ6ejBxUytlUK6j+jowmBiRvaJKf0j5Vyt4jJrKVqtVFAoFD7Dhuq6YRzL5YtJF49BEIiH9+f1+ZLNZSXDX19dRqVQkIeYT8EwmI0nprVu3pOyqClgwmWOCOmC81NHptKXqCoEBAiSlUknmVGX98Hq5LvSY4DWpTCDV7JVzbVmWPNnnuFOpFLLZrMwPWTg0V+X/rBJUr9cFFKInBeeTY1RLQwPwAAIqKEQwpdPpIBQKwTRNARq4jtw7rutKhR6yEggOWJYlgIfK5mFSTRAnl8thc3NT2gKG4EooFEI6nUY6ncbs7Cyi0ajsSRUkYbuqCSr3S6fTwdLSkpTNpuwFgFStURlYBBAo/eJ4KPEiG4eAWqPRQCgUwtTUFOLxuAeYc13XUxaZFWw4bu5rgmes5CSSHF2XKj/NZhPZbFbMdOPxOLrdrjz1vnTpEkzTxNzcHEKhEG7evCngBpkto+AIgQvTNOV9Xpcq6yP7ifcYgR7KAgm48T5gdSQAArQQOFRLGqu+M2QXjVuMI2iyG5jRi6Tw5uuv4fI73glgkP9RWUHgoO+4mE3GcHtp4AHUC4YQmhoxCdA0bIMa9gmanJQ0Rw1eV2AHH4tYdgbVUsEDnGyXm9y5D/vC23Ht2ss4c+bMnuCJ3xp8JhmWjdzydQAD01j3Duwp3Yru6nNyoDip7y/qQip9BOO7gxJHjiPm7Xv5mzB8ERv1ThelWh253DrmZufg8/nR1ZoAtEF5ab9/CJ74dLgAqs0WvvXtFxCavwA9ENx7XBM/k4P2cldBk6MmHu1rX8a3vvQqYJ3DA//k0/jQ+3Y2rJ2AJpOYxN4xAU320dgpgSbAbj7o9whoopbNJeNBTRJVQ1M+kWaywuRM9TIBIP8TVOl0OttK7qqsFr7GY2gcyafflC9QpqG25TgObt++LV4MTO45HkplmFxVq1VUq1Xouo5UKuXxjEin01Jyd319HYVCQUxEKcmZnZ1FPB5HIpGQ6i/FYtHDUAiFQiIx4JN9en0wwSUjgQyQzc1Nkc8wCVQr/rDULiU8hmF46Nuu60KDBt2ne+YmGAyKkW4mk8GFCxdEfkE/kGg06qkQRClMOBwW+QUNUTl++k4QHDIMA9FoVI5l1RzKSFS2Q7vdFhaDYRioVCq4efMmNjY2RILU6XQkeSaDh6BEMpnE+fPnpaqS6qPDNS4Wi1KKlqaqXAO/349MJiO+KHydjA4VMOS+63Q6aNQb0H26gEvZbFaqJ6msF1Y24vqolZdUOYkqIaHfDeeJMqd4PC5ln9vttjBnYrGYAGNqO5wLAjYqa4iMFwITlKSRzTE/P49QKISZmRlomoaVlRWUy2Xk83kByNLptEiN+DnA+z2TyXg8gvg/wQ6Cf+o9wDETaGGVJVVKphrLch3VcwlmcU75PuVtLFc9LjGufiZ7MUCa3T5iqSlUSwVEYkmPHcXoH9h3vv1BfOOb38Tcg4/s0od7oEs4zfnide1kJuxh2+wmNdrHt41QagrtZBZ/+fzzePojH0EgsL1yTq1Wl8ozxhbL4fr166jV6/CFo9uOV4fQxeDeWFtbw6VLl+48oJ0aOcHYXc50Ah0fQZqjxlpufVd/EzakG34Ypo1vfutbSNo27OzMACPZ2kvNZhO23z+YAJ8GGD40uz385V8+DwSCCM1f3HtcE9Dk4E3dw6AJAMQ+8nv4tY/cqbEJaDKJSdyVuF9Ak9MATEYaH5O6eoeLarU6LFO7leiq1UyY6AKDpJDlXwloMLnl02IAkqzRDJbJJFkKNJZVK4MweWWFDtu2JVlTfTvoraKWwl1fXxd2yMLCgifZIpBhGAb6vb70VS6X0e/3kUwmYZqmjJsmlixdvLm5KVIXSlNYzYfVem7duoVSqQQAAjYw0a/Vamg0GsI+oOyA7ByCB6wyQ5PMYDAogJQqVSKoQZYC+2HiTHYH2SvZbBbz8/OYnp5GNpvF9PS0rDHXi6adTMwpkaIhKcEvVjhh20xU6e9BCRXb5e/VahWdTgfpdBrZbBb9fl8qATWbTdy+fVvKDzOJJ/hAnxYCKKZpiukq56HVaqHX7aFWr6FSqUj1HJYA5j5mMkSwKJFIeDx3gGHCPyo7c10XjuvAp/nkPXq/cL449m63K/IVtU3eB9z76nsE1SgpCwaDwoqhtIpGubZtIxqNimxpVIaiVjsiI2dUMsWyyZR8lUoluecikQiy2az0ubGxIUwUn8+H+fl5AdhY0pllt3Vdl88G3p8EEcksITA1ClLx3uR6cd/zXqEZsTqH6vm8t1Tj406nIyXAxyHGkWWyreld+mn4TDRv38T5kLmjZEfTBqVmw34dDz38Lrx+402kzpz3HKNrA9GCu3X8nWUzpxsqk2bH97E1Jk1RXRxikPbFt6P4yn/At7/9bXzwg08o7wwai0Qi6N28hW69gkAsiWA8g2+/8G3oPj/s8zuU+tg603WHwEkulzs4cHIXv78cu5rumEATAFhdXd3d30RpyHrwUdjldUTjMfjMGFynj+76CmLxOOxodHCRQQNwgUa3h+//4Bo2NjdhPvjo3uO656Q5e5x1v0hzgBMFTfbX2P56ekB7DLN44FiGc6Q4jfk6pnB3+GmXA05jEGMfdxzqXbwW3d1HnfeDxMTP5MjdD1fkHgNNAEill16vh0gkgmq16qkIw/LApOYTUKBnA5Oder0ukgpgaETKhIjJNJkKfJ3ACWUYlP9Uq1WR9jCB4pN9MlAASDJYrVbxxhtvQNM0ZLNZBAIBkViIyedWucN+v4+NjQ0UCgXU63VEo1GYpimJGQABNMLhsHiasHKKKgmIRCKwbVvkADSiZRJKkEctO8z5IKPFcRxUq1XU63UBjtTxAxA2Av0xmDyqviHsjz8nk0lcunQJly9fRiqV8jBIWHmGYFW73UapVBIAKhgMSsldsl9UZgcBBYIcKjuJa0KpDz06WOGE0Ww2sbq6KvNLf4tR2RbZNpqmIZFIIJFIwHWG/ZfLZRSLRRQKBQGqKF0i+4WAhgryWZYF27YF/ONxZBep4BzZDmRHUPrB+S6VSsIQ4jVQdqXKqQgERaNRMfqlXwhlNPSiiUQiAu6USiVsbm6KUS7HxTGoAA8BtmAwiKmpKYTDYSwtLaFWq3lABErhCP6srKyg1+thZmYGtm1LdaHR+03TNCSTSZn3YrEo+4DXC8CzV1nRCIBU5VLNo3kdnCcCPwRgCTYScONng2ouTTYKAV6WYFZlbPds3GXQBNDQdVxYsxewvrGJoKEjMzMLxx0lWmjoOy5mtiQ7o74oqa2yxncqoHIsfiYnEaMDOuS66IYfkQtvx9IPXsK1a9dw9epVT2NXr17FrcVF1N78Aewrj8K+8gjCzaZIRXYaBsGovqaj1+2IX9e+45S+v+xWnekwpry7xjGCJrv6m+zQiB0OIZ16AG538DelufQ6tH4Xj7777wxAE7+BXt9Bx3GwmS/gb777MoLzF2FY0YmfyXH18pYATQ7Wyxntyt33k92hn2Pv+pgadO/U2F0CTU6k22No9GigyTFe1SlKTU789PsFNNml4S1XxpPq9WQjk8lI0g5AEp96vS5AgmpUWS6XxffCMAwBWCgFYNJGuQ2p82R+hEIhSY6YtKuGmkwImegwqWVQysOkmGwNsiXq9ToWFhZw/vx5xGIxeRLNEsSWZaFcLmNjY0MSx3q9Dtu2MT8/Lwk7S6hOTU3B5/OJ9INVU/hvfn4epmkil8shl8thdXVVGBaq+a3KzuA1kmWgVlMhuEKZR7/Xh+MOE2IVvGCyT8YHPSzYTjAYFECIsiDKscLhsAA9XFMm2+Fw2MP8IKuDZrr0zVDHTSBNBXP6/T5s20Y2m0U6nfYYfZZKJeRyOWxsbKDRaHgABlV2QgCq0+nANE3Ytj3oyzIl+VZZBqqEiMyLfr/v8YahtCoej4skTJ3PVqslCb/K6CFQU61WPawY7iGyJVSAhqWGVZCAiT/vK1WWRMYQ9zq9fig7SiQSiEaj20ATlXHB/rPZrFwTwQuCCGR4sY1Wq4VyuQzXdUVGRbCt2WwKw0X137l8+TJs28brr7+OfD4ve46yGbWkeK/Xg23bIqEhqMR5oxSQUiIybtSS35wb+qCwHLOuD0qHq/cN7z3uEfq13JNxGtKcPfsZvlHv9NEMRBH3uVi8/gamZufgH/F9ICtjJ8lOYX0VwHYJz76Gsd84IurSaTV3RHZUEN7TzyEjEEsiNH0Gf/Pyy/D7Ax52SCAQwI998IP4v776VdRufB/Rt71rV3+NnYbRcXAwn5NT/P6i7YKaHRvj5Jjz9h39TXZoKODTkQgF4PYcaBrQ2VgBmjX8yGOPD7xN/D50+w7afQeLi4v41rdfgC+eRnBm4f4HTd4CfiZ3eOsY+zlYL2T4HUNTh48JaHKYQZx8t3dVanIygMkxt3ysDY+NNGfkrbsxX8a9CpoAEJNKJvhMEgkgAIMnxJQe0INCLYfLcwmAkF0CDJ9QMxlkckwzSbVELf9ngqpS7lXTWibXKsACQJLWlZUV6LqO8+fOIxqLeqQB9KaIxWKoVCpi7krjWM4Fk/dwOIy5uTnE43GsrKxsmb3WpK10Oo1YLAbbtoVRQTZLtVoFABkzTVbVCjOqRwUlQ0yiKa/Qt6jXBAEY6nWpnibRaBSzs7NYWFhAJpMRsIpeM9FoFPF4XBgct2/fFvkL15DMESbkrJajynEouSFDgKALk+BQKOTxSAEgpq3Ly8uektaq/IXGt2SLkCkRCATQbDalfLMKTDBhJhuD3hqGYSCfz6PRaIj0i2AQvT64f1llR/X/oKeOWiKbDCf6mNCbg2walRlkmqb4e3DMBHVUM2b6zdCjp91uI5/Po9lsIhwOC1jB8tXcpzyee0idT5/PN5AxbbHJOLcE2zKZjEjAarUaWq0WNjY24Pf7MTs7i0QigVgsJpV31KSR15DNZmWeWBGJjDLuE4If3AMqG0311Ol2ux5mCvskuMU9z73JUtkqY01Nyrjv1DbvubgLfiZ3GoDjAoWeBjM+g1uLS4jZFrIzc3BcnqHBcV2EjBHJDrUkd+jtSH/Ej2G+NleXEc1MbWtW0zTUysXhC8fwbSN6/irK/T5eeOEF1Ot1vPPhh+W9SCSCD37wCTz33HNo3L6O8NzFbefvNgzHP6wAd0e5zil/f3HhQjO2U6d3Y6LsO46RZaLGNn+TXRoyDR0+XYPbd9Ctl9HZWMHb3/7gQKKjgCbXrl3Diy++iMDUGYTPX5n4mRxPL/e8n8n+Gjy5ZPNE4q7P12Gauct6otMAAU6DZbLnQRPQ5CT62HdjY8DMObB4apxwFrWaC9kMamUQSnTIZlCNFvmknIkMQQBgkDyy3CjPcxwHvX4fruPCdZ2hd8QWYKNKPwgaMLkChtVi+DuTKfU8AkG5XA6apmFhYQGJRELOUdkYTIB5/srKCkzTRCKRQDKZFIYGjVzPnTuHZDKJ27dvY2VlRYw8yaRJJBKYnZ1FPp/HysoKVldXUS6XRTKgzpXqz0DQQ002mXzyfybZqjeM4zhot9ro9YdzRXPPBx98EGfPnkUymZRKMyx7S/8IYCBJchwHpVJJGAgEvlRAhsABgSaCJSxXSxYLE3mOW12feq2Ojc0N8dXhGpC1wX0AQPxPKB0jo6BQKKBSqcj+UCvV8HyVuaRpmuxxgi9kOQwo2E2PJEc1ViXjgZIjAgS1Wg3VatUjC+IckDlDA2Ia0NLnRpX8kPXRbDY9YALBR95/BKB4PYFAAIlEAul0WqQ7KojIe6bdbqNYLIrBsVqJiR4kBFEILBSLRTEnBiDjV5+2q/dSMBjE7OwsKpUKKpUKCoUCSqWSh1VGWRRBOYJc7J/HMNSxUv5EIIgsEs4T91Y+n9+2h1TgldKeeyruKmhy584b3T4Qm0ZT7+PaKy9j7swCIrGESC56W5KdV7+zDiwMvE50ffd2j41pcpQmttrwB4fsAjYbzUyjVlw/5nXREL30DrSiSbz88suo1mp4/PHHZb9OT0/j8ccfx4svvgg9HEEwOeUZ027RN4Z/B3cFTu7SFxHXcWFY2w1uR72aDhQnBJoAI/4m+2io36qjs3ITC2cXMHfmDFwXaHX7aLbbePHFF/HmzVswL74dgczsBDQ5eg9vEWnOMfc0AU12aWICmhxbE/cLaHLX5+sYezwNwGSfjR8IOBkn0AQYgg9MqJiYkTXALzODpMUPw/BJgh+JRNDvO3Bdelx0YBiD8xr1OsqVylay2UGvN2BKBJXyw6Tc838m6aw8QgaDKl9hgswkkxIIJkj0NOj3+1heXkav18Oli5dgR21hFoxW9GGfjUYDlUoF9Xod9XodyWQSyWRSWBYESMLhMGKxGDY2NlCpVDx+J4lEAlNTU0gkEojH4x4vFTJV1GoxqgeDChipkgcVcOG18lo4HwCETXPp0iVcuXIFs7OzAmSo/hGNRkOkF6wuFAwGkc/nJZEnyKJ6W9RqNQHSVAAmHo8jGo16AB2OqdfrIZ/PY319HeVyWTw1KLkga4M/12o1qYZCsMIwDDSbTRSLRfECUctlk/1EcIR7o1AoCLhH4I/JPMGiYqmIUDgkybjKKgGGEhHuKcrLKJtSy1GzXQITvAburV6vJwwJzp1quExmiXrdbBeAzHM0GoUdsREKh4RBo4IZBN/y+Tzq9bqAibzHKOHivNJEWNM0FItFtNtt5HI5hEIhKVEMDGVBAASgIOtoYWEB7XYbi4uL4v/CzxH+U8GOQqEga8H9FgwGPdWoCLyq7RDIZIUtesns5A2kAklquemxjzHwMzlIVB0f/NMXUGw2sLr8Cs5euIRgOAxNA669+j2kt0ATALsyTo6FaXIcX3BcCHoyOgtGKIS2e1xdeVsPZWahB0K4+frLyBcK+LEPflAkNlevXkWhUMSbb/4AvmAYfit6x/5dIwjA2d3n5C5+ESkX8ojv8PrBai0pcYKgifibRBN3bKje7cP2ddFdXUQ0EsGVK1fhakDTcdBqd/C1rz+HcqUC68FHd/c0uV+kOYdr7OBNTUCTk27qcHGPSE28TdxF0OSenK/DHPDWAk32ffpbDDQBDgCcjBtoAgCpVMrjGcAErNfrIRAIQtMGCVe73UYkYqLfH/pB+P0G2u0OOt0+NE2Hz6dD01x0u334jABCYRPh8ADcaLYGyZTruuhv+XwMEiX/FhAwBHAoR+n1esI4YOKkJucsbaqWMWUixrKzBBxmZ2cxMzMjiRuTKU3TpA3btkX2UavV4Pf7JclXz6NBbiaTwdLSEtbW1oS5QtDnzJkzSCaTyOVyWF9fR7FYFK8LepsQTCGTRmUAAMPklAk0E3QVmKBcwe/3I5VK4ezZs7h06RJmZmakXC0TXnpx0MskkUgIcBYOh5HNZtHr9RAOh2UvjJas9fiMmCYsy/LIRQgMsYxtuVwW2RJBErJUVPaNCjyQ9RQKhcRTRWXsqGwSVv9hv5wLXddRqVTguq6Y4tInhmWuy+Uybt26hUKhIH2lUimPhwjHwsQ/EokMKl5s7U3btlEsFgUIIUjCcbIakaYNq8JwfxNA45xy/7KKE/vi3rZtW9aM+5HzwP8BiORmdXUVzWZT5o9MG9VgllIrjpeMLsreuOZcW3Xu1SfE8XgcU1NTqNfrKJfLYpCr3jtss1qteip3hcNhkcsRRCKYOOqJ0u12PWCVWnmLeyEajSIWi8k91Ov1RAY39nGPgSaMruOiq4cRnD6PW6tr0Htd1JsNBLLzCPiGbJ9Rf4tjudzjTNA0/j/SqDby/9F62fHVQDwJ+8FHUb/+fXz12WfxoSefRCI5kIg8/vhjyBcKqG+ZxWrG9hLGjHh2YMDrs+OoVUvbfU7G8YsIAM0wUCwWMT09fYCTjvT2HWNHf5Ndouu4WLzxBgLVEn7kPU+iBRe9notCoYCvf/05uP4g7Ec+AN9uazcBTQ7W1MTPZN9H/71XvovZzc0DtTWJt0bcyM7ghQce3NexhwdNjjlVHwOpybGcflr0qzGcr30BJ2P6XUXK6DLhJxW+3W6hVqtC1wdP3tvtFjTNhU/X4W4dT/aJrvvh9/ugaxoAB+32wDsCroO+40DXATtiARrQbnVQ7/bQbnfgun04Th9+v7El/Qh4zDH5RLzRaEhSRR8HMh4CgYCnKglZB0yqXNdFLpeDYRhIpVIeBobf70csFhM5BpMw/k4pRTablYRVZX3Yto0LFy7AsiwUCgUUCgXx02BllPn5eSSTSRQKBZHtqBIUVuphm6Zpegw+VaDEp/tg+L3bjSWkE4kE5mbncPnyZSQSCTHEpH8G2RJ8Wr++vi6GuQA8HivhcFjkFDRAZSlcy7KQyWRgWZaHmUGQpVQqidlwqVSSayPDpVKpSFLNxJjr7DiOeIJQqkGZEAEirglBEAJ+BJIIFJG5oII6AGSNCUj5fD5h4RAsUqu2qKEaoxJoiUQiWF5exvr6urAvarWaAAaUIRGsIIBCgIcVdljZptlsYm5ubptnDAEcSnBUORRlbpTHVSoV5PN5VKtVkfoQWCIbhR4sBIF4vxFIYdRqNWGCMJnk/UP5DIGUqakpaJqGpaUlrK6uyn2pAixq9R2yX8LhsKeEMdeRe5UeLFwvSqK4r1RgRTWPJpOFANDYxxj6mRw02j0HsFKABhhxYK9aRuPgZ7Jb7GYCO3j9KCPfW9Lgt6KIPvgYate/j2effRbvfd97cenSpS2z2Cfwx3/8x+jVq/DHkrv2YASDcF3AiCbRr5a8Pifj+kUEgB6OCLtuX3EKefvqWg6+6P5LmdcLG0hnktACfvQcF2+88Qb++sWXBiawZy/vDJpMpDkH7WXiZ3LAo61mC7FmY48jJvFWDbNz58/ct5Q05xgaHhtpzkl2ecSG9wROxvh7CgBIAq2awhqGgXanC03zwWf44dN1dHt9QPNB9+lwoaHVaqJWryMcNmGbPridFoxwCIbhQ8fpoe904dM0hEMBdDpt+IwtKYGhoxsIQNMA19XR79M81UG/P5SrkIJvGIYYXAJDw0gadqoVTwBs83mgv0c+n8fS0hJmZ2cl6achKJMuVsJRTS1Vz5VMJuORRpDpcvbsWczMzGB9fR3Xr1/H2tqagD00jrVtWwAZgkGbm5tYXV3F5uYm8vm8PHVXpUeUJ1E64zMGHjORSESYCqlUCtlsFmfOnMH8/DxCoZCwcchq4Hxy3Kurq8KGoIGsKvlRzTij0Shs25Ykmk8vmTD3ej1UK1Wsb6wjn88Lo8Ln8yEej8v62LaNZDIpFV4KhYKHvUAwgWAHQRnOA2UyvBayO1gGW02eKUcBIJIQtkkmEcGvYDAocp9KpYJOp4NIJCI+Nxwf/3EOyUDJZDIew1yyHVqtlgesItuEICAlXZZlCTuFe5LAIOeZe1udWwIpnIeNjQ1hNXU6HQGOCNCRrdFoNKQilm3b6HQ6IiUCIB4rhUIBjUYDzWYT2WxWykKr3kNqgmmaJubn54WNo+5broMqrWH5bdd1US6XRTZEsASAgKj8mZ8Jqh8MGVxcx3K5jEqlIuwirsNYx30AmuynKdku7t7H3a3QsLW/1RfU90eZKAdufbdOh7/qhh/Rt70LlRvX8MILLyCXy+ED73//sGLUDsaqO4XPHghiisXiWM71TrEvg9gTZpmosVkowEjN7vt4I5rAZr4AAHjxxRdx7do1hM++bffKORPQ5OBNTUCTgx19Wv4ck7gvYwKanMDppyXNGUOmCWPXbzH3wncVtWoN//kMA5puwG/4oWk6+i6g6wZ0nwHNp0PXNGi6D+1uD32nAafbQTAQQLc/YI04jrNlyOmDHtERNi2RIBiGH7YdRa/XBeDAcfpotRpbIMqAQaCCBqqRKwEMHgdAGABMPvnknaABJRalUgmFQgErKyuYnp5GJpNBPB6XJJCSEEqAaNBKn4pRY1zVp4PJ4NTUlDAkWDWGpXZVpgFNPZvNJgqFAjY2NpDL5aQscLValcSU8hb6dAxAmCji8RgikQhs20Y8HkcymUQkEhGghVV0KGEgg4JVaJhwcnzT09MiCVJNaLk3AoEAksmkx6eCCe/GxgbW1tbEtJVJPRkVBIRGzUGZzJO5wISZbByVWcR/qj+Has6rYRCw9wAAIABJREFU+lsQUOP+AAZmswDQaDQ84BqBQoISrLREM1qCZep181y2HY1GBQxw+g4cd3BMqVSCaZqo1+seEM40TczOziKbzXr8OLhXRz14eJ8SFCKTinuj0+mgUChgeXkZ5XLZc8/Q30RlrKgmr5xXerOocjgmic1mcwCI9fqIxoZeNgwex+o2s7Ozwpji/axW2yGAqJYT57kEtMiAI8MGgNyf9ArSdV2MhtvttrBzOPZIJCKMsiMZT5503FXQ5LSyHe8hR8IfTig4pGqpOCixPDJGfzCEtZs3jtDywd6yz1+FPxLFjeuvol6rwR8IwGf49+VxAgD+6ICVspZbO9hw72ocDRU5zm3V6XRQLRVhn3v7vs/xp2dRXVvC7//+70P3GTAvP4xAMnuf+Jnscdb9Is0B7i8/k0lM4ggx8TM5gSbegn4mO8WOwMkYfi/cM7wVbDQEw6awDtrtNnyBAFxNR7PdQbc78B/wB0KA66Lr+lEpN5BMJuG6flSqFYTD9iBJdg2EQzZ8WgB+Xxj9XgeGrsNxNPR6DjQN8PsD6HS6krgxkVUTSibcTOz5hJ+AjAqSsPQrj2cyVi6XUa1WkcvlcOHCBZw7dw7RaFQSymAwiHg8LoatNEIFIBIbJub0wiBLguWJp6enJSGkvIVyBdW7hOM6e/Yszp49K8aoBHhUM1L6QxAkIQsCgDBvTNOEpmkol8syZ5wrMjxUj5RIJALXdVEqlYRtE4vFPHIMglJMSLlP2G6xWMTy8jKWl5c9IIbf7xe2AZNzyi0qlQoajYZ4gnBtgCGLgmCCWqY3Ho9L4t3v97eVrWW0Wi0pA62Oh3uD68pEnvtb9Z7hHJEFZFkWTNOUKktqUPI1WoJX0walnhcWFtBsNrGxsYGNjQ1omoaZmRkPewkYlvdVjY9VNg7XiMBUo9HA+vo6KpWKgB6lUgnFYlHG5DgOQqGQVE4imEZWC8ENlqvm/Ud5iyp1qmwZPfsDfliW5QFWuJ8JwJimibNnz0LXdRQKBRSLRZErjRocc6ysfKVWyuK187pN0/TId1TQ07IsD2jG+5HMlaMxBU4o7lE/k8M2peEY1uHI+p6dm4TSbL1SRHR6YdtxsezMIRCfw2euGgamsT4zgsKN78N1GzDP70+LzvBF41Ip616oLOXutbinCJoAB/M3YfhCYVjveA+cdhN6MAxjt3PvOdDkLeBnAtxl0OTgvUyYJpM4qZiAJidw+imDJicWxzBf24CTMfyKvmew2goNIg1/AK2eg1IhD9OKIB6LIRwOo90ZVg3h0+FisYBGp4Xp2TnkikW4bhnpVBpLuRzi8Tiy2QTeuHV78LQ6HkdueRnzmeTWF1B3S7LjbiX6g8o89CbgFz21ZDJZG6TrM7lmok3wh9VvmJyr5pbtdhurq6vQdR2XL18Wo1ImYel0Wkq5kpHBJ+OUlFAekUqlxCeEzIyZmRmk02lsbm7i1q1bUp6V/fd6PalQQ/8IJo+pVApzc3MCuKgVdJgMUs5AUIPACsGfTqcjCSRBCZbUVWVGBDco2eFYKI9qtVqIRCKYnZ1FLBqDz/BJcsxKOWTH8Boo+VEZHzTsVav1mKYp1VrUKj2cZ147k2Em/d1uF/V6Hc1mUxJw+n0w+ac5MA1sVSkXj+ce0TRNGCFcf2AgK9nc3ESpVJJyyMlkEolEQjw2gGGpZQJ3vIahgbJfrvfMmTOyl1SzYa4H9wfnbQhkQlhWlMDUajWsrKygWq3Kvej3+z3VksjcoXSL68RxdbtdtFotMWPl/uh2uwJQ0KOG867rOqanpz0VblRwh8BWOBzGmTNnAAwSkFKpJEwR9TiWcqavDj2XRitnDda3B10PCIsJGCbiXGfuI4J7vKaxi7cgaHIa/RymSXfkhcHfip2/GQzu+/1+azj803l1XH4rithD7x3KnPYbmtfnZGFhOxg0brHrNZ5O3u6Jg/qbMHyhAdhyV0GACWhysLhPTGAP0dQkJrEtxsIEdiLNOXhjYyzNGT3dA5zca6AJzSBDodCAkeA48PkNFOplXF/Ow4xoSDQNTGd6CEYzKG5W4VZLmEpFEU9M4buvraDvOOjqBdy8eRPZbBbF+hpyazkkKl3kq1288r3v4e3veAeuL72OVruLlhPG2SkT0aCLft9By/HBskyEwwOZTa1Wk8QHgDzF55NyJlSUI1DqoSaxZH2oVXiAYaWaVquF9fV1RCIRTE1NSYIJAJZl4dy5c4hEIlhdXZVSqUxuyaKggWm9XhepEJP5UCiEbDYrSWKhUJCxGYaBdDoNYIsOXK2iWCzC5/OJUWgikZC2dF0X4IEAAp/Wk11CmRXBEAIUZFwQhOK80geD81YoFLbJURzHEaNR+oHEYjFh9KhMH5W9QQCOnh5kcmjaoCIRJVAcE8fruq5UwlElOZS5qEaklB9ZliWyHoJTBBYI5Pj9flSrVTQaDQGeOGbXdUX2RfYOJWH8n/IpVgqanp6W63BdF81GE5XqoCx1xIrAigzkXARBVMkRf1f3JEE4gghq8g9AKtHkcjnk83lZJxrLkr1jGAYikYi8l06nBVSKRCLyM6vrqAAVAb1GoyHMGrJz1JLZ9XodjUYD6XQa0WhUZFJqjLKhLMvysIQICKkmyNw7rEDEuRqMzYdez0Gj0UI4rG+BNICuD9tQTYG5ZwjSuK4rEruxiLeIn8kJ9HassdO4tAEvZg9iyX7NYffnZ3KAMw8WW43Q5ySXy90bwMlOL94F0AQAVlZXYaTnDnXuxM/kWHqZ+Jkc9OgJaDKJI8TEz+QETp+AJjueagCH+Hwfk2+TajI3SMaBPnwwkwu4FD6LnhZGIZ/Dd/+flzA9N4Pi+houz6UwN5VEo1XHo+9+BMViDW++eQOJaBIXz1/CN7/x/+Jd734E/V4XP7h2DTPT0wgFAjDDYWiuho3cGmaT8+gaGnRNh2Ho6PW6CPgNMT2ld4NanlhNOCmtYPJJYIMJNr1OmDwxmVf9OXK5HAqFAtLpNM6dO4fz588LCBEMBjEzM4NQKIRCoSCJGJM0Vpthkp5IJMQDRDVZnZubQzAYxK1bt7CysiJPwMlEYAWXZDIp4ybzgQAPgRuuFyUIZIrwdVWKwbliuWAyHSzLkkpElKUAwyf8BAtarZYwApjIMkll9R/VG4P/2L8KnpCxAAw9R1TDWv7OPgAIy4bXHwqFpAwy5VmUHBFYYlKuyn1UjxT6oJB1wbLBAGDbtqd/tbx1vV5Hu91Gq9XC6uoqrl+/jmg0itnZWSwsLCAYCsLX8KHdbqPiVFCpDnxSCA7RxJfmpTRFJauHXiSUW/l8PvGiaTabqNVq8jM9Q1h9iHMaDAalLDOPoQ+M6uvSarXkurkX4vG4gBaU2jACgYAAKGyjXq8LGEf2FUP1UFFBi0AggEqlIm0SvCKjSAWsCOyRSTYAltqyr1jW2XUddLsdDxtJ3UejbJixiLc4aHLgdTgBaQ6b3faLO5SK7NZlt93ex4AOl2weG2CiDVsTn5O18fA56XQ6A/+YXcLDDjtlaY4anU4H1XIJ9vl3HPjcCWhy5B6OvZ9d40RAkzZee+Yn8LX/2MHcL/8pnv5g6uADOMzRY/InbhL3ZrylQJOJn8mxdX/YU417FTQBIE9pAZqxavAHguj3dbjdFl577W/h9/uQSaYQ9mnQYoPKGdA1+H0aqpU81hZXEdA0LCzM441r1zA3PYWwz4dXf/g9XDw7C9u28Z2X/grvff/78N3/77uwTROJeBya24LrAobjStLE5N6yLI9/CZMfJpsEemiUSUYDE3pKUCjN6Xa7Im1hQqUCFaVSCblcDtlsVrwndF0XT5Fup4u+0xevECbsrVYL9XodlUpFStQyYSc7IpVKIRgMIpvNSgUdPvUnU4DAQKPREDkG2woGgx5GDDCsNkIQhyCH6j0xWgq21+uh2WyK1wnfJ1NDPYeyoHg8jqmpKfG+YMUX7h3OPUEkAkuUSpEVxER+NEHm62QKEHwhO0H1qikUCgJwUHqkel5wXsgEIrOFx9CrRAWWWBI3EonAcRzxR9nJRJUsiWq1ilKpJDIulrkOhUID8KRSwfr6uuw5y7IQj8eRSqXQ7XZRKBRkHViFh5We6vU6ut2uGO7W63WRJpmmKcAPAS3KkkKhkHi+8P5QmUhk/xCsIqBhmiai0SgajYZUzeF9ocqNCAARgAIg96fK/FIlO61Wy+PZ47quSLnop6JKfnhdLOs82CdddLtD02nXdRAM+gUU4njIfOG9T9kc12yUFXM/xThKc3Y7TIAJdx92ISckzRmMQ3nBVd/X9gR3Os3GHt8fjuZncuRQG1GuwWePj89JoVCAP7w7cOJZlz3ipL9Cra2twTigvwlwF0GTY2fl3EXQZKz9TL6J//s//xRe707jXf/z/4m/+7adjgki/WP/EI/OAZlzkYMP4DBHT0CTSRwhJn4mJ3D6BDTZ89T91QZkjBFoAsDzFJtPbt1+HlYghLWbi/DVG7jy4INYvrUGo2MhGbVRLOSxeKuM+fl5dLpdrCy+gQff/g40Knnklm/g/e//ADbWbyNkAFcuncUrr7yCuekUQoaLbCKC82fOoNVoALoDDUC33YVP1+G6unh/0L/EdQHXHZYpbjQaqNdq6GwlXiyN22q1RCKjskqYSJMpQUYIwQ36erTbbaytrUHTNExNTQkwoeu69AHAY9Cpshwo+WCb6lN3TRuU9I3FYkgmk1heXsb6+jpqtRoAiI9DsVgEMJBPETzi+Alu8Isv50MFOghekDVB00+OhUk9z1UrtHCcKuPDsiyRY7ANsgUIahAoYRuUSJEVwLLM4XBYAKlutysAFK+fYAalPQyCSrwOMmEoneGcqMwFn8/nkXBQ0gIMTH45FtWPhQwYtRQw5Smjfh4cs+u6qNVqiMVi4i2iaRrM8ICxUSwWBbTg3jFNE6lUCuVyGQCkUpJhGNjc3EShUBCTYFaMUWVDBDVUPxfOH+9l1QSYMh7e65ThqKbHBJgI1LF0M+9BliTmHHBug8GgMGkIrHBvsJ12uy0AhkGT5y0WD1k0HI9hGJ5KWgOAbABMDvyNQnAcTfZ43+mj7zjobe2jQCAg9z7XUGUc3Y8xjqDJfvCQuwWajPqZ7BRrt27gkYffs+N7ZjyxCwlmjECTkdDDkfHyOdnlm5QeDAPdzl0HTYDBZ7dm7pX0emPiZ3JMvYw1aLL/SL7nv8T7f+SAne8Rp/GgfxJvzRhH0GQcpSb7Pv20NH73+HztDzgZM8CEQbkH5Q3QtAF7o9vC3HwSs740mu0ipqZSgGHA1YB2pwW/38BGbhURM4DHHrmMWr0EXdfx/vc8hEZ1DXPTcTxwYRbNagEPXX0AwUAA1XoV73rwAfhcB20d0Pwh9DttBPy+AU1a06BrGnrdLrq9LuAOJR2apkvyFQqH4dsCNgj6MOmntwVDTYZZXUb14eAx4XAYoVBIwJCpqSl5ws4klE/fNU1DrVpDvpBHo9EQ9gr9TliNhkmb6o0SiURw5swZxONxkfnUajWRT5CVQQBIZXGQRTMKDDAx5PXwiTuZAmoSTYCDSbCatBIgoTEv5RT1el0AFbU6TqFQEJCLzBVWn6HMiCWKmZwD8IBaNO6lTESVWdDHhT4lnEuuH8dOtgrH0Ov1xPwUgCT2HCelIwSD1PEzYae/TCQSkcRflSVpW/dJo9HA8vKyGAXbtg07OmBu0GtDBVUoySF4w73Kqk0EhgKBALLZrFwXr5P7WTWRJbgDAJVKRdhMBI3IzuC18TyWX+71emLUS2YRwROuleMMygCrfi1qWWGW6iZrhPcVjXHb7YHkqt8bXJt/6zjXcdHrdT2skH7f2WLHUArWQafTRK83YIv1uj04W2vX6/bRaDbhUHoUDAKaBv+WWbC6x++nuFekOaPhunf4W3waUqY79ONiUHp4tzd3Bk12uKp9zteRv/SM9LO5+CZSCxfkdyOaRHf9NorF4lgAJ7tdry8UxubKa7ued5pfoZZWVmFsyZzuFPc9aPIW8DO5w1sHjDZe+42fwNf+uoO5T/wpfir7u/ji//BnaMR/Ch/53V/B/NZRla/+E3zxCz+A75FP4hf+x/8MVv11/ODffA7f+Y8/QLEEBOYexOWP/Qp+9EfPwkAV1/6nD+Mv/iaCK5/4JIJffwav3v4APvx/fApnj23ck5jESNwv0pxjaHhspDkjb92r83Vn4GRMQRNgQMuPxWLCOPH7/dATSWg60Oi10XX6CNkG3K6LgObAcftomyYCPh2G68DZkgKkUgmUyxU0203EY1F0+x3UWy7CQQv9fgutdhfhcATRsAkrHERH09Fy+uh3u3DbTbRaHYS2PB6YtHa7XWg+Az6fhl63AzgO+t3eFsgCMZJVy/yqvgYELEa9PJh8kj1CeQiBiHq9jkKhgGQyKSaYanlYTdOg6UPJAxkB9GRhpRIyOpj4U07CxJnJZ6lUQqVSkVK9BFI4PspA2L7q4wFAgAb6XFiW5QFbyNYwDAO2bYtchm2pUhnVQ4NJNJNwsg+YWFNGoybI6rXR24MMEgI+TJIJHvAauDZkFKgMD7IoGJZliS8MWT4ABoykLfCKxqmUkZBFQ7ZQpVIRporqh6JWjiKDhfuJa8L9QlnN+vo6MpkMZmZmBlWanKEBLz1qCEQQZHAcB8VCEaVySUxXAQjoo/rEcC5YCYgGypTXqHOqVuPhGhJ4IcBHAPH/Z+9NYyNJ0zu/X9wReSeZSbKKrPvq6qu6p6dndlYjQTMSJI1hQ1jDO+sPa8DCAob9QV5gbQMeL7yAYWPX+0H7YWXAWAOSDAtYGCthLckC1obl0dgznhnN0XOoq8+6D95k3pFxhz8kn2CQxaoiq0gWWZ0PUF1dmRHv+8Ybwap8fvl//o/8EgAoZtHSAWf7s5GmaQZZRB0mz6EoZKSTVRCMvj3WDQNVM4mDFF3TSJMIyzIoOBZxFBOGo7ENXcMyTeIkRgE0TcG2HeIEoihkuPFzlaQqrjugVKnh2BpRHGFaFcqVCqamEAQhcc7gWFQsL0scV2gCYG50G9mxVOcIQJOnxa6VJvu0X7saZIdPKJXmTPb/+kZnmMXFRa5du7Yfsz5X7PiBSnnCexz+R6j1lWVKb5x76nFjP5N9meUY+5k8fUD99a9xvvmnvL/yV3zyMcxdAVjg5nc+AEqc+cqXKbLAX/+Tv89fXofGV36b33gbHvz5v+D9f/b38Yt/yG98zkTDBPrc+1//Bdbsl7n61S9S3u+1j2McEmNosrfTx9BkT6c+GZwcYWgCowQ0DwRGygOLwdAliUyatQmIIgKvC56HXqjgmzYFfPQgIojL9OOIxaV55uYusb6+zv1ll0azTqAmDAcaUbCEYZl4gcbq+jwTFZvh0KVSLjI13UQ3TNwo5MZHd7h45dIoGV1d5sy5syy1hwyHbU7P1EiHLkoSo6k6imlkygIJuQ5JdPNdeSRxzbewFRNUKePJq1J6vV4mbT5//jzlcnnL+eVymVKplCWhYlbb7/ezpFu8SRzHoVqtZga2eYhjmibT09PUajWWlpaYn5+n3+9nibl0NxG/DEmc89cspSYwUoSUy2VM0yQIAjqdzpbEW1QO4mkieyWtbqWFrWEY2RrkOGlfmze3zftlNBqNbJ/Eg0PWI/4s4rMBPAJ1BJ5ISY+ABunsInsvaxNVhKheRCkiyg4xxhUlkMwrcEXWCJtmtKJmATIYs7a2hud5GIbxSHmWaZqZP0qr1cL3fZrNZlbCIiUvlmlRLBW3dPLp9Xrcvn2b1dXVbE/l2sUUV5Qxsi4pp+l0OqiqSrPZzNQ9MpcAO3muJXzfz1Q/m0quzedGjhEYmPcJyautZGx5TcaUvVdVddPUWU3RTJMPP5qn6EyQhj0unGlQrRZodTo4hQJ6FKEZBnESE8QqRcciDjxIU1JVI8Bgtetx5tR5Wq11ur02l85d4cFaB8d2ODlXpDeMsSoT6O4qQRKhagbmBjQSNdPLEIdemrPL4XY7o++NzKwPE5o8zs/kmcZTFAadNoUntandZanJcy3lMXMIWzZyfliqbqA6JZaWlp5nxv2L7ReuPOE9Dv8j1OLiIqpuoBcrTzzuKEKTsZ/JY+IwoMljB3uNN744w/t/vsjd71yHK6/B8g/49BOg8AWufrEMt/+AH13vQ/Pf4yv/8W/QAM7NLfDwH/xLbv3r7zD43Fdh46NuNPtb/Pv/6Fc4Qn3ixvEyxdjPZO9DjP1M9nZq+iRwcsShCYx8AeSbbl3X8YZDvCBmsT3kweIKZ84ZkMQEQ5d60cbvhnRDnyk7Je6s0pwy+PDjG/TcAUGScuf2bU6ePIm/tMrps5f4yY+vU616XHrlLD//4BPuP3jA5996jYE74Ac/+gFf/OLfIIpD7t55QKUygRt+gqJqzC/MM7/cYnm5T61s015Y4PxcgyTwKBVLhMNN5YIkdJKUSyIpHXa2J3ZS9pH3uRAPEUnWBYjcu3ePJEk4ceJE5veRb5Wa776Spmm2lrxZ6OrqKkEQ0Gw2t5R9iPoARkn69PQ0tm1n5rHSeUVUHZIUS0IuYEPmlD9Lwi0wSNYo70knF4E5YkYLZOADyIxFZV/leiWhtiwruweVSiUr05CkWRQZecAioAfITHuBLdcHZBBD1CpSniImuWLkKiocUWhI+9v8teZVMzKvXFMetuUBi5TZCGTRdZ1qtUqpVMq8aUSNIWa14iEj5qanT5/O/Gm2+2ysr69z7949lpeXM4NauY/i3ZMvlRFoJeBC7kNeySTPsUCuIAgyTxOBWaJ+cRxnS7vuvLFyEASZWa1AHCkxkl9hGI6UNRvgK18eZhhG1q46BZTQoOSU+NmH11GVGKOkYPeGnDxxilt371IoFGg0TnDjxqeohTIPV9eoFw28fpeJep3QH9LuubSvX0dVoFgocP3TT/BiHadfpBX1WVrvYjgl6mbEzFQNTUkyVZQAt+MeR9HPZK8zxkkKCqRJDp4ckJ/Jk1/Y09lZVBrTdFvrFKv1vP/qruc5aD+Tx3nHaOUaybDP4uIiMzMzOx90SJHmP14pT3jv0bcPJZaWljKVzk7x0pfmPNtgex/qMwFNUiCl+dWvUv/zf0nrJ99mhdcovPdvWAEKX/xNzpjgP7iHC7Dyx/zR3/njrUM8vE6Pr2Z/rL/96hiajONgYgxN9n76GJrs7dSNAx8FJ8cAmEhISYiUSLiDPhEGXlLE9RPu3l/B9wbE/pDZ2SYf3LzP1OxZfM2laQQsLd1n7tQpltfW+OjDj/iVX/1V3n//fewk5c6dJdLEoFYroWsmumnw6quvUq1UOXHyJA8fPKBWrfH9v/oeX/6Fr+L7CT/+yY95/c03qNYCvCDGVmwunr3ID37wf3NutjlKmtMUBSUrIZDkVBJzUSjIr3wSLooGwzAyRUje00ISR0k8pYPKgwcPmJmZ4fz581Sr1Sz5zxui5hPevH+FdEaRjjCw+Y2/jCEqiUajQb1ez65FPFA8z6Pf72etcQVK5JUy8vp2pU2lUsmSXQE80pFFIBGQlVgIjBLwIJ1e5Jpkr0QlItfh+z6dTmeL2bB4keThj0Cj7SaelmVligwpA/F9P0vGBRjkPWfkPHldAIAoIfL7ImsXc1kBIlIyJMBEOu+Ikki8T/IqJoEuco1SviTQqNVqUSlXKFfKmSJIlCau69Jut/E8L/ODEdAk8ET2Km92K2ojMZOVzkMAjUYjK7ORtYjCJF+2Ju/Lz3v+/kspjihp5LUkSXAcJ+soJM9Qvvwnr5KJoghN1dANHSVR0dQCs3MOP//kU37hl77CT376fU6dPM+H3/4BvV6Pdz//eb75nR+O7qnjEQxaPIxcLp6apuBYTBs2kV7mow8/4N13P8/1v/45Q7fPl37517nx0Q18P6Q2McXNuw9xZmqEGx4oAlPl+TjOcRShybPMVqjW8NzhpiLiyEETCDdUMTuFbjs7A5NdxEH4mewUaw/uPuLRIj4nS0tLLxycZHE4efueY2l1Da28MzgZQ5N9muWl8TPZ5WDnvsbVs/+S7975Dp/c/k0q37lBzAznf/1tdCCW45q/wa//Z79JXuukmRPUU+hu/FkvvtjOWON4SeOwHIiPeKnJrk8fl+bs/fTcgVvByTGCJkDmt5B5fsQRtmYy7HpoiU/BSinoJrGV0G+vMNWYYGbqBFHrPkHkUauaJCbc/Og6Fy9fYm1lgbXleS5fuUK7s4ypKiw+mKfZsHjjlUt8cP1DHg7WQVW5fPEcbr9FvexQrxb5kz/533nl1VdQkoA4GNBut3nl/Kvc/PR9HFPDKdhEnoeqjLwQxN9Ckk4p35BkL/+NumEYmR+EeKHAZgIspSD5VqzSUhdGUODu3busrKwwPT3N3Nwck5OTWVJsmibVanULHBCFRrE4+n7AcRzCMGQwGABkXUjkeAEQAhOAzJdkOByyurpKHMesrKywtjYyphV4lDdTzSf1sifiPVIqlSiVSpnJq+u6GIaRrUXAk7TaFaAjEEIUDdLpJp+QC8gQ+CB7me/0ky/vKBRG3WfEv0TKmwSUCCAQuCDJeavVYjAYbAEwAhWkvKlWq1EsFonjmE6nk7WQdhyHWq1GqVTK/DlEbRKGIbVaDcuyGA43kye5hrW1tS0tfcWjJv+zJOtcXFyk1+sxOTnJ9PQ0xWKRdrvNw4cP6Xa7W3xqBCAJIBFYJWohgR9ABmkURclUVXlFVd6rR/Y7r7LKqy/yQEWgmhwrShVVVTOAJGVK8szn4aN4oPT7/aw0KUliwiCmXnO4/rOfMFmx0dOAK2fOs77WYdBZ483XX2PhwW1aK/O8de0aLS+gUDvBnY9/jmmaeH6Aahbw3B6+22F9eYH1lUU+9/Y1OivzDNqLnJmug13Cj0+w9PAW50+9yvT0VAYZBYgdxzjOfiY7hV2psbTwkLlzF55xhCfHfviZ6I8zhkVBQXl0zF0QkYNWmmyP6tSJLX/WCqN/+9bX1/djJc8VKTy+1Ojxbx1arC7MXZnQAAAgAElEQVQvYV1885HXj2JpzrMtYexnctDzPBpnuPzVi3z3929w95t/hPVJALNf5Y2Ndsbm3GkK/IDeIECbe42ZIjC4y4PbfbRaaY+tO8cxjj3G2M9kb6ePocneT9/u/ZT934v+F/8ZQr4lzsozohjLgGYhRplysIqgpDppqGKoJdTSCf6fH/yIyYKC2TBIDQVv0OaVS2dxHB2DkItnZomDLpfON1hfGKLrJkrYZW1lSOR5XLp0kuHQZ2pqkqWlRa5dvYjbWeDiuQZud5Fa5SSVIpw5dX5UptMa8qUvXSOJffwgxvfBNKPMg0K+9YfN9rWSOOYl+vkuNeL5kYcUeR8EUUyIskS6vSwsLNBut+n3+8zMzDA7O0thw9RWFCYCbeSbewE78m1+ZrrqBxkwENiRL2URCCMKENu2aTabnDx5klarRafTyZJnSazlmoAMVkipisAVuU4BH6KqEIWCJMlABmBkn0ShIYmoKBPkuqWURrxTpLxGTHNd18W27ey1fIIvHZ7y7ZHlHgsUEdWNAAyBVgJyZExRUeRLh/J+NrKf8uzk2zxLtxiAUqmEqqoZEJBnIe+1Ip2OBE50Oh3a7TYAq6urrKysjCCA57G+vs5wOKTZbDIxMZHdN8dxMmAj5T7iiSOdogQqiaJE9jdN06ykSH6eBW5JuY2qqpkKRd6T9cp1i0JJrku8XcTfRYCXwMpM1aLpFIqFTF1kmdaGebOHHwT05+8TRwM0NWbh1qdMlifprz7gS+9cZX1tkd7qPJ9/4zyWEVAq2BD6lC+fw3P7WE4Rz+vSby/z1htXiaOQ6UaVzsoC6Bap32a6PkOgG5iFJg3bpzE5kZVHSaeo41iq87JBEwDNtDM1UPKs0o3HxH5Ak1E8vgYnTVPWF+Y5efbCrubYVz+TXQzidto7vq7ZDqrlvHCfk/6gv8Xke2soB6xDfnr0+32iMKRU3dpRZwxNnnuGfZ/nsXEo0GSdm//LN+huq5nRpv4tfuHvvbvjGZUv/iYzf/g7LP75nwHQ+MrXaMq6zv1t3nntz/jW9W/yrd+Zwf3yCVrf/AN+dr3P9N/9Pb7+7x4Rldg4PkMxhiYHMceuBjsG+/W8pUwbbovPvoAXGfnygtE3xwa+71IsWpwqzKKoKVHsQlzD1lLaw1Wa5YjpksXJySoDN6ZgGsycOoGiaISaRrNRIxy6pLrGubk6ilrGT+D86QoX5qp4UYJt6fieS61WQdc0igWbv/Hu52h32oRRzKkT06iqwqDvcu31VzEMjTiKR4aRaYTrjhQmksBLImtZVpa0yzfveX8HMYsUECBAQaCK53kZrMh/Uy2lJpVKhTiOWV1dxfM8VldXmZqaYnJykmq1ugWCSPmQJKj5b/NlLbL2vKJD1rO9lEeAQ6lUYmZmJutyMxgMsna2w+FwC0iShB5GUCmOYwaDQeZPIsfKWNIdp1wubzHPFRgkz4wk03nzUoE2SZJkKg/xV8lfp6IouK6L67o4jpOVMMme5D1S8mqM/DzisSL7Ix/G862Q8xBGynPyqp58WYqYycq9l/uhaVoGG0ql0haoY9t2Zq4sJSuyPvH7sG17C3wQWFKv17MSoXzXF+lGJO2bBerky2KAbK/yLZXlWRcT2bwRrbS7FlgmZVkCQLrdbuaXkiQJw+FwSxvpfHcdeU5FqQUj8KIpGnbBwi5YhEGA14sxFHDqDu/OvIOmqER+m9TVmPrCu6y0F2nUipybe4vh0EVJIhRdJVYV6pVpUlL8MCCJVF6/fI4kjgkCn4nyWYYb3Z0unHmDwHUJghaGZnJ2tkm73WIw9NE1NSs9O27g5CiW5uzHjKXmNPfe+w5nLlx6zpE24xGusC+0Yvtgo6hOn8BbW9rpraecuS/TPzUGnRaV5vSO76lOkaC9Sr/fp1Qq7cPi9hjKqGzVKG03XVWy/75gbsLi4iLmUYEm+15NMzaB3b8I6F3/Dr3tL8+e5vPsDE6Y+jJXL/8ui9cD4FWu/uKZ3LpO8MY3/kf4vd/lZ3/1x3zrJ2A2L3Lpt36br/w7ZwB/369gHON4fBwzaDI2gd236ff11CccqB9XaAJQq9Uy+b98oxxGAUGcoCkOSuKjaDqGXSdyu+hazFtvXCYdrDN0WwRqiZiIqNslTU3ScgXUiKjbITYroHuoRhFftwk6S1hEBEqZQb/LcOgRRTGGoWffuGuqhqqp9JLuqBNLnBD4MUpiYVk2RnnTa0ISRUlk80ltvltMHg6IIkESTvldklQxk9zeLUQMdMUMFMj8HkRJEYYhjUYjGyuffOdBSN4IVWBAr9fLSlUkCZa1iI+HXCNsJtiFQoFKpZKVUbiumxmVSoIrBrOyN5KA581z8+VKck1SAiMlL6LWcV03Ax35fcyPA2TrE3Blmia1Wg0guy95FZCYn4q6RLxJROWQN8cVk15Ry8h+VyqVLUokud+i3pC1ypqkXEU8T+r1+haViQAKuX8Cc+RZMk0za3Es63Ach0qlkvneyL3Il23Js5kHeAKpgiDIEn4xbBVDW+lmk+9MBKPuWGLgmvcwUVWVSqWyRZ0iUFHAoJi8ynlS0pUHXrI+KTPLe7CgKCRxAoqOF6aoCYRxgq4ZRHFKseBgaQXiIEHRYiJdxfVSStUpirZDmiaUDQdN0XAjldBziRMVyzJACVFjjZgYRdUwTJtKuUJUi+gPBqDqYGsYSUi5WMDzhpiWhWnZW37OjhM4OYrQZL8gQJJu/p27H4nyI2M850J77RaFqvhbPDqYbtkjB9anLP5FQBOA0PMeW2qkVyaI2qssLi5y8eLF51zcHiN/LZr+yBvydqFSO6wV7Rira+tgj/6OHvuZ7NMsLxM0SX+Rr/2rb/O1p8zS/MZfcPmRYyZ547/7C9543LqKl3jjP/3no/cfedPi8n+505jjGMd+x2cLmnzmTGCPyH4d6/LDvMnpCEhERGlKahRYWGrT669x+uwUQz/AVBz6QcpgmDBZrKKgYBUqaLqDU4jwvIROqLC8vMp0rUCMzjBVCAY+/SjEMRVUf4huKICSJcRiVBrHMU7BwVCNLOFXNQ1N10jShCAMMigiSod8Yi1JrkCV7ZBEFB/5b9YFsMheSOKfT+hFMZIv/8mrH8Q8tdVqUavVaDabmVmnHCuxE9xJkiRLSDOw4A4ZesPMzBbI4IkAFAFHkvxWq9UtSb0k8u12m6WlpUw5IeoLASuyN6JOEVXKdsCz3ZcDyFQJApTkdcdxMlAg5SWS5KdpmnmQCKDJlxhJGY74pOTVIbIe8VWRNefvpQAIUeBompZ5l8i1SrmRqCsGg0F2z1dXV7MyFIE5AmTEuNZ13ey563a7W1ooS+mOwBkxqJX7LDBMVVWKxWJ2rhwrhrB5c+Fut5t1IBJgke8m1ev1MpWI3FfZH/EwiqIogyT9fp9ut0utVmNqaopyuZyVI+UBXl5xJGqc7c90kiT4YYCfqDilAnGgUS42GAyWqU/WUJOUCI1Wb0hialjlCdTAxHY02p0eKCrl0iQP5heolA100yZNDDrdIbW6Q7FYJtV04nSkKFpYWEQ3HRqz0ywuLrK8ts6puTmW2i0q1SoKEaamouSeXSndOsqx+1KTYwZNtg2QpCP2kDznP+D7V5qzGd3W2gY4efy382maPpGb7JsJ7DMM0llZeMTfREIrjFQmrVbrORb2DLFtK9PcG9t3eXtXncOO+YUF9JmzLz80+Qz4mTzlrX2cZ2+zPPHoFy25GsdnOI4ZMNmHgY+MymTbW8d6v3Z54LEGJ+IXkf8WMCQlMg1u35+nUrXpDDw++uBjzp86QdftE6hFBp2Ay2dP0U1MVlfXqGkRZ85c5Ef/748IQ49GvcytewtMlyzWWl1Sp0xBD5guaxgbnUEkGRZ1haqqaOoIgIiCQxJIUYBIspov08h3UJHX8t1u8mqBfCtfOV6Sd1EzCKiQhFHML2ETNInpqpSbOI5Dq9ViYWGBxcVFzpw5Q6PRyFr+bocnsAlgpKwir1KJkzibVxQvonAQeJI3gxVAJG2W5RrEt8JxHFzXzboESdIt5qBy7YXCyKuiVCplcwvIkDXLumX/ZG+kJEVUF3EcZyUiQRBkCg9FUbJ2t+KfImUromgRyJVXEgkIyiDbBpgRHxm5J/K7QA8xw/V9PzPslfHEB0PAjUAFUZtIqYyU0wjIEa8XKQ3LG7iK0sNxnEyZk1eNbAdN8pqogARmyfMlPwsCNWDTsDYPiiTkeZf7KuqSJElotVqkaZq1vJ6cnKTZbGZgRXxSBLjAJhwToCM/F2maomoaqjp6Fu8trBGtdRj6EaWCxdLD21ycO8lMvU532Od7P36P1945x+y5c7z3w59QMBTuLyxw/tIVdK3PeruDNr/KmbPTGFjcu/uQt+vnuXv/HoVynXKlynqnzw9/dh3Dcpiamsbt93EHHtpKm7t37uA4NqebFSaqJRRVo1QqZh2SjnK8jH4mjxvg8earexv2ID5cjP6+ecKkwNK9W48/f18W8eynup0WdnmrakOGMyqjEpTFxcVnn2Av8TgD2A132J3eHnQ6B7igp0e/26FyvvzoG2M/k73O8hL5mTxpwDE0GcfLEGNochBz7HqwIw5NDkKVc6zBSb67DIwSbU3X6KcwPT2FYSaYpk6tXmNtfY13vvgO3/rez0nSENAxjSK3b77HxdkKg36HarmGYesMhy1mpqboLt7n9dde48O786ytLXBh5jyKomdqEUnK821T86oGSW7z3WoEiuT9Q+Ra8v4U+euSchUgM8fMJ9kCGGQO0zSzLjwpo88AeTAjKgfYLAnJJ6fD4ZBGo8HMzAzNRhPTMrMkW9aU/xbfcZwtpTgCW0RJI52C8t4leW8PibyCROYpFouUSiVc12VhYSE7P68QySs3er3elvHyypO8Qal4iAj46vV6ma+J67qZSkKUGHKfDcPYUj4k8wpYiaKIQqGQtWBO0zQz/BVYIOUjAljy7Y1ljeJ3Ip2RRNWTLzGybTsDJwJmBOxIOZRhGNk6RAlTKBQwTZNCoZB51oipa7lcznxiFEXJlByVSmULMPF9P1tPXsmRB4ry/JfL5S3+JtJyO19+Jc9MvkOTPK+yP2JaK6Vd4tUj4E5+FuTZF3WX7HG+k4/8StPR98TNqQk+/PQ+g2FMv5vSbbUYNir4gcXkxAkMTSOJYn72w5/iDfpUpsq8+tpVVtZauH5IY2oGNfJoNGcYdHRSxaBcrbO62kZNYxbn77O01uHy5SustbsM/YDl5XVOnZrFNC0+987nuX/3HtVaDdNUSTYkDbKHRzUOvTRnl8MdBDQB8J/Q7nfPw+4nQVEgfUqy2Th1jhvf/cvHrum5lrIPt3jQbjF14epjh9TKtcNRnDyz/8uLyx4XFxfRLAfN3ta6fAxN9j7UywJN9pF0jKHJOI5mHDNoMvYzOdQ4qFKmYw1OpDQj/+23pmmUdAut4fD/fff/4upr5yEJKVgluu0A3w149ZVTJLHLxzdvMlmv06gVGfa7nD9znu99/9tM1WPKUxPYukbJcVhfWeX1KxfRdQUUDVXVsG0tU5pIJw9VVXEKTubVkC9jGCXvGmEYMHSHoLCpikjiDFxIsj7yTilkZTvSYlWSSOnaIj4cUloh39CPSm000jTJxpCEVRQFpVIpgxt5c04YSaI9z2NhYYFKpcLJkycpl8uZx4isVyJfjpIHWVLSkVeqAFsATN4/JQ9NYNNIdGVlhYWFhS2JdL5DDJDBj/x5Ark0TaNcLm/pJiPgR/xIBAwMBqN20kEQZK2QxWA2f7xAALlvMp4oQvLtZEWZUa1WATKYlG8lnW+BLGBGSmcErOQVE7J/sof5lrulUikr5RkOh5l6A8ieEVHvyHoKhQLNZjNTwohviKw/r74ZDocZSMorpASg5VUr+X0eDofZ/RCoIR4nAqTyPwsjwDE6N4ojDF1nYqJOs9kcqVg0HZTR/Zb5RhBmU22iaRqGaaDpGk7sZGuWX0PPo1av0ut0uHT5TR7ev8XVV6/QqNpUqg62Y2HrGvgBFaNCoHbxvTb1iTq3bn7Ia2+9g67D2to6uvkqTqGEZZdYXlvFKRWoGDq6VsQLIoqOze1790liePvta7z33o9p1GucPfUWH7zfpVKeo+iYGx5KUdZm+ijGUfQz2ZcZnzCAXa7hD4d7Vp7st5/JTjP0Wus5j5PdzbNvpTn7EG63g2Hbjx1SK5SIe20WFxeZmTmgTh1PuJY0ffKl7nenpb3EwuIiamGbae7LUprzbIPtfaiXys/kmd88yKGeKX567gI3Ts4e/ESHldQedOywiKMKAZ53AW27sF9DPemPBzLHgZ3+MkGTI6Y0kTjW4CSfsI6SyYTYS4iTgNbyClfOneTi3CnWnTUsp8BguM6l2Qn0RMHSdRqWR6lYR9cVnIJFd+UGp6ct3n7rdZY7HXqFWdYHHV6bbRC7Awamg6PFRGqMqiioaYISabiBh6opqIqC7wUkyShxjuKAKLZIkxRN62LEIapiMSBGU3T8wCRJVJIYNENFt1SioTv6tlkpg2Zj6zGpExGrI8NSf+CSRDGpomYJKgoEgc9w6FMqlBn6XfqDdVTVJE0tICWOfMIwQlUVgjBCiRIKjpapBfLfbAtsaLfbpGlKq9Wi3W4zPT1Ns9mkXq9vKe/I+0Zs76aTByF5I1xJjvPvyzqk/CpNUwaDAfPz89y9e5dWq7VjqZNhGBkUkI4LokIRZUTebDffxliSaxlTjhFlhsAAibw3Sd6vRYCRwKc0TTMQI+dLWY5cv6hL8m15xRxXQEpePSQlOVJSpChKpqKQJFvKVtbX1zOFi3ShkZIv6ZIj0MU0TUqlEidOnGBubi47X0xhgyBgeXk5mzMIgkzZY1kW5XIZy7Lo9/v4vk+hUMgUJAJadF3HdV1838/AhbwOZOVn+dI0UeuM7oGKrmropknBKZGkKVEcEEYBSZSCoqKoGnGS0O32SdKINA2xhgVq1TpOoYimGKgkRFGMG7gEUYyu2KiKRbDc4uxkiVN1Bd23mJ6u0Gl3GNoFvGCJ8+ebTE5OUCpXuO9EWI6NN+xz7ZWznDtRY3VtDcUuoXsxYbCCxYA7H66h6RqDyQqNySavXjrH4tIyE3rI+Vcu4ydDLsxNcPH8Ge5//BMuTheoFB2SjX3NdyU6anEUoclhlJrY5SpL8w+YPfccBqX7mqCN0IcC9DstnOlTT5wj9L3sc8Jh5Ym7jWG3TePUucf6v+iVCYKlBywtLR0MOHnKhmxXSD5yuvLidnR5dQ29kuuoM4YmexvqMwFNjhcwkXnmJ5sHO/U+DZg+bbDD2LNjBE2eOsQ+Pcd7WchRLDXZ9emH9YPxsuzXc8xz7MGJJLJpmpKkKYHvomk6kxNldE0jGA5wLIM4GlAvOkwUGqSpjjt0mTs5S5IAisZw6FEpO0xMnqfVblPEJ9Y01MjldMMiRmWoAJpBmkKv76IqOoamEgUBqqaQqFGWGBqGQRhE6LpFREqSJnixgqHbqPiYhkUYhgz6LpZpoSUKSWpgGQYkEAUBvU4LJQ5BVcDQwfMxdQNN0QiShCgMicNRwhxGIY5lEfsBcRgQRxFeGJIkIUmykURuJOrVcokwCklSZYsJbV7hIKUMssdra2tZa1jXdZmcnMySu+3GpztBlO1GrXnFhITAmlarlSlf+v0+Kysr9Pv9LT4mQRBk8EOUP/mWyuL3ki+lkmRc4IaYsMp6XNfNxpL2tZLY5708JJGV9QgQ8TwvU++ImkKOF6WIwBoBVQJYZO8FVggMCoKAfr//yIdyuc68D05euSElLOJhI+qs4XCY7Y2oPyqVCmfOnOHUqVNomkar1cI0zawUqFwuZ2a4YtgrZUbSQUcMfeU63I2Wu0DmxSIqlPxzlfeSkfcFFqRpOlKRaCppkuAPPDy3B0lCkmh0+uv0+m3SWNlSrjbadwVSjTSJ6XXbRGGApukkMShqgh/06btDKsUJUC0iz2OmUScJBlw8ewpFSyk6DkmcEkUhU806iqoQ+H2mm1WSVKFRL4/+P/E4M9vAPnuS1dUlFAVOn25imfYIaiYRcegT+iqXzp3m0pk51tstYkXl5KsXicKYK1euEIYhnW43g1N509+jEp8lP5OdotycYenm+8ydu/hs/+buOzTZLMfM8vonzDHotPZvGftYatReWkA3rSea5mqFEUBeX1/fn0kfM8/j3nqaouQFCk5YXV7CubQBk14WaDL2M9m3eY4rNDnwqcfQ5LnnOJAhDgOaHIbKZB8GPjKlOdveOtb79ZzzHGtwIn4VUjoiHQNGSatOGIy+kQ7DEEdXUQKPMAmI0YjSlDjUMDQDQzNBSYiThIEXYqgaSqJRtusYWkrSXUI1FYqFMlAgCkPqdp00ifG9AUW7hKGPEr1iqZiVaoShj5LEWLqOH6v4ukNqlCmq1oZCwCOKPXQzJh6muF0wbAcUDZII0+3g2CWCJCHVVHRDp2Q52KaFqpsoiYamJphOiSiKSZOQkmPiBCZhHOMFAfFGUhmFPmEYoKQJceijpQlBDIqiZgkubHqX5EtiBAAEQcDCwgKrq6tZ2U4URVva5konGkmUBaToup55Z+RbxEqb2F6vl5URSYIu5qGiABFIICVZ4uGR95rJdxeS8hYpmyqVSiiKkrUkzitipCwlb/wrcCfv7ZL389ju6yG+ITDypREVi5wnPjWyVjFaledYjIIF2ghckDIrKf+Rc/OmuPaGxF3ugyhZBJoIpMi3Q5ZrENCXJAn9fp92u53de2krnS/NEq+UarWalWHJ9YoCTO5rXkUia5bfBRLZtk0cx1nZjqIoWVmPdACK4hhNNXGsANQAQyuNwESxiOdFeN6QKArR9Q31UaqjahooGpZjk6QxuqahqgaaChW9SNGyAZVqrcrA1EhIUUixHYcwjhgMOujo6LpBQoJlW+iazmA4IEl8UBTCaFQelaQhvV6EYepZW/QEBUXRsC2LOBw9j2urqwRBhK4mpGlIEMWoRoGuG5KiYegmKnEGpQQ6HYX4rEMTAMW0GLrDLfD3ScM+Up6zb582lG3/t2FE/ZRrqU6dQElfvJ/J9hh229Smt3XU2TaPZjtolsPS0tL+TbwHP5N2qwWYjz32ac/DQUW/3yeOIozaxNMP3o84ZtDkM+Fn8sQBjxk0eeH79SzDHNain7iIg512DE2ee54DOf2QS3P2fcp9GvgwS5mONTjJ+1goioKuaeiGCaqJO/TRjJHSwLAM0lRhGAYb/1Cm6LpBFKUESUq/3yNVVJI0xSoUiAGcOmuuhkpCQS+iOTYDP8GIPaqVJu31DkXHwqkoWLqJqhqY5qbxKGFIYugkkT4yFNTBTxQCFCLfRzNUQKcxNct6ewUlVikVa4SawfLaGiVHp1J2QNVwnBKdQY9h6GHqNuHAY+BFRHHCzMw0Kysro/a3ik6qJJTrUySpgh8EDAZ9EkUhjhM03yMY9olJUNIUVdns3CMJebFY3KJAkcRaIIAktOLBIQm1JL6u62YKiu2dVwQs5H1GpFtOv99H0zQqlUpm6CqlKXIOkJWlSGIpihB5T/xH4jjOjE/Fv0R8TeTP+fKWfHcjuXaZP38NAiRExRIEAd1uN1OZCLQR0AFk5+eTrbxyRVQoeaghnXcURaHX6xEEQbY+gUGu624pOwqCAMMwMu+a/BwCwuTapHOP7IeoTASi5P1wpMWzKE3EM2dtbS1Tw0j767xaR0xhZZ/yHjh55ZH8/3ZgN4JVyobBbIU0jNAdA9QEJa2h2yUGQ5tiCEm62d7a8zwePJjn5MmTqKpCuzukWLSJ/QgsC0fTqdoOSpqAptN1B5Sqo3Ibp1ig1fNJUjCdGnqS4Gw8f57vkcQxqWqgaQYDLyBVTAzbwI9iKsU6uqGTxAnVegnP9wijCM8b/R3V77QYDAZMNZpEmkKpWMaPIIlTNLvEaqvHZBFqlTJhFGfAJP+MH4k4IqU5+zLjHgdI0mfwsjgAlUk+UkaixLWleU689cWnnPmcnxoOINFUgPbSPJXmzNYXdzq2UCRordLv97OyzOeaeA9vB0EA5uPBCS+oVGd9fR2r+mKhybNd+QuEJp+J0py9zzSGJs8yxBia7MsQh/XwvSz7tU/zPHWww1CZPOfghwlN4CUAJxJxHJMmCaphs9z3WZh/wIUL53CHMUHgMT1zjrXBGr63Rr1cIBwMqJUmiFUdL/Lp9drcu/+Ak6dOc+/2Dd569TT9pMnK8iolo88r197lhz/+Aaen66yvJ9y7fY8TszWcYsj0zBkWF1aZqNfodLuUikWGw5hA1dCDFDOOqZZN0tTm/sI6D2++z7kLF+l0OrxWqvNwNWKiVCCMA+xmg6X+MkEKg/5DTkzPUi3VWO/O8/DhPF/5pV/CVDS+++PvUyyVuftwkV6vT6lUpjFZ5dRcg5ufPsAwHBJSyjWb5fUOKBpamuAPIyqOuaHMGfl0RDlPkXwLWml/LGUupVIpM0rNt4zNd6sRICIJvoAZGIGNzkbLxnyCbJom1Wo18w2RkhoYgRqBEKIOkTnFCNW27S0mpYZhMBwOs+uQZ6Xb7QJQLpcz4CBgRton58uABIBIy2dRRggMEAgg65ZyJFF3GIaxxSBYxoVNXxgBf2I+m29ZLfPZtp0ZtgIZoBkMBlsAjWVZGaRxXTdTkYhKBjbbV8vvcj/FlLVQKKCpGp7vZbBrMBhkZsFyz/OlNvnSJWmXLCVrhUIBVVWzNs15o1kpN5KxgKyTj5jPju5DSK02yfuftpmc8Xn19Yv87L15UsXAcgxa7S6VagUVBbc7JE5SVgcRejeiWLKxS3XuLi8yNTVBqzPAjFNemW1SdgrcXVzkvevv89Wv/Brf//n7vPnm28wvLGOYNsWCzfm5k/SCgKUH8zQaDW7euE2pWqVQLNLpuBtAzmdiYoK7Ky0c26bRbPKj6zeoVCq47oBqvcb9e/cxNQPLtLkzv87ZC+e5sdwGBSYnJnlw6z4LSyu8eXGaWsnOFFPyd9uRiSJiFygAACAASURBVM8wNJFIGOXIO5mFHqwJ7JMHC7whxmNMa/P6lLWleSamT+7nwp45ZF2d5UUm5s5ufXGH0AsVotYq6+vrzwdO9ghNYHRftXJ9h3dG4dQmn309zxGr6+ukTvFgJxn7mew9Xig02fssnwlosq8qkycM+LKU5uzToGNocgCnvyzQ5Bju17OBkyPiKmfbdpbwBkFIEofotoMShKSKQaU+xb359zENlYdrPe49bHGy6TAMYwqGQbVS5Ob9JaZOnCQII0hTrly+woO7N9DjLlfOvMLDT37O7NXT2GmCHqfMnTrHT9/7iMrEJKZjcvfeLYoTs3x44w4TEzXa7TaNZpNbN25w4vx56PvUjJAo0Zg7P8P6ekClMUllYoIPP75JubpKtx+z+PAepWKBaaOKXa7z/vUf8+6b53G9kGIUMXdyjuWlZSzLJnQ9SuUql69c4c/+9E/5tV//NYIgZGHhAafOznL901sUi3XiJKLeKHPj7j2mp07S76xhqylhrcSJ6SbeoIMKDDfKMfJtircbv4qpaKlUyr4Jz7eblRbJnU6HMAyzeyMGqZIIShItSbfcx3y7X1EoDIfDTPEh7XilO474YEjHFvE1ATJgIhBFoIu8lzd4LRQKWfteCYE9UnKSpmlWgiSwR0p7RH0ipUWyZ2I4a5pmpsSQUhYBPLLPUpoiJTkyvwAoARgCsUS9kfeTcRwHy7IyxY2UWOXLreTP0qpYAI2UQknZjK7rI+XEBlDp9/u4rpv5mMh5eeNb6Z6U7+4jXjL5TkMCTMR7JV9aJc9UvqvOCMT5pGlCu++RtAfcX1rjvfc/5OKlV1ntdhn0PPxoVHbW6/Wo1auYhRptN+ThyiqzczN4MSS6hTcI6PZ6PFDXuHzhDD//4EOcYpkQDTdMUQ2HRNH5+OYdmo0Gnhfw0ccfc/HCBZbWbnHn9m1ee/Ntbn10BwVQNZVioYgfdXn/+ke8+8Uv8NP3bzC/MM/MTEKn08ZZ66AqKrplk2gmfd/j/nKXe8vrpIFH+sldCpZBrVrfAF+b5W0C345EHBFochgmsE881TDxho9Cin2txNn1Yp4+af5SJ+fOEnje3td6ABeXH9Lttjk3feKp90UrjzpMtVotTp8+/ewT7/2tp0Z6+HcfgIcLC+jVqYObYAxN9ha7swg4wHmOmcrkKfM0/rGG/ZMjknTwAv6OH8c49ikW/lGIfyn/BO/uL6sxNNkaewYnL9A4/pGQ5DZLKhMN1TQoWCpKmtJeazFRqaMo8NPrP+fiK1dx9JTE76M7Ot6wQxL5DLodbn78AVcuXaZkKqhJSlw+y+35u6hFjfLJ08y3Frl44QSf3rhJqgxozpzgk08/plioEw4DagUDPYmo2AbtpQUSf8AJIyUopPQHPncfRFjOKl5nGV3V6bU7TE5WSRKXlcWbVCcmaJyYoLtyi9baCteunMMwSgShx8LDe5RKJcJBnwd3bhFFEYVaifd+/h61RhVVT/jx977L7NxJut11JiYcktSnaBRotwboUcRUSSXqRCgbEMR0CkTeAIVNLw9RCvi+nyX0UnYhHh29Xi8DFJKMe56H7/sMBoOs/EPAgJSR5JUKkhDn1RHigSIqBIEitm1TKBSYnBx9mycJf74bjiTkAhvE4FZggpSRyDVJyU6xWMy6vQgYkGPEp6VarVKv17Oyn+FwuGW/FEVhMBgQBAGO42wxnNV1PVOsSAIs0EHKbqS8SK5HyqaArDxHFDJSNiVmqp7n0e/3t5QfyRji1ZIHLwIsBOwAGaTId8KRvZO1AVQqlcxQVvZGzHylFbAAsTy4kYiiKOsABCN1ipRmOY6TrUV8b8RQ13Ec6vU6xWKRYjWg3QpYeuBx8cIZVpfuYJgWJ07OcvvWLa5efYW1tWUWF4dYuspExaC90kYLJ5golvn05x9z+uIl7vS7DKpFVvsDQj/g6uXL6GHEW1cus3D3Jg/u3CYJfIrWBIsLD5icKKOqCYaecvXqJZYX7jLs93nr7be4desWM80ZFhYXuHhujrWFe6ytrvDWq1fQdJXO6gMqtTNMz0zzwQfXOXPmDKqqc//Wp9SqZe6vzDPZbDA3O8Ot23eZnZgmSTZ/XqRM6ujGMYMm+7DccvMEy9s66+xoanpYn7Bl8h3+cd5ROZHuMcU/BJPOzvIi1e0eJzuEVhwZxC4uLnLt2rX9mfzpbwE81fw1SdL9KSHaY3RbLQonzh/M4MfMz+SJw439TPZ29AuEJvmXFFdB7R2hxGMc4ziusUW8fHyhyZ5OPYAL2D04UY6M0CQLSc4lAU+SGMX30NOEsq3z8O6nNBtNbn56g6tnZykbATc+/YTpxiS+4mBoKvWJCkN/wJkzJ5maqjFw25w5e5KaY9KLfN554zUSb4ASeNSLZe7cvMXVV15BIcRMQ05NTxK5HRq1kQ+C70GtaDA9UcQwwTBMLFsljiJQQopFnZLqYJoqWqNCGHqcnm0yUZ+g212js77G3MwMhhLTWX5IpVrBcEZKgpmZGfr9Pv1+n0KlzmB9mWtvvEZr8SE6MbPNCdorSxS0FBQNVUtQbXAmyxB6zDSqFGwTQ9cw0xCrXiNN0i3tfKV0RACGQAlJdCX5lQTdNM0Mtkg5hnxwzLf8zXfPyZcBSeIu5T+DwSBLvkVJIlBEylfkeFFEyPGijpHSIVEziMmojCdJaavV2uKzIYoMAQ4yr/iMeJ6XPXdSIrTZxWVT3SJqDPFBkQ41+TbLogwR0CLeJLZtZ2vOQxwxsJX9FIWNQCqBU6LcyHuKyBx5I1gBV3I/5BkQeCKlRvV6HcuyaLfb9Hq9LfBFyoHyrZXzpVmiYJHr7XQ6rKys0Ov1MmWJ3BcgU56oqpo9Q9IeGhSm62WiYRclGjBdL7O2cJc3r73Kyuo6ZVsl9npoiUe1XKFaKqCSMFUr0KwXWV5eZnqiSLNaYN1SOTMziUbMuVMnmJueRDdUXjl/mm9+61ucnZ2mNlEnCiNOTM5i2zZ//dd/zZUrV/A8H99Wef3Km5iWwdzUBAYhzWqRH3z/h5w+c5ovvfMmmqYyMzPDsLNKo1HFddcwcamXVHprfU6fqDM1NUVBT5iZmWF5eZmqrVJwrJFnTkr2jOQB1NGKzx40ASg2plm6+f7jWxLve3nOk//llyPSJN3y2uNifXGek2cvbJghH44CID/k9qtpLy9gWNZjy4zyoeoGqmnTarX2PvGzv70RT5P2KIcOTsQYVi9W9n/wYwZNPhMmsGM/k3GMYxzPHWM/k+eJ3YGTIwhNJPItUKMoJAz6mJbFqxdPj8offJ93r72GbYBlqMx+4RqKZuD5AVGcoiQ+jlPg1Gxzozykx9Ur51DilJJZGyWwUcRkucBgMOCd11/B0DWcgs3Uu2/h+0PiOMGoFFFVhTguoKgKqqLihUNMw0RRlY2EUMHSizhWYQQN6iWCMKDgFAijmNlmHX9uiuGgj2XonGxME6UaSToqH6nPzY6+hbcMdN3gK3/zXaI4wlJCfuXLnycKI2pOBSZqaLpJnKS02l00rUDJsSmVyxRsa9RtyB8SKwboKqoC8UbSraoqlUpli9+HwAhN0zIFgkQYhlniLKBCfD3yJq8CZkRZIi185ZcAhXwpi6qqGfQQDw5pkZv3MxEViSSZ+Q4zsr5SqbQlqU+SJEvK5ZeMJ3NL5x9R2sRxnHWSkfIJKeXJ+5PkOz2Jx0i+y5Cu63S7XTqdDqZpUi6Xsy41AkGkjEVaCAs0SZIE3/czkFSpVLAsK1urgBO5TwJcRMVRqVS2mMsKoInjmFKplHUe8n0/A1vdbpe1tbWsVEegkjwb+S4/omzxfT+DW+LDIl1z8qVKeYAjKhXZ4263m5X8DIcuMxMl5qZeI4ojdE3n5C9+kSSF8myDMzMTDIdDZt95g4mJOp1Wi16/y6kTVzAMg7npy5imgWo4vHLuV+i0Vhn0+1x7/SqkKY4BYZLwa7/8N2FD9aPpWga/ZhtfZjAY0NcTGpWTpGlA0O3TKNvYjomvp1y9eIZ33vkcYRSgqSqp3+P1y+cJgiGT5RKXznwBBYULp96iUCjhDjwunprCdV2aNYeC7dB3ewSBj66MnlOBX0crPjt+JjuFZlojEKmMzGIPZp6nZK3bPuAo295+XEyePsdg4d7GcYf7r/qOsymjFsnVqaerTSTUYmlvBrH7Ak2e/jnsRZTqrK+vY+63Mey+s7SxCexBzvEsM42hyTjG8VmNMTR53ng6ODnC0ERUEfk2tSpKZipZdBwcyyKOE3QlxNB10ihhOBwQxhBGCYapUrAtlBRC34c4JQpCiBPCIETRVBRGXTtK5SK+F24kli6ko/mSNCVNI8Iw3vh2OMX3hygK6NpIEWBuJGCpbpAmI72Uomk4tgVpTOAPQVUJvCFxFBBrKa21PjEaqj5qpeunCUEYogJKEhEEQ5Q0pVYpogKarmMYJn7gj9oZGzqNyRKBH0KaMnQHpGGAaegoykiJoOo65gb0EMCR79Yi7YCl3ETAhPiO5DvcAJmhqsAW8TgRrxJRP2xP7OXbdekMIx4pkrzLOOLFIWAmb0wqcEbWJjCkUqlQKBS2KDKkba+UCsl1+r6fldOYppl1tqlUKpk/h7TfFS8PAQJSgpPvDiPXOGpPHWYticU8VVEUOp0O3W6X9fX1TPEiJSxhGI6+VdxQaIj6YFNlNVLdDAaDUTcnyPZKIq9Skbnz68/7vYjKRkxe5bjBYLDFzwXIAJhAHd/3abfbG55DQbYWOV6eryRJspbQAtLyxrt5qCZKltHz4ZEk2ga0SgjDaKOd9ui+FwvW6J5GAZalY9sTuAOXNIlpra/h+x6WZVMuj0xbkyQdgctCAZIRpAjCkDCJN+6lhjL6Lp84ClCUBMvY8FNKwLE3ukelKaWCw+fevkbgD4njED+JMQwdw9BRSNBUDU0FQ9eIIp/VlQGWaRMECXEUoikJrtvFcZzs+gUUyl4ejThmKpN9G2QzkhTiRNQaB/Ev9N4yVwVYXXhIbfrEri71RSQnO5YyAaSjMp3K1Mz2Ix4bYhC7K3CyT9BkN4O8iG7Eq+vrsJ/GsGM/k73Hy2ICe0RKc8YxjnEcchzx0pw9nX4If5k8GZwcYWgCZAqFOI5JAWPDTNH3ffxw5A8RRTFxHBEbBv1BQLqRcI4Sfg0VE1KdwI+JI1BVgyRRQDXR7ZFyIowi7A24oBnJqCRITUmThCSJ0EwdBRVV0VC1UblGnKRoikbkp8TKqIwoDCMUVSFVUqIo3uz4EgZEKcQoGJqC6TgbrZGLRHFCHKekSUy/5zL0hqQpmJYzUkeoKVEco2sKJKD4KbqhoqESxwmKppCiougGmqGhmQaJAqmaoBsKoGxJ8qU8REp2pBRHFB2S2IliQzxIxLNDEvp862FRZaRpSq/Xy5Jj27az3wUS5MtHRIkiYwsokT8LOMh3eJGkXACM4ziZb4aU2iiKguM4GShI0zQDP/lWvXId4mkiJraw2SJW1CSWZW0xwBUVhxwv6hZRzsj8Up4k+y4lNWIUK2oRRVG2mNiKMidffiP7CCPzRJlTlBzisSJrkvsuShEBVXJdohaRvRD4I8BS9tT3/S2ATKCTrF/u53A4zBRAcg35kHHz+5i/L6NnQ0HVzA1foxGocwqjY+IkIYlj+oP+RsegAnapPFIK2Q5xEhMFAXGSoBsWnh/hDgNavSE2YNg2uq4RJwl918c0jVFZm2mAqpGkKrppY9lFFFXZUCfpo4xJUSBVcYpFhkMX33dxCgWiKNwwak7w/IAwjOl0eni+SxyP9qZcLm/cH2ujC5HOcOhmvjXiKfTi45hBkwP6x0thW5K8r/xkr8nmSOfge0N08+mlLjAq1Xnsmg/YBDZ7IRft5QWmL7yy6/HEIHZpaYmZmScAl33O23cEI7mBXkTyt7K6hmbvU2nQMSvNeeJwYxPYvR09hibjGMdnM8bQZG+RPgGcHCUT2MdFv9/PlAWSQMKmF4QkhJqmEcXpqHtGEBC7fVRVwdANUhR8P9j4pp+N0goDXRspC+IkGRmzBiGqpqGqCjDyuHDdAWmqbnxTPVJQSMvWJEmIkohQDVFVDUWBJE5AUUjVkbhaSkxGeZeCrigYhom2oVLRFIU48VGU0XiarmNZ9sZaR99Up6pC2+uhqkAKtl2kqBdJopgoDjBNE8MwUVQNBYhT8Nwhge+PIE46MnnNt8cVhYDjOOi6nqkOJFEXuCF7K0qSvAGoqH5kT0Q1IqBFoIqAi7xXiJTGyL0Vzw+ZRyAMkPlqCOCQEhFd1zMwk1e0iKGwwLN86+U0TXFdd8u1y7UKeJD15NUfsgYgU2SIwkN8U2R/5BgxPxWokS/1kdfzEEnmcRwnK3cRtYn4hORLnuQ5NAxji/8IkCkZ8ooY8SBpNBoAWWmOGOfmwVOxWMzKtqQlstxTUeTkOw2JJ4yY3QoAEkAinZTkGvMdgIDsnqZpirJx3sinJULTNRIU4ijeUEYNQVHQNW0EH00LxQRdHynBRt23YpI0JU49UBUSI0VNIgqlAqQp7XaHmIQwClHSJLvfo2c9Jkk274Vlje5PEsdoG9C0XCpRKDgkSQyoBGFMHEUkSYof+5imqGtGyi/LcjKz3X5/sKWttPwd9lLFMYcmAHalxvLCQyZPnDwcaPKEcxTSDTjx9IU0Tp3jxvf+cv+mf+LKdvdid3mJc5/70q7HVa0RKF1fX9/DxLt++7HR77axmrlOPtsGSnckKwcb/X4fbW73ap3Hxhia7C3GJrB7i3FpzjjGcfTiZYEmhwx+HwUnR1xlkg/5NlyMPeUbfsuysKzNb8AlIYeYREkwDB1NczCMzSQXUhRFjDI1dF0hCmNMQyOJAxQlZej2NuDCCCwINBB1gcCHTViz0RZX1UgZnRdtmJ7Kt/syxuhb+JQ0SUmjmCCMshIPUX+IOaokp0DmISKKANPUMfRR8h0FMYYOlm2QxDFhFJIkI9WDl/MqEXCRvx7HcTIwIImwgAbxthBfjcFgkJ0n+y3fkg8GA/r9fpa8C8yQRFp8OUSFYhhGBhgEZoj5K5CVzuSvXQxe5ZhSqbTFUDVJkkyNkTeqzc8jvhySqDqOkyX+8vxIlxnZ67zCJm+gK2a5eWghKp18u13pxiPAJO/7ke8WJSoRUbwIwBkOh5kyRe6f/Hk7zJB7KWVY4uMie9zv91lcXMyUHisrK5l5rSiOBFjIa3Lv8p2StiuW8mV08jOT78okkCgP7uR6XdfNSqeA7B6aprlRvhSiqgqBH2ZwJV8uBTB03exnUvY2TdPRWJaBYxlomkqagqapqKqGrqvEUYyqaVmnINlbUQcZhk4UhQwGo/IxgCQZbKwtya4VUpIkJU0TdEPHKYxKoJyCme1v/trzXZjk/aOjONmHeAmgCUCxMUWntT4CJ/ui0nhCsrmLrKffblHZpU9IuuXDUnpoJrA7zRN4HoNOi8bpc7seW7NH4KTf7+888VPW9awRhSHZT+IOAyUvAJwMuh2qG52GnjmOGTT5bJfm7H2mMTQZxzjGsSXGfiZ7j3Tzt63g5BhBE4Cvf/3rL3oJ4xjHOMYxjqfFMTSBfeyQChQbMyy+920uvPr6c3pb5Mw+njrx40ZQ6LbWcWZO7er49vLC5rkb0Hk/Y7fQBKCzvEB1D/4mElq59mhnnUPwM1EM/bEDqeX6Psyw+1hfX0fRdVT9Gbtujf1M9h7HFpp8m//j6/+QT8MZrv33/4pfurLnoZ4txqU54xjH0YoxNNlb7LBfmw6SxwyajGMc4xjHOI5B7FJlclygCUCcpsTPLdbYx2RTUXZdX1ubPglAqqT73glmx/16wrJW7t3ekzGshLa9XOcwTGDhYNr+PmP0+330wjOqTcbQZG+RcgRMYHc/0xOP3ttQzx5jaDKOcRzZONDSnJcYmsCG4uQ4+Jnk40c37r/oJYxjHOMYxzieFi9Jac5OL8TJqCzt2SQnz77onRQdqwsPef3NL+zqfFGYKOyv2uRp+7XTOtxOe0+tiCXE56Tf7zMx+fh2vMfso82eYmV9HaXwDMawx6w054nDjf1MnvPorbH4+1/nj/58kfLf+j3+w//gEgDRX/1X/E//9DvEr32D/+i//RrWx/+c//kbf0zv8m/zt//OGn/1+3/Gw4cB1tkv84Xf/gZvnLNGi1j+Nn/5P/wun3yyTly8yKW/+1s0/vK/4DvXJ3jlv/kTfvX151joOMYxjmeOY+1nsg/z7GWOR6dKUY8bNBnHOMYxjnEcg3iJoQmAapp4Q3c/Rn/iy08dTYHAG2JYu+iqo4y6R83fuflcc24bcs/QBEZlQu3lBSrNZyvVQYFWu/XYY17ER5u1xxnWHkB0e/29l+kcM2jyRMHSGJo859HPGKY5+sb1wR/xF394j+a//Vu8/loJ9843+dY/+wNWUoBP+dE//Ye8f30Rzv4GX/hbvwj/5+/wg9ujIbSXzO98HOM4LnEUocmuRSqHrJbbCZrA09oRj2Mc4xjHOMaxlzjGfiaPDPuEOcrNEyzNP2Tu/MU9/GP+7MnmE31id/MNyMYhlebMM6pkHjvkoy/ucvjO8uKejGGzKYzRR5cgCHa/rkMI3995PQcRvV4Pfer00w+U2FfOMTaBPcg5nmWmQzeBdUu88g/+MZ+fA75gsvj3foelhx+wOoDm8r/h/TuA8QV++b/+z7lcBH5hgv/tP/knPDyApYxjHON4ehxVaHLQc+wpngJNIO9x8v+zd+7xTdX3/3+GpkkgadObTWlpacutKC13x01ABKR4wRtMHG54meLU35hz6qa4Oec20a/iRME7TpwOmIqooCICIjABUdpBQWkRaGlqb6EppGkgvz/SS9rmck5ycpKU83o80OZ8Pp/3630+5+TknNd5v98fBQoUKFCgIBhEsWjS5e22Hw5jel+OlboiNySpDxsE/KbcdOKwWuqD5hRbz6QzfjxaFlBhWFTttUY8LUkcziBaOWs4nD7ViEot4N2Xj+MSWJSJIpqEkiOQ16phWTkn4XzS+rT+nUZ8LICdpkZwVFVyCiBjOOfpW/ok9seUGiJfFChQID+6Wz0TAaIJKMKJAgUKFCiQAnIUgZWkiqxns743dMUZp5NTp0/5WhfHvzEJipo6nX4CSDoZiU/tTUN9cCklgcxXZ9SZK8QXhnXj6RGj7hBxEqJTQxTkXJK46dQp/8VqlSKw4hARRWDFmQlJEdhm97+9R1GpW3k6Uzd33aZAgYJuhG5az8SfaAKKcKJAgQIFCoJFN69n4g0xGl1LoTCnl2GhfztfU1nBed7SXTzwxOp0uErDikeg9Uw8wWKuFFcYthOPqpehbUniUD9Te4ps8QSpl3b2Bm8pSh0gVz2T7iSaeNkcqaJJYI3eERPrKj7SVFeJw/UXlcVHOSOCxwmoU9PoBVD+P35sbGmo24+5KgCnlKV4FCiILMhVz0QO+Iwy8eyEUuNEgQIFChQEju4imgTAoYszYqmrQW9M9PATK8+KI7bTp7o+sPvg6BWfyPfbPwemibo58VrPJEBUHztCxgXDAiSWxAXBECJUqNRqnGflqXFSW1tLz8RkH84E1CRuhByCicQ8XnHO1DOppXTlH2jQd9wak1rIuJsvInHI+fR69yinvnqWj9+pJaP+Cw7stRMDnMGOA9AKcXBgIQMy1vB1+Ta2Pf4kpy7sTfW2tfwoZKwCBQoiF90lNceNR0iUiTuUiBMFChQoUCAeAt82R6JoIraeiTcYzkvDXFHeEr/R+mMrTx0IlzkVdpuNnsYk940+0cuY0H5bEExNmiD2xW47TaOlzn9hWB8hCDG94lAhPBok1FDr4znrPCsbn8e0ID+nXlSJJnLlXp0zogmAnYb/baP0q47/vtv7P5oA9fDbufTqC4mLraX0369xoO4iLl4wwRU90mx3RZ4IcncAF973e/IGJNH0vw189cEXxFx6N4NTATTKG1sFCqIR3UU0EVHPxBOU65cCBQoUKBAHOQQTyYz4MRkER6/kVCq//pJ+5+eDMzhnRSxG0wE1lRX0TMtsNyIA9eYTrr4CnvOlnK9WWKoq/ReG9ZO3EaOOpRmBaSsSQK3rKaCXjFVWOp8sSj0T8YiieibBmbqIGf/eygy/DMn0ufFJ5t/Ycev8d+5t58lZwLz/LOhE/RMufXsrl7oPSryQC+86n7F9+qIHsO9l40oAA3EJPlyQa8lRBQoUCEM3rGfimU6YA4pwokCBAgUKhCNKo0w8mg2S56wTzpw961v08F89NiA3nDhRoeKs0+kyLcJIgildUL8u+yXRcan6oZTkPtm+ib00hKsAbKyul892FfLVOPFILr5J3AjJo6XENkgIH4cpEkWTsKyaI4DHO/V3fPvwLew4oiHhwpsYOT6JU1+9yXf1EHPBLHK9ra6jCCYKFEQWuqFoEqhg0gpFOFGgQIECBcKgiCZdcOrUKVQqleelbQTOV6D3DCoVnDhSyk9+MknUOKfTSdPp065CsULdlvC41FedIK3/YJEc4RNN/KHVLzlX1elCLq5J3IhzQDSR/Mh1F9EkoPkawMj7n6DptRf4rvg1PvvKTkxCFmmTf8vYm2fhcS0oRTRRoCCy0F1Sc9x4ghVNIFDhJFLvXhQoUKBAQWjQXUQTSTlUpGTm8mNFBUlpvTs3ifNLNHPLaJX4H/5exgRqKyswZecK8ykYdccNrSaqj5YxcNzFAojbG8N92+H0MgHuftVWy1n+0imxzhHmeiZy4JyqZyIBgpmv1J8w7v6fMC4IHgUKFIQJimjiFeKFk3DfvShQoECBgohDJIomoYoycTcWo9ViO31K9Mhg7xmcKqcr0iWAneoZ7yoQq0LVQRDw6JfED85OoLmpqeNSxH6eqD01n3U0S+eYAAhauEimG0GNVoPKSyFapZ6JFyiiiTiISs2RjqMzLD87Q+Plvk8Sp4e/ZIcc8yWRUb8mwn7ySYjulGoSJF1zusDi5d1FNJGgnoknCBdOFMFEgQIFChR0wrlQBNaXdafTVWNV/mHlfgAAIABJREFURUt9WDluCNz2JZD0kFitjhNHDtM7u58nk142SAPhPL6jTM401AOQluanyKxEcK9f4s2vIOsDC4MKkpKScNhOcdbRTA91rF+/fBoLoEkyFqWeibjeEVnPRDoOT7APdmL30dnpz1h3EZkkMhq4aCLxHvl8qJWeI2TD5fpidJf5koBHLIeUogkIXY5YEU0UKFCgQEEnSBJlEsWiCUAPjZam06fBS5mTUEGFCtvp0+iNiaLHxpt6t907eDwEIfzNN/9QSqxW64fHt2hy1tHMmVMNZGZmSuydZ5jNZldBGXykMrmqw4bWETfy81JNOCx1nprEG+u8uZuLJk7vTZLyKKKJcI7Azch1kH064W9T8BwSPNRGhGjSyZGoFgEkv4goookkcEvNcXZpCN4B/8KJIpooUKBAgYJOiMTUHI9mQyiaABhTe2M+cdzVGspnUQ9Gaior6Bnva21P76g1nwh5EViP5lUq4lPTAhZNABx1rloickWbtMLffMXExnrqERLyPum9cTbUeWoSb8zP5kDg85zvLkVgfd6HR5lo4mVfolY0kQPOrh8jcb6CEwEkFk1CY1lSw+ERTbxsjnDRRPA5L7OQKXWUiTt8CydhT0pVoECBAgWRhkgUTbo8qEn65ty7sbM4fbaHMpWp6fRp1FqdaHMpmTnYbadljTRphZPW2iyeyIUVgXU0ngTAZDJJ6Zp4dHJWHasJDYeHSTGZTJxtqI9Y0cRrQ3cSTQJrDKWpwCCX/iCRCBCpokmoOUJiQkLxT4wjIZuv7iSauP0ZqaJJqDlEQQbRBKc34STsrwoUKFCgQEGkQbLICYkhd5SJe9NZJ231LwQVEJWQvqaygrjzxIsHKqDefKL9dkKuB1oVnLLUe/FIuAtnGuqJjdWQlJQkmWv+IOQcs51qDDFpO5KSkmhuqXMi3FiYRRM5EFbRRPwjTiSKJiFJZZJMBBCW0hAyeKCPatEklA54MRWJ8yUqckIyhDk1p7uIJm77EmrRBDwVh/X546aIJgoUKFBwLiISBROPZuUQTTptbrKdRqXqWOYi1HViW+3H6nqKHgeQYEpHBZxVyfTL3kLSaKkj/ry0Dg1i+Fvrm6TIGG2i0Wg6qmJeHO7hLVcrEAgwdV6qCaulDk1yamDGJD7wkZia46dJQp4oE0y88ERalMl+49+pi/3Wd5SJAgVBIqPhGvo0XOe9g1zhahGemiNqeFhTcyR2wM1UR+Ek7K8KFChQoEBBt0M3Fk0ANC3ihbtoIgm9n9/9irLDZI6eKNicO846z3KyvhZDgvjisqLgRty6O7E6XVuj2Lk609gAyFvfJDExEVUP/wpTrFQ1TgROium8FCw1DeBTODl3RRP5RABFNBHKIRZnceJUCVxGVYGCAOEMv/Ia8aJJRAkmbjxyRJm4oz1VRxFNFChQoECB1JBDNJE81UTcw+bZs07p3BBlRNgNgidzCaZ0GuprRVgJACpfH8WLJgBnWgqiJiaGWPDpBCG+xkvhk4hJMZlMqE77Sg9SisBKxtFdRBMv+xKJookSX6Ig7JArNcfZ5U/poYgmAXF0hks4UUQTBQoUKFAgNeQqAhs664J4mjwVWg2UXkTfWK3/NB2PJlWg1mqx22yiaQXDi9HqY0foZUwMmPNsk8tnOeubAHhdMskNPYKZyQBUN4PBQHNLoVzBxpQisJJwBMIUEaKJh02RLZoo8omCMKG71DMJ0nhEiSYy1zPxBB+/895/9RQ5RYECBQoU+ER3KQIr4CFQbJ0RKaDCJdj469NlQ8vGXsZEaiorvKxwI4FzPhr0xsAjM86cakCj0WAwGAK2EQhO19UI6BXgjVuAh8BgMHgoDuvDmFIEVhIOsXKD34CVMIomknNIJprINTEKFHSC5KdeGEWTIPcl4kQTr3TyiCbgdTliz798cr1EUKBAgQIFUYoQ/VBESj0TT13OnpU/B7+6soLzMnO8tvubr57xCdhbojckhY8n6tZTo/PqQ2Jw5lSD7Gk6QnDGdpqYHl5uqXwhyPM4PiGRZkutb2MSfyfDnpojR+REd0nN8cITiVEm7WYUwURBmCBXjl+E1zMRNVxG0aTrjEp45RdoqtOvvPdfV0UwUaBAgQIFPtHNi8B676Ki6bTv6A+x9N7Q+rt++tQpjwXtPP6Ke+DoZUyktrJCHLkv+Cl20drU6HE5YmFwtKSlyJ6mIwBnmwJI15LgPE5JTubMKat3Y0o9E8l4ok40iaJ6Ju1mFNFEQZggcz0TySkF0AsdKmi4zNFy4YwycYfbqjpKao4C7/jjY38PtwsKFCiIZMhVBDY0lgU3eWqOT03jxxPl9M7uJwm9kGG1lSeIT+3t36QXnl7GBOnuO3zuS8cisKcsdaRkeY+U8QXnGQeA7Gk6QiEq7UmiczkhPo7jJ2o9N3aXKBNQ6pmIRdhFpkBMKKKJgu4ApZ6JZIgw0QTahBNFNFHgH+fPuq3t7/1rX+zwGRB9sgR8boX4Dk4lnSmBZJJ1C8FgF4rWvED+dbe3GStas5z86xa0m1bmS7xpOZ5EJJqvvW8tk4RHDMISZSKAx1OzWqOV95ZfBTbbaXompLhv8tjPFxpPBh794Z9D1fbfoOemhSNcK+oIXfpYp9X47yTxdyUxMZGzhw6HlOfcFk3Es4RdNKnZw943/0Xx7j2Y66ycwYA+cxA5k+byk6smkyzgNPULSaNMJDSoQEFYoaTmSIIIqWfiCT2UeiYKJIEcokmI44TbzMtx4ov4gkWOCKDy/EkRTcSbjhDRJOjrfHerZxKAaALgRIXTiZCFVyTZFxVQc6IcY0vEicf5EsDTKz4Bu+104LchflJzOjfb/RSz9cdxttlVCDVSI06S/Ak6IfiuGAwGaInECQVP2FNzokg08Rm5LlNYu+P7f/Gv227nk4+2UNEYhylvLDn9kuHYHopfu5cVd/6VUi8BSoIheWqOXOExChSECko9E8kgl/IcoCm1p42KYKJAFOSITvYTCh4sZBUB5IrmjrB9kYMjEudLeKqJ/KJJqDkkMSuXaBLYSAB6xhsxH/uePrl+UnUk3Jcm22k0Wl1QHD2NCdRUVpDWN1f8PYTXUBKV1yZLVWWb2COYww2uWh6RK5z08KWchej7YjAYaLKeRB8CjrCLJsI3S84Tdak5AM6DbPv7UxxrBP3I3zP34WtJao0uMW/mo4fupfj4O6x7YRy3/34IJfddySdFkHnX+8y9rCV6zb6dj+b/P4rrejPyqXVcMriBig//jy3vbabiuBX0vUkdOZdL7rqBdAPAdt6f9f8oYSzTF43kwNMvUpF9I4OPvEJxXTJD//4+lxZoXbYP/x/L736Lk4mXc91rfyJHowgmCroDfJywES6aiBp6DtYz8TS0Swl4RTRRIAphFU2ked3dFmXSXUQASfelq7FIFJkkiZwIARTRJEizESCaCDm3esYnYjvtpzioFPvi9oMfq/WwBLJIjl7xCX6XNPbI4SfSxBfUGq1wns6bzp5Br9cLGx8CtK9eIxIhvlZqe/bi7JnOyxIHjhAHd/qHXFEm3UU0ad2Xwx9w4DgQO5Lx97iJJgCmyUy//XL0QNOOdZRZU+g/LZ8Y7FRs2YG1pZuj5BPK6oA+0xkyGKxb/sTqpR9wzD6S8b95jEn5cGLrU6x+ajOuNbm0qDVA8yF2Lv0PjLycIeMnMGxqX6CG77cU0xoPZd66nZNA/JhrFdFEQTeB/yKwIQ02k6ueiSKatA3tIJwoookCUQi7aBI8ZEvNEckTmsic4IzJpS15oQ+2WwgNCDAbYvFPjKlInK8urodY/OvQ5GekEDjxkacj5XypXD/eKjykvQTA0zM+gdrKE6L4vTf4F00AYQVUvXRxNJ6M2GiTGKeHJallumj20hs409ggiS05LlU+oRSBFQc3DsfxChoBTEPo7WHhKXXeSJIAmo9QZQbD2GvIioUzJZ9QZgVoouLTHTQCqdOuwASQOp0p9/yRqxf9iTHTLmXUTdNJApoObqeqg/UG9Fe9wNx7/sClM/NJn3ktvWOhcec6KuwABzmw4wegL3kzh/jdFwUKIh9KEVjJECWiCbil6iiiiQLBEHmynPOiSVSmmsjwEBgAfYDdQjBYhGk5Xt3KIZhIZsSPSTnOYwE8Ytw464Sm06fokr8i9Xw5XW87qisrOC8rN2iOXsZEamqrUKlUOJ1+7ir8nMdC3KgzV6DW+og48WHkrCOy65u4hIvz2jfIeFMVZzBQJ4GdsEaZQFTVM5HYVGDwxmO3e9nu9rcGMIxjyCgDZTv2ULKngfyxhziwpwZihzBkUjYAhkQttate58ALf+N9O5xptrdxdKys05us/PT2j6bpDCtYyok9OyguaSIzcQdlx4HcaxnmKaNREU0URBWUeiaSIMJFJk/DegT0EkFRWc5dyCGahDhOuM28IpoIMiZrao4InsiZr45mFdEkCJNyiX8SiiatiO1cbySE82U7daolyiU4e72MidRWVggn9tAg5h6iuclGgindc6MfI60RFZEqnHQIpJH5Hik+Pi7oiJOwp+ZEkWgiYZZP4PDAE9MnGyNAVRHHzF3bHaV7qAWIzSbdBBDHgKnj0GLn6JY9WEs+5vs6iMm7ljwT4DzCzkfv5b87j6Cb+lfmLf0Xt/z5GjwEswBaOi4qlcLgWZPRUkPpxj3U7NnMj2jInDnN5aOffVGgIDKhFIGVDF5TmSQml1A0AQ81TnxC9lh9BREFkSJAwKKJFA74s6CIJoKMyfp1F5FqEjnz5cVsiMU/MaaCZpNjviTnCTxiKnA3VO0PzxLPWYfTSQXVlSdIzswJ2m4vYwLNTTaBxJ6bxcJjZEsU3Ff09FNbpYcKNBpNWPYlRkXXlXVEIOyiiZfNkSqaBNYoEbxMjBOg3xUMydUAxXz57L8wu0eY1G7nsxc+oRHQT7qWnBaRQz3qcgbo4cy+T/jvpztoREPWZZMxOAH7QY4dA8gmb+ZkTJnZ6JtrXOlAAqAeNZchqXBqz3/YvuMQxI5k6MT2JdRlq52gQIEkiO4isIKGd7d6JhKLJuBlVR2PiIIbGwWRgXM+NUckj/TzFbwxYVETIaMPtlsIDQgwK9dTSHcRTSTnCEw0CdaNtiKrIT7MqhauHv5SawTCbrMFIGaoULliXoKHwPlytggDJpNJClbR6NmrF14SIADXjCQle34XH2okJibSo07o42w7zu3UHPFMESGa+NyczagHfkvZ/X/j2J6neP2Gt+idl43OXkNVySEamyEmdy5X3D6u/eZfM5IhY5Mp3vgJ32wE9NMZNiKupS2dpEQoqzpCyep1GPMP8c3qI+j10NRYRMmnRSRP8+VTPkNnDmTPii2U1IF24jUMMHTooEBBlECpZyIZoqieiScIizhRRBMFAqGIJsJ5goqcUEQT8RzdRTQREZkTNI/E6OK65OdxeESTZttpdD11kt93ePRLBTWVFaRkBR9xAq6llO22TlEnPs9jYUVgPUFvTMRSdcLdlGCcPSVN8dPAocLp8BLVoYIe4uJ3JYVGo/Fam9gbFNEk+kUTTy9U1ZnXMnfpa0yfOYne+gaq9uygrKQCMkcy5KZ/cOvTvyWrQ7ablqxpk9ADZwD92MvJaWvPZ/w9vyAnVUPVxr+xaW0Ng+95gSt+NhJ97A8cePM/VFnpAqfbX8lTr8G1AHky/WeOdQk2imiiIKqgiCaSwO2CFa2iCQiJOFFEEwUCEYmiiZKaI86YrPMlgidy5suH6e6SmiOZET8moz41px3Wmkr69hvgv8CqCPiaL9vpU5Lx9DImUlNZTlp2Py/EHR1QEfh9SYKpN8VffBal9xVOzpxqgOTUjptVrf8L706J4T+3RZMoE0y88PikTspn2N3/xzCh9gv+wJ0f/cFjk67gbmavuLvjxrwXuPOq9o8DVu9mZge/2r1zHD/kSu3pczmjCrSKaKIgyqDUM5EEPucr/KKJmGG+hZOovLlRIDdCEzWhiCbSD/ZtTBFNAjQb4vNYjKlIjDLxaLYbiSaooO74DwydcolkP/9+50tseIEP9DIm4mypM+v0qopIIwskpPbm9Ml6mptsXYvpRjh6eJpzlfuf4X0iFJo4FVbRRA7BxKfBc0A0kYgjcDOu/9pK1vHtjq/57qMPOEkyeTf9glRFNFEQNYjeeiaihneneiZyDHV6S9UJYVi7gu6F0ESZKKKJx4HdRTQRkWqiiCbCTSmiiTgOSearxciZJhvanj2Dtej5nPfkqISRLa0cTh/XZMkOmQpSMrOxmE+IHxoTK5UX0qDTpJyqrw2PH0BdXR1n/ZwSPq+nimgirrfMYe0hpQ6BaALQVPIOX67+gCr60v+XTzBtTJw0RAoUhBw+LlYRLpoIrocaROFUUehmogl4Ek4UwSSk+O7dp3nio6PhdkMSRGJqTpuVEIp/5S/N4Mm/bMLRRiYMoYnMCcSYyvOnCBKZgnal8T1WXnEFnx8L1lBHCE/NkWgyRYhMQfOEAF3mS8on8ABFE0nc6GQgRoICFx598uKoISHR92o4IlB9tNRnAIukhwxIMKVTfbRU9PAevVyFF+rq6qTySBRU7pPkO/hEdtjtds76ENPkuFT5hFypOd1JNJGDWgKD7dPe0Zjxqte456Nd3LNqDVdflU90xZcpOHchLDUnUkWTUHOIQncRTTod8I6pOmH45W+uPsTmL3ZSfNhMfdMZdPok+gwczeQpw8mMxCtt9SH2NqYzvK/Bf18FXdF2jpWw5Y6f8t+qcRS+vox8Q8eTz7bz17zw18/RX7uKW3+RJ8685OfxSco3fol6YiEmDZiuXMLc5nTUUZdqEkGpObWrePNnj9JBQoyNIylvBuNuv5+CftrgOAwTmLE4D3XLAhz1u1dRkzmHfkEsyCFcNJEIcolMITj+YYkyEcAjVWpOZ/Tq1RNa012kMekT8YnJWMwngi8Qq3IJAr2z+3Xy27Unge6PJ55WJJjSOH5wf8Cm7HZfa9uEDv4E+XAKJ2ecoI5P9NgW1igTiKp6Jn5HhEk0iUTBpKOZ0B3k7IZ5nOlxlf+O0tKGxKhfE3KdfE6fH6MLEjmvcZzn3ViER5mIGq7UMwkoysQd7cJJOESTyh2sWLkNa8Zops6+lDQ92GqOsvuLzaxYYWbe/BnkRJh4cmLfZjY7LjunhZOAThWPgzRoNUUUf1FDfmGK2/aTlG3YB3qNePOhOI+tX/Lfl99nwBiXcKJOyyNDrF+BoLuKJq2ITWf4w68yIdclkjjqSvjuzUdZv+gh9C8+QT+xX7EOHCmkDG49p6opXbmEH+YFJpwIFwGU1ByPZrtLao4XI7XHykjtnRHwW6gu4oQAtULKfekauSJtak7nmyh9QhKnTtaLNtVDG3wqVDBITk7iZEOTxzYVEJ+c4rFNDlRWVsJ5mV22R2Jqjp8mCXmiLMrEC09kiyahP8j6M5mu5X4EcnQ/0SQKBRM5RAB5LiKKaCIWXqNMJHYgTKIJtAonYXlVYmH3+m1UZ8zgrrn5tGU/ppjI7GvCsG4v1fUOctLUNFfvZ8P6bRSXW3CodaT0G8OMwtEuUcW2nzeW7CbtisFU79jL8fpG1BkTuG5aMsWfbuZ7swWbIZcZ180iPwHKPnqWt5smMENdxLYfLFhtavqMuIzrpmTREzOfLv8nlWPv5sahLYpN9WaefbmCCQtvIG37q7y8oxYH/+LRQ8OZf9dUMutL+XT9Rr75wYKtxbfLC0e3RMs4OPbVWt7bWko9BtLOn8QQBxDgy/RwQ/pUEy3pIwqo+GwDlsJ5GFs3131OcWkemYP20Z41Xs53Ly1iy6Z91DaCNmM0w259lEkjU1zmzZv4+MnFFJVWo+szhfG/KODAY+sZsOxNRuvXs+rnK8m6bxbmtaupOl5Bo34Uk+5bzPCWh3bM29j8/GKKiyqwaeJIHnEL0381jwzNet659X6+a4TSn4/nwJ1rGV86j7eq7mPhQ1NQA9Y9S/jopdUcPd6Eus9ohv3yUSa3+iX5nAVvLJJSc2ISMzAktXRLmsCF99xB6Q2L2V8C/UaB49h6Pn32efaXVODQxJE88ham3X0jLt3yJOXvPsr61ZuoqrMTkziIgXMWUXj1UHTW91g59xUynl+O8dkr2VBih0dGUjruCX5990nWzF2N6f8V8MPyVXDz+8y/LM5la9WX1FibUJsKOH/ew0yfnIOacr5aeCWHJz9D32+Xsa+0HKs9hUELnuGKya0SmiKaeDTbzUUTgKYGCwm52YiN0BCTmuMOpxOS09I5GUyqjhvPqfq6Dg1Sp+Z03pSalcPJqkrR5tQ6l3BSWVnJ0KFDg3ROJFSuJX+hq3DSups9VOFbj/is04kqRmAAcXdJzfFpUBFNhHIEbkaug+zTidBSyyGY+OykiCah4BBsLMJFk4gSTNx4IjHKRPRQH517hC2+tP4QxWYdQya6iSat0GUxbfYsRqepwVHOxjUfciR5Kgvu/R2L7prDMNs23l63nwZokX7MFB/SMePW2/jdXZeSVr6Zle8dIvuKm7l74S+ZrD3Ehu2upAA1amwHd3Fk4DXcfdfd3Dt/FI6v1rLhsMOvy72n/JyrBsaQMPoGFt01lUzMfLpmLd8nz2jzbZRjJyvX7ec0QPlm1myqIXv2HSy695dc17eM3Yc9v7HqtvBz96YdcSWZ5Ws5cLy9xbpzLVWDZjAgtn2urOsX8f4XcfzkiS+57/1NXF8I3zy5mO+sgKqaomWLOKC/mRv/uZsFD15MxVuvUAWoNYAG4CC719sZ88hqfvnGembm7uOz1zfgevQoYfNj91PWZxHz397NvS8vY5j9FVYvWY9NU8g1f72ZpNjxXPrGl8yZ2umtonkl7y7ehP4XK7nrnU3MvRKKFy+iONA0/BDWgejwKQJEE4/dNFrU4KofY/+Wz//8EEcz7+eWNXu4f8VyChqXseap9VgBDr/CB29WU/CXz/nDhiJ+/ZdZNK16iB2H3Q1mMGLxcvL1cQz+4x5++/spqNECZezfrOGi5z/n+mkZWD+9j7dXNVDwlw3cv247tyzI4ej//T+2ttmy88O7a9EveJUF/9zMgptTOPiPJRy2i9hR0ZMRcJcQGxBgVvLaCYGJJpK44ceI7WQ9aRl9RNVrDVQ0aYW2Z09O/ihefPC0L0ZT75b6HaEVTVrhBHrFJ2CpEl4gNpxpMO7kZ09ZvTVJudCRaNib7KgN8S4/OAdEE5/hXVEmmnjZl0gUAdrNRJZoEmi0nxiOkJnoLqKJBAchYkQTt30Jybnlh17SoYpoIn6on87he0ViqaGeZPok++lnLqK4PosJU3JJVAM6E2PHDUZ9uIjv2164qckekU8igC6D7GTQZeUz2ABgoE+GEZvF4hIz1EDCQMYMcuUBxKbkM6yvje8PmsXvQ/leiutzmTwli7gW30ZfNBhdi28nDpZiNY1mcl8DoCbxggmMCl80r/wQcvemH8+wEdUUf1bSsqGcks/KyLzkYnRumTqGS5Zw5/OLye+jBeIxTZlBqr2ECgtg38V3RRoGXzcHkwHUpkIuuTIPR7N7aI+WzCtnY9IAxJM1Ig/MZVgASlZzoGo8438xGoMGMOQx/IYZaL9+n7KO98ldULN1LeY+c5gwNgedJp60mY9yzZ2zSRUxTZ6mJXh4iTKRnEcQvbBu9moOv/YKhzWjOD8POLyW/ebRjL1pAgktx+XCOTNQ715LqRU41YANLbqWBwZdvxu5/q11XNzPD6kGoAnTtFvoZ4pHp6nm0Ke70E26gwv7xQNaEkf9igsHV7D/029bnNRgGDuPoWmuc8pQMJ4EewU1tRJNpsAn/EgUTbq4Lvl5HLhoIgm9H5yxixPDgxVNoOUhXezKOh44Tlnq2+QS2Z6pnU70CYmcsghL13H3S62Pl6/GiYdTz+lo9tYUVlhbUp98/uR2J9EksMZQmgoMYY/MEWci7KKJh6fYqE7N6U6iSZDDI0o0CQWdQHpJhyqiibihAk9Etf8uIYafQI/T1RZsBiMp7rVOjMkkcJTqeiAFQI+h7Rk5BrUadIb2AglqnboDj9qYSrt+oSPBoMbWaKEZfypOV9/qm8p4+/EDnVpSqbeCztIICUa3iBo9CcYYURxRC8GvvOLJmjGepmfWUvGLPNKPb6C4ajwTR2g584VbN/sRil9ewjfFZTTZAezYmpNJtwN1NVhIIdNNrdDljsIY+6WbgTgMie1CiloDNDfhAGzHKzjZ+CXvXruhk2+DsNT72hewlFZAajbGtm4pZEyc4n2AN3SX1BwxPM0V7PrNSL5u+Xim2U5M6nguevgvDDK4jostMZ1k91onphyM7KKmCii4hYtH3cz6W8exY/B4cscWUjBtCiZBtVFSMJriW/4up8YMxmk5bu6nYDRpsZprcLRcLfRp7qqnCsm+yWFONZHUpBxRJgJ45JyvmB6qwNNzWjeIvClISUunpGif8AFe9uWUpR6NTicqxcgnhx8jKsCpUnFeVg4nq07Qe8Bgn327oEeMPKvq+NDqvJ0W4RJS7HY7+kQfqaFyORZW0UQ8ixzPrGIdiETBpN2MsJQGqXHW2Sq4ykQbgFEVTnq4hZwJEk2kdECAqUiMmhA8XK4vRneZLwl4xHJEomgiZZSJO8InnBiTSeA7jtQ4GG4I0A1fw0SYdPga4EvYUYNaP4x5C2eQ46H5O+EudB/4vEnz3KjOn0N/fk1R0UJivl6LbcwisjRaytp6nOS7Z+7gy7qbmb3kVTIMQONaVv38lZb2JlrCCDraFeqzBmISZjPnjUVkeXLX78qZds6I4euMc1A0UQHEppP/wHIu6uc6durYFAxJAgsAaQAyKPj9xww8tovS3ZvY/+mfWbFyFYXPL6dAL9SGF/cDOI8DQpRGmXg0GwGpOZK5IcJIz569XD+6foSDLs0BOuoEdD17YhFaJ8THE7UKSDL1DswRQRyeodbqaDB7T9XxZq6H3gANdVitVgyGEBVoj6RQEgGora0lRuelin4Yo0z8NEnIE2VRJl54FNGb462QAAAgAElEQVTEM/bV2alpOhtakiCRrVeTa1CfW6k5EhiOmCiTTk1RPV8S8IjhCKlgEgRCJZpAOFN1EgYyxGSjZGsRXd4f2Y6ybvkyVh+00TPFiMFqodq9Dp6linqMpAV43+SwVNEeJGzFWu/AYNQTixqdGhxn2tWS5qZGvJXg65mQjMFWRbV7OofDSkPLAINRB/UWVy0Wl+NUW7yVB+8GCPhhs4BhF8VR9tlqinfaGXDJ6E4ixBGOljWRXjjbJZqowFG2j6rmlmZ9OnoqqHU7kWyl+6hpRhB0qdnoG0uocT8Rm6ux+knTATDmpsPxlpQfAMopXbuSQ8cEEIe4DoSsoomIVBP3bjpTDgmmDBJMGV1EE12fdAx1FdS4H4eqg1jIwJQI0ITN2oQuczTnX30/1z3/GheZdvHV9nKRzmdgMoHlcFm7k1RjOdaEwZQeujXbFdFEqHXBHHKLJierKjEmJnp9I+rVXBCOtg31l6rj8zvpEk1OB7C6jXeHBMLpJMHU2yu31/lSQYyuFwBWIRfnQOAvkslHIRNLzY8SOyMM9XV1nFV7EJzDnJqjiCZeOLqLaCL5QY5uKKJJCIYroknbUMHzpYgmIRVNIJzCCUZGFU4gxfwxL7+xkb2HzfxYbebYwV2sXvFvvlEPZkw/HWQMZ0jCUbZtKqXBAdjK+WLrIRg0nP6BLlVcf4ht39bQDJz+YSc7y3X0H2TClUoD1T9UuOqhOGr45qujHYQTNWCzWGiwOWjOyGdIgpltn+7nR4erf9H6N1i6ei91QEq/HAzmXWw+bKUZGye+3cY39THel1aLZgSZXG26ZBa6/y6jmBkMGdS5NRljAlQV78aqAsfx9Xy2tgRtbAONdU1gKCAnt4Hv1qzFYgeHeRNb3t+HOlag73mzGJx6kJ0vrafGDjSXceC5ebz82CqXIBIbh5pqaqpO4uiUXp8yZham4yvZvLEEm7Ua80eL+fBfm2jyJ+qFsA5Eh09yiSbSdWvH4Dmcb9rFjte2YbUDjd+yfeUmGDeHXAPUf3gzzyx8nINmV40Jh7kEc6OWhMQu5aZRa5poPFaOzUM9ChUp9Js5HtuWZXxdehJoon77ErYfzmHE9Lxg9sA7uotoEmLxz99mSd0IwMhZuw1jUnL7eA8mQwW9McF7ox8Ru7X5lKUObc+eosulCOPxDr0xEYuHiBN/IlNML9eF1WwOoCaZPwR7sGS+Z2w9XW1Nduhl6NoQasiVmtOdRBM5qCUw2D7tcjntw5HuAAnPY788obHc0Wh3EU3c9iWkmkOQokmoOURBDtFEjvkKgiesNU5i08Yyf34ymz/fyeZ391LfdAadMZXsgZexYMr5nKcGMDH5+lk41n3M0ietONQG0gZNZt60gfQMkFfdbzj9zR+z9MlyrBjInjiLqX3VgJq8i6dSvOZjliz5DIMxnVHjhtHncBkOB4Ca7ILzMbz7IUuWl3H9XZcx7fpZONZv5uUn38eGnpS++Vx39XBXodq+k7lq4lo+eHcZf3Ho6FNwCRMGHWWDv8Iu0QYpkqv7zGBIxjKKx8zC1MVKBvm/vIOyJxax/JpF6AfNYPLCxeS8fgvvPzEb/Z/eZ8LCRVQsXsxL1z+KLncGk+bOo+KxLz1SdUUekx9ZzJnnl/DG9ffTRDJJ+bO48r45riWSM8czJG8lW35byLH5K2mtYKICyJzHNQ9V8+FLt/DsEtdyxMPvW0x+og+67hJlIoInMHfyuOgvT+B46lFeuK4ahyYF07iFXH/7FHSA7rLFXHXsITb/ahz/aXQtR9xv2mJmTI6HDi+kCzh/Wg5rXr2SF/Yt4pbft7+dbfXLMPkvzK1/lPUPXswnVtCZRnP+H55hXL/AvfeIkM6XlAYEmJRDMBHAI3eUiTtO/ljJgMzhgFP2m/xTDRbPDX6ux+7NTqeTpLQMz919wU9aku+xKvTGBJrdllMW+hMSo3eJopJGnIg49r66+opGkRruTOUnThDTO7drQyghl2gSWGMoTQWGqIsy8WGwu4gZckGuk08u0USO4XKJJqGgE0gv6VCZr2FRL5oE6a7qnjXfBGTi4Icv8ciDDwTHHgYc+2QZKyyX8MDsgQgNSFAAf3zs71xw1W1tn//33otccPVtPkYEfwcnVgRw4KYEljzOsj9UMPntZxjsoZaFdzJJu0o82LexUIom+1Yvp2D2go6f5yzwMcKDX4EghA8CXSInQu1ABKaaCMXefy1jxA13hIgjelJzOqPsv1uYPvMyzraGbLToJ511BWfr+1svNx9OZ8f3ux37uT3KtPypUsE7Lz/PmJ/e3NEhP6k5nVG86SP6DR5Cek4/D9xefFK1bHM6O+1je2enu9/OznPhwqevLOWCKYWcl5XjzWWPqN/1OanJyVx66aWeO4iBiGP/7bffUlJ2FP0Fozy2nz30DVdeVhi8T37Q2eVVa/5Dr2Hjwxpl4qdJQp4oE0y88ES2aCLXQfbOMS4rmSGp8Ww8XMU7pXVRUeMkx1OtRjmiTDqZi8SoCcHD5fpidJf5koBHLIdcoklBegITc1PY+UMNu4/5LggvR5SJO8KYqqOg+0Ju0eQkB/4ynqW/X4nZ2gTWEvau2UBT/hQyFdEkrIic+epoVuXxQwgdkCs1p7tEmkSBaALgaLK5fkSd7abk+gompaV3iNoQK5oAWMwn6NFDrgtgC5xOcDqJ1Wq9p+b44InpFSfNyjoB7Iv3qBIVsRohPzbBoTO73W6HGHXYU3MU0UQ4jyKa+HVCdtqQQA7RpNOXL6pFAMkvIopoIgk6vAzp3CDhxSdAU3KLJqAIJwoCgc8HTfkjTSCewXc+zjDNKt76+Wge//kt7G6exZULZ+G3frAczwySPtB2NSaraCJwX4Le5RCKJsI4olA0CQEiUTSR5Osk0XdS6201kxDD6QStrqerTogf8c9fekla31xhpFId+xbxQZ+Q2HVlIAEcPXoZsNvtwaXrBLgvnnUT18b4BB81Z4KEt0NcW1tLrKFrTSfJIUfWhs+b5ygTTbzsS1SKJpIrYz6d8LcpOiCXaBIay5IaDo9o4mVzhIsmgr9qMn8n5YoyCelQCV0OqMaJjKm8kiNz+h0sCrcT0YwQv51XBWoqcQKTH5nAZNFkkneVaKB/Y8JFgJDQB9sthAYEmI2QKBNJGOWIMpGUx4chAaJJKOnF4pSl3vvvced8HQmhUvm7Vqrw2dyC5iYbKhWcDcMTit6YSLPtVPsGgcdFbYjHjks0EL0kcRDH3mQyceiHzsulqbz8LR18WTWbzZztGaJlmVshl2gSWGMoTQUGOeZLIoNOD39JzSHSkeiGXCefHKKJpOdXaHn8GpNDMAnSeERFmbjxRL1oEoL5EiWcRLNgokACRKpoEjCZZN1CMNi3MSU1JwjTESKaRJoI4NWkHFEmAngicb7iE11VoFWhf37uAKcT4pKSvCzQJkw0AbBUnWjr6/H+IgTij7tJR1NT+0aBaF1Zp66ujqysLHHEQeJMc+sa912NheKw+7NZ12ClR09flciDRFhFE/EskSiaCKNtoOi+i1lf1GlzrAF9Zj55c37LpEnZrhv2UEeZ2Lfz0U2/5sQlK7nlpi5LHHqF5b2beHFFMpevelJYXTkv9FGroSiiifjh3UU0icr58s8RiaJJuKJM3CE4VUcRTRR4hjSpObKJJiJC9CNHBAizaBJ189XRbLcUTSRKNfFk1vcGSa23b45C0UQFxHT+YZTxOxmXkMjJHyu7NIg5NeLPS/PJISU6mzsvKwfLj5WiedT6eAAqKzvvuwjyAGFvbPBuLMTz5Qk1NTXEJiRJSwxCSwRIwyMBi98sn4gWTTpC22cs/cdOov/YSeT0i8NWuoM9f5/Pu59WyJKa4yj5lDLRJYQq+G5rcSBO+NsU5ZDw5POQahK1oomkzgu7WCmiiXCOrjMq8dkWxaIJCIw4UUQTBZ4hjWgikSkRZJJ2lXiwb2OROF+RmGrSxaxPjigUTUKAsIkmgY2UhD4Yc6ctdahUdFhtJuQ3N277oVKpcLgXh8V3PRNP0Hir0SKHCBAER2x8ovACsTJdK6WkEWrrjDMEJ1zYU02iLDXHC0+g1MaZv+eaq9NbPjVhfvUGXl/9A2XvbcYy9QZYdQMvrDhE/KwnmdT4LJ9ssTPkqXVc0g9sh9exZcUKvt93gsZm0PfJJ+equ5gyMx9di73qLUvZtPoTThyroQkD8ZkjyZt/D5NGpVPxwpW8udYVhXZqzTyeWDOWwn//gyGaIxx48Sm279hDbb2dmISB5Ey9k+k3jUNvXcfbP/0zriS2LXxw9Wi2znqV22/Lx3HsE7a++DoHDh7hlF1DfO5kfnLXPQzL6VqXp3uKJqExFdUigFw5fhEumkSUYOLGE4lRJqKHhnjO/EacKKKJgq6QODUngkQAkV27DpRsXzoa6/ApguYrKkQAn1EmimjSxazk38nARBNJ3AjB9aXVnK3BQmp6n44bQwlPHG6qjVgXLFUnPI+KoOuL1+FCC8TKuC9S3CuJOV0rKyvbom8kg1xRJt1FNPGyL9JRa0nul00MgLUGG0DL6k2NO/6PLaXZ5E2dTpYBHIdX8PY9j/DtHjtJM+9i+m3Xkmovonjp7bz92kGaAefhpax5/C2O2Yfwk9sfpvD2a0mybuGrh/8fWw5D0tR7uHCEKxWu14g7KbzvF2QamihbuoAP1u/AljuXwvseIC/xCN+v+R3rPqoAzUjG3Xk5rringQz9zWNMmZoNdZtZ/8CD7ClqIuuGP3L5XdeSZP6ATx94kGI3zVOugCB5EWWiiQQHIWJEE7d9Cem5pYgmAXGEfKgMc+Yz4kQRTRR0hcSiiRyIulQTL1EmkvMIog+2WwgGizAdIak5kjB2l9QcATyRGGXS1aQTna6n7N/J1vuC9OxcDhYXEYhoAtBss3Xc0GpEwhsPj0E4LRtdq+qcCMiu3wKx4fhtCXLexLpcUVmJ02AMjtQdYU3NEc8UEaJJiGkdtXvY/eEezgDavHySgcaW+iFnmkcy/ak/kasBaOC7F1ZQ1Qzxs/7K7NvzUQPD8mD5PW9R9dHrlP3sr+Qcr6ARUCeOJGfiFaQaIG/kNGqb4tCbQKeZzIDMp/jqayu63LEMmTQIaKBp7J0UFmhJGjmd9ETIafyE/z33NRV7DuGYOZmsiSOIf+4DamN7kzlxOgM0YHnvdUrqQTvxLqbNHIvaOYn0piJefH4HuzceYcjs7G4omEBUiiZyDJdLNAkFnUB6SYfKfA2LetFERpHJo3CiCCahhIUdr71I8QW38csLJbzpkQVKao70g30bk3W+5OIJFcf23/H4s3HMfeth+vrk8eGA9T3euP4VMpatY0qmAM4oTTXxaDICokwkc0OG+Yrp0QOn+6uaUJ3Xqq4fnYBK1aMlaiRwmPrmuCyqpL3rEPLV6xWf0FW8EQh1nKsgqtls7logNkzXSlUQN06BjKyqriHmPCEXKQEIq2gSZYKJFx6pqKtevJLFL3bamDiJKTdN7nDDHpM7lqy2IqwVHC21AhpSCwa298sdSWrsW5xsPEit2cmA/MsZkLiFkqKneH3OUrR9BpKZP4m8mdeS6rWgaxx6fQ1lq99hy9JHaMLOmdYayXY7Djw/SNSWHgGgaevveHZr17ZmsgNb1jNiIfHJF+GpJoKHy5Xj113mSwIesRyRKppEFEcLjxMP1zt5RBMHRaufZs0hz2sCgJ5R8+/migw5fFEgFzqKACVsXjCH/5Z37BOjT8c05mam3DqHjGBWWVREk2Dpg+3me3DtKlbe8ChHPXZKZ/RzHzOtn0izBb/ixoc1JPt00I/3hgkUPpGH2iSUNOguITYg0KwimogzqXL9VqpUKpd4IpNo4t7QA9xSdYKBTHcdEs5RjK4nPdSxXQvEhlH4DfTeKVCX6+vqMORcEODoFsghmPg0qIgmnaHtM5bMPhrQaFFrDBjzxjFk4mSSO98P6bV+hYd2v7Su/yVN5ooXVjNk6wd8t7uIitJivl9fzPfr3+HY31YzvUDb1UjdOj56+DmONPfmgt8s5yeD4mja+QhvrhBWDLbXmAe4+rqBHbbFJCqiiVBTUS0CyBWupogm4qCk5ohDp/nqcO2SL9JETV7hbSyc5vpkO/QhL2/Vc9X8yfRRA8SgC+ahWUHEwbMIoCH12leZPau9EFrT8S/Z9txiVj+h5dZHZhHQaSCHaCL5dyWMokm4Uk1i08n//XIu6tf5VZcWnRDhorNZQw4Z54txwBNSSBmcIoI0OLbQGhBotruIJnIIJu4bW/QSFar2yJOQErc3qnCiUqkCTNJx4eSPlah6yHCBCRFFTFwCdXU/hpxHCM7YToumD8Zdq9WKxhBkfRNFNBEHmebLOPP3XHNVuv+OHZBOVq6BPVVWqvYdgrH5OAFH6W6qmgH9QFJN4LBWUHu8gfiL7mJ6IUATNasX8OqKYsq2HoKC/K6mj33NiWYgYSzDpuaTTBNHWwrIdn31aW/7Kyk3Gz4rpqkRjHn56IFmcxEn6jRoNELXKz7HoIgm4oxFwXxFlGDixqOIJuI43KnahBO503NiDUYSW/4+rY8BtRZDSvu25ur9rFu/jeJyCw61jpR+Y5hROJocHXB4LX9br2XGuCZ2f1VBtdVB2ohZXN6vnI2biqisaUTddzLXXT2c3moAG8e++pgPtpdSbXOgTshgyEWXMuOCZGIB6g+x7t3P+MZsRZcykMkXp1O8+gB5C37OWF0RbyzZS1phOkc+3QtTbuOXI/T8+O3HvPfFISotTaBPpf+4S7nqwgx6AmUfPcvbTROYoS5i2w8WrDY1fUZcxnVTsujZOgEOMzve/TfbDtZi06UyZNq1XH0B7HjtRXb3/Tl3T2l/cvxx+6ssP5jPXTeNbpufaIKq7T9doU5MxpDY/qBqSJzDZfN3s3TxJo7ZZzFYA5i3sfn5xRQXVWDTxJE84ham/2qeKyLFXkbR8w+xbedBTjaCvs9ohtz5KJPzXTate5bw0UtrOWpuAH06WVPvY+b8CRiAihdnsKruDi4zbWDnzjJq6ppInriIa+6c4hJs6rax+blnKNpzkEbiMObNYNLCRZyfBlDOrntmUTpxCVlFyygqraDRnsLA25Zw2SRXqJTDvJ6NTz/DgZIKHPpB5M5exGVXFbiq25u3sXnpYopa92nkLVx65430cVeKIkg0CRWPzpRDgjeRxLqet+euxPTbGdSsWkW5uQZ13h1ctSCH/cuXUFpagS1xPNP++AQXmIAdv+Pv/4hj7tsP05eTlL/7KOv/vQlznZ2YxEEM+unDFF49FB0nKX/3z57bOqXqOI6t55N/PM/+A+U4NHGkjLqVab++kb4GYNe9PPmPFApvsfP127uoMVej7ncLV/zpVrKDFX7lEE2UeibiTar8dZCI2OsNgaql2UWemNY7YJrmptNoY2ICHt8ZvuqZhAIx+jia636ksrKStN4+llWWAWebTou6iQr21KmsrMTZK4iLjFLPRBzkEpkCRhw5P7uW1D2vU/XRH1ilmcuAxAq+e+9tTqKh989+QY4Gaj56kJUvFqPNv57xhflomxs4tuMIYCAp33Ut0SbGASeo3foSW0zTGdCvL/HAj/U72PPeJ9Q2f8J/iwz0ooZTxz+hZN8QhuTFoY4FmovY8+JbNI2dxLCJc+m/+kG+L1rKu8/ZGZpTQ8ma1zlS1ZcRT77JlGi8mQ0loqCeiWATSj0TcUMV0UT80DBG5vRQqSKwpomjnI1rPuRI8lQW3Ps7Ft01h2G2bby9bj8NAKjB+h3FjjHMX3AH984eQP2O/7DyawMzbrqN39x1GWk/bGbzYQcADd+uZeV2G8Ouv4NFD/yGBdOSOLLuP2yuBLCyd/2HFOvGcOvC37HwugEc37qTSkDdEv0CNRTvVzP51ruZV2CE6l28vf4oKdNu5oEH7+Xe2blYN73Pxpa0EzVqbAd3cWTgNdx9193cO38Ujq/WsqHFH4Dqr/diLfgpC+9dyPwL1RSv38x3DiNDhmZQv7+oZWk3gBpK9teQNnRwtxNNvCIW2t9clLD5sfsp67OI+W/v5t6XlzHM/gqrl6zHBljWP8THpQVc+fJu7v9gE3Ovi+PA40sotQPHVvLuXzagveFVFr67m4V/uwPt1oW8u7YcFaDWaGj6eiWl+Y/y8+Ub+M2T82DjYnaWAJzk0HP3s7dxFnPe2McD/17FpIRNfLhkLe3rONg5uvZ9DLe9ym2vfc4vb0rh0HPPuLgpYdvDf6Ei9yFuXrWLOxbNoPFfv+bjHSdd+/To/ZRmPsxNq/bwu1eXM9z+Cquedu1Ty2vs0EOu1JxADWgASti/I46pz6/j168vwlSyhLf/toms365hwVvvM9GwiU//vasrx+FXWPdGNQWPbebBj4tZ+NhV2P79ENsPt7bVeG5zh/1bNv3pQY5m3s+t73zNA2+8QEHj86x+cn3LOaCF2rV8dXgWs5evY+G/lzOw7nk+/aRT/plYhEgEUESTIE2G9TvZGtvSDqcT6s2V3gb45lCB0+nElJ0rfrwYnhBCHZ8IKjBXmUNLJBBCd1eKaamsrqGHISGwwWGvZxL9oon4vRDPIRbqfnfz08d/z9A8DVXvPcWnL75DlWEsI3/zKtdflQ1A8qwnuG7+NIzmD9i0+EE+ePopvmscyAV3/oMrJrleNiVP/AUX9DFA1Q6+Xf0Jtalzmf7LSSTpayhZ8Tf+WzKEaX//B5PG9Camagdfrt5Do2YsP/nZCHrFWjmx8UX27KuBxOlc8bfHGDkiGcvGp9jw/FtU6Sdx4SPLmZLnISXoXEYUiCaCz3lFNBE3VK5rWHcRTSS/+Hrn8UYVmWmG5iKK67OYOj+XRDWgNjF23GC2vVXE97bzGQ5AKsMKTK5n7IwsUmIOoCtoERd06WQnO9htaQRiKNl3FN35NzA2zbWSfWK/CYzJWMa2feVMS7FQ8oOaIXOH01sH6M5nxoVFFL/XEoSoBnCQVjCGAQmu8aSM5taFw1HrdMQCsRn55KXs4nuzFTIMrjEJAxkzyPVGKDYln2F9N7PxoBn6ubapc8cyrZ+rOGzmwAGkbP2OaisMOH8Y2Zu28E35VDIzgOpDFFdnMGZgdOUuBZpq4qjbxba3voT8+8jUACWrOVA1nkt+MRqDBtDkMfyGGey8933KrIWk1jWAJgWdFiCe5KmLuWOqy1bNzrWY+8zjyok5rsOYWchFE5fx6sbPscyaB9iJSZ3F6JEtES+Zo0lPXEZNVRPkxTPwvvVkEY9OA5DBwEmj+XDpPmppTSHSYBg7j3yT6ybAkD8eo309NXWQW7eaIvMoLrlhAkYNkDePyx5Kx5Lotk/z2/dpxM8K2XnPWkobCzlfjkMtZz0Tb2iuYNfCkXzdabN68EJuWXwjrscCLVmXXeX621BAViaY82aRlwSQQnpeOrbScmyMRuduxNqADS3aluU6df1uZO7bN7ravm3AhsZzm/vqpofXst88motvnkCCFtDmceFPC9n+h/c4bC1kKAAFjPjpUHSASjOU/rla9h2uAAIs0CRTfY4QWhfMETWiiRcOp9MtQccpgS8+RBO37KD2rYHwuY1RqVTgDC7JyGtAiQwiU2yCawHU2tra0JMJgJDjIdW0mM1mtEP6ihskrERA8OguqTleeEKTyhRH/uO78ZAo0wXGmSu4b6ZnM7q8a5j++DVM98qTQtbsvzJvtg8C03RmvjCdDhRXPcktV3Xqt+h9hrj7NfsF7ryuYxd15nQu/vN0LvZBd04jClJNBA+XS0mUQzSRY74k4BHD4Zkq/KJJxEWZtPD4oopI4eR0tQWbwUiK+5OQMZkEjlJd3/JZbcDQ2q5Wo0aHQde6O2pXtIjDAViptkBCQbKbMQMJCWqslkaarY3UoyfbbYGbnqYsEmLKOvV3d8bG8a8/Y/O+CuptrigSR+MZUtwyPtXGVNoTUHQkGNTYGi00tzxyJ6S4EarV7QdCl8uofh/zwddHmZGRhbX0APV9x5AXRbqJcNHETsXLs3jy9fbPZ5rjiB8xmysXusQJ2/EKTjZ+ybvXbug0dhCWehh81ULy/3sfL9+4lsz80eROnMWQiQUYAEtpBfRJR+/mjjE3AzaWYaGlXFpieztoUGsAmgAtjuOfs3nFSspKq3EANDdwhhkdvNCnJnf43HocbccrsCVmY2w7blqSCwpJBmwbK7A0fsk7V3vYpzoIrLCLQMhR/0XoYG81TmLjaH+Xmoyh7QBpidWArjW1SwVqg9Y9rbodQ2/l4lE3sf7WsewYPJ7ccYUUTLuENAMw9BbvbW6wHSvHlpRBSpzbRlMORnZR0/qSW5OCwdC+u+3nj0go9Uwko5fUnJ9aIwCSFIcNPGgnKA5XnRQJ70dkTv1TxydiNkdGxEliou+YUKmmxm634xSbYiVXqokimgTNEbiZMOcTyTFf3QmKaCLeWISLJhEnAnSXKJMgecRy+KOKSOHEJ9Sd/h80PC+m1mWL231K3dfv8/ZXMcy4/iZGp+mAGr54+VVK/LAIc1pH/4KBsK6IIw4j1f+zkH1hbnttlAiHuNQcDanXLuOaQlchNFvRM6x+uZoxv1pIbmJbF2ISZjPnjUVkdR6uApjCpcu/ZEzJl5Ru3UDxizezc+0dzP3bLV270nocBMC+i40PP0rFpCXcuGiCKzJkz308/bhQA4C98xN9ixexrn366Zsty+a6OxhKyBFlItKAzxon3sxq/HGogAyG/uETBh3bxeHdn7H/kz+z4o1VFD7/AkPTfLQJFa1iPfgVKM4h0SQSBROvJv3wOHFFnQRVHNZTKIlbo2RlZ71FzQRhrstYkQpMc1NgSxG774s6PhHbyTpqa2tJSkoKzJ5E8FbwUurTtbKykh5xIhJ3w5qaI54p7KJJ2EWmQMxElmiiCCZ+oIgm4owpqTnioYgm4iBQNAFcKxpGGnqmGDFYLVS731dZqqjH2OWtsH8YSTNCvbnGbZuV+moHBqORWJ0RAxaqG9tbT5srqBeIzoMAACAASURBVPa2UjJQ/YMZ+o5uEU0AWw3H6zsOcFiqqG/7ZMVa78Bg1Ls/b3lFbN988tSlFO/bT7Ell2GDdP4HRQACqWeiTkzHaMrAaMrANPU+pg8pY8uSVVha2nWp2egbS6ipcxtkr8baerzsJ7HZtRjzpjD8tsXcuHwR6aWrKS4FY246HK/glNtQS2l5S9SAH9QdpKIxh8GFLaIJUFNaJjiWQNcnHV1jBbVtqR8qana8wd591ehMORgaD7bvk6pln6yebUmCCBRNAjYrIAoAmrBZm9BljuaCqx9g9rLXmGjaxa4d5X7a2qHLysBQW061+3Exl2AhHZNUz2hy1TORNGxBEU0A1Botx0s7F8YJlri1IZj1coTySIgAOOrNJ0jJzBbH0YlHHe8SEOSMOjnraPa4XeUhVycUU3/sRCUqofVNFNFEHKJINGnPvw+jaOKhCIAimviBHPPl4biEZLgimogbqogm4ofKdB0T85WJSOGEjOEMSTjKtk2lNDgAWzlfbD0Eg4bTX7SGYKD/iFxs+7exq9IGOKg7uIVt5mRGFZhAl0F/k42S7UXUOaC5/hAbv6pA7SMS1mDUg7mUYzbAZmbvp3up14HN/Qmr/hDbvq2hGTj9w052luvoP0jgq3V1FqMGainZtJP6fvn0j4K4oEBEk65IYeCd95FV9gzvr21JlcqbxeDUg+x8aT01dqC5jAPPz+Plx1Zh4SQHFhfy2uK11FgBmrAe3IeFdJISIWXiLEzHV7J5azkOwHZsLds21pBxycX+hRNDMkYqOHrQ9aBt2bOEzTtAa68RJnDkzWKwaRc7XtxEjbUBa8krfPz0Kxxt1KDKm8VgUwk7X1xPTTNgL2P/0p/x4qOr3MQ2CSFXPZMADDjqyqk3d/5XjdVT+o1fB9pR/8FNLPn14xysdEldjsqDmBu1GBPjfLZ1wOA5nJ+2ix2vbHP5Y/2W7W9sgnFz6G+Q4HTvLvVMBPBEjWgi4jyOT+0dfKSJlwahu+p0+uD3sy+uaBnh8ONyaOGFI9boUjArKwMokisSaWmulXvONDZ4bO/sYqim5cSJE231XXwirKKJ+Cc3CU0FBi+pJpLPl0SiiU9jYZwvqTEoLpYLk7VB/Rvt71+Sr38av/8ydAJT5zqJACETTeQY3l1EEwlEJmk7BgG3fYlE0UTUVMsoMomlitBHchOTr5+FY93HLH3SikNtIG3QZOZNGxhQykrcBZcxr/FjPnj7WTbYQJeQxZCrr+WiNAAjo66YwfH3NrL0yQ3oTOczdeIojq8u82qv94VTGfXDh6xYshddQhbDpl3GdVkfsmL9Kl5L+DlTAXW/4fQ3f8zSJ8uxYiB74iym9hU+3b1HDMSwq4g+BVmColTCBeH1TAQisZDpt77Py88/xK6RbzK6Tx6TH1nMmeeX8Mb199NEMkn5s7jyvjkYAeOdj2N+7hneunERjc0atH1Gk3/fo4wwAczjmoeq+fCleTz9dAPoc8idtYQrZwoo3GmYwuTbNvCfF2fxxIspJI+5g8sWjafogTv48PaH0L12hx8DBUx+6FEczy3mn/NaliO+4RlmjI0H4rn40SdwLH2a12ff59qnglnMun8OAa6T4B1yiSaBoLmCvQ/NYK+HptSb3ueXVwvl6dqQcPkTXH3sIT7/1VjWNLqWHO437QkKJ8djwHsbje5W8pj42BM4nvwzy6+uxqFJwTRuIXPvuISgYsCiMjVHKGlAXWQy4sekSI6zTqfHKAPxxO0NPjN3JOFw66JSycLjx4mgOFSAOi4Rc2X465z0cPMzVF89V30TP/cRPg6qfKKJBGbEmwoccogAcqTmSMgjwAlZaHvGBP5tCi5qorVBgm+zkpoj3phcookcw8OaaiIxeRCiSag5REFEak5nqH77n28CcrHkg5d45MEHAhkakWjGrWxB+UaefsPC1HuvJT8AaenYJ8tYYbmEB2YPDFj0OH14LUvX67n+rqlkBmhDSvzxsb9zwdW3t33+37svMKT1c4Q8oAXQVeLBvo1JLjIJpw62G9+uWs7QOQu6fo6Y1BypSUPEFpWiiYqv33yeET/7lWiOSBRNAk3N8TTkxO4vmDC9sC3yxNn5Zq/tx9kJKg/trX87O5YIae/n7NKvdWwPFax741VGXnVDQPtSsu0z+vYfSEZ2boc3Qe7cHvephaM12sWTf+6eexrvdDqpOHSAQ7u2M37uzd6dFBDkdPrYYU4fL+Xyyy8PeZ2Tf/7zn8RdMKot0qUVzZZaxmYkkZaWFtLL+/fff883x83oMvt57iBXAEJ3EU3CPl+BmAljlIkHnlDQjs9MZogpnk8PV1Fa2+h/gAdII5pIAEU0EW8swkWTiBJM3HgiMcpE9NCWzkPTE5jYL4UdR2rYfazO95gAHQp0lyIzVUdW2Cha/TRPvrGLEzYH2Mzs2n4AW9+BZIclHsfB6er9fLC+lJRxoyNCNPEKSWsn+OGRvmvXgSGqA9HhUwTNV1SIAH7qQISGNOAuITYgwKzk38nA65lIMl8RKpqA60f3xxMVruH+foFDlMqUaOotjSExkIijvuoEKVk5AfG4N7XWOTl27Jg0jgUIOX4Oj52oRJ14nudGOZ6nfcZaK6JJqAy2T3v3F02kmq/AO0WZaOLzOynchDSdgmR02xcJdks0vaRDFdFE/NAIjzRpRYSm6sgJHfmFs6hct5EVSz7DhpaUvsO57op84vwPlhwnNr3Ky181/X/2zjw+qur8/+8hyUwgkz0kISFAAElQIAqmiqAsCoqC+1YVtVpbbf26tNVu1v5s67eLfrX6tdV+W7WtW63WumBRVFzqjmDZFyUBQlaywoRkJsv8/phJMpOZe+cu5965E+7n9VIy95zzfJ577rkz937u8zyXwllncensmJU44gIzrs3Vklk+ykQ4jyJ6vd0MGKzCtBlFFRJYZDI6ykRLkzA3zJgvATx544pi25Fdx/6wSBM18PuhrbE+Nr8M2hrqKJo0WfkAwcclao0WlUsvJTOHUUnJNDQ0UFFRIcw3NUjSkrKlAS0tLaQWTY1sMEs00dZopCltiMJhfREgjqJJQs6Xlg4JKJqYMdws0cQIOoX0QoeafE4mvGhiosgkgsoWTgDck1ny1W+wRJC5kqU38BONY8ct/gY/WSzIEcGwYtSEyq6CB8sbM3W+VPBYZ75kTFtENEkYEcACUSbC3Eig+fIP2OqXsBljHetxw+EAX3e3LiPerq4I4WbAXMQFRpy/9+XokzKyaWxsxOfzSb4W2CiY9fXu8XjAFaW6UlxFkwQTTCR4rBhlMmRGWUqDYYizaJLqP0SSv1ePCQUdjJtIK0ZNaOXoIo0+h57v1ziKJgkpMsXmsKJoYrkokyCPKCptwompIQc2LAVbNFFkzBZNNJqV5Ugw0cSM+RLOo93YkSaaQLBALIEfZIfiX2URrxr2Aw5d+5KWlUOf52DYtqjRL0aKpaG2tQc5kZKZQ0/bARoaGpgwYYII1xRhwC8zAk721tTgyApJ04l7qoktmijl0G7mCBBNYhicf/j/GN+3WTSrDQ14x/lNdiefqGGksnVsiybKOawomKgemiCpOcONqatxYkYSrw3rYqSIJsLXcRxFE4X7YtVT1xZNdJodKZEmBizQqCYFcxxqCyla5gj5VybSRIwLgTfipESLQFCI0RlZhJaeNSKVSQ7tDfWMzsiKyaPEhZRg3Y/GRnPerhNxiHuVPRHXg321dYP1XGzRRCX80XkSUjSR2BfhiJJqYtX5smFlKFvHVhRNFK95k89JWzRRxyFSNAE1wokV77psjCyYJZoIQ/jlc9gnC4lMCSECyKY0CHJAhcikm8cARMyXMB4ZYzE4hLhhRpSJQTyZ+YV0tLUGTPtjcYgSTQI83V1dZA0vDqsSgVQf7YKZLm5vF2Mys2WXnlIXklJHk+RKpaGhQZR7kojmU+/hQ4bzejo7SUodbV5qzkgSTcygFmBwaNrNclrGEaNpbdHkCICy1ByriiZGc6jCSBFNTBSZxFGFW1EmnNiiiQ2joUIEsI5oEuWTWaEdZqXmxF00MYJQdzcDDUQ3qTwyR4t19U3C3DArNcegdZyeX0hjbS04wG+GaBLC09JQR3+04qoq0NZQZ3qkyQCaa/aQN7E0apt6egfJGTm0tbUFaoEYBCm/jE7VaWhoYFR6lnmiiWRD4osmwq/bBRn0R/lLooNxiLIvtmhiQxuUiSaGUY8U0SRkX6womqiaahNFJnFUkZZiCye2aGLDSKi4qdEtAghDHFNzVPBYZ77CzVpRNNF9b23QzXncUnNGkmhiIDKLJ7J39xc4HNLCiOilMWAv6htpVCAtMztw0TPcjgnfYwf2VZNXMilqmxbRBIbSdYyKOpH/qnIYWpS2pq4B0qK/Zc880USdGYH6izYkZGpOnEUTM2ht0WSEQ9k6tmKUiarhJqeaWFU0MZpDNQwWTUBOODHryblnF8899Bhv1IrLEe7a/Sr/+8hrVHcLM2nDCDiAtrW8dM1FvLPDG7OrFnSvv4P/u/7n7BP2EDKOoklCikwSZmX3xXzRxGiOQfhW8/SZS1nzpQazZokm2kYKoddjzmzRBKDfH4gAcRD9J1ZoNlUUjMnK0WxuTGaWdn/0wAEHaqrJyC+M1qTeWBDJmYG5qKmp0e5bTJboDQ4gJ0fbsVCCuoZ6XLkFYdsMiZxQ16C+d5xSTQyhFi6aSDSOFNHErH2xEUfIHGCLiyaKl6fJ52R0wUTgl89IEU2C+yIuNUf6Ozn6W3VMizLxsHn16zQcfTHnFg+50rb7I975cDNf1nbg6QN3bjFTZ8/ntK9MIJ19/PPep/mP1H120nQu/cHpnLHtcV5cu48bz5xAijk7Y0MNHADNbP/dz2k65WHOKnfR+9HN/Pbut0k7+0lu+Mas8K5U88715/Bx4yLOfvYBjnbCvt8t4unVLeF2U3LJKV/M3G/dzswJLlKPv53T3ruYV/+8juturNTx/m0JwSSyyRgkcKpJhFnHOl45/xo2dUp0TjmDC1fdS5lQUs1dDDagwKxwDm2iiRUFE0mTJp6To5ypgVQNf3ijQ9TVgsS+NNfXkZqdp8tcW2P90EYzLm6C5Af2VlM6Z66kX6qMBTEqOYWkMem0trZqdk+eIYD+3p6IRqOXW2+fn6SQz+YIJuqZ4i6amBWwYZZoYgbs1BwbQhDHKBOdxi0VZRLCY8UoE9VD4yoy6TAm0xR5H2lmak7tx7y5t4jTVhQMihttG5/lkVVNFFYu5NwlRWQld9O+bzPvvPc0j+w9m+svmsYZX7+BhQD0sueNx1jVexrXL5sc3BkXblJJOflE3H96h8++ciVz1V9b2jASA2tsx6O8s3kWC28pJxnoBUhLx/vxS+y7ehYTQyOfq15iV1s6rmGmkmbewTW3Lx7c3te2g11P/4JXf/hz0v7wCya7M5h8+TWk/ddv+fycp6gs0eNwlE8jRTQxcD8i52sWS37/GicD4GPvIxeyuuf7fP2/5gfP4XTcwgh1dzPQgAKTZkSZCOcxjyPeogmAO6+Afbu/pKh0ymCDMB1CZl983m5Gq9xZK8yX3++nrbGeymB9E2300UclZ2TT2bAPj8eD263rW0TSr/7DHsgrGLbVuKvDhoYGRg28TUc0ky2aCOPRZmKkpuasZ/Ul17O1cxonP/wUJ4wXZtiGJWGLJsIwUkSTEZSaM3xzuHBipmhCL9UbttM95SzKB96o6NnGqjf2kbfkGr72ldzBnmPziplUlMvz/+6guTuZ0qxMRgfbmlOToTuNrKzM8MiSrOkcX/wm729qZO7i4Rc5NuKCsPXlZd/q1/DO/jlHhV7f5s9jQs9atmy+nYlzhmSS2jdfg5nHk7l+mM2UdNKy8xh8KWf2fCpvvYEvrvgN26tg8iyg4AyOK/sNH725g8qvletx2tzUHBU8iSOaALhILSwePGYtbhd48sgqLB78QvKsu59XHnmRvY2HwF3MxCXfZ8W183EDtQ8v5Zm2a1nmfo1/f1aFx5fH0Tfdw+zW37P61U10NELuJfdw0aUVAQ7fDjY88DM+/HAHHp8L95TFnHTzncyZElhfno338/K9f2dvK2RVXMvShZv4+7OlfO3RWylc9z3ueSSDxUuqee+JZioefIXFU2rZ+fAdrF2zkZZOcJVUMueGu1lcmQdU8cH1F7J34d3krfs9O2ua6XaWUnHDPSydVzy4/9S8yMsP3M/WHYdILpnP4h/dw/GFa3n6il+RdtcazqlwDUZlrf/uUj6Y8jQ3fUvt2pU8EoqbFDTrphdmMk7nZNb4iezZtI7xk6fS7zdnvgZqnGQqfKuOlLmsgsh0GeEYRt7R1ECKK5UUV6ruKJPhTSmZ2Xgb9tHQ0MDUqVNVW1fAItHfuMW3v64e3IH6JlZMzRFsShsSNTXHt4ftTz3E+o+20NTYQl+PE1fWOPJnLeeEq6+mdODS1fch//razdSf9iTXfk13LKY582XjCEEcRROdhi0lAsjOV/xFE8tFmQR5zBZNILTGiamiCUALO/Z2M35a0aDg0bV3M3uYxvzZuRG9Uwor+epFcylNjWiSQCqTphTQvncfbaJctqEdEeurmi82H6Jo7qxh6l0Z009Mp+rNDxiseuNbx+aPnUw7pVQxTxJAz8DGDCbMKaNj82d06HDaFk3UmXVE/aDAgZoneO6u1aSufJzvrdrA9+75Fqnv3sRz/6wFIMnpwvvZSzQueIDr/7qGK5bA5/d+jbd7vs7KR9Zw4/+bT8cTv2VbK8BBdj/wTdbWVLLi0Q388NVXOLuimjU/+hm7fYDvfdb89xN4Fz7Cra++w8rzmvnw0XX0DTrjgta32NR4BSufeIpTpoLn1Tt44Z10TnrwI+544x1WLof1d/+KnYN1dHzsfWE1Bbc9z3/9/SOuW5nH1nt+xtbBDIJmtq7aRNltr3DbP59nccE61jy6mm73PGZX+ti5ah29A9PS+j5btxVzzFIDRBPZ4yI7Ugi9UJNxPCdHOVPp6upWMp2aOYbDD9Tv2U2KK/YPouyp5w+8ncewC50o5E17qxh3VLk40SRk4gfqnDQ2Nqq2HoMFgJyx+dHHjDJuAdY2NJCSmWNJ0UQ2Rd4WTSTMDBirY8vPv8aq596lyTeN8jMv5SvnLGWcu56a937H8z/4H+p8gZ69O96gul2MD4k3XzasCfk6EFH+FE9vxnCTU038EQ22aBKVI06iCUCylis9IZcI3S00e9zk5Q5d+Hk6OiBrAnnaC1GEITs3l+SWJpqB7Ji9bRiGaAvGU01LWx654zMimgpOPYe0773ELs9ijnZD7+aX+CLtHC4rhapYHL5adv35UfalzeOckAczmSWlJO/fQQsQ/d0E8k6bKpokcKpJhFlZjuiNzR++SGPJSs5bGEy/K1nGyQt+z5/WrKX9vJWAl6SSi5ldEVg7hbPKcf2zmaOXBlK+mF5JAe/T3Ai417HpQx9TfvQtJuUA5DFx5bVMeeEONm70MsW5mr2e+Zy5MhidUnkrJx2/mr07QhzqLGbWJaeSF9Rz3Usf4NaFLlLdLsBF4dJlFP7pUWpboSwYPZV60koqCgMRLVmLLmbiwzexdbuXYyoD7RPP/z5lE1xABjMWzmLNs9W0k8HUpYtJvvtFvvTMp9wNnnWr2T/hHM7U/PBcWz0ThV1MMhLDXNzPSQe9fX3BqAOdP+Uqzn0lL9WJNV8pqan4urqMqXEisS8H9lZTMuM4McaGbR6oc6L1zTqxpl/qtcNGLsGePr+C1x+qgEDRRFujICRQas6QmRBjvi1s3+QBZnDKrx7k+MHokuV8cv8zNKXl4u2Euj+fzVMvBWoRHX7+Cu55fi7Lnn2QGW4vLe8+xHvPvUvN/nq8uMmYPJdjr/4OJ8wK5Kd3vHg5//fHXWSc8wBLs//GmufWc5BcSpb9lHPPgU/uv4uNm1sgew5fuf1uTihPD/jQ+A7v/fGPbNm8h8OdMGb8HMqv+gGnzC0afNDVufkZ1v75GfZU1eMll5yZSzjpuhspHz8sobrtQ977431s3FxPb9o0Zlx3N0tOKVIwVzasi9h1IGL0Moxe2FA7NUf90BFYzyQaVP0eC3uiBtDdSTdpZIU+MBP9Fpw0F6m9HrrFvbDHhlpILZjOFrzkkpEWpWvJGcwc/xmbP24GvFS9+QGZp51BZBwS9G34Cf973vHcc27gv1+dt4xXN5ey8Cd3MC00BSg7nVRfC90+JQ47on+K+w2a6m4GGlBgVvZRt7QDHbvroKQorM5J1pQiaKseihjKzhtqd7lIdqYzWNLA6SQZbyBiqbWOFl8RBQUhF3POYrJyvHQ2HqK7sZnunCLSBuvpuCiYPjmsECNpRWSFZkT4qtn48PU8fMUC7r94Afdf82v29wCDa8tJ1oSQC0NnHlk50Nl2KLghHXfQHweQ7AR8XnodkHzsuZS5P2DTuoPAQXa/vYnCpcvQVqZJ212ekO95oT8WQyaVbRSMGKKJA8idUMoXWzcbyBOJ7EL5mw8l85WRP86Yax2ZfTmwr5q8iQqiB2MZk9icnJFNZ2cnHo/yV6kpXa5Sr4A2ahnWNzSQlCHosY/A8BBbNFFnIkI0AXDmkukG2MWW59ZQ1xh844FzDid8/15W3Hg1pdmQc9p3+MrswI/bmNnfZtntV1Hiho5/3cRTv/kbX7blUn75d1h0zhySq97gvR9ew5pNA781gR+2znfv45Pds5lz6gzGdNZT8/yPeerOh2id/FUqZubibfqIf//2LzQBsJP3fnobn35cR+Yp32H5LeeT2fYRG+6+iQ+DT656dzzEs3fex84qJ5PO+Q6LTptI94a/seqHd/FF2GnXwtbf3UdN2hymluVC+xY2/vYu/iMTBm6LJlaHzMknGTlhPL3QobZoon7oSBFNFCxexbEdZlyfugsy4dM6GrphrOKUHBuWhWYRoJjpy8p4/621dJyYzubNpcz8RjFEuQ5OmnkLV966KBAt0PY2r975KK6rf0JleWQki1pPlEdOCEICp+ZEmFaTmqMAUbVPhab0B7CFPkE7yM57rue91mv56iOPM94NeF7k6YsflbXQ64v0I6r7zkrmzMvjr69/QHclbN1eTsUtxdF6ykC+DoTGkULohZqM6znpCGseO6WcqvdeZ8rRM7T9qGvYl9aGOnWmojb4adhTxbjSKeodUEUeaGpvqCMtM1tRipHWday2zomaqXdIhpyIX4x+oLauHr9bWYxkTGPaGo00pQ0JmWoSzeAc5n37fOruf4EDq3/MU6shKWsi+ZNnUjJ3CTNOO4lcJ6ROXshRJffx6QYPqZPnMmNBGbCeNU9twIub8hsfZOncdOCrHJUdiDDZ8vQ7zJu1YkA3oc+9kMXfv5p8FtK3+SLeq26hu/xull89h+Q2J/Urf0XN/l00eSDf6aLkwjvJoYiS0+aQiZekj1/gpY/3Ur+jGSa7qH7+GVp7IOfCu1lxdRmwnPz8+/hPFRzc74XBzNJDuJY9xuXnFAGbcV17DRuatlCz08uxJw4v9W+LJtZHHFNzdBq3lGhi8XomqoaO8Hom0aAo4sSQ69PUNFLppD0kymT0xJlMSq7i/Q8bh8pTBNHT8BF//O2zrFOT59nppTvZTaqg1B8bCqHk8V1aLi5aOCjxSlr3iRdRVPUa21a/TN3kczhK6qFbSi6ZBcWB/8qv4KyrS9n30M/ZNvyJRtshup25pDqjWolwOCzKxBZN1JnWKZpkTimCmrownax9dx0UlA6lWSlMNXHkFJHprKOxMeT95Z5q2ltdZBakk5qdR7Knmc7BaBEvLdurhmqcRPBUs3e3l+LlFwdEE6B39yYaw76wfLTvC7mp9dXi8bhIy06PbnLYhsLl55C1/UU2vv4i+6eeQ5mq+p2x60CoHKkOZogmcT8nHREu9PuhH0PunyURTXxQe+qNycoBh/HHfiATqPaL7eSWTNRvTAZq6pyo3W+pIrCiD/vA9dtAfRMhxqI2KL8UjRmwYosmUczI14FIm/tDrn5yNVf97E5OOWc5pQXQunkVn/7uZh775o/4Qioyo3EXTe0A0ygZSK8BMifPYAzQV7OFlpB9SRo/g8AqymVM8Foqv2xaQMzPHseYFAAvvT2AMxeXbwNbn/8xfz1vHvcvn89LHwd+IHt7fEAdNVU+wElO2aTgvqRTcuFPWXH7T5lTHiqIjKNk5kBk3CTygyWCvFEif23RJEFhVmrOSBEBLC6aqJrqI1A0AQXCiWHXgam55Lk9NLeEKCfuo1m+ZALtHz3Nn//1OV/UtnCguZYvNrzGn598H8+USmZkKadoa2mhNzdfY5i7DU1QumDcpeRmN9Oy/6BE+zyOm13Nx8/voOi0RZGvp5XgyTzz58wv+IDXH1odduPdUVNN7/jyqOk+sqKJGUhg0SQilUlApEnegnMpqHmCt9+ppRfornmRf7/RTPGSxWSpMwXO+cw5ycnuJ37Pfg/ga2bvE39id84yKipcMH0+E/mAT1ftoJfAG3Y+2OSTcTmPzGxo3LQOD9C7bzVrXthBaspBPG1D4kz3Z0/wyZeBdJuGVU+ym0rKKlwxRRMAJiyjYsI63vrTJsYvXazi1czaUnMUdjHJSAyTcT8npd+f4khx4e3uxu/3S6Z0KOOQhx84UF9LZn64oiYZlSPDMyYjC0+bgPLpCnQOB4H6JnkTJmszplAwU1rnRORSEmVr+EVrT5/Oy8WRkpojwWN90UQBjzOP/DkrOOEbP+W8+57npicfYU6pE5re4IM39+h1IoCUQMSjH0geCEOReIjU/dEv+cfvV1HjmcHJP3uMKx9+jtNmSz5xijFnLlyhQ6OYMUtzs2EAzBJNzBhucqqJP6JB4JePDtHEmM4aITw1R0yOp6xwIn0xIOIyIZepE1NpqKoLiy7JrriA6y89kbyWdTz/xB956A9P8+KnHRQuvozrV0wefA1xbHSzZ3cjWRMn2IVhzYKKZeGglMkz02lavyl6GgYZTD5tHsnMYubs1h3vzwAAIABJREFUjOGDZVBM5a23kLv+F7z6ZnNw20H2rd9J5szjhxWGjbwSN1U0UXgjoPsBu4GiiTIOlQ4UruSiny6j+4nLuHf5bH572xNw3oOct7xYgwjgYuLNf2BpyTr+uXI2vzxvBS/vruDsu7/PRCfgXsbSm5fR++xl3HPWAp5ZVcq8S2eRhFSKTzEV3/oWBRvv4H/PnMvDD6xj4g33sHiei613X8ja7QBOChcuo/PRy7nnzIU8/gJU/PhOZgxXQCT3pZhjllaAs5KKeUpTzrSJJkKCNwyIAIlqMu7npPxLZ3NKJvHFlk04HA7plI5QHo1wQECgiWVOAUdKaiqH2gPCieaLExXBIU37qhk3bbp6YyrnS67Oib7latzV4nDLDXrqm8QMD1FnSlujIEjsS0KKJiH70vnRXfz5a4t48MaHaAqNwHBPY1xBQGHo83gjTABQMI38LIBd1FQN9WnZuYXDQNLkGQx//5PS3Tu4cxdeIGnmco6dWUZuiZeDYQ4WUTTeCfho3bEnuM1LzZ+/yVPf+yZvfNwcYVMKtmCSoBh2TlpRNFGsH5gcLWfFKBPVQ008ccWJJuIIot4byF9UiLp6TWbS7OkkP/M5Xy6ZzPTUoe3ZU+Zy3pS5iqwcteJWfhKtoX07/6nN5dglBdFabYiGKtEEwMWEZWeQ/NPnqPLMZ5obkuc+wG0hhz15zi/4r2dDBk64lmteDPl449vcFo2g5AqufPGKoc+Nr7F5ZykzvxH6SlcJwUTlvmiGGVEmQgzo4VBGPuV7H/GDYdvclbfy1cpbo5oqvHZNeP+KO7nln6HdTuX8V08daneWU3Hb01RI8Gct/D4rF94Z+DJ0QPsLL0FaUfAtO3dz24vh/VOnf53Lnvx6+MYfr+GHAFTxAZBcWMnir7/CYobNgnMZl61eFjY0edEf+NGi0C1e2mtqSa28c/AtPdLQntKQMFEmBvEo53AociGreBLV76/hmDnQLxdxImBfursOkzehVNqcQo7M/HH0eLu1uaVy6dXu2kZeyST1BjXMl1SdE71TLyWIeQ9JRE4qRLTVorm+iUClwxKiiRnUAgz6o/wlx5E2cwG5vlUcaPoLT35tPSWzJpGW4qWzagM11R5ImcaM0wKvBnRlpwP1tL73R94tWMpRpyzlhMtns+N3G9hx3024LlpKTttHbHxpF6RM5NjLlpIKSMguskgbX0QSe+nb/AKfvOcj+aO/8CXjAvzr11A9+wKmXng+ORv+RuvLP+YV91cpanuXT17ewOGsBcwpywP2qpgvmQ62smI9mCGY6DRuqSiTEJ6EF02O0NSc4cMiIk7MEU0CSCk+kdMm1vFOlJom+tDNF//+mPayhRxv5+kYDxUiQGjX5PJrWTBzE+8/v0Mi6kQ9RyQOUvXUY3SceDPHlUQ3pizVRCDMSs2Ja6SJQHIjo3J863j5krk8/ug6PD3Q2/AW772wg7x5lSpSZOT9kt8w3J+DtK/7Nf96PZ0Trpwfo7DtESCaxP2cVCaaQOAHta/fL1/nRMC+OIDm+jr8fr8Qkam9sV6/UwroG/dUDYo9kSPEiSYQvc6Jkcuotzfm69okIXX9pqm+iWyUSeKLJsLvpQUZHIoyUXGR7l7IioceYcmyueQ491Dz3iq2vvUu9W1u8k+8lGX3PcIJwWuW3FOu4pjxbmj6iI3PraG1BzLPfJDLb7+USdl72fHHX/H2S1ugfDlLfvk4i4N1RrTsWtop32HJqdMY0/kRH/7uIb7Mvo4LfvkDKsY78W74Cx+uryN55ne55P99m7LJPvY8/SveXr2LtNmXsvyXd1Nuh3gfETA0ymSkiAAh+2JF0UTVVNuiyeCwsOtyM0WTANzMXHYqW/78Ku+UXcmSYjFVXLt2v8VrtaWce7Wa1B4bqqE6ymQ48jj627ez/bs/4f0Tn2RheWSVdbU8w9G9/je8uXMeZ/3P/EAEQTxTc1TwWD41R5bHfNFEM5yVLL3rVl5+4Hv877MtkFbE+IV3c9H5seowaPArpqO1fPLdFby1r5Syb93DvAmqrCvkSDDRxAxoTM2JBld6Ju2traRnGXv34ADGRLup1jBnGfmqqg8HOCQuPOToD+zbw7FnnqtshM5jP7zOidFLyTU6TdM4ueu3nj4/Er+IKo0lmGAiwWPFKJMhMxpDwbPncOyNczg2FknBUs78w1LODNvoInfBd7lowXcl5yvzzMf5XtigdMp/9gHlYT1PYsU/17Fi8PMkZtz6FDNuDevEkkc+YEkIT9qcq1kx52oJh+ew7G/rCI+tTGfGXes4RmJEmOM2LA0rpuaoGj5SUnN0mLNcao7kfOk0qHCzGmuDSoX0hYXBlxzuo/nqjUcLNTl6yln8l6C3K9rQD9kVlL2MCx5bJt2uc/mlzvkF3/hDdGOmiiZHRGqOYAfMEAEckDp9JRc/slKvpSAmM++RDcyPwhMbxZzwvxs4IWa/kSWaWC81J9CoxYWs8RP5cutmZs9fMFQgVkZo0AKHA+r27GbCCQtCNmq353Sl0tpQT3bBOAXk8k1Su9nT3U1nRxtZBUXDRqjjUIPkjGw6G/bR6fHgdouIHwu41tcbGR/rGjNGlZ1Yy0F1fRNbNNHNod2MWflEsk4YSy00lclYHhvGwoqiiaUEkxAeK0aZqB6acKKJRhFbhcVREEfRxEZiQnekicKBwpZfuLGwT3G/QVPdzUADCszKRpkknmhiBCLmSyiPtptNIW4YkDYzkkQTAPfYcbS1tlry+0V6vANv12FdPLFcaNpXNay+ibGiCQTqnDgg5tt11MAB9HceirpdKZRcuymubyIba51goonEvlhVBLCiaCI8lSkKh2EmbNHE8rBFE+U8tmiijsNQ0UTjF6PUsFGqRRMDLp5tJBBUiAC6RBNhkIgyEc6jiF5vN+nBcRdNBBImqGgS4brwdaxdNLEirCeaBOZYrwt9/mCdEwt9v8gh5quTYyw9ORcGTO/fuS1Y30T7OlYDBwzWBwmtc2IUYr5FKQil126K6psIVDosIZpE2WRtESCOokmUyTGE1gzRxJADbSNhMFJEk5B1nPCiiVnnpF8klXGpOcMhUVTE+AsbGwkIs0QAYYhjao4KHuvMlxbTCRZlIsxIDJMWiDIR5kbCzZca4vAGEW6kjy2gsa6WvHFFsTsrwIBPET/kguZM9qZfJv9GCb3DERBPDuzbw7R5p8p0VGBMIQZMDdQ5qRcYcaIHaq7fYtY3GSlRJhI8VhRMhsyIDwXX4ITxtGaJJjHw79HXkeSP+foAxbBi1ET8OGLfbIb26EJbLSc11MKHm3xcrCiaWC7KJMgjjso80QSiCie2aGJDO6wjAtiiiRCzMVIajCE1iM2M+RLOY4smxhEPNQhzwQGZ4yfxxdbNjB1XjD+RH6Vq01Mi0NnRht8PYzKzVHFowXBzztx8DtfsxiOwzkk0n2WjblSaj1nfxBZNdHNoN3MEiCZxT80Jb+h2pGv/njAjKmfAsI7vMsXzJez7MsY6dsTsZRi90OFxTTURTD5SRBMzUnN0ECgZFvI6YnNCaG2MXOhKzRkpoomKVJPEFk2MItXcxWADCs2OFNHEgFSTqCbjfk6KFU0AUjOyOHw4UDPE7x9KV9FoLupGd6bB7/yMIZoohd8PTXv3MDbaa4gF667RzCUHBQhRdU4KCwujrhipXdFy6GXrm4wU0UQiPtuKIsCQGZmnmnEQTayfyqSlk3FP5xNaBBDqvLJ1bMX5UrzmTT4nDY8ysUUTaWMqmzRaDENQOBF0lWTjiIUu0USoF47on8y6QRPXzUADCszKpjSIyhGA7k0/45Frf8xuj0K/NPKEwVfFJ/+1lKdX1YozK1Ro0C5iC3HDjCgTg3jUcYgXTQbQ298/WEBMYfkLOXMRG93ZBgonMktP7a44HA5qd24ld8IkRRxaIPdVlZJlQp0TsVHC0eubyF48J6BoYga1IBEgpmhiBswQAcwQTQSuYzWOGDZfI0k0CfnTqqKJ0RyqYJZoYsbQkSKaaFy8aocl21EmNvTAOlETdmqOMNOyoolAQt863rj3fYpvep4pbuj94CbuvWstfSHdktKKKDx+JUtuXsl4N9D6LE9c+nP2RjVaxFcefoXiJ+byzw99EsS5zH7wXc68bSXbvncH649/nDmF6l2X36AH2kXshEnNMYhHOYdDnAsSRnJLStm1dTNTjp6hKuJkwJxZ135RydU1xRzRtK+aY8+6QI8xBSzSDckZ2cbVOTHgfjqivonAG00riiZWFEzCzcRRNDFjvgQZVSSaGOmAhCkrzld8RABlookhSMj5is2R8KKJiSKTOCqx38eqh/mlisPaookNBbCOCGCLJsJMm3hD27zqfnYWXMvXKzOG2tIWc+7DdzLJCeClu2YdHz74M57573Ru+O9zcQOkFDHrR49wypTh5RNdpBa6SL7pFW68PsDT/eEdPP7XXM5+8FaKncE+OYDzYhZX/okXnnifitvmS1XJlnJdZoMexDE1R5iRGCbjfk4aF2USiqzxk6hZ9x5Tj56JEXVOlL7FRblBTU0xR7Q11DMmI4sUV6pWYwpY5BtSMnOE1jlxQMTV1qiQ46HnaEfUNxkpUSYSPNYWTcSHgmtwwnjauIomsckzPd24evtVO5HQIoAZgolZGEbf7E6lL2lU9L6xhwvoqAMWF00sF2US5BkRoklI58j7BVs0sWE0RopoooLDiqKJcsHEiLudHWx6dQfFlzxCeMnIdEYX5jFwe+POKebM699n5/9bzV7PuRwT3J5aOJksqUiR3OJBm93ZTnBm4J5QPIzHxcTly0j+4d/ZecN8jlFwP2WLJjrNHSGiCUCSK5W+fp2XCzLhJzFfIayFR6JJHVO4sdpd2xg7cbI560uiIbTOydSpU8U6EgIRRySsvoktmujm0G4mjlEmEjxWnC99IoAyB07/tIrJ9e0KPbJhdfzh9GNpzhytqK8VRRMrCiaqh46U1BwdBHrmK1z2s0UTGwqgeZkYXAfCiqKJ7l0ekaIJ0LCOvQ3lTJmVIdl9AMnOQGSJohcSqnF3ynwmso7d273qzVpANBFyOgk9J4dMKtsoGLL7Yp5oMoBRzlQOtrUayqEbBkWaDKBxTxWF06artiTHoDaTUHSdk2g0ogKAahsaSMnIGTmiiUTyuBVFgCEz1hJNJKZQKIdhJgStYxtHFhSveUNODgmeqFS2aCLHYTiVBgLVSyZK50DEiS2Y2FAIXaKJQV7EK9VEUDcDDSgwq/YuRDdhEDU7aHGWklso343WjXzwxFp6p9/CRDfQCvTU8elNs1k/rGvy9Fu57n9WEuWlp9HhLKWgxMu2mmaoLFbmuhmCiQIeK0aZSJqM6znpEOuCCkP5U8upqd7N9OOOF8UuDgqWnp5IE4Aer5cDNdXMi/ZGHQ3Q81VlZJ0TP9AdfIuSXkTUN4lgUg5LiCZmUAsVAeIomhwRqTmCHLAxYmGpKJMQnoQXTRIyNUeaw5RhEgOSbdHEhlJYWjSxwBNaDd0MGKzCdLxEE6C38xC97iJSh3fpfIm/n7U6+MFHX4+TtFkXc/GPLhkSRKLVOHEAznTlogkA6bjd0N16SJnrtmiizmTcz0mBookGI2l5BVRv38gxsyvpj5Jaoz4NRhAMTM0JRdPe3eSVxF80AcF1TkI4B+aq+3CnPpsE65ukR3tbkvpVEvcH/SMlykQgjwInjKe1RRMbFoalRAB/1D/FOxCHVBPDIFQ0EStiixJNQKo4rA0bomCLJoZw6DYbR9FEFmmLOfOB7zPRGfiY7M7D7Y58BjtY4yTu8yXEumIOWzRRymN+as5w+IHDITfUA7/DkuKEGUqKwak5A5v9+GncU0VR2dGqrSpkUeWwyDonfd3dQPihSs9UJ9lGQ1h9k0EkWJSJBI8tmsR0wnhanUbt1BwbRsKKoomhgokOc5YTTYSn5sRRNFHQWXlpYxs21GKkiCYK60DoLhdhVmqOBUST5LR0kj2HiKwukh4o5FoY+C+aaKKUIzYO4fFAak66vFlbNJE1FxfRJMY6jrdoMoDcklIO1NfiR8ZllV8cmi9OTFzHDhw07asmd8IkI1hU74vIOic93YcjjkFySopuu7X1DaRk5oRsSTDRRCJ5PCFFE5NrJxhKK8CoLZrYMAqKl6fJ56ThUSYWEQF0Q6hoIjMxFpovO+LEhniYIZgI51FEr7ebgQYUmDVDMFFozlFSTp5vNc0NMEXq7Tgy6G2rpT2iZIGL5Jw83E6lVqpprHGRWZI35FeYk+r9koc20cSKgomkybifk9YRTQCyx0+ipmo3uYVFwjg0uWVGpEkIOjva6GxvIzN/nGrrsgw6jomIOidS11WjBFSH7ekPrW+SgKKJGdRCU03McjqmI8bRmpGaI9vJFk1sSMNSUSYhPFZMzVE9NCFFE4nNGghEpuYMhy2c2BALWzQxhEO3aQtEmYR1K6xkYuH97N5xkBMKY79ZJww9dWz40elsiNJUcO3LXHfpZGV2tr/PXmaxeLorPlEmCnhs0UQph0OcCwL3w5mRRVXtfkY5HFHrnBgOswSTYWlGjXuqKJqmLU3HqK8qvXVO5I+ePudaW1tD6pskvmhifREgjqJJQs6Xlg62aGJDGpYSTfxR/xTvgBmiiYkik+GpOWZZUznAFk5siMNISc1RwWOLJspNhXcpZ9aSUtavWo1n4SW4geR5D/LDeTGM5F7CyjcuUexW6qI/8MNF0Vq87H19Lb2Vd1I+/B7KTs1RZzLu56Q1RZMBc8mu1OgNRl/gmCmaDEPT3iryNKTpGPlVpafOSaxDpTfgpLa+Ab87QwHTECxxzzpSUnME8ihwQgxt2z94duWvqGEGix59nDkFIW0Nz/DU1++jntmc9tc/cGw2UPUQj928inH//RrLZmpyVWEHWzCxIQ9LiQAWF00sF2US5DFcNLHwfNk1TmyIgS2aGMKhxawj6gcDHdAoAuQtv5WyxkdZu+6gMgMi52zf31n7YR7zrp0frh7book6k3E/Jx3iloZBGWs5JZP4cuumoY0CeByx7tTNEE1k9mX/zm3kTlAY+SXPIuy4aKlzojRKWK+LNbV1w+qbyMMWTbSYGUGiiRyHhNGm996hVZ+J8E7qGrTB1mBGHKwomkSueR1FSKJxWFgEUIXgvohLzUk80QTsiBMbemFwHQhTRRMzBBMhBhSYjVEHwhhSlV3c81n6vfk8/uCv2T39bqZIRc8Ln68qPnngCVKvfJwTQuurjBTRxIz1ZSCPcg5r1TORMpdVPJF9n77LlGNmCru28cul/ZglmkigvbGeMZlZjFH4phmzvqpAXZ0TM+/Zevr7SVLYN+6iiVlZLmaIJnESmcxNzdnDJzddxL+rA5+2/qiSraXf4boHv0qmZydb/nIfn368hdZ2cBXPoOyyH7LolEkkAx3PX86f/rKLjLPv4eTOh3jzPR/H3PMyZW+dzTOv1JNxwZNcd1UZAL0ff4+H/vtd+mbcybf/ezmpeGl973e8/Y811O9vxYubjPFzKLvyVk6ZI1HzKea+2BjxMPmctGKUieqhJotMwoypbBI2ROdO2MKJDe0wI8pEOI8ier3dDDSgwKwZUSYKzcXqklpxJzc8qo9DPSZz4v+s4URDOLTftVoxakLSZNzPycQQTQCSXKn0+wNRIrrrnPijEMiRy2+OARljMrvRuGc3YycqizYx66tqAErrnEjtXkFBQdTtMSOAZNDa2oo/VVnNFVs00WLiSBZNAMYx9arvUP/7+/iyyUnJ2T+gYvZM0qjjP3dfz5tbYOyp3+Gs2VDz8kNsuud6vGnPsXxOOqQEKq13fnwf/06bRtmpkyhJU+hA1e/4x71/o7N4ASd9fQFj2MPOf/yVdXftgd8+xylSXxG2aHLkwhZN1A21U3NMF03AFk5sWAJ2ao4w0xZJzRHCmHCpJkeAaBL3c9Ihzg2zdERHQDzpaG3BnZ0TS3dQRBJxo64jykQ2ekWtMQJpOtPmLdJuysA1pqTOiZZjo8fl2voGyMyN2c+KookVBZNwM3EUTcyYL0VwkTtnASVp9/El6WScuILymUDV//DpFg/kX8pp31pOPjB1fD01N/+FL59/h845KyD4hro+3xxO+/1PKQ1+rguzH32vevfX0wkkZ89m0snLyXdD+eyltPa4ScuXcNUWTY5c2PVMrBdlEuSxRZNwaBJOzLp2tmFRmBFpEvcbNE3dDBiswrRFRBMrCiZRzY6U1BxhRmKYjPs5mThRJsMb8qeWU1O1m6Pn5Ii/3tGZmhMuwsjIOgrXctO+ak667NqY/bRy6EFonZNowon2Y6N9ZMOBZpKLj9JmOU5RE4ZQm5GaI5BHgROm06pB9/69dAI0/Y1nLvhbeOP+LXSwgoHgkqTJcylxqrOfPPMspma9y84t9/PEZb/DVTyN8TMXUH7G+eQPt2W1ybFhLuKeamKLJlI8I0I0ETxfqoUTvdXjbSQ4RopoooLDiqKJ8lQmWzSJatYWTcwyJ4g8wUSTYRvH5BVQte0/HDOnEn+sdBvd5DGbwjAUcaI/z2f/zm0UTZsu2ydeogkA/kDUScOwArF6r6v0pOp4e/sk22zRRIsZa6XmGELtB5Kdwbo4h+jtGdbe2YIXIMVFaoq0CQDyl3PWbeeTEdKW7MwlB+gc6JTmjH6z4Av92xvelr2Q5b//O8f8exVfbthCffUWdr+2hd2vvUDN3X9nyUzXMEeifrQxkmGn5qgfGneRSaMxlU0aLQrjkIPit+o4sEWTIx5C71wc0T9ZSDQJ99I4Hl1mzRJNFCAhRBPdB1XWeszNQt0Qvi/KRABDILsviS2aDKCrq2voBlvEj7kA0WQAGdkSqSKK1ZfALjXurSJP4m06MQ6x8QjOeUpmDp0eDx6PJ3SzENtq0draSv/o6PVN4i6a+KPz2KJJTCfCPho2X+5p5OQD7GXr6s10D3Zo5ouX1wTeoDN+NmPDlpcXfAETqeMnBiJKOr0kj59JUflMisan09cDpKWTLOm4n2RnIGTE215Hb9Bu/Za9hEqAvZ46mmoPkXnyjSz58SNc+ae3+NqVM4B69vx7V/i+EPWjjZEMWzRRP/QIF01Uf58aNF+KIk4cg/+zYUMvJKJMIpvMoNfbzYDBKkxbJDVHCGPCpZpov2u1YpSJpMm4npMOsS7EWWTKKymlqa6W3MIi2YwYbcQxm2QNpmVlR/qjxpgDHP5AxMlXLrhMuV9mXVeE7FtonZMpEnVO1GKUxqdKtfUN9I/JiHiCZQnRxAxqAQaPqHomYUbLOOGqBey4511aX76GP66fzbgCF979m6lv8kDKRCquuoCAJOokKQ3AQ/Xz/8P6toWUn/ZVvjLjBd7c8gZv3FNE58njaH3rj2zYcohxVz7FZRemSzqQM2MGY/6xl8Mf38+q51soaXuXrRu8JAF9eOkDDq+9g6f/tAXXjEs56YwZuHoOUfPxHsBNzowiWzQ5kmGLJuqG2qk5catnEg0xI05s0cSGOMik5tiiiTrTFhFNhEVOCIYtmug0GfdzUqBoInhfJM3F4MgqmcSXWzcFIjcN+FFXv4uBPYl6z6/WmB86O9rx+/1k5o9TZioOogkEIk6AiHQdNejr7hr8u6ejlTSZN/TIoeFAM8nujLBtMg/64yoCCKUWZHAoyuRIE00CSDvlbi7/f9+mbMZEkpq2sGfDRzR1pjPuhEs5497HWTJnQPzIo/zCSxmX5eTwlhf49K1deCmi4sePcdqps3HtfIY3H7iPrU3jKPv6I5x/4SRZB5Ln3MjyC04kw9nC7mf+yNb2BZx2w8JABIvPRy+Qc/Y9XHDlEjKbVvH2vXfw6gP382XnNI654QHOOjk3zKotmhxBMDlazoqiiao1b4smlhJNIEbEiZ2aY0McZEQT8+n1djNgsEKzZqXmKBRNjOYQYtYCqTnC3Eg4kUkN8VBDQkWZKORxpWfS3tamPdhEZqA20SSAsJfq6JivaK8htkJqTjQkZWTTqEM46fd2kZQ6epAnLS3qO1pjIrS+SdyjTCR4rBhlMmRGfP68BieMpZU16CJzztWsmHN1TBOuOd/lsie+G97gLqPilj9QIcGTuexxvrssmgO5lFz1INddFb71upd/EN7nwru57MJhjkh/tGFDP8wQTHSYs0KqSTQOq4omIqhFI2rEiQNbNLEhEnEUTRQ+bdb9UPoIE02symGLJurMxUU0kT3ZEkw0UfnFkeR04fN241f7Cy80PUf7OpbD/p3byJswKba5OIomA0/6UjJz8ITUOdHLo2WXQuubxF00kXgEmpCiSZwicwyhFZrKpKWTcU/nbdHEhnCYFWViiyYSxuIYaWLSF4rfH0U4sVNzbIhD+F1F2CcL3ZwnROSE7F2IHWkSYVZ4qom2m01hqUxmiQBGI4b4l3CiiUrklpRSs/tLdXtqhmiiF47Aa4gLpx0tn8oUZ9FkAKF1TjRzhBgcpWG/6uob6HONsYZoYga1IBEgpmhiBswQAWzRxIYN5bBwao7qoQkpmkhs1kCgephJ8zUQnRuWqqNGNHG5XGKdsmFpZGSE52GPSkmhr8dHUopTYoRElElkkzFI4NScCNNmPLqVMeX1HCQlLT2s26gUJ70+L8lOld8DCZdqov2u1YpRJpImFR5/8cRDDVacL9GnXub4iez79D0mHz2Dfn+MX3u51ByHWheM/dJtb6xndEYmTldqPOiHoPB+epQrkGbT2dlprD8y6PZ68SP1+8kRkmqixYy1QsETVjQxS7HTIpoEvy+m5KSRKfU+ZRsJiZnjMunM1VYTKhasKppYDn4TdkdnlElhusJ7C7NEk5CPg8KJ2kiTqcccy0u3/EWYXzasjZIzysM+502dyd4PXmd85UKcETdVcUzNUcFjiyaxTXk9B6n55G1yS8vCuuWXzaL6368x4YRFuIYVN9TCoxV2ao5OkzE4vJ6D7PngbfKmlAkmDm+w4nwZceolu1LpOnw4GHzhkE7ZiaXXqbpYEBqyEhU1O7YGjJlzAAAgAElEQVSRPzH6a4jjGWUi1TRYn8R4ekn0+v0kRRMk4xQ1YQi1Gak5AnkUOGE8bVxFE8F75I/6Z0xMyhrD2DQXrqRReL91Gh39/YNtDiB3jIvefj/t3b6wce6UZFJTkjjo7cHXNzQme7STJIeDlsPeQT8yXSmkJI2irdtHX3/87orzxrjo80NblzdsuxaPnEmjyHCl4O3t45CvN3qnKIadSaPISE3B2yMzLogxKUmMcSZz2NfL4Z6+qH3Sncm4UpI45O3B29sf1jbDlUKu20Vfv5/Ww+HHL90VOH4dXeHHLzfNySiHgwOeoTnKGh04fq2H43v8xrpd9Pv9tHT6YneOAVdy4Dh09/RxyCt/HKKN6+rpwxNj3JiUJNJcyXi6e+mSOn6pIcdh2PEb5YBct4vePj9tw4/fwLjDw4+fi1Gj4MChkOM3xklKkoNWj48+f8xv+EiY+Ds5nCoZ0FTPxF9SAezT75SNhMCo0uPCPhccU0nj1nVUvfsyPYd15onbsCxS0tLJLS1j3MzKsO3jZlZSv3kdX6x9mZ7OQ3HyzobRSElLJ29KGcXHfkW7kZFUz0QAUjMyOdjWGngFsEoe9SK0MfVMhqNxz27K5i0ynCcq4py1oZWpv9/PqORhT9Nt0UTCzBEgmtipOYNo7+6hs6ePnS0emofdkCaPcnBS+mgO9/XxWXN4xNjU3DSKUlPYechLc8hNXeV4J6OTR7G+5fDgTdrMwkyynaPY1NZFp8QNpCbnZRFuzAGcUjoab18fnx7wSPRSjtwxTmYWuKjzetnVHOW6XMJw7hgnM8fIjAtBSdZopqQ62d3po6ajK2qfo/LcFLtS2N7RHXH8nEmjOGlSLh5fL5/VtIW1TRvrpihjNDsOHAoTIk6YkMPolCTW729jQCM5tiiLrNEpbKzrGCbgmBdlMsoBC6aMpaunn0/3teqmy0tzMXNcBrUd3ew6oPy6emyaixnjMtjf0cUXBySOX3BfJmSPYXJeGl+2eNjfHv34leWnU5SZyvbGgxHHz5U8ipNKcznUHXn8yvPTGZeRyrbGg2HH76TSXFzJo/h0b+vglM4uySIzNYXPa9vp6umTnOq6aGvMxHom0ZCspwhs99dXKO8sJqVb40AxV2+mRk7Edb6UoeCYSgqOGbihjjRmxflKmPocZjigM3Ji3MzKCEFFC4cWWDHSxIpRE5Im435OHpmiCUDB1OnUVO9m+nGVkREnMUQTddcLxosmDqCnu4u2xnryhkecJIBo0tDQQEVFhW4HYqZdRUHzgSYcWUXDTRkLs0QmM0QTu56JehMJIJoAtHX5OOzrZVfzIXa3hosjruRRHDsuk9auHtbtb41oy0pNYWfzIapCxk3NTcPvT2F9XSs9fQGP8t0uXEkONjV00NolES1goGgCgRvv48dnc8jby7qaVt2UE7PHMDknjdqOrkF7MvSDmJSdxuScNPZHGzdsaE9fFoXuVHa3dvKfuvaoHUcnJ5GVmsKOpvDjAIGIh4qiTFo6fXw6jGt0ShKZwXHVIeOmjXXT709h3f62QHSJH4oyUklJcrCxrp22rp7YO6kWCkwljXJwfEkOB7t7woQTrZETk3PTmJybRk37YT7Zq1yImZKbRmluGjVtXdHH+Yf+6e33U5ieypfNHjbWdkS1l+ZMJis1hW0N4ccBwO1K4tiiLJo7vXyytyW8zRk4flsbOtjbenhw+9GFGaS7kvl0X8ug8DU+azQpo0bxeW0b7YPHTwHikJozHFHfqiMUDkaOaKJyX/SRCe8qaGBsY2HTZKH5SmzRRODiU2jKivMV4brQc1LGmC2aCCAeajxSRROAtLGFgQKxKr631Lugbh1reYAyMKRhTxX5E0vDGxJANEnWXbdniKm9rU2mn8ToULHFFk0iTNiiiUATfrlO1hJN1HIYZsJg0WT4ZtlDZBC90KEmn5ORdOaKJrqHGnrAw3nEUcmsYw0EqodYQDQBo4UTlRdPlhdNzIChF9PqOLQYCxNM4n6Dprqb9OC4iyZGEEp3sapoYhxHjEf92kYKoRdmMu7nZMABYfMl+LQwU2RKcqUqEpe1CSbqxT+1ARMDpvxA095q8iZMjskhFCLup5OSY/dR4EBKZg4+n/r89ozcscNNGQeJVBPh94ZCb2rjKJpE2ZeEFQFkOxxZooniJWqyaGIYdJ6TtmiibpgV50sclbVEbKM4lNDouXKQhxmiSYynmnphxagJlV0FD5Y3Zup8qeCxznzJmLWQaGI0hxCzZogmZsyXMCMxTMb9nEywKBMDeEKRPraAprpacouKJPs4UPuQWPs6VgPHsL9rdm5j/mXXxjXKJEaT9BiNF2PDi7pqSdXxer1xFU2M5tBuRvBB1uaE8bRxFU2sLZgc7O6l9lAXXaGFKQdumv1Qe7CLQ77IuiQHu3uoPdhF97CClk0eL52+3rDzvfWwjyRHIHVBqPNKjAWb+v1Q29FFV69MjRUV8Pb2U9fRRUd3j6p98fb2UXcwOC7cxQh4fL3UHuzCM1BENkrHdonjANDn91N7sIuO7sgiph2D48Lno+mQF4+3N+xYtXT6cAC9/ZEcmqHy+Pf1+6nt6KIzRkFdpRzdvf3sb+9Sl7oSMm7w+EkKTHDI28v+ji46vdJrrr2rh/0docdhyFJfv5/9HYcD6VH+aOMORxQEbjjYRYczaTBNxw80d3rx4w8//6LBgiKT47YXN4p3ywwRwBZNDOVRa8yK85UQIoDB61iNqYSYL+E8I0s0MTNqQjlHgokmJsxX98F2Wndu4sTTzsCPX/IGPjSdw0/gpmGUAz5663WyJk0js2BcsFX7On7/qUdZce31gz4M1F0ZYI7qmz/Qz9Pexpq//B+nf/t7sYn0QvADr4Nb1tF7sI0rr7xS8ZiGhgbWrFlDztwlYdvzDzbwlTnHSYyKAj88/8oqXOVzlI/RgpEimsTxqaYV50tf1IS1RRMlPIYMN1k0EU6pkF7YUDvKRP1QE4VfMVTiRWzLzRfqH6CIT9WJq2giJn7bIc6UQjLhXSMHCr1zcUT/ZKH5SggRwOB1HJtHVReDDSgwK/yc1HazKcQNA75fbNFEgDmTInNSM7Nob2vF4Yj80VbqQo+3W36E4K+QaOaa9laRP0niNcQiYcD9dNIYvTVONGLQaQMXm0TcuBVFgCEz1hJNdGY5KOIwzMRIEU0EHATLiCYh+2LI2opBL3SoLZqoHzpSRBONi1f1MJPmS0vUqTjhROWNgDGiiX4MiiZmQIUIYExkjj5jyiMnDKHX2016cNxFE4GECSqaRLgufB1rF02E0AuG9USTwBwLm6+RIpqE7EuyKxVvV1e0JvXGojUJgtwh3rdzG4VHTRdHFg0G3U+PSkmJ3UkhIt6OJN1xEKOzcoXxS3GEbrKqCBB30STK5BgmAhhtQvZAJ6BoonO4pUQTI+gU0gsdavI5mfCiiaEqWTiPOCqx38eqh5k4X1ogRjhReZFmRdFk8BLU5ItnJV118QiDhGhiscgc68yXjGmzRBMFXawqmhjHIXOjOVJEk7ifkw75ZiEc2s1ZRWTKHj+JmqrA23XU08uMMEk0ceAIFIYNfaOOaJhwP62lsKtqDLui9fl89GktsBKLJ/Ym/RzCRAAZYyY+oTWc1izRRLLBmJtNw+4JzYoyGSmiic59sZxoIkkXf9FE1VSbGJkjjsoWTWJBv3CiMspE0zWd7EAxookgUyrIhHYVPFjemKnzpYLHOvMVblaZyGS+aKKbYySJJtpGCqEXajLu56RD3NIwI8rEAB6lHO78QprqasWJJoLPyVimWhvqGJORSYorVRzpACSuTo24UWttbVXct03itcOy9e2itLW2tooXTswSTYSZkTE2UkQTAQtWkQmzokzMEgGMHi5cMImzaGLGcBPPycgZNU78M2yYiZE54qJM4iiamByZowf63qpjhghg8NXuiBNNhO9HHEUTMwQTIQYUmJXlSEDRxACMWNHEDMHEIB51HHY9E+XkcLi9DfyBWVOc6oEjek8DvkJieeTzdpOSOloc8QBMCkBITs9WPSZadIqsX3LawChBLzU0K2DDDNHExCe0htOaEWUi28m4G82EFgFMjjIRTinIsKUEkxAeK0aZqB5qssgkzJjKJo0WhXGohahnFdp+uVVepFlaNIn7E1pdXQUNjG1MuQhgCL3ebgYaUGDWIlEmQhjjLjLpsqy4SZgbtmgimEeQuTh/7zsAhwPGFhWrEk2imhT8NSIrzIQ0Ol2pOByCJ9KM+2kDrsP90a7IYvGMThPngEpqUTzaTNiiiRATWhU7nY4kxnx5aVhzPx+9s4na7Zvo6Axszb34ea6/tjxysK+WnU/8mg/fXUdjo5fk7FKKF6xk0cpzKXSrdNqMKBOdxq0lmlSz7bFH2bx5I7VVe/D2AOQy85fvcNasKA60rWPd//2Wz9bvpMMHaQWzmHzOLZx65izCYx+9NL75W9558TXq9rfQ6ywid+YZzL/qBqaVuFR5aDkRwAzRJNrmxg/4+B/PUb1lE3W1LfQBpCxixdO/Zbpz+DAvTW89wLuvvEZ9cP5zZpzOvCtv4KjxIfPvB3y1fPG3e/jk/c9oavKSnFXKuJMvZ8Gl55A/7Geye+dzvPfEk3yxs47DuMgoPYljL72dE2bnye6iyMOiXjixRRONZMK6GTBY3pidmqPDtC2aqDNpiybqTcZVNJG4mRfKIdhcnEWm0KbU0UoiNsKN+aWbdEHtfOUUFtHWUCfOgQQVTbTyOHq8wh2womASbiaOookZ8yXIqC2a6B3ezL5VT7JthxILtWy860JWfXZocEtf206qXryDvZuaufqBr1PoVMZqiyYq4Qd8O9j80ktU9ShwoG0tL33nFrY3DW3q3P8Zm393DbVVD3PljZVB8cRL43PX8Nc/bw7c3AP01NH08WO8sHkTp9/7GMeVKHdRbEedECoCqPw+rn2NT15/G6lfrjDR5B/X8uRfw+f/wCeP8+KWzSz5zaMcO35gQC1bfnkJqz8POf/ad7LnlTup2dLCFb++hvzg+de95Tc8dddTtA6uFR8Hd73Oez/7jKbv/p0VJ0cRTwSLJqC2xokZoolsnrb+q8RB82ZdPCecCGCLJsJMW0Q0UbEMdfHoNmlWas5IEU2EHFgtxEMNwlw4AkUTBw5iB2xIdPD746G9RqB38JXIOuAnLqJJvw7fh/vlD/1DgdM5OTkk9eiYu4QTTcw6yLJOGE8bV9FE4eJT6oRf8qM4GCKaAKSTe9IVLLrpAa744TlkytjofufXvBEUTXLPeoBvPvM6V1w8iySgr+r3rH61dhhjHEUTnQfCUiLAIEcRR515Daff/jDnn1MmM8DLvsd/HhRNiph+69+58cknOXV2OuCjdfVPeH9AKGt8jtefCty0J5Vdw2WPruW6uy4iB6DzM97540t4FLhnqfkK8sRNNAHIOp4Z59/Gip/+iVNmyAxrfI41zwTnf9rXuOT/3uKan144OP/v/eklOoMDuv99D2uDoknO6fdzzeP/4pLzZwbOv+qHWfP6wPm3g08eDoomaSex6Ndv8a2Hfk15PkALOx59gOrhmbQGiCagRjhRmWqiWTQR4UAsC3EPa9fcVfBgeWOmz1cCiyZh7hss/qkxJUQwGUmiibaRQuj1mDN2vmKQSzQIc8EM0STuIlNk08GmBvx+v/q8WwcoUFxUmYsbZK7djI406fcGXgVdWFhoGIcUnE4n/YdjXbor57G+aCLROFJEEwH7osiErGgiCGZEmQgwLD88gymX/oCTzjqViSV5MqH1B9n5xvvBJ+iVzL3iVPJyipm48lrK0gB81K1ZTXMsRrNEEzOGm5xq4ndWcNw3buW4BfMpGB8R2jME3zo2f9wS+Lv0IuafVo47exaVl58RFMbq2P7mJgA6PnqJuh6AdKZdeAMTCvLInXMzc2cG7Hs3v0R19Drfoe6p2hdDEfxyEEOlQ8SefA6nXnUF02fPIjNt6FgNH9bxycvUB+f/qAuC8z/7Zk6YEZz/LS8H5/8gX679IHj+Hc8Jly4mN7uYCZdew1HB869+7eu0AOx8mR1BDWXM/Bs4viyPtPFncNLpQbGt/W22fD4UC+M3SDQBpcKJGSKA7I2mINHEAhfPOrpGDhR65xJn0URhN6uKJso4ElA0MQBWFE2EReWYJQIYjRjiX8KJJmZAhWgC4Os+HGhT499AXwFVzszSdyVhVpSJhMGejlbSxgioM4K2w5HqUpdnL7UvCSuamIEoIoAV50uRCVs0UTdcUadqancHH1Nnl5KVE9zsLKWgIPh3zSYafbHFP0N1QJ1RJorny2TRJGqDFBp30hisVZNUUDoURTR+1uDfnVU78OClcUd1cEsR+YP1NDLIGZ8e+LOnmn37Zd1ThrjOlw5jKpvUwUvTTon5Lw6Z/1qAPdQNhIlkTSJjoF67s5T8/ODf+zfR5IPO2p0cDG7KLS0aZMscP4kkAA4FeP1CLo9kIS+cqLwRMEY00Y9B0cQMxHW+9BuLiJwwGmZEmQgxoMCsweKfGlNWnK8I1w0W/8KaYowUQi8YcRVNJBts0SQqh8zSk3LBgYOSyUdJjFK+WQtEfVVlFYzT5oBZoolMY9/hQ7jTJSs/quKJWhw2BsakuujvjUjsl+RQsVk7BIkAcRdNotwEGkJrhmgie0ObYKKJzptzVSKAIjTjHQj8SktnSMrMIHXggXpPSB8JDkOXtM75MppDFbSKJgCddQR1E5LT0oeiiJzpuFJC+vgP4W0fyNlwDh3H4LgADtHdFlmpQ9V8mfQ9Jo5KbOSf9JDw+R88Nv7w+fe2eYFmvAMHNS09pLhvyDHtCfTpbhuogeLENWgHktNcg+dtd9shUw6LtHCi8iLNFk2U8+i6XzRYNBn8Y6SIJgbui3LRxAhC6S5WFU2M41D5qF+0G2bNV9xFE4HzJfi0sJ7IFJt+VDDUZOieW7v4pwaS56IGjpTUVJr3VsfuGIq4iiaBq8T+3h78fb360nRCLzg1pE4V5OXS13kodkeJKBOzInPUmtEVCi4CZkTlCDKqSDQx0oEopgy7JzQjykQAj1oOQ6NMRopoMiwyR6wDOotso3KqTRSZxFGJ/T5WPcysOTMawYUSXTgxQzQxOE540Hzcw9oju+riEQYZ0cQMJNx8hZu1qmiim2OkiCYK9iWhRBMzILOOhS0NM6JMDOBRy6GEvidYnNQh90NlgMgUAb9YDkmYdT+t4On8gGCRnZ0t1VkVx6F2mYR5CWSmp0NXjDonZogAggzKRpkI5FHghPG0AkQA7aKJQGljmClDRQCjh2ualjxcA0FnnYdCbsEP0j3w0Dwld6jPMGcSer4E8KjhiDw8Kg9YWhEDiZW9nYfoHdje6Qu+wnigTzqurIEwE9/QcQyOCyCd1GxXqHvKYKLIlLiiSfj8eyXm35XtAvJwDRzUzkMMlUs/NHRMUwJ9UrMHokx8eEMeOPR2egfP26E+BiBkxyOFExUXUJqv6WQHiRFNBJlSQSa0q+DB8sZMny8zIifMijIZSaKJAYibaKJtpBB6PebiIprEWMfCXDBDNIl7ZI5y0aSzvQ2HA/x+DQ5riHAw6qvKFyyyKguxUcKqeYY39AULs7rdGlJ1BN2cFxYWktw7/DUA4nlkYYZoYmJYu+G0AowqFgG0j9bkSEKLAJo5SimeErzJa6umpTVozFdNY2OwS0kFBQP3gRYXTRQvT5PPSSFRJgVlFARvsvsaq+kY2N6wafDvzMnluHFRUD7wdp46mvYP3FY307o/eMOdUsqE8RYVTYRRiX9SoWyYi/yykPmvDZn/2pD5LwaYRFFp8ORq30PrwPMHXzVNA6+cHj+LfCekFZeREdzUUl09yNZesyf4yuN0xk4rVb9TSjBsx8OFEzNEANmrN0GiiQUunnV0jRwo9M7FEf2TheYrIUQAg9dxbB5VXQw2oMCs8HNSm2gixA0Dvl8kRQCjEUPETjjRxAzoFE0Atrz5LxauOFd7ETMVAyWXq8517MfP8aev4PNX/8nhjna5jmo2a3VG1c1mT0crEHgtsGqeKHBnyL3wVBopvV76uocJTxL7YkXRZMhVMw5yDEeMphU0X9o7JZhoEmeRqddzEE9rMx7PUHRCr+9QcNvB4LYMypbMD9ZIWMenT75Fe2ste594lJ2dAE6Klp5BXsi+GKo56BRNjOZQBRWiSa/nIJ62ZroH6l3go7ezObDNE7zxdlYy88TcwN/Vz/H+m9V4Wnfw+dOvBYWTIo46dRYAmScuoygF4BC7nn+YfY3NdKx/mI92BIRq18yLmKQm2DAhRROJzRoIhoZ56fY009nWjNcXFP17vHjbmulsG4rSyjzhDMYF5/+LfzzMvqZmOjY8zCc7g/M/4yJKswEymLp4XvD8+4z1f1tLR1st+/72GF8Ez79xi08nF6DsbMqLA/YPv/8Yn+1oxlPzGh++vjOwMWsRM45TWXBd6c4Pg+O2Fzf61V48GSOa6IdcxLNwmCECmBFlIpxHEb3ebgYMVmHaIlEmQhgNmLO4RJko4LFilImkybiekw5xLhwR86WOfsOrL1B58kLGl5TQHxRAwnQQB4PFRkM3+4P9HA74+I3XSCueSN4E+ScsSr6q3n/qUVZce/2gD37CfQrzIeyJa+DDl/9Zz45PP2T+ZdeQ4kolDGaJJioaPV9uwXegnoqKCioqKlTxbNy4kY0bN5I9d0lYU0ZrLQtOOF65rSB8Ph9rP/gIb2Epo5JTzBFMBBn1R/lLNIcKJ4ylNUM0UbmORTlixfnSLwIcZOOPT2LVZ1Lt81j+jz9Q4QaoZcOPL2T1Z5H1hpIm38LVv72WQqdKv7RgpIgmslE50Rx4n5fO/Rbbpepkl97ODQ9dEXhzTttaXvrOLWxvGt7JSc6yh7ny25XBAqNeGp+7hr/+ZXMwGiEEacez9N7HOK5E3b4YCr9IKgOjTHb+hj/c/tTg222GI2PFE3zz2lmAl6Z/XMuTT0Sf/yW/fpRjxw9sqOU/d13CG59HOf9Kb+aKX19DfvD8697yc56663laI9ZKLmXf+TsrTs5TtW8xITFno0aCaDL44CzuYe2RXXXxCIOEaGKxyBzrzJeMaYuIJsIiJwQjLqKJgslIGBEg7uekdUUT2cgJoyFINNm3+XMmTT2KkhDRRLOxGDDjq8oPTD12DgUTStmw6oXIRokxQh2QbIhs7K7fh+9APVOmTFEumgwz5cyMjFLRuk9Op5PF8+bSt3sz/T2Rdw6GRJkIEwHEh4JrcMJ42riKJoLjG4bd1FpxvhRHmQhzvpjZP32OCy9eREFBOkk4ScouY/JZP+fq35ggmujcl8QWTVQiezHn3PcoC06eSWaaE3CSNv54Zn7rMS4bFE0AXBRc9DBX3nI5paW5uFIgKa2I/BOv4bx7H7ZFE33WFMBF/gW/54qbLmdSyPyPPeFrnPvr34eIJgDFHPvDZzn3/EWMzQ+ef1llTDr9Z1zxiyHRBCB1xk+4/Od3cMwxkxiTAqSkkzHtdE7+iWDRRPac9OO47aWNiuZGvGCiy2qkBQsJACq7Ch4sb8zU+VLBY535kjBr8DpWY8qKgklUs2aJJtpGCqEXajLu56SdmqOcXL0Lzfuqadm9k9PPvYA+fyDQc+DHd/iPsN6IEzWiid6Ik4FNH774HP3A7DPPj0ptiAigosHbVEfn7q2UlJSwaNEiTRwbN25kW/U+3MeER5ekt+5n4QmVymxGQWtrK++v34hjYrkUtX4IMhi5Mo3hUeCEsbRmCCaynRIsykSAYX3zJZhRVgQwnl7ocBPPSUMEEwGmVA2N63zpMKaySaNFYRxqoTm1WRVJ7Ebp1xGHwJgoE1s0iTpwpIgmCvdF9y7boolwDiFmR4poYkAESFSTcT8nbdFEObl6Fzoa62kOiib9fr+K7xd1iHGIjYMfjj99Oe0Ndezb/Hm0ZuF8ahp8LU107t5KdnY28+bN08zR0NAQtS5v1OghFcjJyWH+nAr6938hRa0PZogmhoUwRHXCWFpbNNHNY8hwM0STYQvKivOleM2bfE7aook6DiuKJqqXzBEhmoTPSkzhxBjRRD8cA/8bSaKJMIRPTNgnC81XQogABot/akwlzHwJvQPXJpoIccOMKBODeNRx2KKJcnL1a6vH282uD95h4elnRv4um6G7mvE76YAU12iWXvUNtr//FnW7tg02Cb/XUXmz2es5yOGqbWRnZXP66afjdDqj9lNgSqZJ/wTn5ORQMWUiPTVf6LYVBkEiQEzRxAyYIQKYIZpoWMciHDFsvkaSaBLyp1VFE6M5VGGkiCYmikziqMSK2KqHmDVfcRdNwiErnFheNDEDKkQA64gmUT5ZTGTSHWUSd9HECELd3Qw0EN2kUU/O9TzqF+KGGaJJ3M/JgAPC5suMyIk4R+aop3fw6T+e5qxLLsM1enRgy0DIglmiiRnoD/yT4hrNKRetZPNb/6Kjsd6kqHrpq8Rez0E82zeQ7HCwaPEi3aKJ0Zg0cSJHTyjC31Kv35igq3N/lL8kOhiHKPuS0KKJkQ5ImLLifKmKnBAGZaKJIdB5TlpKNAnZFyuKJqqm2kSRSRyV2O9jy4omJtCoFbElhRNN11sGxwkPmo97WHtkV108wiAjmpiBhJsvGdMWEU10348adHMeVQQwzvrQ5pEkmpgBmXUsbGmYEWViAI9aDi2iyZa3/sXis89jzJgxg1v9fv/IEU0Grk4dQ3Q5hUXMWbqcj194mh5vtzgedQ309/bQuWsTScDS05fidrtjcyi5SovSxy/wkVj5UVOZlP7/2zuX57iKK4x/I41k2cIP2WDL2Akx8YPEEJyAFxhMYi/isHAlFJBKJcUqlX8h/01YpCrsoCqpggUxTlIYqohjHMo4dhUhBgG2AFsvj94j3Swkz4w099Gn+/Tpc6/6bCxNd39f3+O+o3t/c/rOJizdvmkvwjSddpVJYGgiYRsUmjB+3L1OytsH6VJVJmyTN1vHGqtMSMMFz84QnDoAABHKSURBVMn0jOqAJr49yFEVaCJcmePbg3ptkSAFnFhfTBeUgruGKAQgeOiBAAGhSSkh01pZs8oceWji24NFVgqa2I1ksXeR0wpN/HowygWvzLGDJtcvnMd3Dx3Cg/u/teZPcC3tIRlU9VUNjreqia8sqxtyrt32HzmKR0+exruvvuIOTyyhSePqJfQsL+HMz85g587ub8IxlHLpah2PP3oUO5ozwGyDPpgdmmQ0VgWaMByLkYTFOraaiB9lVmE1VSbrmjTmi1SVIwxNvE3AQUodNFk9Fh4rfoitLl8AEiloktmQDU2AdeDE+nKuoBTcNVpVJlWBJqzHslasCwL4DgIw0QpNzDwiNOmSZT8n7aAJyzQ8vL9kQgDfUQD/SgdNJIIZmoxcuYwd9w3i6A+OOT84NC2S9Q+YXWtPiqYN2Ci4dkuQ4OFjT2D77j24cu5Nuv49MVto8p9LaM7cxfHjT7JCk6yYnZt3F1kXp549iW2N22hOT5kPkoImEpECAbxAEwmJqkATJsjE08nRseNYvDIHR2ji24MUudCE18P70KCQyUGM2JQ3RGO+tD3PJK2lBU78QBP3aEETiZCAABJVJuw+Rvau3bIHB4UmjBMwlNIITbqmzr6O7aEJiz1zBIUmmQ0RmqR65Cw9G2gy+dUtzN4exYmfnMbSvasA7reRtKoVqQ8XMmJNVQ1qQAI89fOXMDs5jusXztuLERpb0GT6Lk6cOIGDBw86+HTH2Pg4erZ0b/lZ7h9Ao2FRHVIQP3n6KQxN38HiNwbbdpggQHBoknJF7w0C+JawhH+uE9GYL1LlBFsUr2OvSzpCEysPr0MFK3P4rIrhH4Ma4wCLkKgyWfUhNnS19AA6oUnrGjD4J7TdXZ182CIDmiirzNGTrxxpz/DPVIqtcoI5uiQlqkwMfEoDTYKfk7X8ZqoH82mhDzLZAROghpnJCXz83t/w3PMvtr52mGFnTvG8AgITIP9a5OQvX8box9dSv6aYLJZzcdNsTGHygwuoLcwXQxOLC85Go4HFhQXU79vW7b1pC6bu3qUJGsapZ07gkfu3YfnWjfQOTFfnbWASGJpI2EpBE58TSJHydk8oVWVSFWjieCyqoMm6yhxvE7CUIqVaEDLxWfG+H29YaGIJsdNaeqyutwpKwV2j1vWDxyB46IEAOdBEIkoMTcwrJ+ShibNHVaCJwbGUCppIRM46ZlsaElUmHnyoHnbQZOVrhz9+9zzO/uo3SJC01jHXBUHQfDncT/dtGsDJl17GlXNvYLLoeSqWn87Pf30TU1feR71Ww5kzPy2GJhYxNjYGAOhNqTjpHdyKz24yfBNORhw9cgjHDx/A8mfXsNxcbDcwLa7cKhNGH4NJ+LVluDk3krCEfy4T8QoBfA9nByaBoYnEcMFzsjujzJRLAgIIQqZKQBPhyhzfHtTGvMPP/Tri1Mi9SIvQJHVgVaCJ4bE4H7JHaLLmlypBEw8RDJrYjWSxd5ELAk0K1jHbFCSgSfDKHHtoAgAfvf0mnvrxKQxs3rLmD67XQ5KCJhkvm17wbNm+A6df/h3ef/1PmJmcIPkUuSzc+RrTn1zF0NAQXnjxhfxnmjhcoY2PjwMA6oPdFSc99T7MzDJ9g1BG7Nu7F88+cQzJrU9XXpCAJoIXz95tJapMcjv5u9EsNQSQqDJZ16QxX8ZrXvic9F5lUiVowmbl8ElFjqKfzvah/SGwWUEDJ7k3mkzQRMHFs0NXpoFZYrX03xTlqxQQwPM6LvYhdfEsYCDrGf4Vvcw6DQ/vL5kQwHcUQOzSQROJ8ARNpifG8cD9u7B3/34kyHlwq7XD2kjEao6z/OmxY89eHD7+NK6/83a3mMPN5tLMyhaZs2fPor+/P7ujY8pGR0fRt20os32uueRmYBCt42OCAIXQRCIkIECEJnSPqkCTjmPxyhwcoYlvD1JIQROJoaWEJhkvWxiQh0lVmQQA8gYNRodvDk48fzrfgiYSQYAAeqBJxm/Bb9DI3bIHB4cmjIYlhSZdU/cI/7qaCkay2DOHPmiykmO2fFUFmhQsPdoUukdMfPEpDhw83PoGnbBYgx6UixjbY0sA7Dvyfdz+/IahmJlT75atAIDXXnsdo6OjLlK5cWdsDLVNmzPbm+jFwsKCu1FGXL5yFX99/wPUhr/jrJWk/JTRwV+kXNGXFpo4wj/biWjMF6lygi2K17HXJV0VaLIOMnmbgFS+pCAAm1XAKhMHH6qHyPWRJ2gCmIATz1saWvLBy9q7uzr5sEUGNFFWmaMnXznSUtDEoItWaOLPw/6utTTQJPg5WctvZvGwl9MHmdyqTDpjaHgvrl76J659cDH9G28I0VlN0vmHPEna9os2XyFs5A0fVcKt+GbkRnurjkUJbVr07dqNwcOPY2Z+Hm+99RYuXrzYBhhMV7SNRgPNxUX0Dm5N75AAS4PbW89B4Yzbd+7gjbf/jv/NAr37D6Gn3uek10Z7gaGJhK0UNMls8HOz6e2eUKrKpCrQxPFY1EGTTLvw0ISUasHKHD6rgNBEGDL59qBCE+rh13NbC0rBXUPjVhNiV+bB+WKi+SL46MlXhqzndUyR0ghMUmWloIndSBZ7Vsng52TcmmNubjuF7HW85YFhfO/MLzBzawR/+eMr2PPgPhx7+iT6BlYrFFqf4q2DIusuJO5t80n7I16rrbx+/fJFzM3O4v6HDpCPIC227R7Gf//9Lxw89mT3p40dv7egisX/3Y0PL+Gjd85jx55hnPz1b9k+nb/Xu3/XbtS3D2F25BNcu3YNn418jq2Dg+jv728986TzZwAYGhrK39rTEXkPhr03id7Brfj0i5sYHh42nv/Y2BgWFxfRXE4wPTuH8fExLCdAcznB1MQ4Nm/bjqn5RWD4YfQ5ApP2VHNyXBVoIgFMcjuVrMqEQVhNlcm6plLni8GH4qERmJCHBs2XgxixyVKRzYMaYbfmZDfaTKv2+z9/mD7O86fzlYMmnm80NearFBAgQhO6rAJoUhpg4smH5hGhibm57RTM13FPDZj+cgQfX3wPe/btw/6HD6JWqyFJEiQJWj+jhpV/sXJRcfvWl1iYn1/tl151sjA/h+npaTz23PPkI8iKxblZXHj1Dzjyw+PYObwPSbK8emw1DO0eRn2gvT2lE6jcg0BrX2tHkiS4ceUyrvzjHHZ/+wCOPHMKm3OeEWILTbqOZ3IM8zdHgKUmlmYaa7+FJid27NyJTX1tONEJQEZGRjBx9y52HD+VO4H+sZvYnCyir28FyEw3Guip96FWr2MpSdCYnECt3oee/gE0l5extJwAW7ai1rvyGVatXu9++CzTBWcuNBH8hNa7bYQmzj5ehgtXmbBbMgmrAiYdPhGa0Dw0QhPykKpUmaz6EBus85UOTiSgiYKLZ4euTAOLxcwhgBd7124eBQxklWzNYXEsXdWE/V1rhCYUjwhNKB529vbwb/b2V2jmbKtZASi17tdWxbcPD6Nv00C7DSvVCNyxODeHj869iZnJ8dT2xsQ4ZqYyvg0nJx567Ed45ORpbN62w+rTIKveGY1Lc7NYnp9t/d6cah/rcnMRyzMNAKv/HUtLWGxMtdp7Nw1g4KEj6N+1O9dDd+VEhCYsEozrmOJT2nwx+RSKSVSZOIpHaOJpqGC++Kx4348jNCE1OOWrG5xsQGiiZ6tJ3JrDJq0EmpQGAkRoQpMMfk7W+KYhAUw8+FA92KpM7MToUlJrTOJ+mvHTean7VoqHRmCyViYgNJHIF5NohCYehlcFmpQyX8UeGqGJuiqTVZ8ITWge3m0s349d89V+xonnLQ0at5oQuzIPzheL0MRBtirQJHi+WNSNPTRCgFTJ4OdkyapMPPhQPXxuzXGJoPnirRK2EPNfZcIepYMmUv/J5h4aIYCRBCP8M/UoNQSQeROJ0IQamVUmzBOoCjTJzZeDoOHLlmqsHuRQCk2s5pQyaHVjbd6oCE34B+eLacxXKSCA53VMkSpFvth9qgVNNG41KR00CQ6ZIjRJDakChAhNnD3sZQJWmWT4aMyXGwSI0MSHh7GYcmiiCph0+GisMiEPLR004YfY6vIFBH4IrL8qk86ob8StOcSuTAOLxcwhgBd7124eBQxkpe5CqgJN2D3sbjY1ApNMyeDnZIQm5ua2U/APTaT4bmZI3E8zko7g0CQ4ZLKR0QVNSltlktupZNAkeL4YHSWAiaN4hCYeh1YFmkgAEwcfqofIUg4MTYDMryOuLjRRX2XC7mNk79rNw2CCtJKtOSyOpdtqYn/XGqGJqUeNbwobIl+MwMROjC4l9XcyQhNaSFRNMIkmKT9xexAm4ddWAgJILb4SQJMwECBCE5bIzVfJoIkgZOKzitCE04fY4CVfKeAkbs3hH5wvJpovgo+efOVIK4EmpbmpjVtzaJLBz0m90CQoBIjQhB5BoUnJgEmGTymrTBh9DCbh3zYoNGE+IgkIIAFNpE6MquSLwYfqoRGaqKsyWfWJ0ITm4d3G8oLAV77WgZMITfgH54tFaGIpK1XvXpWtOew+EZr4M243lGprjgcfqofGrTm5clXZmpMrGKGJqYe9zAaAJhLAJLdTyapMGITloYnZOi51vhh8KB4agQl5aNB8OQoavmypxupBDqXQxGpOhEGr4IRxaw6fnKEZa1emgWaCGvNVCggQoQldNkITmlzwc7Jk0CQ4ZNIJTaTeqjIjQhNaBM+XjYzUpHMn4dc2QhNnHy/DJaBJCfKlCph0+ERoQvPgseKH2OryBWyIh8BmRZ0Vmii4eHboyjSwWMwcAnixd+3mUcBAVsnWHBbH4JDJSdm4iW0aElUmnnxoHhGamJvb2geEJhtiaw7dKUITG4kITVgkpBZfVfLF5FMoJlFl4igeoYnHoVWBJhLAxMGH6iGylJVCEyDz4bC00AhN9Gw1iVtz2KQjNKFJRmhClwwKTWp8U6jSVhOJKhM7MbrUhoAmdBeN0EQjMFkrExCaSOSLSTRCEw/DqwJNSpmvYo/SQxNByMRnFaEJpw+xQTRfTuBE41YTYlfmwfliEZo4SCuBJhpvalMl49YcmmTwc7JkVSYefKgeEZqkBH+VMFGsZFUmGT66oYnUf7K5h0YIYCTBCP9MPUoNAaTK1SI0oYVyaKKuymTVpxLQpJT5yvagNlrNyfFArMFJhCY0sZgvS1mphwRIQACJfLH7VAuaaNxqUjpoEjxfjNCkSpBJqgAhQhNnD3uZgFUmGT4a8+UGASI08eFhLBahCS2SLKvwwIQ8NGi+HMSITZaKbB7UqMzzTKwHrQ0rcKJxaw6xK9NAMzGN0KQUECBCE7qsAmiiEZhkSgY/JyM0MTe3nYJ/aCL1VpUZEvfTjKQjODQJDplsZHRBk9JWmeR2itDEh4eRWAnypQqYdPhEaELz0AhNyEOE8iWylCWgCeOBkMFJhCbmYuYQwIu9azePAgaySrbmsDiWbquJ/V1rhCamHjXeKVQFmrDvpgkITaT+TkZoQosSQZMk5SduD8Ik/NpKQBOpxbchIBOjo0SViaN4hCaehgrmi8+K9/04QhNSQ/B8kcCJRmiiZ6tJwK05BB89+cqRVgJNSgMBIjShSQY/JxmhSZW2mkhUmdiJ0aU2BDShu0h80E+dgEZg0pbhLwW3mIR/24pCE41VE6ThVYEmpcxXsYdGaKKuymTVJ0ITmod3G8v3Yw35MgInGreaELsyD84Xi9DEQbYq0CR4vljUjT00QoBUyeDnZMm25njwoXpo3JqTKxdwa05BE6NPyapMMnwiNCmchH9biZtaCWInUWXCIKymymRdU6nzxeBD8fAKTBzk1EGTzHw5Chq+bKnG6kEOpdDEak6eDqQQnERoQhPTmK9SQACphwREaGKqbuyhEZpo3GpSOmgSHDJFaJIaElUmuYIRmph62MtI/SfnTsKvrUSVSW6nCE18eBiLKYcmqoBJh4/GKhPy0NJBE36IrS5fQHUeAuv5OHLBicatOcSuTAOLxcwhgBd7124eBQxkpe5CqgJN2D3sbjY1ApNMyeDnZIQm5ua2U/APTTb21hy6U3BoEhwy2UhEaMImURVoEjxfjI4SwMRRPEITj0OrAk0kgImDD9VDZClXAJoAwP8B5kPFPuiY70QAAAAASUVORK5CYII=)" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "uMSdlwXfyRAv" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "f_SOOwQf78z-" + }, + "source": [ + "**Task 1**: Browse the IDC datasets and find a combined CT or MRI with PET! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XdcmkK1i1Yv8" + }, + "source": [ + "#\n", + "# Visit https://portal.imaging.datacommons.cancer.gov/ and find a dataset\n", + "# that includes structural imaging such as CT or MRI combined with a PET scan.\n", + "#\n", + "# You can start by selecting the type of a cancer case such as Bladder, Brain etc.\n", + "# Hint: Head and Neck include many PET scans.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "AHFYoKTkPppz" + }, + "source": [ + "# TODO: Open the integrated OHIF viewer to view the data.\n", + "#\n", + "# 1) Select a collection, then a case, then a study in the IDC interface.\n", + "# 2) To open the OHIF viewer, click on the view icon.\n", + "# 3) Paste a screenshot of the viewer after the data was loaded below.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rMhD_uQU7mAq" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "markdown", + "source": [ + 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+ ], + "metadata": { + "id": "vOJ89kEz2iQk" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "KbpOUGY9fKLw" + }, + "source": [ + "**Task 2**: Visualize structural and PET side-by-side! [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "9UNuaugR0O8k" + }, + "source": [ + "# In the OHIF viewer, please change the layout to show the structural image\n", + "# next to the PET scan.\n", + "#\n", + "# TODO: Use the LAYOUT functionality in the toolbar to switch to a 2-column layout." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "d2J1AD8M77Tx" + }, + "source": [ + "# TODO: Find the cancerous lesion.\n", + "#\n", + "# 1) Navigate through the PET image to find the cancerous lesion." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "2xkdKCnm77W2" + }, + "source": [ + "# TODO: Sync the structural scan (CT or MR) to the PET scan with the lesion.\n", + "#\n", + "# Hint: The \"Loc\" label in the bottom left of both scans should roughly match.\n", + "# Hint 2: The Levels tool allows Window/Level adjustment to increase contrast.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4QQ39tAk77Z2" + }, + "source": [ + "# TODO: Paste a screenshot showing the 2-column layout below." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + 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)" + ], + "metadata": { + "id": "rc6mBbje2mtk" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Q5dsPqcE875J" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "dbYv-XZjPFZa" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eqsEUwQKfXnu" + }, + "source": [ + "**Task 3**: Use an MIP to reslice the PET scan! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "XGYzUOUK4__u" + }, + "source": [ + "# We will now use the 2D MPR functionality to look at the lesion from different\n", + "# orientations.\n", + "#\n", + "# Hint: This works best in Google Chrome." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "KLHO0i2n9uTj" + }, + "source": [ + "# Question 1): What is MPR?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "AHKBMrIi94tX" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "The process of transforming data from an imaging modality acquired in one plane, usually axial, into another plane is known as multiplanar reformation or reconstruction (MPR). It's most typically done with thin-slice data from volumetric CT in the axial plane, but it may be done with any plane and any modality that can provide cross-sectional imaging, including MRI, PET, and SPECT." + ], + "metadata": { + "id": "TtnM7fju22wH" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "OHuclxry96Th" + }, + "source": [ + "# Question 2): What is the difference between MIP, MinIP, AvgIP?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Maximum Intensity Projection (MIP)\n", + "\n", + "For a 2D image, MIP is a feature that highlights the voxel with the highest attenuation value at all viewings and full volume. MIP can be used to locate all hyperdensing structures in a volume within a certain range. This approach tends to reveal contrasting bone structures while also concealing lower attenuation structures.\n", + "\n", + "Minmimum Intensity Projection (MinIP)\n", + "\n", + "The MinIP works in a similar way to the MIP, but instead of displaying the voxels with the maximum attenuation, it displays the ones with the least. MinIP solely represents the volume's hypodense structures, making it an excellent tool for detecting, localising, and quantifying ground-glass and linear attenuation patterns in chest scans. MinIP is notably beneficial for analysing the biliary tree and pancreatic duct, which are hypodense in comparison to surrounding tissue, particularly in the pancreatic fase.\n", + "\n", + "AvgIP (Average Intensity Projection):\n", + "\n", + "AvgIP works similarly to the other intensity projection modes, except instead of displaying the highest/lowest attenuation, it displays the average attenuation. This technique can be used to identify the interior structures of solid organs as well as the walls of hollow structures like blood vessels and intestines.\n", + "\n" + ], + "metadata": { + "id": "8P-4c8c33JvT" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "tDwbU5ckPHnA" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "6aMkM41v-AHW" + }, + "source": [ + "# Now, please navigate to the lesion in all 3 orientations.\n", + "#\n", + "# TODO: Paste a screenshot below.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + 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+ ], + "metadata": { + "id": "d5S4H2NK5ZGH" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "7_7qJ4Ng-O15" + }, + "source": [ + "TODO: Add screenshot" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "el0CRGhL-A2o" + }, + "source": [ + "# Question 3): What does the Slab Thickness slider do?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "The Slab Thickness Slider adjusts the slice thickness." + ], + "metadata": { + "id": "yDZRFaoT6rNf" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "OnF3VM8f-UZK" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XYtx1zEx-Qh2" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "R68B9XFl5Rgw" + }, + "source": [ + "**Task 4**: Let's access the pixel data! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "nUY4a8v47wN6" + }, + "source": [ + "# Please EXIT THE 2D MPR.\n", + "#\n", + "# We will now grab the pixel data of the currently displayed slice\n", + "# using the Javascript console.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "jNb5khgK-w0G" + }, + "source": [ + "# 1) Open the Developer Tools of your browser and access the JS console.\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "TkLwR8xAPI-e" + }, + "source": [ + "# 2) The following code allows to access the pixel data of the slice that\n", + "# is currently displayed.\n", + "#\n", + "# element = cornerstone.getEnabledElements()[0];\n", + "# pixels = element.image.getPixelData();\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "pQ_WuOSH_KXr" + }, + "source": [ + "# Question 4): What is the maximum pixel value of the current slice?\n", + "#\n", + "# Hint: There are multiple ways of doing this according to\n", + "# https://medium.com/coding-at-dawn/the-fastest-way-to-find-minimum-and-maximum-values-in-an-array-in-javascript-2511115f8621\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + 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)" + ], + "metadata": { + "id": "C0POV_SK5Ql0" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "u_swNiBV_xNK" + }, + "source": [ + "# TODO: YOUR ANSWER\n" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Maximum pixel value is 3740" + ], + "metadata": { + "id": "C6rPnvNe6f6N" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "1f72yBFNgonn" + }, + "source": [ + "**Bonus**: Apply a filter mask to the current slice! [33 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "cEEzh8DcACOR" + }, + "source": [ + "# Here we will modify the pixel data!\n", + "#\n", + "# The following code allows you to set the pixels of the current slice.\n", + "#\n", + "# pixels.set(new_pixels);\n", + "#\n", + "# Write code to APPLY A FILTER MASK to the pixels.\n", + "#\n", + "# Hint: You can use the following code to get the dimensions of the current slice.\n", + "# w = element.image.width;\n", + "# h = element.image.height;\n", + "#\n", + "# You can decide which filter mask to apply (e.g., Gaussian blur, edge detection..).\n", + "#\n", + "# ** IMPORTANT **\n", + "# Hint 2: Triggering a REDRAW programmatically might be hard but you can use\n", + "# the LEVELS tool to manually trigger a redraw to see filtered pixels.\n", + "# ** IMPORTANT **" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "V3cGbWdB93om", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 126 + }, + "outputId": "e32df20d-f35e-4696-beac-ee3ea9cbf7d5" + }, + "source": [ + "\"\"\"#\n", + "#\n", + "# TODO: YOUR CODE GOES HERE\n", + "#\n", + "#\n", + "element = cornerstone.getEnabledElements()[0];\n", + "pixels = element.image.getPixelData();\n", + "temp_pixels =Array.from(pixels);\n", + "\n", + "w = element.image.width;\n", + "h = element.image.height;\n", + "\n", + "var pixels_reshape = [];\n", + "while(temp_pixels.length) pixels_reshape.push(temp_pixels.splice(0,w));\n", + "\n", + "var temp_new_pixels = new Array(h);\n", + "for (i=0; i < temp_new_pixels.length; i++){\n", + " temp_new_pixels[i]=new Array(w);\n", + " temp_new_pixels[i].fill(0)\n", + "}\n", + "\n", + "for (var i = 1; i < h-1; i++) {\n", + " for (var j = 1; j < w-1; j++) {\n", + " var UpperLeft = pixels_reshape[i-1][j-1];\n", + " var UpperMiddle = pixels_reshape[i-1][j];\n", + " var UpperRight = pixels_reshape[i-1][j+1];\n", + " var CenterLeft = pixels_reshape[i][j-1];\n", + " var CenterMiddle = pixels_reshape[i][j];\n", + " var CenterRight = pixels_reshape[i][j+1];\n", + " var LowerLeft = pixels_reshape[i+1][j-1];\n", + " var LowerMiddle = pixels_reshape[i+1][j];\n", + " var LowerRight = pixels_reshape[i+1][j+1];\n", + " var valx = UpperLeft + CenterLeft*2 + LowerLeft - UpperRight - CenterRight*2 - LowerRight;\n", + " var valy = UpperLeft + UpperMiddle*2 + UpperRight - LowerLeft - LowerMiddle*2 - LowerRight;\n", + "\n", + " temp_new_pixels[i][j]=Math.abs(valx)+Math.abs(valy); \n", + " }\n", + "}\n", + "\n", + "var new_pixels = Array.prototype.concat.apply([], temp_new_pixels);\n", + "pixels.set(new_pixels);\n", + "cornerstone.renderGrayscaleImage(element, true)\"\"\"" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "'#\\n#\\n# TODO: YOUR CODE GOES HERE\\n#\\n#\\nelement = cornerstone.getEnabledElements()[0];\\npixels = element.image.getPixelData();\\ntemp_pixels =Array.from(pixels);\\n\\nw = element.image.width;\\nh = element.image.height;\\n\\nvar pixels_reshape = [];\\nwhile(temp_pixels.length) pixels_reshape.push(temp_pixels.splice(0,w));\\n\\nvar temp_new_pixels = new Array(h);\\nfor (i=0; i < temp_new_pixels.length; i++){\\n temp_new_pixels[i]=new Array(w);\\n temp_new_pixels[i].fill(0)\\n}\\n\\nfor (var i = 1; i < h-1; i++) {\\n for (var j = 1; j < w-1; j++) {\\n var UpperLeft = pixels_reshape[i-1][j-1];\\n var UpperMiddle = pixels_reshape[i-1][j];\\n var UpperRight = pixels_reshape[i-1][j+1];\\n var CenterLeft = pixels_reshape[i][j-1];\\n var CenterMiddle = pixels_reshape[i][j];\\n var CenterRight = pixels_reshape[i][j+1];\\n var LowerLeft = pixels_reshape[i+1][j-1];\\n var LowerMiddle = pixels_reshape[i+1][j];\\n var LowerRight = pixels_reshape[i+1][j+1];\\n var valx = UpperLeft + CenterLeft*2 + LowerLeft - UpperRight - CenterRight*2 - LowerRight;\\n var valy = UpperLeft + UpperMiddle*2 + UpperRight - LowerLeft - LowerMiddle*2 - LowerRight;\\n\\n temp_new_pixels[i][j]=Math.abs(valx)+Math.abs(valy); \\n }\\n}\\n\\nvar new_pixels = Array.prototype.concat.apply([], temp_new_pixels);\\npixels.set(new_pixels);\\ncornerstone.renderGrayscaleImage(element, true)'" + ], + "application/vnd.google.colaboratory.intrinsic+json": { + "type": "string" + } + }, + "metadata": {}, + "execution_count": 22 + } + ] + }, + { + "cell_type": "markdown", + "source": [ + "![image.png](data:image/png;base64,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)" + ], + "metadata": { + "id": "SZIclPgf6EbO" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "u7ZiV_N5A9to" + }, + "source": [ + "# TODO: Please add a screenshot after filtering the current slice." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "ESU5G9cjBAmt" + }, + "source": [ + "TODO: ADD SCREENSHOT" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "0ZtwkapEBVrx" + }, + "source": [ + "#\n", + "# SUPER BONUS (+33 extra): Can you trigger the redraw programmatically?\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fjvuYHqdBdHU" + }, + "source": [ + "# TODO: YOUR CODE FOR REDRAW GOES HERE" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + 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'=' |\n", + "# `._.` '---------------'\n", + "# //___\\ //___\\\n", + "# || ||\n", + "# LGB ||_.-. ||_.-.\n", + "# (_.--__) (_.--__)\n", + "#\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "colab with praveen " + ], + "metadata": { + "id": "U1zqu5yI-0Pd" + } + } + ] +} \ No newline at end of file diff --git a/Copy_of_CS480_Assignment_2.ipynb b/Copy_of_CS480_Assignment_2.ipynb new file mode 100644 index 0000000..46d4ce2 --- /dev/null +++ b/Copy_of_CS480_Assignment_2.ipynb @@ -0,0 +1,733 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 2.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": 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)\n", + "#Assignment 2" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ux1g-TwrEe5N", + "outputId": "9f7a5df9-6853-4f4c-efaf-37b5d1c5ece0" + }, + "source": [ + "%pylab inline" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['sample']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n", + " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "-MaZXclAEiGA", + "outputId": "0dd181ab-2c0f-4046-8ddf-ec132f39d2f6" + }, + "source": [ + "# we will be using the EEG/MEG analysis library MNE\n", + "# documentation is available here: https://mne.tools/stable/index.html\n", + "!pip install -U mne" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: mne in /usr/local/lib/python3.7/dist-packages (0.24.1)\n", + "Requirement already satisfied: numpy>=1.15.4 in /usr/local/lib/python3.7/dist-packages (from mne) (1.21.5)\n", + "Requirement already satisfied: scipy>=1.1.0 in /usr/local/lib/python3.7/dist-packages (from mne) (1.4.1)\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "5q6p7Vp2Ek06" + }, + "source": [ + "import mne # let's import MNE\n", + "\n", + "# .. and the sample dataset\n", + "from mne.datasets import sample\n", + "\n", + "# These data were acquired with the Neuromag Vectorview system at \n", + "# MGH/HMS/MIT Athinoula A. Martinos Center Biomedical Imaging. \n", + "# EEG data from an electrode cap was acquired simultaneously with the MEG. \n", + "\n", + "### EXPERIMENT DESCRIPTION ###\n", + "# In this experiment, checkerboard patterns were presented to the subject into\n", + "# the left and right visual field, interspersed by tones to the left or right ear.\n", + "# The interval between the stimuli was 750 ms. Occasionally a smiley face was \n", + "# presented at the center of the visual field. The subject was asked to press a \n", + "# key with the right index finger as soon as possible after the appearance of the face." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "wPiwovpdImU4", + "outputId": "be0d421c-cd81-4f77-d52b-430e913b321c" + }, + "source": [ + "# and let's load it!\n", + "data_path = sample.data_path()\n", + "raw = mne.io.read_raw_fif(data_path + '/MEG/sample/sample_audvis_raw.fif')" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Opening raw data file /root/mne_data/MNE-sample-data/MEG/sample/sample_audvis_raw.fif...\n", + " Read a total of 3 projection items:\n", + " PCA-v1 (1 x 102) idle\n", + " PCA-v2 (1 x 102) idle\n", + " PCA-v3 (1 x 102) idle\n", + " Range : 25800 ... 192599 = 42.956 ... 320.670 secs\n", + "Ready.\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "cl4dZERpcBEh" + }, + "source": [ + "**Task 1:** How many EEG channels were used when acquiring the data? [15 Points]\n" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "37bn9S-dMn0p" + }, + "source": [ + "# Hint: You can use raw.info or raw.ch_names to figure this out!\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "1qPhiTKRglIE", + "outputId": "95a51d87-ce5d-4f60-8d28-2a307cfc8499", + "colab": { + "base_uri": "https://localhost:8080/" + } + }, + "source": [ + "print(raw.ch_names)\n", + "print(len(raw.ch_names))\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "['MEG 0113', 'MEG 0112', 'MEG 0111', 'MEG 0122', 'MEG 0123', 'MEG 0121', 'MEG 0132', 'MEG 0133', 'MEG 0131', 'MEG 0143', 'MEG 0142', 'MEG 0141', 'MEG 0213', 'MEG 0212', 'MEG 0211', 'MEG 0222', 'MEG 0223', 'MEG 0221', 'MEG 0232', 'MEG 0233', 'MEG 0231', 'MEG 0243', 'MEG 0242', 'MEG 0241', 'MEG 0313', 'MEG 0312', 'MEG 0311', 'MEG 0322', 'MEG 0323', 'MEG 0321', 'MEG 0333', 'MEG 0332', 'MEG 0331', 'MEG 0343', 'MEG 0342', 'MEG 0341', 'MEG 0413', 'MEG 0412', 'MEG 0411', 'MEG 0422', 'MEG 0423', 'MEG 0421', 'MEG 0432', 'MEG 0433', 'MEG 0431', 'MEG 0443', 'MEG 0442', 'MEG 0441', 'MEG 0513', 'MEG 0512', 'MEG 0511', 'MEG 0523', 'MEG 0522', 'MEG 0521', 'MEG 0532', 'MEG 0533', 'MEG 0531', 'MEG 0542', 'MEG 0543', 'MEG 0541', 'MEG 0613', 'MEG 0612', 'MEG 0611', 'MEG 0622', 'MEG 0623', 'MEG 0621', 'MEG 0633', 'MEG 0632', 'MEG 0631', 'MEG 0642', 'MEG 0643', 'MEG 0641', 'MEG 0713', 'MEG 0712', 'MEG 0711', 'MEG 0723', 'MEG 0722', 'MEG 0721', 'MEG 0733', 'MEG 0732', 'MEG 0731', 'MEG 0743', 'MEG 0742', 'MEG 0741', 'MEG 0813', 'MEG 0812', 'MEG 0811', 'MEG 0822', 'MEG 0823', 'MEG 0821', 'MEG 0913', 'MEG 0912', 'MEG 0911', 'MEG 0923', 'MEG 0922', 'MEG 0921', 'MEG 0932', 'MEG 0933', 'MEG 0931', 'MEG 0942', 'MEG 0943', 'MEG 0941', 'MEG 1013', 'MEG 1012', 'MEG 1011', 'MEG 1023', 'MEG 1022', 'MEG 1021', 'MEG 1032', 'MEG 1033', 'MEG 1031', 'MEG 1043', 'MEG 1042', 'MEG 1041', 'MEG 1112', 'MEG 1113', 'MEG 1111', 'MEG 1123', 'MEG 1122', 'MEG 1121', 'MEG 1133', 'MEG 1132', 'MEG 1131', 'MEG 1142', 'MEG 1143', 'MEG 1141', 'MEG 1213', 'MEG 1212', 'MEG 1211', 'MEG 1223', 'MEG 1222', 'MEG 1221', 'MEG 1232', 'MEG 1233', 'MEG 1231', 'MEG 1243', 'MEG 1242', 'MEG 1241', 'MEG 1312', 'MEG 1313', 'MEG 1311', 'MEG 1323', 'MEG 1322', 'MEG 1321', 'MEG 1333', 'MEG 1332', 'MEG 1331', 'MEG 1342', 'MEG 1343', 'MEG 1341', 'MEG 1412', 'MEG 1413', 'MEG 1411', 'MEG 1423', 'MEG 1422', 'MEG 1421', 'MEG 1433', 'MEG 1432', 'MEG 1431', 'MEG 1442', 'MEG 1443', 'MEG 1441', 'MEG 1512', 'MEG 1513', 'MEG 1511', 'MEG 1522', 'MEG 1523', 'MEG 1521', 'MEG 1533', 'MEG 1532', 'MEG 1531', 'MEG 1543', 'MEG 1542', 'MEG 1541', 'MEG 1613', 'MEG 1612', 'MEG 1611', 'MEG 1622', 'MEG 1623', 'MEG 1621', 'MEG 1632', 'MEG 1633', 'MEG 1631', 'MEG 1643', 'MEG 1642', 'MEG 1641', 'MEG 1713', 'MEG 1712', 'MEG 1711', 'MEG 1722', 'MEG 1723', 'MEG 1721', 'MEG 1732', 'MEG 1733', 'MEG 1731', 'MEG 1743', 'MEG 1742', 'MEG 1741', 'MEG 1813', 'MEG 1812', 'MEG 1811', 'MEG 1822', 'MEG 1823', 'MEG 1821', 'MEG 1832', 'MEG 1833', 'MEG 1831', 'MEG 1843', 'MEG 1842', 'MEG 1841', 'MEG 1912', 'MEG 1913', 'MEG 1911', 'MEG 1923', 'MEG 1922', 'MEG 1921', 'MEG 1932', 'MEG 1933', 'MEG 1931', 'MEG 1943', 'MEG 1942', 'MEG 1941', 'MEG 2013', 'MEG 2012', 'MEG 2011', 'MEG 2023', 'MEG 2022', 'MEG 2021', 'MEG 2032', 'MEG 2033', 'MEG 2031', 'MEG 2042', 'MEG 2043', 'MEG 2041', 'MEG 2113', 'MEG 2112', 'MEG 2111', 'MEG 2122', 'MEG 2123', 'MEG 2121', 'MEG 2133', 'MEG 2132', 'MEG 2131', 'MEG 2143', 'MEG 2142', 'MEG 2141', 'MEG 2212', 'MEG 2213', 'MEG 2211', 'MEG 2223', 'MEG 2222', 'MEG 2221', 'MEG 2233', 'MEG 2232', 'MEG 2231', 'MEG 2242', 'MEG 2243', 'MEG 2241', 'MEG 2312', 'MEG 2313', 'MEG 2311', 'MEG 2323', 'MEG 2322', 'MEG 2321', 'MEG 2332', 'MEG 2333', 'MEG 2331', 'MEG 2343', 'MEG 2342', 'MEG 2341', 'MEG 2412', 'MEG 2413', 'MEG 2411', 'MEG 2423', 'MEG 2422', 'MEG 2421', 'MEG 2433', 'MEG 2432', 'MEG 2431', 'MEG 2442', 'MEG 2443', 'MEG 2441', 'MEG 2512', 'MEG 2513', 'MEG 2511', 'MEG 2522', 'MEG 2523', 'MEG 2521', 'MEG 2533', 'MEG 2532', 'MEG 2531', 'MEG 2543', 'MEG 2542', 'MEG 2541', 'MEG 2612', 'MEG 2613', 'MEG 2611', 'MEG 2623', 'MEG 2622', 'MEG 2621', 'MEG 2633', 'MEG 2632', 'MEG 2631', 'MEG 2642', 'MEG 2643', 'MEG 2641', 'STI 001', 'STI 002', 'STI 003', 'STI 004', 'STI 005', 'STI 006', 'STI 014', 'STI 015', 'STI 016', 'EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008', 'EEG 009', 'EEG 010', 'EEG 011', 'EEG 012', 'EEG 013', 'EEG 014', 'EEG 015', 'EEG 016', 'EEG 017', 'EEG 018', 'EEG 019', 'EEG 020', 'EEG 021', 'EEG 022', 'EEG 023', 'EEG 024', 'EEG 025', 'EEG 026', 'EEG 027', 'EEG 028', 'EEG 029', 'EEG 030', 'EEG 031', 'EEG 032', 'EEG 033', 'EEG 034', 'EEG 035', 'EEG 036', 'EEG 037', 'EEG 038', 'EEG 039', 'EEG 040', 'EEG 041', 'EEG 042', 'EEG 043', 'EEG 044', 'EEG 045', 'EEG 046', 'EEG 047', 'EEG 048', 'EEG 049', 'EEG 050', 'EEG 051', 'EEG 052', 'EEG 053', 'EEG 054', 'EEG 055', 'EEG 056', 'EEG 057', 'EEG 058', 'EEG 059', 'EEG 060', 'EOG 061']\n", + "376\n" + ] + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "8pSy9pW5cKO_" + }, + "source": [ + "**Task 2:** Let's look at some channels! [20 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "id": "dpcL98RXOBZO", + "outputId": "a2b31a54-6dd3-4320-9919-85b172604945" + }, + "source": [ + "# the code below plots EEG channels 1-8 for 3 seconds after 2 minutes\n", + "chs = ['EEG 001', 'EEG 002', 'EEG 003', 'EEG 004', 'EEG 005', 'EEG 006', 'EEG 007', 'EEG 008']\n", + "chan_idxs = [raw.ch_names.index(ch) for ch in chs]\n", + "ecg1to8 = raw.plot(order=chan_idxs, start=120, duration=3)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "99OwONlCchwX" + }, + "source": [ + "# TODO please plot EEG channels 50-60 for 1 second after 200 seconds." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "9tRQ0UkvgkrS", + "outputId": "4687839a-0d2b-4e4e-daab-08d8252e8bf8", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + } + }, + "source": [ + "chs_1 = ['EEG 050','EEG 051', 'EEG 052', 'EEG 053', 'EEG 054', 'EEG 055', 'EEG 056', 'EEG 057', 'EEG 058','EEG 059','EEG 060']\n", + "chan_idxs_1 = [raw.ch_names.index(ch) for ch in chs]\n", + "ecg1to8 = raw.plot(order=chan_idxs, start=200, duration=1)\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "eGFoOHsrcy2L" + }, + "source": [ + "**Task 3:** How long between event and brain activity? [30 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + }, + "id": "DoZQlOqmUkWg", + "outputId": "4c665a6d-2e9f-4ea7-a0fc-836e4cef4d7a" + }, + "source": [ + "# the following code plots the stimulus channel for the same time\n", + "chan_idxs = [raw.ch_names.index('STI 014')]\n", + "stim = raw.plot(order=chan_idxs, start=200, duration=1)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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QBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF0QLANAF0QIAdEG0AABdEC0AQBdECwDQBdECAHRBtAAAXRAtAEAXRAsA0AXRAgB0QbQAAF0QLQBAF/af9QAAgLFs27ZtKo9rpQUA6EK11mY9hqmoqm8luTvJt2c9ljm0JuZ9Fsz7bJj32TDvs/GwJLe21l64+Mqq2jiNb9Zau3Dx58OeHmqtPb6qtrTWNsx6LPPGvM+GeZ8N8z4b5n02JvP+wge/53QMGy0AwMrYcUVkWuxpAQC6MHq0nDPrAcwp8z4b5n02zPtsmPfZmOm8D7sRFwAYy+grLQDAILqNlqpaV1WXVNX1VXVdVf3e5PrHVtVnq+rLkz8PnlxfVfWuqrqpqq6pqqNm+wxWv2nMcVU9oqr+tqr+3+Qx37LSz2u1m/axXVWfrKqtK/FcejKtea+qA6vqnKr60uS4/3cr+bx6MMW5f0lVXTu5z8VVtWYln1dv9uLv4Z9X1d9V1Y+r6rUrMsjWWpcfSQ5JctTk8i8l+VKSw5P8UZIzJtefkeStk8snJrkoSSU5Nslls34Oq/1jGnOc5BFJjp9cPjDJF5KcMOvnupo+pnlsJzk5yYeTbJ3181xtH9Oa9yRnJ3nT5PJ+SdbM+rmuto8p/azZP8kd98335LHOmvVzXc0fe/H38E+SPCPJm5O8diXG2O1KS2vtG621KyeXf5DkhiSHJtmU5NzJ3c5N8uLJ5U1J/qIt+PskB1XVISs87K5MY45baz9srV0yufyTJFcmeeLUn0xHpnVsV9Wjkvx+kjdN+Sl0aYo/U16W5L9PHnd7a80vRNvBlOa+Jh+PrKpK8ugkt0/3mfRtT/8eWmt3tNYuT/LTlRpjt9GyWFWtT3JkksuSrG2tfWNy0zeTrJ1cPjTJLYu+7NbJdeyGacxxVR2UZGOSzy3zcIexzPP+xiRvS/LDaYx1JMs175NjPEneWFVXVtVfV9XasKTlmvvW2k+T/Jck12YhVg5P8r5pjXs0u/n3sOK6j5bJ/z1+LMlrWmvfX3xbW1i/8vKofTSNOa6q/ZOcl+RdrbWvLMtAB7Oc815VRyR5cmvt48s7yvEs8/G+fxZWEr/YWjsqyd8l+ePlGutolvmYPyAL0XJkkickuSbJHy7faMe1mv9d7TpaJgflx5J8qLV2weTqbfctE07+vGNy/W1J1i368idOrmMXpjjH5yT5cmvtHcs/6v5NYd6fmWRDVX0tyf9O8qtV9fnpjL5fU5j3f8zCytZ9j/XXSbwIYCemMPdHJElr7R8m/9B+JMlxUxr+MPbw72HFdRstk3OU70tyQ2vt7Ytu+mSS0yeXT0/yiUXXnzbZdX5skjsXLXexE9Oa46p6U5LHJHnN1AbfsWnMe2vtPa21J7TW1id5dpIvtdaeN8Wn0Z0pzXtLcmGS502u+vUk10/nGfRrSj9rbktyeFU9fvL5v8nCHg2WsBd/Dytvmrt8p/mRhR+8LQtLfldPPk5M8rgs7JH4cpL/meSxk/tXkj9P8g9ZOMe5YdbPYbV/LOccJ7l68ucTJ495w6LH/K1ZP9fV9DGNed/h8dfHq4dWbN6T/HKSSyeP+7kk/2zWz3W1fUxx7n978rPmmizE4+Nm/VxX88de/D380yzsJ/p+ku9NLj96mmP0G3EBgC54l2cAdqqqNu54XVuhd/OFnel2TwsAMF/26PTQwQcf3A49dPX8apPrrrvu2621x+/stjVr1rT169ev8IgAxnHnnXcmSe655548/OEPT5I85jGPmeWQWAWuuOKKJf/tXa5OWOrf9z06PXTooYfmggsuePA7rpCnPvWpX1/qtvXr12fLli0rORyAoVx44cKZoBtuuCGHHXZYkmTjxgecMWLOVNWS//YuVycs9e+700MAQBdECwDQhWWLliOPPPIXPr/gggvyhje8YZdfszv3AQD6c9hhh2XTpk056aST8upXvzr33HPPTu936qmn7vZjWmkBAJbdwx72sHziE5/Ipz71qRxwwAE5//zzf+H2e++9N0kecP2urMjvafnOd76TM888M7ffvvCu4K973ety9NFH/8J9zjjjjBx44IHZunVr7r777pxxxhk5/vjjV2J4AMAUbdiwITfeeGMuu+yyvPOd78yjH/3ofPWrX83mzZtz5JFH5qqrrtqtx1m2aPnRj36UTZs23f/5nXfemec///lJkje/+c05/fTTs2HDhtx+++15+ctfnosuuugBj3Hbbbflox/9aG6++eacdtppOe644/LQhz50uYYIAKywe++9N5deemme85znJEmuv/76XHjhhVm3bt2DfOUDLVu03LcMdJ8LLrggW7duTZJ88YtfzE033XT/bXfddVfuvvvuBzzGCSeckP322y/r16/PunXr8pWvfOX+l9kBAP1YvJixYcOGnHLKKbnqqqvy9Kc/fa+CJVmh00Pbt2/PRz7ykQddNVl4g8mlPwcA+rDjYsZ9HvGIR+z1Y67IRtxnP/vZ+eAHP3j/5zfcsPN3B7/44ouzffv23HzzzbnlllvypCc9aSWGBwB0YEWi5fWvf322bt2ajRs35sQTT8x555230/sdcsghOeWUU/KKV7wiZ599tv0sAMD9lu300I47f08++eScfPLJSZLHPvaxecc73vGAr1l8nyQ57rjj/N4WABjAzl4RdMwxx+SYY465//Pvfve7Oeigg3b7Mf2eFgBgxW3bti2nnnpqXvayl+3216zIRtzd8Za3vGXWQwAAVsjatWuzefPmPfoaKy0AQBdECwDQBdECAHShWmu7f+eqbyX5+vSGs8d+ubX2+J3dUFU/SHLjCo9ndGuSfHvWgxiMOV1+5nT5PGbRn3dOLt+5xH3Zfb0fo7v6t3e5OmGn32OPoqUnVbWltbZh1uMYiTldfuZ0+ZnT5VNVGycX357k95OktXbh7EY0Bsfo3ls1rx4CYHW5L1Cq6kyxwmpgTwsA0IWRo+WcWQ9gQOZ0+ZnT5WdOl585XV7mcy8Nu6cFABjLyCstAMBAhouWqnphVd1YVTdV1RmzHk+vquprVXVtVV1dVVsm1z22qj5bVV+e/HnwrMe5mlXV+6vqjqrauui6nc5hLXjX5Li9pqqOmt3IV68l5vSsqrptcqxeXVUnLrrtDydzemNVvWA2o17dqmpdVV1SVddX1XVV9XuT6x2re2kXc+pY3UdDRUtVPSTJnyc5IcnhSV5SVYfPdlRdO761dsSil+adkeRzrbWnJPnc5HOW9oEkL9zhuqXm8IQkT5l8vDLJe1ZojL35QB44p0nyJ5Nj9YjW2qeTZPLf/qlJnjb5mndPfkbwi+5N8l9ba4cnOTbJqyZz51jde0vNaeJY3SdDRUuSf5nkptbaV1prP0lyfpJNMx7TSDYlOXdy+dwkL57hWFa91tqlSb6zw9VLzeGmJH/RFvx9koOq6pCVGWk/lpjTpWxKcn5r7cetta8muSkLPyNYpLX2jdbalZPLP0hyQ5JD41jda7uY06U4VnfTaNFyaJJbFn1+a3Z9oLC0luQzVXVFVb1yct3a1to3Jpe/mWTtbIbWtaXm0LG7b353cqri/YtOW5rTPVRV65McmeSyOFaXxQ5zmjhW98lo0cLyeXZr7agsLAW/qqqeu/jGtvCyMy892wfmcNm8J8mTkxyR5BtJ3jbb4fSpqh6V5GNJXtNa+/7i2xyre2cnc+pY3UejRcttSdYt+vyJk+vYQ6212yZ/3pHk41lYqtx23zLw5M87ZjfCbi01h47dvdRa29Za+1lrbXuS/5GfL6ub091UVQdk4R/XD7XWLphc7VjdBzubU8fqvhstWi5P8pSqelJVHZiFjU2fnPGYulNVj6yqX7rvcpJ/m2RrFuby9MndTk/yidmMsGtLzeEnk5w2eWXGsUnuXLQ0zy7ssJ/iN7NwrCYLc3pqVT20qp6UhY2j/2elx7faVVUleV+SG1prb190k2N1Ly01p47VfTfUew+11u6tqt9NsjnJQ5K8v7V23YyH1aO1ST6+8N9d9k/y4dbaxVV1eZKPVNXLs/Aunv9+hmNc9arqvCTPS7Kmqm5NcmaSt2Tnc/jpJCdmYQPeD5P8pxUfcAeWmNPnVdURWTh98bUk/zlJWmvXVdVHklyfhVdzvKq19rNZjHuVe1aS/5jk2qq6enLd6+JY3RdLzelLHKv7xm/EBQC6MNrpIQBgUKIFAOiCaAEAuiBaAIAuiBYAoAuiBdgjVfW4Re9S+81F71p7V1W9e0rf8zVVddoubj+pqt4wje8NrB5e8gzstao6K8ldrbU/nuL32D/JlUmOaq3du8R9anKfZ7XWfjitsQCzZaUFWBZV9byq+tTk8llVdW5VfaGqvl5VJ1fVH1XVtVV18eRXnKeqjq6q/zV5Y87NS7xb8POTXHlfsFTVq6vq+smbzp2f3P/eOJ9PctKKPFlgJkQLMC1PzkJwvCjJXya5pLX29CT3JPmNSbj8aZJTWmtHJ3l/kjfv5HGeleSKRZ+fkeTI1tqvJfntRddvSfKcZX8WwKox1K/xB1aVi1prP62qa7PwthoXT66/Nsn6JE9N8i+SfHbylhEPycI73+7okCQ3LPr8miQfqqq/SfI3i66/I8kTlvMJAKuLaAGm5cdJ0lrbXlU/bT/fQLc9Cz97Ksl1rbVnPsjj3JPkYYs+/40kz02yMcnrq+rpk1NHD5vcFxiU00PArNyY5PFV9cwkqaoDquppO7nfDUl+ZXKf/ZKsa61dkuQPkjwmyaMm9/vV/Pxdc4EBiRZgJlprP0lySpK3VtX/TXJ1kuN2cteLsrCykiycQvrLySmnq5K8q7X2vcltxyf52+mOGpglL3kGVr2q+niS/9Za+/ISt69N8uHW2q+v7MiAlSRagFWvqp6aZG1r7dIlbn9Gkp+21q5e2ZEBK0m0AABdsKcFAOiCaAEAuiBaAIAuiBYAoAuiBQDogmgBALrw/wEU1o7D2dZ37QAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "_DnKFQyMdPDF" + }, + "source": [ + "# TODO Please combine the last two plots into one.\n", + "# the plot should show EEG channels 50-60 and the stimulus channel together." + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "o63ptfbDgnbM", + "outputId": "90892d4b-b4f9-49f3-8756-3c0033e40fc5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + } + }, + "source": [ + "chs3_2 = ['EEG 050','EEG 051', 'EEG 052', 'EEG 053', 'EEG 054', 'EEG 055', 'EEG 056', 'EEG 057', 'EEG 058','EEG 059','EEG 060','STI 014']\n", + "chan_idxs3_2 = [raw.ch_names.index(ch) for ch in chs3]\n", + "combined = raw.plot(order=chan_idxs3, start=200, duration=1)\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {} + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "S900Gm1zderC" + }, + "source": [ + "# TODO Please estimate the time between stimulus and brain activity.\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "gfOWRBBBgoCG", + "outputId": "1cefa737-417a-42b5-9432-e6b8a0c905dd", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 643 + } + }, + "source": [ + "chs4_2 = ['EEG 055','STI 014']\n", + "chan_idxs4_2 = [raw.ch_names.index(ch) for ch in chs4]\n", + "c4_2 = raw.plot(order=chan_idxs4, start=200.2, duration=0.5)\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/matplotlib/colors.py:263: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray.\n", + " c = np.array(c)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "rLSbojsodr9X" + }, + "source": [ + "**Task 4:** Localize different brain waves for different stimuli! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "7RVcoFYxOBeo", + "outputId": "fa6aac21-8cc9-4fd9-e242-178c6169a857" + }, + "source": [ + "# the following code groups all stimuli together\n", + "# and allows the visualization of average brain activity per stimuli.\n", + "events = mne.find_events(raw, stim_channel='STI 014')\n", + "event_dict = {'auditory/left': 1, \n", + " 'auditory/right': 2, \n", + " 'visual/left': 3,\n", + " 'visual/right': 4, \n", + " 'face': 5, \n", + " 'button': 32}\n", + "\n", + "picks = mne.pick_types(raw.info, eeg=True)\n", + "\n", + "epochs = mne.Epochs(raw, events, event_id=event_dict, picks=picks,\n", + " preload=True)" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "320 events found\n", + "Event IDs: [ 1 2 3 4 5 32]\n", + "Not setting metadata\n", + "Not setting metadata\n", + "320 matching events found\n", + "Setting baseline interval to [-0.19979521315838786, 0.0] sec\n", + "Applying baseline correction (mode: mean)\n", + "3 projection items activated\n", + "Loading data for 320 events and 421 original time points ...\n", + "0 bad epochs dropped\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 132 + }, + "id": "USb3eSTsS1We", + "outputId": "cea370fa-bed2-4af6-abbc-81b1ea28577f" + }, + "source": [ + "# here we see the average localized brain activity for the right visual stimuli\n", + "visual_activity = epochs['visual/right'].plot_psd_topomap()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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Zn5Lf/ZeqTurjfpeLc3SPcfbQ5TwP4iJvTAHacX4YK4xqf9aDxDziEOBqETkP13csxvk1gIuadI+IfA7nXLd4DZThRRF5HserD+h/NuwB4Is4+Upw8lJNsv8izlQQnIngL0VkCs5nZmUd6o7AKTtLOC3wMSvZV4IbzL9S8d1doKr3sR4O5mXl62btQFz8wwmq+u1BUJYW4H9VdZ91XZYqVhwi8mOcHdmfl5t5zZflUNyI/jvruiz/7UimtndQ1TOWl3cV7t0CfCxp8Aclkhm+XVdh1qyKAYC4iBS3q+p+67osq4Jqfzb4ISJ/Az6tqgvWdVlWFuLCYz6Oc04tLS//fwsGrbAMICKnqurNg6AcOwJF7XFKq+K/AINJ8EnMS/7039j4VVFFFUtCnPPvQ7pk2Lf/ClT7s8EPEfkYznGzt/PfoEdiVjRCVR9b12UZSAxqYbkKBxE5FxdybLe+jivy3QkMxU39pbXCQ7qKjybKXAGOwoWi2hLI9R7xi8h+OOfbDuB0Ve1vCrqKjwjEOar+HOeEOwX4PM6e80ScTedxqjq1Iv+3gC8DtwyGGcEq1h364c6PcM5zz6nq2b3yV/uuKrqRDBauxpkmPa2q54rItbhwfG/jHFajivwb4hz/PZxP3V0DXaaVjoZRxdpFMqUxvr/jSqjqMYn94w9wglEVH2H04so8nC3uv/rJfkFy/rO4CCNVVPG6qn5cVcvRSPYA9lTVfVR1YqWgnOBmqqsKVuHQmzs74QbpuwNBot3uRrXvqqIX3gP2ThSCzSKyOxAkHHmFpRfUOR/4Fs5W+tTE52hAMeiF5cQb9EwROV9WMFzPYMMG4ukQsUttIvKyuNV8yltfzmSn0LNKT1/HfeFQesKffaQhIkZEvtNP3f5XYDX4080VVe1U1flL370Hqro48bbfZA09yn8dRCQQt7rbkeu6LKuKVeWP9sTkBRcKa1fc6pt/EZFrxYWNqsw/kwFeIey/HeJWBbw+mbn5r8Sq8KcP7uyDW/4b4M+4yDF9odp3VUBEmkTkf5JoFf+VWEX+zFDV8kq7RVxkqrJJygu4NRkqsTEuKkeECwHYX7zoVcaAS9+rg0mS3wC3EswEYIcSOmYTvOHziQMLZJALPy+5qQHyDm4xi2eAZ2/U1nfXXamXjy6Uo13UoiVwvS7qVNUd+rgEgCSCwkRV/amIXNL7eBnXbKOqz/V1fn3GJMlvTAV/utDRI7EjiqjtQs3m4l+1O+E0i0xhSf6sVOzStY1V4c+KcKWPa1qAetwqhh8pTJ+whcSxjlVlQqw6QZUJMzqLo8anwuE5Y+StQtGeUl9387n19dOIeT2KtZs/277/7qx1Xf5lYVXbHwAROQi4FBdCcSpOu7OPuIVZDqYq2ADw/MhRdviw7BZ1Ww+fYMdsNEFahk2YsrgwcosNhg4fO3JY/M/Xpky6/HMHL/zqvjtON22LXtWFC59l/vxnojnznw1v+dMyB7HrGqvRf1VyZzpuVTtwqytu1Uf+j2zfdXvtEL/J87Yelg4mDGlKT8jVhtu/HJWGb5AJh+3cXBv9Zfr8k3+2+1ZzT9p0+AwtRJPjruKzUXvXM1Fr53N1T7y0wgvkrAusZvszDhcL+xrc4irX4wTnul5ZXwf2FJHHcOso9D6/2linwvI3/TpTiPWAguopRdVd6QkQTjsxD9NJDuEQ0hjgCbq8++gY8wlSY/KY7pH6JMnPxU0v3wr8/kZtHVQemAYhZfpYUXD5we9OAP53Gcd9YSJuGc31HheH9X5nrIcVYj2poPoxQerL5xYS8xAdDMWwKyki4K905h6gY+x+pMemke4FJSZJfibwN9w08sM3auug0o6tIn9WhCuVOA8Xou89lr/Ax3qB+btunY5jPaZU0hNwtpTdIQhf6ejkC+9N45CaPGc11jOnGHHm9Bk1Z8+cVXNpQ+PmKTHdYdte3HD0h8DjRvj5Nu+9+8Q6eJRlYjXaHxLn2PsSe8EY5+UOLm7tMju69R2/qh2Sz1n7uZw1xzaG/nYiZBABY3hiygd89mf3cv7Rn+KMQ/bjvemzOPSia+vffG9q/bUH77plEEVHEEVoKab1kzu8s2hm219mzuq4cfup7z27rp+rN1aVP724U8LFGSb535ej80Q+In0XwNmmtrHGk1NqrTmiObDjjBCKCMbAg/NaOeuND7hywhg+u/lI+8rCxRzxpxeapixqb7poq9Fbi+qxRDHEqlO32/zNRa2Fhxe2FW/YecYHr63r5+qNVeWPuBVdr8OtDDgj0UQ/iovfPLNX9suAn+F8Jv7Tx/nVxjoxa/hhumHI91P13/CEtzyR+w1yiEW6BeXZRPyWDjbEY19S+AgWYSIhY/H4HR3MWLKmG4EDcQuRvDtJ8hdOkvywtfxY/UIEQiNLbSuAzXBxEB/CjcSvrDwWkTP7uOZQ+oj5uj7hp7mmkT9MN3zXE973hDuN8EmD1HviCD2NEr+jnW3w2YMUFiFA2J8ULVh+Sztzl+RPC84J7o/Am5Mk/7VJkm9YF8/WF1aRP0twpx+udENV/5nEOf4+Lij+eotF+08Ys3Dv7a4Saz4UkVtE2EuEfHkpkgcXtnLCO1M5v7mJrzQ3YkRo9Cy3DB9GnTGcMHMGU0uVs8yMBI6Llccnjxo9efKo0V96efRGfcX+XidY1fYnsXkvYxGuexuXHI/Hra74kcOFQf02P8o03lBSpsXodcCuIpKxVhAj3PT0axxzw2+49ewTOPPQ/RFjGd3SxJPfP4d5i9vZ77q7mbVoMZRKaKFE1FHcqKOjdGpHKXrm7vqWf1+ZbjjpTFPT18pu6wSrwp8+uKMkq2EC+9K378R633cBTJL8zpMkf3uMfhgrVwA7GggNAig/mTmX8978kN/uuiXHjhmOWMM2Q2r5+6G78NSshRz5+GQWFUtorMSxSinSsaVifGYh1lfvaxj66O21Q478UaZx0FgNrCJ/POBXwNdUdQaAql6S9FFz6RXDWVVnJnH3j8CZ/Qx427RWo2H8X13z8I5YL2+L4qM6Yg07Y6UzVgqqFGJYrDHP0cVkijRjEIQOlBKKAh7SvQbkbGI2x2MCISn6rPgSborw/HVtpjHCeDopqFkq/YKu+c8ubxqiDBH5W2X0i/KxiAwFTlHV74uI4NZ7n6BuJaL1Cr9rGDqmM46vaI/14LYoth1l/iQcWhRF/IMCr1OkBUOc8CdKzCgtQhohRplDzLb4jCMg6Js/nTjN7P+7UVsHfJS6Mlhd/iQxO/fCDQYm4Djy/3Ba5DJ3voXrxOYCX1TVlV3JadCj45g9x8ddxcvjQml/LUQSF0poKaIUKVEpZlpngYumzubRRYsZnwnpjJX5pYguVQyQEqFeDB2qvFUsckZtHYflcoQVrhTlPsBYaTVGbjVGLtjsjbcWrpsndlhV/ojIwcBXksM3cQv0/ACnUZ6DcwZtoIdDpwBfStIeVLek8HqDc23t7p5wacaY3fJWaPIttZ6lxlqaMz7FpoBvzJrHs/Pa2GGTDVhUiJi/uIOuYglrhGzg05xNMXdhK+/MXcgPd9mcQ/MZopmLmDmjnWltXUwrFHmrs8jsYjQPt4jO92/U1nW6bPCq8Kcf7lyNW3L6BVU986PUdwFMkvyBwCUky25bhAbfUO9ZhvqGNgPXtS9iZhwxrjbLAlUWliIKcYxvDVnfMiT0mdbWxdzOAldtNpKJfkjn4hILFnYxv1hiQSliTjFibimavqik17TH8Y+ujRet05n2VeTPscBPcM584Jz3vo8bsP9FVS9N8l2bcOlA3AIpEXC+qg74DM1aE5Yfahp2Ykes13TFcV17rLRFMR2xMjuKeDEq8FpcZBYRPsIoLBuIRw2GdKJVLqpSIKYDpQ1lBhHvEVFEacCwER5j8MgtrSxvw00x37iuptdHGk/PDmuXSj+vc94KC8sfZfxr6AamM47Pao/iSzs1TnfFyuIopi1SZsQlni4VeC0qMifhzxg8RoglL4aUCgYhUqWjgj9TKTGViCIwpII/6aX5Mxc480ZtvWPtP7lDlT+rh9JZB/lxR9e3447iN+Ouoh93FdFCibgQ8caCxfzfrPk8OK+VaV0FUsbwmboatkmHtHgetSIEKpRiZXEcM7tYYlqxxJPt7UzuKrBYY8aHIftmMuyfyVJjDCKCsYIxgjHyoWflCxu/+uYf19XzV/mzejjX1mYMXGaEMz0RyRghaw1NvmGexvyr1MW/SwUWakw29Dlupy3ZdqvNGDFyBPUNdaQCn6iri7aFC5gxbSbvvP8h9z3/Bq/MnEdbV5GPZdPsTsBmxmNmIeKtjhJdPfLiG8DJN2rrP9bV81f5s3qYJPk64MfA5yrTPaDdwltS5LWoSBElay3Ht9Sz9dBaRjbkqa9Jk0kHFFVp7SoxfVE7b81t4+53pvNeWyftUczHUin2tCm2sj6L45gZhYj5pYhFJaVL4+eAk27U1snr4tlh/eHPGlfVPzt8w+FdUfxzX8yBscSoERR4pxTxQLGD16IiWxif3W3ISDwMghFo05jn4gK7mRAQSqoU1FBUpQNlQzz2RIhQphPxFiXupp1hWLYlYGjP0u453FKWR0yS/CnrQstshL5tdqpYLl7dZOMxgTW3xqq7RcagMajEvKolfl9o5+2oxDY24BNeimFYJNESzyXitbjIriYk6sWfxcRsjEeAUESZlvDnGdrZEI/x+DT28KcR+N9Jkj8SOH1daJmr/Fl1lL513HiC4DYTRdtqFGNUiUsRD89dxE/ems7rbZ0c3lTLlRsNY3wqRBRU4anWdp5v7+Tk+jriWIliRVWJg4CphSKfyWVJGUNrKeYfHe08tLidqxcs4BOZDJ+vq2W0FyAC1shIY+XBqdttfqvvm3Obn3p1rWuZq/xZdZxtanc3wi1GGOOJEIjgCbwSF3h8cSeLNOZTqSzXjGhh4thmsltsABtuyJ9mtfHG1JmcPD7xlS2VoC4LjTmmhMKpm7RgZs5h2pSZ3Pv2bO6Zt5AriwW2NQGj1VYqfcYCT06S/DXAt9eFlrnKn1XHJMl/GmdLO7ycFqG8SYmXKSIxfNwP+Vamnh3CkJaGNE1NaR4oFpnWVWTXphYk8JMLI+K6LP8JfE4bVk+8sIMpcxbzh5kLuLu1jR+USuzmh4wnoCuZbcVpsZ+ZJPnvAZetC3+u9YU/a9Rm+bUxGx/reeaVwJgDU0YIjDAvjrmmfRHXd7ayqfW4JF1LgxgyxlBjDTkrZIwQGWWRxPgWMlbcZgxpY3iaAk/TBbipjJF47EmK48gyEo+/0MmDdDCfJWZz9gYmT5L8KWvymftC2cC991bFsvH+tpt9OfDNS2FodgutIWWEaXGJ77Ut4KaOVnYKQr6fqSMUqDGGvLVkrJCzhi6BRSipMncq+PNPCjxHASCZyfDYmxSfJUsjhgfp5E900rokfw4FXvmy1By2tuuhyp+VR+nH50rpitO/Qxg+he9vSxBgAo9/z29l7yde5sLXP+TEDYbwz502owtlWOjjW4Mxggh8WCzxfqGIGMpCr9MYG+GCOXP5ZWsrIkLeM3win+NHzc3cP3IEQzyPz06bzoWz57BQY6wneNZgrZzs++blhXtvt/farosqf1YekyTvTZL81TH6uIExBickv0eRnxRaeazYyeGpLNfUNLIYZaNciJdNQSqF+D5vz5rPW9MrgqTEMWhMsavAMb98iF+/9DZxMaJW4ZPpDBfXNHBJto5Ilbtp55900dUThc/gTBpemCT5CWu7Lqr8WXlMknxmkuR/AdxPIigryluU+D/aeYsS+5s0J/s52lXZ0HqkPEsq5WHSAe90dvFOeyfiWdcAJdvM9i6OeeJl/jxzAXEppgHDQakcP6ht5OJcHQvjmB8VFvFk1EWxp/8KcOYf/54k+bFruy7WF/6sMc3ye+M2+0rg26vKx8WumLs7FnNHeyuHpLKck60Bha5YsSUIDOSNk92NQC0BY70AgJIqEUJBlILCnqQoqmJVuu1RwQk+W+GzOR6vUOQ+2tkSn+0JsE7jmEsbc/OFQf0GFxfmX7Smnr03BFbUoa+KBPM+vvUVgW/OU4VYoStSfr5oAfe1L+b4TI59gjSRKu1xjBTdx5c3AolmeYIN2M4PiHVp/uxFCqMsxZ8QYTwBW+HzIkXupZ22CdQAACAASURBVJ3tCNgGH3F/jTlr7r4s1fDlb3bOu2Ft1UWVPyuH6KZvW/H9mzWKTiKOoVSitaOT8/72Kg++M5PvbrsxRw1vgM4i8xd3UVSIBax1dawKhzXUcHCd89ETEeJIu899q7mJFmsxRtBEEy0WmsXjrKYGTmqo5WfzF/Cpdz7gW8OHcOyQWnzfYHxvpEn7f2w/cvfjMr958u61VR9V/qwcJkk+BfwG+HSsgEAnMQ9GnUzTiKPDLLsHITWeR0EUPCGV9fEbc1BbC+ksk/b/OGSScFliwBgQg+/7/PzwiWwuJXTqbIrFmGJRKcZKFsNukmJTPJ6mwF20sxshG/V002OBx06XmoNv0EV/XVv1UeXPymGS5GtxDmi7ltPaiHmcLtpR9iRkrAlo8A0Fo0gkZKwhm/XJ5XxsLuRrwzbGZgLwPLcl5rJDcyl+vsvmbKlQmt9BKVKKUUxJlWZjOdTPMk4DHo46uIsCEwkZ3sOf7UMxf7s4rP/EhV3zn19b9bG+8GeNCMuzd97qosA3F3Yfl0qcu3AOEsNNDc00iOmeJjDEnJjJU0rIUFZ1l9TFKYpViREn9Bgn7GSMoaDOuau8aYXQYxHGEbAJHk/Qxe/pYD9SDDUeNZ6h1poLb68dUvu5hbPPXRPP3xtG1g+yrA20HbSzaKF0gw28Lwa4NuLdrgKTZk5nuLHc2dRCRgydcUwhVkRgUiZPTM9qCLHqCvGnUMGf3oOuHQjYFI/H6OR9Ij5JiiGepc4zUu+Zn/5fXXPN0QtmXbE26qTKnxVH9KvLfPzgTlQPEz9Co4gX5izimDv+wm4jGnnp2D3IRTFxV4k4iqlL+Vy39WjKzn6xgsRJW1QOj5EodowKqsoWJkyEZCVKlDeqZeWP0Oj5fGdEM0cPqePcD2bw+OLFXL/FKGqzATYTBjYX3lk666DTvJ/cd+vaqJMqf1YckySfxa0gNxFcGzKVEg9GHYy3ASeHOZp9S9pastYwKhNww9BGchsPwQxrQWpre4SbOHIjfU/AWJduLdtt2AIzZ1IAoiimVIqJcO1RSSGDYU9STCfiMTr5gBK7EiZGZpIbnfIevLu+5Ygj5s9cKyvdVfmz4pgk+Sbc4ivdq+y+S4nH6WIbfMbj42PIWCFvDUMDj4leliHZgMbGFF5DFpsJMYF15hdlYTmBeCV2aK6jNK+NEo4/UdLfFVWJVMlh2JcU71HiL3SxGRE7EBCKocE3Q1p8+9i9DS0HHDZv5loJEbq+8GfAzTAW7Lnt+b5nLvR8Q+Ab3ogKHDV1Grtk0tzU0sJGnk/aGFLGkDZuROVMMJxXcdZa0saQs27LW2eeUesZ6jxDg2do9A31yX5Dkp42pqw97kYWw6dIsxk+v6eDNhvT6BmaA0uNtef8acjwSwf6+fuDJ7LUVsXSEM9eLYH3RZPysIHH052dHPH2B3y2sY7rRwxleDro5k/KOO5kre3mSsYYxylryBrp4VAv/jR6CYd8l541Bl+k2+YZoBbDYWQYIZa7aadolCG+pcGz1Hr28idbRi4zHNtAosqf5SO660cGa2/H2sPwA/B8fvfae3zqFw9z0d7bcfMBO1GbTSOeRYxx/32LWMF4FrGmO5pFZfWWzTA860wqPN9t1hp8z7i08jkr7rw1jMuneWSbjagPffZ7cQrTBLzaNLYma8nnby5dPumotVU3Vf4sH6dLTQD8jkRQBniVAvfHHRziZTgsyFLnuf4paw11oc+QIWmyoxrxRw2Dxkbw3WwocQxRlAjMSZhKa3uEH89z/EveQ6SJgqjCBX0YlsPJ0IlyPx2UUDZL+2yWDsJRYXD31O02X2smPVX+LB+TJF8DPEQiKCvKcxT4O118khTbE2BwfVKtNTT7lkbPY0g2oLk5Tboph82lkNDDhD74vbYgAN9HPIM40y7AhX8oJQJzKZlJBRiFxxGkmUnMI3RR6xlGBJbhgVcz1PcfeH3sJtutrbpZH/gzoMLywr23O1VELifpRJ7v6uSEd6Zy0YgWvjK0iXTKIxVaUmWhxlhyxpK3bssl6elk6xZ8kuOsteStoc6zDPHd1pj8b/Kd4JM2hn9IF+2i5K2h0bPsH6Q5xs9yR2kx04jIW2ffWmPtN18evdFXB7IO+oIAvshS27qEiAxNQvcMGnR8duJ3xLdni2eRwOPhRW2c8uaH/HzsSE4b1kA67RMmHCrzosyJvLVkjCVjDCnp4Uyqkk+J4FznOd40+ZZGr8wfJwR7Fv4uXYgR6j1Lk+9xWJjl4CDDTcVW5hB1D+zqUt6P395y0+PXdL1U+bOC8LzrsN4xGAvGcuu/Xubsex/jD6d+mmO2HeOEFGOcgOy7DkesAWuc+qNXnUpFkltrQrBW8D2D7wlB0CM4+4HF8w3vRiW+MXUm7aKEoSWXTXHd9mM4ecxw9n3sJaaU1E3V19UZqan5VfSL731iTVdLlT/Lx8/zTdLkmztw4RMBeJ4CL1DgeJtlKy8gZYRsEgmjMfBpaU6TH9VAsGELNDYiQehMLsBplqMISsUeoVkVjEUSoVkCjyBwQo8Vp4CeRYkn6Oye6QoQ9iPFaPH5g3TQGFpGZ1OMHl0T1o9t/n3pnEN2XNN1M9j4M9i4A3C2qQ1w9skTwAnK/6DA25Q4hDQticN42jg5ZUToMcT3aSkLykNy2Jo0NhNg04ETjBPhGN/vGWj5PiZw3LHWDdjLQlysymtRgSfizu5yZbAcbTIMsYY7osXUeJaWwGdoY7q2ZWj24fYjdhvwZaF7Y7DxB1aNQwNmhrFon+23AK7DOO3cc60dnPjGB/xs7Eh2z2YoleLucErWi/GKbvopTobSEe5ll/8ryUwWjng9x0qU/E8ZyKhSiGPaY6EzVjImJls0NFlLk7X44hwGR1mP0bHHDxcvotn32C0IyGQ80invihk7bPHE0Gdee3qg6qI3hHVPDgAR2REXB3UYMM8lSQMwDfipqq6xOlgeuk7cZ3cx5uLy8Z9nLeCMV97nNztsynapkLiriIh0a/msJwTFmFKkxC44uxtV46aiyhwpR0ZUHI9idfuV/CklJj3tUYyNIV80NHmGemMJBDLWcIDJsIHvc1nbQq6t9xmRDclmfcmkvZ8tnDj+n7WPvfDWmqqbKn+Wj+jBm47A8093jYTl108+y0X3P8Gfzz6GTWvS0NnpOhybaJUTQVk8i0QxKj2L1Dhtn1Yc08096X4PziTDmLKdsyIiZNWQ8Q3p0Lrp1LSPzaU4Z9gY6pvr2P/ef/DoGYezcb4G8rU+2dwvo4dv2cp+4vOz11TdVPmzfDR69oySclisMLcU8WISr/1gMjQb14/krJCzlibfZ2hLmpqRdQQjm6ChAQlDxy8jrqPS2AnIUQSJMzFRIjAnPDSBxfqWIDAEnSZxfDJ4Uc/8ViiGoYFl9zDNo6UuLly8gEfGNpIf04I3sjlHU9Md0Y3fHGcnXda+pupmMPBnMHMHYGhgL5pW0D2KSYfzLwrMJOIzpAmTt+mL0OQbNgw9mhNBecgQJyh7tRlsNsSkwx4tcllYttbNVBgDUYSEQbfA7FnBJppaI4Iv4AukxeCJMzms9wzn+iF3Fdq5ZPECfjNiQxqbcwRDa4f4Dblfl847ahfvB3etwHqeq4bBwB9YfQ4NiLDc+qkdLVZuE3Wr9rzb0cWxr7zDtZuPYt+GPFMWd/Cf9g72yWXxrKEUxZQqBB1VJY6c/V9Z8FHVbjtU1R6BudsOVaGgMTOimAbPko7VxWL2DKcFeWJVjAiBQGAMKRGG+j4Xex4XL5rH7bVpxuV8UqG1Qdq/tfXAnSbkH3iqayDqozdEGBRkwa2Zfq6qLrHUqIjU4ZZHXicNTvGLn8yIb2+BSDCWlxa0cdozb3Lnx7dgx7osL8xZxLzOArtnUxgr+F6MXzLdHIqimKik3fuluCwU93AGluSRKnRpTFsUU28tKROTNUIDli/47rPwkvcWJCZD+wU+Wc/y9YVz+V1zlmH5AC8bZmwuvKXz+L0npn711zUSx7vKn2UjevR/m/CD6wHQmEcnv87X73iIP3/9c4xtzPO3197GKxX52JAa1+FYu6RGeQXRLTAbF96yPXKLBrQEPhorYoQxQYqr6kdiUj42HWBzKWwuRHJZTt5lGIszWT5zywP87btnUp+vhUxuCKnM9cAaM8mo8mfZeKx5xMZZay5rwk1h/0cLvBwVOZg09WJ5V120rY2sT5PvMbQlQ83wWsKRDVBXB2VBubKOowhM5ELGlUfspWKPptkYFscx81XxfUsgzkl5pLHUxGkCAznrzMWGBh5Nvsd5LTXUdbZx/DvT+PPe2+ENG4rUNmxCOnMZcPaaqp9Bwp9ByR2A22uH7FDvmfNiLDMKEc9rF+9T4hAyhAjvUKIRwxZ+wEYpv1tQbmpKkWnK4tdlXRuRTi2pTfb9bjt3VB2XSiU3KxF6LBSlw4JvXKQWA2woPg3GkjIu+lOtVzY59PhOtpErOhdy7sxZ3DNuJH5zLeTzOxKGXwcuX1P1M0j4A6vJoQExwzCB9zXx7U7iGTpRPvfS25yz8TAOHF6PSXk8sKCNu+e1kkp5pNOWdMrjQ4k4ZcYMZtuYdMojk/HJZDwyGY9s1nOeoRmPXMojl7JkQ49s4JHzLTnPkvcsL5WKXNI6H0So9Sx1nqU+2Rp897/O86i1lhrPbRPzWc5vbuScmbPQlCGVT+HVprfyajMXLv9JVw3C4LDZUdVrK4kiIqGI1KjqAlW9dq0XqFwO37tUPDtGAo8FUcQxT77CD3ccy8eHN2BCn9/PXsg9cxZgMwFBJiCd9nih2MXJH06j4AvptJds1vEn5ZEJLZnAI+Nbsp4z28h6Zftmd/xooZPL2haQMeLMKjyPGuvMMeoS7tR5HnXWUms9akOfw1vqOLG5njOnzkDzIV5dBq8mvYdXlzljjdUPVf4sE9a7Hs9vxvP5YH4rJ/z41/zqrOPYcoNhYC13vfAGv3nprbItBYhw99szOfzRF4nivsc3ZQ1ypRlGGSbRMP90+ly+8s50Z8/sOXtl61uM7/UIyvkUkstCLgf5PGcesAf7brs5J910L3GuBnK1SLbmyPiVJ49YU9VT5U//eHroBhKKuSVtTDZnDF1GeTjq5HgvxwaeT84Kr8ZFXokK1FhLbT4g35DmlrkL+fwTr/YIysZWmGDEPQ5+UckJyMUCFItuievIaZwvfmYK35gyNQlL2FMmI9DgWUaFHiNDn5bAZ3h9mqHD83x/n20Y2VTPOU+8gjQPg4YmqGs4M/rTL3ZfU3U0GPgzGLkDcE99SxiK3FbjGTvEt3R4yvMUOaBCo/w6ReaYmBGhR6Pn0Zjy+XWhjYtnzcWrz/a0EZmM29JpSKUct8JwScE52Te+5YIp07hixhysdbwrBz0oxBCI0OgbmnxLvefRGHg0Nqa4YduNaTeGy96e4QZ6NTWQz18UXfvVLddUHQ0G/sDqc2i1Ncsdn524haT8i03RQBRzyRsfslEuzRmbDu/ucL6yxQaUSjE2jpFChC1FbGRS7FOfY1Q+RUqk27tclWQBgOQ47knXRKOs6rTP+6ZyNIceI/2AUilewiM0xo0EPOOmAELPkEpZ0mmPk1IZXqHEBdPmcMPHNsNkQmwuPK/01cN/6111z4CPUMs2O+saInIYTgPRDtwJHA+oiDypqt9dF2Uqff3I3QnDs8SWkCji7Mcmc8CoZo7ZfASoolHMRRPGEEcxUiiBLaLWsGVdlv06umjO+WjkZiSiyC0eESXmPXEFp8qo5NJhQQ3bpFPUeb7TSCdmHHE5MossyZ1U6AZy5w8fwYuvvceVU+dwyYabY7JpyGQuL33v1Ae9b9884OYYVf70j+gfvz0CMUdhLLExnHz1L/jypyey97abOdMLEX502ESkvQO6Els+VSY05Zk5vBFrZMlo2hXoEZR7BGcxPfunDmvggELJmWIkNs9iDZLESrW5EMlmugVlcaYXXPml49nzm1dx4x//xpdPOBqCFAThT/X9lx+XDbcecHOMKn/6RxDYM0wp3lNiFyHnpx2tHJfOsY0JWBzFxMBnyTIssK4/sYJ4ht1GNpLrjJ2WzySh4cqIFUzi4AdOiFYXwpBioVtDePZWGzL3nTmU5nUlZmMOBhc9oCHxmWiqS9HckiE1qhG7wXBu3mZrdvrhr/nty+9w6L67g7EC3Bo9dsc4O/HYATfHGAz8GYzcAfBFLhRhK6tuoureUjtHella1NIex8QKh5sMQ33bE7Qg5zMxrGVeNsCrSSP5nBOQw7DHAdQmtu02WRwrMU2lVHLnfI+vb7Eh7dMXoHOLRAqF2EVU6dKYGPdbLjiCpa42pK4+RTisljvGfIwd73yCfXfYkt2HDAHrhRhzW3TDN3axp18+4OYYg4E/sPocWm1h2aT8m7QUh3iWf89cwD3T5vHUftth0kGPfZ9xI4m4UIL2LrRgqDOGr4xu6blRXI5juqRg3BPfVJcSqNOxskcmcIJOMgUfR246vhzKqeydHgaWMHTCspcN+UHzGHZ+/CX+2trOJ4c3kEjSt5SuOH2cd/4NAzqdLripkkGA84A9gSzwAjBaVWMReRJY6w1O6cITLanU/1AqCcZw3xsf8sKcRTzz2YludlydOY4JndAcd5UQI8S2RIsVzkoPQ6MYjWN3PhGY49gkpjyJgqdCWu62YVYlHSlN2cAJ2Mn1cVQWsntzxzju5FPYfJob99iKnf7wNEdsvynjh9VAOp0hk7kR2G+g66nKn74R/fsPeYy9vnx80wOP0Vksct7hn4Co2C3tWpEeW9LEbnR0Ls2kzUYSdxSWuKcztdDk0gohWaTb/KLcrjX4Ho2BD0Z67KB9021PKKnQaYpyOSSbg3wt5GsJcrXcdsn57HHa1/j0gZ9i1OgGxHpDMPYqei2JOxCo8qdvvLHZmBFBYC4zAlJS7mxdyAjrcUCYpl0VT6AzGXSXuVSKFCJl67oc45qblpitWMKkJ1acJw7uvyoUC2hZWI5jhqdDGjIh0+d2dYc+dVq3ssBsqMsFNDaEBMPqsM0N0NhIvnkYt3z1FI689GdM3PVj1NfWQKm4CXF0IXD+QNfTIOHPoOIOwENNw7a2IucJUALu6FzM9n7Azn5Ia+T8qMqRA2t953weGqd4+fjwGoKWWjeYLmuTgwAp2yiL6ZmxAIgjJI7RspY5DNmkqYbO9gIfLFjkstAz4OqMFcE5FOaS2fpkFpSWxgauO3QPTrvrr7zwnY1J+QbieEc0PhO4ZqDraZDwB1aTQ6tlhlE655CdbSbc1WYCSPt85YW3uHTHMTTXZ7GZIHFuCfFq0tjatAublEthQg8J3HSlCX1n35cLXd58Ci8X4udShNmQVD4klQ1IZQPSWb/bXCOX9clmfbJZj1zOpybvk88H5GsCaiu2mtqQ2hqXnqtN4ddn8Ooy1DXmuXq3rfja029STGcgn4d8fmvJ5fZfnTrpCyKCb5be1gHaVbVLVecBU1S1/G0V10VhSKcPIgw3JQzp9AO++vhkrv3EjqSzSeORTiPpNJLNYHIZJ6hmQ0zoO2EksJiU5/iTCfEzIWHGcSWT8btNM7IZr8dUI2WTzes2+8llPfK5gFzO8aQmH1BXF1BTm/CoNiBbl8avz+I15PDqMowY1shFe47j7Mcno7kckssh+Zp9ozt+MG6gq6nKn35g7AkY24wIcxe1cdFt9/DTs0/CBv5SkS26R06qyWpqveJ0saRNco9DX0+6qdjvdaE7aYVyJBcTes7+MAyRVMotUJHJuv+pLJuP3ZQzTjiar//gOsTzwfpg/WN11rvDBrqaqvzpG6mUnRQGNusHlpmUuKdjMV/N15G2lpRxkXM8cTMPbmEjx5e4FKFR3DP46gsak2h73Fa2Va7kYeIUKuKcoDzpWd0sMM7JLwwsQa1re6itRbJ5CFPsMm4LDtp1By6++c5EW12Azo4vRvf+JDvQ9TRI+DOouAPgiznHF7EW4d2oyLPFAiekc+SsUOvWcyCfxFPOGCE0QhgYfN84M6104Mwtuvu6DKTSPVsQulCEfnlxkkRQTkw0bDbAZkPClIefcMdLXktJla5YEYQwsKQyro+UlDPrOGjcGLYc2sg1f/53ws0SWiyeU/rhGQMeTniQ8AdWk0Orp1lOp79EqYTEMb/7z/uINRy/zWh+9Z8PiYETtxrVE/JEBIkifGsoiSAdBeKSa2iMZ8Ga7ilOAI271YJor/9uel5d4ZN0jWJItIO/nDmPksLJQxvc8rVJ52USgppMgEmHfLq5nmtfn8btb07nlN22dWRNZ74EPLxa9dILIuD5a3Rl8RXF9iLyBG6wt03l/jopTcIfSiVuevZNthrawN5bbsRP//UKQ7MpDtt8wx6hRxW6upyWMIGKi0gguA9yCZ5EMSZ2WiB3eSIYlc9X2maUOZQk3Th9Lk2+5aihzma6mzsZZ4dabtw+//Emrn/hbf747mwO3GkbSGcgnf0SMGkgq6nKn74hnne6JiG5rrrzfg7ebQfGbTKKy3/1WyaMGsp+YzdcUkAuC8mqPe1L8tLFCFpe0loUrFBuSis1yktGxKBbmyhlE4zA44r/fMh2Ixv49JBGN7WaSpe5AakMEqYhTPP1L53K2Imf4dlXXmfC+G3BGA9jvwBcPKD1VOXPUlg4cbyfzXinFgoxxkb8fOYijs7nGWYtP2ldyI5+yHBxYbkMPTGQu9uOqIJPlYOvSiFAY6dc7s7Ty+BH3ADL91yM90CEnBEeLLaza5xirLiYzSb0nZBTnqYHKJW4+ISD2OqUb3LOwfswurEGOjtq6Wg/Dvj5QNbVIOHPoOEOwNNDN6hLGzm2qCAKv2pv49h0llCE2zva2MtPUW8NBXVBBlLGEIgQpjyCtI9JJYJyyjn1SZiCMJWEt0y0yWXTnjheop1RVSgWkVwWW9NOLttKdoEzucha4ZGoix0JKagLeiCSDOLLS2cnzoJXHLgLu117N1/YeSvqQx/ieBSl0oG4EHgDhkHCH1hNDq3yE5Qun9RINnsU+TyayXDZM1O4YM9tkZoaWq1Hm/G6bfWoqeHe9+cySyxSk2deYLj4zal02p4pS5sJsdkQm3dOMXEm4JIp05gqJB7lKUw25PcL2uhI+d35bG0ary6DX5fBa8gSNGTxsqFzBmvI4jfm8BtzzM8EHPLU6zxXKGJq886GsLaWCz61C1c88QJxNge5POTyB0b337jhqtZLXxAhic265La2oap1qrqHqu7ee39tlyW65cKxksnuI5kspXSaq558ie986uOQydCGoRUDWef0EKcz3PHGNBZ5AeRyvBtFXPrGh8SBhwm8pDNxI2eTDbGZkLbQ4+J3Z7IwsJissx+NUx6/XdhKnPEd18p8q03j1aTxa91WDvflN+bwGpw2eYooBz46mbdj45wiamrw6ur4zsF7cemf/u2m2HM1kMsfF/3tnpqBrKsqf5ZG/PLje2Ds1mIsCxZ3cNPvH+H/fe5wMEJrRydtHT2BbQqFIr96/g26im76+/nZC/nR5Hf7vrFx4S1nlUpcNnUWBVFsktahyu/nLkLF5au0U8YK4ltM4IEnqPV6wj8FKZ58ayoHfPsa5ncWuzVGmVye8778BS79yY1gvUS77J2mi2YP6MqqVf4sDVuTOszPp4am0x6ziXmsvZ3PN9Rik/dcRPHEaXhjgadKnUTJgPrvCxdz0+tTnaY4itDyQAwSiTrm9elzuPi+x4mjHgF5blsH901OXBoS3pjAIwwtWc/Fim/yLVkrpK3zl3CyjXLvlGkc/os/EhUKUOiCrg6GhB6n7r8rV91xH7QtgvY26Fj8pYGuq8HAn8HEHYB0yjsp5dlMaAxvl0p8EJf4RJhBgQ6USCAwLtxgJPB0qYtADEFgeKR1MXdNnd3dPkgqEZSD0G1hyNMfzORHD/0jcegLIAj5sK3AI1OmIqm0M93IZvHrMmRrUtRlfeo9j6GBl8QDd8J5jFIsxfzPB7P5wj9ec06mhQJ0djKmJsMBm23IDY8+69K6uqBYXC/5A6vPoVVulKWm5hQtlULimL+98T4F4JPbbQEoX9pz+56MQUAJ4ep/v0aHbMlxY0cwOxbeaO+i3bPkUj7iWV5f3MEPX36fq/fYirp0SKGji7c6upgjyuhsCKrMaevk/7N33tFxVOff/9wp24tWzXIv2MYVbFwwNhhMb4bQWwgQIIRUCBAgBAIhBBJKKIkDSUggEPKjJiG00HtzwRjj3qssyerStpm57x93ZndWdt7f+woF6+ToOWfOate7M7N3v773e5/yfW5fuYXyWIjDBpSTsx0un7+K80cNYFpFouAZvLAsqvIIBaBraKZOpaYxZ3gNIwb2UyTe3dUdVFlF5Usf88LqbcyduR+Ewjqh8CXAdd0dm13GSohesbMSQtzw7/5NSvnTL/NeiCUvxbYEts3f3l/MyJoKpo4bCbbN1ccfpBYh9wdtbE9z1/tLqU7GOGxAiq15yaqODHZAx3R7Eb/X0MJf1tVy7wF7Y2oa7a0OazM52kydylgIHMmK5nbuWF/L+Kok45NRmiyLaxev58pxgxmVjLiYEVxWEUe45EcYOiIYYLBIMGdkBzU11ZCIqwkrFOak2dO45m9vMn9rA9P2GQfBcIxg5GvAr3tqqPrwsxsT2rcQyq3z8POvctQB+zGkphryGW457yTIpKGzAxyHtTtb+NV7S9m3LMrEeJB1LZ2sbOlwz6N+8+frW3i3oZWfDVdZEI2WzdpMnhwQc4nxgrZ27txSz6zyOFWmweZsnts27uCnew+kXyBQiEJcf8BYNccEg6pRRSjE6OGDmDNtX5Jl5RAIIYwAaAZf/+qZ3Hz3b9i4rZahQ4eC0Aai6ScCT/fYUPXhZxczEpFv2YZqPvTohlpOL09SETRpyea4PK7WzjbbxpKStbbFv3IZjoxECZga6/J51tqWm1Oq8pUf/fhz1u9s5fq5s0FobGluY01dE5bjENBVwdZLyzfw6zcWcPTwuQQMgyWtpJzY1wAAIABJREFUnfxm2SZu6V9BqiyIaFGh9MuMFLoQxAxVZyN0jX1TUbbaAj2bhk69UOj1nUOnse8P7+Jnx88iqYPMZfe17vreTOMH977fU2PVG/DTm7CzZdIYEQ4bl+qGjZYV/KOlg1PCMcKahuPAJeE4mucBBj6187yQ7eTUZJJwyGB9Nk1nZ86NOoUgEOK37ywm68BlXzkMNJ31O1tZW9eoin9ddZXHFyzjjc9WcuTEryKAN1Zt5u/z1/KLkTVUdeawLBVl/YGeJCslUU0jKDSEgKnhECHh4GRyaEZafRHH4fLpYzj+L69y1QHjMFWd0FHWT84bYdz08LqeGq/egB/3Pr4QhrrvwUhVXiLcDkUPL3mTr8+egl5RUeha5IWrhGFgmgFevfJcQo6FbG1lwoBKnjp+GjJvIW0HoWtEkZRFQ5jRKAQMksEg/3PizJLwaf9QgLdOnUnM1cE1pSQaCRKOR9CTXVK1vIRDt6I0YJr88LDqghyLCAYhqCpQLz5yFg+/t5i5R8xWrwVCF9kLX/qJPuVoq9vj478V2CM7qd3YW+7jRcAyYCEwGfiPd/Hxm/3KwyGSZecprFg89OFnXHT0bEiUqd86lwM7j3DzAasiMd695nyCdh7a2pg9YgCza8qQ2RzSTeVJxoKkokHMSAhdEwwLmjx5zH6FcLt0JBPDKd46fhoxt3lAIG8QCZuE4iqfvuAlFKKob+kKxMeDQa4+diAirELoXmhdD4W54NhD+PMbHzNt//1ViD0Q/CY9SZbpw4/fnJUfVaObJyMEWPDwP1/lzssuUr+b0yXFBhhbneK9i48nZOUhnebkvWr4ysAKZM52c401kgGDZMBAmDrYgn3KYjxSFlMncDdRc6rK+FdFgpihgyMJSIewqWMEVN68Fg6ghX3hVS8FIxiiX6KMq847Xc07RsD1JBvE4iFOP+kEHnniaX589VWqw5sQ36QnyTJ9+PGb9cPTxxrlsdkioJMVgsfrm3lmzFC0vKDTdnCQJAMGZl7lEc/UdWaHowxKBKmoCHFh/xrMynghxVAYBslohGQm72riOhw2djiHjR1egsWzZ0zkxIl7EUA1LAlGwmr+qU4QDaaJRDJ0dFhkshbSQcmnpsLokSAjQibfHdUP2d6u1tVADnSdASYcPGowT7//CRdMG+PpOn8T6DmyTK/AT6/ADkAsZs4xTW10JqvRKXO8k03z3YoaNCDtOFhSEtc0dDcycJQR4cRojMpkkHBZmMsGDUCvKodQSKVfhMKUJeJkHJRnWWicfuhMTj90ZjF1R0ouP/lIvnns7EJUKxSPEo5FCAyoQAjBYKORQF0n0bYcHbZDQBMkggahkMEoQ2N8QMNqSasGJlJCIMDEsgiD42FeXbGBY0YOVG1KNe0SerBQtJfgB74ghrpFlu1XHt6L8soR2Db5TJZ/LF7FzeedDIlIQRZH2G5Bg66DGSAUlCpMpOtqEQFEPo9wHBCCYYk4v3J1UYFd8wzdx1goVLx5TePOo6arJ8VqHPVc60J6XI1CEXRDHQF3MQsEOXnOAfzgz8/SLg1ioSgEQtUiEJwIfNKd8elq6jb2fDWolPItACHEdVLKc92XXxZCvPKl3kiiYgqOlcK22dnYxAcr1/PkjZeBqatiFTNTFGCXDgiNkGFAZzvSI7DhsFIgcAn1pGiYSYP7FfK8hFtMI/w5hUBCqjxAIQQpIfj14ZOLFe2ep8jDjIdVVyhehDyiHPIVYYQ469jDmHXJtdz7k6sRoQgEguPlps/7iyHjt/fEcPXhp4uZgYNxbBNbsGLdRhqaWzh4yj6QSxe7phVlTwAImYYqZKGobIEu0KSO40gOqklxYEXC3bwLd5PlXs8t+kMI4po7ZTqSASGDuyeNKKQCaUGjmFvqFfZ5RTq6W+Wumwi3HTeaBprO2aedyqU/+CE/vvYaLx96Np0tASLJUqmObloffrpYefkRdHSg6zofbG+kfzjIuGSErVvaaLVsIppGNGoSFxBqz+M4kmQiQGW/KIHqhNLFDYd8+rcmc6eMczutuRpwwgNPIfEdoUEsEkbmsmCajB3Uj3vKosh0BjsexuzMEm3PYLdnsW0HI2hiVsQQhka+uROZaSEIUF2NDIUKc92ZE0fwhw+XcsHEYa6Mj3H4rl+6+9Yb8NNrsAOYFbHDtfYsWkeW95pbmRIOUWUY1Oby1OVsIrqgwlAFfTqCsK5RWRYkVRnGrIqjJ6KFuheCamN91mEz1Trj5St7VpjHHDRNJ2qaah7TBAdM2JsZQ/pBaysBQ81BA8NNROo7aG9XU0ckbGLogo6OPE3NDjWiiZAm0G0HPWyBaXLW3oN4YukGjhnudn8OBI6gJ8lyL8APfHEMdc+zXFY9BTsPjs178xczclB/BgwfruSaslm3OlcJsKurGOpvIYrVnLqO51kEihOPpu2+ct1flOW1fvQTZK+Dkv9vH/kRhlGsLPXnBwUClAVCTB83itc/W82JRxzikemp9BhZFpi9IAzhs81CiAdQ328SsOXLvLhIlE/1KsRfeWchB0/Zl2hVtcJNLqvwks+pw19tLlwiGwwWCa7XIcv/u/9fsFPyX7Yg+aQVSbJ/c2UYiEAXzHgkORgubLr2GllFVXmKBWs2MX3qfkrdQDOmAM/1yHj14afEhG5MkW4DiBff/ZjjZh+Apmlq/rHUvKRCl0WvTMG8opmCgoWmvMmFc2tFpQNPLcP1LBcePXNbZmsB1VFLC5oFBQw83JjuAiiES5K9eUtTh6YxY/o0ttfuYPOWLQwZPBgggCo6Wdgj49WHnxITldVTZKAZNI2Xd7Rw7OBK7LxNQ3uODschYejEogaRWIBYLI9uaISr45gVMfRoqKhgEAopqS8zoJQKhEDJxImChxn0Io6EBjoIw0AGAoVOfiIUwojlIZ9HZnM46ZySydQ1tLCJk7OxmjpIN6Wx27NEHAfKy91iMI0jhlRx0eO1dLR3EFVqB/2te38wwPjeXdt6ZLx6F372KHYAzKr4FBEwQBO809nJ4fEYlpTU5S2aLIeIrrv5yjoBXSMRN6msDBOoSSpVk1hMyUm6XmXluHOL+8RuxtlTVtEccHwOwVAY4bgaLUJgGAZ62ESPtZBoaCOfdxCaIJux6ei0aM7kyWRsRmiCQP8yVQQfsjluUDm3fLgcx7LQ1No3wbr7sqBx2d090tG4l+EHuomhbpFlkSifojw4ed5dsZFD9t8P4inIZyGQhVymKMBu20UCY5iIUEh5Bz3PoUd2PKLivRdKyY7PO1i8ER/R8Q6XIAtdZ1NzB2XxMIlYpDihmaYCp+kuaoYqwJkzYwrvfLaSE+ceB2YAYZhTgN93Z3x2HTAwekcYAgAp5YVun/QRwB+llB9/mdcX0cQUVRRj885nKzl05nREJKE8Lppe9OpquuqA5W2qdF2RECiSW1eztCSqoL7kroS55CZ8GysPN35BeNNkbXMHA6JxwrF4ofCiSJRDYIZUTmogxKGz9uedT5ay/4wZCmc9SJb78NPFNH2Kqgp3eHvBYs488mCXKLtYcZxC8dVuCbPrWZZCaSqr39/nidYEomtnP6+Yz1M78KlfaAFdEWWv25Yb/VhR38xe8TIlk+RfBD3saYow64bBnIMP4p33PuCcMwd775pCD5HlPvx0sap+U4RhIKXkndomfj5+CE2b22i0bDQgomtEYgGCA1IEbEfJmpYnFUn2d1MLBoubIX9EVMdNB3LXMs2nguGoaIIwTUVygsHi/OY4CMtCz+fRczmW1TUxJmAg27M4nTmaW7I0NmXob9lExzuIWAx0nYSmsU91io831jJnzDC1/gkxBegRstyb8LPHsQNoleVTTKMFgA/b01w6KEVLc47tOQsHqaT/hCAeUWl+qVSQwMAUgaoEJJOQSCCiUYjGFEnusqkGKDSyUV/aJcp2cZMNhQiacDWZpevcCYaCaLEQa7Y1MgpBOm2Rzzu02Q5NVhaxoZXhuqY2f7ZkSNgkbhqs2NnKuCH9wTBMNG0isKBHBqwX4Qe6j6FufQMRiU+xAmE+21zPR8vXMGPqFEQ0jgzHoHBE1BEKu+RBV39HYohIFOG1dozF1KPnjfEOf390V4SbYJC17Rnu+nAZMlgMd/rDniIYUuHycITLn3mTX7y6AKJxpW8ajWOHYizcUo8MR937jCNCUWbsty8fLV3BZ+s3kXMA3ZzSnbHZ7XgJgR7Qdzm+bBNCnChc15iUcr6U8nEp5cdC2Ylf2o0EwlOyjsbn6zbz8ZLl7D99Gqj0FwhGwPTyyUNubqdLaM0AIuDlmwdLc0P/b9hx844xTT7d2cbvPttQ6gH0f94Ln4fCfP2RF7n/3SVFLIejZLUAizftgFDU1cWMQijKjCn78dHiz/hs9XosCeh6H37+U6bp+7V3plmxfhPzlyxj/wl7I/M5pG35dG2tYkqGR6C7bpgK53O9xm6+uvC8zbpWOIQrbfleYxtPbN2pij8DBsJQhLlAkt0NVzpvcfb9T/H0R0tKLtXR3sHnK1YXXxACEMyYNpX3P/qIpZ8vw1HKCn34+Q+Ys/z9CNUDxzQHoqxoz/NZfQv7mAb1TRlsxyGh68TjAcxUFLMmRWB4f/S9hsGAAdCvH6K6GlFegUiWISLRYiTKH+UUmru50tx0m2Ir7BeWruGfS9equSwcQURjiHgcUVamiFQqBeXlbNQCnPXSQt6pawVN4DiSfM5hQ0uGt1Y20LlsG7KlFdJpyGbZv385727awYqdrUi1+f+vwk9vwA6A/YcbhlFZWdEQDLE4pyIR/dFoyufJO5Kk26UvomkkEyr1IjionEC/MhUNKC9HJMsgkXI118NFp53uaSkH3LnE5U0FpRyTJ96ez5tLV6v3eJKUkSgkyhApdX6qqlgoNM77dC3rNZUvrMo5JOtzeT5q62Dr5lbsljROJofMWUzvl+StzfWsaelEKmfjfxV+3Pv4QhjqlmfZ0oz9Dj7jHD5bvgrT0Ln7xmt48aPF3PqbB3n+vltU3m9OZ/nmWh5+4Q1+9tW5GMGgG/bUCx5BYdu+HEOnuGOSTol32a+Lu3xnGx9sruO7hoHptYQUQoHKMIseScPgtnPnUlGWVPqmbhrGO5+v4Xv3PMSzd93I8GEVrsc5yPhxY/lk+SoOPO0Chg8exEcvPjMx3J3B2Z0JgTB7VA2qu2YATwshcsBG97VhgAn85cu6iY6cPWbKkSeydXstuXyeCePG8qdnX+CJZ1/ghftuKeyoP/x8Fa989AnXn3qUmjDMoldZaBrSshSJ9ks3QalX2Qu7u/hZWNfC/O2NfMMwdvEqC2+Ccnf68y4+haH9a1yvcgiCYf721nx+8cgzvPfY/URDUTACCMNk/NgxfP/G2/jX3NOYNnlfXv77E1N67Bfvw0/BZO264Q1NzeWTDj+BppYWpCMZUl3OnQ/+hSUr1/Dn75xdiFi9vGQVyzdu43vTx/zbCJWUlDYn0YQ/zXQXW7Szja2ZHGcM79J9tEvqWNg0+OOFX2HsyBEuWbeRjs3vnnyOv7/+Lm8/+0Tx80IwfuxYbr/7Pv782OMcf/RR/PXhB3tsserDT9FEef9J67bX6TO+dRPtHWkqw0ECrRkeaG+l0bG5MVpJRXkQoyLG07WttGkmFxw+Vm3kvcgnuFrLbopYlzlGvUdzvYGlG7SFG7Zh2Q5z9x3tuynlRRRQwMrQQQEePPtIJkdN2F6HZurohuCxzjbWWxZ7bQgwJKATHl6FCAUZWx7j+nc/564PV3DhzIncedbR/2342ePYAaD/oCkLN+/g6N+/SDqXZ1w0RGenxcOZDhwkFwTjJHXVKO0f6Q7KYjpn1KgNEMmkankfiRUdiYGQIsqGAZoPX1CMUngpZVJnweoNVJclOGS/CUVCbQZUFD/gqu8EAkyfGOCPwSDjhEVmXT2RlizBnMVzuU46pGSQYRLe3kZVSKWP7Z2McdP7y/jRO5/z46NncOVxB/234Qe+IIa69Q3eeP/jVGNzK3+9/x5O+NrFVFdXk4zH+OrJxxMrK0Pkc0igKZOnrqUdS9MxvBaOwssPNQtdjWzb5pz7n+LsGRM5Yd/RpeEHx1FFWgDSYe7kvZm731j1vJCGoZeQZI/8jBo+RF3Hy1fWTWZPm8xfbx3I8OHD3OKbIOgG5ZVVZLI55r/wDFf89Fb++cqbwdMvHt+d4dnFhEDpr+5hk1I+jQJLChjpvrxGStn0Zd7H08+/pJWVJbn28u9w0fevIhKNcejMGRhCIMwA0vUO1rd2UN/SXkyX0HWw9cJuWwBSCJo70lzw6EtcOWcKs4bVFEmRf2FzyfTXp43h6/uP2zUNwyPN3mEYjB8+WE1mvvzTU446hMmT9iFalkK42EE3qaiuorG5mS1LF3L4yWfwwYJFAw46amCPjFcffnymaRMe/OtTjN97JHNmTOOW+x5AOA7HTNuHvcpjRa+ynae+qZX61nalLeodto20bJy8jbQcpGWzobWTyxet4bZ9hjM6Fi42LIFdiPR39uqvUjjytlvMpeOgisiFhyfTBMti0oBKt6OFVUgT+ebpJzD36CNKi5eBUCjEzsZGatetYtyU/Vmzdt3EkRMn98iQ9eGnaCJePuG+/3mW2dMm0z8AT7/1MVo4wLEVcZpzNpWVIYJVcfTyJPUdzbTaAsoqit4+9UWKNTm2zcI1G7npqZd58OJTqErE3E2Tr4OfLJLm64+fXXQQeSQbn6PI0AATERJMGzcK2dIM7e0Y8RDhcJrzowl2WBZtaYum2naMRJjAgAA2gvacxarrL2DUzx7ihtOOmljeU2PWC/DTG7ADQOWA8Xe8/jtOmLQ3rY1NLN9aTyikMycURpNQEzCpCJtUlIdoTEtsU4eKChU5SKRUL4dCxF2tKS99vIQH//Eyj/78GoKm2eWLOwXtbqTkl9+/qOhMdBwwbMVjLKuo0hQKo0cTTIvHkLW1BNN5Uq0ZmtvynB2O0ZC36bBtduzMkEx2YMTDdNo2uhDMv+w09r/3Sa48cc6Enhqy3oAf+OIY6tY3cCR0ptM8+/JrVKRSJMtSkIhzyblnIfNZtZOQDjMnTWTm+NEqlzmfcycR95JeLrNmo+kO00YOYcygGjUpeWDwTTIl3Y+8icUf6ioQHU/yK1AkyYZZ2L1pgRATxo4u5i0bAYRu8OgTf6d/dRWxRJzqqirVeKCnzO0i2FvMBcf8PXV9R0oaGnby3scLGDN6JLppMmzoEIYOrIFMJ0LPIzWduQdOZ+60iZBN+27e2eV8sYDJtCE1DK9IFAmy53H2SI+/sKuQL1r8WwgflvybL1fBwCPFgVCEMaMrFZ604r899c+XCARMYvEEFeXlSHoQQH348V885kjJ2o2bGdq/hhn7jgcpGT9sAOMr40pxx1KFxmdPHgWj+kN7O6TTyEwWJ2chc7ZqWZy3wXYolzAlHqFKgp3OFbuEdlXEcNMxvE5/UhMI21GKPm7HyBLCnMsqGcSAV6yaJxyOMXLIQJ+3SOLYNq+++SamYVBRUU48HgNV5Ncz1ocfv8UsBIuWr+GIyWM5bMwwgoPLOSpvY+csjGhQFWElElx67CRIVRTTLNTNF4my+zg4GWPa8AEkTLcw2bFLCE5hHvLmHcdxazEoRkU1WTrvuLUZwraRiQRGspVotJ2KoElYCAK6wLEldkeWdCbLkoZWKmMh+lUojWg9GIz12Ij1Ivzs6bVLJMrjaQfmr9nMIUP7cdwwQWUozLEO5PIOkYhBqixIdGAZ1w4dDVVViFQKkuWKKEdixZoXVyFn772GM23iWIKhsCoChl3ylaUvGqY6Q/oVf9y5xLLAjqhrODakyxCajpHJEG3uoKw5S7WVJwhuG3dJOm2Tbs+wvTPL8PI41am4mvJ0M95jg9aL8APdx1C3vkEoaDJ8yCCu/PY3eO3t91y5E9cbYwTcCcL2EV5fdbrj7HJVoWlcccIcH7nRSytAvdegmBMGFFqLdvUs+73JnmyT+7cwQ76/gwUv5dJVa6hvbKJuZxOZbJZQqMeSMEAItD2Qo9NbLRQIsN+kfTj39FNYtnxlIdogNA1pGGB5UQhR/I29CcJV0cC2kG4uqiHgR4dPdd/3vxSEdiXKXQsDoVDMtduohYst4W3MXIWDJctXks3maGxp7cPPf9KkEw4FAhw75yAOmrIvjzc2lHrxbBvyOWRedakim4XOTuyWDuxMHiedQ3peZVt9LqQJfjiwCrI2dkYVHEu7dFOmcpYVWVb4wJWf09AMHRkwClFT4ZJlGQggzLQiPla4iF/bKnEI5LIZVqxcRTqTwbZtMpksoVCw58asDz9+C0ejMS7+2tnEybPKyaOPGEpYE9jtWbRIQBXzRXw1N13IcUGpx5W2rA7qXH/MLHDykHGKa59TJDmiQJSFiy+7EP0Sml1U0xBGUZoSFGYSbRipKMFokHA4A0AwqBGJGOjRIM1orGpuZ2NTOzIYIpO3CMaioX83AP/f1oefooWiobJUih+f+xXWrFhFtCNAvDKOpjeRy9pEoyaBmiSBAeVQU4OorFb9A2JxiCYUUTYDqimRG20fMWI4V18yXJ2/sGbpRcLsuK4Xby10JOi+4mV/+qr3XDrITIfCVEc7wcZmoltaCDZrhDRJ0O3wZxiCWttmXVuaT+tayCKUzGYg0IefLtatAj9T08jl8uA46F4TB9crJzTd9eIGEV5iupeo7hEP4Qt5azobd7bwycbtpWFwTWdjUyttOauoUmAGePHzddzx0vtqAfLydQyDtrxVSpQN97pdiXJAHf4QOprBXTf/hHw+z8r1G8jlLcxAzy1WQqidVddjT5kQYlaX5/t8mdc3DR0rn8exLHQvtIkqdCqJFGg+eDqyWDVuWypfOa8WrxW1O1lRu7OoguAS5TUNzWQy2ZJ85ieXrOF3H36+yz21ZXKl14IiWRdCKbm4RRYKM6VauX/8zT0A1NY3kMvlCQR6zjHYhx+fObZuGjqWZWNZFrpXNe4RZU9hx23pSjqN3Z7Gak1jNbST39lOemcHHY2ddDSn6WjNML+2mVX1raTbs6Tbc3S25+jstFjS2EFrh5JbyqYtcpk8D23YweMbd+B05rA7czgdOez2LM2tnTidWezOXKHoSh0ZdS9WHuw80tOfL6RhOISCQZ76y58ByGaz5HI5TMP8Xwbi/9368FNiumma2AgsPYAejSOG7YU2bAjm4Gr0mirlDYzF3TXGlfPK5yDdCe0t0NqMbG1GdrQhOzv4YNlqduyoQ2bS6kirY+mGbciM+v1lPo+0LO5+9WP+uXhVEaf5PE4uR1t7B55iFJ6kWCQGkai6l3gcPREiFjWJRQ0S8QDhVBg9Eaa6qpz7TjsMACekWi7r4WiPAag34WdPr11CNwwzEMQxQ1hmED0eJzC0H9HB5SRq4qqYb1Al9O+PqBkA/QZAVQ2kqiCeQsSSiEhCFYYHIxAI8eYnn9OczhXXFt1EClUAX+AvrvrSTx94lLeXrHAL4NXhBMK0O5pSJEv1Q5TXICoGIKoGQdUARHUNWlmCcNggrGuENI2QJgiHVKv1sdVJLpsxjoxlk9MMTMOAQPC/Ej/u/XQLQ90iy81NOymLxwgaGtlszi3O84W0PVkvM6D0jX1E+cn3FvHKkpUlOaPzXvmAO597q0g+3PN8/5HnuOPF90o+35bL05rNuTmmikQ3dGY55Ibf8NKnK0tyTtuzFlfOe4StTa1qJ+eRZsMNq2tGMW1D15kwdgxTJ08mmUzQ0t7enaHZvbk5O12PPWjPCCGeFkIk3ed3f5kXb25qVPgxDbLZbGlhjLvxEn6Pr+MUCNGDby/igzWbS6QH733rE+59e3GRhFgWMp/n/Cde5w/zVxSLcaSkNZMrJcbA8tqdHPirv/Lp5tqSNI/aplau/N0TtHRkSki88Off+1I3KsrLGTF8OMlkguaWlp4bsD78FM22si0tLZTFIwR1jWwuW1S8sO2i1nI+r0hqOq2IbXuWTFuGX62vY1FDB61tOdra87R3WNyzpYHfbWukvT1PR4d6bUdbjm+s28az9S2k0xbpjEU6bdGYydOYschkLLJpi2xnjjdrmzjyvWVsaWhVhDmtiPrqrXVc/cyb5NPpoifSzV+WhVxWx/UuZ9E0jUgk0oef/6xlW1pbKStLEgyFyEoBVf0QAwZCv35QWYmoqILyKpULCm6IO4/d0c4tz7zKxi3bobNTbYoyGW554X0efOeTwnMyGdZsrePsR17i/dWbi/nyuRxtHWlaOzoLG30si8cXruTw+54kY0tXuUfJUS5cv42bnn5VKTdFIujxMNF4gHg8QDQRxEhG0OMRKCsjVF7OwPIEejRGNBSgTeiZHhux3oWfPbp2oWnZlo5OylIpguEIOd2A8nICAysIDkxhVifVZqtmAFT3h8oaRKofIllJ2ghz0+8fozHj5hebQWzN4Jpf3sfTr7ztc/QZvLv4c8684gbWbasrRsjNAK3pDC3pTFE5Khjh3see5rTLf4yIJBQRd483Fi3jnn+8DvEkhMMEQiYRXSOsaUQ1nUBQRw8F0ONhBlSVM3VIP8oScZo7MxAI/rfiB7qJoW7dcX1dHZWpJKlomKaWFhVWFBpdvYNS6Pzw7t9z4oHTmDV2BAiNxWs3k4qGOGKfvVXM0ra56cxjyeYttxJdQxU8CH751eOpjkeLBBo4feZkTvdL8whBRVmC604/mgPHjyrmkWo66XyO2sYW2tI5n6fZR959nkGERlNLC+Xl5VRWVlK/s7E7Q7N762U5O6hWjzcDTwkhrviyL95Q30BleRmpWISm5hZwrGL6hM/S2Sw/vOchLj1iJuMq4yAdlmzegZXJMKMmVfDO/fKo6W4uodvgxu3cd//cWQxPRko8yxfuN7rYEMfF1ajyBNcduT9jaypKrt+eyVLb2Ew6b5HUdFdiTKeAca9YVWg4UtLa1kZZWZKqykoa+vDzHzFpW5n6hgaG9u9HKhaiqaVNzT9eeoO7USKfp6G5jetf/5QrB1dgsPlGAAAgAElEQVRR3ZmnM22xqK2TeE5SE44Wznl1IkVACDo6i93tdeCnqQpG6SadnRa6IdB1jXMTSYSAdNp2f37BeNPkB/0rqZICJ5NXmsu5HE0dFrUt7eSyGUyvyM+xiukYvvS0pqZmylMpABc/O9m7pwatDz9+y9Q3NDBr2hRktoOmjk5FLsqrilUGsSTE4qxrbOPOJx7n5+fOJSkl6c40CzdsZ1a/MoaEagonfOikA0kEAyqS4Ea19ooFefCEmexXU6ZedyNlPz5kkvpQPl/IYz5q5ACioYAKfxeipQHq2jqpbWkvNEExEmHMVBQtmEOPBDDKIpBKIVIVNLVmKU/EIRqnMpmgri2b66kCv16Gnz26dgHphqZmqiorSaWSbG5phngcbBstEFCdZcsroLyST+raePixl7njhqsJhMI076hj4dKVbN/ZTEVVFUiJoRs899BvqUi5vM1NzZo1fQp/uv1mhg8bQqGpkRDcecPVxfe5dsaJcxk/frwSKzBDCkOOQ21TC7XNbW46UQg9FiQaNbHaJEFTJxI2MMqjkErR3NBBKh4jWlaG7Ti02U6mrKdGrHfhB7qJoe6R5dpaWZmIipip4TgOrc1NJJJlpbmfbqqF5TjYUFAyuOWiM4pFEDagSULBAKFgwCeVIsCRjB5Q3cXrWEqSAdeTrXPygVN3SeOoqqrk0Z9fo9Iv3EIsoelcd/t9HDxzBkceekiBKFuOpL5hJ9XV1VRWVNDQ2INFtr1HOqVgUsrFQogzgD8A477Ma9fX11NdWU7/ijK21u5A5nOqYMpHIKRbYGXbDrbtkmlHcvcph6jFx2tAISUxT/DcLyEnJRMq3BoFr3skFB91vSAtZ2gap00erfJRfZPQyP5VPPqjS1XIzCXKlm3zg5/9nK+dcSrTpk4pYLGufifJZIJAIEBlRQV19fW7ViJ21/rwUzQrV9ews5H99h5B/7IE2+oafDmkebcLZA6yWZxMhnzexspYZLM2uZzDzckKcpZDOlfsDGkIVLFLl0sNRSefc3CERMsLdN1B1wSaLtzgl0DXBIapcXQ8iszbODmrcEyvSjD9lNkIQyukiLS2tHL1nX/gim9+ndFjxrqYtdm6ZSv9a5QcXWVFOdu217b22Jj14cdvdQ0NO6ksL8OwI2yr26m8eZGY2/1RKnIRCOGIdizbLkwJsaDJ01890k2rKW7wKwxNbdTyxQZIQkqmVsaL85SXVuYvFJSqIU4qYDB33LBdipePmTmFY6bvC031EA4j43F2hFq4+fMN/HT/0fSvLEdUV0NVP7bu3ExNdRUkK6ksT7G1tbN5TE+NWC/Dz55cu4C6hqYWKisr6F9dxUeLP0eEwshovtgPIp6EaAK7vQ1b6Ai3oG/goMH88xGvz1lRarKqqtLnLJIgNTRNMnXSRF+EtUt9TYEXaQwYOIABg4e4UXLFcaTQOPv0Uzn7uCNw1i+FaBQjGWGHKfltuoXry6qIJYMEqhOQSrFtezv9qyoQiTKqknG2Nre39BhZ7mX4ge5hqFtpGJu3bG2ujEcQ6XZGDx3MylWrkFaO9tZWfnTbXcorKwRC0/jVtZdx8NRJKuWh4J3rUlzlSXftTtT9371W6Nan70KSCxXGQnNzqN3WxZ5XueSayrO8btNmBg7oTzAcpqqqiu21O7qund03IXbfKGPP2dcApJSNwCnAqV/mxXfsqMtXJuPEgwbxaIStW7YgrRx1dXVcd/t9dLS3g3SIBEzmff88Jg4dUPTGeSkV/vxUfxjen7e8u9e7vqdrl0gv5aNLxzd/yoUoiaKox1Vr1jJ6pFKjqaqsZMOmTfU9NmB9+ClaLvNJQ2MjVfEow6rL2VK3k2xnB+RyrN28nRuffRvbDYVXAL8eP5SBErI5h1zWJms5ZB1JxnHodI+07ZBx/v2Rdhwylk0mZ5PJ2iqHOavOl8s75HIOubxDPu8gczYyZyGtYlc26deTd7xUIZ932bFZtXo1o/cagXRsKisrWbtu/eYeG7M+/BRMWrlFDQ0NVKXKGD1sKCvXb1Jrk2GweHsjt7/wjuvYyTOyMskD3zqLMkOUNrnx5Rv/fx25XPFvf7dJbw7yz2u263k2A6o4LKGalujlZejhIFpluUobqe4PVQNYs7Od0aNGIlLVVFZWsqauaeP/Phr/j9a78LNH1y4cZ1FDUxNVFRWMGj6UVbUNEAwjwmHe2d7E7xasUmk0mpL++/VPr8X0uvMVItn+FL7d/y28+i//v5U817tEyX3ngeLGyzARiXJEWTlGZYJwWYhQyCBVESY4MKVSRiqqWdXcyai9hkGinMpUGStqG9f22Jj1LvxANzHULbpv4mxYtXZDSmbTjBk6iPmLFjN13N60NLewcs06GhobqSxLlOx+PNKbyVvkOrMkgkbx37wuAJ6sjmeFtAwKRDlr2bRlc1SWJYuk15NrKumc5JMB84i6C7JbfnRVkVi74F24eAljRo0CobFqzVoMw9janbHZrXlg2cMmhHgEvFbyu0ibvftl3UfI0GpXrVozmGyasSOGsHDxpwwsP4j62lpWrF1PW2sbkXi4EFb39LixbTo6M4hcnoj0kd6utrv21u7zDssmj6As4hb7ClGsXNc0FYotIcquUodLmE3T5N6fXa+KWH07/gWLPmHs3qrRwKo1axg5YsS6HhuwPvwUTBt3YEssFGxbuXZ9/Kh9RzOifxWfrV7H1H4pttQ3srJ2J7mOTkLpNHZHFrs9Szrt5hjnbBotG4lUGWBSbXk04X2r3VwPgSYkuvuYkRIDQULXsDWB7oCUEk2AZTg4ecuVpXN23bhJh0Q4yG+v+TYimkDaNkJX//7RwkWMGzMaHJvVq9cwZtTI5T02aH34KVous6q8LGmvXLVa3+foOVi2zda6nQyMB1hXt5NV2+rV//9sthixyGYhl0Hm8zR2ZEhIC8Of9gWlCjz++ccvF6dp7MxZRE1DpVx4pmnFjVQ+B7mMm4rhqIhoOAZlFYhMmoGBAPePHIYIh6GiGvoNRlQM4OOV6zh45gyIlrFm01aMSHxxj41ZL8BPr8AOAPKTqvIUKzduYb+Rw1i1dQcZ3SQUjrKmJc3qpnblnLNtZC6LSLcVC9U1nYadTZSnytA8h6HnTRY+z7JahNzr+T3KgrqGnaSSCUyvgLzgyPHqe2ykpzzmXpNYmSoyrKpi8sQs94+oQQsZaFUViJr+UN2fBeu2cdnXZpENx9lc30ggXtZzbcR7AX7UbXwxDHWLLJ9/+AHPHnTZLZNfeecD3l/8GZtr67j0jBMZUJ7kqXm3qzd5HpRCXp768W/441PUNuzkz1d8vXC+vGVj6C5RKRBmt8rdk0txAXHrM6+wZOM2nrnuUp83WuPNJavYsKOB84871Oex9nuiu+zsuuQrP/bk0yxc/Cmvvv4mjz3xJM899fhL3Rmb3VovAQvwY/dRAH8FztwTN3Hm4bNeP/eGO847ZMpElqxYw1+ffZETDpzG+KEDePqOnyjZr3ymVKLJLdy68h9vozsOvz56WiEUmrcdTN3bUXvNJHw6ld5myra5/vVPaMrk+NMpB5d4lJ9bvpEscOq0f6PF7o9y+L3K7vHYE0/R2trKv155jZdfe53bbr7x6R4bsD78lNgpB8+Yf/ODfz10r6okG3c08NRb85l60iHMHtaP2aceDC0tBZk4O6PULDIZm6ztcHtbE5WazjnhWGE5sh2JsevkCYAuJJoU6C5hvqethZAQXJEoc4mygxAaL3a2UZ01OS6UBNtBdo1elLTe9hUjOibYFk8/+zw11VXsO34ca9at4xvnnfvEbm+oO9aHn4KJysHylOOOXHXv7/84VrNzdKbTPPfux1xy3MGcPGcmJ8/evxARKGjX5jLIdCdks3ztyTc4eFAlV00ZWUgDy9sOpiZKCHOJZJyuF+alb704n1HlMX4221eA7zj87sPPmTB8ILP2iUI+6GLD7UUQjKiGFo6NSJYrMhaOQrJcqR4kKnjhjXdoy1po4SihcJhzzz33v23+2ePYARBDJrSefvzR9b/8wyNVpx12ILbj8OaazRw9bgRfP2Z2sQ11IOTWt4C0LYRukc/nOfacr/Ptr5/LeaefUvg2ectSChQeaYbSzZZvrTnrW5dz7OFzuOKbF/luSnD7bx7gmCMOY8L48er9uLK9CEQwjCyvRgwaAqEQhmWBaSKSKeg/CKusH+8uWc7e8z9j6bad7DdxPMfPPb6P/3SxbpHlcQOq3v7510/hmnmPcNJB0/mf19/HyWbQvBCANzm44uzSR5gvPfFwmptbfDtwhzNvf5ADx+3F5SccWnohTxbKM03jm8fMZmtT6y6e5OWbtrF+R0Pxc4VwhfB5BkXpv7nHY08+w4cfL+D8r57FFddex7VXXM6M6dNe787Y7M6EEIheABYpZSE0J4RI+59/mTZn8rhXvnPacef98K4HOO/4w3hjwRKk5SpUOLKoaFBQNlB5qNK2+e4BE9A8Au04WJbFEf/zJpdM2ouzxg7xvmjpoy9P+XtTR9Nh7+pGXL6jkayz6+slprnpF0K4u3/197zfP8jyFSv5xoXnc+1PbuKuW29hxLBh733BYSpYH35K7dTZ015cuHT5odfe/xjfOHIWSzdtLUq0uYeTyeOk82SzNtmcTT7vkJOSr4SihBDkXELT6jjc1tnC2aEoE4xd5f50oTzKhhToAk4ORwkKgeWRIUB3JGuyOZpxONqWSFvpNEvHQZSk/fh1wlUoXhoWP7vnfurqGzh6zsH88p5f8+tf3EIyHukxz04ffkrtayfNffmzz5eNvelX87jw5ONZsGINl3zlCPfGvCJhp0B21HNFhK+ZNYFR0UBhI7RiZyvn/msRDx2+L+NSsdKGNqDWHymVQpSUXDNtFP3ikeIm3rXldU3ooRCzxvs2VVKqkLwRQMZTKrwvNJUDG44jIjEIxfju9TejaTrJZJJHHn+au+/4hROIJz/tqfHqDfjpLdgB+MY5p721et2GU+9+9GnOOuoQ3luzhaMP2K+Ymx4MQyhayFUWhqmikgGdW6+7iqn7FjdKb38wnytuvIXnHv0D/fy5y/4aGx9hvuVHVzFqxPAS7EgJS5evZK/hw5kwdqzPY407QZmIsmrk0JGIqhqXvAZUxCJeztnX/pxBA/qzpb6RtVt3cPN1V7eIIRM29NR49Qb8wBfHUPeyrm170cHj9pJPvTNffOvEQ3l5/qd88MlnzJq2X/FHLJBlfzcjh+E1lVCRUIuaS6DPm7M/E4YO2P21PALunremvIyaqgpffrIixJeedGTxM127/QnB8jXrSVsO+02eXOKRRggam5qwLItf3nIzd9xaSONe0K2x2e136B07KyG8wVSuUSEKblKk3E1rvP+U5XMLZo0fzZsLlnDVmcfzyAuvs27DJkYMrKHQfMS2fPl7RW/cuIq4GyJVZMOQkkv3Gc7BgypLC/zUl/K+eOGlYclosW2tL2f+qkOnKI+N41uooIClhctWEUlVMG78ri3QN2/ZSlVVJXf/8jbvJQvoscWqDz+lptu5BTNGD2HV+k1cM3c2o79/G03NLZRZbmFfOqvIcjavcolzNjnHIedIhuoGWcfBkhJLSkzgUDPEQE0nK2XX7tYYgCZVLwkDqNF0AkKoHihCxfQcR/KdZBnhsIHjuA1NCofC8LsrNzB4qMPQSKygEy6sLFgG6zZuYtzokTxw+8+8iFeDKKvp+ZzTPWy9BT/xSOijfceOJtPZyeXnn8nMsy4hf813VG4pqP/zTpeCPADH4cCBFcX5x7YZHgvyrQlDGBENqY6Qhc6PCkhSCIQjwVRfdHJVstgR0Ff096u5syDsNiIpkaRU73t1/gr2GTeafjUDXBnUoDoCIdZv3Mz+06bylz/9wbvTz4kkO3tswHoBfnoLdgBqqqs/mDBm1KnlyTinH3Yg37jxl/z0W+epjbEQiiAHwxCOuo3PjAKPOeygmd5tAzBp4ji+dcG5VFVUqNfVt+tyxaJnecbUKbvcjxDw8G9+VazH8g4pVV6zhOc+XMxB+44lWaM2XBgGwgwijQCba+s5ZPaB/Ol393un/KhHB6wX4EfdxhfDULcK/PS532yuTsRePXzSOPqXJTnriAP5ywuvIT0JJ3/HPn/+DLidtmRJQcMJU8czorqL0M3uwqJ+IAitqEvopVhAqQfHLnq0H3jsSeY9/BefR9CbCAVbt23n4gvOQys2wfiASPK/scDmNeBV9/Cev+Z7/qWYPvv0lcP7pZYePnUiFbEop885gL+88FqxQ5bt65bl2LsWw/iLbCyLM0YNoCZoFMOnXZqT+HWWi2FxF5P+KvVCZy27mCft4ui3T/yD3z/+t12/jJRs317L97/1Tf+rzxJJ/jcWiPYK/JDNvjtxYHXt4RNHUhkyOWzvoTy1cHlRBSNr4WTz5HO2OixJXqrDch87bYeMI8k4MFkP4jiCdlvS6agj40g6bfW+nO+z3mEjS1JTbUdi2Q6WJZFuK20nX8Tpva99zENvfORLKSrmxG6t3cGV3zi/KC3n2I/36Hj14afEpGM/f8CkiZ2zp05mxOABjBwykH999ImvCF0vOmmgNA+5yxFAcP7ogQRBRRPcTZJ0Iwz4X/PPO146oFeY3nW9c3NahW6CEeDW3z/CU6+9iwhGiu2SAyEQGps2b+WaKy7zf/q/ET+9AjsAaPpTB+4/zT5w+lQOmDGdTN7ik011iHgKEU0gQlGloOQ1PvOLF/iIMkKQiMe54KzT0DwM+IvHCzK8WpGvCIoiCX6xBO+8BTEEvdB0rSNnceOv5vHaomWIZJUq+IskIRTDMoJs3lbLNVeWKKj9N+IHviCGuq3nUZ6M33f1mccdgRng/GMOYd/zr+KW711IKlVenGj8bhpf2kWh45bnddYEu+Xt/gmkoFzhB44okmQpAY/oAFpe/ZtlgWHzi2sux9EDpecWgkw2yx///CjvvlqSojOvu+OyW+slOyvgHuA1KWXbnr6RQZXl9115xnEPIAQXzT2M4394K9ecfYLKPS4Q4SJhlm6zkV2OrqoVuzNvYfLIsi+HsMS8hazQ3rbo1b73qksx4uVQkPwBkNQ3NPDsiy9x520/95+pDz//QdOPudAa9dSv7h916PQbSXdy0f7juOYfb3PhiGrI5nCyeWTGKqpV+AhvXioinJNguZ5kB3BcPGg+DGl4snLqibck2QJsKXCEdD3L3n5MEWY7b6PnLGTOLqgfPHjm4YQrKlXxVjagunRpBis3bmXJ8pV85fCDigoIuuzDz3/QtGH7tO5r5R7Zd6+hl2DnuejkY5n3xD85ftY0t7ahC1GG4mbbt+EukGPPm2w76u1dPcs4SE3p5JZs1k2zVAkKSp1LvuL1fzx4H7Fkma/2RqklvPXOu+StPLMPLDQly6HksHrOegd+egV2AMTAvTfNms7z2NYJ0ra46IyT+c2Tz/HH224ori9GQKlveeTXn3u8u7Xn3zkH1R8+j7PY/ft3qaUpYiqaLOP1f/6NRCxcrB8TAjSDp//xPHuPHsneo0d5Z2pC5fP2nPUO/MAXxFC3PMvqk/rzaPpGdJMBNf04dtZU5j35HAALly7n908+i6eXWyx88EnkOA5OPl/qAe6y625s6+CRNz9GFnZlUFq4p7F6yw7ueuL5YjF7ofWtIlvSUWoJwWCAcDjk2+EBCB58+BH2nzaF0aNGemeoB57s9rjszrwcoa7Hl28R4C4hxONCiJ8IIQ7whSa+bPsLQmtBCPbZayhjhgzk0X+9DY7NG4uW8vjr75cWRfkl4tzFxrZt5cWzbLVwWYpUe8eW1k6eWr2t1MMMJY+fbK3n9x8uLd5VwXOdLxYXOjbhQICAIRRpx61aBu6e9ztO/coJVFQUIiMriCRf69GR6sPPrpbN/o5c1iKX4YgR/XFsm3+t3ISTzfPc+h28uG0neUvJuuWlJO9IclK6snHqSNsOWSlJO+qx8Lej3rfNtlhs5ci57y96lsGWElvCwlyWl9KdOI7EsSW2JZV3OWfj5C1kVuVQx5AYVr6grOAdt//xMS45dS4hgSpstfNvif4jl/XoWPXhZ1ez7Xleg5gzj5rDZ6vXsWj5KpCSv776Lm8vWV5cszyi7CfMUuJ4xXye51hS8CBL2+GThlbe2t5YyGHfRSkDeH71Vp5fubkLYS5GXb33J+IxNG1XD/Rtd97NZd++1B8VfYZIckePjlXvwE/vwQ6AEPPQNISuc/E5p/Psa2+zqa4REYrwwBPP8unKNaWiAnThMKDw43vuOzcIwbsfLWD+J0tKibIoPf76zLO89f5Hpef3EWbh3kOyokKl7/hbausGv7z7Pi7/zrf8V3+oR6Oi3vfZ8/iBL4ihboNNP+ZCBzPwAKb6AX508Ve5969/Z2dbO4tWrGHRspWlH/BymF3C7Ng2R//89/zlnYUgJa98upJvP/CE8vC4QPhwzSbmvfQubWm386IQtHR08uwHiwsqGcs2bOHDpatwbAccyeb6Rj5ft6k079QPNN/z9o4Obr3jV9x43bX+O/0jkWS2u+OyWxMaBAK7Hl+ySSkfk1JeLKU8A7UhmA48KoR4RAhx4Jd5L/qcszsQ4s/epueGC07jZ39+hnQ2xydrNrBozabSlBrPs+wuIs2dGeY88yGvbKpH2g5Prt7GdR+tLKb5OJJXNtXzwNKNiuC6G7Yd7WleXrutgI1Fm+tYsKmu8O+r65pYU9e42y5rXUOwtbU7eOBPf+ZHP7jMvwDe/2+/dHetDz+7mH7ONdvJZv4uczlELsePZ47nhveWYXXm+GRnK4taO8lmbfJ5m5xLlC2fV3m7bXFfro0NlkXOgQ+tLK/lM+Qc3PdIFts55ltZ1wsNOQk7HJul+Sw2EltKludzLM/nsG0Hy5Z83plhc2dWEeVMHidnFdJDZDYDuaxLmLOsWLuOf779Id874/gCeZb5bM96laEPP7sxbe/9l+DY7+HYBE2dH553Gjfc/wg4DgtXrmXRyvWl2tj+NC4p+ai2idl//4gtrZ3gSO5dtpl5yzYp55Cjikef3lTH4xt2uJ9T3uflje0s2FFseLVwWwOLtjUUns9fv5Wdza0FtRTpFjkX0sM8Au/YvP3OeyxbsYILzj3H/9X+K/HTm7CjTLyM0NYgNCorKvjGOafx0/t+B7rBgs+Ws+jzlV10kf2pGPDsy69xyElnkna5zc133cfDjz+NPwXjr397lv/5+z9L+MvCxUv4fOWqwnsWfrqEhZ9+ViTYH35MW1t76Z16n/drMwuNp/7xHEIITjjuWO+tEvhtzw/VnscPfHEMfbG2KsHwHzCCNwrDCIwZuRenH30o1//6T8y74Qo45Tg3TO6oPDzpsLVuJ28u/IxzDpyMJuDcg6Ywe+wIAMqiYcrjUTw9W4Bjp+3DEZPGYhp6AXCvLV7JbU+8wKHT9iEWMznxoGmceNA0d0JzuOeZl6lrbuXPP/q2yvnyCin8YQrXbrn9Tg49+CCmTJ7kveTwHyE7Yk/tpHYxIcQgoAFok1Le475mAqkv/WYMcx7wXYADJ41nv71HcMfjz3P9GcdCugPSnWqhcFMiVtc3s3RLHScNrSSua5wzsoZJZTGk7VBm6qQCRkkl8fljBnHO3gMpaCpKyVMrN/O3Nds5cvRgcBwunLo3F04fW9BMveONhRi6zrxzj3NJt1MMq3bJw7/2p7fy9a+eybChgwGJlLJTCPFQj49TH352azKXnUc2eyq5HCcPq+KeDwR/WrWVqwdW0dqSpbUl56ZfqIK+Vfk8tZbNUGEQkoKJwiQmBTkkphQEkQWVCw2YqQXRhPIiWy5hfiOXZptjM8EMoiE5KRwlIAR5KdFsh3lNjQzrDHJLIqRSMbKWIsfZLGQyEEiDYSA1jcvv+zPXnnMiqZCJzGcQ0tmOdHaTGP8FrQ8/uzdHzkM6s7BtLvnKUfz2yX/y3Lsfc8fFZ6i5p7NdKZa40ax3N9QicllmVcQYk4jw1ZH96Rc0kRJSpo7uz0cFbpw4DOl/TUr+sGwTrZbD1EHVYNvcMHsfFaJ2nQA3/P1NDpkwiqvPPL4onZnLqPocXQdHA1tg2Q7fv+pqfnHzTQSDQe8KnxFJvtPj49RL8NObsCMGjJJy26r7EdodCMk13/4GY+ccx/wln/OHu24tTRV1MfCvN96iX1UlkyaMY//99uVrp59CKKR+u1QySSqZ9NMT7r31piLRde23Dz1CPBbjV7fcBEJwx80/cW9IkM/nueyaH/OdSy7i/NINlO8+NNCgs7OTH15/Iw89MK+4PsKrRJKre36wegd+4Ith6AuRZf2Ar9Q7n75+D4Z5FZrOTy+7lH3mnsPpxxzGIZMnqBSIwo7c5q3Fy/jjv97hzBn7oDuScw/ar3CuaSOHMG3MXhQ68gE4TlF8292ZnXTQFA6ftg+xSES9Lh0FTLe7203nfoWs7eUNmbz1yef8a/4Sbr3uhyXgXfDJp/z6/t/zyj9L1qYHiSQ3fJEx2a31IrAA1wPtKMDcCiClzAN1X/aN6DNPWmF/9NyjSOerAHd+5zymX3wNJ02bwIR+ZcXFwlW+eG7lJj7aVMdJg1IIR3LR6IGqiMaRHNa/nMMHVRZP7kYeAv+nvfMOk6LK+vB7blWHCcwMMDADKIgsSYIIKCAgKEoUs5gDCoqImBU/4yqYw7oY1rwGXMWMooIgmAOggKKiBCXnNLFD1f3+qOoww4Ask5q13uepp7u6bvfcKn7cOnXvCWWqQAqjD/kb5x7sutxYViJhvMu9g7oh/vjNh3fnLuKnDVu5fsTZrvHs6OzdaTN4+4NpzP34A8egFgXo+8nI2V7lF8rTT4WYYx+cFb3jwpmEw/0kHOYfnf/GsR8voFfbA0gv1U61PVvHZ4q/jYTYZFvkKYOohvbix9YQ1poWYmKK4GZ4B0AjCDGfZmcb6k9HlGMcCyCxlPCAsjU3ZNejfqafSMTGF7Z4+bfVFPoMRvdo58wulxQjpsm/Pp7DgqUrmDTuIpuM4ZcAACAASURBVAiVxPxebzcOPipS5RfK00/F2NZr2rauw7YO9hvCxCtHMOKuR+k18WZyDHYaf9766XfEsji8eyvqGIqLWjZ2xx+bs5vnx39WK0cXRtxlMPF6Z/fW2IZR1nc5VtzENPn3OYOom1s/HjPxxGvvkpGVzTmnHI9WhqtIuOWeh9m+YwcnDhmYfEY3V8t1Sh39pI52HJ5EZCxI0+zsbO67eRwXXn0jcz58m0BaGsR8jV0mT5nK/o0b0al9O/IaNmTEWafFj4258LxEW9d4NQyD+Ifu/euReyYku9yUwefzMeWVF8nLa+iudNrc+9BEWrZowQlDhziN3MmAS668jro5ORzRs0fs6zZwSxVck51JHf1AJTRUeZ+fQPot+IO/4A9St359/nXHDQy/YTybtmxN8h92lpDOPLIb08dfiWGoxCACcf+aMv44ykg8TSeVtRbDJCsrs6yfj074/mRkZlAvJ9upsObzE9FCOBItExi4Y0cBZ4+4mHZtWjs5nx1WAGVCQquM1IkGBZgP3AYMra0OlME0L0cZ61AGTfMbcueFwzjnvqcpLip2ZnWSgvmuOKQFkwZ0jgfWxAzlMvES7o1JxCm37uwnXkUp6gRjKaJ02ewatk12WpCsoFudzzAIR6NEomVdMdat38DF191E27+1YOvWrbFjC9H2+Gq5Rp5+dk04fCGhUIFdGqF9WoCLG9fnkiWrKS6NErJtQrYT3Fds2RypAgxSaQkD2sZ1z3B+ytbOgKgkVrkv9j45+Fzw4QQExnyYw64/s6U1WaLwucF+dsSpGhgKW3FXDMJhfl2xhlsmT6NVfn22b93quGaES2cSKn6iWq6Rp58KUZ36RYhGz8eKRIhG6Xdwa4Ye1pFRDz/vuMyEQm6BJCdI874+Hbi3Z1t0xMl2oqMJ/+Q47mqmGMrZkgxlUULANEgzjZ1jMdxxKC8zDb8IsWp+4dJSwqUl6FAJhIrRkRDfzJnLv55/iRbNmlK0fQs6EkLb9sukZ79TLRcqdfSTMtoBkMatChAZEbNfzjz5eFod2Jzrxt9L3FBOsmmeeugebr32ij/50SS/4/I+ygjBYBC/31/W/kl8mcaN8l0j2yEcCROOhJNiwjRTP5zO+9Nn0Gy/JljhENqJ7XqI9Oyvq+K6VHhOqaEfqISGKm0sG2172K9Om3UthmmjDIYc1ZthA4/izHHjiYQjSenkHMPGEBKBfHEhxHIpl0unU35TSa+u4bt5e4HjJybippLzxR3IxfRz9BGH88At17m91VjRKOePvoy+vXvx9ewZDBpwTOxURpKeXT2Rtini4C4ivYF/u9GgR9d4ByrA7Dqo9POFPzv/QNpmeP+eHNy8CSP/NRk7HEaHw3FjWbTG0IkI9Hi2ldhrzFBO1pBp7qyjpIe0zYXFFadzcg3sk3t25qazT4ivjpQWFTLskqu46KxhfDn1dboe3AG0HcW2z5c69at+VjB2Xp5+KsQ3/qVtv27YcpsORbFLwoxpWA9Tw72bNxO2dTyncqmtiSKu77FO8mMGm1gmDDe3sgim4G6CIYIpUmaw1DjuGVttC5ukrBq2xrY1lq2xozZn59fl0gPznUC/UIjt23Zw6lPvMOH4Psy+4UKa59SB0pJCwqERRq+TKwiTrwI8/ewSs/vQlWs3bHqAqOPucO+5x7F87Qbuf3uG40Mey6kciaAsC4kFFccKz5Q3lA1BTAWGs4npbMpnOJ8l+a1qy3LGn5ixDG58RSzzT4TLju3LBQN6QagYQiWsWbmCYZdcxXP3j2f6f56lbp1MiIbXEQ1fVm0XKQX0k4raAVBNWi8sKCx61nlIUjz90D28P2MWL772Joi4EznOv7eKFUdLZhdGb5ljyW2S9GPbNlu3bau4Y25czY3XXMWwE46LT/YsXvwrF465grcnPcdbk57DNAzQ9mJs66aKf6gKSAH9ON2onIaqIpr0ijMvu/5KUerB2D/ihCsuIi0QYOQdD3HCdXfy9JSPygT3JXqv4gZO3IiJFxqJGcdu9KZpOoZwUuqcHcWl9L/qDt75fG7Ced1M+seItXfFp22by2+4le07Cnj4njKTgE+Rnj29Cq5FxaSIWICTgNki8iTQx/XVqW1u7jvy2uOASWiNoHl85Kms2LSNa16fQb/H3uS9RcvjMy+JYL0kHcVzkqqdDeXYFn/gShjDy7YV0u/5aXy1cuNOs8+JKGbiEfGR0hDnjbuDRg1zuWXsqESWDdu+U3Lyvq+2K+TpZ3fc1e7lT9vZochMuySCFba5t0EDviot5ZmiHdxQsJWfImHCMSM5OU9yzEhGUDgGsl/E2ZTz6hPBn2Q4m5JIL7c4GuHmgq2sdZfRE4l/YlkxbOywhQ5HsUsjlBSXcMorM+nTPJ8Rh7Vxg/pCEAlfa/Q///dqu0KefnbHPw44eVQGkfACQiGC2uaNy8/ksRnfctf7n9N74uss27DFMV4jEWdG2dLOjHLyOOQayihBfAbKbziGss9A+QzENJDYOOQaPG8vWcOAyZ9SEHKfsWMCSp51joTdlYcQWzdvZuioa7h42PEcd1SvpEqn1ijJydtSbVcoNfSTitoBeKpJ517rEVkBkJOTzTsvPM21f7+Tux9+jD5DT2Hbdnf1uqKUcUCZWegKDeWkWeYkHn/2eY4/8/xdGNyUjbOxbdasWcOQYWdx16030rP7YbFGNloPl6wGpXt3+ntAaugHKqmhygX4OTwFzETUIhF9rBbVxvT5efnu/2PIpePAtundsdXO3xLFpsId1EkLEjAT+STLzCCXeaIqW3UPICurDuMvPoveHdsmjBsRp7yjETOUAZzsG1fdehfffvc90998hYDfj5v+q/rcL5L7ngI+O1rrKwFE5BDgROAmcf6Tv6m1rtp0eXvOw0AusAY4Cls3SvObvD32dI6++1nyM4J0ya9bNruJy/qSMPUDJj7DiC97xo3kClwwkm9UKMUB9bK54+iudGmSu/OKhuvzHJtRjoRDDB8/kW07injniQedw7YFtrEAkepxv4jh6Wd33AuYdjgasSPRHyJRu066LdyXU58xWzfRVBk0EBV3lYgF6gEUYZOBSppJdmaQfe772CyzX8CvnGPJi6QtTR9npWWS5y57aifI0703aSzLKVBih6MUlIQ58+MF5Gem8+DRnZFIxDGCDGMmhlE97hcxPP3sjgmWbRcRjTxLNPItVtS3X5003r3kRAb8czLHtGhCkzS/k4o0OU2cZbO2sIT8tAASW5KIuV7EHt6h7EpX7OHbfT26eT5pgUDCLQxcP2Yr7oYRG4+2FJYw+MYHOOKQDowbfjpEwo4Ps8gkadiyetwvYqSAflJUOwA3FxYVrwFmAdMAOahNS9547l+ccM5ITjvxOLLq1HFaisTvYVpr1q7fQOP8vJ1/UZIN4wpml9390046nratW5VtFycpTarWrFq9hn7Hn8LI885m+JmnJd9LH5S6+V/t5bnvGSmgH6i8hio9s6y13qq1nif7H1SKyLHAOrRNRjDAew/cQsDn4/onXqEwKf1bzGgZ+fhk7n5rZjwYr4yh7FafSWxmomJf0nL6oMO7kpmZkfRdX2JG2TWsS0pLOeeya5m7YCHTJr9ITnZWTERbtNZDqs39IkbqPFkBoLX+HhgP3AnkAxNqsS/rtNY/Gt2P24K2j8W2dmBZ1M8IMn30yWwpLuWmj78nFLVcvz/nhqSVcPpnP/DM0rXOTcpnlJ1FNs2K/aR8CQ0pv4+h7Q/EHwwkDOzYrHK8sI7N9oIijht3DwVFxbz94G0EfabjXqTtldjWcdKgWfW4X8Tw9LO7vvyutV6SOeXrP6KWPsmK6pBlaXKVwfjMuqyyLaaGS9Bau4avYxiH0LxPKb8TdWaRlRBUQsB9TTeEdOVuhnK/57hk+NwtTSkODwQxk1J12jjV/CzXWLYiFusLShk0Yz55AT/PHX0whuX4MOtIZBHh8GnGGddVj/tFDE8/u+vLL1rrlcbgkfOxrXOJRmwsi3YN6/Lhhccye/kaHp2z2MmI4fodI8LSghKGfv4T324tdMYk0zWUfQbiMxG/Dwn4Eb+/7LgTG2cMgzrpaQxstV9ZQ9rplDNj7FYSXbZqLb0vv52+hxzEA2PPR+xYFcjwF1jRi6r9IqWQflJJO25/FmitN0p+i48QiTsk9+x2KG+/+DSvvzuVF+Ip4RJ88e1cBgw7l+V/rCw7q1zGKK5gljnJkM6tX5+jjui9c7tE5wBY8MMieg4YykXnn8P1l1+a3GIKcAPVTQrpB/ZeQ1Wa1Fuatl8KHANsAcgI+nn37uvIy8mix9g7WLRibcIYMX3cePogLh7cJ5H7L9lQVjGDJ8mlItl4VkmT4rEZZ2Xw7Lsz+PsTL8WN6aV/rKTXSeeiteajV19w0rNoDehCtB4kGTk/VngyVXphUkMsIpIlImeJyGTgY6ArcLnWuoKp/5rH6HvGd9j2sWhdgmWRmxFk5gWD2RGKcNQrs/mjsNQJ8vSZGGl+7u7RhjNaN3GXOc2KDeRYTsdAYOfPyxnPmCb//HQ+D8z4Nj7wzF++im6Xj6fVfvm8Mf5agn4zNvOzEW0fI41brqj2C+PpZ49o8PWiGVHLPt2ybCuqNfUNg5vTs/nDivJMpJBSbIJKyDQU9ZTBkRKkjfI5xrES0pKM43QlZBiKNCUEXLcMn2tsOwa1IqgEvyh8rhEtCM8U7uC1ggJst/z1Z1uL6PPNLwxomM2T3Vo7hrLjA7ucSKS/MequzdV+YTz97BHGKVe+gmWNigXdtW+QzafnDeA/P/3BOR/MZUc44rhT+A1a1K/DPZ1b0LVhNuJzfJKV36x4HIqNPbHPY+OR31/WgAaun/I5//l2Udwd4905P9Lr+vsZM/Qo7h4xDLHcoOdIeD7R6BBp1qG42i9MCugn1bUDIHnN/wlya2y/Z7dDmfX2q9z50EQuve4mSktLXVsFunU5hAduv4kDmu5fwQ+Vc8eQiozondvYts2Iy67iwxkfA87s9fMvv8oxJ57KvbffzNVjRiV+QutZaD1M6jaKVulFqIgU0I/TjcppqMor4KgWnX9E635a6w1ojc80eeKaEVx1ygD6jbuP+96YTkRrME26tm1JfsPcxIyxmTyDXM449vkTRo0oNu8o4MZ/TaKguJR44m9R5DeoT36DXCzb5tGXXqPHyecxfNgJTHrkftKCAXDKFW9D6/6SlfttVZ9/hYhCzMBOWy3wLtAIuEFr3Utr/Xet9cLa6MiuMIaO+gzLGoxlFWBZZPh9TD7lCE5psz/dJ33MU4tWYCuFmCY9m+VRLycTCQYSRnGyMRy7IQXKHQ8E+KOwlNs+mktEqfiNTJSiUXYmjbIzCUWiTHhzBgNvf4xbzxjCw6PPwjRUzJ9wDZbVV5q2X/znZ1QFePrZY1r/uvTtqGaYU3tEU0cpxgazaKpMHg0XsFiHSRPIMhUdfH7qmwYZSYZypjujHFSKgHJmjwNKERDltlGkKcV62+KNkiJ8xFw0nHtCrjKorxQFUYvxazYyatlqHmrRmOubN3ICwyIWRCK/Eon0Na99dE2NXBRPP3uMcf4tT2FbF2PbNrbN/nXS+PSMI8ny++j8ymdMX7UJ5TMwgz76N8/Dn+ZHBXyIzyxrDMe2YHDnYgzBIF+s28Zj3/3mtE9aKW2UnUGjrAw2by9k5DNvceXzU3jtmuFcMrCXmzkjClZkDrZ1tGrTverTVFZEaugn5bUDIA2b3U5SCra2rVoyZ8Z7bNq8mS79hvDVnHkggs/vp/+RR8RXKuKzyuXfl3HHSBz7cOYsXnjltTKzzqIU+zVpRF6DBqxes5ZTz72Q+yc+yswpb3DaSSckd/MjYKjUa1y1xdd2RWroByqpoWopF6na9Z6Ptnvj+AMDMHxgH758+GZmLVzMIWPu4O2vF6ANZ+b49len8uBbHznBeclGsulj/pLf+faXpYjrh+yUbxQ2bS9k8YrVbC8JJfyYlTC4d3eaNc7j0FNH8Mb0WXz66jOMOe8MR1OO68V60H2kbqPq9dNJJkWerLTWfbTW9wNNROQId+sjIi/VeGd2g3HWuNlo3Q+tNwOIUlzZ/SCmn9aXF39eyeGTP2Pmmq1o1/C97qvFPPXTyrKzyK6B/MXqzfywuQDx+5FAAAkGkUCQtcVhFm/cRgjH8Bb3hnVKl4PwmQYH3/Qoc5auYs49V3HGEYfGfZexrWXYVi/VulvVliTeHZ5+/it6rF/5po0eojVFAAElHO9P53x/Jp9YIZ63itiERR1DkW0q3o4W87OOkGk4hnAwtoliUTTCVm3FjeQMQ5GuFJu1zSo7ik85s8rKzZYxOC2drZbN0JWr2BSNMr1VM/plZzhpxiIWOhydTzTa25wwqfpXJGJ4+vmvMC6970ks6ywsK4LWpPkMHju6E48d2ZHLP/uJk6Z/z487ilFBHxGfwVkzFzJ73bYKH9inLF3L2lA0YTinpYHfz5JthSzZWpg0AeQYPaO6t2P+qg10uONp0n0+vp8whp4tmyanYJ2NbfVThxxT/SsSMVJAP/uKdgCkQbM7gLG4jsPZWVm88vSj3HLNFZx6wSWcO/oKli7/A0TYsGkLJ513EQt/+mUnVwwNvPrmO2zbvqOs8SzCr0uX8duy5WUMahHh6jGjmTr9Izr1PJI2rVsxd/ZHdGh3UFLn5E3gWKnXuKjmLkjt6wcqr6GqCPCrEKPLwF+tL9/qjMgjiDodAw5s0oipd17N1G8WcNvzb/L3l6Yw5qQBNM3LI7dejjtwOEZyrKb5i+9/TGk4QrfOB8ezEogoWh/YjNfvvTmeY7k4FOaNWV/yyCtTKAmHue2yEZw06BjE9MWuFKCnoPXFktt0XXWdd4XExJI6HJn0/sBa68VuMC65e070/jGdgKcQGYgIHfLrMfvsfkz+eQVjZy0gJ+hnzKGtOaB+Nq3z6zs3oySXCjEMXpi3mLqZ6XRs0dR11XEGlh5tD6RHq2bxXMvbS0p5Zc7PPDJ7LhmBAA+fPYQBnQ9y/t1c3WFbL2BbV6hO/bbuvvdVjKef/5qBm9bOeLNeXhdD5DlT6OFX0MbnZ5xh8o0VZlKkiDxL0d+fRlPD4ADDJF2peJCfIYIhML2omFa2nwsyA45RrAQROMpI58i0dCzt5NTYall8UFrM68WF7Gea3JebS7fsTALKwLI0ZsTSOmpN1FH7BvOR96p/6TwZTz//Neb1j78Sve3834DnEOmAUvRvns/8/XJ5fMFyBr83h0Pzchh18IG0aZDN/rk5O7lVaKV4+OufOD1sMbJH+3hgMcB5PToksl9ozZrtRTw352ee+PpHujbN58Mxp9Kx+X7gM2OZgCLY1p1Y1gTj8BOrN0aiPKmln5TXDoDkNp2oN638AXgWaC4inHbiUAYfcyQPPPYU3QcezzF9enPh2afTtnVL8ho2oOzsMhTsKOT+iY+Tnp7O0MHJxWeEsaMuIh7EByxb/jtP/vtFnn3xZQb068tXM97nby3cy+Ok1i1G83+gJ0rdRkn5DmuA1NIP7KWGRO8ynUnVYc3+z0lo/TjQMPaZBmZ8t4jH3prOpwt+4uhDOzGo12Ec0bUTBzZr6vh+KYOoZaMRp+R1PA2KhY5G+X3Vaj7/7gc++GIO076aR7cObRh9+gkM7nM4yheIu3WIYW5F1Fhp2q5WnkK7tm+jv538zE6fG+16zdNad62FLpVBRKZprQfUdj92RfT2Cy7Esh7AtrNjn1la895vq3l87q98t3YzA1s3ZVC75vRq2ZT9G9RD3OXNsK0xDBPDTAR8gpNGcMnq9Xz6yzI+WPgbH//8O/3aHsDoI7vSt01z5/uxJ2C/fy3+wEXG4JHv1cb5e/rZe17NaagsuDKq9XhbE0wc0cyJhpkZLmWtHaW7P0g3f4BO/gB5hukYy0BUIGAo/KZCGY6xrLUmErH5LRxmTkkpn5WUsDASomcgjVPTM+gUCGKaikDAIBg0CAaMpcGgOTzn8x+qvhTxHuDpZ++J3niWH8u6Gcsah22bsXzIxZbNpF9W8dTC5awvKuW4Nk0Z0Gp/ujdvTG6ddMdgFqHU1gR8JsrdB0BropEoP6zewKzfVvL+ouUsWL2Rkzq24NJeHemwX1658SewgEDgfOOUK+fXxjVIZf2ksnYA9KaVGaDvAUZDoqTf9h07ePblyTz1wsuEwmGOHzyAAUcdSfdDu5Cd7d7mRCgNhQgGg5QPEAyHw8z/4Udmzv6U9z6czpJlyzlz2MlcOmJ4wkhO8DlaD5fshkuq+XQrJJX1A3uuoRoxlgGsT16tDzwCnB4fNNyAvk07ipj61Xd8+NU8vpy/iJJQmLYtDqBpk0Y0qF+P9LQgglBcUsLGzVtYuWYdPy/7HUMpDj/4IAb06MKxvbvRqGGDpCDBmN+zOQVlXKwO6Fizs8lJdO3QVs9584WdPletDqsVsYjIBUm7+ThBmS8CaK2fren+7AnR2y/YD3gK2x4YTwcnAqbJ6qJSpi5eyfRfV/LlstWICG0aN2T/3BxyszJJC/jRQEk4yobtBfy+YQu/rF5PnaCfni2bMqBdC4Z0bEm9dNeWUuLoyPGTfwGf/wrjpLE1O5uchKefyvNKTsPWGp4T6CHgzhw7QXubbYu5kRDfRcL8GAkTEOFAv48806SeaZCmBC1CKZqN0SgrQxGWhsLUMwwOCQQ4PJBGD1+ANJxy2YYIPp/C71c64DcmBoPGDY2/+6VmZ5OT8PRTeaLjTu+CbT8HdADKFDD6eVsRU39bxUdL1zJn5XrqpgdpnVePJjl1qJuZTtBnEtWaolCE9TuKWLZhC79u2ML+OXXo3aIJA9o0o3+r/Z3KfuBWqjXA54/g99+JPzjBOPuGmp1NTiKV9LMvagdAb1rRF+RZoDkQv39pDfN/WMR702cw85PPmLdgIXkNGtC65d9olJ9P3ZwcAgE/kWiUgoJC1m/YwJJly1mybDktWxxI78O7M2TAMfTrcwS+MlXxNEAx8H/ARMlqULOzyUmkkn5g7zVUY8ZyDOuz1/sgMgalTkAZZryMdZK/8vpt2/l52QpWrd/Ixi1bKQ2FsW2btICf3Lo57NewPm2aNqZR3WxE22jbck5GJGYs2xi+qZi+R1XLQ6fV6AlWQNeO7fScKS/v9Llq3qm2xHLero5prZ+vyb78t0QnjBwCXIphDMAwVNzlwh+AQBBt+lhTFOKXdZtYs62AjTuKKAlHUIZBWsBPw+w67FcvizZ59WiYHoiXYo/ncXbceiIo4w1M3yPG2Td8Ucun7Omninijbp4S4RRBRptCHwMny0VAKYIi+P0GPr9iEza/RyKstyy22zYRNKYb9JdrGjRUBs0Nk0wUlmU7BUgsjWXZ2LZGREpMU/3H71cTD1q6rFZmA5Px9FM1RP/vTD9wJiKjUepQlEq4Xbh+yrZS/L6tiMUbt7GuoJjNRSWEojamaZAR8JNfJ52m9erQpkEO2X5f3MUrUWzJBqV2oNQL4vM/Ylxyd80EEe+GVNLPvqodAL1pZToi5wOjEWlXUVBfJBpl2e9/8OuSZaxdt55tO7YTCoXx+XxkZmaQ17AhLZofQKsWB5KZmen+8E423CbgGdCPSVaDmouN2AWppB/Yew3VuLEcw/rmvcaIjMT0XSSG2djJgOFPuE6oWIaLpOUHtxSojkachO3RUMLYcdiAqGcwzSdU+z5/1MZ5VUTXju31nKmTd/pcNW2XEssQ+yLRBy47EMMYJYZxAYFgfXe5EoJpieXLeBEStygAOHqJOKVtHQ1Fkw3mlWj9BPC0MfzW9bV6gkl4+ql6puc2PsgnMtqv5JyAUlkBvyIQNAkEDPw+hWEIhut2IaZT9EZbNnbEIhSyCEdsrKhNJGo7+ZSjNlFL/2bb+nHg313WrKi1lYjyePqpeqK3X9AVpUZjmqfj86Xh8yGxjE2x7E6xcSdmEMWq88XGnfhDetxgXoBlPY5SL5lX/KPmArD+BE8/VY/esuYIRC5F5EQQXxmjGSrIhFHm2+5Lku3mvP8KeAx4TbJyaybTxR7wv6Kfagvw+zOMbseuAf5uL/h4AqZvEKb/cExfFzF9XVBGPScYS5EQinbe2yRcLWxjG7b+DsU8bOsrYKrq1C9cW+e0S4SEseZRJZhXT1wGXGc9eeMt+APHEgh2xx/ogj/QmUAwC58/kbs7Flhj26DctJLOjWoTSs8D5qH1F4ieZpx/k7W7v1srePqpcvpvWvMTMGZe46bjAn7j+GDQOCwYNLv4/aqT329kiN90q0I6xjKAjjrSMG2NbWtArdWaeVrb87QhnyjN7ENW/VE7sw+7w9NPlWPe8uxc4ILoA5ddjc93ovj8XfH5u+Dzd8Q0gzsZy5CY1LGNmHGzApiHxTyU/ti87IGay9D03+Dpp8qReo0/BT7V29bnI3I8Il1BuiDSnngZ5gqKjWjXDkKDyFK0e/8SmS516tf6KlaF/I/op9aM5Rjq4KOiOPnv3o19plcvbo6oLijVAiQNCLrGcinoUtFquRaZh6ilqmPf1Ls57YSULaLiUWUYF00oBV53N6yPnhd8/paY/i6YvmYoI4ioNJya5yUoVYJtLUEZ84yTxqbM6sPu8fRTXXRZs6IQmORubO/bSamg2Vb8ZhcxjSZiqCBKgli2bYelVFm62Ixav1iGzGvy/S81kye50nj6qS7Mqyduxcl48CyA9Z97TQyzPabZBcPIQ1QQkSBaR4lSitJFKGMRSs8zht+6sXZ7v6d4+qkuJCdvHfCEu6ELtwRAOgKdEckFgiISACJa61JECtD6B+A7yayXMqtXu+d/Qz8peQbSpPVyYLmI+IGLgX9rrcuUpC6/MJHSiDjFVjyqHeOY8zTwK/CriGQB5wFPaK1Tb8VhT/H0U2Nkz55vA4uARSKSB5yIo5994KF8F3j6qTGMM66LAvOB+SLSHDgi1X1p/xRPPzWGZNYLAXOAOSLSAWiltX4D9jGbJ5n/Ef1US1GSKqQRcAbwt9ruSOUQRJk7bR7VdOrRaQAABRxJREFUTksc/eTVdkcqh6efWqIzjn4yarsjlcPTTy3RFzittjtReTz91BIDgeNruxOV539DPyltLGut/wB6aq2/r+2+VArBebIqv/3Z10Tai8iXIvKZiDwnIs1FZL2IzBaR6RW0bywiH7vfObo6TmVfQjv+XD211itruy+Vour006HcvpRr/4SIfCEin4tIx+o6nX0FrfUHQF+tdWFt96VS7L1+url6+VxEHhIRJSIvicinIjJDnGXi5Pa3ishX7tavuk5nX0Fr/RwwpLb7UWn2Qj8VaCfX3f9ERKaISFq59kEReca9f02sztPZV9Ba34ezMrpvs/fjT2MR+U5ESkXEFJF0EZnq2j/vuO4pye0fdvX1jYj0rOrTSGljGWCfXv6MIeLmfi63/TmLtdaHa617u/u5wEda675a6/4VtB8H3Az0B26qms7v23j6KaOfYLn98pHId2utewLDgVurqPf7NH9x/fwBHKW17oVTUKo3ENZaHwE8B5xVrv0LWusewCA8/QB/af2U104ToJfWug8wDzi2XPuxwMta66O01pdV9Snsq/yF9QOwBegHfO3uDwS+0Vr3Bb5195O5xtXXMJz80lXKvjcXvg8y7/sF0ySrQW4Fh4IiMjdp/0mt9ZOxHa11ciL6EGAAR4rIZ8CbWuuHyv1eB+ByrbUWkQIRydJa76iq8/CoHapQPyt3s4/Wern7NgKkXlYQj72iEvpJLuQU01LsLpcDbE7+sST9hEiuxeuxT7M3+qlAOxGtdawwhgH8Vu63+gJNRORm4EGt9ZSq6b1HbVOJ8acUKE1aAF0KdHPfVzT+xMaoTGBBVfQ9Gc9YrgG01uWfgPYYETkOuBNncPkeaIVzM3pHRGZqrRcmNTeSnkS34wjKM5b3capQP5vL7+/ia3cB/9zbv+mRWlRGPwCuS04D4HPgUhH5Gedh6rBdfOU23Oh+j32fSo4/HYEGWuufROQwnDzApcAD5Zq2AP6BMyM4W0Te11pH9/bveqQOlR1/kvgN6CEii4ANwPXlG4jIWzjj0jlV9DfjpLwbxl8drfUUrXV7YBUwWGtd5A4i7wHtyzVPLmmZBWyroW56pCjl9HNs+f3y7UXkCuAnrfXnNdxVjxREROoBjwAX4rh3bdRat8UxiK+poP2JQH2t9c4luzz+UpTTDlrrb90iFG8BF5Rrvh34RGtdBCxhnw/K9qgGzgPe1Vq3A6YCZ5dvoLU+EWf2+c6q/uOesZzClHNg3wEkP2n3xFmWSGahiPQQkQzAc8H4i1OBfuxy+yXl2vcHDgfGV3/vPFIdETGBl3B8AdfhhOpscQ9vArLLte8IXOpuHn9hymvHTQMbY6exB/gS6CgiBnAAsI/koPaoQf5s/Ind7wqBKq+A6RnLqc1AN7rzE5wnbUtE5onIl8BqrfU3AEnRw/cCE4AZVMOTlcc+R3n9UG5/uojki8iNbvuJQHNgloh4y+gepwKHAveKyGygAGjrvr8dZ0k9efy5D0dX00TknRrvrUcqUV47PdyxZxZOYNYLUEY79+Dcu74Ant6n8+J7VAki4hORGcDBwDScwNBhrp7OAiaVu3+96h57l2oIMJb/hWBLDw8PDw8PDw8Pj+rAm1n28PDw8PDw8PDw2AWesezh4eHh4eHh4eGxCzxj2cPDw8PDw8PDw2MXeMayh4eHh4eHh4eHxy7wjGUPDw8PDw8PDw+PXeAZyx4eHh4eHh4eHh67wDOWPTw8PDw8PDw8PHbB/wOG/XfDplvZEwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/", + "height": 132 + }, + "id": "qhDlgMRKS1b7", + "outputId": "33af876e-4063-4819-90f6-8a2183f027c1" + }, + "source": [ + "# here we see the average localized brain activity for the shown 'face'\n", + "face_activity = epochs['face'].plot_psd_topomap()" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "q0Ve2vMEeXed" + }, + "source": [ + "# TODO Please visualize the average brain activity when the subject pushes the button" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "vQQsKzXagroz", + "outputId": "bd0986ae-cc0e-4ec1-ac05-b74fb6e1767b", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 132 + } + }, + "source": [ + "face_activity_2 = epochs['button'].plot_psd_topomap()\n" + ], + "execution_count": null, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + " Using multitaper spectrum estimation with 7 DPSS windows\n" + ] + }, + { + "output_type": "display_data", + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "H-TNp77TLVUD" + }, + "source": [ + "# TODO Which difference do you see between the visual/right, the face, and the button event?\n", + "# TODO Which brain region seems active during the button event?\n", + "# Hint: visual/right and face seem more similar to the button event. Think about why?\n", + "# TODO: YOUR ANSWER" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "" + ], + "metadata": { + "id": "AfEZsCY3uVew" + } + }, + { + "cell_type": "markdown", + "source": [ + "Alpha,beta,gamma are same for visual/right,face and button event.Differences in theta and delta spectrums like delta frequency of visual/right and delta and theta is higher than delta and theta frequency of button event.Beta is the active region is the event ." + ], + "metadata": { + "id": "4SUqXeuBsnlj" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "yPrMJuVcgsD4" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "4yr4Boxce011" + }, + "source": [ + "**Bonus Task:** What type of event happened in Task 3? [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "UJU2Xel-e_-f" + }, + "source": [ + "# TODO Please go back to Task 3. Can you figure out which event type happened?" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Sensory ERPs have peaks within 100 milliseconds and cognitive ERPs has peaks within 100 milliseconds.The combined graph of EEG and STIMULI in task 3 , the majority of the EEGs reach peak slightly after 100 milliseconds,resulting that events are cognitive and endogenous. \n" + ], + "metadata": { + "id": "yE0Josz3rw9H" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "p7V4io1ngtUR" + }, + "source": [ + "" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "EHfGf23KfHb-" + }, + "source": [ + "# You did it!!\n", + "#\n", + "# ┈┈┈┈┈┈▕▔╲\n", + "# ┈┈┈┈┈┈┈▏▕\n", + "# ┈┈┈┈┈┈┈▏▕▂▂▂\n", + "# ▂▂▂▂▂▂╱┈▕▂▂▂▏\n", + "# ▉▉▉▉▉┈┈┈▕▂▂▂▏\n", + "# ▉▉▉▉▉┈┈┈▕▂▂▂▏\n", + "# ▔▔▔▔▔▔╲▂▕▂▂|\n", + "#" + ], + "execution_count": null, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "collab with keerthana Reddy " + ], + "metadata": { + "id": "llZOCPhMtfTQ" + } + } + ] +} \ No newline at end of file diff --git a/Copy_of_CS480_Assignment_4.ipynb b/Copy_of_CS480_Assignment_4.ipynb new file mode 100644 index 0000000..8903c8c --- /dev/null +++ b/Copy_of_CS480_Assignment_4.ipynb @@ -0,0 +1,805 @@ +{ + "nbformat": 4, + "nbformat_minor": 0, + "metadata": { + "colab": { + "name": "Copy of CS480 Assignment 4.ipynb", + "provenance": [], + "collapsed_sections": [], + "include_colab_link": true + }, + "kernelspec": { + "name": "python3", + "display_name": "Python 3" + }, + "language_info": { + "name": "python" + } + }, + "cells": [ + { + "cell_type": "markdown", + "metadata": { + "id": "view-in-github", + "colab_type": "text" + }, + "source": [ + "\"Open" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "DMrBgGVKWEPJ" + }, + "source": [ + 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)\n", + "#Assignment 4" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Ll5BVb2mZS2_" + }, + "source": [ + "# In this assignment, we will create a Random Forest classifier to detect pneumonia!" + ], + "execution_count": 121, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "2lscACx4iuKi", + "outputId": "c414545d-496a-45d3-b3d9-dbcfa9e69485" + }, + "source": [ + "# load numpy and matplotlib\n", + "%pylab inline" + ], + "execution_count": 122, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Populating the interactive namespace from numpy and matplotlib\n" + ] + }, + { + "output_type": "stream", + "name": "stderr", + "text": [ + "/usr/local/lib/python3.7/dist-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['f', 'clf']\n", + "`%matplotlib` prevents importing * from pylab and numpy\n", + " \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "3yT4p3dDmJgI", + "outputId": "b54c1d90-6227-45e3-f29e-9bbe728a8552" + }, + "source": [ + "# we are using mahotas again, so lets install it!\n", + "!pip install mahotas" + ], + "execution_count": 123, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Requirement already satisfied: mahotas in /usr/local/lib/python3.7/dist-packages (1.4.12)\n", + "Requirement already satisfied: numpy in /usr/local/lib/python3.7/dist-packages (from mahotas) (1.21.5)\n" + ] + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "Lj9vr_3CmOYG" + }, + "source": [ + "# our imports include sklearn this time\n", + "import mahotas as mh\n", + "import os\n", + "from sklearn.ensemble import RandomForestClassifier" + ], + "execution_count": 124, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "esXxAeAUWyB3" + }, + "source": [ + "**Task 1:** Download, extract, and load the data! [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "yPO5ufNBmgwS" + }, + "source": [ + "# Please download this file: https://cs480.org/data/xray.zip\n", + "# This is a subset of the Kaggle Pneumonia Dataset!\n", + "#\n", + "# TODO: Upload xray.zip using the file panel on the left." + ], + "execution_count": 125, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ynJMN1ugiyik" + }, + "source": [ + "# Run this code to extract the zip file and to create\n", + "# the folder structure of normal/ and pneumonia/ images.\n", + "# Each folder contains the first images of the Kaggle dataset.\n", + "import zipfile\n", + "with zipfile.ZipFile('xray.zip', 'r') as zip_ref:\n", + " zip_ref.extractall('.')\n", + "\n", + "NORMAL_DIR = 'normal/'\n", + "PNEUMONIA_DIR = 'pneumonia/'" + ], + "execution_count": 126, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "u61SolZ7mQ2l" + }, + "source": [ + "# Here we load the first image from the normal dataset.\n", + "img = mh.imread(NORMAL_DIR + 'IM-0115-0001.jpeg')" + ], + "execution_count": 127, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "4td0kmDkXlot" + }, + "source": [ + "# TODO: Please display this image and print the dimensions!" + ], + "execution_count": 128, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ypOjAS1Dd4QG" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": 129, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "SSEZ_i8EmZqf", + "outputId": "3a679fd8-8623-4152-cd27-5e4e7c9f4db5", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 287 + } + }, + "source": [ + "from PIL import Image\n", + "imshow(img)\n", + "print (\"Image Dimensions are\", img.shape)" + ], + "execution_count": 130, + "outputs": [ + { + "output_type": "stream", + "name": "stdout", + "text": [ + "Image Dimensions are (1858, 2090)\n" + ] + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ], + "image/png": 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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "fOD7_q_yXrgd" + }, + "source": [ + "**Task 2:** Let's do some data wrangling and more visualization! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "SMUX5cxTmeh3" + }, + "source": [ + "# This code loads all normal images into a numpy array.\n", + "normal_files = os.listdir( NORMAL_DIR )\n", + "\n", + "normal_images = np.zeros( (len(normal_files), 300, 300), dtype=np.float32)\n", + "\n", + "for i in range(len(normal_files)):\n", + " loaded_image = mh.imread( NORMAL_DIR + normal_files[i], as_grey=True )\n", + "\n", + " loaded_image = mh.imresize( loaded_image, (300, 300) )\n", + " img_shape = loaded_image.shape\n", + "\n", + " normal_images[ i, 0:img_shape[0], 0:img_shape[1] ] = loaded_image" + ], + "execution_count": 131, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "ksC8C2PWmjjE" + }, + "source": [ + "# This code loads all pneumonia images into a numpy array.\n", + "pneumonia_files = os.listdir( PNEUMONIA_DIR )\n", + "\n", + "pneumonia_images = np.zeros( (len(pneumonia_files), 300, 300), dtype=np.float32)\n", + "\n", + "for i in range(len(pneumonia_files)):\n", + " loaded_image = mh.imread( PNEUMONIA_DIR + pneumonia_files[i], as_grey=True )\n", + " \n", + " loaded_image = mh.imresize( loaded_image, (300, 300) )\n", + " img_shape = loaded_image.shape\n", + "\n", + " pneumonia_images[ i, 0:img_shape[0], 0:img_shape[1] ] = loaded_image" + ], + "execution_count": 132, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "s7in4NIBYTsA" + }, + "source": [ + "# The two code blocks above perform 2 data wrangling operations.\n", + "# Which ones?\n", + "# Hint: The first one might be more obvious but the second one happens in the\n", + "# last line of each block.\n", + "# TODO: Operation 1) YOUR ANSWER\n", + "# TODO: Operation 2) YOUR ANSWER" + ], + "execution_count": 133, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "8SETp9KbDH8o" + }, + "source": [ + "# Now, let's look at the first 5 normal_images and the first 5 pneumonia_images.\n", + "# TODO: Please visualize multiple images at once.\n", + "# Hint: You can use one of the following answers from StackOverflow for this:\n", + "# https://stackoverflow.com/questions/41210823/using-plt-imshow-to-display-multiple-images" + ], + "execution_count": 134, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "Em22a9YoZD1M" + }, + "source": [ + "# TODO: YOUR CODE" + ], + "execution_count": 135, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "y5Kk_-h6Y-fK", + "outputId": "224acf23-4be8-4545-fdcd-fac3b975b776", + "colab": { + "base_uri": "https://localhost:8080/", + "height": 304 + } + }, + "source": [ + "plt.figure()\n", + "\n", + "#subplot(r,c) provide the no. of rows and columns\n", + "f, axarr = plt.subplots(5,2) \n", + "\n", + "# use the created array to output your multiple images. In this case I have stacked 4 images vertically\n", + "axarr[0][0].imshow(normal_images[0])\n", + "axarr[1][0].imshow(normal_images[1])\n", + "axarr[2][0].imshow(normal_images[2])\n", + "axarr[3][0].imshow(normal_images[3])\n", + "axarr[4][0].imshow(normal_images[4])\n", + "axarr[0][1].imshow(pneumonia_images[0])\n", + "axarr[1][1].imshow(pneumonia_images[1])\n", + "axarr[2][1].imshow(pneumonia_images[2])\n", + "axarr[3][1].imshow(pneumonia_images[3])\n", + "axarr[4][1].imshow(pneumonia_images[4])\n" + ], + "execution_count": 136, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "" + ] + }, + "metadata": {}, + "execution_count": 136 + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {} + }, + { + "output_type": "display_data", + "data": { + "text/plain": [ + "
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\n" + }, + "metadata": { + "needs_background": "light" + } + } + ] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "bZscOQb5Aicu" + }, + "source": [ + "**Task 3:** Setup training and testing data. [15 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "pFj9F4OeZiRu" + }, + "source": [ + "# Any supervised machine learning algorithm requires disjunct sets of\n", + "# training and testing data.\n", + "#\n", + "# For each, we will create a balanced dataset that includes an equal number\n", + "# of normal xrays and pneumonia xrays.\n", + "#\n", + "# The training data will include 120 images (60 normal, 60 pneumonia).\n", + "# The testing data will include the remaining 80 images (40 normal, 40 pneumonia).\n", + "#\n", + "# Supervised learning means that we tell the algorithm which image is normal\n", + "# and which image is pneumonia. For this, we need the training_target vector.\n", + "# The vector shall be 0 for a normal image, and 1 for a pneumonia." + ], + "execution_count": 137, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "l6EAB3mAAate" + }, + "source": [ + "TRAINING_COUNT = 60\n", + "\n", + "training_data = np.zeros( (TRAINING_COUNT * 2, 300*300 ), dtype=np.float32)\n", + "for i, n in enumerate( normal_images[0:TRAINING_COUNT] ):\n", + " training_data[i] = n.ravel() # flatten the image\n", + "for i, p in enumerate( pneumonia_images[0:TRAINING_COUNT] ):\n", + " training_data[i + TRAINING_COUNT] = p.ravel()" + ], + "execution_count": 138, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "training_target = np.concatenate((np.zeros(TRAINING_COUNT),np.ones(TRAINING_COUNT)))\n" + ], + "metadata": { + "id": "QtdBj4tlsp31" + }, + "execution_count": 139, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "UsShDNA6aqaa" + }, + "source": [ + "# TODO: Please create the training_target vector with 0 for a normal image, and\n", + "# 1 for a pneumonia.\n" + ], + "execution_count": 140, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "S1JoaZxGBC4y" + }, + "source": [ + "TESTING_COUNT = 40\n", + "\n", + "testing_data = np.zeros( (TESTING_COUNT * 2, 300*300 ), dtype=np.float32)\n", + "for i, n in enumerate( normal_images[TRAINING_COUNT:TRAINING_COUNT+TESTING_COUNT] ):\n", + " testing_data[i] = n.ravel() # flatten the image\n", + "for i, p in enumerate( pneumonia_images[TRAINING_COUNT:TRAINING_COUNT+TESTING_COUNT] ):\n", + " testing_data[i + TESTING_COUNT] = p.ravel()" + ], + "execution_count": 141, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "7rFZWW7iBC2Q" + }, + "source": [ + "# TODO: Please create the testing_target vector with 0 for a normal image, and\n", + "# 1 for a pneumonia.\n", + "# TODO" + ], + "execution_count": 142, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "xBNvy4SgBC63" + }, + "source": [ + "testing_target =np.concatenate((np.zeros(TESTING_COUNT),np.ones(TESTING_COUNT)))" + ], + "execution_count": 143, + "outputs": [] + }, + { + "cell_type": "markdown", + "metadata": { + "id": "Me7EKq4UbPP5" + }, + "source": [ + "**Task 4:** Let's train and evaluate the Random Forest! [35 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "6MobaM1hqJPc" + }, + "source": [ + "# With scikit-learn, we can easily set up a default Random Forest classifier.\n", + "clf = RandomForestClassifier()" + ], + "execution_count": 144, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "hgvNrmHPqL_q" + }, + "source": [ + "# Now, we train the classifier with the training data and the training targets.\n", + "# We essentially show the classifier an image and tell whether the image is \n", + "# normal or pneumonia.\n", + "fitted = clf.fit( training_data, training_target )" + ], + "execution_count": 145, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "XeEof0gnICec" + }, + "source": [ + "# TODO: In just a few sentences, please explain how the Random Forest works." + ], + "execution_count": 146, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "The random forest is a classification algorithm consisting of many decision trees. It uses bagging and feature randomness when building each individual tree to try to create an uncorrelated forest of trees whose prediction by committee is more accurate than that of any individual tree. " + ], + "metadata": { + "id": "FAyV4QVOph2R" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "iEEk6g1udgAW" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": 147, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "rK5mi094Bd9O", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "35ab1daf-243f-4365-870c-5775b3afd053" + }, + "source": [ + "# After training, we can see how well the classifier predicts our testing data.\n", + "# The following command will return the classification accuracy.\n", + "clf.score( testing_data, testing_target )" + ], + "execution_count": 148, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "0.9375" + ] + }, + "metadata": {}, + "execution_count": 148 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "JxnD7CIybt1N" + }, + "source": [ + "# TODO: Is the classification accuracy good? And, are you surprised?" + ], + "execution_count": 149, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "fZsZwhh0dcRX" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": 150, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "classification accuracy is number of correct predictions divided by the total number of predictions.\n", + " Classification accuracy is good but in healthcare it shouldbe more accurate." + ], + "metadata": { + "id": "4CV1cFAXuLQF" + } + }, + { + "cell_type": "markdown", + "metadata": { + "id": "2JOU4BU-cTBR" + }, + "source": [ + "**Bonus:** Let's take a closer look! [33 Points]" + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "8iGnbzEwqa1t" + }, + "source": [ + "# Can you figure out which images were misclassified?\n", + "# Hint: You can use predictions = clf.predict(testing_data) for this.\n", + "# Can you display them?\n", + "# Do you have an idea why these images were problematic?" + ], + "execution_count": 151, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "tE5nXaNOdRYx", + "colab": { + "base_uri": "https://localhost:8080/" + }, + "outputId": "f85d18fe-2b03-4916-a25a-6f9a62bc648d" + }, + "source": [ + "predictions = clf.predict(testing_data)\n", + "predictions\n", + "\n" + ], + "execution_count": 152, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0., 0., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 0., 1., 0., 0., 0.,\n", + " 0., 0., 0., 0., 0., 0., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.,\n", + " 1., 1., 1., 1., 0., 1., 1., 1., 0., 0., 1., 1., 1., 1., 1., 1., 1.,\n", + " 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1., 1.])" + ] + }, + "metadata": {}, + "execution_count": 152 + } + ] + }, + { + "cell_type": "code", + "source": [ + "import pandas as pd\n", + "m = clf.predict(testing_data) != testing_target\n" + ], + "metadata": { + "id": "pptSrM6CvbUG" + }, + "execution_count": 153, + "outputs": [] + }, + { + "cell_type": "code", + "source": [ + "m\n" + ], + "metadata": { + "colab": { + "base_uri": "https://localhost:8080/" + }, + "id": "ZAbqRtJuvgu_", + "outputId": "57684746-13ef-4f2e-cc60-14aa37e8442c" + }, + "execution_count": 154, + "outputs": [ + { + "output_type": "execute_result", + "data": { + "text/plain": [ + "array([False, False, False, False, False, False, False, False, False,\n", + " True, False, False, False, False, False, False, False, False,\n", + " False, False, False, False, False, False, False, False, False,\n", + " False, False, False, True, False, False, False, False, False,\n", + " False, False, False, False, False, False, False, False, False,\n", + " False, False, False, False, False, False, False, False, False,\n", + " False, True, False, False, False, True, True, False, False,\n", + " False, False, False, False, False, False, False, False, False,\n", + " False, False, False, False, False, False, False, False])" + ] + }, + "metadata": {}, + "execution_count": 154 + } + ] + }, + { + "cell_type": "code", + "metadata": { + "id": "a9_SjQXRc8ls" + }, + "source": [ + "# TODO: How can we improve the classification performance?\n", + "# Hint: Ideas without code are fine as well." + ], + "execution_count": 155, + "outputs": [] + }, + { + "cell_type": "code", + "metadata": { + "id": "aGGkmwS1dQg9" + }, + "source": [ + "# TODO: YOUR ANSWER" + ], + "execution_count": 156, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "CNN is one of the best choice when it comes to the classification improvement performance. Though the Random forest having an accuracy above 85% is known to be good but there is still lot of scope to improve it accuracy to above 90% using CNN or similar.\n", + "\n" + ], + "metadata": { + "id": "GXO8JheYx5GU" + } + }, + { + "cell_type": "code", + "metadata": { + "id": "8w9wibPkWJri" + }, + "source": [ + "# Great job!!!\n", + "# ___\n", + "# _.-' \\\n", + "# / \\\n", + "# / \\\n", + "# / `.___\n", + "# ( .--.)\\/(,.--. `-.\n", + "# ,',-. \\ / ,-.`. )\n", + "# ( / \\ / \\ ) / \\\n", + "# || .-| |-. ||---'| \\\n", + "# _|| | | | | ||_ | \\\n", + "# /. \\ |_|.---.|_| / ,\\ | .^.\\\n", + "# `.\\ `--\" \"--' /,' |/\n", + "# `> _________ <'\n", + "# ,-' ,---.---.---. `-.\n", + "# `--'\\ \\j/ /`--'\n", + "# `.\\ /,'\n", + "# \\\\_______//\n", + "# `-------' hjw" + ], + "execution_count": 157, + "outputs": [] + }, + { + "cell_type": "markdown", + "source": [ + "Colabaration with kiran" + ], + "metadata": { + "id": "pUkB6uchyFLL" + } + } + ] +} \ No newline at end of file