Skip to content

Instantly share code, notes, and snippets.

@xziyue
Last active January 31, 2021 07:02
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save xziyue/0e83c7c6938d125b05d5bcad5e12e43a to your computer and use it in GitHub Desktop.
Save xziyue/0e83c7c6938d125b05d5bcad5e12e43a to your computer and use it in GitHub Desktop.
an example to represent videos using characters
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import cv2\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"import numpy as np\n",
"import freetype as ft\n",
"from urllib.request import urlopen\n",
"import re\n",
"from scipy.ndimage import label\n",
"from skimage.morphology import opening, disk\n",
"from skimage.transform import resize\n",
"from PIL import Image, ImageFont, ImageDraw, ImageOps\n",
"import os\n",
"import pickle\n",
"import copy"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def load_video_frames(video_fn):\n",
" cap = cv2.VideoCapture(video_fn)\n",
" res = []\n",
" while True:\n",
" ret, frame = cap.read()\n",
" if not ret:\n",
" break\n",
" # convert to RGB for matplotlib\n",
" frame = cv2.cvtColor(frame, cv2.COLOR_BGR2RGB)\n",
" res.append(frame)\n",
" frame_rate = cap.get(cv2.CAP_PROP_FPS)\n",
" return res, frame_rate"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# open video 1: original clip from GTA V\n",
"# https://www.youtube.com/watch?v=CXZtVoQ0gqs&ab_channel=ahmehade\n",
"v1_frames, v1_fr = load_video_frames('original_30.mp4')\n",
"\n",
"# open video 2: green screen version\n",
"# https://www.youtube.com/watch?v=JRqjG5sO4oY&ab_channel=GreenSM\n",
"v2_frames, v2_fr = load_video_frames('green_screen.mp4')\n",
"\n",
"# make sure the frame rates are the same!\n",
"# if not, convert with ffmpeg: https://trac.ffmpeg.org/wiki/ChangingFrameRate\n",
"# in this case, the frame rate is set to 30 fps\n",
"assert v1_fr == v2_fr\n",
"# video 1 is supposed to be longer than video 2\n",
"assert len(v1_frames) > len(v2_frames)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# now we need to find a proper offset to synchronize video 1 and 2\n",
"# this is an interactive function to do so\n",
"def interactive_test_offset(v1, v2, offset, num_samples):\n",
" assert len(v1) > len(v2)\n",
" frames_left = min(len(v1) - offset - 1, len(v2) - 1)\n",
" frames_sample = np.floor(np.linspace(0, frames_left, num_samples)).astype(np.int)\n",
" for sample_loc in frames_sample:\n",
" plt.subplot(121)\n",
" plt.imshow(v1[offset + sample_loc])\n",
" plt.subplot(122)\n",
" plt.imshow(v2[sample_loc])\n",
" plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAB4CAYAAAAJ4bKfAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/d3fzzAAAACXBIWXMAAAsTAAALEwEAmpwYAACpeElEQVR4nOz9eYxkWXbeCf7u9t6zxc3X2CMyItfKyqzKytpZRVEsiqJINSVRlESK6m6BM80GgYZ6egY9jdECTP+nAYEBhJkBhEaz1QKk7pFIDilxJ4ss1sba99z3zNg3X81te+/dbf64z8zNPTwiM4tVmUkqTiLD3Z6/zZ5dO/fc73znOyLGyF27a3ftrt21v1gm3+4buGt37a7dtbv2vbe7zv2u3bW7dtf+Atpd537X7tpdu2t/Ae2uc79rd+2u3bW/gHbXud+1u3bX7tpfQLvr3O/aXbtrd+0voH3fnLsQ4ieEEC8IIV4WQvyT79d17tpdeyvt7ri+a39eTHw/eO5CCAW8CPwYcBn4OvAPYozPfs8vdtfu2ltkd8f1XfvzZN+vyP0jwMsxxldjjDXwK8BPfZ+uddfu2ltld8f1XftzY/r7dN5TwKW515eBj87vIIT4ReAXAbTSH2z1enQ6XQgBJQTVeMJOfwddZETvkUJg8oxyUtJpdxFCMhwOCHgAWnmLuq7QRrO4sIjRGUprpFIIIZFSIqQAIRBCghCAQAgxd1cR52q2N9eRAjKjqOqaomhTjSfE4A68zXR8jBFiBDF7b+k607NGiDEim+s3R6bXgPceInPHS4QAHwIxhH3n1DL9TSmNda45d5h/rsQYEYAxmjzL0FohpUjPYPZ2I2kvMTs3CCKCtJbbe0bT7bPXIu0TQkjPsrlnHzyuLqnLEZ2FJSICKdVsH/beYvolpruIEeY/hulnEuf3v43Vtubm1SsQ/exZhxgIIezbbzyZbMQYj7zO6V7PXndcw/6xTYcPqodf713ctbv23Vk4Hwkb8dAB9v1y7oddbB/+E2P8ZeCXAR55z/vi//Krf0BbKv7t//w/8a1nv8bFF14ga+X81H/zi9z42nf46tc+T3dtlXI4pqrhve97Py89+yyjcgclIM9zzpx6iHuOHWUy6JPnmlPHTqCFxtuAUQqlc1RWUHS6GJOhVIHQGa3OQtpWtMnzghvXL/HNb3yWE0falM4jWkuMtneoxn1CCMgYyZSmGk8QQiNiIDiLMQalJFIpijxHCoFkzyFHBSrLMNJAjDjrEFLgXY2RKjlqIVBKobUiEIgxYpSh1S4YDoZEApmK5HnBxsY2Tgp0ZlBCUZYV1vk0KSBRQpAZQ0tJ8JY8NxxbXeKe08c5cnSJTreFlgJiACFRuUFqRQiRECNSG7RROBexziOFBl3gUEQEXmpU0UMWS1jR5aWLF7HjK7zyxFM89sFPIHPJ2vF3I5RBSJGmDXFweMT5MYH3Pk1OQsz+l0Ig5CGLTAHPvfQs/+qX/kd0cEQENgQGoyGVrQkxIppLfvPJ71z4M4/qNzCum/cxG9v6QzL2vma+B5e+a3ftoAl2P1Lf9q/fL+d+GTgz9/o0cPV2OwuhWGz1gMA//G/+W/6+rfjqV77Ab/xv/4pqa5vT507y3EuLHDt2nBvxOrbqc/HCyxw9vgJ+ge2dTSpbc/niJW5evsKx46ucuucoPncoH9BCI0RA6YCIJXZSMtmtcC5SuYhUCqU0VeMcpZYsZOArhxYSiPSOrGLrLjEGgg8QIQ8RHwLBeULjlDwe6zwT5xABvLNoKdEiRege0ELRbrWJMSY3GT0KgdEa6yztbpfgQcQIMeB8xdDWlLYiEvBS4n1gaalHWZZorRBC0+nluBCxMeCsJbhAlBKRaZyXbJc1/cvrnL9yk6LIWOjkrC720oqGyLn7znDi5FHyIiOK5MmCTe8rV5LgHa7cwiiF0XkKk8cbuKFEmQUe7Bn6hWFjsY0ygBAopXEhoKVuXGOcRenTfM80UhcirS6mFmOa3EIMRBeaYD8iBUgpiQh2draIMRIFaTLE42PYWzl9b3NKb2pcz+xu4H7Xvi9257H9/XLuXwceFELcC1wBfg74z+90gBCCKARZnpNnOT/6V/4695+9n361y1e/8DmOHD1Dq9Pj3kePU++OeP7pbxLcmFMnTrC9KyhdzdHlFVp5TrHQAQGtXhs5qJAWhFRoAVrJtNzXBq0F0jnAAw5VKEIQhBjITEYrL7DOUtclFy/c5NLVa2ilyE2GyTJ0ZsiyjCzLkEqlyN0Y8o5GEhFSMf0AYggE7wk+ObUqhOS0rENESfQRESx1VSIrixApIWKMQoZI9A6I6NwQg2exu4BUjgfvPUNwnpfOX6G0Dm00NkL0Hg2IKMEJMq3IO128t1hXMfFgR45BtYN1nkzD9nDI5SvXWVtdYXGpS6dtMHmOVAobI7b22LpGa4VWHqU1Ao/3NcQBmVKsacMn3v8AtXI43aHQnrEVEJNTjyI5aOKeUz84DtIDi3NwUYKxIunZxRgIIeJiYHtrE2IkCjGDpxJMxvfascN3Ma7v2l17u+z74txjjE4I8d8CnwQU8K9jjM/c9gDBDOlNrwUSuPf+dxEFvOeB9/PrvsWRx+6nvbDCsbzNP/sffpGb29f50KlTmExx4dIlIpF7T5/BCDh37ATrr14HPA/dez/XL1+n1S7YHlU4H/BEpBBkRqCkQgpD1mqhosPHiIgRX9eIEAijktw7fFUxiZGB301LfsQMFw8uYb5CSZTWaKVQWpGbnLwo0EZjMoPRGTrLMJnGaE1etFFGYbQhxkB7X1Qb04rAB/AeESMyM4xGY0aDCrlbcmF9F19WlLUDIchzgxQKISKtPCPLoNduMZlUECIgaeddyqrE2xpnQWc5UQgmdWSrX7Kzew1bl7z74ftYW1ul05a0WxmiJQligRgFtkzLQak0yIizFu89OgaUqBFxBxUMwm6ysngKp1YpVYGNKkElYt/HPxfdxtnWtL2J7qfZACFApGErY2B30AdCOl+EEONeDuR77Nvf9Li+a3ftbbTvV+ROjPH3gd9/I/sKQIg49yqZqiqe/cY3KIHe2iJf+fSn+dm//wusLCzRa/W40b9Jfzgmay0wHk2og+X5axf52A98lB/46z/BzQuXefap53nPX/4EZzc3GQxGdFsLfO0bX2P95gbee0QVwUe8DxC3UEokZx0iWgmMVCgtsSHS6y5gSVCMdw4pJCGEBLd4l7DqJpEXBTjnsXbIaDxqIs44w5O9T5OBkgoEKKXIsow8z9HGIKXEGI3RBpNlZK2cIssgCnS7TS4VQkq01iilaFU1hEBnoctod0hZlYwI6E7BfY89xjPPvMDFC1eJwSEF4C0xBHyIKG3oFBmtLOPajT5Kawiea+tPomTk1NFVzpxc4+SpVbrdTkpUC0GMHh88SmlaCz1iiNRVhUDQNpoQHc7dJGz1Me0lTHsJb1bxapEqGkIUTdI0zn3yjZee8/57Ef7cNiCEyPa1awgRiVEQYiSEOJ/b/p7bmxnXd+2uvZ32fXPub9ZEE6lNOQ4qBD7/O7/Nv/xf/gV/9ed/nvccP8Pn/+A/cnN7i3vX7mFQDQgisj2uOHf/g9yzscOlqxdAGW7e3OTJJ57iw48+xkvPv8I3n3iKn/jxH+fFZ59l7chR/uZP/zSf/tTn2ZlMCARESI4qhoiPjugS1uujAw8hOurREJVnyBjxweElGKWJCCprIRqU0olJEgJa68aJhxkMEULAOTuL+BP+LNOE0sAUQgjqqsJ7j3MO7z3WWoQCrTRSqtkkgZTNJGDQWqfkabuNqx1CSVaXl5jU4MjJez3aR0YgFBKBnAa3MeCsI8RAqSQVFbWtUEJhd8fE4LlwYwfz3MucPX2MqppQZDmLCx3O3nOCxV6bupxw5MgxVpaXUCJDSvAxEFEYNEpLotslbm8S/MvorIfpnCC2j+JUmzoofAQpFDPnPjcy4FYIJ0a4eOk8F557DoVMME4kwVsN/eYgpn/X7tp/SvaOce5TS+m0iHc1f/Dbv8HafWd41wP3sfPSJVaOHePEA/fzd3/yZ+lX23zsxFEMisc++H5e6y3zu7/z6+RR8MLTz3LhpRf52p9+ifGkpD8Y851vPMFKr8Mrr7zG0vIyw+GYsoZWu6Bo5WRFhpQSpSRGa3SWIUWGzhVLy0sMd/pUly5TluMU/RKRDfujMDolIKf0SqmayUpgjEYKOaNKThkhIUSEFGilkEpCiCgl0SZrHFOK7mtbYa0lhECwjrxV4LxnOBzjQ0rkjus6/T2kSSmGgERwWQgkkq9/9esIEfExoIxBS0VmMrI8J9MarTUmNyitWVjoIbXkwQceZHNji8l4ggCUFhx75FFeevUlNgYDlo+ewRw/Q60U337pG7RvjHj0XQ9wZHW1mcgstq4QdcDIBCdJGZDCE+06cXATJXOy1iqt3il8a5VKtGZMnL0o/hCL4Lzj05/8HfykP6OYCgRR2NluU1ro3YY0d+0/RXvHOPc9WGa6AbpHlpmICb/2y/+aF15+kbUH7+Wnf/pnOX3mfv7r/+ofkS/12L7wGv/+N/8d7z53hhg9u1t9TCujtoEr65toqTA649rNdW6uryOiZH1rG2JiW4xGAybjATGGFGVPmRcxpJsIgaJo4Z2j2+2k5F2IidUhJEIIlAAhZUoWxoiSEikUIYZE4xMknrgUKCHQOtEeEVMHBBAQSIxSaJ2mDuc0RW6wtgYhqCqL0pKWEORZhvMeax3OOqx3RAFKCIJ3ZEojkEQiQUaCD9R1jYgR5xzOOayrGMZIbGAp10BLCHj+6efSZBUbyMhkuNpyfeMmVVlz36l7uHjpOnUIXNsZ0y4iD5key/fcn2AbqVIMHoDgcd5ibU3wNd5X+GDBeUZlhb32HGhD+8j9yO4ZQrzzsBQCLl14lWef/AZCJvqoINUR3HXkb4HFW1/Ocmb7Chnu2ttp7xjnfnAwRGBjsMVmnPCXPvojZIsdfuTv/izvOvkgfjDiM7//+5x54Cy/++u/xrkPvocvfelL9EcjQggcWziKrS3lqGRlcRkpG550nJ5ZNpCEByKxKWpSWqVrx0iIsknOgbUOYwwSiZSC0GQAg0wcbEJKfNJAJoKYKHne4XxoiqhAaw1a7RU5pWRDgiNUooRKrZFNoC8bkrbWCoFEthV5nmOtxWTZDLqxtaeua6RWSBEJrkYKhW745ShJjCnpOa3tEZImkdyQSqY5gRBxIdEPffDpPqTEu4pgS2w54ca1df7oU3/CeDxCKsVwMkYEuH7hEmfPHgcc2mRkJqdVtClabVqdgm5ngaLdotVq0Wl3KFpt8rWcbmbIlEEVi2zX6XOalYAd4iO8c3z6j34PX42bSaSBX0Ighr28xl37HtjMZwtEkMhKEgcRsa2wr3qCjahHQKyA6EZiFji8pOauvdX2jnHue1WMCZ/Ospx/8Av/NX/67S/ywz/0w3zxU3/IYtHCCEG/v8lLrz7LheuvMRCBRx5+H5/9rd+mCoFut4WrLZ28SPxqk2AWgUSI9HunVbCzs01lPcg9brVItJ0GG3cJX497r2OMCCWQUc6Clyk7I4SAswGPR04Z2TEQIrOomBhpZRkL3W5zTwIf4Mq1q0itMFrz0H330io0o+E4rQxkTJOHACmSk9ZKp/ORomoygTEpMeudI0Q1g5jmnjDSZA08lCacKXQkZFMsJCO+oWoKkZK1PkSUMtRVyk+87/3vYzD8Cs572t02x48f5+b6JnZiyTLF+x9/hKoapuOERkqNNhnWVowGW1y/PqKaTHB1iuYDEaSmt3iEv/KTP0fM5Rwdcm88zFNqzr/6Is8/+U0UacU3Xf0EZFODEPej9ncd/ZuzA5F5vlsQviWovu3wL0X8BZCbArVTIKOkPlYSj1nUewXFT7Xwj9VEub/q+q699faOcO5NAAs0UaRIvOXHP/hxFo4e58SxE5w8e46Xn3qCd597F1JpHn734/QHAz7xN/8e1c11grdoLXnkkUeZDHaZDMeJ0x1qWllOkeXkKmcyGaOUZHV1jY3NrTSOpwUvohmPTWIzhIhSYbbUj2LPaczSfomxiHcBGxODBgHW1iitUkGNFIgosXVNfzCgnJQs9RYpWjnSmBQhB/BVYt5INDFEgk+O3XqPEAqhQHiPQDFVHIgNf3zGB2/uXSk1gymaxQWE2LxPgWiqUgFyY1hbWyUSWN/YxtYWoyQry4uMJyXeCyQt6irBOq12QaY1nVaL+8/eg5aajfVt8jxjdWUVLZepncWYjDxrofOMEDwCMWMXxQh1VTEpRzgfKLqnUHoRtxezEwlp8hGzx4z3ls/+0e/iq3GCw5q4Pa2G0iR616d8b0wGid4ssL8C5f/myTa6ZLVBBAVRNkn5iN5qEZ63+C9bJn9aYf57hfphiW/buw7+bbR3jJ77tF5lqoEipaLVWuDRB99LN2vzMz/3X3Dx4gV+87d+hV/7rV/l+Inj9He3yYLnIx/7MP/w5/8rep0Frl64SJblFEUBIdDf3U0FRpnhyNoSgsBgNMY5R8tkFEbRzrPGGSqUUs3vKfKdvhZCNDoo0/+bG4/goyeIgFKSECwhpkrUpHMyraeJM50bFyI31jdZ39hKyVICtbO44LHRM6nK5PyspwoSJwx1BBcEtVPUXuICs4Io4lQlBpSUKKVnK6HpqiJ4gbWe2lqcS8VUznm8DywvL/L444+xuNijVWQp0asVDz/8LrRWED1SQPCCmzc3aLdaLLTbLPa6XLl6iSNHVun22gwmEz7/p19mZ2uXXnuBTquFNpoY0mpGCUGmNUWe02q16C32WF1b4+ix4yws9ZjUQ0SMiBioxttsbb7MxsarTCY7ED2CyGsvvchzT34HRYLEZLPqaNKpM/mCu4nU78KmMyggvSF/osvon3ncv8xpX1kmm7SQ3iBDcuwhTiE9gQgKNclRT7aZ/N897l9K1Hb2dr6b/+TtHRG5TxOLMF+Snv4kgSef/w5PP/11ChH5//3v/5Yf+pFP0LKO4e4Gv/T/+B/5kR/7q/yDn/57fPazf8Lxo0vs7GxR+Uiv1aX2NjFTkFy6chXrU2l6Vde8+9F3sX79Gv3hGBfCrKgxzAlx7aPTNZFK9Gnf4BtxL5GwaogYk1HWNVlm0NoQqhprbYN5O4zJmEwmxBDYHQ/JBjnHjhxJOYAQiN6RdxeoqhGjckwZFIPhgBhdE8VqQLC4ULBQZMzQrBCb5yWQ2hDCnkaLc4HJuMLkOchUwBUb52hd4OLlawwGX6CqKnqLXR595GFuXr/Oq6+8jK0dziUM3jrPqHIQJCqTvO/x9/GnX/gix48fY3ewy9bWFt/4xhPUoxF/56f/JirTzeomJaaTJ5gKiaU8SK4KhJBc2rjMzQuX+MD7f5id7U1efOWbXL1xiccf+xjLS8cRUuGd50/+8Pdw1QjdCJIpKZNEQ/CEGIGAkgKEQgmZEq4HRMTu2n6bjfEpRykq2i922P3/lLQ/u4AsszmoZjoDCGSzwp4lzgHpNMXFRep/PUIcEfDz07qFt/Y93bV3inOfsdwPFq/A1sY6f/hHv87Z+44h1JhWW/Hy+Zd48aXX+Af/x5/nfRsf454zZ+l119AoIpFut8dwe0imE/d8/dpNwmpASYWQCiUF3U6bwW4fkxeMN3ZSVA5NIcwcrXAa/cUpV50EowAuBKRWEME6i5QKW9VopfDWUVd25vS99yBgUk2w3qYqzSjY2NzinjOnyItm9RBhdzDGece4HFNFzcbmOqGBG6TUSZxMrpBrSZHr2X3TlOZPS/1JT5TaOUZVye7mVsoZqBRFt1ptvPMoCVUdkXggcPLEEd79yENcv7nD5m6FKiTROZSSrKyusbWxTuUqzr92ibL0fPnLX8UHl1hESBaXVhA6URpDVEgSNTLlC/ZUKPcWP4Erl1/lwvom2/3r7PZ3EELx8MPv49w9j6J1hwi8/PKLPP/Md2aFX6JhKYmE1xBjJDOGPDNonaFNhhCRyWTyFozhP8+WpBsSvCUxVUH1WwH1lRxTZak2eApJzi9ZodE/YraaFQiE1+RbHarf7NP+qwZ/+vbiVnft+2fvCOdejYdcfeVput0eWV5QtNrJQSIJleUHPvKXuXDpGVCOD3z0B7i5McQUXT7w/h/k1NpRlJCUgwGFyelv75AZw5QF0+l0EFKw2++zsrqSEqYNvFJZy/r6Bj6GlKwMIQ3yxrlPq0j3MPgAIikmRiJSpcjQ1hZtFN5HpJCUdZXkC0JEK4OrHS4EhJxiznsaKN5V7A4GrGYryCYBa6TCRUurKIhO4qxHaTmDIbTWZJlBSmYVsWEqsuU9eJ+48wh8DFR1xaQuubm1iWvkk2VTNDVdpSz3Fjhz6ihlWXPh/EVCjFy+vsUXv/qNFOU31bCdTofgA51WhlAZPqSg7PjRY6zfvAkCLl+9wWA4ptVbxMqMqqzJdYsskwQcKvq9JGcDxa0sLvHSxde4fPl5lO6wsHAU7w1KFkBKFH/qk7+HtyVKygaGUkwBedFEkCuLPXrdgna7TQgwqWqcvetc7mxT6WuBDAr9smHyaUsx6DJVkIv7Ivd0zDTXPZWYBlIhWQzgBDypcF/x8PfmqJJ3Q/i3zN4Rzn002OZzv/9vUSrHGMN733U/R1YXaXcWWVU5f+nsPXzlj3+f5157iTP3PMw//LmfQ5gWp9eOoEXiU2ul6La6DMZDJoN+KkknUtVlojgKKMs6RXoCdtyQtSOrrHjP1evrjZORaKGSTjrcgtn6GBJzPCYHb12NVIoYBVKAIOC8R8iGtUGkdiW1rZAhYcLKWagtzgeikNTeMRyPWF5eJAhBDD5BKtNa3RCQUqFV0otx3iMEKBEJzuNCwBjT7JpkEUSAIjeUVTXTvlnodslMH61Ug9GL2XuKBIIIjCdjFloZIUSeePI5qqApa0eMKbFJjOz0BwAs9ro8/K4HabdytrY2WFtbZTwasrXV58VXz/MffvuPOHLyNN969llee+0CC+0O9993lp/7O3+TI4stVPP5CARSSN73nvfxrve+jyeefZonn30RYxSLi8uIpmr15Zde4Llnvp0+1yb7vY8F01BL11a6nDyxQtHqsr09ZHJjm7o+qMN/14A5mmP6NwJmYqh/3ZG9lCGCnNstrUAFyYGHhqW0V56SVs0Bj4ie6CEbGnguopwgGMe0g8Bde2vsHeHcE4Ygsa7Gh5rJpI/2AoZDrK85f2GTK+fPs7K4yLtPL/Cu7oRceXZf+hKqdYSsaOGFpNspGE1gaWmV69dv4n0kikay1uSJ3tjwzKOvef6FlzG5JoqIkBFjDO28TX93kCLhOfnZVFUaZhh3DBEtdWK0yCQzIKVEBIeKjtwIzhxZ5fjaIi0jWC4KlPN469gajNnqD7ixPeK5q9cZ9LewR48gpcQFjwqe3BgkY6yz6MygtUSQuOrOObzzOOXApxXEtPLV+YAIEWUMsq4wSlIJRVk5Op0Otq7xIcyqN42UOO8pig7tokOrlfPhj3yQz3/xa+A0iwsLSK2pK4sgUnTaFEXOZDTEu5r+7g51VXPlyhWUNk2S1vGt7zyNf/p5yDKuXb8Bx49x8sxpdgcjeoWk1crSc0di68ALL72CarXY7fd58fknyYpX+cj7/zLVeMBkMuTTf/hbRFslhkyD3sXGwTAHSWWZoN1tIYWito7+7pCytIePu7u2z2SE/EqL/tdqjC2aGuzY4OlTXD4mWNMUGGNSNbeUid0VA9bW1C6NsZEdMviOQ+8a4gp3g/a32N4Rzr2uHVdv7JBlmqLIePXyOkYpTh1dJVMamQ85c89JXrx6nuXlNpnfxOkVXqPDsAz4wSaFkbSP9MjGOUWrTV1ViRseBESBjIkeGBvN8BjBxYAtPUqmatLgA1VVzXRKREwQztSS9kxMquExoCJYa5GqgWykQobAX3rkPn748Yc5eWSRXINotGlGW7sMhmNGC5rxcs7k5FEePnOC3/7Kt4k+4JxPsU1tUbmh0+mwa0dIKXAuSf6KVJJJRKf8gQh7omWuKcqKkZ2dPu12wcryEu7GJsN6jNQSI3KwNr2rEFBaE4lJoVJnBJu06o8fP872yHLqzClOnznDhfMXGA6GnDl7lueff55MSnb7u8Tg8MExGI7JjCF4j7cBiyDIiCZivaWqLSdOnmJ5aRGt95LWkQhCsnb0KJ/+wmd49uVnKDqK++49znee+CNwBdcuXufFZ55EMD0mNHULTRKehpInBEWW3kN/0Ofa1esMR2Os/Yvr3Pfx+d/swXuc0/QySvyXJPqVDKKc0Uynik8S6GQFp9aOsrLQa/I6nuAD1jkqW1PXFdZmBCKLoeDVSUWoEnYn7nr3t9TeGc7dea4OxrQygRgKBt7zng99kOMPvwtXVuxcWOejH/sIfFvz6COPoXIYZ0vUi2u08oLd0S4jaxmHSFa0UjchkUr/C5MjpEqVpFPCYExRH9NlZUhZfxeTUFcUSSpAIgmhidgjieoYPYTUMMJHRxSBuvZY79DKcO5Ij5/42Hs41smQIiS5XprgMnE9G6onaOE5WihW8oKqqvAxIJxmQqScCHSWkytJNU4JVkS6115vkTwzCQqaFvCEpqI0JAglxkhVOUbjKskXxIitXdKymTrFhuI5rVTNCkNV13zuc19g4iO6vUhVVWxs3ORDH/4gX/zCF9jYWCeESF5k3HvuDCdOrPHlL3+N4TDRGE+cOMK1G+uUkxpfBaTRtPMWo8GAwc4u7sRRVDdPsFNMkK7Jck6sHmFYTQjS46zntVdexbwLVGxx8fz5/fmP2BQvNauoENJqRYiIrS03b25xfaPPZn9E7SzIv0BsmUOh6z8jnj3DViLKC0xtEnY+Y8akv+fG8NC5cyy3W0RX4ZxrvhuBEBw6+DQNNDUiUmpaLsNbS0393d/fXfuu7B3h3JdXlvi7P/3XWWwXXLl6jUuXL2OJOJVBpri23efhR9/D/+kHPg7CoVWkP7SMr72KzFtU5ZiFzgLBB25cu8G5s+dmSaDgI0oxq8KMcS8BFOOsFGnGSZ/StqSUmMwwGA1n9zmlQ04xSpoGI1IpQl1D9Jxa7bHYVFkKnVE7S/COECQShYwKYqpMDdFTN+ya8VQ+QCYnVtnIuHIUC6uEhjpIU+A1raiNAfx87NZ8qabxVlVXXF+fpApZ5xqqYJJB8M7N3g+kiWc0npAbyXve/TAvnr/EZn+IdY6trS2eevIprHP4kDjwSktcbVm/ud4oVUJwjrW1VWrrGV25ThSS0XDE4kKP4bjkTz7zWfxoh//sRz+eJBaaiQ6hKTqL3PfQe3jx1RcYjnY5cfQYw/6AUNZsb/dnhWZi7idN8i7GVPJeVY7r6318CAyrGhToTDHVf/+LaOLgb3HfjwO2t3WPejx9ncaAWhVEHYkV0yVROnOEVpaz1O2g8USdnn+IkdD8pwgpFyQjkCpUswBl9Rdocv1zZK876oUQZ4B/Cxwnrc9+Ocb4/xZCrAC/CpwDzgM/G2Pcbo75p8AvkFoc/Xcxxk/e6RqLvS4/9IMfmnUccraiHE/QSkOU9BZ7nDxzkhNH11hfXyfTGUd6gQvnn+GFV85T1SWd3gJlfxMfBUGmQeecxwJ5jHRaRTOQE01QCpUi9uYeYqPkNW1O7ZxlhjNOubxNwUaIMSkyknjloRELC86yutBuWC+CKBStbgu8pQwOlymmvbm1FoSQxMdyoxlYixYdMpMhhcR7z2a/j9WjRFCcVpdKgYuR0XgCmcYYQW9xgclkTAgeLyD40DSvTmyYyqbEa2yieylSSzqiTNruIUkajMcTYq65dOUq1aTEe9dQOQWj0ZjUQkUglUZIyaXLV9LKxbqmwxK89NKrVLXFhwgK1m+s0+v1qGwFSEbDksm4JC9Skw+JZGLHXH7mWd77yHv47f/wq+AFy4uLVEPH5QvbDSOnWdRPP7MIhEBonFIUkVFZs7s7Is8N3W6XLM/wPjAejN62sf2W2GGBezxATRd7L/br4+8dHAGhDVAiopolUkVMeHy3KNAyMa2klAijsCISRCR6QZQQffOdkQIRAqbUjDdqxINi1rrxrr019kZCGgf8X2OM3xJCLADfFEL8MfB/AP4kxvhLQoh/AvwT4B8LIR4htR97FDgJfEoI8VCMTXv6Q83TKhTaRxYKhZGR2pZJ5VBJtNLUZcVkOGY0GNE+1iVvG37wgx/g0fvv48qVC3jvMIMRVy5dIkZBRNJd7CGNQUWIDctkOrpS5Bf2AmLS8I4EjDIINFVt53juzFgsSTMmTonWaSCrhLevdDsp8RkjSkish1B5aifwaGwU2CiQKqfVVsTdPgsLXSphkjN2Dp3nCCRLvUVKFKvLy5TjMTEGpDEYk2G0TqJfIfUWlVIl9xQhyil0IRrn3FSuStloyKQvnmxULdEBQqRoZUgZufDaZZZWVzHSMA41xDBb8SghEASUEFS2xjXFUgBIRe0cpa2bKF/iXGR3d8DSyjKrqyu89MorfHWx4CMffhyTKayt2BlMuLKxSWenw/LiEr3eadZWjrO7ZdnZvo6S6b3OHNYs2pQzbRlPWqkQAkcXlzlx7Ch5njMcDNmOt40c34Kx/T22NMM3L0ITsIi58pADMXs88HP+SzDPXokpySSPemJLwnBvhSoaB68bpc/pPz5ErGvGRtqLqVKqQIB05E4R7YGJ5pb38xffDs+N/JkyJq9rr+vcY4zXgGvN7wMhxHPAKeCngE80u/0b4LPAP262/0qMsQJeE0K8DHwE+PLtrlGPJ5z/5rdo5W1aIfDA6dPsNEJdAK0iB+/JjGF3Z5eXXzvPsRPHOXfPPSwudjl56qME5xj2K+QXv5T0WYTk3nP3YfKchXbBC888h7WpX6ogsVuctQiloGmWkRxHpHaNU5+vmp0W3YTkOM+uLLHU7XDx2jV2vaNGkAnF8dXVpJVSaF575Txf/PK3Wd8eoFttep0WdTWhm2csdjuMy4p+GXEqUR1pOPPKGI6vLvHuRx7hc1//Fq38GMS0qtBK4Z2jXWTYcsBkPKK/vZN6vzZVoMYYgnMJ8rAR4VOEPO32lPDrVHQitUxl5CKm3qgSyqpKUsIuUT5FFATRiKP51E4vCIFt9OSlVLMesRI9S/ruTQpw4vgRxpMhWxsb/MGnPsvR40d57LGHkUrS3x1z7p4zbGxv8AMf+QjOWxa6izz97S9BkEhtUCLsQWJRIEREy8Qg8kIQQ5p81xa73H/uFMeOHqGuHDKGVGjzNo3tN2bzEfTrWSTNSdPjDjqFafQSZ454uirdPwkcbuGoJzuuaE0K6solWrBPtQi9hW5KZgvBpLK8dP41RuWETJlGnVNhlMEoTYg1joqyLhHtBgadC6P23gu38XEH9vl+2b5VzevsN29i+pnd+tkdLnuRVpdibkUlpnhXsyK+9ZrN2um7XPG8KTBSCHEOeD/wVeBY8+UgxnhNCHG02e0U8JW5wy432w6e6xeBXwQ4trrCaHNIlVe0W20W8xb9covgLEEqlGlRWw9CceHiJb7+xBPce985jh45yuryCkWrjbOOVqvAO8tgOAABV69extaepcVeAx/ORXAiab04At6GWVGPEAK5j9+792HJRl+mlxk+cfoYa21D/9gyf/rqBZ64ss6D95zg1LFlpLCs39jkmSeewltH6SOvvnqZyzc3yUTgvpPHGOyOGJQjojK4KDj1wP0N3JGWwyEGzt1zki999WtcvnYDo7NG+CuS5Ya2WeGvfOIv8ZnPfJbhqCIimspaR6gTY8YIgTaGylZIkZz7kSNH2N7aIcQEuxiV8HcglerHpP2+s9tHmtYsaTtdyvsQiM1EM3Xc3nuICQoaVkN8jCgj6XYX6C70WF5a4PHH38uZe87wna9/ncuvvQhCUhQtQgzs9Pt0gqOd5ywvrSAlbG0N6G8PAIkUEWM0WVO8hU/3mBUZtXO4Ueov284zzp4+waMPP0ieZ+z2RxA9ppFyfjvGtrzn9tfcVxgk5vNA8+c69G7v8EamP/YwdTHz8g2BYOphpvyCOHeoiZw8ushyv82wCmwNh+wOh+RZQW+hCzHivOXG+nUqWxJFYFSNcHUSgyuypBQ5rscE6RioGqH1AbbMvPNrZuwoD/ztVlb8re/6Np559mAP/E3sd7yCvWvGuXPd2ZHO7XmHeeegg5827NnfHUyQHHu888l443PQvL1h5y6E6AK/AfxfYoy7d5BRPewPt9x5jPGXgV8GOHX8WPzq86/QbrcwSuGCZ+grvJAIJK+8/BrXb26wub7JlZsbjMuaS1eu8/wLr3H02IhOu4v3ju1RCZnB5Dl5u6CqK5yD7d0BmVaNrnmY6bRHCdZ6YhOJMlVUbB7l1MnqTOOs24M4FBxf7XLfmTW+/Jmv8MEzx3nl6nU+8ZH30ck1mcoYXdtCK0mrpVkxS1xa3+TUUoePv//dvOvcPfzBp/6UZblEiWZzOCFGjfciVbx6z2A0RmcF737XQ2xuDyibVngJgvCUdUVe5LQ7bfrDBGERoZUXTOoaHwOhrlBa72mzE9np7xAbWCVhHem7HmLiKcewl5MIPsyiixT8zVwGWiZBsRiSdn1apvtZ9a8UkeH2JlJllDLw9Le/xdPf/iYP33cPJz/4GN/+9jd58MFzLC712Onv0t8dcPKek6ytLhPw9HdGBCAzkm5Lc/zIGu1OG4Dh7oBxVTUsId+sRAJrK0u868GzHD26hHOghCbLFPJ1fPv3c2zrD8k7fmvnE5p32nbnW7id7UXqcerUb7mB+esK1NCwvBs5ubjA9Y0t8t4C1XjE6nKXItMoPKNJUlzNTYbwDjtJ/Xu7C126iyv0NwcpUlAKkUmUmVKK57H+Axc/JIoXxFkuZ4+WyWwMph97K5Vb3nsDtO4ddXCf6euAiGJPh/5NedJbn6mYf+57y6dmuzhw6G2Gx/cApXlDzl0IYUiD//8bY/wPzeYbQogTTWRzArjZbL8MnJk7/DRw9U7nH9c137lwmcwodvt9nK1odTo8+8J5JpOS3cGA4yeOc/nMSdbX17E+cP7iZS7/2q+iVeodKpok5NLKEbwXLC2vYbTCh4QHlpMRUmVJBleAMYY8z9nZ2k787JAExaSUtNodjGlRTsbUbozRmhigLEuM0hTCkS0us7G1g/WO1XbOT374vTx0YhWtJEjodjLOnlmlPyjZeukquS/5az/0QT70/oc5dWQVXQ/50pMv89yVTYxpo4s8AUZSgFSMXeDFC5fwQtJbWsDuDpEiT00tlKB0nj/81KcZDUe4KXVTSnrLq0w211Mhk4TFxUUmdh0hNFp4+oMdJIk3r7Qm+ojDUVZjhiV08wIhVUrc+oCb6gskagTaZI1gFHtJ2hgQMinT+EjT5i+VwLQzxYP3n8VkgguvvsxCR3P69Ek+//kvpAYjUjGelFhvub/7IMikWGmtRYrIQjvj7OnjnD55HK012/1d6rKk9g7rPHXtiVGhpOTkiWVOnTjSFNcIcm3wwTZSDG/P2H4jdrAL2etBJ9/dNeZe7INB9qJ4AVRrJfWpDvbZMeVogGz3OLmyxJGVJUTwaCPQStBtt5FasTucAJJWO2NtZZluZxFhAz5MqIloIYkeYhOh7kERh94l+x1/U29CEy/vAf7NLtP9DwPymxzAvKeOcMvEnTjKgEDs8+6HnLL55fCPZ39ryFSLMT3Vm/1A55dS0zMfmPzewCnfCFtGAP8r8FyM8V/M/em3gZ8Hfqn5+Vtz2/+dEOJfkJJODwJfu9M1YmwKl31yOuOqoj8csdBdwPtAEJHRZMy4KjF5hh+MyLIM5x0bmzdTRC0FShk6nQWyTDMcp+IfJTW1rcm0IZASi3lmQKRELUoSG/ii1WoRiORFC7xkUo8RIiKVwQULSrK4ukz0jgujCe9dLPjQxz/AxnDER84cJaOirjydVouVlSUyFSjMFu+79wR/+QPv4dy506yePIrzlgceOMvVjQFa5Wx7KDuampRUNVmO0ZIXX32NG9dvELRieW0FKRXtdgsQ2Cpx1TKpEC7QLloIAlWIdFfTxNZp5fzlT/ww3/zaN+kPBmRZzvr6JuPxCCEEZ8+eY31ro5E4EJTjMbJh70hlMDESo6TT7TIY7hKcpShatDsFMViESjTGRO+MGKnQWY5sIhcR4Z57znBj/SanTh3nvY+9j7zo8ief+SIPPvgw48pz5foGZe3QmWJze5uiZZBC0t8dkRnD6RPHefSRh+n12mysb1FVFeOypKprJqWlso5IghuOrPRotQq0MkilcSJ10BLx8ND9rRjbB8f53LWbn8wc6/57e72TwX5Hc3hUvs+Pz+n5zEMBe6J9UC5U7DxmOfG8Z21tjaEPrC0vYZSE6JAio91qpXoQIr4VyPOjdFoFa70VkFCXGWXVJg8eZSQ7MdVAHN6hae6ebsGqxSG/3S6sPmzbFIa90+LpNrPe7W/lFkuiavuT9qKBwfZPVoevHtLqZD8kdMvlbrfouIO9kcj9B4F/CDwlhPhOs+2fkQb+rwkhfgG4CPwMQIzxGSHErwHPkjI//+j12ARCwHjQBxSy6deppEQbSZZnxFjgvOPll19pNNbNrCrOmCwpMipFq2ghRdJz6S20sVWqjCyyrCk6CtSVwzX7e2tpF0VSc7Q1g9GQdqtFXZZIqRvcdgctUsIzU5rhcJhkiK/c5IEj93H2SI9u8Nzc2GQ4GVH4HBmS0oYUhk7R5l33LlAUbWJVUw/HqHbG2toyJ48eoXLgBmN2RiO8zpFaY0NST8wnGWQZdTkhWkun2wEZmIwqBoP0hZENV9z51F9VaIkdV/T72wwyzSvnX8biWd/YbCieHqWTXr21JUZrvHeJSSNl4tRLhc4y8kYbvig6TCYjXHBAoNXO2B2ULC8szWhxIQa881RVSW9xkclkgnOWzd1dhrtjBuOLqQVg8FRVzbXNb/H1J5/F5AbnLUILWk88xdqRVf7zv/8zGPMqy4s9zp05xdG1FQajEVeu3uT6tXVGkwnWR2rrUjOUCIWWrC4vYIxCa41UGa6yVFVFfXvhsO/72L6txbkv8C0Zs7jP7c4dsrdVJDprw/q/jTO4JXY9sM/BrRFnKrZ/vOTmNy0nr66RuUDwEecdLk45MUl6w2hNr91FqIxca1qZIQhoFQmfr6zF6TlK8Rt9MG9il3jYueei7P0JhUPsdtvfSB537lgZD1sd7m2bQkuHnXy2cDsMNvsz4DNvhC3zhTtc4Udvc8w/B/75G72JEAL9wS5KarIsa/jZEWsdSjbOI/imp2fSI6mqOkkFQKLERZF6hDaVjFIkDFiIgBRpVs0yTSTpn4BoCB0RYyREQ3QO5zxlOUoJSJ2y/6ERCpNaEUOkjoH1Uc2nnj3PT3/0EVYWWiitGQ4n1JVjMhyjgqeuSowU6EzT395kUjpOnjpBQOK1RmWSrf4u69tDsmNHCSYnxtTMI/jAcDgmklQibUwVf1oqqrJCIRE6rThEBOscQSiCtXjryLTBmJwLr14iy3KyzOC949ixVVqdLteu3WBjeyvtmxmi0mnFQpI0tlWNLHKqepJ6yGpJXXqCt2AknXYbay3eudQbVghCcNjo8dEzqSdIofARhNZMbDX7bFCKylrKcUCVMun9KElpA0vLkrJKtQ7LvRa9xS5bO9tcuHiVV169xGgySbzqILDOz1Qxs0zTanVBiEQPVamwJsZIWZZv29ietzuW388lOA9uPnzn2zuLW6873W0OfzlshyiIwjO6p8/G3+6x8G9qFss248kk5VMafF2GmNhYQiG1orKeUVlTKIPONLnRFFriHAgVOdTvHfqu9gTt7uzT5hz2bZhQ3zM78Ihnk8nc0kocviSBuWh+Br3dsu9cxB7v8N4PBv3fC1jmrbA8z+l2O2SmlaLqRl42hEBVTZiUJa2iNatK9K6iLEvqqmoaXyfna4xJDicG8jwnz3OMyRBKkmWGzOR4HzELObuDPpW12Noz2N0lyzKyLMPWNVVZURQFIUZ0o5dS1jW1tWhjUqJVKb7xyhY3Lp7no+eOcPbsPSChslVqi1dbOq0WvV6XclRy8dINUBl/8IefZbO/y7XNTV67uoFuLVFGgQowHk3I8xytFSHAaDyhqitEFGij2dneYXu9RusEK3kXqetREpmXEuM1k6Y5CNFT1Y7hMEFLnU6HPNcsLrQoqxrRJGdllpp6T8oSV6coS8okLxwa3fqTJ9e4du0aUqWm4UfWjjCZjNnY2EyaNjE59qqqiDGwbjdYWFggBsHucNQ04U7tBqVKOu+ZlkTvEEoRnEchKL1lY6fP5SvXqMqSzGi2+lsMhhNefOE8O7vjJOEggEbimGa5rzPT8PZT39Ykp+zxIe7TB3qn254vmVugNxz0/XvMoSu3O1Hct+fMpnm8fUDAnNNxqqL/WJ/Xeo6TVxfIVQZSNMlymUq5BWRa41ykLmskkf7uLmU5oXIVw6pEGU1lHKplCFS3LiG+249l7hyHQej7/nYQFXmTduthh0Arb+i8b2TSut1k/d09qHeEc9dace7cWTbW+7OoelZiH5MSYshztNIYY6iqaiZvu9DrQYwpegSs1qBTazyaylEpE1f+6NoxLl2+Qm4USipq6ynygqjTtaSU5EWBMalNX1lNEKSouKrShNKSKbawIeBC5HJ/zEeUZnd3TNHNEXikTpSwosgJMbC10+fMvfdz5NRJzr92noXlZbZ2Kx58+ASvXrmBsw5lDJlO9zmelEgl8cGTZzneu9Tujkje6QICTwAXGA8qiB5t8iR8VqZ7zoxOzBtbk+ctOp0O9913mg9/8H38xm/8DsZk1FXFBz74GKPJhCefeiZBYD4VaWmjCSGytrbGY+99L5sbGwnukIqtzS1csM3KScw6TU0mk1S5KCRSjBFCMBoOMcaQNQqC1vsZ1z7Lc5ZXVtjc3MQ5S+UqNjcCtqqoastgd0I1ucLNrT79nSEhpgKZ2Hi1GKeOO8E9TPVmpCRp0CsqW89kF952OxwbaX6IfTvuOe5DGCUHTrbHYZrHK+YdRZixNvZFntN9ZoclVxZFZHJkSPaBjPKlCuXVbLuMEU1qgxmFoKwrdKZp5wWj/piJdYzqEi8FUTjGyxUsz01MMd4y8cygIxHn7ine6usOg6znbd8jPORZHYaj34F0c2hALm73h0PsTSQ/9yVe7zhrv3F7Rzj30WjMhQuXkthUI62bcPGmzFnSJAElvrUHcbZaLaQQKK3xMSKkTD07ifg69QqdhDEnT6xy4sQqw0GfBx64hxeef4nxuERlOUpGfJDUdcVgOODYsWM4Z1lfHxCjxzo3Cwe894xH48TyaqLDmLewLnD1+jWOnzqJiDVto5AmYGpJHSJZK+fEudMU3Q735/exfW2TzocXuD4OvHL5BmMfqHZ3kSZjNBpBjEgpyIsilX6HyO5On6yVCkuCC9SuhiYj75zDWY8wGiEg06bpOCUReRIF27pxg/e8+xwnTqzQahtu3NxEa8m9507zyquvIUlQls4zdge7DEcjWq0W6+vrfPozn2F3dxfnHN3uApPxiElZzpamSqnZT2MMU8pkp91GNvdXza186rrG2rTCWD1yhOXlJcajER3ZQcjAxuY2u/0R6zsDRIiUlW249ulzF6LpkTrH88uNSUwjSD1blcG5RF+9fYHq228zgOWNLMWZc8hz+x9Oxtvv7KfQwUEUP4q9v8WpKBsCW1TIv6IY/2lEvlYhg0LIRBNWRIIUCOcRErqdNlIqerIHYwFWUfvAJAxx9wZ8x0+vNvOe89ySOHev4s1CLSKScJ+54w/djzkHeoB5wuFw9/xcMz1sTmNtb/v3zA47+fxNvrmzvSOcOzFF6O1OAVHinGV30CfLshRN5y0EzHD2oiiaKDIxXUKDq+rMkGuDUhIvIt6XxBjpLS7xiU/8ELYusdZzZG2ZP/3CVwhIpBJolSVstppQlRV5XgAC7x3WDhL3XaVEnfee2tYomQS4ijwjBomrai5eusrqUoeQK1ym8JXFSE2r2+PajZtUlwNbmzusX99mMKp48cJ1rt7cQB1dhRjwzqKNRkZBVVXodlJtRGZUVYVEYJRCZQYx9klzRckUhdc1WkiQDT+/aTunGv16G1JizFaOzBiWFheYlGOefPJptre2U+s6BM57lNLEWCdOvQ9MJlVzDUtZTkDIpkVfSk5P2+appk7Ah4ANjsl4bwXmXFK1DDFidGIF1XXN1sZNsjxDSkWWZ4zLEd9+4jvsbvSJLilzKiFnnaVAAT5F8URESBS2VqtAa4UUctZVq67qtBJ568QB3rSJWzy4OLgDcKe8YONx4v6/HkjZHXLlgyuGmCp5m8hUxIjrltBpNZOkTdTZBuuQUykLbbDO4l2JrTzj2lJ5qMrAdmuE/ksZNh/NBbtzIXKc46ELALkfSjro5A++nHraplpU7HPe89jN/ClD8+v+1c4tWP/r5GFf/4+3v+9DVyRvJlp/g7u9I5x7cs51o32iUvRp8iSWJeYquESiX1VVlZxZ43BNlrRWtErOt5qU5EXBQreL9xWXL17iD/7gj/jJn/wJBsOb3HvvaYaDR7hw9SY7OwO0VuzulgQfGAwGWOtmPVRnOL5PHYumzTKcc2RGs7rQJXpLYQyvXL1J7VdYXWhRSCiMItcZwyrw8oWrXLy4wc3NXca1YzSpubE7JFteZq3bIQiorEs5BKlRJmNxZYnNmzdx1mO9J5YW09E8/PADvPjCS+yOJkia9ntC4mpH5SqyPCPPkj7NaDgiyw1Sa5565kW63S5EqG1FWdY89dTzSJmeW4gVxuTUtSVGQVVZhADVTH6mqSeANNkJmXj53nvqJrnd6XTIGoisLFMirshbtFo5EZGebUzdpVK3pSXG4xGT8YAYW6ytLrG7s8Pm5iYrvVWkSpMOkHq0CkiltJ6pZoRAsNsfUGQtcpNBo/4pZJJW8O/k0H1mrwcKH8DNG0cmSI54H7x+AFqI7EWcYgorNKufhNbEfecVQLbdY+tf9Vl6LkOGnFFVI5yj0BlByNQ0RUCwaTU7HIypaosL4ENkHGpGHypZeH+LKOOtkbEARJi9LzGv0EoCkN64hbnz73nMOOcwZ++/2T59JrdN4DYTxh59NXlgMa8fcMAOVqW+Yf362370fzZo5g3msd8Ci5BlOVonZowxGUXearDajKLVodvt0e12U6JUa+qqQmuNkhKTZakjTIxNZapLidG8Tbe7yPnzV/mP//F3qK3j+vo6iytL3Hf/PWitGjZJSqjGKNJEo7KmvF6gtUHqSNFRuDBhZ2cLZz0nTx6jHmwjvKfIMjKT8fxrl7i0vsWNzV2ur+9ybX2bjZ0BJ06c4eixE1Rl+gLc/9BDLK2tsnTiKF4pdJ5j8ixF19YRo2BlaZF2u5X4+Tp1oJdKsbyyijFZajLiEzvFmNQ4GwQiCIgydaKKAmeTznt/t+QLX/wm3V6Pxx9/DO8iZemYlBVVVTOZlGR5jjEFUmqcs1hbYW0507W31jKZTBgORxCn2vRNxN6sFnxM+vYhJhjB+qSgqbUhy/I0GdSOqqp57cJlNja3mUwmHD92hI9++MM88u5HabXaTL8eQjQEvBgJ0RJjwEhJpjVSyBQExIgQihAlPkZsMwlb75mU1ds6tG9v82v+wx1BCmsaT3og+p22ezzcBew5NRFF43jinvuMBzD36f8IdJ3DH+XE35SooUYIgQuB8aRkXJZM6oqyrijrtJJWxoA21D4VAuYqRxYS83GDO36wxaEgRejT/+fug+lL0ah97v9/+vfZmfbxyBvn2/ycpSumnvzWR3PYgz50p+mzS87+1kMi+xcZcX6ZdTv/fqd72HcubpGkuM0N32LviMidGHHOsr1dNk4qLb3T8g8mkxKtNXmeE0KgrlOSTCpFVdc0BG4qnxJrQiQBASWTKmLRbjXRuOCZZ55jPJkwHFU8/vhjaC24fv06jz7ybi5cvMi1qzdAKCaTMVonXN15R1ZIspbhyLEV6jpy3333cPbeUzx39VVs7Ri5mkwmBsuL569xYnmZpXaO9I5O7Tjd7nDm5DGOLZ+gP6jYrCcsTyZ8+Md/lM994QtUZep3GnyaxqWBBx+4hw9/+DF+9Vd/k7pKui3bW9v88Sc/RVnXhAhapOg5InHWpuIu57B2CCI10xZCUtcWaz1VPeHkaI2HH36Iz3/+ixhjiDFS+1TItLW5TbezSJ7BpOyDSLmGGCLjyRgEWJcSvVWtsHWZBMe0IcbEow/RAoKlxWVGozExQl15nC0BgbXJuQsBWWYo2i2MkTz88IM88MC9fPKTf4y1gVYmEswUIr6pINZakRtNKy/wEbZ3+3gXWTuySlIWT8qVocnBCCHZHQ7vNPreRjskeyduDeMO5XLDLOexL9KdebW5/WjC8anjm/PpB38zNiP/wiL1r2nMdo7vBrxMxX91tEyqCVbpBA82EFiRG1ZXlmi3W9Q24F1kuFyR/TVBlQ+aa06j94MQ1IF7jbf3h/Pv5Rbsexb+7mH585au3/xtdvB8bHt7R3mYHMWtc8a0j4I4dP/v2g6Da6arr9exd4ZzJ812SilCiMToKcsJUooZ7g6pJL2uU9I1z3MyY7DOUZbljGWTZzlKC+45c5JWp+Dpp55jsDsAKTCZomgX7GyN2O4P2R0M+Vs/9ZP8xq//JseOrfLxj3+Uf/8rv8a1a+tICdalakiA0cSztWVZWVvm8cffy7sePMu4HrN27Bi6aNPV4IJgddzj4uYWr93Y5Mhim16WoY3h1Veep787oa5aCN3hynjAQx94jB/4+Ef56je+yvZ2SqSidIOXe3b6u/zgD32M+77+HZ599iVMZtBKU1UTnEudnxByxsP3wSOdpMgTw8aFSAg0gmKBKDyh9pSV5emnX2Bcljhb0ml3oOGESxEZjnYRIkUMApmakTSddWpr8dYzcSVVmT4L53xixGSGLBMsLCwipWQ4HOF9bLjoaRVR15aqnGCdRyvNkSMrdBdafOhDjyN1ajq+sNBlvDNJsUkI4MFIQVHkLC8t0VtoAZGdnRFbIRJDoNUucN5SliWj8TZKa+rgUUaz3d95ewb1G7Cpv9v7qt76pT3sa3wIsjz3x1vAaaaFUmJGOp8WQDVTQ4S8zsk+14V/W7B2bZlab1NbTydP1dxKOupmVeykSrUUOqOsLcFP0tiIEo/HfQTi41MNavZoiYdMPvvf5e0jUjF9L0C4bUR8eycdmolzbwE0Xd0cONncKWaOeh/udegcnAJOIWdo/v4bn95eWjXdcvuvg8DsFxy79dqH2TvGucP0xvc6Jk3x3Wnz52nBSowx6ZIIgZBJ7TDtL/DBIYVgNB7y3sce5cqVG6zf2KCylnFZcv3mOt556sryzFPP84HHH+PjH/sgX/vK19jZ2eLMmVNcu3adqDXjYUUUgSxTVJUHAefuuYd3v+s+YrBIIVg7fYIb569QrHRpt3N6hWS1VXBtZ8Cl9T7HV5Y4eXKJB+45gVGRyzd2+MKTL/Pi9Zu899iPo40hL9r4MKR2HprOTEdPHOPUmTN864knmJQlg9EoCWHpLBVtiQQXVXVNjIlOakwGRFZWV6jqis3NLYTQzCRfI7SLFq++cpGyqolBkecpcpdSMx6PMRqEVBijgYb77xxVNcRZS1U5CIGqGpMXOc4HQgAlDE46xuMRtq5T024ERueU5RgpI8GnMpUQoCorrPJsb25RlTnj8YRXX3sZk+ccO3aEm5fXiSEQAykpneesrixx+tQJOt2MmzfXca7ChyQaZjKFkJE8L1hcWqWyFcPxGIekrN7BGVU4EMDu9xpifjO3vkgOZf6bPj3ZfCSf2Dhpy/78Q4wgg6S100V8ocD/esHi+TVya5B5l9HuFu0iopVCydSS0XlH7VN1sDSKotNGUMBownAyZFsNCI8qcBEZNEEGpr0TZiuIOzl5MX/v+9/1jGUzhaPE3qRwaIEnNPIAh/7lNnH+3Kdwy4F7G6aR+hTAlykiunNQLRpHPTfb3e6+Z1eJScr7za4I3hHOPcZGnTE6Wo1uhdaaLMuRUlJVoyZaz4A96p3zAUXCfI0xTcIzILVhfb3P5z73RaYjqt0u6HQKdvrbLPZ6tDtdJuMRv/97f8iP/9gn2LjvXpZW13jhpZcxbcWkdiAE1tXEWnL29Ene+5530+t1qMsxSmhEELR6i+zm61zd3uGeY6sYBceWOmgh2BiVXLq+zc2tEU+9fIVcSzYGu1zY7GOzHr/7qc/x7MuvMR5b6jp9WRISEYnRsXZkjf/4m7/JC8++SggRbQTW1/iQnk9VTfA+IrQkhIBShjzPuHrjEuNJiUJTFImTPCkT+6W7ssSNG+vEGOgtFkihmIzrhOsrlTBcZ1EqJU3LckLtaiKBSTmmrgJZrsg7hmpc4wMYZZKGflApUvcl2mjyrMDaGq01dT1Ba5OKihrNmrpy1DZyYmGVP/7DzxBFYHN7i8Vuu3kGkSBAacFir82R1WXWVpaoqjFlWTEpJ03HrJRzETNcWpIVHQqh6V/ZoK4P4r7vHHvdOP2QIHz2h8MiwFvO08SRQjDVP5lFnTFiyoLsqz3CH2Vk3+nR6i+grcTLiCgKGBqGuyOWVrqpfkErlAC8p7SWut9nZzwmSkFd1YQ6YNsG++807qWS7K/lZB8Ad7Qm6IONyg+L1g8Jied220fvhLlIPR7Yee7wKPYmgTidIPamilt862yj2P/yoE3P1SSD07/xdaLwNAEgxL53mi53yGRzcCHzOhH+vL1DnHsgRku3u0iMJK43AHVDP5yyK1KUOZ3BQoiUZcV4PAZik9iTZCZne3vIxmaS3XUhsLLc46/91R/hU5/6NOfuPcuP/tgnePnll7h+7QrfeeoJnn7xOY6fPM7Dj99PJXa4eOE6dV1y7uRx3vfoe1lZXpzpooiGgqiQBKHIjh9l+7XznAjQ63XZ6Q85sdZjqddme+J45uINXn3uPAFwUqDbbbqdBSblhFdfvYDWmnZnAWdrQtN4eDAYEoPg/e/7AC89+1pqQRg8o0mJlIJz95zhxvWbTCYVjkgIAnDsDEYUXYMfOU6eOMFwNMLVFUpA8JadrS2IgYVum7/zd36S0bDik5/8DMPhiBBSIlIqSbfbJssNm5vrCCmQRpN3CmRWsby6yGB3iA+aDINRhhgCVVUjJcim4UdpqlkyKHiP1paqsgSfPkNBZGtzm+FghNaCbi9nPC5Z7S2Q5IQDQYLJCrrdNsZInKvTe3IehMDHgFGaVpHTyltoZfAx8uwzL/CVr3+LazdvUrmDTuXPh+1zc4d68YTnpMh05rFnacXZcY2DSDIdaT9TZuhX2oTfLTBfWKa92UU7xazJChGUIut2GW9vYMqk4Cm8RyuFUall5HhSMRmM0ioLkMKgbU5xbQH/ScHkayNGD4wxPwLqxxQc8/jMNzPMQSx52kLxgIOPCSePQpHgpAOOPMJUm32ucea+fWbCZWJKv0wYfNy3796vCdY+mMeY/xDizE/fJsS/rU0LyPYxgvZ9vgcmsNtE7K8Hu78jnHsq2DEgAsEHtFaplJ0kMZplei+RGkLD0EjRu9YK7xM3XqkcrTXW1WgtEF5hXY2SivF4xIWLlzh65Bgvv/QKP/yJj/Hww/ezttZjY2sLZOQLX/wiQVUI4TlxdJWPf+ij9Ho9RIh474DUNMKWtsHvEqaY9RbQZ89y6eYNTi8ukmUZw+EQRKT0kVwnemducoyQZN0Fur0FhoMBtqrxzoNMWF1etNAyMUu2t3bY2thOVMzgcbWjrpPS4eXLV6lrRzkZI41oJBYU9WjIaMMho6bTbbO5eSO1Kawr2u02zpYEl7oTbW70uXbtBoPdAWVdIRBMypI8a9HvDxO239AchZEsLS/S6xXoTKG0RopIp52olZNxiRAK50skIom6ERBCMhlNMFpRlgGtM4oso1W02On3cT4VYsUAH/rgh7l8/RJXr23gQlr2ihgoy4qNza2m1V5yPFqZGTyVSEIOaRQIwY2bG/zRH3+Wrd0h46rC3xagfWvtFtz0sH3mf9kLCg/E4c1vYt6F7WHBkVtd0dT/SK8pLi4Q/6CF/Gyb3vUlTGVSVByZ/jM7OMtbhM4Cg+GETjtHNcVxzRuhrgNSpEY6QjQ0XmkgCnSl6d5YobO5TPXUmPK3dxAfrTA/buAhh++6PQcKszcbG2mMKSQxg5SmlNZDHl8k7jvXLAKOME2cin1O+panw/zTnD3VCFMoa5/2zezD2X+WNxFY33LsLfcxlSLed/a9T/b1rvWOcO6h6eLT7+8gSEU5WWbodFssLCwwHIyoqrrhve9F7s556jolPLVOX/YQIiFYfHBU9QSAItc4W/OlL32Vo2vHuHlzk09/5k95/PFHuX79Gs88+yTD/gApZNINx5DpDrb2xKZhRcoDpOv76PYiBRETzt9p4VpddkeW1XaBXohkpmZ3vEsMHqVgpdtiWFmWj6ziBNA0rPaN5K6QkmAyRMMh/+Qf/jGj4TB9pA1W2en2iCEwnlRIEWkVmt5izqAcsrCkWVpbYHfLEirFc88/w+JCl5XlLiGW5FlA5Rl1Fdja3uE3fuN3UVI28q1Q25qystSVJ6s02iikFLRamjwvqEcl1TAiM0FVW7RqYauq4b+n504MyCjIjMI6j5ICLRVGG4J35JlkoVsgELQ7iogkBkEMgqeefJKJHaOB1d6xJioSjMokc0CMtIqczkIXKVNSOcSIUKCMwXt47fwVBmPLQ+96N+cvXOLi1asE++cvco/TyO6gH5r9HfY7gz2nM0/Fm0aH0mnM9Q58Jkd+eoHOy4uYSjfjeM9pJP/eTEIIHGDaHVCSSTnBaMizpJDqfSD61ItX6nQuU7Tw0jSibYllJYIgty300x3cKyXVn/QJ7x2jf1RifgjcYk0U8yJbczj6XIHSbZ2ZmP643aR5uzqHg/sfcNZzHPf0XFJgIcV8B6e9ww7NINz2pu9Qe7Fv0ji4utlz7K8XsrwjnDtRMB7X1FWdImPrWFzsUVeWASO880wm5YxNo7XA2poYQ9J7D9MHZWd8a0iTBkRChKxoMRlP2O5vg4w8/fTTXLj4Mp1uRruVMRhofuLH/hq9fIW6stSlbXjj+wsZYozULuHxsybbMTKZVDz36mVOtNq879RR8gjUgegEKgqWuj0Wuh12xusQPBcvn2ept4hSOqldhkT7FHHWIInhYEi7XXD/fWe5cfMmu7sDyvGA6AXDUZ9jR5bodTPyIrDQWWBYTohOEyoHoWng5SytTNFpGZSEVp7Rd2O8r5PwGDGtgkSCvTLr0CJJAosIWS7IdIYUmuAilbUMJ6ltX96REANlPWYwGdEuCrxLVMcQIu1OBy0lpfO08oxJ6dI+3mKtpVVohPBUlcN7jatLcpkgo3ZhyGWBVgpnLdEHut0up0+fZDwZ43zdrOQio/GYfn/Mqy9/nW8/+QKT2qVEoZIsH1lh0P9u46nvrd0ueTfbHPci7z2WRmTv17jvgL0ipL2t87riQghE0ORbbcIXctTv9+i+vEg+bhFdQBCARDElJhLDtHhPImaJSB8jk6pGuDROY/QELYg+KbQalRGioLIehUxid9IgVRPrNqwr4RRmlJNdPArXAqNvbFF/foz525L4AYtvuWZCO+gtmyd3Z4zqzdmbhFLmWTjzEfwd7yS+7h6HH/T6J52DdG7/Ht4Rzj0CdVWT59MEajWj0I1HY0ajEc4F2u02QoBvomlrk5PI86L5MkisrZnCJ77RdSmrEozAtAyowOPvf5TBYAPrK0bjijNnH+JDHzlHORlTlR6BRIokbyukmH2u0acm0FopyrKkyNLjqyvHCy++wsZozNg6Lm9tsNZqUwTojypKZUDlXNodMBaSGxvrVGXJQEgWe0kuYUpDFCJh1kYLtE44eqfT5bH3vpuXXn6NixevEKJAZ5K80Bw9tkSvo6lKTzm2lFWgHlV0OxkTbzEq9UHtdtrEQOovKyW9hZwsy7G1o64D1no8niLTtFo5zkVAga+IKsEsSmmqaoi1jjzLmIzHWBdQOk1MJjNNy8JAZlTKE2CJOEajcUMv9QRnsc6iZDslw7UhBtIqILd02ssYZZJeDEkGoshzFpcXCNEzGg+Y1GVCXwNopXj11Ss8/+J5rAssr64wGY9YWV2iu9BmPNh5W8b1rXYgUXbI5r2XjerlQe89v59oJvDGUc0C9kbbRw+7qO8U6N/q0vnWMtkwhwB7vYTl7F722Ghpdgk0DBvvGPT7TEYjtBFUIaJtjVQCESBGiQ+RKgRcDKja4oJH6XTfEZkqmQUgmu5EQSIrRffGGvxBYPzMJuFnRuifE9i2ZXrk98QOPLrZquRO8rq3O9UbZavE275gL2W6Pzq/JVE8/W0fTtdsuzO9ZmZvpoeqAr4BXIkx/g0hxArwq8A54DzwszHG7Wbffwr8AqkS6b+LMX7yjiePkaIoiDFR2eraMZlMyLJp6X+KxFNbtikWlwZklhnWVpeYTCaEEMmzNguLbbqdjKoqWd/cYTIZs7u7i9GaxcUOL770LHmhOHL0BB/58Ptpd9rUdYmSKfqwrkap1LwihjBbnsUYcc7jncdaS6YVZVVz9eo12u0W735oBesju4MB3375VezYoXVGVJJgJ7gYybtdxuMRR46skWnDcDigKAqKokBqjdFqVsglmy9FXmicLzm6tsLF8xcQJGhDqaT7EoIlBnDeI6Xg1PE1ZASjemid4ayjyDKq0mJrR5ZldDs5QsHCQofRsObq9Q1CJE2gyiFCoLYVeaaJUSKkSi39akvwAZVL6nKCDxEtc3KlqMcTiIoYVVOQFdAyqTMKYXDWMhqlQjUhM8rKU+QaH1xiSwVP0UpaPa12Tq41ZWWbcZETIwwGw6Y6djYuEUrz8msXcDFw6vRxtFZEN+ZjH/kgTzzzLCYv3p5x/UbtAAy8v+J9bvUoDjoFcYhTECinURcz1H9Yovhij876AsI2Ur1zF5gPjJO+5lySM4JzltGgj7WWot3GGE2wjtFwN2HhgCQ1eElsK4MXAalUU1V80ObeYEzRr6oNi+ePM/h31xGPjhAfdnPP4nu/4nrDkgAHj7utstvU3uC9iv2fAaSisiTEcHtq5m0Dgzu8nzcTuf+fgeeAXvP6nwB/EmP8JSHEP2le/2MhxCPAzwGPklqRfUoI8dCdOtbsReue8Tg1h1AqURwT5tuithZnGy1zBFnWIs8zBKm6dXFxgSwvuH7tJtHB2uoRPvKRD/Dc88/ye3/4x4hgsLVlcblFt1dw9sz93HfPvcQYiSFxt23TscdojXU2QRtTrH1vEZtwXiEZDMdsbW6TZzndtiHLMkIIaAX+3nt5+cULeKmYZryViHS7BcpElpY6KKGI3uNjJM8NxmiKQpNlBgR4b8nyHCVT9KqUpLPQwzrL0lJOpmDQHzFsNHnqSWB1bYEH7jvBYGeHq9fBB0HwnqAEVeUIHmprKZRK+YQs4n2NFDAZJxw/jD0iSsaTirjQxmQFo/EIIQW6KDBhutRuahCsI7okRSCIGAleCFASrQ0hps83NvUL0cWUCA+BEAUiSqwryUxGVUPwgiI3KYFsK1AKFyPlpKbMa4IXhCASE0cIgvNkRnH61HEeffhdfPNb3+Lv/8xP0V1Y4PNf+grLy2tvy7i+xQ7m8O7gD2JMOiai+drvOTsxd/B8MhJElOTbXdSnO8jfbbP46hFkrVMh2PylxRwuPz1tTDmN5HdTIeFoNMCFgDAGleWpqYrOyGNkPBo2EJKY3ZZUKaEtm0T39ApT7SOkYkoVjKSuqpKEyWc3ugz+eBfzPoXP3RSbmrvBt8gOXkoc9uL1IZFbj9mjocaZbPWeyRldM8zBPgfx9njrtj8rLCOEOA38JKkDzX/fbP4p4BPN7/8G+Czwj5vtvxJjrIDXhBAvAx8Bvny788eYvuwznrIIaGWwtsaHyNFjRxiPR3jvGI0mlGVNLoqm8tIzGHrKqqYoaoRI8sDfeuJpLly+hNYJCvBOYEzSkHnPo4/SyRZw3mJMRgye4Dzeh8TXFgolxKy1mJRJGz74kJa1IT3kSGRxqTdz3oSIUoJON8PFHktLPfq7g4TPS4ExGUeOLFHZduqFGpPTDlGw0Gulxs5KI5VkUpZ47+h05qJOCXmusa6irmqkUYS6IiDJs5zJaETZyTh/8Squ9tQukBcFtnZYFxqoS+Amnkx6kJHB7oS68hitcW7IpEygv61rJALvBdVwjNSaqAQmBnRIjbTHEca+QkWRkqhS0m4VKCUZVzWtrEAhyASsdAuklPgQqMqK6CI2RJSKjMsxoa4ARYwCJXKqylOVFSGKBsdNGjhKLzUMqUBZJyhhbbXH+x59gEfe9RCD3V3W/soPc3RliWs3NxgNtllbWXlbxvXcCJ9e8cAN3P4IMYNj0libys/uO1Oc2wVBvr6A/l975J9bot1fQPimAKY5KoTbJPFuuY9U7ayzDJPnzf00O0nIizZ1bVMupHFDUqY6CaFEozAqCakDIrLpVxxF0/AjpKKmEAWxqZg1lYEvaPQ/iPj76nRTM+jku4iQDzlCsD9X+YZi+Nt8dHe0ffuGfRtunRb2kt97oM0h55pOwK+TBJ63Nxq5/7+A/xuwMLftWIzxGkDTJf5os/0U8JW5/S432/bfkhC/CPwiJDpjVZc4m+R0k6YLOG+RUnDx4gXW1lZ497sfYjIp2e3vcvHiNcqyQkpFq1XgnWe338cFRyTgQmD7/CZaCAb9EUpqTNbi5MnTdIsVgnVMRhPGYtL0WFVNJBqoapuYObKJ2EVIjjjEpnXf7D2k6ljSMnNKxdK5ofCRoydWGQwGTLPqS0s9ssJQdDKKokX0SSURAd2FFsYobANDeF+njlTThGuM1FWFlEmRbzAY01rtcva+U7zy6kVOnz2DUp5jJ46xvdWnrkGo1LREaahdpBrXqGhQUaKjaiYzcC7ibKTd7gCpcEjkmsIYcp2Rd3K0Ugk2ClAIg5aS0WiEXyBh48Gnnq4iJTKPdRdRWuFCitS0kBijZ7zgqq4JSGpv8e0OZT0hUxntrKCbdxiNE9NJNZRHKSW9pR5Liz2crdBa4oMjxkCryDh94gh5JtGrq8j+ANMquHT1Ir0iYuRt2TLf83F9cGzLe+C7SwDuc0kHsPc9lsZ0i3Ia85ke2R8t0B50EI3OTmKYiSYa33Pyt8eP07WkFLMGONPErZwiCioVGDqXIuwo0ljTxiQNF5k+ZylSlIqMSamZlLea5geEFAQJkoAIAn01x355jDynCNJzW8/6ev794Fww5yAPOvj957zDSiHOneAN2zTSbgTSpqhU48T36cVz8NTfzayy317XuQsh/gZwM8b4TSHEJ97AOW/76PZtiPGXgV8GyHITB4MBMURCDIzGQ3q9RfJMY73DR8/m5ibD0XEeuu8Blhd6/Np//J1Gmrbpk1nXlK5Omt4NDz7TOUEk4bA80xw5usyZ02cIziF8SINPSm6ur1NkOUWrRUTg/FQL3KGNTl2JIgQPPiR5USGSpnWKQhKzACEa4TLIjGJ1ZYmr7ZzJOOUKeos9jNFkuUFLDVJQ5DlKSzqdFkoKpABbe6QSSJE4/q62IAWj0aihZUqMNJTDGj+peOShM5y6Z5nlnuHi5W3qStDv16yu9VhZ6FDIjMuX1ylETrvbolXkKBXxscYGxcCULBd+9t6CDygpybMMLRTKGIwUZFqhImih2BmOMAu9hMXv9qFpo6dNRu1TziR6n3TYhURpTREzgveJ8ukDUsmkUW9yWtogkCgpqSYTRGbItEnRIIGlxS6nTx7nxIljZJmiPxzjbIV1Nb2FHlEKbPTcvLHFcFIh8gwpAy0V8dWtwmHfr3F9cGzrD8nXc0WH3Nttts87qgN3YLYLxKclxbCdPosmpo4h4A/orcQYb4ni50XIpq+nsNt0+wwUEqmRTFlOmvM0yqnKgEgr3RiT9G+E5OUliZjDVIJ5KrTVBEYhkI/aDL80Iv/bitA5DO2ai3Jv25j1EKT/MHTjwGS5d+LDz3HHS72e/51OHM0kGec+4D0N/QPniWL6Ce7Lx7wZeyOR+w8Cf0sI8Z8BBdATQvzvwA0hxIkmujkB3Gz2vwycmTv+NHD1TheYDpiqtpRVSdbKG4eaOtxrk6GzgsuXb9Jf3+XDH/4g7Xab3UGqZK3rmtrWCJUcrrM13geUkdja0e11UNJx+vQJjFIEZ1MCKaRZNS9ydncHDMYjioaxE4KnLmvK0pK3MpRp+nJGkDGQ6jgkkYTBxyBANEkpn5pMtIqctbVVLl28weLSEkorugsLhOgajFSglCTLFe1Wnio3ERATdzyGVNCVpHcddV1DDEghOH30OD0pec+JM5w5s0QMjrFbIGu3eObmdRa1Ro0EtbfU0WJCRtdkCWqpPWiB0qmtXktonJTkrYKqrojOUeQZmRZMKsfOYJdCm0ZmV6CVmg22yWSEE+BiJFMZqITxdrsdyqpCaYGSGkGCpYRMjT5CowoZo08NR3RqbqK0ZiwdeZGx1OpSFDlZLrnnnjOcO3sqiYYJh3nVEKNHAoPRmJdfu8w5FL/5u39If3fM3/obP8nu5i7lpOaRx+8HPvWWj+vvuzXORQZF/mSH7KUcFRpPEfec5rTN4Axrj3uUx2n3qqk4H6RDVdMBzfo96YZAw69pck5JUC40PRWKJnG+79aAOU2U6T1FPxs/IibpDO89Eo26bJBjB51DEoj7chYN3BHfpEO+5QHOe865u74TZDb798A1b8HrD8+P7E33B1ck+1+LGff/u4veX9e5xxj/KfBP08XEJ4D/Icb4Xwoh/p/AzwO/1Pz8reaQ3wb+nRDiX5ASTw8CX7vzVQTWBrwXSJORt3JctESfBmc9qShUwXh3zOZonRs3bjApqyYiSYN12jyj1S7YHlaEENntl6ksf9GTFZFTp04lnDA4RAQXHCIkjFCpDFtXDMoByiiMTo7K1RY7LilaGVoZQgxE76cTcVptTFUXG8W36ZJTasHS0gI3b2xw7t6TTKoRSkm0SJ2TIgFEEmXSSiUKmUwOXymFJ60UkIKdzX6TgEwVug+cPMlaUYCLvPDsTcZ1zfrmDpfW+5QBWpkmBsOoDFS2aqJqzWA8xrqUG2gVGbH2CAJZ1koaLFKyurrM8ZVFZLRs93e5r3OMuirxlUdqzXAyodNtUZV1gmSUghDptNppKDcfy1iNkJkk+oDWOUIJAoJOnhNE07ZNKkbliHZWUAeByg1BSBZ7XVZ6PdqtFqtrS5w9e4al5R4K0MpQW5uSd1rx1DPP8cyz8OGPlFgv6Q9KPv+ZL9Az1xgMdvnQhz8G/M9vw7j+XpnY9+Pg38ykIHxBYkatxnnu/U+MMygkucM5rXNSC8L5vqrTYwQyyWzAvjqPvcsKTJbjfcrrpCWlnLvVg8m/6Qpgb5tovkTOWbx3abVwUyFuRsSRQ2Pw/S/fiD+/ne+fvaW4f7+5zbc6+AMnEwf/dtgNiQOH3fpMUqQn9v6+b1Xx3dufhef+S8CvCSF+AbgI/AxAjPEZIcSvAc8CDvhHr8coEALquiTG1PYuBp+KL1SGtZGWyVDO4V1NSxh0LVkybaJuIpAANY52VqAyiV/o4CrPcDBmMrYsdDNOnThBp90iegchYmNqPCGFBBFQSlLHFIXbssQqR5G3MJmmdg5b12CahVJM/OoQGv0Tnxz7XhCRIpuIJ2tJHn7PfZgsSQJLKWDWUSiidcKiU+PngEQgY2IYCJ3wducd41EJKAgJFlnvjxiVnuFoyMbWDmVtU7TdbbOUF2RK0Msysqxgc7dPv7/L2nKPtXaGqx3LK8uMS8ektKyuLDPY2aHXXWTiKlp5hh9PaLc0D91zlk67TSYizgbWb65Ttwr6k9TCbm11lUlZE51DEhmNxpgsxzmPkopCZ4yqUWpUjU86OM4RajtTthxORgyGI5z3oCVrJ5YpioyindFbXGCnP8C/doGPH/0Qo90dJqMx25vb6TOIEdfURDz59DONsxL4aoe/+1Pv4V/++2+ysnbkbRnXb40J8mtt9HdylNezQqQpri4AJWg6iTUKNBFiA51MHcw+mCbS5DMikkBEHCqxm2Up2aqbVS0CvEjQXmwgmek9TJuZhzncOkIiFHhP8EkrSAw04bKDR2QTnR9ihzr123nx20Evtz3R3pEHoJI49++hN3Vou6nXm4HudMyfzcG/KeceY/wsiT1AjHET+NHb7PfPSQyEN3ZeoCgKRqMSWzqIgW7Rpq0zQkvRbheMJmNqZznSWaNnWkglqUPJwI4ZVhM6eZeO0VR1oCoT7LJ6ZBmzO6LX7bK4sIiWiTYXInPUSoUQKmHlEmTD0bbOoXRK7uZKE6LHVjVaZ4BoOhO52WcaYyQ2DauhwdIiaKMwWeoNqbVGC0llq6Z6VpDlqaPSVJY3TpexIaJ04jhvbW7jfcT5EkGKjta3dyiiIlpPW2pOHl9jqWjR7/fxwbGQFyx3u7SUYlkLrgfPmdVlHjp9jLqq2RoM6Y89F8oNxv0BR5eWOL6yyObODrUP5O0Wp1eX2RhVPHXtPN12h93+LlhLq8ipnCMg2NjYoqxrTGaw3lNbi/EeZ5PKZRw3DbyJuOAJRPRkCK5J+EHSoVcKgURryaJbYqc/YHNrm9zcoCjaPLSwzLVrm7TzRLMLcdqYRVAUBZOyZDyqCcGjtOSxB5cIMTCuFGvLh7Nlvt/j+k3b/Pd8DsnYB20cMOUV8tmCbKMNQcxyUJD08289/1ScazpWG3rq9OLNjzC7+Hzz7v2yXEIKTJ7RLFXT5z0HAU0rracOPr2PvWKrGCPeNY59elytCJcbUa95VGOfpz0AX9zmER5ut4NS5p1qnJsTBEnQbO/vs9vZd/E7OP1D73QeaD+4EvizR+3wTqlQjRGpJN5ZQkhYtBHpiz72NevbWyijaBUFvW4XHQElqHeT9nlvaYFxWZHJJEkaYkRlqYlFq6WJwtNbXGogv4AP4FydNF28JIQ69SiN0wRQ09Q5BEQIaJWWqCEGnPNIkZpAJ8x3ivtFiJ49Tb605FXSMJ6MWOwtYmtLXVsCiQkQI8m5N+wgEHgiQURcdGQiNaXe2twmz1uUkwmdToeq9gxGI9aWjmIUTKqSzAsoHcIFcq1oS43ygYWFNksLGSeOLLLQabE7GHDpyk2CFAQkRgTq6Ll6c53+7oBcCcaTCZO65srVmwSVEsAyQu0828MR5dYOTqQCFudSCz1ZlYnVI4C6bGSbDT4GvEtiZ9OuSkJIoiYlXKUEmWSDM6WJIjKuaibeIptJVxn48le+gatrjh/pIURISTmRlvZ1OWG510NJjRSKU8d7fOh9S3zz+VfJsx6LC923ZVx/L0zM/XuYaSuRzxmySTtFy9NAI+450j2tmLkypRnufaDYSDAngZA2zaJ9pv8n5zfluGudU7l6toNoPhcpJam+Y+4aswpREGn5uwf7CIHyivpCQHkJcs/p70Eat7ry142NI9wyNx5807ccNPdL3KezOWPF7S9yPRy7P/x6zYb5CeQOt/Ld2jvEucNgMEgskKaDffCBzZ0+I1vR6rSoqop7T51Dec2Fa5cxUlIIUimzySld6usYRMRGT2baLHZb7A76ICPdTieVWBNx3mNdmDVcTk0hAj6Cdz4llJRKyUfnEKRepeleE3tn+lmFRvsjvZYJtgkQlcRWE0KAxYUlfvDjP8jv/97vUwmb5g4hETLBMkIJXEy8cx8dQaSuVN77pheoByxKKbRRDAYTXHCpS1RtEzSxs83YFNgYqEYTrEsSARdu3qCz0GJ5aYnrgxHjUcWVzUTPPLa2wuLaClc2trgxGBAHJSpaTh1ZQSnJlc0NBIpcK65ubGJjIztc1mA0SmW4AJlOsFJuVPrCS4kPnlxnOGeJOiNXiiiSzo7ROq1QiCBlamMoNbk2VN4RfEx9OQXUrmZ3ZwdiZKHXIctUQ0kNqR+rsxxdW+S+e88SQ+DUmfvYOP8dzt17hH/z+99mYelUEr7682C3fLEbB3BYdq8ZgKosCBdBhIbuGJp6jJlqKU0034AiEfYKZCJxDicH5trciT1HPveTfW4OtMl48MGHeeaZp9mTNWDP1wn24CBISp6Nmmr0c469ObNwCv885FsGf8ztvdFbovYD3vIgAjIXkQvi7QPoQ851QIz3lmtOn1Gc0hvnJ4JbDhOH+vrZ7rebdL4HTv4d4dyFgCLLqXGJUSEStdE5T6vdTRK1QbG0tMLzzzzHYDzm+PIaksiwHuLHFTIjMUqsZ7u/S1WVTCY5PlYcO3qELDdATI4hJgkB7xwSmXqtxqQ57r2FKJFCEJqiKu9DU+W3F/vsUcREioJm0UeqMRNR4Z1HSsXN9Q2+/OWvYp0nxsS+EdBUdAqIqXeqVCoxCmVSxkz66mNC9EwmQxYXlzA6IxIZO8tmNaCFwlmPIWd7PEAqTaeds1VWULvURWkwwl28TghASJBGnhu2y2v42iKUbqCoilaRc317OyVBVQ4IfBDYGJqK4ECetZlW7Kp2hiJpxWupMKLh/UtBq9VmNBpjbc1Cu8XEWqJ19FotrHdYZ1no9rAhMNrdRUtQ2jCW6bmvLC8iYuTE0WO0ipz3PvIwk9EON9c3CUGgtCHPFIsLGaeOLbF65DhXbvR54OQiO/0BWzuOc+eWEOodMcy/e7vNFz0C8maBuqBnariRQIh+b6UvxMy5h2lEDzOWzMGymX1uLTZ/byCRaQQ87+4n5YTnX3h2JtI37aIWpmeO82Alzcpgem0OOHeIUcF5TXw2II9M+e6H0x7j9Nb2bZvCQtP3NtegZN5Jv5kg+7Br75s0ZlPX4We546rhthf4Mzv4d8SojzFSlTVFntPtdRgMhzjvcT7iR+NEnQqRbz31JK6ytIsiOWKtINc4Kirn8N7iSc5xUtZU1tLqGDqdLkbJlLiZKkWGCmcdSgnAYK2jqkpETIlQIZKDVlrirU00Lyn2OMKRhHGSVCenOKcQU8kCEFKn8nsfGI3G1JVF5BopNM7XtFqdlJANSffcWY+zER9s09A7tbDL84KJn6TVhJI0KqiMqgqRFbhgKcc1QmSI4JhsD8i0Rpt0bYA8KwBJ9KQJNJXa0uq0CCFgnEMXBiEEk9qRZwVFnqfjPUlXJCRMfWVlFWdr+ru7tJVCCkEdArk29FpFkg62Fh0c3UwQTT7TyvESgqvS8/ORyXhClCBERCtBGQKRVKtwz+lTnD11kofuPQsStJLEIHnplYv0hyMEoLXk9KljrCz18MFx/sWn+cRPnOHilU3KymI0fOM7T7w9A/vPbHf4dguQQaCvGMx2PleJmo6ZJkj3SQ3EuEeLjKn8XyAaJznvcGGKMk8vNgtmZs546kQltraz4rTZd0DK2b6yCZ78HAQTU+Z39nuixaZK3LzfYfKlHfKPS0LxJjzjLeX582Fw86Vp7vG2XMfbXu5g6H+7a30X1rz3BGl973CZd4hzB9VojQwGY6wNyCzxXzOdAQoXLSB4+MEHGQ8G9Fod6rpiXI+ZVCXORbTUBFs39ERQQoGTLC4szXTLQ6RJxoWGiRIQ+NRlqa7RKunVhOBTdJ3EZEDERis+7H0QQc6Wrj5ME6Fh1ne06QCbFBQnE4gC5yyh6VrUbrcYTyZ47zHaQJBYZ/HR4ZxLSVQbcNaTZflsAknaHRBUem5GFhhlkOjExomO6JM8qzCpNDBYT6swqFzhA6ldmlQpD1CWLPZ6aKUZjYbkUdA2BhkDw/GYdrtDJiVlVdLSCuoKGaDX6ZDpLDEr0BBgMBoRCHS7C0DE6yT3GgJUVY2S0M1alLWjLi2dxTZSazbqCqk1koSnmwjddosHH7yXXCmsczhn+dznv8h3nn4BG1IUqqSi1TLYUNHvj2lTsbSa8e0LktoFtre3+M4Tf16d+x0spv6k+fkMWSlm3ZMIhzji25wCkXBvQDRVlHtiBfN+Le6xb8TeX/bg8AZ4mYuOhaBpgQgCk+5sHl+fp2vSVKyK5NyzOmf8DYW8LuFsI0VwKBOFvYKg2GS75nXh50P7ufs+vIx/3zs+4KvnzrFv+y0bXtf2LSDmzrL31++dc79dmddbakKAzgzWOQaDEdY2kXEMiBjIjU4fvLSMywHb4z7r25vUTbGSFjm+TlWlEui0CzKlCA6qiaUoChCp4CJ4lxJPQRCixLsA00bcQFVXCZcPnkgqrogN1OK9T69jqqT1whNFaFgziQKm/v/tvVmQXdl1nvnt4Qx3yhkJoDBWoYrFGlkcJZqkBsrW1HbQVntQ9KRuK0IR7g53P1q2n+1w+6Ej3NFPim471G3ZksJ2h+m2ZEqWZWuiOJkssoo1o6oAJIZEznc6wx76Ye9z781EAgWSRQKFyoVI3Mxzz3z3XWftf/3rX4QEkq0NEKpMQ39TFXqJliV1WWNiUZKUIiQslQDpUVqFwCJGWWVUxWx06+vY21UlGieg15kLFFDjaScJp44ts5C3UdYz12oz1+4gDPTyDp0kRVqL8obVxXm6WY40jixJsbXFFhWtJGWh10MYjylqsjShrMdsD3aQOpSYl2XBxtY6Xnic9GwPdxmbEpEIZJbSryrK2uKMC231pKQ916MzP49FYoVEJylZlmOcwdiKPM2o64qqKnG2ZmVxng9/6Cm0FnjpQQkGwxFbu3u0e92g2hkLp9pZjleaN968xIceX2B7r+bqekVZWXZu3uR3f/Nf3NPx/f0yYRLMJcBOnXITdc86dj8TzMw6U+ciZOJD/UEAHps2dvu3nxxTHFzWOPMG/rEBAnKNpoqcaDaFtYPoXOAUTKUIZveFheRKSv1yUzZ1WIPr5hxddOzNYjn9idd2e72BkPe5lZN/iO3bRVw/VqUf/nPIqfpDnlH7jvHuJlbvC+ceKbKkaRoqNhOJUjpQB5Wirivm5nssLHcYFDvUpmRUl9hEkagcDCEKNS5y0D1pmk60wufn5vDOU1eBoudsgDuEI2DdImDf0ivGwzJi7H7m8/ZR77rRu2jYCEwGsnMe5y1ZmgRRJWPDl0wQuxFpjA1NLKwxWBcGe6OPYq3D2BpjqwAdCYF1lqqqAmRjTPwJ0gRpkmC9xSSCdq/HfN5BVI5rl9cYDQbMdbukSkJV01IKbM1gOMA4ixSSGzfW2dnZopWldPMWVVmABKEkRVUzHA/pznVpt9skStNpt+ktzNHudZCppjs3R6J0iM5c+HIZW1PZCp0l1N5Se4/xUNWGwWBAXdU4IcP3WgmclnjhSbUmTVKMc6RasdDr8MlPfJhcK4rhiKquJzLMn/jYx1lZXg4PaR8+97Is6Q/G3Fxb49FHFljfKtnpVzhr+C9++if5pb/+C/diWH/frHGsSaXxGyF4cDOY+r4AdMYxh5lnCEQCFdJPuw3tgx8aZ+kPOPYp5BOc9X54o3mIzDr+Kdgzs/eJL53i4827PhQqkO12MH/qUJW6rdud5GxF/DKLySNu5mdmTS9novYZGOo2+59syiErzZzz4T8Hz+A2D5HG6QsxI5x4pxO6e7svnHszpep2u+R5ilJhSqeT4CSMqWllKfNzraCmKAVLx1cYlAXbu31MVD9M0pSyMhjrKaoShCPNNO1WC2tNUEcsg/a5iA8BHwej82HQjsdjyrKcYIAQmBlN1BOwxCbiCO8510wxg5Z1UVeR8xuaiugkoapDL1drXahEVTJo1RsHvmkP6CNTR+KdxRuLtzZ0a7Ieax21qUiUJNU6DAotWL1wgWT1GF6HylaHYFyUeFOz0u2w0E3IWwkLy8ssLR/DC4E1lvmFhaiT7sLsQYfGC0pqenNzGFNTjMekStPSGlMUbGxsgodcJ2AN25sbdPMWLanBwmAwREuFiLMfVxtymZBJHapLhSRNNFmW4AmJ5EQmdNsdVJYyv7jAz/zZz3Lh/EmUlgitqEw14bQbU6N1oNg5D1msE3jjrascb1taqeBm33N1Yxu85ANPP8VP/fzP3eMB/g520BfdlQn0ToZfE+CaWaWZiZxDAOFigOEI7SBD3slPAkw3cciBTRPAHTcZz2F/NnQJo6FWzpxFDEVDHmoWaoHJfMIz07IuQkfYmX1ER+unzl1XGp6XyA39Xfi6Q7aY4CEyBvN+EtQf8PfTXdwJ7n+Hz2rfqmI6Rzi400OfEbfb4Xc4Ru4PzB0oipq63kNExoSzDi8FVWnBBGnaa9euY7yj0+shd7dCc45OxtbWJmZsybIsJP5ik21vPUtLS2idMB4OMKbG2BqtdWSKhdJ+U9dBJ8N7irJCDQranZxYAhlwPR9kArx31LVB6yQkiYybRPHtdis083Au4vaBelbXNd6FRs7OWXykOjYJU2umSdpEp4yLUWh+XZRASFp5H4qBpArCTCri0JWrGTnD8qOPkPa6bF2+jCtLXFXQ68wjPIxGI1SaUQxH1N7jvCFv5QwHQ6pxQRYLUbb3dkilZmlhmTxP2evvURcVvYUOCs/G7g4bO9scW1hAC0llLWmWk6Y5Xjj6wwFSSHxRUfiS0tSkaRISqDXUpqIyFYX0JDpBeU8xGrIXm4zUVQWiw+JCJ7JxFFmWYGyFKQOF9MRDqwyrgpdeeS3McBTILOfalev87DOrlKVnMJZs7uygleLY0tI+fZQHwYQI0EZ6NUds6hgYNLPKgAM7H5zXbLdP50PdhvcyjGnROOrIKvHgibUKk78nor4BhptQKiM0OdPWb0KbjLOHZkZ+0FzDLpuJ3vfFuN6D8SQXc3ixgJMRO7+tY3sn9z89xqxs8uzWngajn9lq8pA6eJy787CzCPqUEx9YNn7f+zMJ3+/sCX9Huy8idylCZj1JNUJovJMIpVleWcE5z2hcsbW9h3VRKU1I2p0O1lnKaszC0gK9Tg8hiEJVijTRgGNpeQEI4mIhWenCLRQuyJMqGTsYebTWWOMZDsc4E/jC1tpICwwFMnVdB/xfRHjFBmw+zRSJ1lRFEQoznI/CZE1kEj7KRi4hcOKDQFlISAYqZF3XjMdjBJKiKEiSoN9hahv0d4xASh0eXnGwbtxco9NVnDx/irNPPUFrcR6Zt9je63N9cwNEoMpZUzIe7JIIkNYx7O/R6bRDcxJrubaxjnE15WiP/s4Wpq5ZWVpGCdgbDlnv77JjC26Md1kf7rE96pN1WjjhQzMQY5CO0ARESmphUZ0E1ZJ0uoq6HFCOR4wHfcaDPt5a6qqktjW2NrGoJbQbJEJeQQsoCFxZGx6apqqwtcUbQ29hnq3dEW6wwWOPzLPZT+m0Fzh/+hSPnT7F+Q+cx8r7Ypjf3g6LHN9pEydI1lLEWMbipQDLNK0eDg1ejQkVoW7qQJoIHqK/9RLcDHwRPVAzhIPek59uEAMZEemSU3XJqYNvQv19eQD85MDOWZrK2iZ6F16Q7LUov+gRpdw/XXhHu/O6B2/1fhd+WIh8hw/mcETmNlv5W95vnL4/tBHH92b3ReQuYqQwHIxQUpPqlDRLuHH1OlIopE4QUqG0INMhw3/z5jpVWaKVpCpK8rxFXTuEklgbih+EFKwsL+O9D8lXZ4OEbByzTvjQSs87QCGFIlGa3b0+RVHTaqU4R+DIO8GoHCFEwPONMVRlEDtSStOKioq1q/HOUVtLu9UCK6gqw8L8AuNxyPxbE0rkdaJDpyFhUVLjnKE/6IfkVMP4UXpSyKSNjc1EJFopEp0gJezubPGF3/otfvpn/gIfePZDdBePMdrYZOvSm7jxGOkdo36f4WhAUVacWD2OsZa2szhjGJUVl7ZvMhSeS/0t5osRx3qLdNrtINvqHEVR0Mla9BYWcHjGoyG5TqiHYwxF8AGVQSYJXksq6XBas1mPGNiSrhd4pdgp9hi6mlaa4pEUpkKZFIRCQqjWlSIqZxogMIgkIfIvyjHW2QiTwcbNTa5cXePZcyu0Wik36zmOn1hirnuRT374o7RaAikegMj94PfeS/xViaglDheqhKO/tA0UMrN6EyHWpkSlGrHvq78fI/ezeDghDAFmnK8P2kfROadpGmGhav85Rmgz6DHNbO+ms92wrDmen8A8AMol8Lwm2RBUpyOM871QBWfzEbc8/0I/hn3LovedCqs1SeLmSdestH8/B5dOovRDErvhENMir8kGB1f9Li77vnDuIQCQESUJVZpFUaOSDLyLPNkAYSidTYp/tFJYY+j1eiRpghCOsizQSVCZzPKclZUlnDHYOmDjaSInaR5rLFbbyEt3+BhBD/ojBEHrJElSbO0YFmMQjizPAq1vXOGdI8lSOp0O3gcnbm0o0/f4UIgUC5Q+9NxzvPTtl7h69Wrknk+j+tC5JuDVzjmyLGNvb4hSGrygKqeMGWttUMBME1p5ghTQ6Xa5eukav/5r/5QLH3iCE2cv0M5aZA+d49JLL2L6myykOSuLy4yrksFgD4GklWYoKVnbuckIQ2tlAS0Eo8GYcVWglKSVhCreTrtDGx/K/qXk2EI7dK/yYRrvnSfvtfCpZuQM/apge9DHCci1Zj7JobSUWjLwFWMXo08lSdIE6QV1XeAxCAKf3ZggQdB0y5ISpBKMyxInwOIYjQrMsOAzn3iGgU1wOmdvNKS/u8MzH3qC629dROr7QN/ru7bojWbDPCAZZ5hXHdoIhPeTqX5w6gqlQrFacM4AcsI1l0I08X0gIEyclAAR4B3nfSQCJHGGOWWLhd2FBioSWD12jNF4zM319dinVcyoKooYwfv91wKTBHADKYUJVpiZC6nwTiKvpoi1Ek410MyMd27uj5j9+w4mRGSr3C5Clrd5L6hkTqci+987ZPX9p8jdnOJ0JnNHO2Tft7P7wrk7HxKWWickqSBJFFURCofKsgzTc+cQkUGTppqyKjG1jQPWIpwPGiVZirceZyvmej3mel12djZjtCFjn8fmuAHrDrrUwXkOhiMgROtKJ5RlFZgkHpJUoUTghhtjSHRCq9UmSRTj8ThWyNZUdU2310FpiTFhovyFL3whQkUW4wyQUsbOSt7DcDhgPC7I8xxrPXUVRMvKqqI/GCAQMXk7lRdOs/DxSanodDK2b65z8eXn2dja5pHHnqTTmefc0x+CvS2qjQ3aiWJFa0bjEVVVUowLNiK8knc6tJMsJH11cOj1eIAdDvCASvKg/y4FFZbBaEyn08JKjRWewtakSjAc7DCqagSCFd1BOouqPKmDjm4jdJdxXSGlwshwHRJB2s6xpYvNPYhCbhpr7YRmJzxoofE24AReCra2dzmx0OKpJ8/wrbf6lN7y9pV1zp97nGee/RiWEYP+xj0Z198384JsO8NdFuBk8Kd+6tyDiZjEbByoiUyZmcpR7xs2IkLOovMhgpYyiVISoQNZQwOW0bFD+A5dvnQpfB6hmi8GY1NnFSCjpkFHc4ph3SZh2/hMpRQQC6uER/cldt3MbDe5CQdvyt3du3dysDO/Th8f8d7saxCy/0G1fy9N9C5ut8ptAvNZJP57mKFEuy+cu/ceYw1eeBISqtJhjMf5Ea1WTm0qPNDutMnzDAgYeFkEdoBzjkF/hKkdaZ7ECD/lxOpxtJQhURcjg+a2NQPVi/BwsFWIiPt7eywtLyGFYDwaY2wNHrTSZFkb7x1FMUYgSNKEvJVT1zVVaanKirIK7fHSRAeBMRuaPDsDKIknYMeKACe1u23quqYoKhKdobVmNBxH1oxiZ6dPXZkYvU7vl3OONEmRQrK3s8e5U8d5+rFT7Gxscvn6Gt/++h7nHnmchcVl5heX6HTmGWxcp7I29FG1hnFVkeUtzuhVslYLL6A/Lqg8gXKpJdbVAVN1mrp21JmiloJ2OyPRigSPtR5vPKoqOZH1UHnILbRkSjtJQu/buqb0Dp2mdFQb68EJR6ITirpiZ9gnzVLa3S4eT1kU1BZa7TZCBPlZj6O2FVVVoYXGYNjZ6fPZT55gbzSksB1qI3jtlTX+xt/4H+keW8X6Eifvi2H+XVoDysY/vQyV01dz1GaCn0mkNu7AxbxS4/C9DdXOHkeidWjE4SI+7/0MXCBx1oPwKBXGLz7IcjQBhRIiVhvLyTJvY9s+P3V4NuLmIdgO1MuJP4yO0zobtZxmsPgY5Qsf6k9E6bAje7eu+/tktx79MOr83bnjWQd+yFvvFL1/Bz7/vhn1Df5mLXgbotQ0SwNM0cppdXPyPAv9VosCW9QoFQoVnPWUoxpQlERdaBzHVleoqgpT10y1oZtoZprlryrLeDzGGQFecHx1haquMDb0N9VKkbeCtvvu7i7WejrdNq1OG2ttiO4rQ11ZlJBkeStgxyLgeKHvqsZ6S4O5a62pTMk4VqgqqUiShLIsKasq5hAsO9t7kSLZ9MFkwolVSjEcFKxdvs7y44/w4Wef4fq1NZLsCt985Qovvvg8Z849wtlzj+ItqN4C/e1NqCsSDaKtQ75ABXaK8J5u2iJd1pjxGOUN872MLM/Y3isojcBqT+1qEieRxmKcpZtlLORBBmHHBJ77QquDLGG7LPGJQmYZ3jn26jI4CK3Beora4aWETofd8RiUDBFblkJtgaCX33T+yVttHjr9ED/Wm+f1t9Z46Rvf4NnHVrm20Wevn7DeHzMa1zz2gcdAS7zRJPl7VxXyMNMmhW9pxFATyI4Q4Ixp0tITHJD3UUgsKryoRE90ZcJms4qHM1BhrP2YjDnnUUIipdjXtYnZLaPUQVM1Gtg1Hh8kVafFos2sYQLVxIfTTAWs9w5nLKYG8yIkRuKSdwNeu91jQhz65yRnMPOM3X+3bt1a3LUHnq43STXcxu9/N3ZXzl0IsQD8n8DT8fB/HXgF+A3gPPAW8Fe999tx/b8N/CKhDu1/9t5/4Y77JygLSqXRMsjEJkkSInbn6WUpdRkrTSGoCOYpUitMVQW+uIeqLEhsQpKlZGnCsWPLjMpxfCDKELnPcGoFAm+hLGs2bm6T5x3m5ntkaej1qWRoHpJnOXmeMhwOqSpDmma02+0Am4wLqrLCmJBcTdOMTrsV2uM5E3WtReB8iwQhZei0pBVZnlGWFXu7g4AxeoExFoGgLGvWrtzA2iBcFlgNgSmjlMZ7ybA/Zmtzj7KqubmxxWBcsbk5wA8MZ7pzXNra5crF13DGcOLkWZCKbGmF1tIKg40r9OYErTxHiPDFraoKVxkS67hw8hjHui1MPWTkHFnXs7k1wJuCdq/DyDqypE1/NGBYVxhfIb2j8o6NwS675ZDF9iJFljAwBRhHJ+ug8gUKU9Bud+mkXXSao1NNZ34J62pySsq6wsvQqjA0eQCFx9UWqTR/8S99jtbCEr/1H/4Ett7m1PEWL9zw1F7x/EsvgVIhB0PAhMu6uGdj+1034UiHLeoXBdrIyEzfT3ubQJUi9FB1JjSNlyIUv3mmLHMpQp7LxWBHypDLkhErnzT5iNRJodQMy8XtYyhO4/8w5kMjm4MOeZY/P5N7kiJAcnG/Lsp/O4C3BKIGktmjwO0d9R1v4HRbf2DZhNW2f/1putPPLBUH3r9bu3Xdd8mX32J3G7n/I+Dfee//shAiBdrA3wF+z3v/D4QQvwz8MvC3hBBPAj8PPEVoR/bvhRAfuFPXGiEkWgWJV2MCh1wQmzS3cna3dvE4qqpibrFL1m4hnEfUNePxME7zYv9UY5HasrJyklYrY6+/PXOk0DjbOUGouQhTSlMZtrf26M3B3MIcSIfSoUo2yxKyLHDPy7IgTTW9Xpc8zalNSV3X1HWNs5Yk0eTtjFYrx1nDuKiAoCsf6GnhY8xbeZi2CoGUCil11F4pqKqQa9ja2kYpTVWFFnlNlatwkv7eiLreBeuxxpEozdWr63zzS8+zqhRnk5wzx9p84Ngyb27eZPvmFV7fXOf8B59kYfEkvvI88eGP0U4F69fXsKZCekFiMsrhCFON2SyH1K5EOs/O7oD14QiRpKi6wpUOP9dmyxQk8z3scMzeaMzG7jaVqylsxUPLx3GtNieXj9HqdZhfmmeus8iN9Q1KU1PVDuE1aavNzs4Om7tjWi3NQpYgkVRljUSidYr3kCShcClvtylNxY21S6xdf5PPfvqDzK30eOrMh/niN15nfWOX0ysnonMPkEBt63s2tt9tk16grijc6zpi7QTIA4E/4Dca+M6YGu8tSRoajk+pkgEfFyHJAYT6CykUxN6mrmnAIaYzRpjqxPjpwcL5yRDdNyqMTSu9Zp3Akd8/i0bEhLB3VKbCWh8IDSIkeP3rDrkpMW0LwkUY6btxiTPb3LZJ6mHsFzHz2/RR1sBZEwnldzqlJnG9jxbz/bN3dO5CiDngR4D/HsB7XwGVEOJzwI/F1X6V0MnmbwGfA37de18CbwohXgc+AXzxTscpq5Km5D5xZqIRXpYFoaGujCJyYeonpEAlCb2FeWxlSOuKuvYU4xpnLB98/AMxieSmCnVxrmqtxZmQzvfeY4xjNK5RaszS0hxKC5I0RDlKa4bDEUU5RmlFnqe02kEsK0gZBN6vkoo0S0myBCHBVIaqMrFzk0QrHZkGQTrXmBqBZDwsyLIQPVsXsPXRqAgPPB0TWcYwHAwD/11KtBakOold5gWJTBhXNat5xmfOH0PJFKFT2r05Wr0ua1ubfPPyGq9sXWeuc4InnnuaY8cWaWWSr315xI1r1xmOC5QXZJ2M46eXqcwYJyBB0Otl3Lzu2dob0EpgXFX01ys2xwVp2iJL26ByHnn8Qxw/eYyLb79OWRQsPnSSUydP8/STz3Bt/QYffPxRjq0ssrO7x9e/+SprN7YYjMYonbC3t8f69R2WHllGidB+z8eGKN55Ku+wzqGTHJnmuNKw/uZb/PBHWgzFPPMnHua5H1rhyy+8ynySozIdkrAwYSPdq7F993ZY5Lj/fV0n+D/K0etp4xeDJnuE63wMGuL1xAS8nUTuAEoE5xgi/sZdCbQMvRSa70UjaQDNrFHeqlrY+NnGfxPSprMdmXxT1urD+KfB4YXANjo03kBdTbZTMgmsGSHxmwn+TY8/VQcZqMmRbncPb/f2wQg8QlhN4H6LwxdxkyanIZjE7J6JvHBzzDv59smRZ6ie04fU9zIDub3dTeT+CHAT+CdCiA8BXwP+F+C49/4agA+d4lfj+qeAP53Z/kpctv/UhPgl4Jfi78GRJBpXh2Ya3ku8N7TaOd25Ht57Ot0u7bwFwgfud22w1iATRZq3cP0Rfmw5sXqcs2dPUxT9yaCcVNp5YgMOH2dhHmsNpq4wJg1sHS3J0hypFOPROKgZak273aLTaQGeqqyCLK93KKmjvK9GyQAb1aYOiVPhkE4G/n1tQqJKBVrVoN8nTROQ4ZzwoZq1qmqU1IyrEQLPhXOnePPNyzhStAgMCWtdxDgFVV2gkoS5pSU6y/OIqqSTZ3SXWshEc/bs0zz3zFP8x68/z5df/zZzuWR7r8ON9TV293ZY6C2xW9SURcXxuR4XLpwma8O17XW2t3a5dPMmG+WYUiaovEOW5izPLXOynVOPBjz37HNcX99krz+iGBvOnXqM1157hZdef50r19bYGw8wleDqlet86pMfIW+nFOM+Cs9Cp8NuXdFuJxTDwJBw1iGVC2XzPmjij2vD9ZubHHOa4w+f56WXX6ZjB7TTHstnnqXOWni/y0KvxyMnTpMoTSOHdYdB/n0f2/Ls7Q9+q73zlzxd7yL+WKGrBD/jmJm8HnAWPmgeNc401EfKydpBETp0x1IiKogSVE6b/E68ppldTjVsDipPzmpmzcbXft9/HrzDS0vnsYSd1weIUu3biXOBsaOUh6HCXjTIT4tJLmHfMQ/CK4farENvZgy320rMrHfwGIft9aAq/uFruuapAIioGbvveHc9Gbm7mcvdOHcNfAT4m977Lwkh/hFhmnqnIx+0W26N9/5XgF8B0In2xgSMsNXKcc5TjEuyVIesPB6dSKytGI58aKrcH4H3SC1wWJJERbqW4fz580GvOiYdnWrEjMK61pmg5RspXlVVBc67tSCCFK4AxuMCYyxpkpDmKe12GyGYYOzOBv6rUoGOKITA1aGYo6pqBOBMDZjQZMMJWq0MpQSj4ZgkSUJVqgl62NZCVZlI8QwPMInnUz/8BP3tTTZ2SoRKSHWCTnXUvK+RUiOF5OuX1/jUp56hZQrqrV32djeYn1+mHPZROuXHn32GPEv5xvWLlNvQXWizcqLNUq/LaDhAy4zSGa7e3OD8mZNcePgp8qfnePq5grUrO2xsDkFqvNDc3NrF2oof/czH6bRbjIYl/d0B5XiMzNs8fuEJjp9a5Jvf+gpf/Op/5LOf/XOkQnJz4wYffu5ZfuzTP8SlK1u88tqbsDDH3PwcC+02qS4D79knCBlyD4mWvPza2/zBH3+Jv/bX/jJlXfPCN1/kiVWFUAmqfRyRZczNzwV4Ls7wnDfU5RBXlfdubH9Mvitz7yaAtC9KkrdTlJXUblqcFfQTg0NqVCFDMjX0KA15JxEdfIB3PKGQj5hA9YQA27ggjX3gmsL4brSYYlUpE/XHYE1xfYNJN01vnGs4l/HhgMcmltbPdBn91pj62zDpvrEvqejRpcJ9yZD9pZRqvoxw+cG05t18NGL/62Gcefyka2aAUG7/8e07zbu2GcrpwSj+rnd4d0Pqbpz7FeCK9/5L8e9/QfgC3BBCnIyRzUlgfWb9MzPbnwau3vFUvUdF+mCa6NBZKFUBBklTyqrGeUdtaupBEOAaj0YBokgSjLOYSqIIVZtplrK1vcVct41EIYXHyyBz0HxYImqi17XH1KEa1EQRr9p6fBnUGdNMkycZaZ5GmCg6dh90aSQCIYLWi8BjYjWp91E/xtqQLJJgXEmedqnroGio0wzvbYyKAm2yrk3UkglCYanWPHr+NI9/4CzrX3oFYyvKKvScFc6T6zRgqVrz6tuX+f0XXuLnfvbPkp4eM750iY0bG1z6xqv4PKfd7rA32KWbQreXsdhbZHF+njMnz3F+9VHKwjEaFiRJwrBK2Lg0Rmeh46tKMlZWcm5uDRgXlkzntHtdauvp9Ob4yMc+wpkb13jhxRfotudJtOLjzz3Lpz/xHH/05f/E7vA6rW5KvrRKbz5jdXmZM6fOMipGvPrGJbIsJwHyaheEDF2ypMAg+dp//hZf+urzDEclf/TFrzB2MLh2lUc+0yWdP42VKd7VFGWQMkiSqG/uPFVVs7e3e8/G9uED/sDfd/GFFiI4gO6ohyzSGXw9urlJTlBMIRLnJ459WiHa4N0hclQi5DJCH4CmsOjgsacwT3id7Xs6BSUmUMwBJxWO6SZFTY1shleC6rGC7id67Lw0uGUWEPYpEcZT/54g+V2B+LkgAT37ONn/uj/inrw1nTowOckDUwAR7+bdpkib3d7y8R36vLkd691P/v/OHhTvfIbv6Ny999eFEJeFEI97718hdIb/dvz5BeAfxNd/HTf5PPDPhBD/GyHp9Bjw5TsdQyDotALVUUhBWZS084w00WgpkVmCI4hLeQFZpun0FlA6JG+MtQEOKT3KC4bDIbVbwCIRIhQOCRESpOAi4yQNUExdUpXVPr0MYwxOQpZlZGlKlsXzKqso1SsQMhRlCyFIlEIIRV1VmMrgfCzGUIFP/sijjzAcjhmVoUAqCICpiRNvqlvLMjg0r6CqK7x3pEnCydWTfPQjz/Klr79OlrcQCIqiQInwcPPOMx4Pqa3jT7/+Ao9ceJhHz5xG9JZ48+JVXnx7jcvXtxBJwulHz/LcZz7GQ2dOsbywxPUbN7l88SZl7VlYXOLkqdPs7A64ubHLaFwjVIHzluFwQLfVJUsyWlmb+bkuVV2wub7BqD9Aa89HP/IUTzx2Fi1D5bAXDqEFf/4n/wLDcZ9X3vomr138Nsvzi5w7cYE06/DohdOsr29TORjVJYm3GBem7UqnjEcVX/3mtxlVButqvvzlL/GlL3+ZT5xpk7c/Spk8RFtJjAvSBM46EpVMcFGlM4qiOnTc/SDG9rtq3iO1wtcuNIfxjTOaTfkxSXwGfZcwvsLbMxFrCOJj45eg3WLxMWKXE7r1VHfGT14buMYj6M3N451nMBwEckADg06KqiI7BsdUfjH0URXaY5cMvY8vsPtPh/E7GBMJk3OIePeOZvj5EfnPSmg33H64xakfGmmLQ3zq7IJZ7L15aDWuOEonzNzbqV+9E+nxAFx18FiT7SO0Jlxzpbee+3eZeL1btszfBH4tsgkuAv8D4dH/m0KIXwQuAX8FwHv/ohDiNwlfEAP8T+/EJhAC5hfaQXURT5J2SJMUrQPvVSUyftklUoOQoWTd41BSxMIMgSlhnNUMB312dvbotNsIqUJlq5JRI0MGmmVdxx6lQX3ReY+QRKxPTJprJGmCF4KqrAJs4/d/gZQKrficDfo1npneqCJQGzudDqYOmjDxisnSFkKIWClaUhTlZH91XVEWFVmWk6UJ83PzSO8RDmxd0+n0aGVzscjIMR6PkFLTTjRl4dm+tsO3tof0Ol0ujR2bSiHn56mFZKjavPTadS5f3WNpcZHlpUWOHXuIvN2mqC1vr11nb6+gigVEK0uLrCzPs3pskStvrzEaFBw/cZKHTq2GtnZvXSFv5Rw7tkiiQUuNElAUQR3TedBe083n+MhTn+LqxmXeeOsi23u7nD17gVavi05gNDDU1uLqmqoq8CLAA4PBmKIsMaamNiYUqFnPYw91+NrLa/yTf/j3+cmf+ln+3E//BM6GSsw01QTeq0MnGWnrjjz37+vYPnzAf8dbRERDMd4b48cOnCZVoS3ilCM9Led3tmn67qJccoPxRkcnZOBBipmuqRMMfYqzzzr3WyNrTxJ1ZRBiKqHbOLDYeN57QajuDMtlAyAlFrfoEXsWjz0AJc+6Q480AnlFoQZg2ob9Tn32lMTsyz5fP+vPbzmMn650cFshItB0YFIgZmYvMHMfDzxgDnveiMkbB2ce+y7mkGV3b3fl3L333wA+dshbP3Gb9f8e8Pfu9iSUViwdm8fjUTo8vaqqJk2D1EDgxIYYJUszjLUkWYK3DukcS73QjKPwhjQ31F5y8/pNttY3WFxYZmFxjjTXVKaOetbBSVgrMCbg7giLVjGpIwRSK6RKQiVlXUUcOA7w6Nhl5KwLJFVZ4JyfRi0ClJR463jl5VdJkrS5N+RZC60ThsMhw+GIsgyYsE4UdWUoxiXGWJaXFkiEYWFpgQavDMqRJXiPkOFBpHWgr0mRsLG+TWU8y70VpE5YOf0wjz3zYVYWFli7dpMr17cwHoTOMb7FydMPc/r0KkVpeOGl16hdQlHXjMuat6+8xbnTJQ+dWGH12BLnTp8MPWaFxLtQHNZ7+hF29gbs7W3RbuWh4bV1oYjLCZQKTCFnLXVlWZ07yUJnnlcvvsgfXP73PPTQGToLiu3BiLKu0VrgTE3tHXY8ZntvFOhx8UHhvGAp8zx2vsvvv7xGf6vPP/+//h/+1W/8Sz7wzDN4Z0JQIEN7P6EUebtzz8b2u2Phs1dGU79U48chn+CVDU1plAqRd6wkDWwwM2GLBdbQDJAhROSty0lStiG0TI83jRibfgUwjeAlAotne3t7/34jZE7j2GOfVOJ7oUFI6KLlO8CcodgpsM7GqoTDk4XCK+o1RX4JWL3T03HqrcUEPI8x8WG+cnZZQ2285Rl2uwjdT1/2MWcOADsRUjv8wE1x10F8/84RwK0P2lvtvqhQlVLgrUUmkGpFIjWtRNKb7yKloKwKlEwI0hge6QWpUEilaLe6+DLqoleOdt5lbBylqRkMhuxu9/EXBZ1ui06nHSiHNkj19vcKBoNhSG6mCTrRQKRZaoXHUZkQmCn2j4NGX0MKGeUDSrI8m3aokdPqvmYdKQNvWwjJ9vYWw8EwRCUyOEHvA0Y8Ho9ptXJarYxc5awsr2IMWOuRPsgZB/2PUPihtcZaR1GVdNttzj98gY2tHeq6oDKWzpwk6y2wKluMbcLG7i5e5QwLwwuvvMHl6zfotHv0egt05lZBXuXmKxdJlObs6VMcWzkWq4MThBc4HKlqYZOcoi5YVJqF+TmuXbvG25cusbi4yPxcjyxp4XHY2kQGVIQ6K8FjZ5+kdCUvvPQ81za3GY3TIAimdMhZSIHzgtGwoC7tpJYB5zi3lLO80OLh1hKffCRhY+x468YWX/niV0iThB9/NvjqkGIRJGn6gx7S77IFKECPUuqLFmlCMrM2FlOVyEj1tDb05w23yVIlJawoxLpAuOA8pqyXgDk3nVebqH0KDcw+DKbOJMwUfERAZiCDiQyBjNRGF+Efsd/vRa47QkCqkLmgHpUxsRu+20yi/wbDj9G09shcNTu6zb2awf2ZeWJ9V4nKd9poNvK+NcV7533vXyI4zLHfusfvJJa/P5y7EGgpyLOMlV6PalSFphxJm7KsSWmhRILxNQpB6Ry9tEs5GjPcq2i3u7Q7XZZX5+jv9hlurk+454ig5dLfGzIcjJBSsLvbZzgcRpVFx8qxJRiFSFyqIA4mvIj8YKKKXrSA7AS8UgZYZHdvj3a7E6P20OkmRNaK2pqZKF9RjMfsln2MrdCJQusERCOrGyAa6xwry0tUxuBrR2U8rXYHnKUYF1graLdyEhmm5Q0tMmtl6ESwvbPL+s0tDCl5t8PV9T02916nlbewpHS6C0H3Q0pqK1G6Ra/T5eyZUyRpzvGVJT705KPsbu/QbqcsL3VQsukzGx5YpYkiVDLIDyMlZ8+cxePZ3d2lqmuSNCVNUqwKD2LrQBDkjvGC+STlRz6xxFs33uLXfuPzrF/Z5MJHP0xZ19TWMq4M42KMdyY0RYmQ2VOPLrM5qjm9eoaHFjyX+mPsNx074+t459AzEZsxblJ9+V63ZC+jXAvSvhJgwkV3TCi9xsTiI4M5VvH43/kgb/79NxBr4QEw9e1+itDEXxoVyeAUmcANYbspX31akzTbuxQa8aPJMSb4dLO/6LKjdK6XFqREtwIzCicmhxXRMYspsR0yj+/OttK7Ncr3kW0jmEkxzJ7TAXuH+Pi23nQabPuDS0OkP0sdbU5oZrVpjmT2Ydac0V1QK99Jg4b7xLkLBN28w9z8Itp5vNIkKqMaS/p7JVJoTpw8QTqfkUbWR7fTC5TAJEMnGqEVDskbr77M9Y1r4D1JklEXJQLQWuOcpa4Dfcw5T1nVtDtdLpx/mJdfewnwAeKQU811IUWMNogSADJikQFD7Pf7JElCksQiJRGux9rAz/bx2N57yqpECkWWpWQk02o/76idjYJnmm6nQ57nbG/vkXdSpE45e+5hOnlCJXRoiScE3llqa9EyNBIxdY2VgqIGr3LqypMhSTpzpGmGTlISBC0BxtW0Wjnnz53h1OoqrVShE0nearG02MUSOk45U7G1eZU8O4FQOnTJ8iHeM1WNc6Ey1zsXNOe1Zn5+HudCRXGjIqh1irBNYltRFGOqcoS1BScWlvmxP/Mp/u3nvxCgLB8bhRcF+Jqz50/x5sUr4CUrmeLRc3Nc3RizdWOd1fkODx1b4uTqEi++fR3pPFkrid9/gTMGUz0Aeu4AaxK56Wg0X5yLCo7EHgU++FdnQ+N2NQfjx7YhZ7+eDASoxgXs2ouYjYrMGfAThcfms55FIMJrjJBh2pRmZv9NotA3a8/S/kTo6oTyeA3yjEa2HWIvtuf2IIlYfYSPAs7pcdpNjuAP/DY53gGE4660XmZ964E3/L7FYvq/n/59y5zHM0nQCu6Auzdw1+1Qm8O2eaeVot0Xzl1KzcrSOXSakeiU42cWabU6QQJYa5JYcWh9cIBN27vaWPojQzHeZTDcZTgasXPzGs4F1UjnwdQVQfMljUJjYKqaqqwpS8vySs6x5SUuvpXQfCKTyrGgvIT1NlAeZyodvQ8dm6y19Hq98EUIJxdkfh2M61hdSxJlCio6nV78gKbVfs44jDE8/ugHmF9Y4JVXXuXs2XMM9wakecJ2v+RjP/zDfO6//PO88fZVRqMRg72QMD1/4VGuXb5I1ppDZ5r5uTmefOYZdnf7XL+xyfZuH60StE6xzpNIOLa8SLeXsXRsmZWlZVKpqauC+cV5dBL480HOwVM4z8LCMsPhmOWVHg1PV7igg6+1xhgDXlDXgQXUVDJmWU6WJIzHY3QSH5qN0FpZUpkxEGoTlns9EiGQSjO3ME9RBWmHUw+dYnfseKN+g+MnT/PkHCydWWHt6zf45Acf5vLmTS6tXWU0LsL9d5CpWN0qovKgfQAidy9wbwrEMBTkOZh0VBJNROxnRMAE0HNUWUUjGrZvdxAjbRn2JmPytHlINMCIsDGAbbxVhEh8UJUMzili84DABYaaEBNJgxl0eXpueEQOPnPYj1d0PpMx/O0S4eTESe87ZwHkDqf3u9lZbHv/NUY46GCE6yf/HbbRfqz84GYw4fuHmYGYeS9+L7yfNN9odn9Ykw5m7mezHYdf+W1sdv3D7b5w7p3ePE9//DPTWaD3QRHOmCgHu0l/NKKsSvZ2dxgNBlTFmKooKIuSui6pTYW1hoVej063BVqFVmwe6rqaKNmVVRWSpC4wU+Z6XVpZRpqkOBEaeoSZoMdZj2ymijomUWN0U1ZB0bHb7SKlpCzKmEAC4SVSQVGMgaAf4yxkaSt8FjLg7ADOuuD4q5qtrR28U2iZsdDrsdDpIRLNG29c4rHzD/GpT/8Ixvwxu+OCve1det0u3U4XWxpOnl1hbq5DnqQMtrc4trzC+XPn6A+HvP76JRZ7HfI85fjqImfPnKDVzmPZeuDjd+YWkHH20WiKSCHI8xZkbZyzXLmyxurqKkmSUFU16+s3mV+YJ8vyiaZII/5kjEdriRKSXq9HbQ3SGpQSeJkhE48Ye4aDXbY3N9neuAnesFsWPLK4jBiP2C3GVFZyae0qF86cwTjLR55c5eLegNfX+ixWl1lqaU4+cpq3t/s0pTxahEbaQqko/Jb8gEf0u2kB2lAmxbxhwOroyMO7PjoTZ2OT64irWwTquEZ2NTKRM7Ft47zD3xM3FKNQEaP2CZQ1i20AYMP31DXOu7FD4AkaPvxUICx0O4rMmZZHJILx/C7HfukkxTev4S6JSZVrQ/CRQpAlivJUCt06nmpzXvud263J0He8wXHDWzdp4KpbVhPTw4qm8OrA7GGCTB18mOzD06ePvVtO4q5O+D0Qudem5tVXvk1/PGA4GFKOC4pxwXg8oirGmLqkNkHLztoa70CJkGUWIWMZebcO08rBBy64UpJ2u0W/bxgXoxBV29A5KMkS8kSTJgqtZWjkLBzO1XiCPowzNQ4Ros4ogSpEECfr9wfkeUaSJBgTepw2ETmEAiRjLDp2U5oVXZoVXzLGBFliY7m2vsZufw9jLb/9O78DQvDohUf5r/+b/4q6qjh5fJXzxxf5l//sN+lmGWknY3izxYVcMb/zFsW1gt7px/nxz3wakaU44VFJwtLiHF/72td54oM/xOrqMlmaxKRtmzRNqeoSIRLq2mBtHeidsRl4aG+osaam3cnZ2FonaWX0ul1OnjmOMXbSYEEYifCBwthut/E+NHDwwqHQobOSVOyMttjr7zLc3SWTEq0TFufn+NSf+QTPf/NFrm/d5DM/+qM8dO5R3ly7xmg04kNPP83u3gbHVyT/6luXEWXORl1jlOF4VSDGJblKSJOEdp7ilA1fPOfvCp+8by063bTIMBc92Fl/JmKAPIUqQkIIhHDo0wqfWaSaiZ5904MJZreasmEIs01hw758s6w5noynNYtHzxQ+iamK577uS0zd3+Rsgj4ZVhpGHxux+DMLbP7jPaRRQShPKTKVkGpN2vLULYeTTcOPxrtyGx/n9/8qDr534KHVTCoaKOh2uxWHvcaT8LMrNdH9fhgpsIXi/psZTMwRHUbfvLPDl3d8/75w7nu7O/z+f/gC3tkgE9rgiTODRyBQMjYicCpk1wFwCBMiNqSIDaZHWJejlCJNU+bn5ymrEmssKZ4kzUjTko3NLYqyotXukqcpI1NhrMOa0NLNNdNWH6J1IUICdTAcIoUkz/PYfiwUioQkq5gENFImVGUZEkUuiLNKlSJQscoviGFZGxxknuU4bxn092i+gt1Oh+XlJVIp2c40P/7Zn+DlP/xD5jJY6Gjm2gkORVnVNHofta+pCstoPGZ3e4u5Xo9Pf/qHuLK2xqC/HZzp0jytdov1G+t0ex2SxEWRNTFx7tba2HwZhErodLusbV/li1/5MnkbFufbLC8s8+iJJ1honQyt15JQ0LVb9unvDlAqoRqN2dneRirNaDxEClBa8tDqGfI0xdiCui45/tBpHrlwgVdeepV/+//9G5ZWV6m95tTJ45x9/Bz1uoFWxetvj/hwJVhsadTKQ3zj6iZ9K6iNIQFSqQNl04bI0b6HfTt4JJ5knFJdlajYJB5cYAPROFsmEEnQZfKYqxYrQHZTjAitC50LOk5Td+/i2BUzzthzmOMI+VHB7NTBT47pp7koGRy8n2mLFxzbTFIeCOhNcISD3i4rv3CS/u8O0WsJrSQ4dS0FoXepBB1EnO0tZ/YOcewtn/8hA8Lf+setUNZB5H1mvdkJ0C17ORjPx3dmZ1AHHPvk77ueetxq94VzD4nOCmxIfNmJc5/ezIB5N8/9mZsswn8hUtfkrRwP7O3tTpxmq9Uiz3JELijKisFwh42NTZzzbG7v0JubZ643R9XfxhMYNPjp4PNERoIQFEWQH+h0OrHgKKhDhmSraNhfOGtjFamOxUoVeSufFDI1RSECSJJkEv0WwyF1XdFudQLjJEvIsozEw+rKKuvXrrO4uMTmjYv08nm8U/SLEd4qhBRoLcjbOXneZVklnDp+gp29XW5ubpC3U5aWF9nb6dPtdMmylLwVKnUHA0en0yFJ0knrPykkXkFtbJAjtmP+8Kv/iX/zJ5+nsyxoz2VUteGT5z/Nz/3of4smZ/3mdaq6YndzgzRJWVpcptvucfLYKlaCZYlEKYypSdIWidBUJkWpiiTpMN+b59TqcZ595in+5Cv/md/+d7/PuVPH8cLyxPkF3t59nXKYQmop19f5xGc+hVg6xhdfXaPydZD8znSotrQmUkve094dvCQZpai9RsdlGrXOYsR+5p/wDv+SRZgAz5jYOGMqP33gEIexPvZ9z6YwiD/wM4v9Nvo1s0j7NEqeoQvGHKmLka2TluG5Pu2nMuQNTSolWgYWviLi+YdAJ+GYk8cF3svDXPfBG3rbdyaO+oDi4zTqPrhBU2FKfJC5uP6sI2+gqLhETH1YMwuZ5iOmqervddSKuyHDf79NCNEnNEh4v9gK8IA19ryt3S/Xes57f+wHfdD32di+Xz7rH5TdD9d723F9X0TuwCve+8OqBB9IE0J89f1yve+na72NvW/G9vvts77fr/fWZohHdmRHdmRH9p63I+d+ZEd2ZEf2ANr94tx/5V6fwA/Y3k/X+3661sPs/XT976drhfv8eu+LhOqRHdmRHdmRvbt2v0TuR3ZkR3ZkR/Yu2pFzP7IjO7IjewDtnjt3IcRPCyFeEUK8LoS4U3Pi94wJId4SQnxLCPENIcRX47IlIcTvCiFei6+LM+v/7Xj9rwghfurenfndmRDiHwsh1oUQL8ws+46vTwjx0XifXhdC/O9CvJd1Avbbgziu4cEe2w/cuD5YbfaD/CH0wHgDeARIgeeBJ+/lOb1L1/UWsHJg2T8Efjn+/svA/xp/fzJedwY8HO+HutfX8A7X9yPAR4AXvpfrI/Qf/SShUO+3gZ+519f2Lt2fB3Jcx2t7YMf2gzau73Xk/gngde/9Re99Bfw68Ll7fE7fL/sc8Kvx918F/uLM8l/33pfe+zeB1wn35b417/0fAFsHFn9H1yeEOAnMee+/6MM34v+e2ea9bu+ncQ0PyNh+0Mb1vXbup4DLM39ficve6+aB3xFCfE0I8Utx2XHv/TWA+Loalz8o9+A7vb5T8feDyx8Ee1A+08Ps/Ta237Pj+l7LDxyGRT0I3MxPee+vCiFWgd8VQrx8h3Uf1HvQ2O2u70G+7gf52o7GdrD7flzf68j9CnBm5u/TwNV7dC7vmnnvr8bXdeD/JUxFb8QpG/F1Pa7+oNyD7/T6rsTfDy5/EOxB+Uxvsffh2H7Pjut77dy/AjwmhHhYCJECPw98/h6f0/dkQoiOEKLX/A78JPAC4bp+Ia72C8C/jr9/Hvh5IUQmhHgYeIyQkHmv2Xd0fXGK2xdC/HBkE/x3M9u81+2BG9fwvh3b791xfR9kqH8WeJWQbf679/p83oXreYSQRX8eeLG5JmAZ+D3gtfi6NLPN343X/wrvAcYI8M+Ba0BNiFR+8bu5PuBjBOfwBvB/ECumH4SfB21cx2t6oMf2gzauj+QHjuzIjuzIHkC717DMkR3ZkR3ZkX0f7Mi5H9mRHdmRPYB25NyP7MiO7MgeQDty7kd2ZEd2ZA+gHTn3IzuyIzuyB9COnPuRHdmRHdkDaEfO/ciO7MiO7AG0/x/eJOZkKFqAsQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"interactive_test_offset(v1_frames, v2_frames, 93, 6)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"With the experiments above, we can see that a good offset is 93."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# acquire a list of common symbols for our grayscale query\n",
"common_symbols_req = urlopen('https://gist.githubusercontent.com/ivandrofly/0fe20773bd712b'\n",
" '303f78/raw/9e68c4067c886dc2428820c09fd2e36df16bf69d/Unicode%2520table')\n",
"common_symbols_file = common_symbols_req.read().decode('utf8')\n",
"common_symbols_ord = []\n",
"for match in re.finditer(r'\\(alt-(\\d*?)\\)', common_symbols_file):\n",
" common_symbols_ord.append(int(match.group(1)))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"770\n"
]
}
],
"source": [
"# now, we would like to analyze the average grayscale of each glyph\n",
"# make sure to use a typewriter font\n",
"face = ft.Face(r\"C:\\windows\\fonts\\consola.ttf\")\n",
"face.set_char_size(25*64)\n",
"\n",
"def glyph_to_np(face):\n",
" width = face.glyph.metrics.width // 64\n",
" height = face.glyph.metrics.height // 64\n",
" bitmap = np.asarray(face.glyph.bitmap.buffer).reshape((height, width))\n",
" return bitmap\n",
"\n",
"glyph_gs = []\n",
"\n",
"for symbol_ind in common_symbols_ord:\n",
" glyph_index = face.get_char_index(symbol_ind)\n",
" if glyph_index != 0:\n",
" face.load_glyph(glyph_index)\n",
" bitmap = glyph_to_np(face).astype(np.float) / 255.0\n",
" if bitmap.size > 0:\n",
" gs = np.sum(bitmap) / bitmap.size\n",
" glyph_gs.append((symbol_ind, chr(symbol_ind), gs))\n",
" else:\n",
" if symbol_ind == 32:\n",
" # we only need one spacer: whitespace\n",
" glyph_gs.append((symbol_ind, chr(symbol_ind), 0.0))\n",
"\n",
"glyph_gs.sort(key=lambda x: x[-1])\n",
"symbol_inds, symbol_chars, symbol_gss = list(map(lambda x: np.asarray(x), zip(*glyph_gs)))\n",
"print(symbol_chars.size)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# back to the video side, we need to separate background and foreground\n",
"# with background separated, we can dim it and emphasize the foreground\n",
"# this function returns foreground and backgroudn mask\n",
"def fore_back_segmentation(green_screen_frame):\n",
" # only focus on the greeen channel\n",
" # assue it s RGB\n",
" assert len(green_screen_frame.shape) == 3\n",
" green_channel = green_screen_frame[:,:,1].astype(np.int)\n",
" green_loc = np.where(255 - green_channel < 3)\n",
" green_mask = np.zeros_like(green_channel, np.bool)\n",
" green_mask[green_loc] = True\n",
" green_mask = opening(green_mask, disk(2)) # noise reduction\n",
" label_arr, n_labels = label(green_mask)\n",
" background = np.zeros_like(green_mask, np.bool)\n",
" # remove noisy connected components\n",
" for i in range(1, n_labels + 1):\n",
" label_region = label_arr == i\n",
" num_pixel = np.count_nonzero(label_region)\n",
" if num_pixel > 100:\n",
" background[label_region] = True\n",
" foreground = np.bitwise_not(background)\n",
" return foreground, background\n",
"\n",
"# compute background and foreground for all greenscreen frames\n",
"all_foreback = [fore_back_segmentation(frame) for frame in v2_frames]"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [],
"source": [
"def frame_to_str(original_frame, fore, terminal_size, **kwargs):\n",
" background_dim = kwargs.get('background_dim', 1.0)\n",
" value_bins = kwargs.get('value_bins', 0)\n",
" \n",
" frame_yuv = cv2.cvtColor(original_frame, cv2.COLOR_RGB2YUV)\n",
" \n",
" new_frame_y = resize(frame_yuv[:, :, 0], terminal_size, order=1).astype(np.float)\n",
" new_fore = resize(fore, terminal_size) > 0.99\n",
" new_back = np.bitwise_not(new_fore)\n",
" \n",
" new_frame_y[new_back] *= background_dim\n",
" \n",
" if value_bins == 0:\n",
" nearest_match = np.searchsorted(symbol_gss, new_frame_y)\n",
" nearest_match = np.minimum(nearest_match, symbol_chars.size - 1)\n",
" char_array = symbol_chars[nearest_match]\n",
" else:\n",
" ticks = np.linspace(0, 1.0, value_bins)\n",
" ticks_match = np.searchsorted(symbol_gss, ticks)\n",
" ticks_match = np.minimum(ticks_match, symbol_chars.size - 1)\n",
" gss = symbol_gss[ticks_match]\n",
" chars = symbol_chars[ticks_match]\n",
" nearest_match = np.searchsorted(gss, new_frame_y)\n",
" nearest_match = np.minimum(nearest_match, chars.size - 1)\n",
" char_array = chars[nearest_match]\n",
" \n",
" lines = []\n",
" for i in range(char_array.shape[0]):\n",
" lines.append(''.join(char_array[i,:].tolist()))\n",
" return '\\n'.join(lines)"
]
},
{
"cell_type": "code",
"execution_count": 61,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"´´´´´´´´´´´´´´´´´´´´´´\\ſᴛᴛᴛᴛᴛ´¯ᴛſ\\´´´´´´´´´´´´/╁ᴛᴛᴛᴛᴛᴛſ╁Ý/╁ᴛᴛᴛſÝ╁ſÝ\\⁄´´´´´´´´´´´\n",
"´´´´´´´´´´´´´´´´´´´´´´\\ſᴛᴛᴛᴛᴛ´ÝᴛÝ⁄´´´´´´´´´´´´´/ſᴛᴛᴛſ╁¯⁄´´´Ýſſſ/╁ſ¯⁄´´´´´´´´´´´´\n",
"´´´\\´´´´´´´´´´´´´´´´´´\\ſᴛᴛᴛᴛſ´Ýſ/´´´´´´´´´´´´´´Ýſſſ╁¯\\´´´´´´\\/¯⁄¯Ý\\´´´´´´´´\\/¯Ý\\\n",
"¯Ýݯ´´´´´´´´´´´´´´⁄´⁄/¯ᴛᴛᴛᴛᴛſ´Ý¯´´´´´´´´´´´´´´´´¯Ý¯\\´´´´´´´´´´\\\\¯/⁄⁄\\\\/¯/¯\\\\´´´´\n",
"ÝÝᴛÝ´´´´´´´´´´´´¯╁ᴛſŐм\\ſᴛᴛᴛᴛſ´Ý\\´´´´´´´´´´´´´´´´¯\\´´´´´´´´´´´´´´¯Ý¯\\⁄´´´´´´´´´´´\n",
"ſ╁ᴛſ´´´´´´´´´´´\\\\\\\\\\\\/╁│ᴛ╈╈ᴛſ´╁/´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´\n",
"ᴛſᴛſ⁄´´´´´´´´´´´´⁄⁄\\⁄⁄\\╈-ᴛᴛᴛ╁´ÝÝ´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´⁄\\\\´´´´´´´´´´´´´\n",
"Ýſᴛſ\\´´´´´´´´´´´´⁄\\\\\\\\/╁₪ᴛᴛ╁\\´⁄/´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´´\n",
"´⁄⁄\\´´´´´´´´´´´\\/¯ÝÝ╁╁ᴛᴛы┇ſ╁¯´´´´´´´\\⁄´´´´´´´´´´´´´´´´´´⁄´´´´´´´´´´´´´´´´´´´´´´´\n",
"´´´´´´´´´´´´´´´´╁ſ╈ŐŐ╈╁ÝŐ´\\⁄\\´´´´´´´⁄´´´´´´´´´´´´´´´ᴛ╁¯\\\\⁄´´´´´´´´´´´´´´´´´´´´´´\n",
"´´´´´´´´´´´´´´´¯╁ſ╈ŐňŐ╁¯´´´´´´´´´´´´´´´´´´´´´´´´´´¯Ý╁ÝÝÝ/´´´´´´´´´´´´´´´´´´´´´´´\n",
"´´´´´´´´´´´´´\\¯¯Ý╁ſſſſ¯\\´´´´´´⁄\\\\⁄´´´´´´´´´´´´´´´Ý¯\\\\\\\\//¯´´´´´´´´´´´´´´´´´´´´´´\n",
"´´´´´´´´´´´´/¯ÝÝÝ╁ſſſſſÝÝ´´´´´\\//\\\\⁄\\⁄´´´´´´´´´´´ſ\\⁄\\⁄⁄\\/⅚´⁄\\\\´⁄\\\\\\\\\\\\\\\\\\\\\\\\\\⁄⁄⁄\n",
"´´´´´´´´´´´/¯¯¯ÝÝ╁╁╁ſſᴛᴛᴛᴛſ´´´\\\\\\\\\\\\\\\\´´´´´´⁄⁄\\\\\\Ő⁄´⁄⁄´⁄ÝB\\\\\\\\\\\\\\\\\\\\\\\\\\///\\\\\\\\\\\\\n",
"´´´´´´´´´´/¯///¯ÝÝÝ╁╁╁ſſſſ╁╁ᴛ´´´´´´´´´´´´´´´´´´⁄⁄ň⁄´⁄⁄´´Ýы\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\\n",
"´´´´´´´´´´/\\\\\\\\/¯ÝÝÝÝÝ╁╁ſ╁╁Ý╁´´´´´´´´´´´´´´´´´´´´ᴛ´´⁄⁄´´ſ₪¯¯//\\\\\\\\\\\\\\\\⁄\\\\\\⁄\\\\\\\\\\\n",
"´´´´´´´´´⁄\\\\\\\\\\\\/¯ÝÝÝÝÝ╁╁╁╁Ý/´´╁´´´´´´´´´´´´´\\\\\\\\Ő⁄´⁄⁄´´ňÝÝÝÝÝÝݯÝݯ¯Ý¯¯¯\\´⁄⁄⁄´⁄\n",
"´´´´´´´´´´⁄\\\\\\\\\\\\/¯¯¯¯¯Ý╁╁╁ݯ´´´´´´´´´´´´´´´´´´⁄²ᴛ⁄´´⁄⁄\\╈ÝÝÝÝÝÝÝÝÝÝÝÝÝÝÝÝ⁄´\\\\⁄´\\\n",
"´´´´´´´´\\´⁄⁄⁄⁄\\\\\\\\/¯/\\/ÝÝÝÝÝ╁´´´´´´´´´´´´´´´´´´´´/´´´⁄\\\\/│ÝÝÝ╁ÝÝÝÝÝÝÝÝÝÝÝ⁄⁄⁄´´´´\n",
"´´´´´´´´\\´´´⁄⁄⁄\\\\\\\\//⁄\\¯ÝÝÝÝ╁´´´´´´´´´´´´´´´´´´´´╁\\´´¯/´´~ÝÝÝÝÝÝÝÝÝÝÝÝÝÝÝ´⁄´´´´´\n",
"´´´´´´´´´´´´´´⁄\\\\\\\\\\\\⁄\\¯ÝÝÝÝ╁´´´´´´´´´´´´´´´´´´´⁄ň¯´/⁄Ő\\´╁₪ݯ¯ÝÝÝÝ╁╁ÝÝݯ\\´´´´´´´\n",
"´´´´´´´/´´´´´´´\\\\\\\\\\\\⁄\\¯¯Ý¯ÝÝŐ´´´´´´´´´´´´⁄\\\\\\\\\\/┹/´┹ݯſ´⁄⅚⁄⁄\\/╁╁ſ╁╁╁╁╁Ý\\´´´´´´´\n",
"´´´´´´´´⁄⁄⁄´´´´⁄\\⁄⁄\\\\⁄\\¯¯¯¯ÝÝ╁´´´´´´´´´⁄⁄⁄\\/¯ÝÝݯſ´⁄шÝÝ~´´ᴛ´\\\\\\/¯ÝÝ╁ÝÝ╁╁/´´´´´´´\n",
"´´´´´´´´´/Ý⁄´´´⁄\\⁄⁄⁄\\⁄\\¯¯¯¯ÝÝÝ´´´´´´´´⁄\\/¯¯Ý╁╁╁Ýы⁄´ŐÝÝÝ₪\\´╁²\\¯¯/\\´´´⁄⁄/¯/\\⁄\\\\⁄⁄⁄\n",
"´´´´´´´´´´/´´´´´\\\\⁄⁄\\⁄⁄\\¯¯Ý╁ᴛ╈´´´´´⁄\\\\\\\\¯╁ſſſ╁ÝÝŐ´´ы╁╁╁Ý⅚ÝмÝ╁╁ſſ╁Ý\\⁄´´´´´\\¯Ý╁ÝÝÝ\n",
"´´´´´´´´´´´´´´´´⁄\\\\⁄⁄⁄´\\╁Ő~Bшш┹´´´´⁄\\\\¯╁╁╁╁╁ÝÝ╁╁╈´\\¯╁╁ݯ¯/¯¯¯Ý╁ÝÝÝÝÝÝÝ/⁄⁄⁄⁄\\/\\⁄\\\n",
"´´´´´´´´´´´´´´´´´⁄\\\\⁄⁄⁄⁄Őɡш│₪₪²´´´´⁄\\\\Ýſſſſſ¯¯╁•Ý´/|ſ╁Ý╁╁Ý/\\\\¯ÝݯÝݯÝÝÝÝÝݯ\\⁄⁄´´\n",
"´´´´´´´´´´´´´´´´´´⁄\\\\⁄⁄⁄¯┹ш│₪₪₪ɡ´´´´⁄\\¯╁ſſ╁Ý╁ſᴛÝ´ᴛ´\\¯╁ſſ╁ÝÝ/´´\\ÝÝ╁╁╁╁╁╁╁╁╁╁Ýݯ\\⁄\n",
"´´´´´´´´´´´´´´´´´´⁄⁄⁄⁄⁄\\\\╁ᴏы₪₪₪ы´´´´´⁄\\Ý╁╁ÝſᴛᴛᴛſÝ/\\//¯Ý╁╁╁ſ╁/\\\\/ÝÝÝ╁╁╁╁╁╁╁ÝÝÝÝÝÝ\n",
"´´´´´´´´´´´´´´´´´´⁄\\\\⁄⁄⁄\\\\╁⅚ы││²мɡBB\\\\\\¯ÝÝ╁ſᴛᴛᴛᴛᴛſ╁////\\//¯╁╁¯\\\\\\¯Ý╁ſſ╁ÝÝÝÝÝݯÝÝ\n"
]
}
],
"source": [
"print(frame_to_str(v1_frames[i + frame_offset], all_foreback[i][0], \n",
" (30, 80), background_dim=0.3, value_bins=50))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"def generate_render_param(text_dim, font, fontsize, spacing):\n",
" test_str = '\\n'.join([' ' * text_dim[1] for _ in range(text_dim[0])])\n",
" test_font = ImageFont.truetype(font, fontsize)\n",
" dummy_img = Image.new('L', (1,1))\n",
" dummy_draw = ImageDraw.Draw(dummy_img)\n",
" dummy_image_size = dummy_draw.multiline_textsize(test_str, test_font, spacing=spacing)\n",
" ret = {\n",
" 'image_font' : test_font,\n",
" 'image_size' : dummy_image_size,\n",
" 'spacing' : spacing\n",
" }\n",
" \n",
" return ret\n",
"\n",
"def render_text(param, text):\n",
" img = Image.new('L', param['image_size'], 255)\n",
" draw = ImageDraw.Draw(img)\n",
" draw.multiline_text((0,0), text, font=param['image_font'], spacing=param['spacing'])\n",
" return img"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'image_font': <PIL.ImageFont.FreeTypeFont object at 0x00000218863009D0>, 'image_size': (1920, 1085), 'spacing': 3}\n"
]
}
],
"source": [
"'''\n",
"render_param_args = {\n",
" 'text_dim': (40, 107),\n",
" 'font' : r\"C:\\windows\\fonts\\consola.ttf\", # consistent with previous font\n",
" 'fontsize' : 32,\n",
" 'spacing': 3\n",
"}\n",
"'''\n",
"\n",
"render_param_args = {\n",
" 'text_dim': (64, 192),\n",
" 'font' : r\"C:\\windows\\fonts\\consola.ttf\", # consistent with previous font\n",
" 'fontsize' : 18,\n",
" 'spacing': 3\n",
"}\n",
"\n",
"render_param = generate_render_param(**render_param_args)\n",
"print(render_param)"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [],
"source": [
"final_result = {\n",
" 'render_param_args': render_param_args,\n",
" 'background_dim' : 0.35,\n",
" 'value_bins' : 25\n",
"}\n",
"\n",
"if not os.path.exists('frames'):\n",
" os.mkdir('frames')\n",
"frame_offset = 93 # as discussed before\n",
"frames_left = min(len(v1_frames) - frame_offset, len(v2_frames))\n",
"\n",
"# save the string of each frame\n",
"# call the other python script to render\n",
"# https://gist.github.com/xziyue/23e3e98938f981d0e0dd6faeb26d9e46\n",
"\n",
"frames = []\n",
"for i in range(frames_left):\n",
" frame_str = frame_to_str(v1_frames[i + frame_offset], all_foreback[i][0], \n",
" render_param_args['text_dim'], background_dim=final_result['background_dim'],\n",
" value_bins = final_result['value_bins'])\n",
" frames.append(frame_str)\n",
" \n",
"final_result['frames'] = frames\n",
"\n",
"with open('frames.pickle', 'wb') as outfile:\n",
" pickle.dump(final_result, outfile)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"- The output of the rendering script will be a image sequence\n",
"- Use `ffmpeg` to convert it into video: https://stackoverflow.com/questions/24961127/how-to-create-a-video-from-images-with-ffmpeg\n",
"```\n",
"$ ffmpeg -r 30 -i frames/frame%03d.png -c:v libx264 -filter:v scale=1920:1080 -pix_fmt yuv420p output.mp4\n",
"$ ffmpeg -i .\\green_screen.mp4 -vn -acodec copy audio.aac\n",
"$ ffmpeg -i output.mp4 -i audio.aac -c copy -map 0:v:0 -map 1:a:0 output_av.mp4\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment