Skip to content

Instantly share code, notes, and snippets.

@imvickykumar999
Last active November 21, 2020 12:44
Show Gist options
  • Save imvickykumar999/19c08f21f7f23afd3616676749491e74 to your computer and use it in GitHub Desktop.
Save imvickykumar999/19c08f21f7f23afd3616676749491e74 to your computer and use it in GitHub Desktop.
subplot.ipynb
Display the source blob
Display the rendered blob
Raw
{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "subplot.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true,
"authorship_tag": "ABX9TyOCAyb/aeem2bsYNOe9Nf6U",
"include_colab_link": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "view-in-github",
"colab_type": "text"
},
"source": [
"<a href=\"https://colab.research.google.com/gist/imvickykumar999/19c08f21f7f23afd3616676749491e74/subplot.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "-jhrVsxayZCA"
},
"source": [
"# Morse Code Decrypter : https://imvickykumar999.github.io/git-bash/"
]
},
{
"cell_type": "code",
"metadata": {
"id": "qN2YTs6vyxKK",
"outputId": "ac04a3d5-ba4b-4946-9f1a-8f9873d6c98f",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 102
}
},
"source": [
"# https://github.com/imvickykumar999/git-bash/blob/master/decrypter.py\n",
"\n",
"\n",
"def solve(test, printing = False):\n",
" \n",
" decrypted = [' ', 'A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J',\n",
" 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U',\n",
" 'V', 'W', 'X', 'Y', 'Z', '1', '2', '3', '4', '5', '6',\n",
" '7', '8', '9', '0', ',', '?', '(', ')', '!']\n",
"\n",
" encrypted = ['/', '.-', '-...', '-.-.', '-..', '.', '..-.', '--.',\n",
" '....', '..', '.---', '-.-', '.-..', '--', '-.', '---',\n",
" '.--.', '--.-', '.-.', '...', '-', '..-', '...-', '.--',\n",
" '-..-', '-.--', '--..', '.----', '..---', '...--', '....-',\n",
" '.....', '-....', '--...', '---..', '----.', '-----', '--..--',\n",
" '..--..', '-.--.', '-.--.-', '-.-.--']\n",
"\n",
" morse_enc = dict(zip(decrypted, encrypted))\n",
" morse_dec = dict([(encrypted, decrypted) for decrypted,\n",
" encrypted in morse_enc.items()])\n",
"\n",
" if test == '':\n",
" test = '-.. . -.- .... / .-.. .. -.-- .- / -.-. .... .- .-.. / -. .. -.- .- .-..'\n",
"\n",
" test = test.replace(\"_\", \"-\").upper()\n",
" test_list = test.split(' ')\n",
"\n",
" decrypt = []\n",
" def convert(j):\n",
" for i in j:\n",
" try:\n",
" decrypt.append((morse_enc[i]))\n",
" except:\n",
" try:\n",
" decrypt.append((morse_dec[i]))\n",
" except:\n",
" pass\n",
"\n",
" if not any(ele in encrypted for ele in test_list):\n",
" box=[]\n",
" for i in test_list:\n",
" box.append(i+' ')\n",
" test_list = box\n",
"\n",
" for j in test_list:\n",
" convert(j)\n",
" text = ' '.join(decrypt)\n",
" else:\n",
" convert(test_list)\n",
" text = ''.join(decrypt)\n",
"\n",
" if printing == True:\n",
" print('\\nInput : ', test)\n",
" print('Output : ', text)\n",
"\n",
" return text\n",
"\n",
"test = input('Enter Morse Text (or, just Press Enter for default entry) : ')\n",
"solve(test, True) # use either True, printing=True, or 1\n"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Enter Morse Text (or, just Press Enter for default entry) : \n",
"\n",
"Input : -.. . -.- .... / .-.. .. -.-- .- / -.-. .... .- .-.. / -. .. -.- .- .-..\n",
"Output : DEKH LIYA CHAL NIKAL\n"
],
"name": "stdout"
},
{
"output_type": "execute_result",
"data": {
"application/vnd.google.colaboratory.intrinsic+json": {
"type": "string"
},
"text/plain": [
"'DEKH LIYA CHAL NIKAL'"
]
},
"metadata": {
"tags": []
},
"execution_count": 1
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "YWw4Z03-yQMl"
},
"source": [
"# https://gist.github.com/imvickykumar999/9c82a433a1e19d1e6034807f4fcf1ddb\n",
"\n",
"import numpy as np, math\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def subplot(\n",
" l1=False, a1=[1,0,1], b1=[4,9,4], \n",
" ul1=30, colorl1='blue', two_pointsl1=False,\n",
" \n",
" l2=False, a2=[-1,9,2], b2=[2,4,7], \n",
" ul2=30, colorl2='black', two_pointsl2=False,\n",
" \n",
" p1=False, n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
" p2=False, n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
" ):\n",
"\n",
" a1 = np.array(a1)\n",
" if two_pointsl1 == True:\n",
" b1 = b1-a1\n",
" else:\n",
" b1 = np.array(b1)\n",
" b1 = a1 + ul1*b1\n",
"\n",
" a2 = np.array(a2)\n",
" if two_pointsl2 == True:\n",
" b2 = b2-a2\n",
" else:\n",
" b2 = np.array(b2)\n",
" b2 = a2 + ul2*b2\n",
"\n",
" n1 = np.array(n1)\n",
" n2 = np.array(n2)\n",
"\n",
" X, Y = np.meshgrid(range(up1), range(up1))\n",
" Z1 = (-n1[0] * X - n1[1] * Y - d1)/n1[2]\n",
" Z2 = (-n2[0] * X - n2[1] * Y - d2)/n2[2]\n",
"\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111, projection='3d')\n",
"\n",
" if l1:\n",
" ax.plot(xs=[a1[0], b1[0]], ys=[a1[1], b1[1]],\n",
" zs=[a1[2], b1[2]], color=colorl1)\n",
"\n",
" if l2:\n",
" ax.plot(xs=[a2[0], b2[0]], ys=[a2[1], b2[1]],\n",
" zs=[a2[2], b2[2]], color=colorl2)\n",
"\n",
" if p1:\n",
" ax.plot_surface(X, Y, Z1, color=colorp1, alpha=.7)\n",
"\n",
" if p2:\n",
" ax.plot_surface(X, Y, Z2, color=colorp2, alpha=.7)\n",
"\n",
" plt.show()\n",
"\n",
"# subplot( # this is function call, just comment the line, which not to plot...\n",
"\n",
"# l1=True, a1=[1,0,1], b1=[4,9,4], ul1=30, colorl1='blue', two_pointsl1=False,\n",
"# l2=True, a2=[-1,9,2], b2=[2,4,7], ul2=30, colorl2='black', two_pointsl2=False,\n",
"# p1=True, n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
"# p2=True, n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
"# )\n"
],
"execution_count": null,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "YnvFq7KyzaqP"
},
"source": [
"https://gist.github.com/imvickykumar999/9c82a433a1e19d1e6034807f4fcf1ddb"
]
},
{
"cell_type": "code",
"metadata": {
"id": "kMbUguyUzCNm",
"outputId": "e376ae45-f063-4112-b93e-6fe3f10e796e",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
}
},
"source": [
"subplot( # this is function call, just comment the line, which not to plot...\n",
"\n",
" l1=True, a1=[1,0,1], b1=[4,9,4], ul1=30, colorl1='blue', two_pointsl1=False,\n",
" # l2=True, a2=[-1,9,2], b2=[2,4,7], ul2=30, colorl2='black', two_pointsl2=False,\n",
" # p1=True, n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
" p2=True, n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "9_cIySiwzNaE",
"outputId": "88f9a533-392a-41ef-9e37-03c2de9719a8",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
}
},
"source": [
"subplot( # this is function call, just comment the line, which not to plot...\n",
"\n",
" # l1=True, a1=[1,0,1], b1=[4,9,4], ul1=30, colorl1='blue', two_pointsl1=False,\n",
" l2=True, a2=[-1,9,2], b2=[2,4,7], ul2=30, colorl2='black', two_pointsl2=False,\n",
" p1=True, n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
" # p2=True, n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "7-HD7Z38z4Hd",
"outputId": "7d3f711c-a739-4dae-c1dc-333427bf8d30",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
}
},
"source": [
"subplot( # this is function call, just comment the line, which not to plot...\n",
"\n",
" l1=True, a1=[1,0,1], b1=[4,9,4], ul1=30, colorl1='blue', two_pointsl1=False,\n",
" l2=True, a2=[-1,9,2], b2=[2,4,7], ul2=30, colorl2='black', two_pointsl2=False,\n",
" p1=True, n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
" p2=True, n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
" )"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAV0AAADnCAYAAAC9roUQAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOy9eYxkd3mv/5yl9r26eq/qnu4ej2fxDOOxjW2FJfcCF+QQuEAUSHIvZL9Cyk8oEOkiEaSQXBEiEilC5EYRIsTJvSFwQxICIjGbTRKwx4M942W8zHRV71Vd+3pqPcvvj+KUq3u6urt6mZm265FaM6rlnFPL+dR73u/nfV/BMAwGDBgwYMDNQbzVBzBgwIABryUGojtgwIABN5GB6A4YMGDATWQgugMGDBhwExmI7oABAwbcROQd7h9YGwYMGDCgf4Redwwi3QEDBgy4iQxEd8CAAQNuIgPRHTBgwICbyEB0BwwYMOAmMhDdAQMGDLiJDER3wIABA24iA9EdMGDAgJvIQHQHDBgw4CYyEN0BAwYMuIkMRHfAgAEDbiID0R0wYMCAm8hAdAcMGDDgJjIQ3QEDBgy4iezUZWzAgJ4YhoGu6zQaDVRVRZZlRFFEkiREUUQURQShZ7OlAQNekwg7DKYctHYccAOGYaBpGqqqbvi/eV+30JoibP4NxHjAa4SeX/CB6A7YNZvFVhAEBEFAVVVUVUUUxRse3/0nCAKZTAa73Y7X6x2I8YBXMz2/yIP0woAdMQwDVVXRNK0jnpsFditMUe6mWq12blNVlVarteH+QWQ84NXOQHQH9MQUWzN1sFux3Q5TPLcSZPOqyxTj7lSFIAhIktTJG5viPBDjAUeNgegOuAFd1zfkabcSyG4OSvi6BbYbU4w3pzYMw9g2Mh4I8oDbkYHoDuig6zqqqnLt2jWmpqawWq0HLlymWPb7nO5/TTaL8bPPPsu5c+c6jxVFEVmWB2I84LZiILqvccxFrlarha7rAJTLZXRdPxRx2ovobret7n9VVUWSpM72TTvb5ueY0XF3qmIgxgNuFgPRfY1iemxVVe2IrSk8oih2bjtoDlJ0t9tH97/dmK9b0zSazeaG+7rTFGZ0PBDjAQfNQHRfY2wWW1NUuoXlZgjjraKXiHaL8WavsSRJNJtN3G53JzIeOCoG7JWB6L5G6OWx3Uo4jnqkuxd2EuMrV65w4cKFQeHHgH0zEN1XOVuJ7U62r8MUxttVdHvR/eMky6+cLt258GazORDjAbtmILqvUvZa0AD9RbqNRoOFhQWq1Soul6vz53A49u3pvZ3ZLjKGQeHHgN4MRPdVhmEYKIpCvV7H5XLtqaBhN9FovV5nYWGBfD7P1NQUw8PD1Go1FEUhlUpRq9UAcDgcuFwu3G43Lperc4xHiX6Odyd721ZinM/nGRoawmq1Dgo/XgMMRPdVQndBQy6Xo1gscuLEiT1ta7tIt1qtEovFKJfLzMzMcPLkSQzDoNls4vF4bjgmU4jL5TLr6+uUy2UMw6BYLN4QGb+aRWY7MV5cXMTv91Ov1weFH68BBqJ7xDGdCJqmAa+Uy+4nmhRF8YbnVyoVYrEYtVqNmZkZzpw50znxe+1LFMWOqI6MjACQSCRotVoEg8ENYlyv1wFwOp23nRhvdjMcJKbAbo5sNxd+bH7OoPDj6DIQ3SPIVgUN3SecJEkdEd4LgiB0tlsqlYhGo6iqyuzsLMFgcF8ntvlct9uN2+3ecJ+u61Sr1Q1iXKvVEAThlorxYYquyebt75SmGBR+HF0GonuE2K6goZv9Wr5EUaRSqbC6ugrA7OwsgUBg7wfexXb5YlEU9yXGuq4fikDeDNHdLf0WftRqNWq1GsPDw4PCj9uEgegeAXZT0NDNXkXXMAxyuRyrq6tYLBZOnz6Nz+fb7+FvuZ9+2K0YNxoNLl26dMsj41vFVt+JRqNBqVRiaGhog5PF/HernPHAUXG4DET3NqafgoZu+hVdwzDIZDLEYjHsdjujo6O4XK5DEdyDPJk3i3E2m+W+++478DTF7RTp9oumaR0h3cx2VXgDe9vhMRDd25C9FDR0s1vRNQyDVCpFLBbD4/Fw11134XK5WF5e3nMnsN087rAtYztFxpVKZYMYi6KI0+nE6XR2rG12u33DQuFRFRtd15Ekacv7tvMaDwo/Do+B6N5GmAUN2WyWSqVCOBzeU4HBTqKr6zrr6+sdq9L58+dxOBwbnr+fhbiduFU+3V5irGkatVqNSqVCsVgkHo9Tr9c7Ymy322m1WtRqtQ1ifBTQdX1PPu3dFn5ks1ksFgt+v38gxrtkILq3AZsnNKiqumGsTb/0El1d14nH4ywtLREKhbjnnnuw2Ww3PG4v0ehuo8Hb8SSUJKmnGFerVYrFIqqqcv369Q1i3J2muF3FeC+i24utFvEURem8b72q8HrZ216rDET3FtJrQoMsy/uKNDeLrqZprK6usrq6ysjICPfddx9Wq3XXz9+JarVKPp/H5XLhdDq3PcmPUu8FSZLweDxYLBZyuVynQbopxoqibBkZ305irOv6hp4RB42maR2PcS9723YTP7qtba8VR8VAdG8BWxU0bM6b7dfyZe5jZWWFtbU1xsfHef3rX4/FYtnx+bsVRkVRiMViKIqC3+8nk8lQrVYxDGPLBStTjI+K6Jps1erR4/HcUIG3FzE286eHhSmKt2L7O3mNX6uFHwPRvUnsVNDQzX6LG1RVpdFo8MQTTxAOh3nggQf6inZ2Ev3u6rTZ2VmGhoZotVqd19Jd/ru5F4Msy+i6TiaTuS0iwYNkr2LcarUO7f04yPTCVuxF1Psp/CgUCqiqyvDw8Kum8GMguofMbgsautlrpNtsNllcXCSdTiMIAg8++OCeopxekW6lUiEajdJoNJibm+tUp21+bHf5bzfmAl46naZUKt0gPqZzwOVyYbPZbpuTab/uhe3EuFwuUywWtxRj8/0wF/P2cgy3o+j2YisxNsvDzSrJnSZ+mEGN1+s9kGM6DAaie0j0W9DQTb+Rbr1eZ3FxkVwux/T0NMePH+eJJ57Y88mwWfTL5TLRaJRWq9WJbPe6XYfDgcPhYHZ2tnO7GQlWKhXy+Tyrq6s0Gg0kSdpwSe52u7FYLDddjA/LMma+PpvNxtzcXOf27vejUCiwtrbWEePu92M3P05HSXR7bd8ckLpTFR7AI488wjPPPMOnP/3pQzum/TIQ3QNmrwUN3exWdKvVKgsLC5RKJY4dO8add955IOJgNrzp7rtgRrb7pVc6ZatIUFXVTooim82yvLxMs9lEluUNQuxyuXaVq94rh+nTNReVutkpTbH5x2k7MT7qoquqKk6ns+f9m8+tYrF4KEU9B8lAdA+IbrG9fPkyp0+fxm6372lbO6UXuhewZmdnOX369IGKgqIoJJNJqtXqgfZdgP7cC7Is4/P5bjiJWq3WhnxxpVJBVVVqtRrXr1/fID6HuXJ/EGwlur3YTozN92OzGDebTSwWC81m81DSNoct6qqq9vUZFotF/H7/oR3PQXB7fyOPAL0mNOzX8rWVMJmX+c1ms3OZf5AnUKFQ6ES2Xq+XCxcuHNi2TQ7CMmaa8TefXBcvXmRoaAhFUUgkEiiKgqZp2Gy2DZGx0+nsKzo7zEj3IEbdS5KE1+u9IY+paRpXrlzBarXuOjLeC4eZ7lFVta/PqlgsMj09fWjHcxAMRHePbC5o6C7V3a/7YDPFYpFoNIqu6532irs9xt2cEPl8nmg0iiRJHD9+HFEUWVhY2O9hb3tch4EoigSDwQ3vj9lgvVKpoCgKq6urKIqCruvY7fYNKYpeHuPDTi8c1rbNxaWxsbENvuxekbEkSTdY2271gqamaYNI97VOr4KGbg5KdE0xFEWRubm5vnJVZopiuyghl8sRjUaRZZkTJ050IiVTlA6Dm30CC4KAzWbDZrNtWAA0DIN6vY6iKFQqlW09xocd6R7m5flW2+8VGZuVkDuJsdvt7ixuHTb9phdKpdJAdF8t7FTQ0I0syzeYvnuRLCVZK6xxYap9KW8YBtlsFkVRWFpa4s4777whh7cbeomu2b4xGo1itVo5efLkDds/zKqx26UiTRCEjpMiFAp1btd1nXq93omMzZxxq9VCVdUNkfFBeGoPu5lOP6Iuy3LfYlyv11lZWekI8kGLcb/phVKpNFhIO8r0U9DQTT+R7o9iP+LbL3wbp9XJW2feir/px+12Y7fbOX/+/J6PffNinCnm0WgUh8PB6dOnb+g10Ou5O2EYRqcZzG5O8NtBdHvR3XHMpFAokEwmmZycRFGUA/UYH3ak289CXS96iXGj0eDKlStIkkQul2NlZWVLq99+xLjf4y8Wiwe68HsYDER3C/ZS0NBNP6L7vRe/x1JqCRcu/k/q/+D1evnF+38RhP1FQaZwmr1yo9EoLper075xO3YbjRqGQTqdJhaLIYpip9mJeSm6VUR4uxQ89IN54m/XFGevHuOj3DZSFEWsVisTExMbbjcj40qlssHqd5Bi3ItBTveIcRAeW9id6Oq6zsUXLpJYT+CxeBgODhMvxbHrdr7x7DeIrkQpe8u89fRbscq9m9P0QhAE0uk08Xgct9vNuXPntvU7drNTpNsttua2zaYn3T1ru6uszBPOarXSaDRoNpvbNt05KuzXY9xsNg810j1Menl0t0tTbPWeHKQYa5p2qJ7tg2AgumwU22vXrhEMBgmFQnv+BZYk6YahgSa6rrO6usrKygpPZJ5As2kYooHVYmXUO0qxViSajtLUmjx67VH+8Zl/5GfO/gzvOP0O7Nadfb9mY/JcLgfQl9ia9Ip0txJbp9PZcQhA75615gmXz+dpNBpcvXqVVquFxWLZEBXfjt7avUSju/UY5/N5ms0m5XJ5w3twO74Pm+m3MKLXe7KdGDcajV3njG/ntFU3t/eneshsFdmabRX3c8kjyzKKomy4TdO0Tsev0dFR7rvvPv76q39NOBBGFEQWs4sAHB8+TrVZ5cXii5RrZeqtOo++/CjffuHbvPGON/LOs+/EY79xYc0wDJLJJAsLC/h8PoaGhpiZmelbcGHrfLCZoug3au5+T3w+H1arlXK5zNmzZ4F2vwjTQdDtrTXtXN3e2lsVER5kCmCzxzidTlMulwmHw53Fu4P0GB8mB1WN1kuMa7Uazz//PJIkbRsZm6kbU3Rv93TNa1J0t/PY9uM86EV3ekFVVZaXl4nH40xOTnL//fcjyzIvr79MXa2TrqSZCk4x5h1DN3SK9SLpcpqgI4goiFSbVTx2D4VagYsLF7myfIVTE6d417l3EXQFMQyDRCLB4uIigUCAu+++G7vdzgsvvLBn21d3y8Hdiu1uv+ibo2ir1YrVat2w+LHZzpXNZqlWqwA4HI5ORGguOB72SXYzyoCtVuuheIwPk8MuAQaw2+1b5ow3R8bf/e53+ad/+icqlQqf//znOX36NHffffeOi2orKyt88IMfJJlMIggCv/mbv8lHPvIRfu/3fo8vfOELDA8PA/DpT3+ahx56CIA//MM/5Itf/CKSJPG5z32Ot7/97X29pteU6G4ltptPJlmWb+h+3y+SJNFsNrl+/TqpVIpwOHxDx69/m/83lIZC2B9G1VTWS+u4rC6cNidj3jGKhSKrhVUC7gA+h49UOcVydpmAM8CVlSv8ePHHRFwR7nLfxdzE3A1TIPbbk1dVVZ588klcLteeItte7GaRbjs7l9kycvOMM5fLRbPZJJfLHcoCzWGxXUXafj3GB/WZ9eJm9F3olTPeHBmfP3+ehx56iI997GPY7Xa+8Y1vUC6Xefe7373tPmRZ5k/+5E+4cOEC5XKZe+65h7e97W0A/PZv/za/8zu/s+HxL7zwAn/3d3/H1atXicfjvPWtb+XatWv9pVl2/cgjzG4KGkxkWe60k9sLZg4qlUpx8uRJHnzwwRsiEF3XiWViOCwOqq0quUqOCf8ETquT+fQ8AD7Jx6hzlGKzyEJmAbtsZ8I/wWJ2kXgujk/0UbaXuWq5yhutb8Q16iJii3T2IUlS36LbPRW41Wpx7733HvqJ2w/d5asjIyOd280Kq3w+f8OiVXdUvNc86c1ueLMTu/UYm/0zLl26tK2jZK/cjA5j/XxegiAQDof59V//9V0/Z3x8nPHxcQA8Hg+nTp1ibW2t5+O//vWv84EPfACbzcbMzAzHjx/nySef5MEHH9z1Pl/VottPQYOJJEl7Si/UajUWFhYoFApMTEzQarUIh8NbPva5+HO8vP4yoiASDrQj3XgxzpBriDHvGCIi84l55IbMneN30tSaxAtxsoUsxXyR8cA4sl0mV83hFtw8t/ocj0cf595j9/L2029nbniur/4P3WLrdDo5e/YsV65c6Utw+5mRdtALHmaFlcVi4Y477ujc3mq1OgK0vr5OpVLZkCftvjTfTjyOShnwZo9xs9nkhRde4Ny5c53ihlKpRCKR2DAFea8e45sR6fZbAryfwojFxUUuX77M/fffzw9/+EM+//nP89d//dfce++9/Mmf/AmBQIC1tTUeeOCBznPC4fC2Ir0VrzrR3WtBg0m/Od1qtUosFqNcLjMzM8OpU6dotVqk0+mez3k89jhTwSlSpRTxYpxKvcLM0Az5Wp5sKUskECHgDGC32Wm0GkSTUURVBD+4fW5kh0ylUWEqONVZhBMQWMos8el/+TQzQzPcP3o/ZxxndnyvzIIJp9O5Kw/vfrmZFWkWi4VAIHBDvrg7T5rL5ahWq+i6fkO+2OFwHHqK4jCLI8xtH5bHuN9ItF/6Fd1CobBnj26lUuF973sff/qnf4rX6+XDH/4wn/zkJxEEgU9+8pN87GMf4y//8i/3tO3NvGpEd78FDSa7Fd3NI2vOnDnT2dd2Pt2W2uLS4iXy1Twj7hFsFls7/WFoFJQCE/4JREEkV80hKiJ2wU7IFcLldpGqpHBanYy4RyjVSiznlhnxjBAJRFCaCtFMuylO0BXkSz/+EiFXiF/96V/lfGRjZdvm6rSDEtujYPTfLk9qjmE3L83NaNAcE5PNZg+878Ct7OtwEB7jraZJHxT9RtJ7LYxotVq8733v45d+6Zd473vfC8Do6Gjn/t/4jd/gne98JwCTk5OsrKx07ltdXWVycrKv/R150TVtX2Ybu3Pnzu1rbtJOotvd2Nvs+LV5X9stYl1ZvUKtVdsQpYqCiCzKeB1eCtUC2WIWh+HA5/JRooSCwqh9FItsIVFMsFpYRZZkpoJTrBXWaKgNIoEITquTUq1EvVUnX8sjCRJf+tGXsEgW3nfhfdx/7P5O34WDFFuzKGI37/vt0nthM4Ig3FD+C69Y/bbqO7A5X7wXU/5hRrqapu1p27v1GKfTaZLJJGtra4fiMVZVta+e1HtpdmMYBr/2a7/GqVOn+OhHP9q5PZFIdHK9//iP/8hdd90FwLve9S5+8Rd/kY9+9KPE43GuX7/O61//+r72eWRFdyuPbaPR2PfI6V7jz/P5PLFYDGDHxt7bCc/llcu0tBYruRV8dh9TwSmaapNoOkq9VidkCeGxeSg1SnglL6OuUSRRYrWwSlNtMumfRBRE1gprqLqKgUEkEEEzNOKFOBbRgs/hw+/woxs6K/kVQq4Qf/fE3/Gn3/xT3nbH23j/G96/pyY6W1Gr1YhGo+Tz+Y7P2byUNU/E7mjldhXdXkiShM1mQ5IkIpFXFirNaLBSqWxopG61Wm8o9rhV+eKdusz1y1Z9jEdGRnA6nVt6rffrMd5LTtcUyt3ywx/+kL/5m7/h7NmznV4nn/70p/nyl7/MlStXEASBY8eO8Rd/8RcAnDlzhp//+Z/n9OnTyLLMn/3Zn/X9Hh850d1KbM1fc4vFQqvV2pfodi+kmR25YrEYsixzxx137GvgXaPV4LFrj2GTbUz6J1nMLpLP5gnIASwNC4JVwOa1oSgKYV+YarNKqpxiwjeBx+bB5rYhCiIr+RWcVicWyYKu62SVLC21RSQQQRIkFnOL1Ot1pr3TyIbM/No8PrsPr9fL8+XnufyNy/zs636W/3znf95TiTG057JFo1FKpRJzc3OdBSwzGqpUKqytrW3wlZonXnfD96PKVtGgmS/e6vU7HI4NYmyOpL8ZOd3Dwrz87+W13q/H+GakF97whjdsGQSYntyt+MQnPsEnPvGJvvbTzZETXU3TOuO+N39QB1HYYEZiZrmrw+Hg1KlTPTty9cNTy08RcoeIF+IoDYVatYYDBzVqtGwtgq4gLpsLVVcRDIFsNcvc+Bx2q514MY6AwIh3hEn/ZHuBLR3FbrETCURYzC6ykl9hwj9B2B8mkUkwn5rHEA1OR06jopIqp/AbfpSmwree/xb/dv3feP2x1/OOM+/AbrnxMm4rYWw0GsRiMQqFwoZRQc1mE8Mwti12qFQqlMtl6vU6ly5dumH1/Gb2ae2HfpwZZr54c5HD5naR5kj67nHjBz2C/VbORzuIPsb9BlBHodkNHEHRNRc2tsKMdPeKWUpbrVZJJpOcPXt2Xz7VzSfrv13/N5azy0i6RDaVRUfHG/RSbpSZ9kwjiq84ESbcE3htXnJKjkwlw4hnBK/Ny3ym7eOdCc3gsDqIF+NklSwGBseCx1jLrZEupBmyDzHiHcHutiPLMvF8nJArhEWyUK6Xqat1yrUyj778KD+M/pB7pu7hnefeidvW/nExf3zM4282m8RiMXK5HDMzM5w8ebKvKrRuX2k2m+W+++67YfV8ZWVlg7+2W4xvZenrfqPy7tdvVjhBWxRffPFFrFbrls2BuqPBvTQHuh2HUvbTxzibzVKpVG7Inff6YRqI7i1gr5Guruusr6+zuLiI3+/vLDLth81NxPPlPM/EnkFuynjcHgqtAn6bn2H3MKV6ieX8MkOuISKBCLVWjcV8O0VwYeICeSVPqpzCKlsZcg1ht9jJVDKU62WG3cM4rA5ShRTxapx8I8/J8EkM3SCaiuLChdfuJeQO0Wg1iGViBJwBht3DXE9dp1gvcmzoGE8sPMEjLzzCW0++lYfOPtQR3WazyeLiIplMhmMHOHEYeq+em/5aM0dYqVQ2pCg2X6IfNgfRk3YrRFHEYrEwNDS0QSy63QOZTIbFxcVOc6BuAXI6ndtGgjejeOGgtr9VH+Onn36aM2fOdFJWvTzGNput09Xudu+lC69x0dV1nXg8zvLyMkNDQ51S2scff3zfUYJpG9M0jYWFBb579bsUGgXsdjtBXxCP7mG9uM5yfhlREDk+fJyV/ApZJctUcIoJ3wQpPUWlXiGjZJjwTaDpGlkly7BnGEmUmPRPojZVno09i8PiYHZyFqEikFEyaLrGqGuUYDDIUm4JgDtG7sBZd5IsJbHJNjx2D16Hl2QpSa1VY8Q9wpOLT/KdF7/DMcsxdJuOUTWYnp7mgQceOBDh2Y1g9/LXmpGQuXhVrVY3nHyqqtJoNG7LFEUvtoqie7kHuvPF8Xh8x+ZAt2IU0EGiaRpWqxWbzdbTY2xOWPnkJz/J/Pw8733ve7nrrrt4y1vewvvf//5tt9+r70Iul+P9738/i4uLHDt2jK9+9asEAgEMw+AjH/kI3/rWt3A6nfzVX/3Vnoa3HjnR3e5k2m16QdM0VldXWV1dZWRkhHvvvXfD5ZspmPv5QgmCwLVr1yiVSkxPT5OxZogMR7DJNtYKazS1JuFAGAGBRDFBU2tiYDAVaLsZEqUEuqojiRJ+ZzsKShQTjHhG8Dl8XF29SrVaZdQ9ysnwSSqtCkuFJSyyhdmRWWLJGOvldYaGhpj0T1JtVslUMuSreSZ8EyBAqV7CZXMhCiKRQKRjYWvWm1SNKs/nn+fNp9/MtGv6lvd87XWJ3p2iUFWVF198ccsUxX5sTLfLjLSdmgOZvlqzORDQyaseRnOgw7oC6N5+r+PtvkoaGxvjkUce4Y1vfCP/+q//yosvvrirUv5efRf+6q/+ire85S18/OMf5zOf+Qyf+cxn+KM/+iP+5V/+hevXr3P9+nUuXrzIhz/8YS5evNj36zpyorsdsiz37GML7cs2s73ixMREp+PXVttRVXVPvst6vc7CwgLFYpFgMMiZM2co18skS0kylQyT/klcNhfD1mEEhI4TQRIlDMOgUCtQbVSJBCKUi2VWC6tgtK05IVeItdwaS40lnBYnc1NzrJZWWa+scyx4jKArSLzQrnBr6S1GXaMoDYWskiXgCGC32gm5Q0iixEp+hYAzgNvmZr24TqVewYYNa8uK3W4nWUzic/hYK6zxyX/+JKfGTvFzF36O2eHZLV/3rbKCdZ98q6urHdvP5hRFd1TYb4ridi4D3i5HGovF0HV9y+ZA3T9Gt+uVQT/HZH73PB4P999//66e06vvwte//nUee+wxAD70oQ/x0z/90/zRH/0RX//61/ngBz+IIAg88MADFAqFDX7e3XLkRHcvkW6r1WJ5eZn19XUmJydv6Pi1mb3khuv1emdVf2ZmBk3TOoUTP4r9iPXSOsOeYewWO2uFNYq1IkOuIcL+MC2txUJmAZtsY9w3zmJ2kdXCKlbVSmQ0gtJSeGn9JUrlEmFvGEvIQr6eR5AEfE4fLqsLpamQrqTx2rxYJAuyJNNsNqlX60QCESyShVim7TOeGZph1DNKrpqjVCshaiIOzUFOy2Gz2zg2dAxRF2mJLUr1EqVaidXCKp/9zmeZ8E3wcxd+jlPjp/p6f242u01RmC6CbiG6mS6Kw7pEF0URWZZxOp1bNgfaqtrsIJoDHSR7+RHf62fW3XchmUx2hHRsbIxkMgnA2traBq+22XfhVS+60Duq2iyW5iJQOp0mEols2fFrK/oR3VqtRiwWo1QqdXovCIJAsVjsFFk8u/YsIVeIUrVETskRcoXwOX3E0jEMDGZCM0TkCIligmQ5iWEYzIZmeXn5ZWLpGC7DhVN04h324nf7Wc2vMuIZAQEK1UKn6Xok0P5CLOWWkAUZt+ymITdYya/gtXuZ9E+i6zqL2UV0Q2fENkKmkkExFMbGxxDrIgFngHKjzHplnbGhMayyFafViaZrJItJREHkL3/0l9hkG++9+72dKcZHgd2kKLZyUTQajU7O+KCF6DCj6K1SZL3Gr3f7q7drDuRyuW5KqqnfH6N6vb7nkuTNfRe62U91ay+OpOj2whRL8xI/n88zPT3N8ePH+/oAdzPjrGI85J8AACAASURBVLvRTbdfdfM2MpUMF2MXMTA4PnycUr1EqpzCZrHhd/pxWp2kSimUpsKoZxSbxdb28NZrVBtVJp2TeH1ekpUkkioRMAKEXCF0XWc513Y8DLmGuJ66TqleYio4xVRwivXCOmvlNXx+H8eHj5MoJlgrrBH2h3FLbgqlAoqgoNt1Iu4IsiSjNBSskpVaq8a4Zxy/w89ybrnTDU1xKCQKCTwOD06rk4d/9DBfvvRl3nv3ezk/fv5QvqA3g51cFMvLyxQKBXK53J5TFL047OKI3boLtqo226k5UKPRIJVKHUpzoJvVYaxX3wUzbZBIJDpXCgfRdwFeZaKrqir5fJ7Lly9z7Nixvryk3WwX6SqKQiwWQ1GUGxrdbN6Gpmk8Hn2cCf8E1WaVSqNCqpxizDsGQL6axyJZkESJsL89tieajNKqt3B6nFhkC7pNJ1vLEvFHkGSJxcwi0HYiiKJIqpxCN3R8Th8+u4/VwiqarjHpnYQ6CKJAQ21QbVXxW/zEE3HKepmgN4jP5cNtuJFEiaXcEj67j5AnxHxqnkKlgNPlZCo4Rb6aJ5qOoukac8NzZKtZkqUkkWCEfCXP5x/5PA4cvG7kdZwfPY/X491QCny7DwrshZmiKBQKuN1uhoeHDzxFcbss0m3FdgUOlUqFq1evdpoD1ev1Tv+Kg0jT9Gpg3ou9eHR79V1417vexcMPP8zHP/5xHn744U4j9He96118/vOf5wMf+AAXL17E5/P1nVqAIyq6m9ML3UIoSRIPPPDAvmecbRbdzV3FdhpcaZYT/3jxx6wV1rDJNhwWByFXCFFs904IuUL47D7S5TTZchabbsMje5CDMsVWsVPwsJxfZqWwQtgf7jgR1gprVJvtBbeW1mK9tI7H5sFldeF1eNF1naSSZMwxRqPWoFKsIDgENJvGieAJ7LKdaCYKtOeyjXvHSRQTaIaG0+bE7XWTrqQRagJhfxi/w09OydHUmhSUAmPeMUqFEguZBfweP3avnRfrL7KyvsI94j1ccF8gnU6zsLCAqqqdFXSXy4WmaYduNzos9pqi6JUrPYplwIIgYLVacTgczMzMdG7vtnHttzlQv20jS6VS35Fur74LH//4x/n5n/95vvjFLzI9Pc1Xv/pVoF0a/K1vfYvjx4/jdDr50pe+1Nf+TI6k6JqUy2Wi0SjNZpPZ2VmGhoZ4/PHH9x05dI/sqVQqRKNRGo0Gc3NzW3YV2wpJkljLr/HS+kuEA2GskrWzkHVH6A5GPO18aq6cQ2toDNmGyAt5dEnnmOcYQYI8X3ieQq1AS20xFZiiWC9SrBUZ8Yxgt9hxWpwIgsB6aZ0h1xBW2dquNmvVsck2QvYQrUqLmBbD4/Vwx+gdrOZXWSusMeweZsI3gaqrLOWWaGktpoPTtPQWiWICFy4sooWJwASaobGaX8UiWRARETSB5fgymqxxcvokHruH68nrQHuR7t8X/51vX/8277zrnbzl7FuwybbOZWqlUqHZbPLUU08Be1/AajabPPzwwySTSX73d393rx/1rthNNLpTimLzwEkzRdFoNKjVaoeSKz3sDmabI9GdWkX20xxoL710+xXdXn0XAL73ve/dcJsgCPzZn/1ZX/vYiiMpuqVSiWvXrqHreqe94kEiyzLFYpErV67QarU6YtsPkiRxZe0Kdou9s/A16Z+kpbWI5WLUG3V8oo+W3qJpaeIb8kENvPZ2WXBWyWKX7dgs7Q5XmqFRrpeJ+CPIssxCZgEBAZfNxYhnhGqrSiwdw+fw4ZJcXF25iqqp3D13N2ExTLKcJFFMUGvVmA5Ok6/mSVfSTPonOwMudXTixTg+hw+xIVJoFEiWk51FunK5zOXoZZx2J+dmz5FSUqTKKQRBYNjdLtiIF+M01AZj3jG+f+37/PNz/8xDdz3EW+58C0NDQwwNDZFKpbjvvvvQdb1zMnZHh2bllfnX3Z1K0zS+8pWv8Id/+IcsLS3x5je/+dArr/aTAtjJRRGPx1lcXOz4Sg/SRXGzRbcXOzUHUhTlhuZA5tWsoii7ypkflRJgOKKia0ad+xnN0YtSqcTCwgKNRoOzZ8/uWdAlSeKHiz+kLtQ5NnSMnJIjVU4x7BhGqAtYDStun5tUNcWYawxRECnXy0iiRFNtEglESDaSLOeWsUpWXFZXu7CiuIZVsjLpn0QSpE612fHQcTJ6hoX4AmPeMSaHJ2lUGmSqmU61md1qp6k10dEp18uE/WFkUWatsIYoiIx7xxnzjtFQG6yUVgi4A0wFp7i6cpV4Ms5MaIZzs+fI1/Ksl9cp1UpMh6ZR6goZJcOYdwyX1cWQawhZlFnOL2O32LkYu8g3nv0G/+nEf+Khu17p3iSK4paR0VbdqTRN49KlS3zxi18kGo1y7tw5vva1r/HWt7710BfvDjrv2p2iWFxc5K677kIQhD2nKHpxmD9G+932Ts2BzM99YWGhkzPfnC/uHi20n6kRN5sjKbqjo6M9F7rM2WD9fiGKxSLRaBTDMJicnKRUKu0rgk6UE+2uW7IVzdDIV/I4cFApV6iLdexWO7JFblu/aNu8/A4/I54RriWvoTQVRKNdKVaoFphPzyMiMjc813EiRAIRJnwTFJUi15avUVErnJg8gdVqJV5odyUzq80EQWA5t4xFsmCTbDitTtKVNC2txYRvArtsJ5Ztpz+ODx+n6W6SqqS4Xr2OJEmcPXaWfD3PamG1M/HCoD2tI6Nk2s4L2UaimGh/Rp5RJv2TVOoVopkoFsnCS4mXePTao4yL40yfnO689s10jyM3DIPvf//7/P7v/z6XL19mdnaWz372szzwwAM0Gg2efvrpTkRstvy81f7SfugW9L2mKLrHC3VHhLdLpNsP3T9ILperM35d1/VOvnhzc6CvfvWrpNNpTpw4QSaT2VAksh2/+qu/yje/+U1GRkZ4/vnnAQ519LrJ0fl27hJzEWy3X4hCoUA0+pMFpePH8fl8VCoVcrncvo7jyeUniZfiuF1u5IaM1tDQ3ToqKlO+KRyy45WFrJHjiIJIspREMzQ8dg9BV5Bnos+g5TSmg9MEXAGSpSTVZrW9gOaPUFJKLKWW8Dl8jAyNMCaPYZNtrORX8Dv8NNUm1WYVpaEQdAWZCkxRbVWZT88jiRJzoTkSpQTxYpxJ/yRj3jE0Q2MpvcR6dp1h1zCjI6Mky0kQQdM1pgJTCILAUm4JURAZ9gzjc/jIVXNousawexiP3fNKIUZoBo/dw3ppnVKz1G7mU1vkD771B5wcO8l7XvceJvwTW76HFy9e5FOf+hT/8R//wdTUFH/+53/O+9///g2iqqpqJ1fcarV45plnbrB17dfSdKt7/+6UolAUhXQ6fYOLotls0mq1kCTpwI//Zgyl7G5+0z3nrXuUjqqq1Go1vvCFL3D16lU+8IEPUCgUuHjx4o7H98u//Mv81m/9Fh/84Ac33H5Yo9dNXnWia1al7WSUzufzRKNRJEm6oTn5QfTlfXLxSQJyAL2lk5Ny2N125kbniBfixAtxJvwTjPvG0fT2IlW9VWcqONV2IhTX8Tv92GU7k/5JmlqT9dI6DqsDi2hBMATW1tcoNAqcmDyBx+khmm4L+LHQMca8Y+SUHOlKmshYhBHPCLFMjFw1x3RwGmfASaqSolgrojQUpgJT1Fo11nJrWDQLFtlCOBjGaXeSKCU6roh1fb1daOHwMhWYoq7WiaVjYLSj43QlTbqSxibbGHINYZNtFGtFckoOv8OPVWz3t2jqTTJKhmg6yuce/Rwj3hHec/49zAy1V8KfffZZ/uAP/oBHHnmEkZER/viP/5gPfehDW36msix3/KWJRIJ77rnnBltX97wzU5D6sbMdpujudbu7cVG0Wi1efvnlQ6k4u106mMmyzBve8Aa+9rWv8Su/8iv81E/91K738aY3vYnFxcVdPfYgRq93jrnvZ9wGbPdF3UkwzRlhFouFO++8c8uxNfsR3WKxyKNPPcpCagFVUzk/ex4Dg3QlTV7Jt0XOP0WlVSGn5Bj3jeO1e/HavRiGQaKYwO/wIwsyDa1BtpLtzENrNptciV1BlmTumroLZ9VJSklR1+rtJjYGLGWWMGhXtKmKSrlexuvw4rA4CLqClOtlctUcPrsPm6VtY6vWq8zH5xn1jDI2PMZScYlStYTT5mTCN0FWyTKfnsdusTPpm2Qxt0ixVmQqOEUkECFfzVOqt6vtJvyvdEPzO/3tdI1/sh0d55ewyTbcFjctscVqYZUh1xANrcFnv/NZXIaL6HeifPfvv4vf7+dTn/oUv/mbv9n3HLftBMlcuNtsZ+sW460mGRyVoo/uFMXKysoNvSj6TVH04tU2fr2bwxq9bnIkRXc7uu1eJubYnWg0is1m4+TJk9vOCNtNRdpmisUi8/PtBuNr+hqhYAhqUG1VSVfSbZH7iVdXF3RylRwTgQlsso2FzAIYMBmY7CxkxbIxXFYXk75J5tPzxNNxRlwjnAyfpNgskignaGkt5obnSJfTxItxIoEIo95RdEOn1qyRqWY4HjyOiEi1WcVusVNtVdtDMRGZT81TVapEvBHGQmM0tAbpWrp9DHKD1eIqjqaD2aFZGlqDeCFOTa0hiRLjvnGqjSoZJYPL6sIitWezGYbBemmdEXe7G9r19PW2QAemCPvbLopkNYnP6mN2aJb18jpr2TXi1+Ncu34NySLxpv/vTfzP//Y/eeOpN/b/BdiGrUpgu6uuKpXKhi5dphDVajVardYtTzPsh72mKHq5KG638esH1Uv3MEevmxxJ0d2p6U33jLPuUeOnT5/e1didfk6s7gW448eP4/V6+Yev/wOqrtJoNqAOU8EpJEFiIbuAKIhMWCbwOrykSm271bhvHLtsZyG7ALQv1R1WBy8WXyS6FkXVVU5OnCRbz7JeWWfCO4EkSWQqGVpai3K9zKR/siN4dosdn8NHyBnCKltZzi93GpnnU3liqRh2w44bN+6AmwoVDN3opAjWS+sELUGGnEN4PB6UlkKy1O46Jgltd4XSUCg3ykwFppBFmWvJaxi6wcj4CAFngFQlRa1VY8g1hMPiYKWwgmEYhP1hhLqAgUFJKXH5ymWWXlrCMAymT09zfO4408PTfOXZr/Bo7FHefvrtvP7Y6w/18n6rqitz4aZSqVCv11lcXCQWi21rZ9sLt3JI53YTLbay8nWnKBRF6WtSb7/cKtE9zNHrJkdSdLfDjHTNGWdOp/PARo13s1lszUub59ee58X1F3FanThsDup6neXcMqPeUSLBCEpdYT41jyAIzIZmyVQyJIoJwoEwo55REGAtt0Yyn8QreQl4AhTVIrJFRmpKTPmm0PX2lF+LaEESJFw2F5VGhWK1yIR/AqfVyXx6nkK9wLQ8zbhvnPXiOs1Wk2a1iUf2oAgKqqwS8UZAhGwlS02tUagWmAhMoFQUstUsWMBpdTLuG0egvYDmsroIuUMUa0UWs4s4DAcOzUFNq3F5/jK6oTMdnKbZbJJUkhwLHcNn9+G0OtENnUQpQWGhwMJzC6h2lek7ppm7Y46ZsRksooXF3CLQ9iz/30v/l688/RXee/69PDjzIJJ4c8b2dC/c5PN5wuEwHo9nSzubYRg4HI4N/RgOunftzaSXla87RWHOu1taWtowaLKfFMV29Ju+aDQaOByOfe0TDnf0usmrSnQNw6BarbK+vk4oFNr3jLOtKJVKzM/P3yC2JpcWLxEOhEkUE1RrVXwOH1OBKVaLqx3/rcvmIl/NozQVCtUCk4F20US8EMeqWVE1lenhadSmSqqaIuQNYbfaaRTbl/g2i42pwBSaoXWi5+PDxzEMg3gxzohnhDHvGHJD7lSb+UQfdaWOIRmERkJQgZA7hKqpJAoJbKINSZDwODw0W02SlSQhZ4gx31hnkW42NMukf5JEMcFydpl6tY5bdFMTa2CFSc8kkihRrBWxSlbWc+t4LV5ymRzxShxJkMiuZ5l/aR5VVRmbG+PUnac4N32O5fwya4U1JnwTTPgmqKt1UuUUpXqJUc8oX7v8Nb7y1Ff4r6/7r7zp+JuwSLemn0O3nc1E13VqtVpnZEy3nWnzOPrN0dtREubuFIWiKIyPj+PxeLZNUXSLcT+FHv2I7l6vFn7hF36Bxx57jEwmQzgc5lOf+hSPPfbYoY1eNzmSorv5gzMMg1Qq1bn8Gx4e5syZM/veR7fPsVts5+bmtjRi67rOD67/gFK91B63U0vR0lqoRnu6r+lOSBQT2C12ZFHG6/DSbDWJrcfwWXyMhcZYq6yRb+TxCB7GPGPU9TrzqXmcVieTgUli6RjL+WWmg9NMBaZIV9IkS0nK9TLTwWlK9RL5ah6raEVQBYyWgdVvpSJUGLIPYZEsNNQGWSWLbuhMBaYwMDo2sImRCUpKibSSxuF0MOIZQRIllnPLbQGXfFQrVTQ0hkeHSZVSDHuHUVWV1cIqkiDh9/sZC45h6Ab5ah5N0bjy4yvUbXV8Iz7uO3kfTpeTXD1HNB6lpteIBCIoDYVivUjIHcJpdWKTbVhkC6v5VXx2H99/6fv8v6f/Hz9z5md426m3bTnF+KDZKZdruiJcLtcNdiYzV9zdLrF78UrX9UPJFeu6fqiCbraN3ClFYfZh2CpFoWkeXn7Zy+XLVp56SuJ//a86d9zRFtC9vCf9Pv7LX/7yDbf92q/9Ws/H73f0usmRFF14RRSTySQLCwv4fD7Onz9Po9EgHo/ve/vmYprZe0HX9Z5ia3Jl9QqiIDLpn0QURFJKirAnjEW0oKOTrWRpaS0iwQiSIBFNRalVa4w5xhj2DlPX6xSaBUY9o9gtdl5YeQFZljk1eYqG2o5yy/UyFsnChH+CXDXXGU5pt9hRdbWzH4/oodasUREquFwubDYb4/bx9iJdJobb5mbSP0k0HWU5v0wkECESiJBVsqzmVynXy0x42n0XMuUMk75JLLoFva4juIX2yHhbsFP8kS6n0TSt09N3Jd/O4WpZjccvP46iKYyGRnnD+TfgkB3IbrldkuybRhIkEoUEpXKJ9fI6IUeIZqXJcnUZWZaZHZ5l1DNKtpJlSV3CKln5YeyHfOO5b/BfTv8X3nH6HZ0pxofBXkWx287Wva3ucfSNRqMzjn4vdrZe3OpJwJtTFM0mPP+8yMWL8OSTBk8/bWFh4RUL4LFjVZ55JoHXK+B2u/uKXs2hnUeFIyu6iUSCWCxGIBDg7rvv7iT1NU3b1xh2E8MweOaZZ4B20cRuSgyfWnqKQq1AoVpgxDvCqGu0UwRht9gJB8IsZBdYyizhwoVdtePwOGhIDVpqi+PDx8lVcyTLSaaCU4RcIWRZplQvkalk2iPUxXaU2tJaNNUmU4Gpzuh2AEfZQUtpUbaVqepVpoan8Lv8nWqzudAcDouDeKE9ut0qW5l0T5Iqtxe+Rr2jWCUrjUYD3dApVUv4ZB+ZVIacmmvnK512wlKYeqtONN1+bRF/hFgmxkq+3Q2tlW/x5DNPUi6W8Q57efvZtzM6MUqqnMJoGsiSTNgVRhDaI4scDgfhYBjdptNoNUCk3aui2eKFlRfQdZ0JT9sWl61kccku6q06j8ce58mFJ3ld+HVMtLYusjiI78JBRY3dkaHZNvLChQv7srNtxa0UXcOAhQWBH/9Y4qmnJH78Y4lnnxVpNNrv4ciIzr33avz3/97g3ns1zp9XsdnqKIrcef21Wo1Lly7tKkVRLBZvaD5+O3NkRRfoTO/tZr+FDeVymfn5earVKidOnNj1CmVTbfLYtccIuoIEnAFi6Rj5Wp6JsQmcNifxYrydAiiX8UpealINbDDhm+jkQetanVy17d3VdZ1cLYfb6sZmtzHhm0AURZbzy7htbjx2D+lymuXcMj6Hj4AcIFvMsiws43Q7OTF6gmur10iWkzjs7RSBKIgky0kqjQpjnjEssoWckkMztHaaITgF0E4jqC3shp1mtUlWyiLZJGZDs7ht7k4l3WxoFoe1LeD5Wh4BAaEi8Pf//vcUlAJui5u3vPkthMZDeG1eVgorDLuHqZfqlGolyvUyo55RwoEwBaXAfGYeUfhJqXMpQb6Rbzdd97pRdRVJkFjNreK2uqlVa6QKKQr5AoIkUCgWqFVrvNR6ifddeB8j3q1LjG8nNpcA78XO1svS1U8D873QLbrZLDz11CsC+9RTIrlcW/CdToPz5zX+x/9occ89GvfeqxEOG2zUTQF4Zc6bpmlcuXKFu+++e8cURb1ep1QqHZm+C3CERXdiYgJd12+4fbcTgTdjiq2maczNzZFIJPpahLuycqUzztxldeFz+rCqVrJKllK9hMNwoNTa/X5HRkdYL623m5kLsJJbQRZlAs4AfqefltoioSQYdg/jkl0kK+0ZTdPBaSb9k6RKKRYyC1glK8O2YV5OvIxkkTgVPoWBQU7JUawVKTfKzI7MomoqqXKq3RJStuOxe7BIFpZzy7jtbhwWR6cyzml1MuoaJZVJsVxexu/zc2r8FKlKimQ5iSRJDLuHkSWZVDlFpVFhxDNCLp3jP57+D3KrORxDDt58z5u588SdLOeXO/Pggq4g+WqeolJkcqTd3Wwhs9DpG6wZWmccfK1ZI+wPo+s666V1bLKNgDNAOBhu5/ArKSZHJxn3jHMteY1kNYlLd/HEy0/wyJVHeN3Y63jbibcxOzaLx+PZl7XrsPy5O0Wju7Gz9erOJsvyoRxzowHPPivyD/8wwf/+3y6eekoiFhN/crwGp07pvPOdKvfc045mT53S6dfOawr6blwU3/zmN/nbv/1b0uk07373uzl79iy/8Ru/wfT09Lb72KrvwmGPXjc5sqLb6wsliuKWYtyLzWJrev1SqVRfEfMPrv+AZCnJsLu9mFCoFhA0gXq53ukolqlncFvd2C1tO1GqlAJoN6T5iR0LA06MnkBHJ5FLUJfrDPuHsYt2VvIrHTtWqVJiMbmIFJQIDYUY846hNNuTf902N1bZisfmQTd00uV0pwOYGaWG/WEm/BMUq0XmU/M4rA6GncNcXb6KZmjMDs/itDsR7ALZapa8kiccbA/RTFfSjHhGsMpWbIqN7337e6zkV7CJNt78U2/GPeFuN/mp5TuDN81eDHOhORZqC+SreTx2D16HF7fVTbVZJVVJ4bQ4kUUZq2Sl2qySr+aZ9E9ilawdH/NsaBZJlFgvrZOVsjjtTqaGpnh5+WUcDgcTIxMUxAJfuPIFTg+f5sLwBQJy++QxO1X1s6J+WKK71+1229m66bazpdNpisUiTz755IbX3I+dTdchGm2nCcxUwXPPibRaAnCCiYm2sH7oQ62fpAk0tqk52jU7eXS7XRQf+chHuOuuu/jBD37ARz7yEZ577jmsVuuO+9iq78JnPvOZQx29bnJkRbcXu/0Smw3QW60Wx48fv8FYbY7b2Q31Vp3l/PKGVX6rbkXURXJ6DqfTidVmZco5RaleYj41j1WycmzoGEv5pXYeNBAmEohQrBVZK6yhNBUi/ggFpUC6nCYSiOB3+NFVnZX4CiW1xMToBEPuIVYLqyjNnxQrBKcQhXaOt9qqEpEjaA6NVDmFVbYy4hnBaXV2csAzQzPUGjWux6/TsrfweryEh8JkS+1CjLAzjN1ix+vwggHJUpJR7yitaovvXfoeiUQCS8vC61/3ekanRtEFHVmSmQ3OspxbZrWwSiQQaXcca1RQmgr5ep65wBwAxVoR3Wj/SIYD4XYpc24Ji2Qh5A5RV+usFdYY8Yww7hvvWOvqarv0WUDoNNuB9g+YKIgdJ0ZBK/D3sb9nJjTDu8++m4gnsmP/3q0ait+KSLdfuu1sPp+PeDzOnXfe2enOVSqVtrWzFQoWLl0SOwL79NMShUL7dbvdBnffrfFbv9Xk3nt1JOkpHnrodQd27N3spTAiGAxy7Ngxjh07tqvnbNV34bBHr5u86kR3J3YSW5N+csOXFi+xll/DMAyGbe1+uSVKWLAw7B1mzD/GQrZ9GT0zNIPP4SNRTFCoFzqduzpTIdztCNIiWUCAXDXH3PgcrUaL6FoUh9XB2NAY4/ZxDMNgMbeI0+ok5A5RqpdYzrXFPxKMkFATxHJtG93xkfYiXaqcYio4xbB7GMEQWE2ukiqnmAxNEvKFWCusUWvVqLaqjLnHCDgDLGYXERAY9YxiNax85z++w+rSKrIuc+HMBYamh5BlmXH/eKf4odasYRgGkUCEptYkWUq2UxtWDz6br7OAZqYd5lPz7SbtP3FRrBfXiRfjNFtNpoPT5JQc5UaZcd84PocPL14kUepMOnZanbT0VrvDmtNPJBCh2qgSy7QnLgerQT732OcY9Yzyvrvfx9njZzufX3fedGVlBUVRgFf6tzYaDZrN5p6nzfbisCcBm93FzMWo7lHs5bLKE080efJJePppC889Z2d9vV1cIEkGJ040+dmfbXL//QL33qtz55063dmZS5eah3Lc0P98tFKpdCALaYc9et3kyIrudl/WzR5b2Ci2u5kEsVUPh1784NoPcAtuKtUKiWYC2S5zOnSaZDZJoVYg5AvhsXvw2D2UG2UylQx+R7uLmCiIaIaGUleIBCLIoty+jDZgwjOBW3azklihrteZHZ8l5A1xPXWdQr3AzNAMYX+YeDHeaUQ+F5pjtbBKo9zAb/fjFb20xBa1Vo2ckmPMO4aqqiysLyAbMgFvgDPHziAKIsu5ZZxWJwFngHQpTaKcwOFxEAlGyBQy/PMP/pmFpQWEksCpc6eYmJ3gjvE7UBoKhmqQLWYpNov4XX4kUcLAQGkolGolIoG2TW4xt0ipWWLWNoshGGQqGTRdw+fw4bF5SBQTqLraWWBMae3Bm0pTYdI/iSzKLBXbjdsj/ghj3jGKtSLRTBSbZOOO4TtYyC5QqBaYCkzhtDnJV/PU1TpZpd086OEnHsYiW3jP697DfdP39Sx46O7Wdf36dVRV3VVUvFsO00vb/f3Xdbh2TeSpp8ROquDqVRFVbe87EtF58EGNCxfqnDtXY3a2gK6XURSFWq1GtSpw0fpC0gAAIABJREFU7Zprw2s+TPrt61AsFpmamjrQYzjMydZHVnS3w4xSrVYrlUqF+fn5vsfuyLLcqazpha7rvBx9mUsvXaIhNJgbm0OnbXZv6S3SSpoh11BnKoSAgGZoGy6BbZINl61dqbRWWMNmsREJRGg0GlxduYqu69xz/B4qrQqZSgar1cqQawi7xd4ZjTPpm0QURRLFBC29hUE7wiyWiu2uZW4/okPEa/OSL+RJFBJMDU8xFhxjPj1PrVhjJtQW8PXServZuWgh7AmTLWd56dpLLD6/iKZrzJ6c5f6776eoFtuNcRoNomtRnFYnTpsTn+yjUWnwTPIZHFYHQTmIqqosZZcY840x6Z+EBiznl1ENtdMiMlVO4ba5cVqdeB1eBNqRsFW2YpWs2GQb6XIawzA6grySb9fCz4XmqLVqvJh/kVqrhizJjPvGO9u1SBZEQcRn99FUm53c+z9d+Sf+f/beLMiu/K7z/Jx9v2suytRekmq1S55ylTcGMNjGbruDiOqYngEeHQREwAMNTdC8QDAPQPBGEOZhguAVeJiegWgYGBNjQ3hpu1yUXeUq16JMSSkpldvdzr7+/2cebmU6VSWpJJVkWj3zjcgXVence/Mefc////t/l7988S95/vzz/NiZH7vBYnx4brq1tcUHPvABDMO47ao4CIIbZsXvhbZtH4isa3tb4StfsfnOd1ZZW3P47nc1omhOIJ1Oy4c/LPgP/6Hi2WcFH/6wZHn5sCZWBxbe/pnjZnK2NE15+eWX70nO9l64l360p59++n2/7oOuXt/HQ0u67xXvGIYhm5ub99xxdruZrpSSzc1Nrly5wlqxhuqonO2fnSeGvW3LXQ6WWfKXaJWWy+PL9Nwey51l3tp+i6RMONo7yonBCSbphLXdeaj4ucVzXBpd4tXLr7LsLnNm+QzjaExYhkyztw+lZM04HR9kLCz4CwdzZNd0MVRjHvSTjomyiNXOKp2gwxubb5BnOU+uPonruUzzKeN0zGKwiKmZXJlcQUjByf5JJJJLu5dYe2uNN6++SRM2nD57mhOPn5hXtwddRCrYHe0yySacWj7FMBjy1s5bVFScOnKKJbHE5mSTcTGmqisG5oCN6xtUsqJv9nFVF6lKZCvZjXdZ8OfhPFERkZQJPWc+IsjrnPXROrqi88jSI/M84rcT1Y50jiCkICoi9pI9fNM/qDuKioi8ym94wAE8uvgoCgp7yR6qqlI3Nf/5u/+Z//L9/8JnnvgMP/XoT93WYnyrVfE+KY3HYzY2NqjrGtM03xWOc5iU7gfppil873saL76oHki2rl1TAR9db/ngByX//t/PD7qefVZy7pzkbl/ynXK2qqp47bXXePzxx+9JzvZeuJfxwv2QjD3o6vV9PLSkeyskSXJg2X3sscfeV8fZO2e6Ukq2tra4fPkyS0tLfOQjH+Hb//xtel6PUTpCSslKdwXXdFnfWyfPc0715mEv2+E2bdsS2AFDb8jGZONAiTDwBmxONtnY2mCUjDh35BxCFexGu6itim3YDNx5C/FOtMNisHhgcNiXYx3rH6Ooivk2W59nM/wg/QGXR5cZxAOWvWVkTxLKkLzIOTU8RVIlB4d0XaeLrduUTcm3vv8t1t5Yo5pWLJ9d5vxPnsf2bFa6K7Sy5bUrr9HUDR88+UF6/Xk1u6qpDP23E8WmVxFScLR/9KCtuN/tU+gFS/4Sk8mE7Xgb0QjqrKZtWnaKHa611xj6Q470jnBx/MPQdafvsBPvEGbhQe18URdzorV8PNNjubPMuByzMdnAt3yWg2XWR+tcnV5ltbfK8f5xJumE69F1kjI5uMYkm7DUWSLMQ/7+tb/nG+vf4LmTz/Hpxz99YDG+ExvwzaRNZVnelpT276k7hRDwxhvqgRb2xRc1fvADFSnn7+3UKclHPyr41V+tOHlyh8ceyzh37tgdX//O38d8+38vcrbDhHwrYt03hdwp7qWU8ma5Cw+6en0f/92Q7uGq9E6nw4kTJ95Xx9nhg7S2bQ/Idjgc8txz8zngJJ3wjbVvzMNvls8yTsZshVsc7R1lubNMpmVsxVuopcqx/rH5IdNsi67bPZid5mXO+vY6Ojqnlk+BBegwTabzfrTp7KB3rOf25gdm2TwwfMFboOf0WB+tzw/pFk7PzQrhda6OrpIkCUvuEqqvEtURR8wj6LpOXMTIVjJKRix3ltFVff7eN7d469W3yKKM5ZVlFp9c5NEzj3Kyf5KLo4u8ce0NOlqHk8OT1GrNuBgftAtnVcZeuMex/rH5wZYxX9VdnV7FNuyDLf4oHRGWIY8sP4JpzGMn0eFM/wyjeMROtENVVFRVhW/5XN29Si5yBv7gYNRQi5pRMrcmW7p14LZzNZfF7iLb4TZb0RaWbrHoLbIdb1M2JcvB8sH7ANhL9lgOlgnMgLVojVk+o+22fOXNr/B3r/4dn37803z2yc/e84HXrUjp8FY9jmNeeOGFm66Kt7a0Gwj2u9/VSNP5++j15mOCL3yhett0IFlY+OGY4Nq17IEf0t0Mt5Oz7X/uw82/N5Oz3ctM925jHW+WuwAPtnp9Hw8t6e7fUIfJ9syZMwyHQ9bX19933c7+Qdr29jYXL15kMBi8ywH3rYvfmrup8hlJkcy1rP35CGAn2qFrdHF0h36nj6qo89AWp4upmsRFzGw2o65rTi+dxrHnmbOGZtB3+yRlwma4SVM0nD56GtGKA63r2YWzRGXEbryLZVj03B6O4TBKRoyjMaYwwQbHdTBtk0IWHB8cR2W+zVZQ6Hv9+esUCS+/+TJrr64R7UZ0T3V57sPP8eyjz7K1s0XVVFzaucQknHBq6RRZmzGpJhwJjqA7cwJv25bdePegnHJztkmohAzcAcd6x8iquYrA1ExOL5zmlfgVNsNNTi7MzR5pmRLVEYlIOLtyFkVRuB5ex3VckjxhyVqiqRq+f+n7GJqB3/ogYGO8wcAfzB18QrK2uUamZ5zozRPYrkfXEfxQSqagcGV6BQXl4IE1TsZMsykL/gK+6bMxmTdvHO8d55sXv8nfv/b3POY8xunHTzPw7v0hvo/Dq2LDMIiiiNOnTzOZ1PzX/1rz7W/Dd79r8tprNuPx/F4zDMlTT9X8/M83fOQjLc8+Kzhz5p2urhshpbyjufK94F7cbqZpYprmu0LUbyZnq6qKPM/J8/yOqoWiKLovWbo/Kjy0pNs0DS+//PIB2Q4GgwMivhvlwc2w3zQxnU5xXZdnnnnmpoHN37r0rXlugOmgqzpdt4tEshPtcKRzBFWqbE43KZWSo/2jrHRXSIuUVzZeQZc6p5dPs51vMypGnHBPcGJwgt14l8vjywghOLt4ltcuvnagdV3trVJUBXEVz0muM0+0mmZTpCWZTqZ0rA79YZ+teAvTMLE0i5KSrekWhm7MA2lauDy6zN7uHpdfvsxetIe/6POpz3+K1WPzNoudeIeteIuFegE7sOn2u7ieSxRFcwJXVDbGbxO422fgDojLmL10jwV/gZ7dY200b9I4PTiNa7lsh9vzxDEpONU7RVImzLLZgZJj4A1QVZXN2SYDd8DQGzLLZ4QiZLW7ymAwYDfaZVSPqJqKZWeZnfEOV+orrHRW8HWfjtGZJ7nFW3TsDpZm0YiG6+H1eUZE//hBMwfMA+On2ZRRMsLpOwcPsEY289WyZvFa8hq/+X/8Jj9x7if4tx/4tyz4d9Y2eys0DfzgBypf/arPiy92eestjzfeUGnb+f175ozkU58SfPjDGU89lXLixJSqikmShKZpSFOLixdvLN1852z4QWYv3O3M9Va4lZztlVdeYXFxESHETdPZ3lk2mmXZfcnS/VHhoSVdXdc5efIk3W73XduoeyXdtm0ZjUasr68ffKlPPvnkTf/fnWiHN7bemMu8NP2gcmc5WJ43J8S7IGFgDzi6OI9jzLKMRWNxXpvehNRajWM4DL0hO9HOXInQO4qmaOwmu1SiohAFZ3tnEVLMV3+mi2VYPzxAG19Bb/R5KpMFhV6AOl/Z7Ux3uDy7zLA75MzSGTYmcyOGXui89MJLbI+38TyP8x87z3NPPEfTzu3CPbNHEs5jII+uHuVaeA3bsHEMBwVlTuDanMBlK7k8vjyPvFw4wyyfMUpGWJrFwB1gGzaTbEJYhAzdIbY+d0PVTU1SJBzrHcPQjAO32enhaRb9RcbpmKzO6Dgd+k6fK9MryFZyvHccFOZqh8AnbENOd04jheR6eJ0iLOjmXVShMskmbI236Dgdjg+OczW8ytXy6rzbrXecaT7vrBunY5aDZdp2HkOZGzmWbs13LU3Nm+M3WTAXWN9d5z/99X/imePP8O8+9O9Y6b73YUrbwtWrh11dKt/7nkaeK4BHv9/w3HMtzz8/VxM884zgxqmYDay8/TO/Rw/Pivf29siy7F0pZXVdPzDSfdBhOm3b0u/3b9hVvrNsdHd3l1dffZU//uM/pixLvvSlL3H+/HnOnz9/16veU6dOEQQBmqah6zovvvjiLS3B9wPKe0So/et1idwBqqq6aQTc7u4uYRhy7ty5O7rO4Vof13U5c+YMruvyzW9+k0984hM3/Tt/+/2/5S9f+MsbkrmSMiEqooNV6m68y7W9a3OVQjihE3RQTZWoiObbc20uEzvaPzqf0foLSCm5NruGpVms9lZ57dJrrC6vEuYhR3vzGeb6aB0hBENjyCyd0egNvjvPUBi4gwNDwIq3QpRElFrJUrDEW1ff4tJrl7i6dRWra/H0o0/z9JNPk4ucwAq4uHsRU5h0nA6TZkIYhjx56kl0dZ50Fhcxpm5ycnCSjckGZVNyYnAC2UrCPERXdMbpeE5GLWxF8/yIWtR4loemaFyZXqHKKx5beYzryVzy1nW6+JZ/YDFu27mJJKszdqKdufwtC+k4HUQr2Aq3MDWT1d4qO/EOqqKSlzlqpXJ85fgBgZ/qnyLOYzanm/SsHtN0Ss/u0dCQNAmBE7DUWSKtU0zNZC/ZY9FfpOt2Wdudr9JPDU+xtbWFcAR9p880nbLSWyGvc84tnuP5Dz3PqeGpg/tiNoOXXrox/GV3d05QltVy/rx8W6olOHlym+XljJMn37/G9LCsa5+M91eS75wVv99Z7/b2NmVZvme+wb3iX/7lX/jQhz50R6vpKIr43Oc+x6//+q/zyiuv8PTTT/PFL37xrl7v1KlTvPjiiyws/HAH81u/9VsMBoMDS/B0OuWP/uiP7uayt/wlP7Qr3dvhbtxkk8mEtbU1bNu+q1qfr7zxFWpRc3p4mt14d27b7R/HMz3iMiarM7an23h4NKJBcRUsx0Jh3olmqAZXplcI7ABbtynqgq1wfvhzYnACIeetELWsWe4s08h5QPjQHeK27rwUUo7QHZ1zw3Pkdc52tD3PM7A7BE5AmqUH2+yvvvBV1rfWMVuTJ84/wSc+9Akcy+Hi6CKiEUhNYggDaUgyNWO5s4wvfXainXc56ZIyOXCbJUXCJJvMt/Jvh9KoispmuMmiv0jP6XFh7wKzfMZqd5Vj/WNczC9yaXIJ0zA5s3Bmbu7INzneP85KZ05o+3raBW8BTdGIy5hSlAcr7EY0XB5fnkvJFh/henida7NrLIvlAynZtJgSFiHHFo7hmA6VVuG7PtN0ylHvKE3d8PrV12lly6n+KQxpcG18jbqpD1bp2+E2O9kO5wbnsA0bVVOpRc0knXBZucL/+r//byTjAdqV/4kL33mKCxd+SBSPPir49KcFH/7wfBX71FOSw2PW69crpLw/K8abpZQtLS1h2/Z7rorvNrv3R5FgdqcracdxME3zron2vXArS/D9wH+XpHsnSWPT6ZS1tTUMw7jjwsp9XJteQ7YSTdVo2oayLjneP07btlybXaMpG9I2xTd8UCFpE5Y7y3TteTsuwIn+iYPAmfW9ublgtbfKpdElrkzeboUYnOD18PUDoutrfa7vXKc1Ws6snkG2krqpqUTFdrTNgjd/UodFSEvLLJpx9fWrbGxsoHU1Hn/scX76Iz/NdrrNVrxFUAa4rUte54zlGMM2OLd0jjAP2Yv3MKQxn3GaDmERMkkn9JwehmbQ0lKJ6oduM1Xj4t58Tjp0hwy9IeN0TJrHLFg9OpbPtdEV2rZlReviGjazYgJxhBmmnOguI8KU3XALXdHoeovYtYNSJoTpFR6xuyy4PS5vX6KROxztrnBUeEzSMcZsjYUs4khp469tEuUhgd3BRKNVVKxRyE70FucNhwXPYTOcgNij5w54VukT5xH16BJVWdAxe9TlGlEe0bM6rCL5gIDe3jWuh1O81EAmgjoZExdbNKVPIEw085/5XL/Lb37hGc4/epzjn36U4Mc/dNv76EdhA7ZtG9u2b1jF7a+K4zi+Ibv3VjPTm137QTYBw51nXdwPC7CiKPzMz/wMiqLwy7/8y/zSL/3SLS3B9wMPNekqinLT8cLtVrr7Vemqqr5nFfvN7MQAX1/7+jzURptLmAzdYC/eI8kTbDlv4p02UxRFwVd8bM9mN9olqzIWg0Vc02VjPBfr79ebh9cucebVEStlRscKyIqXSJuCY7nEvVgSR1N6/oCySek7fdQLF5jEe6iqRt8MqJQWo5kwLWOeRmdv83tsTa7zCHBksMIpd5Vkp8L4P/+JmpaOtJjlIYqqsOT1aTSFtizB3KGKQ2zHp4oSWlVgWC66kCi2jVVtMqkTbKnQdTtM8wiq79HoBp8sWyq9Ram/Dwr0/AGiqQjbkqHmkiBwW420KqjbGkc1MbxtqjRCmJehLHEsH01VibO3aDRYNHsk1DT5ZSzT4elW4igGUbuFWlfotoPd6mRNhqxbFEVgeh1sETOpIzQJgd2hViRVtoMwr3FGtBi2R5G/hZAC2/ExREuqNHhUhHWGpTqINGO7TGgzSVxUHGmg1WKENuasIdDdDp6ziWo19H0f5C5ltcbV/DTVyd/i9pT7YFeMt5u73iq79/DMdGdnhzzPb5CA7f8IIe57DsW94l40uu/E17/+dY4ePcru7i6f+cxnePzxx2/47/fbEvxQk+6tcLiGfR/vVSh5M+y70t55837n8nc4MThBUias760jakFf7UMDpVmy3FkmICCtUq5uXcXXfU4vniYp5maEE/15K4ShGyRVgtjY4H9+YRdHQFRnBHpE3Fa4UicqS9R2zBHLYpClxGVGq6S0omHBDbDalr3yOr6Q2E6HdmuLUTjBFHC+GxD0h1gaVJMxp1SXXAjSPMR3uui0dHSXOitQ0hihGwRqQ9Wq6LJiGkcEvSGdWme3DjHSFM3tsoxNKnOSeIZWVaiajVFWlDr0FZvSMqirkjyOiUVOoNqkjkAUCalhghB0DJfW0CiiKbWhsaA6TPSGrEzwDAfH7UBdMhYZal1hOz6KbKnqAt0xMasWxe9i1ZJZHaGhYSgalaVRZjG5aeIbLm0L0ypGExI76OFWDSEZhpS0tFh+F70UXC8yyGBU2GSljWwqSlXBblzQTHpBiGlBJwhwtYaZzAjanLAusFWLKs2IlYqrKwFvfWjIJ0cX+dCJ22euPigbMNz9Ydetus7maon0gIjX19cP1AJJkrznqvhucbclk2EY3tG/5dth39K7tLTE888/zwsvvHBLS/D9wENNurf6kg+7yQ7n5d5p7c47r3N43rVfSdPIhiPuEazaIqxC9AUdq7QOTsXDPGSlu0LH6tB1uzSiOcihVRSFUTrCt31Obqf8xLf3UCWkRYKt6LRoyChhaug4QsHuDdBqwSQP0VDo2R1iJadMIvA6dBWL6/GI+NIGlQIDN2BxaZFCFdi1grBM/BqmVU7blFiOi2laNGVNpjTIvMTye/gSxmWI1ir0DAfVcqjKlLEt8VQLxTNJswiptNiaS12WlCosWBaREAxVm0aBukzRVAXT8VioDEpdQaQxqm5iCZ2wTsmbkoHsoFsOSpkRqxl6I/Etn6wpaNMMzfHoCklhOpgSwjLBMh1sqbJHg5nMaC2PjhlQVxXTJsVXTRx/QJ3HxG1G1wzwdZvaUtErwVhmmLXOLFMZFwrt9ZRppeNWHWpaTCfCtsHzBjhGRmPm2E2BYRsouo0mGqYix0VDcxxsVaABKS3T0yd59cMnubpzkX+z+nlefPHFG2anQRDcsC1/kCqA+3VtXdfpdrs3ENubb75Jr9dDVdUbVsX7cZGe5xEEwXvqa2/1vu9m9f9+SXffpBEEAWma8uUvf5nf/d3fvaUl+H7goSbdW0FRFIQQvPzyy1RVddsIx9vhZmOKr134Gkiwa5vd6S6VVnFk4QiBE5A3OU3bzCMKe8fRNI1RNgIbfNNn6A0RUrAx2WAxWOSDV3NOfOVV0ralY3dwdJtpEWMWObrvs6R7XI9HKEmI5/foaz55XVKKCuoK1+kw3d7hWjTCyFvMjsvphSUczyMuEwIMCk1Sz2aUpoGvW5jBAKQkKkIUVWOg2Ix1QZmGCNejZ/iUbU1UxdRVQW94hLapmLY5Q2mArqOWkkZWlKbEw0JYOnqqEFPTVnOlArpOkoRUhsqy1iXzNMoqBUPBVF1cxSBqK7S0AtPGyBvKpgJFQ5Q5lt/FkQpTkaPVoFgBju0hyoKxVtFpDTTXI81n1G2L53Tp1YJaU9CqkrQVdA0fUbXsZQXkCnHtIxOXSkowIszWQDU7rHbGKE7JkuujGS65rHDImMqCnuqQipy6qbCkpNINBrpHo7QkRYiuqFh+nx+s6Hz9qS7HfJ+fXPlJvvDJL9yy92x/dpplGYZhPJDZ7t0cRt0t9p1kQRDcclV8WF/rOM4N44nbhajfS5bu+xkv7Ozs8Pzzzx+89i/8wi/wuc99jueee+6mluD7gYeadG/2xWVZxtraGkVR8OSTT95gwbxbvJN0oyjiG9//BtNoypHBEQwMjnWOHYSG66qOYzg4hsN2vI2CwpK7xLHBMS5PLgNwbvkcqqqy+sJrnL0Q01ouhoS9aASKwoI3oDE0yjQis1pMFCw3QFQlUVNiGxaaojHNMtKL10hUwdB0WDiziqI0CKUFRcFVTOK6pC0LrG6Pvu6wV4Y0eUzgdOnYAUWREjcZZt1gez3qPCFivvW3VI3GqNHqmonI6bYGSVFQlimGaaObOgPVplIhj2cITWOguYQiIapSAjwcr4Ndl0xkhlqWeHaAbAVNXVK7Nr40aHsBpmgJlRjdtHA1mwkNIg2ZqQo+Bq2qsJfP0NsWv7uAVZWETUGvqdE1Hd2waZuKichxU5fdWiPNNbbyhrStsCufEpPAm2B0Ydnt4lgKhZ7T1VJSqeEbNlVTEtU1HjrCMQgKQatB1ZQMjADV8UjjCZEKfTPANDwikfPqyYBvPdrheG+FpEz4wOoHgPeenU6nU7a2ttjc3Dzo/TpsiX0/894HOS++lQ34Zqvitm3J8/yg/Xhra+umIeq+7x/sLH+UpPvII48cFNAexnA4vKkl+H7goSbdw8jznPX1dZIk4ezZs8Rx/L6yF+CHpJumKWtra7y1+xZb5RbLC8scHxxnbXeNK5MrLHeWOdE/QVzErO3OD+n2pVBXsisckUcO3GRb0+uc/+abPLMtSXSVfDbFtjwC28c0TISqkGfh/NBKtIw1BbupqVpBx/aZzUIuTLZpywbVsji9sIzi2iiyxbR8VAnj2QihKRxxB0xVjbYuSXUDR9HRbZO0SpGixnQCbAGhLnGahkIR9Iy5ZC4UGbKqqHwVK4dIKdGRdPwujmETpjNCrWZg+GhuhzKLSdUCVUr6pk8mK9oiRXM9uk1LblpoLWRFimnYuFJh1NbYSUlru3RNn6quCJsEp1WwB0uUSURBTaD7mI1GhqCIQkJZ0sEirGqivIISZo2Omi6w1WqYxgxVAdfp0bFDpJ2w5LigObS0iDomUQUD1aUxNNosRwhBjqRneAhTJ49mCAV6loulaEyVml6RolsODgpJmVBocPXpR7j4zFnUaAchBXER84lHbq7thhtnp/uNB4PB4KD363A2wTvrhYIguGNr749CGXEnUBQF13VxXfeGuWjTNAefd2triyRJkFIenMfs7e2956oY5rGO7ydm8V8DDz3pFkXBxYsXCcOQM2fO8NRTT6EoCuvr6+9b2iKl5PLlywfz4O+m3+WRpUfYnG1yfXYdXdM5PjjO5nSTSszr0H3HZxSP5lrdat6+kFUZk2zCEXeBT33zKsOrOUnbUmYxTtDB121mRYSoBaZi4DkBaiMZiQRXKuimSzjZ5upkgzoTOIZO7+hRPFOn1BUWzICwyQijCZbmEPhdNAVStaGpcpzBEKOBsG0I2vk/WsftognJnkxxpIpwTfQ6J65yUCAwPEJbZTbdQ9omK06fQlbkVY6Kgmo79FqNqSzQigrT9tBbhYyKWlWgqLG8DqZomTQxaguKbWJZLlWWMkHQ1yx03yFO5yMC3+thNyahzFGLghpJzwiQsiFtKigNppWHyGw2CgPUBKV2aPDx3T3qnmDV8rFci0YtcNQpqSYZqB5J2yDKAtewaE2bvpAIw6BIZui6gW7Y6HnBiJRuaWO7HZq6JMkjYkVyVPPJ1IYmz9BNl9a2uPrMGS49cZyr07mSxbd8Vrord5zRcJgYD/d+Hb7/Did2Xbly5V2Rkfulmzcjpv8WSPdW0HWdXq93wyq1bVu2t7cPgoButirenxXvv34URTz11FPv6738qPFQk24Yhrzyyis88sgjPPHEEzfcZPta3Xsh3bIsuXjxIjs7OywtLfHEE0/Qti1fW/sa02zKam8VTdHYCrcQUqAoCif6Jyibkp14B9d0MTUTx3CoyopxMuaMd4Qf+39eh0uXGSuwZPcw+gOUqmZWRviGg6XbTIoZalrg+30WcLla7rJ34XXiusJtDRZW+tieR8/0qDUVPU8JZUqZxXhBF0PRyMoE03KxhUJh2jhNy7hJ8RQTTTdoqhSRhhiOy4LukyoNaTxBqhpDy2eazNguxnSwcIaLqGVFLAtEVeIZPq0GTRZT+B2sUkXzO+hSIcxCFF3DRCWxdEQek2oagTmse+5fAAAgAElEQVTXQE+rBE1INDfAa2piWdFpdAzdRDUtRFUyocJvNCKpkyQK00Iyq2uMLKDAxDYnaAYMug6OZVHbJX0jotZs1KKhVgtKBK4wKJUWNS1JTY1a5Pimh6rblFlIrin0aw3FDijqjCwLaQ2DI6rNRGSoVU5g+AjLRJY1tdoi0gTH8tB0k68/avPmkZYjouJY7xiTdML63jq//OO/fMf32Xsddt0ssetwLXscx4xGI/I8P3Cf7Qep360K4G5wP0j3ZlAU5WAkc7jr7HD77+GEsj/90z8ljmM6nQ7PPPMMx48ff18Pmn/4h3/g137t1xBC8Iu/+Iv89m//9n34VO/GQ0263W6Xj33sYzf9Rd+NK20fdV1z6dIlRqMRp0+fJggCmqZBURRe2XwFIQXH+sdQUbkyvXJArkIKJtmEqpmvdlV1PuPVVI3ADAiKhqf+7qs0cYkT9OgpOhORYhSSwOuj1gVpldGqCo5mgmsxm+5xPRzTTkukobK8MODI8AipLAg0m0KFIppQAX3TR/M7mIpOWqW4bgerVRlXEUpZIL0OfemSypImi7BVA8f1SZIpU01hwfCpnIAsiZlVIU0rOOoOGBcJxBGq6+FIhcpQUFVI0gjT8fGlxk5bYcYFpuPi2z51VTKuIiypYPl9qjQiFAk9K6BjuOSmgLwgVBuGuocEwrxGmSnMagVSn8uFjmVMEVLDUDy6boVYzThmNdieD21DVU+pVVgyPAoVRJYgFQ3NMPE1g9rQUeIZrWPj6hayqJnWGUae0poWTgPjagqqysDqUNkqMo2pXAu9lrimR6UrVGlEjqArQJo2udLwjScGTJ86yyN2cJD8dnJwElVR+eipj97x/XYvI4Bb1bIfNjzsqwleeOGFuzrEutv38SBwszCdm+0C2rblN37jN/j93/99Ll68yK/8yq+g6zp//dd/fU+vK4TgV3/1V/nHf/xHjh07xnPPPcfP/uzP3jJ75f3goSZdVVVv+eXfiSttH03TsLGxwfb2NidPnuRjH/sYqqqys7NDURQAvLjxInERE+URS52leatBlbO2t4Zt2BzrHePi6CJXplcOQrPDPCR9400+/50tVs0uZcdAlBmV36OLQ2G0VGVGIkq6ZoCkZVYm5JvX2U4TAlS8I0M6ro3hOGiaDk3LTGaIvMQKuiwqOpMmwWxadNdDbxvyPKG0LALdI7I00mxGrSr0rS5CNEQiw6oqhG0xaHVCUVCEMaZp4XsdqjKlMlTUuMbqD7ElTOr5iMCzAmzPR+QFY62gi4Huu8TZDNoW1+3iNA0ztcB5e0TQtwIaUZOKAqM2iEqTNte4VOmUTYJSOVSNi+2MaZ2KE76L7vqoRoapjCk0hQXdYyZzqjLDNTwUy8VuGipVpUlDdMuBsqGpCqamwBc6pt/FKivCMkHRVY6YPaZtjlKUaE6A2+hI2TBrSpokBdNCLyqKuqZWVIy6xQh6eGHEtEoQOmz89McZLapMkj0s44ehPvtZDI5552lX91My9s5DuyiKePbZZ296iHX40G5/u/4gA2zuBnc6ElQUhfPnz6OqKr/zO79zxy3At8ILL7zA2bNneeSRRwD4uZ/7Of7mb/7m/yfdu8GdrHSFEFy5cuWg7fPjH//4DTff/jUa0fBPb/4TXbfLgrfA+t76QR6BYzpshVvsJrsoisLp4Wm2wi2m8ZTHdiTPvzQDzUTVVWRe4joBalkxlQUdxZwbEhSVqqm4vrtJOs0QCqwOOzgLfVyh05o6Vquwl45BQtfwSV2VtsopvQ49xSPTauIiREhBxxtQlSkzMhypoPg+tmipZENWp3i6Q20byChhT1HRmoZud4iuasR5iDR1hmhMLB01i6gMC9/0oW0ZNQmGaHGDAWaZE9c5XWHMrcGajigLptR00Gl0nSpV2ZkKZnWNGgfEwsDWpzQKeJrHwDFphgUDs0bzLJxWJ6oTWqBjeDSGhpImVFaLVjY4dkCralRpSK0p9BsdLI9W1CRViht0GSgWe02EnhT4bpeOblCVGTkCIy8xXR9FCMqmAMOgi0HTGaDWNXGVYugGrtDYEwnGKMUwHAzD5p+fO0K0oDJJJ6x0VxBivsPxLR9d1fnkuU/e1T36IA+74NaHWIcP7d5vz9v9xr6k7k5xLwHmN8PNGn+//e1vv+/r3gz/nyRdKSXXrl3j6tWrrKys8PGPf/yWEhghBC9fe/kg7CWw5q2+HaczjyzMQ5b9ZSzTIsojwjhkNBrxP85MfuzVXcZVhq2baC2opoXaNISyZKg7tIZJFo4ZxSHZXoyiQWehwzDooHs+gWKwXU/RkozWcPEVm0arkTrYdYvpdamzhJnS0NM9MHSqpoKqIpU1A90m0mq0LKExDBzFJNAchKoQj3dpDIMl02eqJRRlgmt6uE6XpswYtTFG3eAOlqjzlKiK6Thduq1Dbra0ZcFMFnR0m1IIplmMIWxCoaElFpuVidJGSKnT1i6OW1N3Uo5aBppl45oNsp1SqwoDMyBVJXWWYNg+hmZhaTqVNpfOtYaOK1VyTSURJUrRYPoBfgPTOkaVLT2nRy4EosxJXQO3NTBsk6KpEGWGtB26oiXSNGQjKKsMyw1w5HwMo9ctHbeLb5lUWULtaPRLG8OxGZUJX/5Qh+nAxYxS6rJm3IyZVTOOdI6w4C4wykd84OgH7uoefVBtwO81z73doV0cxzf0vFmW9a6UsgeJu5WM7bviHiY81KR7uxv2ZuOFtm25fv36DR1nt0tX2tcN/vOFf+Z6eJ2BOw/Zjot4Pss91Ox7YfsCTdHQ6Xf48e2S/+H1a8QK+G9nCUyaBF0oKJ0+bibZK1PK7S32pjM0Af7AozPos+z2yRRJncUktodZA7qNqrbUssGyPcxWYaYruHVDqsJQD5BAXCXoLUjLJRA6hdIiigSvuzCXPeUhVdsQSAvH7yDLglQWuGhYTkBcJlAKHK/DULTsaBVaUZLLhr7Voa0FochxapVCc1BDg82spWwKmqxLKTxsc0KpS/qGju54aHqCqW3RGNBVHWKlQK0qFKWDbbrYjaTUQKYJuu2io5I0BRU6dq1jeh30qmZchRio9HWPiZpSJRGK36XbelSiIZMlosyx+0MMIZlR40mNVjaYnQFGLRjVCWarYOsWpSIo84Ta8Qh0l0ZpCauUVgpML8ASkpkiaU2Nv/3gEfpPf4gAlY3pBqZustpfRZ2pbEfbhEnIB4cf5OXvvXywUtxXFdxu2/6gbMD3Mra43aFdHMc3pJTlec4bb7xxw3jifgXg3E1A+v7D5X78Du934+/t8FCTLtw+9KYsS2D+5ezs7HDx4sUbOs7eC7quk5UZF/cuzksZ25aN8QZdp8vAH3Bh5wLTeIolLHpmD2UAj3/7VR6/GuH6PbJkRtzkdEyPru6TaTVJNGMnnlLshGRqy7DrsrJ0FMPQaaUkR1CkMVIzUPOSzISOqoKm4touatsyESl2qyIsCy3JiZr87XmrB5pOls6odJVl1SM1TLI8otRMpIRAd8gMiV7lOF4PTTREZYrZtuithuH5qHXDWOQYQiI0DYRGGFZMigo9c7lcWBiMaRQFpe7juyrasOCIIVA9k75pEJUxrQpd3afRVeoimWtcswrF9JBCEGYhQtPo1g7oBkpZEckM23bxFZPdJsZMCiyvR1/VycqUTJYYZYPp9WiLnFhWWLqFJVUKw8JpWmZNNrcDaxZjUdBGU/A7DKVL0uREZYwmGiy/j8hSImoCw8NVTWpDxW5aJk2Gajn8y+ee5fr0LZLpVYbekOP940R5xLXwGk3b8NTxpwiLkJ//1M9zsnfyYNu+sbFBlmXvUhX4vn9AUA9qvHC/ZsWHD+32U8r2G1tWVlZu6Tzb/6yWZd3157sXmef9+B0+99xzXLhwgUuXLnH06FH+6q/+ir/4i79439e9GR560r0VDMOgqir29vZYW1uj2+3esnbnVtB1nVe3X+V6eB2AMwtnWO2tsjXbIi9z6qymb/eJ1IiiTfhfXkhZ3KqYqdBmKUJR6GseWV2QNy11lLM1HqG1LVYnYLXr4fWGGBKiMkFXNZSyRKARqDqRWtEVFopuUjUZVV3hOh591SVTBUk0QVpzW+qsiImrlK7h43g9zCJjKnPaqkJaLqqUKKpEtW2CpqExHTQpmNUpjj7P+S0VAXlG1Gjoucc4c7m+m1BVKqLuYeoRtZ3Tsyts38d3JIo+pVZgYAZkqqDJUmrdRJcmlmpQaFDlIY1hYssWYRi0TUMrBcFwEauBURWhVQLT8JFIkmhGZntYAjTDJSsShGjQHQ+rVZnpGnZdk4gS3w7QJYxEilIVSL+Lh01R5hSqxENH9VyKNKJE4jgdDCmZqRVeXZO0NV3LR2thIgvMqqV2fEy/w99+fJURe5iaydmFs1yeXmacjjnWnZdvTvMpjWywNItzS/PA/HfWs79TVbCvH3cchzRNmc1m9Hq9u64pvx0etBvtvZxnYRiyublJWZboun7DA+e9Du3uZrxwP8czuq7zpS99ic9+9rMIIfjiF7/4wPS/Dz3p3mqlm6YpW1tbNE3D+fPn72kWpWkaL22/xGKwiK7qXJtdIyszAiWgrmowYDAcYIYNX/jGdYLtCROlpINJa5roRYVEEkchySQmrwXdwMRdHLLqDUjaGq2qiWWJpRoodUuqNthoaI7LoNSYigQtL7EdB9t0iZMZma4wVHxKz6TOYkq1QgM6RkAuK0SSzPMM0opS0+lYFmmd41sBhmgZNzlW1VI5Pq5wiBLJdh7R5AZh3sHWJuRqhSs8LLeDP0hxtBGVUXLE65FpDZRzzWqruNh1Q6UpiDRFt13MViEXNQ0SS2rYfg+1rJjUMbpUsDApjJoqiZBuQN/wKPWGppWorcDvD9Gqhmmb4guVsqlRNR0lr7hOgd9qtJ6HIg3SPEaxHfqay8yGJItokfheH+qKqZozbAWtYeDqFoqU7IocV7YI00MXOnmVUWoKPd1FWga7bcI/fPQkiyfOoDUFr09epxQluqqz0lmhFjXb4TaaojH0hnzy0U/e9h66mRU4z3NeeeUVoig6aGIwDONd44l7IZUHmbtwK43u7Q7t9scThw/t3hkEtD/mu5vxQhzHt41mvVt8/vOf5/Of//x9u96t8NCT7jsxm824cOECqqrS6XT44Ac/eM/XyqqMvWwPKSXLwTJN0WA2Jl7fYy/fY+gM8dKKZ/+v7+OWCqnR0lN8GkMnj6ckWUG0M6GQDaZrcnxlke5wCaMRjOsEXbRgBcgiJ1MyXL9LX5hUhkqeTKlU6Ok+ORVFU2EpBtgWvVYnVhraNEM1bbRWpUXOBfxZgdRNrKIh1RpUIVAVHcOwKfOcnQaMzGVcWNT1jFq0UPXRVAM1SDnqpuAaDB2TuA5pkditjuI6BLUGpoGa5tiOj6qoJHmI0DX6tUFruyhNQygzTMPGVy326hgzKbGcDl5lkjYZhmNhNWB6XWSRE7U1vmajoFCbDnbdMpYFfe3tNLRCoEkJjsORWicUFVG4R9uCbQfINGOsg9domJ5DIyVaPc9i6CkmLco8qrGpkabJoupQGJCkU1QUfL+HnidM2hTbW+DFT30U29FJqoSdaAff8FGZK0wm6QQhxUFo/cZkg//46f94V/fVPkHpus6ZM2cOCPJw99loNDpoeTi8Zd/PKLgdHmR62d0aIwzDeNfq/3AN/Xg85vLlyzRNg2VZ5HnOaDQiCIL3jIvc3yU8bHjoSXf/S4njmAsX5q0Mjz32GLZt3zTI4m7wrUvfYpSNWDFXiCYRmcywHRvVUFm1VnH3ppz/v79N0GhYjkeZjBnrDWYkuLK3gyxKFEtlsTvk+NIxwjqhSENat4vX2MxkBkUChsLAGVLX88DvnvQoPJ+gFlQo5HVG4HYQuk6bJaS2i17VKF4PU0pmZYyqaLRFTYzAESWF42IVDuOsZBzFVBXk6QKWmpCbBT1ULNdhYINlJwhT0NMdGtOgTkKkpiFLgWs46K5HmUeUuoYrITc08jpHConpd+gIhXEVY1QtHaeH0hoURULs6Xi1Tq0pxNGEVlXw/S42KjNF4jSShIae5aOiMKpTrFLQeD260iJrSjJZ46Ch+B5VPCNUFXpWAKZDJAscNKatSk8xyWVJEs8wJdSujyc0ak1QlTGOZqK7Pnk0YaqWDNQOthUQyQJZluRIzP6QL//UOa6KKV7l4Vkey51lxtWYjekGvuVztHeUtb01rk6vcrx/nI+c+ghHOkfu6f5650z3VqaHwzrb/YyCw/Kud2Yy/LdEujfD4Rr6fewXbr700ktkWcbu7u4NcZHvDMaB+xNg/q+Bh5500zTlzTffpKoqzp07d/AlSCnv2pF2GEIIvvrKV/E1n6ROsG2bY/4xeva88+vodsy/eTlG4pDIBC1LKBtBcnWPscgJdI3h8eP0HY+wTKhljSYkuulSTSckumDBCMAyaKoSpCRvCnqGi9Q0RDKj1DX81sTUbVRVIU2nGKZLgMkuOWYyRXF97NYkjDPCVkBlMsl7UEcUaoFRdFBMC8srWVhOqJ2KJ12HxoAqz7BNB4GOiYEwDYpo8rYxQNACRVvjVTmm18EpK/bqCFNCx+kS1zlNMrcD93SX0pBkdUbdlFhuB6Wo2C1iFg0fXAdbt9Bahb0mxRMK+CZmUxAXCZgmA92ltBXydIZQVXpej7opiWRJvxZI2yZAoxIVqSixUKlcE0sUNBrk1Cz6PRrDIIunREg6+KhNw16b0KsbSl3FVyySKqFSWlzVoLFMMkPlW595kqvlmKPdo9iGzfponbZtCfSAoBuwHW6zG+9i6RYL3gJ7yR6ffvzT7+v+fa/xgaZp75qfSinJ85w4jm/IZNiXd6mqihDigUVGPigLsG3b6LrO6dOnD/58P3DqnQ+dr33ta6yvrxPHMZubm6yurt7zZ/293/s9/uzP/uwgpvIP/uAPDsYMf/iHf8if//mfo2kaf/Inf8JnP/vZ9/1ZH3rSTZKEY8eOvSvCUVXVe/Kf72t4X19/nZc2XyITGc+uPktSJezGu5iayYd3Wj764pisLqhbgd4oXNrbpM4yhKZxYrhAf2kJtZGEVYqiqKiNJK0rghoaW2fF6CA1jTSPaAHb9nBrk1RpUOMU0/PpSo1xPqNpGvpOAI5GnSdMtBY1NZjmNvlORF2r1OUQoxX8v+y9eawk+VXn+4l9y4zc777Vcru63KbdTS9u7OeBAT/mGRvDMA/E4w8LpDGG0YBZLND8YQR6ICGEQWwC/wFIFk+C8WBjWcwMGksDPDC47aYbt93Vtd19zz0jImOPeH9EZ/pWdVV1VXeVhXvekUqpynszMiLvL0+c3znfJdYCqnJEVstZMsrkokcmJ1iSgqRrZGFGrojEYwdDs1BkBcft40sCVqCAoGACoRCjygqmoOGkAeooRC7VaKQyXuoTZhFCHKGVqghBwDALKUsagqQgIJI7YwZCyKxWRjFMYm+IH8eomklLMnHFhLHTIxdFKmaNMHAYCB6N3CIybfIoIo8jxqlPTdDJZBHRC0kUhTyHhmIRKhLRqEemKBgoqFmBXKhkOoZZwowT0jQmVWBBrBCIIHlOQe9NY3QUQlXgIHf43DPnWLUqmLnP/nCfmlFjvjJPnMRsH23jSi6L1UXIYeAPSLOib/rOs+983Wv39eojTIwlT5uonoZ3nZycMBqN+OIXvzitFCdV8RuVjHxQSRdujea43dDOtm3+5E/+hM3NTT74wQ+yv7/PZz/7WVZWXp+z8k//9E/zkY985IbnXnrpJf70T/+Ur371qxwcHPDud7+bK1euvHGxnzf06n8BMTc394Yq2knkec7h4SGbm5vMzMyQNBLOzJ3h4OgAN3Q5cU+YtWe58OIey198iUS3SNKc7kmXwdBF06A812K1Pkc38YjDiFSCkmYReD5H4ZCSqKJWa+AO6CZjzFQuGFZkjNw+iSQyI1cYmhKR7yEYJQzFYjgO2ep4xOOE0biCEqUEmocaCSiGRqmkYTUSYn1MTZaQLZnIy5GUFHccUpFLCIaO7xRQshYGiaoxjsfIsUimaOhBwlAO0REwzQpJluL7DqEqII9zElnFGfSIidFUEy3PiBUFK4oZ5CEVxUTIBU7cPkqWU6o1aUUqbhYS+EM0SZlu78eSQE2xyLUSThoU0pNCTkOyCISMYDxGESRyU6UU6sSyROINUVUDTTNxnR49EpqUEI0SI2+ERwymQVM2cbOI1PcxZINcVyhFMakskY4dNMPEUC1cr08o5UStMi986wXicZev7HyFJE1YKC/QH/UJs5Cl2hK2atMoNxAFkd3BLhW9gqmahTOI8cZMEe9XnIZ35XmOYRicOXPmBgnFmyUjT7cn7tYN+EEm3bs9tiAIPPzww1y8eJHl5eVpsrzfIj+f+cxn+MEf/EE0TePMmTOcP3+eZ599lm/5lm95Q8f9hk+6bzTyPKfdbnP9+nWq1eoUw/uf/+t/5nB4SJAGkEOr1OSJL2wx+9IGqSTT2TrgKBggCzDfalCfbSFlGZ3YoYSMapYZ9I9x8oySbDCn1/CyiNDp4csiLclmkHrEwYiSXsYybJIooO1HhCMfL6mS7oWMEx/iMmKekGkGthKRVD0WDZ1SRWAcRkhCSi5JNMVCpMV3+uSKjK1oeAgM0jHVMEctVTDCsIBoJRmGYjGKPMQoRK/WqUUxmVgMjPxojGxalDKRjlFQZccy1CQb4oRO4qHEKSOjBEHCSd5DEmSqqkVumgTegEQSqb+iu+AkPtUoItV1Kkj4eUoY+6iiQmyqaG6IJ6akQUBJK5ErMmN3SCjDrFjB16ziswgyMtOgmkocBgOEJKFiVBB0ndh3CGWRbBxh6iUEWcF3+4SySDPXUFSDIA1JxwNSTSOaa/HJx8skcY/l1jKiKHLinFCxKgw6A1pmC8/1OHFP6PpF26Esl/ECj2vBNT78rz/8htbeg6IAn+7p3kpC8Wb22WSQddoNuFwu31Ic50Em3Xtlow0GgxucK97I5/m7v/u7fOITn+DJJ5/kYx/7GLVajf39fZ555pnp7ywtLbG/v/+632MS3/BJ904f9KS3dbtF0uv1uHr1KqZp8thjj2EYhVhJx+3w3PZzzFfnGQtjjnp7fOeXDjnbTtnujfBGfWJg3q4xNzuPk3hE4ZhSqUYjkmiHI3Q/RFJV5rQSPafLMMmpySaJaiD4LqGckYcZWWyzP0gJgjFuoKO+wvYyswTsgNmShSxFJKqDDliVGmpaKirCYIgmqRhGCWfUY6DE1HML2aoQ+i6jwAERGpKFlycI7gDRqmCH4CRjYjFGy3NUu4IWJfQSH1OQEUWJkm4jpRm9dEw5l1BMA9ELCRIXVbeYzyo4RkLmekR5SkOrEiY+g9ijMkzIFRE9gRAfPw2xZYNMlpFdl0DXEdNX7HRkkWA4IFFlmkJBW3Yjl1Kqo1llzCBiELqQJlRUi0iCbDTEUTRKgoJZqpBJIoEzINEUKplAJMqMIx81DNBLFewwYRg7CFlOXa8yJmG7KvDyt19EDwZU9MLD7mhwhCqqKKJC2SwT5RGBEDBfmWeuOVeYkIYpc8YcYRxCG14KX7ph+363FeODjNcrGXnaDfjo6OgGcZzJ9SVJMv2e3O+414Q+Go04f/78Xf3uu9/9bo6Ojl71/K/8yq/w4z/+43z0ox9FEAQ++tGP8rM/+7P80R/90V2fx73GN3zSvVNMVOhv/kOORqMprOyRRx55FXf72a1nqVpVDoeHlAKZ7/uHY+SrBzzn9TEyKNs1ZhoNQiKQRcxcIzM0xs6AQRLSVC1EWycMXPI8JRNE6qJFLxLx2yOcSCF3BcJcJM9SJMlHUirMlCCyHObElFq1RhjJeMGAOE9p6mVE0yIY9fFkgaZaIVZEnMRHDsbkhkYtV+inPmKYYGoWgiQTBwGBDlKUIOslIsdlnIzRNANTVvBUETlM6OUhZclAUzS64QA59NHtOrUwZ5D6hZKXIKFaNoEzYCRkWImMpJqIQoosiTiSyKxYJRIFxLFDKojk5CgJjLKI3B0iaQblVMaLfTxSmphklo3ouwxTh4SMmmozzAMEd4iolzCRAJFQEPD6XWTDpKJaOMGwcOVNFTSrjBqG9KIhyBINtUw38xHdEbJeoiSVyJMIX8y4VpX45+94DEtR8B2fnBxJkFiprxAnMZu9TSRB4mzzLFvtLTrjDo2swVJ9iSQrWllPLzzNM08/c0sPtNPMrAmy4EEK29wcrwe9cDs34JvFcXq9HpIk0e12b4Cx3Y+bzeux6rlbsZvPfe5zd/V7H/zgB3nf+94HPDhq8Js66cqyPJ3qQoF0uHr1KkmSsL6+flsX0f95+X8y8AacFWusfPK/M2h3CWKYs21K8y0qssYgGWNLFmQwjMaoY59EV1jQa8SKwqg/IIxV+h0Nx5fYSULUHMZplYqSQtmlqQrUSyqJHJFnAyTTxExNAjGnP+wQZjEzdgN37OKICbUoRiyVqCQ5o9QnSUJKikUqS+A5hCUNLRGQTRsxz3HGQxJVphTndLIEzRmSqRJ1q4mUC4UWQZSC3cQag5P6JEKOJWmkeuGqEMpQV0skgBd5qGHMKM+oCiqUNKLQQ8olUl3B9ENcJSf3XQyzhCQqOOMBsS7RUsp4lkHojXBjl1gUMCOBPQboWY6hW8iyAuGYsSKCG6NZFaQ8YzR28NOEapyhVapIccwoGCLrJhVB5SQeofohllHBzDXC0MWRMqQgQTXKJHmKH47JNZXeaoN/fmoFUZTY7m1TM2u0rBZX21dxI5fV+iprjTUOhgdsHW0xGA+4MH+BIA7ojXvYmo2u6rzzzDunCdayLGZnZ6fD29PMrL29PaIoQlXVG3qohmE8MKHxLMvumxbCzeI4V69epV6vo6oqjuPc8mYzucZ7pQF/vf3RJjGxWgf49Kc/zVvfWggXvf/97+eHfuiH+Jmf+RkODg64evUqTz/99Bt+v2/4pHunP+pEaSwIgim8ZH19/Y5mlQeDA7zAI0qqIPkAACAASURBVP7qFnN/9d8hzzAMk4eX5/HkBC1JSFWdKhpxltJ3umiiRYaN3x5wmPiIIwiEKqrgkysDFElmtWoSmy4lqY9pV5ETo1DMyl2kNMUs1Ym8EZ08opTIGGaJUp4hAEEaM0eJUBLJvRGxbqFnEoJiIogyoTdE1A2sBDpCRjZ2kRWVkmETui4n2RBbVCnVG4y9IZ7vYOglmqKBJ6fEzoCxmFNXysRZjJsE1HOZsW5QSiEF/MBBTnLGSkw5F4hVCTkMKOtl8hx8d0CsSLRQGSopfuhhSjqmUUaKEwaxhxQn2GaVLM8IAw/ZLtH0BVA0iGNcp08qSlSGLoGYkjtDkixFljVmNZM+AWqQYFpVwjQiCsb4JQU7VhBNjSQOiUIf0TAw4pyhIkGaEMUBpmGzd2GBz56TwOtOabsnzgmiIGLrNmW9gIUN3AFapjHTmEExFERFZDgcslxfRpVU+uM+jy49ChQJLk1TgOmjqqo0Gg2azeYNxIcJM2uCQR2Px1y5cuW+69qmaTotNO53pGk6Zc7djLMNggDHcXAch4ODgynL7mZrodtd472w0eD+yTr+3M/9HC+88AKCILC2tsbHP/5xAB555BF+4Ad+gLe85S3Isszv/d7v3Zd+tvAad9sH5/lxn2IClblVXLp0iSAI8H2fc+fOMTMzc8cknec5//Fj/5EvfO4T/F8bMXXZwmpVMESJVFOoiCqppNLr9nGDjDyoEcUJvhCixyK+pFCXFFLLoaTm1OwKsp4x6LYp1ZsQ+MiGRex7hCSFfQwSbh5gJiInoUNdsRA1hSAaIwkiqlFi3Ouh1arEnoNqWOiCTN8fkkuFtkMgC+D7+KQYooKhmbS9HnkQopVrGEmGJ6foglzoN5hlksDHFVLqok4iS6RxiCqqDFKPqqiTqSqBOyATJUQEiDNyQ0WIAlA1KpLJIBySCFCTLSJVJHM9UkkgyVIqagk3jwo3YstGihOyPEdQVQJviGCY2LlCN3KQENAEGQwdKYwYZgFCkKBJOi4RUhwhaRZaLpAKGcgyeRyiWBW0JGEY+xiKRp4miKaJFqb0kjGKIFBRbbqpy6XVClvvfBRFVgiiADdyCZOQ5doySZpwODqkoTc46BzQsltUKhV2+7soksKZ+hl2B7v4sY+t23znW76TH3zyB29YO1mWkef5DY+n19VEcF8QhGlF/MUvfpH19fUp+cHzvDsK5NxtbGxsYNv2VKTmfsZXv/pV1tbWboCr3Skm1kKTa7yTCNDBwQFZlrG0tHRXx37f+97Hpz71qTfk+P0A47aJ5k1Z6Z52gpiZmeGxxx67q22OIAgc/79/yQd3ZGYW50EWCP2UYVwjHYRsxgGSKxEIFdQ8Q9LHqOWMJa2MVM6RUwfDVsh9FVGVyZKo4JrrOkoGPSWnnqaEikBZtMmBXjAqMKlWhYqmE6kieehj6GUkUcQdDxlJKSvIJKZF6I8JFRldt1CRaKcemp9ilOqU45CB7xDECXIuoLfmSJwRJ8Q0sRBFlUxMEdIMV8qpSRaxLBG4Q1JyZMvAylVGUobojUDRkKKMIPXJdZWWrONrGpE3wkVEEGUqik4/C5HcCNUsYaRCQZCQBTIvRClVUBPoJwGCAHYiIVplxDDkhABLUjEUjW7sorgjZLOM5sUEYoJoqphhhlKtIYwDnDREzUWkJMWTJETH4UiIKIkaSi7TI0BzRuRWhapo4UZjeqnHVx5q0n/nU3jOMZ7rFeaRcp0ojUCA/cE+UiIR5zGKqTDKRqixynJtufA+61xHQOB86zxHo6NbWvJMqrfTldDpBDz5B0W1OLGBsm2bSqUyff3tBHLuxEC7Of4lMdJUVb1rESAAwzDQdf2ueuGO49y2RfgvOb7hky58TfQmyzJ2d3fZ3d1leXmZM2fOIEnSXfeVXvp//px/2y8ztE2OOmW8MaRChJJlhFpMVTQRF6Apu9gVG1nQEXJAFfHdIYJdQs4EunKClQrkIhjlKoLj0ss8zFwmKxsII59e6iLEGbqsIFRLpL6Hr8rMSCZ9Fcahg6mYmFYZBjmdpBAVt8p1kjAgCD1kw6aWacSmTDb26EUelqBg6AZu4qOEMb4q04hkwiQj8DrIgkQiaehhwlAdo4dg6SVEcjxnQKyI1LHo5CHC2MMo2SgoKLnAMPURxxG6WULJwEtCUlFAD1MUs4KcZgxDB0GU0BIINA3GHgMRKqqJiEg/dlHCHL1UR40C3GSMJCtYqUgoSUTOkEwWKWllNCSGioQVJAyJqellJAR6sYuRpBiVOkroMw49BrGLluRkqoI36OCIYBk2Vx4/w5fXVOaymCAJWK4tIyCw098BIAsyhFAAFTzRo6E3qJfqbHQ2yPOc1foqOTnHo2PCJKRu1TnTPHPnhfRK3CoRp2lKu91mY2OD5eXl6bqdJJ08z6diMJNj5Hk+hXjdzECbbPNP+5/9S0q6t4rbiQBNiAc398Jv53z8INXUHmS8KZJunufs7++ztbXF3NwczzzzDLIsc3h4iO/7d32c//tyyKfti4jhIo0zKWZzj7Iu0iiL1GdlWpUme4M95uw5TM1ko72BKIjM2XOkeUqWZ7SdNnWzTrPU5OrJVXJy1Eil2WrS83oEcUASNKipNUaMECSBtcYaWZ5NKaZe4LFUX6LrdXECBzmUmWnNME7GlLQSe/3iHGRJZruzDTGIuUiz3sTQDXZ7u5S1MrP2LBudDbI8o1lqois6fadPz+2RJSkz5iwn7jFxHrNSX0EQBXqDbvHFVTJWGyuEaURndMKcPUeURuiyjiRJ7PV2sVSLOXuOre4WOTmWYlIxK8RpzMnoBFEQONc8x9HoCDdwWKgukuUpSRITpwkjf0jTahD6IXu9PZZby6Sk1Mwaoiiw09tFk1XWaqvs9ncJ4qKHXNZKJFlKxzkhJ2elvkYQjWk7JyxUFxl4A1RRI45jrgXHSD0JLdYIooCdaAdJkmjoDUajEfvpPoZhcK51DidyOB4dY+kWZa2MrdsEccCxc4wma0iixLvOvet1r9PxeMzly5dRFIUnnnhi2nc9XQHneX5De2LynKZpGIbBzMzMNBFP+sQ3+5/FcYyiKMiy/JpC6vcaD0rBbNJ2aTQaN/RpJyJAE+fj8XjM1tYWf/mXf0mapnzhC1/g0UcfvScVwU9+8pP84i/+IpcuXeLZZ5/lySefnP7sdrTf++kU/KZIuv/8z/+MruuvEie/V0fgf/u/LxDWq5TtAe3hMZZgYVs2O4Mdwqw8NSLseT06bodZe5aSWuJ65zoA51vnkQWZw9EhaZ5SMSpUzAovbrzIuDumqTZJooRYiinXy8TjmNnyLP1xn6E/pFVqFbbtSUSap3ihx3JtmZOTE/YGeyiSQlkrUzNrxEnM9cPrWKLFYnORPXePzrjDmrHGvD1P22lPHYtn7Vm2OlukecpqY5V6uc6Jc0LJLDGWxjTNJsfdY7pel4pWQZc14ixm5Hm0/TYLtQUMo8zBK9e5YC8w11hmOB5ytb+FqZssVBfY7GwycA5Zq68xrxt0nA6dxGGYBSy21vASn47XoW7WkTUTTRA4cV2czGF+9Ry1cotrJ9fo+0fMl+eZnTtD1+3ykruDoAiszT3M4fCQdthmubZM1VwhSAI8RWBv3KfZmidRTTrhCaoEpmXyiP4IYRxyPDpGlmVaeoutzhYn3RMW7AVaZotUSOm4HQbBgJnyDOQwCkZkeYaAwHJtmTRL2e5t8/P/5ufveX2macrW1hadToeHHnroVcOfSRK7OZlNWhI3V8OTR1mWqdfrNBqN6WujKOIrX/nKtMU26aGehrC9ESrwg3K7gFujF24lAvTII4/QaDT4+Z//ef74j/+YF198kR/7sR/jAx/4wF29z1vf+lY+9alP8aEPfeiG529H+wXuq1PwmyLpvu1tb7vl8xOc7t3G9/9v38ozZ87ymX/8DP8Q/gM+Ppmc0TKLwcpGu9hynp85z2A8KL7IVZmZ8gwCAgfDA8bRmJXaCnEWF55qehld0lFjlViJidWYltlCkRWSNCFIAoI4YKW+gigU1u2yKKNKKrqi03bbdP0u5xfPo6s6W90tfN+nKTdpWA383MfLPVqlFoqksN3dJidnrb5GnMUcDA6Ikghd0albdbzAo+N1sHUbWZKJo5j2uE0kRrzt3NtQJIXN7iZZkmGoBmZosnW4RZ4XPmQVq8JWZ6uQJZw5RyWpcDA8wAs9FElhobJA3y9uIlWjii7rGIpBmheJbaG6gJRJvLjzIpIk8cjyI4RZSNftTgdVdavOdm+bLM9Yra2SCzlHo6Pis0oClqpLpFnKwfAARVQwFINmqUmapWz1tqibdRpWg2vtawz8AWcaZ9BqGtePrtNNulhli4vNi7iBy/HwGE3UyJOcLMzohl2G8ZBmuUnTaLI12MIJHVZrq7zjzDtolVqvuY5OR6fT4dq1a8zPz/PUU0/dU8ISRfGWifhWA7tJRSyKIrIss7CwMB12nVYquxUV+F6JHQ/Sfv1uhoaWZfHUU08xMzMzRRrcS1y8ePGWz9+O9gvcV6fgN0XSFUXxhmnxJCZbrdeKPM+nX45qtcqH3v8h/oP8H/ibK3/Dn33xz9hxd5hpzrBQXWAcjfHCInEtVBZIs5QTp9BlKGklynoZBDgcHmKIBp2TDl7kYdUtFF1hWSscR7e725iqSdWo0nW77HR3qFk1VuorjKMx19vXkQW52PYOHfb6e8xas8ihjCVbJEZCmISs1lfxQo8T54Tl+jKNUgNFVIjSiIPhAVW9iiQUUoxO4BClEcu1ZYIg4MsbX8bSLS6sXGBvsMfeYI+yXmapukScxhw7x+RyzuPnHqc37nEyOkEQBUpSiSzJuL5zHTdxqVt14ijGj/zpTWTiHbfd20YSpUIKUzG5vHsZVVA5v3AeVVHZHexOnZWDOOBwdIht2FiqRcWoEKYhR6MjdFlHFmUUScEJHZzAYam6NL1JAKzPrKNICifOCYqsUDEqWKrFTnuHzrDDfG2eVq3FsXNMkiYMgyFnZ88Wx+hsIpoiq41Vuk6Xo+ERQRiQxAmGbHB57zJPzD7BYDCgXC6/ZqXo+z5XrlxBEAQee+yxe3IsuVPcaWCXpikHBwdTScTTa39S6U5ef5oKfBprOxlivRHLndcb9wIZGw6HN/SE70fcifZ7P52C3xRJ93aL4m7aCxPRc03TXuUw8e0PfzvvPPtO/ui//hG77PLy0ctosoalWtStOghwNDxi1p6lrJa51rlW6DSYLcRQxBd8UimlXqozZ8+xN9pj4A9Yq6+xXFvmeHRcVLaSzFpjje3eNv1xn9XaKmbNpO226ft9gjigKTXpDDtkSsZCdQFREAtN2yyj43WYq8yhiAp77h6qrGLrNguVBbI8Y6u3RVkrM2fPcenwEoftQ+ZKczyy+ggDf8BWb2tawR8ODtkb7LFSX2GhuoAXeriRS9frslhbRBIlumGXaqla9LPFOZIoYauzhYKCl3p0/S69YY+5yhwL9gJO6PDizouEfsjFpYu4qUtn3GG5vsysPUuSFTeQw9Fh0c8VRNzQJc1TJCSWa8vFdXS3UCSl6C8nEXuDPRYqCyxUF/BDn8PhIW7oslhZLCprp4OTOaR5yiOrj6DICtu9bTRJo6yX6ft99vp71MwaS9Ulgjhgp79DkiU8vPgwQRJwPDqmVWmheRpPLj3JwcHBVF7w9JZ9IhqTZRnb29scHx+/Jib8foUoijiOw8svv0y1WuXtb3/7DcPl033i0wM7wzAwTfO2xI6J5c5pXO7keA8iEd+LP9pwOLwjcuFOtN/v+Z7ved3neD/iTZF0bxe3cgSehOd5XLlyhSzLePjhh29r+6EqKm+beRsfeuZD/N31v+Ovr/w1L+y+ABSVVdNq0nbaDKQBdaNO6IVcO7qGZVlcXLiIG7pc3b9Kf9zH1m1sw2ZvsEeSJSzXirvn4fCQMAkRBZGV+gpe5NFxO5TVMu7QhQwMyyBKI5bsJWRRLqq7HOxGsR0fh2OOR8fMlGeo6BWutgtB93PNcyxWF9nv73Np5xJREvHw4sO0x20ORgcsV5dBKEgCQRwQxoWyVpRE0wqzpJaomUUfcn+w/6r3WK2v8pD5EEejIxIxoaE1qGt1trpb7LR3qCt1ynIZxVQIkoDBeMByfZk0TTkaHaFJGjWrVvRTge3eNlWjykx5hqvtqzh9h9X6Ksu1ZY5GRxyNjoiTmNXGKj2vhxM4tEotdEVHk4vh1LWDa1iyxdLsEjvDHQ5GByxUFliuLdNxO2x0NhCEAga2P9inP+6zWF1kRp4pbmZ5xvHomGapiaEYLC8v89DZh6brYuJ+MJFSvH79OmEYEscxtm1z7ty5+2olc7tIkoSNjQ2Gw+Et1/HNFfHk8VbtCSggXs1m81XEDtd1GY1GhGH4KsnI+0XsuBfUxWu5Rtwt7fd03In2ez/pwG+KpHu7u+6t2g4Tdprruqyvr9+AH7zTsUVR5F+t/yvedf5dfH7j83zmhc+w0dkgzVLWamvsnexxvX2dC4sXWLfXEUSB49Exo2DEXKmoQgfBANuwMVUTW7fJ85y9wR6WZiEJEmlWDM9G/ghbtAndkFE+QlIlSnqJKIw4HB6iSApLtSUkQWK7vw0UNwBtrHHinCAIAs1SE1mU2e3vMnAG2JKNXbbpR31kRUaVVeat+aI3OjhAkzVkUUaWZbzQY+gPb7l9j9N4mqCbpSaGbLDb3yXLM1bqK2RZxsHwgFwsvtBL1SVMy+TYPUbMRbI0IwkStg+2ceNCo7asldnv7yNJEudb5xGFwtpcFEXKWpmKUeFodESYhMzas6iyShAHReILPZZqxY1oq7tFEARUxSqz9iwBAQfuAVWzSs2ssdnZJCdntbZKRjY9ZpzELNWWyPOcg+EBAgJlrUyz1GQcjem6Xf7d4//uVWtrknDq9TpXrlxBURRWVlaIomgK7YqiCF3XsW2bcrmMbdv3bcs+SfbLy8usr6+/5jHvZmA3aVPA1xKxJElUq1Vs26bX6/HEE0+QJMltvc9OtyfuFx355ngQrhG3o/3meX5fnYLfFEn3dnF6EcZxzObmJp1Oh3PnzvGWt7zldS18QRB457l38o6z7+Dvr/09f/w3f8zu4S5jYczDqw8jizL7g32aVhNVUpm35/HHPgfDAxYaC2iyhhM4BHGAqZrTyfhWbwtd1tEyjW6vi6IprLZWmVVmOegc8OLui6iKyvrMOt2gy/5gn+Xq8nRr3XE69P3+tB/bcTtUlSq+4zNTmqFqV9kb7GHrNoqkEMYhJ84Jsii/avs+U54hiAP2Bnu0yi2Wqkt4kcd2d5sojTjTOIMTOnTczisogmJglqQJe/09iGAUj9B0DTRwIofVxioAu/1d9JLOemud3f4ufa9PmqcYmUEQBry4+SKZkBU3FSR6QY+yXkaRFFrlFqIgstPbQZM0NFlDlVUOh4cImYASKViahYuLkBVwNSd0CqSGVip6vJpFlEYcjg4L+JsoIUkSPa9HmIQsVZeQXtFlAFhvrROmIY+vPP6qtTDBhR8eHnL+/PkbGGBzc4WFz2l67Gg0Yn9/nyAIphjbSTJ+LT+w0xEEAS+//DKyLPPEE0/ckShxN3G3A7t2u40kSURRNPUgPE3syLJsyj67mdhxswDQG403knQ//elP8xM/8RO0223e+9738thjj/FXf/VXd6T93k+n4G94GjB8jeFzq/j7v/97FhYWODg4YGVlhcXFxXveBn3+85/nHe94x/T/E3eJ3d1dlpaWOE6P+S/P/xfc0OVodMRMeQZbt7nWvgZATa2RJAm5nONFHrZhM2vPcvW4wPGuNdZwPZfrh9cpW2V0Q2eptsRuf5cwDlmtrZLmKUeDI0zJ5HB4SE2tEecxbuLSLDWxLZskT7A0i42TDdRUpWpV6cZdJFFitlz07cbxmMF4QEkrsVBZKOQK85SV2sqUBKDJGn7ks1RfouN2cEOXhcoCCOCHPiW9xG5/l5nyDKZqTpO1nMlEfoRhGbipi6VaLFYX2ehskGQJS7UlBATabhtZlBlHY5brywzGA4b+kPnKfKGVEQZISOz0djAlk6pe5dh/BfJlt6hYFZzAYegPERCoiTUOnANkXeZM8wxJnuBHPrqsczg6nLYedvu7mKqJLMrYhk2WZhyMDtAkreip97eLIWB1mYyiihZFkSdWnuBD77oRXtTv97ly5QrNZpO1tbV7hmCFYchoNJribMfj8bR3OknEN2NsTyf5r1e/eHKuly9fBmB9fR1Zll9FdZ7EhO48Oe8JsWOCnnAc5wZroUki1jSN5557jqeeeuquzun3f//3qVar/OiP/uj9u9D7G29eGjDcur2Q5zkHBwd4nkeWZTzzzDOvG5s4YfkIgjDd0rVaLd7+9rcjyzKrrPL02ad5YecF/vRLf8qV4yt4ocdMeQZDMbh8cJksy3jr6luLCf3gEEMxKOtlDMngpa2XSPKEh5YeQlEVDgeHRHGEkAuF3GAaF5WZqlMr1cjkjJJe4nh4zFp1DTK4dniNNE2Z1WcRUoFYienH/WLIp5fZ6GwARY/XUi0OhgcM/MEUStZ22/ixz0x5Bu0VnG6apfixz3J1GUEoWFwiImW9TN2qT6vlslIm8zNOwhNM06RVa02hZB2vgyIpLFYXOR4dEyQBs+WiRZDlxbZ25I9YrC6iSiqbw6KVsVxb5rxxHidwcCOXZqWJLdtc61xj+3ib+dI8Kiptr43VsDAtk4XaAkEScOKcoMs6pmrSsBoIgsBuf5e6VadpFaSVUTBirVEMNA+Hh7S9NmlW3HyGwZChP6Ru1tFlnW9d/9bpWoiiiCtXrhDHMd/0Td90T6D806FpGq1W61UyipOKuNPp4HnetI0hyzKdTodWq8VTTz31dWFiTUhHu7u7nD9//oZzncTNFfGtBna6rk8lI08TOyaJ+OjoCN/3CcOQq1ev3pU4zmg0Ym1t7UFe/gOLN0XSPR0TJ4hr167RaDSoVCosLy+/oUUqyzLdbpeNjQ0sy+Kbv/mbbwkBemzlMR5beYwv732ZP/vSn3Hp6BIrtRWaVpM0SRmNR3S8ToHrzQX2T/ap63VqlRqtSgty2OnuYComiqSQkdEf9wuYV30ZCYmt3haSKLFkLBXQtaBDSS0xb88XDCUcBElgsbRIz+1xZfcKs6VZFFHB0i0Oh4eM4zEz5RlUSaUTd0jz4gtymiKrSiqqrKJKKifuCWmeslRdKrb3r1Boz9bPMhqO2B/tc3buLCvCCqpUbPeDOGDenkcSJYbjIWmWvsIeKzysdno7yIJcnJdm0XbaZHnGfGUeVVKn2/tzzXN4kcfR6Ih6uc5iaxFN0DjqHDHOxtiWTZZkDJ0hqZ/iZUWP19RN9vp7CILAemu9WBduGwGBqlnF1MzpAHOmNIOmFG2fJE/wgoKUIosyTuhwYfZC0X/f22Nvb49z587RarXu+wT/VnblE+hZr9fDsiy63S7dbpdSqTStiO8Gwnav4XkeL7/8MqVSiaeeeuq2vdnbQdgmj7cb2MmyTK1Wo16vI4oivu9z+fJlGo0Gruu+ithxWkh9QhX+RnQChjdJe2GiNDbZ8pmmyfnz5zEMg+eff54LFy687orE8zyeffZZSqUSFy9efJXg+Z3ixf0X+eyXP8vnr34eFZVmrRhueW7RH51vzLPSXJmiAKpGFUuzCOOQtttGV3RW66tsdjeJkqggFghF/zHOYuI0pqW12GnvgALrc+ukeUqQBCiSwvHouLAHfyWZl5UyYRQi5RKKpNCNulTNKov1RXYGRSK1dRtbtxlHYzpeB1mUOds8y/5gHy/yWKoukeUZR90jwjAEFc60zhClESfOCfOVecI4RFd0ZElmp7dDSSsxZ8+x2d0kz/NpfzWIA9puG1EQOdcq6MJO4EyVv+KsQJ503A4zpRkkQeLy/mVszcYwDZp2s6jAezuosspqbZWNkw3cwMWWbfIsJ8oi4jwmFwsscCoWuOqF6gJe4FHWy9MeriZrrNZX2e5tEyYhtm7z3re+l3efezeXL1+mVqtx9uzZr1uVeXx8zObmJqurq8zPz0+T/Gmyw2g0mkLYLMu6IRG/HmHxLMvY2tqi3W7z8MMP31dBmTspsU3kIC9evHhDe2JyrZPrdV2Xj3zkI+R5zrve9S7e//738/jjj7/mQPx03I4GvLW1xcWLF7lw4QIAzzzzDH/wB38AwHPPPccP//AP4/s+3/Vd38Vv/dZvvdZN97Y/fFMk3TiO+dKXvgQUPafTsJmvfOUrLC8v3/PiCcOQ69evMxqNkCTpjrCy14ovXPkCn3r2U3y5/WV832d9bh3VUOm6XZIswVItWqVWwQTLs6IvmSYcDguigBcWylhHw4KVtVhbJAxC9k72mKnM4KQOi7VFsrxADhiKQc2sESbhdNDUKrWoGJVpn3nRXiSIAtqjNuNwjIzMjDXDcXCMKImcbZ1FlF7xDDMq9Nwe89V5TvonHPWPWKgtUKvU8GOfkva1Hu/pXvZCpbDFHvpDvNDDUA0Wq4tsdjZJsoTVeoEi6DgdbMOm7bRZqCwQpiFtp03FqKDLOlmeEYwDdro7LDYXWWouTfvhS9WlQh3OOUYUxKJFUF3hyDnCizzm7XniOGY0HqFSkDGqepWaVePQO0SWZRZri6iKysAbMI7HKKLCcmOZne4O//6b/j0VqcLDDz9813KGbzTG4zEvv/wyuq6zvr5+V8nzNIRt0itO0xTDMG5ATtxpiDUcDnn55ZeZmZlhdXX1gdF9bz7vyc3l7Nmzr6peJ3KYpxNxGIZ84AMf4Nu+7ds4PDwE4Dd/8zfv+j0vXbqEKIp86EMf4td//ddvSLrve9/7+MpXvvKq1zz99NP89m//Nm9/+9v5ru/6Ln7yJ3+S97znPXd6mzd3T1eWZc6dO3fLxHqv+gtJkrC1tcXJyQlnz57l4sWLXLp06XU7Dud5zrw+z3fOfyff8dB38E+df+LZnWfJw1dYWEkwpQtPWFgdZAqrYgAAIABJREFUp4MTOtP+qhM4xfY8z5kvz9Npd2iP21TLVerVOpmX4UUeg/GAxeoimqx9rYfbOkez1JwOxJqlJiW1xFZvq/j5wjmipGCvWWWL8rCMJVvsnRREDluz0VKNMAg5ODzASR0eWX0ETdGmULKaWaNhNeiP+/TGPVqlFmWtzEa3OIczjTNUjeqULixLMvOVeZzAoTcu0AmapBV04Swtkm91AUM2eGn/JcbjMQ/NPsSFlQucOCfsD/axdZuaWWO3v0uapyxWF5EEiaPREVEWEcbhtF1yODoEAebqc2glDTd06QZdakYNDY0re1cKRbHqKhW1Qjfo0ul1kEOZt6y8hdnZ2a8LK2tCrDg5ObmlRsOd4jSEbWFhAfjaEGuiTra9vX1LCJskSVy/fh3P83jrW9/6dbu5TAZ0giDw5JNPTm8Id6I6T6613+/zIz/yI7fsM79W3I4GfLs4PDxkNBpN2Wof+MAH+Iu/+IvXSrq3jTdF0hUE4baV7N3qL2RZxv7+Pjs7OywtLfHMM8/c4Kj6epLucDic4jdt2+bJJ5/kO7Lv4MrxFf78+T9nv7/PkXNE3awjiRJu5GKoRlHB1Zam8Chd0ZEFmaEzpN/vY9s2j6w9Ajls9bYQBZH11jpJmrA/2KdVarFQWSBJE7a72yRZwlpjDS/yaDttjJpB3SqGRBMKcc2socgKuZijGAqGaLAyv0ISJ1zau4SISL1Sx3EcLu1cwjZsGnYDSZZuGNINgyFtt42maDSsBqqsMgpHdN0udate6D0kMUEc4EUey/VlRL5GF17SlnA0h93uLoRQ0SosLS3RG/dIo5S1+tqUvWYbNqZmUjEq5FnOzmAHTdZQJAVJkjhxXulF15YQ8qINAQUMbOAPaLttmrUmZ8wzGIqB53sF5C0BN3J5evFpOp0OURRNE9qDwp1OWmMzMzP3rNFwu5iIhVuWdVsI2+bmJq7rYhgGzWYTx3GmfmkP6kaT5zlHR0dsbW3dckB3pz5xEAT8xm/8Bru7uw/EHWNzc5PHH38c27b55V/+Zd71rnexv79/g7D6G3UFflMkXfiapu7N8Vr6C3me3xKRcPMxJnfZuwnf97l69SphGHLhwgU0TeP555+f4hvXZ9b5T//Hf2Kzs8kn/+mT7A/22entUDEq1MzatCqdKc+wVF3isHfIP538E7VyjQurF9jqb7Hb22WlvsJybZmu2y2qyMjjTOMMXa9L222zWFksMLdJQJImtJ32VJyn5/WwVAtN0aZtgEn/tW7W6bk9Xt57mZJUYn1+HT/zcaNCR3iltsJ2d5u9/h4NrYEUS0R5xEH7gEE0YKG2QJ7lhWqZXim0FyoL05vIhEbdH/fZ7e0yW55luVZAx651ruF4Di21RVpKCbKAltqiJbVIsoQkK1we6lYdRVJwA5cwDjFUo9CUiAM2Ohuokspac43d3i57/T2Wa8ssVhfxQo++36fjdpgrz5HnOf1xn0RLcF2XmlqjOlOlM+7wgX/zATQ0RqMRR0dHXL169VW9U9u231AijqKIq1evEkURjz766ANz2p3EJKGKosjR0RGGYfDYY48BTBPx8fHxDRC2yXXeD5nIIAi4dOkSmqbx5JNP3nXfWRRFXnjhBT784Q/z/ve/n83NzTu+9vXQgOfn59nZ2aHRaPDcc8/xvd/7vXz1q1+9uwu7h3jTJN3bhaIot7XzGQwG08Hb7RAJcPeV7oSS2e12OX/+/BRHmaYppVKJ5557bjqNrVQqNO0mH3n3R9jr7/HJ5z/Js1vPst3bxtIsZsozvLz/Mq7ncq51jvkz8xw5RwzCAeQF0qDv9XFCh9nSLKqikpGRZAlO4LBYXUQURHb7u8iCjFEplLiyPGOnv0Or1KJqVKdDvLXGGovVRY6GR1w9vMrYG7PaWqUf9Wn7hZRizazRdttEWQQSXFi8QJzGHI0K/LAhGyRZwmg44pp7jYbZQFEU9of7RQuoVVCSj0ZHbPe2UWWV5fIyu4NdkjShrtYRAxFTNam36uwP9lmsFnTLo9ERsiAzY88wU54hTmM2OhuFsWSpxdWTqwz9IWuNNXRF52h0RH/cJ05jluvLeIFXtDK0MqZmUreKqfn+YB9TMMm8DD/zyfUcUzN55/w7aZYLskO5XJ7SPm9F/50QACbC3HczxMrznMPDQ7a3tzl79uxrWkndr5hAKXd2dl5VZWqadgPB4zSEbXNz8wYI2yQRl0qlu0rEp+FnDz300D1hjMMw5Nd+7df467/+a/7wD/+QRx999DVf83powBMZSYAnnniCc+fOceXKFRYXF9nb25v+3v9PA34l7lTpTiiKkzitu3Dx4sXXHJDdrNh0c5wmS6ysrEwFRyZye4IgTPtIaZpOF/L29jau6yKKIu9dei/ftvRtfG7zc/zD5j8QORFSLvHI6iOEacjeoBBm0SSNjIw0S6ceX5IosdUtoGSqpGJp1pRhtVBdQJO+1n893zo/JSikeUrDahTEgd4uQRRQooSsyOTlHMM0GOdjGlZj6iOmywUqQZXUaR/5BrqwBOvz69heMRhzEoeyUkbMRF64/gKCWGCPZVGm43dIrAQhE9BjHT/3CZVwqihmKAYjfzQlZ+iKPm1lnG+dR5VVjkfHU4Gfsl6m7bTxIm/aPhFFcaoodvqzAliprEAAJ8kJc405FuQFTNVkb7DH+x593y3/1rfrnXqex2g0ot1uc/36dZIkmVJiJ4l40rOcwLEsy7qnau+Nxng85tKlS1NpxNeq0G8FYUuSZKrDsLu7i+u6AHeEsPm+z0svvXTX73s6nn/+eT784Q/zfd/3ffzt3/7tA/2s2u029XodSZLY2Njg6tWrnD17lnq9jm3b/OM//iNvf/vb+cQnPsFP/MRPvO73eVOgF6C4K9+KIdPr9Tg+PubixYs3IBIeeuihu4aZHB8f4zgO58+fv+H505jgVqs1tQc67Yc1mbzeKZIkYTQa0e12OToqBF2+1P0SL3ZfpFaqIYgCLbs1bQFMoE1bvS2StEA/VM3qtOoUBbFQDBse4gQOC5UFcnLCJMSP/ILwUFsmTApyw7w9z3H3GAmJWrXGiXeCrds0S022u9voij51n4CCyiuLReW6299lHI1plVuoUqGJMApGxGnMmcYZ3NCl7RaVshd5yBS7ht3eLioqpmhyPD6mZBQygvO1eURRZG+whyRKnGud43BwiBM6zFfmERAIk5AwCafJOCfncHjInD2HF3pUzEqhS/GKothaY42t3hZhElIzaxiKwUnvhL7bx7AMHpp9CCdyaDttlmpLxEnMx/7Pj6Err1+OcTLEmiAJRqPRdI2maTqFgd0PSuxrxekB3YULF+47vvU0hG3yb9KGmfzswoUL9zT0CsOQX/3VX+Xv/u7v+PjHPz61Rb8fcZoGXK1WpzTgP//zP+cXfuEXUBQFURT5pV/6Jb77u78bgC996UtTyNh73vMefud3fud/bcgYFInrVn1Xx3G4fv06pVKJ4+Njzp49y9zc3D1t5brd7hS3OInhcMjly5enmGBN0+452Z4+983NTXq93rQtEccxV/ev8t9e/G/8jyv/gziJmS3Noms6buqSkRXY1MYqO72dqbZulmf0vB6GatDzeixVl3BCh/64X2BdJYkoiTA1syBiCCZEMMgHmHqx7VZllSiJaLttSlqJxcoi1zrXSLO0UCUToT1qI4lSgRKoL9N224WsYnWRnPyOdOGKUSEOYgajAaEYUivVaBgNrp9cJ4gCWnoLURJxU5eSXsLPfFbrq4yCEQN/QKvUQhIlkizBUArBnbr5CtusXUDJ5ivzRTXtdYiTGFEQWa4ts3G8QW/U48zMGSzTwosKrO7p81ysLvLT3/HTd70+7nYNXblyhVarhWVZ02oxiiIMw5hWxBNBnPsVExhYq9VibW3t6wIDg+J799JLL6GqKrqu47ouSZJM2zB3grA999xz/NRP/RTf//3fz0c+8pEHNrx8wPG/ZtKdAL03NjZYX19neXn5dS264XDI7v/X3pvHx1XX+//P2dfMZLLvzdakG1CblsoVEOViEaGyCaVy5YLeKlKoIlwKeLGotyxSZfOhwBdE8AfIRaHK0oLwKCDSpKUtpUvSrGRfZ99nzpzfH4dzmDRJm73Qzuvx4PGgSSbzOZmZ93l/3p/X0tHBokWLFIVQLBajuroaq9U66WKbPOcqLi6moKBg1PX1+/r5+96/8/qB1wlFQuSYcohEI/T7+8kyZ+GL+yhwFBAjhicsJTakGdNwBV2km9LpcndRkF4gyWyHWlGhItuYTZ+zD5VOBTrIsmaRbkpXOLblWeVE4hG6Pd04zA7CsTDZ1mzFmavAXoBGrWHAP0C2NVt5DhWS5FaNmiJHEf6oH0EQ8ISlOCKjyshHHR+h0+lYWLxQSrfwdJNpySQYDUpWmf4BApEANp0NtShxhdO0aQyFhyhIL8BistDj70GtVlOaWUowGsQZcErzcr2VdEu6lNsmSgo4URTpdHZiEAy4Ii4qCipQqVR0ubuGrTMajxKIBLj13FtZUrJkwu+T0RCJRJRRVnV19YhzA5lN4PV6la44EolM2ZksHo/T3NyMz+dj/vz5s0YDS+6qDxdXJFPY5O5fprDV19cTjUbZu3cve/fu5dFHH52SqcxnACdW0U3e9mdkZOB2u4c5wk8Ufr+fxsZGzGYzTqdTMRtJ5hJOpNiC1PnIUuXS0tJx3c0H/YO8uOdFPur6SOLV6i04TA46hjowqo0MBYbI0Geg0+oYiAxIrmS5cxkMDBKKhlCr1dgNdnweHwPhASwWC9W51bjDbgZ8A5KaLB7BoDHgDrkJxUKKlLfbI/nRDgWGyLJmKXJhnUZHcUYxPe4eRERiQkx5jOLUlTOXQd8g7f3tOAwOLGkWzAYznrCHYDRIblouOo2OHk8PufZcnAEnOVbpYOlj58doVZLJe6e7E1/QhyqhwqwxkxCkeB2tVktldiUxVYzBgOR85g17sRqsxIQYrb2tqAU1FQUVDIYH0aklX98Ce4FEV3N96igWE2Lcc/E9aNRTU52Nx7fgSI9NpnX5fD7FmSy5EMvpvyPeJ5+koBQVFVFYWDhryQ8+n4+DBw+SmZlJWVnZuA/YwuEwf/rTn3j22Wfxer1otVry8/N5+umnycnJmYWVzwiO/6IrO40lMxLkbf/7778/zCVsIkgkErS0tNDa2sr8+fOVU8vkQ7KJvKnlAq7VahWp8kThDDh56cOX2N+9X5GvlmWW0TrUSiQekSJ6RMnzwOl3IiZEitOLGQxK0UFVBZKxTjgeVn5fYXohiUSCHm+PkswwqpR3sBVUYNVbsZslKa9sEVmWXUa3q1uRC4uI+MN+/AE/g95BKvMq0egl/uyw51BraXdJz5Fvz6dloAVBFJSO3R/14w64UavVlGeWS3LhiBTXE4lFCIaDiII0103TpmExWhgMD2LSmYhFY+Q58jCaJMcxg8ZAWVYZbc42wjEpbw2kIEq1Ss1p5afx3S99d8KvSTLkFAe73U5FRcW0yIaT03/lrjgcDqPX65WxhNFo5OOPP0YURebNmzcjPNbRkEgkaG1tZWhoaFwH08kIhUJs3LiRHTt28MgjjygHzr29vWRlZX1eRwtwIhRdeYYkCAJVVVXDXvjDrRnHg2T+blZWFk6nk+XLl096lBCNRoeZp0/HYYY76Gbz3s28efBNEiQQE6KUEuHpIhKPKKbiXYNdqGIqfIKPHEsOoUiIodAQ6aZ0rGaJ8mOz2OjydI2QCx8u5ZVnnrJdY2lGKYIo+RnYjDZcARcF6VJET5+7D01Mgz3NjtagHTY7TZYLywXaGXAqhbjAXkDrUJJcWEww4Jfi7Xu9vRSkS+KPXm8vRp0Rh8lBLCHNbrucXaijUlff5e8iISYoshWh0WlwRV04LA7C8TD59nwpeSLiI8OcgUlv4vqzrqcyp/JIf/YxIQgCzc3NY6Y4zARki8ju7m6GhobQ6XRK4GSyReRMdbvyzDg3N5eSkpIJje9qa2u56aabWL16NevWrfs8F9jRcHzLgEEqksXFxdPiMZrcLdfU1KDT6fjnP/+Jx+NRCOLjfRMnEgna29vp6emhrKyMefPmTdsHIN2czlVfvIqLTrmIzXs3s/XAVmKJGCIixY5iPH4PbX1t2Mw2SvNLcYVcWPQWAr4AC/MWok6oaepvkkYzYQExJtLmb5Oi5tMyyLRm0uqUqGblWeVETNKM1x/xo9fqKbAU4Aw58Ya8kg2i3og2oiUSi9DR20G2JZus7Cw6PB0QQknpdQacuIIusq3ZWA1Whc5WllWmSJJDsRA6jY58e74SXyR74Rq0BsKxMEP+oWGyZ1EUydZnoxf0RPVR9HY9c9LmYDVY6XH3EAwFsevtRANRhgJDqKIqvFEvhY5CTHoTcTE+6YIrU8WKiorGleIwXRAEgY6ODkwmE2eeeSZarZZoNKqMJQ4XOsiF2GKxTGmNgiAoMUETlQ6HQiF++ctfsmvXLp555hnFYOZEwXHT6SYSiTG5tP/617847bTTjvomCwaDHDp0SOmWkw/Jurq6cDqdBIPBYVu6sWZrcqfc2tpKXl7elO0lxwNf2Mdr+1/jpd0vEQwEiQpRKXVXq1fkwsluXmnGNNIMUthgn69Pijy3z2HIL6XhZhoyCcVDmA1mVFoVvqiPHFsOaSYpXifTmok37CXbmq3Ex0fDUTL1mYTUIRKqBGaDGYfJQTwhdaUgzU5lVVixo5hgNIheoyeeiDPgHyDdnE66MZ0OVwc2k03x+VXx6Yy3IruCLk8X/oifbGs2QkxgyDWEoBXQ6DSKD3Gvt5fC9EL8ET9phjTFW9egNVBgK6Clv4VQJIQOHV8q/BJfq/rasNf2aJSucDhMQ0MDarWaqqqqWd3St7e309fXNy4aWCwWG0ZfCwaDaDSaYayJ8SrOXC4XDQ0NFBQUUFxcPKHi/f7773PzzTfzH//xH9xwww2z4th2jHD8jxdke8fRUFdXx5IlS8bcvsRiMZqbm3G5XOM6JItGo3g8nmGzNfm02WazoVKpaG1txWq1UlFRMStcTPk6Wlpa6B3spUvVxdZDWyWnrU/oU7I3b1yIU5ZVxoBvAG/YS1F6EYIoEI1HFVeynLQc9Fo9Hc4OKfI9HkcjaojH4wwEB7CZbBQ5iuj0daJSq7Dr7YQDYQSNgKgVUavUlGaU0uPtIRANUOIoQRClDDiTzqTMjrVqLZ3uTqwGK3qtHqNWOt3v9nR/mm4x2IyQEBSV3aB/EBGRaDxKoa2Q1t5WgrEglfmVaLQSJc5isNDubCfTkkm6OZ3mgWYAsq3ZGHQG3EE3gWgAvVpPSUYJHe4OfnXRr7Dr7cPmpjKl6/BCfKxSHEAy8K6vr5/QgdVoSFac+Xw+RXGWfFiXHDgZj8dpamoiEAiwYMGCCZ1HBINBfv7znyvMhKqqqqM/6PONE7vo7tq1i/nz5494k8jdQldXF6WlpYrCaKKHZPIJ7ODgIB0dHUSj0WHbOfm/mZpZJZ+Ul5SUUFAgzWEDkQBb92/l5X0v4w17FZqXK+jCYXbQ6eok3/6JGMHViVErpUhEhSgatUaKHz9MLjwnYw6xeIwuVxcJIUEinsCMmYHwABqdhtKsUnR6Ha6QiyxrljR/tRcoXadRayTLmiUVPI2ePt/IBGN5zNDj7sFsMEtjA2s2XZ4uYkJMuY62vjZMmAiqgpRmlw4zWC9xlBCKhfBFfETjUdJNkp1jy0CLFJH0ySxaFlWkGdP4xcpfjPq3DYVCw7rEUChELBYjLS2NkpIS0tPTZ+XGKs+MvV4v8+bNm5C383ghB07K1ysrJnU6HT6fj4KCAkUENB6Ioqh0t1dffTXXXXfd8dzdJuPELrp79+6lrKxMOdiQDaJbWlrIzc1VSONTETe0tbUxNDRERUUFWVlZCicxuSNOJBKK74LcTUyVrO50OmlqasLhcFBWVjZqYQ9FQ2w5sIXtrdtpHmhGq9ZSlF7EUEDKT3OH3BSkF2DUGBU7xrk5c3EHJScuOczSorPQ6ekkISYoTi/G5XbR5e6iqrAKb8SLVWclEA7Q6+lFi5YMUwY+wYfNZCMoSHloWo1WkeHOzZmLM+BkKCAd6uk0OsV8XRAFijOKlXThonQpry3LmkU4HOZQ9yEsJgvVhdX0+foQEgJxIU6ePQ+NSqMU37k5c/GEPPT7+ilKL8If8UtG8fGIFHP/SfTQ1+Z9jRULVxzxby3viPx+P6WlpYqSUFabHe6/MJ2FeGhoiMbGRgoLCykqKpq1mXEsFqOhoYFgMEhmZibhcFiR/h7uwXB4MQ0EAtx5550cOHCARx99dISi8zjH8V90QTrJHQ0HDx4kLy8Ph8OB2+2moaEBq9VKZWWlslWcSXGDDDkt1ev14vF48Pv9qFSqYR2x1Wod1/PLIg2QjNvHk4wRiUfYun8r/2r5F00DTSPkwjlpOWjUGmLxGN6wl6gQpdRRSjAepN/XL0l5IwGEqCTtDBAgy55FljWLDmcHJr3khyvLhT8e+hgSUGAt4OOhjwlGg2SaMjGbzAgIRMUoAgJlGWX4olK6cJGjiFA0hF6rVyLkbUYb2dZsmgeaCfgDGLQGSnJLEBDo8/ahVWkpzy5XDvnkhOVQLIRGrWHQP0huWi5ajZTUnG5KR0QkzSDdhHu8PTx25WPYjLYxX+f+/n5aWlpGpDgk/4xM/B+rENtstgl7B8iZbIIgjCqumEnIXPfS0tIRKk5Z3itfq1yIAd566y0yMjL4wx/+wJo1a7j22mtPlO42GSdG0Y1Go6Oa3jQ2NmI0GhkaGlLevBaLZdLFFj4VN2RkZIzZYY4HsgGO3BEHAgE0Go0Sb22z2YZ5myZ31clOZhNBNB7l9YOvs/nDzQgJQSpUyam8tnxQST9n1pvpcHWQbc1Gi5aDnQcx6U3kZeYpJ/79XinivDC9kKb+JqlLTS8GFfR7+9FqtIpcuNfTiyfoIcOQQTQWVSJzhiJD5NvzsVvtdLg70Kg1ygFdIBqg19mLSlAxN38u3YFuhIRAaWYpQuITuprJxpB/SFKXRfw4A07sRjtmg5loPIpBa1CUb1mWLBr6pXTbORlzKM8q57qzrhv1bxUKhaivr0ev1zN37twJda9j+S+MpxAne86Wl5eTm5s74dd5sohGozQ0NCh83/FecyKRoLm5mTvuuINDhw5hMBjQarVcc801/PCHP5zhVX/mcOIW3Wg0yu7du4lEIixcuJCMjIwpKclkcYNGo2Hu3Lkz4n8qnzTLHXEoFEKv16NWq/H7/RQVFU1LnEosHuPNhjd5cc+LkruWq5OC9AK0ai0fOz9GrVJLHrThAE63E0/YQ0lOCTm2HGX+miwXTjelE41HybRm0uvpJSpElflrv6+fHFsO3e7uYf69KlFFvj0fl99FMBzEG/Ji19mxmWz0hiS2Q6Y2E41Bgz/hJ9eeiz/sV5IqfBEfGaYMrEYr/f7+T3m89gL0Wv0wg3Vv2MuAf4A0Qxo6jQ6zXgqnvP4r13N65enD/jZTSXE4EpILsVyMY7HYMEcyvV6vNArjjeuZrrXJHX1FRcWE1GCiKPLuu++yfv161qxZww9+8APUarVCX0u2jDxBcGIU3WSnMflD093djd1ux2q1MmfOnEkryaLRKC0tLfh8vmkTN4wXMgFdr9djNpsJBAJEIhFMJpPSDU9m6yojLsR5u/FtXtj1At6wl7gQJ9cmSXPru+oJh8MsLFpITBVjwD9Ari2XuBBHr9XjCroIx8IU2iW5abenm4L0ApwBJ5kWiQXS6e7EoDVQlF5El6cLURQRRIG8tDyFwgXDZ7xZ5iwGnYOQgKgYJRANkG3Nxmw0Sx4MjgIlfkitkpIndBodZZlldLo7CUaD2I12rEYr0XgUZ8CJIAqUZZYRiAaUcUksEePXl/wavfbTbk4eQc1WVljy/L+rqwufzzeCljjZoMnxIhKJUF9fj0ajobq6ekLP5fP5uOOOO2hpaeGxxx773EajTzNOnKIrCAK9vb20tLSQn5/PnDlzGBgYwOl0UlFRoQgbJitumK28LJA4oE1NTUSjUYU3LCP5VF0eTQiCoKQa2O32CUdzx4U4/2r5F3/+4M90DnViTpgxGA3oTDqEhKDQy2KJGH3evmHJvxq1hg5XB2mGNHJtubQOSsY6cpyObCMpF8YOV4diMSmKIr6ID7VKjSvowq614/F6iGgiFGVK6cM6jQ6VqKJ1oBWj2kiaNo1Or0RXy7PnkWZKwxfzERWiIEJpVim93l78Eb+SYByKhbAYLHS6OpUct5LMEtaetRaQ3j+NjY2Ew2HmzZs36QTpyeBw3wKVSjUsaFJ+fSdqln40JJupz507d0IdqSiKvP3229x6661ce+21rFmzZtpvUB0dHXznO9+hr68PlUrFmjVrWLduHRs2bOCxxx5TPC02btzIeeedB8Bdd93F448/jkaj4cEHH2TFiiMfkM4QToyi29/fT319PWlpaQo/NpFIEA6HlVNnlUqlvGntdvuYEslkcYMscZytwwBBEJStrcyGGE+hl1MNkreuoiiOOKg70gcjHA5T31DPjs4dfOT7iG5vN1mWLHRa3YgZr81kU/ivstetL+xTGALJM95hcmGTDZffRYGjAG9Ismt0mB1oRS09Qz04LA68CS959jysBqvyHHMy5hATYvT7+lGpVBi0BhxGiQYWiUbI0Ev+yL64j1xbLkPhIUoyS1CpVHS6O1Gr1BSlFxGIBogJ0mHhz77xMxYVLFIKz2zfWGVll9vtZv78+UekgSWbpcvF+PBCPBFqojyvlscYEzmX8Pl8/PSnP6W9vZ1HH32UOXPmjPuxE0FPTw89PT0sWbIEn89HTU0NL730Es8//zxWq5Wbbrpp2M8fOHCAK664grq6Orq7u/n3f/93Dh06dCwO8o5/GTBII4CFCxcqh2RyxI7BYFBs4gRBULpDOQFV3srJW/VIJEJjYyMWi4UlS5bMmrgheaZWUFDAqaeeOqHOITlhKOvvAAAgAElEQVTVINmYx+/34/F4aG9vV3iXh994RFGkvb2d3t5eKioqWHzKYhKJBO+1vMfbh95mT+ceAMXc3BP24ApKXFyb0abMTsuzyrGZbHR7uvGFfRh1EvfXGXTiDUtyYZPWhFcjjTF8ER8FtgICvgBN7iasFis5mTlog1oGfAN4Qh5y0nIwaU2Ka1lZZhlRIUq3W7KdTLemk2HJIBaP0ePtUeTCQkygtauVUFxySzMbzTT3N6PVaqnKrSLLmkWZvYxdu3bNeooDDKeBLV269KiFXo56OnzHIxfi5Pig5Bnx4YVYZt10dnZOyMxffuy2bdu47bbbWLt2LY888siMjl/y8/PJz88HJIra/PnzjxgKuXnzZlatWoXBYKCsrIzKykrq6uo47bTTZmyNE8VxVXRzc3MVi8ex5rYajQaHwzHsYERWmDmdTurr64nH49jtdsV8eSaFDTJ8Pp9iil5TUzNthV6j0WC324f5mibzS2WyvZx4W1paitVqRRRF1Go1Z1SewekVp/N+y/ts2b+FA70HACkuxxP2MOAbwKgzSsm/GmnG6wq6yLRkolFrCMVCROIR4ok4xY5iZf6q1+ix6C3Eo3H2t+0n25GtRBO1DEoChsqcSlwBlzR/zShW2AzhWJgebw/pxnTUKjXBWBA+SWQqyShBSAiS9aXVQnlmOR+7PsYT9KAVtNg0NnwhHwdaD7A4ZzF79uyhoqKC3NzcWTP4lmlg8XicxYsXT4kGllyIZXFPIpFQDusOL8Qyi8dut7Ns2bIJdYBer5ef/vSndHV18fe//52SkpJJr3syaGtrY/fu3Sxfvpz33nuPhx9+mKeeeoqlS5eyadMmHA4HXV1dw2xcp5rcOxM4rsYLN998M1arlaVLl1JTU0NaWtq4tomHixsyMzMJhULDhA1yuOR0ChtA+gA2NTURCoVGuKPNNGSvCbVaTWlpqeJYdbi0Wb5mnU5HbVstL+x6gVAsRJ+3jzxbHhq1hi53Fw6zAxUqjDojapUUuZNmTCPflk/zQDOCKJCbloteq6ff08+AS/L8XVC8gB5vz4gZr0VvodvTTb4tH61G4uwadUbSDGlo1VpERHq9vdiMNvJsecpzzMmYo3zPrDPjD0tzXWdI6rYtGgvhQJg1y9dQkVuB3+/H7/eP8CKYqinM4TicBjZbYZTwqZqtr69P2c0lJxvL7+nRmgtRFHnrrbe4/fbbWbduHVdfffWs3aBk+P1+vvzlL3P77bdz8cUX09fXp4zd/ud//oeenh6eeOIJ1q5dyxe/+EWuvPJKAL773e/y9a9/nUsvvXRW18uJMtNtaGhg+/bt1NbWsmvXLqLRKIsWLaKmpoZly5axcOHCYdvH5GRU2fB5rDfTWMKG5KI0EQu95AO6Y/EBlP1P586dO+r28vBEA4/Ho1CbbDYbLd4WXmt8jXA8TI+nZ9R0YVn6q1Vr0Wl05FhzaB1qxef3kWXIIt2RjivsIjstm153L/np+cpj9Fo9uWm5+MI+tBqtJHCw5ZJmSFMsISuyKgjFQvR4epSMuAxzBv2+fsLx8KcF3tdPdlo2Xa4uTKIJNWrS7Gk8tOqhYdecvAOQOdM6nW7YvDSZMz0RyPNTg8EwqzQwkArWwYMHFdWi3N0mnwHIM2JZNWm1WmlsbGTevHncfffd9Pf38/vf/57i4uJZW7eMWCzG+eefz4oVK7jxxhtHfL+trY3zzz+fffv2cddddwFw6623ArBixQo2bNhwLMYLJ0bRPRzhcJg9e/awfft2duzYwf79+5Xtu9Vqpa6ujvvuu4/y8vJJfQiSP6Qej4dgMKi4+8uF+HDXKVEUGRwcpLm5WaEkzdaQP3lmLMtJJ9KxjCZtrh+s593ud+kOdJNuScdqsmLRW+hwdSAiKkY33e5uMgwZdA12UZBZgM6go8/Xh0lnIjctV5rF6sx4I5JHhFatVSwf5+bMZdA/qMyQ1So1atQ4Q5L/rsz77XZLdDV30E2GJWNYukWmPpPmvmb0Rj12q53Lay7nGyd946jXnMyZlt25xuMyl/w3k2+uE52fThUybVLO97PZRlfcHf6YQCDAwMAAN998M3v37kWv13P66aezYsUKpYOcLYiiyFVXXUVGRgb333+/8vWenh5l1vub3/yG2tpannvuOfbv38/q1auVg7Szzz5b4dXPMk7Mons4RFFk586drF27llAoxJw5c2htbaWoqIhly5ZRU1PD0qVLcTgck+46I5GIUpQ8Hg/RaBSz2Yzdbken09Hb24vBYKCysnJWJZ1+v5+GhgZMJpMif54OyDuA2qZaXtj9Ak2DTeRZ84ir4lgMFgxGAz2eHohCpiUTj+jBope8VzMsGSTEBF3uLvQaPWWZZXzs+phwLCw5kGm0eENSsnAoJoVT+iN+hgJDiomOWq1Gr9HT4eog3ZROljWL5sFmEKXfr1Pp6OrvIiyGsVltlGeV0+XpYtOlm8i2jj9CJxnJYxh5FCPfbOUbrsFgUBIkDu8wZwMyBS0rK2vCgZRut5tbb70Vp9PJ73//e3Jycjhw4ABOp5OvfOUrM7jqkfjnP//JGWecwUknnaRcw8aNG3n22WfZs2cPKpWK0tJSHnnkEaUI/+///i9PPPEEWq2W+++/n69//euzuuZPkCq6Mvbt24fP51O2G3J4ZW1tLbW1tezcuVMJ85OL8CmnnDLpAimKIl6vl6amJvx+P3q9XvFbkLvho9G4pgLZ7lGOnU8+UJsJfNT1ES/vfZntLdshAZq4BhXSgaY/4Sfdkk5JZgltrjYSYkIJjuzz9knm5HFJaDHgHyAQDZCXlodGo8EX9mE32elwdZBvy8eoMyqdcKG9kISYwBP2EIqFSDOkkW3N5qP2j4hGoywoXoBG+4lrWlo2DpODDRdsmLZrlqN0knc9Ml0vLy+P7OzscXnzTgfkeCmXy3VUCtrhEEWRrVu3smHDBm666SauvPLKWZ/dHkdIFd2JIBaL8dFHHymFeO/evWi1WpYsWcKSJUtYunQpc+fOPWrnIpufd3Z2DjMNSSQSygxNng/LfgtypzTZ2aGMZNL7WCYtMwVRFHln3zts3rmZQ75DGI1G5jjm4Av56HJ2YVKbCMfCpJvT8ca8iCqR4sxiDDoDfb4+adzg6ZG4v7JcGBVzMufgDkqBmXEhTnZaNkadUXEtk2e8bQNtWEQLglagILOAUCzEUGAIq8FKpiWT8xadx9nzzp6Ra3c6nRw6dIj8/Hyys7NHePNO1QDnSJCVi3l5eZSUlEzo9Xa5XKxfvx6v18vvfvc7hQkxnRhL6OB0Orn88stpa2ujtLSU559/HofDgSiKrFu3jldffRWz2cyTTz7JkiXTk9I8C0gV3alAFEV8Ph87d+6ktraWuro6mpqayMnJUbrhpUuXDiPV9/X10dbWNu60X9lQWh5NyPNhuRu22+3j7pQ8Hg+HDh3CZrNNel49WQQCARoaGjAajVRWVtLqauUvu//C/u79SnS7LBfOteYy6B3ErDETjUbp8fVg1BkpyShhMDyIWqNGp9GRnZYt3cA8EvWnKqeKAf8ArqCLIkcR0XhUSiKOxWjvb8dusJOfnS/RysySH0SGRZql9np7+X9X/j8shumNJI/FYhw6dIhoNMq8efNG9eQ43HfhcBXhkRgER4LMTJB3aBNR0omiyGuvvcadd97JLbfcwurVq2esux1L6PDkk0+SkZHB+vXrufvuu3G5XNxzzz28+uqrPPTQQ7z66qvU1taybt06amtrZ2RtM4BU0Z1uyMwHuRuuq6tjcHCQ/Px8BgcH+dKXvsR///d/k5GRMekOU2YPyIU4Go1isViG+S0kd9vJ9LPq6uoZMbkeCzIjwul0Ul1dPWKM0dTfxAu7X6DP20eHqwO70U52WjbNg82oUCk+Cd6gl35vPwiQZcyi19+LgEQD0+l1BONBTHoTA/4BCu2FxBNx+nx9aBNa4hGJX201WxULx9y0XA4NHEIURYrSi5ifP5/vn/H9abtu2Zu5tbV1Umq2ZHHD4b7LyYV4rF2V3FlPxmfX6XRyyy23EAqF+O1vf6vMRGcL3/zmN1m7di1r165l27Zt5Ofn09PTw1lnnUVDQwPf//73Oeuss7jiiisAqK6uVn7uc4BU0Z0N/OIXv+CFF17g3HPPxePxsGvXLgRB4OSTT1a64fnz509aaJH8AU2eG1qtVkVpV1lZOasyVlEUGRgYGMaIONJztw628sKuF9jfvZ9AVLJ1zEnLoXWwVZILf2LX2OvtJdOSKRmXm7Nw+90M+gcxYMCitxARI6Rb0unz92HBgsPqYCA2gEqlojyznGAsSK+3F4vBglatJd2UTqe7kxvPvpHlZcun5drD4TAHDx5Er9dTVVU1bTsKmUEg32x9Ph+AUohl4U5zczOhUGjUVJQjQRRFXnnlFX7xi19w2223sWrVqll7v8hoa2vjzDPPZN++fZSUlOB2u5W1yb7X559/PuvXr+f00yUHuLPPPpt77rmHpUuXzupaJ4kTQwZ8rHHhhRdy2223KV2JbErzwQcfUFdXx6ZNm6ivr8dutyvc4aVLlx6RH5yM0dRHg4ODynbeZrPR1tZGR0fHsLHEkShNU0EwGKShoQGdTscXvvCFcYUylmWVcfPXbqZtqI2/7P4L21u3YzVYMelN2E12XAEXnrCHdFM6eo0etUoNaoir48wvno9GraF1sJV4PE4ikoAoDMQHCMVD2Mw2DDqDZNCuVjMnYw5RIUqPp0cxQq8pqZnydYuiSEdHB93d3TNCA0uWc8tINg1vbGzE7XZjMBjIyMjA6XSOyDMbC0NDQ9x8883E43H+8Y9/zKpPrwy/388ll1zC/fffP4LGNlH3v88jUkV3GnHSSScN+7dKpcJsNnPGGWdwxhlnAJ/ydOWxxFNPPaVktMnd8JIlS7Db7Ud884XDYQ4dOkQikeALX/jCsDmezC31eDz09vYSCoVGqMumcpIuCAJtbW0MDg5O2mu2NLOUn/z7T+h0dfLinhd5p+kdTDrTCLmwQWvAZrThCrrocHXgMDmksYOzF6fWiTHNyMLshQz6Bxn0DWLEiEEwEIvE6O3rxRl1kpWWBQk4qeAktJqpveVloUF6evqEZbRTgUajwWw209nZiUaj4fTTT0er1SoHdR9//PERVXWiKPK3v/2NjRs3cvvtt3P55Zcfk+IWi8W45JJL+Pa3v83FF18MSPJ9mXfb09Oj+PgWFhbS0dGhPLazs1PxFPk8IzVe+AwgkUjQ1NSkzIY/+OADgsEgCxcuVArxokWLMBgMhEIhxde3srJyXFZ8MqUpmT8cj8cnZQM5ODhIU1MT+fn5FBcXT9uhS7e7my37t7DlwBYSYkIxPx/wDSCIAiqVivy0fBo6GoiJMaqLqtGopHw3u9muhGzq1DraXe1oVVoyLZmEIiECoQDOgJOrF13N/Lz5k7r5JM+s58+fP6tybUDxUDja3PhwVd3OnTt57LHH0Gq16HQ6HnzwQZYtW3ZMCu5YQoebb76ZzMxM5SDN6XRy77338sorr/Dwww8rB2k33HADdXV1s77uSSI10/28IRqNsmfPHqUQ79u3j1AoRCgU4sorr+Syyy5T/IEnA3k+fPjcUO6S7Hb7MO8BOZNNpVJRVVU1Y8KOHk8PL3/0Mm/Wv0k8EafEUUKCBK29rZhVZqKaKMVZnwZWajVaCu2FOINOVKjwhr3k2/Mx682KJeTcnLloVBp+fsHPR/Bpk6XNY1kjJtPAJkrFmiqi0Sj19fWoVCqqq6snHBf00ksvsWnTJs477zzMZjMffPABp59+Oj/+8Y9ncNWjYyyhw/Lly7nssstob29nzpw5PP/880rCy9q1a9myZQtms5k//OEPn5d5LqSK7ucfV155JZFIhAsvvJCWlhZ27NihHF4tWbJEUdSN13t3NIyV1wbSOKOysnJEQOFMod/Xz4t7XmR3224auxuxmW1U5FfQ7elGp9ERiUek+HjUfOySooUqsyrp8/dJOW/2fERRJC7EicQjnLPgHFYvWz3ieQ6XNvt8PsXcyGq14na7EQSBBQsWzEg001hINseZaHQOSJ3xT37yE3Q6HQ899JBi9p3CrCFVdD/v6O3tJS8vb9jXEokEHR0dbN++nbq6Onbs2IHb7aa6ulo5qDvllFMmLbRwOp00NDSQlpaG0WjE5/MRDocxmUwj3MemG3KKQ4+7h/pwPYcGD9Hl7sKgNVCaUUqbs41IPKIEYDqDTjQqSblW4ijBF/HhDDoVO8hbz72VIkfRuJ5bEATa29vp6OjAbDYjCMKw1ObDdwHTjXA4TH19PTqdbsKsCFEU+etf/8q9997Lhg0buPjii6d9nddccw0vv/wyOTk57Nu3D+DzkOQw20gV3RMF8Xic/fv3KyY/sj598eLFipCjurr6iPPb5EO66urqYR2e7D6WPB+WO8Pk+fBUxh5yh5c8v3QGnGz+cDNvHHwDi8FCMBIk356vyIWzLFmY9CZcQRcOs4MOVwcF9gIMWgMiIvddct+4nl8ueFqtlqqqKmU7P9HU5sleu+x6V1VVNeGk576+Pn7yk59gMpl44IEHZiwM8p133sFqtfKd73xnWNH9jCc5zDZSRfdEhSiK+P1+PvjgA2pra9mxYweHDh0iMzOTmpoaampqOPXUU8nLyyMWi/Hhhx8iCAIVFRXj3pKOxisdbyxSMgKBAPX19ZjNZiorK0ft8FxBF3/78G+8fvB1sq3Z9Pv6ybXnSmOGTxKMK7Iq6PX2EogG0Gl0/Mfy/+Dchece9e/U2dlJV1cXc+fOHVfBGy21eTTjm/EgFApx8OBB5donwuVOJBL85S9/4b777uPnP/85F1544YyPgJLtFGHsovsZslqcbZxYPN0tW7awbt06BEHge9/7HuvXrz/WSzpmkLfFZ511FmeddRbwaTdZV1fH9u3befzxx2lubiYej/PVr36VVatWYTQalfSNo2EsXunRYpHkw7hEIkFrayuDg4NUV1cfMWnZYXZw1WlXceHiC9lyYAt/3/t3ulxdWPQWih3FhGIhGgcaleI74B/g1NJTj7h+mQY20TQFnU5HZmbmsAKdzBLp7OwkEokc0W8hudhXV1dPmH7X29vLjTfeSFpaGtu2bZtwdzyd+LwmOcw2jrtOVxAEqqqqeOONNxTLxmeffZYFCxYc66V9ZnH33XfzzjvvcMMNN9DT00NdXR27d+8mGo1y0kknKfPhBQsWTGl+K8ciycU4Eomg1WoJBoNkZ2dPynLSF/bx+oHX2bx3M8FokDkZc0iICZwBJ3aTnSxrFnd8445RHysX+6GhoXH7zU4UR0ptlqNz0tPTx2WgdPjan3/+eX7zm9/wy1/+kpUrV84qq+LwTvdzkOQw2zhxOt26ujoqKyspLy8HYNWqVWzevDlVdI+Aa6+9lltuuUX50F599dWANN/cvXs327dv56GHHmL//v1YrdZhJj8lJSXjnt/q9Xqys7PJzs4mGo3S0NBANBqlrKyMUCikjDYmEouUZkzjkiWXsGLhCl756BXea36Pbk83Zp0ZnUbHWVVnjfo4l8tFQ0MDeXl5LF26dMZMXmSBjNlsVg5C4/E4zc3N9Pb2YrPZFD7teFObe3t7WbduHRkZGbz99tuzaow+FpKVbf/1X//F+eefDxy/Aoep4Lgrul1dXcMiRYqKij5PzkTHBGN57BqNRk477TRl/iaKIkNDQ+zYsYPt27fz3HPP0d7eTklJiZJLV1NTc0QTeDmJtqOjY1QqVHIsUmdnJz6fT0kvPlIsktVg5fKll3P+Sefz2v7X+KD9A9qd7SNGC7FYTDEFkpkdswl5lJGRkcGXvvQlpbAmy3wPT2222+34/X5KS0v5v//7Px588EE2btzIN77xjc+MZDY5yeHFF19k0aJFAKxcuZLVq1dz44030t3dTWNjI6eeeuRxz/GO467opjBzUKlUZGVl8fWvf11x45e36LW1tbz11lvce++9+P1+FixYoHTEJ598MkajkYMHDxIIBEhLS2PZsmWjHhYlx8MXFUkUr2SVVVNTkxKZI6ccJ8ciWQwWLl1yKeefdD77u/dj1H0q4pBVXaWlpcybN29WC1byKGM0RVtyarPcNCRf92233caePXtIJBJcfvnlRCKRcc/cpxtXXHEF27ZtY3BwkKKiIu688062bds2IskBYOHChVx22WUsWLAArVbLb3/72xOBuXBEHHcz3ffff58NGzawdetWYOTp6UQxUePlFKTZbbIJ/IcffojH40Gr1fLjH/+Yf/u3f6OysnJKW3pZWSbPSeUDq2TbS7moh8NhGhoa0Gg0w2hgswWv18vBgweVTLyJXHcikeCZZ57h4Ycf5q677mLp0qV88MEH7N27d9hIKIXPHE4cylg8Hqeqqoo333yTwsJCli1bxjPPPMPChQsn9fsmarycwnC4XC6++tWvcuWVV7Jo0SLFca25uZnc3Nxh8+GpJCInG4TLhTiRSKBWqwmHw5SWlk44iHOqEASBlpYW3G43CxYswGKZmHF6d3c3N9xwA/n5+WzatOmIrI4UPnM4cYouwKuvvsqPfvQjBEHgmmuu4fbbb5+233004+UURsLtdo8oGPJst7a2VhFyDA0NUVVVpcyHZfe0yRTiQCDAgQMHFHc1n883I7FIY8HtdlNfX09BQQHFxcUTeo5EIsGf/vQnfve733HPPfewYsWKGVnjaMqy4zQ651jgxCq6M4XxGC+nMHkIgsCBAwcUk5/du3cjiuIwE/h58+YdUThwNBrYdMYijXUNcgjpRKNzQDrdv+GGGyguLua+++6b0SDR0ZRlctrJcRadcyyQKrpThd/v58tf/jK33347F198Menp6cOKrMPhwOVyHcMVHn+QRwbySKK2tpaGhgYcDofClFi2bBmFhYWoVCqampoYGhoiNzd3QlS2icYijQXZjayoqEhZ03iRSCR46qmneOSRR/jVr37FOeecMyvz2sP5tsmROMdRdM6xwInD050JTMR4eTIQBEFJkHj55ZdpbW1l1apVDA0NUVNTw9NPPz3rhz+fBahUKiwWC2eeeSZnnnkm8Gk8kHxI98c//pGOjg7UajUmk4mf/exnE2YmGI1GjEaj8homO4/19vbS2NiIKIojDG/koi6b80QiERYvXjxh28uOjg6uv/56ysvLeffdd2dEpDFe9PX1KYU0Ly+Pvr4+YHQqZldXV6roTgKponsUiKLId7/7XebPn8+NN96ofH3lypX88Y9/ZP369fzxj3/km9/85qSf44EHHmD+/Pl4vV4AbrnlFn784x+zatUqfvCDH/D4449z7bXXTvlajgeoVCpycnK44IILuOCCC6ivr+fyyy9n1apVFBQUsHXrVjZu3Eg4HB5hAj/eG5dc7C0WixKLJPNoPR7PsJQGnU6H1+ulpKSEefPmTZiZ8OSTT/LYY4+xadMmzj777M8UG+FEiM45FkgV3aPgvffe4+mnn+akk05i8eLFgGRbt379ei677DIef/xxxXh5Mujs7OSVV17h9ttv59e//jWiKPLWW2/xzDPPAHDVVVexYcOGVNEdA+Xl5bzxxhtKl3rVVVcBEqVMNoF/5JFH2LdvH0ajkSVLliiFuKysbNxFMplHC5+ai0ciEfLz83G73fT09Iw7Fqm9vZ21a9dSVVXFe++9N6vJzUfCiRadcyyQKrpHwemnn85Yc+8333xzyr//Rz/6Effee6+S3CBr8eXDopRByJGh1+tHHe0YDAaWL1/O8uVS8q8oirjdbmU2/Ne//pXW1lYKCwuVIlxTU0NmZuZRu7u+vj5aWlooLy8fJn9NjkVyuVy0tbUNi0Xq6+tj3rx5/PnPf+YPf/gDmzZt4qtf/epnqpscawe3cuVKHn74YVatWkVtbS12uz01WpgkUkX3GEKm69TU1LBt27ZjvZzjGiqVCofDwYoVKxQT7UQiQXt7O9u3b+fdd9/l17/+NR6Ph3nz5o0wgQdJ5NDa2opGo6GmpmZEF6tSqZT5sFyMk2ORfv/73/P+++8TDoe54IILaG9vJxaLHbN5/WjKsrF2cOeddx6vvvoqlZWVSnROCpNDir1wDHHrrbfy9NNPo9VqlRP0iy66iK1bt9Lb24tWqx2hsJsI3G433/ve99i3bx8qlYonnniC6urqlJLuCIjFYqOawGdlZdHU1MSjjz464RRgQRB4/PHHefLJJ7n//vtZtmwZH374ITt37mTt2rWzKthIYdaQoox91rFt2zbuu+8+Xn75Zb71rW9xySWXKAdpJ598Mj/84Q8n/DuvuuoqzjjjDL73ve8RjUYJBoNs3LgxpaSbAFwuF6tXr0ar1bJ06VL27t3LoUOHyM7OVtR0y5YtGzOht7W1leuvv56TTjqJjRs3TliVNhmUlpYq6c5arZadO3emZOuzj1TR/awjuei2tLSwatUqnE4nX/jCF/jTn/407gQCGR6Ph8WLF9PS0jKsGIzFw0xhdAiCwI4dO4YZcYuiqPgOyx1xf38/lZWVSiE+5ZRTePbZZ3n66ad54IEHOOOMM2ZtdltaWsrOnTuHxfWMJXpIYcaQKronGvbs2cOaNWtYsGABH374ITU1NTzwwAMUFhamlHQzAEEQaGhoUPjDW7Zs4dRTT+XJJ5+csCptqhit6KZutrOOVNE90bBz506++MUv8t5777F8+XLWrVuHzWbjoYceSinpZgHHynYRoKysTPE0/v73v8+aNWuGKShTN9tZwZgvfmqCf5yiqKiIoqIihTJ16aWXsmvXLoWHCUxZSfeb3/yGhQsXsmjRIq644grC4TCtra0sX76cyspKLr/8cqLR6LRcz+cNx5IG9s9//pNdu3bx2muv8dvf/pZ33nln2PdToodji1TRPU6Rl5dHcXGxsoV88803WbBggcLDBKakpOvq6uLBBx9k586d7Nu3D0EQeO655xQ1XVNTEw6Hg8cff3zarimF8UEWLeTk5HDRRRdRV1c3rTfbFKaGVNE9jtfXofEAAAQ3SURBVPHQQw/x7W9/m5NPPpk9e/Zw2223sX79et544w3mzp3LP/7xjyklJcfjcUKhEPF4nGAwSH5+Pm+99ZYSOnjVVVfx0ksvTdflpDAOBAIBRWgTCAR4/fXXWbRo0bTdbFOYOlLiiOMYixcvZufOnSO+Ph1KusLCQm666SZKSkowmUx87Wtfo6amJqWmO8bo6+vjoosuAqSb4urVqzn33HNZtmzZtMjWU5g6UkU3hUnB5XKxefNmWltbSU9P51vf+hZbtmw51ss64VFeXs6HH3444uuZmZnTcrNNYepIjRdSmBT+8Y9/UFZWRnZ2Njqdjosvvpj33nsPt9tNPB4HJm6Kcs0115CTk6MkyYLkUXvOOecwd+5czjnnHIVpIYoiN9xwA5WVlZx88sns2rVrei8whRRmCKmim8KkUFJSwvbt2wkGg4iiqBzUfeUrX+GFF14AJj47/M///M8R3fLdd9/N2WefTWNjI2effTZ33303AK+99hqNjY00Njby6KOPplzYUvj8QBTFI/2XQgpj4o477hCrq6vFhQsXildeeaUYDofF5uZmcdmyZWJFRYV46aWXiuFweEK/s7W1VVy4cKHy76qqKrG7u1sURVHs7u4Wq6qqRFEUxTVr1ojPPPPMqD93vOG1114Tq6qqxIqKCvGuu+461stJYXwYs66mZropTBp33nknd95557CvlZeXU1dXN23PcaInGQiCwHXXXccbb7xBUVERy5YtY+XKlSxYsOBYLy2FSSI1Xkjhc4MTkdRfV1dHZWUl5eXl6PV6Vq1axebNm4/1slKYAlJFN4XPNMYi9U8myWC0g7qbb76ZefPmcfLJJ3PRRRcNk8beddddVFZWUl1dPSlrzenAWB19Cp9fpIpuCp9pjEXqX7lyJU899RSiKLJ9+/ZxJRmMdlB3zjnnsG/fPvbu3UtVVRV33XUXAAcOHOC5555j//79bNmyhR/+8IcIgjADV5jCiYajGd6kkMKsQaVSPQucBWQBfcDPgJeA54ES4GPgMlEUnSppzvAwcC4QBK4WRXGkEmTkc5QCL4uiuGiU710EXCqK4rdVKtWtAKIo3vXJ97YCG0RRfH+KlzkhqFSq0z553hWf/HvYulL4/CF1kJbCZwaiKF4xxrfOHuVnReC6aV7CNcCfP/n/QmB70vc6P/nabGMHMFelUpUBXcAqYPUxWEcK04RU0U0hBUClUt0OxIH/71ivJRmiKMZVKtVaYCugAZ4QRXH/MV5WClNAquimcMJDpVL9J3A+cLb46bytCyhO+rGiT7426xBF8VXg1WPx3ClMP1IHaSmc0FCpVOcC/w2sFEUxmPStvwGrVCqV4ZOt/Vxg+gjIKZywSHW6KZwwSD6oU6lUnUgHdbcCBuCNTzjA20VR/IEoivtVKtXzwAGkscN1oiim6AspTBkp9kIKKaSQwizi/weJ4waAvf0DRAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "nKiDwskVb7WT"
},
"source": [
"# https://gist.github.com/imvickykumar999/9c82a433a1e19d1e6034807f4fcf1ddb"
]
},
{
"cell_type": "code",
"metadata": {
"id": "Th6nIQuPz7U4",
"outputId": "d4b0b7aa-4b94-4593-8321-8b856495c9d4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 248
}
},
"source": [
"\n",
"import numpy as np, math\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def subplot(**kwargs):\n",
" kv = list(kwargs.values())\n",
"\n",
" color = [kv[3], kv[7]]\n",
" n1 = np.array(kv[0])\n",
" n2 = np.array(kv[4])\n",
"\n",
" X, Y = np.meshgrid(range(kv[2]), range(kv[6]))\n",
" Z = [(-n1[0] * X - n1[1] * Y - kv[1])/n1[2], \n",
" (-n2[0] * X - n2[1] * Y - kv[5])/n2[2]]\n",
"\n",
" fig = plt.figure()\n",
" ax = fig.add_subplot(111, projection='3d')\n",
"\n",
" for i in range(2):\n",
" ax.plot_surface(X, Y, Z[i], color=color[i], alpha=.7)\n",
"\n",
" plt.show()\n",
"\n",
"subplot( # this is function call, just comment the line, which not to plot...\n",
"\n",
" n1=[3,-6,2], d1=7, up1=100, colorp1='green',\n",
" n2=[2,1,-2], d2=5, up2=100, colorp2='red'\n",
" )\n"
],
"execution_count": null,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-91P_cf8BBvd",
"outputId": "3835ba1b-ba5d-4a2d-8df6-f351a11ac6e6",
"colab": {
"base_uri": "https://localhost:8080/"
}
},
"source": [
"NONEMPTY = [1, 1, 2, 2, 3, 3, 4, 5, 5]\n",
"count = {}\n",
"\n",
"for i in NONEMPTY:\n",
" if i not in count:\n",
" count[i] = 1\n",
" else:\n",
" count[i] += 1\n",
"\n",
"for key, value in count.items():\n",
" if value == 1:\n",
" print(key)"
],
"execution_count": null,
"outputs": [
{
"output_type": "stream",
"text": [
"4\n"
],
"name": "stdout"
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "TnUXhtLsd7UQ",
"outputId": "0d9b3839-0aa1-4969-ec61-1da98ce2b80a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"\n",
"png = '/content/Annotation 2020-06-27 154547.jpg'\n",
"# png = 'https://github.com/imvickykumar999/Internship-Study/blob/main/mirrorstark.png?raw=true'\n",
"img = cv2.imread(png,cv2.IMREAD_COLOR)\n",
"\n",
"dimensions = img.shape\n",
"x, y = dimensions[0], dimensions[1]\n",
"\n",
"cold = {}\n",
"for i in range(x):\n",
" for j in range(y):\n",
" (b, g, r) = img[i, j]\n",
" cold.update({(i,j) : (r,g,b)})\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8d4b438>"
]
},
"metadata": {
"tags": []
},
"execution_count": 4
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "MlH4EQjSeKM5",
"outputId": "7a556e1a-61e8-4d87-b561-e66350926494",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"ck = list(cold.keys())\n",
"ck.reverse() # reversed position keys\n",
"\n",
"cv = list(cold.values())\n",
"\n",
"revcold={}\n",
"for m in range(x*y):\n",
" revcold.update({ck[m] : cv[m]})\n",
" \n",
"rk = list(revcold.keys())\n",
"rv = list(revcold.values())\n",
"\n",
"for n in range(x*y):\n",
" try:\n",
" img[rk[n][0], rk[n][1]] = (rv[n][2], rv[n][1], rv[n][0])\n",
" except Exception as e:\n",
" pass\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8cc20b8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 5
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "u38lm32gfvcx",
"outputId": "b5e0e9db-1c32-4477-8a6d-8a9bcf5cc84a",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"img = cv2.imread(png, cv2.IMREAD_COLOR)\n",
"\n",
"for i in range(x):\n",
" for j in range(y):\n",
" (b, g, r) = img[i, j]\n",
" img[i, j] = (r, g, b)\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8c9cf98>"
]
},
"metadata": {
"tags": []
},
"execution_count": 6
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "71tAW_7ff0nU",
"outputId": "ade69fcd-7b5c-40cf-b729-f7c69dfe99fb",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"img = cv2.imread(png, cv2.IMREAD_COLOR)\n",
"\n",
"for i in range(x):\n",
" for j in range(y):\n",
" (b, g, r) = img[i, j]\n",
" img[x-i-1, j] = (g, b, r)\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8bfee80>"
]
},
"metadata": {
"tags": []
},
"execution_count": 7
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "yVCPXA1Kf2nO",
"outputId": "22b3155e-1c36-4bf3-f009-669f53461417",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"img = cv2.imread(png, cv2.IMREAD_COLOR)\n",
"\n",
"for i in range(x):\n",
" for j in range(y):\n",
" (b, g, r) = img[i, j]\n",
" img[x-i-1, y-j-1] = (b, r, g)\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8be6d68>"
]
},
"metadata": {
"tags": []
},
"execution_count": 8
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "O5QNuI3Gf4mz",
"outputId": "ee2cd15b-d232-4cfd-ff74-06a8c4430e95",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 257
}
},
"source": [
"img = cv2.imread(png, cv2.IMREAD_COLOR)\n",
"\n",
"for i in range(x):\n",
" for j in range(y):\n",
" (b, g, r) = img[i, j]\n",
" img[i, y-j-1] = (r, b, g)\n",
" \n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f92c8b4da90>"
]
},
"metadata": {
"tags": []
},
"execution_count": 9
},
{
"output_type": "display_data",
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "hGVcgT1sf6i9",
"outputId": "c36a3b9b-de64-4b64-d4e9-512b77ff2c64",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 286
}
},
"source": [
"import cv2, random\n",
"import matplotlib.pyplot as plt\n",
"import ast\n",
"\n",
"filedict = '/content/colabpic.txt'\n",
"original = '/content/vicks.png'\n",
"img = cv2.imread(original, cv2.IMREAD_COLOR)\n",
"\n",
"plt.imshow(cv2.cvtColor(img, cv2.COLOR_BGR2RGB))"
],
"execution_count": null,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f3d7a6b1eb8>"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
},
{
"output_type": "display_data",
"data": {
"image/png": "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
@nitish771
Copy link

Subplot.ipynb is not opening

@imvickykumar999
Copy link
Author

Subplot.ipynb is not opening

File is large might be an issue... use below colab link... its same file.
https://colab.research.google.com/gist/imvickykumar999/19c08f21f7f23afd3616676749491e74/subplot.ipynb#scrollTo=MlH4EQjSeKM5

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment