aca2a594f536e99ea4e7529e85963092ebd40934
[cipher-tools.git] / hillclimbing-results / hillclimbing-results.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 19,
6 "metadata": {},
7 "outputs": [],
8 "source": [
9 "from datetime import datetime\n",
10 "import glob\n",
11 "import math\n",
12 "import pandas as pd\n",
13 "import csv\n",
14 "\n",
15 "from scipy.stats import kendalltau\n",
16 "\n",
17 "import matplotlib as mpl\n",
18 "import matplotlib.pyplot as plt\n",
19 "\n",
20 "%matplotlib inline"
21 ]
22 },
23 {
24 "cell_type": "code",
25 "execution_count": 29,
26 "metadata": {},
27 "outputs": [],
28 "source": [
29 "def calc_tau(row):\n",
30 " return kendalltau([ord(c) for c in row['mapped_cipher_alphabet']], [ord(c) for c in row['target_cipher_alphabet']])[0]"
31 ]
32 },
33 {
34 "cell_type": "code",
35 "execution_count": 32,
36 "metadata": {},
37 "outputs": [
38 {
39 "name": "stdout",
40 "output_type": "stream",
41 "text": [
42 "-11168.92114676162 -6794.348261349826 test.csv\n",
43 "(-11168.92114676162, -6794.348261349826)\n"
44 ]
45 },
46 {
47 "data": {
48 "text/plain": [
49 "(-11400, -6600)"
50 ]
51 },
52 "execution_count": 32,
53 "metadata": {},
54 "output_type": "execute_result"
55 }
56 ],
57 "source": [
58 "test_ylim = None\n",
59 "for f in glob.glob(\"*test*.csv\"):\n",
60 " df = pd.read_csv(f)\n",
61 " y1 = df.fitness.max()\n",
62 " y0 = df.fitness.min()\n",
63 " print(y0, y1, f)\n",
64 " if test_ylim:\n",
65 " test_ylim = (min(test_ylim[0], y0), max(test_ylim[1], y1))\n",
66 " else:\n",
67 " test_ylim = (y0, y1)\n",
68 "print(test_ylim)\n",
69 "test_ylim = (math.floor((test_ylim[0] - 100) / 200) * 200, math.ceil((test_ylim[1] + 100) / 200) * 200)\n",
70 "test_ylim "
71 ]
72 },
73 {
74 "cell_type": "code",
75 "execution_count": 33,
76 "metadata": {},
77 "outputs": [
78 {
79 "data": {
80 "image/png": "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\n",
81 "text/plain": [
82 "<Figure size 576x432 with 1 Axes>"
83 ]
84 },
85 "metadata": {
86 "needs_background": "light"
87 },
88 "output_type": "display_data"
89 }
90 ],
91 "source": [
92 "for f in glob.glob(\"*test*.csv\"):\n",
93 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
94 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
95 " fig, ax = plt.subplots()\n",
96 " for w in workers:\n",
97 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=test_ylim, figsize=(8,6))\n",
98 " fig.savefig(f + '.png')"
99 ]
100 },
101 {
102 "cell_type": "code",
103 "execution_count": 34,
104 "metadata": {},
105 "outputs": [
106 {
107 "data": {
108 "image/png": "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\n",
109 "text/plain": [
110 "<Figure size 576x432 with 1 Axes>"
111 ]
112 },
113 "metadata": {
114 "needs_background": "light"
115 },
116 "output_type": "display_data"
117 }
118 ],
119 "source": [
120 "for f in glob.glob(\"*test*.csv\"):\n",
121 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
122 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
123 " df['tau'] = df.apply(calc_tau, axis=1)\n",
124 " fig, ax = plt.subplots()\n",
125 " for w in workers:\n",
126 " df.loc[w].tau.plot(ax=ax, color='#00000020', \n",
127 "# ylim=test_ylim, \n",
128 " figsize=(8,6))\n",
129 " fig.savefig(f + 'tau.png')"
130 ]
131 },
132 {
133 "cell_type": "code",
134 "execution_count": 31,
135 "metadata": {},
136 "outputs": [
137 {
138 "data": {
139 "text/html": [
140 "<div>\n",
141 "<style scoped>\n",
142 " .dataframe tbody tr th:only-of-type {\n",
143 " vertical-align: middle;\n",
144 " }\n",
145 "\n",
146 " .dataframe tbody tr th {\n",
147 " vertical-align: top;\n",
148 " }\n",
149 "\n",
150 " .dataframe thead th {\n",
151 " text-align: right;\n",
152 " }\n",
153 "</style>\n",
154 "<table border=\"1\" class=\"dataframe\">\n",
155 " <thead>\n",
156 " <tr style=\"text-align: right;\">\n",
157 " <th></th>\n",
158 " <th></th>\n",
159 " <th>fitness</th>\n",
160 " <th>plain_alphabet</th>\n",
161 " <th>cipher_alphabet</th>\n",
162 " <th>mapped_cipher_alphabet</th>\n",
163 " <th>target_cipher_alphabet</th>\n",
164 " <th>tau</th>\n",
165 " </tr>\n",
166 " <tr>\n",
167 " <th>worker</th>\n",
168 " <th>iteration</th>\n",
169 " <th></th>\n",
170 " <th></th>\n",
171 " <th></th>\n",
172 " <th></th>\n",
173 " <th></th>\n",
174 " <th></th>\n",
175 " </tr>\n",
176 " </thead>\n",
177 " <tbody>\n",
178 " <tr>\n",
179 " <th rowspan=\"30\" valign=\"top\">0</th>\n",
180 " <th>0</th>\n",
181 " <td>-8628.102747</td>\n",
182 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
183 " <td>vscudrzetnmixkyjwoahflqpgb</td>\n",
184 " <td>uhjnvwozdplmxrcagtesifkqyb</td>\n",
185 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
186 " <td>0.021538</td>\n",
187 " </tr>\n",
188 " <tr>\n",
189 " <th>500</th>\n",
190 " <td>-10015.192455</td>\n",
191 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
192 " <td>komvijzretnyuhbdplsqacxfwg</td>\n",
193 " <td>vqdtkplzifcnujmsweroyahxbg</td>\n",
194 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
195 " <td>-0.070769</td>\n",
196 " </tr>\n",
197 " <tr>\n",
198 " <th>1000</th>\n",
199 " <td>-9840.232586</td>\n",
200 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
201 " <td>arvymkwecdistfnhzxqplujobg</td>\n",
202 " <td>yphdazxwmouitkvqbcerslfjng</td>\n",
203 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
204 " <td>-0.206154</td>\n",
205 " </tr>\n",
206 " <tr>\n",
207 " <th>1500</th>\n",
208 " <td>-9646.643722</td>\n",
209 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
210 " <td>urvsqtbodclfjimazephywxkgn</td>\n",
211 " <td>shacuzebqkwljtvpgdorfyixmn</td>\n",
212 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
213 " <td>-0.163077</td>\n",
214 " </tr>\n",
215 " <tr>\n",
216 " <th>2000</th>\n",
217 " <td>-9708.403249</td>\n",
218 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
219 " <td>vseardmctuixkyhlbfpzjqwngo</td>\n",
220 " <td>azluvbfmrnqikdepgtcsxjywho</td>\n",
221 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
222 " <td>-0.046154</td>\n",
223 " </tr>\n",
224 " <tr>\n",
225 " <th>2500</th>\n",
226 " <td>-9591.345828</td>\n",
227 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
228 " <td>zctsvkhuefgjldnximrwqoyapb</td>\n",
229 " <td>swxfzimhvaoglktrpeucjqdynb</td>\n",
230 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
231 " <td>0.255385</td>\n",
232 " </tr>\n",
233 " <tr>\n",
234 " <th>3000</th>\n",
235 " <td>-9274.661200</td>\n",
236 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
237 " <td>cydfztnursvmikxojlehawqpgb</td>\n",
238 " <td>fhoscjlnzpwvitdegruymakqxb</td>\n",
239 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
240 " <td>-0.052308</td>\n",
241 " </tr>\n",
242 " <tr>\n",
243 " <th>3500</th>\n",
244 " <td>-9762.290517</td>\n",
245 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
246 " <td>syjtdwiruevbcmzxgqkhanflop</td>\n",
247 " <td>thxesgqidlnvcwjkourybamfzp</td>\n",
248 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
249 " <td>0.113846</td>\n",
250 " </tr>\n",
251 " <tr>\n",
252 " <th>4000</th>\n",
253 " <td>-9566.802526</td>\n",
254 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
255 " <td>rxsezjclvidofnuahmykwtgqpb</td>\n",
256 " <td>ekairhmczqtdfjsypvlxowngub</td>\n",
257 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
258 " <td>-0.064615</td>\n",
259 " </tr>\n",
260 " <tr>\n",
261 " <th>4500</th>\n",
262 " <td>-9709.704262</td>\n",
263 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
264 " <td>tjrzvlndeackbfxiwmsupgyhqo</td>\n",
265 " <td>zuiatwmnvhgcblrsqedjkpfyxo</td>\n",
266 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
267 " <td>-0.040000</td>\n",
268 " </tr>\n",
269 " <tr>\n",
270 " <th>5000</th>\n",
271 " <td>-9645.595659</td>\n",
272 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
273 " <td>dksvuhtxqzegnwmcaryfpjilbo</td>\n",
274 " <td>vfczdartuljenhsybqxkgpwimo</td>\n",
275 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
276 " <td>0.021538</td>\n",
277 " </tr>\n",
278 " <tr>\n",
279 " <th>5500</th>\n",
280 " <td>-9595.573049</td>\n",
281 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
282 " <td>drtnskeciuoybpmvzfgjawhlqx</td>\n",
283 " <td>njvudzfeslwobktgqicryaphmx</td>\n",
284 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
285 " <td>-0.070769</td>\n",
286 " </tr>\n",
287 " <tr>\n",
288 " <th>6000</th>\n",
289 " <td>-10134.537884</td>\n",
290 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
291 " <td>cpuexkdronsytfvzlmwbjiqahg</td>\n",
292 " <td>ebznclmdxaistkuwhorpyjfqvg</td>\n",
293 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
294 " <td>0.070769</td>\n",
295 " </tr>\n",
296 " <tr>\n",
297 " <th>6500</th>\n",
298 " <td>-9741.092822</td>\n",
299 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
300 " <td>cvuixydrkbmwtfzeqsgnphljoa</td>\n",
301 " <td>inebcqsdxjhmtyugokrvwpflza</td>\n",
302 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
303 " <td>-0.021538</td>\n",
304 " </tr>\n",
305 " <tr>\n",
306 " <th>7000</th>\n",
307 " <td>-9511.269200</td>\n",
308 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
309 " <td>zorytuqsvdhcewjnixgamkfpbl</td>\n",
310 " <td>yandzixqtpkheurgbvsocmwfjl</td>\n",
311 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
312 " <td>0.236923</td>\n",
313 " </tr>\n",
314 " <tr>\n",
315 " <th>7500</th>\n",
316 " <td>-9832.513040</td>\n",
317 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
318 " <td>cuftdrzwnybishempjvkgaloqx</td>\n",
319 " <td>tkmycpjzdoabsrfvqnwuighlex</td>\n",
320 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
321 " <td>-0.193846</td>\n",
322 " </tr>\n",
323 " <tr>\n",
324 " <th>8000</th>\n",
325 " <td>-9107.286677</td>\n",
326 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
327 " <td>vydsctgnzkxirwmehjlofuaqbp</td>\n",
328 " <td>soekvhjgcquxrtdlbznyifwamp</td>\n",
329 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
330 " <td>0.009231</td>\n",
331 " </tr>\n",
332 " <tr>\n",
333 " <th>8500</th>\n",
334 " <td>-9257.228364</td>\n",
335 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
336 " <td>secovzfrdltmubkyhnxwgajiqp</td>\n",
337 " <td>owylshnfviatuzcxqdremgbjkp</td>\n",
338 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
339 " <td>0.046154</td>\n",
340 " </tr>\n",
341 " <tr>\n",
342 " <th>9000</th>\n",
343 " <td>-9566.660006</td>\n",
344 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
345 " <td>tcznvajidyxsoklumhrpebgqwf</td>\n",
346 " <td>npuytmhjvqbxoazrwdicsekglf</td>\n",
347 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
348 " <td>0.175385</td>\n",
349 " </tr>\n",
350 " <tr>\n",
351 " <th>9500</th>\n",
352 " <td>-9567.994771</td>\n",
353 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
354 " <td>vrmyexncfkzudbsoawhtliqjpg</td>\n",
355 " <td>ytokvawnejizdxmhpfcrulbqsg</td>\n",
356 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
357 " <td>0.003077</td>\n",
358 " </tr>\n",
359 " <tr>\n",
360 " <th>10000</th>\n",
361 " <td>-9100.590756</td>\n",
362 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
363 " <td>sancvzmtrdkjhexulioywpqgfb</td>\n",
364 " <td>cyudslimvgpkhznofrtajweqxb</td>\n",
365 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
366 " <td>0.033846</td>\n",
367 " </tr>\n",
368 " <tr>\n",
369 " <th>10500</th>\n",
370 " <td>-9476.196668</td>\n",
371 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
372 " <td>easutfcvrdzwxjnkbmyqhlgpoi</td>\n",
373 " <td>uqkdebmctplzxfsyorvawhjgni</td>\n",
374 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
375 " <td>0.144615</td>\n",
376 " </tr>\n",
377 " <tr>\n",
378 " <th>11000</th>\n",
379 " <td>-9393.930253</td>\n",
380 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
381 " <td>vtsuazrnmjipexdwcblqfohkgy</td>\n",
382 " <td>uqwjvcbrakoiezslgmntpfxhdy</td>\n",
383 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
384 " <td>-0.052308</td>\n",
385 " </tr>\n",
386 " <tr>\n",
387 " <th>11500</th>\n",
388 " <td>-8412.054539</td>\n",
389 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
390 " <td>vjsrumothzeidfycknaxwpblqg</td>\n",
391 " <td>rxczvknoulpedmsaqhtjiwfbyg</td>\n",
392 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
393 " <td>0.058462</td>\n",
394 " </tr>\n",
395 " <tr>\n",
396 " <th>12000</th>\n",
397 " <td>-9373.262246</td>\n",
398 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
399 " <td>siruvejwndzthpgcokabfmlxyq</td>\n",
400 " <td>ubcdsokjvxmzheraynwitfplgq</td>\n",
401 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
402 " <td>0.169231</td>\n",
403 " </tr>\n",
404 " <tr>\n",
405 " <th>12500</th>\n",
406 " <td>-8940.366387</td>\n",
407 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
408 " <td>vdsupzxmchetrikjwynboflgaq</td>\n",
409 " <td>ubjhvwyxpgferzsnacmdtoilkq</td>\n",
410 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
411 " <td>-0.021538</td>\n",
412 " </tr>\n",
413 " <tr>\n",
414 " <th>13000</th>\n",
415 " <td>-8557.340778</td>\n",
416 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
417 " <td>scvuxdeotinrmzalkjwfyqhpbg</td>\n",
418 " <td>ufliskjexpqnmdvwbtocryzhag</td>\n",
419 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
420 " <td>0.224615</td>\n",
421 " </tr>\n",
422 " <tr>\n",
423 " <th>13500</th>\n",
424 " <td>-8171.637333</td>\n",
425 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
426 " <td>vcsukdejznfrtbyxiwhmolapgq</td>\n",
427 " <td>umxnviwekplftdshgzjcrobayq</td>\n",
428 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
429 " <td>0.316923</td>\n",
430 " </tr>\n",
431 " <tr>\n",
432 " <th>14000</th>\n",
433 " <td>-8450.637319</td>\n",
434 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
435 " <td>vcnsumejdazripkyoltghwqfbx</td>\n",
436 " <td>sgyavoleufwzimntbdjcrhpqkx</td>\n",
437 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
438 " <td>0.064615</td>\n",
439 " </tr>\n",
440 " <tr>\n",
441 " <th>14500</th>\n",
442 " <td>-7445.172069</td>\n",
443 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
444 " <td>vcsurdejzmnioyxtqwakhgbpfl</td>\n",
445 " <td>uktmvqwerpgnodsafzjcihybxl</td>\n",
446 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
447 " <td>0.600000</td>\n",
448 " </tr>\n",
449 " <tr>\n",
450 " <th>...</th>\n",
451 " <th>...</th>\n",
452 " <td>...</td>\n",
453 " <td>...</td>\n",
454 " <td>...</td>\n",
455 " <td>...</td>\n",
456 " <td>...</td>\n",
457 " <td>...</td>\n",
458 " </tr>\n",
459 " <tr>\n",
460 " <th rowspan=\"30\" valign=\"top\">23</th>\n",
461 " <th>5000</th>\n",
462 " <td>-9476.690080</td>\n",
463 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
464 " <td>ecsudbrvlomwnytkjxahgzqfip</td>\n",
465 " <td>uhkoejxrdfzmnbsailvcwgyqtp</td>\n",
466 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
467 " <td>0.255385</td>\n",
468 " </tr>\n",
469 " <tr>\n",
470 " <th>5500</th>\n",
471 " <td>-9314.062738</td>\n",
472 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
473 " <td>vsuyczidroxmwapnegfhtbqlkj</td>\n",
474 " <td>yhnovegiclbxwzufkrdsmtaqpj</td>\n",
475 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
476 " <td>0.040000</td>\n",
477 " </tr>\n",
478 " <tr>\n",
479 " <th>6000</th>\n",
480 " <td>-9495.030032</td>\n",
481 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
482 " <td>rnvdueyctlzpghsxkijbqfmoaw</td>\n",
483 " <td>dbxlrkiyuofzgevjatcnpqhmsw</td>\n",
484 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
485 " <td>0.003077</td>\n",
486 " </tr>\n",
487 " <tr>\n",
488 " <th>6500</th>\n",
489 " <td>-9937.475777</td>\n",
490 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
491 " <td>vibscmgltredzhxkojqayfuwpn</td>\n",
492 " <td>sakrvojgcwfezmbqptlidyhuxn</td>\n",
493 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
494 " <td>-0.021538</td>\n",
495 " </tr>\n",
496 " <tr>\n",
497 " <th>7000</th>\n",
498 " <td>-9005.034593</td>\n",
499 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
500 " <td>virusntmbdcjzoxkwafyhepqgl</td>\n",
501 " <td>uykdvwatsqecznrfgbmijhopxl</td>\n",
502 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
503 " <td>0.021538</td>\n",
504 " </tr>\n",
505 " <tr>\n",
506 " <th>7500</th>\n",
507 " <td>-9224.941732</td>\n",
508 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
509 " <td>vdurkntsexhpogbciyzjqalmfw</td>\n",
510 " <td>rjcxviytkmahonuzfesdpqglbw</td>\n",
511 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
512 " <td>-0.070769</td>\n",
513 " </tr>\n",
514 " <tr>\n",
515 " <th>8000</th>\n",
516 " <td>-9285.943028</td>\n",
517 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
518 " <td>rvnuzdakshtqcxiewjymobfpgl</td>\n",
519 " <td>umehrwjazpbtcdnygskvqoxfil</td>\n",
520 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
521 " <td>0.070769</td>\n",
522 " </tr>\n",
523 " <tr>\n",
524 " <th>8500</th>\n",
525 " <td>-9349.181897</td>\n",
526 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
527 " <td>tdvreuwchozkxmisgpfqaylnbj</td>\n",
528 " <td>rqsotgpwenyzxuvfbhcdkamlij</td>\n",
529 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
530 " <td>0.052308</td>\n",
531 " </tr>\n",
532 " <tr>\n",
533 " <th>9000</th>\n",
534 " <td>-8709.705712</td>\n",
535 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
536 " <td>snrvuzlcdwmhkafyjetxigobqp</td>\n",
537 " <td>vxywsjelubgmkzrtqdcnhiaofp</td>\n",
538 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
539 " <td>-0.052308</td>\n",
540 " </tr>\n",
541 " <tr>\n",
542 " <th>9500</th>\n",
543 " <td>-9526.938751</td>\n",
544 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
545 " <td>sduvzrwglmaxtofeypcnkijhqb</td>\n",
546 " <td>vnemsypwzhiatrucqlgdxkojfb</td>\n",
547 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
548 " <td>0.163077</td>\n",
549 " </tr>\n",
550 " <tr>\n",
551 " <th>10000</th>\n",
552 " <td>-9799.421945</td>\n",
553 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
554 " <td>mzsjudxvelhqtocrapykbngwfi</td>\n",
555 " <td>jkrlmapxuwnhtdsyfevzqbogci</td>\n",
556 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
557 " <td>-0.064615</td>\n",
558 " </tr>\n",
559 " <tr>\n",
560 " <th>10500</th>\n",
561 " <td>-9138.124734</td>\n",
562 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
563 " <td>sdrvciwuknyzomgpxtejbqalfh</td>\n",
564 " <td>vjpnsxtwclqyoirefkudzbmagh</td>\n",
565 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
566 " <td>0.144615</td>\n",
567 " </tr>\n",
568 " <tr>\n",
569 " <th>11000</th>\n",
570 " <td>-9208.530069</td>\n",
571 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
572 " <td>vescmrpuzbqinxltjfywgdhkoa</td>\n",
573 " <td>cwtbvjfpmkdqnrsyozueigxhla</td>\n",
574 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
575 " <td>0.292308</td>\n",
576 " </tr>\n",
577 " <tr>\n",
578 " <th>11500</th>\n",
579 " <td>-9207.441206</td>\n",
580 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
581 " <td>bjrsvdftcozinwxkemulaphyqg</td>\n",
582 " <td>slkobemfvypzndruqctjiawhxg</td>\n",
583 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
584 " <td>0.095385</td>\n",
585 " </tr>\n",
586 " <tr>\n",
587 " <th>12000</th>\n",
588 " <td>-9081.219187</td>\n",
589 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
590 " <td>sncvwdqtemourkhxigzlybjapf</td>\n",
591 " <td>vlxmsigqwabordczpetnuykjhf</td>\n",
592 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
593 " <td>0.089231</td>\n",
594 " </tr>\n",
595 " <tr>\n",
596 " <th>12500</th>\n",
597 " <td>-9155.632933</td>\n",
598 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
599 " <td>smevroancztylxbihgudwkjpfq</td>\n",
600 " <td>vdizshgarpktloeufcnmywxjbq</td>\n",
601 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
602 " <td>-0.070769</td>\n",
603 " </tr>\n",
604 " <tr>\n",
605 " <th>13000</th>\n",
606 " <td>-8696.404168</td>\n",
607 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
608 " <td>skvrucnedzypfjwimhxtqlboga</td>\n",
609 " <td>rtizsmhnuolyfcvxgdekpqjbwa</td>\n",
610 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
611 " <td>-0.021538</td>\n",
612 " </tr>\n",
613 " <tr>\n",
614 " <th>13500</th>\n",
615 " <td>-8430.207825</td>\n",
616 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
617 " <td>vdsrumjtgxeiwkacnlzohybfpq</td>\n",
618 " <td>rocxvnljufyewmszpgtdihkbaq</td>\n",
619 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
620 " <td>-0.040000</td>\n",
621 " </tr>\n",
622 " <tr>\n",
623 " <th>14000</th>\n",
624 " <td>-8881.481965</td>\n",
625 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
626 " <td>vexrutfdzmnqywskilcjpbaogh</td>\n",
627 " <td>rjkmvilfuobnytxcgzdeqpwash</td>\n",
628 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
629 " <td>0.329231</td>\n",
630 " </tr>\n",
631 " <tr>\n",
632 " <th>14500</th>\n",
633 " <td>-8391.704203</td>\n",
634 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
635 " <td>rtsvuxekdnzymjqcboifwhlpga</td>\n",
636 " <td>vfcnrboeuphzmxsigdktywjlqa</td>\n",
637 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
638 " <td>-0.040000</td>\n",
639 " </tr>\n",
640 " <tr>\n",
641 " <th>15000</th>\n",
642 " <td>-7948.660076</td>\n",
643 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
644 " <td>veusrtoczyxinwkdalmjhfqgpb</td>\n",
645 " <td>sjdyvalorgfxntumpzceihwqkb</td>\n",
646 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
647 " <td>0.353846</td>\n",
648 " </tr>\n",
649 " <tr>\n",
650 " <th>15500</th>\n",
651 " <td>-7583.543584</td>\n",
652 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
653 " <td>vcsurdetnxziafkgomjyhlwqpb</td>\n",
654 " <td>uygxvomerqlzadsjpntcihfwkb</td>\n",
655 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
656 " <td>0.273846</td>\n",
657 " </tr>\n",
658 " <tr>\n",
659 " <th>16000</th>\n",
660 " <td>-7177.945210</td>\n",
661 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
662 " <td>vcsurdetzmniofkajbxyhwplqg</td>\n",
663 " <td>uyamvjberlwnodsxqztcihfpkg</td>\n",
664 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
665 " <td>0.286154</td>\n",
666 " </tr>\n",
667 " <tr>\n",
668 " <th>16500</th>\n",
669 " <td>-6943.209465</td>\n",
670 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
671 " <td>vcsurdetzmnioykxjlwahfpqbg</td>\n",
672 " <td>uaxmvjlerqfnodswbztcihypkg</td>\n",
673 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
674 " <td>0.581538</td>\n",
675 " </tr>\n",
676 " <tr>\n",
677 " <th>17000</th>\n",
678 " <td>-6814.331110</td>\n",
679 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
680 " <td>vcsurdetzmnioykxjwalhfgpqb</td>\n",
681 " <td>ulxmvjwerpfnodsaqztcihygkb</td>\n",
682 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
683 " <td>0.895385</td>\n",
684 " </tr>\n",
685 " <tr>\n",
686 " <th>17500</th>\n",
687 " <td>-6819.395258</td>\n",
688 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
689 " <td>vcsurdetzmnioykxjwalhfpqgb</td>\n",
690 " <td>ulxmvjwerqfnodsagztcihypkb</td>\n",
691 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
692 " <td>0.883077</td>\n",
693 " </tr>\n",
694 " <tr>\n",
695 " <th>18000</th>\n",
696 " <td>-6812.903920</td>\n",
697 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
698 " <td>vcsurdetzmnioykxjwalhfbgqp</td>\n",
699 " <td>ulxmvjwergfnodsaqztcihybkp</td>\n",
700 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
701 " <td>0.833846</td>\n",
702 " </tr>\n",
703 " <tr>\n",
704 " <th>18500</th>\n",
705 " <td>-6807.957615</td>\n",
706 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
707 " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
708 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
709 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
710 " <td>1.000000</td>\n",
711 " </tr>\n",
712 " <tr>\n",
713 " <th>19000</th>\n",
714 " <td>-6807.957615</td>\n",
715 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
716 " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
717 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
718 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
719 " <td>1.000000</td>\n",
720 " </tr>\n",
721 " <tr>\n",
722 " <th>19500</th>\n",
723 " <td>-6807.957615</td>\n",
724 " <td>etoainhsrdlumwycfgpbvkxjqz</td>\n",
725 " <td>vcsurdetzmnioykxjwalhfpgqb</td>\n",
726 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
727 " <td>ulxmvjwergfnodsaqztcihypkb</td>\n",
728 " <td>1.000000</td>\n",
729 " </tr>\n",
730 " </tbody>\n",
731 "</table>\n",
732 "<p>960 rows × 6 columns</p>\n",
733 "</div>"
734 ],
735 "text/plain": [
736 " fitness plain_alphabet \\\n",
737 "worker iteration \n",
738 "0 0 -8628.102747 etoainhsrdlumwycfgpbvkxjqz \n",
739 " 500 -10015.192455 etoainhsrdlumwycfgpbvkxjqz \n",
740 " 1000 -9840.232586 etoainhsrdlumwycfgpbvkxjqz \n",
741 " 1500 -9646.643722 etoainhsrdlumwycfgpbvkxjqz \n",
742 " 2000 -9708.403249 etoainhsrdlumwycfgpbvkxjqz \n",
743 " 2500 -9591.345828 etoainhsrdlumwycfgpbvkxjqz \n",
744 " 3000 -9274.661200 etoainhsrdlumwycfgpbvkxjqz \n",
745 " 3500 -9762.290517 etoainhsrdlumwycfgpbvkxjqz \n",
746 " 4000 -9566.802526 etoainhsrdlumwycfgpbvkxjqz \n",
747 " 4500 -9709.704262 etoainhsrdlumwycfgpbvkxjqz \n",
748 " 5000 -9645.595659 etoainhsrdlumwycfgpbvkxjqz \n",
749 " 5500 -9595.573049 etoainhsrdlumwycfgpbvkxjqz \n",
750 " 6000 -10134.537884 etoainhsrdlumwycfgpbvkxjqz \n",
751 " 6500 -9741.092822 etoainhsrdlumwycfgpbvkxjqz \n",
752 " 7000 -9511.269200 etoainhsrdlumwycfgpbvkxjqz \n",
753 " 7500 -9832.513040 etoainhsrdlumwycfgpbvkxjqz \n",
754 " 8000 -9107.286677 etoainhsrdlumwycfgpbvkxjqz \n",
755 " 8500 -9257.228364 etoainhsrdlumwycfgpbvkxjqz \n",
756 " 9000 -9566.660006 etoainhsrdlumwycfgpbvkxjqz \n",
757 " 9500 -9567.994771 etoainhsrdlumwycfgpbvkxjqz \n",
758 " 10000 -9100.590756 etoainhsrdlumwycfgpbvkxjqz \n",
759 " 10500 -9476.196668 etoainhsrdlumwycfgpbvkxjqz \n",
760 " 11000 -9393.930253 etoainhsrdlumwycfgpbvkxjqz \n",
761 " 11500 -8412.054539 etoainhsrdlumwycfgpbvkxjqz \n",
762 " 12000 -9373.262246 etoainhsrdlumwycfgpbvkxjqz \n",
763 " 12500 -8940.366387 etoainhsrdlumwycfgpbvkxjqz \n",
764 " 13000 -8557.340778 etoainhsrdlumwycfgpbvkxjqz \n",
765 " 13500 -8171.637333 etoainhsrdlumwycfgpbvkxjqz \n",
766 " 14000 -8450.637319 etoainhsrdlumwycfgpbvkxjqz \n",
767 " 14500 -7445.172069 etoainhsrdlumwycfgpbvkxjqz \n",
768 "... ... ... \n",
769 "23 5000 -9476.690080 etoainhsrdlumwycfgpbvkxjqz \n",
770 " 5500 -9314.062738 etoainhsrdlumwycfgpbvkxjqz \n",
771 " 6000 -9495.030032 etoainhsrdlumwycfgpbvkxjqz \n",
772 " 6500 -9937.475777 etoainhsrdlumwycfgpbvkxjqz \n",
773 " 7000 -9005.034593 etoainhsrdlumwycfgpbvkxjqz \n",
774 " 7500 -9224.941732 etoainhsrdlumwycfgpbvkxjqz \n",
775 " 8000 -9285.943028 etoainhsrdlumwycfgpbvkxjqz \n",
776 " 8500 -9349.181897 etoainhsrdlumwycfgpbvkxjqz \n",
777 " 9000 -8709.705712 etoainhsrdlumwycfgpbvkxjqz \n",
778 " 9500 -9526.938751 etoainhsrdlumwycfgpbvkxjqz \n",
779 " 10000 -9799.421945 etoainhsrdlumwycfgpbvkxjqz \n",
780 " 10500 -9138.124734 etoainhsrdlumwycfgpbvkxjqz \n",
781 " 11000 -9208.530069 etoainhsrdlumwycfgpbvkxjqz \n",
782 " 11500 -9207.441206 etoainhsrdlumwycfgpbvkxjqz \n",
783 " 12000 -9081.219187 etoainhsrdlumwycfgpbvkxjqz \n",
784 " 12500 -9155.632933 etoainhsrdlumwycfgpbvkxjqz \n",
785 " 13000 -8696.404168 etoainhsrdlumwycfgpbvkxjqz \n",
786 " 13500 -8430.207825 etoainhsrdlumwycfgpbvkxjqz \n",
787 " 14000 -8881.481965 etoainhsrdlumwycfgpbvkxjqz \n",
788 " 14500 -8391.704203 etoainhsrdlumwycfgpbvkxjqz \n",
789 " 15000 -7948.660076 etoainhsrdlumwycfgpbvkxjqz \n",
790 " 15500 -7583.543584 etoainhsrdlumwycfgpbvkxjqz \n",
791 " 16000 -7177.945210 etoainhsrdlumwycfgpbvkxjqz \n",
792 " 16500 -6943.209465 etoainhsrdlumwycfgpbvkxjqz \n",
793 " 17000 -6814.331110 etoainhsrdlumwycfgpbvkxjqz \n",
794 " 17500 -6819.395258 etoainhsrdlumwycfgpbvkxjqz \n",
795 " 18000 -6812.903920 etoainhsrdlumwycfgpbvkxjqz \n",
796 " 18500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
797 " 19000 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
798 " 19500 -6807.957615 etoainhsrdlumwycfgpbvkxjqz \n",
799 "\n",
800 " cipher_alphabet mapped_cipher_alphabet \\\n",
801 "worker iteration \n",
802 "0 0 vscudrzetnmixkyjwoahflqpgb uhjnvwozdplmxrcagtesifkqyb \n",
803 " 500 komvijzretnyuhbdplsqacxfwg vqdtkplzifcnujmsweroyahxbg \n",
804 " 1000 arvymkwecdistfnhzxqplujobg yphdazxwmouitkvqbcerslfjng \n",
805 " 1500 urvsqtbodclfjimazephywxkgn shacuzebqkwljtvpgdorfyixmn \n",
806 " 2000 vseardmctuixkyhlbfpzjqwngo azluvbfmrnqikdepgtcsxjywho \n",
807 " 2500 zctsvkhuefgjldnximrwqoyapb swxfzimhvaoglktrpeucjqdynb \n",
808 " 3000 cydfztnursvmikxojlehawqpgb fhoscjlnzpwvitdegruymakqxb \n",
809 " 3500 syjtdwiruevbcmzxgqkhanflop thxesgqidlnvcwjkourybamfzp \n",
810 " 4000 rxsezjclvidofnuahmykwtgqpb ekairhmczqtdfjsypvlxowngub \n",
811 " 4500 tjrzvlndeackbfxiwmsupgyhqo zuiatwmnvhgcblrsqedjkpfyxo \n",
812 " 5000 dksvuhtxqzegnwmcaryfpjilbo vfczdartuljenhsybqxkgpwimo \n",
813 " 5500 drtnskeciuoybpmvzfgjawhlqx njvudzfeslwobktgqicryaphmx \n",
814 " 6000 cpuexkdronsytfvzlmwbjiqahg ebznclmdxaistkuwhorpyjfqvg \n",
815 " 6500 cvuixydrkbmwtfzeqsgnphljoa inebcqsdxjhmtyugokrvwpflza \n",
816 " 7000 zorytuqsvdhcewjnixgamkfpbl yandzixqtpkheurgbvsocmwfjl \n",
817 " 7500 cuftdrzwnybishempjvkgaloqx tkmycpjzdoabsrfvqnwuighlex \n",
818 " 8000 vydsctgnzkxirwmehjlofuaqbp soekvhjgcquxrtdlbznyifwamp \n",
819 " 8500 secovzfrdltmubkyhnxwgajiqp owylshnfviatuzcxqdremgbjkp \n",
820 " 9000 tcznvajidyxsoklumhrpebgqwf npuytmhjvqbxoazrwdicsekglf \n",
821 " 9500 vrmyexncfkzudbsoawhtliqjpg ytokvawnejizdxmhpfcrulbqsg \n",
822 " 10000 sancvzmtrdkjhexulioywpqgfb cyudslimvgpkhznofrtajweqxb \n",
823 " 10500 easutfcvrdzwxjnkbmyqhlgpoi uqkdebmctplzxfsyorvawhjgni \n",
824 " 11000 vtsuazrnmjipexdwcblqfohkgy uqwjvcbrakoiezslgmntpfxhdy \n",
825 " 11500 vjsrumothzeidfycknaxwpblqg rxczvknoulpedmsaqhtjiwfbyg \n",
826 " 12000 siruvejwndzthpgcokabfmlxyq ubcdsokjvxmzheraynwitfplgq \n",
827 " 12500 vdsupzxmchetrikjwynboflgaq ubjhvwyxpgferzsnacmdtoilkq \n",
828 " 13000 scvuxdeotinrmzalkjwfyqhpbg ufliskjexpqnmdvwbtocryzhag \n",
829 " 13500 vcsukdejznfrtbyxiwhmolapgq umxnviwekplftdshgzjcrobayq \n",
830 " 14000 vcnsumejdazripkyoltghwqfbx sgyavoleufwzimntbdjcrhpqkx \n",
831 " 14500 vcsurdejzmnioyxtqwakhgbpfl uktmvqwerpgnodsafzjcihybxl \n",
832 "... ... ... \n",
833 "23 5000 ecsudbrvlomwnytkjxahgzqfip uhkoejxrdfzmnbsailvcwgyqtp \n",
834 " 5500 vsuyczidroxmwapnegfhtbqlkj yhnovegiclbxwzufkrdsmtaqpj \n",
835 " 6000 rnvdueyctlzpghsxkijbqfmoaw dbxlrkiyuofzgevjatcnpqhmsw \n",
836 " 6500 vibscmgltredzhxkojqayfuwpn sakrvojgcwfezmbqptlidyhuxn \n",
837 " 7000 virusntmbdcjzoxkwafyhepqgl uykdvwatsqecznrfgbmijhopxl \n",
838 " 7500 vdurkntsexhpogbciyzjqalmfw rjcxviytkmahonuzfesdpqglbw \n",
839 " 8000 rvnuzdakshtqcxiewjymobfpgl umehrwjazpbtcdnygskvqoxfil \n",
840 " 8500 tdvreuwchozkxmisgpfqaylnbj rqsotgpwenyzxuvfbhcdkamlij \n",
841 " 9000 snrvuzlcdwmhkafyjetxigobqp vxywsjelubgmkzrtqdcnhiaofp \n",
842 " 9500 sduvzrwglmaxtofeypcnkijhqb vnemsypwzhiatrucqlgdxkojfb \n",
843 " 10000 mzsjudxvelhqtocrapykbngwfi jkrlmapxuwnhtdsyfevzqbogci \n",
844 " 10500 sdrvciwuknyzomgpxtejbqalfh vjpnsxtwclqyoirefkudzbmagh \n",
845 " 11000 vescmrpuzbqinxltjfywgdhkoa cwtbvjfpmkdqnrsyozueigxhla \n",
846 " 11500 bjrsvdftcozinwxkemulaphyqg slkobemfvypzndruqctjiawhxg \n",
847 " 12000 sncvwdqtemourkhxigzlybjapf vlxmsigqwabordczpetnuykjhf \n",
848 " 12500 smevroancztylxbihgudwkjpfq vdizshgarpktloeufcnmywxjbq \n",
849 " 13000 skvrucnedzypfjwimhxtqlboga rtizsmhnuolyfcvxgdekpqjbwa \n",
850 " 13500 vdsrumjtgxeiwkacnlzohybfpq rocxvnljufyewmszpgtdihkbaq \n",
851 " 14000 vexrutfdzmnqywskilcjpbaogh rjkmvilfuobnytxcgzdeqpwash \n",
852 " 14500 rtsvuxekdnzymjqcboifwhlpga vfcnrboeuphzmxsigdktywjlqa \n",
853 " 15000 veusrtoczyxinwkdalmjhfqgpb sjdyvalorgfxntumpzceihwqkb \n",
854 " 15500 vcsurdetnxziafkgomjyhlwqpb uygxvomerqlzadsjpntcihfwkb \n",
855 " 16000 vcsurdetzmniofkajbxyhwplqg uyamvjberlwnodsxqztcihfpkg \n",
856 " 16500 vcsurdetzmnioykxjlwahfpqbg uaxmvjlerqfnodswbztcihypkg \n",
857 " 17000 vcsurdetzmnioykxjwalhfgpqb ulxmvjwerpfnodsaqztcihygkb \n",
858 " 17500 vcsurdetzmnioykxjwalhfpqgb ulxmvjwerqfnodsagztcihypkb \n",
859 " 18000 vcsurdetzmnioykxjwalhfbgqp ulxmvjwergfnodsaqztcihybkp \n",
860 " 18500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
861 " 19000 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
862 " 19500 vcsurdetzmnioykxjwalhfpgqb ulxmvjwergfnodsaqztcihypkb \n",
863 "\n",
864 " target_cipher_alphabet tau \n",
865 "worker iteration \n",
866 "0 0 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
867 " 500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
868 " 1000 ulxmvjwergfnodsaqztcihypkb -0.206154 \n",
869 " 1500 ulxmvjwergfnodsaqztcihypkb -0.163077 \n",
870 " 2000 ulxmvjwergfnodsaqztcihypkb -0.046154 \n",
871 " 2500 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
872 " 3000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
873 " 3500 ulxmvjwergfnodsaqztcihypkb 0.113846 \n",
874 " 4000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
875 " 4500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
876 " 5000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
877 " 5500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
878 " 6000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
879 " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
880 " 7000 ulxmvjwergfnodsaqztcihypkb 0.236923 \n",
881 " 7500 ulxmvjwergfnodsaqztcihypkb -0.193846 \n",
882 " 8000 ulxmvjwergfnodsaqztcihypkb 0.009231 \n",
883 " 8500 ulxmvjwergfnodsaqztcihypkb 0.046154 \n",
884 " 9000 ulxmvjwergfnodsaqztcihypkb 0.175385 \n",
885 " 9500 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
886 " 10000 ulxmvjwergfnodsaqztcihypkb 0.033846 \n",
887 " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
888 " 11000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
889 " 11500 ulxmvjwergfnodsaqztcihypkb 0.058462 \n",
890 " 12000 ulxmvjwergfnodsaqztcihypkb 0.169231 \n",
891 " 12500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
892 " 13000 ulxmvjwergfnodsaqztcihypkb 0.224615 \n",
893 " 13500 ulxmvjwergfnodsaqztcihypkb 0.316923 \n",
894 " 14000 ulxmvjwergfnodsaqztcihypkb 0.064615 \n",
895 " 14500 ulxmvjwergfnodsaqztcihypkb 0.600000 \n",
896 "... ... ... \n",
897 "23 5000 ulxmvjwergfnodsaqztcihypkb 0.255385 \n",
898 " 5500 ulxmvjwergfnodsaqztcihypkb 0.040000 \n",
899 " 6000 ulxmvjwergfnodsaqztcihypkb 0.003077 \n",
900 " 6500 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
901 " 7000 ulxmvjwergfnodsaqztcihypkb 0.021538 \n",
902 " 7500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
903 " 8000 ulxmvjwergfnodsaqztcihypkb 0.070769 \n",
904 " 8500 ulxmvjwergfnodsaqztcihypkb 0.052308 \n",
905 " 9000 ulxmvjwergfnodsaqztcihypkb -0.052308 \n",
906 " 9500 ulxmvjwergfnodsaqztcihypkb 0.163077 \n",
907 " 10000 ulxmvjwergfnodsaqztcihypkb -0.064615 \n",
908 " 10500 ulxmvjwergfnodsaqztcihypkb 0.144615 \n",
909 " 11000 ulxmvjwergfnodsaqztcihypkb 0.292308 \n",
910 " 11500 ulxmvjwergfnodsaqztcihypkb 0.095385 \n",
911 " 12000 ulxmvjwergfnodsaqztcihypkb 0.089231 \n",
912 " 12500 ulxmvjwergfnodsaqztcihypkb -0.070769 \n",
913 " 13000 ulxmvjwergfnodsaqztcihypkb -0.021538 \n",
914 " 13500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
915 " 14000 ulxmvjwergfnodsaqztcihypkb 0.329231 \n",
916 " 14500 ulxmvjwergfnodsaqztcihypkb -0.040000 \n",
917 " 15000 ulxmvjwergfnodsaqztcihypkb 0.353846 \n",
918 " 15500 ulxmvjwergfnodsaqztcihypkb 0.273846 \n",
919 " 16000 ulxmvjwergfnodsaqztcihypkb 0.286154 \n",
920 " 16500 ulxmvjwergfnodsaqztcihypkb 0.581538 \n",
921 " 17000 ulxmvjwergfnodsaqztcihypkb 0.895385 \n",
922 " 17500 ulxmvjwergfnodsaqztcihypkb 0.883077 \n",
923 " 18000 ulxmvjwergfnodsaqztcihypkb 0.833846 \n",
924 " 18500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
925 " 19000 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
926 " 19500 ulxmvjwergfnodsaqztcihypkb 1.000000 \n",
927 "\n",
928 "[960 rows x 6 columns]"
929 ]
930 },
931 "execution_count": 31,
932 "metadata": {},
933 "output_type": "execute_result"
934 }
935 ],
936 "source": [
937 "df"
938 ]
939 },
940 {
941 "cell_type": "markdown",
942 "metadata": {},
943 "source": [
944 "# Find the graph limits"
945 ]
946 },
947 {
948 "cell_type": "code",
949 "execution_count": 35,
950 "metadata": {},
951 "outputs": [
952 {
953 "name": "stdout",
954 "output_type": "stream",
955 "text": [
956 "-3869.307250218112 -2516.00992398943 sa-random-unigram-uniform.csv\n",
957 "-3839.3134735383337 -2516.00992398943 hillclimbing-random-unigram-uniform.csv\n"
958 ]
959 },
960 {
961 "data": {
962 "text/plain": [
963 "(-4000, -2400)"
964 ]
965 },
966 "execution_count": 35,
967 "metadata": {},
968 "output_type": "execute_result"
969 }
970 ],
971 "source": [
972 "unigram_ylim = None\n",
973 "for f in glob.glob(\"*unigram*.csv\"):\n",
974 " df = pd.read_csv(f)\n",
975 " y1 = df.fitness.max()\n",
976 " y0 = df.fitness.min()\n",
977 " print(y0, y1, f)\n",
978 " if unigram_ylim:\n",
979 " unigram_ylim = (min(unigram_ylim[0], y0), max(unigram_ylim[1], y1))\n",
980 " else:\n",
981 " unigram_ylim = (y0, y1)\n",
982 "unigram_ylim = (math.floor((unigram_ylim[0] - 100) / 200) * 200, math.ceil((unigram_ylim[1] + 100) / 200) * 200)\n",
983 "unigram_ylim "
984 ]
985 },
986 {
987 "cell_type": "code",
988 "execution_count": 36,
989 "metadata": {},
990 "outputs": [
991 {
992 "data": {
993 "text/plain": [
994 "-3800"
995 ]
996 },
997 "execution_count": 36,
998 "metadata": {},
999 "output_type": "execute_result"
1000 }
1001 ],
1002 "source": [
1003 "math.ceil(-3935.561885011543 / 200) * 200"
1004 ]
1005 },
1006 {
1007 "cell_type": "code",
1008 "execution_count": 37,
1009 "metadata": {},
1010 "outputs": [
1011 {
1012 "name": "stdout",
1013 "output_type": "stream",
1014 "text": [
1015 "-12720.143220102082 -6794.348261349826 hillclimbing-random-trigram-uniform.csv\n",
1016 "-8829.190767456532 -6794.348261349826 sa-given-trigram-uniform-50.csv\n",
1017 "-12353.066243453513 -6794.348261349826 sa-random-trigram-uniform-50.csv\n",
1018 "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-uniform.csv\n",
1019 "-11354.213044609856 -6794.348261349826 sa-given-trigram-gaussian.csv\n",
1020 "-8615.89272592576 -6794.348261349826 hillclimbing-given-trigram-gaussian.csv\n",
1021 "-12473.766416410037 -6794.348261349826 sa-random-trigram-uniform.csv\n",
1022 "-8812.095650467198 -6794.348261349826 sa-given-trigram-gaussian-50.csv\n",
1023 "-11135.426970803037 -6794.348261349826 sa-given-trigram-uniform.csv\n"
1024 ]
1025 },
1026 {
1027 "data": {
1028 "text/plain": [
1029 "(-13000, -6600)"
1030 ]
1031 },
1032 "execution_count": 37,
1033 "metadata": {},
1034 "output_type": "execute_result"
1035 }
1036 ],
1037 "source": [
1038 "trigram_ylim = None\n",
1039 "for f in glob.glob(\"*trigram*.csv\"):\n",
1040 " df = pd.read_csv(f)\n",
1041 " y1 = df.fitness.max()\n",
1042 " y0 = df.fitness.min()\n",
1043 " print(y0, y1, f)\n",
1044 " if trigram_ylim:\n",
1045 " trigram_ylim = (min(trigram_ylim[0], y0), max(trigram_ylim[1], y1))\n",
1046 " else:\n",
1047 " trigram_ylim = (y0, y1)\n",
1048 "trigram_ylim = (math.floor((trigram_ylim[0] - 100) / 200) * 200, math.ceil((trigram_ylim[1] + 100) / 200) * 200)\n",
1049 "trigram_ylim "
1050 ]
1051 },
1052 {
1053 "cell_type": "code",
1054 "execution_count": null,
1055 "metadata": {},
1056 "outputs": [],
1057 "source": []
1058 },
1059 {
1060 "cell_type": "code",
1061 "execution_count": 38,
1062 "metadata": {
1063 "scrolled": true
1064 },
1065 "outputs": [],
1066 "source": [
1067 "# trace = pd.read_csv('hillclimbing-random-trigram-uniform.csv').set_index(['worker', 'iteration']).sort_index()\n",
1068 "# workers = list(sorted(set(trace.index.get_level_values(0))))\n",
1069 "# trace"
1070 ]
1071 },
1072 {
1073 "cell_type": "code",
1074 "execution_count": 39,
1075 "metadata": {},
1076 "outputs": [],
1077 "source": [
1078 "# trace.fitness.plot()"
1079 ]
1080 },
1081 {
1082 "cell_type": "code",
1083 "execution_count": 40,
1084 "metadata": {},
1085 "outputs": [],
1086 "source": [
1087 "# fig, ax = plt.subplots()\n",
1088 "# for w in workers:\n",
1089 "# trace.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=(-6500, -3300), figsize=(8,8))\n",
1090 "# fig.savefig('test.png')"
1091 ]
1092 },
1093 {
1094 "cell_type": "code",
1095 "execution_count": 41,
1096 "metadata": {},
1097 "outputs": [
1098 {
1099 "data": {
1100 "image/png": "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\n",
1101 "text/plain": [
1102 "<Figure size 576x432 with 1 Axes>"
1103 ]
1104 },
1105 "metadata": {
1106 "needs_background": "light"
1107 },
1108 "output_type": "display_data"
1109 },
1110 {
1111 "data": {
1112 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAF3CAYAAACi+eJxAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzt3X20ZXV95/n3955zH+qRKgpGhYIGx1JDDD5QAr3GJD6wEG3HwpbuaLIGfGhp29AzPZmOkmaNZEK7ljbTccalrYtuGXWaaU2b2DAOhocsTTLJoKBBHiJKhQQBiSJgFVTVvedhf+ePs/dh182tqlt1LnVrb96vtc6qc35773N/+55b93N/+/fbv19kJpIkqb2mVrsCkiTp2WXYS5LUcoa9JEktZ9hLktRyhr0kSS1n2EuS1HIThX1EXB0R90XEXRHxlYjYtGj7qRHxdET8y1rZBRHx/YjYGRGX18pPj4hvluVfioiZSeomSZJGJm3Z3wK8LDPPBH4A/Nai7b8LfK16EREd4FPAm4AzgHdGxBnl5o8BH8/MFwFPAu+dsG6SJIkJwz4zb87MQfnyNmBrtS0iLgT+Gri3dsjZwM7MfCAze8AXgR0REcDrgS+X+30euHCSukmSpJGV7LN/D2UrPiLWAx8C/pdF+5wMPFR7/XBZtgX4We0Ph6pckiRNqHuoHSLiVuD5S2y6IjOvL/e5AhgA15XbfpvRJfmnR432lRURlwKXAqxbt+6sl770pSv+NSRJOhZ9+9vf/mlmnng4xxwy7DPzvINtj4h3AW8B3pDPTLR/DnBRRPwbYBNQRMQ88G3glNrhW4FHgMeBTRHRLVv3VfmB6nQNcA3A9u3b84477jjUaUiS1AoR8eDhHnPIsD/EF7wA+CDwy5m5tyrPzF+s7fPbwNOZ+cmI6ALbIuJ0RmH+DuBXMzMj4uvARYz68S8Brp+kbpIkaWTSPvtPAhuAWyLizoj4zMF2LlvtlwE3Ad8Dfi8zqwF8HwJ+IyJ2MurD/+yEdZMkSUzYsi9vkzvUPr+96PWNwI1L7PcAo9H6kiRpBTmDniRJLWfYS5LUcoa9JEktZ9hLktRyhr0kSS1n2EuS1HKGvSRJLWfYS5LUcoa9JEktZ9hLktRyhr0kSS1n2EuS1HKGvSRJLWfYS5LUcoa9JEktZ9hLktRyhr0kSS3XXe0KNNWTTz7J3r176ff7LCwssLCwwJ49e5ifn+fpp5/mySef5Ec/+hE7d+5k165dZCZFUZCZDAYDiqKgKAoGgwHD4ZB+v89wOBy/f2aO/60/lyQ1y7Zt27juuutWtQ6G/RHYuXMnv/mbv8m+ffvo9XosLCwwPz9Pr9djfn6evXv3Mj8/z8LCwjjADxTUBrgktdvDDz+82lUw7I/Et771Le69915OOOEEut0uRVHQ7Xbp9XpMTU2xbt06TjjhBJ73vOdxxhln8MIXvpDZ2dnx8YPBgG63S7fbZc2aNWzYsIHNmzezYcMGZmdniYjxY2pqavy80+nQ6XTGZZIkLYdhfwTuv/9+fvazn/HKV76S4447jt27d9Pv91m7di0nnXQSZ5xxBmeddRZbtmxhdnaWoijYt2/fuJU/NzfHmjVrWLNmDTMzM6t8NpKktjPsj8CDDz7Inj17ePLJJ9mwYQMnn3wyp59+Oj/3cz/H1q1bmZmZISLGffmdTmcc7mvWrGFqynGRkqSjx7A/Ag899BCDwYCXv/zlvO1tb2Pbtm2sW7duyUvv1eV3SZJWi2F/BHbt2kVEcNFFF3HOOeesdnUkSToorycfgaeffpqI4KSTTlrtqkiSdEiG/WEaDofjfvjNmzevdnUkSTokw/4wDQaDcdhPT0+vdnUkSTokw/4w9ft9+v0+3W7XsJckNYJhf5h6vR69Xo9ut+vENpKkRjDsD9Pu3bspimI8050kScc6w/4wVYvaOPOdJKkpDPvDtGvXLobDIWvWrFntqkiStCwThX1EXB0R90XEXRHxlYjYVNt2ZkT8fxFxb0TcHRFzZflZ5eudEfGJKK+FR8TxEXFLRNxf/nvM3ddWFAU//vGPyUzWrVu32tWRJGlZJm3Z3wK8LDPPBH4A/BZARHSB/wi8PzN/Hngt0C+P+TTwPmBb+bigLL8c+KPM3Ab8Ufn6mDIYDPjRj34EwIYNG1a5NpIkLc9EYZ+ZN2fmoHx5G7C1fH4+cFdmfrfc7/HMHEbEC4CNmXlbjhZy/wJwYXnMDuDz5fPP18qPGYPBgMcee4zMNOwlSY2xkn327wG+Vj5/MZARcVNEfCciPliWnww8XDvm4bIM4HmZ+Wj5/G+B5x3oC0XEpRFxR0Tc8dhjj63cGRzCYDDgpz/9KRHB8ccff9S+riRJkzjkQjgRcSvw/CU2XZGZ15f7XAEMgOtq7/sa4NXAXuCPIuLbwK7lVCozMyLyINuvAa4B2L59+wH3W2n9fp8nnniCiGDTpk2HPkCSpGPAIcM+M8872PaIeBfwFuAN5aV5GLXY/yQzf1rucyPwKkb9+Ftrh28FHimf/zgiXpCZj5aX+39yOCdyNAwGA5566ikA58WXJDXGpKPxLwA+CLw1M/fWNt0E/EJErC0H6/0y8JflZfrdEXFuOQr/YuD68pgbgEvK55fUyo8ZvV5vvOLd85+/1MUOSZKOPZOuZ/9JYBa4pbyD7rbMfH9mPhkRvwvcDiRwY2b+P+UxHwA+B6xh1Mdf9fN/FPi9iHgv8CDwjyes24rKTBYWFtizZw8RwZYtW1a7SpIkLctEYZ+ZLzrItv/I6LL94vI7gJctUf448IZJ6vNsqpa27fV69tlLkhrFGfSWqd/v0+v1mJ+fZ2pqio0bN652lSRJWhbDfpkGgwF79+6l1+sxPT3N3NzcaldJkqRlMeyXaTAYMD8/z3A4pNPpOF2uJKkxDPtl6vf7zM/PMxgMmJmZYXp6erWrJEnSshj2y1S17IuiYHp6mtnZ2dWukiRJy2LYL9NgMGDPnj0URcHMzAzd7qR3LUqSdHQY9sswHA4pioKnnnqKzGR2dtbL+JKkxjDsl2EwGJCZ47Bfs2YNU1N+6yRJzWBiLUO/36coCnbv3j0O+3LGQEmSjnmG/TIMBgN6vd54EZy1a9ca9pKkxjDsl6G6jL9r12iF3vXr13sZX5LUGCbWMlSX8atFcDZs2GDLXpLUGIb9MgwGA/r9vmEvSWokw/4QiqJgOBwyHA6Zn58H7LOXJDWLYX8Ig8EAYLziXafT4bjjjjPsJUmNYdgfQhX2/X6ffr9PRLgIjiSpUQz7Q6iHfa/Xo9vtsmnTplWulSRJy2fYH0K/32dqaoq9e/eOW/Zr165d7WpJkrRshv0hDAYDIoKnnnqKwWBAp9Nh/fr1q10tSZKWzbA/hKplv3v37vGKdzMzM6tdLUmSls2wP4jMZDgckpns27eP4XBIt9t1LXtJUqMY9gdRBX0V9kVRMD09bdhLkhrFsD+Ifr8PMJ4qNzOZmZlxLXtJUqMY9gdR3XZXrXqXmczOzhr2kqRGMewPohqJ3+v12Ldv3zjsvYwvSWoSw/4g+v0+3W6X+fl59u3bB+BlfElS4xj2BzEYDOh2uywsLNDr9YgIZmdnvfVOktQohv1B9Pt9pqenmZ+fH694t2bNGqam/LZJkprD1DqA6ra7qamp8Yp3U1NTzM3NGfaSpEYxtQ6gGokfEczPz48v469bt45Op7PKtZMkafkM+wOo7rGfmppiYWGBhYUFwMv4kqTmMbUOoGrZD4dDFhYWxovgrFmzhohY5dpJkrR8E4V9RFwdEfdFxF0R8ZWI2FSWT0fE5yPi7oj4XkT8Vu2YCyLi+xGxMyIur5WfHhHfLMu/FBGrOuS9Gonf7/fH8+JHBOvXrzfsJUmNMmnL/hbgZZl5JvADoAr1fwTMZuYvAGcB/zQiTouIDvAp4E3AGcA7I+KM8piPAR/PzBcBTwLvnbBuE6nuse/1ejz99NMURTEeoGfYS5KaZKKwz8ybM3NQvrwN2FptAtZFRBdYA/SA3cDZwM7MfCAze8AXgR0xSs/XA18uj/88cOEkdZvU4nvsi6IYr2Vvn70kqUlWMrXeA3ytfP5lYA/wKPBD4H/NzCeAk4GHasc8XJZtAX5W+8OhKl9SRFwaEXdExB2PPfbYCp7CSFEUDIdDpqenx5fwh8MhU1NTzM7O2rKXJDVK91A7RMStwPOX2HRFZl5f7nMFMACuK7edDQyBk4DNwJ+W77MiMvMa4BqA7du350q9b6UanFefKncwGDA9Pe1lfElS4xwy7DPzvINtj4h3AW8B3pCZVfD+KvCHmdkHfhIRfwZsZ9SqP6V2+FbgEeBxYFNEdMvWfVW+Kuph3+v1GAwGDIdD1q5dy8zMjGEvSWqUSUfjXwB8EHhrZu6tbfohoz54ImIdcC5wH3A7sK0ceT8DvAO4ofwj4evAReXxlwDXT1K3SVT32Hc6nfFtd5nJ9PQ0nU7HPntJUqNMmlqfBDYAt0TEnRHxmbL8U8D6iLiXUcD/H5l5V9lqvwy4Cfge8HuZeW95zIeA34iInYz68D87Yd2O2GAwYGpqisyk3++Pw396eprp6Wlb9pKkRjnkZfyDKW+TW6r8aUa33y217UbgxiXKH2DU17/qqpH4w+GQfr8/Ho1fDdCTJKlJvB69hGq1u8FgQK/XG7fsZ2Zm6HYn+vtIkqSjzrBfJDMZDofjwXnD4ZDBYEBEjEfjS5LUJIb9ItXSttPT0+OR+AsLC2Qms7OzTE9Pr3YVJUk6LIb9ItUl+2pe/MFgML4VrxqgJ0lSkxj2i9TvsV9YWKDf77OwsEBE2LKXJDWSYb9I1T/f7XbZt2/fuHXf6XSYm5tjZmZVF+OTJOmwGfaLVKvdAczPz9Pv9xkOhwDMzc05oY4kqXFMrkWqe+yrCXWqGfS63S6zs7N0Op3VrqIkSYfFsF+kuse+mlBnMBhQFAURwdzcnGEvSWocw76muu2umj2vvghONXuel/ElSU1jctXUb7GrJtOpWvadTsfL+JKkRjLsa5a6x74oinGf/fT0tC17SVLjmFw1i9exr4I+M8e33hn2kqSmMblqqhZ8RNDr9chMer0ewLjP3uVtJUlN4xJuNRs2bGDt2rUA47CvX9p3LXtJUhMZ9jX1teqryXTqA/QMe0lSE3kZ/wDm5+cpioJ+v09mMjU1Rbfbtc9ektQ4JtcSMpN9+/aRmeO58mdmZmzZS5IaybBfwnA4HE+wU61l3+12x4P3JElqEsN+CdVUudW99hHB9PS0YS9JaiTDfgnVVLlV635qaoqZmRlmZmbss5ckNY7JtYRqFH498L31TpLUVIb9Eqrb7qrL+FNTU8zNzXkZX5LUSIb9Enq9HhExbtVXffZTU1OGvSSpcQz7JVRT5PZ6Pfr9/rjP3ulyJUlNZNgvoZoit7qcX4V9t+uEg5Kk5jHsl7CwsEBRFAyHQ4qiYGpqiunpadeylyQ1kmG/hIWFBeCZFn5EMDs76213kqRGMr0Wqe6x73Q647AHmJmZsWUvSWokw36Raqrcqamp8SI41T32hr0kqYkM+0Xqy9oOBgOA8UI4XsaXJDWR6bVIdRkfnumzd3lbSVKTTZxeEXFVRNwVEXdGxM0RcVJZHhHxiYjYWW5/Ve2YSyLi/vJxSa38rIi4uzzmE7EKN7VXLfvBYMBwOCQixpfxvfVOktREK9FUvTozz8zMVwBfBT5clr8J2FY+LgU+DRARxwNXAucAZwNXRsTm8phPA++rHXfBCtTvsPR6vfEl/KIoAMbT5NqylyQ10cTplZm7ay/XAVk+3wF8IUduAzZFxAuANwK3ZOYTmfkkcAtwQbltY2belpkJfAG4cNL6Ha5qqtxqcB4wHpxn2EuSmmhFrktHxEeAi4FdwOvK4pOBh2q7PVyWHaz84SXKl/p6lzK6WsCpp546+QnU1KfKrebGr2bPc6pcSVITLaupGhG3RsQ9Szx2AGTmFZl5CnAdcNmzWeHy612Tmdszc/uJJ564ou/d7/eJCHq93ng0ftWqt2UvSWqiZbXsM/O8Zb7fdcCNjPrkHwFOqW3bWpY9Arx2Ufk3yvKtS+x/VC0eiQ+jy/iuZS9JaqqVGI2/rfZyB3Bf+fwG4OJyVP65wK7MfBS4CTg/IjaXA/POB24qt+2OiHPLUfgXA9dPWr/DUQ3Mq1r29T57L+NLkppqJfrsPxoRLwEK4EHg/WX5jcCbgZ3AXuDdAJn5RERcBdxe7vc7mflE+fwDwOeANcDXysdRU91j3+12x4vhwGiq3JmZGcNektRIE4d9Zr79AOUJ/PoBtl0LXLtE+R3Ayyat05Gq7q+v5sUvioKIoNPpMD09bZ+9JKmRTK+aakKdTqcz7rvPzPGtd7bsJUlNZNjXVJfxI2Lcqq/WsneAniSpqQz7mmrFu8wcX8bPTDqdji17SVJjGfY11aX76nJ+FfRVy94+e0lSE5leNZs3b+b4448HGE+oMzU1ZctektRohn1NdatddQm/6rev1rI37CVJTWTY1wyHQ4qi2K+/vlri1rCXJDWVYV9TDdCrlrkFxqPxXeJWktRUpldN1bKfn58fl3U6HS/jS5IazbCv6fV6dDodFhYWmJqa2m9CHVv1kqSmMsFqjjvuOLZs2bLfvPjdbtewlyQ1mglWExFMT0+PL+NXLfvq9jtJkprIsK+p+uyryXWA8Uh8W/aSpKYywWqq0fjVmvb1Pntb9pKkpjLsa6qw7/f747Cvgt6WvSSpqUywmqIo9gv7oijodrvjiXUkSWoiw75mZmaG6elphsMhMGrpz8zMjANfkqQmMuxrNmzYwNzc3HjFu4ig0+kY9pKkRjPsF1lYWGA4HI5nzKsG6Bn2kqSmMuwXmZ+fH/fdV/Piu5a9JKnJTLBFnn76aYBx2FcT6tiylyQ1lWG/yJ49e8bBPjU15SI4kqTGM+wX2bNnDzC6Da9a1taWvSSpyQz7Rfbu3UtE0O/3xxPqVFPmSpLURCZYTWayb9++cSu+Cntb9pKkJjPsa4qiYN++fUxNTVEUxX4te8NektRUhn3NcDhkYWFhHOzVLXeueidJajITrKY+L351613VqrdlL0lqKsO+pt/vs7CwML6MXx+Jb9hLkprKsK+Zn59nOBzS6XQoimJ8Gd+wlyQ1mWFf0+v1GAwGdDodMpNutztey94+e0lSU02UYBFxVUTcFRF3RsTNEXFSWf5rZfndEfHnEfHy2jEXRMT3I2JnRFxeKz89Ir5Zln8pImYmqduRqFr2mWnLXpLUGpM2V6/OzDMz8xXAV4EPl+V/DfxyZv4CcBVwDUBEdIBPAW8CzgDeGRFnlMd8DPh4Zr4IeBJ474R1O2wLCwtkJlNTU2TmfvfYG/aSpKaaKOwzc3ft5Togy/I/z8wny/LbgK3l87OBnZn5QGb2gC8CO2KUpK8Hvlzu93ngwknqdiS63S6zs7NkJoAD9CRJrdCd9A0i4iPAxcAu4HVL7PJe4Gvl85OBh2rbHgbOAbYAP8vMQa385EnrdrgGgwHT09MMBqNqVNPkuhCOJKnJDtmyj4hbI+KeJR47ADLzisw8BbgOuGzRsa9jFPYfWslKR8SlEXFHRNzx2GOPrdj77t27d7/X1eC8TqezYl9DkqSj7ZAt+8w8b5nvdR1wI3AlQEScCfwH4E2Z+Xi5zyPAKbVjtpZljwObIqJbtu6r8gPV6RrKcQDbt2/PZdbvkObm5tiwYQOPP/74eJrcKvAlSWqqSUfjb6u93AHcV5afCvwB8N9l5g9q+9wObCtH3s8A7wBuyFEn+deBi8r9LgGun6RuRyIimJmZod/vjy/fV4EvSVJTTdpn/9GIeAlQAA8C7y/LP8yoH/7flX3dg8zcnpmDiLgMuAnoANdm5r3lMR8CvhgR/xr4C+CzE9btsM3OzrJu3ToGgwERMR6cZ9hLkppsorDPzLcfoPyfAP/kANtuZHS5f3H5A4xG66+ahYUFiqIYr3jX7XZd8U6S1Hh2Rtf0er39wn56etq17CVJjWfY16xfv56NGzfS7/fHYe899pKkpjPsa+bm5sZ99tW99dW99pIkNZUpVrNmzRrm5ubGi+HUp8uVJKmpDPua448/nrVr147nxXcRHElSGxj2NZ1Oh36/Px6gVw98SZKayrBfpLr9ruqrjwj77CVJjWaKLbKwsAAwvr/ePntJUtMZ9ovMz8+Tmfu17A17SVKTGfY1mcn8/DzAfvfYG/aSpCYz7GuGwyELCwvjfvrqEr599pKkJjPFaoqiGI/G9zK+JKktDPuaoiiYn58ft+q99U6S1AaGfc1gMGBhYYFud7QYoC17SVIbGPY1g8GA+fl5++wlSa1iitUMBgN6vd446Ov99pIkNZVhX9Pv9xkMBuPJdKoWvWEvSWoyw76m1+vR6/WYnp4et+5t2UuSms6wr+n3+wyHw/366+2zlyQ1XXe1K3Asqbfkqz57R+NLkprOJmtNdfm+vgBOp9NZ7WpJkjQRw75mfn6e4XA4nlAH8BK+JKnxTLKaai37qlVf3XonSVKTmWQ1c3NzzMzMjFe8cy17SVIbGPaLVKPvnSpXktQWhn1Nr9djMBiMB+p5j70kqQ0M+5perwc8MyivCnxJkprMJKtZv349c3NzdLtdZ8+TJLWGYV9TzYtfb9Eb9pKkpjPsa/r9PpnpIjiSpFYx7GvWr1/Phg0b6Ha7dLujmYTts5ckNZ1JVtPr9chMMnPcordlL0lquonDPiKuioi7IuLOiLg5Ik5atP3VETGIiItqZZdExP3l45Ja+VkRcXdE7IyIT8RRTtrjjjuOjRs3jmfO8z57SVIbrETL/urMPDMzXwF8FfhwtSEiOsDHgJtrZccDVwLnAGcDV0bE5nLzp4H3AdvKxwUrUL9l6/V6FEUxXuK2rO/RrIIkSStu4rDPzN21l+uArL3+58DvAz+plb0RuCUzn8jMJ4FbgAsi4gXAxsy8LTMT+AJw4aT1OxwLCwvjAXrVID377CVJTbci69lHxEeAi4FdwOvKspOBt5WvX13b/WTgodrrh8uyk8vni8uX+nqXApcCnHrqqStxCsBo1buiKMaL4HgZX5LUBstqtkbErRFxzxKPHQCZeUVmngJcB1xWHva/AR/KzGKlK52Z12Tm9szcfuKJJ67Y+w4GA4BxyBv2kqQ2WFbLPjPPW+b7XQfcyKhPfjvwxTIsTwDeHBED4BHgtbVjtgLfKMu3Lip/ZJlfd0WsWbOGtWvXMjU1td8gPUmSmmwlRuNvq73cAdwHkJmnZ+ZpmXka8GXgA5n5X4CbgPMjYnM5MO984KbMfBTYHRHnlqPwLwaun7R+h6PeX18tb2ufvSSp6Vaiz/6jEfESoAAeBN5/sJ0z84mIuAq4vSz6ncx8onz+AeBzwBrga+XjqOn3+xTFqNfBW+8kSW0xcdhn5tuXsc+7Fr2+Frh2if3uAF42aZ2OVDVdbj3oDXtJUtOtyGj8tti4cSMbN25kdOcfhr0kqRXskK7ZvHkzmzdv3m/lO/vsJUlNZ5LV1Fvy9tlLktrCsK/JzP3WtDfsJUltYNjXVHPiO0BPktQmhn3N5s2b2bhx434te0mSms6wX2Q4HBr2kqRWMewXGQwG49nzDHtJUhsY9jVFUTAcDse323nbnSSpDUyzmqIoKIqCbnc015Ate0lSGxj2NZnJcDgcvzbsJUltYNjX2LKXJLWRYV9Ttezts5cktYlpVjMYDADodDqALXtJUjsY9jXD4ZCiKMYtesNektQGhn1NFfb22UuS2sSwrxkOhwyHQ6anpwH77CVJ7WCa1fT7fYqicAY9SVKrGPY11fK2zo0vSWoTw76m3+8DuLytJKlVDPuaTqfDzMzMuFVvn70kqQ1Ms5p169axcePGcdjbspcktYFhX1O/z96wlyS1hWFfU82gBzhAT5LUGoZ9TVEU44C3z16S1BamWU21vK233kmS2qS72hU4lmzZsoVdu3bt17qXJKnpbNnXFEVBZhr2kqRWMexriqIAngl5++wlSW1gmtVk5n6vbdlLktrAsK+pt+wNeklSWzhAr2bLli30er39BulJktR0E7XsI+KqiLgrIu6MiJsj4qTatteW5fdGxB/Xyi+IiO9HxM6IuLxWfnpEfLMs/1JEzExStyNRv93O/npJUltMmmhXZ+aZmfkK4KvAhwEiYhPw74C3ZubPA/+oLO8AnwLeBJwBvDMizijf62PAxzPzRcCTwHsnrNsRqUbj27KXJLXFRGGfmbtrL9cB1Qi3XwX+IDN/WO73k7L8bGBnZj6QmT3gi8COGCXr64Evl/t9HrhwkrodqcUj8iVJarqJr1VHxEci4iHg1yhb9sCLgc0R8Y2I+HZEXFyWnww8VDv84bJsC/CzzBwsKj/Q17w0Iu6IiDsee+yxSU9hP9WIfMNektQWhwz7iLg1Iu5Z4rEDIDOvyMxTgOuAy8rDusBZwD8A3gj8zxHx4pWqdGZek5nbM3P7iSeeuFJvW703YJ+9JKk9DjkaPzPPW+Z7XQfcCFzJqGX+eGbuAfZExJ8ALy/LT6kdsxV4BHgc2BQR3bJ1X5UfVZlpy16S1DqTjsbfVnu5A7ivfH498JqI6EbEWuAc4HvA7cC2cuT9DPAO4IYcJezXgYvK4y8p3+Ooqge9YS9JaotJ77P/aES8BCiAB4H3A2Tm9yLiD4G7ym3/ITPvAYiIy4CbgA5wbWbeW77Xh4AvRsS/Bv4C+OyEdTts1eC8+vz4kiQ13URhn5lvP8i2q4Grlyi/kdHl/sXlDzAarb9q6i17++wlSW1hotXU58a3ZS9JagvDvqa6jA+GvSSpPQz7msykKAoH6EmSWsWwrymKYjw4zz57SVJbmGg11X329QVxJElqOsO+pgp7L+NLktrEsK8pioKiKGzZS5JaxbCv8T57SVIbmWg13nonSWojw76mPk2uYS9JagvDvsZV7yRJbTTpQjitsnHjRoqiYO/evfbZS5Jaw0SrmZmZYW5uDrBlL0lqD8N+ES/jS5LaxrBfpBqRb9hLktrCsF+kmi5XkqS2MNUWqd9+J0lSGxj2ixj2kqS2MewXqdazlySpLQz7ReyzlyS1jam2iJfxJUltY9gvYthLktrGsF+kWs9ekqS2MNUWsWUvSWobw34Rw16S1DaG/SKGvSSpbQxPBeU/AAAMLUlEQVT7ReyzlyS1jalW44p3kqQ2MuxrDHtJUhsZ9jWGvSSpjQz7mmote/vsJUltYqrV2LKXJLXRxGEfEVdFxF0RcWdE3BwRJ5Xlx0XE/x0R342IeyPi3bVjLomI+8vHJbXysyLi7ojYGRGfiKOcuoa9JKmNVqJlf3VmnpmZrwC+Cny4LP914C8z8+XAa4F/GxEzEXE8cCVwDnA2cGVEbC6P+TTwPmBb+bhgBeq3bNVlfMNektQmE4d9Zu6uvVwHZLUJ2FC2ztcDTwAD4I3ALZn5RGY+CdwCXBARLwA2ZuZtOWpifwG4cNL6HY6qZW+fvSSpTbor8SYR8RHgYmAX8Lqy+JPADcCPgA3Ar2RmEREnAw/VDn8YOLl8PLxE+VJf71LgUoBTTz11JU4B8DK+JKmdltWEjYhbI+KeJR47ADLzisw8BbgOuKw87I3AncBJwCuAT0bExpWodGZek5nbM3P7iSeeuBJvWb0vYNhLktplWS37zDxvme93HXAjoz75dwMfLS/J74yIvwZeCjzCqA+/shX4Rlm+dVH5I8v8uivCPntJUhutxGj8bbWXO4D7yuc/BN5Q7vM84CXAA8BNwPkRsbkcmHc+cFNmPgrsjohzy37+i4HrJ63f4bDPXpLURivRZ//RiHgJUAAPAu8vy68CPhcRdwMBfCgzfwqj2/WA28v9ficznyiffwD4HLAG+Fr5OGq8jC9JaqOJwz4z336A8h8xarUvte1a4Nolyu8AXjZpnY6Uy9tKktrI69U1RVEY9pKk1jHsazLT/npJUuuYbDXdbpeZmZnVroYkSStqRSbVaYtNmzatdhUkSVpxtuwlSWo5w16SpJYz7CVJajnDXpKkljPsJUlqOcNekqSWM+wlSWo5w16SpJYz7CVJajnDXpKkljPsJUlqOcNekqSWM+wlSWo5w16SpJYz7CVJajnDXpKkljPsJUlqOcNekqSWM+wlSWo5w16SpJYz7CVJajnDXpKkljPsJUlqOcNekqSWM+wlSWo5w16SpJYz7CVJarkVC/uI+J8iIiPihPJ1RMQnImJnRNwVEa+q7XtJRNxfPi6plZ8VEXeXx3wiImKl6idJ0nPVioR9RJwCnA/8sFb8JmBb+bgU+HS57/HAlcA5wNnAlRGxuTzm08D7asddsBL1kyTpuWylWvYfBz4IZK1sB/CFHLkN2BQRLwDeCNySmU9k5pPALcAF5baNmXlbZibwBeDCFaqfJEnPWROHfUTsAB7JzO8u2nQy8FDt9cNl2cHKH16iXJIkTaC7nJ0i4lbg+UtsugL4V4wu4R81EXEpo64BgKcj4vsr+PYnAD9dwfdbbZ7Psc3zObZ5Pse25+r5/L3DfeNlhX1mnrdUeUT8AnA68N1yLN1W4DsRcTbwCHBKbfetZdkjwGsXlX+jLN+6xP5L1eca4Jrl1P1wRcQdmbn92Xjv1eD5HNs8n2Ob53Ns83yWb6LL+Jl5d2b+V5l5WmaexujS+6sy82+BG4CLy1H55wK7MvNR4Cbg/IjYXA7MOx+4qdy2OyLOLUfhXwxcP0n9JEnSMlv2R+hG4M3ATmAv8G6AzHwiIq4Cbi/3+53MfKJ8/gHgc8Aa4GvlQ5IkTWBFw75s3VfPE/j1A+x3LXDtEuV3AC9byTodgWele2AVeT7HNs/n2Ob5HNs8n2WKUSZLkqS2crpcSZJazrCviYgLIuL75XS9l692fZYSEadExNcj4i8j4t6I+B/K8t+OiEci4s7y8ebaMb9VntP3I+KNtfJj4nwj4m/KaZLvjIg7yrLjI+KWckrlW6pZFo9kGuajfC4vqX0Gd0bE7oj4F037fCLi2oj4SUTcUytbsc/kaE+NfYDzuToi7ivr/JWI2FSWnxYR+2qf1WcOVe8DfW+O8vms2M9YRJweEd8sy78UETOrcD5fqp3L30TEnWX5Mf35xIF/R6/u/5/M9DHqyugAfwW8EJgBvgucsdr1WqKeL2B0xwPABuAHwBnAbwP/con9zyjPZZbRbZJ/VZ7rMXO+wN8AJywq+zfA5eXzy4GPlc/fzGjgZgDnAt8sy48HHij/3Vw+33wM/Ez9LaN7Yhv1+QC/BLwKuOfZ+EyAb5X7Rnnsm1bhfM4HuuXzj9XO57T6foveZ8l6H+h7c5TPZ8V+xoDfA95RPv8M8M+O9vks2v5vgQ834fPhwL+jV/X/jy37Z5wN7MzMBzKzB3yR0ZS/x5TMfDQzv1M+fwr4HgefaXAH8MXMXMjMv2Z0d8TZHPvnuwP4fPn88zwzdfJhTcN8tCu9yBuAv8rMBw+yzzH5+WTmnwBPLCpekc8kVmFq7KXOJzNvzsxB+fI29p/n4+84RL0P9L15Vhzg8zmQw/oZK1uJrwe+XB6/qudT1ucfA//pYO9xrHw+B/kdvar/fwz7ZxxoGt9jVkScBrwS+GZZdFl5Geja2mWqw522eDUkcHNEfDtGsyMCPC9Hcy/AqHX8vPJ5E86n8g72/wXV1M+nslKfybE4NfZ72P9W39Mj4i8i4o8j4hfLsoPV+0Dfm6NtJX7GtgA/q/0htNqfzy8CP87M+2tljfh8Fv2OXtX/P4Z9Q0XEeuD3gX+RmbsZrRj4XwOvAB5ldNmrKV6Tma9itFLir0fEL9U3ln+9Nuq2kbKP863Afy6Lmvz5/B1N/EwOJCKuAAbAdWXRo8CpmflK4DeA/ysiNi73/Vbxe9Oqn7Gad7L/H82N+HyW+B191OtQZ9g/40DT+x5zImKa0Q/RdZn5BwCZ+ePMHGZmAfx7Rpfo4ODTFh8T55uZj5T//gT4CqO6/7i8XFVdnvtJufsxfz6lNwHfycwfQ7M/n5qV+kyWPTX2sy0i3gW8Bfi18hcw5eXux8vn32bUr/1iDl7vA31vjpoV/Bl7nNGl5O6i8qOurMM/BL5UlTXh81nqd/RB6nBU/v8Y9s+4HdhWjkKdYXQJ9oZVrtPfUfZffRb4Xmb+bq38BbXd3gZUo1pvAN4REbMRcTqwjdHgjmPifCNiXURsqJ4zGjR1T1mXavTpJTwzdfJhTcN8FE9lsf1aI039fBZZkc8kj5GpsSPiAkZLc781M/fWyk+MiE75/IWMPpMHDlHvA31vjpqV+hkr/+j5OnBRefyqnE/pPOC+zBxftj7WP58D/Y4+SB2Ozv+fQ43gey49GI2K/AGjvxSvWO36HKCOr2F0+ecu4M7y8Wbg/wTuLstvAF5QO+aK8py+T23U5rFwvoxGAn+3fNxb1YNRv+EfAfcDtwLHl+UBfKqs893A9tp7vYfR4KOdwLtX8TNax6h1dFytrFGfD6M/VB4F+oz6BN+7kp8JsJ1RGP0V8EnKCb6O8vnsZNQnWv0/+ky579vLn8U7ge8A/+2h6n2g781RPp8V+xkr/19+q/we/Wdg9mifT1n+OeD9i/Y9pj8fDvw7elX//ziDniRJLedlfEmSWs6wlySp5Qx7SZJazrCXJKnlDHtJklrOsJeeIyLiz8t/T4uIX13h9/5XS30tSccGb72TnmMi4rWMVkd7y2Ec081n5kpfavvTmbl+JeonaeXZspeeIyLi6fLpR4FfjNFa4P9jRHRitLb77eUiKv+03P+1EfGnEXED8Jdl2X+J0YJF90a5aFFEfBRYU77fdfWvVc4KdnVE3BOj9bd/pfbe34iIL8doTfnrytnAJD0LuofeRVLLXE6tZV+G9q7MfHVEzAJ/FhE3l/u+CnhZjpZGBXhPZj4REWuA2yPi9zPz8oi4LDNfscTX+oeMFmZ5OXBCecyflNteCfw88CPgz4D/Bvh/V/50Jdmyl3Q+o7m572S0FOcWRvONA3yrFvQA/31EfJfR+u+n1PY7kNcA/ylHC7T8GPhj4NW19344Rwu33AmctiJnI+nvsGUvKYB/npn7LRxU9u3vWfT6PODvZ+beiPgGMDfB112oPR/i7yPpWWPLXnrueQrYUHt9E/DPymU5iYgXlysQLnYc8GQZ9C8Fzq1t61fHL/KnwK+U4wJOBH6J0QIrko4i/5KWnnvuAobl5fjPAf87o0vo3ykHyT0GXLjEcX8IvD8ivsdo9bTbatuuAe6KiO9k5q/Vyr8C/H1Gqxom8MHM/NvyjwVJR4m33kmS1HJexpckqeUMe0mSWs6wlySp5Qx7SZJazrCXJKnlDHtJklrOsJckqeUMe0mSWu7/B6VQtfaBYhSJAAAAAElFTkSuQmCC\n",
1113 "text/plain": [
1114 "<Figure size 576x432 with 1 Axes>"
1115 ]
1116 },
1117 "metadata": {
1118 "needs_background": "light"
1119 },
1120 "output_type": "display_data"
1121 }
1122 ],
1123 "source": [
1124 "for f in glob.glob(\"*unigram*.csv\"):\n",
1125 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
1126 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
1127 " fig, ax = plt.subplots()\n",
1128 " for w in workers:\n",
1129 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=unigram_ylim, figsize=(8,6))\n",
1130 " fig.savefig(f + '.png')"
1131 ]
1132 },
1133 {
1134 "cell_type": "code",
1135 "execution_count": 42,
1136 "metadata": {},
1137 "outputs": [
1138 {
1139 "data": {
1140 "image/png": "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\n",
1141 "text/plain": [
1142 "<Figure size 576x432 with 1 Axes>"
1143 ]
1144 },
1145 "metadata": {
1146 "needs_background": "light"
1147 },
1148 "output_type": "display_data"
1149 },
1150 {
1151 "data": {
1152 "image/png": "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\n",
1153 "text/plain": [
1154 "<Figure size 576x432 with 1 Axes>"
1155 ]
1156 },
1157 "metadata": {
1158 "needs_background": "light"
1159 },
1160 "output_type": "display_data"
1161 },
1162 {
1163 "data": {
1164 "image/png": "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\n",
1165 "text/plain": [
1166 "<Figure size 576x432 with 1 Axes>"
1167 ]
1168 },
1169 "metadata": {
1170 "needs_background": "light"
1171 },
1172 "output_type": "display_data"
1173 },
1174 {
1175 "data": {
1176 "image/png": "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\n",
1177 "text/plain": [
1178 "<Figure size 576x432 with 1 Axes>"
1179 ]
1180 },
1181 "metadata": {
1182 "needs_background": "light"
1183 },
1184 "output_type": "display_data"
1185 },
1186 {
1187 "data": {
1188 "image/png": "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\n",
1189 "text/plain": [
1190 "<Figure size 576x432 with 1 Axes>"
1191 ]
1192 },
1193 "metadata": {
1194 "needs_background": "light"
1195 },
1196 "output_type": "display_data"
1197 },
1198 {
1199 "data": {
1200 "image/png": "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\n",
1201 "text/plain": [
1202 "<Figure size 576x432 with 1 Axes>"
1203 ]
1204 },
1205 "metadata": {
1206 "needs_background": "light"
1207 },
1208 "output_type": "display_data"
1209 },
1210 {
1211 "data": {
1212 "image/png": "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\n",
1213 "text/plain": [
1214 "<Figure size 576x432 with 1 Axes>"
1215 ]
1216 },
1217 "metadata": {
1218 "needs_background": "light"
1219 },
1220 "output_type": "display_data"
1221 },
1222 {
1223 "data": {
1224 "image/png": "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\n",
1225 "text/plain": [
1226 "<Figure size 576x432 with 1 Axes>"
1227 ]
1228 },
1229 "metadata": {
1230 "needs_background": "light"
1231 },
1232 "output_type": "display_data"
1233 },
1234 {
1235 "data": {
1236 "image/png": "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\n",
1237 "text/plain": [
1238 "<Figure size 576x432 with 1 Axes>"
1239 ]
1240 },
1241 "metadata": {
1242 "needs_background": "light"
1243 },
1244 "output_type": "display_data"
1245 }
1246 ],
1247 "source": [
1248 "for f in glob.glob(\"*trigram*.csv\"):\n",
1249 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
1250 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
1251 " fig, ax = plt.subplots()\n",
1252 " for w in workers:\n",
1253 " df.loc[w].fitness.plot(ax=ax, color='#00000020', ylim=trigram_ylim, figsize=(8,6))\n",
1254 " fig.savefig(f + '.png')"
1255 ]
1256 },
1257 {
1258 "cell_type": "code",
1259 "execution_count": 44,
1260 "metadata": {},
1261 "outputs": [
1262 {
1263 "data": {
1264 "image/png": "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\n",
1265 "text/plain": [
1266 "<Figure size 576x432 with 1 Axes>"
1267 ]
1268 },
1269 "metadata": {
1270 "needs_background": "light"
1271 },
1272 "output_type": "display_data"
1273 },
1274 {
1275 "data": {
1276 "image/png": "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\n",
1277 "text/plain": [
1278 "<Figure size 576x432 with 1 Axes>"
1279 ]
1280 },
1281 "metadata": {
1282 "needs_background": "light"
1283 },
1284 "output_type": "display_data"
1285 },
1286 {
1287 "data": {
1288 "image/png": "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\n",
1289 "text/plain": [
1290 "<Figure size 576x432 with 1 Axes>"
1291 ]
1292 },
1293 "metadata": {
1294 "needs_background": "light"
1295 },
1296 "output_type": "display_data"
1297 },
1298 {
1299 "data": {
1300 "image/png": "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\n",
1301 "text/plain": [
1302 "<Figure size 576x432 with 1 Axes>"
1303 ]
1304 },
1305 "metadata": {
1306 "needs_background": "light"
1307 },
1308 "output_type": "display_data"
1309 },
1310 {
1311 "data": {
1312 "image/png": "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\n",
1313 "text/plain": [
1314 "<Figure size 576x432 with 1 Axes>"
1315 ]
1316 },
1317 "metadata": {
1318 "needs_background": "light"
1319 },
1320 "output_type": "display_data"
1321 },
1322 {
1323 "data": {
1324 "image/png": "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\n",
1325 "text/plain": [
1326 "<Figure size 576x432 with 1 Axes>"
1327 ]
1328 },
1329 "metadata": {
1330 "needs_background": "light"
1331 },
1332 "output_type": "display_data"
1333 },
1334 {
1335 "data": {
1336 "image/png": "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\n",
1337 "text/plain": [
1338 "<Figure size 576x432 with 1 Axes>"
1339 ]
1340 },
1341 "metadata": {
1342 "needs_background": "light"
1343 },
1344 "output_type": "display_data"
1345 },
1346 {
1347 "data": {
1348 "image/png": "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\n",
1349 "text/plain": [
1350 "<Figure size 576x432 with 1 Axes>"
1351 ]
1352 },
1353 "metadata": {
1354 "needs_background": "light"
1355 },
1356 "output_type": "display_data"
1357 },
1358 {
1359 "data": {
1360 "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfEAAAF3CAYAAAC123K4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzsvWuIZvl95/f9n/Occ577va5dVd0zox6NZWssr0bCsDIseA3yvlgbjIO9xCawxCyJQ0g2AQeCCc6rvMmLgBWwYTEJJMavgkwEAuE1QrI3mh407GhmNFJPT1+qu67P7dzv/7yo+f36eaqrqlvqmp6qqd8Hipl66tQ556maqe/53b4/pbWGIAiCIAiXD+PTvgFBEARBEH4+RMQFQRAE4ZIiIi4IgiAIlxQRcUEQBEG4pIiIC4IgCMIlRURcEARBEC4pIuKCIAiCcEkRERcEQRCES4qIuCAIgiBcUkTEBUEQBOGSUvm0b+A0hsOhvnHjxqd9G4IgCILwwnjrrbcOtdZLz3r8hRXxGzdu4NatW5/2bQiCIAjCC0Mpde9nOV7S6YIgCIJwSRERFwRBEIRLioi4IAiCIFxSRMQFQRAE4ZIiIi4IgiAIlxQRcUEQBEG4pIiIC4IgCMIlRURcEARBEC4pIuKCIAiCcEk5FxFXSv07pdS+UupHp3xdKaX+N6XUbaXUf1RK/ZPzuK4gCIIgXGXOKxL/KwBfP+Prvwng5scffwTgfz+n6wqCIAjCleVcvNO11t9VSt0445DfAvB/aK01gP+glOoqpda01jvncX1BEAThfMmyDJVKBUqpM48ryxJlWaJSebqc7O/vP9Nxu7u78H0f9Xr9zOOiKML3v//9p54PAO7duwff95/p2J+F3/md38HXv35WDPvJ8qIWoFwD8GDu8+2PX1sQcaXUH+EoUsfW1tYLujVBEARhnrIs8ejRI3Q6HXS73TOPnUwmCMMQGxsbZwr+zs4Ovve976HX66FarZ56XFEU+MY3vgGlFL7whS+cee3vfe97+OCDD85+MwDyPMfh4eFTj/t5CMPwSoj4M6G1/gsAfwEAb7zxhv6Ub0cQBOFKkuc5tNYIw/CpIp7nOYqigO/7aLVapx537949GIaBra0trK6unnrcW2+9Bdu2sby8jN/+7d9Go9E49di3334br776Kv7wD//wzHv8+7//e/zgBz/Ar/3ar6HX65157M/K7/7u757r+X5WXpSIPwSwOff5xsevCYIgCBeMPM8BAGmaoigKmKZ56rFFUQAAXNc9VcSDIMBkMkGj0YDjOGg2mzCMJ1uyXNfF7du30Wq1sLa2hiRJ8Prrr594zp2dHYRhiC9/+cv4gz/4gzPfzz/8wz/g9ddfxze+8Y0zj7uMvKgRs28C+MOPu9R/FcBM6uGCIAgXkyzL+N+jKDrz2LIsYRgGsiw79di9vT3keY7r169zhH+cNE1xeHiIR48e4fr16xgMBvjwww9Pve4//uM/IkkSfOUrXznz/nZ3d/HgwYNTHwYuO+c1YvZ/A/hHAJ9XSm0rpf61UurfKKX+zceHfAvAHQC3AfwlgP/iPK4rCIIgnD95nsM0TVQqlRMFd56iKNBsNmGaJlzXfeLrURRhNpuhVqtheXkZlUoFQRAsHKO1xsHBAe7fvw+tNba2tvDqq69iNBphOp2eeN0333wTzWYTr7322pn397d/+7coyxL//J//86e868vJeXWn//5Tvq4B/JfncS1BEAThk4U6023bRhAE0Fqf2LSmtYbWGqZpotVqYTqdIssyWJbFx0ynU66tO44DwzDgui5H8AAwHo+RZRnG4zEMw8CNGzdw8+ZNvP322/jpT3/6RLR9//59bG9vY2VlBZubmziLN998E/1+H7/yK79yDj+Zi4c4tgmCIAgL5HkOy7JQq9VQliWSJDnxOKqHk4grpRai8SiK4LoubNtGvV7nf86n1MMwhOd5ME0To9EIg8EA7XYbw+EQvV7vxJT6O++8A9/3cfPmzTMb3+7evYudnR186UtfOrEG/1ngs/muBEEQhJ8LrTXyPEelUkG1WoVS6tSUOom4YRgwTRONRgO+76MsSwBHUXiaprBtG7VaDZZlwXEcTqkXRYHRaATbtjGZTJCmKVZWVliYX3rppRNT6u+//z4cx8Hm5uaZTXff+c53UBQFfuM3fuM8fjQXEhFxQRAEgaHOdMuyYBgGqtXqqQ1rJNYkpO12G1pr+L6POI6RJAksy4JpmnAch1PyjUYDURRhb28PZVliMBjgo48+gmVZWFpaYpOXX/iFXwBwJNrE/fv3sbu7i263i/X19TPfy61bt7CyssLn+SwiIi4IgiAw1JlOzmq1Wg1ZlrG4zzOfTgcA27ZRrVbhui4mkwnyPIfjOLAsa6FO3mg04HkexuMx+v0+wjDE7u4ulpaWYJomi3i322WBJ9555x1EUYTBYICNjY1T38edO3ews7OD1157DbZtP+dP5eIiIi4IgiAw85E4cCTiAE5Mqc+n04l2u40gCDCdTvlBwLKsJ4SUztdqtXDnzh0opbC8vAylFF8TAF555RVMJhN2XPvggw9gmib6/f6ZRjTf+c53kOc5fv3Xf/1n+wFcMkTEBUEQBCbLMhiGwcJMUfRJKfWyLKGUWhDxer2OMAwRhiFM0+RzkYjTOFmj0UCtVkMYhrh37x6azSba7TZs216oc1Mq/Mc//jE+/PBDuK7Lx57V1Hbr1i0sLy8/1br1siMiLgiCIDDUmT5PrVZDHMc4mhZ+TFEUT3R9J0nCi1OiKOJzkYjTONnW1hZM08TOzg4ODg5w48YNJEnyxNKTZrOJlZUV3LlzB++88w7SNEWv1zvTg/3HP/4x9vb28Iu/+Itn+rR/FhARFwRBEBiaEZ+nVqtBa/1ENF6W5RPd4dPpFO12mzvQK5UKTNOEaZo8TtbpdPiY9957D5VKBRsbG0jT9MTo+uWXX4bneXjrrbfQ6XQAAOvr66cuXPm7v/s7Nnj5rI6WEZ/tdycIgiA8MzRedjwSp1Gz4yJeFAWSJOERsCRJEEURut0uDMPgr9u2jTzP8ZOf/ASGYXAtWymFBw8eoNlsotPpoCzLE9ePvvrqq9jb28PDhw/R7/ehtcbS0tKp7+OHP/whlpeX8fLLLz/vj+TCIyIuCIIgAHjc1HY8Eqdms5NE3HVdTKdTBEGA2WwGwzDgOA5/TCYTngP3fX/B/S3LMkynUywtLSGOYwA4MRJvNpsIw5Cj/GazeWo9/O2338bBwQG++MUvLjTIfVYRERcEQRAAPNmZPk+tVkOe5wvLUciS1TAM7O7uwvM8tNttxHEMy7LQ6XTg+/6CX3pZlvA8D2ma4sGDB2g0Guj3+4iiiB8AjkMjbrVaDdvb2+h0OidG7ADw3e9+F0VR4Gtf+9qJ7+Ozhoi4IAiCAODJGfF5jo+aaa3hui4sy8Lq6iqm0ylc1+URs2q1ikajgbIskWUZfN9HrVZDrVbDZDLBdDrFzs4OBoMBut0uZrMZbNs+8doffPABWq0WOp0O7t27d2Zn+ttvv421tbUrkUoHRMQFQRCEj8nznC1Uj0MLUSilnqYpkiRBu90GAHZm8zwPWZah0WjwaFkURQiCAM1mE8PhEGVZ4s6dO+x/Dhx1rZ+W/n733XfRaDRw48YNHBwcYHl5+cQo+wc/+AFc18Uv//IvX4lUOiAiLgiCIHzMSZ3p89CoWVmW3MxGUXSn00G/38eDBw+4QY3GwYIggO/7aDQaqFQqcBwHd+/ehdYaL7/8Mq8xPSlFnmUZPvroI7z00kvodrsoyxKz2ezE+/vud7+Lsizxta997TM/WkaIiAuCIAgATp4Rn4dENgxDzGYzFsogCNBut7G0tIQgCBBFEUzTRJqm6Ha7iOMYYRii1WoBAG87MwwD/X6fjz3JHvXdd99FmqZ47bXXUKvV4DgOdnd3T7y/H/3oR1hfX8fa2tqp42efNUTEBUEQhIXtZadh2zYMw8Dh4SHyPEer1UIQBFBKod1u88KUsizh+z6KouDFJ9TslmXZQi19PB6feV/vvvsubNvGYDCA1hobGxsYjUZPeLl/73vfg+/7VyqVDoiIC4IgCDgaF9NanxmJ06jZ4eEhd5JrrdkqNQxDtNtttNtt7O7uoixLPp/jOIjjGL7vY3t7G7VaDa+99hqCIMBkMkG9Xl/ofAeOUukPHjzAzZs3eVXpK6+8grIssb29vXDs97//fWit8ZWvfEVEXBAEQbhanNWZPk+lUkEcx9z8Nu/aRl3pq6uriKIIruvCtm3EcYzBYADP83jDWbvdxo0bN2DbNnZ2dtBoNKC1RpqmfC2yWf2lX/oljMdjGIaBV199FfV6HT/96U/5uDiO8f7772NrawvLy8tPfQ+fJUTEBUEQhDNnxOchsVdKwTRNFEWBSqWCPM/ZNtVxHFSrVV6EkiQJVlZWEIYh9vb2EEURrl27BqUUBoMB19ANw+B5cuBoj3itVuNI3HEcNBoNbG5u4qOPPuJ7vnXrFoIguHKpdEBEXBAEQcCROJMwn0ZZloiiCL1ej0fNKBIn8aXmN5oJf/DgAbTW6Pf7KIoCd+/ehWVZ2Nzc5POSravWms8ThiHu3r2Lz33uc3BdF2masojfvHkTWZbh7t27AI5S6aZp4ld/9VdFxAVBEISrx3xnOq0LJStUgmxTySaV9olXKhWEYQjHcVCpVKC1RlEUbAJDrm2WZbE1a7/fB3A0b16tVtFqtRDHMc+fv/vuuyiKAl/4whcWGunq9TpeeeUVWJaF27dvI45j/OhHP8LGxgbq9fqJjm+fZUTEBUEQhIUZ8SRJEAQBu7MRnufBcRx0u10URcHRuNZ6YY1olmXQWqPdbvM42c7ODrTWKMsSnU6H15qGYQilFDY2NmDbNlzXRRAEeO+999BoNPD5z38eh4eHKMsStVoNzWYTlUoFW1tbuH//Pr773e8ijmO8/vrrqNVqV2a0jBARFwRBEBYicRLv+W7xOI6RZRlarRbPc8+7twGPU+n0uW3b7Hvu+z6iKEK1WsVgMOC94q7rAjhKqTebTcRxjHv37uH+/ft45ZVXADx2czMMg9Pln/vc55BlGb797W/Dtm189atfvXKpdAC4Oi18giAIwonkeQ6tNUfiJ4k4mbNQFznZqWqtEccxbNvmhwCqr0+nUxweHuLatWsoyxK3bt3iOfIPPvgAa2tr+Oijj5CmKfb39wEcPRi8+eabGI/H6Pf7+OlPf4pHjx6h0WggSRLkeY4kSbC5uQnLsvDo0SO89NJLqFarV1LEJRIXBEG44sx3pqdpyqYvJO55nrPjmlKKU9uURk/TdMEyNU1TeJ6Hvb095HmOdruNMAzx8OFDdLtd1Go1JEmC8XiMIAj4WlmWoV6vw/M8LC8v44tf/CKbxmitkWUZDg8PsbOzg0ePHsF1XeR5ji996UtwHOfMprzPKhKJC4IgXHHmZ8R93wcAtNttTnlTZE62qeTERpvMaGMZcFQff/ToEbIsQxzHUEqx53mz2cTa2hpWVlYAHEX81WoVnU4HZVlyfXxrawuf//zn0ev1cPfuXQwGA6ysrGB1dRXr6+s8qra2tobXXnuN6+FXERFxQRCEK06e51BKcZd5tVplX3SKqmu1Gqfby7LkDWVBEMCyLFiWhbIs8fDhQ+zu7qLX66EsSwyHQ1y/fh0ffvghOp0OhsMhhsMharUa3nnnHUynUywvL6NarfIY2vLyMjY2NgAAo9GIR9CazSaCIOC1pZubm3j11VevbCodEBEXBEG48lBnOhm29Pt9rm/PZjMURcErRwHwaJlt2zg8POTvvX//Pra3t2FZFtbX17G/v8/e6ePxGK1WC2ma4u7duzAMA9PpFGEYYnV1FWtrazAMgy1Z6Zye56HT6SBJEsxmMyRJwmn93d1d1Go1mKZ55UbLCKmJC4IgXHGoM53S5vV6nSPzyWSCSqWyEOmWZQmtNW8f297exrvvvoudnR00m01cu3YNKysrKIoCjUYDvu+zBetkMmFBX19fx3A4hOM4MAwDURQhz3M0m00AR1F4kiSIooi3pq2urmIwGMD3fa6BX9UoHJBIXBAE4cqTZRnbpNq2veA9HgTBgrsacBSJU9NbEAS4c+cOarUavvzlL8MwDGRZhjRNkWUZGo0GG8d0Oh1sbW0hTVO0Wi1+OAjDEFpreJ4H0zS5Se7+/fuYTqdoNBro9/vY2tpisY+iCJZlwTTNKy3iEokLgiBcYajz2zAMxHG80GWeJAmKouDI+Pj3UOTe7Xbx8ssvQyl1YlQ/Go0AHDXLrays8PhZkiQYDocoyxKu6yKKIjSbTRRFgb29Pdy9exfNZhP9fh/Ly8swjCPJoo514CilLyIuCIIgXEmoM/24YUtZlkiShBvc5qF0+mg0QqvVwhtvvIGtrS1EUYSdnR1YlgXf92HbNrTWmE6nsCwL3W4XlUoF9Xodk8kEWZZhMBjAtm08evQIWms0m01ekpLnOba2tqCU4u73oig4YxDHMe8xv6pc3XcuCIIg8Iw4NbeRG1sQBDBNE41G44k930VRIE1TjEYj9Ho9dLtdNJtNdDodxHHMfumO4yBNUwRBgHq9zkJMPum+76Ner6PT6WA2m6EsS2RZhizLOK3fbDZRliV/bxAEbN9qmuYTWYKrhoi4IAjCFYZ8zslohfA8jxeKnCTirusiDENeKQocpba73S7iOObOcdd1kSQJarUaC3G1WkWWZYiiaMGkJc9zuK7Lo250LAD+XvJv933/So+WEeci4kqpryulPlBK3VZK/ckJX99SSv17pdQPlVL/USn1L87juoIgCMLzkec5R+PzC0zSNEWn0+FGtXnKssTe3h4cx2HjFgDcsNbr9eD7PnelU5c6nZ9WnpZlCaUUPM9Dt9uF1po718fjMXetk6Ur+bc7joMwDNHpdF7QT+ni8twirpQyAfw5gN8E8AUAv6+U+sKxw/5HAH+jtf4VAL8H4BvPe11BEATh+SHBNk2To15aQUrz2sdFnLzOu90uR8j0Ogluq9VCFEXY3t7mjnNK1VMjnWVZiKIIYRhiaWkJaZrC930W8Xa7jSRJeMWp7/swDIPr97TO9CpzHpH4VwHc1lrf0VqnAP4awG8dO0YDIKeADoBH53BdQRAE4TnJsgxFUSykpeM4hmma7MQ2L+JlWWIymSBJEmxsbCys/kzTFJZlwfM89Ho9tNttuK4Lz/PYoIWuWZYlWq0WRqMRtNao1+t8zfF4jDAM0e12ecVpWZYIggCNRoMd2+bT/1eV8xDxawAezH2+/fFr8/xPAP5TpdQ2gG8B+K9OOpFS6o+UUreUUrcODg7O4dYEQRCE06Cd4EqpBUGM45ijcsuyeCYcOEq/7+3twTCMhVR6URQoyxKWZSEIAo60qYlt/kGAmtcGgwFc1+VO+Fqthm63i52dHRRFgU6nw7V6amhzHAdBEKDVal3JhSfHeVGNbb8P4K+01hsA/gWA/1Mp9cS1tdZ/obV+Q2v9xtLS0gu6NUEQhKtJnueIomhh1poi83kRp9eBoxntyWSCbre7UJOmFLdSCmmaQimFoihQr9fZR/3hw4dwXRfT6ZS738MwRBRFODg4YH/02WwGwzB4yUqz2YTnebBtm7esdbvdF/mjurCch2PbQwDzdj4bH782z78G8HUA0Fr/o1KqCmAIYP8cri8IgiD8HFCHOBmwAI/r4SeJONmm+r6P69evL/iVk4jTsdVqFWmaoigKDAYDdLtdfPTRRwCO7FT39vY4LT8ej1Gv17G2toY0TblpLcsymKbJDwb9fh/T6RSVSuXKeqUf5zxE/E0AN5VSL+FIvH8PwL86dsx9AL8O4K+UUr8AoApA8uWCIAifAGSLOv+RZRk8z4PruvjSl74E0zQRBAHKslxYbjJfDwcWRZxmww3DQLvdXrBnTdMUlUqFI2XDMFAUBYqi4LS64zjo9Xq4ffs2LMviEbEHDx5Aa807yjc3N9FsNuH7PizLQpIkUErBMAyukVOT3FXnuUVca50rpf4YwLcBmAD+ndb6XaXUnwG4pbX+JoB/C+AvlVL/DY6a3P4zTQUWQRAE4bnwfR9BELBgH//zapomKpUKyrJEFEU4PDzEysoKz2Qfr4fXajXMZjPU63VYlsUd6q7r8iKTXq+3UJOmznR6MACOmuDKsuS58E6nwx3tRVFgOBxieXmZ7+H69ev8HqrVKg4ODuA4DqIoQqPRYI91x3H44eKqcy4LULTW38JRw9r8a3869+/vAfin53EtQRAEYZHpdMriVq/XUalUFj4oVV6pVHB4eMgi7nkems0m25ZSPdyyLEwmE4RhiLW1NZ7RJkc127bRaDT4++bNYkajEduyKqV4nMwwDHZ/I6Gu1WpIkgTNZpPT9+TAliQJX6ssS9RqNRweHnIELpH4EeLYJgiCcMmhJSXLy8vo9XpotVqo1WqwLGthBKwoCjiOA9d1EQQBLxwhoigC8DiFniQJgiBgUSe71UajsZBKn+88T9MUZVmy5SqJrWEYXCcPw5A74sMwxMrKCkzThOd5C+chNznLsnjpCo29zb+vq4yIuCAIwiVmfrf30yiKAt1uF0VRcB36eD18XpwNw8BkMoFpmvB9H0mSAMCJ9XCCRJ82mimleIGJUopr87VajdPu7Xab0+X0WhiGXFtvtVrsxQ5AUulziIgLgiBcYmgl57OIeJ7n6HQ6qNVquH//PjeXETQfTjasg8EAeZ5zipwi42az+UQ9XCmFsiwRhuGCQKdpCsdx2NktjmNEUYRWq4UwDDmqb7Va0FrD930ARw8DlE63LIszAPSacISIuCAIwiXmWUWcInbHcdBqtTCZTKC15oia0uDVahVFUXD0XK/Xsb+/D8MwePkINcoRlDaPoohd2yj9Tal1iqIPDw95W9p8Z7xt27zYBDhq1qNmODKkIfGWSPwxIuKCIAiXmGcVcYquTdPkenWe5yyI8/PheZ7z+Wq1Go+ozWYzNBoNmKb5RCRuWRZc1wUA3nw2nw4n85fpdMomLvPiDhw1tdHq0tlsBsdx0Gw2eZUpvQeJxB8jIi4IgnCJIRGnTvGnHUcRdL1eR5IkLIxUD69UKiiKgo+LogjtdhthGLJ3uVKKv57nOW8jm81mnKIn4TdNk93VgiBAEAQs3PP1eAB87tFohNlshlarxffebDaRZdnCtQURcUEQhEvNzxqJ09hXu91GWZacvp73S6fms729Pezu7qLb7cL3fUynU1Sr1YVInJratNYLIp/nOW8gow74yWSCPM95K9nxBSY0hjaZTBBFEZaXl+H7Pm9Yo4hfOtMfI48zgiAIl5iiKJ65Mx0Ad5h3Oh0EQQDf93lLGPmn7+/vo1KpII5juK6Ler2O2WyG8XiM27dvo9PpoN/vw7ZtfjigLWMrKytIkoTH0Xq9Hru37ezsIEkSxHEMwzAQBMET90n7xSmCp4icrFfnt60JIuKCIAiXmmcVcapzU5MYRcdhGGI0GgE4qocfHh4iiiJsbW0BAJaXl+E4DpaXl7l5bWlpiSPvsixh2zZc14VSiuvhFDWT89qjR4+wu7vLDwVJkuDw8PDUe+10Otwc12w2UZYlG9EIjxERFwRBuMT8LJF4HMfY3t7GxsYGp87zPMd4PEav12NBbzQabHfa7XZxeHiIVquFfr+PnZ0ddDodrK+vAwCPkr311luwbRu2bSMMQxwcHCDLMvi+z2tKh8MhTNPEa6+9xg8JJ1Gr1RCGIZIk4XNS4500tS0iNXFBEIRLzM8SiZPrmud5XH82DAOz2YyXm9i2jW63yw1ojuNgMpmg2WzyLHcURSzehmEgyzJMp1MYhoH9/X08fPgQ0+kU7XYb7XYb9XqdI3mK6o9bw85/kFVrmqacMSBXOInEFxERFwRBuMSUZflMIh7HMUe2WZYhCAJubgvDEPv7+7BtG/1+nwW60Wggz3MEQcC17Wq1ysIPHD0c3L17F9vb2zxWBhwZxayvr/Na0nq9jr29PbRarSca2o5Dlqvzaf80TWEYhnSmH0NEXBAE4ZLyrJar813oS0tLsCwLnuehWq0iSRJMp1OUZYmVlRWuQ5NgkulKt9vl3d7tdhuu6yLPc0ynU34A2NraYh90y7IQRRFH3tvb25hMJvwQcBq0g5wWpNCx8z7swmNExAVBEC4pzzpeVhQFgiCA1hqHh4eo1+swTROz2YwFeDgcsgEMYZomptMpTNPkVHpRFBgMBgAej4zROBg9FMRxzEYv6+vrSJIE4/EYjuM8dZ49jmOeWZ9fzpJlmaTST0BEXBAE4ZLyrCLueR7KsuRUtOd5GAwGuH//PsIwxOrqKhzHged5bLkKHNW7p9Mp6vU6bNvmCN00TR5Rm81miKIItVqNO9YPDw/RbDYxGAxQq9XgeR6CIEC1WuUu89NIkoTny2mcjAxlJBJ/EhFxQRCES8qzivhsNoNSio1SZrMZj4HZto16vQ7LsrgjnMiyDHEco9PpLOwGJ7MY0zTx4MED9kDXWmNnZwcAsL6+zjX12WwGrTW63S6n6E+DHiSazSY/TEhT2+mIiAuCIFxSnkXEy7KE53loNBocjbuui8lkgvX1dXQ6HcRxDNM0obVm/3PTNBEEAfI8Z9tUEvGyLGEYBtrtNne6U3qezkvbyTzP42P6/T5ardaJJi8AuMu9Wq0uWLKSK5xE4k8iIi4IgnBJodT3WXXmIAhQFAVHxVmWoSgKGIYBx3GwtLQEAHBdF5ZlIQgCKKVgmiY3olGqnLaeaa0BPI6Q2+02giDAwcEBarUa1tbW+By+7yNNUyRJgsFggH6/z93nx/F9H2EYYmlp6YkFK5VK5an19KuI/EQEQRAuKSTGZ+H7PneaJ0kCz/MwHA7R7/cxGo2wtLSEdruN/f19mKbJpjBU36Z6OHWMV6tVHiUbjUZYX19Ht9vFZDKBUgqdTod3hydJgrIsMZvNUK/X0e/3+WsnpdRp5Sk1zhHS1HY6IuKCIAiXlKcZvWRZhiRJUK1WobVmz/K1tTVuZHMcBxsbGyjLEoeHh1BK8VhZkiRcDyfXtXq9jizLMB6PURQF+6oDYPMYcoOL45hd25aWlnh5Sq1WeyKlTmY0g8Fg4T1prZFlmaTST0FEXBAE4ZJCIk7p7eNQtOs4DvI85wUi5MSmtUZ5j2ptAAAgAElEQVSapmg0GmyvSk5p9L20DpS6ymu1Gnzfx2QyQRzHODw8hGmaaLfbUEqhWq3CsixegkJNbdevX+f7otQ+WakCwHg8Rp7nnN4n8jyH1loi8VMQERcEQbikUGPbw4cPeYnJPL7vL4xpza8BpY5y3/dRliXW1ta4G70oCoxGI9RqNY6qKZ1umiY+/PBDTr/TAwA1u5GZSxAEMAwDk8mEfdeJer0OpRRH45SabzQanG4npKntbETEBUEQXiBBEGA6nZ7LubIsw2g0YsOVeaIo4siZPtdaw7Ztro8vLy+jLEveLNZsNpHnOTzPY8c0Es8wDDEej7Gzs4MoirC+vo6VlRXUajWOqE3ThOM4UErxtjTf93Ht2rWFezMMA/V6nQ1oyLu93W4/IdYyXnY2IuKCIAgvkCAI4Hnec5+HolcS6jzPF0xUqKGNxC9JEhiGwU1qNOtdr9fhui6LOwl8nudot9vIsgwHBwe4d+8eoihCvV7H9evXMRgMMJvNEMcx0jSFUgqVSgXVahWe53FjnGVZT6TIAfB6Ud/34fs+R/U0G07QStPjrwtHiIgLgiC8QKi2fFod+1k5PDxEkiRYWlpCp9MBADZqoaUmJJTAUSRNQk1iX61W0el0WEwrlQocx+ElKXEc4+HDh+zIVq/X0ev1sLS0hNFohPF4zBau5MbWaDQwnU5RFAWiKEKz2eQ583moyW1nZwdlWaJarXLqfh7xTD8bEXFBEIQXCIn3vEf5z8psNsNsNkOr1UK32+UUNok4pakpPQ6Al5HQtcnHnOxNZ7MZLMtiQb127RqPjG1sbAA4qosPh0PkeY7Dw0PYts1ZAGpWMwwDvu/zuRqNxoniTE1wBwcHPAJ3/DitNfI8l1T6GYiIC4IgvEAoMj7LP/wsgiBgE5ZOp8ObxagjHACLKKXOy7LkNaSGYfC8N9HtdjmFTqnxra0tbGxsoNfrQSmFw8NDWJbFBi6GYaDX6/F4mWmasG0bURQhCAJ2iDspCieo87wsSyil+CGDkKa2pyMiLgiC8AIhEf95InEa6apWqyyONFPtOA47oSVJwhvASJipqY1S+fMiTh3rURShLEtkWcYPCAAWlpxMJhOupe/u7sLzPPT7fSRJAqUU27aSIFOq/zhFUXAzm+d5sG37ibq3NLU9HRFxQRCEF8jPm07Psgz7+/uoVCrcVT5vueo4DsqyxHg8BgAWcapN0zF0/eNRb6vVQlmW7NZG582yjBemkLlLt9vF7u4u4jhGt9tlESef9mazyQ8Ap0XirutCa43V1VW4rssb1uahrICI+OmIiAuCILxAfp5IvCgK7O3tQSmFlZUVGIbxhFsbifJ4PEatVuOvzZuqkNCftNebmtrCMES1WuXvGY/HCIIAaZqi2WzCsiy2WG21Wpw2J3/0oijQ7XYXLFtPej+u66LRaCzMsR9Hmtqejoi4IAjCC4IEHHj2mnhZltjb20NRFFhZWeGI9biIW5aFNE25Ixw4ivopEqcRMGpcO06e56jX6/x5GIYIwxCHh4e8gMSyLMxmM3Q6HW5wo9Wkvu8jSRLU63XeVHZaKp2icDKJoTT/ccQz/emIiAuCILwg5kX8WSJxrTUODg6QpimWl5cXotKTlp/QYhISY3JZIzEkkc+yjP9J6XU6H42hBUGA7e1t+L6ParWKPM9RliWGwyGGwyHbsyqlkGXZwrpRMpbp9Xon/gxoNaplWYjjGO12m+9z/v0VRSGR+FN4sgghCIIgfCKQYJqm+UwiPh6PEUURBoMBp52J4wJH8+eWZUFrzUtL0jTlqH08HvO60TAM+XsrlQoODg4wm82glIJSCg8ePABwVNNO0xSGYWBzc5OjfOpyr1QqGI1G8DwPr7zyCqrVKqbTKZRSCzvBCdd1UZblwmx7v99HGIbwfZ+FX5rang2JxAVBEF4QFInbts2jVadBa0M7nQ4vIZnneDo9CALYto16vc6jZvP7w7MsQ5qmWFpawubmJlZXVzEcDtHtdjnSnneS29/f561llmVhOByygAPgSFxrjZ2dHRiGgevXr6MoCoRhiEaj8USz2rzFq23bSNOUZ8mPbzaT8bJn41xEXCn1daXUB0qp20qpPznlmP9EKfWeUupdpdT/dR7XFQRBuEyQaFN0eVY0Tl+bF06C6sfzIu77PhqNBhzHYRGn3eAkrI7joN/vs7EKuan1+30MBgP0+33cuHEDr7/+Ovr9/sLDRhiG/DBAGQVqaHv06BGGwyGvKY3j+MRUuud5C7Pj8w13ZExDr6VpCtM0z1y1KpxDOl0pZQL4cwC/AWAbwJtKqW9qrd+bO+YmgP8BwD/VWk+UUsvPe11BEITLBonfvIifFmmSiJ8kYsdFnGbDe70eN5jR63EcIwgCmKbJwnzStSh9Xa/XUa1WMRgM0Gw2Yds2dnZ24HkeJpMJptMptNbY3t7GdDrFhx9+iDiOcfPmTe46N03ziaa2siwxm80WOtaTJGG/dsMweLNZtVqVprZn5Dxq4l8FcFtrfQcAlFJ/DeC3ALw3d8x/DuDPtdYTANBa75/DdQVBEC4V8+l04OwOdWo0O968Nv99JOK0+7vZbCLLMq53k4DHcYy1tbWFrWTz5HnOwk9byVqtFjY3N2GaJsIwhGEYWF9f52iZxtB2d3fR7XaxurrKKflKpbJQD8/zHHt7e9yRTtB5gMXNZv1+H2manlhGEBY5j3T6NQAP5j7f/vi1eV4F8KpS6vtKqf+glPr6OVxXEAThUkEiXqlUoJQ6M51+vOZ9/GvAYxEPw5Bnw2kWPMsyuK4Lz/NgmiZarRYqlcqpc9tky2rbNuI4ZotV4ChidhwHjuOwF3qSJGg0GhgOh/j85z8P27aR5zlmsxn6/T4/fKRpip2dHR6Ro+tTrX5+3I0WttAWNInEn86LamyrALgJ4J8B+H0Af6mUesLGRyn1R0qpW0qpWwcHBy/o1gRBEF4MlE43DOOpHepxHOPg4GBh7IqghwES2aIouImMTF+SJMHu7i6vHKU575Mie0qnO44D0zSRJMmCuNLCFLqv7e1tBEHAc+vVapW73vM851Q6RepKKayuri6ckyL/+ddosxntW5emtqdzHiL+EMDm3OcbH782zzaAb2qtM631RwB+giNRX0Br/Rda6ze01m+ctH9WEAThMkNWqWS8cpaIUxPYSbvHi6JYsFwty5IFnZacHB4eYjqdotPpcFreMAxeWDIP2bLSmtLjhjC003s2m/GDATXEUSc6cLQelWrvQRBgb28PlUoFq6urTwhyHMcL+86Bo81m5AAHyHjZs3AeIv4mgJtKqZeUUjaA3wPwzWPH/D84isKhlBriKL1+5xyuLQiCcGkoy5KFd36v90mEYcgbw47vHp9PtZPgzUfYtKdbKYV6vQ6tNS84mUwmT0T3YRhCKcUpceBxhKy1RpqmmM1mmEwmaDQaGAwGnE3IsozNZSaTCbuvHRwcwHEcrK6unuiLPl8Pn4ceCKjZTTib5/4Jaa1zAH8M4NsA3gfwN1rrd5VSf6aU+pcfH/ZtACOl1HsA/j2A/15rPXreawuCIFwmyIQFeGz4clygASw0j9F41zzzIn7SuFkQBJjNZmi329Bas4iTeFMqe/540zT5mEqlwucLgoBnxgeDAZaWlhDHMUzT5AwAGczMZjOYpsliTz7vxyEnuZNE3HEcWJb1xIIW4WTOxbFNa/0tAN869tqfzv27BvDffvwhCIJwJTkeiQOL9WyCTE+GwyGiKGKbUmL+e45H4kEQLDi3UXq8LEtYlgWl1MKqUgC8ZhQ4ajija3mex85t165d427xOI45k0B19tlshoODA3zuc59Du91Gv98/9ecwPx9+Emtra2f/IAVGbFcFQRBeEM8q4tSdnaYpGo0GrwKlGnFRFCyAFIkbhsGrSGkVaBiGLLLkqU4iTiRJwvapNKqWJAn29vYQRRFM08RwOFwY90qShB3bms0m0jTF7du3kSQJXnrppTMFnL6f0vcnIWn0Z0dEXBAE4QVBqW0STWCx85sgd7T5prF5X/HjNfE8z6GUwng8RlmWWFtbw09+8hO+Fj08NBoNjMdjzGYzWJaFsixxcHCA3d1dlGWJKIp4hEwphcFggCRJuL5NkLhnWYZer8dNbMPhEBsbG0/9OcRxDMdxuLQg/PyIiAuCILwgyrLEZDJBWZZYX18H8KT1Klmlaq15b3i9Xofv+7y6E3gcrRZFgdFoxA8F3W4XpmmyXWqaplx/nk6nuH379oLtalEUaDQaWF5exmw2w/LyMra2trC9vY0oijhqnn9ooLlxABgMBnyvS0tLT7VJpXuaN30Rfn4kZyEIgvCCoPWfeZ6zI9vxDvUoitg3nNZ8tlot3gt+vJGNNpUdHBzAtm10Oh0kScJC7vs+j32FYQjbttHv97GysoL19XVUq1VOl1cqFbRaLfZHp7Q6daIDWFiuYpomrl27hl6vB6XUU9Po899/UlOb8LMjIi4IgvCCmM1mHEFHUXTirHgcx9yZXqlUkKYpu7F5nveEiCdJwn7p/X6fa97kRT6bzWDbNjfJzfuWUwrdcRzeGkZubMBRlO15Hq8oBcCd8tQAZxgGJpMJiqLAcDh86s8gjmMopaT7/JwQERcEQXgBZFmGKIrQ7XZhWRaPaR0XcYq2LctCq9Ximnar1eL0NvBYxOM4RpIk3LQGHJmz0BIR13XR6/VQqVT4mhRlJ0nC6XqaSydBp6icrFD39/ehtUYURdztTs1utPSE5sXPguxdpR5+PoiIC4IgvADISrTdbqNarXJz2LyIU/06z3PeIEav00gYOa7NLz9RSqFWq/EcOKXNadxseXmZz91sNmEYBi9HIf/yOI5h2zYsy+KaN/mX02z4/v7+Qrq/1WpxRzxZu54FPTxIKv38EBEXBEH4hKEVnY1GA5VKBbVabWGGmwxfKJVOAjkv4vR9rusuWK7S1rBqtYo0TZFlGY+j0chYp9Nha9VerwfbtpEkycK5KJqnbndyXivLEr1ej9PxDx8+RJqmUEqh1WrBdV3kec419bNIkgRaa0mlnyMi4oIgCJ8wruty+tkwDI5EKXKmaJzS5ZZlodFowDRNmKbJ9WpaNUqfA0eReKPRgOM4vFe8KApuoKMImaxVW60WrxulBwBK2TebTU7XkwUrmcQ0m030+324rovxeMxbzWazGYqieKZIXJrazh8RcUEQhE8QWmJSq9XYD9wwDBZdAGy/GscxsizjpjbgaAkIiTbVnMnxrCxL+L7Pqfc0TTnapSY6Sp9TUxtF9FmWIQgCOI7D4tpoNPhajuOgKIoFYxnHcdBsNhEEAdI0RVEU2Nvb4wzD0xaW0IpTMXM5P+QnKQiC8AlC28iopk0NXbVajdPVtM+bNnuR4ANHETGNfCmlOG1OZjAUBVP6m9Lm0+kUtm2j1WpBa83ubSTi9HBBNXDKECRJwg8b85E4cJQ5MAwD7XYbhmHgRz/6EZIkwerqKo/EnYXUw88fMXsRBEH4hNBaw3VdVKtVrm9TFEpjY1EU8T5v8iSnvdrAkYiT85plWSy0vu/zmtJ2u81e6UEQIEkSrosPBgP4vs+GL/Pp/DiO2XyFutvTNOXIO8syKKVYxNM0he/76HQ6uHbtGn74wx+i0+mw7zrd52kfx1ecCs+PiLggCMInBHV/D4fDBY9z4EicqTs9z3OOruv1Ogv4aDRi21VqbjMMgx3cXNeFbdsYj8d8TJqmnG6nMbUwDHmOHADX2mlDGrm20XYxGh0j05j52XZyW9Naw7ZtdLtdbG9vc0Q/D+1Nr1QqqNfrsCzrmcbQhGdHRFwQBOETgoxWqKsceCzilBqnRjXf91GpVOA4Du/+9jyPfcxp9hs4irzDMMRoNIJt2zg8PEQQBDx/Th3vlUoF7XabZ8IpYp5fA0rfV6/XF+rhAHiUjB4qwjBElmVwHAf7+/tYX1/HjRs38JOf/ATNZhPdbpdFmz6ETxapiQuCIHwCkOB1Oh0A4DGy+boxiep0OuWlIJZlLXSkk/ELRerAkYhnWYbZbAbHcdjP/PDwkLvFDcOAZVnodrs8I05pcZoDp+5yrfWCiFPqP8syFvGiKBAEAcqy5C74jY0NNBoNLC0tYXV1Fd1uF81mc6ExT/hkEREXBEH4BJjNZpxGBo46yZVSCyJOte/xeIwkSTiNTRvCgCMRp87zecvVSqWCIAh4zrter8PzPBwcHKBSqaAsSxZqclgjYSVbV8dx4HkeLzih8TbDMHgVKqXw0zRlN7k4jtFqtdDr9Xg8TkT700FEXBAE4Zyh9HW73WbRnt8lTliWBcdxMJlMoLXmujR5pgPgCJoWnQDgOjXZoFJHOwksjapRRzytQCWhpdQ6pd9JxNM05SicOudp+Qml/On4a9euwTAMftgQEf90EBEXBEE4Z2hGmyJrADwidhwScfItp+PyPOfOdRJWalij1DzZtwLgFaWtVgu7u7soioJHySglPr+elFL3NKNO16R6OIk4+ZynaYrZbIY4jtHr9Xi3Oe0yFxH/dBARFwRBOEeyLEMYhgtROHByJA6AfcznTVDKskQcx5hMJvA8j0U8iiIWVPJBp8Y4SplvbGyw2Nbr9YX6OM2jA+C5buoqp1Q9XYvWpZI4+76P6XQKpRS2trYWtqiJgH96iIgLgiCcI7S2cz4KB84WcaqXk5BStFytVhEEAae0yVc9iiJorfkaNFZWrVZRrVZZ0LMs45r6vKMbcJT+phQ+zZEDeCKdTtmByWSC6XSKfr+PwWAAADzbTml74cUjIi4IgnAO0JhXEARotVocqRIk1POQOUu9XmejFGAxlU1Rsm3bLOJkCqO15lp4kiTodDq877vVaiEIAo7eqfFte3ubo/eiKNDv97lpbT4bQGn2SqWCLMuwt7eHJEmwtbXFXe60YEVE/NNDRFwQBOE5yfMcvu/jzp07yLIM7Xb7iWO01k9E4kmSIAgCDAYD3j4GHIk41ZnzPOc1oSS8RVFwOtxxHH5goJWh81ao+/v7AI5812ezGcbjMXzfxwcffIDpdMrrRMmmlaB7ME0Trutib28PzWYTS0tL/H58318wpxFePCLigiAIzwlZirquy3vCj3NSOj2KIsRxjLW1NZ7Dnt8xTm5tQRDwVjGKtKlDXSkF27bRaDTQ7XbZga1araLb7SLPc3ieh3q9zkYwW1tbAMDz3pPJBA8fPlyobdM9mKaJ7e1tuK6L5eVlbmijcbPjZQPhxSIiLgiC8JxQJN5ut+E4Dkaj0RPHnJROH4/HsG0bS0tLvJGM5rNN0+RFI0EQ8Ox3FEX878BRRLy0tIR+v49Wq8Ud7NTMVqvVkCQJlFJ8/k6nA8dxcOPGDSwvL8NxHOzu7mJ/fx97e3tsVEOz448ePWIfdpp79zwPpmmyYY3w6SAiLgiC8JyQiC8tLWF5eXlhOQlxPJ1eliVmsxlqtRqazSZM02RHtPllJ7VaDb7v84hYGIa8xpQ6z8nH3HEcnhsHjlLizWaTbV/J2lUpxYYtjuNgfX0dtVqN6+P7+/v8IOF5HsbjMVqtFlqtFo+lRVEkUfgFQERcEAThOaEGr3a7jW63i1qtxi5swOMZ7nkRj6IIURSh1+vx5jJaMJKmKSzLgmVZvOObzpXnOdugUjc7OauRIQw1ntGIWL/fRxiGcF0XjUaDm+VqtRpbrtJDw8bGBlZWVjjins1m/N5olak0tF0cRMQFQRDOgAT4LGgvN6WWl5aWuKmMOs2BRd/0yWQCACzijuNwlzgA7hRvNpsoigK+7/PucepMJ8c213URxzGPnjmOs+C4Rtap1Bx3//597n4HwCJOc+C1Wg2dTgdRFGE6nXK2wLZtGIYB3/cXdp4Lnx4i4oIgCKfg+z62t7fZIe0ktNbwPA+NRoNF2jAMLC8voyxLHBwcnBiJTyYTVKtV1Ot1FlkALOIksOSgFoYhyrKEZVmcSi/LEpPJBI1GA2VZcjqemtjIiS2KIjiOg83NTViWhYcPH3J9vCgKOI6DRqPBm9aAoweTIAj4Xii1Ty5yEoVfDETEBUEQToGc0Gj06ySSJDlxrMy2bQyHQ8RxzI1u8zPYnueh2+3yGBdF2NR9bhgG9vb2ABxF5a7r8lw4GcC4rsub0rTWGI1GME0TzWYTYRiyiIdhiEqlgtXVVQyHQ07b7+/vIwxDmKaJwWDAdXytNcbjMbIsg1IKjUaDMw3U0CZ7wS8GIuKCIAinQGNWZ4m453kL7mnzNBoNtNttzGYzhGHIIj6dTlGWJfr9PgBwcxpFxmT8QnXzarXKIl6v17l5bXd3F5Zl4caNGwCAg4MD1Go1tFothGHII2mGYaDRaLBY1+t1OI6DIAiws7ODoigwGAyQ5zkbxJDwG4bBrm2057zZbJ7oAy+8eETEBUEQToEax84Scdd1z6wP93o92LbNkS1wNFpmmibvGgce18vnhRw4Sq/bto0gCDgSpxnt8XiM5eVlVKtVrmnTeWlefTqdcsqetpH1+33OAgRBwF3ywFEjm+/78H2fjWRoCQql6CWVfnEQERcEQTiFp0XicRwjTdMzRVwphcFgAMMwMBqNUBQFptMpz4ATWmuezZ5vSlNKsUf5/MKSg4MDFEWBzc1NAOCu8Vqthmq1iqIo4HneQpRdqVR4Z/ja2hrX25VSfOx4PObaOl3fsiy2faUHBuFiICIuCIJwAhQRA6eLODWbVavVMzu1ScjLssSDBw84Gj5+DC09IQvWVqsF27bhui6vFKXoeTQaoV6vL6TkgyCA4zioVCqoVCo4ODiAbdtotVrI8xyGYfDWMdu20e12eb6cTGbu3r0L3/dh2zZM0+RmOlqqIlH4xUJEXBAE4QRoDjuKolNFPAgCWJbF+7pPg7aB9ft97gA/ScRp7EtrjSRJ4DgO2u02giBgK9U0TeG6LlzX5Zl0YHF1KNXYaR3pfHQPgEU+SRIsLy9zjbvb7eLhw4fY2dnhkTfDMGAYBs+ikxWscDE4FxFXSn1dKfWBUuq2UupPzjjud5RSWin1xnlcVxAuO/PRnnCxoNnsIAiQZRmn1on57WJPWwBCXeKdTgeVSoXtWY9fDwCfi5aeNJtN5HnOaXtyXqN1p3Qe13XZjY3ulZrRqL4exzGvNaVtaI7j8H5w27ZRliVGoxEMw0CWZbBtG0VRcAe+NLRdLJ5bxJVSJoA/B/CbAL4A4PeVUl844bgWgP8awP/3vNcUhM8Ks9kMjx49+rRvQzgBEi6yOD0ejQdBwPXip5mezC8/aTabuHbt2hPH0PlJTLMs44iZhLler/PcuVKK94cDR13y1WoVhmFwoxoJML2XJEkWRsOSJOFSwOrqKnfFU3YBAK9DBcDLT4SLw3lE4l8FcFtrfUdrnQL4awC/dcJx/zOA/wVAfA7XFITPBHEcL9hnCheHPM+RZRmnsI+LeBiGbFv6LCJODWqu67KJyvzX55vZqBucUuQUbcdxzA5q81kA2oBWr9dh2zZ2dnYwHA7hOA7iOEae53Bdl21cAfD90EMAdbVXq1UEQYB2u80CT2Yxx7MHwqfPeYj4NQAP5j7f/vg1Rin1TwBsaq3/33O4niB8JqC6JwAR8QsIuaLRwo95EU+SBHmeo1arcdf3WdDykyRJMJ1O2Y+coFWmSikWbeoGj6IItVoNjuNgMplw9EyRON1rHMdoNBos2Ovr63yv8z7tlFqna5Ko09ja9evXudOdtqWVZXnijnTh0+cTb2xTShkA/lcA//YZjv0jpdQtpdStg4ODT/rWBOFTJcuyhT+owsWC5qxJyOZFPAxDKKU4Mn1aTZwi7CRJ4HkeXNdd+J0XRcFpbBJpmgeP45hT7HRdy7I4Eqf7oYcK6pifj8TH4zEsy0K73ebrpmkKANwY5/s+0jTFysoKVlZWEIYh3w+tRRUuHuch4g8BbM59vvHxa0QLwC8B+Hul1F0Avwrgmyc1t2mt/0Jr/YbW+o2lpaVzuDVBuLhQFA5IJH4RoVGsZrOJSqWykAIPggDVanWh2/ssKMqmZjhaXEJQpE81bAC8G5xms+n7aMEJ1cyBx65xdC1KszebTaRpitFohE6nw6l3GmcDjkSc9pQDR9vKOp0O2u02TNNElmVoNpsyG35BOY8VNG8CuKmUeglH4v17AP4VfVFrPQMwpM+VUn8P4L/TWt86h2sLwqWFIhyKwoSLBXmKNxoNVCoVxHHMu77zPEe322XBfZZ0Oi0ioajd9322ao3jo1Yh2j5Gq0lv377NnfHj8RhpmuLw8BC1Wg0HBwfY39/HgwcPMJvNOFvgOA7q9TqKokC9Xsfu7i6UUrh58yaAx6tM6UFEKQXf9/mhoNfrwfM83qhG9/K0bIPw6fDckbjWOgfwxwC+DeB9AH+jtX5XKfVnSql/+bznF4TPKjQHTHughYsFpbUty+KZ6SzLOCKnejhwJOLHU+TzkPhHUcQRLe3kBsArRKkrnexOSfi11mi32+yLbpom+6HTGlHTNPk40zTZcz1JEp5TB8A1/DAMuabu+z7yPOeRtna7jSzL+Bj671S4eJzLb0Vr/S0A3zr22p+ecuw/O49rCsJlhqIm2hUtkfjFoigKpGmKwWAA4GiRyWQyYWGr1WowTZNd0MqyxHg8RlEUJ45hUfd5HMc8kkbbyoDHIm5ZFrTW7JSmlIJhGCiKAteuXUMcx+h2u/B9H/V6HcPhEP1+nyNn2jbWbDYRBAHSNGXxJhGmSD/PczQaDaRpiiRJuMZfqVTQarWwu7sLAFwLl0j8YiKPVoLwKUD1cIrwqD4pXAyyLFuIXhuNBrIs47QzCRtFtfQQNt/nQFAdm+relUoF3W4X4/GYjyETFgAs8q7rYmdnB0opXmyilMJLL72E0WjETnKu68LzPCil0G63obVGp9NhL/Rut8tGMHTP1AVP42T0PqhTvVqtotvtIs9ztFot+L4vIn5BuRK2q1pr3L9//4mxDuGzS1mWePTo0YUVR/pjPz/nK1wcqMmLjFFs24ZlWaCpGXp9XpbmlsoAACAASURBVMT39vYwm824wYygz+nBwLZttNttlGXJtXDqj6DIm5alRFGEzc1N3Lhxgx/2KMr2PA8HBwd4//33cXh4CNu20Wg0eBzMdV0URYHl5WUel6P/zvI8h9Ya1WoVvu9z9E8iTg+XtVqN0/+STr+YXAkRV0qJveUVg/7g0R/Ji0aSJLBtmy0waRZXuBiQiFcqFUynU46ODw8PF5q8KDVNEbrneU+YwtDvtixL7iynhjaKltM0ZRGnkbbpdAoAWF1dxfr6Ovr9PmzbxubmJlZWVtDpdNjGtV6vQ2uNMAx5CYrrunAcZ2EOfH4rG42pUbf6/PuirvzBYMAPIfMb14SLw5X5rUi0c7WgP6QX9XdOTW3AYq3yPBAHuOeHasTkkLa7u4s0TXnVJ/BYnE3ThOd5AMDmLPPQdjB6SKtWq6jX67yNjI6nZjXHcRBFEXehd7tdRFGEwWCAWq2G0WjEUbfneWzNGscxXNfFdDrF3bt3MRqNMJ1OMZlMEEURHjx4wM109BBJBi/zUTitRKVrUDe7eKZfTK5MfoSiHeFqQBHHRWwYO15vpeiHzD6el9FohLIssbq6+tznuqqEYchGKfR7mk6n2N/f54iU/tsyTRO+7/Ps9mw2Q6fT4XOVZYk0Tdm1jSJex3EQBAGazSavHTUMg4Xa9312TwvDEK1Wix/QZrMZms0mxuMxd6e3222srKxw0921a9d4bSiVAqjOTWNrk8mE7V4ty8J0Ol14AGy32wtjccLF40qJ+EX8gy58MlzkSHy+qQ04/0j8ovYBXCZog1ie5+h0Omi1Wrh37x4ePHiAe/fu8dYv4PGilH6/j9ls9kTvTVmWnHkpy5Lr6c1mE57nIQiCBdOYarWKH//4xzAMA8PhEGEYQmuNVquFKIrQ6XQQBAEGgwE8z1vobCccx8H169f5tZdffpkfEPb397Gzs4OiKNDpdPjcFNHPfziOw/arwsXkyvxmTNM8sXP0RRAEAf8PJLwYSMQv4oNbkiQwDIP/wM5H4s8LdUF/luqXlPKlqPKThkSZhKtarSLLMnS7XVy7do3HyehhiVLltJObBJJ+rxSJO47DO8NpRGw0GsF13YVd4tTU1ul0UK/X4bou//2g2rxlWbwqNAgCFvGiKJAkCQaDAbu8+b6PdruNjz76CPV6HdVqlRvr1tbWYJomlpaWTv355nkui08uMJ+d/9OfAs1afhpMJpNL0Rn/aT3kfBKQIF7USHz+j6JS6tx6Nugc1ET1WWA8HmMymbyw61EnNwAWTEqvk7AuLS0hSRLs7+9jb2+Pd3ZTZDv//zt55JOZi+/7mEwmaDab0FqziAPgJSdZlqHX68GyLBZ88kx3XRftdvv/Z+9NeuRMsyy9Y27zPJu5+UAPMhjMrKrIrFQjW7+gF9KmtZUA7QRopZVWAgRoIUAb9VoL6RcUJK16IUELQUCvBKiByikyiwxOTh/MbZ7n4dPC87n+mtGcZJDMSEa5v0Aig06n2Te+995zzzlXyWRSnuep0WhoMplYj5155fTXp9Opua9BqsPEhmTAHU/qLs/zrO9/v77MdWeCuAt9/ZgLI48vsSJ012KxULVa3TCg+Kku5DMYZ3xJXAhITtuVzedq97jM6C/pvD92Mcf7xzTEwV5VuhkOgnNZMpnUaDRSPB5XqVRSOBxWu91Wo9HQ2dmZISAwyyVtEN1w50OjTcB3zV3ocwcCATt3bFTRdUvXs70rlYpevXql6XRq5Da83plDfnV1pfV6rXw+b57p+MJzjrchNx9qK3u//nrrzgXxH3tjA3L7EitCd7nQ4E99EcjYgL+kBGq7H876XNar25OxfurLTSrfhxRNp1OdnZ198v1m/jb96eVyqdlsplgspng8bkF0vV4rmUwql8sZSWwwGCiVSm0EcWbGuxpw6UayRc/b7/fbf2cyGRtKgpOa53mKRqMmZ4vFYvrbv/1bjcdj9Xo9m3AGVO55nprNphaLhUqlknK5nP1bnOM8z7u1CpdunqH7SvzLXXcuiP/YGxtB8UvXqbv60Z/64lzwhf6Srrtr8uKuzwWnuwHsn0MlPh6PFQqFNqZu7Vrr9VrNZtN6wp+yIIoFAgEb7Sldu7ZhpkKfHr11Op02KDydTmsymdhx4MZGe4O9iMDd7/ftz/SvmSW+XC43pqUxjpQ+dSwWUyaTUafTUbPZVCKRUDQa1Wg0Urvdlud5ymazhmQ0m037Pir1dwVxl4F/v77MdR/E/8Lrh4yb9Dzvr9aX/iFB/EtvDywWC/l8PguUX9KxAmNub4oE8U/tYyMdWi6XP/kgTgUcj8cVCoXe+W50u93PlohSOQMzj0YjhUKhDVtSlxXOtDNmcMfjcYPJeaddn3X3/ILBoMHbfF48Hle73bYZ4MDukiypwA612+3q+PhYw+FQrVZLnufp4uJCf/jDH1Sv1zWbzTSfz3V5eWm+7/P53BKjd0Hp0j2c/lNYdyaI86D+NSpx17P4XWs4HBqz9cdebHwfsgE2m01dXV19scQpqqO/VuL2rrVNamN9LpnZcrnUaDRSq9X6os77Y5ZrfRoKhW6txDE5SaVSGz7mH7OWy6VpuhOJxEYiIemtIM4xpVIpFQoFq87D4bC63a71tN1AGQwG5fP5tFgsLLgPBgMtl0v1ej3771QqpePjY2OuQ1TDsAX4vVgsKhgMGhpRq9UUDof1+PFjZbNZHR8fK5fL6eTkRJVKRZlMxo6B87ltuW2A+/VlrjtzZ/4aPXHGDwJXvW9TZUP4a1SODEVAovS+3yVYfImLCudzsr4/x1oul1qtVjuD+OeSmVHtuQzr29Z8PtfZ2dkXc32213g8NgY1GuvtJNPzPLVaLRsqAhnsfatWq230rVlItrAyBUrnHfb7/YpEIur1esb6ZupXJBKxShlI2/UlRyHDpDA3cX79+rV6vZ4CgYCKxaLK5bLi8bhNSFuv14bg9Pt9k5Oxn6VSKe3v78vzPB0dHelnP/uZKpWKotGoCoWCoVIkQ9i7vgtKl25mj9+vL3fdmSAu/fjWqwTlDyVY/SVIcNhGvmsRuAku79sEOb6/hmxuNpu983ywjKSy/ZJMfm4jtUmfpxJnU0eutG3/ub3G47GazeYXKS1kOIg7gER6m9xGtZvP5017/yHP72Qy2emrjxQrFospHA5b+8M1UonH42ZvGg6HjQ3OCFAsS+fzubrdrt0Pz/OszYMne6fTUbvd1nA4NI90zmX7ekBEgykPrO7z+VQqlZRKpeTz+ZROp41Ah7kMCUQikdhwiHuflSre8Pfry133QfwvuNxN+0PYx3+JSpzN5l0bOt/HhvmuTZC+LQYYP3Y1PhwO1e12b0VUOBd38tKXUmnix+2S2tzhF9Kn3Xv64H6//4PMjfr9vlWLn2vhTvapC5a2G8S3yW2z2Uy9Xk/JZNIS5cFg8N5hMhzfrucc5jbGLbvaH8wW73a7ymazZqOKw5l0E7DRt/PeEFw7nY7Ozs6sKs7n8+aN7iZifBaSSSD8vb09zedzjUYjxWIxffvtt/r6669t1jgQvCTrqwPJz2YzeZ5n41TftVzTmvv1Za77IP4XXEBtTKp61waNtln6vJU4mx5M1du+W7oZi/khQTyZTJrX8o+5uDa3BYrtIP6lVeIEI+lGm8/M6E81JKLNwTP3vkqca/i+3/shq9frfRa+BGQxN4BSGUs3MLrf71c2m5V07Rn//Plztdvtdz7DVOAuHO1+r9sP3+VWFo/HTbq1v79v1SpDQiCi7e3tWcJJIKYCB1an4k8mk5rP54rFYhsEOFpye3t7CgQClhTs7e3ZxLRisaif/exnOjg4MBjffe6RyvHu0qb4EAfJezj9y193Koj/2K5tsECl91eEboXxuY6RDYDBDLdVXO7LDlt2uVxqOp1a5QuZ7fT0VBcXF+p0OspkMj96Nf6+IM7mDQTIWMe/Nglv2+RlOp2qWq1a8sZm+SkJB31wAsr7xrD2+31dXV2Z5OhzLKq8T2GIe55nkLa7gKhhfs/n8w3oeTgcyu/3q9VqvfP73Wdn+3oPBgPt7e0pHo/f2v4IhULq9XoWhN1qlf49EjHgeYI4Ui+MYoDk3fndy+XS9g3UBn6/X8Fg0BjvoC6RSETZbHYDLoectx3Eubar1UrxePy9UDrvzT2c/mWvOxXEf8xJZpBw3ElV79qgCeIQVj7H4jMzmYwikcitMDQbHs5Tr1690vn5ua6urtRsNjfgeLyb2QjYWD51dbvdD5r9/SFBHORD+utJC7cXwYfJVbVazTyrJVkF/amVuHRt45pIJOw7b1uDwUCe531WNIVn7lOCOEFvO4hjeDIajdTr9RSPxzd+ZzweKxAIaDAY3Oo8CNy/q3VEQhoKhRSJRHa2P6RrG2XgaFcW2Gw2Dcqn70xCsre3Z8E1FAopnU4bOS6TyZiOPBgMWtAGMufP6/XafNJ5zt1r4JLmmB0OfI8n+3q91mq1snnm71r3Ri8/jXUng/iPUZWxmbnVw7ssQJFFfWgQR8v6oceQy+VshOH2gjUNqzYejyuTyahcLuvw8FAnJyc6Pj7W/v6+9QBZ6XRa8/l856bJBva+RSD5kN7sh8DpLgnpcw4X+ZTF8c5mMzUaDYVCIVUqFbuWyI0+NYj7fD4z8EDutGut12u7Z0iaPnUxYpX//tg1Ho9tZKe7COKXl5fa29tTPp/f+PvRaGRDRur1+s7P5j4w7MM9b4I4RDX64W7Ful6v1Wq1FI1GjRcynU7VaDQ0HA43NNzYq5KUMPs7k8lIukZCFouFEonEW/px0JTZbGY8h8lkon6/b2Q1evDA4rQH+G5Y9qxIJGLX9UOGydwbvfw01p0L4tKPU5W5AbTZbKrRaGg2m926Wc7nc9M2f4gpTK1WU7vdfu8xQHIKhUJKJBLq9/tvHQObvySVSiWl02mTyyDVYgHXkpDE43Hr822vwWCgWq323gqbjf99lq8kYGhibyMmuRvX5x7z+bFrNptpMBio3+8rFotpf3/fEAOqtM8Bp0vXz3ksFnsnyWyxWGg2mykajW64i33Kcj/jY4M4PdtoNPoW3BsIBIyIl8vl3gp8jANNJBJqNBo7E2aOETKae5zD4VDL5dKC6i6P+16vp9FopEqlovV6rcvLSzWbTTOCoaXh+hRMp1NNJhONx2MlEgnFYrGN3rbf7zfTFRJ+BpPwnjGEpdVqaW9vT7lczhAFklZQARch2xXEkeK9b91X4j+NdR/E/0LLDaA4iDWbzVsrVmQpH+Lc5RJU3tUecHvykowAtD0RiuOTbuRwt23Crs4ZI4hMJmO9P3dxru/rmXM/3rfxr9drY9tLb1fj9Ar/UpX4dDrV6enpD/4sqsfZbKZkMqlSqbQRoNAMf0rCQa8T/S8EutsSKCrGQqGg9Xr9WVoi8/lcg8FgY0znD11Unq4JSaPR0NXVlVW9rnMaC2QqmUyqUCjYnO7txZzwXXK0wWAg6fod4B1zg/h6vVaj0ZDf71cul1Or1dLV1ZVisZiOjo7U7/dtYiH3mkSq1WrJ5/OpXC7b54TDYRtqggyMYwYCl27Y6YPBQL1eT4VCwSRm6XTajo/nZm9vT+l02kaYslxk40MC871b209j3akg/iGubePx+LP0CIHiIC5BwLm8vHxrg3Or9g9JNAgieC3vWm5iwPL7/Uqn0xqNRhYA3YQB8gxuUrd9N0GS49hVjaPzlW4Yv7ctzvV9RjNAk36/f6dFrctMZ/gDsprPkbhNp1N5nvdBvft2u63RaGTV2mAwUKlUegsC5nhdFvDHJBxuP5zqPhQK3drOgMy2v7+vYDD4WUZ9jkYj8wn/WLIjQzwIOLQfrq6udHl5qXA4bLam298tXT+LtI62kSqeGT6b684aDAZvGbG4QZwqHJY8ATiXyxnk7fP5dHp6qqurKwuw8/lcrVZLiUTCNObz+VypVMqSinQ6vWGghFoBFvx8PtfFxYV8Pp+Oj4/tnXJlYu67zEhU91l195cPrcT39vbeS4C7X3/ddaeC+Ie4to1GI5OAfOxyAyibQTweV7FYlOd5urq62gjk/M6HWoW6varbgjikmm1STjqdlt/vtw3O3cR4sd9lmOFW4m7gSKfT5v8s3ciW0un0e4dSuOf6rgpuPp9rOp0aqWf7M11mOmx8pEqfI4i7fe13LRCDWq2m09NTDQYDZbNZlUqlnb+PVeinIEXu/aKfCkN6VwIFCzuTySgWi31y4krShJEJwzt+6AJKJ+HudDpGBHz58qW1crafE0hti8VC6XTa/MfdIAZUTRCHSAgZDc01/XDX4361Wqnf72s8HptE6+joyII31//Jkyfa29vT6emput2uubvR+5ZuWPTBYNC+k2BM/5zzHwwG6nQ6ajQa6vV6SqVSymazxhtwkwxXi06/fDvh5Nw/pBK/l5f9NNadDOIfEiA/RTvrVta83KFQSOFw2CpyN5Bj+PBDgziksl1BxT0Gd/l8PmWzWc1mM41Go43Nnwr7fUGcz3SPETIQwYDgCfP2XZWZ+znvgtRJsDqdjvUP3YTMTYbcYRifSyvONX1fEJ/P51osFqrX66rX6zb9apdTG8frBtqPrcSROqETfxd3YDgcKhQKKRqNKpFIaDwev/O83kcGHQ6HGo1GyufzikQidg1+yIKJDdsaVzWCKpPCrq6uTJ7HgrXNsxGLxTSZTAwil2704dwHnncSPuBzCGUu/Nxut22ISCKR0OHhoVKplO0TGLDkcjmDzH0+n0ajkTqdjtbrtcnIILHSx08kEuaeRoVNrxxy4nfffWefzyQzDGlYBHGSQnfiGisWi9kz8r5179b201h3Koh/iKEGf/cpQdzVlyLz4MXx+Xza39+Xz+dTrVYzqMzVk7vHsWuRIfMS76rGXX/k7ZVIJBQKhdTpdKxid7+bDWZ743aJZduBcbsan0wmRk7CgOK2QMCGFwgE3lmJdzodu558lvv7rjSH6/c5pFuSjGns9/vfK92az+dqNpvK5/PK5XLqdDpvEQTdxXXnOnzMsW67tVHp4Qi3vYbDobVB6N3ephdfr9e6uLh4J5GyVqtpb29PpVLJjEt+aBCHQwEvo9vt2r0Lh8M6Pj7WycmJ0um02u22Li4u1Gq1TI+NnArCFwx8V9HgJspuWwhOwLZci+N68eKF5vO5CoWCKpWKDWWBrMo77Pf7FY/HNZ1O9eDBAwUCAY3HY2s1kDizN8BkD4fDduwkphAepev9yEXAIC+698g1lFkul4pGowqHwxuJTDwet6Eq71v3bm0/jXWngrj0ftc2N4h/rBRtm9S27eMdCAS0v78vSbq6ujJtqvRhfXvXlSsej2s4HL7VInDHDe5auVxOy+VSnU7HZEluEJferopdtuquwJhIJOT3+1Wr1UwGI8kqgtt6yWwW7/O9hgwUCoV2Ss12kcPY8D41iG9Lk95VtY7HY/V6PaXTaVUqFQ0Gg3f20d1g8rGoAS0GSRuVuPR2i4LgFolE1Gq1FIvFzEBl12LM523a6/F4rH6/r0wmo1AoZJ932+/ftjgmpnNBDqN/TJJSLpeVz+eVSCQ0HA716tUrtdttCziTycSQIQyLpOtK3K2ueVYWi4X1w93rDxz99OlTeZ6nSqViLTFQDNADNxEniINaVSoVs2B98eKFJfXT6dSCfigUsqSAd4Cg3ul09NVXXymZTFqLYHt4icsrIYgHAgGlUikjMf6Q5Sat9+vLXncuiL+rEiebxWf4Y2U37gsNdCZturYFg0GzbKzVavZvP2TylgtzJZNJM8C47Rh2LRix7sjKHxLEdwUbqvFut2vyJUkbc5lvO5/3BfHJZGJe1VTswWDwrSC+TbojMMLe/thFIMQk413PxmAw0Hw+t3sQi8WsCtu1IESRhHxsJc4iiPPZ28fKpk6wxPnLrdhY8/lc/X7f7veuKWJY+uZyOUnXzxaSqB9y/NiOSjL0Ase9VCpl9wC9eDab1eHhoUKhkPr9vhqNhnmnc02lm/sBpC3JevYEenrxHAvEQMhsJycndi/5d26S5PJPSJ4houGLHg6HVa/XLaEbDodW0eMRAeeDzyEZePTokRkDXVxcWMLhXj8X0eIYeV533dvbFnbAkt4y3LlfX966c0H8Xa5tbITA1B8DqUO6CYVCb0me+G53MAEbn+v3/L4gzgsqXW9owWBwA1LnheYYbkMUstmslsulwag/tBLfld27UCqbKOYjt7HUYcFyvLsCea1Wk+d5Ojg4sB6pG8QJ0q5mlp9vH//HLJKGQCBg379roRhgI5/NZspkMkomk8Y03rVchvrHBnEQFTeA72pRADG7QSAej2s8Hr91fO12W3t7eyqXy5LebjPh3+32/IPBoEKh0HvNe9z30B35ORwOtVgslMlk7OcQJF1OBrMJotGoSqWSQeiQ+SB4gThJMoMWfBZ4d+ghS5u8D9cWVZLZopIksE+4QZxkoV6vmzVrNBpVIBBQIpHY4IlkMhmrnhmawv3nPXLHjKZSKS0WC2vDufMWXI919ggqdnr+71uz2UzValWe52l/f/9WHsf9+nLWnQzit22SbpUcDoc/Koi71cL2MI5d/W7P81QoFBQMBlWr1d4LqbrkFVYymdRsNtsgykk3Hs+Xl5c7P4sNkD4dmzrZ/PaG7rLiXcOX7d+honED3S6SjXtO9XrdNuzt78UlKxaLKZFI2DAHUBW3QnSvsTtEwj3+j1kusuEO4tj1e/h+L5dLzWYz+f1+HR4eam9vT/V6fWcSyfX+GDgd/sI2BwLYdjsx6vf7G79L6wMtMms4HGo6nSqbzVq16N6/9Xqtbrcrv/96xra74ZMU3Gbz22g09ObNG0MnxuOx9ZS73a5CoZDi8bj9vSvX4nu4BzDTi8WiDR+h78z3N5tNe25brZbJr/x+v7mg8fvL5dJg9+FwqGg0+tY0M9AOkiQ3WXenhcGDSaVSms1mxhvgM4vF4obZEoRNzqvb7SqXy9m/57NSqZSazebG+GL2DjeISzIHt/chI+PxWFdXV/L7/apUKvcB/Cey7oO4s9xKMxaLbQwR+NC1i5nu9sSlt60eo9GoDg4OtF6vzdTitmN0hxqwGGZA5eP6sNNj2/V5ZPlsnN9995296LugbcxEXG/y7esDazaRSGzIluh17oKUGZrhMsrd1ev1NJlMlMlkLGBQdfDvXWY6x7Vt2/mxlTgbJJsaJh27ng3UAtFo1PrCQJ/FYlGLxULNZtN+fzKZqNlsWiV+W3L0ruX6BrjVtctCdpMOIGfIVDiC+f1+64uv12t1Oh2bsCVdV6GuZA0vfiBXd9N3B3GwOPeLiwvTgwMXMzucqhhjIghdrtc5wZP77pI4manN/9brtQKBgHq9nj1/fBfXeTAYmEMaLQ0C+nQ6NVY5VrbSJu+Aitjn81lygNZ9MplsmNMQTEnm9vf37f5tO9BBPD04OLDEBNTjq6++0mq10vn5uSEUrq7bTfRBAd4FqQ8GA9XrdYVCIe3v79+z0n9C684F8XcRx9xKk2ryh1bjsGTdSvZdlTgVHi+PdD1SEaOSdx0ji6QDyAzo12W37mIoEwiBemu1mhqNhh3zriC+bRaxfR0JWtlsdsPO8zZInWDo8/ksiLnHiv44HA4bcY6Zy3yua2frBkEg7U+txLfletuVoLsgGXJcLqsYYxCIb9J1IGw0Gsa459r8kGN19fpcP0xX2NQ5h/V6bfOmXRIa6BPPEF4JrjkNiQl928FgYJwMeBIsCID4shO8R6ORUqmUjo6OLDi6rHS01XzXZDKxBBBlAPcA3gHPMQlHKBSythX3fr1eaz6fq91uKxQKqVAomKSLipkq2O+/HoHK3zWbTa1WK0NXJFmFTdXrqiUGg4FisZiSyaT1v30+n8LhsHEPWq2WQqGQMpnMBpJCRT6bzXR6eqpIJKLDw0OTmk2nU0WjUeVyORUKBc1mM0v8JVlSxjGyOJZd+0C32zU/+P39/Xsy209s3bkg/i4dNkEKzTbTgG5bt3kzb0tB3B4lP5fedlULhUI6PDxUNpvVaDTagBtZuypxSSYToq9JfxlCz21BnH/LcAX642iX3WDiEup2VeKYurCB7e3tbTCecdpyYT02J4Lttlschi3MXXalelTHVGTb8jLIR58qM9sO4m6/e3sRBIfDoZrN5kYFL0mpVErxeFydTkeTyUStVsvgXXf9kGPdlgkyjY5ryhAefpfKlZnw0vWzCAEPj3cCIisSiVgPGFUDlru7Zm4vl0udn5+/FbxzuZyZ0RDEIZitVisbEAKCRBXrngftKvr7cCogUcL+pgKNRCJ2P/BqQH7Fc80zRQI8HA5Vr9d1fn6u8/NztdttGwXqBjoC72q1sslk+XzefgfYPhqNmrFOq9VSNpt9y8IY5QXmLqVSya7laDSyZBj5WD6f13K5tL68WzxsB3Gfz7dRjZMgd7vdnXbA9+unse5sEN8VgLfJPhhG7CKELBYLvXnzZkM6tB2UXba09DbzfJerms/nU6FQMHevRqOher2+wbamwnJXJBIx2JBjgLRWq9V2BnGCJ0FuuVyaPGwXuc29PruCOAkPPtDIW/iMXZA6lXij0TCYmd9H9sRQB1dv7/f7rcqlIttmpvO7BPiPDeKQ6LjmbLa7vNtx9AoEAgYNbwe4QqGgUCiker1uSZNbMW5f1/ctl9RGT52EajuIz2YzQ0sYnoEUkhbS5eWl/H6/QdosIOJOp2O+3SRd285hnU5Hw+FQjUZDiURiI3iz0LETZHu9nk0H41hdjgUtKvedGQwGBh/TU2fyGNUtqAT/7yIjjOzk+XDv13A4NKid1lStVtPV1ZWN5wXpWK1WevPmjX7/+98bJ8L9ftCyTCZjzm8MGnLvIe9hvV7XarXS4eGhJYwYKCWTSUMmAoGAyuWyBV+XcLrNj4BjAEJRr9c1HA6VyWSUz+fvA/hPdH2WIO7z+f4jn8/31OfzPff5fP/Njr//r30+3x99Pt/vfD7f/+3z+U4+x/d+zHpXJc7LzHLhFnhvuAAAIABJREFUw+3Fz7Z7fu4Gsz1Ri+93g7ikjUDP74RCIZVKJeVyOU0mE11eXtoEstv6Vclk0tjCBHF6mLuqRl72fr+vSCSig4MDdbtd9Xq99wZxNhz3OrLJcP70Ul2Wcjwe12QysWC1Wq3MHIbvJhkaj8dW5fGZbFzIcUAcsMLkM/ldl/X9KXD6tlyP5MFN8JBjEewwWtlOuHw+n4rFoubzuRqNhiEeBB73HD5kucQov9+vTqejfr+/wZrGuY1gEI/HTQrGtaGF0m63lc1mN4672WwayYtky5V9cX0mk4nOz881HA5Ny70dvFlIqBaLhSkq3MTBnTjG77ukNenaqY3nEidEEi7IZZANsYT1PE/ff/+9ut2uoRJusOf7UIxks1kVCgUlk0mbkjYYDMwAB8neYDCw78GtD3SB5MHtxbuVOPcQfspgMDDYX7qZhAYkz72G+3FwcGDaeJc97y7X1Ofq6kqTyUT5fN6Qj/v101yfHMR9Pp9f0v8k6T+W9LeS/jOfz/e3W7/2j5J+7XneLyX975L+x0/93h+y6PGREUu3w+n04aRN+HB7ufAki02HTdOVPLHcTNm1W3WXixakUikdHh4qHA6b9eNtpKdEImHBj+oL4twuRIGNAzbwL37xC0nS6empbYpuVYz+1j1OtzVABeL+Pex31jakjmc1cGKn07GNvdfrabVaKRqNbpjhIJ1hc4T1vt2n5/c+JjCyYCvvCuLbHt4Yc0QiEZVKpbfaEe4KBoNW+fZ6PavePybhcOV8kmySFv1i7hnQNVU314fvJZAtl8uN+4hhynA4tPYH74brTijdDDA5PDzU8fHxra0cSTagheQC0xMWiRn31ZWWufIu6ea9cvXffr/fjHbG47EODw81n891enqqWq1mskVJ1h+nkvc8z/6+Uqkol8sZalIul3V8fGwto8lkYkNP8vm8vv32W6VSKYPAQSWA7ZPJpJLJ5IYsD/QEkh/vOElNv983W9ht73dJlrRsM9PdRTLc7Xa1WCxULpct0b5fP931OSrx/1DSc8/zXnqeN5f0D5L+E/cXPM/7fzzPoxH6/0o6+gzf+8HL5/MZw9mFv7aOUavVSsPh0MxXqKh2STPYmNzNlqrL9e7eFaBdHeguO85tqBrIDCJLq9VSp9N5KyhTpXKe9NBgU++SjAFZI2PJ5XKq1+sGIfNvdhHq3E2Ein/bHAImubvZBwIBC+yQsILBoAqFgkmAOp3OBkHPhfHdwINBzzacDove7fm6RKcPXbd50O8it7VaLbPm5Bjf5UBHkrZarXR6emrIww/p32+fE6xy7u1oNLKqDL/81Wplki2SyNXqesBHMBg0FjoLXsNsNrNq3FUGuOYyrj7ZHfhx24Kt7XneRkUIQrM9ecsl6Uk3+nI3WXMZ7P1+X4PBQNFoVIVCQa1WS9Vq1eSXwNKYO7mmK/jeVyoVZbNZ+Xw+k6rhz14ul3V0dGRcDIavJJNJFYtFRaNRI//V63Wdnp4aAY/53vABFouFVdto1V0LWpIrN4i7bTb3Z7ehdZlMxoym+Oz79dNenyOIH0o6c/58/uef3bb+C0n/52f43h+03Opml2sbf+52u6pWq/ZnGKnbm/GuSnzbqU16O4izQQMLbv+9dLvHeywWU7FYVCqVUq/X2+l1DTw6mUw0Go02yF3bPuNs8ovFwnrwR0dHtoG5QciFqHdd0+0Rkvys3W4bI5qFLSUSHpehj/nNs2fPLHjjoEcC5sLV9LsJfhzrNov+Y6vx7UqTRaXnBvHLy0tFIhEbKxmPx3cmT6zhcGgDM7gXZ2dnP8gm02Wm0/flWpEsERAgrPn9/o2ASb+33++br7872GMymSgYDBppq1KpWNK2TWpz9dLwNG4L4u5o10QisfEuuA5r3EMSDvd6AsWTLJIkw+sAEi8Wizo/P7fnIplMGvqBigO/f+k6cWm32yqXy6aKYOAJY0hdQl0qldKDBw/MgY3EajKZ6OjoSF9//bUZ1kQiEUv0JFkQ73Q6JpNj5Knb+yc54hhd8yg3yXYJqNsrFosZsne//nmsH5XY5vP5/nNJv5b0b275+//S5/P9e5/P9++ROn2u5Watu1zb3OoYso2knVIzet+uvMR1auN3+F53sYmw+dxmjbqLiMUmVSqV3pJiSTc6YWQseFGzqWwHcel6swoEAhY80+m0YrGYbdhsiLuCONUPVRMDT1iYUzBykUAKpI5mF8ifoJ1IJAw5AU7fJh26PXsSHlc+6G6QH9trlm5cwbb72tKm6QsT1mA+r1YrY3/v0sbTUpjP56rVauazHggE1Ol0dHZ2ZhDquxbPGRwFiEvwAWhXhEIhjUYj9ft9BQIBq8S5lt1uV57nqVQqGUQsXT8fjCylUs9kMqaE2CbuDQYDs2HFue02u1kXeXDnYks3pDa3Epc2GeqS7FjxMScZoD2DZA1G/YMHDyz5ct9Res4gSWdnZ5rP53r06JE90/F4XMFg0Hgn9OZ59njXuL+cI9V5KBRSNpvVwcGBcrncxjPa6XQ0m81UKpVsbwgGg6rX67q4uNhAALYlq8vlciOZ2zaDul//vNfnCOIXko6dPx/9+Wcby+fz/StJ/62kf+153k67K8/z/hfP837ted6v8Qn+XGs7iO+qxAlI0g2ESCXrQupsIkhfqNTpWUk3pLZtqJyXi8+7LYjvglRdyMw9n+2/Z95wr9ez3qfrBMXxSTJ5iUtGi0ajBu1RSbp95ul0avIdScbw3YbSXVa669aG+9d4PLYgzgbIhgSkOxwO7d9vJxD07An+rnuV68QVCAQ+Wiv+Lg96ZE5IgtbrtRGRBoPBhlZ6eyH1arVaury81HA4VDgcVrFYVLFYlN/vV6vV0vn5uQaDwa3B3D0fv99vfV2u1d7enpGkZrOZzaQmwEPGQgcN2Y0xoKPRyEaVIm+iH46ZD9dnuVyaZepkMrGE0g2Y7iJBSCQSbyXVON25rRS+iyrYvZaSNqp6oG+XpR+NRg2BcNtFyWRSvV7P0BNJevnypSKRiI6Pb7a25XJp/77VahkKRMuKfjrPIYl9KpWyZ8F9l1ySaL1eVzAYVD6ft/45nIZms2nyz16vp1artYFuwKp3i5P7IH531ucI4v+fpG98Pt9Dn88XkvSfSvq37i/4fL7/QNL/rOsAXv8M3/mDlwtj31bluqYNrr45FottjAh0HaKkmw1Z2tzQdkHlvLhuQNu1bjtGzmVXEOcYcrmc9T8ZN7ndS6RPPR6P5SZM2GeyeUKCobLZ29tTs9ncmBoFrL/dY3Od47alZcj32IzYeKkc8YrGPGW7EuecIHUFAjd+5iRV7XZbo9Fo4z78kEocRvdt0CM/b7fblmxQEVarVSNm7YKTp9OpZrOZLi4uVK/XN8Z8EsxdjsDFxcXOZIDNm+qL4yAQM+WO649bGXryer2uq6srmzMdCoU2/MXRk4/HY6vAYVpz393EleDIseLctq2OoDJOpVJKJpNvBXmC+DarnfcFZIf3BGIl7aHpdKput2tQeSaTUTweV6/XUyKRsGRkOp0qlUqp3+9bIjOZTFStVlUulzeeaVCHTCZjMjsSDd6bWCymxWJhz473Z79zKvHxeKzJZLLR/kF1kk6nTdeO82E6nVYqlVI+n1c2m1UikTCXv2q1qmq1qlqtZkn1bT4S9+uf7/rkIO553lLSfyXp/5L0J0n/q+d53/l8vv/e5/P96z//2r+RlJD0v/l8vt/4fL5/e8vH/cWWC/3e1hOHmIYXORvPttSs2+2aoQZV6DbTfJe8TLoJ4shZbnNHui2II0NxkxIWx+C6XdHPg8XtEmGw36R6lGTnP5/PlU6nNZlMzBCDHjhBkmOnf+eei8vMZnN0vbSpeGq1moLBoMGpkJxg7sbjcdXrdXPScu8nx0NgItFyv5v7gL7+h1Tit5HaWLCYOT5MOCDm0e/f5SE+Go3UbrctGLx+/druN/c0GAyqUqmoXC5bZe5a2XJ+bh8U4hnyLTzrcY+jMpzP5xoOhxuaZVANEJFms2l9fYIR1yQajVpyANpEYHX111iVbss0adccHh6adal7TiAv2++Q2yOW9FarBDIbVStQPUlit9s1slkikbCePomq3+/X+fm5ptOpvvrqqw0kjWenUCiYUQoJpEsWo4Lm8/BHQJr24sULm79OSwHN/nq9VqPRUCBw7QVP24J/f3BwoOPjYx0cHKhUKm3A+y6h9j6I3531WXrinuf9H57nPfE872vP8/6HP//sv/M879/++b//led5Zc/zfvXn//3rd3/i5114ko9Go43Kxd1YXQJSMpk0eYgkq0xhtl5eXlo1DFQ4m81sg3GJNZL04sULvX79WtKNFATm7W1r1zHCOgWGZaNkbbPdqZ6Bnl1J1GKxsAlNbn9Uuu6Ls7lFIhEzm4EwJ92w+dlkboPSOe5EIrEhLUPz2+l0FAqFTOqChhl53NHRkVarlZrN5kZfmuuP0Us8HjfCkfv9ICIYb+yqxDudjk25ctf7gjhIwHg8tuAXCATUbDYViUTMJYvRrO4aDoc6PT214Fir1XR2drbhvsa9jUajqlQqVkm699z9b3qpVNiugQg91/V6rXg8rlarZUEW/TBsfyrG6XS6YR2aTqetwqTl4l5P3hfsg4fD4U7nQ5zN4vG4JRzbUj1JO4O4S9ijVQKhj3s1Go0sEMbjcUsgI5GI9ciPj49VKBTsPSVxWK1WRoA7PDy0qhwIn+SRipiJdSQ+7n2YzWaWPEg3A2NAl7BfdVsU7XZbg8FA6XRa5XJZ/X7fqvZgMLihmWe6WaVSsT47e8S9ccvdWXfGsQ3ikaub3Q7irubZhUFh7p6dnWk2mymdTuvk5MTGElKJu7CidEO+Ojs704sXLzbkMB8SxKXdtqbVatWSjO0g7hJr0Ie7DHWODegxnU5bkOv1elqv17bx9Pt9FYtFgz79fr8Nd+D7IAK+C0pfrVbGMnahZb/fr+FwaJUy1RUIwGKxUDqdViaTsXvA4pxIolz9OQGp3+9v9O5dgp57TZEhbfedb4N0WS46s16vrQLluuGVjomNu168eKF2u62HDx/q6OjI2ONYcm73faXrNonP51Or1bLvB2Fw7wf9bO5NLBbTaDQygpsLbyOh4md4G7jPJ6Y6BBDXwMa9Zki5wuGwVeqQ2+i7S7LnFlh/VxBHibDr2sOnQKmAzzl+ENVq1QIfiA/JkcsZAKGiBeB5nhmh5HI5pdNpdTodNZtNNRqNDXSNgNrpdBSLxTbsgrkHVOGSVK/XbYhPIpFQOBzWxcWFlsulyuWyJUdv3rzR3t6eQeck8qB2u1QSEABBmu6r8Lu17kQQp5dLNbLL8IVAzCYcjUbV6/XMxAGThnQ6bS8hbGw0224/XLqR7nQ6HQ0GA52fnxuTHdnPbWv7GIFte72e6UyB7fg9PpPNCrc3zl+6ke4wgSqTyVhS0el0DBqn50mfDsYxEC1EOb5/+1zoVbsQdiKRMMa7JEMygIqbzabBimjd9/b2FI1GjVxFtecS26j0JdnQCpKCbre7oRXfhtOBgIGc3bXLE9xdg8Fgw9AmkUiYbS1s/3w+r1AopLOzMwt4g8FAz549UyQS0ddff21Tqnw+n/L5vE2U2obOkYZNJpOdMjSXUEZgm06nllzQbhmNRhbkCoWCstmsAoGAJblA9NFo1K4nfXb05vzMTXyxc+10OtYLp4/sJg5cN5CL7TnyaM+5z9uLaptn2iXiPX36VIPBwORgvMOXl5c6Pz83qJ3zIjHlGKrVqgXbeDyuarWqwWBgVbPbDgPBcPXpLjpFAHfd0R4/fmxJA884LYlms2nH7trPcn0J1NvPxDYycx/E79a6M0GcMZAYPEibQZwNhA203++rWq2q3+8rl8vp8ePHSiaTVg1ixODKc1x5mSv5QRsKVEaluIv4xnKPcbFY6PLyUoPBQLlcTvv7+7aBuHpejovAViwWN6pFGNxch2AwaD1zgiMbDPaonudZv5QKESY5lpa7zoOEqNFo6OLiwsZaSjewK71WCGySNhIEWgqYaDDEgmBELxidMHA/x8XGS4B0v5MFc1vSRt+WoHJbokUilE6nLYAlEgk1Gg0bdMHnlEol9ft9O5Y//elP6vV6evTokQ2eIMnM5XIqFosKh8NqNBobE6okmZIA/bO7kElxLVARgEAsl0tzbIP7QHCGFQ3xKhKJKBKJmMwNuJeqeT6f24hLWO8XFxf6d//u3+kf/uEfNBwODeZ2q3+QE5AZPpNnBimka+6zveiD8/skUc1mU4vFQr/+9a/1y1/+UgcHB+Z4BrJEK6per6tWq6nb7erVq1caDofqdDp69uyZEQIHg4FGo5Fdc7ctQgBmChnvKf8DraBNs7+/b2ZK0nWrIZvNyvuzJTKsfhIwiIaSLBGmrecuV8VCknofxO/WuhNBXLqGIvE03h5Hyou0XC7V7XbV7XY1Go2Uy+WUyWSUSqUUCASsOqUi8fuvhxpA/NpFagOmZW5wrVaz/tu7grj776vVqqbTqQqFgo2GxEjDdT6TbvyoYeRShUmyyhWyGps4QdSt/iAx0VePRqNmYQkTt9/vWy94e0GkAjJl1Gmv1zM7S+BdoHwQAFeuxwbp8/lUqVQ0mUz0xz/+0a4RlZALq7KR4rxFS2FbK468LZVKKRwOb/Rt39cPR75WLBbtenNOoBsQlTKZjD17L1++1NnZmRKJhAqFgsmeYrGYWq2WPReFQsHuweXlpXnK+3w+633iYe4qCXA+IwnjufY8z1z8SHoSiYQuLi7MZW5vb09v3ryRz+dTKpXS3t6enScJGEGcmemDwUDPnz/Xd999p6dPn5o+/fe//709ayAqTEjjmeH55/9JDqSb4L0rIHEf3VbReDxWp9NRNpvV0dG1IeTJyYmOj4+1XC7N6vTk5MR8FiSpVCrZ+TGjgOT1d7/7nU0uo++NnS1GNSRc/X5f5+fnZsI0HA7NSnZ/f3/j+pE4P3r0SJL06tUrk1ny3DNE6OjoyFomJGfucgm7LsJ1v+7OuhN3GxJJNBq1EY3SzWYOlD4ej9VqtcwMI5/PG2udyns4HG5IspDfMEZT2pxehnSFlxcJDAFol4kIiw20XC4rm83asUkye0g3iAMxAzXClG21WlZxrddrq1hcKJ1K+OrqykhUfC497/F4bIxkyE9UUq4EjN6kJBviUCwWzRQGZu7r16+tGhsMBkaIwiTG7/dvkKcw/hgOhxuSGrfvDszs8/kUj8dNL09ys83kZroTCRz35DanNp6nfr9v41FJOhh+gg4bhCMSiZiMCe1yPB634B6Px4257MrwotGoDg4OjMU+Go1UKpU2AjBcAEnWOojFYkqlUqZQQMIEp4IkAVSm0WioWCwqmUzq7OxMpVJJ6XRas9nM5ldzb0OhkGq1mvr9vmmip9OparWayuWynjx5YolUt9uVz+dTIpGwID6bzZRMJu26SJtObLwP74LTSWbcIN7r9TSbzWwe9mw2UzabteeYVg1/5vkEWeL80PdXKhUjbEIMzOfzWq/Xqlar1rdHOnZ6emoJ7unpqSVbIE3uevTokRnTdLtdnZ2dWXtuNBoZkjOfz21MMOe5C06XbhwYb7tm9+uf77oTlTiBLZVKaTqdWgXpTtICLh4OhzZVy5VQSTdGEy4hDqh5m43tBvHFYqHBYGAyLFf7vGstl0tdXV3ZJkJwkzZfUKotaZPURoXLxojciQ2gWq3aZh8IBKw/mM1mFQqFdHFxYUGRUY+LxcIqCDTi0+nUxj6650LgACmAiJVOp/XkyRML6PV6XaPRyKBMyEV8F8mV68bGtUc+BAJC/9rt/SaTSZMc8dncb/To8Xh8wy7WnU53G6kNAiBQrQudYpUZDAYVDoc3TGZAZdioCfbxeNyCJsHFlUMWi0Vz8uLvs9msOQtynYB+g8Gg+Xb3+/2NqViw+mGXc2/hgUAQ23Ye5P1gcMhoNFI2m1UsFrPn4fHjx4YCcBywu3kumTe/jUS5FT7JJpwKVxopyVjf3Fe09G5yQnVNAvzy5Ut7f7huiUTCOCuw5Rke5Pf7FY/HdXx8bIiE53kql8sajUbmvw5fQ7qWS7548cKsVjFO2n7PU6mUCoWC8Q/wYSfBh/PistxJ2ndV4jzT9/Kyu7nuRBCXZJpjv9+varW6ocOGodxqtZRIJBSNRq3/5Q5A2eVpDsOVzZ+MGJir1WoZIYWNgQ13l4sVkB5+5qlUSj6fz15Q9yVGG01FRZLhjl2EnTwcDi2IMdgBuQwVaSaTMc04KABQ8Xg8VjQatQ3x4uLCWPycNwuYFyZ1v99XvV63489kMibTgSjo9gWp/GHsohlmM5Nu5kjDYub8MTQBIaCd4ErMYPZ7nmcbMP3GXUmRu3hWsPd03cL6/b7B0ARxrg3zp5ENwdqmwkK+hX/2NvSPFMyVSSYSCQtIBHM4BVh9DgYDNRoNG4SSy+XsGQYxSqVSGg6HRmrk3oGIrFYrVatVDYdDUwtgagIDPZfLmWQMDXY4HDYyY61WMwLodrUtyfrm7gAQ/p6xnlxnEjZ3bjttEcikkmzAyJMnT4wfAQK2Wq2UzWaNKEhSyHOBOx0cAeDxRCKhSCRirmo40iH/g9leLpetbbGLUOl5nhqNhvx+vw4ODrRaXc9gJ3lmIiFBHPXHrp44zxjP4m1qivv1z3PdmSDOC51KpYQvu6spvrq6speRqolgCFFlPp/b4A0WsBiQqisvg00N05QAQvXqapPpcdZqNQUCAVUqFdOr8/fb+s9taJBqxoUIkV9xTlRdmUzGkgMqdzamTCZjUClkIGD0/f19zWYzvXnzZkPy4h5nt9tVPB63udagAZACGYDS6/WUTCb14MEDazUgc9q2qaTyh5BFVUsSRUUDbIzemZaCa4pC4AuFQjbiFW03Af+2IM61xn6Tni9MfTzgqZx8Pp9qtdpGAGCjdklIwLJYkbooEQuI3HVKC4fDarVa1jKBMOb3+5XP5zWdTnV6emrfeXJyYoQ3gjiIAveDsZxAxsjV9vf3VSgULChPJhMVCgWDjSFOktCGw2FzZCPAuQnpdiWOcQ/XxjXzcd8v+sb0zy8vL5VIJAx5oW3CtT0+PrbrRHsMngcBEydCrg3JNq0PeuHcW95DkD3gcCp59oTt94PVbrc1m81UKBSUTqdtP+DdpU0C694deuIukliUAPca8bu37lwQ5+VkVrUkg8ewYwSeHQwGttHgrERwIdvHaASJkhvESQRKpZINy8CsIhqNqt1uazqdmkc2kH+lUjHozEULtmGyXUHc1U27Gx7SIioKDF5gDANfDgYDzWYzlctlpVIpI/a4kHYsFjO4fLti7Ha7VilRVVJlvH79WoPBwKo4yGxUg0iiJJmfNtWIC98jr3Pnt2O4Q+KCjpeKnt+FSU6/0fM860W7DG7p7X74cnntDZ5IJN6yzKTyB4LnuUEOBhJEbzabzW5Y1zJcg2PbNnyRZLpnkjHP85TL5YzLQQAm+UDjD/QbiUT01VdfSZKZvRCQIG7xPC8WC0vu3JndtVrNvj+ZTGp/f99aH0j1gL/hZVBZS9coDfyL7UqcRNlNcPhdAjiBm2dxNBqp1+vZiE2CuCvP8vv9pk4heG6b0Dx48MCIdyQ82MJyfjwXyMCy2ayurq6sFRGJRNTr9SyBxqtB2jQ/Gg6HZugSi8UMERoOh8b6d0eQet7NiN9dHBq4IffM9Lu57kwQZ5MioHW7XdtYXr9+bSMWqfTW67Vl35FIxLS1rj2odB3Et6c6AZ1DYiqXyxZ4XCZ1q9XSd999p+FwqFQqpaOjIzP0kDZd23a9oECyeEQj94H96yYUELvq9brBuLDyWVRxVEwPHjxQNBo1KJUNEjgWqQ9wIfAqbN3FYqHj42PlcjmrCn//+9+r2WwaIx6ZUi6X02q1svGpoVDIoFzOifZGKpUy5rN0vYnx3Wxy9BkJqK6mvdfrGfENlrHffz08BDcxnhl3QahzJ265REXMfyAYsilzDxKJhC4vL5VKpXR8fGxcCZ4roFkIcrt4E0jaQHFIUoCW3eNGc95uty0YZTIZRaNRg6cxxen1eiqXy/b7i8W1d/p4PLaqHOa2dJ10pFKpDSkU+m6ST4yDUqmUut2uMeBPT08tIJOsuHJBEj+COOflSrcweiHIMUIV5GZbY53L5UwiSsIDhwIyIu0hn8+nZ8+eKRwOq1QqmRoAh0QC9fHxsUnbXEMl2PhuAu0mY/1+3yaakfSA4AwGA0s+pZsRpBzXriqb63UfxO/mujNBHPgM6RUw8Wq10j/90z8pFospn88bm5a+FyxkhoWgn2UzAyaFBObKy1qtlsF1vJRAodVq1fqDuVxOuVzuVtIKWfb23+MIRY9VuvFkJ7BJMqhxNBqZEQeQMVV4KBRSJpNRuVzWbDZTs9lUNBrV4eGhZrOZbexUuxjdsAmtVqsNvXy73VYsFtPR0ZEikYhisZh+8YtfKBaL6fvvv9ebN28s6NKrBcqkP03wBQ5Hr+zq8/ldetVUwtxvYG1g1NVqpeFwaL1jNvFyuaxAIGAzt7mG7kJCBCFP0kYQJlGKRCKmCqDC5rO63a4F03g8rvPzc7169cqeK5ABzmkbhqVFgPkOQQ1ilCQLYC4xkCCBi9xgMLCZ2S9evLBjnU6nevbsmVnRvnjxwshfBBEIZOFw2HTgoCbA2Nwv0CsCbKlU0mAw0Pfff6/vv/9+w9AGZQCtBFAYUCOePxCn5XJpjmm0N1yrZBboAuRApvvxmVyb4XCoUqlkbHNknLzf8C0gwaFO2NvbU7vdtgSG1o47D901ZeJ4uEck6rFYbGOmAr4Ht8nL3H2C5OU+iN+9dWeCuCTbJOmBdTodVatVtVot8+jmpYUA02g0DF6kR06f1fWihmgzmUwsI8cMhGpwMpno2bNnVgXu7++bEci2DEW66X9RzbkvKOYvWKu6cKPLTEfLjiQMUhaBkXMg0SgUCopEIuY8xga2t7ener2us7Mz+zlks9WW+tWQAAAgAElEQVRqZf1/N+EplUr2e0DK3377rYrFoprNpsbjsU0aI8mZzWYbQRz7VfqYsL/D4bDB8VQnJDNUamj7pRvDDBAV2iIYm5DE4Iy3XYW3222bF+7z+dRoNMzNT7quejlP148AeVY8Ht/QaHueZ1wFEiTXDMdto2wvvO1pj6BXBt14/fq1/vCHP9hwGZj5BNhsNqvZbKarqyvVajWFQiE9evRI33zzjb766iur1nGbe/z4sUqlkpEg8/m88vm8GfpwryBV8jyDEEhSuVxWu93W+fm5+QeMx2N7znj+3aqVgAaJEBInzzLIDSQ+txJ27x89ZdQXKCMajYa9KyhGEomE9bTpk/v9flO2QFBMp9M2pa5cLqvX61lCQB8fBr6bUJP887yTaK3XayWTSeNXSDKfA1qBt8lR/f77EaR3ed25IM5GFo1G1Ww29ezZM0nSw4cPzRIUIhV2oJKsaiOISze9aFi5LluXKU2wXxuNhrGmHz16pFKpZNaoVAfby4UppZsXlOqUnjPZPAHVDeL8NwQllxREPzwQCBhE7Pf7VSgUtFqtbJODBHZxcaHXr18rGAyaiQawabvdtoqBja9UKhmywbUNBAKm5WX4BVUf154qxvV751wIGKgGqA7R+btyMe4514RqHbiez+V+ptNpJZNJNRqNjeA5GAx0dXWleDyuo6MjHRwcqFgsajweWzKVSqXMbYxgTbAl4KHjdnus2WzWeuG0EFz2/HYlzjkhmwR+BT26uLhQu93Wy5cv9ebNG2vlQJgMBAJWYV5cXBiZEEkaKAESu0AgYIkZFSgoAjpy2ge0oEisXNc+xnfW63XFYjH9/d//vYrFosnf8DkgcKGMwJeca8Tz2+l0DK2AC0B1uw2lg5ZRffMdFxcXyuVyms/najQa1p8OBoMqlUoqFosaDoe6vLy0c0J+mc1mzT4WF7ZYLGaKAVoiJPDcR9oerkXzbDazJAt+DXsN14C/37XcwH0fxO/eulNBnIBGlXh5eanT01OrGJl05vf7N5jcbPwES3rKBF5YwWTgwWBQ9XrdIF2kJEDLfr/fdMGQ7banU0m3B3EqEjZ7etPuAItAIPCWJSpTn0gygODYfFgE13q9rqdPnxpjulgsan9/384X9jCENAxLut2uEX8k2cbmOsdRYRGAIFC5/WtgWqBT5lxTubtkIQIGQYpe/bYrGOgFPU5JGxPYyuWySQOl68oJu9R8Pm/VMnCq3++3VgVzwWezmTKZjD1LxWJRo9HIUBB8+THyAUaFYMY5ohXftWBCcz7I7Rj60ul01G63ValUlMlkdHFxYUGc4DCdTi0wUuURrOBjkGTByyCIIuejfURrBbkXpLEXL17o4uJC+Xxejx49MgZ7IBCwEavMw4a7AaKFjI77x7FKMh4Ik/Zc0qoLpSNRpJonKUGhkM/nbaYC1wf0LJFI2AAbSI3fffedEUcnk4npuXHew4eeVhFtGa6fyzSXbipxrjeIAsRDZIMusXR73Qfxu73uVBBH+4k0plqtqt1uG9SHN/nPfvYzI7fV63Wr1tlgJJmRhs/nMycqJiCdn5/r2bNn6vV6tpmSCFBt0sPDKlK6hmzdBSy8HcRhtLumKm6/GlKNG8TcXhzkLaD0fD6/0Vdut9sWxAjOWFlWKhWTQlFNYBcai8XM2zyfz1tFxJhRmMZcLwZ/9Hq9jR47vWBkR4z6lKTvvvtOv/3tbw1Cd3203X49JD83wPC5LvTr9qtZ2WxWw+FQ3W7X0AiCtrsajYaCwaB+/vOf6/DwUIvFQmdnZxbIMNChd4yOHPIgc98hj7muf6AmtwVx1xOAqhcZIH3yyWSiSqWidDqter1u5CiqaloXGKdI1wkpPXnIa2ioGQhCsoH0y+VgXFxc6NmzZzo7O7OBPdlsVo8ePdJXX32lQCBgz0gsFlMul1O73Va73bb7hlUujHrpZpgQxDJY3PSPQYRqtdpGMuyqHaiKScj5MwoDAjFtG85Pup4hXigU9OrVK/X7fb1588b88mlnQQQlweF+8nzxMwxgMPfBqhW7536/r9evX9sIVIizt1Xi/Nz9rvt1d9adCuKSrL9Nts9/E4SAaak64/G4Xr9+bTAam51raYoNJZs31TFe5/TcCIwwuCGlYYDCZu4uNmXIWpJM+kagkmQw7japzZU6uRV0r9fTcDhUJBJROp22KWvtdtv6w0+ePDGoENJXOBxWsVg0yddsNrPKeDabqdFoGIOcDWV7DCkEoUqlonw+b1OlwuGwBS56xPRhSS4mk4n1WqnU+X23t8imT0+Yyo5EarFYvFUVcR3pL//pT3+SdKMJ3/5deueMjaQtkUwm9fz5c0uApBtSViqV0mg0smcMuJTKEHialsmuQM75A71yL11XNljre3t7KhQKZoXa6/X0m9/8RovFQrlczgyFGMwDQXMwGOjhw4cmhQNK9/l8FtRJAt3jbDabmkwmOj091d7envL5/EZgzGazmkwmZggEq/z8/NysgTGugYD59OlT/eEPf9CbN290eXmp3/zmNyZ1GwwGevPmjc7Pz3V6eipJRpr0PM8q/EgkYoEQO1xJuri4MEQqn8+bAyNEQddd8ec//7kkmacBxkyvX7+29g+SSdeNzXVvRIN/dnamarWqs7Mza2kQ4IHy4/G4vv32W2vVvK8Svzd5uZvrTgZxz/P0xz/+0Tb69Xqt/f19rVYrI4jBNN3f39+wgXzz5o1VYKlUSvv7+6pUKvrqq69UqVRULpcVDAaVTCaNGESwQKIEGYq+4mQyMbcpWMcsF36UZCQyKgyOHxmQ60MtbepvIXBR/S4W1/O6e72ezs7ONB6Plc/n9dVXXxkETmKD5h0Is1AoGBLABtZut00u58Lz9CuBiNvttlarlU3sSiaTFuAg3NED9/l8urq60nA4NBY5enb+HuMXd9NErsV9xJADPS6bPJs1s8whvVEhu4mSG8SZT49TGdfz4ODApFRu+4P+Nsx1F/4tFotmw9lqtUxaR4W3HcSBdukFn56ebuibnzx5ooODA0tUC4WCBoOBXr58qVevXmm9Xuvhw4fmX0DAp79Oa6dcLtuEtVarpdFoZAQ+2gb05iF9zWYzPXnyRJlMxtpIsKyDwaA5ujWbTbO9TaVSajabppJAPx+Px62aJ8HgWHGOI9FGGppMJjUcDvXy5Uudn5+bTz+JLc8X+nLcEf1+vw4PD62dE4vF1Ol0bC+AWEkLqVKp6Ouvv1YwGLRzubq6skRU0gZKId3IxYbDoWKxmLXx2DdIqjKZjI6OjgzeJ3jfFqQ5rvsq/G6uOxnEO52O/vjHP1o/khev3+9btSFdVzypVMrMPP7mb/5GkUhE1WrVNsNcLmfOWQR6Mm4gOQIQAbHRaNjISunGQhQ9KhWrdDNz2zUXYQCDa5rBpsrLTPW+t7dnBiJosemdonF99uyZlsul+WDTywWhqFQqBmOyQWUyGWP4ZzIZDQYDXVxcmCvetlEKTOzJZGJyHKrXo6Mj+Xw+m/QG1DibzczPHngeBINKFEmWJOvtkjRw3ajusDeFSU9CQssDkhH96f39fc3nc7Xbbeu7sujjFgoFc9vCfpSEARgf7TuwP053tDxisZgFzPl8bkkePedtrgSJH89ys9k0xzcqOWxcq9WqKSuwzj06OrLhKxCmaA/B+ifgFgoFxeNxDYdDM6rZ39+3yp/KvFqtWuA/OTkxe1kSTpjcIFQY1IBKjcdjnZ+fazabqVarabVa6ezszIb1IJOTrhNTjFKOj4+trQMcXigUrN2AjK5arer09FTdbtdY6t1u1wIvOn0Gj7iSPXrkHCvXB/vZTCZjTniSNobzbLdISAZ4nl33PtQM9MY5L/79bZW4JEtg7tfdW3cuiM/nc7148ULD4VB///d/r3Q6rclkonq9bhk2vU+qWiDLZDJpPcZA4HqwBlUa1S9ELEhBLhs6k8nYdKRGo2FMXkwkXNcn1wSDjR/ocLlc6uDgYENSg+6dShTXMkmme85kMpZU1Go1vXr1Sp7n6fj4WE+ePNHx8bFpkCGorVYrHR4eGpJAwIQFTqLApK1QKHRrEGf6F+dNvzOTydhoTlj0uNitVjezxNFj04ekHwrk6d4zXMKAId1pYmh9XStcz/PUbDaNl8B9Rlrnng++1553PSu82Wxa4oDFKD79EM0Y+gHpLRC4GSMbCoUUi8VULBaNSAVUDIfCXSAZV1dXGgwGxizHBQypnN/v1/n5uabTqXK5nLU9kE+ReC6XS6VSKdP6Yz/Mc51OpxUKhXR5eWnoDC2ARqOhly9fajqd6uDgQOVy2XTrIBpA7PTuaTEBq5MMnJ6e6uLiQs1mU1dXV/Z9wPSYDtED5xnCcQ9DJ5IFz/NUqVSM/8LgFkiReKLzvPKe0id3OSXMisdZkJ9DsDs4OLBWBhU4CIQka9/Apue9hnxK4ggTXZJxZajA3xXEUQzcr7u37lQQ73a7+tOf/qTVaqWDgwPl83kLLqenpwqFQvYzyE9shrhrUXUNBgPVajVjLrsWqdKNexWuZLDGHzx4oHg8bgkAAYiqOp1Ov1WNY2oB1IqLVDqdNjkcPXG+hyBOBS1dJzDValXPnj2znui//Jf/Ug8ePFAgEND5+bni8biy2ayWy6Vev35tFq1sdOfn56ZHjkQiOjg4sOpxMBhYBbEdxOnh93o9m2XOpkTPGatZkAoqW0Y0EigZmOLKy7j2rnrg4uJCr169MiiYFgiqA1jh9HxfvXplQRF4m4qOKkuSVZFYwxIEkdOhl5dkzGeSCs/zTFZGchUMBo3pjokKpEqY0SyCIjPGy+WyHj9+bPrrk5MTC4QPHz5UPp+3wAWT3ZVQop+HkHVxcaFgMLgRENBCL5dLI44R3F+8eKE3b97o8PDQkjFkcvl8XpVKRYPBQJeXl3afcrmcEeWOjo6Uz+f1q1/9yqR4oVBIxWJRf/d3f6fHjx/r4OBA2WxW/X5fjUZDzWbTWhORSMSsfmlvkZzhRTCdTlUul/X111+rXC4bpI7WHGtYzisej6tWq9m54J/uzqVHy82cAJQoPFO0r3hugPB5BqW3pyOCiBDEo9GoTk5O7nve9+ud604E8fV6raurK3U6HXW7XSOOsOGzOaXTaeu7wWInY+92u/rtb39r/VQMHyC2wY52e9Iw192JRFQGVJKw2tGcs6FQjUOeG4/HFkwha2HIAYvW7YsjJ6tWq3rz5s2G9rbf7+tnP/uZnjx5YpsRyUS73VYikdDx8bFVSnxmpVIx5uzFxYWSyaTK5bJCoZAajYaNmXT1zkhl/H6//R7WpcDfrq7d1T4zbjMSiZgDHD1GEgBaHUDW9Od9Pt/GeM/ZbKbz83N1u111u10j8NHLHQ6HRoyispVk1x2YXbrx64bpTxIi3WiUgdNprXCcfC7wNZAp0jjaO1yfy8vLjRnj7XZbT58+ld/v1/HxscneQHwY6BKPx/Xzn/9cjx49Uq1Wk+d5Vv3zbBIwSBLi8bja7fbGCFXpugJcLBamH69Wq2o2m8a3gEtBHxvImH4v6M7FxYV9TzgcVrfbteSXnvCzZ8+0t7enbDarbDZrx40+Hb05z8l4PDYXwmw2q06nY5aq5+fnqlarCofDNlAon8/r8PDQSJUYpWCa5HoXFItFM6IhYcT4BeRuMBjYdQHpcSWXMOpJHBj/yzsnaYNzsz31jCSC+3C/7tf2uhNPBdCadP0isLFMJhMLEoxAlGSuTDhaMZhkuVzq+PhYDx8+VCQSUaFQMCMMiGGukQiM4FKpZJCt3++3wMcKh8OqVqtWMWcyGS2XS9XrdVWrVa3Xa5VKJdM3u0Hv5OREkkxDS+XW7/dVq9VUrVZNk0vA9DxPT548seAoyaoEAnk0GjUr2Hq9bsEsEono5cuX5l6G/ArZEv1e6RrGxyhlvV4rEomo1Wpt+M0DSy4WC9XrdZuzHQ6HLbGAbOQSywjUQJfD4dDOjd9HVlQqlXR4eGichPl8rlqtprOzMz1//tygVlojoBl7e3vq9XqqVComjQLZwE0Mdr9bqWNTOplMjMzU6/UsSeTY4B64MijXyY3hJtVq1Yh0v/3tbzWZTIy1LMl69pi9IBv0+Xx68uSJDb2BKOYmFBD4OG9JpjRwh7DwO8ViUVdXV3r69Kn1kQneIDHYDdPCKRaL5kyHuiOfz6vX620YuEC4ZIoX380xxmIxk6GBAD1//lyTycQSZUaO1mo1I5AhF3XNZHgmgLH5Oe/IdDpVPp/fuKfA9ZlMxibHSdewN7A4Bj+MD6XVxJhXF+GgBeAGadfJjUVCdV+J369d684E8f39fYO+YYXSSwPGg+nc6/WUSqVsk8rn83r48KHB02xUsKILhYIWi4UajYaRWUKhkDmXsaGyqKZdBrgkvXjxwmwWYdjiUw1Mtx3Ek8mkfT9VElpWqjr6l/jGe56nk5MTxWIxq1IXi+t5zOl02gJGKBRSLpczhzGkRPTo2VAnk4m5b7lmG65sDPYxE9FoY2z37U9OTszUpV6v28ZLNcT9hGnPpu8mIfQlfT6fjVelD1upVDYY5CQ95XJZiURCvV7PRtUiB4rFYgavn52dqVarmfuaz3c9avT169fWx51Op/rTn/6k58+fq91uG0Hw8PDQyHOcNyM6m82mGZJQ4fLffr9fL1680NOnTzUajfT48WNVKhVDiObzuQ0vaTabOjo6srYGtsCRSMSQEZIV+vaQvp4/f25+8wzzcb3cXfkZx99ut3V4eKh4PK5Go2FJB3yE5XKpo6Mjm1ne6XSMqAi3QLoZLlMqlSTJvNcxSJFkdr2r1UqFQsGm0EG8w4Gu0Wio3+8rm80ay9wlfRL08/m8naMkQ4x4toH2UX/AgCdpw70Q9IGEFg4GbaV6va7FYmE9bulGJuiS2lzXOTeIM2xo1/CT+3W/7kQQl641vZPJRNls1qYv1et1C+pA3/TIHj9+bBUEhBNJNneaCpBKAunMaDRSq9VSMBhUrVazDRRHJs/zTBqErpi+82Kx0Js3b/RP//RPRg6Kx+PWh2PzxcxFkvUPmQ7F3G708FdXV1osFsrn8zYCdG9vzxjMaLula+cySExU8LCnmckMYkAvleoH73nIbcCIkAFDoZBxCAh+kiwxwkkLghFSNNyx3KlsVE6udt11b5Nk0iDgWNjCQKaQ4/x+v7755hv98pe/VKlUkud5evXqlX0ekD/38Le//a1+//vfazAYWPLEfcXDmyAKs/3q6mqjenQnjlH9EeB4TrjPmL6A7BSLRZNCYZri+nUzHtRtk+RyOYOmmQMO3H1ycmJe6ngWzOdzff/996pWqybB4lwZhPLtt9+aQ12pVLJnulqtWp+/1WoZYoPyAt953MxardaGZ8Hf/d3fmWMeUkNaBXiUk6g1Gg2VSiX94he/MK37aDTSwcGBSUM9z7N3EvSLZJhetjtwBcgbHkY0GjXzGUk6PDw0nsHFxYUlQkgiSYJogcTjcV1cXGxM3+MYXP4Kjnvu8BrWu4xe7tf9uhNB3PM8nZ2dWa8tnU5vyILcgSeYiGDAQq91Pp8rnU5bwGN6F37pBDLkVsDxbJ70sReLhVWRwPSYk+A4Rb+W0YmQ7NDlolXFzOLNmzdWPQFfE1z9fr+++vNQC5jlZPv0XZlYhqFMPp+3VgD/K5VKqlQq8jzPiFMExfV6rWKxaJUapjUkP8jI5vO59YhdJj2EIoI7QRpkg02VwATSAQzpJkgE6209vnuvgDUvLi40m82sKi+VSjo5OVGz2TTmPnPgJVmy0e/39fjxY/3qV7/S8fGxKpWKMdPxHqevvV6vzdikVCptDAWBdxGNRk3/joEOnIdWq6WLiwtVKhVVKhXt7+/bs4oL22KxUKvVUrlc1oMHDzZsQj3Ps1YCagkSNEmWBO3t7Wl/f1+PHj3S48ePtVqt1G63DU3AHpf7ifQRNjXQNS2jw8NDeZ6n09NTjUYjS/K4T51OR+FwWN9//72hDqlUSsViUfl83tobIEDRaNT0+KBccEySyaQRPcvlso30PTw81Hw+t2EnvEe1Wk1+v1/ZbNY833mOIXyChsFDgaAKAkBLJpPJbHgyUE2DvvC8YC3sDnchiPMck8DyDLPeZfRyv+7XnXgyCJzZbNa8rjG0gHXKBuTKRxhOAnGqUCgYUQomtd/vN7MH7EupZlutllU2BCmCF5Ugvs7FYlH9fl+TyUS/+MUvzKykVqsZuc59mc/Pz/X06VP97ne/U6/XU7FYVKlUsqBYKBSUzWaVy+XMDY4RjMis2HT6/f7G0AhJZtYCEQrCTy6XUywWU6vVUrVa3dhguSbYzbraar/fb45cTJFy5XBsXsDngUDA+sq5XM5c73A2cxn/XF9McSaTibUEgIPZNCEiBQIB62mChkQiET18+FDpdFrff/+9Wq2WUqmUJpOJEQJxhTs8PDQ0gRYD1RSBH9gW7TFwrSs1IjFDv82EORALEkR85ulj1+t1g1lrtZoikYi+/vpr+f1+XV5eWuuIKXTYv5LQkgBOp1OzimV618nJiY3/TKfTOjo6UqFQ0Ndff22Oa+jCHz9+rGAwqOfPn5sJC6jV8fGxscSBk5Fhgi6QIPB8+Hw+nZycaD6fm5vadDo1ZIl21dXVlRkF0S7C5pbfefDggdnhvnr1ynwR5vO5/dwdODKdTi15R1IJqW8+n5uiYn9/354rl6kOJ4PkuN/vG7pCq4SAzz5Dm8hFjFzHRUnGXL9f92vXuhNBnHGKkUhEyWTSRhhCfMKnGekXVQrBxJWZSNdjQHkxYcFCJoLAgpZ8sVjY3Gsc4iQZUY6NiV4bTPlkMmmTzl6/fm2WqJDVnj59Kp/Pp2KxqG+++UYPHz7U3/zN39jkJfTJDKvo9XrqdrvKZDLW0yNZYdNjwR7HSQsLVJIIpG0vXrzQeDxWJpMxQhtQOlOh3DUej5VMJlUsFg1GBVXAHAcGMBrr5XJpyQnDSK6urqylgQMbhiEYwVSrVQWDQZ2cnFigq9frthlPJhML/iAtmIg8fvxYo9HIZkrPZjNdXl7aJDCqKreXSpXpDmlBjpfJZIy1zP9AGCRtVHLHx8cqFAqmi8ZLHDnUYrFQtVo1suGzZ88M9aCv3Gg09Pr16w0CG/1fTEyurq4sOPJnuAagU2dnZ0YM3N/fNwteuBfhcFilUklHR0dmi+vKrCCo0bYByWi1WkomkwYx8x7AEYGf8PLlS3Otw64WLftqtdI333xjUjOuDQQ16Zqg9+DBA1UqFY1GI3333XdGMIxGoza3YG9vzxI9vBpIpvAyZ2iRJBtiQ3JNYk4FDdLX7XZVr9cNZaEFtW0bLMmCOX37+0r8fn3ouhNPxmq10rNnzzbYs0Dr2JjykvJSSrIqmU2e0aKXl5cb07cYyABLmw21XC6rUCiYZSSEJUm2IcCQHwwGKpfLevjwoYbDoc7Pz/XmzRut12t1Oh394z/+oy4vLw1mzWaz+hf/4l+YTSPSuFKpZGYp3W7XXM6q1aokGewIEYweoOvZDlO/VCpt9CQx2CBgNxoNQyh6vZ4xzqmy3I0IhnMgENCDBw9sahmBFYkam1UgELDAhWSIcZ6s2WxmAdkltV1eXqrb7er4+Fj7+/v65ptv7BqQAHS7Xav6e72eBT1JJj9CjnZ6eqpXr179/+y9WYyseZre9fwzI3KJjH3JiNxPnlNV3dVdre4Zl2bggrlxG8a+oH3BYoREG4FGwkICIV8MsmRZIKQZkAVCIFkjgzTAhceyZM1IGJnxgMQNDDQzTXdXV3edqrPlyS0iMmPPPfLjIvP3xj++ityz6pyq/B7p6OQS+e3f/92e93nNaatUKtZ3LQ100alpNhoNFYtFK0/s7OyoUCgYx4JeayJPX18gFotZbZ7Isl6vG+P6xYsXxi2o1Wo6Pj7W6uqqisWipaLRc5+entaLFy90fHyscrls92Z8fNwm9sHeds6pXq9bNoXyDJ/3OQyIpJCdoWREdM+9wokl3U3mh1ZPWr0woETUPCOtVkuvX782h5nyQLvdVqVSUSqVsuxGr9ezGj7RL07qwsKC0um0tra2tLu7a8/M3t6eisWiORbwUCQZ2/7169dqNBpKp9N2/IjnOOdMKdEfLUrpgnLN8vLy0DvBO8915dpiwHnXcBIvm2AWIcKDeDJIRTEAAq+f2jfpcQwrAxjoHyXlDqu22Wxa36wk69MmqoTUA7O7UqnY4grDG2Y3tWdakSRZxIF8IwNH8vm8Dg4ObH41ToMvrFKpVCyVz7xxadCGxN9RN0ZaljY52mP81iF/ZCVMcFTDfGlXxDFwdtrttkWZOEf+RDAiNCRs2R4GzI9IcDQwaNVq1YZ2UH/EkDx79kxTU1PWfpdKpWxiGr3XRI3xeFyNRsPa8khTo9z30Ucf6fnz55qYmDCnJpPJqFgsqtlsmgob9wGS2vHxsUql0lCUShZif39fa2tr5tyRrYHkRntSLpfT6uqqdnd39ZOf/ETSWcTGoA500r/1rW8Zz2Bvb0/Ly8v69V//dS0tLZkmOtkUjCURJqUkomxaDnHufMcKY8JzyTaZ7lcoFMzh5Xnm+pAVIVNEepuIF2lV6cyRWVhYkCQ9f/58aBAOKe9SqaTDw0PV63Vtb2/buNTJyUltb28PvROdTkeJREKLi4vWutloNKyNjLo1zikzARqNhmq1mvWow0fp9XoqlUrKZrM2iAUjzjOcTqdNO352dnYoRU6HBml00uq8S7yz8F4iYluEy/AgjDjEq+npaT1//txSZtSpIbiRTqVdBTUmeouZP+zXOzHeLEJ4z51OR/Pz8/Z1v9+3FCzRAwQYjDbGPZfLqVAo6Lvf/a6+8Y1vaHFx0QxFu91WvV4fmiCGYIUkkyVF5Y26Y6vVsjYrfu8T6A4ODlSv142xT68w6mIvX740Q4FsKSQgiHz0uLZaLc3Pz1t0Jw2MONEbqdvZ2Vl1Oh1rAyI70G63LdIiIwLLmNnhEPmIwnZ2dvTRRx+ZEA1GXhrU+DFWvUdeSMcAACAASURBVF7Ppkf1ej1lMhnNzs5qf39fH3/8sba2tux6QWJsNBrq9/tKp9NGUsP4ElnjuARBYHwEZE59ljIpbJxJdLw//vhjNRoNM7RPnjxRMpnUxx9/bMfLLHGGqKD9PjU1ZcQuf6oa+v5wBeB50A+dyWQUBIGRzyD1Uc7xNcFRqkNBjV5oxI9KpZJ1fnBPfVnhb37zm8pkMpZqRnAJgSNJZkwLhYLVsCH48YxT3jg4OFAul9Ps7KzK5bI5tmS8IDiibIcziONGLzgO1Pr6ug1NSSQSxptJJBJmdKmlLywsWMbLj8Q5B+reyOoeHR2pXq/bdeO5omTnC/+wLZ7fKBKPcBEexJOBwIsfWfCikBZFyCGdTiuXy1lalLQzdTM8Z39kJKQwZFFZKAuFgmq1ml6+fGlzmCVZXTyVSll/ORFoMpnU/Py81dsmJye1srJi9XbS9ScnJ9ra2jKJUhjj9KTy9+vr69ra2jINcshL0pmojT/mEDlRIhrGl5bLZWNsE2VIZ4Z5YWFB4+Pj2tnZMZIQqVRalyCFkW6GKHdycmJ97Oy/3z+be95oNFSpVKy1ihRtvV63ksCjR4+UyWS0tLRkNXXq46huNRoNSTKSHX3fGGEcg1gspkKhoOnpaW1tbanZbA6pelWrVRs9SmoVR6HdblsE9tlnn9mAl0KhYNPG6H/GsYCXACGSEkMsFlMqldLMzIw2NjZsnwwTYdRqrVazMoJ05pwwzxpQq+d3EBoZoFMqlczQI1taLBYtQoejQBaGHuyFhQU7dyJzSIZTU1N69913lcvlzMl68eKFkcSy2azy+bxptfOMpVIpywJQ5kDW9tWrV/rxj3+sP//zP7dnUzorSc3Pz6tUKtn7C4l1f3/fyjUQEdFUgDCIMBMDgpixXigUzPHyORCQ59A3WFpa0snJifEvpEFPN+8UHRfU4HHQEKCRNNQuKg3GB/tGPIrEI1yEB2HEJVlvbLFYNFYy6kyk0lhAGQ+Zy+XMKBN9NhoNG4xRr9dtCAMLfTwet8iXGjLDREhB+3VxFNLw8pPJpOlwN5tNq5mR9kPbPJPJKB6P29xzyDaQ9Bj7+fTpU/3Zn/3ZUA2WFC6kNCKCiYkJra2tGbOZqVe09BC1MesYLWk/qmDROTw8tPQ6ilVEXETkcAfQE8f5oMSAcSZjUKvVdHR0pLm5OUtfn5ycqFKpWLtTJpNRpVLRysqK9Q4TGSeTSUujFotFZbNZ5XI5I8ttbGxob29PlUpF3/3ud61XmGi3VqsNOUEo6/3yl7+0BZpWL+4LREdSwLCsm82mOVWoAh4dHWlpaUmPHz/W+++/b8bKb3NDZW9zc1OVSkWVSsXa+3wVQOnMCOAoIXRTLBZNarbdblvGRJI5pcViUel0Wtvb22aE4Gmcnp7q8ePHpgtOGcLvLGCaGNeXCXeUrcgE0XbINaVsE4vFbODPycmJPvvsM/3kJz+xVkdasajf41ijG4DS4C9/+Ut7tnDi5ubmzDGZmDgbe4oDirATrH2cDd4NSlCk1SuVisnckiqH+0E2i32R7odLE46yfeEjauU4YXwmQoRReBBPBsIh8Xhcjx49ssUCFjTThPDeMVipVEqLi4tWK9/Y2NDa2pqSyaQpVCFQEo/HbaF6/fq1xsbG9PjxYzO2/mhE0pO0GBGBop8NkafVapm0KL2qpD1PT0/16aefWisVrTsYMyRGgyAw2dNWq2VjFGEE47RIZy1BjDV99eqV1tfXra8WshFTqJ48eWKkLRTRSL3S/yxpaLwp50e9FcESSVZ6YMoaUdv09LTq9boajYaRB2mz8od3sHASXaGdjqAIqX96qNlGLpdTr9fTT37yExv4wv3AEWq321pbW9OrV6+slk67EgYKBjV1cJ+pjxHnmZqbm9PBwYE2Njas1RCyZKlUkiTrVSajQWsfvI5sNqt3333XHCicUB8YAQwY89QxmhsbG1pfXzfpUdoNc7mclpeXrZ0SudyNjQ3l83lLz8Pp2NnZMf1wDDAKcUTeMMhJVaMngCCPL3Pbbre1vr5uTgPExm9/+9uWjm80GkZGpL0vkUgYedXXBMDg4wTk83nVajWTgZ2ZmdEHH3wg55xevXpl2RF0EaTBSGCeMelMbpU+cfQjWEfi8bhF28+ePdPx8bGWl5fNifUH+KAf7zth8EGiSDzCVXgwRpweZ4RW6JsmQmZBhkBD+xMa6SsrKwqCQD//+c8tktvf37fe0U6no7W1NVNEW1xcNMNN5EuKbmNjY4jI4vfCAlpvqJf7k6eIaokKJBmpCkNHlEjqmfR1vV5XvV43djaM4pOTEyWTSa2urhqpqNFo6PXr19ra2rIoRpLVEtPptDY3N9XpdEyEBElOnIYgCKx+jaIVjgbGQZKlRNGtpwaZyWS0vb2tjY0NzczM2AxxSIQMoSDq8WuL9Pyi0c3f0orW7/e1ublpE+Ug+uFEHR8f6/HjxyqVSpaKrtVqVsY4Pj5WpVIxBUDpzDGjxslCjGNGtD07O6tCoWDpZNr4IEBJMi10Rp7S2+6cUzqdtrY1+Bg8Gz58I87vMGiFQsFY2tvb20aGPD09tTo+o2vpCjg4OLD3AAlSJvr5RlzSEF8EB3VlZcUcs2azqbW1NRUKBe3v75smwPb2tjlFzjnlcjl95zvfselumUzGevnJcL169coY4hBQJyYmVKlU1Gg0zBCjPjg/P6/JyUljzJM1qVar2tnZsfsdiw0G7VD393u5uUdkU3jmUcMji0R2B1Eh0va0nYGwEccxZ/8RIozCvTwZzrnfdM790jn3qXPut0f8ftI59wfnv/9T59yj+9jvdUE72cnJiWq1mprNplqtlkUhGJeVlRVjNKN7DoOdFiHq3RDH0B6H0U27DqnbqakpLS0tGRGtUqkY2abX61k0jvEFkO5YFGDyMrGKY6KGPzs7q2KxaPsjepmfn9fq6qpKpZJlBajjNptNS1HjACCKQ5vOysqKtSdVq1UjhGFI2AY61fRko+HOvvwFkAWXOiFRazKZ1Pb29tBwDuq/7XbbFkGMMBmV/f19I6VRMoBgRKah0WhYj3ur1TI1tFqtplQqpXfffddIjtlsVqlUyiJgZFnL5bJlEiCQkYmB5IZ2Nosw2t7oafM9xjiXy5naG2la6WwRz2Qy2t3dtRo6ZEBUwbie3L+wEff1wsla8LcYPLQLDg4ObBoYzzz1f5wtOi1I7ZdKJTPiZD0wmPR8O+dMm5/hId/61reUz+etPlytVvX8+XNJZxmImZkZq5nH43HlcjkVi0VJslZQ+sxhqVPuIItSLBa1uLhoZD5fFS2Xyw2VnyBQ4njhkPEOkiWAT0GJ4vT0VIlEwpQdq9WqWq2WjZ3FUFOWo90TvXv2gaEeFYn7qoQRIozCnY24c25c0n8r6S9L+pakf8M5963Qx/4dSY0gCN6R9F9K+t277vcmOD091evXr22u9OTkpHnztJahooZnjdayHxnBMC2VSkomk8YoLpfLqlQqRvLxxT+YTZ1IJPT69WsTUWk0GhaJEIn7LzFRA9GzpCESEjKwjBdFixpD0e12zQhBsiuVSjZBjfafly9fqlqt2nhVUvBra2tyzunx48cql8taWVmxRR1jhyGg1Yp564wbZVu00FG3xOGBPMc1xsCS/iUSQQ4zlUpZexL62lwXUtYslizmfI8TxfVDr5vhJxC/GDX74sULK2X409pWV1dtf5LsvDgXOhA4T46Ja+WLBuHUPX782K4TizXlBLIZGEVERrj3GGFKCD7Qhuf68rl8Pm/XlKxHs9k0joQki6Bh0yOcwv76/f6QzgKRJ0acc6RrA2Ed6cxYQfqjVOScM9lbX7+e48ExIwNAhiefz6tQKKhcLlsnBlrntHPi7OFccQ14T3AWcQiobxNtM2ym3+9bPZu0eCqVsrr5q1evrPuk3W6bDKyvpQ6ZlRIGg0+4LoD3E+cifG8jRAD3EYn/mqRPgyB4FgTBkaR/IOkHoc/8QNLvn3/9jyT9RfclP5UnJydKp9Mql8tW74IRS1qZQ0qlUtY2QtoWAhsvOFrWtNbQA84CMjY2Zi1K1JOPj88GktDSQ3Tjk93846XWvru7a1FOKpUyMg+pW1LjpJY7nY5SqZRpZrMYn56emmFfWFiwdjpa11jsKAnANseAxeNxzc/P6zvf+Y76/b62trZsjCftP8vLyyqXy0Nzk6nVEy1yPPTA8jnKDvy/tbVl/fFEubQsoWjmjzTFySJlT8bEj2JoZUKClrGgCJagOMZ0Meq6PBc4aojjdDodI4ORzUBGttfrmUMyMTFhTk4ikbC2QH+KHUZXkhl+rhtTt2h3TKVSkjQ0fCMMeu0RD6HlKZvN2vNarVYtM8BzK8lS97TWVSoVvfPOO7ZdaRCp4mj5wjWwxakjc02YD+ArHj558sR0EVA6fPbs2VAGjdIT5QkcNZ4nnukPPvjABs3gtO/u7urnP/+5ESfpLqEmnkqltLy8bOUD7i1OBy2PPD+cH88a2RjKJY1GQzMzMyY7C2dDGog84dT4THb/OfUdryiVHuEy3MfTsSBpzfv+9fnPRn4mCIITSS1JBX1JgNRD+5MkMw57e3sWMZHWItpBJpK6NlEGxrpSqajf75uSGpENxC0/PZ7JZJTL5SxSwGBA4hplxCXZ/olEnHPmzaPSBlltd3dX3W5XMzMzNsWJSAFnBCdkfn7ejDy/J6LOZDIWqTDJiUUKJSxajIiKJyYmtLq6ak4CKlj0L3e7XUmDiIroGGMhaYgERkRM1qPb7ZpcKYQhxqvW63U7D4RwEOChD5865+vXryXJUqF7e3s2ghUxEyJAmMZ0HWAcyCxIAw0ANMOJLv30K4szuuuk1yWZ84QSGs8mx0KkxjbIJBFVYgTCRpxnnUjc5134Our02dN6RZsX+6MWvrCwYPtgu5SAcCR5x7jPyK9i3JGvPTg40NLSkvL5vKrVqrWS+Sp6aMfDK8FR41zJfPCe8P5Re15cXDSHfX5+3tLt6+vrpi1Pierx48d2XTD+bFOS3W9EkqSBEYen4Wdn6ARAKIn1BIeRe4pzh4Mzyoj72ZkIEUbhrXLxnHO/5Zz7kXPuR7A973HblmIj8iali/iFH0X4ylQ+kYrPt1otq9W1223T+a7X6zbNypcdlWQp93a7rVqtpuXlZSP90M8MiM4hnLGQ1Go1dbtdY7gSnaKrDiEJ9jeKbKg/+QNYWDBXVlZULBZNttUvKzQaDTPiOzs72tnZsV7t73znOxZJhxciUtNIT0oyVj7GCYOLyhtjKxlpOjY2Zmp1pP6pIc/MzOi9997T8fGxqXpR/+YeEVVBRIzFzsZXoloH4Q7iH+eA+M/CwoLy+byePn2q/f19ra6uGjGJumar1bI6aiaTMc13UqHcB7S9cR4woK9evbIBOgy54VmjJYlrRpukr+mPU+QrlEnDpDbnnI2PRaOf7VBGgaCHUR8fH9fu7q5pgbN9zoEMANcS1j48AEk2jpW09dramr0H+XzeevXr9brJF9PORnSPqh8lBN5fHBlkeFHj868DDtPKyopJr+bzeZvYR1+83/dP5kEaGFLeN/gr1Mhpj0M3AW4D/JCZmRmr60syNj7vF/fALzUAvodEGCHCRbiPp2Nd0pL3/eL5z0Z+xjkXk5SRtBPeUBAEvxcEwYdBEHxIq8194PT01GRIqQtSX6OW6Ldz0EtNuk6SRR68yPQuswhUq1VjVq+srFjqzges8f39fYt4stmsZmdnVavVLLqTZMx0xiG+fPlSOzs7NjqT1itkOl+9eqXx8XEtLS1ZbZtFmpYyX22KlCLqWLlcTuVy2dTbJFkrFZOoYKkz9OKDDz4wlrzfGkbGwG9xazab2tzc1NramrGRcRDGxsZMO50+ZrIZ1FlhIn/jG9+QpCFnhXtJpC7JCHy0FgZBYPVoFkiMRTabHUprcj5MgsORg5VP9mVra8tKFxMTE4rH46bGBm+BbVNHhreAml4sFlM2m1UQBEbMQu2LHnw/ZU5N14/OyIT48HvEJdkIT/7RvoZQSy6Xs/IMjtr+/r6VhAAOGelvhqtQc8ZR5HmH6NjtdjU+Pm7M8Hg8bgQ2+Ao4wfTmh7kEkEbJQpEBGBsbGyKuAVrPeM+I6jOZjN5//33Nz8/btUCIiJZI1gGuEaqBOIm8S6g84jDgdCFi5DtjvV7PNB+QcSWiDxtxHF3WnggRLsJ9GPH/R9K7zrlV59yEpL8m6Y9Cn/kjST88//pfkfS/BbjrXwKIQHq9nrU6kaKmZgXrm8iBxYXFAUOB0SECi8VimpubM7b36emp9XGTHgW+1CtSpuPj4/r2t7+tfr9v4xyJBj777DNju7J4Ly4ump774eGhfvrTn1obEFrtEKyoG/oRhc9spkZKunZtbc2Y9ix+9AfTrkW9W5Ixyqm17+3tWUsUUfVv/MZvmNa3P/zj9evXpju9u7urra0t6xcmQiHagdyVSCRMvY7zaLVa1s9/fHxsES2RHSp7/qhRMjIssFxL7rOfKiVbQB87Q1c6nY5+9rOfWd88mvlkFoiqicQxBGQneG6SyaQpjx0fH+vFixd2r2ZmZoyLQUskzxwcjlHGSxoQyvypakSayA6TQfB76xFnef78uRKJhNWkATVu3hNatPznHSM+OTlpzloul1M6nTbDxP3lHGm3q1ardq/ogWeoCnPlmdpGdwO193BKmkiZlkb0/P3BNX7Ji31QYuM4eda53pDa+DmOIRkDzo33xB+liuNGBo4ywChOA+9tFIlHuAx3fjrOa9z/vqR/KuljSf8wCIKPnHP/iXPuXz7/2H8nqeCc+1TSfyTpc21oXzSYqe0bcZSSSIm1Wi1rIaM+xsvsGzwGSfgRh0/coq7rT9wCLATz8/MmKoMARb1eN0EZWtAePXqkxcVFk8hkpja63J988snQIA3/fxYb/KV2uz2kMOdPjiKSRgSDXnJa1XAeyFZIw6pskMPYBq1jiIP4xKHFxUVls1kVi0WrzZMNmZiY0MLCghkKtKYzmYyxgGF+Y8SRUWWeOyIhDLEg6puZmVGpVLL0ri+kgWFAY54OAjThs9nsEFHw9PRUH330kbrdrrVDURMmsibSmpiY0NbWlvWjw3iGnIZjsLCwMHT9aAWjbkrNmIiX6yBpZCTOs03dHlb39PS0pqenhzoIcNqIFnGkKAX4Snyk9lFMo7Wy1+tZZqjb7arRaFhGplAoDPE+OA8iYDgXtGyixIfUMA4wmQ7KRKjFhQcBSQMjzv+0ejHRb5QRTyaTJnLDcZKmD9fD+dp3mP0SCOsAHQBcX55lSdcy4lEkHuEy3IuLFwTBPwmC4L0gCJ4EQfCfnf/sbwdB8EfnXx8EQfCvBkHwThAEvxYEwbP72O9NgAFA0AXDBqt2dnZW4+PjJjQBE5mUHMxhXsyxsTFLuyG/WigUTEYVrz8MnAd6o2mVYYGRzljQ8Xhc+Xxejx49MkMSi8UspU3dnvYfasgQvlhciMRRkmLRIj3M9xCQXrx4oc8++8wcGVLmaE37YzP5G2rBiURCxWJRm5ubNtYS8tHc3Jzm5+e1s7MzNDCFNhzqqWhhM56V86XWSN1UkjlZ/vhIVLZarZbq9bpOT0/NwKMPzqASyEUQ4FiwSfPCuCf9i1428qk4Cevr62YwIcWRtUHwY3193YZmUNNFcAZDXCgUjGxZrVYlyUhcPvHL7yUPzwIAkDVxJjGCZJ74PJEmxnJ7e1u5XE5zc3OmgifJat3UxNEoJ5VdKpXsfqBmNzU1ZQ4ZJSy/ZIWxk87KI0EQ2LwC9M4hA/J5auQ4kEdHR0Zw9I04+6LmTAmCwS3sAwld7jPrBHVxrhX3ihS/P0Oc9YVsgE9wIx2Ps4PGAdE61yOcTuf+SlEkHuFyPJing5QhbT6SzOCR+ioUCjZJiTonKUJU0liMUqmUiZ80m00TXJmcnNTW1pYxc/2UOgsL/c5MLGu321a3ZT54q9VSMplUMpm0sY5+ehxHYX5+3tqOIGr5/cOki2HE+/270mC6FwaexQUCFJrtRLThSJwohDQyZB5JVgunv/add95RPB63urivfMVQlEqlYpHs5uam1cZJ7dLX6xOhkHml5x81stPTUzO6ZCSoW5LunpycHOIjIAKSSqVs+77UJlkbSgmzs7NaX183x4e0ei6X0+npqclxTkxM2BAeFnIWZ4w4OvU4ihhySUPdBSz4RHHhNLIkI2WenJxY1oLIl9o616Pf71v0j0NL22Sr1TKjzTX0ddw5LhTV2u22giAw54y6MMfsR+OQuyTZoJhkMqmXL1+a2iBOItcwm81a6h22OO9YuB7ug99xzJxDWGAJbgMMdbI8ZNDIxuEYANoQ2b6fyfAliOlu4D76pYcwokg8wnXwYIy4NGgdoz7pk6Di8bjK5bIRZ5AFZfHyF14WmF6vp42NDWspyufzmp+f1+HhoaUwfbIaDkSxWLRWIaQf0YD2x3IyBtSfVxyPxy3VNzs7axFCLpezTIIkiyaoQ8JsJvoJ96ky2GJ1dVXJZFK7u7u28ON0EIkjZNPtdjU1NWWLKSx4SaYp/fz5c+unHRsbs8wCYjJkCVKplA08IdJBThWjgFALGQzabxDTQHRFOlMT+/73v6/vfOc7xn7nGQgLkjx9+tTaBIvFop0jRtAfTsG+USlD0e7o6EgvXrzQ69evdXh4qPX1dTNMy8vLtqhPTJwNpyF7QFmDr+PxuPb29rS4uGglBT91zTQ4rh1s6bDsAlEhvA6eXV9Nzo/yqcVns1nrBpidnTW9/+PjYzN8PDsYK+nMCBWLRR0dHWl+ft4yS1wvPx0PeBbJVjCallnn/P3i4qINNfENI86I/1kQNuL87vDw0MiG4aEx1Nlx8nwSH//zfIWN+MzMjA2+oZTCPiAZcs+Zmka9nvc6jCgSj3AdPKinAzIPzGBJVmONx+NWu6MWyYsFW5m2HlpwSB/SMoYSlXQWuaPcRI9zt9s1ohOpXBTD0JNGy10aTDlDhU2SSaIi+kK/7OTkpB4/fmwT1CDZVSqVISeEc4ZsA2udVjZainzdZqJavieaoFbNiFfY5EQYxWLRBr5gOEqlkrLZrDY3N9VoNNRut7W5uanJyUmLZmC5x2IxI/YxdIbUKtcOw0hkz0IpDS+MKOIRWVNK6Pf7+sUvfqHd3V2bgEZNtFgsWiTLghqLxWxQDoS2mZkZfeMb3zBJzUajoWfPnpkKGMdKJseXhyWlivNDlEjLmn8Nqd0jfsI1DRsAInYiRoiRbJ9nF8EVyIBkU9hGOp22bgVq1VxLjBnHH4/Hh4w+4JwZgOMbV0pCGEzuLzoIiMKsrq5aZoz76ssEI8zkOzI4Gn6vPMdO1g1hGR8Q7Y6Pjy2l7l9PfhfuCJiYmFC5XLZ3FsPLIBg0J5hqyDVjHRoViZOp88sOESKE8WCMODWzRCJhk7cwjH5U4etc09b08uVLa/Fqt9tGgEun0/rmN79pqXD+QapCQY0JWEiHsvAjyDExcTasIQgCffbZZ0bSQeTEN7rU2Tgn0qL9fl9zc3NGyPr000+N+QwZLpFI2Lao+9NPzLhLFj0GplD7I6Kifx1NalTE0KVnvvfOzo7JwbJwcw4Yv2fPnmljY8PY39Twu92uaWUznINzJ6L3BTP8UZ0MOXHOmUqWz07f39+3kbKSzGmiPk8ZpNfrWX2dcgeAV4HsaK/X0+zsrNXKuUYYFZwYyFw4InwvDSJUX8Hu4OBAjx49sjLK0dGRta9hmDDS4WedbIIki1ilYTlPInGuIfdXkvEqIDbWajVrN0SsRxpEiZQQJibOhoEAyh2+4+sDI+yr2mFgP/30U8ViMeumwGhyLRFrgYznI0xqAzggvF9hwIDv9/uW8aLHHz15n9Tmg6Ep3F9J9h5hrMOCMRcRE7l29PRHiHARHowRxzNHhIQWI7xrFjBYu7u7u9ZO46df5+fnValUtLCwoPn5eRsPWS6X9ejRI1UqFaVSKeu1ffbsmdVc/eljpG1JpVLLbbVaFplCnkJ3eXp6WpKMxUwmAPINtUmcB2p4GDOOFXnNmZkZW1whe0myiHlqakr1et0cANK3h4eHarVaOjk50ezsrPWhM5JydXVVp6dnevWJRMKIcVxzolnS5P40t3q9br3Hzjmb304EOTMzM0QwpC2NRZKSCSnXw8ND1Wo1+7e2tmbjSFHWyufzKpVKlo7HWDH2FG6BJOtphpjGz3A0UqmUSdfi+ND7TQQpaShFTx+5nxFB+z2TyRjRbmLiTNMfJr1fp/VB5Ieh9h0eonfEjhC1wTih/Y/T65xTqVTS8fGxTW7jXlAG8lsDyRxgqOhcoI/cz/DwexxinJRYLKbFxUVT28Phxlnh3pDZCosq4aQQift/x8/hc4RB1oIyFn8HqY1t8vUo+AItfk857yDgueX5jxDhNngwTw4RZT6fH6kRTvSSy+U0Pz+vpaUlPXnyRPPz8zY+MR6PmwzoycmJ1S1JZycSCZXLZX3wwQfmQfd6PX3yySdWtyPVWCwWNT4+bgvF+Pi4qUqRaib15hPbqBuidEX7SiKRGBJPYcTj8+fPVavVzIDAxGYBx6AzlpLrkEgkjBCGYAqKaBhGxG5ofdvf37de8kwmo2q1qna7bZH3+vq6tre3NTU1ZcIyzIbudDpG5GKbRNC0YvlscjTTIWfhqPizxiHHoYHOWNZUKqVUKqXp6Wk9evRIhULBWouIjIhcuU44OBC3fCU2jCmlCLI6OC57e3tmHDBgGHEiXgzo6empMdQxVkFwNvf83XffVb/ftzQzrV+jInF6/WmJk2QtkPAHksmk5ubmbLgNxEifuCbJBE329vbUbret1ZBMgJ+uLhQKCoLA1N6IJmGZ8y4Cn3CJA4FOA88b5SXfaSDC5Tr4shMX1cNxmCE1QpjzgQHHYfXfCZwan08yCn46HdIh5DZfrIfMxEXOQIQI18GDMeKweBEnobYIM50FkbQekQapMYwXqk6wxNvttvWbUjNn0MrUpAirCAAAIABJREFU1JQWFxetDWdmZkbr6+u2KE5OTlqqm7Thhx9+aINZ1tfX1Wg0LH1JCpD/GYU6NTVlY0ERbkHRrFar6eTkxIwbkQ2RdbiWjGFMJpPmHDDvGnIRwjbolSOhiqMwNTWlSqWi4+NjbW5uWg/+2tqaxsfHbTIaUTmjLskAkGr2yx3SMLEonU4PEYgwppwHhq9YLFqfOvVpyIqkgNFNbzabRqaDkMRi3+v1dHBwoHa7rWQyaQs9hskftoJy3t7entbW1tTtdi11i8qZL/9LbzV91vl83hjYRHzj4+OWrkd/3E/rkmHpdDo2nhW+ACASx6ngd0ym473A4PB7omk4HtwPav1kGSQZMazZbFr0mc/nLbqXBkYWFTvKPH67HX3dEO/GxsYs48N+uO4Yd8D2eX54ZlACZJrdRcbTV/Xj/fP16cMp+jD8dDqpf79LpVAoGHfmoh7xCBGuiwdjxHnxSC8SjWM88bZ9sDjidTMMBDlSGOCQcfC+UYeCmLW8vGxRSavVskgtnU6btjeLfyqVMsPz/PlzPX361CKPXC5nDgE96aQu6Us/OjrS3NycOp2OtUsxdIE0uzS8CPqsbhZMojBfyzyVSimRSKjT6ajb7ZokJ6lg6sk4M4xZ/eyzz8wwIpxCZIr4BSl06pFEqhC9KBfgXHD8pNRZsCGMMV2OGjV1e2ruHAv3Kh6Pq16vq9Fo2EQyhtnQ6vTixQuTUvWJZcylRiXt8PDQnIbd3V29fv3asgl7e3umKe6zj7mXOE7UYUnd41yiIvfxxx/r+fPn2t7e1tbWlmU54CIg7uL3ZfOM+aNDyUZBKjw6OjK+AO8KzzXPOIZ8lBEnYwMZTpK1DNK7jpFFzx0iJSUtygDo5JM14HnlfBAzQgffdxKI0Dln6cxp4J3nfEcBgqZzTu1227JVKMuRPbkIfjqdyJ53RBoow3GsUSQe4S54EEbc1znGMJC+hMQl6XNG3G/FIW1OSxWM9WazaQsXiwXtacwQn5qasrYjv0eV8Zeky6WBgMqTJ090eHiozc1N05LO5XJ2nH6EBnudlPLc3JxOTk60u7urVCo11DbUbrct08CCSK+3Lzzha8YThUE4I6qCfEaGwhe2YMEuFovWMsV1oE6eTCZ1cHCgTqdj6XVJZhAnJiaMo8DxzszMaHZ21gy3H51JAxERrgW9zfTS7+zs6OjoSLOzs5IGE+6YZb67u6tCoWDGjnR1EAQ2qMNvzcLBQlLVHzlZKpWsewDDSvnDT//SZgbxj7Q3RpzrhfEjvV+tVq00USqVNDc3Z9PBIDXCqpZkRoiWPjJMPIs4Sv4AEJwknAiuE1ksskTswyeH0nfuyxpDQkQ9MZPJ2HPBfnjeGRQyPn42cVCSnY+vZU4rKOlyv33Ld053dnbknFM+n7+0Bu3rtqOy5+uc885chHA6ndbM8CwFsg+jmOkRIlwXD8KIO+c0Pz+vZDI5JJyAQSPVHDbifjtSPB43mUrUpZrNplqtlrWlQFAhXcoAk/HxcRUKBX300UdmLNHGpu+b46JmPjs7a5GdzwyXZDVApk+Nj4/r+fPnisViymQy5tmzaFEaoG8dp8XvMaZHmullfusN59xoNCwNj+NCDzs/9+uaQRCoXC4rnU5rY2PDIkqiIa4ZzGuA8Uwmk7YY++lYaTCiEeOMk4I2OOlLFnaitrW1NU1PT6tcLg85dpROIPpNT09b1oLsB9eFv2GEKNcTJbqxsbGhSVW0LKJWR1RJdobjJGOA48BzQp0dadYnT55oaWnJ6tL5fH7oGaSsQquWr9Xta6qHCYFE1zyDPDvU+ml541x5JsNGiHZNSlbxeNzGtJLOr9VqppCGI+oTAXF0MpnMUOmAzJE/BIWyRnh2uZ+qpp5PduYyECVDYoME54uzXGTEee59p4bSTNiIk/0Lt7lFiHATPAgjLg232eApswiH22t88HPf+LMIM3HJnxFMCq5er0s6i4qnp6dNH5wBIEQ7vv6zNGhfYlgJBLNY7GyMJos97WAzMzPK5/MW9ZDS9qVFMTxEdtQ//V5xaTD1yY/EpbOFE9WqnZ0dPXr0SKurqxYR+gxzWOoYGKJErhVqdNJAoQxJUbC7u2spT6IfFjy/Bk2bHJEXtW761jlHzgeiHSp3RGoo4KG93mq1zDk4OhqMG11YWJA0EGXBkeD5oe2OKBdD5pzTo0ePJMnar8hWYBhIS5PiJpptNpuW+oVACWue7gYcFZ5XX4/AN3oYNqJM34iTGYHnQbZobGxM3W7XjGwsFjNpUtTc/HSwzzAPgsCuP9ebiNjnP/hkSowgzx+iMRALyQD4A0QkmaAPz4X/3ktn6oG8j1cBZ4htIxHM+fmtgWGwb//33KtRRtxn3UeIcBs8GCMOkFkN6xb7qlKA70nzweZGE3tjY8NIYPS40k6Wz+dVLBatLkydVJKNomy1Wspms8ZgZsGMx+Pa3d1Vs9nU/Py8lpeXzVjU63WbziUNxCRIm1Njn5qasgWedigWORwYv1dckqlgEYFx7kRuuVxu6O9wKDB+ELQYe0nduVwuGykMXXRSpqSOicbRnp+YmFA+n7f6OmlqJkURUWazWauh8nPq+bSYYUBqtZqcc+YckI5HjCSfzyuVSpnu+8nJiRG0stmstd2hGoZzR/R8fHxs7VLSIIKXZNfBOWdEQYw42QwMHylinDkUxiBBoq3PdtmeJItaqXlj9JCO9WuwEMIgbdE/3Wg0tL29rY2NDW1ubmp7e1vHx8eWnodnwcQ6n3i4vb1t2uk4DUj/MtAGIRkiaF9NEEeSdw/nAkKm36IGix1A7vPBsKLd3V1TR7wKcEL8LINfw74qlc42ANcnbMSvk5qPEOEqPDgjzqJGuouaKL/z4Ut8SrLFRJLNHSad2mq1TJhkbm7OasfpdNoERlZWVqz17Pj4bOwkqT0iUVrfGGhSLBa1urpq6dzp6WlVq1WbJU4EmMlkbLhGp9MxQ4qyFClVzgungT5bZjazoGDEfWnaVCplBlE6c0ZItVM77Xa7VmKghs+CTUqRcgOLJFE8vfQHBwemG0/WgD7lly9famNjY4jFTO2W7bPgolqHWMne3p7potNfHYvFLFKCqY5sLm18aMMjysN1wohTE+feYViomRNZxmIxFYtF65vf2dnR+Pj4kNNDNoE0se+EIfyDet3e3p6prG1tbanVaunZs2fa398358yPSn0eAdcOfXdUB5vNptrttkXLuVxOpVJJCwsLQ6WLSqVidW2c4Gq1ai1yvV7PIvJOp2OaBM1mc6gm3e/31W63lUgkzOlh3Kgk6yhBdMfH6empkRLhPiBtzDUfGxuzzFC5XL72OoHOOc4QWYKr2OSjjDhZtnDrm89xiBDhtnhwRhxSGO1N0mAsIgsBIFLCg6bVyJ+ORJ0Z5vTCwoKlV6UzZi79tyhRQdTpdrtaW1vT5OSkdnd31e12rdWI1Gm5XNbMzIz16VJHX1tbszQ09c9isajZ2VmdnJwYoc6PrCEZMVfd73VuNBpWp5YGRpxz51oVi0UjRBEJk9Zk2AkSmqQg6a/FYGO8O52OZRKolW5vb1uEheFk3ni9XjdnAZa/L2HLIkstmpIFnQh8LpPJWGQqyTICtPFhZHd3d9Xv942dDkhN+0x+yHio8kmD1CuOD+SoXC5n3QTNZtMyJzxz/jlwrf2OCJ8rQBT78uVLffrpp9rb29Pc3JxxKiQNSan6+uzMcn/69Kl2dnZMy392dtaGkTDYBAEV0vOk3kmRI45ULBZVLpfN4aUjgvo+XQt+jbvdbiubzVpvO9oBPLdMkeN+kjWjw4Oo2Re4oVRCJwUEuusC5zaVSmlubs4cGOlqUpt/zaXBbAa/7MHzQdtfhAi3xYM04n5/LhEqUYBfF2chwMgQwUG8gjg2NTWlpaWlod5TyC2+iAh91RzD4uKiGo2G6vW6nj9/bmlVUuqIkkhntUHIVrDkqcFmMpkhA1GpVKz2zvH4srKM6ETpDZlRdJ/5vDQciUtnxnx2dtaMF6z08fFx66mlnu0rr0mDEau7u7s2r91PMfb7fW1sbAwN62AgTDqdVjabtV71RqNhkaSv3oaBhVlMdgCWOAQuWOWHh4cql8sqFouWeqcOv7u7O5SuBUS4PD9+/RwREp4fiI4IuZCmX1xcNFld2qAoR5BOp4SDw8U2YHDv7Oyo0Wjo4ODAVNdw/OiHlwYGBWdye3tb1WpVh4eHNsAF3gYZFOrQRJQYcIw4WZx4PK6NjQ11Oh2l02nTS6B9DxnWarVq6XrfYaYvncEnzp1NUYOHAHAKwjVvyHE4ADyj8BVwculfvy5o84P977fGXdVeJn0+EicTFe5nv6y+HiHCdfDgnh6ia6ISoiTSsX5dHCOOdCNRaqfTse0w6nJUGhqWNOm9nZ0dYxFDSnPOqVqt2tQwohtGZmLEpbPJXPv7+9rY2FA2m7XUcyKRGFLNWl5eVjwe1/b2tqWPMdqwpFnYIDJJZwslmQo/Evd7hTk3mPCSzClCrMRPkVOLZ9EndQ2BrtlsWubi6OjIIvHt7W31+31Lq6Nwh4gJxg8RHYw4LXqTk5OmcY9ca6fTMaU3GNMs9tls1iJiX2gFZwngKJBKhzRHGjyVSlnJhfouUqwnJye2T0olyWRSpVLJiIA4iDxLPEPIyVarVdVqNXW7XU1MnI3mzOVyWl1dHSIzcu8kWar85cuXdu7FYlGLi4sqlUpaXFy0er4kKxHxnEsDyVLKIZAMs9ms3SvKJwDRn3q9rnq9bvKtgJ70fr9vrYixWMzkh/1njjZHyj4+TwVHK5yupvWS7oCbGEtftY2S13Ui54vS6aw5/vnzHPgk0ggRbooHZ8T39/eHSFvpdNq8e/o2pUH7BwaYNjTIZf1+X5VKReVy2SJCSUM9odTNSXPXajWLHPf29vT06VMlk0mtrKwomUyqXq+bMSfKISXNsbOYs4gTIfjRwcnJiebm5tTv962VDcMWj8dtTjZsct+hCDPx/bID6HQ6RloDGAHEXIg4SKdSQiBa5VrRPnZ8fDa16vXr11YXXV1d1fz8vO0Dohf1aBZzv3ZOdE8aGgnaXq+nw8NDK0tMT08bM5/0NedKLZ2UdHgmPM8OnQ1oDvjGSJI5L8lk0sRI4ANIsvsB4ZEsj19Hp00MEhryscvLyyoUCsrlcvY3KPmhr761tWWa8f1+X+l0Wk+ePLFWQoz99PS00um0Dg4OrEWO6JZzx4jDseC5wTnEiQJs+/T0VIVCwdQJ/ZIVRDd673HI/Lnb/r1H+Yx3FaeaPnQ/80BZgszXTRngZHO4lxzvVSS0Uel0jp1r6G8visQj3BUP7ulB6hHDRDsQNT+f/CUN+lKJUlGsOjo60qNHj6yGysuJcIekoUUXPXAUvEiZEwkhI0rLGKk8X+qxXq8bMzwej1tKloUQHBwcWOr54OBAr169soUZPgDH2+l0hhTaRhlxn3iDWIhvwGmRos6cyWRs+zDR6ZXn+tL/iyOBOA11WYbLkOInAoS4xH6pERNBExGz/2KxqEQioWazaX3HlDZImSJYIsmyG7FYzMRadnZ2zPBgKLg/3G/SuQy2QYOcsgh65kyvw7D4ET3HDt8AEZ7Dw0NVq1WrV8NLwImAHHZ6eqrl5WUjmVELZsCLX54Jt1OijgYJLJFI2GhVngOyExjcWq2mWCym9957T5KsZg2ou7/33ntaXFxUu922yJsOiWazqVwuZ84CRDVfvAhQ2qJDAsNMtuPg4MD65xGWQdL1puM8/bZM7vl1jPiodDoONM+xNBjSQvdFhAi3xYMw4jBwGeMIM5l0JV6yXxNnUUbogTYiapadTseiZYw4aWeIVKRMpcFL3Ww2TfRidXVVR0dHNjMYWU0ibI7t9PTUUu7T09OqVCp67733lMvlLGLyywAHBwfWnoXWOcaf7AI9xoeHhzZSUxo24gjd+JE46VXfiENogz3PtcKo+nK1sdjZsBSmhpFSlM4W8KWlpaHJU/Tksw3UvkjTExEz+IU+ZeecKpWKisWisczj8bi1OjFik0icxXlzc3OI6EZqF4NCixNtWTCpcTJ8Ut3JyWD8Ldfbb1XiHDHulANouzo5OdH29rYajYa63a4ZYEiVOJDOOdVqNUlnzhE1fsajUioi4uWd8OHc2bQyWOBE9d1ud0htDuO2vb2tw8NDm9qXTqeH0u9+v3gul9Py8rI5U9Vq1TgLBwcHyuVyJryUTCbNcfaNuM+qRyXRj67JqKHKB4EuPMzluuA8cb7I1l03Eg9H1xhr3wkcNbwmQoSb4kEYcQwrcpGkKjFW6GtT65RkxhtSEdFHq9UyBjYEL37nC7bs7e0pm80qnU7r5OTE5pPPzc3p/fff1+Hh4ZCcKClX6tFE5ZJUrVa1ublpU9JQZaP/FsNITzetMTMzMyZHSX2XOj9tb9SD/TIC14V0tR+J+9GYNFisx8fHrU0IQ0Y6n0gXkhetV6TXSe3H43Fj8/upUhZ0rgeTtDCMGHGM1c7OjmU5qGGjS85nyGaQmZBkBL/5+XlL+y4sLFiNXpI9IyzoU1NT1p3AtC5KHmQxqK9i1NkOBhgjPjY2Zkz89fV1KwvMz8+rUChodnbWrhfZBNKxtDvC5mbbsPbJHPitXWFQY+d65XI5U7Gjr53zqFarSiaTJoeKtC+ytrTNIVSTTCZN6hayIpPamKCHrCsCSqTOuV5+d0XYoMLPqNVq2tnZMT1+sio3rTvD7QiCwBx3rtFl8Ief+Agbcfg3UXtZhLviQRhxScb6ZjGAoBIEgS3ukGYk2YKF1jWLNQsIgi9sG+NH9IS4B4Z9enpaxWLRopJkMqmNjQ1rPUF7nciXSKBer+vFixeanp7W4uKikYf8Wef5fN5Y2EQeDArxSWq03qAS12q1jFGPc3N6enphe5kkI39x7q1Wy5TfaBPyFyxflIa0MdeV9jRfPc7fNn83MTExJETjK2hBdEOE5eDgQI1GQ9ls1lL1pHUpL0Bo5P7j6MAKh0RFyjufz5ugin+dIMcRgZbLZXtepOGhI75aIDwGUuL7+/tGPkMsJZ1O6/HjxyqVSmYoYaYjjEN/PlwAvyYdJpCR2eHehiNxwIjWnZ0dk9Ol958aLuUFBuBIZ0YPp+zVq1fGMud9gpsAyQstA+4j/fC5XM4caDIT/vmQHvedTZ7tqakpU0qsVCr2ntw0Cgc4SBhx7tdlgHA3alucB06VPxktQoTb4kEY8SAI1Gg0tLa2pq2tLYtaeSFhnvs1SZ/oRm92u922KJCWGF50IvGtrS0dHx9rfn7eNMvT6bQePXpkpCZkOJ1z6nQ6tt90Om2qUkSfn3zyiaampvTOO+8YC1saaIJT52X8I6lkX+OcRYzFPJVKmRJZKpWy6IoFN9xexgJEtoLtkSonI0Dt16/3UmbAiBOxEmWRIoYQ57O9ORbY3dRqMcTcMxZXHK3Dw0MzfNvb2/rkk0+MN7C9vT3E/kb+tF6vWz8+6XKuR7lctjQtizAGGqEfiHCkrX1HURqMASVzwPlBjOt2u9ZGR4+8nz7390dZiHQ+5RnfMPskL6JR2ruk0UacDBXnUavVrKe72WxaKUOSPV++IcUJOzo6MvU7n8jFYBlaHY+OjoyjQGRNycfvBOFZJP1MC5mPWOxsnO7+/r7S6bR1AdyG1OZvk1Y97ttV9Wt/+El4W77gEaW7yIhHuCsehBGXpPn5eRMJYVpVp9MxTW9een/YgnS2eMBiZuhDJpOxNCERA2nser1us7ylweQonAa2nUwmVSgUzFnwhUFI8X722WeamJjQ+++/b4bTlzclEida7Pf7NtkK45FOp439zAxwtk8bGJ8liveNONrr0sBx4Fiazab1rBNl+YYeDgGRqW/EkVKlRciX3SSlzt8gvIEuOQQhjBLHNTMzYzr0tColk0kTG6GneX9/X5ubm9rc3FS1WtXa2poODg7M8aKDAQOUTCaVTqeNlOWXTmjrisfjltI9OjoykR5fFAYJUPrQJZmc69LSkiqVypAqoB81E7Fi9Cg5MNvel36VBoI0PJeUOniGRqXTSf8nEglLZ0MKo3OCMgXp+TBKpZKR5CgrgHQ6bSz1dDqtd99915wtshVsEyeN9ke4CDjVZFAAIjG5XE65XG6IYHqXSBySXbPZvJbBvSyd7r8fflkvQoS74EEYcZSdWNRLpZLVzHq9nra3t0296uXLl2o2m5aK5UWGhAORjbQ25Ci/Xo5GNr+XPq/+xoLFyMW9vT29fv1ajUZDzWZTT58+1cTEhD744IPPRRIsUBgHCEvT09OmvOYbX+Y5NxoNqznyGfqTOUaOTRoYAgCbHNYuUTgpaBZtjDjORtiIM6YVR4QontYiWtTo38fxYAIYhokUKkYPwiLRUyqVUj6f18nJiSqVih4/fqx8Pq8nT56oVCoZY5vIkFYlxGGo61Or9dsOcYBwVGi5wwnAcPj3nNovhgFHino4pR3avHxuAkacLgZfqpWaOvrq0sAgQ+T0iYik4MPgeDgP7icZpKOjsxGulI/8bfrbpmTCcwJ43mHTM7wGDgj6Ajyb/iQ0nyGOkh/3HZD+9985juc24F2XBhMPr8Jl6XS/V5x3KzLiEe6KB2HEAYYZ6c1KpWJiLYuLi5qcnFS1WtX6+rp2dnas5anf72t3d9dquKi3sdAgWyoNaoqAF596e7PZ1M7Ojg1KefnypdXZ19bW9Itf/EI//elPtbOzo1wup3q9bpKjMNvJGFAD9Ulg7EuSpe9YtPf39y2rwP+kWqXRkbi/AFK3dM5ZLXxqamooK8Hf+eI4GHFJ5jSQKmaRLhQK9hlU3hD/IIqkhoqhC6facQBgE0tnjkiz2bTojVa3mZkZFQoFlUolZbNZY8Ej7kJa3ycF0kvO7/g9Ii78PQ4W5+obcd94jtLSxmFBhIbryTWgpEJET0SO0aVUBMMbURw/GvWH//ggOocTkEqlrLRDvzuCLT5JLwwMFORLthuLxayOz+x1jt93NPyo/OjoyCRtcXzoa8dhAX55zH9ebwu/FBJO31+Ei9LpOH2SjCQYCb1EuA88KCOOFjXtX7QlSWdpypWVFYsI+/2ziUytVksvXrzQ6emplpaWzOgh0sHUJ4hZRIcA1jU62RhxiEm0JX33u9/VO++8YwSgX/mVX7GhE5Ksp7Zer2tnZ8eMuM+yPz4eTJrymcTAHzqCQfHFbzAq/mIzqh5+cnJiE7WIrqSBcht1aoayYNxxOligIU2xyFNvpe8b1jtRHW1Wy8vL1u9PDbtWq1k9F+a/dFZTPTg4UKlUssiN46V/l3OTBlPhiAzZDix5ygZcd2bBY/hw6vwBHtyDcI922DDQNgYfgro6bX9LS0vWpscx7u3tKZVKWbqevnxfAS7cjoXSXRgcJ8JGJycnpioXj8dtdv1VbVs4On5GBzDM5fj4WDs7O5Jk3R10HNBiSYTO+fjlI+rtvh45zxnb8/v/bwPfiEsDJ/cyXGTE/fkFcGAioZcI94EHpbyPUWIBJOWL8Uqn01ZTRp6z0+loc3NT8/PzNiwEj58Xsl6vW32SVKyPUqk0NLGIAROSLI2aSqX0ve99T69evdL4+Ljm5uYswgUsrKiu+dGudGbomZ5GTzn1eGp1rVZLxWLRSgZ+WxvGgjSyPyTEry/6UTh1YElm3PxFnhQ8x881kM4cJzIR6XRae3t7RgZE491nVjNKFUIbilytVkvVatVGv66vr5vBbrfb2tvbU7lctjnbfvQTNjQYAFj/4bpqr9ezdPj4+LhqtZql4g8PDy2ahJAVi8WsfIHzh4PlR+LU2sfHx5XL5Wz0pm9wfW1wnj2yGGRzcCykM2Pd6/WG9Ot55i5Kp+MwwTWYmJhQqVSyTEW327UIeJSBJPLmXLm2fNYfN8ozTK2Y9D1Onu+I8J5IsndtbOxsdC/bTiQSmp2dtTIZn70teDZOTgbTCCE1XoTLfh++b74DHiHCbfGg3EBaiPDSqXmxmGJYWeCSyaROT0+Vy+U0Nzen7e1tNZtN+3wQBDZTuVgsWiQVfokRsSCi8RdvWLpE0eFBKj5gYdM+5reoEE0ywIKhK5KGiFpHR0cqlUpDk638iDvcXsZxYIzpSSedSlTLZ5FS7fcHuud+bVcaLI6w/v0xrL7QjSQzgP4gGWlQGmHbnU5HmUxG6XTaVPUkmbAIToJ/vP4xI2jiOzREjH50SCSIoUf0h3o+xprjpCbOdcSxCTOsfenfUqk0JFcbjppxZBhNinCNXy6RBqpg4XO+jNiGE0UboCRrd2N2+YsXL0w8CWfD34Z/Xf3eaEnmWKJ3DjfCrxlLAx1/7gGqfhDe4DEQpQPKGj5/47bw2zNx6sN1+DAuisSlgRGHCOun2CNEuC0ezBPEIoDnD9EMI06LC+1BpCV7vZ7ee+89PX782NjGtKoRKWJ0r9OT6hOdpEFqlwgvm81e2Y8a7o+VhiNlRlXCpm+325ZBoMZMvTIIAlPi8rcdbi+DrNVut+1rjhWwEOMkxWIxU0zz08L8zdjYmFKplGlq+6Iw1HGJzqlpI9jjz4D31fJwlOAO1Go1S4UjquMjFhvME8fwE6mOurbcQ5jgzD7HiEsaqu1ixLifpKopO/g64jgB9DgjxjPKiBP5Y9DDmQD66aWBc+o/PxyDD5/IyTuCgXz06JHee+89zc/PWylkf39ftVpNa2trxiMhSue5CT/vONF0JOBc+S1Yksz582WCeYa5L8wZD8uzSoPhRXeVNPW7POhvvwhc08uMOBkF9AKiSDzCXfFgjDjkGIy4zzQnTU2tjfpmtVq1EY0sPMvLyxYd0PJECla6up3Fj/wlmbHCww9HwKPgM8Z9Eo8feTADu9PpWF2YCWqkTGkhu8qIs4hOTEyo0WiYszIqqiXi9xdujHeYKCfJavg7OzufY1GjOEdENj5+JiHLvWIi2/j4uNLptEXtOAa9Xk/tdtv0yhmWEj5meqg7nc5QKpgShF8X96//0dGRDVWh31saPAN+6caPxLml0NpsAAAgAElEQVQmPHdsi+tExwKdBmEjfnh4qGQyac4nugBsFzIamgGjInHp873inDvKaL4GPSBKhxQ6NzenXC5nGRqmqHG+YSPONRwbG9PCwoLJBqNs5zPkuX50UZCW5/rDHwgT3CA53oekKfsim+aTJsMYNfwkvC3OiZbHSDc9wl3xYIw4LGIiUT8Sl4a1rLvdrnZ3d7W/v6+VlRVLLZLKjsfjWlhY0OzsrLUwsdhctXAw8cxfmDFW/uSm60TivifvtzVJsjGmqG0FQaBSqWRtX6TxcWjYTri9zDdivV5PW1tbmpmZGUrJg1FEMWlgxMMta5IsKwCj2z8HX2cc49FqtezeJRIJbW9vW084ERk15UajoV6vp9nZWZu8Fk6vcjyUJ5hTTiSKVC33yVfho1aLcxQmU/kpc1/ZjGEYXGfOkRrw+Pi4jZr1OQ2AmvLU1JRFfxzz3t6eaaZ3u90h8mb4+fGfwTAHwpeODYPrwv1Gr315eVlzc3NDLZa+GiDf8yxUKhVr0aRcwTtKaxh8EdLZ4ba2ZDJp7za4a3+4j7ARxzEehVHDT8LbIgvic2siRLgLHowRZ+QlRpyUOd6wzxZFkjSVSpneM9EqgxZQD5MGtUdS8ZeBF9ePxtkOGtVXsVZZhMMp5fCi5YteTE9Pm+Hd39+3EZek91gER7WXMSjl1atXmp6e1srKyoXOik9mAv1+f0jVzkcsFrPeYSIV/zzDRpSsgi8GQuSKljqEwLW1NfX7feXzee3t7V1qxFGVo1VwZmbGjBVRMhEqxtrvY/edQYywr1jmL9iQtogYuV6QLbl3MLO5hgDOAT3ROC/MHucekuoPY1QkHi6f4NSEGdkc8ygDiVH3fxd+Hug2gBjpl7lInXMMOClc71FOMlkGPxpneNF9ROKo+GGAfe32MC4afgJ8Qqz/fYQId8GDMeK0ZCGQIQ0UySCbsXjs7Ozo5ORshGgikTAN56mpqc+lGYkyLlKwCsNf7EFYTvOql5u2NV93Wvp85EGN3W+Nom2KCI12MKJljs+PmulrHxsb07vvvnvp8fE7PzIile3/PnzuDFUJ1wgxJsfHZ/PZe72eGaqxsTETtWEbe3t7tuiur6+bk0AqNrx96u8QC5lAR+qU6+EbM5yF4+NjaykM39dsNmtll3A/MPeJ8yILQ5QuDWZkU6f3jTglhlwuN5RO9p9ViHrhVDrnHN5m2InjGP1Z6v51uK6BDBtxShVslwwEx+47j9yvw8ND9Xq9oXcXcO99Iw6r/j5S1b6wkySThR1Vh78qnU6Nn2sQ1cMj3AcelBGH/ATDmIWLOvXp6alarZZ6vZ5pWNMKRCoPYhKGs9/vW0R2HSPuGw0fsIqvY8QlaWFhwQhLlzFxi8WiKpWKtYLhhLCQINl5dHSkpaUlS/WS2sWAs89RkZ0PUvA+g5/t8ftRn69UKkPSoP51QQWNiJ00NhKunD9jQX1ZWEhtJycnFx47dVscm16vZ8aPmrPfj8w9Jxomm8OAGR+jSgj+lDcIbdx3nzxHNoB9SYO53mNjY0okEpqZmTEhIba7t7f3uTq+D4zHZZE46Xn/vKWBUb9uqjpsxP2pfz53wq/9+5E4ZQ1KKqOcBzgsOOoXZQruA/443TCuSqdLA8GbXC4XMdMj3Avu9BQ55/LOuT92zj09/z834jPfc879n865j5xzP3HO/et32edt4UdvfiqcxaHb7WptbU3j4+PWqsQiwsKFWhjbk2SG14+irkKY3CbJUvzSzdNsZAlGIZvNam5u7nMRFnKo1E39+if/t9ttbW1tyTlnmthXAaIY22Nh9oVefISFZsLRCelqjLg0UHlzztnkMO4pPfL0TOfzeSOoXdRuRMoeYh2ZFeecsZzDRtzP7PiGL3xffWY6INVLJI4Rh6jFZxCy8afrIeSDxKjf3UC6f29vT91u1whuYVyUTsfJ5boziteH/y5cB0SeYcEXDDilEf8zPsmSjAgjXkdFuX7POFK+X+ScbnTlw3yBq9Lp0oDs6E8LjBDhLrirK/jbkv4kCIJ3Jf3J+fdh7En6t4Ig+Lak35T0XznnsiM+94WBaMrv9UUfutfrqdvt2njFJ0+eaHZ21trJpIF8I1GEH5lRG0X/+joIM3YlWSTJ76+Li+rhwE+RSxoaGsICyf78FGe9XjdJTPrBffnUi+D3+5L2lQaa0qPS2ZDtON4wqN9z7alRJ5NJpVIpy4ww4WxtbU3FYtGcMToRLrquvnNAehytbBwksjHSgCRJXd434oi2cM6jGPnScL0XAlv4HvpOJNskVY5KG22R1M5RG8QpCDtNkoaU4MAovgI1dh/U/G/yjIafd44RrkW4R9w/DubPj2oP9M+HnvGbZgpuA44jTHC7Kp0uyTJ7l7WiRYhwE9z1KfqBpN8///r3Jf3V8AeCIPgkCIKn519vSKpKKt1xvzeCc856eUnbEfW8ePHC2q/y+byKxaKKxaJFMcy69qeIIawhDYzodSMTaTD5LGzIGQt6E4GKy9KmFwF9cNLx/uz009NTra+v6+DgwEh9RIXXqTESifu9vdJAM30UxsfHL4zEpcHYSwwT9VGmYpECPzg4MCGab37zm8acprXwIsODgUcCFv11abhrgWu9t7dnHAJ0y6XP8x0u6zQgze/Pqg4bHkhiJycnZqR7vZ5OTk6G1PxIu1MSkGSO3UXXPKza5hPK/Ovu94pLA4LnTQyQb6ClwXUio0I2I1yXl2Sa9WF1wjDoGcf5+iINpF+H9wlu102n87koEo9wH7jrk14OgmDz/OstSeXLPuyc+zVJE5I+u+N+bwS/hu0PZWi1Wtrb21OxWLTBDplMRnNzc1bLHGUk/Qil1+vdKJUujSa3sd3FxcUbLUCkI28SGWEYMBqdTsdkTTc3N61NaWZmxsaXXlULB5DuaDO7jhGPxQazsEctbP6iiSIbpC56pBuNhqrVqrLZrHK5nKanp/W9731P6XTaDMVl14hIDkIjcry0cJFal86MDylbf5thEtwoZrr/WdLvZEPCzxAiLsj/SjJ1u7ARl2Ra875gzmVGPExsC1/78EAdzu0mDqM0/M5JA9ETCKJ+/zQcCYC0b6FQuPQd41580al0AMHNvzbXTaeDyIhHuA9caS2cc//MOfezEf9+4H8uOHMvP993MdjOnKT/UdK/HQTB54Wbzz7zW865HznnfgSZ6r6QyWTMELXbbWtNmp2dtVQ7RtXvmUVb3F8YMHioRV2X1AZGtWHdFuH+8OuARZiMRK/XM2MB6zmVSlk7V7FYvBHTl4U4nE6/yIheZ2FjXGs+n1ehUFCxWLTfOedUrVbV7/f16NEji+zhAmDQLjPi1NPRA0in0+aIEI37kTiGyN8m34cj8YtS2tPT08apGEXagsFMlgCZ13BUGovFhgSD4C/46nhhjI8PxpH6RMbwNeF8pYG0702N5EVtZnR2kE0ZlQ2gZBC+1qPgT6L7okE5zie4XTRL3Id/flE6PcJ94MqnKAiC7wdB8MGIf38oafvcOGOkq6O24ZxLS/qfJf2tIAj+r0v29XtBEHwYBMGHpdL9Zdwh18RiMdVqNbVaLZtaBhGI2cfU3ySZCAmsXwD5idYXIp+bHE9YQ/028NXMbgKMA3VkhkiQhcBwVKtVjY+PD40Jve72/eO7iJkOMNzUakeByCeXy+nJkydDLVCdTsfS6xg0/55exwBQb8eIp1Ipa2/iGTg8PNT+/r5xJEZFur4zyDjRi87JZ5MzD3zUcbFN+BuMwfWRTCaN9Mb1vOyc/XT6qFq0NGgjw4hfxb+4CL6AEN/72Rd+P8qIS2c98/l8/sr9pFIppdPpG2cKbgNKdJRWpItnifuIIvEI9427uoJ/JOmH51//UNIfhj/gnJuQ9I8l/Q9BEPyjO+7vVqCuXavVdHh4aCIupGIhPkn6nEqVX2cE/nCOiwQ1rsIocttNcRdlKgZxsPgfHx+bfCaLUqPRUKFQuHHEEI7EL+oR9z8vXb6oTU1NWfp8aWlJ0tn5M+CEMbHSWQR5fHxs2vHXMeIcH0Ih4+PjNq6VGrx0dk0g2YXFaaQB85qo9bL9Uu9FanUU/DTxzs6OlXzCoLuBaPwigwj8dHq4tcu/HpD7pEFP922MuD8IxSeyMVTnMhWz6enpa71jY2NjVgr5MuBPdpMuH34C/OxIZMQj3Afu+rT/jqS/5Jx7Kun759/LOfehc+7vn3/mX5P0G5L+unPux+f/vnfH/d4ItAJNT0+rXC5renraFmVEJljIfCEXFp2wESeCYh7yRQvwZSBKHKX8dF3cph4OUB5DLtQn6kmyoSm3yYgQ6dNPDa6KxC9b1BCFgQx1cHBgkqvlctkidVrnpLP6Ma1m17lG1M2JPP2hF845k9xE9xoSX3gbkkxC97L9kj2YnZ290DDSUUELlt8e6YPuBtTErjLifjr9okhcGpAgpYHTeJuas++0cj98saXLjuFtBX398BWuY8SlgVMT6aZHuA/cyYgHQbATBMFfDILg3fO0++75z38UBMG/e/71/xQEQTwIgu95/358Hwd/XYyPj6tYLGp2dnaoHUgatFzR683ii8jEKAPAz3h5r9N6FYavjHZbXNYffhX8v/NrexiKdrt97QgoDJ+oRDqd6Paiz0uX1wgx4v1+X81m0wx4pVKxXnJJQxwF9nvdSBzuA9FsLBZTPp+31iV07/0BHxcZcZj+V+2X+3CRYfTT9hjmiz6L9Kw/y/wi+KptGNNR9wdxIFrCiKJvCt+Iw0HJ5XLWyvlVNOKSTFr3OrPGARKuESLcBx4Ms4JJVkTcvqgGbHNqj/T27u/vj6yvsZChsnXbyET6PEP9urhtPRxwDj65TTqLyhgNimTrbbfNwgxJ8LLpTtLlkbgvVdntdocMuDTQPieKJjtynfow8BXgiFIpMdTrdZNR9YVjRhGxYrGYXc+r9pvJZJTP5y91cLh209PTQxKvYaA412q1Rh6bD1+1bRQz3d8m5DtaEW9jgMKDUEihh8VgvmpG3BeauW4knslkriWcFCHCdfBgjDjynywi/kKI+ASSjT4ha5QRp6eXsY+3XdR8edKb4j4mNdFqhlwoTGzY16Nqr9cBCz3X2p+ONQq+gboIXGOGfvgGHKCRjs46NV3pamOKgUE8BmdgYmJCmUxGOzs7QyUIHIpRizYliuvsl5T6ZUCSlzr8RU4joifX2bev2nZZ6t0fhEIkfhtDO4qh7nMlLssGvM3wCW7U+K/CqDG+ESLcFg/GiBMVjlrgfIEMjD2fv8iw8DcXsYqvg7uQ2+6S2gSohlGfPzg4UKvV0vHxsWZmZu7kIPgL/WU94qBcLl+auictPjU1NSQj64N7Qkp9YWHBIuOr7hH3O5lMKhaLDcmNzs7Oqt/vq9vtWnbish5sHIf7MkrI4vqOxUXAOFy173A6/bJzGR8fV6fTMUfiNsSxUYNQ/OO8qob/NgOhmeu0mEWIcN94MEbcbwMJL3AYh7D4xWVRdiKRMELVbTFKa/s68Keq3QUYPeecMfgbjYaVCO6yfTIN4RryXeAz5y/6vT+aU5Ixya+Cb1zQaielnslkFI/HVavV1Ov1TPf8KiN+HefhOoC3QZr8svNBpe0qg8hzjUzsZUI8lAcYGXobXGTE/al3X1Uj7vf4R73fEb5sPJgnzo/ER40p9Fnq/H9ZvynktrtEWmht+7KW1wG9qbch1PnwJ0pR18M5uG3aFFDzpIZ8Hws0jPfLgFQo9/EqhjggnRuLnY0uDYLAWNn0yne7XZuSdlX0Kt3fvGjIbUxvu+paFgqFK2uuGBucyMuMuP+c3rYH+6La91U94l8V4MxHRjzCl40H88T5kfioxYIJSQw0uUqFLbwI3Qa3Jbe1222LGO8KlNrokUYP/K5RPlExUfh9GfHw5KgwfJY65ZHrGFN/ZChGE3KadCZzSuqZqOui7cKWv4/7w/b86P4qx9GftncRmMV+mWY9P4cAiQN8W4TbzKSB5O51mPxvM+BqfBmSrxEi+HgwRhzSyUVTpej7RbHtukb8rpG4dDMjznzpq8hQ1wViI9KgZY3ywl0AqSyTyVwrerwOrkqns196vS8bQBJG+LlgTjdZEtrtTk9PL2Sm+5idnb1Ve95F8OeM31fdlZZK6eJzgXSI8t1dnVb/nsDy/6q2l/kYGxvT3NzclyL5GiGCjwdjxKn7XVYjTSQSmp6etlnily2WfiRxW8Buvgm5rd1ua2xs7N4MBC1LQRAok8lYpHcfkbg0EKS5jzSjX8e9DKjwITRz00icbfgp9ampKSWTSZXL5XvJwtwURNZ3iYTDGBsbu3DOuw+M+F1LLCjP4VAvLCwomUx+LYx4hAhvCg/GiNMLS2/3KFDvC4LgSiM2OTmpXC5355TpTcht/X5fe3t7SiaT91Z7I9JiHObR0dGlIyyvC/7+qvaymwAjfp2UOsNCruNAUD/3nwsyFJDkSCuTrfGP58sAz+N9GnFfKe+qGdjpdNr05G8Ln8TGdqXLB8VEiBDhcjwYI+5HbxcZcX+QyVUEnpvM2L4MN2kza7fbCoLg3lLpAANB3fM+UoI+me2+ap3XjcSpaV+3znqREUkkEjZ2VBpcp6vEa74IUHO9rzq7NCBhXWU84V/Qp35bXDS9j8g8IoVFiHBzPIi3BrY5i/9VfbYwcr8MIOV5VXRJZJlIJO49YpmenlYsFlO32zUN7vvARdKktwXbucqISzdLP1809zucUvevy5cdNcbjcZVKpXs14tfRrA///i6R+EXlo686Mz1ChDeJB2HEnXOan5+/VutPPp/X3Nzcl3Vo1ya3Iet431E4xzAxMaFOp6NYLHZv5Jz7rh1fN50uDYz4dSPxUeIoZGZgqScSCS0uLl57u/eJ++BghHGTSJzP3zVa9tvMQGTEI0S4PR6EEZdk5C2+vghftvTjRSnGMNrttiYmJr4Q9ityndIwW/2uuO90unS9XnHpLGouFAqXylsSZUO+C6fHGVXLcAtpMMLzTUTiV53PTXFTI34f5zyqfBQZ8QgRbo8H9eYQ7X5ZqfLrgLadyyLx/f19HR8fq1gsfmHHkc1mVavVlM1m722bDJa5TyN+nTYzEFbTC4LANMD39/d1dHRkCn4XZThmZmbU7Xa1v7+vRCLxRpnUd1EHHIXrRvf30U4J4vG4jUt1zo0kFUaIEOH6eFBG/G1lwV5FboNl/UUOTZiZmVGpVLrXdP3ExIQqlcq9bU+6nuAL8I02LWdE1JOTk9ZKiKzpKJBS39vbe+NG/L5x3UwJgj334fz6maevS494hAhvEg/qzUGC820bUjAxMWHM8/CxMfgim81+occdj8e1tLT01k+Rou3rxYsXN/q7iYkJpVIpTU1NDXUhXAVS6rDUv05GZ2pq6tr3fG5u7l6ev8iIR4hwv3hQb85lPeJvEtTrR6nJdTodOefuPZU6Cm+7AZekdDo9NMbyMqAIdhOjPQqJRMJ05WmH+ipcq+vguudxX+1fYQ7I25odixDhq4IH9eZcdxjGlw1fQ90/vtPTU3U6Hc3MzHxtjMZdEY/H77Vufx1MT09bSv1NkNq+TggPQkGE6W3LjkWI8FXBg2GnS2+3EfeHUYBut/uFiLtEuBlQtev1ep+TZ41wc/gckIiZHiHC3RAZ8bcA4ehEOiNltdtt0zaP8GYxMzNjw3Eio3M3REY8QoT7w4Mx4sxDfhuNuPR5DfX9/X2dnJxEUfhbAkbVSlH99q7wB6FERjxChLvhwRhxPP+3NaqFqctwjfucGR7h7oClLn35am1fN3D9kLONrmeECLfHgzHiRLlv64Lhs3aPjo50cHAQReFvGZLJpPVMR7g9wkY8isQjRLg9Hszb8zaqtfnwNdQPDw/vdWZ4hPvB9PS0lpeXIyb1HcEglIODA0mREY8Q4S54MJH4255OZ7TlwcGBer3evc4Mj3B/iAz4/eBNzWWPEOHrhgdjJY6Ojr704SY3xcTEhOlKfxniLhEivCn4Y2ojxyhChNvjwRhxRCXediMunSmERXXXCF9n3PeY2ggRHioejBE/Ojp6671+DHdEaIvwdYcfiUeIEOH2eDBv0Nsq9OIjmUwqFot9ITPDI0R4mxAZ8QgR7gcPJhL/KhjxsbGxqC88woNAPB5XKpX6QsfrRojwEPAg3GDUod5WZnqECA8NzjkVCoU3fRgRInzl8SCMuHNOlUpF09PTb/pQIkSIECFChHvDg0mnS2+vWluECBEiRIhwGzwIIx4EQTQNLEKECBEifO1wJyPunMs75/7YOff0/P/cJZ9NO+deO+f+m7vs8zZwzqlcLkckmggRIkSI8LXCXSPx35b0J0EQvCvpT86/vwj/qaT/4477ixAhQoQIESKc465G/AeSfv/869+X9FdHfcg59xcklSX9r3fcX4QIESJEiBDhHHc14uUgCDbPv97SmaEegnNuTNLflfQ377ivCBEiRIgQIYKHK1vMnHP/TFJlxK/+lv9NEASBcy4Y8bm/IemfBEHw+irJU+fcb0n6LUlaXl6+6tAiRIgQIUKEB40rjXgQBN+/6HfOuW3n3FwQBJvOuTlJ1REf++cl/QvOub8hKSlpwjnXDYLgc/XzIAh+T9LvSdKHH344yiGIECFChAgRIpzjrmIvfyTph5J+5/z/Pwx/IAiCf5OvnXN/XdKHowx4hAgRIkSIEOFmuGtN/Hck/SXn3FNJ3z//Xs65D51zf/+uBxchQoQIESJEuBguCN7OrPWHH34Y/OhHP3rThxEhQoQIESJ8aXDO/b9BEHx43c8/CMW2CBEiRIgQ4euIyIhHiBAhQoQIX1FERjxChAgRIkT4iiIy4hEiRIgQIcJXFJERjxAhQoQIEb6ieGvZ6c65mqSX97zZoqT6PW/zTSI6n7cb0fm83YjO5+3GQz2flSAIStfd6FtrxL8IOOd+dBPq/tuO6HzebkTn83YjOp+3G9H5XA9ROj1ChAgRIkT4iiIy4hEiRIgQIcJXFA/NiP/emz6Ae0Z0Pm83ovN5uxGdz9uN6HyugQdVE48QIUKECBG+TnhokXiECBEiRIjwtcGDMOLOud90zv3SOfepc+6tHYPqnFtyzv3vzrmfO+c+cs79B+c//zvOuXXn3I/P//0V72/+4/Pz+qVz7l/yfv5WnLNz7oVz7qfnx/2j85/lnXN/7Jx7ev5/7vznzjn3X58f80+cc7/qbeeH559/6pz74Rs6l2949+DHzrm2c+4//CrdH+fcf++cqzrnfub97N7uh3PuL5zf70/P/9a9gfP5L5xzvzg/5n/snMue//yRc27fu09/76rjvujafMnnc2/Pl3Nu1Tn3p+c//wPn3MQbOJ8/8M7lhXPux+c//yrcn4vW6Df3DgVB8LX+J2lc0meSHkuakPT/SfrWmz6uC451TtKvnn+dkvSJpG9J+juS/uaIz3/r/HwmJa2en+f423TOkl5IKoZ+9p9L+u3zr39b0u+ef/1XJP0vkpykf07Sn57/PC/p2fn/ufOvc2/Bc7UlaeWrdH8k/YakX5X0sy/ifkj6v88/687/9i+/gfP5FyXFzr/+Xe98HvmfC21n5HFfdG2+5PO5t+dL0j+U9NfOv/57kv69L/t8Qr//u5L+9lfo/ly0Rr+xd+ghROK/JunTIAieBUFwJOkfSPrBGz6mkQiCYPP/b+9OX+Qo4jCOfx+MRkm8DRKiEhVFUNCIQoJJCCrxwFvxBI8IHnigvghi/oGAIAiKoigexAPvfaVRMZ5Eg2uMRzyivtAYN2K8YkBi/PmifqO9w85EcTIzPft8YNia6mOqurq7uqtruyJiOMO/AquBaW0WOR14LCJ+j4ivgDWU/PZ7nk8HHszwg8AZlfiHolgO7CZpKnAC8GJEbIiIH4EXgRO7negmxwFfRES7FxL1XflExGvAhjHS+b/LI6ftEhHLo5yNHqqsq2v5iYilEfFHfl0O7NNuHVtJd6tts020KJ9W/tP+lXd0xwJP5vI9zU+m51zg0Xbr6LPyaXWO7tkxNB4q8WnA15Xv39C+YuwLkqYDM4C3M+rabI65v9Jk1Cpv/ZTnAJZKelfSFRm3d0Ssy/B3wN4ZrkN+Gs5n9MmnruUDnSuPaRluju+lBZS7mYb9Jb0n6VVJczKuXbpbbZtu68T+tSfwU+UCp9flMwcYiYjPK3G1KZ+mc3TPjqHxUInXjqTJwFPADRHxC3AXcCBwBLCO0gRVF7Mj4kjgJOAaSXOrE/Nqs1b/IpHPEU8DnsioOpfPKHUsj1YkLQL+AJZk1Dpgv4iYAdwEPCJpl3+7vh5um4HZv5pcwOgL4dqUzxjn6J6kA8ZHJb4W2LfyfZ+M60uStqfsHEsi4mmAiBiJiC0R8SdwL6W5DFrnrW/yHBFr8+964BlK2key2ajRVLY+Z+/7/KSTgOGIGIF6l0/qVHmsZXTTdc/yJelS4BTgojypks3OP2T4Xcpz44Npn+5W26ZrOrh//UBpzp3QFN91mYazgMcbcXUpn7HO0W3Ssc2PofFQia8ADspemTtQmkGHepymMeUzovuA1RFxWyV+amW2M4FGT88h4HxJEyXtDxxE6RTRF3mWNEnSzo0wpcPRh5mWRm/MS4DnMjwEXJw9OmcCP2cT1QvAfEm7Z1Pi/IzrlVF3EHUtn4qOlEdO+0XSzNyXL66sq2sknQgsBE6LiE2V+CmStsvwAZTy+HIr6W61bbqmU/tXXsy8ApyTy/ckP+l44JOI+LvpuA7l0+oc3SYd2/4YatfrbVA+lB6Cn1Gu7Bb1Oj1t0jmb0gyzCliZn5OBh4EPMn4ImFpZZlHm61MqvRj7Ic+U3rHv5+ejRjooz+ZeBj4HXgL2yHgBd2aaPwCOqqxrAaXjzhrgsh6W0STKHc2ulbjalA/l4mMdsJnyvO3yTpYHcBSlkvkCuIN8oVSX87OG8ryxcQzdnfOenfvhSmAYOHVr6W61bbqcn47tX3lMvpPb6AlgYrfzk/EPAFc1zVuH8ml1ju7ZMeQ3tpmZmdXUeGhON6WYJnMAAAIaSURBVDMzG0iuxM3MzGrKlbiZmVlNuRI3MzOrKVfiZmZmNeVK3GwASHor/06XdGGH133LWL9lZr3nfzEzGyCS5lFGvDrlPywzIf55n/ZY0zdGxOROpM/MOst34mYDQNLGDC4G5qiMx3yjpO1UxtdekQNoXJnzz5P0uqQh4OOMe1ZloJqPlIPVSFoM7JTrW1L9rXwL1a2SPlQZ//i8yrqXSXpSZVzvJfn2KTPrsAlbn8XMauRmKnfiWRn/HBFHS5oIvClpac57JHBYlGEsARZExAZJOwErJD0VETdLujYijhjjt86iDMpxOLBXLvNaTpsBHAp8C7wJHAO80fnsmo1vvhM3G2zzKe9uXkkZMnFPyjupAd6pVOAA10t6nzIG976V+VqZDTwaZXCOEeBV4OjKur+JMmjHSmB6R3JjZqP4TtxssAm4LiJGDRiTz85/a/p+PDArIjZJWgbs+D9+9/dKeAs+15htE74TNxssvwI7V76/AFydwyci6eAcUa7ZrsCPWYEfAsysTNvcWL7J68B5+dx9CjCXMriGmXWJr47NBssqYEs2iz8A3E5pyh7OzmXfA2eMsdzzwFWSVlNGxFpemXYPsErScERcVIl/BphFGaUugIUR8V1eBJhZF/hfzMzMzGrKzelmZmY15UrczMysplyJm5mZ1ZQrcTMzs5pyJW5mZlZTrsTNzMxqypW4mZlZTbkSNzMzq6m/ADNl8gtJT3c1AAAAAElFTkSuQmCC\n",
1361 "text/plain": [
1362 "<Figure size 576x432 with 1 Axes>"
1363 ]
1364 },
1365 "metadata": {
1366 "needs_background": "light"
1367 },
1368 "output_type": "display_data"
1369 },
1370 {
1371 "data": {
1372 "image/png": "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\n",
1373 "text/plain": [
1374 "<Figure size 576x432 with 1 Axes>"
1375 ]
1376 },
1377 "metadata": {
1378 "needs_background": "light"
1379 },
1380 "output_type": "display_data"
1381 },
1382 {
1383 "data": {
1384 "image/png": "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\n",
1385 "text/plain": [
1386 "<Figure size 576x432 with 1 Axes>"
1387 ]
1388 },
1389 "metadata": {
1390 "needs_background": "light"
1391 },
1392 "output_type": "display_data"
1393 },
1394 {
1395 "data": {
1396 "image/png": "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\n",
1397 "text/plain": [
1398 "<Figure size 576x432 with 1 Axes>"
1399 ]
1400 },
1401 "metadata": {
1402 "needs_background": "light"
1403 },
1404 "output_type": "display_data"
1405 }
1406 ],
1407 "source": [
1408 "for f in glob.glob(\"*.csv\"):\n",
1409 " df = pd.read_csv(f).set_index(['worker', 'iteration']).sort_index()\n",
1410 " workers = list(sorted(set(df.index.get_level_values(0))))\n",
1411 " df['tau'] = df.apply(calc_tau, axis=1)\n",
1412 " fig, ax = plt.subplots()\n",
1413 " for w in workers:\n",
1414 " df.loc[w].tau.plot(ax=ax, color='#00000020', \n",
1415 "# ylim=test_ylim, \n",
1416 " figsize=(8,6))\n",
1417 " fig.savefig(f + '.tau.png')"
1418 ]
1419 },
1420 {
1421 "cell_type": "code",
1422 "execution_count": null,
1423 "metadata": {},
1424 "outputs": [],
1425 "source": []
1426 }
1427 ],
1428 "metadata": {
1429 "kernelspec": {
1430 "display_name": "Python 3",
1431 "language": "python",
1432 "name": "python3"
1433 },
1434 "language_info": {
1435 "codemirror_mode": {
1436 "name": "ipython",
1437 "version": 3
1438 },
1439 "file_extension": ".py",
1440 "mimetype": "text/x-python",
1441 "name": "python",
1442 "nbconvert_exporter": "python",
1443 "pygments_lexer": "ipython3",
1444 "version": "3.6.8"
1445 }
1446 },
1447 "nbformat": 4,
1448 "nbformat_minor": 2
1449 }