Regenerated tau graphs
[cipher-tools.git] / hillclimbing-results / hillclimbing-results.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "code",
5 "execution_count": 2,
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": 3,
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": 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\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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KYblc5siRI0xPT+Oc49KlS5TLZQ4ePLilfv1sV0JNCRQRkV4pBAxQHMd4nofneTSbzSt2Brx8+TJmxvj4OHEcU61WSZIEIB8seOnSJZxz3HrrrfkKg70KgiAfKCgiItILzSEboKtDwPLyMmbGwsICZsbk5CRmloeARqOB7/tMTk6yurrKysoKR44cYWpqasuvHYahAoCIiGyJQsAAZSHAzHjuuedIkoTl5WXCMGRycpJSqcTa2hq1Wg0zIwgCKpUKURSxuLjIxMTEtncLDIJA4wFERGRLFAIGKIqifDfAubm5fCW/qakpkiQhiiKCIGBsbIwwDPOLdqPRII5jbrrppm19ms9eRy0BIiKyFQoBA5RNEXz66adZW1ujXq8zMzOD53k451hfX8fMqFQqtFotPM/L1xKYnp7OBwxulWYGiIjIdmhg4ADFcczi4iLtdpsDBw4wPT1NHMesra2RJAmrq6vU63Wcc8RxTLvdZmJiAt/3KRaL217lTzMDRERkO9QSMCDZhX1ubo5KpcJNN91EGIYUCgWWlpZoNBpEUcTExES+0VC5XM53DJyent72lr9BEOB5Xr4+gYiISC8UAgYk6/OP45hKpZJP/wvDkEajQbvdxswol8v5VL6xsbG8O+DgwYPbfm3NDBARke1QCBiQLAQkSYLv+4RhSK1W4/LlyzQaDZIkYWxsLN/ZL1v7v9VqUa1W+9rwRzMDRERkO9R+PCBJkhCGYT5S3/d9xsfHefbZZ/NugWzjn2ygoJmRJEk+eHA7sq4FtQSIiMhWqSVgQLKLfxYECoUCSZLkuwMmScLk5CSe51GpVDAznHM456jX69t+Xc0MEBGR7VIIGJDuMQGe5zExMcHZs2dpNBqYGb7vUy6Xrxgv4HketVqtrwu4ZgaIiMh2KQQMSJIktNttwjDE8zzGx8c5ffp03uSfjQeo1WqEYYhzDt/3qdVqlMvlbb9uEAT4vo/v+wM8GxER2Q8UAgYkjmPiOCYIAur1Ouvr68zPz+eDBCcmJpiYmKBQKORbDBeLRTzP67slQK0AIiKyHQoBAxJFEVEUATA+Ps65c+dYW1vLL/TlcpmpqSlarRbOOSqVCsVikWKxuO31AYArlh8WERHZCoWAAcnGA5gZURRx/vx5nHMkSUK1WmVycpJarcbq6ioAExMTOOf66grIpiSqJUBERLZDIWBA4jgmiiJ832dxcZGlpSU8zyOOY0qlEgcPHsTMWF1dzccBJEnS16d4zQwQEZF+KAQMSNYSEEURq6urNJtNzAzP86jX60xNTbG4uJiPD8g+vffTEqCZASIi0g+FgAHJFu1pt9v5V7YWwLFjxxgbG2NhYQEzY2pqiiAI8uWDtysIAgqFwrYXGhIRkf1NV48BiaKIIAiIooi1tTWgs6lQtVrl2LFjBEHA8vIy9XqdSqXC+vo64+PjfQ8KVCuAiIhsl0LAgGSzAxqNBuvr65gZYRgyOzvL5OQk8/PzNJtNZmZm8r78ycnJbb+ec04zA0REpC8KAQOSjQdoNps452i32xQKBY4dO0a5XGZubg7P85iens5bAfrZ+jeKIpxzagkQEZFtUwgYgCRJ8k/mAM1mk2azyfj4OCdOnKDdbnP58mWmpqaI4xjorxUANDNARET6pxAwANm+Adm8/YWFBeI45tChQ1d0BRw6dIhWq8XY2FhfrQCgmQEiItI/hYAByHYQjKKIVqtFu92mUqlw/PhxzIwLFy7kGwg555iamur7NYMg6Hu1QRER2d8UAgYgCwFJkrC2tkaj0eDQoUMcP36cOI65ePEi9XqdJEn6HguQ0cwAERHp146FADN7uZk9YmaPmtkXzexVabmZ2a+Z2Wkz+4qZvaLrMfea2TfTr3u7yl9pZl9NH/Nrdp19/E2ShCRJCMOQtbU1CoUCBw4cYGpqisuXL9NoNKjX65hZ32MBQDMDRERkMHayJeDfAP+rc+7lwC+kPwO8Cbgt/boP+CCAmc0A/xr4HuBVwL82s+n0MR8EfqrrcXftYL23LAsAYRjSbDapVCrMzs5SKBQ4f/48ZsbY2Bjj4+MD+fSu8QAiIjIIOxkCHFBPb08Cz6a37wY+4joeAabM7CjwRuBTzrkF59wi8CngrvS+unPuEeecAz4CvGUH671lSZIQBAGtVoswDKlWqxw+fJg4jnnuuecolUqUy+WBtALAd0KAWgJERKQf/XdOb+5ngIfN7P+gEzb+27T8OHC267hzadkLlZ/boPy60d0dkPX7T05OsrCwwMrKCkeOHBlYKwCQLzk8iLEFIiKyf/V1FTGzTwNHNrjrvcDrgX/hnPsjM/sR4EPAnf28Xg/1uY9OFwMnTpzYyZe6QhYAWq0WSZIwPT1NpVLhG9/4BkEQcPjw4YG1AsB3BgVeZ0MjRERkyPQVApxzm17UzewjwD9Pf/wD4LfS2+eBG7sOvSEtOw/84FXlf5GW37DB8RvV5wHgAYBTp0653s6if9nsgFarBZAPAnz22WcplUocOnRooP33QRD0tfugiIgI7OyYgGeBH0hvvw74Znr7QeCd6SyBVwPLzrkLwMPAG8xsOh0Q+Abg4fS+FTN7dTor4J3AJ3ew3luWhYAwDDEz6vU68/PzzM/PMzs7O5B1AbpfK4oijQcQEZG+7WSn8k8Bv2pmBaBF2kwPPAS8GTgNNICfAHDOLZjZ/w58IT3uf3POLaS3fxr4HaAK/En6dd2Ioog4jvOtfScmJvj2t79Nu93m5MmTA20F0MwAEREZlB0LAc65vwReuUG5A969yWN+G/jtDcq/CLxs0HUclDiO87n7hUIB3/c5ffo0k5OTHDt2bKCvpZkBIiIyKFoxcACiKCIMQ4IgwPd9Go0Gi4uLnDx5cuB995oZICIig6IQMABRFNFut4miiEqlwtmzZ/F9nxe96EUDfy2tFCgiIoOiENAn5xxJktBut3HO4Zxjbm6O2dlZ6vX6tZ9gi7KNg0RERPqlENCnLAQEQZDvJBjH8Y50BcRxTBzHagkQEZGBUAjoU3bhD4IA5xxBEDA1NcXs7OzAX0szA0REZJAUAvrUvUZAtnzwzMwM1Wp14K+lmQEiIjJICgF9ykJAu90mSRJ836dYLO5ICAiCAM/z8H1/4M8tIiL7j0JAn7JP/0EQAOB5HuPj4ztyodbMABERGSSFgD5lmwc1m02SJMHzPCYmJnbktTQzQEREBkkhoE9ZK0A2JqBUKlGpVAb+OnEc588vIiIyCAoBfcrGBGTdAaVSaUd2+MueXy0BIiIyKAoBfcoWCuoeub8TIUAzA0REZNAUAvqUbe0bxzEA5XJ5Ry7U2b4Enqe3TEREBkO70PQpGxgYRVHeZ9/r5j5JkvT8/MvLy3ieR6PR6LfKIiJyHTCzHZlOvhUKAX3KLtLQeUPL5fIL9tsHQcD6+jrr6+tEUZSXZ1sRd+9I2N3CcOHCBcbGxjh//vzOnpCIiOwK3/d5zWtes6d1UAjoU/e+AcCGLQFRFOUX/u4Bfp7n5UsOR1GEcw7o/GLU63WKxSLFYjFPizMzM4yNje3uCYqIyI4ws72ugkJAv5IkodVqEYYhzjkqlQqe5xHHMY1Gg7W1NdrtNtAZL3DgwAE8z2N+fj7vPhgfH6dYLFIqlfIQ0f3L0Wg0iKKIo0eP7sigQxER2Z8UAvqUNeE75/B9HzPj0qVLtFotoPOJf3p6mrGxMQqFAqurq8zNzVEsFjl69Og1p/wlScL6+nq+LHEWKEREZLiZ2Z7P+FII6EPWj591CWTN+2EYMjk5ydjYWP4GO+dYWFhgZWWFarXKoUOH8pH+zrn8cd3jAsIwJI5j5ufnCYJArQAiIiPE8zxOnDixp3VQCOhDNigwW80POk3+k5OT1Ov1K46bm5uj2WxSr9ep1+usrq7m3QjdAwSBKzYhKhaLRFFEoVDg8OHDu3p+IiKyczQmYMhlzfNRFBFFEZ7nUSqVrtg8KAzDvHugUqnQarVYWVkBvrOwUDYmoFAo5AMGu19jaWmJer1OrVbb9XMUEZHRpRDQh+59A5xzeJ7H2NhYfhFfW1vjzJkzeQtAGIaUy2VmZmao1Wr5LII4jvMugGazmd/uniK41/1GIiIyehQC+pC1BGTbCZsZrVaL06dPs7KywtzcHIVCgSNHjmBmeQtBNl0wW20wmxqYKRQKFAoFqtVq3jqgVgARERk0hYA+dC8ZnG0jvLKywtmzZzEzZmdnueGGGzb9FO/7ft7vn134r54eKCIislMUAvqQ7R6YzRDIRvlPT09z++23MzMzs9dVFBER2ZR2o+lD1h3Q3RLgnOPgwYMKACIict1TCOhDEAT5p/8sBJTLZfXfi4jIUFAI6EPWDZBtIASdFQK1qI+IiAwDhYA+XN0S4Pt+vv6/iIjI9U4hoA9ZC0C24p+ZUalUnreLoIiIyPVIIaAP2bbA2Vx/M6NcLisEiIjIUFAI6EMURZgZ7XY7X/CnXC5fsWywiIjI9UohoA9hGOY7B2bLBo+Pj1+x9r+IiMj1SlerPgRBQBzH+ToB2ZgArfgnIiLDQCFgm7JP/9nmP57nUSgUmJiY2OuqiYiI9EQhYJuynQOzEJAtFqSFgkREZFgoBGxTtkZAkiT5dr/a7U9ERIaJQsA2ZeMBoijKZwkUCgWtFigiIkNDIWCbgiDIxwVkOwgWi0WKxeJeV01ERKQnCgHblE0PDIKAJEkAqFQqWiNARESGhkLANmVLBodhSBzHeJ6nlgARERkqCgHblA0MbLfb+ZiAWq2mJYNFRGRo7FgIMLPvMrP/z8y+amb/r5nVu+77eTM7bWZPmtkbu8rvSstOm9n9XeU3m9nn0vKPmdmeb9MXRRG+71+xZHC1WlUIEBGRobGTLQG/BdzvnPs7wCeA/xHAzF4C3AO8FLgL+A0z883MB34deBPwEuAd6bEA7wc+4Jy7FVgE3rWD9b6mbJVAz/NoNpv5wMBqtaruABERGRo7GQJeDHw2vf0p4IfS23cDH3XOtZ1zTwOngVelX6edc0855wLgo8Dd1lmD93XAH6aP/zDwlh2s9zVFUUQcx1dsHuR5nkKAiIgMlZ0MAY/TueADvB24Mb19HDjbddy5tGyz8gPAknMuuqp8z3RvGJStHOh5HmNjY9o8SEREhkZfVywz+7SZPbbB193ATwI/bWZfAiaAYBAVvkZ97jOzL5rZF+fm5nbsdbJlgrOWgO6BgQoBIiIyLPoaxeacu/Mah7wBwMxeDPz9tOw832kVALghLWOT8nlgyswKaWtA9/FX1+cB4AGAU6dOud7PZGuyZYKhM0sAyFcLVAgQEZFhsZOzAw6n3z3gfwZ+M73rQeAeMyub2c3AbcDngS8At6UzAUp0Bg8+6DpD7z8D/HD6+HuBT+5UvXuR7RoYx3G+WJDv+1Sr1b2sloiIyJbs5MfWd5jZN4CvA88C/wHAOfc48HHga8CfAu92zsXpp/z3AA8DTwAfT48F+DngZ83sNJ0xAh/awXpfU7ZaYLZ3gHMO3/cZGxvby2qJiIhsyY5NanfO/Srwq5vc9z7gfRuUPwQ8tEH5U3RmD1wXgiDA933iOM5XDtQ2wiIiMmzUgb1FSZLk3QFRFBGGIUmSUCgUFAJERGSoKARsURzHJElyxeZBZkaxWKRU2vOFDEVERHqmELBFV68RkE0XLBQKVCqVva6eiIhIzxQCtii76AM0m03iOMb3fe0gKCIiQ0chYIuyEOD7Pq1WK983oFwuqztARESGikLAFmUbByVJQrvdzgNBqVRSS4CIiAwVhYAt6l4oKOsOyFoCtI2wiIgME4WALcr2CXDO5S0BhUKBYrGoECAiIkNFIWCLursD1tfX85kClUpF+waIiMhQ0VVrC7Kmf8/zrmgJMDPGxsbwfX+vqygiItIzhYAtiKIIADPLNw/q7G+EdhAUEZGho07sLegOAVEUEQQBnufheR5jY2OY2R7XUEREpHf66LoFWQjIZgdk+wZkIUBERGSYKARsQTYo0DlHHMe0Wi0KhQLOOS0ZLCIiQ0chYAuyNQKy290bCKklQEREho1CwBZkawRAZ0vhIAgA8imCIiIiw0QhYAuyloCsOyDrHigUClSr1b2unoiIyJYoBPQoSZJ8EGC2b0D3bAGFABERGTYKAT2K4xggDwHZzAAzU0uAiIgeYjJKAAAbHUlEQVQMJYWAHnVPD8yWDAbyXQQ1MFBERIaNQkCPupv+nXOsra0B4JzD931qtdpeVk9ERGTLFAJ6lHUHmFneEmBm+L5PuVymVCrtcQ1FRES2RiGgR1EU5QsDAfkOgkmSUCqVFAJERGToKAT0KAsBSZLgnKPZbOb7BpTLZQoFbcMgIiLDRSGgR1EU4ft+PlWw1WoBnW4C7SAoIiLDSFeuHsVxnLcERFFEGIY45/KWAIUAEREZNrpy9SCOY5xzeQhot9t5CAAol8vaRlhERIaOQkAPsumBWQgIwzBfMhjQvgEiIjKUFAJ6kIWAbExAq9UiDMN8YKDWCBARkWGkENCDbJfALASEYZh3BzjnFAJERGQoaV5bD6rVKtVqlSRJAGi32/lKgWamECAiIkNJLQFbkIWAZrOZrxegECAiIsNKIWALsgt/GIZ5mXOO8fHxPayViIjI9igEbEEcxyRJQhAExHGczxDQDoIiIjKMFAK2IEkS4jgmiiLiOMbM8DyParW611UTERHZMoWALchaAdrtNvCdbYQVAkREZBgpBGxB95LBZpavIqjFgkREZBgpBGxBtmRwEAT5MsGFQoFyubzHNRMREdk6hYAtyFoC2u02ZkaSJGoJEBGRoaUQsAXZaoFRFOXdAaVSiWKxuNdVExER2TKFgC3IWgKyqYHOOYrFokKAiIgMJYWALehuCcjWDCiVShQKWn1ZRESGT18hwMzebmaPm1liZqeuuu/nzey0mT1pZm/sKr8rLTttZvd3ld9sZp9Lyz9mZqW0vJz+fDq9/2Q/de5HNjDw6u6AbEthERGRYdLv1esx4G3AZ7sLzewlwD3AS4G7gN8wM9/MfODXgTcBLwHekR4L8H7gA865W4FF4F1p+buAxbT8A+lxeyJrAch2EMwWClIIEBGRYdTX1cs594Rz7skN7rob+Khzru2cexo4Dbwq/TrtnHvKORcAHwXuts58u9cBf5g+/sPAW7qe68Pp7T8EXm/Z/LxdFgQBURQBne2FkyShUqkoBIiIyFDaqavXceBs18/n0rLNyg8AS8656KryK54rvX85PX5XOefyJYOzIGBmVCoV9iiTiIiI9OWaI9rM7NPAkQ3ueq9z7pODr9L2mdl9wH0AJ06cGOhzd68W6JzDOQegECAiIkPrmiHAOXfnNp73PHBj1883pGVsUj4PTJlZIf2033189lznzKwATKbHb1TXB4AHAE6dOuW2Ue9NJUmSBwEgv/BXq1WFABERGUo71R3wIHBPOrL/ZuA24PPAF4Db0pkAJTqDBx90nY/VnwF+OH38vcAnu57r3vT2DwP/2WUfw3dRNj0w+57tIlir1Xa7KiIiIgPR7xTBt5rZOeA1wB+b2cMAzrnHgY8DXwP+FHi3cy5OP+W/B3gYeAL4eHoswM8BP2tmp+n0+X8oLf8QcCAt/1kgn1a4m7KLv3OOJEkwM8yMsbGxvaiOiIhI3/pa5cY59wngE5vc9z7gfRuUPwQ8tEH5U3RmD1xd3gLe3k89ByHbRji7nSQJnucpBIiIyNDS3LYeZQsFdTMzSqXSHtVIRESkPwoBPYqi6IouAeccZsb4+PheV01ERGRbFAJ61G63ieOYOI6BTijwfZ9qtbrHNRMREdkehYAeBUGQLxaU8TyPSqWyh7USERHZPoWAHnXvHJjNUPR9XyFARESGlkJAj7KWgDAMMTOSJKFQKGgbYRERGVoKAT0KwxDgihUDi8WiQoCIiAwthYAeZSEg++6co1Qq4fv+XlZLRERk2xQCepQtFRxFUT5FsFwuKwSIiMjQUgjoUTYWoHtMQKVSUXeAiIgMLYWAHmRdAEmS5BsHJUlCqVTC8/RPKCIiw0lXsB5kewY45/IQAFCpVNQdICIiQ0shoAfdgwHjOM53EqzVamoJEBGRoaUrWA+yfQPMLG8JcM5RqVTyVgEREZFhoxDQg1qtxuzsLPCdbYTNjGq1qhAgIiJDSyGgB0mSXLFscBYCCoWCugNERGRo6QrWg3K5zMTERD4ewDmH53nUajW1BIiIyNBSCOhBsVikWCwSRVE+PdDzPHUHiIjIUFMI6FEQBARBkM8QgE4LgboDRERkWOkK1qN2u0273cbzPDzPy7cRVkuAiIgMK4WAHrXb7StWDszGBIiIiAwrhYAeBUGQbx4E4HkepVJpj2slIiKyfQoBPcp2EcxCQKFQUAgQEZGhphDQo2xQYLZkcKFQoFKp7HW1REREtk0hoEdZdwCQhwBtHiQiIsNMIaBHYRjmXQHOOcrlskKAiIgMNYWAHjjnCIIgXx8gSRKKxaJCgIiIDDWFgB5k+wUoBIiIyChRCOhBkiSEYZhvHARQKpUoFAp7XDMREZHtUwjoQRAEV+we6JyjVCppyWARERlquor1oNVq5d0B2RTBUqmk7gARERlqCgE9aLfbxHGctwIAmh0gIiJDTyGgB77vU6vVrggCtVpNmweJiMhQUwjoUalUyrsDzIzx8XGFABERGWoKAT2oVqtMTk7mP5sZxWJRAwNFRGSo6SrWg1KplG8WFMcxnudRLpfVEiAiIkNNIaAHlUqFarUKdFYP9H2fSqWiECAiIkNNIaBHzWaTJEkA8DxP6wSIiMjQ01WsR61WC+cccRyrJUBEREaCQkCPms0mQL5qYLlcVkuAiIgMNV3FepS1BJgZnudRLBbVEiAiIkNNIaAH3RsIRVFEoVCgUCgoBIiIyFDrKwSY2dvN7HEzS8zsVFf5ATP7jJmtmdm/u+oxrzSzr5rZaTP7NUuvpGY2Y2afMrNvpt+n03JLjzttZl8xs1f0U+ftiOOYdrudrxbo+z6FQkHdASIiMtT6vYo9BrwN+OxV5S3gfwH+5QaP+SDwU8Bt6dddafn9wJ87524D/jz9GeBNXcfelz5+VyVJQhAE+c/FYpFisbjb1RARERmovkKAc+4J59yTG5SvO+f+kk4YyJnZUaDunHvEdXbi+QjwlvTuu4EPp7c/fFX5R1zHI8BU+jy7Jo5jgiDAzIjjOO8OEBERGWa73Z59HDjX9fO5tAxg1jl3Ib39HDDb9ZizmzxmV8RxTBiGQGexIK0RICIio+CaH2fN7NPAkQ3ueq9z7pODrxI455yZua0+zszuo9NlwIkTJwZWn1qtli8TnCQJpVJJ2wiLiMjQu2YIcM7dOcDXOw/c0PXzDWkZwEUzO+qcu5A291/qesyNmzzm6ro+ADwAcOrUqS2HiF445ygWi+oOEBGRoberbdppc/+Kmb06nRXwTiBrTXgQuDe9fe9V5e9MZwm8Glju6jbYFUmS0G638TyPOI6pVCrqDhARkaHX18dZM3sr8H8Bh4A/NrNHnXNvTO87A9SBkpm9BXiDc+5rwE8DvwNUgT9JvwB+Gfi4mb0LeAb4kbT8IeDNwGmgAfxEP3Xejmx2QBzHmJm6A0REZCT0FQKcc58APrHJfSc3Kf8i8LINyueB129Q7oB391PPfmWzAwDMTLMDRERkJKhNuwdhGBKGIc45PM/LBwmKiIgMM4WAHsRxTJIkdBoloFQqKQSIiMjQUwjoQalUol6v5z/XajUNDBQRkaGnK1kPgiDIuwN831d3gIiIjASFgB6EYZh3CYC6A0REZDQoBPQgDEOiKAI6swO0ToCIiIwCXcl6UKlUmJycJI5jPM+jUqmoJUBERIaeQkAPfN/PP/l7nkexWFRLgIiIDD1dyXpQKpUol8v57WKxqJYAEREZegoBPegeGJitGKgQICIiw04hoAflcpmJiQmSJMmXDFZ3gIiIDDtdyXrgnKNQKBDHMb7vqyVARERGgkJAD6IoIgxDkiTJdxBUCBARkWGnENCDKIqI45g4jikUClfMFhARERlWupL1wPf9fEZA1hWglgARERl2CgE9KBaLlMtlnHP5GgEKASIiMuwUAnrgnKPdbuOco1QqqStARERGgq5mPXDOXbF5kO/7e1wjERGR/ikE9KBarVKr1TAzisUihUJhr6skIiLSN4WAHiRJQqvVAlB3gIiIjAxdzXoQRRFJkuCc0w6CIiIyMhQCehBFEa1WC+cctVpNLQEiIjISdDXrQRzHtNttoNMdoJYAEREZBQoBPQjDkDAM8TxP3QEiIjIyFAJ6EMcxrVYLM6NcLqs7QERERoKuZj0YHx9nYmLiiuWDRUREhp1CQA+yEJCtEaCWABERGQW6mvWo1WrheV6+gZCIiMiwUwjoUTYmQN0BIiIyKhQCetRut/F9X90BIiIyMnQ161EQBBQKBXzfV0uAiIiMBIWAHrVaLYrFokKAiIiMDIWAHjjnCIJA3QEiIjJSdDXrgXOOdrud7yColgARERkFCgE9CMOQOI7z6YFqCRARkVGgq1kPwjAkiqI8BKglQERERoFCQA/a7TZxHFOpVNQdICIiI0MhoAeNRoM4jvMxAeoOEBGRUaCrWQ/a7TbOOXUHiIjISFEI6EGr1SJJkrw7QEREZBToitaDbFDg2NiYQoCIiIwMXdF6UKvVmJ6eplQqqStARERGRl8hwMzebmaPm1liZqe6yv+emX3JzL6afn9d132vTMtPm9mvWXpVNbMZM/uUmX0z/T6dllt63Gkz+4qZvaKfOm9HtVplamqKarWqECAiIiOj35aAx4C3AZ+9qvwy8A+dc38HuBf43a77Pgj8FHBb+nVXWn4/8OfOuduAP09/BnhT17H3pY/fVYVCgcnJScrlsroDRERkZPR1RXPOPeGce3KD8r9xzj2b/vg4UDWzspkdBerOuUeccw74CPCW9Li7gQ+ntz98VflHXMcjwFT6PLumVCoxOTmp7gARERkpu/Gx9oeALzvn2sBx4FzXfefSMoBZ59yF9PZzwGx6+zhwdpPH7IpisUi9Xsf3fbUEiIjIyChc6wAz+zRwZIO73uuc++Q1HvtS4P3AG7ZSKeecMzO3lcekr3cfnS4DTpw4sdWHbyqOY5IkydcJEBERGQXXDAHOuTu388RmdgPwCeCdzrlvpcXngRu6DrshLQO4aGZHnXMX0ub+S12PuXGTx1xd1weABwBOnTq15RCxmUKhwPj4OL7vKwSIiMjI2JG2bTObAv4YuN8591dZedrcv2Jmr05nBbwTyFoTHqQziJD0e3f5O9NZAq8Glru6DXZFtkaAugNERGSU9DtF8K1mdg54DfDHZvZwetd7gFuBXzCzR9Ovw+l9Pw38FnAa+BbwJ2n5LwN/z8y+CdyZ/gzwEPBUevy/Tx+/q+I4BtDmQSIiMlKu2R3wQpxzn6DT5H91+S8Bv7TJY74IvGyD8nng9RuUO+Dd/dSzX3Ec45zTvgEiIjJS1Lbdo0KhQKFQUHeAiIiMDF3RelCpVDh8+LBmB4iIyEhRCOiBc44kSfA8Ty0BIiIyMnRF60GSJHSGJqCWABERGRkKAT1wzuGc0+wAEREZKQoBPcq6AtQdICIio0JXtB6MjY1x/PhxrRgoIiIjRSGgR0mSABoTICIio0MhoEfZwEB1B4iIyKjQFa1Hmh0gIiKjRiGgR+oOEBGRUaMQ0CPtHSAiIqNGIaBHWQgQEREZFQoBPcqWDRYRERkVuqr1SC0BIiIyahQCepQkiUKAiIiMFIWAHmV7B4iIiIwKXdV6pO4AEREZNQoBPVJ3gIiIjBqFgB6pO0BEREaNrmo9UneAiIiMGoWAHmmdABERGTW6qvVILQEiIjJqFAJ6oB0ERURkFCkE9CDbQVDdASIiMkp0VeuBWgJERGQUKQT0IGsJUAgQEZFRohDQg6wlQN0BIiIySnRV64G6A0REZBQpBPRA3QEiIjKKFAJ6oO4AEREZRbqq9UDdASIiMooUAnpQqVSYnZ3F9/29roqIiMjAFPa6AsOgUChQKOifSkRERotaAkRERPYphQAREZF9SiFARERkn1IIEBER2acUAkRERPYphQAREZF9SiFARERkn1IIEBER2af6CgFm9nYze9zMEjM71VX+KjN7NP36WzN7a9d9d5nZk2Z22szu7yq/2cw+l5Z/zMxKaXk5/fl0ev/JfuosIiIiHf22BDwGvA347Ablp5xzLwfuAv5vMyuYmQ/8OvAm4CXAO8zsJelj3g98wDl3K7AIvCstfxewmJZ/ID1ORERE+tRXCHDOPeGce3KD8oZzLkp/rAAuvf0q4LRz7innXAB8FLjbOjvzvA74w/S4DwNvSW/fnf5Mev/rTTv5iIiI9G3HxgSY2feY2ePAV4F/moaC48DZrsPOpWUHgKWu4JCV0/2Y9P7l9HgRERHpwzV3xTGzTwNHNrjrvc65T272OOfc54CXmtl/A3zYzP5k+9XsjZndB9yX/rhmZs9rpejDQeDyAJ9vr+l8rm86n+vfqJ2Tzuf61sv53LTVJ71mCHDO3bnVJ73q8U+Y2RrwMuA8cGPX3TekZfPAlJkV0k/7WTldjzlnZgVgMj1+o9d6AHign/puxsy+6Jw7de0jh4PO5/qm87n+jdo56Xyubzt1PjvSHZCO9C+kt28C7gDOAF8AbkvvLwH3AA865xzwGeCH06e4F8haGR5Mfya9/z+nx4uIiEgf+p0i+FYzOwe8BvhjM3s4veu1wN+a2aPAJ4Cfds5dTj/lvwd4GHgC+Lhz7vH0MT8H/KyZnabT5/+htPxDwIG0/GeBfFqhiIiIbN81uwNeiHPuE3Qu8leX/y7wu5s85iHgoQ3Kn6Ize+Dq8hbw9n7qOSA70s2wh3Q+1zedz/Vv1M5J53N925mubrWsi4iI7E9aNlhERGSfUgjowWZLHV9vzOxGM/uMmX0tXc75n6flv2hm57uWcn5z12N+Pj2vJ83sjV3l18U5m9kZM/tqWu8vpmUzZvYpM/tm+n06LTcz+7W0zl8xs1d0Pc+96fHfNLN7N3u9HT6X27veg0fNbMXMfmaY3h8z+20zu2Rmj3WVDez9MLNXpu/36fSxO7ow2Cbn8ytm9vW0zp8ws6m0/KSZNbvep9+8Vr03+7fZ5fMZ2O+XbbK8+y6fz8e6zuWMdcaeDcv7s9nf6L37P+Sc09cLfAE+8C3gRUAJ+FvgJXtdr03qehR4RXp7AvgGneWZfxH4lxsc/5L0fMrAzel5+tfTOdOZVXLwqrJ/A9yf3r4feH96+83AnwAGvBr4XFo+AzyVfp9Ob09fB79Xz9GZ1zs07w/w/cArgMd24v0APp8ea+lj37QH5/MGoJDefn/X+ZzsPu6q59mw3pv92+zy+Qzs9wv4OHBPevs3gX+22+dz1f3/J/ALQ/T+bPY3es/+D6kl4No2XOp4j+u0IefcBefcl9Pbq3RmYBx/gYfcDXzUOdd2zj0NnKZzvtf7OXcvJX31EtMfcR2P0Fl74ijwRuBTzrkF59wi8Ck6e1rspdcD33LOPfMCx1x3749z7rPAwgb17Pv9SO+rO+cecZ2/Zh/peq5dOx/n3J+576xe+giddUs2dY16b/ZvsyM2eX82s6Xfr/QT5WbLu++IFzqftD4/Avz+Cz3Hdfb+bPY3es/+DykEXNtmSx1f16yz2+J3A59Li96TNif9dleT12bndj2dswP+zMy+ZJ0VIQFmnXMX0tvPAbPp7WE4n8w9XPnHa1jfHxjc+3E8vX11+V76STqfpjI3m9nfmNl/MbPvS8teqN6b/dvstkH8fr3Q8u574fuAi865b3aVDc37c9Xf6D37P6QQMILMbBz4I+BnnHMrwAeBW4CXAxfoNKENi9c6515BZ+fJd5vZ93ffmabdoZrikvaj/iPgD9KiYX5/rjCM78dmzOy9QAT8Xlp0ATjhnPtuOmuW/Eczq/f6fHv4bzMyv19XeQdXBumheX82+Bu9J/UAhYBebLbU8XXJzIp0frl+zzn3nwCccxedc7FzLgH+Pd9Zj2Gzc7tuztk5dz79fonOmhSvAi6mzV5ZU9+l9PDr/nxSbwK+7Jy7CMP9/qQG9X6c58qm9z07LzP7J8A/AP5x+keZtNl8Pr39JTr95i/mheu92b/Nrhng71e+vPtV5bsurcPbgI9lZcPy/mz0N/oF6rHj/4cUAq5tw6WO97hOG0r7yD4EPOGc+7dd5Ue7DnsrkI20fRC4x8zKZnYzcBudQSXXxTmb2ZiZTWS36QzYeowrl5K+eonpd6Yjal8NLKdNbA8DbzCz6bQp9A1p2V654hPMsL4/XQbyfqT3rZjZq9Pf5Xd2PdeuMbO7gH8F/CPnXKOr/JCZ+entF9F5P566Rr03+7fZNYP6/UrD0GbLu++2O4GvO+fypu9heH82+xv9AvXY+f9DLzRqUF/5iM430xnF+S06uyfueZ02qedr6TQjfQV4NP16M53VG7+alj8IHO16zHvT83qSrlGk18M50xmd/Lfp1+NZPej0Tf458E3g08BMWm7Ar6d1/ipwquu5fpLOwKfTwE/s4Xs0RucT1WRX2dC8P3TCywUgpNPf+K5Bvh/AKToXqW8B/450QbNdPp/TdPpbs/9Dv5ke+0Pp7+GjwJeBf3item/2b7PL5zOw36/0/+Tn03+jPwDKu30+afnv0NmivvvYYXh/NvsbvWf/h7RioIiIyD6l7gAREZF9SiFARERkn1IIEBER2acUAkRERPYphQAREZF9SiFAZJ8zs79Ov580sx8b8HP/Txu9lohcHzRFUEQAMLMfpLPb3D/YwmMK7jtryW90/5pzbnwQ9RORwVNLgMg+Z2Zr6c1fBr7POnux/wsz883sV8zsC+nmM/9devwPmtl/NbMHga+lZf+PdTZ5etzSjZ7M7JeBavp8v9f9WukKaL9iZo9ZZ+/zH+167r8wsz80s6+b2e+lK5+JyA4oXPsQEdkn7qerJSC9mC875/6umZWBvzKzP0uPfQXwMtfZghbgJ51zC2ZWBb5gZn/knLvfzN7jnHv5Bq/1Njob2nwXcDB9zGfT+74beCnwLPBXwPcCfzn40xURtQSIyGbeQGfd8kfpbHd6gM567ACf7woAAP+Dmf0t8AidjU1u44W9Fvh919nY5iLwX4C/2/Xc51xnw5tHgZMDORsReR61BIjIZgz4751zV2y2lI4dWL/q5zuB1zjnGmb2F0Clj9dtd92O0d8pkR2jlgARyawCE10/Pwz8s3TrU8zsxelujlebBBbTAHAH8Oqu+8Ls8Vf5r8CPpuMODgHfT2djGhHZRUrYIpL5ChCnzfq/A/wqnab4L6eD8+aAt2zwuD8F/qmZPUFnN7pHuu57APiKmX3ZOfePu8o/AbyGzg6RDvhXzrnn0hAhIrtEUwRFRET2KXUHiIiI7FMKASIiIvuUQoCIiMg+pRAgIiKyTykEiIiI7FMKASIiIvuUQoCIiMg+pRAgIiKyT/3/5jQI1Vozsv4AAAAASUVORK5CYII=\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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6UPV59XM2myUSibBcLul0OoxGI9xuN6lUCk3TGI/HItBcLBYMBgMSiQTb29sSWI7HY5rNprxfPB6PaAL8fr/oBWxsvkq+VkHAhT+iaf8j0Lcs67/TNO0m8H8B3wVWgB8Au1/c9Snw50AJ+Bj4F5ZlPdY07f8B/l/Lsv5G07T/FbhvWdb/8qq/aQcBbwaqhq9Eb/l8/qUiJLUwezwedF2nUCjIIrhYLCiVSgSDQVmIL+Po6IgHDx4Qi8X48MMPRcilhGTNZlPEhPF4nOl0SqlUotPpkE6nSSaT7O3tSeua1+uVNi6n08nTp09xOBxsbm7KYpjNZul0OpycnLC+vs76+jrNZpOPP/6YxWLB6uqqiMw6nQ7tdptarUaz2ZRUtdrN+nw+lssl165d45133sHr9VKr1Xjy5AmPHj1iuVyK/iEUCtHv9yV4ms1mxONxSXtvbGzgdrv5u7/7O05PT8lkMuzs7GCaJv1+n1AoRDablVT4crkkHA5L/TsSicguOh6Py+uhXpOHDx9SqVTknHw+nwgY5/O5qPW3t7dJJpMXWucWiwXFYpHDw0N0XceyLLLZLNevXyebzRIKhaTUcF7IqVTr51H+AIvFQoKD0Wgk+odoNEoul/vS45SXg2VZIgy0Fe82r5OvZRCgPc9rnQH/oWVZz77IAmBZ1v/wxe//FvjXX9z9X1uW9Rdf3P6vvrjt3wBNIGdZlqlp2ofn7/cy7CDg68v5XuLflna7zXA4JJ1O0263JRB48cNWpYOVqKxWq0nrmjrOaDS6tEygHt9ut6lUKpTLZeLxOPF4XDIPbrebfD5Ps9nkyZMnkmofDAYi/lOqeNM0OT09xe12k06nqVQqsivsdruiH1BCsng8jsPhoN1uk8lkME2T+/fv4/F4eP/995nNZrRaLSzLutBl8JOf/IRKpUI2myUej0vJQgniVldX8fl8jMdjDg4OmM/nrK6uSgAyGo2k9q7S/KrWn81mRWugaRqpVIpr166RSqXodDpEIhHW1tak9c0wDKlxG4ZBtVqVdHm/36dUKokYrtlscnp6iqZp5PN5kskkuVxOAhjVYx8KhdjY2LjgpbBcLqlWqzx48IB2uy2iQ1VycLvdFAqFS8WTr0K1eZ6enoogU5VUVAnIxub3zddVGPgfAHXLsp598e9V4Ofnfl/64jaA4gu3f4/nJYCeZVnmJfe3+YZhGAaVSoV4PH5BLPeboCxUI5GIGOaoHXA2m71w3/l8LgZAlmXh8/kYDAbSU66OowIA5RCn1Pj1el1q1JlMhuVyyWAwYH19nXA4TKPRoFQqSf1eGd5ks1lJSWuaJt/z+Ty1Wo2TkxMRj1WrVXK5HPF4nHa7TbfbpdvtMhqN2NnZYW1tjXv37tHtdlldXeX27dsiZFQL+3g8ptfr8ejRI0zT5NatW2QyGcLhMJlMhr29PWlJOz09BaBYLGJZFru7u2xsbBAKhVgsFpKy/+STT+h0OmxsbLC9vc1yueRnP/sZT58+JZFI8Gd/9md85zvf4fT0lE6nQyKRIJ/P43a7iUajhMPhC0JFgO3tbTH82dzcJJVK8Y//+I8Ui0XJGuRyOfx+P5lMRroaAoEAsVgMj8cj9XV1vVT3QKvVIhAI8MEHH7C5uXnhmp5/f7yqde5FVCATiURErKm0I3YAYPNN5rcKAjRN+wGQu+RX/61lWf/ui5//Bc/T/68dTdP+JfAvAakx2vx2dLtdqWN+FVSrVUqlEt1ulxs3bryyhv8q1M5ctc/BcwV4Mpmk3W7LYqSYTCZiMDOfz/F6vdISpkxVVFbAsiwajYYELL1eT4xYwuEwW1tbUm9XtXeHw8Gnn35KOBzmrbfeYjweU6lUJM2vFOf5fJ5utyvCuf39fRKJBDdv3hSx3/HxsSyC/X6fdrvNfD6XnnQlevvss8/w+/2Ew2EikQher5eDgwMeP36My+Xi1q1bbG5uUi6XqdfrOJ1Okskkw+GQk5MTabFzuVxsb29z/fp1AoEAw+EQt9tNu93m6OiI2WzG+++/z3e/+12GwyEff/wxqVSKDz74gLW1NRqNBj/72c9EULi9vS3lhJeVZpxOJ4VCgdPTUwlY1tbWRKy3sbFBvV6n0+mIudL6+roswvDc8W06ndLr9Tg+PqZWq+F2u7l586Z0EJxHtX3WajXp5vhVAoHZbEaj0cCyLDY2NvB4PEwmE1vAZ/Ot4LcKAizL+mev+r2maS7gPwbeO3dzGVg79+/CF7fxktvbQEzTNNcX2YDz93/xfP4t8G/heTngV38mNpeh1NyTyYTV1VcnX5RLmFqQL6Pf73N2dkY4HGY8HvPgwQPeeuutl6ZmlZvYZW1Sg8GA+Xz+pZ2Yqs0PBgNJvwNi2ZvP5xmNRtID32w20TSNWCwmf0eJwUajEaVSSerXiUSCGzduyPkqAWC9XpfdZz6fZ7FY4HA42NrakoAklUpJv3cikWA8HtNoNKQVrFQqce3aNQKBAKPRiNlsRrlcZjqdEg6HOTo64vDwkEKhgNfrld1sr9fj4OCAfr8vtXDDMEgkEkynUxqNhijxlXjv5OSETqfD2dkZk8mEt956C7/fT7lcxuPxSBlCeRFcuXKFQqHAwcEBh4eHjMdjvve973H9+nUGgwG1Wo1GoyFqd6fTSTQafeUCuVgsODs7Y29vT/5uoVDg6tWr+P1+aYO8ffs2Ho+H4XBIvV6n3W6TSCTkeqkMjNPpZGtri52dHVH8X4Yq26hAIJvNvjIQHY/HtFotaetUZZtQKPTSx9jYfJN43eWAfwbsWZZVOnfb/wf8n5qm/U88FwbuAL8ANGDni06AMvDPgf/UsixL07QfAf8JzzsE/nPg32HzG6Mmd71qpwaIZ7xKjb8qG3DeVvYyYd1gMJDU95UrV5jP5+zv77O3t8fGxgaxWOzComGaJtVqFcuySCQSFz50ldub6s3WdV126crxzTAMOp0Obreb6XRKt9slmUzKtDS10I7HY+LxuGSOlLvd8fExuq6zu7tLMpkUZX+v1xMtgKrXf/LJJ3i9Xj788ENOT085OTmR/nflk+/1etne3hbznMlkwtraGrFYjFKpxMnJCdFoVNT+hUKBk5MTLMsSL3+l1r927RpOp5NeryfK80AgIK2F6XSacDhMt9ulWq2STCZJJpMi8FOWsZPJhFQqJRP2TNOk1Wrh8/kIh8Mkk0nm8znz+ZyDgwMajYac93K55MmTJ4zHYxaLBX/8x39MIBCgWq3y8OFDRqMR77zzzoUpf9PpFF3X6fV6PHv2TLJMm5ubkh25ceMGk8mElZUVNjY28Pl8zGYzptMp/X6fTqdDrVaTzIZhGGQyGba3t18p6DyPy+WSjIDyVbgsEFVtoXba3+bbzOsOAv45L5QCLMt69IXa/zFgAv+lZVkLAE3T/ivgb3neIvh/WJb16IuH/TfA32ia9t8Dd4H//TWf97caVTfu9/vEYjEikciluzblA69pGv1+/5VBgFJrj0YjgAsfyL1ej2q1KhPnWq0WHo+HjY0N+SDWdZ1UKiWOcrVaDcuyxJp1MpmQTCal7q/ats7OziQ9PJ/PSaVSWJZFPB7n7OyMu3fviqLc7XbT6XTkA1+J/FZXV2UUbqvVotFo0Ov1WF1dxev1MpvNpD+93+9TrVbFoa5YfC5jcblcYnCjrHD7/T5Op1MWkP39fQKBgJRXkskkmUxGRrR+9NFHsjNXHvjw3OxnY2NDnATr9bpoABKJBOvr6+RyOTY2NphOp3g8HiKRiPTa1+t1HA4HiURClPlut5t33nlHWvlyuZwICCORCKenp8xmM5LJpHQQTKdTEokEfr9fLI0Xi4Wk1P1+P9vb28xmMx49ekS73ZZWRNVdUC6Xxe54dXVVrIZV+91isSAYDEobpDouPLdFVhMMlR9CLpe70OXxq+JyuSQjoLQb6n1x3to5FAqRTCbttL/NtxbbLOgN5OzsjHK5LKK3UChELpf70ojbUqkkQ0K63S4rKyuX1lAty+Ls7EyCiV6vJ3XqYrEoH9gOh4OVlRUR4qlecI/HQzAYxOVySduYZVlSs+12uzKQRU3RUza6fr+fxWJBq9W6MHBH13WGwyEHBwdSb1Yqe7fbTSaT4eDggFKpRDweJ5/PMxgMKBaLtNtt/H4/m5ub1Go1nE4nN2/eJBqN4vP50HWdfr9Pq9Wi1+vh8XiIx+O43W6uXLlCLBaj0WjIFDvlk//kyROxnh2Px+RyOUnZN5tN7t+/j67rxONxUbCrDMfq6ioOh4OHDx8yHo9FCOfz+dja2mIymWCapvT1F4tFJpMJW1tbrKysSFubMre5fv0677//PoeHh/z4xz+mXq9z9epVbt68idvtlsVaeQ+oDMD169dFQDmfzxmNRvh8PmKxmAy7MQyDp0+fUiqVZPFUZRjTNInH4+zs7Mj1zGazxGIxdF2n0WjgcrlYWVl55cKrgpnfdgKcEnCqjILH4xFL5/PdIzY23wS+rt0BNl8z+v0+Xq+XVCpFv9+n0WhQrVaJxWKsrKxIL7dpmjLlTvWLX5ZyVYNPlCFKv9/n4OBAzG6U+5rqwXa73QSDQVkoa7UaqVQKl8vFgwcP8Hq9XL9+XSb5KRW4GlmbyWS4du2atM2p9LoqISSTSRKJBF6vV1rjVEscIM/rypUrImxT09iUriEcDqPrutTH1WAf1d7Y6/UoFou0Wi0ikQhHR0cEAgGcTifvvfeeZBXUzACl4lftfIFAgF6vR6lU4uzsTGyA1QS/+XxOIBAgl8uRSCRIpVKMRiPS6bR0EywWC8bjMXt7e4RCIQlGAFZWVohEIhQKBZnW5vP55PXb2tpiNBpRKBT47ne/y9///d/TbrepVqsy+lhNsvN6vXz3u9/l6tWrAJLWB0gmk5cOV0qn0zx9+pTT01Mp1yQSCXZ3d0VLoVoLVQ3f7/eTz+clK/Mqzo/Y/W1wOp1ks1np/lCdHcp4yMbm244dBLxhqIUjlUqRz+fJZrOyA6vX6zx69IhIJCKGOvF4HE3TCIVCMhb2xQ9fVTfudrsybnQ2mzGfz9nY2CCXy1EqlZjP5wSDQbGpXV1dZTAYcHh4SKPRwOfzkU6nsSyLg4MDFouFOLGp3WIwGMTv93N6esp0OhWRnzKwUYukMseJx+M8fPiQyWQi6d1ut4uu6ySTSQqFAqPRiLt37wLPOwxUSQGeL2YqfR+NRsWprtls0uv1iMViFAoF4Lnu4Sc/+Qn3799nc3NTAoZ4PM7x8bHMl1fPp1KpUCwW8Xg80rWQSCTo9/tSj1aLoVKnn2+JC4VCXL16lcFggGEYbG1tEY1GqVarRCIR8vm8zAwIhULE43FisZiIMZWy3uVycfPmTR48eMDp6Sk3b94U4Z2abRAKhWRaoM/nIxqNXhhz/CJK1JnP59nd3WU8Hsu1VVqP8yl4xa/TtvdVoUR/ykwql8v9xl0rNjbfNOwg4A1D7ZhVvdnhcIjn+dramrRlVatVHA4H3W5XnNLUWFm121QoBfXa2hrhcJjRaMT6+rrY3O7t7UlKPpvNXggiIpEIN2/epNPp0Gq1eOedd4hEIpycnEh6GxBnPmXI8+zZM6mbr6+vs7KyIouUruscHh6ytbVFv98HkHY7ZThzenpKIpGg2WzS7/fZ398nl8uxu7srbXKJRIJCoSCCOjXQRtX73377bb7zne/IaFen00m5XObHP/4xP/zhDyVwUTv169evM51OWV9fR9d1PvroI4LBIB9++CGHh4diPLO+vi6DZtTwGcMw0DSNQCBAKpViPB7z1ltvyXCd4+Nj2cXfvHmTSCRCq9US/3y1s9/d3ZVr73Q66ff7Ig7UNE1aB9XrnkwmicViUpZIJBK/dJeuxitns1kRoa6srEir3YtK+68DDodDDIDs+r/Nm4QdBHyLUD7l5x3ULrsPcGmtU+3OlXe80+mUxUOVBYbDoQxlgeeZBdXilclkaLVawPP2uUAgwNOnTzk6OmJ7e/tLU/bg3w+L2dzclA4CNSgmGo1yenpKtVqVaXZqoVODYlQKPBKJEAqFqFarNJtNlsul+NT7/X7i8Tgul0tU9UoQFgwGpXaurGRHoxHNZpOdnR0RkM3ncx48eIDb7ZaSwZ/+6Z9Kd8JoNGI8HrOxscFf/uVf8oMf/IBqtcpwOJTbxPijAAAgAElEQVRWt3A4zHw+57PPPuP09BTDMHj33Xf57LPP6PV63Lp1i0AgIG12KqBxu93MZjOZ1qcyBUoDsVgsxJugVCphmiY7OzvSs6/OWTn0wfOgSrX2qcl3f/VXf8U//dM/cXR0RDAYZHt7mzt37uDxeESMGQ6HX7lbVwGAz+cTIV+1WqVerzObzcRt8KtI5b8O7ADA5k3DDgK+JSwWC7rdrqTuX/ZhpvQAr0p3Op1OSavruk69XpcugvF4zGg0Eg919eGezWY5OTnB7XbLkJfhcEi/35c0tAogFOrxhmGII5xKTysHPbWrV5mEZDIpQ2Ki0Sgej0fsfNPptPi/z2YzarUafr+fQCCA2+3mxo0b3L9/H3juJ6BS8a1Wi62tLU5OTvjxj3+My+Uik8kwn89pNpskk0kZWvPkyRNWV1f5i7/4Cxm9q9rVVP/+4eEhKysrxONxOp2OtFg+e/ZMxIp+v5+rV6/S6XRYLBZ88MEHXL16VYR7ag7B+Yl76roqp8N6vU4kEiGVSrGzs8Ph4aHoI2q1Gnfu3JHdthpao6hWq5ydnRGLxWRgDsC7776Lz+eT+r0K2rLZrCzmL5vPoAIA5fKnfAOi0ah0l6TTabvVzsbma4QdBHxLUOY3qh7/MgOeFxfiy9B1HU3TZPJbv9/n8PCQd999V+a0K6vcyWSC0+mkUqngcDjEsU8Z9gC8//77GIYhQcr5AEK19Smr2EKhIH9TqfDVYrWyskIgEBBBmepm8Pl81Ot1Dg4O8Hg8MkdA0zQODw/Z3t4mk8nQ7/eZzWbkcjlWVlb4h3/4B0zT5K233mJrawtd1/n000/J5XJ88MEHLBYLGo0GtVqN2WxGOByWIUBqQI5qA3S73XS7XQ4ODjg9PSWVSvHuu++KTqJUKnHv3j0R8KkdvHrNdF3n/v37orgfj8cyfyCVSsnwmdFohN/vZ2dnRwSGq6ur7O/v0+v1ZOd+dnbG/v4+hUJBpvop1PS9WCzGlStXLuzs4/E43/nOd/B4PBcWayWgOx8InP/9ZQGAIhaLyQQ9e6dtY/P1wg4CvgWotjllrDKZTC4NAs6b6ryK6XSK2+3G6XQyn89ZX19nf3+f4+Nj8vm8DFKZzWby5Xa72djYIBgMSppZzaOfTCayG1etfMpKN51Oi3FNNBrFMAwODw/xeDxsbm7y+eefs7GxwWQyYX9/n/fee+9L9WTlUKfa+3K5HFeuXBGznfl8Ls5yy+WSjY0NMaCJRqN88MEH1Go1HA6HaAzC4TAul4uzszMODg5wuVykUin+/M//HF3XKZfLzOdzUZKr+QK1Wo1EIsHa2hqGYUgvfSwWYzabiU1vu90GnqefVUYBkNdTLdBKpa5G+RaLReLxuBjcdDodnj17Rr/fZ2trSzogAoEAJycnFItFptOpjFk+nwG4cePGpWn5lwWQqrVSKemz2SyapjEcDqWt8sUA4PxztLGx+fphBwHfAiaTiZi2GIbBZDK54JuvUDvzV1n7Kmc3tbtWk+dSqRTdblfU9c1mU9LCaj57JBKRuu+VK1dEWQ7ISNXj42OZrHfjxg1pj4tEIvR6PQDRB3z00UcybOfk5ISnT5/i9/tFJe90OnE4HDgcDgk04Hm3Qr/fR9M0bt++zWKx4Ac/+AHZbFYMiu7du0cmkyGTyXB6ekq5XMYwDG7fvi2p9uVyKcc1DEM6BPL5PKenp5ydnckiPxwOmc1m7OzskE6nCQQCPHjwgE6nI/4Cqj2uWCxKiUHZEXu9XukGSCQSJBIJTNO80I6nBv8o4WAwGGQwGIjY8Ly1s5pxUK1W6fV60mbZbDZJJBLs7Oz8RnV51T3RbDal9v+qAMDGxubrjR0EfAtQi+3Z2RnD4ZD19XXm8/mXBFxq8X3RFOg8ajLfdDqVhUn1iitRm3LMW11dxbIser2etAmqhU1NzCsUClLjL5fL0n/v9/ulJu9yuSStHo/HGY/H3L17l6OjI3Z2digUCnzwwQc8ffqUYrFIOBxmZWWFxWIhM9ubzaYsUOPxmGfPnsnMe7XAq3kDSuR269YtAD755BPxnl9ZWUHXdXEi9Hg87O7uymvc7Xbxer2k02lx0Wu32wSDQTKZDF6vl0gkwtnZGb1eTwIAr9dLMBiUEbo3b96UDgiVJcjlciSTyQvlGpXJmM1mEtioYACQckIu9+U5XqFQiNXVVZrNJrquS0ZCXZPflGAwiGmadLtdxuOxHQDY2HyDsYOAbzgqfazEcE6nk2q1Kha85+n3++Kvfxmmacritb29jd/vp1QqsVgsaLfbHB8fyzQ81T6ozG9UFkA55pVKJXEBBKTmn0qlSCaTogcIhUKEw2G8Xi+aptFsNnn69KlkLYbDIYFAgEAgIP3mh4eHAOKHP5vNSKVSUuaYTqcyoKZSqaBpGm+//TbHx8ccHBywXC758MMPyefz/PSnP+XJkyfcuXOHVCpFPB6nVqsxHo9JJpMyklhZ7vb7fTE+crvdLJdLGUtbKpUwDENEfXfu3CGbzXJ2dialGF3XRTipzJUWiwWBQIB0Ov2ltLkS1y0WC6LRqAQaKjCYzWYilLyMQCBAJpMRn4FYLPaVpOaj0agYStm2ujY231zsIOAbznA4xOFwyJz6ZDLJ0dER7Xb7Qtp/Pp9Lbfhlx+l2uwwGA5nfvr+/z2w2IxQKiThOjahVff3hcJhUKkWhUGA8HsuxVFsh/PsxvkqzUKvVRLcwGo2IRqOYpinDYVKpFKurq9J/7/F4WFtbw7IsAoEAe3t7LJdLarUa0WiUjY0NCQAajQY7Ozu43W5++tOf0mg02Nrakv764XBIPp/n1q1b9Pt9hsMhkUiEbrfLvXv3WF1dZTKZiLe/WlxXVlaYTqdYliXDbpR4Tgn/TNMkkUhcGICj2g/VEB5lDGQYhljp6rp+Ye79ZfT7fVwul2RxXlT7vwq/3y8WxV+lDe6ryko2NjbfDOxenW8wyv1P1YYDgQA7Ozv4/X7ZtSuGwyHwZX8ANayn3W5Lm5vT6aRUKvH555/TaDRkt33lyhV2d3dZLpfcunVLRgLn83nZ9au+frXTVW12Xq9X2gbn8znL5VLaFJ8+fUq5XGY4HJLL5aQLQe3ElcjQ5XKxvr5OLBaTITp+v1/64NVQm0wmw3A4lDG429vbOJ1Orl27xo0bN8jlcpycnPDDH/4QwzDEgrjZbNJsNuV5zmYzOp2OdCSolL8a4qNMcJQXgDLm8Xq9hMNhKpWKuPk5HA5u3brF97//fTKZjEwEzOVyhEIhFovFS6+z2vGrNr7fBNWqZ2NjY3MeOxPwDUa1BapFUNmdbm5ucu/ePWq12gVLW4fDcWEkr9p5G4YhNrLKR0At/KqW/Yd/+IcAYtWrXASPj49FCJfNZnn06BGtVov3338f0zSlhz6dTlOpVGi1WrIoKtGcy+ViNpuxtrbG2toa4/GY6XTK5uYm0WiUdrvN0dERt2/fvtAjr8bdFotFBoMBfr+ft956C9M0+fzzz+W8K5UK7Xab+XwucwSUkO/OnTviIqgEeqrbotVqiRBSuQ2qwGa5XDIcDimVSjIZ0OFwiN2vOk8VIAUCARwOB4ZhsL+/z3Q65cqVK0SjUcrlMp1Oh3w+f+l1ViUIe4a9jY3NV40dBHxDUQuV3++X7gBl57u9vc3Tp0/Z29tjdXVVDGbUbr3b7fLpp59KL3o0GhXBmdqhqylwN2/eRNM0WZybzSaBQIDpdMpyuQSeBxN+v5+1tTUymQylUonBYEC1WiUajVIoFJhMJlQqFXG5U/PrlRBPCft8Ph9HR0fi++90OikUCpycnLC/vy+988FgkGKxKO2CavfdbDapVCpMp1O+//3vizGSaZqcnp4Si8WwLAtd17l69SpXr17l8ePHeL1etra2pO5/dHSEpmlimaum9qnhSMPhkGAwSLfbJR6Ps1wu2dzclNa/jY0N1tfXpVygbIC73S7D4ZDNzU25XrFYjHa7faHDQWGaprRP2iY7NjY2XzV2EPANQNf1C57mmqYxHo/RdV2U6B6PR4SATqeTq1ev8uDBA2q1mpjRqDT0559/LjPq1bx4leJWwsFSqUQ2m+X27dsYhsF0OiUWizGdTiX4ME0Tp9PJdDplMpnw6NEjqYurCYCBQABd1zk+PqZSqYjboOpgUMZD29vbMoSo0+mQy+Wkrz6bzfLw4UO63S5/9Ed/RCwWI5lM0ul0ePz4MSsrK6L0/8UvfkGlUuHq1aukUil0XadUKknHgtfrZblcEgwG0TSNarXKcrnk6tWrUhI4PDykUCiQz+eZTCZomkY6nZZAwOPx8Pbbb8uYY13XuX79OpqmYRgGa2tr+P1+sTg+z2w2I51Ok8lk5LZQKMRgMJAA6bzITllB/zalABsbG5uXYQcBX3OULe2LKF/8xWLB6ekpwWCQer0uavDNzU2ePXvG06dPuX37NrPZTIKJ+XzO1atXuX37thxP9cTHYjH29/exLIsPP/yQzc1N8cBXU/qGwyGdTgfLsggGgyyXS2azmezmXS4XnU6H7e1tBoMBjx49olQqiTo9k8lgWZao5v/gD/6ATCYjg4HUNL1msyklikQiIZbFsVgMTdO4evUqP/rRjwDY2dmRToZIJIJlWRiGwcHBgYjwgsEguq6LmLHZbNLpdNjZ2SGRSPDzn/8cp9NJJpNhbW2NQqHAdDrl7OxM2vlM0+Tdd9/l7bffxul00mq16Pf7TCYT9vb2iEajhMNhyaioaYYulwuXy0WlUsHtdl/o3FCTBhuNhrzO6pqojMPX1Wvfxsbmm40dBHzNUer/XC53wRZ4Op0Sj8fRdZ1AICBufePxGMMwJL19dHTE559/TrfblRG+Pp/vS33lyrFuNBqxv79PPp9ne3ubfr8vaWyn00kwGCQWi3F6ekqlUmFjY4PRaESv1yORSMiQnlAoRDqdlmE9zWZTUvvj8Vg6CRaLBQcHB6Id2Nvbw+VyidpeOeWp53p4eEg2m8XtduPz+YjFYozHY46PjymXy6KLqNfrMh54e3tbRglns1mxLFbWvcvlkqdPnzKZTNjZ2WF7e5tarcbZ2Rmz2YzFYkEoFKJYLMoQncViIUGNshfO5XK89957L/VhGI/HLBYLUqnUl36ndAXKjtjhcIjmw84C2NjYvC7sIuPXGLU7DwaDeDweUdjP53NpeVNagHQ6LWNeVSdAPp9nsVjw6aef4nQ6WVtbk6l0akiNQpnJ7O/vs1wuefvtt2UokRrjWyqVpHY9n885PDyUSXzNZpPRaITX68XtdhOJRDg6OqJWq8kM+1u3bpHL5Tg9PaVYLLKysiIudw6Hg3K5TKPR4Pj4mB/96EeUSiWm0yk3btwgn8+Tz+dpNBp8+umnmKbJcDiUoULlchm/38+VK1fEwMY0TellV6WOSCRCrVYTwx/TNLl37x6LxYL33ntPxut2Oh3Ozs5k3oHH42E8HuN2u6nVanz66accHBxQKpUYj8e4XC4ZQ3wZs9mMdrstHQ2XkUgkWCwW9Pt9LMsSseOrpvbZ2NjY/DbYmYCvMePxGMuyLqjCF4sFk8mEcDgsKf5AIIDf76ff78sAmmg0ymg0EithZSak6zoOh0Om9KlBPNPplGq1SqfTEa1Av9+n3W6zvb1NNBql2+3K4JjJZMKDBw9wOp1sbGywWCwu7M7v3r0rJkLhcJhgMMjW1pbYByvtQTwep9friShQWREvl0vi8bh48ieTSXZ3d5lMJhweHhIMBoHn0+2SySSnp6dsbW1RqVQYDodiWtRqtbh//z7xeJxCocAnn3zCfD6nUCiwt7cnJQ2v14thGFLmuHLlCk6nE5/Ph2VZHBwckEwmuXPnDvBcDKm6BJxOJ8lk8lKrZkDaF9UQnpfh8Xik3VNdIzsLYGNj8zqxg4CvMWoRPz/293yKuNvtYhiG9H8PBgOWyyW6rosxTTKZFCtdpS1wOBwEg0FJY4fDYWq1moymXV1dxe12c3p6Kpa+Slg3mUyIx+PS0hcIBGi321y5cgVd16Vu7/V6Ja3/1ltvkc/niUajVCoVMcvZ29sjkUiId4BaJHd3d/H7/TSbTUnXdzodZrMZt2/flqxEOBwW05zr16/TaDTodrskEgkikYgMVbIsi8ViwU9+8hMGgwGJRIKPP/6YwWDA1taWjPz1+XxiqXt+Qdd1nV6vx/r6OslkEni+ax8MBheCmstc+0ajkWQAstnsL63tx+NxJpMJ3W5Xpg3a2NjYvC7scsDXFGULez4LoNoCVc/5ZDLB4XDg9/ulBKBS34PBQMRwqgXw6OhI/PCj0agY1ZycnPDw4UPcbje5XI5AIMBwOGQ4HJLJZAgEAgwGA2mf03WdSqVCIpEQYyJd10Xl3uv12NnZEcFgIBAgGAzKHIJMJsP169e5du0a29vbbG5uymRCTdOIRqOkUikSiQTT6ZT5fE40GpUWRSXY8/l8hEIh2u025XJZds5qlLAaHRyJRGi325ycnEjdfX9/H5fLJd4Et27dkrq8astTnJyc4HA4WF9fl9vUea6urhKJRKTd7zyDwYBWq4XX6yWXy/1K4j41kAmwswA2NjavHTsT8HtETXa7jNFoJC51CiUsi0Qi6LrObDaTNHqn08EwDHq9Hn6/X3aypmni9Xrx+/2yI93d3ZXsQjKZlF3xxsaGpMCPj4/FV+B8655lWVQqFc7OzqStrt/vizd9NptlMpnw+eefE4lEKBQKkmHo9XoEg0EZPqTGCW9sbHBycsJ8Psfr9dLtdplOp4RCIdEQKOvbZrMpI3zH4zGZTIbpdCrOiY1Gg8ViQbFYxOFwSHbE7XZL4BQMBrlz544YKblcLsLhMIZhMB6PMU2T0WgkwVC73aZQKFxam38xa6BQBkPBYJBUKvVreevHYjHcbveFa29jY2PzOrAzAb8nGo0GlUoFy7K+9DvLskTcdn73OBgMpO5+vgtApcwBEQm6XC5arRaA1Nc9Hg/lcvmC53uxWETXdXZ2dtA0jX6/T7PZZDabSVue0+lkdXWVlZUVAFqtFolEglu3blEoFLh16xapVEoWvOl0SrPZZGVlhRs3bkhpQXUQ+Hw+MeJRw4nG4zGxWIz333+fWCzGfD6n1WrJLPpisSi+//P5XDohisWiDN8xTRPDMDg6OpJAQo3aHY/HXL9+ne9973vs7Ozw1ltvsbu7i8vlol6v0+v1ZOiS8kKYz+ecnp7idrsvjOl9FZZlSdtgOBwmnU7/2sN1NE0jFArZQ3lsbGxeO3YQ8HtA9ZWbpimz4s+jlPpqKA4gafFIJCJ1f6fTidvtZjweo2ka0+lUdqtut1uMbDwejyy6qqQAz/UFx8fHUgtXor+9vT0cDodMy8vlcmQyGa5duybufS6Xi1QqJaI4v99POBymXq+zWCxYX1/H7/fLIKF+vy/P7fwQHLfbzdOnT0W/4HA4ZNxtOp3G4XAQjUbFjKjT6RAKhWRI0MOHD+U1VM+nUqng8XioVCrouo6maezu7vL9739fWgjD4TAul4t8Pk8oFJJxxIlEgkAgQKfTEefDfD7/0il957Esi0ajIV4GSj9gY2Nj83XFDgJ+x8xmM7rdrtT1Vb/8eUajkaTlFcovIBQKib2vKiUoUd3R0RHlclk6AKbTqUz6czqdMrCmXC4zm83EFEgt4qq9T02zUxbBan69Gls7Go3EW386nRKJRDAMQ3brmUyG7e1tgsEg1WoVTdNwOp3kcjlGo9GFevtisaDT6UhdXQUoqhSi2ghVr/9HH33E6ekphUKBd955h9lsxkcffUS32+Wzzz6j1Woxn89pNBqYpin1/tu3b0v7nxJGqr+TSqUkg3F++uLBwYFMC1SB2ctQUw11XSeZTNoT9mxsbL4R2JqA3yHL5ZJmsym76G63y2g0umAJrFoAlZgPntf1x+Ox3Ka0AR6PB9M0pdatbHwrlYr45fd6PXZ3dyUr8M4773B4eMj9+/eZz+fkcjnREYxGI0ajkXjo67rOs2fPSCQSUpY4Pj6WdrpPPvmEWCyGz+ej1+thmqbMKohGo+i6zmAwYLFYSJ1bqd/b7TbxeJx6vY7P55OpgePxmHg8fkEr4ff7RX9w9+5der0ejx8/Zmtrixs3bvD48WN+/vOfyyhkn89HNptldXWVeDxOLBbD5XLRaDTQdZ14PP6lVHsoFMLj8chOPh6P0+12iUajTKdTMVNSkxaVTbPKvNTrdUzTFCGljY2NzTcBOwj4HaJa3lTaPRgMMhwORawGz7MAwIWuALU7Vna00+kUl8vFYrGQNP/x8TGhUIiNjQ329/c5PDyU4CIWi1Eul9E0jXw+T7/fp9Vqsbq6Km2ILpdLTHTC4bC0IT569AiA9fV16d/f2dkhmUxKRiOTyRCLxZjNZjidTsbjsYgXF4sFo9GIa9eu0e12uXbtmrQdKjOgzc1NptMpbreb+XzOZDIhFAqJXkLTNAkscrmczDA4ODgQjwNlVhSJRPjggw/w+/1SHlEZCcMwpH3wMjweDysrKzSbTSzLYmdnh0wmg9/vZz6fy9dsNruQzYDnbZfZbPZC9sbGxsbm644dBPyOUK11yWRSdo/KElcp24ELrnvwPDNwdnZGPB7H5XJdyBzM53PpIx8MBsTjcUKhEPF4nPv37zOZTGQIznQ6JRwOY5omm5ubuFwucrkcn332GSsrK7RaLWnfUwZFpVKJUCiEYRgiYmw0GkQiEebzOYZhYJom5XKZQqFAKBSiXC4TCoVYLpcyltjhcKBpmvj5q2E8d+/eJRaLEYvF0HVdghvVBqnGHKsWQ9M0CQaDhMNh1tbWKBaLlMtlIpGIZBD+5E/+RMyDlElRrVYDIJfL/dJFWi3mynhJXRfVhaFQMxjUkCOVSbCxsbH5JmEHAb8DlA5ALWDnUdmA5XIpI2vPe8uXy2WePXvGysoKi8VCFp3lcimjgIvFIt1uV3rmVWr/7OyMZDLJvXv3xNr2/v37LJdLCSKUY57KJCgR4WAwYDQaSTtht9sVC+BcLiftiB6Ph3q9Trfbxev1ii+Bmorn8XjY2NgQ+2HV3jcYDAiFQmI5fPXqVfr9Pi6XC13XKRaL8vpMJhN6vR6NRkMmIsLz9rxoNMqVK1fIZDJ4PB4ymYyk5p1Op5xjJpMRrcOvgjJgehlqIuF5IycbGxubbxq2MPA1c14HcJlaPBgMije/8gZQNWXDMHj69Cn1ep3xeMzZ2RlPnjyRoTzqMc+ePaPdbrNcLvH5fFy7do10Oi0LtppE5/P5aLfbYohz9+5dlssl3W5XnADVgKJutytqfV3XabfbHBwc4HA4ZPHNZrMkEglu3LiBz+fj5OSEcrlMt9vl2bNndLtd6cFXFruj0UiCls3NTTKZDPP5XLoYTNOk3W5Ly14ymRRnwkAggNfrpdls8vHHHzObzcTe1+Vyya79vNNgMBgUK2IbGxsbm4vYn4yvmRd1AC+i7HVHo5Gkn9X9ms0m+/v7eL1eaTlTY2jVOGCPx8Pjx4/Z3Nxkd3eX6XRKo9EgFouxsrIii7imaWxvbxOLxbh58yaVSoXHjx8zHo95+vQpgUBAHAFjsRiBQEBa81R2YDab0e/38fv90kJYKpVkl60GGKnAxbKsC5a/pmlycnIiGYdAIECv1yMcDtNoNETVP51OpXavhHj9fp9sNovX6yUej0vWZDQaya4/lUpxfHxMq9Vid3eXVCplu+7Z2NjYvAI7CHiNXKYDuIxgMEilUhEbXHiuDXj06BGGYfD2229jWRZnZ2dsbGzQarUYDofoui6p793dXWlTM00Tj8dDPp+nWCxKO6FyANR1HcMwZNZ9t9uV0birq6sEAgGcTqfU8tPpNN1ulzt37jCbzaSnP5vNUi6X8Xq9ZLNZNjY2WC6XfPbZZzidTq5du0Y+n5fyRSKRkEmEShyovP6VMLHX65HNZsXcyOfz0Wq1xAYYIJ1Oc/PmTcbjsQgI/X4/s9mMg4MDcrkcm5ubtkjPxsbG5pdgBwGviVfpAF5E1b2VN8ByueTZs2fU63UymQy3bt1iPB7z0UcfkUwmZdCOSrt7vV5ZDB0OB4eHh5J5UF0AW1tb0pbX7/cZjUa43W5M0ySZTNLpdMSdTzkRKlMjZaer6vGqFz8cDstwonA4jMPhEAMkwzBYLpdEIhEajQahUEicDAOBAKFQCJfLhd/vZ2Njg3a7zdbWFplMhtlshtvtFiMiXdfx+/0izlN9+81mk36/z9bWFi6Xi1/84hd4PB7ee+89OwCwsbGx+RWwg4DXwC/TAbyIpmki1gM4PDyk2WwSDAZJJpOEQiFxziuXyzgcDnZ2diiVSrjdbizLot1us7m5KSn8SqVCJpMhmUwSDAYpFAqcnZ3R6/VkcY/FYvR6PXq9Hpubm2xvbzOdTqnX6wSDQekWqNfrjEYj8vk8mqbh8/kwDANd14lEIuIvEIlEJKOhdAeqx14FQrFYTEyParUagUCAbrfLeDwW9f7Dhw+p1WqSCVATAzc3N0VDMZvN8Hq9lEolSqUSi8WC+XzOnTt37ADAxsbG5lfEFga+BpQOIJPJvHRA0HlGoxF+vx+Xy0WxWKRWq+H3+wkEAlJKmE6nMq63WCzS7/dxOp1sbm7i9/sxTVMU/JFIhFQqJYuhy+XCNE3xsS8Wi5IVUK5/29vbrK+vi1BQjR3O5/P4fD5cLpd4/KfTacLhMM1mE4fDIWK9Wq1GsVjE6XSyvr5ONBqlWCxeaGVU/f6qG0L59EejUaLRKF6vVzoSTk9P+eSTT+j1euI70Gq1pByisgq6rmOaJisrK+Tz+dd3YW1sbGy+ZdhBwFeM0gEkEolfuW98NBqRTCYZDAYcHBzIqF+3200sFpMddTwel8E5x8fHpNNplssl4XCYjY0NaZ1bW1sTp7xQKIRpmgwGA0n3dzodGfk7m83I5/OEw2EJDq5du8bq6uqFyYNra2ssl0uq1SrL5ZK1tTUASfU3m00ODg6oVquMRiMZQKTrOp1O50uvxWQyYTAYYBjGlwSNAu0AACAASURBVEbxRiIRNjc3gedGSel0GkCyCsq0xzTNC6WWXC73K3n829jY2Ng8xy4HfMX0ej0CgcAv1QHAc8OZ6XQqzn9qcp0ax+v3+yW9D8/LDIvFglQqxXA4lN1/NpuV0kMsFqPf71OtVgkEAuzs7NDr9Wi325imSb1eZ7lcihmPeszp6Sk+n49UKkU+n79gmavsfpWt7nA4FNOfer1Oq9ViuVzi9XpJpVIy/bDdbjMYDJjNZhSLRdbX1yUzonz2V1ZWLh3FqwyF4HlQ86rFPRwOi1mSjY2Njc2vjh0EfIUohb1Kfb+Ks7MzSfurDgIl1FM+/aq23mw28Xg8snDeuHGDcrnM48ePMQyD7e1t5vO51PhVeUCJ/pQ47/T0lGq1SjQaJZ1Oc+/ePdbX12XAUDAYxO12YxiGTPNTrng+n49Op0M2m5WWvkQiQTQa5cmTJ3i9XjRNIxwOk8vlWFlZYTAYiC+BmsinRvI2m/9/e3cfHdl93/f9/Z1nzAyeHxbYxS53Ra9JLhVGolYy1dqKj8RIlJqEkmwlUnOOGFvHbCypta2TxnSVpGlrn2PFbXXkxrHKWK4pHzeSrJQVe0SZlhQ5it1SD6YoUdRySZC75GJ3sYtnzPPDvb/+MfdeDUBgd7AAFhjg8zoHB4PfvXdwLwbA/c7v4fudZXx8fFVipHbhSgnn3HXf3Q8MDERLDkVEpHMKArZRWGUuvIlfy5UrV2g0GkxNTZHP56nX66TT6aiAkHMuyuEfLss7f/48fX19DAwMMDQ0xGOPPYbv+6RSKXp7e2k0GlHBnnDyXlic58qVK9ENPhxbL5VKHDp0iNtuu42LFy+yvLzM8ePHo5oAZhYNMSSTyWgy3vHjx1lYWGBhYSHaFi5trNVq9PX1Rfn+h4eHOXLkCFevXmVmZiZK4ZvJZKIhhY2MjY119HMPJxqKiMjmaE7ANuo0CCiVSlGxnWQySV9fH8lkkmq1Srlc5uLFi8zPz9Pb28v8/DxmxuzsLI1Gg0OHDmFmURd6tVqN5iBcvnyZxcVFpqenSaVS0Tr/sAzwkSNH6O/v59KlS8zMzHDo0KGoNPHc3BwzMzMsLi4yPz8fBQqFQmHVTP9wad/Y2FhUKyCdTpPNZikWi1G+foBKpUIymSSZTHLkyJEo819Y5U8pd0VEdpd6ArZRs9kErh0EOOeYnp5meXmZ3t5eTpw4QTwep1KpMD4+Tj6f59y5c1Sr1SjRz9DQEEtLS4yOjkbd9q+88grJZJJbbrklqv63srISTeZrNpuUy2UuX75MT08PfX19TE9P02g0okmHJ0+ejNIRhzPsL126FL2Lr1arxGIxent7o3wB7Tn1E4kEfX19pNPpqOhQf38/sVgsmu/QPjdiZGSEZrNJvV5X172IyB6gIGAbhYVxisViNL4OP54AWC6XKZfLvPDCC9FNc3JykqWlJRqNRlRIZ2ZmJkqKEw4PpFKpqLpgPB7n+eefJx6Pc+rUKZ5//nlKpRK33nor6XSaer1OPp/n+eef57nnnuPOO+9kbm6OF154gVtuuYW77rorStJTr9e5cOECR48eJRaLUSgUOH78+Ksm683MzJBMJqP5DuG1jo+PR0WAwjLE0OqhWDs/IhaLMTY2xvz8vNL5iojsATsWBJjZ64BPAxmgCXzYOfdta2XE+RTwLqAM/CPn3FPBMQ8A/yx4it90zj0StL8B+COgB3gc+BUXFpvfQzzPo1gssrS0xOLi4qoEQGGufYCenh5GR0fp6+ujVquRzWZJJpPMzc1F3f7xeJz+/n7Gxsa4evVqVAMgm83yox/9iJdffpnJyUlGR0fJZrM8++yzVKvV6Pk8z+PQoUNMT0/z1FNPRbP8Dx06xOTkJMvLy6RSKXp6epiamsI5x+DgIFeuXFk32U5YMyBc6re8vIzv+wwMDJBMJpmYmKDRaESBT1ivYO1zJRIJDh06tJMvg4iIdGgnewL+FfA/OOe+YmbvCr7+WeCdwMng46eA3wd+ysyGgP8eOA044K/N7DHn3GKwzy8B36IVBNwHfGUHz/2GNBoNms0mjUaDer1OqVSi0WhES/0GBwdZWloinU6TyWSiOQS5XC7K///8889HM+rD8rsA9XqdYrHI2bNnmZ2dZWhoiFOnTjExMYHv+7z44otRsBCmC47FYhSLxahGQJhoZ3x8nHQ6zeXLl8nlcvT09ETd//F4/FXd9eFkwrB3oNlsUigUoucFSKVSq3IBVCoVMplMFASJiMjes5NBgAPCPt9+4FLw+H7gs8E7+SfNbMDMJmgFCF91zi0AmNlXgfvM7C+APufck0H7Z4F3s0eDgHDs/tChQ1HBnnK5TKlUYnFxkTNnzkQ59cO1/WGZ3UajweLiIouLi6RSKRqNRvQ5zMQXi8UYHx8nHo8zPj4OtG64x48fZ3p6mhdffJFCoUAsFuPOO+/kxIkTmFl0Y+/p6SGZTNLf30+hUOD8+fOYGYODg1y9epXBwUGKxSL9/f3RDXxlZQXnXDQfICzkMzAwsO7PIQyEOsmVICIiu2cng4BfBZ4ws/+Z1iqE/yxoPwJcaNtvOmi7Vvv0Ou17TjiRbmBgYNX69zAlbrFYJBaLEY/HWV5eZnh4mFKpxMzMDAMDAxQKBWZnZxkdHSWXy3HhwoUoXW44hyCXy5HL5VhYWIhuypVKJZovUCwWGRoa4vWvfz133XUX1WqVM2fO4JzjrrvuWtVDMTIyEtUeWFxcjOoDhEWAwt6AlZWV6DoajQaFQiEKYtYTLivsJF+CiIjsni0tETSzr5nZD9f5uB/4ZeDXnHNHgV8DPrMdJ3yd83nQzL5rZt+dnZ3d6W/3KvV6PbrJryecMHj8+HF6e3vxPI9z585Rq9WIxWJRj8GRI0d43eteF910oTW5MJPJMDk5GU38C7/P0tISc3NzvPTSS0xMTHDPPfdw8uTJKK9/sVik2WwyMjJCLpeLxvFffvllstkst956azQcsLi4GGUvDK2srERFjJaWlqL8/xupVCokEgml8BUR2eO21BPgnLt3o21Bt/2vBF/+KfAHweOLQHuWmMmg7SKtIYH29r8I2ifX2X+983kYeBjg9OnTN3XioOd5+L5PPB7f8B3y3NwciUQC5xxLS0vEYjFSqRTj4+MMDQ1x6dIlxsfHufvuu6Pu+OXlZc6fP08ymWR4eJj+/n5efPFFJicncc5FhXvCrH633357VHYXfjxL38zI5XI0Gg3K5TLj4+NMT0/TbDbJZDIMDAyQzWaZnZ2lVCoxMjISzQEI9w97Efr7+zcMdJxzVCoVJe8REekCO5ks6BLwt4LHbwVeCB4/BnzQWu4Blp1zl4EngLeb2aCZDQJvB54Itq2Y2T3ByoIPAl/awfO+IZ7nRSl/1wsCarUapVIJz/O4fPlylOXulltu4eTJk0BrTkGYK8DMiMfjXLx4kXg8zuHDhxkYGIi62sNSvOHSvWazydDQUJRCN7xJh0MQ+XyeRqNBNpvF931KpRK9vb0kk0mmp6cxM17zmtdwyy234Ps+MzMzTE9PUywW8TyPvr4+FhcXo5LGG6nVah2nThYRkd21k3MCfgn4lJklgCrwYND+OK3lgVO0lgj+AoBzbsHM/ifgO8F+/2M4SRD4MD9eIvgV9uCkwGazGS0JXC8IWFhYYGZmhnw+H62nz+fzDA8P43lelKRnfHwc51xUlrdWq3HixAmGhoYYHBzklVdeicrvxuNx8vk81WqVUqnEHXfcEVUKhFbBobAMb09PD6VSieHh4aiHIZxj8OKLLzI0NEQymeTw4cNR0qBLly5Rq9VIJpNRCuHBwcFrlkfeaGmgiIjsPTsWBDjn/hJ4wzrtDvjIBsf8IfCH67R/F3jtdp/jdrpWT0CxWOTMmTNRut9KpUK1WmVsbIxcLsfc3BzlcplcLketVuPixYssLS1F4/Ce59Hb20ssFuOll16Klh0ODQ1x7tw55ubmyGazjI2NUSgUoiCgVCpFM/3DaoTDw8P09PRQLpfJ5/NRr0OlUonW+Q8ODlKv16lUKtHzlctl4vH4dZP8hJMUrxUoiIjI3qD/1NskDAIqlQpLS0sUCgUqlQpXr16N3lEPDQ1RLpepVCocOnSI8fHxaDJeqVSiVCrRbDap1Wp4nkcsFovK8qZSKc6dO8fy8jJHjx5lfHycZrPJ/Pw8xWKRY8eORel+w5z8YbnhwcFB8vk8vu9H4/Vhxb9yuczQ0BD5fJ6rV6/i+z79/f3RsMHo6GhUO2BgYOCa6/7DlMAaChAR6Q5KG7xNwjLCxWKRUqnE/Pw8i4uLQCtbYFjdL5fLMTk5ycTEBNAqKXzp0iWq1Wr0Lnt2dpbe3l4OHz5MJpNhamqKqakpzIyBgQGOHTsGwPz8fFQa+OjRo1EZYTPD8zwWFxfp6ekhn89H8wRKpRKjo6NR0FAqlaIVAzMzM8zNzTE2NhYlNiqXy1GOgetN9gvnK6gugIhId1BPwDbxPA/P81hYWGB5eZlEIsHo6CgTExNcvnw5CgI8z2N5eZnl5WXOnj3L1atXSSQSmBmNRoP5+XnGxsa48847GR4ejorx+L4fBRG5XA7nHJcuXaJcLnP48OFo2CC8UZdKJcrlclTgx8zIZrNRmeIwgVCj0SCXy5HJZBgcHKRcLkdLAsNAIAw+rpf9T0sDRUS6i3oCtkk4MXB5eZn5+XmOHj2Kc46FhQWy2Syvfe1rGRgYiMb+S6USc3NzpNPpqBxwLpfj1ltvZXx8PLrhlkolhoaGSKVSfOc732FiYoJ4PM7CwgKXLl2ir6+Po0ePUigUSCQS0bvw9tz+oVwuR6FQWHUO8ON37v39/dRqNRYWFkilUoyMjERLD6/XCxAWSQrLCIuIyN6nnoBt4nke9XodaBXJCcfqE4kE+XyegYEBYrEYQ0NDTE5OUqvVonfn4RK8Y8eOrQoAwqV8uVyO3t5efN+P5gxcvHiRlZUVJicnyWazq8r2NpvNVUMBoUwmEw0JQCvACOcchMIsgrOzsySTScbGxhgdHb3u9ddqNXzf13wAEZEuoiBgm4Rd/bVajZWVFQqFQpTbP5VKEYvFoi74cOz98OHDUVrg3t5ejh49uqrLPey6z+VyFItFBgcHGRgYYGpqigsXLpDJZDh27BiFQgEze9VQwNDQ0KtWKuRyOSqVCpVKhWaz+ap37rFYjNHRUXzfZ3Z2NppPsFb4zn95eZkrV65w9epVLQ0UEekyGg7YBmE1wHq9TrVajdb0N5tNisViVPhnfn6eeDweLSN0znH+/HkSiQRHjx59VRa+UqlEIpEgk8nwyiuv0NPTw+TkJN/73vc4f/48t99+O/39/czMzJDL5aLjFxYWohoGa+VyOVZWVpifn496ItYKhwJmZ2dZXFxkaGgo6oFo/wglk8lo4qCWBoqIdA8FAdsgDAIajQbxeJyxsTHi8ThXr16lUqmQTCaZmZmJuv3L5TLZbJaLFy8yMzPD4cOHXzXm7nkelUqFgYEBPM+jUCiQy+Wo1+s0m02cc2SzWSqVCr7vR0MBYSXDbDa77g0+nU6TSCRoNptks9kNb9q5XI5qtcrKykqU6RCIliD29/eTyWSUE0BEpIspCNgGzWYTICoElM1myWQynDlzJkqy43keqVQKz/PIZrOMjIwQj8dpNBo0m00KhcKqd9LhuH3YfV+r1RgZGWFxcTHKMzAwMMCFCxcYHh6OcgMUi0XK5TK33nrrhjfnbDbLysrKdSfxDQ0N4fs+0AoeMplMlD1QRES6n4KAbRDmCAgzBoZj6OfPnycejzMwMEA6nSabzdLf309PT08UDIRDBc1mk4sXL0bJeYrFYlQeeG5uDmiNw6+srNBsNjlx4kRUTCgs9AOt3AGpVOqa+f3DfATXW89vZh1NChQRke6kIGAbhBUEm80msViMYrEYZQ3MZrP09vZGH7FYLMrcF6bkHRsbo6+vL6oIGHb7hzf3sOJgmG44mUwyPj5OPB6PUg2Xy2USiUSUbvhaE/QSicSqwEFERA4mDeZug/aegFKpxOzsLLOzswwODtLX10dfX19UxQ9awwcvv/wyzz33HDMzMyQSCRKJBBMTE+TzeS5dusTs7CyJRILZ2VkqlQqe51GtVqOx/N7eXpaXlxkfH8f3fc6fP8/ly5ep1WqMjo6qy15ERK5LPQHbIAwCwnLBvu+TzWYZHByMluuFM/HDMr1nz56lWCxy4cIFSqUSExMTUWrf6elpFhcXeeWVVxgeHqZWq1Gv1ykUCiwtLTEwMMC5c+eipYFhVcCFhQV6enquW+RHREQEFARsi3BiYLVaXZUAKJVKkUwmo6WBPT09LCws8NRTTwHwxje+McrsF64iWFlZiTL21et1FhcXozS8uVwO3/c5ceIEvu9z5MgRxsfHicViTExMcOXKFdLp9Lrr+kVERNZSELANwp6AsBSvcy7Kz5/JZKjX69RqNWZmZnj66acBeMtb3hLl9S+Xy5RKpehd/Wte8xruuOMOUqkUc3NzzM7ORpX8MpkMQ0NDlEolDh06tCpD39pkQyIiIteiIGCLnHN4noeZUalUiMfj1Ov1qGhP+PVLL71ErVYjm81yxx13RAV5hoeHoyGCsEfgtttuiybuhRn7isUizWaTfD5PvV4nmUy+KkXv2uyAIiIi16K7xhaF6+jDOQHOOQqFAgDxeJxLly5x+fJlCoUC/f39nDp1KkomVKvVWFxcxPM8+vv7cc6RTqdpNBosLi7S39/PwsIC9Xo9WkaYzWZpNBqa3S8iIlumIGCLwkx6YQGhMLtfuO7/+eefj5YOQiuh0KVLl4jH41ECntHRUY4ePcozzzxDIpFgeHiY2dlZLly4QG9vb5TqN51O43ke8Xj8ulX9RERErkdBwBaFkwJ934/esYerAFZWVujp6eHYsWOUy2Xy+Xx08zYzJicnGRkZIRaLRcmDwlS99XqdUqkU5Rao1+tRkqH+/n6l6hURkS1TELBF7T0BYcbAubk5kslklNQnm80yPj4ejdn39/fT39+/KhtfWCwoHEI4cuQIx48fj0oSmxmNRiPKESAiIrJVeju5Re3FgxqNBpVKJXrXn8vlojLCt9xyC+l0Osr+tzat7+zsLAsLC/T29kbL/lKpFOPj41HO/mazqSWAIiKybRQEbFE4Rl+pVKIgoKenh0wmQ6VSwTnH+Pg4fX19JJNJfN/H9/3oRu6cY2ZmhsuXL9PX18fhw4c5ceIEsViM2dlZkslkVJY4kUgoEZCIiGwbBQFbFA4BhFn9wnfwYTW/4eFhjhw5EgUJ4Rg/QL1e59KlS1y9epV8Ps+tt95KMpkkHo8zOjpKo9Fgfn4+qjOQy+WuW/RHRESkU5oTsEXtPQG+75NIJKIUvz09PUxOTtLX18e5c+colUpks1kKhQIXLlzA931isViU6rd9nX8mk2FwcJDFxUV838c5R39/v5IBiYjItlFPwBaFQUCpVKLZbNJsNrly5QoLCwtR+uCzZ88yNTVFsVgkmUxSKpVYWFggl8sxNDREMpkkl8u96rnDssOFQoFMJqMJgSIisq0UBGxBmC0wkUhEhYMKhQIzMzPEYjEOHz4cTQBMp9OcOHGCkydPcvvtt9Pf38/g4OCqegPtz9toNCiXy6TTaZxzjIyMEI/Hd+tSRURkH9JwwBaE2QJjsRjVapVGo0G1WiWdTnP33Xdz1113RRP8hoaGomWCfX19rKyssLS0xPz8PIlEgqWlpWiFQZh7IDQ8PMzIyMhuXKKIiOxjCgK2oP1mHU788zyPTCbDsWPHSKVSLC0tUSgUonwB0Mrx39PTw9WrV5mfn2dkZIRisUgikSCdTpPP50kkElGuASUGEhGRnaAgYAvCHAHQKiPseR6NRoP+/n4mJiaA1vr/WCzG8PDwqmOHh4cpl8scOnSIEydOqPiPiIjcdHqLuQXtQUCj0Yhm8Y+OjkZ5AsJCQGsn/sVisSg4UAAgIiK7QUHAFoRBgHOOUqmE53nEYrFo/H5ubo5ms8n4+PiqpX3OOZaXl3HOqRCQiIjsGr0F3YJweaDnedRqNXzfx8wYHh7G8zxmZmbo7e2NlvY55ygWiywvL0dlgZUCWEREdouCgC0IswWG6YKbzSY9PT0MDAywsLBArVbjxIkTABQKhejmn06nGR4epqenZ5evQEREDjIFAVuwtm6A7/uk02lyuRwXL14knU6TTCa5ePGibv4iIrLnKAjYAs/zSKfTlMtlqtUqzjnS6TT1ep2ZmZko7a9u/iIishcpCLhBYbbA9roBzjmSySTPPvssxWKRU6dOMTIyopu/iIjsSQoCblCYLTAMAprNZlQmeGVlhdtuu42jR4/u8lmKiIhsTEsEb1CYLbC9eJBzDt/3yefz0YRAERGRvUpBwA0KcwSEQYBzDuccZsbg4OC6VQFFRET2EgUBNygMAhKJRJQyOJwYODAwsMtnJyIicn0KAm5QGATEYjHK5TL1eh1olQzOZDK7eWoiIiIdURBwg8KVAWZGtVqNJgYqCBARkW6xY0GAmf1NM/v/zOwZM/t/zKyvbdtvmNmUmZ01s3e0td8XtE2Z2UNt7SfM7FtB++fNbNdz7YbZAgGKxWLUM5DL5ZQKWEREusJO9gT8AfCQc+5vAI8C/y2AmZ0C3g/cCdwH/Bszi5tZHPg94J3AKeADwb4AnwA+6Zz7CWAR+NAOnndHwp4A5xzVajWqG5DL5Ugmk7t9eiIiIte1k0HATwLfDB5/Ffi54PH9wOecczXn3DlgCnhT8DHlnHvJOVcHPgfcb63ye28Fvhgc/wjw7h087454nkcikaBWq1Gr1aIlgwoCRESkW+xkEPAsrRs+wPuAMHPOEeBC237TQdtG7cPAknOuuaZ917RnC6zValHGwEQiQT6fJ5FQDiYREdn7tnS3MrOvAePrbPo48IvA75rZPwceA+pb+V4dns+DwIMAx44d27Hv054joFKpREsEY7EY+XyeWEzzLUVEZO/bUhDgnLv3Oru8HcDMfhL4L4K2i/y4VwBgMmhjg/Z5YMDMEkFvQPv+a8/nYeBhgNOnT7vOr2Rz2oOAWq0WFQ+Kx+P09/fv1LcVERHZVju5OmAs+BwD/hnw6WDTY8D7zSxtZieAk8C3ge8AJ4OVAClakwcfc8454BvAzwfHPwB8aafOuxPtQUC5XKbRaETZAvv6+q5ztIiIyN6wk/3WHzCz54HngEvA/wHgnHsW+ALwI+DPgI8457zgXf5HgSeAM8AXgn0Bfh34mJlN0Zoj8JkdPO/ras8WGAYBvu+TSqUUBIiISNfYsRlszrlPAZ/aYNtvAb+1TvvjwOPrtL9Ea/XAntCeLbBUKuF5Hr7vE4/HVTNARES6hmaw3YAwUZCZUalUqNfrOOfIZDL09PTs9umJiIh0REHADQiXBwLU6/UoCEilUsoWKCIiXUNBwA0IEwU55yiXy/i+D7SKBykIEBGRbqEg4AaEPQG+71OpVKI5Aj09PUoUJCIiXUNBwCa1Zwv0PG/VxMBsNquUwSIi0jUUBGxSe46AZrNJrVaLhgMUBIiISDdRELBJ7UGA53mr5gTk8/lowqCIiMhepyBgk9oTBXmeF80JUN0AERHpNrpjbdJGPQHxeJxsNqsgQEREuobuWJvUni3Q8zxqtRqNRkM9ASIi0nV0x9qk9myB1WqVarWK7/skEgl6e3sVBIiISNfQHWuT2rMFhimDfd8nmUySz+cxs10+QxERkc4oCNikMFsgQLVaxfO8aGJgf3//Lp+diIhI5xQEbFJ7tsBqtRrVDQh7AkRERLqFgoBNWJstsFarUavVMDPS6TSZTGa3T1FERKRjCgI2Ye3ywDBHgHNOQYCIiHQdBQGbsF4QUK/XAUgmk6TT6d08PRERkU1RELAJ7dkCw7oB4aRAVRAUEZFuoyBgE9b2BNRqNer1OmZGJpNR3QAREekqCgI2odlsAquHA8I2pQwWEZFuo7vWJrQnCgrrBoS9A6ogKCIi3UZBwCasFwT4vk8sFiOXy6knQEREuoruWpvQni2wPQgwMxUPEhGRrqO71iaEPQHOOXzfp1KpRGWEVTxIRES6je5aHVqbLbA9CEilUpoYKCIiXUd3rQ6tXR7YbDap1+vREIGCABER6Ta6a3VovSCgUqmsKh6kIEBERLqJ7lodas8W6Hke9Xo9Shkc9gSIiIh0EwUBHWrvCQh7AdrrBigIEBGRbqMgoENrswVWq1VqtRrxeJx0Oq26ASIi0nUUBHRobaKgRqNBvV7HOUcqlSKZTO7yGYqIiGyOgoAOrU0U1F5BMJPJKAgQEZGuoyCgQ2t7Aur1Oo1GA4B0Ok0qldrN0xMREdk0BQEdWhsElEqlKFtgNpvVnAAREek6CgI6sDZbIECpVKJerxOPx8lkMqogKCIiXUdBQAfWJgoCokRBsVhMEwNFRKQrKQjowNpEQQCFQiGaLNjT06PhABER6ToKAjqwtifA8zwqlUo0RNDT06OUwSIi0nV05+qA7/vA6roB1Wo1qhuQy+UUBIiISNdRH3YH8vk8+Xwe4FXFg8LVAQoCRESk2+jOtUlh+uBisUg8HieVSmk4QEREupLuXJvkeR6+71MulwE0J0BERLrWlu5cZvY+M3vWzHwzO71m22+Y2ZSZnTWzd7S13xe0TZnZQ23tJ8zsW0H7580sFbSng6+ngu3Ht3LOWxUGAdVqNVoemEgkMLPdPC0REZFN2+rb1x8C7wW+2d5oZqeA9wN3AvcB/8bM4mYWB34PeCdwCvhAsC/AJ4BPOud+AlgEPhS0fwhYDNo/Gey3a8LVASojLCIi3W5LQYBz7oxz7uw6m+4HPuecqznnzgFTwJuCjynn3EvOuTrwOeB+a72NfivwxeD4R4B3tz3XI8HjLwJvs1162+37Ps45qtUqjUYj6glQ3QAREelGOzWQfQS40Pb1dNC2UfswsOSca65pX/VcwfblYP+brj1bYLPZxMxIp9PKFigiIl3puksEzexrwPg6mz7unPvSX+ItuAAAF3dJREFU9p/SjTOzB4EHAY4dO7btzx8GAbVajUajQTweJ5lMKggQEZGudN0gwDl37w0870XgaNvXk0EbG7TPAwNmlgje7bfvHz7XtJklgP5g//XO9WHgYYDTp0+7Gzjva1ovZXD4ISIi0m12ajjgMeD9wcz+E8BJ4NvAd4CTwUqAFK3Jg4855xzwDeDng+MfAL7U9lwPBI9/HvgPwf43XRgEFIvFKAjQcICIiHSrrS4RfI+ZTQNvBr5sZk8AOOeeBb4A/Aj4M+AjzjkveJf/UeAJ4AzwhWBfgF8HPmZmU7TG/D8TtH8GGA7aPwZEywpvtnB5YKlUwvd9kskkiURCEwNFRKQrbakf2zn3KPDoBtt+C/itddofBx5fp/0lWqsH1rZXgfdt5Ty3i+d5mBmlUimqG5BOpxUEiIhIV1Kau01oNpv4vs/Kygq+70dlhOPx+G6fmoiIyKYpCNiE9pTBYRCQyWQ0MVBERLqSgoBNCIOAQqFALBYjmUxGaYNFRES6jYKADjnn8H0faCULAqLVARoOEBGRbqQgoEPh8kDP86hWq1EZYeUJEBGRbqUgoENhEFCv16nVasRisWh5oMoIi4hIN9Ldq0NhENBsNlcNB8TjcQUBIiLSlXT36lB7ENBoNKIAIJPJ7PKZiYiI3BgFAR1qLx7UbDZJJBJRsiAREZFupCCgQ57nEYvFKBaLNBqNaImgggAREelWCgI61F5B0DkXDQeoeJCIiHQrBQEdWhsEhMsDVTdARES6lYKADjWbTcyM5eVlPM8jlUpFuQJERES6kYKADvm+j3MuKh6UTCYVBIiISFdTqrsOeJ6Hcw7nHMViEYBUKhXVDhAREelG6gnoQDgfIKwgCJBOp0mlUgoCRESkaykI6MDaugEA8XhcEwNFRKSrKQjoQHu2wFqthpmRTqejeQEiIiLdSEFAB1KpFIODgzQaDSqVSpQfQBUERUSkm+kO1oFw7D+sIGhmqwIBERGRbqSegE2o1WpR8aAwY6CGA0REpFspCOiQ7/tUq1Xq9TqJRAIz03CAiIh0NQUBHfI8j3K5HFUQDHsB1BMgIiLdSkFAh8IgwPO8qCcgmUxiZrt9aiIiIjdEQUCHfN9nZWUFz/Oim7/KCIuISDdTENAhz/MoFov4vh/lCFCiIBER6WYKAjoUBgHOOZLJJLFYTEGAiIh0NQUBHWo0GlHdgEQioZ4AERHpegoCOlStVqlUKjjnSKfTxGIxksnkbp+WiIjIDVMQ0KFqtRr1BGhioIiI7AcKAjpUr9epVqvEYjHS6XQ0JCAiItKtFAR0qFQqUa1Wo0yBYTAgIiLSrRQEdMA5R61Wo16vE4vF6OnpAVAQICIiXU1BQAd836der1Ov16OeADMjk8ns9qmJiIjcMAUBHfA8j2q1iud5q2oGqHiQiIh0MwUBHfA8j0qlEhUPMjMFASIi0vUUBHTA9/1VQUAYACgIEBGRbqYgoAPxeBznXDQcEIvFomBARESkWykI6EA6ncbMVtUNCD+LiIh0K93FOuD7PoVCAc/zSKfTOOeiXAEiIiLdSnexDniex8rKCgCpVCqaD2Bmu3xmIiIiN05BQAcajQalUgloBQHhnAD1BIiISDfb0l3MzN5nZs+amW9mp9vah83sG2ZWNLN/veaYN5jZM2Y2ZWa/a8HbaTMbMrOvmtkLwefBoN2C/abM7AdmdvdWzvlGVKtVqtUqvu9HQUBYREhERKRbbfWt7A+B9wLfXNNeBf458E/WOeb3gV8CTgYf9wXtDwFfd86dBL4efA3wzrZ9HwyOv6l838fzvFWVA1Op1M0+DRERkW21pSDAOXfGOXd2nfaSc+4vaQUDETObAPqcc0865xzwWeDdweb7gUeCx4+saf+sa3kSGAie56YJlwKaGclkkng8riBARES63s0e1D4CTLd9PR20ARxyzl0OHs8Ah9qOubDBMTdFvV6nUqkQi8Wim7/KCIuISLe7bso7M/saML7Opo875760/acEzjlnZm6zx5nZg7SGDDh27Ni2nU8ul1uVH6B9WEBERKRbXTcIcM7du43f7yIw2fb1ZNAGcMXMJpxzl4Pu/qttxxzd4Ji15/ow8DDA6dOnNx1EbCSfz5NKpYjH41EPgHoCRESk293U4YCgu3/FzO4JVgV8EAh7Ex4DHggeP7Cm/YPBKoF7gOW2YYObIiwgFIvFovkBmhMgIiLdbksVcMzsPcD/BowCXzazp51z7wi2nQf6gJSZvRt4u3PuR8CHgT8CeoCvBB8Avw18wcw+BLwM/P2g/XHgXcAUUAZ+YSvnfCPq9Tq1Wi2aE6DhABER2Q+2FAQ45x4FHt1g2/EN2r8LvHad9nngbeu0O+AjWznPrapWq1EQEBYTymQyu3lKIiIiW6aUdx2oVCrU6/UoXXA4QVBERKSbKQjoQLFYpNlsrqoZoOEAERHpdlsaDjgowiRBALFYLKodICIi0s3UE9CBVCpFLpcjk8ngnItyBoiIiHQz3ck6FOYJCD8UBIiISLdTn3YHUqkUmUyGRqMRTQpUECAiIt1Od7IONBoNms1mlCgoHo+rjLCIiHQ9BQEdGB0dZWxsjJ6eHswsWiYoIiLSzXQn64Dv+3ieRyKR0MRAERHZN3Qn64DneTQaDVKpFL7vR7kCREREupmCgA5ks1lyuVx08w/LCYuIiHQzBQEdcM5RrVaJx+P4vq8KgiIisi8oCOhAo9Gg0WiQTqdxzikIEBGRfUFBQAfq9TrNZpNkMhlNDBQREel2CgI6UK1W8TwvmgugngAREdkPFAR0IBwCCIsGqYKgiIjsBwoCOuB5HqlUKhoGUBAgIiL7gYKADtRqNTzPi9IGa06AiIjsBwoCOhCPxxkcHIyqB2pOgIiI7AcKAjqQSCTo6+tbVUpYRESk2ykI6EA+n+fw4cPEYjEFASIism8oCOhAKpWiv78fM1MQICIi+4aCgA7EYjEymQzOOWKxWLRUUEREpJspCOiA7/vRRyKRUBlhERHZF3Q360B7EBCuEBAREel2upt1IJ/PMzY2pp4AERHZV3Q364CZAa30wQoCRERkv9DdrAO+7+N5XlRBMAwKREREupmCgA74vk+z2cQ5pzkBIiKyb+hu1oFwUmBYTVBERGQ/UBDQgfaeAAUBIiKyXygI6IDneavmBIiIiOwHCgI6EPYE+L5PJpPZ7dMRERHZFgoCOpDL5RgeHiYWi6knQERE9g0FAR2IxWLRskDVDRARkf1CQUCHGo0GgHoCRERk31AQ0KFGo4GZqSdARET2DQUBHWo0GsRiMeLx+G6fioiIyLZQENCher1OIpFQECAiIvuGgoAO1et1DQeIiMi+oiCgQ7VaTRUERURkX9EdrQNh7YBYLKaeABER2Te2FASY2fvM7Fkz883sdFv73zazvzazZ4LPb23b9oagfcrMfteCBfhmNmRmXzWzF4LPg0G7BftNmdkPzOzurZzzjQgzBsbjcQUBIiKyb2y1J+CHwHuBb65pnwP+rnPubwAPAH/ctu33gV8CTgYf9wXtDwFfd86dBL4efA3wzrZ9HwyOv6l836fRaBCPxzUxUERE9o0tBQHOuTPOubPrtH/POXcp+PJZoMfM0mY2AfQ55550zjngs8C7g/3uBx4JHj+ypv2zruVJYCB4npvG9308zyOZTEaZA0VERLrdzZgT8HPAU865GnAEmG7bNh20ARxyzl0OHs8Ah4LHR4ALGxxzUzSbTTzPIxaLaWKgiIjsG9cd4DazrwHj62z6uHPuS9c59k7gE8DbN3NSzjlnZm4zxwTf70FaQwYcO3Zss4dvyPM8fN8nmUwqCBARkX3jukGAc+7eG3liM5sEHgU+6Jx7MWi+CEy27TYZtAFcMbMJ59zloLv/atsxRzc4Zu25Pgw8DHD69OlNBxEbSafT9PX1kUqlNBwgIiL7xo68rTWzAeDLwEPOub8K24Pu/hUzuydYFfBBIOxNeIzWJEKCz+3tHwxWCdwDLLcNG9wUZkYqlVLxIBER2Ve2ukTwPWY2DbwZ+LKZPRFs+ijwE8C/MLOng4+xYNuHgT8ApoAXga8E7b8N/G0zewG4N/ga4HHgpWD/fxscf1O1TwwUERHZL7a06N059yitLv+17b8J/OYGx3wXeO067fPA29Zpd8BHtnKeW9WeJ0BERGS/0Cy3Dvi+j3NOPQEiIrKvKAjoQDabZWBgQEGAiIjsKwoCOhDWDFAQICIi+4mCgA445/B9X3MCRERkX1EQ0IFwToASBYmIyH6iu1oHnHM451RBUERE9hUFAR1oNpsA6gkQEZF9RXe1Dvi+D6CeABER2VcUBHQg7AlQECAiIvuJgoAOeJ4HoNUBIiKyrygI6IDv+5iZggAREdlXFAR0IJvNcuTIESULEhGRfUVBQAfCiYFaHSAiIvuJ7modSCaT9Pb2KggQEZF9RdPdO5BOp0mn07t9GiIiIttKb21FREQOKAUBIiIiB5SCABERkQNKQYCIiMgBpSBARETkgFIQICIickApCBARETmgFASIiIgcUAoCREREDigFASIiIgeUggAREZEDSkGAiIjIAaUgQERE5IBSECAiInJAKQgQERE5oBQEiIiIHFAKAkRERA4oBQEiIiIHlIIAERGRA0pBgIiIyAGlIEBEROSAUhAgIiJyQCkIEBEROaAUBIiIiBxQCgJEREQOKAUBIiIiB5SCABERkQNqS0GAmb3PzJ41M9/MTre1v8nMng4+vm9m72nbdp+ZnTWzKTN7qK39hJl9K2j/vJmlgvZ08PVUsP34Vs5ZREREWrbaE/BD4L3AN9dpP+2cex1wH/C/m1nCzOLA7wHvBE4BHzCzU8ExnwA+6Zz7CWAR+FDQ/iFgMWj/ZLCfiIiIbNGWggDn3Bnn3Nl12svOuWbwZQZwweM3AVPOuZecc3Xgc8D9ZmbAW4EvBvs9Arw7eHx/8DXB9rcF+4uIiMgW7NicADP7KTN7FngG+MdBUHAEuNC223TQNgwstQUOYTvtxwTbl4P9RUREZAsS19vBzL4GjK+z6ePOuS9tdJxz7lvAnWZ2B/CImX3lxk+zM2b2IPBg8GXRzF7VS7EFI8DcNj7fbtP17G26nr1vv12Trmdv6+R6btnsk143CHDO3bvZJ11z/BkzKwKvBS4CR9s2TwZt88CAmSWCd/thO23HTJtZAugP9l/vez0MPLyV892ImX3XOXf6+nt2B13P3qbr2fv22zXpeva2nbqeHRkOCGb6J4LHtwC3A+eB7wAng+0p4P3AY845B3wD+PngKR4Awl6Gx4KvCbb/h2B/ERER2YKtLhF8j5lNA28GvmxmTwSbfhr4vpk9DTwKfNg5Nxe8y/8o8ARwBviCc+7Z4JhfBz5mZlO0xvw/E7R/BhgO2j8GRMsKRURE5MZddzjgWpxzj9K6ya9t/2Pgjzc45nHg8XXaX6K1emBtexV431bOc5vsyDDDLtL17G26nr1vv12Trmdv25mhbvWsi4iIHExKGywiInJAKQjowEapjvcaMztqZt8wsx8F6Zx/JWj/l2Z2sS2V87vajvmN4LrOmtk72tr3xDWb2XkzeyY47+8GbUNm9lUzeyH4PBi0m5n9bnDOPzCzu9ue54Fg/xfM7IGNvt8OX8ttba/B02a2Yma/2k2vj5n9oZldNbMftrVt2+thZm8IXu+p4NgdTQy2wfX8jpk9F5zzo2Y2ELQfN7NK2+v06eud90Y/m5t8Pdv2+2UbpHe/ydfz+bZrOW+tuWfd8vps9D969/6GnHP6uMYHEAdeBF4DpIDvA6d2+7w2ONcJ4O7gcS/wPK30zP8S+Cfr7H8quJ40cCK4zvheumZaq0pG1rT9K+Ch4PFDwCeCx+8CvgIYcA/wraB9CHgp+DwYPB7cA79XM7TW9XbN6wO8Bbgb+OFOvB7At4N9LTj2nbtwPW8HEsHjT7Rdz/H2/dY8z7rnvdHP5iZfz7b9fgFfAN4fPP408Ms3+3rWbP9fgH/RRa/PRv+jd+1vSD0B17duquNdPqd1OecuO+eeCh4XaK3AOHKNQ+4HPuecqznnzgFTtK53r19zeyrptSmmP+tanqSVe2ICeAfwVefcgnNuEfgqrZoWu+ltwIvOuZevsc+ee32cc98EFtY5zy2/HsG2Pufck6713+yzbc91067HOffn7sfZS5+klbdkQ9c5741+Njtig9dnI5v6/QreUW6U3n1HXOt6gvP5+8C/u9Zz7LHXZ6P/0bv2N6Qg4Po2SnW8p1mr2uLrgW8FTR8NupP+sK3La6Nr20vX7IA/N7O/tlZGSIBDzrnLweMZ4FDwuBuuJ/R+Vv/z6tbXB7bv9TgSPF7bvpt+kda7qdAJM/uemf1HM/uZoO1a573Rz+Zm247fr2uld98NPwNccc690NbWNa/Pmv/Ru/Y3pCBgHzKzPPDvgV91zq0Avw/cCrwOuEyrC61b/LRz7m5alSc/YmZvad8YRLtdtcQlGEf9e8CfBk3d/Pqs0o2vx0bM7ONAE/iToOkycMw593paOUv+TzPr6/T5dvFns29+v9b4AKsD6a55fdb5H70r5wEKAjqxUarjPcnMkrR+uf7EOfd/ATjnrjjnPOecD/xbfpyPYaNr2zPX7Jy7GHy+SisnxZuAK0G3V9jVdzXYfc9fT+CdwFPOuSvQ3a9PYLtej4us7nrftesys38E/B3gHwb/lAm6zeeDx39Na9z8J7n2eW/0s7lptvH3K0rvvqb9pgvO4b3A58O2bnl91vsffY3z2PG/IQUB17duquNdPqd1BWNknwHOOOf+17b2ibbd3gOEM20fA95vZmkzOwGcpDWpZE9cs5nlzKw3fExrwtYPWZ1Kem2K6Q8GM2rvAZaDLrYngLeb2WDQFfr2oG23rHoH062vT5tteT2CbStmdk/wu/zBtue6aczsPuCfAn/POVduax81s3jw+DW0Xo+XrnPeG/1sbprt+v0KgqGN0rvfbPcCzznnoq7vbnh9NvoffY3z2Pm/oWvNGtRHNKPzXbRmcb5Iq3rirp/TBuf507S6kX4APB18vItW9sZngvbHgIm2Yz4eXNdZ2maR7oVrpjU7+fvBx7PhedAam/w68ALwNWAoaDfg94JzfgY43fZcv0hr4tMU8Au7+BrlaL2j6m9r65rXh1bwchlo0Bpv/NB2vh7AaVo3qReBf02Q0OwmX88UrfHW8G/o08G+Pxf8Hj4NPAX83eud90Y/m5t8Pdv2+xX8TX47+Bn9KZC+2dcTtP8RrRL17ft2w+uz0f/oXfsbUsZAERGRA0rDASIiIgeUggAREZEDSkGAiIjIAaUgQERE5IBSECAiInJAKQgQOeDM7P8NPh83s/9ym5/7v1vve4nI3qAlgiICgJn9LK1qc39nE8ck3I9zya+3veicy2/H+YnI9lNPgMgBZ2bF4OFvAz9jrVrsv2ZmcTP7HTP7TlB85r8K9v9ZM/tPZvYY8KOg7f+2VpGnZy0o9GRmvw30BM/3J+3fK8iA9jtm9kNr1T7/B23P/Rdm9kUze87M/iTIfCYiOyBx/V1E5IB4iLaegOBmvuyce6OZpYG/MrM/D/a9G3ita5WgBfhF59yCmfUA3zGzf++ce8jMPuqce9063+u9tAra/E1gJDjmm8G21wN3ApeAvwL+c+Avt/9yRUQ9ASKykbfTylv+NK1yp8O08rEDfLstAAD4b8zs+8CTtAqbnOTafhr4d65V2OYK8B+BN7Y997RrFbx5Gji+LVcjIq+ingAR2YgB/7VzblWxpWDuQGnN1/cCb3bOlc3sL4DMFr5vre2xh/5PiewY9QSISKgA9LZ9/QTwy0HpU8zsJ4Nqjmv1A4tBAHA7cE/btkZ4/Br/CfgHwbyDUeAttArTiMhNpAhbREI/ALygW/+PgE/R6op/KpicNwu8e53j/gz4x2Z2hlY1uifbtj0M/MDMnnLO/cO29keBN9OqEOmAf+qcmwmCCBG5SbREUERE5IDScICIiMgBpSBARETkgFIQICIickApCBARETmgFASIiIgcUAoCREREDigFASIiIgeUggAREZED6v8HxAbIBhADkn8AAAAASUVORK5CYII=\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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Wq637OYuIyLWrT5K7uRQC1kC1WiWdTjcn/snlcmQyGaLRKOFwmIGBAebm5qhWq3R3d9PR0cH09DSzs7OEw2G6uro4f/48lUqF3t5euru7ATh//jyTk5P09/fT3t7evIQQCAQuezSu/c/NzTE4OMiuXbsIBvXSiojI1emdYg1UKhWmp6epVCrEYjEmJydpa2trjs3fmD54586d9Pf3Mzc3R6FQoFQq0dnZSTKZpK2tjeHhYSKRCFAfRvjEiRNUq1XC4TD5fH5ZdYlGowoAIiKyLHq3WAOVSoVkMkkwGGz26u/p6cE5x/DwcHPmv8ZkQo3Bgebm5uju7r6s+R8gmUwyPj7O7Ows73rXu+jr62uGA7h8tL/5ywoAIiKyXHrHWAONToHhcJhMJoOZEQ6Hm7cDzs3NsX//fqrVKqdOneKll16iUCgwPDzM7t27m50GnXNMTk5y5swZkskkIyMjzbkERERE1ppCwBrIZrPMzc0RDodJpVLs3LkTMyMSifDWW28RCAQoFApcvHiRqakparUae/bs4frrr28GgFqtxptvvsmFCxcIBoMKACIisu4UAtZAOp1uThecTqfp7+8nmUySy+UIBoPcdNNNzUGEBgcHCYfD7Nmzh0QiAdRvG3zjjTfIZDIMDQ0RDAYJh8NXDB8sIiKylpYefUauyjlHKpXCOUelUmF2dpZoNEo0GqW/v5+DBw8Sj8cJBAIMDg42ZxFs3BuaSqV4+eWXyWazHDhwgOHhYYDmHQIiIiLrRS0Bq5TP58lkMlSrVfL5PMFgkN7e3ubtgNVqlVKpRH9/P/l8nnw+z/79+3HOcfr0ac6ePUskEuHGG29s3ioYCoU0+Y+IiKw7tQSsUqM/QK1WY25ujlAoRD6fJxqNUiwWiUaj7Nixg1AoxMTERHNegTfeeIMzZ86QSCT4mZ/5Gbq6usjn85RKJbUCiIjIhlBLwCplMhmKxSKVSoVKpUIgEKBSqeCcIxgM0t/fTy6X4/Tp01y4cIFoNMrRo0dpa2tjdHSUnTt30tbWBtTHBggGg2oFEBGRDaEQsAqNSwDFYpFisUi1WqVQKJBKpQiFQuzcuZOZmRlSqRSFQoFwOEwkEmHnzp2MjIxc1vO/UChQLBbp6+vT7H8iIrIhFAJWIZ/PU61WmyMAmhnFYpFwOMz+/fvZu3dvc9KfUChEtVpldHSUkZGRK97oZ2ZmaGtr0+x/IiKyYdQnYBXy+fxlUwjXajWi0Si7du1idHSU9vZ20uk02WyWQqFAd3c3u3btuiIAFIvF5nq1AoiIyEZRS8AqNFoCstkstVqNSqVCJBKhv7+frq4uLly4wOTkJIlEglAotOiUkTMzMwQCgeZ0wiIiIhtBLQHXqFgsNu8ImJubIxgM4pyjvb2dRCJBOp3m9OnTxGIxBgYGaG9vX3Dwn1Kp1Jz+V60AIiKykRQCrlE+n6dWq5FKpajVaphZc2wAgGPHjtHR0cGBAwdwzmFmRKPRK46TTqfVCiAiIptCIeAa5fN5nHNMT083LwU05gtoDAB08OBBQqEQc3NzRKPR5iyBDeVymVwuRywWu2KdiIjIetM7zzWo1WrNsQFmZ2dpa2ujVCo17wBob2/n4MGDhMNhyuUy5XKZ9vb2K46TTqcxM+Lx+CachYiI+J1CwDUoFApAvV9ALpejVqtRLpcJBoN0dXUxPDzcvP6fz+cBrugPUKlUyGazxGKx5mBBIiIiG0l3B1yDxl0B5XKZUqlEtVqlUqnQ3t5OT08Pvb29l20bCoUIBus/auccuVyOmZkZzExDBIuIyKZRCLgGrYME1Wo1SqVSMwTEYrFm03+tVqNQKBCPx3HOkc1mSafTVCoVwuEwfX19agUQEZFNoxCwQo1r/I1P/6VSiWKxiJnR3t5OX19fs5Nf4w6CSqXCuXPnmuMIJBKJBW8XFBER2UgKASuUz+cpFAoEg8HmSH/lcplwOExXVxeJRAKoN/tfunSJixcvAhCNRunr61uwg6CIiMhmUAhYocZ0v42pgnO5HNVqtTljYCwWI5PJkE6nOX/+PPF4nKGhIb35i4jIlqMQsAKNTn3OOaLRKOl0utkxMBQKkUgkyGQyZLNZABKJBLt371YAEBGRLUkhYAUKhQLZbJZIJEI0GiWVSjX7CHR3d9PV1YWZkUgkqFarAAoAIiKyZWmcgBUoFArk8/nm4D7JZJJyuYxzjo6OjubQvx0dHeTz+QVHCRQREdkq9A61Ao3Z/rq7u8nlcs1QEAgEiMfjdHR0EAqFgPrEQGoFEBGRrUwhYJmq1SqpVIpoNEpHRwezs7Nks1mKxSLBYJDBwUFCoRDRaHTRUQJFRES2EoWAZcrlcszNzTXHAZiammp2EgwGg/T19RGNRolGo82phRutAiIiIlvRuoUAM7vZzJ4zs5fN7JCZ3eqVm5l9xczGzewVM7ulZZ8HzOy493igpfz9ZnbY2+crZmbrVe/FTE9PEwgE6Ovra04hnM1mqVarxONx4vE4gUCASCRCoVBQK4CIiGx569kS8G+B/9E5dzPwu95zgLuAA97jQeBrAGaWAP4l8LPArcC/NLPGIPxfA36jZb8717HeC5qamiIWixGJRKhUKkxPT1MoFJohIBaLEQ6HKZVKOOfUH0BERLa89QwBDmjMkdsNnPeW7wEec3XPAT1mNgx8BHjGOZd0zqWAZ4A7vXVx59xzzjkHPAbcu471vkLj2n9fXx9QnwEwlUo1OwUmEonmpYBGWTQa3cgqioiIrNh6jhPwW8DTZva/UA8bP+eVjwBnWrY765VdrfzsAuUbZnZ2FoD+/n7g7RBQKBQIh8MkEgk6OzuJRqNMT08TjUbZhCsWIiIiK7KqEGBmzwJDC6x6GPhl4J855/7CzH4V+Dpw+2q+3zLq8yD1SwyMjo6u2XF37tzJ4OBgczrgfD7PzMwMlUqFzs5OBgcHCYfD1Go1qtUqnZ2da/a9RURE1suqQoBzbtE3dTN7DPin3tM/B/7QWz4H7G7ZdJdXdg740Lzyv/LKdy2w/UL1eQR4BGBsbMwt7yyWpxEAoD5IUGsI6O3tJRKJkM1mCQaD6hQoIiLbwnr2CTgP/Bfe8oeB497yk8D93l0CtwFp59wE8DRwh5n1eh0C7wCe9tbNmtlt3l0B9wNPrGO9lzQ9PU02m6VSqdDT00M8HicYDFIoFIjFYroUICIi28J69gn4DeD3zCwIFPCa6YHvAncD48Ac8GsAzrmkmf1PwE+87f61cy7pLf8m8EdAO/A977FpLl26RCaTIRAIMDg4SCwWo1QqYWZ0dXVtZtVERESWbd1CgHPur4H3L1DugM8sss83gG8sUH4IuGmt63gtqtUqU1NTzab/RCJBe3s75XKZWCxGW1vbZldRRERkWTRi4AqVy2WSyST5fJ5wOMzQ0BC1Wg0za04sJCIish0oBKxQpVLh/PnzVCoV2tvbGRgYoFwuE41GCYfDm109ERGRZVMIWKFCocDU1BTVapWenh46OzsJhUJqBRARkW1HIWCFUqlU8/bA/v5+AoEAHR0dGiZYRES2HYWAFbp48SKpVIpgMMjAwACRSIR4PK7bAkVEZNtRCFihCxcukE6nCYVC9Pf3E41GicVim10tERGRFVMIWAHnHJOTk+TzeaLRKH19ffT19REI6McoIiLbj969VqBSqXD27FkqlQrd3d0kEonmpEIiIiLbjULACjRCQLVaJR6PMzw8TCQS2exqiYiIXBOFgBUoFoucP3+eWq3Gjh07GBpaaAJFERGR7UEhYAWmpqaYnp4mEAiwf/9+ent7N7tKIiIi10whYAUmJiaadwbccMMNuhQgIiLbmkLACpw5c4ZcLkcsFuPd7363xgYQEZFtTSFgBY4dO0apVGJkZISBgYHNro6IiMiqKAQsU7Va5ejRo9RqNfbt26dhgkVEZNtTCFimcrnMm2++SVtbG7fccotmDBQRkW1PIWCZ0uk0Fy9eJBQKcfPNN292dURERFZNIWCZTpw4wdzcHLFYjH379m12dURERFZNIWAZSqUSx48fp1gs0t/frwmDRETkHUEhYBnK5TKvvfYa1WqV/fv3EwqFNrtKIiIiq6YQsAydnZ2cOnUKgNtuu22TayMiIrI2FAKWwTnH8ePHMTN+6Zd+abOrIyIisiYUApahWq0yPT1NR0cHBw4c2OzqiIiIrAmFgGUoFApkMhm6u7s1PoCIiLxjKAQsw4svvkipVGJ0dHSzqyIiIrJmFAKW4dlnn8XMeO9737vZVREREVkzCgHL8Morr2Bm3HPPPZtdFRERkTUT3OwKbAd/8id/wlNPPcUHP/jBza6KiIjImlFLwDJ0dXXxyU9+crOrISIisqYUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxq3UKAmb3XzP4/MztsZv+PmcVb1v2OmY2b2VEz+0hL+Z1e2biZPdRSvtfMfuyVf9PMwutVbxEREb9Yz5aAPwQecs79LeA7wH8HYGYHgfuAG4E7gd83szYzawO+CtwFHAQ+5W0L8EXgy865/UAK+PQ61ltERMQX1jMEXA/8yFt+BvgVb/ke4HHnXNE59yYwDtzqPcadcyedcyXgceAeMzPgw8C3vf0fBe5dx3qLiIj4wnqGgCPU3/ABPgHs9pZHgDMt2531yhYr7wNmnHOVeeUiIiKyCsHV7GxmzwJDC6x6GPh14Ctm9i+AJ4HSar7XMuvzIPAgwOjo6Hp/OxERkW1tVSHAOXf7EpvcAWBm1wP/pVd2jrdbBQB2eWUsUj4N9JhZ0GsNaN1+fn0eAR4BGBsbc8s/ExEREf9Zz7sDBr2vAeB/AP7AW/UkcJ+ZRcxsL3AAeB74CXDAuxMgTL3z4JPOOQf8EPi4t/8DwBPrVW8RERG/WM8+AZ8ys2PAG8B54P8EcM4dAb4FvAZ8H/iMc67qfcr/LPA08DrwLW9bgN8GPmdm49T7CHx9HestIiLiC1b/oP3OMzY25g4dOrTZ1RAREdkQZvaCc25sJftoxEARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfEphQARERGfUggQERHxKYUAERERn1IIEBER8SmFABEREZ9SCBAREfGpVYUAM/uEmR0xs5qZjc1b9ztmNm5mR83sIy3ld3pl42b2UEv5XjP7sVf+TTMLe+UR7/m4t37PauosIiIidattCXgV+Bjwo9ZCMzsI3AfcCNwJ/L6ZtZlZG/BV4C7gIPApb1uALwJfds7tB1LAp73yTwMpr/zL3nYiIiKySqsKAc65151zRxdYdQ/wuHOu6Jx7ExgHbvUe4865k865EvA4cI+ZGfBh4Nve/o8C97Yc61Fv+dvAL3vbi4iIyCqsV5+AEeBMy/OzXtli5X3AjHOuMq/8smN569Pe9iIiIrIKwaU2MLNngaEFVj3snHti7at07czsQeBBgNHR0U2ujYiIyNa2ZAhwzt1+Dcc9B+xueb7LK2OR8mmgx8yC3qf91u0bxzprZkGg29t+obo+AjwCMDY25q6h3iIiIr6xXpcDngTu83r27wUOAM8DPwEOeHcChKl3HnzSOeeAHwIf9/Z/AHii5VgPeMsfB/6jt72IiIiswmpvEfyomZ0FPgA8ZWZPAzjnjgDfAl4Dvg98xjlX9T7lfxZ4Gngd+Ja3LcBvA58zs3Hq1/y/7pV/Hejzyj8HNG8rFBERkWtn79QP1WNjY+7QoUObXQ0REZENYWYvOOfGlt7ybRoxUERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBJTdqkAAAQVElEQVRERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFARETEpxQCREREfGpVIcDMPmFmR8ysZmZjLeV9ZvZDM8ua2b+bt8/7zeywmY2b2VfMzLzyhJk9Y2bHva+9Xrl5242b2Stmdstq6iwiIiJ1q20JeBX4GPCjeeUF4F8An19gn68BvwEc8B53euUPAT9wzh0AfuA9B7irZdsHvf1FRERklVYVApxzrzvnji5QnnPO/TX1MNBkZsNA3Dn3nHPOAY8B93qr7wEe9ZYfnVf+mKt7DujxjiMiIiKrsNF9AkaAsy3Pz3plADuccxPe8gVgR8s+ZxbZR0RERK5RcKkNzOxZYGiBVQ87555Y+yqBc86ZmVvpfmb2IPVLBoyOjq55vURERN5JlgwBzrnb1/D7nQN2tTzf5ZUBTJrZsHNuwmvuv9iyz+5F9plf10eARwDGxsZWHCJERET8ZEMvB3jN/bNmdpt3V8D9QKM14UngAW/5gXnl93t3CdwGpFsuG4iIiMg1WrIl4GrM7KPA/w4MAE+Z2cvOuY94694C4kDYzO4F7nDOvQb8JvBHQDvwPe8B8AXgW2b2aeAU8Kte+XeBu4FxYA74tdXUWUREROqs3kn/nWdsbMwdOnRos6shIiKyIczsBefc2NJbvk0jBoqIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE+tKgSY2SfM7IiZ1cxsrKX875jZC2Z22Pv64ZZ17/fKx83sK2ZmXnnCzJ4xs+Pe116v3Lztxs3sFTO7ZTV1FhERkbrVtgS8CnwM+NG88ing7znn/hbwAPDHLeu+BvwGcMB73OmVPwT8wDl3APiB9xzgrpZtH/T2FxERkVVaVQhwzr3unDu6QPlLzrnz3tMjQLuZRcxsGIg7555zzjngMeBeb7t7gEe95UfnlT/m6p4DerzjiIiIyCpsRJ+AXwFedM4VgRHgbMu6s14ZwA7n3IS3fAHY4S2PAGcW2UdERESuUXCpDczsWWBogVUPO+eeWGLfG4EvAnespFLOOWdmbiX7eN/vQeqXDBgdHV3p7iIiIr6yZAhwzt1+LQc2s13Ad4D7nXMnvOJzwK6WzXZ5ZQCTZjbsnJvwmvsvtuyze5F95tf1EeARgLGxsRWHCBERET9Zl8sBZtYDPAU85Jz7m0a519w/a2a3eXcF3A80WhOepN6JEO9ra/n93l0CtwHplssGIiIico1We4vgR83sLPAB4Ckze9pb9VlgP/C7Zvay9xj01v0m8IfAOHAC+J5X/gXg75jZceB27znAd4GT3vb/3ttfREREVsnqnfTfecbGxtyhQ4c2uxoiIiIbwsxecM6NLb3l2zRioIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+JRCgIiIiE8pBIiIiPiUQoCIiIhPKQSIiIj4lEKAiIiITykEiIiI+NSqQoCZfcLMjphZzczGWspvNbOXvcdPzeyjLevuNLOjZjZuZg+1lO81sx975d80s7BXHvGej3vr96ymziIiIlK32paAV4GPAT9aoHzMOXczcCfwf5hZ0MzagK8CdwEHgU+Z2UFvny8CX3bO7QdSwKe98k8DKa/8y952IiIiskqrCgHOudedc0cXKJ9zzlW8p1HAecu3AuPOuZPOuRLwOHCPmRnwYeDb3naPAvd6y/d4z/HW/7K3vYiIiKzCuvUJMLOfNbMjwGHgH3mhYAQ407LZWa+sD5hpCQ6Nclr38danve1FRERkFYJLbWBmzwJDC6x62Dn3xGL7Oed+DNxoZjcAj5rZ9669mstjZg8CD3pPs2Z2RSvFKvQDU2t4vM2m89nadD5b3zvtnHQ+W9tyzue6lR50yRDgnLt9pQedt//rZpYFbgLOAbtbVu/yyqaBHjMLep/2G+W07HPWzIJAt7f9Qt/rEeCR1dR3MWZ2yDk3tvSW24POZ2vT+Wx977Rz0vlsbet1PutyOcDr6R/0lq8D3gO8BfwEOOCtDwP3AU865xzwQ+Dj3iEeABqtDE96z/HW/0dvexEREVmF1d4i+FEzOwt8AHjKzJ72Vn0Q+KmZvQx8B/hN59yU9yn/s8DTwOvAt5xzR7x9fhv4nJmNU7/m/3Wv/OtAn1f+OaB5W6GIiIhcuyUvB1yNc+471N/k55f/MfDHi+zzXeC7C5SfpH73wPzyAvCJ1dRzjazLZYZNpPPZ2nQ+W9877Zx0Plvb+lzqVsu6iIiIP2nYYBEREZ9SCFiGxYY63mrMbLeZ/dDMXvOGc/6nXvm/MrNzLUM5392yz+9453XUzD7SUr4lztnM3jKzw169D3llCTN7xsyOe197vXIzs694dX7FzG5pOc4D3vbHzeyBxb7fOp/Lu1teg5fNbNbMfms7vT5m9g0zu2hmr7aUrdnrYWbv917vcW/fdR0YbJHz+ZKZveHV+Ttm1uOV7zGzfMvr9AdL1Xuxn80Gn8+a/X7ZIsO7b/D5fLPlXN6yet+z7fL6LPY/evP+hpxzelzlAbQBJ4B9QBj4KXBws+u1SF2HgVu85RhwjPrwzP8K+PwC2x/0zicC7PXOs20rnTP1u0r655X9W+Ahb/kh4Ive8t3A9wADbgN+7JUngJPe115vuXcL/F5doH5f77Z5fYBfBG4BXl2P1wN43tvWvH3v2oTzuQMIestfbDmfPa3bzTvOgvVe7GezweezZr9fwLeA+7zlPwD+8Uafz7z1/yvwu9vo9Vnsf/Sm/Q2pJWBpCw51vMl1WpBzbsI596K3nKF+B8bIVXa5B3jcOVd0zr0JjFM/361+zq1DSc8fYvoxV/cc9bEnhoGPAM8455LOuRTwDPU5LTbTLwMnnHOnrrLNlnt9nHM/ApIL1HPVr4e3Lu6ce87V/5s91nKsDTsf59xfurdHL32O+rgli1qi3ov9bNbFIq/PYlb0++V9olxsePd1cbXz8erzq8CfXe0YW+z1Wex/9Kb9DSkELG2xoY63NKvPtvg+4Mde0We95qRvtDR5LXZuW+mcHfCXZvaC1UeEBNjhnJvwli8AO7zl7XA+Dfdx+T+v7fr6wNq9HiPe8vzyzfTr1D9NNew1s5fM7D+Z2S94ZVer92I/m422Fr9fVxvefTP8AjDpnDveUrZtXp95/6M37W9IIeAdyMy6gL8Afss5Nwt8DXgXcDMwQb0Jbbv4oHPuFuozT37GzH6xdaWXdrfVLS7eddS/D/y5V7SdX5/LbMfXYzFm9jBQAf7UK5oARp1z76M+Zsn/ZWbx5R5vE38275jfr3k+xeVBetu8Pgv8j96UeoBCwHIsNtTxlmRmIeq/XH/qnPsPAM65Sedc1TlXA/49b4/HsNi5bZlzds6d875epD4mxa3ApNfs1Wjqu+htvuXPx3MX8KJzbhK29+vjWavX4xyXN71v2nmZ2T8E/i7wD7x/ynjN5tPe8gvUr5tfz9XrvdjPZsOs4e9Xc3j3eeUbzqvDx4BvNsq2y+uz0P/oq9Rj3f+GFAKWtuBQx5tcpwV518i+DrzunPvfWsqHWzb7KNDoafskcJ+ZRcxsL3CAeqeSLXHOZtZpZrHGMvUOW69y+VDS84eYvt/rUXsbkPaa2J4G7jCzXq8p9A6vbLNc9glmu74+Ldbk9fDWzZrZbd7v8v0tx9owZnYn8M+Bv++cm2spHzCzNm95H/XX4+QS9V7sZ7Nh1ur3ywtDiw3vvtFuB95wzjWbvrfD67PY/+ir1GP9/4au1mtQj2aPzrup9+I8QX32xE2v0yL1/CD1ZqRXgJe9x93UR2887JU/CQy37POwd15HaelFuhXOmXrv5J96jyONelC/NvkD4DjwLJDwyg34qlfnw8BYy7F+nXrHp3Hg1zbxNeqk/omqu6Vs27w+1MPLBFCmfr3x02v5egBj1N+kTgD/Dm9Asw0+n3Hq11sbf0N/4G37K97v4cvAi8DfW6rei/1sNvh81uz3y/ubfN77Gf05ENno8/HK/4j6FPWt226H12ex/9Gb9jekEQNFRER8SpcDREREfEohQERExKcUAkRERHxKIUBERMSnFAJERER8SiFAxOfM7P/1vu4xs/9qjY/93y/0vURka9AtgiICgJl9iPpsc393BfsE3dtjyS+0Puuc61qL+onI2lNLgIjPmVnWW/wC8AtWn4v9n5lZm5l9ycx+4k0+899423/IzP6zmT0JvOaV/d9Wn+TpiHkTPZnZF4B273h/2vq9vBHQvmRmr1p97vNPthz7r8zs22b2hpn9qTfymYisg+DSm4iITzxES0uA92aeds79bTOLAH9jZn/pbXsLcJOrT0EL8OvOuaSZtQM/MbO/cM49ZGafdc7dvMD3+hj1CW3eC/R7+/zIW/c+4EbgPPA3wM8Df732pysiagkQkcXcQX3c8pepT3faR308doDnWwIAwD8xs58Cz1Gf2OQAV/dB4M9cfWKbSeA/AX+75dhnXX3Cm5eBPWtyNiJyBbUEiMhiDPhvnXOXTbbk9R3IzXt+O/AB59ycmf0VEF3F9y22LFfR/ymRdaOWABFpyACxludPA//Ym/oUM7vem81xvm4g5QWA9wC3tawrN/af5z8Dn/T6HQwAv0h9YhoR2UBK2CLS8ApQ9Zr1/wj4PepN8S96nfMuAfcusN/3gX9kZq9Tn43uuZZ1jwCvmNmLzrl/0FL+HeAD1GeIdMA/d85d8EKEiGwQ3SIoIiLiU7ocICIi4lMKASIiIj6lECAiIuJTCgEiIiI+pRAgIiLiUwoBIiIiPqUQICIi4lMKASIiIj71/wOkRDb6MzSWngAAAABJRU5ErkJggg==\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": 5,
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": 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\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=(-0.45, 1.05), \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 }