1{
2 "cells": [
3  {
4   "cell_type": "markdown",
5   "metadata": {},
6   "source": [
7    "This notebook analyses quantizer weights collected from rav1e test set encodes and derives linear models for computing 6 inter-frame quantizers from the API quantizer.\n",
8    "\n",
9    "The weights are defined in terms of eq. 20 in [av1-metric.pdf]:\n",
10    "$$\n",
11    "\\bar Q = \\sqrt{\\frac{\\sum_i N_i \\sigma_i^2}{\\sum_i \\frac{N_i \\sigma_i^2}{Q_i^2}}},\n",
12    "$$\n",
13    "or:\n",
14    "$$\n",
15    "{\\bar Q}^2 = \\frac1{\\frac{\\sum_i \\frac{N_i \\sigma_i^2}{Q_i^2}}{\\sum_i N_i \\sigma_i^2}}\n",
16    " = \\frac1{\\sum_i \\frac{\\frac{N_i \\sigma_i^2}{Q_i^2}}{\\sum_j N_j \\sigma_j^2}}\n",
17    " = \\frac1{\\sum_i \\left(\\frac{N_i \\sigma_i^2}{\\sum_j N_j \\sigma_j^2} \\frac1{Q_i^2}\\right)}.\n",
18    "$$\n",
19    "\n",
20    "Here, $i$ and $j$ go across 6 quantizer types $\\left\\{\\text{Y}, \\text{Cb}, \\text{Cr}\\right\\}\\times\\left\\{\\text{AC}, \\text{DC}\\right\\}$.\n",
21    "\n",
22    "The term \"weights\" or \"relative weights\" refers to the $\\frac{N_i \\sigma_i^2}{\\sum_j N_j \\sigma_j^2}$ factors.\n",
23    "\n",
24    "Knowing $\\bar Q$ (for example, it could be derived directly from the API quantizer) and the weights (collected from test encodes), we would like to find 6 quantizers on the right hand side of the equation, such that the equation holds.\n",
25    "\n",
26    "The weights are collected in the following fashion:\n",
27    "1. Test sequences are encoded at every API quantization index in $\\left[1, 239\\right]$ with temporal RDO disabled and using the following settings: `--low-latency --tune=psnr --rdo-lookahead-frames=1 --quantizer={q}`. For each frame the encoder picks a set of 6 quantizer indices. Using the vstats data, `process-vstats` computes $N_i$ and $\\sigma_i^2$ for each quantizer type, then converts those into six weight samples for each frame. All of these weight samples are saved into a JSON file for each test sequence.\n",
28    "1. This notebook reads the JSON files and averages collected weight samples for each quantizer index.\n",
29    "\n",
30    "[av1-metric.pdf]: http://dgql.org/~derf/av1-metric.pdf"
31   ]
32  },
33  {
34   "cell_type": "markdown",
35   "metadata": {},
36   "source": [
37    "To run this notebook, you will need:\n",
38    "1. Python 3.7 or above.\n",
39    "1. NumPy, matplotlib, scikit-learn, tqdm.\n",
40    "1. Output from the [rav1e data collection branch](https://github.com/xiph/rav1e/tree/quantizer-weight-data-collection) ran as follows:\n",
41    "\n",
42    "    ```sh\n",
43    "    for q in $(seq 1 239); do\n",
44    "        rav1e \\\n",
45    "            --threads=1 \\\n",
46    "            --low-latency \\\n",
47    "            --tune=psnr \\\n",
48    "            --rdo-lookahead-frames=1 \\\n",
49    "            --quantizer $q \\\n",
50    "            -o /dev/null \\\n",
51    "            /path/to/videos/old_town_cross_420_720p50.y4m \\\n",
52    "            >old_town_cross_420_720p50-q$q.log \\\n",
53    "            2>/dev/null\n",
54    "    done\n",
55    "    ```\n",
56    "    \n",
57    "    I've run it across 4:2:0, 4:2:2 and 4:4:4 versions of ducks_take_off, in_to_tree, old_town_cross and park_joy. The data for this notebook was obtained on commit [d80eb15599aeb58c99bbfe36db7d66bbd7429bff](https://github.com/xiph/rav1e/commit/d80eb15599aeb58c99bbfe36db7d66bbd7429bff).\n",
58    "1. Output from `tools/process-vstats` from the same branch, ran over the log files produced in the previous steps."
59   ]
60  },
61  {
62   "cell_type": "code",
63   "execution_count": 1,
64   "metadata": {},
65   "outputs": [],
66   "source": [
67    "import json\n",
68    "from os import listdir\n",
69    "from os.path import join\n",
70    "\n",
71    "from matplotlib import pyplot as plt\n",
72    "import numpy as np\n",
73    "from sklearn import linear_model\n",
74    "from tqdm import tqdm\n",
75    "%matplotlib inline"
76   ]
77  },
78  {
79   "cell_type": "markdown",
80   "metadata": {},
81   "source": [
82    "Define the quantizer tables."
83   ]
84  },
85  {
86   "cell_type": "code",
87   "execution_count": 2,
88   "metadata": {},
89   "outputs": [
90    {
91     "data": {
92      "image/png": 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\n",
93      "text/plain": [
94       "<Figure size 432x288 with 1 Axes>"
95      ]
96     },
97     "metadata": {
98      "needs_background": "light"
99     },
100     "output_type": "display_data"
101    }
102   ],
103   "source": [
104    "DC_LOOKUP_Q3 = np.array([\n",
105    "    4,    8,    8,    9,    10,  11,  12,  12,  13,  14,  15,   16,   17,   18,\n",
106    "    19,   19,   20,   21,   22,  23,  24,  25,  26,  26,  27,   28,   29,   30,\n",
107    "    31,   32,   32,   33,   34,  35,  36,  37,  38,  38,  39,   40,   41,   42,\n",
108    "    43,   43,   44,   45,   46,  47,  48,  48,  49,  50,  51,   52,   53,   53,\n",
109    "    54,   55,   56,   57,   57,  58,  59,  60,  61,  62,  62,   63,   64,   65,\n",
110    "    66,   66,   67,   68,   69,  70,  70,  71,  72,  73,  74,   74,   75,   76,\n",
111    "    77,   78,   78,   79,   80,  81,  81,  82,  83,  84,  85,   85,   87,   88,\n",
112    "    90,   92,   93,   95,   96,  98,  99,  101, 102, 104, 105,  107,  108,  110,\n",
113    "    111,  113,  114,  116,  117, 118, 120, 121, 123, 125, 127,  129,  131,  134,\n",
114    "    136,  138,  140,  142,  144, 146, 148, 150, 152, 154, 156,  158,  161,  164,\n",
115    "    166,  169,  172,  174,  177, 180, 182, 185, 187, 190, 192,  195,  199,  202,\n",
116    "    205,  208,  211,  214,  217, 220, 223, 226, 230, 233, 237,  240,  243,  247,\n",
117    "    250,  253,  257,  261,  265, 269, 272, 276, 280, 284, 288,  292,  296,  300,\n",
118    "    304,  309,  313,  317,  322, 326, 330, 335, 340, 344, 349,  354,  359,  364,\n",
119    "    369,  374,  379,  384,  389, 395, 400, 406, 411, 417, 423,  429,  435,  441,\n",
120    "    447,  454,  461,  467,  475, 482, 489, 497, 505, 513, 522,  530,  539,  549,\n",
121    "    559,  569,  579,  590,  602, 614, 626, 640, 654, 668, 684,  700,  717,  736,\n",
122    "    755,  775,  796,  819,  843, 869, 896, 925, 955, 988, 1022, 1058, 1098, 1139,\n",
123    "    1184, 1232, 1282, 1336,\n",
124    "])\n",
125    "AC_LOOKUP_Q3 = np.array([\n",
126    "    4,    8,    9,    10,   11,   12,   13,   14,   15,   16,   17,   18,   19,\n",
127    "    20,   21,   22,   23,   24,   25,   26,   27,   28,   29,   30,   31,   32,\n",
128    "    33,   34,   35,   36,   37,   38,   39,   40,   41,   42,   43,   44,   45,\n",
129    "    46,   47,   48,   49,   50,   51,   52,   53,   54,   55,   56,   57,   58,\n",
130    "    59,   60,   61,   62,   63,   64,   65,   66,   67,   68,   69,   70,   71,\n",
131    "    72,   73,   74,   75,   76,   77,   78,   79,   80,   81,   82,   83,   84,\n",
132    "    85,   86,   87,   88,   89,   90,   91,   92,   93,   94,   95,   96,   97,\n",
133    "    98,   99,   100,  101,  102,  104,  106,  108,  110,  112,  114,  116,  118,\n",
134    "    120,  122,  124,  126,  128,  130,  132,  134,  136,  138,  140,  142,  144,\n",
135    "    146,  148,  150,  152,  155,  158,  161,  164,  167,  170,  173,  176,  179,\n",
136    "    182,  185,  188,  191,  194,  197,  200,  203,  207,  211,  215,  219,  223,\n",
137    "    227,  231,  235,  239,  243,  247,  251,  255,  260,  265,  270,  275,  280,\n",
138    "    285,  290,  295,  300,  305,  311,  317,  323,  329,  335,  341,  347,  353,\n",
139    "    359,  366,  373,  380,  387,  394,  401,  408,  416,  424,  432,  440,  448,\n",
140    "    456,  465,  474,  483,  492,  501,  510,  520,  530,  540,  550,  560,  571,\n",
141    "    582,  593,  604,  615,  627,  639,  651,  663,  676,  689,  702,  715,  729,\n",
142    "    743,  757,  771,  786,  801,  816,  832,  848,  864,  881,  898,  915,  933,\n",
143    "    951,  969,  988,  1007, 1026, 1046, 1066, 1087, 1108, 1129, 1151, 1173, 1196,\n",
144    "    1219, 1243, 1267, 1292, 1317, 1343, 1369, 1396, 1423, 1451, 1479, 1508, 1537,\n",
145    "    1567, 1597, 1628, 1660, 1692, 1725, 1759, 1793, 1828,\n",
146    "])\n",
147    "\n",
148    "plt.plot(np.arange(256), np.log(DC_LOOKUP_Q3[np.arange(256)]), label='DC')\n",
149    "plt.plot(np.arange(256), np.log(AC_LOOKUP_Q3[np.arange(256)]), label='AC')\n",
150    "plt.xlabel('Index')\n",
151    "plt.ylabel('Quantizer')\n",
152    "plt.legend()\n",
153    "plt.show()"
154   ]
155  },
156  {
157   "cell_type": "markdown",
158   "metadata": {},
159   "source": [
160    "Set up some constants."
161   ]
162  },
163  {
164   "cell_type": "code",
165   "execution_count": 3,
166   "metadata": {},
167   "outputs": [],
168   "source": [
169    "# Path to the same directory as --output-dir in process-vstats.\n",
170    "OUTPUT_DIR = 'process-vstats/out'\n",
171    "# Path to the same directory as --data-dir in process-vstats.\n",
172    "DATA_DIR = 'vstats'\n",
173    "\n",
174    "# Filenames are assumed to be in the form of {sequence}_{subsampling}_720p50.json\n",
175    "SEQUENCES = ['ducks_take_off', 'in_to_tree', 'old_town_cross', 'park_joy']\n",
176    "SUBSAMPLINGS = ['420', '422', '444']\n",
177    "\n",
178    "PLANES = list(range(3))\n",
179    "Q_TYPES = ['dc', 'ac']\n",
180    "\n",
181    "PLANE_NAMES = {\n",
182    "    0: 'Y',\n",
183    "    1: 'Cb',\n",
184    "    2: 'Cr',\n",
185    "}\n",
186    "\n",
187    "Q_TYPE_TO_LOOKUP = {\n",
188    "    'dc': DC_LOOKUP_Q3,\n",
189    "    'ac': AC_LOOKUP_Q3,\n",
190    "}"
191   ]
192  },
193  {
194   "cell_type": "markdown",
195   "metadata": {},
196   "source": [
197    "# Inter\n",
198    "\n",
199    "First accumulate average weights per-sequence (so each JSON file is read only once), then average them across sequences.\n",
200    "\n",
201    "Note that code below depends on dict insertion order being preserved (which is official starting from Python 3.7)."
202   ]
203  },
204  {
205   "cell_type": "code",
206   "execution_count": 4,
207   "metadata": {},
208   "outputs": [
209    {
210     "name": "stderr",
211     "output_type": "stream",
212     "text": [
213      "100%|██████████| 4/4 [00:09<00:00,  2.40s/it]\n",
214      "100%|██████████| 3/3 [00:00<00:00, 39.27it/s]\n"
215     ]
216    }
217   ],
218   "source": [
219    "mean_data_per_seq = {\n",
220    "    sequence: {\n",
221    "        subsampling: {\n",
222    "            plane: {\n",
223    "                q_type: {} for q_type in Q_TYPES\n",
224    "            } for plane in PLANES\n",
225    "        } for subsampling in SUBSAMPLINGS\n",
226    "    } for sequence in SEQUENCES\n",
227    "}\n",
228    "\n",
229    "for sequence in tqdm(SEQUENCES):\n",
230    "    for subsampling in SUBSAMPLINGS:\n",
231    "        with open(join(OUTPUT_DIR, f'{sequence}_{subsampling}_720p50.json'), 'r') as f:\n",
232    "            data = json.load(f)\n",
233    "\n",
234    "        for plane in PLANES:\n",
235    "            for q_type in Q_TYPES:\n",
236    "                for qidx in range(256):\n",
237    "                    values = data['false'][str(plane)][f'{q_type}_weights'][qidx]\n",
238    "                    if len(values) != 0:\n",
239    "                        mean_data_per_seq[sequence][subsampling][plane][q_type][qidx] = np.mean(values)\n",
240    "\n",
241    "mean_data = {\n",
242    "    subsampling: {\n",
243    "        plane: {\n",
244    "            q_type: {} for q_type in Q_TYPES\n",
245    "        } for plane in PLANES\n",
246    "    } for subsampling in SUBSAMPLINGS\n",
247    "}\n",
248    "\n",
249    "for subsampling in tqdm(SUBSAMPLINGS):\n",
250    "    for plane in PLANES:\n",
251    "        for q_type in Q_TYPES:\n",
252    "            for qidx in range(256):\n",
253    "                values = []\n",
254    "                for sequence in SEQUENCES:\n",
255    "                    data = mean_data_per_seq[sequence][subsampling][plane][q_type]\n",
256    "                    if qidx in data:\n",
257    "                        values.append(data[qidx])\n",
258    "\n",
259    "                if len(values) > 0:\n",
260    "                    mean_data[subsampling][plane][q_type][qidx] = np.mean(values)"
261   ]
262  },
263  {
264   "cell_type": "markdown",
265   "metadata": {},
266   "source": [
267    "Plots of the relative weights of the Inter Y AC quantizers for different subsamplings.\n",
268    "\n",
269    "Note that while it stays somewhat constant in 4:2:0, it changes quite a bit for 4:2:2 and 4:4:4."
270   ]
271  },
272  {
273   "cell_type": "code",
274   "execution_count": 5,
275   "metadata": {},
276   "outputs": [
277    {
278     "data": {
279      "image/png": 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280      "text/plain": [
281       "<Figure size 1440x2160 with 3 Axes>"
282      ]
283     },
284     "metadata": {
285      "needs_background": "light"
286     },
287     "output_type": "display_data"
288    }
289   ],
290   "source": [
291    "plt.figure(figsize=(20, 30))\n",
292    "    \n",
293    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
294    "    plt.subplot(3, 1, n + 1)\n",
295    "\n",
296    "    for sequence in SEQUENCES:\n",
297    "        data = mean_data_per_seq[sequence][subsampling][0]['ac']\n",
298    "        qidxs, values = list(data.keys()), list(data.values())\n",
299    "        plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label=sequence)\n",
300    "        \n",
301    "    data = mean_data[subsampling][0]['ac']\n",
302    "    qidxs, values = list(data.keys()), list(data.values())\n",
303    "    plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label='Mean', linewidth=3)\n",
304    "\n",
305    "    plt.ylabel('Relative weight')\n",
306    "    plt.xlabel('log Q')\n",
307    "    plt.ylim(bottom=0, top=1)\n",
308    "    plt.legend(loc='lower left')\n",
309    "    plt.grid()\n",
310    "    plt.title(f'Inter Y AC {subsampling}')\n",
311    "\n",
312    "# plt.savefig('public_html/inter-y-ac-log-q.png', dpi=300, bbox_inches='tight')\n",
313    "plt.show()"
314   ]
315  },
316  {
317   "cell_type": "markdown",
318   "metadata": {},
319   "source": [
320    "For the following plots we need a mapping from the API quantization index to the 6 quantizers picked by the encoder. We can use a single log-file output by the data collection branch for each of the API quantization indices, since the 6 quantizers it picks must be constant according to the encoding settings we've used.\n",
321    "\n",
322    "TODO: would be nice to dump this info from `process-vstats` so this notebook doesn't rely on encoder log files."
323   ]
324  },
325  {
326   "cell_type": "code",
327   "execution_count": 6,
328   "metadata": {},
329   "outputs": [
330    {
331     "name": "stderr",
332     "output_type": "stream",
333     "text": [
334      "100%|██████████| 239/239 [00:06<00:00, 36.34it/s]\n",
335      "100%|██████████| 239/239 [00:07<00:00, 31.48it/s]\n",
336      "100%|██████████| 239/239 [00:07<00:00, 30.72it/s]\n"
337     ]
338    }
339   ],
340   "source": [
341    "q_to_qidx = {\n",
342    "    subsampling: {\n",
343    "        plane: {\n",
344    "            q_type: {} for q_type in Q_TYPES\n",
345    "        } for plane in PLANES\n",
346    "    } for subsampling in SUBSAMPLINGS\n",
347    "}\n",
348    "\n",
349    "for subsampling in SUBSAMPLINGS:\n",
350    "    for q in tqdm(range(1, 240)):\n",
351    "        got = {plane: False for plane in PLANES}\n",
352    "        \n",
353    "        with open(join(DATA_DIR, f'{SEQUENCES[0]}_{subsampling}_720p50-q{q}.log'), 'r') as f:\n",
354    "            for line in f:\n",
355    "                s = line.split()\n",
356    "                t = s[0]\n",
357    "                p = list(map(int, s[1:]))\n",
358    "\n",
359    "                if t == 'f':\n",
360    "                    continue\n",
361    "\n",
362    "                assert t == 'b'\n",
363    "\n",
364    "                s1, s2, plane, pixel_count, dc_qidx, ac_qidx, block_is_intra, frame_is_intra = p\n",
365    "\n",
366    "                if frame_is_intra != 0:\n",
367    "                    continue\n",
368    "\n",
369    "                q_to_qidx[subsampling][plane]['dc'][q] = dc_qidx\n",
370    "                q_to_qidx[subsampling][plane]['ac'][q] = ac_qidx\n",
371    "                \n",
372    "                got[plane] = True\n",
373    "                if all([got[plane] for plane in PLANES]):\n",
374    "                    break"
375   ]
376  },
377  {
378   "cell_type": "markdown",
379   "metadata": {},
380   "source": [
381    "A plot of inter AC + DC weights for AC and DC quantizer indices selected by the encoder.\n",
382    "\n",
383    "Once again, quite non-constant for 4:2:2 and 4:4:4."
384   ]
385  },
386  {
387   "cell_type": "code",
388   "execution_count": 7,
389   "metadata": {},
390   "outputs": [
391    {
392     "data": {
393      "image/png": 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2Nmrv3r1qampSXl6e5s2bp8rKykn/jAcGBtTW1qZQKCRjTNiUmLEt08emz7jd7tMazTD2hfZSGlETCoXU3t6ulpYW+2hra7PXu0lPT9dVV11lB9PHjh3T4OCg0tLSVFBQwG6MOG0ul8seYTSZ8TvJDQ0N6ciRI+rq6rKPk6dqS8d/uVBZWakjR45o8+bN9tpPSUlJSklJIdQEAOACRHgEXIbG1q+4ELhcLlVWVqqyslLBYFB+v187d+7UkSNHtGjRIl1xxRVKS0s75XWSk5Pt6YEjIyP29JyBgQENDg5qcHBQR44cUUtLiwYHByd8mUlOTrb/XMaO5ORk9fb2hk2/G3t+9OhRJSQk2G2zsrKUnZ0dccenC9ng4KD6+vrsaSrjj7EQZ/whacJ25EeOHNG+ffvskQlZWVmaP3++/H6//uM//kNr165VeXm5qqqqNDAwoObmZjU3N6u7u3va/TTGyOPxKCkpSYmJifJ6vQoGg/Y6L5M9Op1OLVmyRFdfffW01o65EIxNbQ0EAhoZGdHg4KCam5t14MABNTU12VM23W63fD6frrnmGvl8PuXl5Sk5Ofk89x6Xm7HpapGMjo5qcHBQ0vFAt6WlRTt27NCOHTs0MjKivXv3TjgnOTlZGRkZysjIUFJSUlj4n5KSMu2NJgAAwMwhPAJwwYiNjdXs2bM1e/bss7qO0+k85XVGRkZ07NgxdXR02Ot8jI2aibRrkTHG/s14YWGhBgYG1NjYqLq6OruNx+OxF5YdO+fkx6nKAoGAvbjt0NCQ/dv8YDAop9Op2NjYsCBnqtexsbH267HnktTT02OPCuju7rYDnzNljJHX61VJSYlKS0tVWlpq3//4L4tj28BLx0fC5efna+HChcrNzZXT6bRHClmWpdHRUY2MjNgBSiAQ0MDAgHp7e9XX16fu7m41NTUpNjbW3p58bLv28a+7urq0YcMGvf3221q6dKkdIoVCIQ0PD2twcFC9vb3q6elRT0+Pjhw5opSUFJWXlysvLy8qX1CHhoa0e/dutbW12VN70tLS1Nraqt27d6uhoWHS/ybZ2dm68sorVVBQYK8zcymNqsKlyeFwhI14Ky8vV3l5uUKhkN544w1dffXVCgQC6u3tVW9vr70OYGdnp9555x07LB0vJiZGqampSk1NlcfjUUJCgjwej1JTU1VQUMCi7wAARAHhEYDL0vjd38rKyuzyYDCozs5OtbW1qbe3V4mJiXa7xMTESadN9ff3q729PSyEGptyNz4QGf88UpnL5bK31PZ4PEpPT7enawWDQY2MjNiPIyMj9pSR8aOFgsHghJFVJ/N6vUpPT9cVV1xhr0ly8ggjp9NphzjjD+nDXaA8Ho/cbnfEkMUYY095+fjHP66WlhYlJSWF7doUbW1tbVq/fr02bNigTZs2yeFwhG15Pr6vSUlJqq+v14YNG5SQkKDy8nKlpaXJ4XAoJiZGDodDoVBIgUAgLNgaexy73+LiYuXl5cnpdGpoaEi9vb3avn27du3aZS+Mb4yZsFZMXFycZs+eraKiIrndbns795ycnItm5BQwHTExMfZubpImHWFqWZYCgYA9enRslOPYZhM9PT1qbW3VwMBA2DpfKSkpys/Pl9vttssSEhI0e/Zs5efnM2oJAIAzQHgEAOPExsYqJydn0oW+I/F6vfJ6vRMWQD+fRkdH7R3zxgdKo6OjSklJCftSda7ExMSooKDgnL9vdna2Pv3pT6utrU3vvPOOjDF2QOd2u5WUlKTU1FQlJSUpJibGHlE2trvf0NDQpNcdG9U1ti6Ty+VSMBgMW0/M7Xbbo4jeeecdJSYm6qqrrlJVVZXy8vLU19enzs5OdXd3Ky0tTUVFRSwkDJxgjLGnxaWkpERsZ1mWhoeH1dnZqaamJvsYH6IPDAzorbfeskOk8aOhvF6vCgsL5fP52CUOAIAI+BcqAFyCHA6HvV4Ri4Efl52drZtuuumU7RISEjRv3jzNmzdPlmUpFArZYdzo6KhiYmLkcrkijl4YHBzUgQMHdODAAQ0NDSk9PV2HDx9WTU2N0tPTw84b23lxphfIBy4nY4Fwfn6+8vPzdfXVV09oMzg4aIfCe/fuDRt9ODaiMjY2Vj6fT4mJifbIyuTkZHuKnNfrJVwCAFy2CI8AAIjAGHPaI4Hi4+M1Z84czZkzxy6rra1VZmbmTHcPwDTFx8dr7ty5mjt37oS6/v5+HTx4UAcOHFBLS4sOHz6sgYGBSUcdxsXFKSEhQcnJycrNzVVubq5ycnKUlpbGqEEAwCWNn3IAAAC4bHm9XnvXz/GCwWDYgvr9/f32Dp7d3d3avHmzvdaSMUbJyclKT0+Xz+eTz+dTVlaWPVIpJiZGXq+XRe4BABctwiMAAADgJLGxsUpLS5t0MW9JCoVC9o6dY7vEdXR0aOPGjRMWw5eOj37Kzs5WTk6O/ZiZmcmIJQDARYGfVgAAAMBpiomJmXSDhZGREXvXzbEQKRAI2Ltxbt261V7M2+FwKCsrS4WFhSouLlZhYaG9Ax0AABcSwiMAAABghjidTnvx7smMjo6qu7tbra2tamtrU3Nzs7Zv367NmzdLklwul93WGKP8/HxVVFToiiuuUGJi4jm5BwAATkZ4BAAAAJwjDodDGRkZysjIUHV1taTj6ysdPnxYBw4cUH9/v902GAxq3759+t3vfqff/e53ys7ODpvm5vV6wxbuTkpKYl0lAEBUEB4BAAAA51FsbKwKCgpUUFAwoc6yLLW3t2vnzp1qbm4OW0+ps7NTu3fvtl87nU57naasrCzl5eUpLy9PHo/nnNwHAODSRXgEAAAAXKCMMcrOzlZ2dvak9cPDw/YUuO7ubnV3d6ujo0O7du2yg6bk5GSlpaUpNTV1whEfH89oJQDAKREeAQAAABepuLg4FRUVqaioKKx8eHhYhw8fVnNzs9ra2tTT06Pdu3fr2LFjYe0SExPt87OysuwgyeVyKSsrSw6H45zdCwDgwkV4BAAAAFxi4uLiVFxcrOLi4rDy4eFhHTlyRD09Peru7lZLS4v8fr/q6+snXMPj8Wj27NmaPXu2srOzlZqaKqfTeY7uAABwISE8AgAAAC4TcXFxE6bBWZal7u5u9fT02GXHjh1TY2Ojdu/erXfffdcuT0lJCZsCl5KSwhQ4ALgMEB4BAAAAlzFjjNLT05Wenh5WPn/+fIVCIbW1tamzs1NdXV3q6upSd3e3PvjgAw0ODoa1d7lcSk1NVWZmZtgucAkJCefydgAAUUB4BAAAAGBSMTEx8vl88vl8E+qGhobsKXBjjz09PTp48GDYNLj4+HilpaUpPT19wqPb7T6XtwMAOEOERwAAAABOm9vtVk5OjnJycibUHTt2zN4Fbmy0kt/v144dO8Lapaenq6CgQPn5+SooKFBmZiaLdAPABYjwCAAAAMCM8ng8Ki0tVWlpaVj5yMiIuru71d3drY6ODjU3N6uhoUF1dXWSjk99y8/PV05Ojh0iGWPk8/k0a9YsxcXFnfN7AQAQHgEAAAA4R5xOp71gd0VFhaQPF+xubm5WU1OTmpub9fbbb8uyLLvesiw5HA4VFhZq1qxZKigokM/nI0wCgHOE8AgAAADAeTN+we758+dPqA8Gg2pqalJjY6P27NmjN954wz4vOztbmZmZSk5Oto+UlBQlJycTLAHADCI8AgAAAHDBio2NVUlJiUpKSvSxj31MAwMDOnTokD1KqampSe+//75GR0fDznO73UpNTVVOTo69+1t2drZcLtd5uhMAuHgRHgEAAAC4aCQkJKisrExlZWV22ejoqPr7+3X06FH7OHLkiLq7u7V7925t375d0vHRShkZGcrNzVVOTo5SU1PtkUrx8fEyxpyv2wKACxrhEQAAAICLmsPhUFJSkpKSklRQUBBWZ1mWent7dfjwYfvYv3//hJ3fkpKSNGfOHFVUVKiwsFAxMTHn8hYA4IJGeAQAAADgkmWMsddDmjNnjl1+7NgxHTlyxB6ldODAAb3zzjvavHmzXC6XnE6n3TYtLU2zZs3SrFmzlJeXp9hYvkYBuLzwfz0AAAAAlx2PxyOPx6O8vDxJ0jXXXKNAIKDGxkb5/X6FQiFJx0cutbW16a233tL69evlcDiUkpKitLQ0paWlKTMzU3l5ecrOzma0EoBLFuERAAAAAEhyuVyqrKxUZWXlhLrBwUH5/X4dOnRI3d3d6u7u1sGDBxUIBCRJMTExys3NVVZWltLS0uwd5DIyMuRwOM71rQDAjCI8AgAAAIBTiI+PV0VFhSoqKuwyy7J05MgRHTp0SIcOHVJLS4t27dqlgYEBu43T6ZTP55PP51NBQYGKi4uVkJBwPm4BAM4Y4REAAAAAnAFjjFJTU5Wamqrq6mq7fGhoSF1dXers7FRLS4sOHTqkzZs3a9OmTZKk3NxcFRcXKz4+3j7H4/FoaGjonN8DAEwH4REAAAAAzCC32628vDzl5eVp/vz5kqRgMKiWlhbt379f+/bt0+bNm+11lcbbu3evZs+erYKCAuXl5SkpKUnGmHN9CwAQhvAIAAAAAKIsNjZWhYWFKiws1Ec/+lGNjo5qdHTUru/u7tZ//ud/anR0VG+//bY9Ssnj8SgnJ0dJSUnyeDzyer1KTU1Vfn6+PB7P+bodAJcZwiMAAAAAOMccDkfYQtpZWVkqKChQTU2NRkZG1NbWZk95a29vV3t7u/r7+2VZln1Oenq6CgsLlZ2drbS0NHsKXWwsX/MAzCz+rwIAAAAAFxCn06n8/Hzl5+eHlY+OjmpwcFCdnZ1qamrSwYMHtWvXLm3fvj2sXVJSkh0mjX9MS0uT2+0+l7cC4BJBeAQAAAAAFwGHwyGPxyOPx6OioiJJx3d8O3bsmHp6etTd3R322NDQoGPHjoVdIz09XUVFRfYUupSUlLARUAAwGcIjAAAAALhIGWPk9Xrl9XpVUFAwoX54eFg9PT3q6emxRyx98MEHeueddyQdX4spPT1dGRkZys7OVnl5ubKzs1mkG0AYwiMAAAAAuETFxcUpJydHOTk5dtno6Kja29t16NAhdXZ2qrOzUy0tLXr//ff1xhtvKCUlRXPmzFFWVpYdIhljVFxcrJSUlPN1KwDOI8IjAAAAALiMOByOCYGSJPX19amhoUG7du3Sli1bFAqFJpxbUFCguXPnas6cOUpMTGSEEnCZIDwCAAAAACgxMVGLFi3SokWLFAgENDAwYNcFAgHt3r1bO3bs0Nq1a7V27Vq5XC6lp6dPerAwN3BpiWp4ZIy5UdJPJcVI+qVlWT84qf5vJP39iZf9ku63LOvdaPYJAAAAADA1l8sll8sVVpaVlaXrrrtObW1t2r9/v7q7u9XV1aXm5mbV19eHtfV4PEpPT1daWtqEx5OvC+DCF7XwyBgTI+lfJH1MUrOkLcaYNZZlfTCu2X5JH7Usq8cYc5OkpyQtjVafAAAAAABnJzs7W9nZ2WFlIyMj6unpUVdXlx0qdXV1qbGxUXV1dWFtvV6vHSSlpaUpOTlZiYmJSkxMVFJSEuEScAGK5sijJZIaLcvaJ0nGmBcl/aUkOzyyLOu/x7X/s6T8KPYHAAAAABAFTqdTWVlZysrKmlA3PDxsB0rd3d3284aGBh07diysrcPhUGFhocrKylRWVqbMzEzWVQIuAMayrOhc2JjbJd1oWdYXT7z+nKSllmV9JUL7/1vSnLH2J9V9SdKXJCk7O3vRiy++GJU+n67+/n55vd7z3Q3ggsLnApiIzwUwEZ8LYKLL8XMRDAY1PDysQCCg4eFhHTt2TN3d3Xao5HA4wtrHx8crNTXVHrEUExNzPrqNc+hy/FycL8uXL99mWdbiyeqiOfJosnh40qTKGLNc0hckXTtZvWVZT+n4lDYtXrzYqqmpmaEunp3a2lpdKH0BLhR8LoCJ+FwAE/G5ACbic/Gho0ePas+ePeru7rbLLMtSa2urDh48qObmZsXExCg9PV2ZmZnKzMxURkaGMjMzlZ6erthY9oa6VPC5uDBE8xPVLKlg3Ot8SS0nNzLGzJP0S0k3WZbVFcX+AAAAAAAuAsnJyVq8eNIBEAoEAjp48KD279+vjo4OtbS06P3337frjTFKS0uzQ6WsrCw7XCJUAs5MND85WySVGWNKJB2SdKekvx7fwBhTKOkVSZ+zLKshin0BAAAAAFwCXC6XZs+erdmzZ9tlIyMj6uzsVGdnpzo6Ouxj9+7dGluqZSxUysrKUnZ2toqLi5Wfn0+gBExD1D4llmUFjTFfkfSfkmIk/R/Lst43xtx3ov4Xkv5BUrqkJ08sghaMNL8OAAAAAIDJOJ1O5ebmKjc3N6w8GAyqq6tL7e3t6ujoUHt7u9rb27Vr1y7V1tbK6XSqsLBQeXl58nq98ng88nq9ysrKUnx8/Hm6G+DCE9WI1bKstZLWnlT2i3HPvyhpwgLZAAAAAACcrdjYWGVnZys7OzusfGhoSH6/X/v27dO+ffu0d+/eCedmZWWpsLBQ+fn5crlcdrnT6VR+fj7hEi4rjM8DAAAAAFxW3G635syZozlz5kiSRkdHNTAwoP7+fvX19amlpUUHDx7Ujh07tHXr1gnnG2OUk5NjT33LzMxUWloaU+BwyeJvNgAAAADgsuZwOOT1euX1epWTk6OysjJJx0Ol7u5uhUIhu+3AwID8fr/8fr82b96sTZs22dcYv1D3ZIFSXFycUlJSzu3NATOA8AgAAAAAgEk4HA5lZGRMKC8pKZF0fKHu8Qt0j62rtGvXLnuh7pOlpqZq1qxZKi0tVVFRkTweT1TvAZgJhEcAAAAAAJwBp9Mpn88nn88XVj4yMqLu7m51d3eHhUh9fX3at2+f3nvvPW3btk2SlJiYqNzcXOXk5NiPKSkpOrGpFHBBIDwCAAAAAGAGOZ3OSRfqlqSlS5cqFAqpublZhw4d0uHDh9Xa2qo9e/bYQZPb7VZmZqbi4uIUGxsrp9Mpj8ejvLw8+Xw+paWlES7hnCI8AgAAAADgHIqJiVFRUZGKiorsskAgoPb2djtM6uzs1MDAgILBoEZGRtTX16c///nPkqT4+HgVFBSouLhYRUVFysnJUUxMzPm6HVwGCI8AAAAAADjPXC6X8vPzlZ+fP2l9KBRSR8f/z96dNclx3vl+/+a+1tp7A42VlEhR0mhEnojxmZgztMdx7Dh3Dr+EeQmOOOF34PCVfe1LX9oRvjm+ODFjn8NZNBpLlDSaISmKIkgC3QB6764t98UXT9aGboIACRIg+P9EJDIrMysra0F11a/+z/Mccf/+ffb29rh37x4fffTR7LqO48z2NU2T7e1trl+/zrVr11hbW1uqVNI0TSqXxFOR8EgIIYQQQgghhHjBGYbB5uYmm5ubvPnmmwAMh0Pu3r3L7u4ueZ7P9k3TlN3dXd5///1Lj9XtdnnjjTd444032NrakiBJfCEJj4QQQgghhBBCiG+hdrvNj370I370ox9d2FbXNefn59y9e5fz8/OlbXt7e/z85z/nZz/7Gf1+n5s3b7K1tcXW1hbr6+tYlvVN3QXxLSHhkRBCCCGEEEII8ZLRNI1er0ev17t0exRF/O53v+ODDz7gvffem43+BqrDb9u2sSwL3/e5evUq165d4/r167RarW/qLogXiIRHQgghhBBCCCHEd4zv+7z55pu8+eabsyqlhw8fcnh4SJqm5HlOlmWMRiN+85vf8Itf/AJQI8EtNnPr9/vcuHGDGzducO3ataW+l8TLQ8IjIYQQQgghhBDiO2yxSukHP/jBhe1lWbK/v3+hCVxVVRwcHMyawOm6zvb2Njdu3ODmzZvs7OxcaAIn/St9O0l4JIQQQgghhBBCiM9lGAZXrlzhypUrl27Psozd3V0+++wzPv30U/7hH/6Bv//7v7+wn+u63Lp1i1u3bnH79u3PbVInXjwSHgkhhBBCCCGEEOJLs22b27dvc/v2bWA+2tuDBw+oqmq23/n5OZ988gkffPABoEKpR5vAbW9vz6Z+v09d19/snRGXkvBICCGEEEIIIYQQz4zjOLzyyiu88sorF7bVdc3x8TF37txhNBrN1ldVxfHxMR999BH/9E//NFuv6zrvv/8+nU6H9fV11tfX2djYoNPpYJomuq5jGAa6rn8j9+27SsIjIYQQQgghhBBCfCM0TWNtbY21tbVLt9d1zWAw4OHDhwwGA9577z3a7Tanp6f88pe/pCiKS6/X7/f5/ve/z/e//312dnYwDOPrvBvfORIeCSGEEEIIIYQQ4oWgaRrdbpdutwtAkiS8/fbbgKpOOj095fDwkOFwSFVVlGVJURTcv3+fX/ziF/z85z/HdV2CIJgdU9d1bty4weuvv87169clWPoSJDwSQgghhBBCCCHEC0/XdVZXV1ldXb10e5Ik3Llzhzt37pBl2dL63/zmN/zyl7/Edd0LAZLv+9y+fZubN2/iuu7Xfj++jSQ8ek6Gw3+hqlI0TQfNQENH0ww0zQBNR8NA075g3cJ11CRtPIUQQogvUtc1ZaE679Q0DcOUv59CCCHEy8B1Xd544w3eeOONC9uyLOOTTz7hww8/5P79+0sdcQ+HQ9599100TWNnZ4eVlZWljrxXV1d55ZVXWFtbW1r/XSLh0XPywe/+PZPJR8/8uCpUMtB1G9texbHXsJ21+bK9ij2dO2vY1gq6bj3z86jrmrIck2Wn5PkpWX5Knp2SZSfk+Sm6buP7N/H9W/j+LSyr88zP4UnPs65zqiptpuwJ5hmud4V264eYZuu5nLcQQjxLRV5CDYapo+mf/4GozCvODyMmgxTTNrAcA8PQm/dS9Z5K8znM9gwc38KwdMq8oiyq2byqaizbwHIN6grytKTIS3RdQzc0dENv5o8sN+dW5hVFVhGPM+JRzvHemId3zjk/iACaYxZkSUld1aCBpv6hrur5+obXsuiseZi2QV0196WqZ/fL9ky66z5+2wLmj4/lGLTXPLxw/ne0rqf/zB4K/LZNe9Wbnb8QQgghvnm2bfPaa6/x2muvXdhWliW7u7vcuXOHjz/+mI8//ni2raoqfv3rX/NXf/VXtNttbt26RbvdxnGc2XTr1q2lZnIvIwmPnpPXX/ufKMox1CV1XVHXJTVq+dF1TJfrqtlHTcv7VUvryiohy47JsmPG4w/JsiOKYnTpuVhWbxYqzQOmJmRy5ut03Z6FP1l2Mg+EZvOT+Tw/paqyS29P1z3qOqeui4Vz6C+ESTcJ/Jt4/k187xq67nypx7iqUpLkIUlynzjZI0nuk8TzZXWO6Zc69pTn3aDd+iGt9g9ptX4ogZIQ4oVQlhWj44Szg4jBYUSeliq8KWrSKCce5cSjrJly8rScXVfTNQxTVeMYpo7eLNc1jE6SpdDlRRL2HFauhLPwy3YNLNdUgU1dqyCnVvfPdg1Mx0DToCprxqcJg+OYMq/QdA1NA83U0XVVmZRMcj78x4fkSfnYc3gcw9Tpbnh0N3wse14mr+kajm/ihhZuoCYnmC6bWI6BaRtSHSWEEEJ8jQzD4MaNG9y4cYO/+Iu/uLD9/Px8Fix99NFHRFG0tP0v//IvJTwSX49O5yff+G2WZdoESkdk2RFpdjQLmLLsiCw94nzwa7LsiKpKnvi4huFjWSvYdh/bWScMX8O2V7DsPrbVx7L66nKzj2F4VFVOkuwxiT4hij4hij4lij7l5OQ/8/Dh/7lwdB3Pu7pUpeR7N/CDW1hmlyR5QNKEQXFyf7acxPdJs0Pmv/uqqizH2cR1r9Lr/Qm2vYKuu+i6ja47zXTJsmajG85sWdMM4vgzhqP3GI3eYzD4NQeH//fsdr7OQKmua4piQJLukyYPSdN9tZzukyb7VHVOGL5GK/wBrdbrBMErXzp8+/LnWFAUI8oqpSoTqiqhrJJmOaWsEkwjIAi+h233v9FzE+JlU9c1o5OEkwcTTh+MObmv5mf7EVW5HPJoTVWP45t4LRsvtGivdvBbNm7LmgUpsyqhUjXtqprLNfDqW+v0twPCnkuZVeSZCqU0TUNrghZNZTVkcUEaFZRFpYIoS1ehlKWjaRpFVpIlqtrIcgwMS1UwVeXiVC0tl6WqbDJtHdMycEMLL7Tobvq0V7yv/bGuHgnOsqhgcByTToqmumn6YDeVTo3xecLZw4iz/Qkn9yeUeTXbVpUVaVRQLKy7jK5r6n43YZLlGPhtW00tG8s10A0NTdcwrek2C69lYzkmpq2rx1lCKCGEEOKpdbtd3nzzTd58801AVSPleU6apmRZRqfzfFrSfJMkPHpOPvrFPvEoVyXx1cKH0rqmqppy+WnJfAVV3VyuFkrpq5pqsbR+4XqarqlfLptfMx3fUr9q+gFu2CXwf8BK30Q3Ln6IVE3OJk3ANA+WqjpXYZDdx7ZWmkCoj2Fc3qFYmVckUU46KZic5yRRQRqdk06OsT2D9etrrGxeZ211OdktihFR9GkTLH06C5fOzv6/x4ZammbiOtu47jb9lT/Dda/iudu47lVc9yqOs4GumxRZydG9EUlU4IUWXmDhheqD95O2X/X966ys/PnscpadMBq999hAKQy/j6G7qv8qzWz6r1qYM7+MZqBpJlWVqmAo3SdpwqKLj4GO46zjOJuAxoMH/wdVFTePiUUQvEIrfJ2w9QM1D3+AZbUfe/+qKqcsJxTFhLIcUxQj8vycPD9bmNTlbLZ8SlEMqeuCv/nbJ3oYse11wvD7agpeIwy/TxDcXgq86rokTQ+I43vE8R5xsksS7xInu1RVhmOvNxVy69jOOo69juOsz5pnfh3NMoV4Hoq85PCzEUe7I04fTDi5P+b04WSpGqbVd+lfCbj+wxW6GwG9TZ/uuo/tm8+kyVRd12T5CVn6YCFsdzEMt/l/q6FC+7rq6fC8AAAgAElEQVTpR2C6XDEN8+fL8/WqKkiFJ2pZNRfTNAPTbGEYwaxfP3XcaUVuDU1FblGMZlW6antFTYVptDDN+S+Bqip1nzQ7pCiGlMWEmgrqmqIckecD6ipr+hrU1H3SdBUFzdbpoDXxkKFDW0Nr1gHomrXwQ4SDswq92xl1papuDSPAsrqYVgfTCNE0nTKvSeOSNCpJo4KsWS7zmjxVTf7yzKRIHYq0Ik9L4lHG+X7EZJhSFU9WEbYYQvltm86qR2vVww3mHwlNy8ANTNzQVhVQTUj3NH8nhRBCiJeZruuzJmvfFRIePSe/+o93OX0weew+s9J5Xf2SqE+Xp7/wLizrs2V1naqqSaOCdJJPu164lO0aj4RL5iMl81dxgpu4gYVuaKRnBeMoJ40KkklGGu2RTnKSiVqXzrblFNnjf0UF9evx2k6L9ett1m+oeWctpN3+Me32j5f2reuKNN2fVSnlxQDXvYLnXsV1t3GcjabPp4XrVDXnhxF3Pxxy8OkdDj4bcrI3vvDrMYBuanihjddSH5LdUP0y77Wa5ZY1264b2iz0U/18OFC/Scv8KWEHNts1eXFKlHxAkv6OOP0dw/OP0IwS9aWmaJoczueProemWsrewHE3abV+wNrqX+A4mzjuJq6zieNsYdtr6Pr8v3Jdl8TxPUajDxiNf8d49D4np3/Hw/3/a7aP614lCF6hrkvKckJZTCjKySwwquvLmxxOaZqFZfWwrC6W1SMIXmmWu9y7t8/t26+pL5S6h244GLqrqrwMF0N3yPMB48mHjMe/Zzz+Pbu7//vsNjXNwPdvYdtrqooseUBd54vPFK67hetexbZCkvQhg+FvyfNTFivNFs/10aoyY/qlznBVELoQOjnOhmrC6WxgmiFZfkaWHi1U7U2r9U4wDA/H2ViYNpvrdeQLlnisPCs5fTBhfJowPksZn6eqggeW+udBg6qoObo35PDeaBYQuIHFypWA1/5ki5UrAf3tkJXtANv78n/WVajyoAlqd9U8uU9VxdRVQVFGRNEnFMXgmTwGT0dD0/SlEOppGIaPrruUZTwL17/o9r7M7XwtNMBtJtR7mmd1aVtd9R7bvJ+BRlWX1FUBtY5On7rqUuctqsKgKnXKQqMqHKrco0hd0jGMBin79zOK1CGPelS5z2K/Tkunoql+nizHIOg69LcCelsB7kKfT15oEfZcgq6D45kYllQ6CSGEEC8DCY+ek//uf/gpwCPhkAY66E0I9CyojkELkokKdKZBz9LlKCcZq+BneBSraqGoeKLPzaal4wSW6q8hsGivevPLvuqvwfEtnGY+vRyPMg7vjjj8bMjh3RHv/919fvufVNhkeybr11vN1Gb9Rpuw56BpOq7bVBb1//TS84nHGQefDtX02ZDDz4bqvgCWa7B+vc1P/u01Nm60CToO8TgjGTf9f4wz4nFOMlLzwfGQZJSRfYU+LtSn/T9uJtANjdWrIZu3Omq63Wnu28Xnu66nIwF9/gfv8VnKgw/POLw75OjuiGSS078Ssno1ZG3nX7Nz9b/Bab5MpukR4/HvmkDpAybRHXTNwjADLK+PaYQYZoBpBBhGsLRsmq0mHOpjWV0MI4AakklONMzUNMiIopyzP3zMgFfVa1tD/TqvqeYs0+8jtrtJ2PsxK1sufscGCqL4Mybj3zMef8h48hFZdkyr9Qbra/8tnreD615FK7dIhl2GxzmDvZgC6G8HrNwOaa2ZlNUZWXqommSmh2TZsWo+d+mUUZYx48lHpKd/R1mOn/hZ1XUX216hLOMmtLq43TTDeVVFUykxXdY0XYVZmo2m202wpSYVdtnzwEtr1utm069ZPevnrOmZtznGNBSzlyoeZtOs6aVJVeUsdwSfUtclmt7ctmapZc1G1y11fM1Sy5qFphkLfa01gWeVzSrkkvSBalaZHeE6WwTh9wmD7xGG38f3bwEaZTmiKKbTmPkbjkZVVVSFjut1sZwOltlG171vRSBX5CWDo5jBQcz5YUQWF1iuwcluzQfWA07vT3h455zj3eUQ2zB1TFufdbY87Z+nRv0/WtkO+aP/aoet2x3Wb7Tx2/aXejzKMmr6gntAktwnij5hMvkDk8nHJOlDFt/4dd3Bda9gGAG6bmEYHhvr/w4/uI3rblNXedMkNZ01T23KhVQVDlqzPHszWKrOmS8/ul6bjShaU1IWY/JiCHW5MDqpvjAKqTZbr95vpsuqSqgohqTZEVWVYRgephHiuFs4ziaW2cZoKn8ATDPENDuzisXLq6e+uKqqqovmcUmbalENvfn/BQZlOSEvBhT5edMf4SPHpG5eB82PMM22sopVpWd2Sl4M1ONeJqoPRVT4rukmdZWSZO+R5ceUZdMngwZYzdS08HPWwAEWGxAbRoBhtKirqumH0USrW9RVi7q0qUuoKihSk9F5wOHvAurSnr/G0pA86lHEPcosgNrDC13WrrXYuNGiteJNn2rG+zVn+xOCrqOa3KGhm9q34v+6EEII8V2j1Y8rS3kBvfXWW/W77777vE8DgHfeeYe33377eZ/G16KqarK4aIIm1fSsKquloMjxTUzL+OKDPcntlRWnDydLgdJihZDXslSQdL3F+o0269fbOJ7J0e5oFhQdfDpgeKyadGka9K+EbNxss3GjzcbNNr3N4Es12yjziniswqVklBNPMuqy+YI06+Oj+dKz0OfHNCyZVoPlacnhZ0P2P1Gh1rR/i6Bjs3mrw0YTKK1dCy99XGeB293hbB4NmmodXaPf/Pp7cn9MMp5X6rRXXVZ3WqxeDWfzywKrsqxIJwXJeBoo5rPnPxnnxNOQaKSConicP5OOc3Vdw+/atHouYc8h7LmEfQfTNhgexeqL+FHM4DBaCvKmwdT0HHRTo7cRNFUYAStXQnqbAaatL/fHsljRh6oAyZOSOBoRjw+I433S9EB1Ml+OMLQeht7HNFYwjT6WuYquB5iW6j/E8mo08xSMEyqOybJD0nSfopw0X4Cnr4/5F+S6LqmqjLoZva+qs9lIfrP1df7I5UJ9MdSaL+Xo1JW6/1WVU9cpVZ0BGWhfJfD86nR66Kyjaz0qDijqe0A52wpfXJX4qLo2oAyoCp8q8ylznzJ3MAwwrBLdKjDMEs1gYcQuDcsKWF3/L1hb+3NarTcuVCd+GVWp3hOiQcb4TPU3dLI35nhvzPlhtBS8T/v/mTIsnY0b7VkI1FpRr3s3sJ74C/Ni/3VFMZyvr2Imk48Zjz8kij5FQ1cVN4ZLnp+SJA8vhJ267uD7twmCV/D9m3juDp63g+ddw7ZXHxtei2+HskyaQSoq6jqnLKNZcFtNB65omuypUPEBZTmZBXBVlVLkA/LinLJMmAZcZREth1OPUVc2TR5GVdoUcYci6VAXNnVtUFcG1AZ1pUPtY5nreP4mrfY2jruCRoBGiK65tFZ8+lsBrb77zH5oE+JF8jJ/vxDiy5L/F98cTdN+Vdf1W5duk/Doy5MX8deryEtO9iZNWKICk9OHk9kXM02fBwdhz2HjRpv1m202b7ZZu9bGcp5NsPV1KMuKk70x+58M2f9kwP4nA0YnKvjSTY21nRabNzt4bYujeyMOPxsxOm36OtKgt+GzNq3Mut5mdSecjd5T1zXRIONod8Tx3pjj3THHeyMGh/OmGk5g0t8MKPJqFhA9bhQh3dBmHbN6Cx20+h0br2XPtrmhxc9+9jP+9F//6XzYbqZdmcyHv86SQjXVOUvnzXbOEkZnKZMz1XwHVAjQWnXprPl01j06ax7ddZ/OmkdrxYUazg5UB7Qn98ezfmDGZ19tFL2vwnYNbN/E8VTAansmjm/ieGaz3qSumAdzk3lQl0aFCjyaZiHTTnEtx6CuaybnqZoG2VKHuxfOwQPTqUjiCF3P0fQczcgxnRK/o6NhUVcWVGpeVxZ5VpOMYmpyNL1E04tmvnhZrUMvodapax0qNa8rkyLpUkQ9dewFmp5jtw5wOnvY7X3qyqDKPcrMR9MCLCPE9m3Vx0pg4gQ2pl2RpUOy9Jy8GFIUQzQ9wrAjdCtCNyegx+pYpUFVGJS5QVloLP5dM50Rbm9XXahaePab+MEmrh9iuwGG7lCWCUl8ymR0ShqfUZcBWnkFim3qfJts4hKPSuJRQTQsSEalCu5qffY4tFY8Vrba9K926G8EdDd8Ous+tmtQ5BV/85/+ln/15p8Q9hx0oyZJHpJlR00gqKq5ynLSjF55Rp6fqP7EstOmb7H56JZfVCXnujsEwSuq6qacUFUJltXFda/M+oVz3Ss4zhauu/lMAjXx3VWW0Wx01bquyPKTZkCHAxVSleNZwFQWFWk8Ii+OyPMjxuMzbMuiqgqgpKagrsegX960sK41qtylyj2qwkMnpC57UPag6mGaHbwgxG+FBJ0Q0/TRNFWN6bhtVjZ3sJ3H9/knxPMm3y+EuEj+X3xzHhceSbM18cIyLUNVDt2cf9DLkoLj3TGHd4ck45z162p70P12dVRmGPos+Pnxf3kVgMkg5WAaJn064L2/u0+ZV7RXXTZutvnh21fYuN5m7Vrrsf2aaJpG0HUIug43frQ6W58lBSf3Jxw3odL5QYTftult+bPhoRcnJzBnHaVazpN3kmo6Gl7L/sL9Vq9ePgJdXdfEo5wiK5sv2o+vfFi92rpwrDTKOXkw4fxAjTi11Kl80zm9Wqf677BdE9tr5gvLhqU3lT2XjfxUk6dqNKk0Lkgnap5FBWmcNx3eFqoyZa/ZFhezc9R1DSecD8fdWVNNPuuyVtVQaUmRloyjJtjTIOw6bNzsEDbPb9B18Du2CqlcFUxZjjH7Nb7MK0bNEOTDo5jhccz4PJ32S7z8vFk6Qc8h7DqzCjC/o5pGZXFBlhRkSUmeFJRF3YRaOpZjzkbKmlX2LbxUqumIXUUzL2ss15hVLz7rkZ/quqbIqlmT1NFJwv5n9zg9+xmF/iuylfcZTd5FN1J0c16hV2Y+ZeZT5T6GPcb0/180q1bNe9rgbanFLxofcIJOlnY4edjDOu5hGL56SOxT7ux1SO/sE8e7j/TjdTldt9VolZYavdLzrmE3o1dOO4Q3rfZsVC9NM/H9W5hm+CUfPSGenmH4s9c5gG33CYNXn+i677zzDn9+yZeBohiRpgdMxg9IYhWYTgdviMfnRJNz0mRIWQ7A2UUz/xnNVAFVCqQ5nB1fcoN3oC4dqPpoOIAOtYGuBdjWJp6/TdDaxHZtTFtH13VsZ72pyLv2uQOECCGEEN8FEh6JbxXbNdl+tcv2q93nfSrPXNBxuPXHa9z64zVA/UJbZCWO/2xGC7Ndk63bHbZuv9jDSGqaqnL6KhzfYvuVLtuvvFivk2lzUF3XvpFRiwxLp7vh093wv3jnx/iqz8c3SdOmlVse7RWP9ettbv90HXiLsqw4fTBpgrSEwcGE8ekQL/BZ3W7TvxnQ3wrw2jZoGWm6Sxx/pjqRp4R6OsJXudDnUwnNCF91XVLV2XwkwuyEIh80bSxjqtImCL7H2tq/xfeuYzvrUFdUdU5d5WoELruvRrW0+hiGL32/iO8k02xhmi2C4JUnvk5ZJhTFkDyLGJ0OGZ+PKMqYuk6p64w0OWd0/pA4PiDPj4Ec9BJNK0EfknqfEVcDzqLHVOTXPhoOWu2i6208b5NW5wqOt970EehjWh089yqedw3LerH/3gohhBBPQ8IjIV5Qhqk/86oM8XzpuoYbPJswUDw9w1CjO67tXF71tszDsr5HGH7vmdz2O++8w1tvvf1MjiWEuMgwXAzDxXEgbAHXn/y6dVUTDTMGRyMGpwcLo8emTMYPieNdimoPzRyjGymamWLYEWPvY87P38VwLh89V8MDjKYfRAPTaPrPM1fw/Q38cAPHWZtVEqp5X5qSCiGEeCFJeCSEEEIIIb6zNH3e3Hub1Uv3UU2f51VJk0Gm+iS8O2SwNyIvIspyQlEMyIs9amMf0ztj2lGjppcYzhDTPcd072G4Awzrsv75dAyti6GvYugrmPoafrhJp7+N465jWyuzkQkBTKOF625Lc1UhhBBfOwmPhBBCCCGEeAxN09CMeWjT6ru0+i63frJ26f5VWRGPmv7vEjVNB/wo8orxWcLw5JzxcJ94ckCSHlHVp5juENMdYHrnmO59DO8DhvGQg5PHD3Cjay0scwPH3sbzt/H9bTx/S1UzOWs49iqW1ZOqJiGEEF+ahEdCCCGEEEI8Q7qhz6qZPt8O8KPZpSIrGZ0m5Ol89NOqqjnfH3H0YI+zo/tEo2OKrCDPK7S6RrcjLP8Uyz/F9E+x/E+x/F99TlM6HV3rYWh9LGsV113HD9bx/PUmYFrDNNtMRz3QdQfPu4auy9cFIYQQEh4JIYQQQgjx3Jm2QW8zuLB+82aH17i6tK6uavK0JEvUaJ55Ui6M+FkQT4YMTu5zfnyfaHLYNJkbzCqbDPcBpvN7THeAZpQXbnPOxvdepdN5HcfdaPpmWsW2mrm9gmm2pXN/IYT4DpDwSAghhBBCiG8RTdewPRPbMwl7l+1xBXgdgCIvGZ/O+1eqqppknDE+TxmfpYwOjxgOHhKN98nz0cIxYuzOHpPuLsPOX2E4IzTtsuZzFobWx7bWcdwNPH+TILyK713H867jeTsYxlcb9VMIIcTzJ+GREEIIIYQQLynTMuhuPBreLFY4XT40XVlUnD6YcLQ74uT+mPhhQpqckucn5OUJZXUKxgDTGWJ6A9UZuPc+pvczDDtePlgdYOqrOM46jruGZa5hWas49jrd/k08fwfbXpMKJiGEeIFJeCSEEEIIIYRYYpg6a9darF1rfe4+ZVGRTHLiUU40TImGGdEgY3JyQpTcJcv2KKr7lNUxhjvA9E4x3U8x3QG6mauD3G0OVjno2hqmsYptreF66/jBJkFrE8ddR9fs2e267iauuyNhkxBCfIMkPBJCCCGEEEI8NcPUCToOQccBwoUt14Gfzi6VRcXgKOb8ICKNCuq6pmZCXhwyOP2U8egeaXYfzTxpRpv7rQqYztNHb3KmLnpY2huEwU9wnNXZek0z6PRusbb1Bo77+cGXEEKIpyPhkRBCCCGEEOJrY5g6/a2A/tajHYK/Cvzp7FKelqp6aZgRDVPG5+dE432S5JCqKpq9arJ8l0J7j7z1ewrj7yFZPur+OXz4iUYRrUO+g2Vs4jhbBOFVgtYmfrhG0Foj7K5i2TZCCCG+mIRHQgghhBBCiOfOcgw6ax6dNa9Zsw5873P3z7OSkwd7pMm8o++qyhicfcx4/CGp9jGlc4/KfJ/UikkzOD0BTtS+da1Rpm2qdIW6WMXU1/HDbTr9Hfrr1/G8LSx7HV2zsD0Tyza+tvsuhBAvOgmPhBBCCCGEEN86lm2weeOyDr9/emFNEp9zevAZ4+EBSXRCkhyTZSfkHFLah9TOAzD/mdRMOBzBYZNH1bVGkbQpoj5V1ker1zB11TeTZa3iumv4wQ6dlRXCvkOr72K78hVLCPHykXc2IYQQQgghxEvN9bps3/jJY/ep65p4cs7B7iecHd+jKA+p6kNK/5DCOaCoDqm199EM1U6uBCbApIT7n6yS/voq6WCHqggxbR3T0jEtB997ndX1H7O20yfsO0sdffsdG8PQv8Z7LoQQz4aER0IIIYQQQojvPE3T8MMeN19/k5u8eek+dV1TlmOy7Jg0OyZJDhme3WE4+ICo/XuK8reg1Reud1hY3Pv1DbLRBqA1x9IoolWM+iae+ypB+yqHRxW/Tu/iBhZ+x6bVdwl7DrZnyuhyQojnSsIjIYQQQgghhHgCmqZhmi1Ms4Xv3wRga3O+vSwTqipZuBwxGPwTx4fvcua+S7724cLRCirO5/tWBp12i4ejNsVxm3yySj5eI5usUmUbGGxg221szyLoOKxcDVnbabG6E+K15h1/a4CmS9AkhHi2JDwSQgghhBBCiGfAMFwMw51dtqwurrvNxsa/u3T/ohgxnnzEZPwRcbzL3Xvvsb5tkqaHJOmvqKrR0v515VJlK+RRj7v3O9z5uE8e9SiiHnnco4h7VIVH0HZorXi0VlzCroPbsvBCG29h7oYWlmNIRZMQ4olIeCSEEEIIIYQQz4Fptuh23qTbUc3k9vbe4ac/fXu2Pc8HxPE94mSXNHlIkj4kSR6Spg+J44/I82PgkWZytQv5Jnm0QTRY43Q3oCqnGzWy8SrZcIs8WsW0LbrrHt0Nn96GT9h3l8IkL7TobQW0V1ypZhLiO07CIyGEEEIIIYR4AVlWB8v6Ee32jy7dXlUZaXrQTPsk6T5p8pA4vkcUf4bd+zWtOr/84LWNVl4ln2wTnWxw8Ns18skKdT0PiarcJ49WME2T7qav+mDqOgQ9h6Dj4IaqgskLLdzQxnalkkmIl5WER0IIIYQQQgjxLaTrNp63g+ftXLq9qgrKMppdruucOL7LZPKxmqKPmUzuYHb+nvatz7sVE63coIg2SM6vcP/+Fca/3iYbrwELI8XVOrquzQKl1opLZ9WjvepdGGXOdg21vuegy2hzQnwrSHgkhBBCCCGEEC8hXTfR9fbSOtteodP56dK6soyYRJ+QJvsLa2vy/Iwovksc3SWKP8Vs/0eCnZz1S25Lq1fRyh2q5Br5eJvotMWd913SUUiRtKC++NVT1zXCvoPfdpr+mFQF0+Ky37Fpr7g4vvUMHhEhxJcl4ZEQQgghhBBCfIcZhk+79UNo/fCx+1VVxmRyh/H4dyTJ/dn6uq5Ikj3Gkz8wmfwVVhjT2YTODxZuQ+9gmiuYxgoGq1TZOtm4T3zWIx70GZ60Ofi0JhnnVFV94bZtz6S14mK7xmydpmm0Vlx6mz7dDZ/OmocX2rihhWFKRZMQz5KER0IIIYQQQgghvpCu27Rar9Nqvf65+6gg6SFZdkiWHZNmR2TZCVl2RJYdk2VHpMlvScp98CoMD8JtCNFxnA1c9yq2tY2pbaJVG+RxSDzKiUcZ8SgjT1pUyTZUAVVZs/fhGb//x/0L52G7huqPqaXCJC+wli+3bMKeQ6vv4vim9NUkxBeQ8EgIIYQQQgghxDOhaTqedwXPu/LY/aoqJ00PSJI94mSPJL7fLN9nNH6XJHkIVGpnA+iC3QW7ub5tr+H7t3DdbSxjnTLtkUddyrRHNu6QjkOScUUyzpicp5zsjYnHOWVeXTgXyzUIOg6mrWM5BpZj4nds1Tl4M+nGPFwyDI2g6xD2XSzbuHA8IV5GEh4JIYQQQgghhPhG6bqF513F867Su2T7NFzK87OFtTVpekgU3WEyuUMUfcLZ2T+SZUfUdTHfzQPNN/CvrtFzNnCcDRxnE8fexDI3oVylTPukww7js4LRaUI8yijSkjwtiUcZJ/fHRIOU+mILuiVOYBL2XFo9FSaFPacZkU6NTOd3bHR9HjzphiadhItvJQmPhBBCCCGEEEK8UBbDpYv+66VLdV2RZSek6T5petBM8+Uo+pSzs59TFKNHjqPheOt4t7foOVs47hbuwty2blEkbaJhSb3QD1OZV4zPU8ZnCePTlNFZwug05eGdAWlU8FgaBB3VXK614i7P+y5+21bN6HRpRideLBIeCSGEEEIIIYT41tI0HcdZw3HWgB997n5FMSZJH5ImDy/Mx5Pfc3zyDlUVP3JsE9tewzRDdN3FMDwMI8DprNNb32SzqWxynS0c53tURUA0UE3lJucpk2EGC9VLeVYyPk0YnSQcfDrgzq8OL3QQrukabmjhBhaWrWOYOoalY7smwbSyqTutcFJzU5rPia+ZhEdCCCGEEEIIIV56phkSmq8SBq9eur2ua4piQJI8JE0fkjThUpYeUJQRVZVQljFpesBw+M/k+cmFY+i6i+texfev461cY/XKFXTNWthu47pX8LwdHGcLMIkGKaOThNFZQjycdw6eRAVlXlHkFWVecTaI2Pv9GVl8sbrJ8c2lEeZ0Q41E11lXo9D5bRtN09A00DSwfYv2ikt71cNyJHgSX0zCIyGEEEIIIYQQ33mapmFZXSyr+9gR5aaqKiNNj0izheZyyUPiZJc4usvp6T9cqGRavj0Dx9nEc3dwvR281au0d3bwvB1cdwfbXr10FLgsKZicp4zPUyZnah6dp5QLFUxVXjE8Sbj3/gnRIHvs/fDaNp1VFSS1Vz1afXepg3Dd1GivenTXfdzAesyRxMtMwiMhhBBCCCGEEOIp6br92JHlVCXTOXVdztaVZdyMLrenQqZ4lyTe5eTkHbLsaOn6mmaiaRaaZqBpBobh47pbOM4WrruNG2yxsrLFtruN62ximi00zb4QOE07AVfnpM4rmeSMjhMGxzHDZnp4Z8Affnnw2E7CncAk6DiqKZ2pOv/2WjatvuowfNp3U9h3cAPr0vBLfDtJeCSEEEIIIYQQQjxjqpLp4lhynrfDZUPMlWVCkuwRx7vEyS5pekBd5dRU1HVBUYxJk4eMRv/C8fFfU1UXK4o0zUDXPUwjwHW38bxruF5TxcQ8yLH8Lluvv8pt/ya6bi+cQ0U0yJY6CM+zkuFRzPlhzOAwIhpmVGVNWVSURcXJ/TF3/+WYIq+WzsW0dIKus1TFZNpGU8Xk0Vn3VCXTQsDktaxZx+ESPL1YJDwSQgghhBBCCCGeM8NwCYJXCIJXvnDfuq7J8xOS5EHT6fc+ZTmhLGPKKqEohiTxHueDd0kO/gNQXXocTTPxvBv4/nVVzeRewXE2l/pp0myLtdtXufbDHQzD/9zzSSa5Gn3uNGF0mjA+TZg8EkRlccHx7ohP/uloaf2Fx8LSCXsOjmcyjirG7/0WyzUI2g5+xyboqm0LeRhuYNFZ83BDqXj6Okh4JIQQQogXUlWV5ElKnsTkaUKWJORpQp4kFGlKTQ11TTKZMD49IZmMqMqKuiqbebNcVVTNcl1VVGUzr9Q+mq6j6Tq6rqPphpobaq4bhpp0Q60zdDRNp64raEr/oaauQdd1DMvCdj3cMMQNW7hhC03TKPKcMs8oskzdlmFgGCa6qY6tN8uGaWKYFobVTKaFubBsWJ6vZwwAACAASURBVPKBWAghhKpqsu1VbHuVNj9+7L5VlVEUw9nlGsjSIyaTPzCZfMR48geSZI/z819QFKPHHsu213CcDQwjaEae83HsdTz/Or53nWD1Gv0rmxjG2mOPU5YVo5NkqfPvuoZ4mDE8mYdPWVIwjiAaZqQHBdHwhCItH3NksFxV3WTZ8w7ENV3129TfCuhtBbRXXUxLRzfUaHa2a8iIdV9AwiMhhBDiJVNXFYOjQ0727nKyt0ueJlRFoUKUoqCqSqrysqlQ84X9Fo+ZJQlZHFFkqkxea4Zs0dBAay43PwFWVamOURSUzbE1TccwTRWcmCa6aTb719S1mqhrijynSBKK/PEdfD7K8YN56NMEQSqomYdCF9Y3QZAKlS6GTVVZUVUl9fQxagIoTdPVfaYZtkbTqKuSMsuf+ryflm6Ys3DJNKfLtro8XW/Zl64zbRvLcTEdBw1mz43luIS9PmFvBScMm0BLV6HWNEAzTUzbxrRUU4K6rufhmwRaQgjxwtJ1G9teXVrn2KuXdgpeFCOSdB/qeaVSWSUk8S5RfJc4vkeWHVGWMVl2TFlOOE7+84WOwQ0jwLZXsK2VWdCkGx6W1cF1VIWT627Taq1iGD6GEaLrlzdVe+edd3j77X81u5wlBdEgI10cda6GeJwxOIwZHMeMjmPKYuE+FDV7vzvl9/+4/7mPU9Cxaa95dFY9nEc6BndDa96fU8/BsPTl7YG1NNrdy0jCo+fkP/yv/zPnDx+oD6zNh6/5B+eKuqoXttWX7zdbnu4/X9Z0Ddv1sH1fzT0fx/exXA/H87E8Nbc9H9vzlubO7LJapxuXJ7BlUcx+RS2m82a6sL6Zl8123TQJuj38dge/08XvdPHaHUzr2fbenycJw5MjxicnjE6OGJ0cMzo9ZnRyTJGlzf1t7qvfLPsL65rHzfY8HD/A9vzZr751XVOVBWVRUBUlZZGr5VItVwvLZaHe2Fr9VVqraxjmy/9fryrLpdfF4mvCMC3C/gpe2ELTn+5NNosjhkeHDI+PKIucsLdC0OsTdHvficdVfHfUdU2eJiTjMdOeK1VJ+Jjx6TGjkxMGh/ucPXzA2cP7DI8PoSn/noZDM5qGYajKGcMw5wGLaV4eEhjTahhjVg6uGyatlVUcz8e07eZ8AOqm7Hwe/gDq2IaqqJkGRnVdqzCpKGbvn9S1CqCmYYymYVg2luNgux6W42C5HpbrqslxsV0X03Zm7x+O7zfvAS/GCDBlUZBGE+LRcPb8mbY9C3zqqlZBU/N3YjG4U39bc/W3I89VxVKzvLi+LHKKvNk3z9S+C/slk/H8+tOqp+nf4jz/6ndS02bPtabrOH6A4/vohjnb7oYhfrujQj1NPVeGZeIEIY4fcHT/Ph/aOrbnzbablqUqtlotvLCNYZrUC68x3TAlqBJCiK+RabYIzdaF9Z32H33udeq6JsuOiON7RPFnZOkRWX5Clh2TZ6cU5UQFTlVMnp99bnWTphnY9jqeexXXu4LrbKPrNlX9GZ9++i9omjXrx8nvXaOz3nvqvwlplHO2HzE6TaiKirJQfTclk5zhcczgKGb3d6dki9VNtep0/HH++3//Jpu3Ok91Lt828k3rOfHbbYosRdPUr3Wari0sN/NmefqhWu2zuDy/Lo9ct64qsjgmiyOyJCaLIibnZ2TxfdJIrSvS9InO1bQdFSKZ5iz8KfKMurq83exX4fhBEyZ18Nvd5eVudx42tbsYlsno5KT5EnXM6PhoFgyNTo4ZnxyTTMYXbsPvdAn7K1iOy+jkmJM4Iosi0iiiKotLzmrZNExb+mL2FDRNJ+yv0F5bp7O2Tnt9g87aBu21DTrr64T91ceGIHVdU6QpSTQmnUxIo4g0GpNG0fw5nf4arm5w6U11WinQ7Db7xXzpMvMKAk1T91XdzoQsjtU8mpDGsZpHEVkckTbTb/63/+WJHh/dMAn7fYJen1ZvhaCvfvVWz4/D6PiIwdFhExapeTL+/FJar91pfjnvE/RWCLpdNH0efl782/LI43JxdXNxcdt82TBNDMue/6pv27PLpmVj2E2Tk+aX+uk+oDVNZsp5INw0n6kWmtksr1vePlsuS1WlkaXN/021XJUlbhDOwtmgq+aW4wLqy60K9lKKLKUsvtzr+enVFFlGnqYUaaqaIGXpLGxVgUIJ1Ji2g+WqoMBy3KZKZZllO5iOg+W4KmRw3OfWrKfIMqLhOdH5OdFwwGRwRp4k1FXNwcd/4Jej09n7Zl1VFFk6e78anZ5QZM3/3xrKIicZj7/wPckwTbqb2/S3r3LzJz+dfXHXNI3OxharO9dYuXoNxw++1vsulhmmqf5etV/MD5FVWZI3fy+mzebyJGFyfsr49JQ0nqimfWXZVCaVKuzKc/LmcwB1NavmKvKMNJqQTiZUC6/xZDxieHhAEk1mt13my6/te3/7/zzVueuGiRMEuEGA7QXq/bUJ5izHVcFTEOIEAcbCj1+6YeKEIV4Q4iw0KXR8H12XZgpCCPFVaJqG46zjOOt0u2994f5FMVJ9NSUPyHMVLpVFRFGOSdN9kuQ+52e/UBVQTV9Nn3x66S2z+MHdsjp43jU87zqet4OhewvnqON6O/jeTdauX3/qoCfPSsanCaOThPF5SlUu99fUXvU+55ovD61+3Dh8L6C33nqrfvfdd5/3aQDT8rm3n/dpfGlVWapgqQlPpiFTlsSkcUQWxWRJNAuhyqLAtJ3ZF2E1tzBs+5F19vxLtL0wLawvi7z5gnVONBgQDc7VNLy4HI9Hs183v4jX7jTVPauE/VVaK4vTGmGvP/vF/FF1XVPm+SwEyWaByPwxSmO1TtO0ptmFhW6aGIaBbloXmmMYptn0aWFSVzWjk2kYcsDw6JDB0QHjkxPVd0ZD03TClRU6axu4YTgLbdImpEkn468luHtSmqaraqxZpVbQVGepCq39wyNu3Lp14Tm3bHv2WimyjPHpKeOzEyanJ4zPTmaXs3i55NV0HNqrTdC2tk57bYP26hrttQ0M02R8djr7wjM5a455fsb47JTo/HzpsRVgWjZlWTzX19DXTdP0JlBycIKQ/vYV+ld2WLmyQ2/ryoX3gDxVfeqo98OYMs9nzZTKsiSLJkTDAfFwSDweUhXLTbni8ZBoMCCLo6c+z6DXU+9P/VUs12X6AcgwzVmfOU4QLH25tX1/9p7mdzryxVd869R1TZFnvPPXf81P/+jHZHHM9PNokWUk4yHxaEQyHlEWxewHNYAsTUgn6geTLJrMKquKPCOLI5LJhHQ8fvL3fk3DNK2lH05UJfZiFbaqyrY8H9t1VUVcUw1ne15z2W0qvb1ZgPW0lbVCwLf/+4UQz5J6L695552/4e23/5yqSonjPeJklzi+R56fLe5Mlp8Sx/eI43skyQM+r5NwAMtawTRDTCPEMHxMq6MCMHsdx9nEtNoYuoeuuxiGi91sm1bKvqw0TftVXdeXJoBSefQdphsGbhDiBuE3ftuGaWJvenQ3t75w36osiUfDJlQaEA3OiIYDijyn1V+ZB0P9lc8Nhp6EpmmzoMvvdL/0cZ5WWeSMTk4YHh0waEKl4eEBg6NDzvcf4gQBYa/PypUdbF/92qqaBwQ4QYDj+ThBiO37WI6jDtpkbdOOXNWy+qeeb5w1OZntO8volpufaLoxC4wsx31sVcc777zDn32FDz1ZHDE+OyVPElqra3it9mNvb+NL3s5ScL6wXPNIULm0W720oSqapnl5Rpk1zUia6p9yYX0xbVLSVAVR1/M+V5qOejVday4bj3Teu7ysa/rydQ1DVTpNg91m0g2DZDwmGpwzGZwRnZ8zGZyTjEcYpjkPex1XBXyGcVlp1tfCbJokTSuGTMdRQexC0ymAIktVZ8lp0vTZs1wdVdcVRZ7PO1DOUvIkUVVNWUKepMSjIacP9vj0N796osrCy2iajttq4bc7uGELc/r/DPW+0V7fwO90CDo9vHZHVXk1lZO256HpOj/72c/4s3/zb1QVW1M5qhu6BD/PUpFCfA55BEUCeTyf5zGkQ5gcQTJs+nFo3uOWlpv3zLqCqlTzugLLh/Y2eF3Q9EcmVf2rSj4f3dZMug6GDboFhtnMbTAs0M1mbqn54vJL2jxL0zQs28EKQlauXnvmx5/2z7UYkk+r+ZLJmGQ8Im3m8Xg8r/prrpsnyezHoiyOGB7uq8tJQp7ET9bsT9NwPH/+90vX1X1uqimd5vOXG4azZScI8cIWtudjudOKShe31Wqa/r2crwchhPg806BGtbgxMAyfMPweYfi9L7xuVRVAuXA5J072iKJPiaJPSJL7lGVEWUwoyglJvMtg8Gvy/PQx52M3I9Jto+vO0rZXX/kfn2iUvG8zCY/EC083DIJuj6Dbe96n8rUwTIvuxibdjc3nfSovBNvz6XuXDwH6LC03U1tovvYUxzBMq6kWeTFZjktrZfWLd/wOKIti1j/QoyGSaTuzigHL9TAta9ZXj6brWK7zlUMeo7mNb52qgiqHMlfhTHIO8RmkC81HixSSgQpnqmIhjG3mZa4CnWyipjxSYU5VQl2q61SFCmk0HTQDdEPNp+FMXS8EQRPImoBoGvakY0gHT3afprcx7dx7ehvTjq/RVNgz20+HbKzO+5umm/MgSTefIHAyLwmpHgmknvg6trodOwCvD34PrGD+fqmb4LTUvi8Y1QfTxb8jz+pzRFnk5ElKlsTkSUKWRM08IYsmTSg1Io0ms/8GVVXNmupmcUQ6mcyaYidPUFGsGyZ+p6MqmhabT1vWUgXwtH9Gx/eb5n3TkKqlQqow/MIfgYQQ4mWg6yaLcYeuO7TC12iFrz32elWVkqZHFMWQqkooy5iyjEjTQ5JkjzjZI0keLI1eB1DVX+5Hym8TCY+EEEK89AzTpL99lf721ed9Ks9XXavw5/wunN2dzwe7KphZ3GdyCNHJ0mgrX4kVgO2rKh7Lb4IRXc2nIU1dNYHSQtXPlOmo64Wb6jim11T8AE4IwSp4PbWP6Ta346r9LFcFHcG6CkOe9otzXavgLBkyq0yaVi0tTY+uq+f3p8yaIK6YB3JlPl+uCrXPbF1xyXWy5esvXaeAIlNB2pNe59FKyy/DcFTQNAvgUHPdhHADOlchXJ8/V3YI3WvQ3aF79gnsheq5Nd2FyQHLa14bL17IYZgWRmjhhs+mcruua/IkbqqixmRxpJrTNlWV8WhIPBwQDQeqA/aFiuIyz0jjiMnZadPkfnKh+fejph3iT5mui99q402rK5tm57bnEfZXaPXVwBSL19FNg6DbJ+z3X5iO6oUQ4lnQdQfP+45/XvwcEh4JIYQQL6q6VlUv0xClrlX1TnQMk2OITheWT5rlExX+1OX8OkUyr/opkuXbcLvqy7y98EW4dx2uvgXBmvoSb9jqC73bVQGNEzKr0zNtcDrgtheqUOYd9qObKsD5Nvf/omnqfnsvWQVsVTYhVtaESvnFwCmbqNdZfLpcfVVk6rWZjhYqzhaa/pU5jPZhuAf7/zyvSEsGUKhw4ycAv33M+Wm6eu1MwyVrIVyarre8zw+f7FCFhm5bzZ12M4XzkNF0n/trU/WzpCqH2qvrX/l4qtleTDqZzJrpTYOppKmImnXeX9cqoBoOiEYDhkcH/397dx8jSV7eB/z71GtXv8zs7Osdd+QICEgAhQMjiEWCTsZ2wHaMEysEosQKiYQTJY6JlRc7SmRFiZT8k8hCinEsnEASwElsiMFBJI7M2qDEXOCO4yUH+ACbu+Nud2d2Z2d6ut7ryR+/quqq6u6dmd2Zrdnd7+euVS9d3f3rnumdquf3/J5fPUtqEpqai/sJyuLwZti0GULtD0ftYXnjianjNpqUs/+WMyeWtaWYCUVEdPIxeERERHRckj3g+rPYuPpF4PFnzcV4JU/NhXS0bZbh9uJ2vIMDZf6IZYYWjc4Cw7PAmZe0hxNVmThembmz8RBw6iGzHJzMGcHoNrDKIYLubRx+q2oCndvfwRcf/SwefuUfMwHNLDZBpSwu61XF5f7GLY0ax0YmeLW3ufj4LDIBsIOy/XaWWnNZB6gGne+Ub4Kro3Pmu+c2glfNgJbllHWv7PmQTGdgvnfHFDAxw/ZMbcS1c7cWjEqiELtbm5htX2vV/cvTFNNrVzG9uoXdq5uIdnfrWT/j2R52Nq/UdaX2m33Vsm0MxqaunDcc1TNn+sOhCUytm9l2mzPROv6gntEwWFs39eUYgCIiOlYMHhER0c0rChPgiHfbhYcBs5426tSkoclc6M6eqEVZD2dqhtwkuyaroXnR5gbmorDKrJltmgCLGzQyCibmMdKpV2OV9W2qC7dgAxieMUGW0Vlzcdcqnox2FkUWzWv2pGE7mKO5ycrYuwJML5tlcz024+FfDQBfWvEZOoG5kBysm4LM4wvA2ZfPt/1J2caSO5wHiYZnzPrgVO/ZE0QHImJ+Z0dnsb2xA7zskeN5nSKfZ0bFu2bIYbw7//cqDU2wKY1usGwGqEKTYVVJQ7NfbxwYWckJgLX7gbUHzPe8WXHPDcpMt9NmaTe+/2KV/+aV2X7+2nx5M0My9+ENApwpZ6u8GaqKNI7mWU97U8RhiDQKy/pPIaLpbjmj5fV6htnpVTP76mxn+0AFym3HQVAGkoLJWj3xAjCvnTneOI3RqdMIJhO4g6BV666aNc92XQahiIhWYPDoJKpqI+SJuYCq1qvU8oVbunis5mU9iSU32y17G8vCmPX+FcdXjwGW1GdIF2s4LGxnjbT48j7Hn1/8jMoLoOO6+MlTcyE3fd4sd8tlulcWH/XmxUFXrnf21QVdl12gdvc1CsD6E7M8ClUNjukVU5tketmc6A7PAqPGhbE3OprXW/b66aw8Id8pC+bu4vTW48DXy5PsIp8Xwm1u2978wnhwar5cduJbFGX9lStl4OCKOWHfu2KCCd7YPK6+dbYtp93jWy2rn03dy10GCNJoPrQni8zr1/VL8vYsTLZXDo0YmaU7nC+r35N6tqVG8d8inwciqqBKMiuHhFSBFWl8FmJeO0uAPC571hu961lk7mtu173u0pkNasW65p0ATlncGDBtbxbX1aLMkLk+rwFzlJyByQTI48UhVs5g/js+WDef3fTy/OIwj9s/o6Nu240Ep00Wwvg8cP+rzfrkArD2IB7/9hW85k0/ZNpfsRxzwXc7sz6I7hWWPQ/KHpeimBeRr/6O1BlSZRZUXRi+sUxn5ZC+75rb5u9jHjxS81zhtTr4fCjNKaSdQSO4Pt7/3MZy28P9/Il5XBWc9yfz+7xRo82Y1zDrNkfEBGkGAdbOnjv021FVJOEMs53r8wwmBdIoxGz3OsKdnTrwVC3D6W57pr0kwfNPfQOzneuLnRcd1UQTk7PnMN443QpCecGwzoIaTNbqDClvMIA3HGIwnrAYORHd1Rg86suH3g5c+VojIJSai548ObripHcasee96PXybJkW3giGVEvbMwGE3ec7gaFL5rZ7yeyfbS1/PdsvL7Bv48UlUJ54rZUntZ1ew3pZnvCK1chiuNwOFO1dOVhavjvsBJTKzzM4PQ/q7BcEbM6mVAUMqpmVOv4EAHz5Jj8byzFBpMG6+fnOtsqCvct6dstaKsX+PZJ3Pbuq9+GVgRdvXsC2NRV50Z6KvJldI9Y88OZPTI94NbNSFQSubhDg/CsbAcB18xgpT7KrwrmACYy4neCadC4wRMx9/ti0oTk0pCjMv41paN7TYXvWuwWM89RclDUzmKr3tGzWLZF5oWZvNB+G0mx7NVzsBrNOXb92ETj94oO3m4hOPssChqfN7ThUQ1ubf2uLrJFJVXXeVOvzYtp11mR1f7I3P9+sOhha56DletWpcWhizmGCjXanULBh/kY4fiNY1Vh3BmYmv+rczm3MkicWxBvVQ/BuVZ5lmF3fRrQ3RRqFSMJqtrzQ3MIQ4c42djavYHdrE1vPPm3+BpWfajKbIY2jG76G7ThlfaeyxtN4gsFogsFkgqC7r1xvBqgcz2sNDyQiOkkYPOrLuZebP6x1j0+jB6j1B7bav2Sf4y/pOaouGq35FMh5Os/4KNJ5BkjrgjBv3JeVQYOs8ZjcnIg0p/HtTuvbnTp45VTCrjk5aRZ53dtsZJWUF3TPfWk+NOWgLNcM+ZhcADZeBLzw9cDkPrOv2j++zwRQHM88ppnp1cruWrGeJYsZKNWt3l5yf57OU+ajHdNbGe+Y93z1m+W+68uDIZYzr60wPg+c++PA+JyZOWh8fr7fGXQ+z+rzrbJ1LgOXnywDT/H8+cVq/9xaPzun7L1cM5/d2Ze1g1+D9fm2N8YXnvgSvud1ry8zfJx5lptY8+08Keu7bM+Xdc2Xcl+emJ9f9b5HZxvr58zJumWbn0c1dXeVOVNPCb7X+N2vsqDKnt+qF7iuT9GYnalVSLWRPdTKILIaJ9qz9jKZzQPB9e+Dzn8nbLcRTBnOs5eq16uCOsC8l1RkXgjW9st6Gs1Zju5SlgVYgfmMbkY1XA3lybnjmyDVqZsbgkFEdNvYrvnbd7sVRXvIX7xrhhO3tjsBpixu/00Pt01WVXhtnhV6s6qOA3e0JNN4uJh17A7bnRSWAwSnYA9OYRKcwmR8Cjh3nxn6d8iM9zSKylnvdpFGkRl6F0VIwpkpTD7dRVguo+kUO1cu4/K3v4VwuoMsPthnII6Db//GRzDeOAN/NC6DZ0N45bK5HYwnpiD5aAx/OIRw+DIRHSMGj/ryg/+s7xb0b/2Bgx2Xp8sDIlk0DwqNL5ggUbBx+Atpy761i9OjVPUU1pk9uQkKHWZI35mXHOx10rB87+6RDhfc/XYMvOA1+x94VJMWOZ653W2zIBEREfXBssrOobWje05V04GTxe2M+zQyM/lV53hpI7NH83JI9968U6juIJoBO8829pcdRofK3hfT+dU8B3KCsiZemVFm+6YTzfYAy4Vru1i3HKzXQ/3Kzra1MXD/OWD0gOng8sbzun1lJ0+WJPPZ78ogUzydomgMsUujEE8+8UWsDwNMr27h2nPPIg5nSGZ7SMJwn7cjGAxH8Mcm4GQ13pftuggmaxiM1xCsrSEYT8z2xKxXs96ZZQDbWZ1JS0T3LgaP6OSzXRMYmtzXd0uOn0iZkRKYLKnjfB1vuP9xRERERLdKZJ6FflyqDrhkr13bKE/mM1mG19rZUd0ZLdPZPAP++Wfbw/q6w/sPU/bAGcBxBhg7A4y9UVkQfcOMQmgOhbYcnD9/HS98ySsA/480ak+tQZ0hklwRJwXiJEecFohyB3GcmoBUHZiaIglnrbpPWZJg+9LzCJ/6BsKdHRT5YtmBJttx4AbDuqj4PLA0RDCeYLhuipMP105huD6f9a4ZdBIB3AFnwSO6mzB4REREREREd7ZmB1zXQbPdD6MqAZEn5ax8VYmATbPdKqDeuMVTE7yabQJbT7XrOuYp7p9tA898fPHtAfDLW0tV27KafMECMBJTTmBYztjnDgHxAZyD6jmk9hghhgg1QJQ7SDJBnBZIswJJmiNJciRJhiRJkcQp0jhGtLuD65cvIdzdQTTd3bf4OACIZSGYrNW3biDKCwL4wRBuECCYmCDUcP0UBqNxqx677ThwPJ+BKKKeMXhERERERER0GNXMre7ADPFbe8GRPO1nL17EI2960/K6U82ZlZO9+cQie5vtulJFbrKtdr4LXPpqOZurIVrAi3bgaY5DzUXoARgGwIOnUAzOIHQ3MNMxwkQxiwvMEqCAU9dvVctHnFuYxQXCOEc4u4rd6xnSJEMcJUjjGFl68ElPbNfFYDTuFCMfYzAewwtGdS0ofziC16gN5Q9H8IIhbNdl8InoFjF4REREREREdFIcR92pJlUTkAqvmSyoLC4zo5rLGMhCE7DKQrOdzoBwG9bsKkazLYzi75j5KIYAgsIcF0+BcM+s1++nPKYjV0FS2EhyG2HuYpa7mOkIMYLWpCsZXMQQRMUMUZ4g2t7CzqUcl5McUZwjzfavdWXZdp3p5JUBJX84bC2rm9k22VHmeLPfcT3YrgPbdWFZ9r6vSXS3YfCIiIiIiIjoXiHSCE49dDyvkWdlgfOyyHk8NdlT1XoewwYQAAi0wHoazmclTvbasx0ne2WtqudNwCtP5q+jiiKZIc6AJLcRFw7i3EFc2EgKB3FumwBVUe6LbSSxj+Saj2nhIskFcSZIckFeHDwzSURg2xYcx4btOPB8D4PRqMyMmiBYW8dgbQOD9dMYjMatmfAs24Y/HMMfjcxMeWMzWx4DUnTSMXhERERERERER8d2TEHw4NSxv5QFIMgSBN2Z+eKy9lQalsuZCT7NrprhftH1Vu2mLImQhCGSKEQSRkjiGHFs6j4lhYVMLeSFhVwt5Cpmu1xPUgfRloPZZQdbuWtqSRWHu9T2HGDgWfA9CwPfge978AceLMeB2C7EduF4vhmOVw7h88dr8McmUOVNNmDZZQBKFWLZGJy+ADuYHOGnTfcyBo+IiIiIiIjozuV45hZs3PxTlLeFEXbVTH7NIuGaA8lsnllV3dIysyqdIQ93Ee/tINqbQov5Y4u8QBzOEM1CxGGEOEoQRSmiOEOc5IjSAvEesH1dEGcWCgCqggKCrLCQ6eEylFwrR+AU8B2FbQGWKGxRuI7A9x0MBh78gQ8/COpsKG84gdjz17EsG/76aQSnzmKwcQHOcA0Qy2SxiWVqXVUF693h8c6sSL1h8IiIiIiIiIhomWomvy5/AuDCyodV5aCWlHs6OFUzfC+dmQyqdIY83kO8cw3x7jbi6XXE0x3Ee9N5kKocfVfkBeK9KcLp1ASq4hRFAeSFIi8U07TA5naOOM0QZxmAGYCtAzXLQgFLFAITjHKtHL6VwbNzDKwMvp3DdwW+K/A8C7bjwrIdiOPB9VwEgY9gOEAwGsLxfYjtmRpXtgfXH8Ab+BDHN0Eo28V9z30LeOIS4PjlkMtTZkZBdwhoAUDN0glMANFmmOM48FMlIiKi3qkqCi1QaIFc84X1rMiQTHFJbgAAE5tJREFUFRnSIl1YVrfmdlZkSPMUmZbL8r5c89bzr7rljemzpTwTr2bqWbVdH989btXx9WK+37EcDJwBAieAb/uwxGo9XiD1srWv2t/dLv8z/wtssWFbNiyx4IgD27LNvnJ/d90SC47lwBILllgL+6ptW2zOZEREdNREGllVZgigDWD4glsMSnVoUSCJQsR7e4h2riG5vglFI1sqTRBtbyK6voXo+jUk0QxaFCiKHEVeIE0SJGGIKIwxixNcixLEexniOEcj6aqUwwSqZgCurmoR/DIIZUsBRwp8/lOfKdcVthSwpIAtCscqYEFhWwV8K8fQThAMXASjAHYjewoC+EFg6lJN1uANxxDLNneImOypwbq5+WuAM2g3yR2YgKG/ZpbSyQBbf2B5kPEuwuARERHRPUpVsR1v4/LsMtLCTJlcaIFr0TVcDi9jM9xEXpggSq45tuNtXIuuYZpMkWmGvMjrQEt9K+bBnmo706wOxliw6kCEiCArMoRZiLA5M89tUgVTqvZ0bwKpT57rpba354t9jit19ze3FYqsyI7jrd4W3QBTNwhliYXACbDurWPiT7B7dRefuPgJOJYDx3Jgi91advc7llMHvKr9ruWa7cZ+R+aPdS0XruXO1+35enNZPY4BMCK6F4llwR+O4A9HWDt3HsDLj+R5VRVZmkDzHHmeQ/McaRwh3N1FuLuDcOc6siRpHZ9Gocmo2psi3psiTxNcufQ8xpMx8jRBniRI0hh5miDLMuR5gSJXZHGOJElRLEarOjKYoNWWCURZWgehbORwJIddBqgcq6iDV66VY2Bn8K0cvp1BOn/fX/aTv4jRK7/vSD63k4rBIyIiohNKVZFphu1oG5vhJjbDTcR5XN+fFRlm2QyzdIbddBdXZldweWaCPmmRLs2mUdU682Y73q6DRqtUGS6WWFj313F6cBoTbwJbbPiOP89UqQIGZbCgGwyogkXdNrmWi8AJMHAGrUBDN6jTDQIcaGkvPsYRpxW8OmlUFXEeI8oiRHkEVa0DS9W6+b+9r7m/0KK+D0DruDrYV7QDfqv2ZUXWygCrl0W+sK86dtm+ajvMQuwkO9iOtnEtu4bd7V0TYCwyZJrVQcesyFr7b5dVv0+r1h3bgStlUEqW/86t+t1dFshyLReWWK02Vd8R3/bhOz4G9qBeOlb7VL77WCKiPokIXM9f2L9+/r5DPc/FixfxyCOP7HucqiLe28Ns5zrC3R1oPs8iLooCcbiHeDpFNN1FPNtDlqbIq1uWIksS5HGILJ4hT1MkaYo8y5ClKZIoQjwNkTaCXU0XsiFGh3pXdx4Gj4iIqFZfiKqiQNEKNOSaoyiWXESuuP8gxzSXzYvRZY8FsHSYzKpgQ5X14FkePNuDa7vwLM+8z86Fdeu9Ny/OOxfuABBmYR2wCbOwbhtgsnPiPEacxQjzsM4ieebqM/jco5/DVrSFS3uXcGl2Cdeia62L/AIFoKg/927GykFs+Bs4PzyPs8FZeLa39DNpfmbr/jrOD8/jXHAOg0Z69in/FM4Pz+NMcAauxaKXt5OIYOAMWj+Pu9VhLgaaQa1q+GE3wNQMPC0b2liv5/PtVUMh97uves5ZNlu8L18cRtkcBnmcHMsxwSXbx8AZwLM9DGyz7GZarQq6NoNgQ2eIoTtE4AT1/d3MMNdyF/YFToCxO8bQHTKgRUS3jYhgMB5jMB4DeOBYXqPIc8Szvfq8sOIP7/bQEYNHvfn0dz6N7Xh7oaev2UvXHBKQaVZfcK3sMWw8XlXrHuDWhVSj1kH3gmu/+5o9yt19rToIZa9u97Vbr4FbP5HINUeSJ4jyCEmemAu28pbkCaIsmq8vOSYvcliWBQvzC6rWkAVY9f3LhjJ07deDLZD252E1PqsVn+VhT7iqehnNoQLd7eZ686K9+n2rT8g7Pc8HPe7prafx6f/96fq+oijaj9EMAqkv6Oub5cG3fbi2W9f5iLKo7n1vLcv1gwzvWNarW/X2OuIg17y+mKhqo9Qn+8Xyk/1lP+tlvxPLdx3ssd3XKLSY13bJ2zVemgGOQovlWQndZRkguZVABd2Yb/t1VkCe5bCfsrHhb+C+0X14+PzDOD04bf7tadSmqb7zVVaMBbPc8DdwNjiLM8EZBM58PL0tNkbuCEPXXOAx0EN3IxExQ9HgmGIfd6Bu3a5WoEnTVl2uZkBaofX5S5RHiLO4zkyL87iVlaW6/NjqVg0R7QbGFrZ1Xi/sVgkEgRO0zmcsseDbPjzb/N1vrjeXnuW1hi42hyd6lgff8evHV7dmwKza59pu6++sYzmt1+G/m0R0GJZtI5is9d2MXjB41JP3Pv5ePLX91IGObQZjVgUBmgUsq0DIyh7+Janm3d7/u+VCsjpBad6qEwbbslsFWptDOgocrIjqKt1INICF52wG/e5Uzd/D6oQuT3MEzwYrC7E6loNCCyRFgjRP6xPdajvO4/r3T1D2wNuDuie+Wh86w4V0/S6F1r3UYRZip9hp9TxnmtU9rK3gUtnbalmLgcKl342luxZ3Lvu9WHrckn0CwZq1Vp/oVkGw6rsPoA5sdovpVgGIZtHcVjHd7rITzLhRgLMZ6KyCoiuDzzd4joM8FkDr36qFrKjO97S6WEsL83uW5AmSIqk/z24x4Xp/5zPpHu/bPkbuCCN3tPKiaOAMWvsPmmFBRHcnS6y6s+ROkRc5ojzCLJ1hls3mgSbNWkGnqrOoGYwKsxDTZIppOsUsm7X+/lWdf1VQq/rbH+cxZukMcRHX93c7q5qvd1RssReCV9V68xzAt31MvAnG3hiBE7Tuu9H5ZvVzb/7tdi2TCVutN++b5SaztRoKeRKH1xLRvYnBo5687/vfh0KLlTOaVBfefaX6Lrsoawaj9huC0syUOq7g1LI/1FU9gDutN6kb3GteHB/qecoA1apMoWq7OqYb+Fm2vazHr7rYX3ZCc6sXyVWNl0ILeJbHkyYiIqIe2JaNkWUC5SdNXuQL2eXdbKtqf5K365PkmiPK2hnpzY6s5n0VhalFdnl2Gd/c/uZCgf96yHIetzLHbtqHzUIgrYBTNwDVXW8FqW5w3MKxnYBWN1vbs7yVr1VduxDR3Y/Bo57cNzpckbDbrUoRp9ujNUTtDk3JPyoiAlfujKAfERER3X62ZWNomeG6J01WZAslE6rh5lWWdT0MvTscPU/x5DeexEMvfghJniw/prteZtdWxei7z9c97jhGFzTrZO0XqHJsZ2Xm1bKAVjXMsBUUax57gMCaZ3mwrXv8BJvoCDA6QEREREREdASqOk03G9i6+PxFPPKqR462UQ3NulurgkxVoGlVAKpbgH5VUKwZAMtyc/xeurfyuKoO2HHMsNictfNQ2VurAlI3Ou5GQbFmNlfnOMfiMEU62Rg8IiIiIiIiugfUM+Ih2P/gnlTlFZZlXyXFYlBr4dh8MXi1XwZX89hpOt030yst0mN57wcJaDmWs3I4YXcIYVXSo5p1sVVrslOv0rVcDBxTbL77XHUdUmeAwA7g2u1RAo7lzIvUWy6DYHcpBo+IiIiIiIjoRLgTCsxXNToPEmRaFqjqZoAtC4oty8qqhj/GWYxpMV0MaDVGJRYoTC2uLK4nDLkdqslFmkXjFwrMlwGtZqCqnvkaVmsWbIFg88omPvm7n4Qtdj2BTuAErcljBLJ0Bu1qny02fNtH4AR1kGzfCWDK2ber4FoVjLtXi9kzeERERERERER0QFWNzjtpcp60SFsT83Rn4k6LtA42NQvGV4+vCtFXReUr1ezGVdH4bjH77nPlmtevEeVRPSNjoQUKFEvXp8kUW1tbyIrMPC6LEGZhb7NWV8Gqpg+85QN4+PzDvbTndmHwiIiIiIiIiOguVc1SfadOzLNsNudukKmaqbo5a3WuZpbvKkhWBb/CLESUR/vOMF4FxgotkBRm9sYoixYCYgBwYXjhNn0a/WHwiIiIiIiIiIjuGNVQNPtOjYjdgaz9DyEiIiIiIiIionsVg0dERERERERERLQSg0dERERERERERLTSsQaPROQtIvJ1EXlKRH52yf0iIu8t7/+SiLz2ONtDRERERERERESHc2zBIxGxAfwbAG8F8AoA7xSRV3QOeyuAl5a3dwN433G1h4iIiIiIiIiIDu84M49eD+ApVf2WqiYAfhXA2zrHvA3Af1Dj9wCcEpH7j7FNRERERERERER0CM4xPvcDAJ5ubD8D4A0HOOYBAM81DxKRd8NkJgHAVES+frRNvWlnAWz23QiiE4bfC6JF/F4QLeL3gmgRvxdEi/i9uH0eWnXHcQaPZMk+vYljoKq/DOCXj6JRR0lEPq+qr+u7HUQnCb8XRIv4vSBaxO8F0SJ+L4gW8XtxMhznsLVnALywsf0ggO/exDFERERERERERNST4wwe/V8ALxWRPyoiHoB3APh455iPA/iJcta1Pwnguqo+130iIiIiIiIiIiLqx7ENW1PVTET+NoD/AcAG8O9U9asi8jfK+38JwCcB/BCApwDMALzruNpzTE7cUDqiE4DfC6JF/F4QLeL3gmgRvxdEi/i9OAFEdaHEEBEREREREREREYDjHbZGRERERERERER3OAaPiIiIiIiIiIhoJQaPboKIvFBEPi0iT4rIV0Xkp/tuE1HfRGQgIo+KyBPl9+Kf9t0mopNCRGwReVxEfrPvthCdBCLyByLyZRH5ooh8vu/2EJ0EInJKRH5NRL5WXmd8b99tIuqTiLy8/DtR3XZE5D19t+texZpHN0FE7gdwv6o+JiITAF8A8GOq+v96bhpRb0REAIxUdSoiLoDPAvhpVf29nptG1DsR+RkArwOwpqo/0nd7iPomIn8A4HWqutl3W4hOChH5IIDPqOr7y9mqh6q63Xe7iE4CEbEBPAvgDar6h323517EzKOboKrPqepj5fougCcBPNBvq4j6pca03HTLG6PTdM8TkQcB/DCA9/fdFiIiOplEZA3AmwD8CgCoasLAEVHLmwF8k4Gj/jB4dItE5EUAXgPgc/22hKh/5dCcLwK4DOC3VJXfCyLgFwD8AwBF3w0hOkEUwP8UkS+IyLv7bgzRCfBiAFcA/PtymPP7RWTUd6OITpB3APhI3424lzF4dAtEZAzg1wG8R1V3+m4PUd9UNVfVhwE8COD1IvKqvttE1CcR+REAl1X1C323heiEeaOqvhbAWwH8LRF5U98NIuqZA+C1AN6nqq8BsAfgZ/ttEtHJUA7j/FEA/7XvttzLGDy6SWVNl18H8CFV/Wjf7SE6Sco064sA3tJzU4j69kYAP1rWd/lVAN8nIv+p3yYR9U9Vv1suLwP4GIDX99siot49A+CZRtb2r8EEk4jIdDQ8pqqX+m7IvYzBo5tQFgb+FQBPquq/7rs9RCeBiJwTkVPlegDg+wF8rd9WEfVLVX9OVR9U1RfBpFv/tqr+5Z6bRdQrERmVE46gHJbzgwC+0m+riPqlqs8DeFpEXl7uejMATsZDZLwTHLLWO6fvBtyh3gjgrwD4clnfBQD+kap+ssc2EfXtfgAfLGdCsAD8F1XltORERNR1AcDHTF8cHAAfVtVP9dskohPhpwB8qByi8y0A7+q5PUS9E5EhgB8A8JN9t+VeJ6qcDImIiIiIiIiIiJbjsDUiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiIiIiIiIlqJwSMiIiKiJURkeouP/3ER+ZyIPCEinxeRP3NUbSMiIiK6nZy+G0BERER0txGRvwTgpwC8TVWfF5GXAviMiLxOVZ/puXlEREREh8LMIyIiIqIbEJGfEZGvlLf3NPb/ExH5moj8loh8RET+Xrl/BOBfAni7qj4PAKr6+wAuAnhzD2+BiIiI6JYw84iIiIhoBRH5HgDvAvAGAALgcyLyOwBsAD8O4DUw51OPAfhC+bB3AHhMVZ/uPF0MYHg72k1ERER0lBg8IiIiIlrtTwH4mKruAYCIfBTAn4bJ3v4NVQ3L/Z9oPOZVAJ5Y8lyvBvABEfnzAO5T1V8UkZ8D8BVV/YSI/GcAj6rqvyqf8y8CeGP5Wnuq+g+P5y0SERER3RiDR0RERESrySH3A8AOAK91sMj3AhgB+B0ACuC/iUgI4GoZOHobgN8E8P2N49+gqn+n3G49HxEREdHtxJpHRERERKv9LoAfE5FhWcvozwH4DIDPAvizIjIQkTGAH2485r8DeLuInAMAEXkZgPcD+GuqWqiqAvgEgIdV9d+KyADAX1DV/whgvXyOvwrgF6onVNXkWN8lERER0Q0w84iIiIhoBVV9TEQ+AODRctf7VfVxABCRj8MMT/tDAJ8HcL18zKMi8s8B/C8R8WHqI/2Eqv6fxlOfAvDRcv3vAxiLyC8BeKWIBAAGALLqYBGxVTU/prdJREREdENiOr+IiIiI6DBEZKyqUxEZwmQovVtVH+sccwHAbwN4p6p+qbH/QwD+JkwQ6edV9a+X+38ewKcATAH8YwBXAEwA/F1V3b4Nb4uIiIhoAYNHRERERDdBRD4M4BUwWUIfVNV/0XOTiIiIiI4Fg0dERERERERERLQSC2YTEREREREREdFKDB4REREREREREdFKDB4REREREREREdFKDB4REREREREREdFKDB4REREREREREdFKDB4REREREREREdFKDB4REREREREREdFK/x9IcFgwto0N3QAAAABJRU5ErkJggg==\n",
394      "text/plain": [
395       "<Figure size 1440x720 with 1 Axes>"
396      ]
397     },
398     "metadata": {
399      "needs_background": "light"
400     },
401     "output_type": "display_data"
402    }
403   ],
404   "source": [
405    "plt.figure(figsize=(20, 10))\n",
406    "    \n",
407    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
408    "    for plane in PLANES:\n",
409    "        xs, ys = [], []\n",
410    "        for base_qi in range(1, 240):\n",
411    "            qi_y_dc = q_to_qidx[subsampling][plane]['dc'][base_qi]\n",
412    "            qi_y_ac = q_to_qidx[subsampling][plane]['ac'][base_qi]\n",
413    "\n",
414    "            weight_dc = mean_data[subsampling][plane]['dc'][qi_y_dc]\n",
415    "            weight_ac = mean_data[subsampling][plane]['ac'][qi_y_ac]\n",
416    "\n",
417    "            xs.append(np.log(AC_LOOKUP_Q3[q_to_qidx[subsampling][0]['ac'][base_qi]]))\n",
418    "            ys.append(weight_dc + weight_ac)\n",
419    "\n",
420    "        plt.plot(xs, ys, label=f'{PLANE_NAMES[plane]} {subsampling}')\n",
421    "    \n",
422    "plt.ylabel('AC + DC weight')\n",
423    "plt.xlabel('$\\log Q_{Y AC}$')\n",
424    "plt.ylim(bottom=0, top=1)\n",
425    "plt.title(f'Inter, AC + DC weight for AC and DC qi selected by rate control')\n",
426    "plt.legend()\n",
427    "plt.grid()\n",
428    "        \n",
429    "# plt.savefig('public_html/inter-ac-plus-dc-weight-log-qyac.png', dpi=300, bbox_inches='tight')\n",
430    "plt.show()"
431   ]
432  },
433  {
434   "cell_type": "markdown",
435   "metadata": {},
436   "source": [
437    "Turns out, there *is* a good dependency hiding in the data.\n",
438    "\n",
439    "Let's take each API quantization index, get the 6 quantizers and compute $\\bar Q$ using our weight data. Let's then plot every quantizer against $\\bar Q$ in log-space. Turns out, this dependency is very close to linear, which means we can set $\\bar Q$ from the API quantization index and use the linear models to derive the 6 quantizers, instead of the current logic in the encoder."
440   ]
441  },
442  {
443   "cell_type": "code",
444   "execution_count": 8,
445   "metadata": {
446    "scrolled": false
447   },
448   "outputs": [
449    {
450     "data": {
451      "image/png": 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\n",
452      "text/plain": [
453       "<Figure size 1440x2160 with 6 Axes>"
454      ]
455     },
456     "metadata": {
457      "needs_background": "light"
458     },
459     "output_type": "display_data"
460    }
461   ],
462   "source": [
463    "linear_models = {\n",
464    "    subsampling: {\n",
465    "        plane: {\n",
466    "            q_type: linear_model.LinearRegression()\n",
467    "            for q_type in Q_TYPES\n",
468    "        } for plane in PLANES\n",
469    "    } for subsampling in SUBSAMPLINGS\n",
470    "}\n",
471    "\n",
472    "plt.figure(figsize=(20, 30))\n",
473    "\n",
474    "for overall_plane in PLANES:\n",
475    "    for n, q_type in enumerate(Q_TYPES):\n",
476    "        plt.subplot(3, 2, overall_plane * 2 + n + 1)\n",
477    "        \n",
478    "        for subsampling in SUBSAMPLINGS:\n",
479    "            xs, ys = [], []\n",
480    "            for base_qi in range(1, 240):\n",
481    "                total = 0\n",
482    "                for plane in range(3):\n",
483    "                    qi_dc = q_to_qidx[subsampling][plane]['dc'][base_qi]\n",
484    "                    qi_ac = q_to_qidx[subsampling][plane]['ac'][base_qi]\n",
485    "\n",
486    "                    weight_dc = mean_data[subsampling][plane]['dc'][qi_dc]\n",
487    "                    weight_ac = mean_data[subsampling][plane]['ac'][qi_ac]\n",
488    "\n",
489    "                    q_dc = DC_LOOKUP_Q3[qi_dc]\n",
490    "                    q_ac = AC_LOOKUP_Q3[qi_ac]\n",
491    "\n",
492    "                    total += weight_dc / (q_dc ** 2) + weight_ac / (q_ac ** 2)\n",
493    "\n",
494    "                q_bar = np.sqrt(1 / total)\n",
495    "\n",
496    "                xs.append(np.log(q_bar))\n",
497    "                ys.append(np.log(Q_TYPE_TO_LOOKUP[q_type][q_to_qidx[subsampling][overall_plane][q_type][base_qi]]))\n",
498    "\n",
499    "            plt.plot(xs, ys, label=f'{subsampling}')\n",
500    "                \n",
501    "            X = np.array(xs).reshape(-1, 1)\n",
502    "            y = np.array(ys)\n",
503    "            linear_models[subsampling][overall_plane][q_type].fit(X, y)\n",
504    "            \n",
505    "#             plt.plot(xs, linear_models[subsampling][overall_plane][q_type].predict(X), linestyle='dashed', label=f'{subsampling} predicted')\n",
506    "    \n",
507    "        plt.xlabel('$\\log \\\\bar Q$')\n",
508    "        plt.ylabel(f'$\\log Q_{{{PLANE_NAMES[overall_plane]}{q_type}}}$')\n",
509    "        plt.title(f'Inter, {PLANE_NAMES[overall_plane]} {q_type}')\n",
510    "        plt.legend()\n",
511    "        plt.grid()\n",
512    "        \n",
513    "# plt.savefig('public_html/inter-q-bar-to-log-quantizers.png', dpi=300, bbox_inches='tight')\n",
514    "plt.show()"
515   ]
516  },
517  {
518   "cell_type": "markdown",
519   "metadata": {},
520   "source": [
521    "Output rav1e code from the trained linear models, such that:\n",
522    "$$\n",
523    "\\ln Q_i = \\ln \\bar Q \\cdot \\text{Q_MODEL_MUL}_i + \\text{Q_MODEL_ADD}_i.\n",
524    "$$"
525   ]
526  },
527  {
528   "cell_type": "code",
529   "execution_count": 9,
530   "metadata": {},
531   "outputs": [
532    {
533     "name": "stdout",
534     "output_type": "stream",
535     "text": [
536      "const Q_MODEL_ADD: [[[f64; 3]; 2]; 3] = [\n",
537      "  // 4:2:0\n",
538      "  [\n",
539      "    // DC\n",
540      "    [-0.11656242387547344, 1.0204689822943789, 0.6886094438200243],\n",
541      "    // AC\n",
542      "    [-0.11692591176935974, 1.0198189027518891, 0.6890266761982824],\n",
543      "  ],\n",
544      "  // 4:2:2\n",
545      "  [\n",
546      "    // DC\n",
547      "    [-0.14394892466839426, 0.8159473007572995, 0.47871627350291224],\n",
548      "    // AC\n",
549      "    [-0.1443099499314302, 0.8143304669365223, 0.47843462255605296],\n",
550      "  ],\n",
551      "  // 4:4:4\n",
552      "  [\n",
553      "    // DC\n",
554      "    [-0.22649962259502487, 0.5656726799733809, 0.22305586707855252],\n",
555      "    // AC\n",
556      "    [-0.22684363329351775, 0.5635050277164071, 0.22268207844634347],\n",
557      "  ],\n",
558      "];\n",
559      "const Q_MODEL_MUL: [[[f64; 3]; 2]; 3] = [\n",
560      "  // 4:2:0\n",
561      "  [\n",
562      "    // DC\n",
563      "    [1.0331807205305543, 0.7598630717649668, 0.7591572564919543],\n",
564      "    // AC\n",
565      "    [1.033087726384096, 0.7599926596666513, 0.7590002362509559],\n",
566      "  ],\n",
567      "  // 4:2:2\n",
568      "  [\n",
569      "    // DC\n",
570      "    [1.0332396344168826, 0.8475784581494014, 0.8476834789229545],\n",
571      "    // AC\n",
572      "    [1.0331466354360417, 0.8478359280824787, 0.8477755000169171],\n",
573      "  ],\n",
574      "  // 4:4:4\n",
575      "  [\n",
576      "    // DC\n",
577      "    [1.0349179342200239, 0.9325424234409672, 0.9338268588837543],\n",
578      "    // AC\n",
579      "    [1.0348229113515812, 0.9328981675015446, 0.9337797953308268],\n",
580      "  ],\n",
581      "];\n"
582     ]
583    }
584   ],
585   "source": [
586    "plane_names_rav1e = {\n",
587    "    0: 'y',\n",
588    "    1: 'u',\n",
589    "    2: 'v',\n",
590    "}\n",
591    "\n",
592    "print('const Q_MODEL_ADD: [[[f64; 3]; 2]; 3] = [')\n",
593    "\n",
594    "for subsampling in SUBSAMPLINGS:\n",
595    "    print('  //', ':'.join(subsampling))\n",
596    "    print('  [')\n",
597    "    for q_type in Q_TYPES:\n",
598    "        print('    //', q_type.upper())\n",
599    "        print(f'    [{\", \".join([str(linear_models[subsampling][plane][q_type].intercept_) for plane in PLANES])}],')\n",
600    "    print('  ],')\n",
601    "print('];')\n",
602    "\n",
603    "print('const Q_MODEL_MUL: [[[f64; 3]; 2]; 3] = [')\n",
604    "\n",
605    "for subsampling in SUBSAMPLINGS:\n",
606    "    print('  //', ':'.join(subsampling))\n",
607    "    print('  [')\n",
608    "    for q_type in Q_TYPES:\n",
609    "        print('    //', q_type.upper())\n",
610    "        print(f'    [{\", \".join([str(linear_models[subsampling][plane][q_type].coef_[0]) for plane in PLANES])}],')\n",
611    "    print('  ],')\n",
612    "print('];')"
613   ]
614  },
615  {
616   "cell_type": "markdown",
617   "metadata": {},
618   "source": [
619    "Rav1e already derives color plane quantizers from the Y quantizer based on a linear model:\n",
620    "$$\n",
621    "\\log_2 Q_i = \\log_2 Q_{\\text{Y},\\text{AC}} \\cdot C + D,\n",
622    "$$\n",
623    "where for 4:2:0:\n",
624    "$$\n",
625    "C = \\left[1, 1 - \\left(\\frac14 + \\frac1{64}\\right), 1 - \\left(\\frac14 + \\frac1{64}\\right), 1, 1 - \\left(\\frac14 + \\frac1{64}\\right), 1 - \\left(\\frac14 + \\frac1{64}\\right)\\right],\\\\\n",
626    "D = \\left[0, \\log_2 7 - \\log_2 4, \\log_2 5 - \\log_2 4, 0, \\log_2 7 - \\log_2 4, \\log_2 5 - \\log_2 4\\right].\n",
627    "$$\n",
628    "\n",
629    "Since both models are linear, we can use the learned model to derive $\\log_2 Q_{\\text{Y},\\text{AC}}$ from $\\log_2 \\bar Q$ in such a way that applying the color plane model produces closest possible results to the learned model:\n",
630    "$$\n",
631    "\\log_2 Q_{\\text{Y},\\text{AC}} = \\left(\\log_2 \\bar Q \\cdot A + B' - D\\right) C^T \\left(C C^T\\right)^{-1} \\\\\n",
632    " = \\left(\\log_2 \\bar Q \\cdot A + B' - D\\right) C' \\\\\n",
633    " = \\log_2 \\bar Q \\cdot A C' + \\left(B' - D\\right) C',\n",
634    "$$\n",
635    "where $B' = \\left(\\left(A - 1\\right)\\cdot\\text{QSCALE} + \\frac B {\\ln 2}\\right)$ to convert the learned model to the space of rav1e quantizer calculations."
636   ]
637  },
638  {
639   "cell_type": "code",
640   "execution_count": 10,
641   "metadata": {},
642   "outputs": [
643    {
644     "name": "stdout",
645     "output_type": "stream",
646     "text": [
647      "420: log_q_y = log_target_q * 1.0336962260323812 - 0.07092213406024961\n",
648      "422: log_q_y = log_target_q * 1.0333169937188251 - 0.10792428914875732\n",
649      "444: log_q_y = log_target_q * 1.0344948215612353 - 0.21975510266483608\n"
650     ]
651    }
652   ],
653   "source": [
654    "def project(subsampling):\n",
655    "    M = {\n",
656    "        '420': 1 / 4 + 1 / 64,\n",
657    "        '422': 1 / 8 + 1 / 16 - 1 / 128,\n",
658    "        '444': 1 / 16 + 1 / 32 + 1 / 256,\n",
659    "    }[subsampling]\n",
660    "    C = np.array([1, 1 - M, 1 - M] * 2)\n",
661    "    D = np.log2([4, 7, 5] * 2) - np.log2(4)\n",
662    "\n",
663    "    A = np.array([\n",
664    "        linear_models[subsampling][0]['dc'].coef_[0],\n",
665    "        linear_models[subsampling][1]['dc'].coef_[0],\n",
666    "        linear_models[subsampling][2]['dc'].coef_[0],\n",
667    "        linear_models[subsampling][0]['ac'].coef_[0],\n",
668    "        linear_models[subsampling][1]['ac'].coef_[0],\n",
669    "        linear_models[subsampling][2]['ac'].coef_[0],\n",
670    "    ])\n",
671    "    B = np.array([\n",
672    "        linear_models[subsampling][0]['dc'].intercept_,\n",
673    "        linear_models[subsampling][1]['dc'].intercept_,\n",
674    "        linear_models[subsampling][2]['dc'].intercept_,\n",
675    "        linear_models[subsampling][0]['ac'].intercept_,\n",
676    "        linear_models[subsampling][1]['ac'].intercept_,\n",
677    "        linear_models[subsampling][2]['ac'].intercept_,\n",
678    "    ])\n",
679    "    QSCALE = 3\n",
680    "    B_ = (A - 1) * QSCALE + B / np.log(2)\n",
681    "\n",
682    "    C_ = C.T / np.dot(C, C.T)\n",
683    "    \n",
684    "    return np.dot(A, C_), np.dot(B_ - D, C_)\n",
685    "\n",
686    "coeffs = {subsampling: project(subsampling) for subsampling in SUBSAMPLINGS}\n",
687    "\n",
688    "for subsampling, value in coeffs.items():\n",
689    "    print(f\"{subsampling}: log_q_y = log_target_q * {value[0]} - {-value[1]}\")"
690   ]
691  },
692  {
693   "cell_type": "markdown",
694   "metadata": {},
695   "source": [
696    "Now, convert the values to a fixed-point integer form:\n",
697    "\n",
698    "`log_q_y = log_target_q + (log_target_q >> 32) * MUL + ADD`"
699   ]
700  },
701  {
702   "cell_type": "code",
703   "execution_count": 11,
704   "metadata": {},
705   "outputs": [
706    {
707     "name": "stdout",
708     "output_type": "stream",
709     "text": [
710      "const Q_MODEL_ADD: [i64; 3] = [\n",
711      "  // 4:2:0\n",
712      "  -0x244fe7ecb3dd90,\n",
713      "  // 4:2:2\n",
714      "  -0x3741da38ad0924,\n",
715      "  // 4:4:4\n",
716      "  -0x7083bda626311c,\n",
717      "];\n",
718      "const Q_MODEL_MUL: [i64; 3] = [\n",
719      "  // 4:2:0\n",
720      "  0x8a050dd,\n",
721      "  // 4:2:2\n",
722      "  0x8877666,\n",
723      "  // 4:4:4\n",
724      "  0x8d4a712,\n",
725      "];\n"
726     ]
727    }
728   ],
729   "source": [
730    "def hexify(n, q=57):\n",
731    "    if n < 0: return '-' + hexify(-n, q)\n",
732    "    return hex(np.round(n * (2 ** q)).astype(int))\n",
733    "\n",
734    "print(\"const Q_MODEL_ADD: [i64; 3] = [\")\n",
735    "for subsampling, value in coeffs.items():\n",
736    "    print(f\"  // {':'.join(subsampling)}\")\n",
737    "    print(f\"  {hexify(value[1])},\")\n",
738    "print(\"];\")\n",
739    "\n",
740    "print(\"const Q_MODEL_MUL: [i64; 3] = [\")\n",
741    "for subsampling, value in coeffs.items():\n",
742    "    print(f\"  // {':'.join(subsampling)}\")\n",
743    "    print(f\"  {hexify(value[0] - 1, q=32)},\")\n",
744    "print(\"];\")"
745   ]
746  },
747  {
748   "cell_type": "markdown",
749   "metadata": {},
750   "source": [
751    "Distortion scales should be set to $\\left(\\frac{\\bar Q}{\\bar Q_\\text{plane}}\\right)^2$, where\n",
752    "$$\n",
753    "\\bar Q_\\text{plane} = \\sqrt{\\frac{\\sum_i^{\\left\\{\\text{DC}, \\text{AC}\\right\\}} N_{\\text{plane},i} \\sigma_{\\text{plane},i}^2}{\\sum_i^{\\left\\{\\text{DC}, \\text{AC}\\right\\}} \\frac{N_{\\text{plane},i} \\sigma_{\\text{plane},i}^2}{Q_{\\text{plane},i}^2}}}.\n",
754    "$$\n",
755    "`process-vstats` outputs these per-plane weights in a separate JSON key (`plane_{q_type}_weights` instead of just `{q_type}_weights`). The averaging process is exactly the same as for overall weights."
756   ]
757  },
758  {
759   "cell_type": "code",
760   "execution_count": 12,
761   "metadata": {},
762   "outputs": [
763    {
764     "name": "stderr",
765     "output_type": "stream",
766     "text": [
767      "100%|██████████| 4/4 [00:13<00:00,  3.44s/it]\n",
768      "100%|██████████| 3/3 [00:00<00:00, 38.22it/s]\n"
769     ]
770    }
771   ],
772   "source": [
773    "mean_data_per_seq_plane = {\n",
774    "    sequence: {\n",
775    "        subsampling: {\n",
776    "            plane: {\n",
777    "                q_type: {} for q_type in Q_TYPES\n",
778    "            } for plane in PLANES\n",
779    "        } for subsampling in SUBSAMPLINGS\n",
780    "    } for sequence in SEQUENCES\n",
781    "}\n",
782    "\n",
783    "for sequence in tqdm(SEQUENCES):\n",
784    "    for subsampling in SUBSAMPLINGS:\n",
785    "        with open(join(OUTPUT_DIR, f'{sequence}_{subsampling}_720p50.json'), 'r') as f:\n",
786    "            data = json.load(f)\n",
787    "\n",
788    "        for plane in PLANES:\n",
789    "            for q_type in Q_TYPES:\n",
790    "                for qidx in range(256):\n",
791    "                    values = data['false'][str(plane)][f'plane_{q_type}_weights'][qidx]\n",
792    "                    if len(values) != 0:\n",
793    "                        mean_data_per_seq_plane[sequence][subsampling][plane][q_type][qidx] = np.mean(values)\n",
794    "\n",
795    "mean_data_plane = {\n",
796    "    subsampling: {\n",
797    "        plane: {\n",
798    "            q_type: {} for q_type in Q_TYPES\n",
799    "        } for plane in PLANES\n",
800    "    } for subsampling in SUBSAMPLINGS\n",
801    "}\n",
802    "\n",
803    "for subsampling in tqdm(SUBSAMPLINGS):\n",
804    "    for plane in PLANES:\n",
805    "        for q_type in Q_TYPES:\n",
806    "            for qidx in range(256):\n",
807    "                values = []\n",
808    "                for sequence in SEQUENCES:\n",
809    "                    data = mean_data_per_seq_plane[sequence][subsampling][plane][q_type]\n",
810    "                    if qidx in data:\n",
811    "                        values.append(data[qidx])\n",
812    "\n",
813    "                if len(values) > 0:\n",
814    "                    mean_data_plane[subsampling][plane][q_type][qidx] = np.mean(values)"
815   ]
816  },
817  {
818   "cell_type": "markdown",
819   "metadata": {},
820   "source": [
821    "Plotting the AC per-plane weight reveals that the AC weight is very close to 1 for all quantizers. Thus, the decision was made to simply scale distortion with $\\left(\\frac{\\bar Q}{Q_{\\text{plane}, AC}}\\right)^2$."
822   ]
823  },
824  {
825   "cell_type": "code",
826   "execution_count": 13,
827   "metadata": {},
828   "outputs": [
829    {
830     "data": {
831      "image/png": 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\n",
832      "text/plain": [
833       "<Figure size 1440x1080 with 9 Axes>"
834      ]
835     },
836     "metadata": {
837      "needs_background": "light"
838     },
839     "output_type": "display_data"
840    }
841   ],
842   "source": [
843    "plt.figure(figsize=(20, 15))\n",
844    "    \n",
845    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
846    "    for plane in PLANES:\n",
847    "        plt.subplot(3, 3, n * 3 + plane + 1)\n",
848    "\n",
849    "        for sequence in SEQUENCES:\n",
850    "            data = mean_data_per_seq_plane[sequence][subsampling][plane]['ac']\n",
851    "            qidxs, values = list(data.keys()), list(data.values())\n",
852    "            plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label=sequence)\n",
853    "\n",
854    "        data = mean_data_plane[subsampling][plane]['ac']\n",
855    "        qidxs, values = list(data.keys()), list(data.values())\n",
856    "        plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label='Mean', linewidth=3)\n",
857    "\n",
858    "        plt.ylabel('Relative weight')\n",
859    "        plt.xlabel('log Q')\n",
860    "        plt.legend(loc='lower right')\n",
861    "        plt.title(f'Inter {PLANE_NAMES[plane]} AC {subsampling} weighted against just {PLANE_NAMES[plane]} AC and DC')\n",
862    "\n",
863    "# plt.savefig('public_html/inter-ac-just-acdc-log-q.png', dpi=300, bbox_inches='tight')\n",
864    "plt.show()"
865   ]
866  },
867  {
868   "cell_type": "markdown",
869   "metadata": {},
870   "source": [
871    "# Intra\n",
872    "\n",
873    "We can repeat the same steps for intra frames.\n",
874    "\n",
875    "However, testing showed that using the derived linear models lead to worse encoding results."
876   ]
877  },
878  {
879   "cell_type": "code",
880   "execution_count": 14,
881   "metadata": {},
882   "outputs": [
883    {
884     "name": "stderr",
885     "output_type": "stream",
886     "text": [
887      "100%|██████████| 4/4 [00:09<00:00,  2.30s/it]\n",
888      "100%|██████████| 3/3 [00:00<00:00, 39.36it/s]\n"
889     ]
890    }
891   ],
892   "source": [
893    "mean_data_per_seq = {\n",
894    "    sequence: {\n",
895    "        subsampling: {\n",
896    "            plane: {\n",
897    "                q_type: {} for q_type in Q_TYPES\n",
898    "            } for plane in PLANES\n",
899    "        } for subsampling in SUBSAMPLINGS\n",
900    "    } for sequence in SEQUENCES\n",
901    "}\n",
902    "\n",
903    "for sequence in tqdm(SEQUENCES):\n",
904    "    for subsampling in SUBSAMPLINGS:\n",
905    "        with open(join(OUTPUT_DIR, f'{sequence}_{subsampling}_720p50.json'), 'r') as f:\n",
906    "            data = json.load(f)\n",
907    "\n",
908    "        for plane in PLANES:\n",
909    "            for q_type in Q_TYPES:\n",
910    "                for qidx in range(256):\n",
911    "                    values = data['true'][str(plane)][f'{q_type}_weights'][qidx]\n",
912    "                    if len(values) != 0:\n",
913    "                        mean_data_per_seq[sequence][subsampling][plane][q_type][qidx] = np.mean(values)\n",
914    "\n",
915    "mean_data = {\n",
916    "    subsampling: {\n",
917    "        plane: {\n",
918    "            q_type: {} for q_type in Q_TYPES\n",
919    "        } for plane in PLANES\n",
920    "    } for subsampling in SUBSAMPLINGS\n",
921    "}\n",
922    "\n",
923    "for subsampling in tqdm(SUBSAMPLINGS):\n",
924    "    for plane in PLANES:\n",
925    "        for q_type in Q_TYPES:\n",
926    "            for qidx in range(256):\n",
927    "                values = []\n",
928    "                for sequence in SEQUENCES:\n",
929    "                    data = mean_data_per_seq[sequence][subsampling][plane][q_type]\n",
930    "                    if qidx in data:\n",
931    "                        values.append(data[qidx])\n",
932    "\n",
933    "                if len(values) > 0:\n",
934    "                    mean_data[subsampling][plane][q_type][qidx] = np.mean(values)"
935   ]
936  },
937  {
938   "cell_type": "code",
939   "execution_count": 15,
940   "metadata": {
941    "scrolled": false
942   },
943   "outputs": [
944    {
945     "data": {
946      "image/png": 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jRzN8+HAuv/xyvvSlL2XWcc455zBp0iTGjx/PwQcfzIgRIzjwwAOZMmUKY8eOfdv6Hdu55JJLaGlpYdiwYRx00EFccsklme2ce+65FAoFhg4dykknncQPfvADamtrN/VpkyRJkiRJW7nobZcfjRo1KrV9elmbRYsWsf/++2/ROhoaGhg4cOAWbXNbVYmfnypv1qxZ1NfXV7oMqdeyD0ndYx+Susc+JHXP1tiHImJ+SmlUV8sceSRJkiRJkqRM29wNs98pJk+ezJIlSzrNu+qqq5g4cWKPtnP//fdz4YUXdpq31157MWPGjB5tR5IkSZIkbZ0Mj3qpLRXeTJw4sccDKUmSJEmS1Ht42ZokSZIkSZIyGR5JkiRJkiQpk+GRJEmSJEmSMhkeSZIkSZIkKZPhUQ859NBDN2u7adOmsWrVqs3a9oorrtis7SRJkiRJkjaW4VEP+f3vf79Z25UjPEop0drauln7lCRJkiRJ6qi60gX0uN9cBK882bP7/KehMOkb611lwIABNDY2MmvWLC699FIGDx7MU089xXve8x5+/OMfExFv2+baa69l2bJljB8/nsGDBzNz5kymT5/OFVdcQUqJY445hquuuqrL9i666CKampoYPnw4Bx54IJdffjmTJk1i/PjxPProo9x9993ccccd3HHHHaxevZrJkyfz1a9+FYAf//jHXHvttaxZs4YxY8Zwww03kMvluv88SZIkSZKkbY4jj8pgwYIFTJs2jT/96U+88MILPPLII12u95nPfIbddtuNmTNnMnPmTJYtW8aFF17Igw8+yMKFC5k7dy533313l9t+4xvfoG/fvixcuJCf/OQnADz77LOcfvrpLFiwgGeffZbnnnuOxx57jIULFzJ//nxmz57NokWL+NnPfsYjjzzCwoULyeVy7dtLkiRJkiSta9sbebSBEUJbwujRoxkyZAgAw4cP58UXX+T973//BrebO3cu9fX17LzzzgCcdtppzJ49mxNOOGGj2t1jjz1473vfC8ADDzzAAw88wIgRIwBobGzkueee44knnmD+/PkccsghADQ1NfGud71rk49RkiRJkiS9M2x74dFWoLa2tv1xLpcjn89v1HYppW61279//077uvjii/nEJz7RaZ3rrruOM844gyuvvLJbbUmSJEmSpHcGL1ursIEDB9LQ0ADAmDFjeOihh1i+fDmFQoHp06fzgQ98IHPbmpoaWlpaulw2ceJEbrnlFhobGwH461//yquvvsoRRxzBnXfeyauvvgrA66+/zl/+8pcePipJkiRJkrStcORRhZ1zzjlMmjSJXXfdlZkzZ3LllVcyfvx4UkocffTRHH/88evddtiwYYwcOZLLL7+807IJEyawaNEi3ve+9wHFG3r/+Mc/5oADDuDrX/86EyZMoLW1lZqaGq6//nr22GOPsh6nJEmSJEnqnaK7l0ptaaNGjUrz5s3rNG/RokXsv//+W7SOhoYGBg4cuEXb3FZV4uenyps1axb19fWVLkPqtexDUvfYh6TusQ9J3bM19qGImJ9SGtXVMi9bkyRJkiRJUiYvW9tCJk+ezJIlSzrNu+qqq5g4ceIGtx0zZgyrV6/uNO9HP/oRQ4cO7dEaJUmSJEmS1mV4tIXMmDFjs7f94x//2IOVSJIkSZIkbTwvW5MkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8KrMBAwZ0Of/MM8/kzjvvzNxu2rRprFq1qlxlSZIkSZIkbRTDo63U1hoeFQqFSpcgSZIkSZK2oOpKF9DTrnrsKp55/Zke3ed+O+7HhaMv3OB6V199NbfccgsAZ599Np/73Ofal6WU+PSnP82DDz7IXnvtRUopcz/XXnsty5YtY/z48QwePJiZM2cyffp0rrjiClJKHHPMMVx11VXccccd/OEPf+Dqq6/mmmuu4ZprruGFF17gz3/+M2eccQYPP/wwe+65J2eccQb33nsvLS0t/PznP2e//fbrst3GxkY+/elPM2/ePCKCr3zlK5x44okMGDCA//iP/+D+++/nv//7v3nsscfedpwrV67kox/9KEuXLqVQKHDJJZdw0kkncdFFF3HPPfdQXV3NhAkTmDp16qY89ZIkSZIkqcK2ufCoUubPn8+tt97KH//4R1JKjBkzhg984APty2fMmMGzzz7Lk08+yd///ncOOOAApkyZ0uW+PvOZz3D11Vczc+ZMBg8ezLJly7jwwguZP38+O+ywAxMmTODuu+9m3Lhx/Nd//RcAc+bMYaedduKvf/0rDz/8MIcddlj7/gYPHszjjz/ODTfcwNSpU7n55pu7bPdrX/sagwYN4sknnwTgjTfeAGDlypUcdNBBXHbZZZnH+cILL7Dbbrvx61//GoAVK1bw+uuvM2PGDJ555hkigjfffLP7T7QkSZIkSdqitrnwaGNGCJXDww8/zOTJk+nfvz8AH/7wh5kzZ0778tmzZ3PKKaeQy+XYbbfdOPzwwzd633PnzqW+vp6dd94ZgNNOO43Zs2dzwgkn0NjYSENDAy+//DKnnnoqs2fPZs6cOXz4wx9u377t8Xve8x5+8YtfZLbzu9/9jttvv719eocddgAgl8tx4oknrvc4jzrqKC644AIuvPBCjj32WA477DDy+Tx1dXWcffbZHHPMMRx77LEbfcySJEmSJGnr4D2Pesj6LkNrExE9vu/3ve993Hrrrey7774cdthhzJkzh0cffZSxY8e2r1NbWwsUQ6B8Pr/edrqqsa6ujlwut95a9tlnH+bPn8/QoUO5+OKLueyyy6iuruaxxx7jxBNP5O677+aoo47aqOOVJEmSJElbD8OjHjJu3DjuvvtuVq1axcqVK5kxY0anS8fGjRvH7bffTqFQ4G9/+xszZ85c7/4GDhxIQ0MDAGPGjOGhhx5i+fLlFAoFpk+f3n5J3Lhx45g6dSrjxo1jxIgRzJw5k9raWgYNGrTJxzBhwgS+/e1vt0+3Xba2Mce5bNky+vXrx8c+9jEuuOACHn/8cRobG1mxYgVHH30006ZNY+HChZtckyRJkiRJqqxt7rK1Shk5ciRnnnkmo0ePBoo3kh4xYkT78smTJ/Pggw8ydOhQ9tlnn073Q+rKOeecw6RJk9h1112ZOXMmV155JePHjyelxNFHH83xxx8PwGGHHcbLL7/MuHHjyOVy7L777pk3xN6QL33pS5x33nkcdNBB5HI5vvKVr3S6/G19x3n//ffzv/7X/6Kqqoqamhq+853v0NDQwPHHH09zczMpJb71rW9tVl2SJEmSJKlyYmMut9qajBo1Ks2bN6/TvEWLFrH//vtv0ToaGhoYOHDgFm1zW1WJn58qb9asWdTX11e6DKnXsg9J3WMfkrrHPiR1z9bYhyJifkppVFfLvGxNkiRJkiRJmbxsrcImT57MkiVLOs276qqrmDhxYtnavPXWW7nmmms6zRs7dizXX3992dqUJEmSJEm9k+FRhc2YMWOLt3nWWWdx1llnbfF2JUmSJElS7+Nla5IkSZIkScpkeCRJkiRJkqRMhkeSJEmSJEnKZHgkSZIkSZKkTIZHW4kzzzyTO++8c6PWPfvss/nTn/5U5ookSZIkSZL8tLWtQj6f36T1b7755jJVIkmSJEmS1Nk2Fx69csUVrF70TI/us3b//finL35xveu8+OKLHHXUUYwZM4YFCxawzz778MMf/pCpU6dy77330tTUxKGHHsp3v/tdIoL6+noOPfRQHnnkEY477rhO+7rkkkt4+eWXueWWW6iqevvgsPr6eqZOncqoUaOYPn06V1xxBSkljjnmGK666iq+//3v89RTT/Gtb30LgO9973ssWrSIq6++uueeFEmSJEmS9I7gZWs96Nlnn+Wcc87hiSeeYLvttuOGG27g/PPPZ+7cuTz11FM0NTXxq1/9qn39N998k4ceeoj//M//bJ/3hS98gVdffZVbb721y+Coo2XLlnHhhRfy4IMPsnDhQubOncvdd9/NySefzD333ENLSwsAt956K2eddVZ5DlqSJEmSJG3TtrmRRxsaIVROu+++O2PHjgXgYx/7GNdeey177bUX3/zmN1m1ahWvv/46Bx54IB/60IcAOOmkkzpt/7WvfY0xY8Zw0003bVR7c+fOpb6+np133hmA0047jdmzZ3PCCSdw+OGH86tf/Yr999+flpYWhg4d2oNHKkmSJEmS3im2ufCokiLibdPnnnsu8+bNY/fdd+fSSy+lubm5fXn//v07rX/IIYcwf/58Xn/9dXbccccNtpdSylx29tlnc8UVV7Dffvs56kiSJEmSJG02L1vrQS+99BKPPvooANOnT+f9738/AIMHD6axsXGDn6Z21FFHcdFFF3HMMcfQ0NCwwfbGjBnDQw89xPLlyykUCkyfPp0PfOAD7ctefvllfvrTn3LKKad088gkSZIkSdI7lSOPetD+++/Pbbfdxic+8Qn23ntvPvWpT/HGG28wdOhQ9txzTw455JAN7uPf/u3faGho4LjjjuO+++6jb9++Xa4XEey6665ceeWVjB8/npQSRx99NMcff3z7Oh/96EdZuHAhO+ywQ48doyRJkiRJemcxPOpBVVVV3HjjjZ3mff3rX+frX//629adNWtWp+kf/OAH7Y+nTJnClClTMtt57bXX2i9rO/XUUzn11FO7XO/hhx/m85///EZWL0mSJEmS9HZettbLfPCDH2To0KHstddemeu8+eab7LPPPvTt25cjjjhiC1YnSZIkSZK2NY486iF77rknTz31VI/uc/LkySxZsqTTvKuuuoqJEyeud7vtt9+exYsX92gtkiRJkiTpncnwaCs2Y8aMSpcgSZIkSZLe4bxsTZIkSZIkSZkMjyRJkiRJkpTJ8EiSJEmSJEmZDI96SETw8Y9/vH06n8+z8847c+yxx1awKkmSJEmSpO4xPOoh/fv356mnnqKpqQmA3/72t7z73e+ucFWSJEmSJEndY3jUgyZNmsSvf/1rAKZPn84pp5zSvmzlypVMmTKFQw45hBEjRvDLX/4SgBdffJHDDjuMkSNHMnLkSH7/+98DMGvWLOrr6/nIRz7Cfvvtx2mnnUZKacsflCRJkiRJekerrnQBPe36Tz5Ytn2fd+Ph611+8sknc9lll3HsscfyxBNPMGXKFObMmQPA5ZdfzuGHH84tt9zCm2++yejRoznyyCN517vexW9/+1vq6up47rnnOOWUU5g3bx4ACxYs4Omnn2a33XZj7NixPPLII7z//e8v2/FJkiRJkiSta5sLjypp2LBhvPjii0yfPp2jjz6607IHHniAe+65h6lTpwLQ3NzMSy+9xG677cb555/PwoULyeVyLF68uH2b0aNHM2TIEACGDx/Oiy++aHgkSZIkSZK2KMOjHnbcccdxwQUXMGvWLF577bX2+Skl7rrrLvbdd99O61966aXssssu/M///A+tra3U1dW1L6utrW1/nMvlyOfz5T8ASZIkSZKkDra58GhDl5aV25QpUxg0aBBDhw5l1qxZ7fMnTpzIddddx3XXXUdEsGDBAkaMGMGKFSsYMmQIVVVV3HbbbRQKhcoVL0mSJEmStA5vmN3DhgwZwmc/+9m3zb/kkktoaWlh2LBhHHTQQVxyySUAnHvuudx22228973vZfHixfTv339LlyxJkiRJkpRpmxt5VCmNjY1vm1dfX099fT0Affv25bvf/e7b1tl777154okn2qevvPLKt20L8O1vf7tnC5YkSZIkSdoIjjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUqZtJjxKKVW6BG0Gf26SJEmSJG3dtonwqK6ujtdee80gopdJKfHaa69RV1dX6VIkSZIkSVKGbeLT1oYMGcLSpUv5xz/+scXabG5uNvToAXV1dQwZMqTSZUiSJEmSpAxlDY8i4ijgGiAH3JxS+sY6y6O0/GhgFXBmSunxTW2npqaGvfbaqwcq3nizZs1ixIgRW7RNSZIkSZKkLa1sl61FRA64HpgEHACcEhEHrLPaJGDv0tc5wHfKVY8kSZIkSZI2XTnveTQaeD6l9EJKaQ1wO3D8OuscD/wwFf0B2D4idi1jTZIkSZIkSdoE5QyP3g283GF6aWnepq4jSZIkSZKkCinnPY+ii3nrfhzaxqxDRJxD8bI2gMaIeLabtfWEwcDyShch9WL2Ial77ENS99iHpO6xD0ndszX2oT2yFpQzPFoK7N5hegiwbDPWIaV0E3BTTxfYHRExL6U0qtJ1SL2VfUjqHvuQ1D32Ial77ENS9/S2PlTOy9bmAntHxF4R0Qc4GbhnnXXuAU6PovcCK1JKfytjTZIkSZIkSdoEZRt5lFLKR8T5wP1ADrglpfR0RHyytPxG4D7gaOB5YBVwVrnqkSRJkiRJ0qYr52VrpJTuoxgQdZx3Y4fHCTivnDWU0VZ1GZ3UC9mHpO6xD0ndYx+Susc+JHVPr+pDUcxvJEmSJEmSpLcr5z2PJEmSJEmS1MsZHm2iiNg9ImZGxKKIeDoiPlvpmqTeJCLqIuKxiPifUh/6aqVrknqjiMhFxIKI+FWla5F6m4h4MSKejIiFETGv0vVIvU1EbB8Rd0bEM6XzovdVuiapt4iIfUu/f9q+3oqIz1W6rg3xsrVNFBG7ArumlB6PiIHAfOCElNKfKlya1CtERAD9U0qNEVEDPAx8NqX0hwqXJvUqEfEfwChgu5TSsZWuR+pNIuJFYFRKaXmla5F6o4i4DZiTUrq59Mna/VJKb1a6Lqm3iYgc8FdgTErpL5WuZ30cebSJUkp/Syk9XnrcACwC3l3ZqqTeIxU1liZrSl+m2NImiIghwDHAzZWuRZL0zhIR2wHjgO8DpJTWGBxJm+0I4M9be3AEhkfdEhF7AiOAP1a2Eql3KV1usxB4FfhtSsk+JG2aacAXgNZKFyL1Ugl4ICLmR8Q5lS5G6mX+BfgHcGvp8umbI6J/pYuSeqmTgemVLmJjGB5tpogYANwFfC6l9Fal65F6k5RSIaU0HBgCjI6Igypdk9RbRMSxwKsppfmVrkXqxcamlEYCk4DzImJcpQuSepFqYCTwnZTSCGAlcFFlS5J6n9Iln8cBP690LRvD8GgzlO7Tchfwk5TSLypdj9RblYY4zwKOqnApUm8yFjiudM+W24HDI+LHlS1J6l1SSstK318FZgCjK1uR1KssBZZ2GDl+J8UwSdKmmQQ8nlL6e6UL2RiGR5uodLPf7wOLUkpXV7oeqbeJiJ0jYvvS477AkcAzla1K6j1SShenlIaklPakONT5wZTSxypcltRrRET/0oeeULrUZgLwVGWrknqPlNIrwMsRsW9p1hGAHx4kbbpT6CWXrEFxyKE2zVjg48CTpXu2AHwxpXRfBWuSepNdgdtKnyxQBdyRUvKjxiVJW8ouwIzi/wOpBn6aUvo/lS1J6nU+DfykdNnNC8BZFa5H6lUioh/wQeATla5lY0VKfsiRJEmSJEmSuuZla5IkSZIkScpkeCRJkiRJkqRMhkeSJEmSJEnKZHgkSZIkSZKkTIZHkiRJkiRJymR4JEmStJEiorGH9hMR8aWIeC4iFkfEQxExrCf2LUmS1NOqK12AJEnSO9B5wKHAwSmlVRExAbg3Ig5IKa2scG2SJEmdOPJIkiRpE5VGDv1XRDwVEU9GxEml+VURcUNEPB0Rv4qI+yLiI13s4kLg0ymlVQAppQeA2cBpW+4oJEmSNo4jjyRJkjbdh4HhwMHAYGBuRMwGxgJ7AkOBdwGLgFs6bhgR2wH9U0p/Xmef84ADylu2JEnSpnPkkSRJ0qZ7PzA9pVRIKf0deAg4pDT/5yml1pTSK8DMTdhnlKFOSZKkbjM8kiRJ2nRZQc8GA6CU0lvAyoj4l3UWjaQ4+kiSJGmrYngkSZK06WYDJ0VELiJ2BsYBjwEPAyeW7n20C1Cfsf1/AddGRF+AiDgSOBC4s+yVS5IkbSLveSRJkrTpZgDvA/4HSMAXUkqvRMRdwBHAU8Bi4I/Aii62vw7YHngiImqAPsD3oezDAAAgAElEQVRBKaXmLVG8JEnSpoiUUqVrkCRJ2mZExICUUmNE7ERxNNLY0v2PMtenGEbNTSl9cUvVKUmStLEMjyRJknpQRMyiOKqoD/DNlNIPKlqQJElSNxkeSZIkSZIkKZM3zJYkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJkiRJkiRlMjySJEmSJElSJsMjSZIkSZIkZTI8kiRJkiRJUibDI0mSJEmSJGUyPJIkSZIkSVImwyNJktTrRMSLEXHkRq47KyLO7sG2/z0iFkVEbYd5O0XEqxFx1Hq2q4+IFBFf6GLZrhHx/Yj4W0Q0RMQzEfHViOi/gVrOKO3z7HXmzY+ItyJiaUR8MyKqS8tqS+38pdTOgoiYtHnPhCRJeqcwPJIkSe9obcHKxkopfQ9YCny5w+xpwH0ppf+znk3PAF4vfe/Y/o7Ao0Bf4H0ppYHAB4HtgX9dT907ABcDT6+zqB/wOWAwMAY4ArigtKwaeBn4ADAIuAS4IyL2XE/dkiTpHc7wSJIk9WoRcWZEPBwRUyPijYhY0jaaJiIuBw4Dvh0RjRHx7dL8FBHnRcRzwHOleddExMulETvzI+Kw9TT778C5ETE8IiZQDGg+v54a+wEfAc4D9o6IUR0W/wfQAHwspfQiQErp5ZTSZ1NKT6ynhiuBa4HlHWemlL6TUpqTUlqTUvor8BNgbGnZypTSpSmlF1NKrSmlXwFLgPespx1JkvQOZ3gkSZK2BWOAZymOtvkm8P2IiJTS/wbmAOenlAaklM7vsM0Jpe0OKE3PBYYDOwI/BX4eEXVdNVYKeb4M3AJ8Fzg3pfTGeuo7EWgEfg7cD5zeYdmRwC9SSq0be7ARMRoYBdy4EauP4+2jk9r2swuwT9ZySZIkMDySJEnbhr+klL6XUioAtwG7ArtsYJsrU0qvp5SaAFJKP04pvZZSyqeU/huoBfZdz/bfBlqAhSmluzfQ1hnAz0r1/RQ4JSJqSst2Av62ge3bRUQOuAH49IYCp4g4i2LINLWLZTUURyXdllJ6ZmPblyRJ7zyGR5IkaVvwStuDlNKq0sMBG9jm5Y4TEfGfpRthr4iINyneE2hw1sYppQQsYgOjdiJid2A8xaAG4JdAHXBMafo1imHXxjoXeCKl9OgG2j0B+AYwKaW0fJ1lVcCPgDXA+V1sLkmS1M7wSJIkbevShuaX7m90IfBRYIeU0vbACiB6oP2PU/yb696IeAV4gWJ41Hbp2u+AyaVAZ2McUVr/ldL+DgX+u+1+TqXjOQr4HvChlNKTHTeOiAC+T3Fk1okppZbNPzRJkvROYHgkSZK2dX8H/mUD6wwE8sA/gOqI+DKwXQ+1fzrwVYr3U2r7OhE4JiJ2Aq4utXVbROwBEBHvjoirI2JYF/s7E9i/w77mlfb/v0vbHk5xlNOJKaXHutj+O6XtP9R2yZ4kSdL6GB5JkqRt3TXAR0qfxHZtxjr3A78BFgN/AZpZ57K2zRER7wX2BK5PKb3S4ese4HnglJTS6xRHD7UAf4yIBuD/Uhz59Py6+0wpvdlxXxQvPXsrpbSitMolFC+5u6/0CXONEfGbUj17AJ+gGDq90mH5ad09VkmStO2K4uX6kiRJkiRJ0ts58kiSJEmSJEmZyhYeRcQtEfFqRDyVsTwi4tqIeD4inoiIkeWqRZIkSZIkSZunnCOPfgActZ7lk4C9S1/nULx5oyRJkiRJkrYiZQuPUkqzgdfXs8rxwA9T0R+A7SNi13LVI0mSJEmSpE1XyXsevZvOn2KytDRPkiRJkiRJW4nqCrYdXczr8qPfIuIcipe20bdv3/fsvvvu5axro7S2tlJV5f3Gpc1lH5K6xz4kdY99SOoe+5DUPVtjH1q8ePHylNLOXS2rZHi0FOiYAg0BlnW1YkrpJuAmgFGjRqV58+aVv7oNmDVrFvX19ZUuQ+q17ENS99iHpO6xD0ndYx+Sumdr7EMR8ZesZZWMue4BTi996tp7gRUppb9VsB5JkiRJkiSto2wjjyJiOlAPDI6IpcBXgBqAlNKNwH3A0cDzwCrgrHLVIkmSJEmSpM1TtvAopXTKBpYn4LxytS9JkiRJkqTu27ruziRJkiRJkqStiuGRJEmSJEmSMhkeSZIkSZIkKZPhkSRJkiRJkjIZHkmSJEmSJCmT4ZEkSZIkSZIyGR5JkiRJkiQpk+GRJEmSJEmSMhkeSZIkSZIkKZPhkSRJkiRJkjIZHkmSJEmSJCmT4ZEkSZIkSZIyVVe6AEmS9M6TUqJhdb59OhdB35ocVVXxtnVbW4vr5gut1NbkqKuuIt+aaFpToKmlQHWuuG3fmhzVubX/F2taU2B542qaWgqlNju0z9qJIKgKiCh+r4qgKoIIiOBt2649BmjOF1i5Ok9LIZGrCnJVQXXpe9tXVQStKdHammhNFB+nRGp/DNVVwaC+NfTtk2PV6gKNq/OsXJOnsTlP4+o8q9bkGVhXwy7b1dEnV8WaQisthVbW5Nd+L85LBFBXk6NvnyrqqnPkqoJCa6KQEoXWYtv5QvF7oZXS/FYKrcXnupAS+dZivW3rF1qL86qieHzVueJxrcm3sjpfYE2+lUJKBMUnLILioyjOKU5H+/woPd+ss6wmV0WfXNCnuvhzbCkU224ptLbXkC8U621pTVQF9K+tZmBtNbXVORLFYyo+vx2fb0rP/9p5S15Yw9Pp+U7tF18PdHi8dn6x1rYjpMOxrHPM6xz3uvvp+Hy0zQggVxXU5KqKz0H12sc1uSpW5wu8sbKFN1atoaE5T3VV8TnqU11FQPsxVVcFA+qqGVBbTZ/qKt5Y2cLrK1fzxqoWUqL4+i69Jqui2Gas8zjXsR9UvX1ZS6H4M29uKb7uclVBXU2O2lI97X2n/fjXTnfsV1E68LbnsOPzUlUFA2qLxzGgrpqg2G5L++u++JrIt7ZSXVVst7a6+Fy1FIp9oa1v1Fbn6NcnR78+1fStyRXfU1LxHSCVvremBF308bU/0LU/xw4/4nZVEdTVFPtbV+9hkrQtMDySJPUaKSVeW7mGZW82lU4iSicQpRPhfn2qGVjX9lVDvz45Vq7Os6Kphbeai99Xrs63nwDnckFNVVXxhD+39sS/uqqqeIJdOmlta6NTm62tNLe0snJ1npWrC6xak2fVmkLnk5JUDBgSpccUQ5K2E50+1VUUWhOvr1zDG6uKJ4aNzXnyrWtPlHOlUGFQ3xq261tDbXUVa/Kt/O3vzfzwxbmdAoS2AKNProqaDieffXJV1OSC1flWXl+5hjdXtbCiqYXWlNY50Vt7gls8QWxldUsr1VXBdn1rGFhXTf/a6tL+q6iuChqb87zZtIa3mvIUSiev1bnic9j+fOaCuuoctTXF4/3bimb+tqKZNfnWTj/fCBjQp5q6Prn2U7Q1hVbeamqhtasTuy7U5IonsilBY4dwSuWXK500p/Y+UN72anJRCre6sZPnnu2xeiSgFGKXAsXSvI7vrQFU56qoq6mib02Oupoc1VWxdj2gtrSsb5/q9vf85pZiWJ4vJGqq14asHUPGPrnoFGYW23t7aNvx/b5tflto3va7sboqKLSy9ndga2r//VidC2pywYsvtvDyH/5CTVVQXfo907a8uirag8r2QLJtuooOQWnxd1Tb78S26Y7/CJC0dTA8kiRtUYXW1P6H8Or82v9gr84Xp5tbCqxuaW1//GrDav78j0Ze+Ecjf/7HSlY0tVT6ELpUW11Fvz65Dv9Z73rERSEVj784YqOVqqpgx3592LF/8WvnAbXtf7jnqoJ8IbGiqRj2LH2jiTX51uLJRHMra6pXU5MrhkT9a6uLf+wnaCmFPo3NedaUwq41+Vb6VFexY78+7LFTPwb1rSFXFe2jX9pO9lPpjL9jwNVSSDQ052lobmHlmjwt+URTUwv51lYG1Faz1+D+pf1Vke8wQqT4fe2xNq0pUBXBsCHbc9RBdQzuX9t+glNoTaxcnadxdYGmlrWhT3VVFdv3K4ZnbSMwmluKox369SmONsq3puKJVWkkUttIo50H1jJ4QC39+6z9c6fTKJLS97aRB62l4y+OEqJ9dFCHASId9lOc6luTo19tjpqqKgql0UXFY29tfw7aQrriSVPHUU5rR3isKbSyoqmFpjUF+tdWM6A2V/pe/OrbJ8dbTXn+/lYz+dZUOmksBoVtJ5BtJ12tKdHcsvZks9CaOo2Cqu7wuOMIqVwUR3xUV1VRVVUMOnOlE8Dq0vpAafRP8edcW5NrDyej45PbQXuQSudgqS1UpTTdFti2jaIKKIWPnYPI6qqq9ucwlY61cXWe1flC+/Pctrzz8915VNns2bMZN27c2ho61tOh1rb6WM96ax93GNXWYTBLx/mp0/y1+1rbX9aG1ms69t3+fdixXx8G1tW096s1hWIAW1V6v2kp9aOG5uLzsWP/PuzUv5Yd+tW0j4ArlNpse222vdYL67z2C62l9dpHyhVHdVWXAtq6DgH46g7v6Z0C84yf87qvBej4GoF8ayurVhdoWN1CY3Px/aBj2NA2OqvtPaftuViTb21fp7a6GEC0vTesKr0/rH1fLoYZ646QW/u6Xed13PlF3WlZoTXRnG8ttrEmT741dVpl3ddI2z8f2t6z2t5r2p6r5pZW3ljZQnNLgeaWAn2qq4rPeU2OmlzQ1FTo8E+D4j8OVpemO75uSZ1fo63r/DOjY99sf7/rQgTUVFXR0tr69nWeearrjbqpqm0kYtvvolyHcKm67Z8ixccpQUNzCw2l136hFHTV5NYGWW2vn+rSP42qc23zSu+LueLrqSYX7NDhd/L2fWtK70GQq6pqf1/s+NX2/tg2InPd0adt76+5XLRvH5FoTS1UVVXRp6pP5vvn5ir+LmulkArkW/OdHhdSgUJr8fdkXXUdddV11OZqCYI1rWtozjfTlG+iKd/U/rg530w+FfticbRuVYfRg8Xp1YXVrGpZxcqWlazKr6I2V8v2tduzfe32DKodRESQb823f9Xmaulf05/+Nf3pV9OPfGue5nwzqwuraS40d+g3/4+9N4u1JDnv/P4RkevZ715bd1X1Wmw2u6lmSxSphS3K0pgUZXtgyNYAfvBYGmHGy9gDz8M8+NXwAIYMyAsw1oPHgACPvIzHoqQRSFFkjSRSUrMlsvdudvVSe9Wtu541t4jwwxd5Ms+te6tuVd3qWvr7XQQycjl58uTNJeIf32Knv2n6+zC7zs1ct2znPvba3851e3629hl6r8jp73+89ziafnNf/58HFRaPGIZhHmKygixkbsWUvtAGG+MMFzYnroyn9dV+MhUC6m4zhbHwpYDvzVq6SCGmAlGaGySFRq5v3UxguR3isaUmvvbcYTy21MIjczFCX01HO8sG2zgtpo3HQZJjnGm0Qg+d2CPLnchHM/SmjfepwKFtNe/qgEDgUUe1bGCWDc9yVDT0SLRpBupjHyU9ffo0Xnrppz/W72TuMXPAM0c69/oobpm61cV1fkAHsO84UIgDdcufDZwI8mBye8ctIbjxz+yJrbmoFjUBRtXaD6UbaWEsTv+bP8Pnv/DFyjrXVFa6U3HSCfN1sVJbi7wm+E2nO+qTIsV6eh6joo9CA4WBe19bFBoYaYutjMTTZsPHsTkPrcCDEAaZSZHpDLlJZ8rY5rAmgDBN2KwBU4QwVkAbAWsEsgLoJwUmWTVyIEQBiBxC5oDIAZlDTKcFIDM3X0DIBEKNXZkAMnWfLyCEBmRZNzvOvQKsV3tCWkCUqnVNvYaCgIKwHgSU207DwgAwsNAALKzQt/z/F5BuP8zt8Dtf+R18dvmz9/ow7ir8/mAYhrkPyTWNuo7zwo1k0qjpOCuqek4jnONMY5gU2Bhn2Bxl2Bi7GBejfMZtJ/Zd3IdQoeGTa1DuRovLfSd5NZJdZ74Z4GgvxrG5BiJ/Nr5EoCSUEtClhYuuRs21sQg9hciXCJ3bUum+FLqR1Pp0t217TRJ9mDujHC076NHN/XyXNQY2TWGSBLAWqtuFUHfWabfGAFrTdCe131j/tRaAzXLYPINNU9iMpibLYLMMKArA8yD8AML3XfFKkyzAWljjGvH1ZXZ2vloGN2+uXw4LGHP9tii/x1y3bGY5dvn+HcdW7XeX7y8/A0u/MwghohAyCOg36gK2KGgbz4PwfAjPNRuNhtUGsAZWa8BcP6W6qbaVAkJ5EJ4ClHL7c/VyuVS0z0LT92tNx6A1bKFh9Y56oWGNBtyxQCrIRgOy2YQIg9l/PMpzWS0M33gD24MBHbM2bl+6mte6On5D3wtjAK88Zg8QAmYyhhlTsVlG63w6X8L3Zs6fNRo2z4GigC00hJKA2xedj1odtaBb9YBKomblJQRd01kKk6SAtZBxBBHFEL4Pm+d0nefOYtPFLqL9CkBK9zVlICIJm2X0eyYTmPEIwg+gel2ouTl4vR6s1tCDAcxgCDMaQQQBZKsJ1W5DNhqz51pKiCCEjEKIMKRVhYYtcve/dNdZ4f7feUHrLCAbMWSzCdloAkZDj0aw4zFsnkOEtD8RBBCyJtxP7/3q/MhGTNdFowET+pCQEJbuP2vc/WkM3VvGwGiNUTbA9mQLRhe1+87dY247IQWEVPQblYKQiqau7sz4aLkQUx1AAEjzBIOsj1E6wCAbAMYgED586cMXCkgz2PEENklgkwRGCmhPQisB40kUEm4eCLwQbb+NlmogFgFG22sYbV7FZHMdSTHBxAfGgcXY18hgoHUOowtXNIwuYA1NjdEwhqxSSuuUQmdkKWI1isiDjgKYRghP+fC3Mnz/tRZaKZCiwLZMsS1TbMkEyvPRCTpo+y20/TaEELQ/U8CYAkgzyCSDSgt4mYaKY3jtDvxWF9oXuLjxEa5tXoTKNYwAkkAgCYAkALQE/AIICqBZANICWgBbEthwl4My9WIR6J3LAKXd/8OH27dA5gErPqAUIA3tO1dA7rmigMwDCjfNveq6E5CIVAOx6iBWbUTyEHwZQ8KDFD5N4UGA6rAeLAxyk0ObHLnNnTUY3Z/0mK6mFNtMQ6OAQQ5tC8BKt41y09q8EdO6sSSOGSthjYSxguLAIYMVVIw1sCaANT5gA1gTAMaHteVUVQ9UYSGqhysgLKzxABNCiQiRitEMDRpxhihMEAQJhIQTvhSslfQbkExL7AVohzE6UYxu2IQUkgb2tJ0Z7NOGBgDV1I2SLMIqS1UJv7T4UnLqbulLObXs9pSkz8ravJLwRFVXEvClmonRR/9n17YBWXeVVl4nuyfxsMPiEcMwzD1gnBU4szrEe1eH+NHqAO9dHeLM6hBb4wyT/NatcyJfkmtC08dcI8DJhQbmnIuD78mpKf24LkLlBoESiAMPsS/RCDxETmDqNXwcmyOx6GgvRjO8/18XpUBh0xQmzWCzFDYvIJsNqHYbIo4rMSPPkV++jPzCBWTnL0Bvb9N2rRZkqwXZakMoSR2vnSXbZZkr0EXVUXSdR5tnMOPJtCNms3zaQaXOsKl1hKmDUnU8fVhrqJM2GEAPh7BFDuH7WMhyfPBb/2NN5HDfpwsgL2DzHCbLYAYD+uxoBKEUvKUleEtLUAvzsGkGMxzCDIewWkNGEUQjhgwCmEkCMxrBjEbUiZaCGkxSlgEyZueFoE7OcAg9GpEQA9C6nabhUkLNzUG2mrCTBGYyoU6371NnUKlZcaicFsV0nmHulB6ASwe0LxFFkI0G3bNOELFFDpuTMIK6yCkE4PuAkrS80PflNW2jADr0IfICapzuvo2UELsJuMxNCVyZO8B9agCRK/cH2/f6AO4+noKcn4O/sABvaQkyimfXSznzTp9OfQ/wfchGA6rTheq0ITsdyDgmwTUMZkRSWdbvcODlZtStz0pX4tIdOysMuYY7d8tycHOSF5hkxg1C6mlbc5iSFXh/UmAwzKFN6S5aufNLkIu0BdCf5PhwlO0ZnqC0hAtczMXSgi3XdteBzxtjXLk5pWtiPd5j3SK9rP/Tf1+ge/gWD+MB4/7vDTAMw9xHGEOxX7YmFOB4a0wvuc1Rhq0JxWYo455oFx+izPCjrcXWOMd7qwOc35hM9xkoiceWmvjMsS6WWiHiQKHhkxtGI/AorktQZotRiH2vqgfXZ5jaC2st7GQCMxpBD4cw4zGE59OobExFxDGElDSKMhpDb25Av/MBBhsb0Bub0P0+AEDI2sh1TZCpj3LbLIM1ejriXjaWhO/DJAn0+gaKjQ3o9XUU6+vQW1u0XRxBxg0SMuIIohwJd9YhMyVNYdx3TcWKvVCKRKQgQLG2NtuZOwiUonNXWl7U8bzqHJeNP8+NTpdWDFICzrLDJBMSo/KCRs7bbailRQQnT5JAVBQYXLoEv9ejTqo792Y8plFv34dsNkmgeeIJqDYJYjbPUVy7huLaNeRnz1GHt9VEsLgASAWbJNBJinyUAnETmFuBaDTheQo+cghrADjrGzdyX58XYQjb6MA0OoDnQ8BAQNPoXyOCimMIAeiNdRRr69CDIfK4g9TvIlchfJPC0xN4JoMRHqxSNJUKRvjUCHcj+lZIN1UkXNUMeqgunKWNq8NpWMqD9dywsucDyoMWHnLjQVsBJSyU0FDQ8KAhbQFtAWNppFZrcm/QFjBGUN/fCGhr3CgnxVFRClAexQuysEgygyQzyHKDzLWLhZwae1S3ksRMljNrgSj00GqGmOgxNpNtGGPhywCeCKCEByU8CKsgIJ3bASi+BTRM+WdpTltybzCwsM4UwloztfSBMRQTRQBGkOin3Hi5tPScoX2Xe7YopjUBKRWEkFCKplK4/5kFrK0EUiUEPCGgIGBMAW1yGKPhKQ9hECH0I2ihMTYTjPQIGQpAAlaCeh4KsFLASIPM5siRA9aiIyJ0RAiZCwxGKcXmKuj3ABZKSnjKg688jCcT+LGPAhoFCuTIoYWFJ334KoCnAnjKR6EKZCpF6iXIRAZdFLC5gc0NtNZIhUEuKIZHbnJYOruAgDuXFL8pEB4y+hZYYarz77YX1kBYC2ktfHfupBRQQkHbAkkxgUZOnxHuQhcWuTTIPYvMo/152sLTBrEOABPBN234tgkjNAqRwYgMhcyhRQYtc6B0cwFZEtA9F0DZEJ4JAFhopAiKFGGaQUuLzPeQ+hJGKRhRQOkUXp4iKHIIS1eMsj5CBBC6gNI5RJ7BCo1CamgloCVZkGiFqi6BMGyg4TUxr1uY0w10shhC+sg8H5knUQjAYAhrh5A6hzF0fRvjrm9roK2BNgWEtVgQbayILhZsE10bIrcaqcmQ2hy5Lej5IBWAEJ6IEXldRKqNULXg+xLSM5C+hfQNpGdpYEGgskQs75vSCs5YEtTqFnkWsELCQsCALB4aYQPNoIFG2IAUCjk0ClsgNwVEFELEEVTcpHehsVDaQhYGqjAQWkMWBiLXyHSGsZ5gpMeY2AxxdwHd+UPozR9FK2zDSwvY8YQs4/KcrN2kove4e29B1pYB0wGBaR0CMJoGQWqDCm9+dBY/9tM/BdluA1rXLNYmZNFVMmPxSnUZR1OLMBGGbsCCBjNMmtLvdlZr1hja92gEMx4DWkOEEUQYQEYRPUSddaAt6AFLgziee9+WFn3OYlB51Toh3O9y1oPJhM6Fp6bWhTbPYdIUNnVWq8561bgBmGJ9DXptHcXaGopsVmi12lTv6SIHygEot2zPQFN74XmQQUADLU5QkmFA1qNhSOdkWq/NT7d3QlRQq++cd9uqIIAf1vYVeUAjqK4ZsXesuzuhcDEAhRBTgSZQ8obhF0rRqxSSpvHACpovTFXP9Wy8sJ3b7ly3W8KUrKAQB/Xl/icgyDuLR8yebCVb+Kj/EZXtj3C2fxYf9T/CpeElzEVzONY+hmOtY9Pp0dZRHGsfQy/sfSxuEQ8T1lpnElzMBJLTViM3OdWNvm69r3xEKkLDayD2Y8RejEhFUPJBjeHw8WGtxYXNCd6+3Mc7VwZ4+3IfZ1aHSAtytaqnta6XtNA3zOwTu6wpciYgbRWktR15+Owjc/iVzz2Cp1ZaeGKpiWMyAzY2oNfXoIdrZL2xncAmE2pMJRPYCYkJZFZPZvaFMRgYi4G11AhJU5g0gU1K6xs3nUyoMTYe70swEVFEjeJ095HmfVFawjgxpXTTqCO7XXjz81AL8wiffBKq14PVRWWJUv5+oyGDcCr8UCOHLFSoAeUaOkGwo1EUQngeNTgHfejBEGbQh0lSqJUVYPkR2KXDsHPLsI0WlMkgswQyG0MkYyhpIAN/WoTvI80lklwiSQXS1CIvBAkKVsBo6vR7voTnCXgeGRZASmhI5JmBzsm8WZTpsUvDg0wjT3cvRhtIJUhgkO55UWhsRltoNFooco0i19CFhtYWUgl4gYQfevADBRgBayzsCDDawsQW5qiFOWSgtYEpLIy2sAXtH7EAyoFTA2BYuzZ8CxFYCGUp5Iqkz5lcAIUA+hLo3+TakICUhyEUYDRgJzfZ/mNjp+WHciXYZdvduNFz16lCd0zDlRtRPoGONkkAACAASURBVKAEDqqZp3H92alzo2/Z64lTuLLb8mTHMolbs6Qox6xLy469uH+sMz55CAlI5bJxeWIqWpjcQhcWutifuO+FikRa5z4tpIAu6FlbZIb241xORhIYC+Gevy7YrbXIM+e+BrrOU+xtLyMEEMQe/IjiCOrc0PFqU2Uvc4HcjaaBJKPtdP/X7xBQSkJ5AsqXUJ6EVAJGWxS5QZEbmJxc5KSionyJqOkjbHiImj48F++r1HiKscDwMnBRABBj5/GoANFxwY1LN0VMg4WX4nX5vdqV8hhJ5BYI4gaiRgdhw4fXULjsN9DaWAA2yh8UTz9z0/BmiSsb5XntIGzMIzrmwwsk8kQjSzSypAAsoJoS3pyEFyh6z/oKXiAhfHq20nvUoMg0jLF0bSm6NmTt/E2XuetFKgp0Xb6XP07KQT09GEBvb8P0qY1is3o7rhwwS2cFrB3zJivrGYr+wK3PKovsLINNkoMfOBPOAllKOn/1ulIzy2BJbLVu8El4Xs26yq9EL9ems1lWWW0n6XRQTPV6UN0uRVV3rqTWmsqt1Lp72hgoaxDtsnznZ6wxJO7lznLUGLJI73ShOh2obgey04Fqu3q3BTMeQ29tQ/e3obe3sVAcA9A62PN7n8Hi0SecTGc41z+Hs/2z+LD/4YxItJVuTbfzpIdH2o/gROcEPn/489hINnBxeBHfOf8dbCQbM/ts+k0SklrHcLR9dEZgOtI6gsi7/eaaNhqjYoRhNsQgG2CYDzHKRxhkA4zyETpBBwvxAhbjRSzGi2j5rbv2IrDWYivdwup4Fdcm13BtfA39rD/NSJDoBEmRYFyMad4tm8lc4LZJ9R100nchkMFUTCoFpdiL0fAb6IU9zEVzmI/mMRfOYS5yxdU7Qee+Fv+GaYHLWxNc3Jrg0laCS1sTrI8yhJ6csdiJp1Y6lOrWVwIfrY3xzpU+CUaXBxi4eEBCAMfnG3hypY1moCibhsRshgy3LPIVeg3KvtFr+OjFPrqeQVdnaOoUMpmQVc9oRKNY0/oIZjSEvtJH8SaNTum1NeQbG/jwZu4KUpLFil864QuI0mSh9oKmmBIRjUI1m1ALC25ULnauWE2oZpPqzSZkowGbF9WL2Y0WmskEEALe/BzU/ALU/By8+XnYdg+F36BB1txA5wU1MjU1jqejeuVIZom7nKy1EM5dSxuBvBBIxjmyCTUOs0kB6UkSPgJFDcRAwhQGo36GcT/DxE2TkRtZ1AKYAJjsHNisZoymDoRxHRKdGxQbBngbAMYAPrrByd/Zjb2f8JCt14+PWusGQAGLBDmqbvTN2N89b3MBm9/h88G4tutNDMUYhnl4sYYCKGtYUmtukyLVKG72ees66cbN3AHWAum4QDo+oAeYBb2XCgDJDdoCxtI2jvF2djDffwBc+Zsf3etDODBKkUmoWeFJlG5WEs7apkoEIJVEECn4oYIfUawyanNQ28Pa0spUuH3VBExJQqHOtRPtLJQfwQ+btL9Q0UBQS03n93xd7/PStqaMNaYhjIavDHyp4UsDBXLNN6UFuXPVN2W9jPtmyWKVjJFNZY3srPFKcchaVNsbi8DL0fJy+J6lc1kU5F6fZMhSA5mNgCyh7xyNyPqp04G/sgIRRWQ5v7WF9N13yRLe2t1Fq93q0pn5Slm1o3fUhedBNENqb0sJMxwiv3gRyTtvw2z3YUajva+dTgfdX/oq/CNHbumae9Bg8egTgLUWV8dXZyyIPux/iLPbZ3FpdAmmZla6FC/hRPcEfuH4L+B45zhOdk/iROcEjrSOwJO7Xy7jfIyLw4u4MLiAC8ML0/q5wTl879L3kOjZztdSvFRZK7WPYqWxglSnGGZDDPNKFBrmQ1qWDTHIBxhmQ4yL8S399khFM2LSYryIhXgBS/HS7LJoAb6qAvIOsyFWJ6u4Nr6G1fHqVCBaHVfLrk2uITd7+eR6iFU8TX8Ze1SPVYxuoztdHqkIsR8jVCF86UMJBU968KR33bwnPXiiqiupkOt8KkhN8sk0reZeZX2yjg+2PsBmuolJsftwvyc89KIqraYnvCoVpRCQkNN6mZqynqZyZ9rKmW3c533lY9QfQZ/VONYmq7WG18TmOMO1YYrVforVQYrVQYLLTiC6uDXB5e3kOj9oJSmlalboPWMFCWsQFxniIsWizHGqo/CltsKJFeCRyGLFM/DSSzAbo9oIjyt53V0qdwLLCHo0ghmSKJRrjTUAaze5HmWzCdnpwFtYgL+ygujTz8BbXIS3uIRJq4ErVsCEMeJGF81WD1GzAy+MyIrHjQjmSWWRkiQZRqMJRpMJsjSnaJFawmrAFoDVAlZbWA1oY8i0v29gtiyMIQsYpSQ8NQfP8+B7HmQoIBsU/Drt55hczpGMMiTDdZjiZr+QeVgQikrZkDYaKJJ9WgIEEn5Io41aO+smbei63GUXXijRno8QNX1kkwLJqECR6WnDvbQqmI4Su0b3TANeVg356XI528Avl0vncjn9jAT8QCGIPKhAkriYauQ5jWDr3EB5ZBGgfDm1DvB8Zy3gKShfkjteYagj4DoNpQWFAFkrBJGHIKYOhgAFK7UunoQti0X1OyUACGRJgXSUUzu5fh7qUzX7GZTp0V3HGSjjY1cp1HfdxuCGWuJBjS1QDG877dRbW/3+2enNlu2+XkpB1hktH36gptvVf/9HH36I48dP0GfcCbIG03MoBPXHSsvAIqUOHlnLyOk5pzOJ0l+ycp+EEyym37njWG213pgdx7fbb6ufK7vL53acRwggbgWI2z6ilg9rLIqMruvCXd95Zug94f7/xrj3QqjgB2TlYS19rnz3AJi5L3VerSsyDVneL86iyLgBBqPNtL4fpCdq91p1D1pjkYxyJKNib4ueW0QqMe2ce0E5pedBlmhkkwJZUqDIbt9qo36fWtAgjDmg42cOBuOex/sed3mo8VyJb7bhLeNHCu35CNZYTCY5kjEFyYcE4kUfjU6IRseHVPK652D9eer5zhLNDTZ6QfXcUj71Qar33/XvgLJerqfnDX3WC+TUwi1wdSUtRJZAJiOIbAK/00CwMIdwrgMZfDISu4jyhD4ovPjii/aVV16514fhUiS/dNuf/62/+S1cGV2ZWWZ3kYx3+//stt1ui3KT48LwAs72z84IBbEX40TnBE50TuB49zjVuydwvH0creBgTe2stVhP1ithaXARF4YXcGFAItOV0ZWZ3xOpCK2ghZbvStBCO2ij6TfR8qt6O2hP15fThtfAMBtiLVnD2mQN65N1XBtfm5lfm6zNWFTV6YU9tPwWNpKNXUWqpt/EUryElcYKlhpLWGosYTlepmljGUvxErohCUO+vP8fIJNigq1kCxvpBjaTzaqkVX07266yCKDKJmCcy1RhNApjoF2hdRS/wZSjEmU0B1e31qCwOXI7e45t0YDJ52GyedhsDl7SRTBpYUEUWPYTLKgEHYzR0imiYowwS+CnE6gkgZcU6BQ+2oWHRiYQJgZeoqGSDGKcQCT784uxAig8CeMrWN8DAh8yIF9xFUbwwhgiClFEPpJQYOJLDHyFvvQwkBIDIZBIsgDyGzH8ZhNhq42o3UWz1UUrakNnFlevbGBrbYxkU8P0FYJRE1H+cJu53m9YYYFAQwaAigSUJ2BycpkwBVnYQJeNCwFhXQfRL+C3JFqdGL1eC1HsQ9Y6NlIKZFmOSZIiSVKkaQ4pJYLAQxD4CAIfEBZJniAtMqRFCiEEuq025lpdhFFQG22kIpWoXB9cp0t5Eq+98So+9+MvVJ0q11mbdgpTEjBKAah0h9hptq/U7PK9TPetschSjTwppgIJuelVHS0/qMXM2O2828qNw2hLrgoRj2Mx94Y7bcsxt8fO54Bx7rMQmBGKbvQsAeiZlKfaCdTV/pRXdfyUV8bpsoCpvpuSHdLz1A/VdLubobUhd6pJMe1sKk9CenJG+CuF3akVyx7PVWPs1EKlFJt1Qa7KpVuW8kgwK39fnmmkYxLPkmFeufhZO02uOBWGqVp1nMvt9hCQpZLT7/R8ysRXiv5Gm6nVVTohkf/SpYs4euTovs7djTAWyCYkkiejHEVuyJon8hCEFJeotM4pMkOu2rU6gKno54fOpdBdW+W50+4darTZcf1VAj7D3C6luP3rv/kzN3121bkf30NCiL+21r642zpusd0j3t54G2e3z163fLcXi9hlCHA/20khcaR1BC+uvDgViE50TmC5sfyxuSUJIabWPZ9d/ux163OdY22yhsiL0PJbM9Y/t0UTeAJP3HCTXOdYT0hI2lkG2QDz0TyJQQ0nFMUkFDX95p0d231G7MWIWzEOtygtgLUWRX+ACxdWcfbyFVw8v4r11U2MswKjzGCcG4xcevhxYQAr4AlAQcC6LAmBLhDqDKHOa1OqRwXNR255wyZoixShSRAWKfwig59fgJ+dRVDs/wWe+xJp5CNxaWgv+RpJIDDpApNlYBIAotGE32pjW2VYtWNkqg2oeUjMQaGHhl1CB4cQFx1YAxS2gLYFCWfC1gROC2k9hEWMUDcQZLMumB6u93ROUY+fUJqZt+Gh/eB5RSsLFQpIDxCes0xx09KUu46LT1ufq3blScSNEM1mjFYrQhD7CCIFoy3SJEd/PMRwPMJwMoaQQLsXY36+g6WFOczNtRG1Zp8VuXZxwKQHKVzsGVt9Vxknomzoe4G8pedgmd78VhoEd5v3VwUOnex+bN8npEAYewjj2286CCGgFAWTZhjmk8lBPQcoBs/+nkcK4sZhyfaJUhKqSTGHDgIpBaSznNgvEXy05++PiF2nT1/Gz7709L0+jAOhtAKtYlVVomTZBqjcH6u6LsjyLksKssyzrt3h4lhJIWhA1eywDnQJVUgorKxajSZrt91iIBapvqF32p4tlD1WGG3Jqm5CgmAV50rMNOmqemnJW18nZrfbuW2NcT9Df22yqwWfH6qpZeODiC5c4oP7qJ14N2Dx6B7xz/6tf3avD+G2sEVB6ZSjaDamyW3iK38qXtz2MWk9TWEtlKLsQWG45zH6yseh5iEcah66s++1lgIbTyiYsZlMYLWpslDJMn0O6Dhqy67bxmjy4x0MyBVqSL/HDCjrhB665YMBisEA480+ssEAsHCWMT5UGMKLAnhhAC8Kp8GE4ZP1jPADQCnaX38bk/UtTDa2UPT7EMMBgmQE6YalVlw5MDwPwmWaklEE2YwxyDR6K0dpvhFDRPE0uxbCEENZYNMWMEEH1p8DZA/GNpEVASapxHhsMB5ojPvZ9GUjlQu8qQAoA18YSJkjFzkKm6OXxliYhLsKsvcaqQRa8xGCiBqQ9RHDEiHJSmOnZYofKhc0tLI+8Xw5dR2YWpPAveRlFSSzDOppdb3RRIE/o5aPqEHuDhSU89YEl4eJMrgowzAMwzAPH6KMc8m947uKtRbJMMdgI4HyJeJWgLDpQSkJrQ2SQY6xi29prZ0JRI+6izpIsJm64mYGeaan9SJzQtT0866OaiCw7tI+3V9uoJ1FWxk8vqi5sZf16boyMD8Az3/4R8b49rhHnPv1v4fs3LkqY5AfVNmCZko9oxAJADdcXy+e56LUu2xNpdCRJBTJfyaTUwKTJCSCJLssS9NptqcSWQbebbegmi3Idhuy1ZqmhJatJlS7Ddl027TcNs1ymxYJPEJQCs7hELrfn2Yb0NtU1/3afL8Pvb0FU9b7fZjBoNbTnkUEQSUmxfFUVJrOlwGGoxAyooDENk2mQYNNMqH0pkkCMxnX6iQYfRxYIaDDGJMgxlCF2BQBRl6IsT8PCAE/K+AnBXw9gmf78HWBwBYIrUZgNXyj4ZsCntaQVmPiR9hWEfp+jKEfYxQegp5/AtFcD+3FecyvLGD56BKOPrKE1lyvDJ1RBqigGAvaIM8sivKhnVvkuYEWHrQIaAoPBRS0FigK0AM9pfgKRaaxenUNnVbXfd6QOfLQoNigB/LuMREyVNY713N9LAUJIISPEHfFkVCALDEaHsKGTxlYQlXFoZjGMsF05Ep5Eu2FCJ2FCJ3FGJ3FCO2FGM1eeMMUpAzDMAzDMAzzICOEQNwOELevz4WplESzF6LZC+/Bkd0+1tip8PSww+LRPSL69KcpLXU2G5xXDwcUlLdclqbTuslzID/ACG5COAGlEk/I8iOGarUhlpZoWRzNWIXIICDRaTig1NfDIdX7feQXLzpLmeH+xBXPg4yim6cQ932XJtGlS1xaRPD449PUicOggbf7BsutACdaCiJLK4EsSUkQmiQ0TUgI01tbKBInkCUJCWRZNj0H0hURR1C9HvzDh+lcxDFk3Li+HkUQyoNzpJ+auJaiizWG5o0BUM5bwFhkxuJKoXAulfhwDLw7tHhrq8BV42PiBbBC4mgvxqcOt3HqUAenDrfxhZU2fCXRT3JsT3L0JwW2JznWJvl0GS13JSkwyTSOLzTw9EoLT8w1cbIV43DswyuAZJhhMsyRjnJsDHNceiNHMkpcAExTpRLPNMUmOABGeybDvTWE2FM/3GVjoNkN0Z4P0ZqL0JqPqvpcCKkkgFmzZMD9G0GBREksouC3D7t5KsMwDMMwDMMwuyOkmAbufthh8egesfyP/qvb+pw1xqVNzK4rMxmhsgy2yJ2lTTwVN0q3IRHHZJWzTxcUYyy+/9EGfu/VS/jumTV85mgXv/TSYbz09DLiPW4UWxROSCI3LDMczrpllcLTZEJWSp3uVAySnQ5UtwfV7UB1OnS8O4610AbffmcVv/v98zj97iqMBbABLLZCfO25w/jac4fxwqNzH4s1xzgr8N0z67i4OcYkN5hkBSY5xQea5BqTTGOcVfX6dJwVSGpKdSv08PShNr74TBunDndwaqWFx+abCHSZHjZHOiqQnBlg4swmo9zAywy6ed3MUqDIPRSZgC68qQCUnMmRvLqGgbmG1wG8ftfPzm3iAmfG7QDNbohmN0CjR1OaD9HoUT1seIClQJa6qAefpLSn2gXjjNs+mr1w34ExGYZhDhxrgeFVwIuAqHtw6csYhmEYhmHuIiwePWAIKSHCEAjvvjmftRZvXe7j6z+8hK+/egmXtxPEvsLnH5vH995fxx+8dhmxr/DlU8v46mcO4+dOLaERVJeU8DyoXg+q1zvQ4zq/Mcbvfv8c/u9XLmB1kGK5HeIfvPQ4/r3PHsV7q0P8wWuX8C9ePof//Xsf4Ug3wteeP4Jffu4Inj3aOdB4LRe3Jvj221fxrbdX8RcfrCMrZi2nYl+hEShEbtryJFpSYUEqNCMfcSQRWSA0AjGAnuehKSRUYZANCiRXRki/t4VXxgVe3mda248NQamt66l8d6a3rdYr+GGVSrNc/9Y7b+KFz32Wlk9TYlJ6TD9QFLvoVv5fAvCkgnf/J7pjmAcDa4F0AEw2gbANNOZvbx86B3QKFK6oAGgtzW6z+haw+RGwdAqYO+niwQEwGsiGbh85YMppQaWs71w3nS9oClB0d6mqSO+yjPgu6LuvvA5sXwQ6R4C540DvODB3gn739gVg44OqjNaB5iLQXAJG14CND4FkC/AbQNAAghbVW0tA91EKWLb2I2DtXWDtDJCP6JhUCLSWqYTtKq2RClzxAS8GFh4HVp4FGguA50z9dQ7ojKZpHxiv03GN1+g8+w3AjwA/pn34tRJ1gab73sYCnYud/7dpCqbSZZmsZgn3bC6jo+42vZXnt7V0zDqj4+agIwzDMAxz38FvZ+Y6zq6P8PUfXsLvvXoJZ1aH8KTAl55awj/5yin8wjMraAQeCm3w8ocb+MPXL+Mbb17BH75+GZEv8eVTy/jKs4fx5VPLaIYHd3mlhcYfv3UVv/vyefz5mTVIAbz09DJ+9ccfwZdPLUNJgWxS4LHFJr76mcMYpgW+9dZV/P6rl/DPv/shfvtPP8CJhQZ++fkj+OXnj+CplfYtH4MxFq9e2MKfvL2Kb719Fe9cGUBY4NOdGP/JiRU8HUdoQcCkBoXLWpCOCySbOdJxAZ3nAPZ2O9xy5eMiiNQ0EHLUChC3XGDklk/1po+wSRmwSPiRFJw5IIHnToW489tv4ehTcwf0axjmDih9Hm/1mjaGOu3ZkESWdEgiSWOROuXx3PX7LDISDrKyDGmZNVXRGTDeINFmskliSHOR9ttcAKQPJNtYufIy8JdvA8l2VdI+EHZJtGguAVGPjilPgMK5EquARAupnOiwAUw2gPEmTSeb1feb2jMrngcWnwTmH3OCxwqJEFvnK1Ek2QaKZFYs2i03THMZOPQsff6j7wKj1Wpd0CYBZ7JBgoj9mGIIRD2g9whw6QckwOyGCpygtAhcexf46M9JXJp/HFj5NJCPqWRjYHAZuPwqMLxCn+0+Aiw+BbzwRRKDigQYrlIZrdL1IylmGrIRXRc6o/299rv7/x1hh46zSOizNz1/gkS0ulB0w3w+t4oTklRA1lZ+TGJaKRYVCU3rRF26f+olaNK1r1zZrR40gdYhoH2IhMcrr5IomA7ofmgu0b69CPBCLF47A7xXAF7oRLaQjnfsRLjRGp3DIy8Aj/wEbcMwDMMwn1BYPGIAANcGKf7gtUv4vR9ewg/Pk4TxEyfm8d/+7Wfx848tQgw1tq+N8eYfn8dwM0XU8tFdiPD3Tx3Ff/3Fx/HO9hh/9NYV/NEbV/CvX7+CyJd46allfPU5EpJatykknVkd4v/8/jn8y7+5iI1RhqPdGP/opx/HS4d7EP0cG69u4+t/dBGbl8dIRjmEAJq9EO2FCO35CH9vfh5//8sreKc/xr+5uIn/9dtn8D99+wyeWmnhl587gq89fwQnF5t7fv8oLfBn763h269fwatvX4MaaiwaiZ8MA/yy7UCMCthtC5zfwqXb+oX7Q/kUZydq+tPgzGHDQxCSkOM5QcdzRflqmvaTLHqqZaVgxK5bzG1TpNSpGq3SdLhKooHyXQcscp3EiEQK4bINijIDoahEkrKDrFOyEpHKdTJD1zEMgHxCbj7Dq8DATZOtypoiaJC1ghc5SxJZFaAm7uws/apuCup0Rx3qXIYd2rf0XHHHPtmk3zxeu7mwUVqVWEvHkI1mxZj9IuSu3/MpAHjHzQRtd9wtIOmTNcx+v0uFJIDE8zRdfIo66+WyeI7+v+vvkUD04Z/S/3y6f0GWOotPAYc+Q/+7sqha3Yvo/5mNgKtvAldeA9beAx77EnDyS/T5a+9QZ39wubLsiXpOIPBmhYKZea+2fOe8e/8YDVhdWS0Z7UoBdI9RKcW+dAhsnQO2ztL/uXuMRLPO0eutdG5GkdL3BI1b+1yddEjnJtmie0aIWfEkaDmBccEJII7S8quY0H1UlmTLiVbXqv/l9P6Uu9+zO/Mzo26dtHN+l2kpFBUJCa9eMBVxpteJ8un6KIXTUsTc/IgEubo1mc7of3czwi4Q95wQNJpZ9SwAvLnP/4EKgGM/Dhz5Mbomts5RGa+T2Nl7lKzVWst7WMW56y5oVPdaPDdrGQbrhF5X8kk1FYL+z0HTbVtmswDd/80Ful8ai/TsrV8DyRY9OxsLdJ2wqyTDMAxzGwi77yiz9wcvvviifeWVV+71YeD06dN46aWXbvvz//033kGSG5xYaOD4QhMnFpo40ovgqY+vQz9Icnzjzav4vR9cwA/eW0dHSzzTbuCF+RaOeh6yrQzb1yZIxzdvnNVFmyySOJtk+MHGABeyHBMf+NypRfzS80fw5VPLaEc39itKco0/fO0S/tX3zuPcR9tYthLPtZt4RHnQ2xnS0T4aizc61khhWxpcynP0pUVrLsJnnprHz75wGI+utHDmgy288voqzn64jXQjxVwBdOyd/1+kElPhJ2pWAlDoBKFox3xdLHoYUz/e6T300GBt1TnaPk+di6nLSq14AXU+StFitFaNjo83SDDQWeXGYmouLdY6dx15vdtOuUx6brmqRJcirawCioTmszGQHkyg89siaDurnh4dTz6mjlU2rqwsZtxrQB3UsF0rnR3zbeqIp4PKeqe0oNkpNMRzTtSoCRv1/Si/EtSGV2gqFHX4goablh1A597kBbRN2VlXYSXeRF0Agjp/ozUnChVA3MNf/vAd/ORLv0i/Zze3o8km/Y5SuNlp8VEKZrcjapQd0skm0D4y21llmI8LayuBRmck0g6ukvgIkJjZe7QSS7IRCXHFBChSvPKX38WLn322er4VCd3nDSfENBfp2Xj+ZeCjPwU+/DPg6htkddc7TvtuzAP9iyQkbZ4lizmh9hAyFX1/snV3LeqCFv0GPyZXzGxQrfOiSiztHiOLuKAcRHMiYTZ2Ap4T76RH+yvFJy+qREap6HnVWnHP5nn3TK4J81GPnmVRl87DfikyYP0McO1tYLLl/tcZ7efkl0i0PkjSAf0PS+F4+wL9n49/EVh+pnKnvRPKwQQVVi6oDzDclmOYO+N+vIeEEH9trX1xt3VseXQPeOu7l5B+5yrWJhnOW4tvCyCDhZZAs+mj1w6x0A2xNB/j8EKMo0tNHFtqotHwp25Dt5rhyRqL0XaGa5eH+P4bq3jrRxvYWh2jowU+ZyR+0jpT7KGGvbyNC7f4m6wFhpsphpspAKAF4GdcmnQA0H/Rx+t/tY3vqrfRnAtx8kQXz59awMrhFhrtANvXJnjrnXW8/tY1bF0Zo1cIfMEKfMF9HuMM4xukaAfIOkfvI0WiTTQ6ADrl5X9FQ1+5hu/86bWZ7Q4BoFTvN6Y1F2LuUAO9Q0205yKETScE1QSiqOnDC+7c1Yu5ixQpMLhSiSUzVjEuZovOqFG802qlXorUiQRtsgIJWm7q5k1Bbj5bZ6uR62x4e8cs/craIOpSB0D1qlgpKqBtBGik3+qa9cWOen2ZKQAI2l9jftYywI8r94/mEnUWmovUOTBFNVJeJDSCrtPZeCnWZR0Uwu23LpL59P06rcVzyei72yvUOQn2thScoYzZYs3DET+l4SwVlp6aLkre3aRO224IUX1mJ94BxMwTonInYph7hRCV9RUaJCp3j+29fdCccDs9MgAAIABJREFUeYYM25fJHe1mPPWLVAB6rtzoXX6z9QA9j5MtKrmzLMrH7rkYkxhbCr7l1BoSdbIhbV8n7VcWkaPaAEM+JpGl9yi58o3XaZBi6zwJI+99q3KrvO5ctZzlYZeeyxe+T5/fj7XXjfCbzi2xJiiV4pIpnLvqBlmYrp+58fctPEG/r7S48yISswaX3Xv2HL3XvbAS+INmZZEoPXpnl2LRZHN2/yqoXCqjLvDITwJHXyDrsyM/RvvdOkffNbhM56m0tMsGVQyy6WCP+7/olN7NS0+TwHnoM2TVWMYk8yLabussiVmDy3Tc8Rydq+5R4LGXyOKNYRjmY+QhaFE/eGxcHGFuS2MOu1iTTACspQBSZOjjLICzu+1ECahAIog8RLGHMKJAxH7ouamCVAKDjQTb1ybYXB3D1tKrLwFY2u37d8HzJbrLMbpLDXSXYrTmQ0wGOfrrEwzWEvTXE4y20xuGSFAQmDMCcwbAao7B6hr+/OXrY0rEAOKbCDZ+qDB3uIn5I03MH6Lp3OEG2nMRjLYYbCYYbCQYrLuyUU2HmymsuXVrOykFussx5g410TvUwPyhBuYON9FbaSCI+Da6pxhD7lPTWB3AzMVYLrOarEC2L9Ao8faFWv3ibMyV/bKbRUvUodHt0bobeR26gL818TPsuGC8J6uGfe9Rireiwppglc0KKdIjl4TGPDWWwza7H+zF1M2G3TMZhjlAbvbM3c8zWcq9xd0bETRBLbgDpMgqkb8UPvzG7lYx1pI1o87coIOpBJ/hKgk+4w36/NSqU5FlbLJVi8+2RZZEyTbQv0QB8yfbdF5i936bfxx4+qtk8bP8KWcF5iy5BleAM38CvP8nwGv/lxuAqb33VUAiYu9RYPFn6HhT577cv1gNkpiC3qvdR0gUKl0Py4D5jQUS285+Dzj7XeDcXwHvfRM3bPDWCVyigeYi0D5MIlFpwZVsk4vu+98BXv0Xe+/DbwKdwyQYTrZmXS+XPgU88fMkIpVtDVNQ22LpaTpv8Zyz0HVx74Sa/d/sRWnp7MfUZuG2BsMwYPHonpCndzhqAwDaQk80JhONibP2uRP8SKG33EBnMXZCUYyeE4wa3eCmFjM6NxhsJOivTdBfTzBYn6C/Vs0nw1uP8+FHCvOHmyQUleVIE625cM/jUVKgt9xAb3l3NwyjDUbbWU1UmlT1jRTJMEdnMaqJRCRMdZZiqI/RpZDZBWupcbr6JrD6NnD1LWpwXnuHGka3StCikb7uUTfqd4waaH6jZhHjk5hTuo2VAV+jbuVutF8K51IhBI0cckOMYRiGudd4wf7fZUKQxdBODtp97GZEXRJHvvCf0vw0tldC03juYFzMgGpw5/lfpfl0QKLPpR+QUFOubx9xFnBu4KLMdrgfhtfIJbm0QMsnFMOqFLDq7YUiJYusM38CnPkW8PJvV4NTXkTi0I7YXnviN3cMgLVIhBpcJiGwdK0s3Raby2T9uvQpEqZ6jyIeXyDLqzLO4TT2oDtmY3aP4bVzanJqk82dICtjbiMxzH0Ji0f3gOe+/AhOPLeIPNU3L0lZL5BnBnmqUaT6tr43bHjoLpP1UHc5Rm8pns5HLf+OXKqUL9FbaaC3srtokyUFButkpdRfI8GmFJZG2ym6i/FUHCrFohuJRLeLVBLteQqmzdynGE0jgxsfAhvvA6vvkEh09U0a3SxpLtGI5Of+YwpkO42jULtmptePa8w1l2g0snOUGp8fZ+PECwDvNlKdMwzDMAyzN0Lcmgh2J4RtioF0/IsHt8/WEpX94IWU2XHl08BP/UMSXnRGQpDy3EDbVRpku/YOiUF1N0hrKius3dzv4x61rTpHyC29SKv4ioMrwIVXgDf+5fRwPg8AL+84RiHJ/dIUZNV2q3gxnQ9dVKEEpOdcHZ2LY2u5Eu66j9D6MhTA1jn6nZ3D1N5ru2nnMAlTt5r04OPE6CphwcNEngAXXgYWn6YwBMwDC4tH94CFoy0sHG3d9uetsciz64Wmwk0HowyrGxNsD3M8ebyLw8faJBA1byFI4QETRN4d/27mIaLIEI8vAu/9MbDxgROKPqCydXbWxctv0gjXp77mzNdd2W9Di2EYhmEY5mGkjJNUIgTFt2ofAh7/ubvznWX2x/4lvPX6D/DMk4/VLIlSl90xIZGmtMCaxvLaYyoUuTBufkgJREbXKutvLySLsqm74xZw/q+AN/5fCklQR0gSioQgsUtn168v4yeWQctnpi5DbDaqBLV85FwmAxLo6nEaVUBufQtPAItP0jRoVp/NhiQIlRbt0xiS7vuUT5ZkZ78HnPsLsmjzG25fT9K0rM+frGIWWlsl+SjdSKcJPmqlSNx2/UosTPqU+CTpA7Bk7TV3kvbfOkTHJGSVWKWeUKVI6H8zuuaSeKzV6tdIXF3+FLXTF54ALr8KvPP7FF8tH1Gb/qf+IfDF/6KKP5cnwJv/Cnj768DSKeDULwFHXjg460HmQGHx6AFESIEg8jjWDnN/kg6A/mVgcGl22r9U1Uer+Lw11WiV36SX1vIp4OmvkCXR/GO0rHOMXyAMwzAMwzD3A2ELOEaJmFZXO3jmhZcOZr8rz9za9rpwwdHPVS6E3WOVJbq1ZDXVv1hrj16iz0yFrpSso4rMJT0pM5G2SAhpr5CYY3SVpbSe2TYbA+vvA2/9f3eWQVH6FIT9J36DXBfX3gPe/zbw6v9RbVMKY/mEgrvvFM72i9+k+JxhB4AFfvTN27MQK1EBxeNsLgCr28Ab/8/s+tYK8Nx/ADz+ZbJaO/3fAa/8c+Bn/zHFFPub3yHPgs5R4EffAP78f6DPPPmLJEA15ikWWtSh8BXTQPJXSCSdfwxYeJymcydvL4Mss29YfWAY5tbIJ/TQ3vzIlQ+rev8SjWzsJOpSPIDOYWD500DnCN5eTfGpLzihqLX88JnoMgzDMAzDMHcH5VGikd4ju68XgoKVNxeBw8/f3WMpUrKiX3+P6mGnyrgrlROp6pl802pZ5yhw9HO7ix5JnyyT1s8Aaz8ioazMvFdm31NBZSFUFlVOnWVU2CbxJWhfn4HWGBLUNj4g66EyEH5pzVTPxusFFPuqueiy7i5eH1A96QPX3qXjXXwSOPpiNQj8zL9Dgee/+d8A//ofk0XTqV8CfvzXgZM/S1Zl730LePcPgbd+b/c+BUBiVfswcOlv6JjrtI84IekEHa81tWJ3zNeWwdI5bS5Tv6S1TC6RvUevjz32CYbFI4Zhrifp0wtw7cz1AtHg8uy2QYse0AtPUOrY9mHylZ9OD+2aXv3q6dP41PEv3PWfwjAMwzAMwzB3DS8k6/nlUwe736hDmQCPvnCw+60jJSWP6R49mP1FHeCRH6eyG49+Hvi1bwLnXybhr3OkWhfPAc/9ChVryX1wskGWVsk2iUa9R0mYK0m2qzipZSiM9fcpG6MpXAypehGz83DzsPQ9ozVcl1HRb5BVW9SrRMGw7cSmxSqL4qNfuPUsmg8YLB4xzCcVY4D+BRoZWHvPFVcfXpndtsyA8fjPO99oV+ZPshrPMAzDMAzDMMz+EIJEpJttE7ao9B7de7uoCxz5LJWDQBfk7ji8AmxfcEHYzwPb52hwPdkGti+Sm+Nkg+JAlfzat1g8YhjmIaBISeE/+11nSvoemcAWk2qbqAssPgU88fOzgfp6x/efbpZhGIZhGIZhGOZBRHkU66q9cnN3R2spRtV4ncriUx/PMd5DWDximIcRaylN6wffAd7/DolG+RiAAOaO08Pt5M+6LA5PUWkusgURwzAMwzAMwzDMzRCCQnMEzRtbRz1EsHjEMA8LgyvAB6dJLPrgdOV6tvAk8GP/EfDYzwEnfpp8kRmGYRiGYRiGYRhmn7B4xDAPGsZQloZ8Alz8aycWfQdYfYvWNxYocPVjP0fTvbJQMAzDMAzDMAzDMMw+YPGIYe4FRUqxh66+CVx9gzIDFJNa+s5kNpVnmc6zSAGTz+5LhcDxLwDP/YfA4z8HrHymSonJMAzDMAzDMAzDMHcIi0cMc7cZrgJXXieR6MobJBitvUvpIwESf+YfA4IG4EWU/rGxQGk/VUjT6+oBbbt8itJC+vG9/Y0MwzAMwzAMwzDMQwuLRwxzUOi8Zk30uhOK3gBG16pt2keAQ88CT/0tYOXTwKHPAPOPU2R/hmEYhmEYhmEYhrkP4R4rw9wO2YjEoSuvAZdfpenq2+RaBpCV0PIp4MlSJHoWWHkWaMzf2+NmGIZhGIZhGIZhmFuExSOGuRnjDRKISpHo8mvA+hkAltY3FoBDzwE/+Q9ouvIssPAEWxMxDMMwDMMwDMMwDwXcu2UefIoU2PyIis4B6bkiq7pQrq5cKZfXtpGKAlVffZMEolIo6l+ovqv7CHD4eeAzvwIcfo7Eos4RQIh79esZhmEYhmEYhmEY5q7C4hHzYKBzYOscsP4+Wf1svE/1jfeB7QuANQf7fUICC09SFrNDz1VCEbudMQzDMAzDMAzDMJ8wWDxi7h+MBrbPO1HoAxKJSoFo8yxgdbVt2AUWHgOO/QTw/N8hN7G5k4AX0H6Mpu1N4YpbZora8tqycrlQwPIzFKcoaNy7c8EwDMMwDMMwDMMw9wksHt0r/uw3geE1iosjfUD5lfuU8t2y0p1qP+t32U56lTCic8DkgC7cNK+me66rz7t96MwJLZasfawBUKtbU1tnd6zbsV25bsbtLKvOkd8kgejQc8Cn/zZlJVt4Alh4nOIMsasYwzAMwzAMwzAMw9x1WDy6V/zom8DqW5VQY4p7fUT7QwVVDCEhAQE3lQBEVReSxJ1yuuc6SbGGFp8Cnv6KE4icSNRaYYGIYRiGYRiGYRiGYe4xLB7dK37tG7Pz1joXqpqlz3UWQ7tYAk2XFZUIVa/vZZk0tV4KbrBux7xULOYwDMMwDMMwDMMwzCcMFo/uF4QgEUd5gB/f66NhGIZhGIZhGIZhGIYBAMh7fQAMwzAMwzAMwzAMwzDM/QuLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMyesHjEMAzDMAzDMAzDMAzD7AmLRwzDMAzDMAzDMAzDMMye3FXxSAjxbwsh3hVCnBFC/JNd1neFEL8vhHhVCPGmEOLv3s3jYRiGYRiGYRiGYRiGYW6NuyYeCSEUgP8FwFcAPAPg7wghntmx2X8G4C1r7fMAXgLwm0KI4G4dE8MwDMMwDMMwDMMwDHNr3E3Lo58AcMZa+4G1NgPwuwD+3R3bWABtIYQA0AKwAaC4i8fEMAzDMAzDMAzDMAzD3AJ3Uzw6CuB8bf6CW1bnfwbwKQCXALwO4L+01pq7eEwMwzAMwzAMwzAMwzDMLeDdxX2LXZbZHfN/C8APAXwZwOMA/lgI8WfW2v7MjoT4DQC/AQArKys4ffr0wR/tLTIcDu+L42CYBxW+hxjmzuB7iGHuDL6HGObO4HuIYe6MB+0eupvi0QUAj9Tmj4EsjOr8XQD/1FprAZwRQnwI4BSAl+sbWWt/G8BvA8CLL75oX3rppbt1zPvm9OnTuB+Og2EeVPgeYpg7g+8hhrkz+B5imDuD7yGGuTMetHvobrqtfR/Ak0KIky4I9q8C+PqObc4B+HkAEEKsAHgawAd38ZgYhmEYhmEYhmEYhmGYW+CuWR5ZawshxH8O4BsAFID/zVr7pvj/2bv7aK3KAm/830swUSQzMUfDSacnUxN8Q5kiEXQGfJuIdPKt0nzMXrWXnyPWyjJLHctxUNPMMe0dMw2zstEaQbQsASE1USs1JSoHTQOVErx+f3DkAWLDOZ5zc5+Dn89aLM6997X3/t6HdS1X3/a1dynv6dh/SZJPJ/lyKeWuLFvmNrHWuqBVmQAAAADomlYuW0ut9fok16+y7ZIVfp6fZGwrMwAAAADwwrVy2RoAAAAAfZzyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGrW0PCqlHFBKua+U8utSyqkNY0aXUuaUUn5ZSrm5lXkAAAAA6Jr+rTpxKaVfkouS/HOSeUlmlFKuq7Xes8KYlyW5OMkBtdaHSymvaFUeAAAAALqulXce7Z3k17XWB2qtf01yZZLxq4w5Ksl3aq0PJ0mt9dEW5gEAAACgi0qttTUnLuWwLLuj6PiOz29PMqLW+oEVxkxKsmGS1yUZlOT8WutXV3OuE5KckCRbbbXVnldeeWVLMnfFokWLsummm7Y7BvRZ5hB0jzkE3WMOQfeYQ9A9vXEOjRkzZlatdfjq9rVs2VqSspptqzZV/ZPsmWT/JBsnua2U8rNa6/0rHVTrpUkuTZLhw4fX0aNH93zaLpo2bVp6Qw7oq8wh6B5zCLrHHILuMYege/raHGpleTQvybYrfB6SZP5qxiyotT6V5KlSyvQkuya5PwAAAAC0XSufeTQjyWtKKduXUl6S5Igk160y5rtJ9iml9C+lbJJkRJK5LcwEAAAAQBe07M6jWuuSUsoHktyQpF+Sy2utvyylvKdj/yW11rmllP9OcmeS55JcVmu9u1WZAAAAAOiaVi5bS631+iTXr7LtklU+fy7J51qZAwAAAIAXppXL1gAAAADo45RHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACN1loelVL+pzPbAAAAAFj/9G/aUUoZkGSTJINLKZsnKR27Xppkm3WQDQAAAIA2ayyPkrw7yYeyrCialf9XHv05yUUtzgUAAABAL9BYHtVaz09yfinlxFrrheswEwAAAAC9xJruPEqS1FovLKW8Icl2K46vtX61hbkAAAAA6AXWWh6VUr6W5NVJ5iRZ2rG5JlEeAQAAAKzn1loeJRmeZOdaa211GAAAAAB6lw06MebuJH/X6iAAAAAA9D6Ndx6VUr6XZcvTBiW5p5Rye5K/PL+/1vqm1scDAAAAoJ3WtGzt3HWWAgAAAIBeqbE8qrXevC6DAAAAAND7dOZtawuzbPnaip5MMjPJ/1drfaAVwQAAAABov868be28JPOTfDNJSXJElj1A+74klycZ3apwAAAAALRXZ962dkCt9Yu11oW11j/XWi9NclCt9VtJNm9xPgAAAADaqDPl0XOllLeWUjbo+PPWFfatupwNAAAAgPVIZ8qjo5O8PcmjSf7Y8fPbSikbJ/lAC7MBAAAA0GZrfeZRxwOx/6Vh9609GwcAAACA3qSxPCqlnFJr/Wwp5cKsZnlarfWkliYDAAAAoO3WdOfR3I6/Z66LIAAAAAD0Po3lUa31ex1/fyVJSikDa61PratgAAAAALTfWh+YXUp5fSnlnnTciVRK2bWUcnHLkwEAAADQdp1529qkJOOSPJYktdZfJBnVylAAAAAA9A6dKY9Sa31klU1LW5AFAAAAgF5mTQ/Mft4jpZQ3JKmllJckOSn/72HaAAAAAKzHOnPn0XuSvD/JK5PMS7Jbx2cAAAAA1nOdufNoUa316JYnAQAAAKDX6Ux5dHcp5Y9JbkkyPclPaq1PtjYWAAAAAL3BWpet1Vr/T5Ijk9yV5JAkvyilzGl1MAAAAADab613HpVShiQZmWSfJLsm+WWSW1ucCwAAAIBeoDPL1h5OMiPJWbXW97Q4DwAAAAC9SGfetrZ7kq8mOaqUclsp5aullP/b4lwAAAAA9AJrvfOo1vqLUspvkvwmy5auvS3JqCRfanE2AAAAANqsM888mplkoyQ/zbJnHY2qtf621cEAAAAAaL/OPPPowFrr/7Y8CQAAAAC9zlqfeaQ4AgAAAHjx6swDswEAAAB4kVIeAQAAANBoreVRKWWTUspppZT/6vj8mlLKIa2PBgAAAEC7debOoyuS/CXJ6zs+z0vymZYlAgAAAKDX6Ex59Opa62eTPJsktdZnkpSWpgIAAACgV+hMefTXUsrGSWqSlFJenWV3IgEAAACwnuvfiTGnJ/nvJNuWUr6RZGSSY1uYCQAAAIBeYq3lUa31xlLKrCT/mGXL1T5Ya13Q8mQAAAAAtN1ay6NSynVJJie5rtb6VOsjAQAAANBbdOaZR/+RZJ8k95RSvl1KOayUMqDFuQAAAADoBTqzbO3mJDeXUvol2S/Ju5JcnuSlLc4GAAAAQJt15oHZ6Xjb2r8kOTzJHkm+0spQAAAAAPQOnXnm0beSjMiyN65dlGRarfW5VgcDAAAAoP06c+fRFUmOqrUubXUYAAAAAHqXxvKolLJfrfWmJJskGV9KWWl/rfU7Lc4GAAAAQJut6c6jfZPclGXPOlpVTaI8AgAAAFjPNZZHtdZPdvx4Rq31wRX3lVK2b2kqAAAAAHqFDTox5prVbLu6p4MAAAAA0Pus6ZlHOyZ5XZLNSilvWWHXS5MMaHUwAAAAANpvTc88em2SQ5K8LCs/92hhkne1MhQAAAAAvcOannn03STfLaW8vtZ62zrMBAAAAEAvsaY7j543u5Ty/ixbwrZ8uVqt9biWpQIAAACgV+jMA7O/luTvkoxLcnOSIVm2dA0AAACA9VxnyqP/U2s9LclTtdavJDk4ydDWxgIAAACgN+hMefRsx99PlFJ2SbJZku1alggAAACAXqMzzzy6tJSyeZLTklyXZNMkn2hpKgAAAAB6hbWWR7XWyzp+vDnJP7Q2DgAAAAC9SWN5VEr5yJoOrLWe1/NxAAAAAOhN1nTn0aB1lgIAAACAXqmxPKq1fmpdBgEAAACg91nr29ZKKTuUUv6nlHJ3x+dhpZSPtz4aAAAAAO221vIoyX8l+WiSZ5Ok1npnkiNaGQoAAACA3qEz5dEmtdbbV9m2pBVhAAAAAOhdOlMeLSilvDpJTZJSymFJft/SVAAAAAD0Cmt629rz3p/k0iQ7llJ+l+TBJEe3NBUAAAAAvcJay6Na6wNJ/qmUMjDL7lR6JsnhSX7b4mwAAAAAtFnjsrVSyktLKR8tpXy+lPLPSZ5OckySXyd567oKCAAAAED7rOnOo68l+VOS25K8K8kpSV6S5M211jnrIBsAAAAAbbam8ugfaq1Dk6SUclmSBUn+vta6cJ0kAwAAAKDt1vS2tWef/6HWujTJg4ojAAAAgBeXNd15tGsp5c8dP5ckG3d8LklqrfWlLU8HAAAAQFs1lke11n7rMggAAAAAvc+alq0BAAAA8CKnPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaNTS8qiUckAp5b5Syq9LKaeuYdxepZSlpZTDWpkHAAAAgK5pWXlUSumX5KIkBybZOcmRpZSdG8adk+SGVmUBAAAA4IVp5Z1Heyf5da31gVrrX5NcmWT8asadmOSaJI+2MAsAAAAAL0D/Fp77lUkeWeHzvCQjVhxQSnllkglJ9kuyV9OJSiknJDkhSbbaaqtMmzatp7N22aJFi3pFDuirzCHoHnMIusccgu4xh6B7+tocamV5VFazra7yeVKSibXWpaWsbnjHQbVemuTSJBk+fHgdPXp0T2V8waZNm5bekAP6KnMIusccgu4xh6B7zCHonr42h1pZHs1Lsu0Kn4ckmb/KmOFJruwojgYnOaiUsqTWem0LcwEAAADQSa0sj2YkeU0pZfskv0tyRJKjVhxQa93++Z9LKV9O8n3FEQAAAEDv0bLyqNa6pJTygSx7i1q/JJfXWn9ZSnlPx/5LWnVtAAAAAHpGK+88Sq31+iTXr7JttaVRrfXXK5fWAAAgAElEQVTYVmYBAAAAoOs2aHcAAAAAAHov5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjVpaHpVSDiil3FdK+XUp5dTV7D+6lHJnx5+fllJ2bWUeAAAAALqmZeVRKaVfkouSHJhk5yRHllJ2XmXYg0n2rbUOS/LpJJe2Kg8AAAAAXdfKO4/2TvLrWusDtda/JrkyyfgVB9Raf1pr/VPHx58lGdLCPAAAAAB0USvLo1cmeWSFz/M6tjX5v0l+2MI8AAAAAHRR/xaeu6xmW13twFLGZFl59MaG/SckOSFJttpqq0ybNq2HIr5wixYt6hU5oK8yh6B7zCHoHnMIusccgu7pa3OoleXRvCTbrvB5SJL5qw4qpQxLclmSA2utj63uRLXWS9PxPKThw4fX0aNH93jYrpo2bVp6Qw7oq8wh6B5zCLrHHILuMYege/raHGrlsrUZSV5TStm+lPKSJEckuW7FAaWUv0/ynSRvr7Xe38IsAAAAALwALbvzqNa6pJTygSQ3JOmX5PJa6y9LKe/p2H9Jkk8k2SLJxaWUJFlSax3eqkwAAAAAdE0rl62l1np9kutX2XbJCj8fn+T4VmYAAAAA4IVr5bI1AAAAAPo45REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQKOWvm1tXXn22Wczb968LF68eJ1dc7PNNsvcuXPX2fXWVwMGDMiQIUOy4YYbtjsKAAAAsBrrRXk0b968DBo0KNttt11KKevkmgsXLsygQYPWybXWV7XWPPbYY5k3b1623377dscBAAAAVmO9WLa2ePHibLHFFuusOKJnlFKyxRZbrNM7xgAAAICuWS/KoySKoz7KvxsAAAD0butNeQQAAABAz1Metcjpp5+ec889t8vHbbfddlmwYMELvu6kSZPy9NNPt/w6a3LkkUdm2LBh+c///M/ce++92W233bL77rvnN7/5TUuuBwAAALSO8mg909nyqFX+8Ic/5Kc//WnuvPPOfPjDH861116b8ePHZ/bs2Xn1q1/dtlwAAADAC7NevG1tRZ/63i9zz/w/9+g5d97mpfnkv7xurePOPPPMfPWrX822226bLbfcMnvuuWdGjx6dc889N8OHD8+CBQsyfPjwPPTQQ1m6dGkmTpyYG264IaWUvOtd78qJJ564/FzPPPNMJkyYkEMPPTRHHXVU3vrWt2bevHlZunRpTjvttBx++OF/c/0LLrgg8+fPz5gxYzJ48OBMnTo1733vezNjxow888wzOeyww/KpT31qpWNWvc6JJ56Yu+66K0uWLMnpp5+e8ePHr/a7Ll68OO9973szc+bM9O/fP+edd17GjBmTsWPH5tFHH81uu+2WCRMm5Atf+EL69euX6dOnZ+rUqV38zQMAAADttt6VR+0ya9asXHnllZk9e3aWLFmSPfbYI3vuuWfj+EsvvTQPPvhgZs+enf79++fxxx9fvm/RokU54ogj8o53vCPveMc7cs0112SbbbbJD37wgyTJk08+udpznnTSSTnvvPMyderUDB48OMmyQuvlL395li5dmv333z933nlnhg0bttrrfOxjH8t+++2Xyy+/PE888UT23nvv/NM//VMGDhz4N9e66KKLkiR33XVX7r333owdOzb3339/rrvuuhxyyCGZM2dOkqTWmk033TQnn3zyC/itAgAAAO223pVHnblDqBVuueWWTJgwIZtsskmS5E1vetMax//4xz/Oe97znvTvv+yf4OUvf/nyfePHj88pp5ySo48+OkkydOjQnHzyyZk4cWIOOeSQ7LPPPp3OddVVV+XSSy/NkiVL8vvf/z733HPP8vJo1evceOONue6665Y/q2nx4sV5+OGHs9NOO/3NeW+99dbld0rtuOOOedWrXpX7778/L33pSzudDQAAAOj9PPOoB63utfP9+/fPc889l2RZGfO8Wmvja+pHjhyZH/7wh6m1Jkl22GGHzJo1K0OHDs1HP/rRnHHGGZ3K8+CDD+bcc8/N//zP/+TOO+/MwQcfvFKGVa9Ta80111yTOXPmZM6cOY3F0fNjAQAAgPWf8qiHjBo1KlOmTMkzzzyThQsX5nvf+16SZW81mzVrVpLk6quvXj5+7NixueSSS7JkyZIkWWnZ2hlnnJEtttgi73vf+5Ik8+fPzyabbJK3ve1tOfnkk3PHHXc05hg0aFAWLlyYJPnzn/+cgQMHZrPNNssf//jH/PCHP1xp7KrXGTduXC688MLlxdDs2bPX+H2/8Y1vJEnuv//+PPzww3nta1/bid8UAAAA0Jcoj3rIHnvskcMPPzy77bZbDj300OVLy04++eR84QtfyBve8IYsWLBg+fjjjz8+f//3f59hw4Zl1113zTe/+c2Vzjdp0qQsXrw4p5xySu66667svffe2W233XLmmWfm4x//eGOOE044IQceeGDGjBmTXXfdNbvvvnte97rX5bjjjsvIkSP/ZvyK1znttNPy7LPPZtiwYdlll11y2mmnNV7nfe97X5YuXZqhQ4fm8MMPz5e//OVstNFGXf21AQAAAL1c6WvLj4YPH15nzpy50ra5c+c2Lq9qlYULF2bQoEHr9Jrrq3b8+9F+06ZNy+jRo9sdA/oscwi6xxyC7jGHoHt64xwqpcyqtQ5f3T53HgEAAADQaL1729qLxYQJE/Lggw+utO2cc87JuHHjevQ6N9xwQyZOnLjStu233z5Tpkzp0esAAAAAvZPyqI9aV+XNuHHjeryQAgAAAPoOy9YAAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopj3rIG97whhd03KRJk/L000+/oGPPOuusF3QcAAAAQGcpj3rIT3/60xd0XCvKo1prnnvuuRd0TgAAAIAV9W93gB73w1OTP9zVs+f8u6HJgf++xiGbbrppFi1alGnTpuX000/P4MGDc/fdd2fPPffM17/+9ZRS/uaYCy64IPPnz8+YMWMyePDgTJ06NZMnT85ZZ52VWmsOPvjgnHPOOau93qmnnppnnnkmu+22W173utflzDPPzIEHHpgxY8bktttuy7XXXpurrroqV111Vf7yl79kwoQJ+dSnPpUk+frXv54LLrggf/3rXzNixIhcfPHF6devX/d/TwAAAMB6x51HLTB79uxMmjQp99xzTx544IH85Cc/We24k046Kdtss02mTp2aqVOnZv78+Zk4cWJuuummzJkzJzNmzMi111672mP//d//PRtvvHHmzJmTb3zjG0mS++67L+94xzsye/bs3HffffnVr36V22+/PXPmzMmsWbMyffr0zJ07N9/61rfyk5/8JHPmzEm/fv2WHw8AAACwqvXvzqO13CG0Luy9994ZMmRIkmS33XbLQw89lDe+8Y1rPW7GjBkZPXp0ttxyyyTJ0UcfnenTp+fNb35zp677qle9Kv/4j/+YJLnxxhtz4403Zvfdd0+SLFq0KL/61a9y5513ZtasWdlrr72SJM8880xe8YpXdPk7AgAAAC8O61951AtstNFGy3/u169flixZ0qnjaq3duu7AgQNXOtdHP/rRvPvd715pzIUXXphjjjkmZ599dreuBQAAALw4WLbWZoMGDcrChQuTJCNGjMjNN9+cBQsWZOnSpZk8eXL23XffxmM33HDDPPvss6vdN27cuFx++eVZtGhRkuR3v/tdHn300ey///65+uqr8+ijjyZJHn/88fz2t7/t4W8FAAAArC/cedRmJ5xwQg488MBsvfXWmTp1as4+++yMGTMmtdYcdNBBGT9+/BqPHTZsWPbYY4+ceeaZK+0bO3Zs5s6dm9e//vVJlj3Q++tf/3p23nnnfOYzn8nYsWPz3HPPZcMNN8xFF12UV73qVS39ngAAAEDfVLq7VGpdGz58eJ05c+ZK2+bOnZuddtppneZYuHBhBg0atE6vub5qx78f7Tdt2rSMHj263TGgzzKHoHvMIegecwi6pzfOoVLKrFrr8NXts2wNAAAAgEaWra0jEyZMyIMPPrjStnPOOSfjxo1b67EjRozIX/7yl5W2fe1rX8vQoUN7NCMAAADAqpRH68iUKVNe8LE///nPezAJAAAAQOdZtgYAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh51GKbbrrparcfe+yxufrqqxuPmzRpUp5++ulWxQIAAADoFOVRL9Vby6OlS5e2OwIAAACwDvVvd4Ceds7t5+Tex+/t0XPu+PIdM3HviWsdd9555+Xyyy9Pkhx//PH50Ic+tHxfrTUnnnhibrrppmy//faptTae54ILLsj8+fMzZsyYDB48OFOnTs3kyZNz1llnpdaagw8+OOecc06uuuqq/OxnP8t5552X888/P+eff34eeOCB/OY3v8kxxxyTW2+9Ndttt12OOeaYfO9738uzzz6bb3/729lxxx1Xe91FixblxBNPzMyZM1NKySc/+ckceuih2XTTTfORj3wkN9xwQ/7jP/4jt99++998z6eeeipvfetbM2/evCxdujSnnXZaDj/88Jx66qm57rrr0r9//4wdOzbnnntuV371AAAAQJutd+VRu8yaNStXXHFFfv7zn6fWmhEjRmTfffddvn/KlCm57777ctddd+WPf/xjdt555xx33HGrPddJJ52U8847L1OnTs3gwYMzf/78TJw4MbNmzcrmm2+esWPH5tprr82oUaPyuc99Lklyyy23ZIsttsjvfve73Hrrrdlnn32Wn2/w4MG54447cvHFF+fcc8/NZZddttrrfvrTn85mm22Wu+66K0nypz/9KUny1FNPZZdddskZZ5zR+D0feOCBbLPNNvnBD36QJHnyySfz+OOPZ8qUKbn33ntTSskTTzzR/V80AAAAsE6td+VRZ+4QaoVbb701EyZMyMCBA5Mkb3nLW3LLLbcs3z99+vQceeSR6devX7bZZpvst99+nT73jBkzMnr06Gy55ZZJkqOPPjrTp0/Pm9/85ixatCgLFy7MI488kqOOOirTp0/PLbfckre85S3Lj3/+5z333DPf+c53Gq/z4x//OFdeeeXyz5tvvnmSpF+/fjn00EPX+D0POOCAnHzyyZk4cWIOOeSQ7LPPPlmyZEkGDBiQ448/PgcffHAOOeSQTn9nAAAAoHfwzKMesqZlaM8rpfT4uV//+tfniiuuyGtf+9rss88+ueWWW3Lbbbdl5MiRy8dstNFGSZaVQEuWLFnjdVaXccCAAenXr98as+ywww6ZNWtWhg4dmo9+9KM544wz0r9//9x+++059NBDc+211+aAAw7o1PcFAAAAeg/lUQ8ZNWpUrr322jz99NN56qmnMmXKlJWWjo0aNSpXXnllli5dmt///veZOnXqGs83aNCgLFy4MEkyYsSI3HzzzVmwYEGWLl2ayZMnL18SN2rUqJx77rkZNWpUdt9990ydOjUbbbRRNttssy5/h7Fjx+bzn//88s/PL1vrzPecP39+Ntlkk7ztbW/LySefnDvuuCOLFi3Kk08+mYMOOiiTJk3KnDlzupwJAAAAaK/1btlau+yxxx459thjs/feeydZ9iDp3Xffffn+CRMm5KabbsrQoUOzww47rPQ8pNU54YQTcuCBB2brrbfO1KlTc/bZZ2fMmDGpteaggw7K+PHjkyT77LNPHnnkkYwaNSr9+vXLtttu2/hA7LX5+Mc/nve///3ZZZdd0q9fv3zyk59cafnbmr7nDTfckH/7t3/LBhtskA033DBf+MIXsnDhwowfPz6LFy9OrTX/+Z//+YJyAQAAAO1TOrPcqjcZPnx4nTlz5krb5s6dm5122mmd5li4cGEGDRq0Tq+5vmrHvx/tN23atIwePbrdMaDPMoege8wh6B5zCLqnN86hUsqsWuvw1e2zbA0AAACARpattdmECRPy4IMPrrTtnHPOybhx41p2zSuuuCLnn3/+SttGjhyZiy66qGXXBAAAAPom5VGbTZkyZZ1f853vfGfe+c53rvPrAgAAAH2PZWsAAAAANFIeAQAAANBIeQQAAABAI+VRL3Hsscfm6quv7tTY448/Pvfcc0+LEwEAAAB4YHavsGTJki6Nv+yyy1qUBAAAAGBl7jzqIQ899FB23HHHHHPMMRk2bFgOO+ywPP300znjjDOy1157ZZdddskJJ5yQWmuSZPTo0fnYxz6WfffdN+eff/5K5zrttNNy7LHH5rnnnlvttUaPHp2ZM2cmSSZPnpyhQ4dml112ycSJE5MkX/rSl/LhD394+fj/+q//ykc+8pFWfG0AAABgPbfe3Xn0h7POyl/m3tuj59xopx3zdx/72FrH3XffffnSl76UkSNH5rjjjsvFF1+cD3zgA/nEJz6RJHn729+e73//+/mXf/mXJMkTTzyRm2++OcmyZWtJcsopp+TJJ5/MFVdckVLKGq83f/78TJw4MbNmzcrmm2+esWPH5tprr80RRxyRYcOG5bOf/Ww23HDDXHHFFfniF7/Yjd8AAAAA8GLlzqMetO2222bkyJFJkre97W259dZbM3Xq1IwYMSJDhw7NTTfdlF/+8pfLxx9++OErHf/pT386TzzxRL74xS+utThKkhkzZmT06NHZcsst079//xx99NGZPn16Bg4cmP322y/f//73c++99+bZZ5/N0KFDe/bLAgAAAC8K692dR525Q6hVVi18Sil53/vel5kzZ2bbbbfN6aefnsWLFy/fP3DgwJXG77XXXpk1a1Yef/zxvPzlL1/r9Z5fArc6xx9/fM4666zsuOOOeec739nFbwIAAACwjDuPetDDDz+c2267LcmyZxG98Y1vTJIMHjw4ixYtWuvb1A444ICceuqpOfjgg7Nw4cK1Xm/EiBG5+eabs2DBgixdujSTJ0/Ovvvuu3zfI488km9+85s58sgju/nNAAAAgBer9e7Oo3baaaed8pWvfCXvfve785rXvCbvfe9786c//SlDhw7Ndtttl7322mut5/jXf/3XLFy4MG9605ty/fXXZ+ONN17tuFJKtt5665x99tkZM2ZMaq056KCDMn78+OVj3vrWt2bOnDnZfPPNe+w7AgAAAC8uyqMetMEGG+SSSy5ZadtnPvOZfOYzn/mbsdOmTVvp85e//OXlPx933HE57rjjGq/z2GOPLV/WdtRRR+Woo45a7bhbb711pbeuAQAAAHSVZWt9zD//8z9n6NCh2X777RvHPPHEE9lhhx2y8cYbZ//991+H6QAAAID1jTuPesh2222Xu+++u0fPOWHChDz44IMrbTvnnHMybty4NR73spe9LPfff3+PZgEAAABenJRHvdiUKVPaHQEAAAB4kbNsDQAAAIBGyiMAAAAAGimPAAAAAGikPOohpZS8/e1vX/55yZIl2XLLLXPIIYe0MRUAAABA9yiPesjAgQNz991355lnnkmS/OhHP8orX/nKNqcCAAAA6B7lUQ868MAD84Mf/CBJMnny5Bx55JHL9z311FM57rjjstdee2X33XfPd7/73STJQw89lH322Sd77LFH9thjj/z0pz9NkkybNi2jR4/OYYcdlh133DFHH310aq3r/ksBAAAAL2rKox50xBFH5Morr8zixYtz5513ZsSIEcv3nXnmmdlvv/0yY8aMTJ06Nf/2b/+Wp556Kq94xSvyox/9KHfccUe+9a1v5aSTTlp+zOzZszNp0qTcc889eeCBB/KTn/ykHV8LAAAAeBHr3+4APe2i99zUsnO//5L91rh/2LBheeihhzJ58uQcdNBBK+278cYbc9111+Xcc89NkixevDgPP/xwttlmm3zgAx/InDlz0q9fv9x///3Lj9l7770zZMiQJMluu+2Whx56KG984xt7+FsBAAAANFvvyqN2e9Ob3pSTTz4506ZNy2OPPbZ8e60111xzTV772teuNP7000/PVlttlV/84hd57rnnMmDAgOX7Ntpoo+U/9+vXL0uWLGn9FwAAAABYgWVrPey4447LJz7xiQwdOnSl7ePGjcuFF164/LlFs2fPTpI8+eST2XrrrbPBBhvka1/7WpYuXbrOMwMAAAA0We/uPFrb0rJWGzJkSD74wQ/+zfbTTjstH/rQhzJs2LDUWrPddtvl+9//ft73vvfl0EMPzbe//e2MGTMmAwcObENqAAAAgNVb78qjdlm0aNHfbBs9enRGjx6dJNl4443zxS9+8W/GvOY1r8mdd965/PPZZ5/9N8cmyec///meDQwAAADQCZatAQAAANBIeQQAAABAI+URAAAAAI3Wm/Lo+beY0bf4dwMAAIDebb0ojwYMGJDHHntMEdHH1Frz2GOPZcCAAe2OAgAAADRYL962NmTIkMybNy//+7//u86uuXjxYqVHDxgwYECGDBnS7hgAAABAg5aWR6WUA5Kcn6Rfkstqrf++yv7Ssf+gJE8nObbWekdXr7Phhhtm++2374HEnTdt2rTsvvvu6/SaAAAAAOtay5atlVL6JbkoyYFJdk5yZCll51WGHZjkNR1/TkjyhVblAQAAAKDrWvnMo72T/LrW+kCt9a9JrkwyfpUx45N8tS7zsyQvK6Vs3cJMAAAAAHRBK8ujVyZ5ZIXP8zq2dXUMAAAAAG3SymceldVsW/V1aJ0Zk1LKCVm2rC1JFpVS7utmtp4wOMmCdoeAPswcgu4xh6B7zCHoHnMIuqc3zqFXNe1oZXk0L8m2K3wekmT+CxiTWuulSS7t6YDdUUqZWWsd3u4c0FeZQ9A95hB0jzkE3WMOQff0tTnUymVrM5K8ppSyfSnlJUmOSHLdKmOuS/KOssw/Jnmy1vr7FmYCAAAAoAtadudRrXVJKeUDSW5I0i/J5bXWX5ZS3tOx/5Ik1yc5KMmvkzyd5J2tygMAAABA17Vy2VpqrddnWUG04rZLVvi5Jnl/KzO0UK9aRgd9kDkE3WMOQfeYQ9A95hB0T5+aQ2VZfwMAAAAAf6uVzzwCAAAAoI9THnVRKWXbUsrUUsrcUsovSykfbHcm6EtKKQNKKbeXUn7RMYc+1e5M0BeVUvqVUmaXUr7f7izQ15RSHiql3FVKmVNKmdnuPNDXlFJeVkq5upRyb8f/Lnp9uzNBX1FKeW3Hf3+e//PnUsqH2p1rbSxb66JSytZJtq613lFKGZRkVpI311rvaXM06BNKKSXJwFrrolLKhkluTfLBWuvP2hwN+pRSykeSDE/y0lrrIe3OA31JKeWhJMNrrQvanQX6olLKV5LcUmu9rOPN2pvUWp9ody7oa0op/ZL8LsmIWutv251nTdx51EW11t/XWu/o+HlhkrlJXtneVNB31GUWdXzcsOOPFhu6oJQyJMnBSS5rdxYAXlxKKS9NMirJl5Kk1vpXxRG8YPsn+U1vL44S5VG3lFK2S7J7kp+3Nwn0LR3LbeYkeTTJj2qt5hB0zaQkpyR5rt1BoI+qSW4spcwqpZzQ7jDQx/xDkv9NckXH8unLSikD2x0K+qgjkkxud4jOUB69QKWUTZNck+RDtdY/tzsP9CW11qW11t2SDEmydylll3Zngr6ilHJIkkdrrbPanQX6sJG11j2SHJjk/aWUUe0OBH1I/yR7JPlCrXX3JE8lObW9kaDv6Vjy+aYk3253ls5QHr0AHc9puSbJN2qt32l3HuirOm5xnpbkgDZHgb5kZJI3dTyz5cok+5VSvt7eSNC31Frnd/z9aJIpSfZubyLoU+YlmbfCneNXZ1mZBHTNgUnuqLX+sd1BOkN51EUdD/v9UpK5tdbz2p0H+ppSypallJd1/Lxxkn9Kcm97U0HfUWv9aK11SK11uyy71fmmWuvb2hwL+oxSysCOl56kY6nN2CR3tzcV9B211j8keaSU8tqOTfsn8fIg6Loj00eWrCXLbjmka0YmeXuSuzqe2ZIkH6u1Xt/GTNCXbJ3kKx1vFtggyVW1Vq8aB2Bd2SrJlGX/f2D6J/lmrfW/2xsJ+pwTk3yjY9nNA0ne2eY80KeUUjZJ8s9J3t3uLJ1VavWSIwAAAABWz7I1AAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAA6qZSyqIfOU0opHy+l/KqUcn8p5eZSyrCeODcAQE/r3+4AAAAvQu9P8oYku9Zany6ljE3yvVLKzrXWp9qcDQBgJe48AgDooo47hz5XSrm7lHJXKeXwju0blFIuLqX8spTy/VLK9aWUw1ZziolJTqy1Pp0ktdYbk0xPcvS6+xNiHAwAACAASURBVBYAAJ3jziMAgK57S5LdkuyaZHCSGaWU6UlGJtkuydAkr0gyN8nlKx5YSnlpkoG11t+scs6ZSXZubWwAgK5z5xEAQNe9McnkWuvSWusfk9ycZK+O7d+utT5Xa/1DkqldOGdpQU4AgG5THgEAdF1T0bPWAqjW+uckT5VS/mGVXXtk2d1HAAC9ivIIAKDrpic5vJTSr5SyZZJRSW5PcmuSQzuefbRVktENx38uyQWllI2TpJTyT0lel+TqlicHAOgizzwCAOi6KUlen+QXSWqSU2qtfyilXJNk/yR3J7k/yc+TPLma4y9M8rIkd5ZSNkzykiS71FoXr4vwAABdUWqt7c4AALDeKKVsWmtdVErZIsvuRhrZ8fyjxvFZVkbNqLV+bF3lBADoLOURAEAPKqVMy7K7il6S5LO11i+3NRAAQDcpjwAAAABo5IHZAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+UR/P/s3XmwLGl+1vfvm2vtZz/3nLv0XXqbkUZoNDNCo2VEYzCMIMIyAbJRgBGOABwWOAgbbOMwAQEO2xEOvIDBYLAIcGBsAQFYRMCMgqUlZEbLaKTp6Vm6+3b37b7L2bfac339x5tV55x7T92l+97unu7nc6Ii89SSlVWVWZX55O99U0RERERERERmUngkIiIiIiIiIiIzKTwSEREREREREZGZFB6JiIiIiIiIiMhMCo9ERERERERERGQmhUciIiIiIiIiIjKTwiMREREREREREZlJ4ZGIiIiIiIiIiMyk8EhERERERERERGZSeCQiIiIiIiIiIjMpPBIRERERERERkZkUHomIiIiIiIiIyEwKj0REREREREREZCaFRyIiIiIiIiIiMpPCIxERERERERERmUnhkYiIiIiIiIiIzKTwSEREREREREREZlJ4JCIiIiIiIiIiMyk8EhERERERERGRmRQeiYiIiIiIiIjITAqPRERERERERERkJoVHIiIiIiIiIiIyk8IjERERERERERGZSeGRiIiIiIiIiIjMpPBIRERERERERERmUngkIiIiIiIiIiIzKTwSEREREREREZGZFB6JiIiIiIiIiMhMCo9ERERERERERGQmhUciIiIiIiIiIjKTwiMRERH5tmOMuWGM+a0Ped8XjTF/6DE+9x82xnzTGBOfuG7JGLNtjPn8fR73gjHGGmP+izNuWzfG/JQxZsMY0zPGfMsY8+eMMc0HzMtPVNM88/UZY/5ldXtwxm3PGmPGxpi/c/9XLCIiIh91Co9ERETkI+2sYOV+rLV/A7gF/JkTV/8vwD+11n7hPg/9CWC/Gp58/kXgS0Ad+H5rbRv4t4F54On7zPcC8F8BX59x++8D7vfa/grwK/e5XURERARQeCQiIiLf5owxf9AY8wvGmL9gjDkwxrxpjPmR6rb/Fvgc8JeNMX1jzF+urrfGmD9qjHkNeK267i8aY24aY7rGmF81xnzuPk/7h4GfNMZ80hjz24DfAvyn95nHBvB7gD8KPGuM+cyJm/8zoAf8fmvtDQBr7U1r7R+31r50n3n474G/BOye8XxzwJ8F7qlyqm7/vcAh8C/uM30RERERQOGRiIiIfDh8H/AKsAz8D8BPGWOMtfa/Bv418MestS1r7R878Zh/t3rcd1T//wrwSWAR+LvA3zfG1M56sirk+TPA3wT+d+AnrbUH95m/3w30gb8PfBH4Aydu+63AP7TWlg/7Yo0xvxH4DPDXZtzlvwP+KrB5xmM7wJ8H/sTDPp+IiIh8tCk8EhERkQ+Dt6y1f8NaWwB/G1gHzj3gMf+9tXbfWjsCsNb+HWvtnrU2t9b+j0AMPH+fx/9lIAN+3Vr7jx/wXD8B/HQ1f38X+HFjTFjdtgRsPODxU8YYH/jfgP/krMCpqmr6QeB/nTGJ/wb4KWvtzYd9ThEREfloU3gkIiIiHwbTChtr7bAabT3gMafCE2PMn6g6wj4yxhwCc7hKpjNZay3wTWb0OXRiupeA3wz8X9VV/y9QA35n9f8eLux6WD8JvGSt/dIZz+XhgqU/bq3Nz7j9k7hKp//5EZ5PREREPuIeqYNIERERkW9D9kHXV/0b/Ze4vou+bq0tjTEHgHkMz/8f4A7Y/RNjppOr4Zqu/WPgnwO/yxjz5x6y6dpvAX6TMeZ3VP8vAt9TBUN/Gtec7aer5/Kr+9wyxvwY8GngCvB2dXsL8I0x32Gt/dS7epUiIiLyoaXwSERERD7stoBrD7hPG8iBHSAwxvwpoPOYnv8PAH+O0/0T/UZcn0pLwP8E/H7gbxtj/rS19i1jzAVcn0R/64xOs/8gLnya+IfAPwB+CugC50/cdgn4ZVxotAP8KvD/nLj9T+LCpP/4Xbw+ERER+ZBTszURERH5sPuLwO+pzsT2l2bc54vAPwNeBd4CxtzVrO2dMMZ8FhfO/BVr7eaJy88A14Eft9buAz+A6z/pl4wxPdxZ0I6q+5xirT08OS0gBbrW2iPrnLxtp3rYlrU2tdYO77q9D4yttTt3P4+IiIjIhHHN9UVERERERERERO6lyiMREREREREREZnpiYVHxpi/aYzZNsa8PON2Y4z5S8aY68aYl4wx6qRRREREREREROQD5klWHv0t4PP3uf1HgGeryx8B/uoTnBcREREREREREXkHnlh4ZK39eWD/Pnf5UeD/rDp2/EVg3hiz/qTmR0REREREREREHt372efRBU6fxeRWdZ2IiIiIiIiIiHxABO/jc5szrjvz1G/GmD+Ca9pGvV7/9KVLl57kfD2UsizxPPU3LvJOaR0SeXe0Dom8O1qHRN4drUMi784HcR169dVXd621K2fd9n6GR7eAkynQReDOWXe01v514K8DfOYzn7Ff/vKXn/zcPcCLL77ICy+88H7Phsi3La1DIu+O1iGRd0frkMi7o3VI5N35IK5Dxpi3Zt32fsZcPwP8geqsa58Fjqy1G+/j/IiIiIiIiIiIyF2eWOWRMeb/Bl4Alo0xt4A/C4QA1tq/BvxT4HcA14Eh8B8+qXkREREREREREZF35omFR9baH3/A7Rb4o0/q+UVERERERERE5N37YPXOJCIiIiIiIiIiHygKj0REREREREREZCaFRyIiIiIiIiIiMpPCIxERERERERERmUnhkYiIiIiIiIiIzKTwSEREREREREREZlJ4JCIiIiIiIiIiMyk8EhERERERERGRmRQeiYiIiIiIiIjITAqPRERERERERERkJoVHIiIiIiIiIiIyk8IjERERERERERGZSeGRiIiIiIiIiIjMpPBIRERERERERERmUngkIiIiIiIiIiIzKTwSEREREREREZGZFB6JiIiIiIiIiMhMCo9ERERERERERGQmhUciIiIiIiIiIjKTwiMREREREREREZlJ4ZGIiIiIiIiIiMyk8EhERERERERERGZSeCQiIiIiIiIiIjMpPBIRERERERERkZkUHomIiIiIiIiIyEwKj0REREREREREZCaFRyIiIiIiIiIiMpPCIxERERERERERmUnhkYiIiIiIiIiIzKTwSEREREREREREZlJ4JCIiIiIiIiIiMyk8EhERERERERGRmRQeiYiIiIiIiIjITAqPRERERERERERkJoVHIiIiIiIiIiIyU/B+z4CIiIjIe6E7zmhFAZ5n3u9ZecfyomR/mHI0zDgcZRwOM+LA48pSk/PzNQL/7OOC46xgf5Cy10+JAo8LC3VacXDmffLCUlhLaS2eMbTigFYcUAs9jDl+76y1p/6fSPOS3jijO87pjTN64xyA0PcIfVM9V0mSF4zSgr1Bym4/4WCQEvgezTigFfsEnoetphl4hnroU4t8aoFHPfKphz4Ah9V7McoKIt9Uz+MuUWAoSugnGf1xTlFaosAnCjyub+SMX94kDjyi6uIZOKre18Ohm3fPgOcZfM/gm2roGTzPYKr3bZi6S1aU7nmr+bDV7UnuXm8zClhsRiw2I9q1gO4oZ3+YcjBIGWeFe19PvJf2xD/2xC2nrz/7/qdvgTjwiUPPvY+hXw3dZ1qWltJCYS2jNKc7yumOM7qjjND3WG7HLLdillsRAP0kpz/OGaRunkPPEFSfrz8ZP3Fd4Hn4nqEe+bRin0bklqlG5NOMA+LAoygtR6OMg2FKb5wTeB5h4N7HUVpMPxeL5cpSk6vLTZrVMpwXJb1xTj9xn/Hk1Rtgrh4yVw9nrvfWWsZZyeEopbQwXw9pRP49y3peWgLPnLnMi4h8FCg8EhER+RA6HKZc3+7zHec7NKLH/3Of5iXbvTFb3YSt7pidXsJKO+Y3XJzjwnz9oXawytIyrgKEYVpMd8LzsqQWuh3Mdi1gsRGd2vErSsvN/SHf2uzx+k4f3zPM1UM6tXC6o2gM3D4ccetgxMu3j/jyW/vc3B8RBR6XFupcXmpyeanBU4sN+uOcG3tDdvsJS62ItU6Nc50a5zoxnVrI3iBlqztmu+de6ygt+Nh6h0+c77DUiogDH98zWOt28Cc78L1xzuEwpZfkJFlxHJhkBXt9N82tbsJ2bwzAM6stLi40KEtLUpSkeUlRWtq1gLl6yKtbPX795iHjrDzz/Qw8w8WFOnP1kCQvp6HFZKf6bvONkPNzdZK8YLuXTEOeWSbhSWHtdAc9PhHk5KWlO8pI8rPn70E6tYC8tAyrQOI98dVffWyTCqvAKC8saXH8HgSeoRa6wKqf5KRnvD9R4EKdyWpzcu05uS6dvv7kFMyZ109GLbhlMC/PfP67eQY69ZB2LSDNS/b6KXlpH/i4d8r3zHSZehQLDbesP2iZ8QwsNCLmGiFUIdnkczoaZfe8J0H1nVJay6hadyfzOQnfJkGowYWLk5C1VQuI7gpxQ/94PalHPmlecjBM2R+kHAxT6qHPhfk6FxbqXJhv0Ih8PM/gGfCNC6z86n93vVsXT/3vublJcvddOs5KSmvd/TxDUAWevjkxXj02ODnuT6ZXhaV+9RjfvcY48BSgiXxEKTwSERF5D5Sl5dbBiI2jEYejjKNRxtEwo7CW+XrIfCNkvhHRiHyK0k4vB8OM13f6XN92l7y0PL3SJBim9BfvsNquTXdaPA9+4bVd/unLm/yb67vkpSX0Dd99cZ7vf3qJc50a+wO3w3I4TOknBcM0Z5gWGEM1HxHN2OdgkLHTc8FGVlji0CMOfKy1bPcS9gfpzNe62Ix4eqXJcitmqRXhG8Nmd8zG0Zi9fsowzU/tkD2I7xlWWjFR4HE0yuiOs7sqLO5vuRXzmcsL/N7vfYruKOPG3oC39ob84ht7053O9bkay62Y69t9trrjM3eU48DjXKdG6Bv++Te3eKf70p6BpVbMajtmba7Gd1+aoygtr233+YXXdgl84yphfI/AN1zfzjkYplxeavDjv/Epri03mWtEzFdB2SgreHtvyFv7A27sDemPc2qhRy30iQNXybPcilmqKl7GecntgxG3D4dsHI6phT6fezZmpR2z2IwIfQ/fA8+4HfpBktNLcgZJTlGC77kdWowhyVwYNkwLQt/QroV0aoEb1gPasQsgjDFkVSBmsdQCn7iqfllqRdPnBbeuDNKccrJ4GFdZMs5LRlXI6JafAmtdCDZfj6hFLrjJirJ6LjfuGUOrFtCMfXxjSKv5+IUv/RKf/NSnSatAJS1KSusqVSbr5KQ6Ky9dJVZRWsoS8rKkcGkhtSoUCE8EBpNKFQOnqsGstQzSgv1+Si/JmKuHLFTr/Xu1Q16UtgoYSkZZgbV2Ghx4xlUHNe+an7KqCtrtJ6eCkkbkT9+fvLDkZek+g2p4cjwrXHjaTwqGiataGiQ5g9QtW4HnsdiMmG+4ILgo3WPSwoXJk++norS8tTfgjd0Btw9H1EOfTrW8NeOgqg6azLerJNsfpOwNUrrjDAPT6rHI95irlp/5RoihqjyrvqP96v2oBR6B703ft2FaUJRlFRi796efuJB2r5+SFae/27KirB7nvm8j32OhGbHQjFhuxQzTgl+5ccA/eWnjHYVo76XAM7RrAYHvMRwn2H/5BbKiPBWs1U4EoVTvkbW2GrqrG5FPu/quOPm5eZNQbBqaQeB51XSrYeBNn6cWenTqIWudGmtztfseLFEFmci7o/BIREQ+NKy1rnlIVjLOC9K8JA49GlFAPXTVIWVpuXkw5JsbXb6x0eObG11u7g+nO5STHdxOPeTyUpOrSw0uLzW5tNigrKY/zgqSzO0EHVU7Gd1RxjDNacauSqRTdzuetw9HfGujyyubvWkTj3fi/FyNp1db+J7hq7cOubWf8Y+v/9qZ931qscEf+tw1Pnlpjl+/ecSX3tjjr/yr69Owox0HLDSj6c5fpx5Slpbdfsr1nT79cc5CI2K5HfOJC3NEgTd9XwE+fXlhWpmz2qlxrl1jpR1z53DES7ePeOnmITcPhry23ecX30jIS8v6XI21uTrPrLZoRsGpo/CNyK8qjdx1QdVMZZy593e7N2a7m5AV5bSy6MJCnefXOjy72sJUTY0mgdzhKMNay/n5Ohfm6yw2ozN3FKy17A3S6fxMlKVlf+gqg45GGcutmHPtGp16MJ3OMM15ZbM3rVooSlvtLLkdIAM042C6I1wLXZOhWuAqFh73jstnry091um9nzzPhVBP2pstj+88P/dQ9w38B9/nJGPMtDLl7usnwcv7xfcMjSigET38YzzPTMOOs7iqK4BHfKPeoe8433lPnue9VpSW7Z6rbiwtlPY4tLTW3T65rjz5f3l83zg4DlkmFV2T++WlpTxxcGJSRVhWlVjuuVw4OhkvynJ63aS5Yj/JyYqS7c0Nrl2+ROC7ZofjzFWSjnP3+MkaYIxr4jn5bgQYpgW9cc52b0x/J3dNZUv3vXz82t0wK9zvT1o8+IDDXD2kGflkVfg4CS7z0p4K5qLAIw7cQZE48KYHSOqhx1LLhekrVVPNKHDNYIOqSaprUnncDHfy+5jkBfXQ51ynxmrHNfUMfY+ydFVuk/tMmrGOs5Io8I5DtPcwRBZ5JxQeiYjIe26YuqOzkyqYvUFKb5zxiQtzfPLS/Kkj+BPWWr5+p8vPfPUOv/zmfrWBWkyDokkTnftVpEz6NJlUvHgGri43ubrcohZ602qP0Pc4GKbc2BvwlbcOzmzyMxH6ZhoWNSKft/aG0yAjLy2dWsDH1zv82Gcu8bG1NhcXGsw3XAAy3wjxjKn6rkk5HGYM02LahCCodqKvrRz37THxs//iX3Hx459mb5AwSHL6iavG+J5L83zn+c50A/Tzn1gHoDfOGCQFC82Q+FH3hB/SSjvmuy/Nw2cvP5Hp308jClifqz/SY4wxLLfie673PFP173LvbSef73ueWnjk+RQRmcX3zCN/j72fXnxxnxde+I737PlOVs2Ns+PmeYfDlM3u2FW4Ho4ZZcW0j7XAq4bVeOAZ8tJOA5yTwU9SVTfe3B/ylbcO2LtPhe3DMAZCz3uo0AvcNkk9dFWZk+qqeFJxVfXVlubltLl3WpSu2WTVzHBSqTWp2oqqpobtWkirFtA+0bSyFbv+166ttHhqsYH/bdwXoLx3FB6JiMhDGWcFr231uXkw5Ob+kJsHQ24djLi5P2Snl0yboDSi42oS3/MYVqX8/arZyyAp7rsh1Y4DfuCZJX74uRV++NkVkrzgZ766wT/56h3e3B0QeIZPX15gtR2fLmOvNrbiE6Xsoe9VG4OuqcAoLShKy9OrLT6+3uH5c+1TFSdnmVSn3D4Y4Vd9l9SqI5TN2K/6KTm7qmWclfd0MnyWZhxwYf7Rdhgi3zzS0fd2LXxPqjlERESehHdSNfduZIXrmyorLFlekpeuOWxellXzWFcRFp8Id0Zp4fqzq/oETPKiaqZ7osqp2laJfI+8LOmOjk8uMDoRik2Cskk/VsNhThR4tKqmyFFw3NR3Uilm7eSEB5DmBbv9lBt7w+n0z+qTLvI9ri43OTdXIy/Ke5qbTiq3DMcd759VtbXQiLi0WOfSQoOLi/VpJ/hHQ3dArV0LWZursT5XY7UdzzzBg3xwKTwSEfmIGKUFr233eHWrz6tbPd7Y6dOphVxabEw7Dn5qqcFKK572v/LSrUN+/eYRL9065JXN3ql+YObqIZcW6zy72uaHnlkmLexxSDPp+LhwzbguNRu0Y9cfRasW0KmF0/5XFlsRS82Ieujzq28d8POv7fDzr+7yxa9vTZ/LGPjs1SX+yA9f4/PfuTaz6cSTMKlOuV8VyqzHPSiYEhERkQ+m0PdYbdce+XHfxcM1h30/pHlZVSvnbPcSXt/p83rVp+LuIK3OkmhohYFrqueZqsmeOylEeqJia5QVHAzTaXP+3X7y0H0ZegZW2zXW512YtNap04z9aV99UeAxTAu6VT+H/eqEDr7n+uRzlVIGTpykYjqszjQZBS7Uq0fH050cbKyHPguNkMWqz73FRqQw6yEoPBIR+TaU5iWvbPZ46fYhX7t1xO1DVxVzskw78A2h57E/THl1q8fb+8PpD2sUeFxbbtIddflHv377VFOvyemvR9Vpo9u1gO++OM9/9Juu8Ynzc1xeanJxsU7nCVSx/Mh3rfMj37WOtZbXdwb869d28IzhRz6xxmrn0TfgHkY5GJDv7uJ1OvjtNiZ4Zz+NNssoul28VgsvfrSg6WGUwyHprVuU/QEmjvA3Nkhv3cJvtfA6HYznNnqsteRbW6Q3bpDd2aAcDbHjMeVojIkiwnOrBOfO4S8uUvYHFAf75Pv7kOd4zaab/0YDjDfdEjNhgKnV8OoNjO9RDoeUgwHlaIzXauLPz+PPz1MOhuQ72+Q7O5SDoXu8LbGuQ47T42WJzXM3ncEAm+f4nQ7+/BymVps+hx0nuB5XLdZaJh03ea0mwcoKwfIKtsgpe33Kfp+i36Ps9bHJ2L0G38MYD3wfU5Xl2+MtTLCWcjxyjx8OoSiwtsQdwi2xpcX4vlsuwgAThJggcJcwgMBdh7XYZEw5Ttz7nSb4rTbh+XW8TsdNNy+weQZFARg3b54HxsOWBXY4pBwnMxaAkmxjg/TNNwHwl5YIFhbwl5bwWk28KMJUF1sUlN0eRa9H2ethiwITR3hxDRPHUBaUozHlaIQdDU+Mj7BZRvjUU9Sef474uecIL1yYzrfNMshzbJZhsxxb5Jgocs8dx+49rjrSdh1AmWknJzZJ3Wc6HFTD4fHrNcZ9Np6PV6+75bDZxKYJ+cEBxf4BNs/wanW8Rt0ti9PxOl69hlevY8uSYv+A4mAfW5SEa+cIzq3hd9rYosDmebXcFVDkRC99jW61brjPbuw+u/EYOxpTJmNskh531GKMW5Zcr77ufz/AazTcetNqTtcRPB/je5h6HX9uDn9uHn+uA553/D4WhXsfJ8uEMZgoxosjCELsaEhRrR/uds9N2xj3mWSZ+1zy3E0vzzFhRLCyTLC8jNdqURwdUezvUxwduceHYXUJ3DAIwPM4ufd1av0ATBhWn0kDr9m8/3ektdg0xaYpZZJgjMGbm8OL3rvAX0RmiwKPKHD9l11abPDpy4+v+bW1ru/EmwdDbh+MCH1Dp+46pO/UA3rjnM0jd/KMjaMRG0djNo/GfGuzx8+9ssOwOgnCSYFnpn1IGgN5cdxf18SkPy037vodtBbSopyeYOFhTrIxCZfqVYX55OyErhlg1Zn7iWaBk7MhTm7/8z/6CZ5faz+29/ODSOGRiMj7yFrLS7eO+OLXN/mX39omLy2LzWhalXNcnRMzSnNeunXE124f8a2N3rTp13zDdexclsedQubToTvN9ycuzPG7P3WR5861eO5cm8tLzWn79iQvuHUw4u39IW/vDXl7f0hpLd99cZ7fcHGOK0vNU6dJfxyKXo/0zTdJ3niD9I03Sd980wUhnQ7h2hrB+hpLa+v82PoaXquF/cYm/Sw/3llKEoqjLkX3iPKoS9HtUvb72KJwO4e2CigM+PPzBEvLBMtLbke73iB5/TrJt15h/Mq3yN6+ycmtCq/Vwu90IAxg+pxuR89rNfE7cy7kmOtg84J8a4tse5tib+84bKnVpvcxYeR2zjzXfK3MUsr+gLLfn4YmJo7x4tjtFMcxJo4xtRgvrmGThPTWLTf9E5aB16cz7eHPzeF12uTbO9jR6LF+Xk+aaTQwvk/Z73PPFl7ozoDktty86Rbi/V6jqdfx4rgKm8oqELLTHXQm06uGXq2G127j1esY3wffB89gPBeklmXhloX85CU7dR3GHH+GtRgTxaRvvEn3Z38Wsux45rwqyIIqSCvda/Y8vEbDhTAzmjmGq6vUv+d7wDMUe/tk29uMv/lNtxylqQslJk/TaFSBaAv8AJskLgwZJ+B7ePWGC2pqNUyjTriwgFevg+eR3rjBwU//Pex4/Cgf4yMzUYSpVaFwUbgw5e7n9Dz8hQVMEFShzgibvrt+SCYWgNtn3eB57n2pVWEbHH9Ok3ClWrZsURyHOzKTqdXw5+bcd5sxp9exKnS0RUE5HmHHCbYoCJaXCc6tEp5zvwOTsMvUYvx2B7/TxtTqFN0jFxru71EcuQDfn5/HX5jH73Qox+Pj79zRyK2f9boL+uJoGrzZzFU2nAzYbFFOwzBsiddq48918DsdbJ5THByQ7x9Q9roQBNX3dw2v0cDvtPGq+cT33XSSxE2rCgpNHLllza+qVM/4fsKYE4G1mzeC487771b0B6RvvE5y/XUXGkKV4xoIQ3fAoQpoTRRVN7q7+XNzhOfO4TWbQNUEan+f9MYN0ps3XcheBZrlYEDn9de5+Q/+AXY4xDQa7rd2aRF/acmF6mUxPWDgLywQXbxAeOEC/vIy5dERyZtvkr55g+zOHfx2C39xiWBpEVOvUxwcUuzvke/tYwKfWqjKuQAAIABJREFUYG2NsLqYRgM7GrkgejSCsnSfaaMKOev142VtBluW5Ds75Lu7LuCdX8BrNqaPsWVJORxhsxS/0zn+jGQmY4zraLwd86kZfQJ+fH12c3trLVlhp5VNk5NovNtOxK21VZB03FfWMC04HGZV35sJ+4OMYZYzTovp2WCL6vv+uEP6SYfuluLE+OT2j0Jf5wqPRETeY0Vp+ZUb+3zh5U1+9uub3Dka43uG77u6yHwjZLef8tp2n4P+mOSoRzMd0srGhGVGLYp4Zq3Db782x7Pnl3n+wjxri02MtVWlRlURMkyqoTvCX24NKN8cTq+7PRhgRyP8xUXCCxdYuHCB1Qvn+f4LF4i++zImisi2tsnf+ha9X9wk29gg39wg392bbkjbLDseVjvPk4BkEpa4aozjnVY3npze8Q8CokuXCC9dpOz1GfzyL5Nvbz/0zphpNFxQU+0kT3dIPA/KkvT1N8h3d7HJ6YqO8PJT1J7/GHM/+qOE6+dd1crRURVIHWGz3G2oR9XGuvHcfbourErefBPjBwTnVql953cQrJ7DX1igHAzumc40zCoK/GgB71pVpdBsYiY79mlSvUdjyiR1FRDJGFOv0/63fjPhxUtEly7itdvYNOXlX/s1Pn7tacp+z1VnHBxQdrsEL6wQXblCdOUK4YULbieh7qo17GhEtr1NvrVNsb+H127jLywSLC5gwtDNe39AORxMqw4wrqrKjkauQqPIXTBRTbfs9ykODykOj/AadVcNtLrqdj68qtqnqq6Zjk+WkyA4DmwAWxQU3S52PHbTbzRmVjnYNCXf2yPf3cUEgQt/mk38aifzg8KWJXY8dq8jCKYVYqfuMwkdH8MGMlnm3t93WEE3nVZRkN28Sba55daBEzuuk3F83y0b1XpNUdwVsMCkamyyQ+016m5Yr5/5OU122MpBHy+OT1XVTe+T51WF14hy5C6T0MlfXCRYWABjyLa2yDc3XbgTBK6CzPfBDzC+x1defpnP/MAPTHc0vSp0JAwf6bOwk++5KpygcDvMNs+x47H7Pjh03wlYMIF/vDz4roLNBIF7TOreT5tlx+9Vs4kJQ2xVDUdZTiveJo+dTM+mKfnOLvnuDmWv70KUxQX8uXn3uVQVZKeqyO5e/qaVY9XrS7Pj35PBAFvMPoEAuFDQi2MXTFhbBf1diqNDbJq50K0sjqv7ChfwEgQuSKnXMMYj390l29pk/LWXXaVaVWE183nDEG9uzs3jrHDZ9z88QV9473pJFYi8W167TbC8TL63R9ntnvncfqNBFARkS0vut2Bnl9FXfo3i4ODegwBnPP5UqP4keJ5bpxsNTKMKlup1TByRb++Q3bp1z3aBCUO8dtsF1cPhqWn5i4sES0sES0v4y0sEyytufGFhGsZ5zQbG89x2Tpph0wTj+1VlYhu/3Zr+Vp31W/BRZ4whCow7A91jnq7rn8lnrv7Otg+yIiP0PzjbFu8XhUciIk9Amruzf+wPj88odjBIefl2lxdfvoW3t8OF5Igfa+d8Kk64XHTxvrRFfnBI2T2upHnQBtgQeONhZsj3pzvj02Eck1y/Tv/nfu6eDahpze8JXqdDsLzsKmLCaNqUwYShq9KpmgCdqvyBaRXGpJLGxDH+4gLxtWtEV68RXbp4z06kzXO347CxQTkcntg4noQ5kTv6225XR07vz1rrgpHdXYrBgPjKlemR1W9Xie8z/8ILj/QY02wSX71KfPXq2XdYWXn3M/YuGN93O/4Pc98oIlxfJ1xff8Jz9e4Yz8M0Gve/z2M6XGmMgcfUPMj4/jSEfC8Zz8NvNfFbs9dPEwT4rQDucx/g/ss6kPf71J577h3P63R+jKkqzp5M09pH9vzz7/ccPDGTMLbo9Sl7XcrRyB08WFx01UnVulSORi7U7vZcCDeptokibJYdh45JchzkVb9DNstgErD5vquQC0MwpjrI0KXsHoEfECwu4C8uukqkonAh4jhxzTN7PYpuj7J7VFWY1lylUbWOluMEmyaU47EL0iaJffXbO20+WFoX2FXzZPPcBROT8en1GViILl8mfuZp4qefxl9aOj3NxB1YKgYDyv7Avcbpb72lODwi39ok29wi39mhubRIdOUq0dUrhBcvugrXVmv6Gl588UVeuOt3yBYFxeGhe81VpSXGUOzukt6+TXbrNvnmBv7iEtHVK8RXrxKeP085HJLv71Ps7bnPtTqw4S8uYouCfGODbHOLbHMDOxofVxg1XLVQORq5A2hVNVI5HBxXJw0m1w2xwxHR1Su0fviHCS9dJFhepuxNDoIcUPR6rlns5ABGGLgDNLt77oDF3i7pjRvke3v3bjs9LGPc9NttVwnWbuO1W/itathu4zVbx+OT4KnVOm4eXB2I8ZpNty1Uff8kRUIv7dFLe+Q2Z7G2yHw8T+A93G5/UiRsDjbZHGyyMdhgY7DB1mCLjcEGhS1Ya6xxrnmOteYaa4011pru/3bo4p5+1mdntMPeyFVLx35M7MfUgpob+rXp+KyTjeyMdrjdv83+eJ9u0uUwOaSX9gAIvZDQDwlMQOiHhF5I4AWPPPSMx/Zwm1v9W9zu3WZzuElRFnjGwzc+JSU7wx33Xgw3OUqOaIUt1pprrDfXWW2sMi7GdJMu3dRd/sJv+gs8t/Duf1M+yBQeiYhUbJ67PkKq8Kbodim7Xbo7+2zd2WV/c5fkqAfjEV4yxkvG+MmIIEkI0jFhlhDkGQWGwhgshtJ4FMbQNIa68bhWZPzEuIfhdDCTrawQnF8nXFvDf+5ZvM6c22DotKtmUm1MHLtmWVXfKRSTJjOuKc6pYGjSP8XkqHUUzdxBtdZS7O2R3brlNuxu38EmCeH6GsHaOuG6KxN/L8MWEwTT8vTHMj1j8Fst/FbrsUxPRETee5Mw1ms04NzqzPt59TpevX5muGzCED8MXfPkR7WwAJdmzFsYQq2G/8HtK9l5wgcJjO8TTEKrE4KFBeJnn535OD+K8Ofn4dq1s29/9tn7Pv69Nj0odXh43JSv3weqJrlRVX1X5BS9PkWvS3p0wPhon6R7SNY9JO11SbtHZL097FtvYQYjwlFGPM7x84fopOeE3IdhDMMIBjUYxoZxBFngbvPCmKBWI4jrhLUGca0F9Rr7tYLtesKdaMiN4JC3/UPKu7oqWK4vs9ZYw/M8vrTxJXZHu5T2dMfYjaCBxTLKH77ZfDtqMx/PsxAv0IpabA+3ud2/feY0fOMqlAv7ZCoHF2uLBCagpJy+tuX6MuvNdT65+kmW6kscJUfc6d9hc7DJN/a+QS2o0Yk6dOIOq43Vhw7ovp19+F+hiHwoWWspj47ItrYo9vddk5ig6juh6gDUVM0UJk1n8oMD1759e8cNJ5dt18Hv/UqtG0BofIZhjSSMycKYNIpJwxpFa4E8rlPGrsKmFhhqvrvEviH2IPYskWeoNWpE588Tnj9PeH6d8Px5grW197UzUWOM61tieZn6Jz/5vs2HiIiIyAdFaUtG+QhrraswrDqHmoybekgeL9BNfLopdNOCzcEmb3Xf4u3e27zdfZu98R6DbMAwG7rgo4a73JV91oM6a80LRF5ESYmX5ETjnGjkLrVxQZQUBNYnND6BCYjw6eQhndSnmRiaqaE+LlkZF0TDDG+cUo6qPrvSDLIBXt7Fz0uCGRmMNVC0m5ilBaLlFeqr60TLKwQry/hLywRrS7AwT7flsR2N2Ux22BpusTnYxDMeK/UVlhvLLPtzmCQjTUckyZAsGzO2KWOvYGRyRibjqOhzmB5xOD7kKDniYusin13/LJfal7jYvshyfZn5eJ65eI5GUFWY2ZK8zMnK7PSwyMjK7NT199znxLC0Jcv1ZS62LrLeWqce1J/osvRhofBIRD5wbFGQ7+6Rb2+RbW6Sb25V41uuc+Itd907LhcG8H38pSWy+SX2a3O8fXGd19Yi9v06/bDBOK4zf26J9QsrPPXUOZ6+dp7nryyz8g5O2SoiIiIi75y1loPkgI3+BsN8OG0KVfNrGAzjYkxSJIzzMaN8xCAb0M/602E/deOjfMRKY4UrnStc6Vxhub7M2723efPoTd44eoO3u29zmBxOL3dX2DwMz3isN9e53LnMM/PP0AybNMMmjbBBI2ic+n+ptsRac41O1HlsTZgfhrUWOxxWfQfuke/uUEzG93bJd3cpdvdIXvoag93dM/sRi43h2vw8zy0v4S8tQ1GQ77rHlr3eg2fCmOlZQk0tJrroET+7SPxMQfS0D/aAsnuDtNtjPHB9uIXr6wTr69TPncPU2o+l76ii32d851UXClb9tZk4xoRRdfbL2R3Uf9QoPBKR94S11vUzUJX1htevczQYnA6GNjddZ75ndZYchoSrqwRra/Dcx3nr2U/xS72AV8s6R3ELrMXHsljzeXqhxpXFGlfmazw1H9OJfCgLvLk5NsMWv9L1+PmtjH/z5gHdset88/lzbb7/6SV+86U5PrbW4emVFlGgzgxFRETkoyUrM/ppfxq6TEKYrMxIi3Ra1fGN7jd46+tvkZXZtG+ag+SAbtKlE3e43L7MU52nuNS+RFZm7Ax32B5tszPcmYYzR8kRg2zAYm2R1cYq5xrnaEUtjpIjd5/xIdujbTb6G4yLd3YGSIOZBja1oMaLN188c1pLtSUudy7z9PzTzMfzzMfztKM2BoOd/Fk3nPCNP2261Ilc86ULrQtE/vtXUf4wjDGYZpOo2SR66qkH3r8cDI6Dpr1dit3d4/G9PfIdd/KK+GPP01z+IYKlRXcGz+rEAPgeTM5emLlqqHJyApY0oxwNSW/coPfFL3L49/7eo72YyckoJidGmIxHro8xMzmLbeTCIBPFEPjkW9tkN29SHB7ef/qeh6nVCJaXCc+dI1hfI1hZgbw40cfWkNX//E/et5+9DwOFRyLyyKy1FAcHZLduuX5ybt0mu3Obsts91Snh3ZeTZ0lZBO5U46bRcKdnP7dK8/u+j2DtnPtyPueuC9fWKNpz/KtXd/jpX7nJz726Q2nh+75rkX//ey/xwvOrvLk74Gu3Dnnp9hE/d/uI/2O7j91201/r1Hj2XIvXXu6z2d0E4MJ8nc9/Yo0ffGaZH3h6mZV2/N6+iSIiIiL3sTva5frhdcB1PBx5EbnNpx0abw42p02GNgebHIwPWKovcb51nvWma4ozzIeMshHD3DWbmnRgHPsxeZmfCogm448U0nzZDSIvYr7mApdO1OFW7xZfuvMlkuLeKvGFeIGF2gLz8TznW+dpBA0OxgfcOLrBL238Ev2sz1w8x0Ls7vPM/DN87sLnpq+rFbZOVRpZ7LQz5jiIqQd12mGbZtikFbWoB3U8c3xAsLQlW4MtbnRvsDva5VL7ElfnrjIXf9A7rHr/eI8QNL0b1lqK3V13RtsgxO+08dodvGaT4vCA7M4dd7B5a8s1xyuK6oyNrg9QWxaQF64D+2k4VZ3pN0ndWWMPj7BZRrCyQu23/3aiSxcJz58Hz6vOfptik7Q682VanSV4TL69Tba5yfDLXybf2cULw2kfbF6jMT3r54eZwiMRATj+kp2cSr06I0d2585xQDQJi27fPn0KU3CnA56fn36B+kuLhJcuVv83p9dPOnD+xuYGn/5tv43g3LlTZ0i526tbPX76Szf5R7/2FfYHKWudGj/5wjP8nk9f5MrycQfOi82IT18+PkvTIMn5xkaXl24d8bVbh7yy1efTlxf4wWeW+cFnlnhqsaESVBH50LnntOsi8lhlRcbLey9jMHxs8WPUgtqp264fXmd3tOuCjWJMkifkZT7tiNdaS2EL13djdd3kYq0lKzPeOHqDl3dfZmu4dd95qQd1zjXOsd5c54cu/BDztXn2Rnvc6d/hqztfJSkS1zwqaEwDlH7WZ3+8zzgfE3gBzbDJXG2Oi+2LNMMm7ahNK2zRilpuWI03wyaRH7mzXXkhkR/xy1/6ZV743AvT6+/+3iltyfZwm5u9m0R+xGp9leX68gNPeV7a8lTY87h5xmO9tc5664N9ts6PImMMwcqKq+y5i99qEl28+D7MlUwoPBL5kCqThPTGW6RvvkHyxhukb7xJevNt7Gh8IlVPpuNk2X2n5zUahBcvEl66ROP7P0t44SKjpVXejud5hRav9koCz2OhEbLQjFhsRiw03HC+EbLYjKiH/nTDIn3xRbyr19juJ+zcPmKnl7DdS6rhmJ1ewlt7Q7612SP0Db/14+f49773Ej/87Aq+9+CdomYc8L1XFvneK4uP5f0UkXvlaYEfeJiHWCfvx1pLWVp8/8E7C7a09A8TjIHGXIx34rmLvGQ8yEgGOVlaYIzbEB32Uo62R/QPxhjPEIQefuDhh54bn/wfeGCrZrbVsCwsyTBjPMhJBhnjYUaZW+ZW6yyuN/F8jzwtyJKCrBrmSUGelrQWYy4+v0hnucbh9ojDrQEHm0O6OyOytKQsSsrCPUdZWsqixBhDvR3SaEc05iLq7YhGJyKqB2y/1ePOqweMBxlFbinycnopq//LwoKBMPYJY5+oFkzHp5fa6f/zrCQZ5qTDnHScE9Z84kZI3AiIakH13hg83yMd54y6KcNeSjYuaC3EzK02mFupE4Qe42FOMnSfwXiYTafrBYZaM6TWDPFDjyIrydOCorBENZ9aMySqB2RJwaiXMu5nlIXF+AbPM+63o/qop5/45P+7gzIDnmemry+Iqtca+RRFybifMR5k7F63fLW8iR94eL7B991r9HyDV13neWa6HFgLtvqsJtcB+IFHELllyXjGvbasJM/ccuBea0mRF9SaIe2lOp3lGs25mCIv3bKTuKbak3kNIo88LcmSnCwpsBbC6jY/9I4/+6ycvgfGA8/3pp+xMYZxP2PYTRn3U7zAzWMQ+cfDyA29u9Zhay1FVpKOC4wHUT14qPXzw6C0JTe6N/jG3jdOnfXpKDniy5tf5ivbX5leH5iAZxee5ercVW50b/DawWtk5f23px7GU+2n+NS5T/GJpU/wscWP4RmPtExJ0gRKw/n59feln5y7tXwXLM3iGc+d0r35aGdOfZLBkYi8cwqPRL7N5QcHpG+cCIiq8ezWrVNnDgvPnye6chlvddWdPjSOMXGENxmvxXjV2cJMHLnxWp3w/DqjxXNcT3xe2e7z6maPV7Z6vPpWj8NvZsAesMdiM8Jay+Eom3XCMuLAY7EZ0YwDtg4G9L7wz86833wjZLUds9qu8ad/50V+1/dcYKmlZmXy4WKtJR0X2MISN+/fGWOWFHR3RxztjLClpbVYIx/b6RlgTurtj3nra7vceHmPo+0R86t1li62WL7Ydjv4kQtLjDHs3xmwe6vH7s0+WVJQb4XU2hG1ZoAtLXnqdoKNZ4iqwCFPS3be7rH9dpf+foLxDLVWSL0VEteD6c5oEPmE1bh/ov+wsrCkYxdSjAcZ/YOEwUFCnpWEsU+t5UILzzMYz0yHxnM7wofbw+kOs+cbWgsxZWEZD3Py5MmcwvfdeeO9f0oL2bggGxcMj9L3/vm/jWz9+mvv9yw8OQZ4yLN9e76ZhkqTdXQSjk0EsU9cc2cvLQpLOQkroVpHmQZ9xjBdb6fr8eQ6c3xfjMHzTl7v7ndyvT/5OM8DayypTUnLlKzIYOxTDAzZoCQdFjQ6EZ2VKqBbiBglY4bDMaNhQprmmAD82OBHUNiS3tGQ0VFG2rPk45I8z8EajPXI/ZJxMGAcDEj9MWveZ/h9/udp2jbGMwyDLgc3dzlgh+caP8gPtP8dznVWaIcdvNzHFD6m8MiGJeNuzugoY9TLsaV14WwjIG4ENFoRzYWY9kKN5nxMNi4YHKUM3k7YPkoYHCYMDgtGPQtYbi3vsfJUyspTbertqAqh3ecxeX+NMZSFnYaTWVJgS3s6HPUNvn9i/MT1kyDVP/O+Lkjev275//au09sb4Qde9VsQuWHb/S7UWhH1lguNp0GwB0V6HJzmWUFUD6i3I8LIny5zRV6SjnJ3cCHwpkE2xlDm5XQ59EOPqKbdWpEnzdhZe3kfUJ/5zGfsl7/85fd7NnjxxRd54YUX3u/ZkA8Ba63rRLrXo+z3Kfp9yupS9HqU/UF1fTXe61EO+hS9/j2dvJk4Jrpyhfjpa0RXrxFdu0p87RrRlSuu07qHdOtgyBde3uTnX9vllc0uW93j9urtOOC5tTbPnWvz/LnWdHy5CneK0nI0ytgfpBwMU/YHKYfDlP1BNv1/kOSMjnb55PNXWalCopV2zEo7ZrkVEQf+rFkTeSystRxsDLn5zX3e/sY+/YMxzbmI1kKN1mKN1kLsNmKraoUw9vECw6iXVRvxCYOjpAp/Slc1Urrf09Z8jc5yjc5SnfZSjfEg42hnxOH2cFr9MjhKGR66wAQgCL3p88aNgCw5rjgYdtOZAUAQedSaIV61UV0WJUfb954RRURE5NtBEHqENZ90VFDkD3+ms3onYn61ztxqg7gWkIxz0tHxJamG2bhwYVM9IKoHxNUwqvvEtYAg8kmGGaN+xrifkY4L4kZAvX0chE3DsWZEEHnTqtNJ5Wl6YnwS6OEyL3eGsRPjYeQR1d1Bk7gRYDxzXOFYHlc6uus4vq501ZBB5N1bXVpVXBoDo17GqJ+6YS899X+RFdRarrq10YncgRv/uOrSeOZ4vKrO9EP/7OrdavxhKuGstWB511XLHwYfxEzBGPOr1trPnHWbIlqRJ6xMEvKNDbLNTbI7G2QbVUdvdzbIquvv7j/oHsbgNZt4rRZ+u4XXbOHPzVH7+MePA6Jr1wjX1zH+OwteXt/p84WXN/nCy5t87fYRAM+utvjBZ5Z5/lyb59baPH+uzfpc7b4/DL5nWKyard2P+7J87h3NqzweRVEeHwV8J4/PyukGSDrOp01konpAVPOn1S0nTZoDpaOcYTedNn8ZHqUkw4zWYo2lCy0WzzdPHX0E10Rqf2PA7q0+/YNkekR0ciTSeIZkmLsmKf2UUT8jHeWuScmJEChLC25964DB4elOPPfvDN7R+/A45FnJ4daQw60HfBfc/bi0pJ/e2xnpe8V4Bls+poNQj1AlUW+HWAvj/unmIcYz1JoBcSMkjN3yU5aWuB4wt1qns1QH45bdIivJq2Y/eVa463J7osqBaSVE3AioNcPpEOBg8/jzCmJvunxNljU/8Nh5u8ftqpnZ3GqDhXMN5tcazK82qo306uj+ZAPdN5SldRv33ZRhN2HYrZodDVLaS3We+vgiC+tN/GBSEeDhh64iYFIhYO3paoMscVVIWVKQJvl0fHLxQ49aI5yuu1lSuHVpmJGNi+kR/iIvCSOferWjEUYevf2Eo50hRzsjysISN8LpZzB5v6J6MG1SOB5klFk5bTLl+YZkVJAMM9Kh+x6ptatKhcCbNuebHuucLiNu5O5joJP/y7wkS93OW3aiwsGvms/FzZA7d25xfu0CRVk1HcyPmxEWJ5oUTipjvLsraaodnyI/bpZWFrbamfKnTdmC0MePPHzfY9hL6e2N6O6OGfVSgvB4uQGq+S3Is5Ig9KYVf2Cmr6fIS/f9V+3AGePWw6J0jytSS141dYubAXHLx29AURw3oysyS5mBzcFmkxXwrvfSKynCDFtagizGnHEfeW9NvpfKx/W9+wGUV80+H9Wo2qbYuH70UM+RDPMH3k8ejecZ4mZAreUqmF2z7+MArywsZRUcgQv8pr+LKw0837jv0+y4We5kWFZV2s25mOZ8THMuqn4zqzCqPN3k3FrwA3P8fTwNuPxpBXbwgGb3k+a7Weq+O+utkCD6aB/gVngk8i7YsiTf2SXfrIKgOxtkmxsuLLrjgqFib++ex/kry4Tr54mffZbW5z5HsLqK12njt9t4zRZeq4nfbpNENTZzn9uJ4fZRwu3DEbcPRtw+HLFxOKJTD3kmavFs2ubZA59nwyGXl5oPdYp5ay3f2OjyxZc3+Wcvb/Ladh+AT16a50/9yMf4/HeuneqQWj5YrLUMDhMONoccbA4Z99Ppj6Ifuv43XD8cPnlS0DsY099P6B+M6e2P6R8kjPsZUc1nbrUxPVo3GUa1gMGRq65xlTbptNpm1M8Y91LS8f2bCE2aQUyPkhX2oTd4jYG51QZLF1oYD/Zu9TncGs5sEvntKojcjl/2gOZWnmdoL9WYW6njBd7/z957x8dxn3f+75ntDdsALDoIAiDYSVEUVSNLlmzZsuLui+PIv8Ql8V3a5e6Su1z8e12Uu7RLck5x8rskdmyn2XJTbMmW7NiKKcnqpMROgmBFr1uA7buz8/vj2QIQIAl2kPy+X695fWd3Zme/M7OzM/OZz/M8zM1kiU0mWSq1hm7VaFsTpHNTmMgqP4mpNNNDSaaH58gkCxKKVs414693Ud/upb7Ni8tnJ5uSJ5O5VLG8/3QsVks5xE5EB4Bwm5fGTh/BZg+UIJOUz1Xy/hTLF1qFnIwbxVJVSNR0DYfLWs6rY8UTkFANedJcrIp+ZqmWc8gsyQWnzW4hEHFXBZxCziAZy0q4hMdWzfNys6Oh4XDrONznTkp7PWOUDKLZKIVSgUZ3I1a9dkmbLWariYLnvz+fVCFF/PkjbLy7AR29HGqlYdNtuKznduomcgmOxY8xEBtgPDVO2BUm4o5Uc9BkjSzpQpp0Mc1sbpaxbJRoNkosF8OMmFjXWLHpsm9m87PEsjESuQT5Uh4NDV3TFwwaGoZpVCtLFUoFHBapKOWwOIjn4oylxhbk5/FYPbgtbmL5GEXzPDfJJuimBWvJjs2wY+gGBUsWj9NNxBMh4o4QcUVotDfToDfisDgwdRMsJmgmdosdp+7Epjtw6A4cmgO77sCu2aXV7Vixyv+3Sc01UTnGSyaYNVdF5ZxRndcsz1s6Y97yCcHpseGuk/xgDreVVDxHYirD7HSGVDwnIbROebhRzSWVFSHVNEzcfgeegB2P37HAeSH/zcVqjqx81pCHJGWRtWSY4uQoT6/kujLyJdCpCodWu7hcvAG56XX77egWnVyqUBVp0wk5xybjOdLp/kNnAAAgAElEQVSJHDa7RW6QK0P5htldJ8J5dDTF1FA55Dhv1PJ1lXN0VVwpmq4tyHGm69pCcfQsgmk1JGzee8a8eUtGCYtVJ20k6NvURV29C7Nklt06+fI5QZw7maTkMDOKIgJXHTO2mmPGYtPl/3+usMBtpOsadpcVzVIOUyuKyG+a5TC2eSF0Z4ZZKq4+1Ycfc8vL+1UR/EYH4uef+QpRcVBZbDqY5oJrj2LeWHTd6fTY8IbkmLRY9QW5+HSLxts/ufGqr8PVRIlHCsU5MObmKIyVxaCxMQpj4+IcKgtDhYmJRYmmdbcbW2sL1qZmnBs2YGtpxtbcjLWpGVtLs1QXs9dcOclckZePzzAUTYs4dCrDSDzFSHyaaGphqIrNotHsd9EacHFHd5hEusC+4QTf3T9W/XOz6hqr6j30NnrpKQ+9jT5WN3iwW3T2DMerDqPBaBpdg9tWhXjsJ9fz9g1NtASWH96muDQKeYP4eJroWIroWIrERJpSyawleLVbsDr06ng+W6y6HWIT6cuS3yWfNZganGNqcO4yrNFCSoZJPnNxT/ZMk4ty4lwIdpeV9rVB2teHqG/3kZnLk4xmmYuJyJZLFavih+RkkKdObr+jehNQc4+IE8EwTJLRLLMzWWanMySjOewua1mUE2HOF3biDThw+x3Yy2JHLlOU745mKeSMBcmOHW4r3qAD/YxktTt37uTOHXeTyxQXJEv2N7oW5H6IdNWxZscV24xgAW/QgTd46XnJxK2yfMHD5rAQbFIiN0A8G6c/1s+R6BHyRp72unY6fB10+DrOmdD2YikYBcZT40Q8EeyWsztNC0aBRD6By+rCYzv/vjJNk2QhyVR6ion0BJPpSaYyU0yk5o2nJ5jJzGCY8h9o0SxE3BHcNjeT6Ulm87PV5XlsHoKOYLXEd7KQ5Ej0CCPJEZnhq4v74LF5aHA10OhuJOAIkDWyJPNJUoUUsWyMycxkdV6LZqn241zomk7AEUDXdIqlIsVSERMTv92P3+En4AgQsobkpmVe9a0SUoHLptkIOoI4rU6surUqJGWNLF3+Lu5quYsWb0tVTIplY2SKGULOEGFXmLAzjNvmrpZod1qd1dLmJiZ5o5ZDyGPz0OhuxG1zn3e9ViJOj41w6+X6zV+5fIsO18XfhjV0+Gjo8F3G3lwcO3fu5Lb7ui7b8ua7Ju0u67LDoEolOfdWwsOLhdKCcLT54Wk2hwWjUKqGsclgVF8XCwYOt60anmZzWMhlimTnCgvEsYowZpSdlNViBPZ5oWMOCxaLXnXCVAoyVNbVLMm1YK5caCCfLmIyL+eXJoLEfLfj/BaN8jVKxV1ZuW4pUcgWKZng8tpw+ewSZld2dVZeW6x6Nal+ei5ffnCz8IFf9QFOyay6gIqFmiuoMi7uywt3jF1rKsUHWGbEf8VBOz2UXDRNt974D6+UeKS4rpD8QGmM6AxGNEoxGpV2JooRi2EWz/d07dxPJcx8nsLEOMWxcQpjY5SSZ/wxWK3YIhGszU24brmFuuZmbM1NWJubsTW3YGtuQvf5lnWiG5xJ86WXTvG1XUMkc9Jvp02nNeCiLehmU5u/PC5iUWvQRaPPuWSlsUze4PhUkmOTSQYm5xiYSNI/Psf3D45TMXroGngdVmazRWwWjbu66/kP93XztvWRar4ixYVReTJRPbmWn8wVcoa4NM4IFynkDJLxHLGyWDQXzS47TGclcmai5ELeIJ81FtiTl/ycJolXK9Wk3D47rnI1qcRkhpmRJInJJVxGGvgbXNS3efE3usFkQbUpsxIyU8lH4LVhd1urFzUVIahUMomsqqOx07dIkLlWOFxWHK3eC77hOZfYsmdyD7sndvOOrnfQ6m29HN2sksgleObkMzw//Dwt3hY2N2xmU/0mOus6V0SVHNM0iWajDM0NMTQ3hMvqYm1oLa3e1ur/c6Vcdt7I19wf+QTpQppMMUOmmFkwPn+w6lbuaL6De1rvIewKV7+3YBQYiA9waOYQ/dF+uvxdPNL9CHX2OkzTZCI9wfH4cU7NnqJklrDrdmwWKXudyCXoj/UznZmmzdvGKv8qOus66fB1YLfYyRt5Xh1/leeGniOWiwFUw4gm0hOMp8bPuj1CzhCddZ20+9rprOvEKBkMJ4cZnhtmJDlCsVTEqlux6uKIqYxbNSsum4t6Zz317nrqXfVMpCY4MH2Aw9HDFEoFLJqFdl87q/2rcVqdJHIJYjlx0sRzcVKFWjio2+qm0d2Ix+YhX8qTN8oJj6lVTItmowscNBV8dh8Rd4RGdyOr/atpdDcScUew6lZGkiOMpkZJF9LcGrmViDuCy+pirjDHbG6WmewMY8kxXh59GZfNxcb6jXyg9wOMnR6jt7e3WiLdxCRn5JjJzDCZnmQ6M81AfACX1YXX5qXF20JfqI/V/tX0BntZE1xDxB0hkUswkZ5gIj1BIpfAbXPjtrpx29z4bD5CzhB1jroVcWwoFCsZTdMk/P0Ck1/rukZdvYu6ehesX8YHnODynTu9guLCMQq18ORsqoBu0ReIeJV0Bpomt2TJaLb6UDQxlUHT5jmBrPq8cXlIl0kWSMfzJOM5MnN5TNOsJt4/M+R8QYh6VfAyqiLXcsUu3apVQ9GzycI5HfQ3Q2ivEo8UizBNEyMex5iZoTg9Q3FmWsanpslOjTM5eoyAJ4zLEyhX5XKiOZ3zxstVuxxOdGelqtf88fJ0pxPd4QCrFSOewIjOiBg0E8WIlQWhikA0M0MxFsOYmcHML504VnO50OznPxGc87C22bA1NmLr7MB9xx3YmppqzqHmZqz19RedUwhk2758fIYvvHiKZ49MYNE0HtnczId3dNDb6CXksV9UyIXLbmFjq5+Nrf4F7+eKBienUwxMJBmYTDKRyHJHd4i3ro3gd90Y4QzFglQT8gQcCyo6XSjZZIHYeIp0OZlgNpknPSfhWZWQnMxcgXxOqmMtyMFxjXC4rQSb3ASaPHgDjoVPgMo5XIoFsZZ7gw58IWc5IbSECbnq7NXqVfEJeVqXmEwTn8xQzBvVmPKF1nl7+YmVHYfLes5Y8UqZ6vnJFnVNW1aCxELeIFbOb4QJoVYP4RZvNY/NjUDBKPDK2CskC0nuaL6DoDN41nlLZok9k3v419P/SsEo8NCqhyiZS1/0HIke4bNvfpbnh58H4LNvfpaHVj3Exzd+nL5QX3U+0zQZS41xPH6cE4kTJHLiDnFZXdgtdlKFFLP5WebycximgV23Y7fYGU2O8qOhH1EoFWj3tbN7Yjdf7Rf7hs/uY1P9JjbVb6In0EODu4FGVyNeu7fqtpjNz3Jq9hSnEqeYTE9ilhVUXdOps9fhs/swMRmcHWRwbpBkPlkVCuwWO7FcjHg2jlW3EnKGCDgDpPIppjPTTGemmcpMMZ2ZXrJcttvqxqJZqsKFuUz11qpbq9vGbXUzl5/jOye+A0Cjq5EmbxNGyeBo7Gj1e11WF5lihj/d/ad0+bs4PXuadPHcTrqQM0TEHWHv5F7mCku7AVu9rXTWddaeXmOyrXEb60Lr6Av10Rfqw2lxMjQ3xODcYHU7Ds4O8sroKzx5/Ek0NBrdjbT52ri9+XYcFgeFUqG6jypDwSyQKWQ4OHOQqeEpMsUMLquL9eH1PLruUVb5VzGSHOFE/ATHE8fJG3mCjiAhZ4jV/tUEHAECjgB+h59MMVN1DqUKKey6HYfFgc1iq/4eTUwCjkBVJGpwNxBxR2hwN5w3lOxi2BndyX1r77vk5QScAQLOwILjS6FQKG42LDa9er14PjSNquDXuTF83vmvBGbJrOY+NAqlclJzrer2spZz1VWQsLy8VImN56o5Hyv3AzdD1LwSj64RpXRafmEWi4gR+vJsmReLWSphJBIY09MUp6cXikKV8ekZmRaNwhIOHtOiE/dAwllixtQI6V58pgM9V6CUz2Nms+d19lwImtOJNRTCEg5jaajH0deHJRTEGgpjCYWwhkNYguU2FEJ3Oi/bd19usgWDb+8Z4YsvnuLI+Bwhj51fvr+HR+/oJFJ35frtsFpY21TH2qa6K/YdVxuzZDIzmmToUIyhI1FGB+IY5VLi/gYXwSY3wWYPoXIbiLgXPMGqJF2eGUkxM5okOpJkZiRFevbql7Ou9DnU7Kn222rTxYJczktTtR+XcxoEIm6CTTK/02u75P+NSoWNlp7AZVqrGlabBavt4sQem91CY2cdjZ1X9rdbMku8MPwCB2YO0B3oZl1oHe2+9nM6BEzTZCQ5wu6J3cSyMTx2D16bF4/Ng9/hpzfQe9Zwj3QhzctjL/PD0z9k59BOkgVxN2pobGrYxL2t97I+vJ5iqUiulCNv5DkSPcL3T32fyfQkDosDXdP52tGvEbAEeHPXm7R520jkxeUxODvIc8PP4bP7+I/b/iMPdDzAN45+g28c/QZPn3yaRlcjRbNIoVQgV8yRL9V+9xraIjHFolnw2X1VwaVgFHDb3HxozYd4b897WRdeh1EyOJE4wf7p/eyb2sf+6f18bv/nzipuzSfoCFa3ddEskswnqyFAQUeQjroOwq4w46lx9k7tpVAqEHQECTgCFM0ih2cOE8vF8Ng81LvqaXA10FnXSb27nog7QoevgzZfG8l8ksPRw5xInACoOn4qgpjP7iPoDOK3+3Hb3DWhqDxeyU8z/zdwJHqEF0dfZHB2kLHUGCYmj657lPXh9WwIb6DN18bh6GG+efSbDM0NcUvPLXQHulntX80q/ypsuq0q2OSNPC6ri3pXvSQ/Nk1iuRinZ08zODtIsVRE13Q21G+gN9C7rOO+IiSdSaaYQdd0HJYLc5yapkm6mMZhcZw1j5BCoVAoFNcLmi6uojMLtJwNXdck/5j/5o3Y0Mxr/ej8Atm+fbu5a9eua92NSy6rd+In301uYGDhm7ouQlJFUFrU6mj62aZZ0HQdrBaZp1zqvBiLi2AUiy0pCGGzYQ2HsYbDWOrDWMP18rqhHktYXk84svzZqS+xM/E6a8Pr+cUtv8QLI8/zxLEnAPhA7wf45KZPEnFHMAsFzFwOM5ullMth5nKUsll5b9G4tGahgCUQEGEoXBaGQiF09/Jj7SfnsvzdCydprHPywNrGFZPoeTyR5R9fOcWXXx0kli6wtsnHx+/u4t1bW3CWb6oLpQLxbByPzYPL6rpuk70WC0a5YtDy3D8XcgwlYzmGDkcZOhxl+Eh02Yn4KniDDvyNLlLx/NLhUJdA1VFTdtfoVh17Je7dYcHmsJZz18hrh8dGsMlNqNlDoNEtCfoUV52CUeDpk0/zpYNf4lj82IJpHpuHvmAfbb42vDYvPrsPn92HVbeyf3o/uyd2nzNEyKJZ6A32sql+ExvCG0jkExyJHqE/2l8NV/I7/Nzffj9v63wbQUeQH4/8mBdGXuDA9IFFAo5Nt3F36928Y9U7uK/9PnRNZ+fQTv7h9X/gSPZINRmuy+oi5AzxcNfD/NzGn6POXhPeErkE3zj6DU7Pnq6GJTksDtp8bXQHuun2d+N3+MmX8tVkw16b96L/k9KFNCPJEaYyU0ylp0gWkth0GxbNgsfuYVXdKjp8HYtENtM0yRQzGKaBz37t83kobmxWYolkheJ6Qh1DCsWlsRKPIU3TdpumuX3JaUo8ujgudUfHn/gXjOgMZtHALBlQaQ0D0yiVWwNKxhLzlGRaZZ758xolTKMIRglKJRFlKqJQfRhrfT2Wyng4jO73n/XGIFvM8vn9n+cLB76Aw+Lgl7b+CjOj2/ib50/x7i0t/Oy9fr5x7B8WiUhNnqaL3i4Xw5dee4XPvPolSu43KRleSpl2QtYe7m7bxvs23sqOVQ1Yr3Jekz1Dcb7w45M8vX8MwzR527oIP3tXJx2NWY7Fj0mVlvgAx+LHOJU4VQ1zsOpW6ux1MjgkfKP62l6H3+GvhnX4HX66/F3Uu+qv+PoYhRLJuCQRTpaTCVcrd81LLgxIBSWXJPm1u8rlml1W7G5r9X2bw0J//1F6e3qrOYPM0vz8QSXMkkkuYzB6NEZs/NyhHi6f7YIFpTOx2HSCTW68QackFfSWkwtWEwvacZZz+1QSJGuXUOb+cjKbn2UqPUW9q546e905+xTLxqq/wdOzp1kTXMN97fcRcoYu+HuzxSyjyVGGk8NEs1HqXfU0e5pp9jQvK9GqaZoMzg2yb2ofe6f2MhAboDfYy90td7Ojecei5LqJXIKXx17mheEXOB4/Xg3fqeSGaXI3Ec1GGUuNyZAcYzo7jcvqWnBczeZm+cqRrzCRnqA32MvHNnyMBzoe4NTsKY5Ej3B45jBHokeYTE8yl58jWUhWBZ2wM8z2pu3cGrmVWyO30uJpIVVIVYfpzDQHZg6wf2o/+6f3V51FLR7JlbI2tJZbGm9he9P2RW4WgJnMDENzQ9gtEtJjt9gJOUNLJhreuXMnt951K9liFr/Df86kxQqFYjEr8aJdobieUMeQQnFprMRjSIlHV4CVuKMvJ88PP8/vv/r7jCRHeGT1I7yr9ef5vadGODw2y22rgrw5GMfjsPLrb1/DfRtsfPHg3/Evx/4FDY33977/iotIBaPAU8f+lT999e+Jm4fBtHJX81solnLsn95HpiSVVsySDS3fRodnLXe1b+ODG+5iTbj9itzwF4wSzxwY5wsvnmDv6BBe7xRburM0hmOMpU9xPHF8QRLQFk8LPcEeegI9cgNaTDGbm2U2Xx7K43P5uep7S4WBdNZ1sq1xG9si29jWuI1238WtXyX3TSXnTXwyzexUhrlYjsw1COk6F06PjbZ1QdrXhWhfF8IXclLIGcQnpHJZbDwlJezHUiQmMwuT25WTLodbvYRbPNK2eqlrcEnSveuAWDbGGxNvsGtiF7sndnMkeqQqbrisLhrdjQuGShLf4/HjTGemq8txWBzkjBy6prOtcRsPdDzAAx0P0Oxtrs5TSax7PH6c4/HjnEycrCbancpMnbWPdfY6mj3N1LvrJUSo7Hax6TZsFhsTqQn2Te8jkUsAkoumO9DNsfgxSUisWdnSuIW7W+5G0zReGH6BvVN7MUyDOnsd60LrGEuNMZIcOWulI4fFQb2rnmwxy2x+dkEOnO2R7Xx848e5p/We8x4vJbNEqpAiZ+QIO8PLPr5KZomhuaFqzpfLzY1+HlIorjTqGFIoLg11DCkUl8ZKPIaUeHQFWIk7+nIwlhzjf7/+v3l28Fm6/F38t+2/xcsHg/zf544T8tj53fdu5KENTQxMzPHYUwd58dgM65vr+J/v2UBLvTiVrqSINJ4a5+tHv87jh7/BbCFKKR9kR/27+N9v/wSNHnHgmKbJcHKY10b38IPjr3Ngej+J0inQxBljNevo8Kzj7vZtvKXzVjbWb1x2+eB0Mc3I7BSHJkY5Oj3Oydgko7PTTKWjJPJxStYpbM5JTL3mlAk7w/QEe+gN9NIT6KEn2EO3v7taOtksmaTn8hSy5QpdWYN8pdxmVqpXFbJF8lmDTCZLOpMjm8mRzRZIGyniZpSp4jhJbZa8JYvNpdMSbGJVfQe9kdWsbliFyy2VrCxWndnpTLWUabWdSJNLX1xJ9er20Upgalek0oDFqtPc46+KRfVtXjRdI2fk+LfBf+PwzGEe6nqIDeENiz5rGCUSkxlmpzO46+wEmz3Ljm2+ElSqQA0nhxmaG2J4rtaOJEfQNb0aJlVxnlXGY9kYuyd2V8OsHBYHWxq2sD2ynfa6dmYyM9XS1vMHq26l299dFSt7A730BHtocDXQH+vn2cFn+eHpH1aXuz68ns66Tk4mTnIycZKckav2P+KO0O5rp83XRqu3lTZfG23eNsLOMNPZacaSY1Xnz3hqvJq4uFgqLmgDjgCbGzazuX4zmxo20e3vxqJbyBt59kzu4aXRl3hp9CUORw8DsC60jnta7+HetnvZWL+xmnOlYBQYTg4zODvIeGqcsCtMs1fcT0FHcEFlrayRZTYnIux8gex65UY9DykUVwt1DCkUl4Y6hhSKS2MlHkNKPLoCrMQdfSkUjAL/ePgf+eu9f41pmnxqy6fY4ns3v/XEYQYmk3xgWxv/45H1+OeVhDZNk2cOjPO73znEaCLL+29p5TffuZaiHl0gIn2g9wN8YtMnLlpEKpklXhl9ha/2f5WdwzspmSbFuT7qzfv57Ht/iq3t58/Qny3keerILp4ZeJUD0/tJcRLdUXFgaLS4V7GjeStrQr2kCimimRijc1OMp2aIZmLMFRLkSrOY2tICi2Zaceg+mj0tbG9ZLzfowV66A92LwoFM0yQ2lmbkaIyR/hgjR+NkU5cWcnWlKVEibU+QtMdJOeJknXPkXCkKrjSGJ0vJk8d0FhhNjpFKp3EU3dgNF0EtTIejixZbGw2WJoJaGK/px1K0MT4+Rmtb68J8QZX8QXr5PYtOuMVDc29ggeDTH+3niYEn+M6J7zCbn60m+t3SsIWfWfczPNj54JIhQeeiYBQ4FD1E3hCXlUYtJK0iiGnaYnFs/nsaGoVSgWg2SjQbZSY7w0xmpva6XP75zIpLje5G2rxttPnaAJjLzy0eCnO4re5qyNOtkVvZGN5YrVR01n1Xdqstp0T06dnTPDv4LM8OPst0epquQBc9/h7JiVMeliO0Xk5mMjOYmFclPPN640Y7DykUVxt1DCkUl4Y6hhSKS2MlHkNKPLoCrMQdfbG8Pv46v/fK73E8cZz72+/nP237Db7yUpLPv3CCSJ2T33//Ju7vazzr59P5In/1o2N87vmT2K06v/ZgLz971yqmMuN8bv/n+NbAt9C0CxeRErkE3zr2Lb7W/zUG5wbx2QIU4tuZGd/Gx3bcym881FdNOn2hDEXTfPfgcb438Br9sYPgHMTqGgKL3NSbhhPT8GAWPZiGBys+Ao4ADe4QrXUNdAUb6a1vYl2kmWZvPW6r+6yhLKZpkpjMVMWi4aPxFRcGBlCyGODPYw+ZeOrtBCNu6pv8BOs9+ANeXA4nTosTm37uCl8zmZlqTp3j8ePV8bl8rex0yBkiQoR7eu9hQ/0GNoQ3EHFHzrnc2fwsz5x4hieOPcGhmUPYdBsPdjzI+3rfx4b6DTx1/Cm+fPjLDM4N0uhq5EN9H+KDaz54TtFhKj3FCyMv8Pzw87w8+vJ5y2hfDHX2OsKuMCFniJAzVBWK2n3ttPvaafG24LSev+KeUZLQLIt+45SqV1waN9J5SKG4FqhjSKG4NNQxpFBcGivxGFLi0RVgJe7oC2U6M81ndn2Gp048Rau3ld/c8Zu4i5v5b9/cx8npFB+5vYP//s61+JzLc3CcnE7xO08dZGf/FL2NXn7n3Ru4q6eekeQIn9//+aqI9ME1H+QTGz9BxBNZcjkHpg/w+JHH+d6p75Ezcmxp2Iondy8/eL2RFr+PP/nQFu5YfX630XJJ5or8eGCaHx4aZ+/YKG3+ID0NflY3eOlu8LK6wUPYY7+gPEKz0xmG+2NlwShOKp475/x2lxWn11atyGV3WrE5LVK1yyHjNmf5fUe5ipfTQskwyWeK5UHC3nKZIoWMtPls+f1MkWymQCFfxBWwEmh0U99URzAiFb/8jW48gQtbxwvBNE2mMlMci9WShb92+jUmihPVfDUhZ6ha4npDeAPrw+tpdDeya2IXTww8wQ9O/4CckaMv2Mf7et/HI6sfWZRHpmSW+PHIj/ny4S/z4uiL2HQb7+x6Jx9Z9xE2hDdQMkscmD7A88PP8/zw89WQqEZ3I/e23ctdLXdRZ6+r5g+q/D9Wq1+ZtfGzzWPVrASdQcKuMEFH8LzOIIXiYrkRzkMKxbVEHUMKxaWhjiGF4tJYiceQEo+uACtxRy8Xo2Tw9aNf5y/e+AsyRoaPbfgYP9P3MT777CB///Ip2oIu/vD9m7m758LDREzT5NnDk/zOdw4yFM3wrs3NfPrhdbQEXOcUkTLFDN87+T0e73+cQzOHcFvdPLL6EbaH3sWfP5PkyPgcH76tnf/3kfV4HdbLv1EugWyqQHwiTWw8xeixBCP9MeZmsuf8jMNtpXVNkNa+AK19QULNnhVRtetqsnPnTu645w76Y/0cnD7IoZlDHJw5yInEiWqolcvqIlPM4LV5ebjrYd6/5v2sD61f1rY6kTjBVw5/hSePP0m6mGZdaB0T6Qmi2Si6prO5fjP3tt3LvW33sia45qbb/orrn+v5PKRQrATUMaRQXBrqGFIoLo2VeAydSzxaWXfhiivOgekD/K9X/heHZg5xe/PtfPr2TzM65eM9f/k6I/EMP3vnKn7joT48FynQaJrGg+sj3NNbz98+f4K/+tEx/u3wJL/81h4++RNd/Padv80nN32Sz+37HF/v/zrfOPoN7m27l9fGX2MuP0dPoIdP3/5p3tH5MP/8yiS/+g9HCbjtfOHntvPWtUs7lQDmolmGj0TRdK1aYt1ZLrF+OZIjG0aJ2akMsfE08YnyMCntckrE250WWnpFKGpdE6wmfL7ZcVqdbGnYwpaGLdX3MsUM/dF+EZLiJ9jauJUHOx/EZXVd0LJX+1fz6Ts+za9u+1W+fezbPH3yaW5vvp172+7lnpZ7CDgDl3t1FAqFQqFQKBQKheKGRIlHNwmJXILPvvlZvtb/NcKuMH907x9xV9MD/OEz/XzltUOsrvfwtU/dyW2rQudf2DJw2iz86gO9vO+WVn73u4f44+/38/VdQ/z2uzdwf18rj931GD+/+ef53L7P8cPBH3JPyz381NqfYlvjNk5Op/jYF/fy5mCcd21q5nffu5Ggx77oO7KpAsffmOToaxOMHovDWUx0Vrs+T1CS1lUWlioCk7y2YbVZSEylF4hEsYk0s9NZzNLyXXpWh4WWbr+IRX1BGtq96JbzJyxWiNtoa+NWtjZuvSzL89l9PLr+UR5d/+hlWZ5CoVAoFAqFQqFQ3Gwo8egGxzRNnjrxFP9n1/8hnovzM+t+hl/c+ovsOpnhHX/2AhOzWT5172r+09vWnDf5dCqeo/+1ccaPJ/CGnLT0BGjpDeCuWyzsVGgPuWaSX4MAACAASURBVPmbj27nuaNT/M6TB/nYF1/nwXUR/scj6+kIi4j02F2PAVAqmfzDy6f5g2cO47Ba+PMPb+XdW1oWhBMVCwan9s1w9LVxTh+coVQ8v6BTzJeYi2aZi547lOxisdh0Ao0uAhE39W1eWvtCNK7yYVFikUKhUCgUCoVCoVAobgCUeHSNqFR2smgWdE2vDpXX898/5zy6tBoaFn3hZ0eTo/zBa3/A7ondbG7YzN+87W9ocq7mt791iCfeGGFNxMv/ffRutrafPXynkDM4sWeK/lfHGT4cZX6KrP0/GgYgEHHT0uOnuTdAS08AX9i5KH/MW9Y08L1fu5cvvHiSv3h2gAf/9Dn+/Vu6+cX7unHaLIzGM/zGN/by4rEZ3rKmgT/64GYidVKBqlQyGT0a4+hrExx/c4p8prion5oGrX1BXD472WSeTLJAZq5AJplflsC0HLxBB4GIuzoEy60v5FQhaAqFQqFQKBQKhUKhuGFR4tE14o9e/yOOxY9d8e/xO/w8dudjvK/3ffzg0CQf/dbzRFN5fuWtPfzyW3twWBe7jcySychAnP5Xxjj+xhSFnHHO76iEdx16cQwQkaW57Epq6QkQbJYy9narzr9/Szfv3drK7z99mL94doAn3hjmA9va+MKLJzFKJr/3vo18ZEcHAFODcxx9bZyB1ydIJZYubd/Y6WPNjiZ6tjfi8TsWr4tpUsgaZJL5sphUIDOXJ1tuK68rQlMxV8IXdoo41FQTigKNbmwOVSJdoVAoFAqFQqFQKBQ3H0o8ukZ85r7PkC1mKZklSmYJwzQWtaZpnv/90tnnt+pWHu56mFLRza9+ZQ/f2TfG+uY6vvhzt7Gx1b+oT7HxFP2vjNP/2jjJ6BKl5TVoXROkZ1sDyViO0WNxJk7NLnL2JGM5Bl6fYOD1CQCcXhvN3X4Rk3oDNLZ5+YufvoWf3tHBY08e5M+fHeC2VUH+5ENbCJo6u585zdHXxomNp5fcdnUNLtbsiLDmtgjBJs85t7OmadhdVuwuK/6GZe4chUKhUCguBKMI2Tg4fGBd/CBjAaUSjL4JRg5sbrB7pC0VYHYU8mloWAP+drHVLodSSb4/PQOpafmcvw28TWBRl3oKhUKhUCguHXVFcY3o8ndd8e8wTZOn9o3x2JO7mMsW+PW3r+FTb+nGNi8XTzZZYGDXBEdeGWfy1OySywlE3Ky9s4k1O5rwhZwLphULBpOnZhkdSDB6LM748cQip1I2WeDk3mlO7p0GwOaw0NTtp6UnwOfeuZHhQh7PdJFdf3eE8ROJJfvg8tnouTXCmtsjRFbVqbLqCoVCcbNimjDyBjj9UN9z9nlKRbDYau8Nvgq7vwiaDq4guALlNggtt0Bo9dLLKhkQPw3TAzB9FKb6RaDxt4KvCcb2wYmdkCufQ3WbiEgOH6x9BO77TXDWyWf2/DPs/hJET5x/PR110LgeIhtgw/tg1T3yHYeehMlDkBiG2RFIjEBqEszS4mVoOviawRsBd6i8viFoXAe9b5d1uFhyScjNQV3zxS9DoVAoFArFdYMSj1YwpmmSK5bIFUpkiwbZgkG2UCq3Bpny69yiaSUyBYMj47Ps7J9iS5ufP/7QHayJ+AAwiiVO75/hyCtjnD4wQ8lYnBPI6bHRe1uEvjuaaOz0nVWssdostPQGaekNAlAySkwPJxkdiDM6EGfsWIJsamEp+0LOYOhQlKFD0XOuv9VhYfWWetbsaKJtXVAloFYoFIorRW4O0lFxu+gX8F+bjoIzsPgzhSxkolDMQjEngoq/FWyuhfMV83Dsh7D/azB5GJq3Qsft0H4HNKxduNxSCY58B178MxjZDWiw/t1wz38Wt8/YPhjbC+P7ZLyYgc67YPX9cOrHcOwH0le7BzIxKJzhbm1YK/PnUyL0pKelTU6KK6iCpwE8jTD4srh9fC2w4b3QuAEKKdmWuTmYG4dX/j848E1o3wH9z8hyOu6Ce/+rCE+FtDiNCinQrVDXAlYnTB2BiYMy7Psq7Po7Ebdmx2S9bG5xFtW1Qu86cRh56sFdLyKRWZonLg3LOqSjMHNM2orQFdkIPQ+KUyl6QobEiAhfleU5fOKSKuZlf6amYXYYsuWHPfVrYN27Yf17ZJ2iJyF2sry88njsNPgi0LZDtkWwC/Jl8ckswer7pN8VTFMEMptL5lUPjBQKhUKhuOYo8ega8diTBzk9k6oKPdmCQa5YE4ayZcHIvMhczzaLRp3Txm89vJaP392FRdcYP5mg/5VxBnZNkEstTjqtWzRWba6n7/YmOjeGsVgvXKzRLTqNnXU0dtax9cEOzJJJbDzN6LF4VVBKxZcIiSuj6Rod60Os2RGha0uDyjOkUCgUF0MxJwJEfEhu/l0BEU68EbDNc5AmRkTg2P0luZm3e0VEaeiTcasdLA75vLdJxAEjB8eehYEfwMwA2DzQuFbcLNlZEYGix5d2wngaZKgwOyIihDss7p/jz8K+x2Wa0y9ig69J1mXyCOTnILgKHv4TSE7Aq38Dh75dW57VJU6dTR8UQen4j+CHvy3r/uBjsOMXRDwCEbiycUhNibjU/zTs/ya4/CKaeJtEXPE0QH2viCThnoUiRy4pyzubuDGyG77763DyebjtE3Drx2RbnY/Ou2rjhYwIUPu+Bl1vgW0fhZZtFy+omKa4pwa+D0f/FV76rDiUgqtEoGq7rSagzY3JPrY4ZHtaHRDslP75W8Fih6Pfgx9/Bl74kzO+qBw6F+qCNW8XEWvf10QIOxPdCt1vhbXvkr4d/g4kBmWar0W+L9wjIXi6FTSLtLpVHGaZmAy6FZo3iwgZ7JRpRkEEOYe39n2lEiQnsBSXDo9XKBQKhUKxGM28WHXiGrF9+3Zz165d17ob7Ny5k/vuu++iP/8f/mk3I/EMTqsFh03HabPIYNVx2Wvjjsr7Nh2ndd64bYlxa23cUq7+NRfN0v/qOP2vjBOfWPoiKdJVx9o7mui5NYLTa1tynsuFaZrMzWRFSCoLSrPTWRo7ffTd3kTPrY24fPYr2gfFyuBSjyHFJWKaIhaUymGmmgZotXGLQ4SDGxWjCGN7JNzoxE65SW7eKq6IttugadPCkKcKqWnJV1MZMrFaiJLDJ2FB4V4RCBrWirBQzMPEARESRt4Q14ejbuHnHN7ae4V0zXUycVDy2LjrwROW1mKH/Byz02PUOTS5Ya4sx+oUt8d0v9w4L6JyQ79a5j/6PfktbHw/dNwpYVkTB8WhUkhL343cYiHI4oCun4DOu8XVMnlQRCOnX0SkxvUSLmVzieBQyIp4kBiS9QH5nTkD4lrpvl+2t2mKY2XoVRh8RdrUtGzLyHr5vrWP1PL4ZOKw/+uyLs1bZNufmeNnblyEsPniwdXGNFeueyaflt/UpeRGSk2LsyqfErEotBoCHYvzP5UM+Z3Mjdd+s4UMHP42HHhCfh8Wh/we1r5LhJ/TL8HpF+UYPSua/PaM/GJHWQWnH+raZJ74oPyuQX6DgXYIdIrzrq5Ffis2D9jdIkhiSt/NkuxHd704qbyRpXNcFfMwNyo5rGZHa+GFyXH5f7nlUfmvUCiuc9S1nEJxaazEY0jTtN2maW5fcpoSjy6Oq7GjTdPEKJYo5koU8gaFnEExL0MhV5LXBYNirvy6PK2YMyjkDWanRaRZCl/ISd8dTfTd3kQg4r6i63E+TNNUOYxuQlbin+U1wSg/NU/PSJiPzVUWCuoXh/iA3IQmhmuhOZU2OSF5VZz+eUNAWkwJVcnEpE3PyHipsHj587H7wB0UV4grJI4Lh09uNvNJuVGstMVs+Qa9Tvrh8Mn4AlfGPHHK5pIbL08jeBvL4w3LE6yMgtxw2r1Lh1hlYjB9TBwTsVMyr5EXN45RkHCk0y9Drhx2E9koN46jb9RuUK0uuTmcTzE37wZWEyeKt7EWppSbW7xd69okH41RrhjpaZD9m0+KiFQJ2zkT3SrLj2yQbZSeKYdRTclvxuFjJpUn3NQBpiGOn9yc7Itgp6xT08ZyeFBK3D3ZuNzARo+LODQ3LkLMnb8knzkbpimfT07IZ0xDwsrs1/bcobjBKJXEYRZol/+PpaabhoiipaKIOSVD/gMcfmlLhuSmGtsjx6rFLiGThZT89hPDIpIFuyDQwfEj++kO20RMig9JW0hdWL8dfhE+K04oIyfH6aL56kQwip+WsMPN/w5u+aisa8mQdXPUibirz3Ndm6Ysz2JTgpNixaGu5RSKS2MlHkPnEo9U2No1oP/VcUb6YyL25AwK+VJZECoLQ/kSxfL45dT2bE4LPdsa6bujiZaeAJq+MgQbJRwpViTVG+ZJuflPlod8Ui7sNcvCtjIOIqQUMjIUM+K6qLT5ZFkIKFdFyi4t8AIijrjD5VCfelne+D4RKAARMHqh4w654cjNlUWC8jA7Vlt+RfwJd4u7ppI8V7cBJrU/m3JbyVmTnqkJTtHj5TAdt/StMlSevufL+V7iQyLMVMSMyvasLN805UZpKWzuxa4czHJYSlyG/Fxt/R0VwaxO+hA7VXO2VLA6xc1gsck8di9seI+EAHW9BbwNtT7OjsDQazD8+uLl6FZxwLRug6bN8p1nYhSlD1OHxWExPSBhV623yuBvW+hAMU1xSlSSD+dmpZ/1a85btWv/1brg0LRycumAhLMpFFcCXRd32bmmoy/tCKzOYymHUC4jNBAYSu+ke/4xZJpyDObT5XxUZWFc0+U40Czy35WaFiE1OSHj8wUt3SK5qOpaZPC3iQuv8n8xtg9e+1vY+7iEiy5aB5u4tupa5JwTH5TzB4C/Q8LyQl3iaIqelP8bd0iE5shG+T8uZqX/mXhZLD4u/8uuYLlPlf61SRvulrDA81UKVCgUCsVNjRKPrgFjxxMcfulc9uvLh6ZB+/oQfXc0SQ4hu8ohpLiBME0Jc5ip5FeZp7aaZ4xUbtLzqXJbcc7Mc8/kkvKEtyIYVdwil4LFLi4Wm1PcNnavXOg3bSontw2Xh7KYUyw/ta4k602V3SazIyJerPtJES6at8jNQiV/y/VGITtPlJsob/MpEb2qTp5ZcdRomtzkRDbWqmNZnbLfsgmZJ5uQ/br2ERHUwj0SwhTsPPfN5nwq5c39bRLGdTFYrFIBrL5H9tVyvtPukeFMp5NCobi6aFrNuXmlaN4M7/lLeNv/hJPPlUPhLCJQZWLlZOMnRRyq74Xet4mYVMjUEsIf/b4IQMEuSRqfmhZRan7+L5BzRrBLltN1r4hJsyMSPnv4O7XQPZA+hFaL8Gb31c6LhbQ8vGi5RUJ7W26R81g+WR7SEubnabj24pNpiqjna1q5YaIKhUJxHaPEo2uA1b78RNQWq47VrmNzWLDaLeVWx2a3YHVYpLXr1fHKdKvdgt1ppbnbjyegniQpbgBKJcmFMrZnXkWlvfNcOBeBpstFsM1du4H3NIi7xFuuqOSNLBx3eMvhEsVyCEUllKIcdmCaIhLZXCJw6EqwXRKbU26IAh3XuicKhUJx9XGHYMP7Lu8yc0k5J9rc885BZ7nmNE1xVyaGJYx18nAtMX0xVzsn2lwwcQgOP3X+73f4JdQZamGFFms52X5EWlegds61ucXJWskvZXGUw//mJUSvOHvrWpcWp3JJyVs38K+SxH9uVESun/gv8jDhQqtHpmfK6+49e2i0QqFQ3KQo8ega0LOtkVCTB6tDx2oTwacmDonwUxGFdFWeXrHSKZXEQTI7UhZjysl/7d5zVyGaj2nKU9VsfF54UjkP0OShsli0X55ygrh5GteLs6N5C9T3yXtwxvdpC9+zueZdFHrkwlo9nVQoFArFjYDjAhLDa5o4ijz10LL1/PNn4nIuHtsjCcGr53m3OEVTU5CcknBnTa+FdBt5cQNND0jVwewsC1zCy8XikNDfjjvEWTS+X/ozeVjyzNl9kmi9eTPs+TJ87aNybXD7L4jANL5fChfETosjtaFcIdJRJ8UPRnbJA6qFG0m+b8uHYf17Rfi6VMb2whv/IPn31r1bHGHLLU6RmoHXPyfOtId+T/adQqFQXEWUeHQNaFrtp2n1FbREKxSXk0KmViUpMSx5E6qvhyQJ6VkTL2u1KkfzW6uTWyaH4UCpJhidLUTM5pHEv1s/IkJR02a56LuRK4EpFAqFQrGScAVg9VtkuBRMU3Iy5dOSnHx+a+TkgVQlh1TF1WvkpQrk4Cvw0l/INFdIRK+7fhm63ypJ/CvXBXf/Jzj0LXjhM/Dd/yLv+dslXHz1/ZK0fGxvOczPFFdx222w7WclB1Q+KYJTegb6n4an/iM8/V9h1d0SZljJK+gMSPh40yYZWm5ZutBFPiXf9frfiUhldYmr6o2/lxDJvndJ+OHq+8WVeybRE/DyX8Gb/yz5r3QbnHoB/t0/Qtutl7Y/FAqF4gJQ4pFCcbNjmpJzJnqylmuh2p6S3Dvz0XRJ/ulvg9bt8jSukiemUv49N1e7+FrqdWqKkm6DhlXlHDYBaZ2B2uvK+JmVZxQKhUKhUFyfVKpt2lxA+MI/X6ke6Ws+u3PYYoVNH4QN7xf3cl2LhAkuWlZacut5I2df1oOPSSXOvV+F0y9KqJ07LLmk0tNw5Lvw5j+Wv9cu10Wr7hbn1eRBCfmLnRTRKdwL7/hDcTJZXRJud+jb0P9d2PtlcU/1vQPWvkscWkOvwdArElZosUuFvjt/RUS2rz4KX3wHvPOP4NafUy5qhUJxVVDikUJxPWKa4tgpZBc+nVuQi6dYe4JXeV3MiSAUO1UTiWKnJCFmBU0XwSa4CtY+LDlp/B01gaiuZfkJiM/B3hVYmlKhUCgUCsUKppKLaTnoujiXz7qscs6lc6FptWqZS1FJ0j22R8SlUz+GF/6PvB9aLRUEN31IBKVVP7FQ5Ol7hwzFvIT0Hf62JDLf/3WZ7gpJ2NwtH4XNPwV1zbXP/sJz8M1Pwnd+DX78GXEwVaqP1rWWcwq2SwXQmQEJG5wZkLxORkEc40YRPOFyEY7N0LRFll25TpwdFsdW23YRxc6sFlohdkrEtboW6HunCqdTKG5grqh4pGnaO4A/ByzA503T/MMzpvuBfwI6yn35E9M0v3gl+6RQrFiMYrl8+2Qtd0ClGlVq+ozxqXOEii0Dq1PEoWAXrL5P2lCXXOj421VImEKhUCgUCsX50DQRdeqaRTgBcVlr+vmFqQpWO/Q+KMO7/lRC29z1EO4+u6PIHYKf+Tq8+jeSs6lSpTR2WkSsbGJeH3URk8K9Ev6v2yRszmKTqn7j++Dwk2f0ySViUP/34OW/lPe8TdB5J3TeDavugUyMDQf+AJ57rVzxtvxdHXeKe6pth1QedQWXvz0VV4diHvb8Ewy+KqGXLbfIb8NZd/X6UMhKEnzlmruuuGLikaZpFuCvgLcBw8DrmqY9aZrmoXmz/RJwyDTNn9Q0rQHo1zTtn03TvAz1sRWKFU5yUsrtHv2exPGnZ1gyiaTFXq701SBJIps2l6t/NYh9WreUE1POq0pyttcWuzyJ8japCiIKhUKhUCgUl5vlJi1fCotV3EbLQbfAnb+49LRsAuKDcu0XWr10pboz5584KPMHOsHbKDf1xbwkGh/ZLWF0p1+Eg/9S/VjA6oO7fw1u+2QtjO/Id+H7v1Vbtrse6nvFFTW/il7JEBeUkRfxydcs16iBDnFdZWKyzPSMLMcVlPddQXHUJ4Yl7+bssHzH7Z+Chr6zr2MmBqN7JMl6XbNcTwe7bq7r4WIe9vyzuOMSQ7I99z1emx7olIfI/jbwt4qLzd9eG9cttW0+O7pwfHZU5t3yYeh7eKF4mp0VkXL0TdkHY3skHLNxPWz/uIRkOs/IB2wURYy8mfbPdcCVdB7tAI6ZpnkCQNO0x4H3APPFIxPwaZqmAV4gChSvYJ8UimuHacoJuP97IhiN7AZMqGuDNe+QP2ZPWRTyNopg5KmXP1OlyisUCoVCoVAoloPTL0m8L2T+zrsWv2+1Q+s2GXb8vFzLxk6JiAS8HG3g3gceknn9reJeuf+3RLiaOFgLl5s5DnNjNcGoVKw91KykQpg8JPOciV6+XS0tcYtoc4uokRiCXX8Ha94Jd/2KuGnG9ohQMfqmjMdOLf683Sche6vvh54HoHmriBXFPAy+DMd+AOMHpFBLyy2yHULdyxM0TFOiBQppcPjKBWMu0dlfyMhyK86x5d4fGAXY+xV4/o9l37Ruh5/8M+h+QMS50TdlmDoigtDpF0UMMo3zLFiTe5a6Vgj3yPb+5idku657RPbZ6JsiFFWoa5Nk9+vfA8eehad/HX7w2/Ja0+aFTY4CpjjlrE7Jk9ayVSImVt8v1RIr628Uau67ypBPiYDl9NcGu1fdU10iV1I8agWG5r0eBm4/Y56/BJ4ERgEf8FOmWfE9KhQ3AIWsxL8ffUZcRonyIdF6K9z/aYl1j2xUf2QKhUKhUCgUipWNppXTHHQBUNq5c+n5Ah0yVEL5lkshC7Mj4hJyBeUhqqMcSpVPyvuZGKCJO8YVlD6lpuH1z8NrfwtfenhxX1pukWp6LbeIsFQJ1xvbB8Ovw49+VwZ3WK7LR3bL9+k2EY6G/h5e/b+yPLtPRIyWW2TwNYvoNTcmy62IH7FTsoz5WOzzqg/7pK1fA933Q9d9koMKJJn7dL+4pCYPldvDsm0WLM8hok1kvbh4GtfLuL9dtotRFGfR838s/WnZBu/6DPQ8WLv38NRD79tkmE/JkHxesyNll9ewOMQq+U/rWmXd5wtipZIIT/seh0NPimjWcgts/nAtNM7bUJv/gf8BI2+I8Hfw2zJ/sBO67pV10C1SnbGYF3fc0Csw8K/yWVdInEn5pMyzHDRLTUhyBWU/dt0r+cgqubpKJSkkNDtSqyo9OyIRI6HV8pnmrbINbsL7N800lwiTuRwL1rQPAQ+ZpvnJ8uuPAjtM0/yVefN8ELgb+M9AN/ADYItpmrNnLOsXgF8AiEQitz7++ONca5LJJF7vJdhSFTcstnyc8MwuwjOvEYruxVLKYugOoqGtzIRvIxraTt6h4r/VMaRQXBrqGFIoLg11DCkUl8ZKO4Z0I0dk4jlshVnmfN3M+bop2s6fx8eWjxOM7SEUfRNv8hQJ/1qioW3EA5sxrC60koE7PYxvbgDf3DF8c8fwJk+imwvdUIZuJ+tsJOtsIuOSwbC4sBgZrMUMFqM2yOs03uQJbMUUJhopzyr0UhZXZhytnMqipNlIedpJeTpIu9swNQuaWUQzS1iMDJ7UMJ7UaZy5qWo/ihY3KU8H9nwcV3acOW83p1b9NDPh7VdP8DDNK/Jdjuwkwdhe/IkjlHQrhsWFYXFTtC5sDYsDi5HDWkwtMSSx5+P45o5iNUR4Srnb0Et5HLkZ9DMcV4buJG+vw5mdRkN8Lnmbn4yriZyjgayzgZyjgamGO8g7LqyK5Eo7hgDuv//+3aZpbl9q2pUUj+4EHjNN86Hy6/8OYJrmH8yb57vAH5qm+UL59b8Bv2ma5mtnW+727dvNXbt2XZE+Xwg7VaUoRYViXp5QnHxe1PBqOFqrhKP1vVMUbZvzWvd0RaGOIYXi0lDHkEJxaahjSKG4NG7qY6iYh8mDkJopJ01vAWfgwgUToxzadeJH4tpx+ssuonXSBrskF9b5yCZqTqWJQ9KapoTx9b3zpnTJnBejIKF2J5+D4V3ifPK3lt1VbbXcT5X9mk9LCpLRPTC+V0IAK64sIw8//29nr8x4FlbiMaRp2lnFoysZtvY60KtpWhcwAnwY+MgZ8wwCDwAvaJoWAfqAE1ewTwrFpWMUYWwvnHpeBKPBV8ql7jWxZN7/WyIaNW1Sf9QKhUKhUCgUCsWNhtUu1/2XisUK7bfJcCk4/ZJsfbkJ1xWSN+pCtr3dDe07ZJhPqSSVsG+CyoJXTDwyTbOoadovA98HLMAXTNM8qGnavy9P/2vgfwFf0jRtP6AB/800zekr1SeF4qIolURlPvWCiEWnX4JcObKyYR3c8qjEy3beLaVTFQqFQqFQKBQKhUJx46Pr4Itc615cFa6k8wjTNJ8Gnj7jvb+eNz4KvP1K9kGhuGBME6b6y2LRc3DqRchEZVqoGzZ+ALp+QkLRvI3Xtq8KhUKhUCgUCoVCoVBcYa6oeKRQXBekZmBiP4zvl5jjky9AalKm+duh7+GaWORvvbZ9VSgUCoVCoVAoFAqF4iqjxCPFzUPJgOgJEYnG90so2vgBmButzeNrgdVvqZVtDK5SeYsUCoVCoVAoFAqFQnFTo8QjxY1JLgkTB8uOogMiFk0eKie2BnQr1PeJSNS0ESIbJcG1p/7a9luhUCgUCoVCoVAoFIoVhhKPFNc/hSyMviGJrMf3iVAUPQmYMt0ZEGHo1p+riUQNfWB1XMteKxQKhUKhUCgUCoVCcV2gxCPF9UduDoZeE7Ho9EswsguMvEwLrRaBaMtHxFHUtAnqWlXomUKhUCgUCoVCoVAoFBeJEo8UK590FAZfgdMvilg0thdMAzQLtGyF2z8FnXdD++3gDl3r3ioUCoVCoVAoFAqFQnFDocQjxcpjbrzmKjr9EkwelPctDmjbDj/xn6HzLmjbAQ7vte2rQqFQKBQKhUKhUCgUNzhKPFJcW0wTYqcWOouix2Wa3Stuoo3vF7GoZRvYnNe0uwqFQqFQKBQKhUKhUNxsKPFIcXUwTUgMw1Q/TB2GySMwdURe5+dkHlcQOu6C7R8XsahpM1jUT1ShUCgUCoVCoVAoFIpribozV1xeTBNmR8ri0GERiCbPEIkAPI3QuBa2fkTa9jugYS3o+rXru0KhUCgUCoVCoVAoFIpFKPFIcXEsEImOzHMTnU0k+mkRhxrXSasSWysUCoVCoVAoFAqFQnFdoMQjxdIYRUhOwOwozA5LmxgRwSgxBNMDkJutze9phIa+mkhUEYqUSKRQKBQKhUKhUCgUCsV1jRKPbkZKhlQ0W0oYmh2R13PjYBoLP2dzQ10r+Fthy4dFLGooO4k84WuzLgqFQqFQKBQKhUKhUCiuKEo8uhEpTRmlXQAAIABJREFUZKVi2cwxSVI9O1prZ0eWFoasLhGF6lqh6y3l8Raoa5PW3wrOAGjatVknhUKhUCgUCoVCoVAoFNcEJR5dz6RmYProvGFA2vhpMEu1+arCUIsIQxUxqK4ytEilMyUMKRQKhUKhUCgUCoVCoTgDJR6tdEqGiEEVYWi+SJSeqc1ncUB9L7Rshc3/DurXQLgHAh1KGFIoFAqFQqFQKBQKhUJx0SjxaKWQT5VFoTNEopljYORq87nrRRha+4i0DX0iGvnbQbdcu/4rFAqFQqFQKBQKhUKhuCFR4tG14s1/gvH9NZEoMVSbpukQXCXiUM9bpa0vi0SqeplCoVAoFAqFQqFQKBSKq4gSj64Vr/0tTB8TQajjTqj/WRmvXwPhbrA6rnUPFQqFQqFQKBQKhUKhUCiUeHTN+H++raqXKRQKhUKhUCgUCoVCoVjxKPHoWuEK/v/t3Xu0lmWBNvDrFkwU0UzN0XDS6ctTgkCIJUkbbcBTmtnkqUz5HCs7zoxfWCvHstKcGDNNMzPNpsIaDdOy0foETx1ExDyEWqkpMeWoaaAyA3h/f7DlA+SBvdn75d0bf7+1WOz3ee73ea53s+7l6uq+n7fdCQAAAADWaIN2BwAAAACg71IeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Eh5BAAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIeQQAAABAI+URAAAAAI2URwAAAAA0Uh4BAAAA0Kil5VEpZf9Syv2llN+WUk5pGNNRSrmzlHJvKeXGVuYBAAAAoHsGturCpZQBSc5P8rdJ5iaZWUq5utb66+XGvDzJBUn2r7U+Ukp5ZavyAAAAANB9rVx5NCbJb2utD9Za/yfJ5UkOXWnM0Um+X2t9JElqrY+1MA8AAAAA3dTK8uhVSR5d7vXczmPL2ynJFqWUGaWUWaWUY1uYBwAAAIBuatm2tSRlFcfqKu7/+iT7Jdk4yc9LKb+otT6wwoVKOTHJiUmyzTbbZMaMGb2ftpsWLFjQJ3JAf2UOQc+YQ9Az5hD0jDkEPdPf5lAry6O5SbZf7vXQJPNWMebxWuszSZ4ppdyUZI8kK5RHtdaLklyUJKNHj64dHR2tytxlM2bMSF/IAf2VOQQ9Yw5Bz5hD0DPmEPRMf5tDrdy2NjPJa0spO5ZSXpbkyCRXrzTmB0n2KaUMLKVskmSvJHNamAkAAACAbmjZyqNa6+JSygeTXJdkQJJLaq33llLe13n+wlrrnFLKfyS5K8nzSS6utd7TqkwAAAAAdE8rt62l1nptkmtXOnbhSq+/kOQLrcwBAAAAwNpp5bY1AAAAAPo55REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQAAAACN1lgelVL+b1eOAQAAALD+Gdh0opQyKMkmSbYqpWyRpHSe2izJdusgGwAAAABt1lgeJXlvko9maVE0K/+/PPpLkvNbnAsAAACAPqCxPKq1finJl0opH6q1nrcOMwEAAADQR6xu5VGSpNZ6Xill7yQ7LD++1vrNFuYCAAAAoA9YY3lUSvm3JK9JcmeSJZ2HaxLlEQAAAMB6bo3lUZLRSXartdZWhwEAAACgb9mgC2PuSfJXrQ4CAAAAQN/TuPKolHJNlm5PG5Lk16WU25L89wvna62HtD4eAAAAAO20um1rU9ZZCgAAAAD6pMbyqNZ647oMAgAAAEDf05VvW5ufpdvXlvd0ktuT/FOt9cFWBAMAAACg/brybWtnJ5mX5DtJSpIjs/QB2vcnuSRJR6vCAQAAANBeXfm2tf1rrV+ttc6vtf6l1npRkgNrrd9NskWL8wEAAADQRl0pj54vpbyzlLJB5593Lndu5e1sAAAAAKxHulIeHZPk3UkeS/Knzp/fVUrZOMkHW5gNAAAAgDZb4zOPOh+I/daG07f0bhwAAAAA+pLG8qiU8rFa67+UUs7LKran1Vo/3NJkAAAAALTd6lYezen8+/Z1EQQAAACAvqexPKq1XtP592VJUkoZXGt9Zl0FAwAAAKD91vjA7FLKG0spv07nSqRSyh6llAtangwAAACAtuvKt62dk2RikieSpNb6qyTjWhkKAAAAgL6hK+VRaq2PrnRoSQuyAAAAANDHrO6B2S94tJSyd5JaSnlZkg/n/z9MGwAAAID1WFdWHr0vyQeSvCrJ3CQjOl8DAAAAsJ7rysqjBbXWY1qeBAAAAIA+pyvl0T2llD8luTnJTUlurbU+3dpYAAAAAPQFa9y2Vmv9X0mOSnJ3koOT/KqUcmergwEAAADQfmtceVRKGZpkbJJ9kuyR5N4kt7Q4FwAAAAB9QFe2rT2SZGaSM2qt72txHgAAAAD6kK5829rIJN9McnQp5eellG+WUv53i3MBAAAA0AesceVRrfVXpZTfJfldlm5de1eScUm+3uJsAAAAALRZV555dHuSjZL8LEufdTSu1vr7VgcDAAAAoP268syjA2qt/9XyJAAAAAD0OWt85pHiCAAAAOClqysPzAYAAADgJUp5BAAAAECjNZZHpZRNSimnllK+1vn6taWUg1sfDQAAAIB268rKo0uT/HeSN3a+npvksy1LBAAAAECf0ZXy6DW11n9JsihJaq3PJSktTQUAAABAn9CV8uh/SikbJ6lJUkp5TZauRAIAAABgPTewC2M+leQ/kmxfSvl2krFJjmthJgAAAAD6iDWWR7XW60sps5K8IUu3q32k1vp4y5MBAAAA0HZrLI9KKVcnmZrk6lrrM62PBAAAAEBf0ZVnHv1rkn2S/LqU8u+llHeUUga1OBcAAAAAfUBXtq3dmOTGUsqAJPsm+fsklyTZrMXZAAAAAGizrjwwO53ftvbWJEckGZXkslaGAgAAAKBv6Mozj76bZK8s/ca185PMqLU+3+pgAAAAALRfV1YeXZrk6FrrklaHAQAAAKBvaSyPSin71lpvSLJJkkNLKSucr7V+v8XZAAAAAGiz1a08enOSG7L0WUcrq0mURwAAAADrucbyqNZ6WuePp9daH1r+XCllx5amAgAAAKBP2KALY65cxbErejsIAAAAAH3P6p55tEuS1yXZvJTy9uVObZZkUKuDAQAAANB+q3vm0c5JDk7y8qz43KP5Sf6+laEAAAAA6BtW98yjHyT5QSnljbXWn6/DTAAAAAD0EatbefSC2aWUD2TpFrZl29VqrZNalgoAAACAPqErD8z+tyR/lWRikhuTDM3SrWsAAAAArOe6Uh79r1rrqUmeqbVeluSgJMNaGwsAAACAvqAr5dGizr+fKqXsnmTzJDu0LBEAAAAAfUZXnnl0USlliySnJrk6yaZJ/rmlqQAAAADoE9ZYHtVaL+788cYkf9PaOAAAAAD0JY3lUSnlH1f3xlrr2b0fBwAAAIC+ZHUrj4assxQAAAAA9EmN5VGt9dPrMggAAAAAfc8av22tlLJTKeX/llLu6Xw9vJTyydZHAwAAAKDd1lgeJflako8nWZQktda7khzZylAAAAAA9A1dKY82qbXettKxxa0IAwAAAEDf0pXy6PFSymuS1CQppbwjyX+2NBUAAAAAfcLqvm3tBR9IclGSXUopf0jyUJJjWpoKAAAAgD5hjeVRrfXBJG8ppQzO0pVKzyU5IsnvW5wNAAAAgDZr3LZWStmslPLxUsqXSyl/m+TZJO9J8tsk71xXAQEAAABon9WtPPq3JH9O8vMkf5/kY0leluRttdY710E2AAAAANpsdeXR39RahyVJKeXiJI8n+eta6/x1kgwAAACAtlvdt60teuGHWuuSJA8pjgAAAABeWla38miPUspfOn8uSTbufF2S1FrrZi1PBwAAAEBbNZZHtdYB6zIIAAAAAH3P6ratAQAAAPASpzwCAAAAoJHyCAAAAIBGyiMAAAAAGrW0PCql7F9Kub+U8ttSyimrGbdnKWVJKeUdrcwDAAAAQPe0rDwqpQxIcn6SA5LsluSoUspuDePOSnJdq7IAAAAAsHZaufJoTJLf1lofrLX+T5LLkxy6inEfSnJlksdamAUAAACAtdDK8uhVSR5d7vXczmPLlFJeleSwJBe2MAcAAAAAa2lgC69dVnGsrvT6nCSTa61LSlnV8M4LlXJikhOTZJtttsmMGTN6K+NaW7BgQZ/IAf2VOQQ9Yw5Bz5hD0DPmEPRMf5tDrSyP5ibZfrnXQ5PMW2nM6CSXdxZHWyU5sJSyuNZ61fKDaq0XJbkoSUaPHl07OjpalbnLZsyYkb6QA/orcwh6xhyCnjGHoGfMIeiZ/jaHWlkezUzy2lLKjkn+kOTIJEcvP6DWuuMLP5dSvpHkhysXRwAAAAC0T8vKo1rr4lLKB7P0W9QGJLmk1npvKeV9nec95wgAAACgj2vlyqPUWq9Ncu1Kx1ZZGtVaj2tlFgAAAAC6r5XftgYAAABAP6c8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKIwAAAAAaKY8AAAAAaKQ8AgAAAKCR8ggAAACARi0tj0op+5dS7i+l/LaUcsoqzh9TSrmr88/PSil7tDIPAAAAAN3TsvKolDIgyflJDkiyW5KjSim7rTTsoSRvrrUOT/KZJBe1Kg8AAAAA3dfKlUdjkvy21vpgrfV/klye5NDlB9Raf1Zr/XPny18kGdrCPAAAAAB0UyvLo1cleXS513M7jzX530l+3MI8AAAAAHTTwBZeu6ziWF3lwFLGZ2l59KaG8ycmOTFJttlmm8yYMaOXIq69BQsW9Ikc0F+ZQ9Az5hD0jDkEPWMOQc/0tznUyvJobpLtl3s9NMm8lQeVUoYnuTjJAbXWJ1Z1oVrrRel8HtLo0aNrR0dHr4ftrhkzZqQv5ID+yhyCnjGHoGfMIegZcwh6pr/NoVZuW5uZ5LWllB1LKS9LcmSSq5cfUEr56yTfT/LuWusDLcwCAAAAwFpo2cqjWuviUsoHk1yXZECSS2qt95ZS3td5/sIk/5xkyyQXlFKSZHGtdXSrMgEAAADQPa3ctpZa67VJrl3p2IXL/XxCkhNamQEAAACAtdfKbWsAAAAA9HPKIwAAAAAaKY8AAAAAaKQ8AgAAAKBRSx+Yva4sWrQoc+fOzcKFC9fZPTfffPPMmTNnnd1vfTVo0KAMHTo0G264YbujAAAAAKuwXpRHc+fOzZAhQ7LDDjuklLJO7jl//vwMGTJkndxrfVVrzRNPPJG5c+dmxx13bHccAAAAYBXWi21rCxcuzJZbbrnOiiN6RyklW2655TpdMQYAAAB0z3pRHiVRHPVT/t0AAACgb1tvyiMAAAAAep/yqEU+9alPZcqUKd1+3w477JDHH398re97zjnn5Nlnn235fVbnqKOOyvDhw/PFL34x9913X0aMGJGRI0fmd7/7XUvuBwAAALSO8mg909XyqFX++Mc/5mc/+1nuuuuu/MM//EOuuuqqHHrooZk9e3Ze85rXtC0XAAAAsHaUR73oc5/7XHbeeee85S1vyf33358k6ejoyO23354kefzxx7PDDjskSZYsWZKTTz45w4YNy/Dhw3PeeeetcK3nnnsu+++/f772ta/lmWeeyUEHHZQ99tgju+++e7773e+u8v7nnntu5s2bl/Hjx2f8+PFJkve///0ZPXp0Xve61+W000570XtWvs+kSZOy5557ZuTIkfnBD37Q+FkXLlyY448/PsOGDcvIkSMzffr0JMmECRPy2GOPZcSIEfn0pz+dc845JxdffPGyPAAAAED/MrDdAXrbp6+5N7+e95deveZu222W0976utWOmTVrVi6//PLMnj07ixcvzqhRo/L617++cfxFF12Uhx56KLNnz87AgQPz5JNPLju3YMGCHHnkkTn22GNz7LHH5sorr8x2222XH/3oR0mSp59+epXX/PCHP5yzzz4706dPz1ZbbZVkaaH1ile8IkuWLMl+++2Xu+66K8OHD1/lfT7xiU9k3333zSWXXJKnnnoqY8aMyVve8pYMHjz4Rfc6//zzkyR333137rvvvkyYMCEPPPBArr766hx88MG58847kyS11my66aY5+eSTV/v7AwAAAPomK496yc0335zDDjssm2yySTbbbLMccsghqx3/05/+NO973/sycODS/u4Vr3jFsnOHHnpojj/++Bx77LFJkmHDhuWnP/1pJk+enJtvvjmbb755l3N973vfy6hRozJy5Mjce++9+fWvf914n+uvvz6f//znM2LEiHR0dGThwoV55JFHVnndW265Je9+97uTJLvsskte/epX54EHHuhyLgAAAKB/WO9WHq1phVArrepr5wcOHJjnn38+ydKtXi+otTZ+Tf3YsWPz4x//OEcffXRKKdlpp50ya9asXHvttfn4xz+eCRMm5J//+Z/XmOehhx7KlClTMnPmzGyxxRY57rjjVsiw8n1qrbnyyiuz8847r/HatdY1jgEAAAD6PyuPesm4ceMybdq0PPfcc5k/f36uueaaJEu/1WzWrFlJkiuuuGLZ+AkTJuTCCy/M4sWLk2SFbWunn356ttxyy5x00klJknnz5mWTTTbJu971rpx88sm54447GnMMGTIk8+fPT5L85S9/yeDBg7P55pvnT3/6U3784x+vMHbl+0ycODHnnXfesmJo9uzZq/283/72t5MkDzzwQB555JEulU4AAABA/6I86iWjRo3KEUcckREjRuTwww/PPvvskyQ5+eST85WvfCV77713Hn/88WXjTzjhhPz1X/91hg8fnj322CPf+c53VrjeOeeck4ULF+ZjH/tY7r777owZMyYjRozI5z73uXzyk59szHHiiSfmgAMOyPjx47PHHntk5MiRed3rXpdJkyZl7NixLxq//H1OPfXULFq0KMOHD8/uu++eU089tfE+J510UpYsWZJhw4bliCOOyDe+8Y1stNFG3f21AQAAAH1c6W/bj0aPHl1f+PayF8yZMye77rrrOs0xf/78DBkyZJ3ec33Vjn8/2m/GjBnp6Ohodwzot8wh6BlzCHrGHIKe6YtzqJQyq9Y6elXnrDwCAAAAoNF698Dsl4rDDjssDz300ArHzjrrrEycOLFX73Pddddl8uTJKxzbcccdM23atF69DwAAANA3KY/6qXVV3kycOLHXCykAAACg/7BtDQAAAIBGyiMAAAAAGimPAAAAAGikPAIAAACgkfKol+y9995r9b5zzjknzz777Fq994wzzlir9wEAAAB0lfKol/zsZz9bq/e1ojyqteb5559fq2sCAAAALE951Es23XTTJMmMGTPS0dGRd7zjHdlll11yzDHHpNa6yvece+65mTdvXsaPH5/x48cnSaZOnZphw4Zl9913z+TJkxvvd8opp+S5557LiBEjcswxx+Thhx/OrrvumpNOOimjRo3Ko48+mi984QvZc889M3z48Jx22mnL3vutb30rY8aMyYgRI/Le9743S5Ys6cXfBAAAALA+GdjuAL3ux6ckf7y7d6/5V8OSAz7f5eGzZ8/Ovffem+222y5jx47Nrbfemje96U0vGvfhD384Z599dqZPn56tttoq8+bNy+TJkzNr1qxsscUWmTBhQq666qq87W1ve9F7P//5z+fLX/5y7rzzziTJww8/nPvvvz+XXnppLrjgglx//fX5zW9+k9tuuy211hxyyCG56aabsvXWW+e73/1ubr311my44YY56aST8u1vfzvHHnvs2v9+AAAAgPXW+lce9QFjxozJ0KFDkyQjRozIww8/vMryaGUzZ85MR0dHtt566yTJMccck5tuummV5dGqvPrVr84b3vCGJMn111+f66+/PiNHjkySLFiwIL/5zW9y1113ZdasWdlzzz2TJM8991xe+cpXdvszAgAAAC8N61951I0VQq2y0UYbLft5wIABWbx4cZfe17S9rasGDx68wrU+/vGP573vfe8KY84777y85z3vyZlnntmjewEAAAAvDZ551GZDhgzJ/PnzkyR77bVXbrzxxjz++ONZsmRJpk6dmje/+c2N791www2zaNGiVZ6bOHFiLrnkkixYsCBJ8oc//CGPPfZY9ttvv1xxxRV57LHHkiRPPvlkfv/73/fypwIAAADWF+vfyqN+5sQTT8wBBxyQbbfdNtOnT8+ZZ56Z8ePHp9aaAw88MIceeuhq3zt8+PCMGjUqn/vc51Y4N2HChMyZMydvfOMbkyx9oPe3vvWt7LbbbvnsZz+bCRMm5Pnnn8+GG26Y888/P69+9atb+jkBAACA/qn0dKvUujZ69Oh6++23r3Bszpw52XXXXddpjvnz52fIkCHr9J7rq3b8+9F+L3wzIbB2zCHoGXMIesYcgp7pi3OolDKr1jp6VedsWwMAAACgkW1r68hhhx2Whx56aIVjZ511ViZOnLjG9+6111757//+7xWO/du//VuGDRvWqxkBAAAAVqY8WkemTZu21u/95S9/2YtJAAAAALrOtjUAAAAAGimPAAAAAGikPAIAAACgkfIIAAAAgEbKoxbbdNNNV3n8uOOOyxVXXNH4vnPOOSfPPvtsq2IBAAAAdInyqI/qq+XRkiVL2h0BAAAAWIcGtjtAbzvrtrNy35P39eo1d3nFLpk8ZvIax5199tm55JJLkiQnnHBCPvrRjy47V2vNhz70odxwww3ZcccdU2ttvM65556befPmZfz48dlqq60yffr0TJ06NWeccUZqrTnooINy1lln5Xvf+15+8Ytf5Oyzz86XvvSlfOlLX8qDDz6Y3/3ud3nPe96TW265JTvssEPe85735JprrsmiRYvy7//+79lll11Wed8FCxbkQx/6UG6//faUUnLaaafl8MMPz6abbpp//Md/zHXXXZd//dd/zW233faiz/nMM8/kne98Z+bOnZslS5bk1FNPzRFHHJFTTjklV199dQYOHJgJEyZkypQp3fnVAwAAAG223pVH7TJr1qxceuml+eUvf5laa/baa6+8+c1vXnZ+2rRpuf/++3P33XfnT3/6U3bbbbdMmjRpldf68Ic/nLPPPjvTp0/PVlttlXnz5mXy5MmZNWtWtthii0yYMCFXXXVVxo0bly984QtJkptvvjlbbrll/vCHP+SWW27JPvvss+x6W221Ve64445ccMEFmTJlSi6++OJV3vczn/lMNt9889x9991Jkj//+c9JkmeeeSa77757Tj/99MbP+eCDD2a77bbLj370oyTJ008/nSeffDLTpk3Lfffdl1JKnnrqqZ7/ogEAAIB1ar0rj7qyQqgVbrnllhx22GEZPHhwkuTtb397br755mXnb7rpphx11FEZMGBAtttuu+y7775dvvbMmTPT0dGRrbfeOklyzDHH5Kabbsrb3va2LFiwIPPnz8+jjz6ao48+OjfddFNuvvnmvP3tb1/2/hd+fv3rX5/vf//7jff56U9/mssvv3zZ6y222CJJMmDAgBx++OGr/Zz7779/Tj755EyePDkHH3xw9tlnnyxevDiDBg3KCSeckIMOOigHH3xwlz8zAAAA0Dd45lEvWd02tBeUUnr92m984xtz6aWXZuedd84+++yTm2++OT//+c8zduzYZWM22mijJEtLoMWLF6/2PqvKOGjQoAwYMGC1WXbaaafMmjUrw4YNy8c//vGcfvrpGThwYG677bYcfvjhueqqq7L//vt36fMCAAAAfYfyqJeMGzcuV111VZ599tk888wzmTZt2gpbx8aNG5fLL788S5YsyX/+538ICX5lAAAPuElEQVRm+vTpq73ekCFDMn/+/CTJXnvtlRtvvDGPP/54lixZkqlTpy7bEjdu3LhMmTIl48aNy8iRIzN9+vRstNFG2Xzzzbv9GSZMmJAvf/nLy16/sG2tK59z3rx52WSTTfKud70rJ598cu64444sWLAgTz/9dA488MCcc845ufPOO7udCQAAAGiv9W7bWruMGjUqxx13XMaMGZNk6YOkR44cuez8YYcdlhtuuCHDhg3LTjvttMLzkFblxBNPzAEHHJBtt90206dPz5lnnpnx48en1poDDzwwhx56aJJkn332yaOPPppx48ZlwIAB2X777RsfiL0mn/zkJ/OBD3wgu+++ewYMGJDTTjtthe1vq/uc1113Xf7P//k/2WCDDbLhhhvmK1/5SubPn59DDz00CxcuTK01X/ziF9cqFwAAANA+pSvbrfqS0aNH19tvv32FY3PmzMmuu+66TnPMnz8/Q4YMWaf3XF+149+P9psxY0Y6OjraHQP6LXMIesYcgp4xh6Bn+uIcKqXMqrWOXtU529YAAAAAaGTbWpsddthheeihh1Y4dtZZZ2XixIktu+ell16aL33pSyscGzt2bM4///yW3RMAAADon5RHbTZt2rR1fs/jjz8+xx9//Dq/LwAAAND/2LYGAAAAQCPlEQAAAACNlEcAAAAANFIeAQAAANBIedRHHHfccbniiiu6NPaEE07Ir3/96xYnAgAAAPBta33C4sWLuzX+4osvblESAAAAgBWtd+XRH884I/89575eveZGu+6Sv/rEJ1Y75uGHH87++++fvfbaK7Nnz85OO+2Ub37zm5kyZUquueaaPPfcc9l7773z1a9+NaWUdHR0ZO+9986tt96aQw45ZIVrnXrqqXn00UdzySWXZIMNXrw4rKOjI1OmTMno0aMzderUnHHGGam15qCDDspZZ52Vr3/967nnnnvyxS9+MUnyta99LXPmzMnZZ5/de78UAAAA4CXBtrVedP/99+fEE0/MXXfdlc022ywXXHBBPvjBD2bmzJm555578txzz+WHP/zhsvFPPfVUbrzxxvzTP/3TsmMf+9jH8thjj+XSSy9dZXG0vHnz5mXy5Mm54YYbcuedd2bmzJm56qqrcuSRR+bqq6/OokWLkiSXXnppjj/++NZ8aAAAAGC9tt6tPFrTCqFW2n777TN27Ngkybve9a6ce+652XHHHfMv//IvefbZZ/Pkk0/mda97Xd761rcmSY444ogV3v+Zz3wme+21Vy666KIu3W/mzJnp6OjI1ltvnSQ55phjctNNN+Vtb3tb9t133/zwhz/MrrvumkWLFmXYsGG9+EkBAACAl4r1rjxqp1LKi16fdNJJuf3227P99tvnU5/6VBYuXLjs/ODBg1cYv+eee2bWrFl58skn84pXvGKN96u1Np474YQTcsYZZ2SXXXax6ggAAABYa7at9aJHHnkkP//5z5MkU6dOzZve9KYkyVZbbZUFCxas8dvU9t9//5xyyik56KCDMn/+/DXeb6+99sqNN96Yxx9/PEuWLMnUqVPz5je/edm5Rx99NN/5zndy1FFH9fCTAQAAAC9VVh71ol133TWXXXZZ3vve9+a1r31t3v/+9+fPf/5zhg0blh122CF77rnnGq/xd3/3d5k/f34OOeSQXHvttdl4441XOa6Ukm233TZnnnlmxo8fn1prDjzwwBx66KHLxrzzne/MnXfemS222KLXPiMAAADw0qI86kUbbLBBLrzwwhWOffazn81nP/vZF42dMWPGCq+/8Y1vLPt50qRJmTRpUuN9nnjiiWXb2o4++ugcffTRqxx3yy235B/+4R+6mB4AAADgxWxb62f+9m//NsOGDcuOO+7YOOapp57KTjvtlI033jj77bffOkwHAAAArG+sPOolO+ywQ+65555eveZhhx2Whx56aIVjZ511ViZOnLja97385S/PAw880KtZAAAAgJcm5VEfNm3atHZHAAAAAF7ibFsDAAAAoJHyCAAAAIBGyiMAAAAAGimPekkpJe9+97uXvV68eHG23nrrHHzwwW1MBQAAANAzyqNeMnjw4Nxzzz157rnnkiQ/+clP8qpXvarNqQAAAAB6RnnUiw444ID86Ec/SpJMnTo1Rx111LJzzzzzTCZNmpQ999wzI0eOzA9+8IMkycMPP5x99tkno0aNyqhRo/Kzn/0sSTJjxox0dHTkHe94R3bZZZccc8wxqbWu+w8FAAAAvKQNbHeA3nb++25o2bU/cOG+qz1/5JFH5vTTT8/BBx+cu+66K5MmTcrNN9+cJPnc5z6XfffdN5dcckmeeuqpjBkzJm95y1vyyle+Mj/5yU8yaNCg/OY3v8lRRx2V22+/PUkye/bs3Hvvvdluu+0yduzY3HrrrXnTm97Uss8HAAAAsLL1rjxqp+HDh+fhhx/O1KlTc+CBB65w7vrrr8/VV1+dKVOmJEkWLlyYRx55JNttt10++MEP5s4778yAAQPywAMPLHvPmDFjMnTo0CTJiBEj8vDDDyuPAAAAgHVKedTLDjnkkJx88smZMWNGnnjiiWXHa6258sors/POO68w/lOf+lS22Wab/OpXv8rzzz+fQYMGLTu30UYbLft5wIABWbx4ces/AAAAAMBy1rvyaE1by1pt0qRJ2XzzzTNs2LDMmDFj2fGJEyfmvPPOy3nnnZdSSmbPnp2RI0fm6aefztChQ7PBBhvksssuy5IlS9oXHgAAAGAlHpjdy4YOHZqPfOQjLzp+6qmnZtGiRRk+fHh23333nHrqqUmSk046KZdddlne8IY35IEHHsjgwYPXdWQAAACARuvdyqN2WbBgwYuOdXR0pKOjI0my8cYb56tf/eqLxrz2ta/NXXfdtez1mWee+aL3JsmXv/zl3g0MAAAA0AVWHgEAAADQSHkEAAAAQCPlEQAAAACN1pvyqNba7gisBf9uAAAA0LetF+XRoEGD8sQTTygi+plaa5544okMGjSo3VEAAACABuvFt60NHTo0c+fOzX/913+ts3suXLhQ6dELBg0alKFDh7Y7BgAAANCgpeVRKWX/JF9KMiDJxbXWz690vnSePzDJs0mOq7Xe0d37bLjhhtlxxx17IXHXzZgxIyNHjlyn9wQAAABY11q2ba2UMiDJ+UkOSLJbkqNKKbutNOyAJK/t/HNikq+0Kg8AAAAA3dfKZx6NSfLbWuuDtdb/SXJ5kkNXGnNokm/WpX6R5OWllG1bmAkAAACAbmhlefSqJI8u93pu57HujgEAAACgTVr5zKOyimMrfx1aV8aklHJilm5rS5IFpZT7e5itN2yV5PF2h4B+zByCnjGHoGfMIegZcwh6pi/OoVc3nWhleTQ3yfbLvR6aZN5ajEmt9aIkF/V2wJ4opdxeax3d7hzQX5lD0DPmEPSMOQQ9Yw5Bz/S3OdTKbWszk7y2lLJjKeVlSY5McvVKY65OcmxZ6g1Jnq61/mcLMwEAAADQDS1beVRrXVxK+WCS65IMSHJJrfXeUsr7Os9fmOTaJAcm+W2SZ5Mc36o8AAAAAHRfK7etpdZ6bZYWRMsfu3C5n2uSD7QyQwv1qW100A+ZQ9Az5hD0jDkEPWMOQc/0qzlUlvY3AAAAAPBirXzmEQAAAAD9nPKom0op25dSppdS5pRS7i2lfKTdmaA/KaUMKqXcVkr5Vecc+nS7M0F/VEoZUEqZXUr5YbuzQH9TSnm4lHJ3KeXOUsrt7c4D/U0p5eWllCtKKfd1/u+iN7Y7E/QXpZSdO//788Kfv5RSPtruXGti21o3lVK2TbJtrfWOUsqQJLOSvK3W+us2R4N+oZRSkgyutS4opWyY5JYkH6m1/qLN0aBfKaX8Y5LRSTartR7c7jzQn5RSHk4yutb6eLuzQH9USrksyc211os7v1l7k1rrU+3OBf1NKWVAkj8k2avW+vt251kdK4+6qdb6n7XWOzp/np9kTpJXtTcV9B91qQWdLzfs/KPFhm4opQxNclCSi9udBYCXllLKZknGJfl6ktRa/0dxBGttvyS/6+vFUaI86pFSyg5JRib5ZXuTQP/Sud3mziSPJflJrdUcgu45J8nHkjzf7iDQT9Uk15dSZpVSTmx3GOhn/ibJfyW5tHP79MWllMHtDgX91JFJprY7RFcoj9ZSKWXTJFcm+Wit9S/tzgP9Sa11Sa11RJKhScaUUnZvdyboL0opByd5rNY6q91ZoB8bW2sdleSAJB8opYxrdyDoRwYmGZXkK7XWkUmeSXJKeyNB/9O55fOQJP/e7ixdoTxaC53Pabkyybdrrd9vdx7orzqXOM9Isn+bo0B/MjbJIZ3PbLk8yb6llG+1NxL0L7XWeZ1/P5ZkWpIx7U0E/crcJHOXWzl+RZaWSUD3HJDkjlrrn9odpCuUR93U+bDfryeZU2s9u915oL8ppWxdSnl5588bJ3lLkvvamwr6j1rrx2utQ2utO2TpUucbaq3vanMs6DdKKYM7v/QknVttJiS5p72poP+otf4xyaOllJ07D+2XxJcHQfcdlX6yZS1ZuuSQ7hmb5N1J7u58ZkuSfKLWem0bM0F/sm2Syzq/WWCDJN+rtfqqcQDWlW2STFv6/wdmYJLv1Fr/o72RoN/5UJJvd267eTDJ8W3OA/1KKWWTJH+b5L3tztJVpVZfcgQAAADAqtm2BgAAAEAj5REAAAAAjZRHAAAAADRSHgEAAADQSHkEAAAAQCPlEQBAF5VSFvTSdUop5ZOllN+UUh4opdxYShneG9cGAOhtA9sdAADgJegDSfZOsket9dlSyoQk15RSdqu1PtPmbAAAK7DyCACgmzpXDn2hlHJPKeXuUsoRncc3KKVcUEq5t5Tyw1LKtaWUd6ziEpOTfKjW+myS1FqvT3JTkmPW3acAAOgaK48AALrv7UlGJNkjyVZJZpZSbkoyNskOSYYleWWSOUkuWf6NpZTNkgyutf5upWvenmS31sYGAOg+K48AALrvTUmm1lqX1Fr/lOTGJHt2Hv/3WuvztdY/JpnejWuWFuQEAOgx5REAQPc1FT1rLIBqrX9J8kwp5W9WOjUqS1cfAQD0KcojAIDuuynJEaWUAaWUrZOMS3JbkluSHN757KNtknQ0vP8LSc4tpWycJKWUtyR5XZIrWp4cAKCbPPMIAKD7piV5Y5JfJalJPlZr/WMp5cok+yW5J8kDSX6Z5OlVvP+8JC9PclcpZcMkL0uye6114boIDwDQHaXW2u4MAADrjVLKprXWBaWULbN0NdLYzucfNY7P0jJqZq31E+sqJwBAVymPAAB6USllRpauKnpZkn+ptX6jrYEAAHpIeQQAAABAIw/MBgAAAKCR8ggAAACARsojAAAAABopjwAAAABopDwCAAAAoJHyCAAAAIBG/w89+EcUDd0FZgAAAABJRU5ErkJggg==\n",
947      "text/plain": [
948       "<Figure size 1440x2160 with 3 Axes>"
949      ]
950     },
951     "metadata": {
952      "needs_background": "light"
953     },
954     "output_type": "display_data"
955    }
956   ],
957   "source": [
958    "plt.figure(figsize=(20, 30))\n",
959    "    \n",
960    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
961    "    plt.subplot(3, 1, n + 1)\n",
962    "\n",
963    "    for sequence in SEQUENCES:\n",
964    "        data = mean_data_per_seq[sequence][subsampling][0]['ac']\n",
965    "        qidxs, values = list(data.keys()), list(data.values())\n",
966    "        plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label=sequence)\n",
967    "        \n",
968    "    data = mean_data[subsampling][0]['ac']\n",
969    "    qidxs, values = list(data.keys()), list(data.values())\n",
970    "    plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label='Mean', linewidth=3)\n",
971    "\n",
972    "    plt.ylabel('Relative weight')\n",
973    "    plt.xlabel('log Q')\n",
974    "    plt.ylim(bottom=0, top=1)\n",
975    "    plt.legend(loc='lower left')\n",
976    "    plt.grid()\n",
977    "    plt.title(f'Intra Y AC {subsampling}')\n",
978    "\n",
979    "# plt.savefig('public_html/intra-y-ac-log-q.png', dpi=300, bbox_inches='tight')\n",
980    "plt.show()"
981   ]
982  },
983  {
984   "cell_type": "code",
985   "execution_count": 16,
986   "metadata": {},
987   "outputs": [
988    {
989     "name": "stderr",
990     "output_type": "stream",
991     "text": [
992      "100%|██████████| 239/239 [00:00<00:00, 21007.12it/s]\n",
993      "100%|██████████| 239/239 [00:00<00:00, 21374.87it/s]\n",
994      "100%|██████████| 239/239 [00:00<00:00, 19948.63it/s]\n"
995     ]
996    }
997   ],
998   "source": [
999    "q_to_qidx = {\n",
1000    "    subsampling: {\n",
1001    "        plane: {\n",
1002    "            q_type: {} for q_type in Q_TYPES\n",
1003    "        } for plane in PLANES\n",
1004    "    } for subsampling in SUBSAMPLINGS\n",
1005    "}\n",
1006    "\n",
1007    "for subsampling in SUBSAMPLINGS:\n",
1008    "    for q in tqdm(range(1, 240)):\n",
1009    "        got = {plane: False for plane in PLANES}\n",
1010    "        \n",
1011    "        with open(join(DATA_DIR, f'{SEQUENCES[0]}_{subsampling}_720p50-q{q}.log'), 'r') as f:\n",
1012    "            for line in f:\n",
1013    "                s = line.split()\n",
1014    "                t = s[0]\n",
1015    "                p = list(map(int, s[1:]))\n",
1016    "\n",
1017    "                if t == 'f':\n",
1018    "                    continue\n",
1019    "\n",
1020    "                assert t == 'b'\n",
1021    "\n",
1022    "                s1, s2, plane, pixel_count, dc_qidx, ac_qidx, block_is_intra, frame_is_intra = p\n",
1023    "\n",
1024    "                if frame_is_intra == 0:\n",
1025    "                    continue\n",
1026    "\n",
1027    "                q_to_qidx[subsampling][plane]['dc'][q] = dc_qidx\n",
1028    "                q_to_qidx[subsampling][plane]['ac'][q] = ac_qidx\n",
1029    "                \n",
1030    "                got[plane] = True\n",
1031    "                if all([got[plane] for plane in PLANES]):\n",
1032    "                    break"
1033   ]
1034  },
1035  {
1036   "cell_type": "code",
1037   "execution_count": 17,
1038   "metadata": {
1039    "scrolled": false
1040   },
1041   "outputs": [
1042    {
1043     "data": {
1044      "image/png": 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\n",
1045      "text/plain": [
1046       "<Figure size 1440x720 with 1 Axes>"
1047      ]
1048     },
1049     "metadata": {
1050      "needs_background": "light"
1051     },
1052     "output_type": "display_data"
1053    }
1054   ],
1055   "source": [
1056    "plt.figure(figsize=(20, 10))\n",
1057    "    \n",
1058    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
1059    "    for plane in PLANES:\n",
1060    "        xs, ys = [], []\n",
1061    "        for base_qi in range(1, 240):\n",
1062    "            qi_y_dc = q_to_qidx[subsampling][plane]['dc'][base_qi]\n",
1063    "            qi_y_ac = q_to_qidx[subsampling][plane]['ac'][base_qi]\n",
1064    "\n",
1065    "            weight_dc = mean_data[subsampling][plane]['dc'][qi_y_dc]\n",
1066    "            weight_ac = mean_data[subsampling][plane]['ac'][qi_y_ac]\n",
1067    "\n",
1068    "            xs.append(np.log(AC_LOOKUP_Q3[q_to_qidx[subsampling][0]['ac'][base_qi]]))\n",
1069    "            ys.append(weight_dc + weight_ac)\n",
1070    "\n",
1071    "        plt.plot(xs, ys, label=f'{PLANE_NAMES[plane]} {subsampling}')\n",
1072    "    \n",
1073    "plt.ylabel('AC + DC weight')\n",
1074    "plt.xlabel('$\\log Q_{Y AC}$')\n",
1075    "plt.ylim(bottom=0, top=1)\n",
1076    "plt.title(f'Intra, AC + DC weight for AC and DC qi selected by rate control')\n",
1077    "plt.legend()\n",
1078    "plt.grid()\n",
1079    "        \n",
1080    "# plt.savefig('public_html/intra-ac-plus-dc-weight-log-qyac.png', dpi=300, bbox_inches='tight')\n",
1081    "plt.show()"
1082   ]
1083  },
1084  {
1085   "cell_type": "code",
1086   "execution_count": 18,
1087   "metadata": {
1088    "scrolled": false
1089   },
1090   "outputs": [
1091    {
1092     "data": {
1093      "image/png": 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\n",
1094      "text/plain": [
1095       "<Figure size 1440x2160 with 6 Axes>"
1096      ]
1097     },
1098     "metadata": {
1099      "needs_background": "light"
1100     },
1101     "output_type": "display_data"
1102    }
1103   ],
1104   "source": [
1105    "linear_models = {\n",
1106    "    subsampling: {\n",
1107    "        plane: {\n",
1108    "            q_type: linear_model.LinearRegression()\n",
1109    "            for q_type in Q_TYPES\n",
1110    "        } for plane in PLANES\n",
1111    "    } for subsampling in SUBSAMPLINGS\n",
1112    "}\n",
1113    "\n",
1114    "plt.figure(figsize=(20, 30))\n",
1115    "\n",
1116    "for overall_plane in PLANES:\n",
1117    "    for n, q_type in enumerate(Q_TYPES):\n",
1118    "        plt.subplot(3, 2, overall_plane * 2 + n + 1)\n",
1119    "        \n",
1120    "        for subsampling in SUBSAMPLINGS:\n",
1121    "            xs, ys = [], []\n",
1122    "            for base_qi in range(1, 240):\n",
1123    "                total = 0\n",
1124    "                for plane in range(3):\n",
1125    "                    qi_dc = q_to_qidx[subsampling][plane]['dc'][base_qi]\n",
1126    "                    qi_ac = q_to_qidx[subsampling][plane]['ac'][base_qi]\n",
1127    "\n",
1128    "                    weight_dc = mean_data[subsampling][plane]['dc'][qi_dc]\n",
1129    "                    weight_ac = mean_data[subsampling][plane]['ac'][qi_ac]\n",
1130    "\n",
1131    "                    q_dc = DC_LOOKUP_Q3[qi_dc]\n",
1132    "                    q_ac = AC_LOOKUP_Q3[qi_ac]\n",
1133    "\n",
1134    "                    total += weight_dc / (q_dc ** 2) + weight_ac / (q_ac ** 2)\n",
1135    "\n",
1136    "                q_bar = np.sqrt(1 / total)\n",
1137    "\n",
1138    "                xs.append(np.log(q_bar))\n",
1139    "                ys.append(np.log(Q_TYPE_TO_LOOKUP[q_type][q_to_qidx[subsampling][overall_plane][q_type][base_qi]]))\n",
1140    "\n",
1141    "            plt.plot(xs, ys, label=f'{subsampling}')\n",
1142    "                \n",
1143    "            X = np.array(xs).reshape(-1, 1)\n",
1144    "            y = np.array(ys)\n",
1145    "            linear_models[subsampling][overall_plane][q_type].fit(X, y)\n",
1146    "            \n",
1147    "#             plt.plot(xs, linear_models[subsampling][overall_plane][q_type].predict(X), linestyle='dashed', label=f'{subsampling} predicted')\n",
1148    "    \n",
1149    "        plt.xlabel('$\\log \\\\bar Q$')\n",
1150    "        plt.ylabel(f'$\\log Q_{{{PLANE_NAMES[overall_plane]}{q_type}}}$')\n",
1151    "        plt.title(f'Intra, {PLANE_NAMES[overall_plane]} {q_type}')\n",
1152    "        plt.legend()\n",
1153    "        plt.grid()\n",
1154    "        \n",
1155    "# plt.savefig('public_html/intra-q-bar-to-log-quantizers.png', dpi=300, bbox_inches='tight')\n",
1156    "plt.show()"
1157   ]
1158  },
1159  {
1160   "cell_type": "code",
1161   "execution_count": 19,
1162   "metadata": {},
1163   "outputs": [
1164    {
1165     "data": {
1166      "image/png": 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\n",
1167      "text/plain": [
1168       "<Figure size 1440x1080 with 9 Axes>"
1169      ]
1170     },
1171     "metadata": {
1172      "needs_background": "light"
1173     },
1174     "output_type": "display_data"
1175    }
1176   ],
1177   "source": [
1178    "plt.figure(figsize=(20, 15))\n",
1179    "    \n",
1180    "for n, subsampling in enumerate(SUBSAMPLINGS):\n",
1181    "    for plane in PLANES:\n",
1182    "        plt.subplot(3, 3, n * 3 + plane + 1)\n",
1183    "\n",
1184    "        for sequence in SEQUENCES:\n",
1185    "            data = mean_data_per_seq_plane[sequence][subsampling][plane]['ac']\n",
1186    "            qidxs, values = list(data.keys()), list(data.values())\n",
1187    "            plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label=sequence)\n",
1188    "\n",
1189    "        data = mean_data_plane[subsampling][plane]['ac']\n",
1190    "        qidxs, values = list(data.keys()), list(data.values())\n",
1191    "        plt.plot(np.log(AC_LOOKUP_Q3[qidxs]), values, label='Mean', linewidth=3)\n",
1192    "\n",
1193    "        plt.ylabel('Relative weight')\n",
1194    "        plt.xlabel('log Q')\n",
1195    "        plt.legend(loc='lower right')\n",
1196    "        plt.title(f'Intra {PLANE_NAMES[plane]} AC {subsampling} weighted against just {PLANE_NAMES[plane]} AC and DC')\n",
1197    "\n",
1198    "# plt.savefig('public_html/intra-ac-just-acdc-log-q.png', dpi=300, bbox_inches='tight')\n",
1199    "plt.show()"
1200   ]
1201  }
1202 ],
1203 "metadata": {
1204  "kernelspec": {
1205   "display_name": "Python 3",
1206   "language": "python",
1207   "name": "python3"
1208  },
1209  "language_info": {
1210   "codemirror_mode": {
1211    "name": "ipython",
1212    "version": 3
1213   },
1214   "file_extension": ".py",
1215   "mimetype": "text/x-python",
1216   "name": "python",
1217   "nbconvert_exporter": "python",
1218   "pygments_lexer": "ipython3",
1219   "version": "3.7.7"
1220  }
1221 },
1222 "nbformat": 4,
1223 "nbformat_minor": 4
1224}
1225