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[covid19.git] / uk_deaths.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {
6 "Collapsed": "false"
7 },
8 "source": [
9 "Data from:\n",
10 "\n",
11 "* [Office of National Statistics](https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/weeklyprovisionalfiguresondeathsregisteredinenglandandwales) (Endland and Wales) Weeks start on a Saturday.\n",
12 "* [Northern Ireland Statistics and Research Agency](https://www.nisra.gov.uk/publications/weekly-deaths) (Northern Ireland). Weeks start on a Saturday. Note that the week numbers don't match the England and Wales data.\n",
13 "* [National Records of Scotland](https://www.nrscotland.gov.uk/statistics-and-data/statistics/statistics-by-theme/vital-events/general-publications/weekly-and-monthly-data-on-births-and-deaths/weekly-data-on-births-and-deaths) (Scotland). Note that Scotland uses ISO8601 week numbers, which start on a Monday.\n"
14 ]
15 },
16 {
17 "cell_type": "code",
18 "execution_count": 1,
19 "metadata": {
20 "Collapsed": "false"
21 },
22 "outputs": [],
23 "source": [
24 "import itertools\n",
25 "import collections\n",
26 "import json\n",
27 "import pandas as pd\n",
28 "import numpy as np\n",
29 "from scipy.stats import gmean\n",
30 "\n",
31 "import matplotlib as mpl\n",
32 "import matplotlib.pyplot as plt\n",
33 "%matplotlib inline"
34 ]
35 },
36 {
37 "cell_type": "code",
38 "execution_count": 2,
39 "metadata": {
40 "Collapsed": "false"
41 },
42 "outputs": [],
43 "source": [
44 "england_wales_filename = 'uk-deaths-data/publishedweek532020.xlsx'"
45 ]
46 },
47 {
48 "cell_type": "code",
49 "execution_count": 3,
50 "metadata": {
51 "Collapsed": "false"
52 },
53 "outputs": [],
54 "source": [
55 "raw_data_2015 = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2015.csv', \n",
56 " parse_dates=[1, 2], dayfirst=True,\n",
57 " index_col=0,\n",
58 " header=[0, 1]\n",
59 " )\n",
60 "dh15i = raw_data_2015.iloc[:, [2]]\n",
61 "dh15i.columns = ['total_2015']\n",
62 "# dh15i.head()"
63 ]
64 },
65 {
66 "cell_type": "code",
67 "execution_count": 4,
68 "metadata": {
69 "Collapsed": "false"
70 },
71 "outputs": [],
72 "source": [
73 "raw_data_2016 = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2016.csv', \n",
74 " parse_dates=[1, 2], dayfirst=True,\n",
75 " index_col=0,\n",
76 " header=[0, 1]\n",
77 " )\n",
78 "dh16i = raw_data_2016.iloc[:, [2]]\n",
79 "dh16i.columns = ['total_2016']\n",
80 "# dh16i.head()"
81 ]
82 },
83 {
84 "cell_type": "code",
85 "execution_count": 5,
86 "metadata": {
87 "Collapsed": "false"
88 },
89 "outputs": [],
90 "source": [
91 "raw_data_2017 = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2017.csv', \n",
92 " parse_dates=[1, 2], dayfirst=True,\n",
93 " index_col=0,\n",
94 " header=[0, 1]\n",
95 " )\n",
96 "dh17i = raw_data_2017.iloc[:, [2]]\n",
97 "dh17i.columns = ['total_2017']\n",
98 "# dh17i.head()"
99 ]
100 },
101 {
102 "cell_type": "code",
103 "execution_count": 6,
104 "metadata": {
105 "Collapsed": "false"
106 },
107 "outputs": [],
108 "source": [
109 "raw_data_2018 = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2018.csv', \n",
110 " parse_dates=[1, 2], dayfirst=True,\n",
111 " index_col=0,\n",
112 " header=[0, 1]\n",
113 " )\n",
114 "dh18i = raw_data_2018.iloc[:, [2]]\n",
115 "dh18i.columns = ['total_2018']\n",
116 "# dh18i.head()"
117 ]
118 },
119 {
120 "cell_type": "code",
121 "execution_count": 7,
122 "metadata": {
123 "Collapsed": "false"
124 },
125 "outputs": [],
126 "source": [
127 "raw_data_2019 = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2019.csv', \n",
128 " parse_dates=[1, 2], dayfirst=True,\n",
129 " index_col=0,\n",
130 " header=[0, 1]\n",
131 " )\n",
132 "dh19i = raw_data_2019.iloc[:, [2]]\n",
133 "dh19i.columns = ['total_2019']\n",
134 "# dh19i.head()"
135 ]
136 },
137 {
138 "cell_type": "code",
139 "execution_count": 8,
140 "metadata": {
141 "Collapsed": "false"
142 },
143 "outputs": [
144 {
145 "data": {
146 "text/html": [
147 "<div>\n",
148 "<style scoped>\n",
149 " .dataframe tbody tr th:only-of-type {\n",
150 " vertical-align: middle;\n",
151 " }\n",
152 "\n",
153 " .dataframe tbody tr th {\n",
154 " vertical-align: top;\n",
155 " }\n",
156 "\n",
157 " .dataframe thead th {\n",
158 " text-align: right;\n",
159 " }\n",
160 "</style>\n",
161 "<table border=\"1\" class=\"dataframe\">\n",
162 " <thead>\n",
163 " <tr style=\"text-align: right;\">\n",
164 " <th></th>\n",
165 " <th>total_2020</th>\n",
166 " </tr>\n",
167 " </thead>\n",
168 " <tbody>\n",
169 " <tr>\n",
170 " <th>49</th>\n",
171 " <td>387</td>\n",
172 " </tr>\n",
173 " <tr>\n",
174 " <th>50</th>\n",
175 " <td>366</td>\n",
176 " </tr>\n",
177 " <tr>\n",
178 " <th>51</th>\n",
179 " <td>350</td>\n",
180 " </tr>\n",
181 " <tr>\n",
182 " <th>52</th>\n",
183 " <td>310</td>\n",
184 " </tr>\n",
185 " <tr>\n",
186 " <th>53</th>\n",
187 " <td>333</td>\n",
188 " </tr>\n",
189 " </tbody>\n",
190 "</table>\n",
191 "</div>"
192 ],
193 "text/plain": [
194 " total_2020\n",
195 "49 387\n",
196 "50 366\n",
197 "51 350\n",
198 "52 310\n",
199 "53 333"
200 ]
201 },
202 "execution_count": 8,
203 "metadata": {},
204 "output_type": "execute_result"
205 }
206 ],
207 "source": [
208 "raw_data_2020_i = pd.read_csv('uk-deaths-data/Weekly_Deaths_NI_2020.csv', \n",
209 " parse_dates=[1], dayfirst=True,\n",
210 " index_col=0,\n",
211 " header=[0, 1]\n",
212 " )\n",
213 "deaths_headlines_i = raw_data_2020_i.iloc[:, [1]]\n",
214 "deaths_headlines_i.columns = ['total_2020']\n",
215 "deaths_headlines_i.tail()"
216 ]
217 },
218 {
219 "cell_type": "code",
220 "execution_count": 9,
221 "metadata": {
222 "Collapsed": "false"
223 },
224 "outputs": [
225 {
226 "data": {
227 "text/html": [
228 "<div>\n",
229 "<style scoped>\n",
230 " .dataframe tbody tr th:only-of-type {\n",
231 " vertical-align: middle;\n",
232 " }\n",
233 "\n",
234 " .dataframe tbody tr th {\n",
235 " vertical-align: top;\n",
236 " }\n",
237 "\n",
238 " .dataframe thead tr th {\n",
239 " text-align: left;\n",
240 " }\n",
241 "</style>\n",
242 "<table border=\"1\" class=\"dataframe\">\n",
243 " <thead>\n",
244 " <tr>\n",
245 " <th>Registration Week</th>\n",
246 " <th>Week Starts (Saturday)</th>\n",
247 " <th>Week Ends (Friday)</th>\n",
248 " <th>Total Number of Deaths Registered in Week (2019P)</th>\n",
249 " <th>Average number of deaths registered in corresponding week in previous 5 years (2014 to 2018P)</th>\n",
250 " <th>Range</th>\n",
251 " <th>Unnamed: 6_level_0</th>\n",
252 " </tr>\n",
253 " <tr>\n",
254 " <th></th>\n",
255 " <th>Unnamed: 1_level_1</th>\n",
256 " <th>Unnamed: 2_level_1</th>\n",
257 " <th>Unnamed: 3_level_1</th>\n",
258 " <th>Unnamed: 4_level_1</th>\n",
259 " <th>Minimum in Previous 5 years</th>\n",
260 " <th>Maximum in Previous 5 years</th>\n",
261 " </tr>\n",
262 " </thead>\n",
263 " <tbody>\n",
264 " <tr>\n",
265 " <th>1</th>\n",
266 " <td>2018-12-29</td>\n",
267 " <td>2019-01-04</td>\n",
268 " <td>365</td>\n",
269 " <td>212</td>\n",
270 " <td>178</td>\n",
271 " <td>249</td>\n",
272 " </tr>\n",
273 " <tr>\n",
274 " <th>2</th>\n",
275 " <td>2019-01-05</td>\n",
276 " <td>2019-01-11</td>\n",
277 " <td>371</td>\n",
278 " <td>387</td>\n",
279 " <td>294</td>\n",
280 " <td>481</td>\n",
281 " </tr>\n",
282 " <tr>\n",
283 " <th>3</th>\n",
284 " <td>2019-01-12</td>\n",
285 " <td>2019-01-18</td>\n",
286 " <td>332</td>\n",
287 " <td>401</td>\n",
288 " <td>348</td>\n",
289 " <td>470</td>\n",
290 " </tr>\n",
291 " <tr>\n",
292 " <th>4</th>\n",
293 " <td>2019-01-19</td>\n",
294 " <td>2019-01-25</td>\n",
295 " <td>335</td>\n",
296 " <td>382</td>\n",
297 " <td>331</td>\n",
298 " <td>426</td>\n",
299 " </tr>\n",
300 " <tr>\n",
301 " <th>5</th>\n",
302 " <td>2019-01-26</td>\n",
303 " <td>2019-02-01</td>\n",
304 " <td>296</td>\n",
305 " <td>385</td>\n",
306 " <td>353</td>\n",
307 " <td>433</td>\n",
308 " </tr>\n",
309 " <tr>\n",
310 " <th>6</th>\n",
311 " <td>2019-02-02</td>\n",
312 " <td>2019-02-08</td>\n",
313 " <td>319</td>\n",
314 " <td>349</td>\n",
315 " <td>314</td>\n",
316 " <td>374</td>\n",
317 " </tr>\n",
318 " <tr>\n",
319 " <th>7</th>\n",
320 " <td>2019-02-09</td>\n",
321 " <td>2019-02-15</td>\n",
322 " <td>342</td>\n",
323 " <td>327</td>\n",
324 " <td>280</td>\n",
325 " <td>364</td>\n",
326 " </tr>\n",
327 " <tr>\n",
328 " <th>8</th>\n",
329 " <td>2019-02-16</td>\n",
330 " <td>2019-02-22</td>\n",
331 " <td>337</td>\n",
332 " <td>309</td>\n",
333 " <td>217</td>\n",
334 " <td>366</td>\n",
335 " </tr>\n",
336 " <tr>\n",
337 " <th>9</th>\n",
338 " <td>2019-02-23</td>\n",
339 " <td>2019-03-01</td>\n",
340 " <td>310</td>\n",
341 " <td>347</td>\n",
342 " <td>314</td>\n",
343 " <td>423</td>\n",
344 " </tr>\n",
345 " <tr>\n",
346 " <th>10</th>\n",
347 " <td>2019-03-02</td>\n",
348 " <td>2019-03-08</td>\n",
349 " <td>342</td>\n",
350 " <td>345</td>\n",
351 " <td>285</td>\n",
352 " <td>401</td>\n",
353 " </tr>\n",
354 " <tr>\n",
355 " <th>11</th>\n",
356 " <td>2019-03-09</td>\n",
357 " <td>2019-03-15</td>\n",
358 " <td>343</td>\n",
359 " <td>338</td>\n",
360 " <td>309</td>\n",
361 " <td>359</td>\n",
362 " </tr>\n",
363 " <tr>\n",
364 " <th>12</th>\n",
365 " <td>2019-03-16</td>\n",
366 " <td>2019-03-22</td>\n",
367 " <td>294</td>\n",
368 " <td>304</td>\n",
369 " <td>251</td>\n",
370 " <td>327</td>\n",
371 " </tr>\n",
372 " <tr>\n",
373 " <th>13</th>\n",
374 " <td>2019-03-23</td>\n",
375 " <td>2019-03-29</td>\n",
376 " <td>307</td>\n",
377 " <td>310</td>\n",
378 " <td>261</td>\n",
379 " <td>356</td>\n",
380 " </tr>\n",
381 " <tr>\n",
382 " <th>14</th>\n",
383 " <td>2019-03-30</td>\n",
384 " <td>2019-04-05</td>\n",
385 " <td>287</td>\n",
386 " <td>301</td>\n",
387 " <td>280</td>\n",
388 " <td>323</td>\n",
389 " </tr>\n",
390 " <tr>\n",
391 " <th>15</th>\n",
392 " <td>2019-04-06</td>\n",
393 " <td>2019-04-12</td>\n",
394 " <td>301</td>\n",
395 " <td>292</td>\n",
396 " <td>221</td>\n",
397 " <td>350</td>\n",
398 " </tr>\n",
399 " <tr>\n",
400 " <th>16</th>\n",
401 " <td>2019-04-13</td>\n",
402 " <td>2019-04-19</td>\n",
403 " <td>316</td>\n",
404 " <td>290</td>\n",
405 " <td>270</td>\n",
406 " <td>316</td>\n",
407 " </tr>\n",
408 " <tr>\n",
409 " <th>17</th>\n",
410 " <td>2019-04-20</td>\n",
411 " <td>2019-04-26</td>\n",
412 " <td>272</td>\n",
413 " <td>279</td>\n",
414 " <td>245</td>\n",
415 " <td>327</td>\n",
416 " </tr>\n",
417 " <tr>\n",
418 " <th>18</th>\n",
419 " <td>2019-04-27</td>\n",
420 " <td>2019-05-03</td>\n",
421 " <td>357</td>\n",
422 " <td>298</td>\n",
423 " <td>251</td>\n",
424 " <td>327</td>\n",
425 " </tr>\n",
426 " <tr>\n",
427 " <th>19</th>\n",
428 " <td>2019-05-04</td>\n",
429 " <td>2019-05-10</td>\n",
430 " <td>288</td>\n",
431 " <td>279</td>\n",
432 " <td>230</td>\n",
433 " <td>335</td>\n",
434 " </tr>\n",
435 " <tr>\n",
436 " <th>20</th>\n",
437 " <td>2019-05-11</td>\n",
438 " <td>2019-05-17</td>\n",
439 " <td>330</td>\n",
440 " <td>279</td>\n",
441 " <td>249</td>\n",
442 " <td>318</td>\n",
443 " </tr>\n",
444 " <tr>\n",
445 " <th>21</th>\n",
446 " <td>2019-05-18</td>\n",
447 " <td>2019-05-24</td>\n",
448 " <td>308</td>\n",
449 " <td>278</td>\n",
450 " <td>250</td>\n",
451 " <td>315</td>\n",
452 " </tr>\n",
453 " <tr>\n",
454 " <th>22</th>\n",
455 " <td>2019-05-25</td>\n",
456 " <td>2019-05-31</td>\n",
457 " <td>245</td>\n",
458 " <td>278</td>\n",
459 " <td>241</td>\n",
460 " <td>328</td>\n",
461 " </tr>\n",
462 " <tr>\n",
463 " <th>23</th>\n",
464 " <td>2019-06-01</td>\n",
465 " <td>2019-06-07</td>\n",
466 " <td>279</td>\n",
467 " <td>263</td>\n",
468 " <td>241</td>\n",
469 " <td>284</td>\n",
470 " </tr>\n",
471 " <tr>\n",
472 " <th>24</th>\n",
473 " <td>2019-06-08</td>\n",
474 " <td>2019-06-14</td>\n",
475 " <td>281</td>\n",
476 " <td>286</td>\n",
477 " <td>246</td>\n",
478 " <td>340</td>\n",
479 " </tr>\n",
480 " <tr>\n",
481 " <th>25</th>\n",
482 " <td>2019-06-15</td>\n",
483 " <td>2019-06-21</td>\n",
484 " <td>296</td>\n",
485 " <td>284</td>\n",
486 " <td>265</td>\n",
487 " <td>300</td>\n",
488 " </tr>\n",
489 " <tr>\n",
490 " <th>26</th>\n",
491 " <td>2019-06-22</td>\n",
492 " <td>2019-06-28</td>\n",
493 " <td>262</td>\n",
494 " <td>259</td>\n",
495 " <td>211</td>\n",
496 " <td>292</td>\n",
497 " </tr>\n",
498 " <tr>\n",
499 " <th>27</th>\n",
500 " <td>2019-06-29</td>\n",
501 " <td>2019-07-05</td>\n",
502 " <td>285</td>\n",
503 " <td>278</td>\n",
504 " <td>235</td>\n",
505 " <td>303</td>\n",
506 " </tr>\n",
507 " <tr>\n",
508 " <th>28</th>\n",
509 " <td>2019-07-06</td>\n",
510 " <td>2019-07-12</td>\n",
511 " <td>256</td>\n",
512 " <td>254</td>\n",
513 " <td>172</td>\n",
514 " <td>300</td>\n",
515 " </tr>\n",
516 " <tr>\n",
517 " <th>29</th>\n",
518 " <td>2019-07-13</td>\n",
519 " <td>2019-07-19</td>\n",
520 " <td>280</td>\n",
521 " <td>256</td>\n",
522 " <td>237</td>\n",
523 " <td>298</td>\n",
524 " </tr>\n",
525 " <tr>\n",
526 " <th>30</th>\n",
527 " <td>2019-07-20</td>\n",
528 " <td>2019-07-26</td>\n",
529 " <td>269</td>\n",
530 " <td>255</td>\n",
531 " <td>203</td>\n",
532 " <td>288</td>\n",
533 " </tr>\n",
534 " <tr>\n",
535 " <th>31</th>\n",
536 " <td>2019-07-27</td>\n",
537 " <td>2019-08-02</td>\n",
538 " <td>273</td>\n",
539 " <td>280</td>\n",
540 " <td>261</td>\n",
541 " <td>298</td>\n",
542 " </tr>\n",
543 " <tr>\n",
544 " <th>32</th>\n",
545 " <td>2019-08-03</td>\n",
546 " <td>2019-08-09</td>\n",
547 " <td>266</td>\n",
548 " <td>281</td>\n",
549 " <td>264</td>\n",
550 " <td>292</td>\n",
551 " </tr>\n",
552 " <tr>\n",
553 " <th>33</th>\n",
554 " <td>2019-08-10</td>\n",
555 " <td>2019-08-16</td>\n",
556 " <td>284</td>\n",
557 " <td>260</td>\n",
558 " <td>238</td>\n",
559 " <td>283</td>\n",
560 " </tr>\n",
561 " <tr>\n",
562 " <th>34</th>\n",
563 " <td>2019-08-17</td>\n",
564 " <td>2019-08-23</td>\n",
565 " <td>274</td>\n",
566 " <td>260</td>\n",
567 " <td>235</td>\n",
568 " <td>280</td>\n",
569 " </tr>\n",
570 " <tr>\n",
571 " <th>35</th>\n",
572 " <td>2019-08-24</td>\n",
573 " <td>2019-08-30</td>\n",
574 " <td>223</td>\n",
575 " <td>271</td>\n",
576 " <td>251</td>\n",
577 " <td>301</td>\n",
578 " </tr>\n",
579 " <tr>\n",
580 " <th>36</th>\n",
581 " <td>2019-08-31</td>\n",
582 " <td>2019-09-06</td>\n",
583 " <td>243</td>\n",
584 " <td>258</td>\n",
585 " <td>243</td>\n",
586 " <td>265</td>\n",
587 " </tr>\n",
588 " <tr>\n",
589 " <th>37</th>\n",
590 " <td>2019-09-07</td>\n",
591 " <td>2019-09-13</td>\n",
592 " <td>305</td>\n",
593 " <td>275</td>\n",
594 " <td>237</td>\n",
595 " <td>301</td>\n",
596 " </tr>\n",
597 " <tr>\n",
598 " <th>38</th>\n",
599 " <td>2019-09-14</td>\n",
600 " <td>2019-09-20</td>\n",
601 " <td>281</td>\n",
602 " <td>285</td>\n",
603 " <td>247</td>\n",
604 " <td>324</td>\n",
605 " </tr>\n",
606 " <tr>\n",
607 " <th>39</th>\n",
608 " <td>2019-09-21</td>\n",
609 " <td>2019-09-27</td>\n",
610 " <td>295</td>\n",
611 " <td>281</td>\n",
612 " <td>259</td>\n",
613 " <td>298</td>\n",
614 " </tr>\n",
615 " <tr>\n",
616 " <th>40</th>\n",
617 " <td>2019-09-28</td>\n",
618 " <td>2019-10-04</td>\n",
619 " <td>263</td>\n",
620 " <td>292</td>\n",
621 " <td>275</td>\n",
622 " <td>324</td>\n",
623 " </tr>\n",
624 " <tr>\n",
625 " <th>41</th>\n",
626 " <td>2019-10-05</td>\n",
627 " <td>2019-10-11</td>\n",
628 " <td>287</td>\n",
629 " <td>298</td>\n",
630 " <td>277</td>\n",
631 " <td>318</td>\n",
632 " </tr>\n",
633 " <tr>\n",
634 " <th>42</th>\n",
635 " <td>2019-10-12</td>\n",
636 " <td>2019-10-18</td>\n",
637 " <td>316</td>\n",
638 " <td>295</td>\n",
639 " <td>282</td>\n",
640 " <td>317</td>\n",
641 " </tr>\n",
642 " <tr>\n",
643 " <th>43</th>\n",
644 " <td>2019-10-19</td>\n",
645 " <td>2019-10-25</td>\n",
646 " <td>279</td>\n",
647 " <td>287</td>\n",
648 " <td>263</td>\n",
649 " <td>299</td>\n",
650 " </tr>\n",
651 " <tr>\n",
652 " <th>44</th>\n",
653 " <td>2019-10-26</td>\n",
654 " <td>2019-11-01</td>\n",
655 " <td>302</td>\n",
656 " <td>283</td>\n",
657 " <td>252</td>\n",
658 " <td>318</td>\n",
659 " </tr>\n",
660 " <tr>\n",
661 " <th>45</th>\n",
662 " <td>2019-11-02</td>\n",
663 " <td>2019-11-08</td>\n",
664 " <td>296</td>\n",
665 " <td>290</td>\n",
666 " <td>267</td>\n",
667 " <td>320</td>\n",
668 " </tr>\n",
669 " <tr>\n",
670 " <th>46</th>\n",
671 " <td>2019-11-09</td>\n",
672 " <td>2019-11-15</td>\n",
673 " <td>336</td>\n",
674 " <td>286</td>\n",
675 " <td>275</td>\n",
676 " <td>295</td>\n",
677 " </tr>\n",
678 " <tr>\n",
679 " <th>47</th>\n",
680 " <td>2019-11-16</td>\n",
681 " <td>2019-11-22</td>\n",
682 " <td>361</td>\n",
683 " <td>305</td>\n",
684 " <td>274</td>\n",
685 " <td>341</td>\n",
686 " </tr>\n",
687 " <tr>\n",
688 " <th>48</th>\n",
689 " <td>2019-11-23</td>\n",
690 " <td>2019-11-29</td>\n",
691 " <td>334</td>\n",
692 " <td>304</td>\n",
693 " <td>294</td>\n",
694 " <td>329</td>\n",
695 " </tr>\n",
696 " <tr>\n",
697 " <th>49</th>\n",
698 " <td>2019-11-30</td>\n",
699 " <td>2019-12-06</td>\n",
700 " <td>351</td>\n",
701 " <td>310</td>\n",
702 " <td>279</td>\n",
703 " <td>355</td>\n",
704 " </tr>\n",
705 " <tr>\n",
706 " <th>50</th>\n",
707 " <td>2019-12-07</td>\n",
708 " <td>2019-12-13</td>\n",
709 " <td>353</td>\n",
710 " <td>306</td>\n",
711 " <td>275</td>\n",
712 " <td>324</td>\n",
713 " </tr>\n",
714 " <tr>\n",
715 " <th>51</th>\n",
716 " <td>2019-12-14</td>\n",
717 " <td>2019-12-20</td>\n",
718 " <td>363</td>\n",
719 " <td>331</td>\n",
720 " <td>298</td>\n",
721 " <td>372</td>\n",
722 " </tr>\n",
723 " <tr>\n",
724 " <th>52</th>\n",
725 " <td>2019-12-21</td>\n",
726 " <td>2019-12-27</td>\n",
727 " <td>194</td>\n",
728 " <td>298</td>\n",
729 " <td>195</td>\n",
730 " <td>360</td>\n",
731 " </tr>\n",
732 " </tbody>\n",
733 "</table>\n",
734 "</div>"
735 ],
736 "text/plain": [
737 "Registration Week Week Starts (Saturday) Week Ends (Friday) \\\n",
738 " Unnamed: 1_level_1 Unnamed: 2_level_1 \n",
739 "1 2018-12-29 2019-01-04 \n",
740 "2 2019-01-05 2019-01-11 \n",
741 "3 2019-01-12 2019-01-18 \n",
742 "4 2019-01-19 2019-01-25 \n",
743 "5 2019-01-26 2019-02-01 \n",
744 "6 2019-02-02 2019-02-08 \n",
745 "7 2019-02-09 2019-02-15 \n",
746 "8 2019-02-16 2019-02-22 \n",
747 "9 2019-02-23 2019-03-01 \n",
748 "10 2019-03-02 2019-03-08 \n",
749 "11 2019-03-09 2019-03-15 \n",
750 "12 2019-03-16 2019-03-22 \n",
751 "13 2019-03-23 2019-03-29 \n",
752 "14 2019-03-30 2019-04-05 \n",
753 "15 2019-04-06 2019-04-12 \n",
754 "16 2019-04-13 2019-04-19 \n",
755 "17 2019-04-20 2019-04-26 \n",
756 "18 2019-04-27 2019-05-03 \n",
757 "19 2019-05-04 2019-05-10 \n",
758 "20 2019-05-11 2019-05-17 \n",
759 "21 2019-05-18 2019-05-24 \n",
760 "22 2019-05-25 2019-05-31 \n",
761 "23 2019-06-01 2019-06-07 \n",
762 "24 2019-06-08 2019-06-14 \n",
763 "25 2019-06-15 2019-06-21 \n",
764 "26 2019-06-22 2019-06-28 \n",
765 "27 2019-06-29 2019-07-05 \n",
766 "28 2019-07-06 2019-07-12 \n",
767 "29 2019-07-13 2019-07-19 \n",
768 "30 2019-07-20 2019-07-26 \n",
769 "31 2019-07-27 2019-08-02 \n",
770 "32 2019-08-03 2019-08-09 \n",
771 "33 2019-08-10 2019-08-16 \n",
772 "34 2019-08-17 2019-08-23 \n",
773 "35 2019-08-24 2019-08-30 \n",
774 "36 2019-08-31 2019-09-06 \n",
775 "37 2019-09-07 2019-09-13 \n",
776 "38 2019-09-14 2019-09-20 \n",
777 "39 2019-09-21 2019-09-27 \n",
778 "40 2019-09-28 2019-10-04 \n",
779 "41 2019-10-05 2019-10-11 \n",
780 "42 2019-10-12 2019-10-18 \n",
781 "43 2019-10-19 2019-10-25 \n",
782 "44 2019-10-26 2019-11-01 \n",
783 "45 2019-11-02 2019-11-08 \n",
784 "46 2019-11-09 2019-11-15 \n",
785 "47 2019-11-16 2019-11-22 \n",
786 "48 2019-11-23 2019-11-29 \n",
787 "49 2019-11-30 2019-12-06 \n",
788 "50 2019-12-07 2019-12-13 \n",
789 "51 2019-12-14 2019-12-20 \n",
790 "52 2019-12-21 2019-12-27 \n",
791 "\n",
792 "Registration Week Total Number of Deaths Registered in Week (2019P) \\\n",
793 " Unnamed: 3_level_1 \n",
794 "1 365 \n",
795 "2 371 \n",
796 "3 332 \n",
797 "4 335 \n",
798 "5 296 \n",
799 "6 319 \n",
800 "7 342 \n",
801 "8 337 \n",
802 "9 310 \n",
803 "10 342 \n",
804 "11 343 \n",
805 "12 294 \n",
806 "13 307 \n",
807 "14 287 \n",
808 "15 301 \n",
809 "16 316 \n",
810 "17 272 \n",
811 "18 357 \n",
812 "19 288 \n",
813 "20 330 \n",
814 "21 308 \n",
815 "22 245 \n",
816 "23 279 \n",
817 "24 281 \n",
818 "25 296 \n",
819 "26 262 \n",
820 "27 285 \n",
821 "28 256 \n",
822 "29 280 \n",
823 "30 269 \n",
824 "31 273 \n",
825 "32 266 \n",
826 "33 284 \n",
827 "34 274 \n",
828 "35 223 \n",
829 "36 243 \n",
830 "37 305 \n",
831 "38 281 \n",
832 "39 295 \n",
833 "40 263 \n",
834 "41 287 \n",
835 "42 316 \n",
836 "43 279 \n",
837 "44 302 \n",
838 "45 296 \n",
839 "46 336 \n",
840 "47 361 \n",
841 "48 334 \n",
842 "49 351 \n",
843 "50 353 \n",
844 "51 363 \n",
845 "52 194 \n",
846 "\n",
847 "Registration Week Average number of deaths registered in corresponding week in previous 5 years (2014 to 2018P) \\\n",
848 " Unnamed: 4_level_1 \n",
849 "1 212 \n",
850 "2 387 \n",
851 "3 401 \n",
852 "4 382 \n",
853 "5 385 \n",
854 "6 349 \n",
855 "7 327 \n",
856 "8 309 \n",
857 "9 347 \n",
858 "10 345 \n",
859 "11 338 \n",
860 "12 304 \n",
861 "13 310 \n",
862 "14 301 \n",
863 "15 292 \n",
864 "16 290 \n",
865 "17 279 \n",
866 "18 298 \n",
867 "19 279 \n",
868 "20 279 \n",
869 "21 278 \n",
870 "22 278 \n",
871 "23 263 \n",
872 "24 286 \n",
873 "25 284 \n",
874 "26 259 \n",
875 "27 278 \n",
876 "28 254 \n",
877 "29 256 \n",
878 "30 255 \n",
879 "31 280 \n",
880 "32 281 \n",
881 "33 260 \n",
882 "34 260 \n",
883 "35 271 \n",
884 "36 258 \n",
885 "37 275 \n",
886 "38 285 \n",
887 "39 281 \n",
888 "40 292 \n",
889 "41 298 \n",
890 "42 295 \n",
891 "43 287 \n",
892 "44 283 \n",
893 "45 290 \n",
894 "46 286 \n",
895 "47 305 \n",
896 "48 304 \n",
897 "49 310 \n",
898 "50 306 \n",
899 "51 331 \n",
900 "52 298 \n",
901 "\n",
902 "Registration Week Range Unnamed: 6_level_0 \n",
903 " Minimum in Previous 5 years Maximum in Previous 5 years \n",
904 "1 178 249 \n",
905 "2 294 481 \n",
906 "3 348 470 \n",
907 "4 331 426 \n",
908 "5 353 433 \n",
909 "6 314 374 \n",
910 "7 280 364 \n",
911 "8 217 366 \n",
912 "9 314 423 \n",
913 "10 285 401 \n",
914 "11 309 359 \n",
915 "12 251 327 \n",
916 "13 261 356 \n",
917 "14 280 323 \n",
918 "15 221 350 \n",
919 "16 270 316 \n",
920 "17 245 327 \n",
921 "18 251 327 \n",
922 "19 230 335 \n",
923 "20 249 318 \n",
924 "21 250 315 \n",
925 "22 241 328 \n",
926 "23 241 284 \n",
927 "24 246 340 \n",
928 "25 265 300 \n",
929 "26 211 292 \n",
930 "27 235 303 \n",
931 "28 172 300 \n",
932 "29 237 298 \n",
933 "30 203 288 \n",
934 "31 261 298 \n",
935 "32 264 292 \n",
936 "33 238 283 \n",
937 "34 235 280 \n",
938 "35 251 301 \n",
939 "36 243 265 \n",
940 "37 237 301 \n",
941 "38 247 324 \n",
942 "39 259 298 \n",
943 "40 275 324 \n",
944 "41 277 318 \n",
945 "42 282 317 \n",
946 "43 263 299 \n",
947 "44 252 318 \n",
948 "45 267 320 \n",
949 "46 275 295 \n",
950 "47 274 341 \n",
951 "48 294 329 \n",
952 "49 279 355 \n",
953 "50 275 324 \n",
954 "51 298 372 \n",
955 "52 195 360 "
956 ]
957 },
958 "execution_count": 9,
959 "metadata": {},
960 "output_type": "execute_result"
961 }
962 ],
963 "source": [
964 "raw_data_2019"
965 ]
966 },
967 {
968 "cell_type": "code",
969 "execution_count": null,
970 "metadata": {
971 "Collapsed": "false"
972 },
973 "outputs": [],
974 "source": []
975 },
976 {
977 "cell_type": "code",
978 "execution_count": 10,
979 "metadata": {
980 "Collapsed": "false",
981 "scrolled": true
982 },
983 "outputs": [],
984 "source": [
985 "raw_data_s = pd.read_csv('uk-deaths-data/weekly-deaths-scotland.csv', \n",
986 " index_col=0,\n",
987 " header=0,\n",
988 " skiprows=2\n",
989 " )\n",
990 "# raw_data_s"
991 ]
992 },
993 {
994 "cell_type": "code",
995 "execution_count": 11,
996 "metadata": {
997 "Collapsed": "false",
998 "scrolled": true
999 },
1000 "outputs": [
1001 {
1002 "data": {
1003 "text/html": [
1004 "<div>\n",
1005 "<style scoped>\n",
1006 " .dataframe tbody tr th:only-of-type {\n",
1007 " vertical-align: middle;\n",
1008 " }\n",
1009 "\n",
1010 " .dataframe tbody tr th {\n",
1011 " vertical-align: top;\n",
1012 " }\n",
1013 "\n",
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1016 " }\n",
1017 "</style>\n",
1018 "<table border=\"1\" class=\"dataframe\">\n",
1019 " <thead>\n",
1020 " <tr style=\"text-align: right;\">\n",
1021 " <th></th>\n",
1022 " <th>total_2020</th>\n",
1023 " <th>total_2019</th>\n",
1024 " <th>total_2018</th>\n",
1025 " <th>total_2017</th>\n",
1026 " <th>total_2016</th>\n",
1027 " <th>total_2015</th>\n",
1028 " </tr>\n",
1029 " </thead>\n",
1030 " <tbody>\n",
1031 " <tr>\n",
1032 " <th>1</th>\n",
1033 " <td>1161</td>\n",
1034 " <td>1104.0</td>\n",
1035 " <td>1531.0</td>\n",
1036 " <td>1205.0</td>\n",
1037 " <td>1394.0</td>\n",
1038 " <td>1146</td>\n",
1039 " </tr>\n",
1040 " <tr>\n",
1041 " <th>2</th>\n",
1042 " <td>1567</td>\n",
1043 " <td>1507.0</td>\n",
1044 " <td>1899.0</td>\n",
1045 " <td>1379.0</td>\n",
1046 " <td>1305.0</td>\n",
1047 " <td>1708</td>\n",
1048 " </tr>\n",
1049 " <tr>\n",
1050 " <th>3</th>\n",
1051 " <td>1322</td>\n",
1052 " <td>1353.0</td>\n",
1053 " <td>1629.0</td>\n",
1054 " <td>1224.0</td>\n",
1055 " <td>1215.0</td>\n",
1056 " <td>1489</td>\n",
1057 " </tr>\n",
1058 " <tr>\n",
1059 " <th>4</th>\n",
1060 " <td>1226</td>\n",
1061 " <td>1208.0</td>\n",
1062 " <td>1610.0</td>\n",
1063 " <td>1197.0</td>\n",
1064 " <td>1187.0</td>\n",
1065 " <td>1381</td>\n",
1066 " </tr>\n",
1067 " <tr>\n",
1068 " <th>5</th>\n",
1069 " <td>1188</td>\n",
1070 " <td>1206.0</td>\n",
1071 " <td>1369.0</td>\n",
1072 " <td>1332.0</td>\n",
1073 " <td>1205.0</td>\n",
1074 " <td>1286</td>\n",
1075 " </tr>\n",
1076 " <tr>\n",
1077 " <th>6</th>\n",
1078 " <td>1216</td>\n",
1079 " <td>1243.0</td>\n",
1080 " <td>1265.0</td>\n",
1081 " <td>1200.0</td>\n",
1082 " <td>1217.0</td>\n",
1083 " <td>1344</td>\n",
1084 " </tr>\n",
1085 " <tr>\n",
1086 " <th>7</th>\n",
1087 " <td>1162</td>\n",
1088 " <td>1181.0</td>\n",
1089 " <td>1315.0</td>\n",
1090 " <td>1231.0</td>\n",
1091 " <td>1209.0</td>\n",
1092 " <td>1360</td>\n",
1093 " </tr>\n",
1094 " <tr>\n",
1095 " <th>8</th>\n",
1096 " <td>1162</td>\n",
1097 " <td>1245.0</td>\n",
1098 " <td>1245.0</td>\n",
1099 " <td>1185.0</td>\n",
1100 " <td>1239.0</td>\n",
1101 " <td>1320</td>\n",
1102 " </tr>\n",
1103 " <tr>\n",
1104 " <th>9</th>\n",
1105 " <td>1171</td>\n",
1106 " <td>1125.0</td>\n",
1107 " <td>1022.0</td>\n",
1108 " <td>1219.0</td>\n",
1109 " <td>1150.0</td>\n",
1110 " <td>1308</td>\n",
1111 " </tr>\n",
1112 " <tr>\n",
1113 " <th>10</th>\n",
1114 " <td>1208</td>\n",
1115 " <td>1156.0</td>\n",
1116 " <td>1475.0</td>\n",
1117 " <td>1146.0</td>\n",
1118 " <td>1174.0</td>\n",
1119 " <td>1192</td>\n",
1120 " </tr>\n",
1121 " <tr>\n",
1122 " <th>11</th>\n",
1123 " <td>1156</td>\n",
1124 " <td>1108.0</td>\n",
1125 " <td>1220.0</td>\n",
1126 " <td>1141.0</td>\n",
1127 " <td>1175.0</td>\n",
1128 " <td>1201</td>\n",
1129 " </tr>\n",
1130 " <tr>\n",
1131 " <th>12</th>\n",
1132 " <td>1196</td>\n",
1133 " <td>1101.0</td>\n",
1134 " <td>1158.0</td>\n",
1135 " <td>1152.0</td>\n",
1136 " <td>1042.0</td>\n",
1137 " <td>1149</td>\n",
1138 " </tr>\n",
1139 " <tr>\n",
1140 " <th>13</th>\n",
1141 " <td>1079</td>\n",
1142 " <td>1086.0</td>\n",
1143 " <td>1050.0</td>\n",
1144 " <td>1112.0</td>\n",
1145 " <td>1172.0</td>\n",
1146 " <td>1171</td>\n",
1147 " </tr>\n",
1148 " <tr>\n",
1149 " <th>14</th>\n",
1150 " <td>1744</td>\n",
1151 " <td>1032.0</td>\n",
1152 " <td>1192.0</td>\n",
1153 " <td>1060.0</td>\n",
1154 " <td>1166.0</td>\n",
1155 " <td>1042</td>\n",
1156 " </tr>\n",
1157 " <tr>\n",
1158 " <th>15</th>\n",
1159 " <td>1978</td>\n",
1160 " <td>1069.0</td>\n",
1161 " <td>1192.0</td>\n",
1162 " <td>998.0</td>\n",
1163 " <td>1048.0</td>\n",
1164 " <td>1192</td>\n",
1165 " </tr>\n",
1166 " <tr>\n",
1167 " <th>16</th>\n",
1168 " <td>1916</td>\n",
1169 " <td>902.0</td>\n",
1170 " <td>1136.0</td>\n",
1171 " <td>1111.0</td>\n",
1172 " <td>1092.0</td>\n",
1173 " <td>1095</td>\n",
1174 " </tr>\n",
1175 " <tr>\n",
1176 " <th>17</th>\n",
1177 " <td>1836</td>\n",
1178 " <td>1121.0</td>\n",
1179 " <td>1008.0</td>\n",
1180 " <td>1121.0</td>\n",
1181 " <td>1076.0</td>\n",
1182 " <td>1108</td>\n",
1183 " </tr>\n",
1184 " <tr>\n",
1185 " <th>18</th>\n",
1186 " <td>1679</td>\n",
1187 " <td>1131.0</td>\n",
1188 " <td>1093.0</td>\n",
1189 " <td>1050.0</td>\n",
1190 " <td>1006.0</td>\n",
1191 " <td>1117</td>\n",
1192 " </tr>\n",
1193 " <tr>\n",
1194 " <th>19</th>\n",
1195 " <td>1435</td>\n",
1196 " <td>1018.0</td>\n",
1197 " <td>967.0</td>\n",
1198 " <td>1119.0</td>\n",
1199 " <td>1047.0</td>\n",
1200 " <td>1020</td>\n",
1201 " </tr>\n",
1202 " <tr>\n",
1203 " <th>20</th>\n",
1204 " <td>1421</td>\n",
1205 " <td>1115.0</td>\n",
1206 " <td>977.0</td>\n",
1207 " <td>1115.0</td>\n",
1208 " <td>1010.0</td>\n",
1209 " <td>1103</td>\n",
1210 " </tr>\n",
1211 " <tr>\n",
1212 " <th>21</th>\n",
1213 " <td>1226</td>\n",
1214 " <td>1061.0</td>\n",
1215 " <td>1070.0</td>\n",
1216 " <td>1063.0</td>\n",
1217 " <td>994.0</td>\n",
1218 " <td>1039</td>\n",
1219 " </tr>\n",
1220 " <tr>\n",
1221 " <th>22</th>\n",
1222 " <td>1125</td>\n",
1223 " <td>1029.0</td>\n",
1224 " <td>998.0</td>\n",
1225 " <td>1015.0</td>\n",
1226 " <td>999.0</td>\n",
1227 " <td>1043</td>\n",
1228 " </tr>\n",
1229 " <tr>\n",
1230 " <th>23</th>\n",
1231 " <td>1093</td>\n",
1232 " <td>1042.0</td>\n",
1233 " <td>1033.0</td>\n",
1234 " <td>1076.0</td>\n",
1235 " <td>1023.0</td>\n",
1236 " <td>1106</td>\n",
1237 " </tr>\n",
1238 " <tr>\n",
1239 " <th>24</th>\n",
1240 " <td>1034</td>\n",
1241 " <td>1028.0</td>\n",
1242 " <td>915.0</td>\n",
1243 " <td>1031.0</td>\n",
1244 " <td>988.0</td>\n",
1245 " <td>1038</td>\n",
1246 " </tr>\n",
1247 " <tr>\n",
1248 " <th>25</th>\n",
1249 " <td>1065</td>\n",
1250 " <td>1053.0</td>\n",
1251 " <td>993.0</td>\n",
1252 " <td>1032.0</td>\n",
1253 " <td>994.0</td>\n",
1254 " <td>1025</td>\n",
1255 " </tr>\n",
1256 " <tr>\n",
1257 " <th>26</th>\n",
1258 " <td>1008</td>\n",
1259 " <td>1051.0</td>\n",
1260 " <td>1046.0</td>\n",
1261 " <td>994.0</td>\n",
1262 " <td>1007.0</td>\n",
1263 " <td>1032</td>\n",
1264 " </tr>\n",
1265 " <tr>\n",
1266 " <th>27</th>\n",
1267 " <td>983</td>\n",
1268 " <td>981.0</td>\n",
1269 " <td>1041.0</td>\n",
1270 " <td>1040.0</td>\n",
1271 " <td>988.0</td>\n",
1272 " <td>1040</td>\n",
1273 " </tr>\n",
1274 " <tr>\n",
1275 " <th>28</th>\n",
1276 " <td>976</td>\n",
1277 " <td>1077.0</td>\n",
1278 " <td>1002.0</td>\n",
1279 " <td>1014.0</td>\n",
1280 " <td>1022.0</td>\n",
1281 " <td>1011</td>\n",
1282 " </tr>\n",
1283 " <tr>\n",
1284 " <th>29</th>\n",
1285 " <td>1033</td>\n",
1286 " <td>964.0</td>\n",
1287 " <td>928.0</td>\n",
1288 " <td>1025.0</td>\n",
1289 " <td>1041.0</td>\n",
1290 " <td>1023</td>\n",
1291 " </tr>\n",
1292 " <tr>\n",
1293 " <th>30</th>\n",
1294 " <td>961</td>\n",
1295 " <td>1041.0</td>\n",
1296 " <td>933.0</td>\n",
1297 " <td>978.0</td>\n",
1298 " <td>979.0</td>\n",
1299 " <td>956</td>\n",
1300 " </tr>\n",
1301 " <tr>\n",
1302 " <th>31</th>\n",
1303 " <td>1043</td>\n",
1304 " <td>1020.0</td>\n",
1305 " <td>969.0</td>\n",
1306 " <td>1011.0</td>\n",
1307 " <td>987.0</td>\n",
1308 " <td>985</td>\n",
1309 " </tr>\n",
1310 " <tr>\n",
1311 " <th>32</th>\n",
1312 " <td>1011</td>\n",
1313 " <td>1018.0</td>\n",
1314 " <td>953.0</td>\n",
1315 " <td>1002.0</td>\n",
1316 " <td>997.0</td>\n",
1317 " <td>1043</td>\n",
1318 " </tr>\n",
1319 " <tr>\n",
1320 " <th>33</th>\n",
1321 " <td>922</td>\n",
1322 " <td>1028.0</td>\n",
1323 " <td>978.0</td>\n",
1324 " <td>1004.0</td>\n",
1325 " <td>982.0</td>\n",
1326 " <td>969</td>\n",
1327 " </tr>\n",
1328 " <tr>\n",
1329 " <th>34</th>\n",
1330 " <td>1046</td>\n",
1331 " <td>1011.0</td>\n",
1332 " <td>941.0</td>\n",
1333 " <td>1045.0</td>\n",
1334 " <td>1017.0</td>\n",
1335 " <td>982</td>\n",
1336 " </tr>\n",
1337 " <tr>\n",
1338 " <th>35</th>\n",
1339 " <td>1029</td>\n",
1340 " <td>1013.0</td>\n",
1341 " <td>930.0</td>\n",
1342 " <td>980.0</td>\n",
1343 " <td>1039.0</td>\n",
1344 " <td>954</td>\n",
1345 " </tr>\n",
1346 " <tr>\n",
1347 " <th>36</th>\n",
1348 " <td>1050</td>\n",
1349 " <td>980.0</td>\n",
1350 " <td>970.0</td>\n",
1351 " <td>1006.0</td>\n",
1352 " <td>1007.0</td>\n",
1353 " <td>977</td>\n",
1354 " </tr>\n",
1355 " <tr>\n",
1356 " <th>37</th>\n",
1357 " <td>1069</td>\n",
1358 " <td>1074.0</td>\n",
1359 " <td>1020.0</td>\n",
1360 " <td>972.0</td>\n",
1361 " <td>983.0</td>\n",
1362 " <td>991</td>\n",
1363 " </tr>\n",
1364 " <tr>\n",
1365 " <th>38</th>\n",
1366 " <td>952</td>\n",
1367 " <td>1071.0</td>\n",
1368 " <td>946.0</td>\n",
1369 " <td>1049.0</td>\n",
1370 " <td>966.0</td>\n",
1371 " <td>1001</td>\n",
1372 " </tr>\n",
1373 " <tr>\n",
1374 " <th>39</th>\n",
1375 " <td>933</td>\n",
1376 " <td>1142.0</td>\n",
1377 " <td>1015.0</td>\n",
1378 " <td>1056.0</td>\n",
1379 " <td>1009.0</td>\n",
1380 " <td>1010</td>\n",
1381 " </tr>\n",
1382 " <tr>\n",
1383 " <th>40</th>\n",
1384 " <td>1195</td>\n",
1385 " <td>1051.0</td>\n",
1386 " <td>1042.0</td>\n",
1387 " <td>1016.0</td>\n",
1388 " <td>1072.0</td>\n",
1389 " <td>1008</td>\n",
1390 " </tr>\n",
1391 " <tr>\n",
1392 " <th>41</th>\n",
1393 " <td>1071</td>\n",
1394 " <td>1143.0</td>\n",
1395 " <td>1081.0</td>\n",
1396 " <td>1133.0</td>\n",
1397 " <td>1009.0</td>\n",
1398 " <td>1028</td>\n",
1399 " </tr>\n",
1400 " <tr>\n",
1401 " <th>42</th>\n",
1402 " <td>1131</td>\n",
1403 " <td>1153.0</td>\n",
1404 " <td>1031.0</td>\n",
1405 " <td>1067.0</td>\n",
1406 " <td>1070.0</td>\n",
1407 " <td>989</td>\n",
1408 " </tr>\n",
1409 " <tr>\n",
1410 " <th>43</th>\n",
1411 " <td>1187</td>\n",
1412 " <td>1115.0</td>\n",
1413 " <td>1019.0</td>\n",
1414 " <td>1095.0</td>\n",
1415 " <td>1052.0</td>\n",
1416 " <td>981</td>\n",
1417 " </tr>\n",
1418 " <tr>\n",
1419 " <th>44</th>\n",
1420 " <td>1262</td>\n",
1421 " <td>1101.0</td>\n",
1422 " <td>1085.0</td>\n",
1423 " <td>1062.0</td>\n",
1424 " <td>1032.0</td>\n",
1425 " <td>1116</td>\n",
1426 " </tr>\n",
1427 " <tr>\n",
1428 " <th>45</th>\n",
1429 " <td>1250</td>\n",
1430 " <td>1184.0</td>\n",
1431 " <td>1144.0</td>\n",
1432 " <td>1126.0</td>\n",
1433 " <td>1043.0</td>\n",
1434 " <td>1028</td>\n",
1435 " </tr>\n",
1436 " <tr>\n",
1437 " <th>46</th>\n",
1438 " <td>1138</td>\n",
1439 " <td>1160.0</td>\n",
1440 " <td>1084.0</td>\n",
1441 " <td>1175.0</td>\n",
1442 " <td>1174.0</td>\n",
1443 " <td>1103</td>\n",
1444 " </tr>\n",
1445 " <tr>\n",
1446 " <th>47</th>\n",
1447 " <td>1360</td>\n",
1448 " <td>1229.0</td>\n",
1449 " <td>1058.0</td>\n",
1450 " <td>1178.0</td>\n",
1451 " <td>1132.0</td>\n",
1452 " <td>1054</td>\n",
1453 " </tr>\n",
1454 " <tr>\n",
1455 " <th>48</th>\n",
1456 " <td>1328</td>\n",
1457 " <td>1163.0</td>\n",
1458 " <td>1062.0</td>\n",
1459 " <td>1153.0</td>\n",
1460 " <td>1159.0</td>\n",
1461 " <td>1115</td>\n",
1462 " </tr>\n",
1463 " <tr>\n",
1464 " <th>49</th>\n",
1465 " <td>1296</td>\n",
1466 " <td>1108.0</td>\n",
1467 " <td>1076.0</td>\n",
1468 " <td>1237.0</td>\n",
1469 " <td>1188.0</td>\n",
1470 " <td>1089</td>\n",
1471 " </tr>\n",
1472 " <tr>\n",
1473 " <th>50</th>\n",
1474 " <td>1284</td>\n",
1475 " <td>1312.0</td>\n",
1476 " <td>1212.0</td>\n",
1477 " <td>1335.0</td>\n",
1478 " <td>1219.0</td>\n",
1479 " <td>1101</td>\n",
1480 " </tr>\n",
1481 " <tr>\n",
1482 " <th>51</th>\n",
1483 " <td>1297</td>\n",
1484 " <td>1277.0</td>\n",
1485 " <td>1216.0</td>\n",
1486 " <td>1437.0</td>\n",
1487 " <td>1284.0</td>\n",
1488 " <td>1146</td>\n",
1489 " </tr>\n",
1490 " <tr>\n",
1491 " <th>52</th>\n",
1492 " <td>1205</td>\n",
1493 " <td>1000.0</td>\n",
1494 " <td>1058.0</td>\n",
1495 " <td>1168.0</td>\n",
1496 " <td>1133.0</td>\n",
1497 " <td>944</td>\n",
1498 " </tr>\n",
1499 " <tr>\n",
1500 " <th>53</th>\n",
1501 " <td>1178</td>\n",
1502 " <td>NaN</td>\n",
1503 " <td>NaN</td>\n",
1504 " <td>NaN</td>\n",
1505 " <td>NaN</td>\n",
1506 " <td>1018</td>\n",
1507 " </tr>\n",
1508 " </tbody>\n",
1509 "</table>\n",
1510 "</div>"
1511 ],
1512 "text/plain": [
1513 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
1514 "1 1161 1104.0 1531.0 1205.0 1394.0 1146\n",
1515 "2 1567 1507.0 1899.0 1379.0 1305.0 1708\n",
1516 "3 1322 1353.0 1629.0 1224.0 1215.0 1489\n",
1517 "4 1226 1208.0 1610.0 1197.0 1187.0 1381\n",
1518 "5 1188 1206.0 1369.0 1332.0 1205.0 1286\n",
1519 "6 1216 1243.0 1265.0 1200.0 1217.0 1344\n",
1520 "7 1162 1181.0 1315.0 1231.0 1209.0 1360\n",
1521 "8 1162 1245.0 1245.0 1185.0 1239.0 1320\n",
1522 "9 1171 1125.0 1022.0 1219.0 1150.0 1308\n",
1523 "10 1208 1156.0 1475.0 1146.0 1174.0 1192\n",
1524 "11 1156 1108.0 1220.0 1141.0 1175.0 1201\n",
1525 "12 1196 1101.0 1158.0 1152.0 1042.0 1149\n",
1526 "13 1079 1086.0 1050.0 1112.0 1172.0 1171\n",
1527 "14 1744 1032.0 1192.0 1060.0 1166.0 1042\n",
1528 "15 1978 1069.0 1192.0 998.0 1048.0 1192\n",
1529 "16 1916 902.0 1136.0 1111.0 1092.0 1095\n",
1530 "17 1836 1121.0 1008.0 1121.0 1076.0 1108\n",
1531 "18 1679 1131.0 1093.0 1050.0 1006.0 1117\n",
1532 "19 1435 1018.0 967.0 1119.0 1047.0 1020\n",
1533 "20 1421 1115.0 977.0 1115.0 1010.0 1103\n",
1534 "21 1226 1061.0 1070.0 1063.0 994.0 1039\n",
1535 "22 1125 1029.0 998.0 1015.0 999.0 1043\n",
1536 "23 1093 1042.0 1033.0 1076.0 1023.0 1106\n",
1537 "24 1034 1028.0 915.0 1031.0 988.0 1038\n",
1538 "25 1065 1053.0 993.0 1032.0 994.0 1025\n",
1539 "26 1008 1051.0 1046.0 994.0 1007.0 1032\n",
1540 "27 983 981.0 1041.0 1040.0 988.0 1040\n",
1541 "28 976 1077.0 1002.0 1014.0 1022.0 1011\n",
1542 "29 1033 964.0 928.0 1025.0 1041.0 1023\n",
1543 "30 961 1041.0 933.0 978.0 979.0 956\n",
1544 "31 1043 1020.0 969.0 1011.0 987.0 985\n",
1545 "32 1011 1018.0 953.0 1002.0 997.0 1043\n",
1546 "33 922 1028.0 978.0 1004.0 982.0 969\n",
1547 "34 1046 1011.0 941.0 1045.0 1017.0 982\n",
1548 "35 1029 1013.0 930.0 980.0 1039.0 954\n",
1549 "36 1050 980.0 970.0 1006.0 1007.0 977\n",
1550 "37 1069 1074.0 1020.0 972.0 983.0 991\n",
1551 "38 952 1071.0 946.0 1049.0 966.0 1001\n",
1552 "39 933 1142.0 1015.0 1056.0 1009.0 1010\n",
1553 "40 1195 1051.0 1042.0 1016.0 1072.0 1008\n",
1554 "41 1071 1143.0 1081.0 1133.0 1009.0 1028\n",
1555 "42 1131 1153.0 1031.0 1067.0 1070.0 989\n",
1556 "43 1187 1115.0 1019.0 1095.0 1052.0 981\n",
1557 "44 1262 1101.0 1085.0 1062.0 1032.0 1116\n",
1558 "45 1250 1184.0 1144.0 1126.0 1043.0 1028\n",
1559 "46 1138 1160.0 1084.0 1175.0 1174.0 1103\n",
1560 "47 1360 1229.0 1058.0 1178.0 1132.0 1054\n",
1561 "48 1328 1163.0 1062.0 1153.0 1159.0 1115\n",
1562 "49 1296 1108.0 1076.0 1237.0 1188.0 1089\n",
1563 "50 1284 1312.0 1212.0 1335.0 1219.0 1101\n",
1564 "51 1297 1277.0 1216.0 1437.0 1284.0 1146\n",
1565 "52 1205 1000.0 1058.0 1168.0 1133.0 944\n",
1566 "53 1178 NaN NaN NaN NaN 1018"
1567 ]
1568 },
1569 "execution_count": 11,
1570 "metadata": {},
1571 "output_type": "execute_result"
1572 }
1573 ],
1574 "source": [
1575 "deaths_headlines_s = raw_data_s[reversed('2015 2016 2017 2018 2019 2020'.split())]\n",
1576 "deaths_headlines_s.columns = ['total_' + c for c in deaths_headlines_s.columns]\n",
1577 "deaths_headlines_s.reset_index(drop=True, inplace=True)\n",
1578 "deaths_headlines_s.index = deaths_headlines_s.index + 1\n",
1579 "deaths_headlines_s"
1580 ]
1581 },
1582 {
1583 "cell_type": "code",
1584 "execution_count": null,
1585 "metadata": {
1586 "Collapsed": "false"
1587 },
1588 "outputs": [],
1589 "source": []
1590 },
1591 {
1592 "cell_type": "code",
1593 "execution_count": 12,
1594 "metadata": {
1595 "Collapsed": "false",
1596 "scrolled": true
1597 },
1598 "outputs": [
1599 {
1600 "data": {
1601 "text/html": [
1602 "<div>\n",
1603 "<style scoped>\n",
1604 " .dataframe tbody tr th:only-of-type {\n",
1605 " vertical-align: middle;\n",
1606 " }\n",
1607 "\n",
1608 " .dataframe tbody tr th {\n",
1609 " vertical-align: top;\n",
1610 " }\n",
1611 "\n",
1612 " .dataframe thead th {\n",
1613 " text-align: right;\n",
1614 " }\n",
1615 "</style>\n",
1616 "<table border=\"1\" class=\"dataframe\">\n",
1617 " <thead>\n",
1618 " <tr style=\"text-align: right;\">\n",
1619 " <th></th>\n",
1620 " <th>NaN</th>\n",
1621 " <th>NaN</th>\n",
1622 " <th>NaN</th>\n",
1623 " <th>NaN</th>\n",
1624 " <th>NaN</th>\n",
1625 " <th>NaN</th>\n",
1626 " <th>NaN</th>\n",
1627 " <th>NaN</th>\n",
1628 " <th>NaN</th>\n",
1629 " <th>NaN</th>\n",
1630 " <th>...</th>\n",
1631 " <th>North East</th>\n",
1632 " <th>North West</th>\n",
1633 " <th>Yorkshire and The Humber</th>\n",
1634 " <th>East Midlands</th>\n",
1635 " <th>West Midlands</th>\n",
1636 " <th>East</th>\n",
1637 " <th>London</th>\n",
1638 " <th>South East</th>\n",
1639 " <th>South West</th>\n",
1640 " <th>Wales</th>\n",
1641 " </tr>\n",
1642 " </thead>\n",
1643 " <tbody>\n",
1644 " <tr>\n",
1645 " <th>Week number</th>\n",
1646 " <td>Week ended</td>\n",
1647 " <td>NaN</td>\n",
1648 " <td>NaN</td>\n",
1649 " <td>Total deaths, all ages</td>\n",
1650 " <td>Total deaths: average of corresponding</td>\n",
1651 " <td>week over the previous 5 years 1, 10, 11 (Engl...</td>\n",
1652 " <td>Total deaths: average of corresponding</td>\n",
1653 " <td>week over the previous 5 years 1, 10, 11 (Engl...</td>\n",
1654 " <td>Total deaths: average of corresponding</td>\n",
1655 " <td>week over the previous 5 years 1, 10, 11 (Wales)</td>\n",
1656 " <td>...</td>\n",
1657 " <td>E12000001</td>\n",
1658 " <td>E12000002</td>\n",
1659 " <td>E12000003</td>\n",
1660 " <td>E12000004</td>\n",
1661 " <td>E12000005</td>\n",
1662 " <td>E12000006</td>\n",
1663 " <td>E12000007</td>\n",
1664 " <td>E12000008</td>\n",
1665 " <td>E12000009</td>\n",
1666 " <td>W92000004</td>\n",
1667 " </tr>\n",
1668 " <tr>\n",
1669 " <th>1</th>\n",
1670 " <td>2020-01-03 00:00:00</td>\n",
1671 " <td>NaN</td>\n",
1672 " <td>NaN</td>\n",
1673 " <td>12254</td>\n",
1674 " <td>NaN</td>\n",
1675 " <td>12175</td>\n",
1676 " <td>NaN</td>\n",
1677 " <td>11412</td>\n",
1678 " <td>NaN</td>\n",
1679 " <td>756</td>\n",
1680 " <td>...</td>\n",
1681 " <td>673</td>\n",
1682 " <td>1806</td>\n",
1683 " <td>1240</td>\n",
1684 " <td>1060</td>\n",
1685 " <td>1349</td>\n",
1686 " <td>1162</td>\n",
1687 " <td>1113</td>\n",
1688 " <td>1814</td>\n",
1689 " <td>1225</td>\n",
1690 " <td>787</td>\n",
1691 " </tr>\n",
1692 " <tr>\n",
1693 " <th>2</th>\n",
1694 " <td>2020-01-10 00:00:00</td>\n",
1695 " <td>NaN</td>\n",
1696 " <td>NaN</td>\n",
1697 " <td>14058</td>\n",
1698 " <td>NaN</td>\n",
1699 " <td>13822</td>\n",
1700 " <td>NaN</td>\n",
1701 " <td>12933</td>\n",
1702 " <td>NaN</td>\n",
1703 " <td>856</td>\n",
1704 " <td>...</td>\n",
1705 " <td>707</td>\n",
1706 " <td>1932</td>\n",
1707 " <td>1339</td>\n",
1708 " <td>1195</td>\n",
1709 " <td>1450</td>\n",
1710 " <td>1573</td>\n",
1711 " <td>1272</td>\n",
1712 " <td>2132</td>\n",
1713 " <td>1487</td>\n",
1714 " <td>939</td>\n",
1715 " </tr>\n",
1716 " <tr>\n",
1717 " <th>3</th>\n",
1718 " <td>2020-01-17 00:00:00</td>\n",
1719 " <td>NaN</td>\n",
1720 " <td>NaN</td>\n",
1721 " <td>12990</td>\n",
1722 " <td>NaN</td>\n",
1723 " <td>13216</td>\n",
1724 " <td>NaN</td>\n",
1725 " <td>12370</td>\n",
1726 " <td>NaN</td>\n",
1727 " <td>812</td>\n",
1728 " <td>...</td>\n",
1729 " <td>647</td>\n",
1730 " <td>1696</td>\n",
1731 " <td>1278</td>\n",
1732 " <td>1106</td>\n",
1733 " <td>1407</td>\n",
1734 " <td>1457</td>\n",
1735 " <td>1073</td>\n",
1736 " <td>2064</td>\n",
1737 " <td>1466</td>\n",
1738 " <td>767</td>\n",
1739 " </tr>\n",
1740 " <tr>\n",
1741 " <th>4</th>\n",
1742 " <td>2020-01-24 00:00:00</td>\n",
1743 " <td>NaN</td>\n",
1744 " <td>NaN</td>\n",
1745 " <td>11856</td>\n",
1746 " <td>NaN</td>\n",
1747 " <td>12760</td>\n",
1748 " <td>NaN</td>\n",
1749 " <td>11933</td>\n",
1750 " <td>NaN</td>\n",
1751 " <td>802</td>\n",
1752 " <td>...</td>\n",
1753 " <td>612</td>\n",
1754 " <td>1529</td>\n",
1755 " <td>1187</td>\n",
1756 " <td>1024</td>\n",
1757 " <td>1231</td>\n",
1758 " <td>1410</td>\n",
1759 " <td>1028</td>\n",
1760 " <td>1833</td>\n",
1761 " <td>1253</td>\n",
1762 " <td>723</td>\n",
1763 " </tr>\n",
1764 " <tr>\n",
1765 " <th>5</th>\n",
1766 " <td>2020-01-31 00:00:00</td>\n",
1767 " <td>NaN</td>\n",
1768 " <td>NaN</td>\n",
1769 " <td>11612</td>\n",
1770 " <td>NaN</td>\n",
1771 " <td>12206</td>\n",
1772 " <td>NaN</td>\n",
1773 " <td>11419</td>\n",
1774 " <td>NaN</td>\n",
1775 " <td>760</td>\n",
1776 " <td>...</td>\n",
1777 " <td>561</td>\n",
1778 " <td>1461</td>\n",
1779 " <td>1136</td>\n",
1780 " <td>1015</td>\n",
1781 " <td>1262</td>\n",
1782 " <td>1286</td>\n",
1783 " <td>1092</td>\n",
1784 " <td>1820</td>\n",
1785 " <td>1233</td>\n",
1786 " <td>727</td>\n",
1787 " </tr>\n",
1788 " <tr>\n",
1789 " <th>6</th>\n",
1790 " <td>2020-02-07 00:00:00</td>\n",
1791 " <td>NaN</td>\n",
1792 " <td>NaN</td>\n",
1793 " <td>10986</td>\n",
1794 " <td>NaN</td>\n",
1795 " <td>11925</td>\n",
1796 " <td>NaN</td>\n",
1797 " <td>11154</td>\n",
1798 " <td>NaN</td>\n",
1799 " <td>729</td>\n",
1800 " <td>...</td>\n",
1801 " <td>564</td>\n",
1802 " <td>1529</td>\n",
1803 " <td>1072</td>\n",
1804 " <td>922</td>\n",
1805 " <td>1052</td>\n",
1806 " <td>1259</td>\n",
1807 " <td>987</td>\n",
1808 " <td>1729</td>\n",
1809 " <td>1157</td>\n",
1810 " <td>690</td>\n",
1811 " </tr>\n",
1812 " <tr>\n",
1813 " <th>7</th>\n",
1814 " <td>2020-02-14 00:00:00</td>\n",
1815 " <td>NaN</td>\n",
1816 " <td>NaN</td>\n",
1817 " <td>10944</td>\n",
1818 " <td>NaN</td>\n",
1819 " <td>11627</td>\n",
1820 " <td>NaN</td>\n",
1821 " <td>10876</td>\n",
1822 " <td>NaN</td>\n",
1823 " <td>722</td>\n",
1824 " <td>...</td>\n",
1825 " <td>573</td>\n",
1826 " <td>1427</td>\n",
1827 " <td>1059</td>\n",
1828 " <td>976</td>\n",
1829 " <td>1159</td>\n",
1830 " <td>1172</td>\n",
1831 " <td>967</td>\n",
1832 " <td>1688</td>\n",
1833 " <td>1169</td>\n",
1834 " <td>728</td>\n",
1835 " </tr>\n",
1836 " <tr>\n",
1837 " <th>8</th>\n",
1838 " <td>2020-02-21 00:00:00</td>\n",
1839 " <td>NaN</td>\n",
1840 " <td>NaN</td>\n",
1841 " <td>10841</td>\n",
1842 " <td>NaN</td>\n",
1843 " <td>11548</td>\n",
1844 " <td>NaN</td>\n",
1845 " <td>10790</td>\n",
1846 " <td>NaN</td>\n",
1847 " <td>724</td>\n",
1848 " <td>...</td>\n",
1849 " <td>539</td>\n",
1850 " <td>1477</td>\n",
1851 " <td>1087</td>\n",
1852 " <td>924</td>\n",
1853 " <td>1116</td>\n",
1854 " <td>1167</td>\n",
1855 " <td>1032</td>\n",
1856 " <td>1675</td>\n",
1857 " <td>1118</td>\n",
1858 " <td>679</td>\n",
1859 " </tr>\n",
1860 " <tr>\n",
1861 " <th>9</th>\n",
1862 " <td>2020-02-28 00:00:00</td>\n",
1863 " <td>NaN</td>\n",
1864 " <td>NaN</td>\n",
1865 " <td>10816</td>\n",
1866 " <td>NaN</td>\n",
1867 " <td>11183</td>\n",
1868 " <td>NaN</td>\n",
1869 " <td>10448</td>\n",
1870 " <td>NaN</td>\n",
1871 " <td>698</td>\n",
1872 " <td>...</td>\n",
1873 " <td>572</td>\n",
1874 " <td>1476</td>\n",
1875 " <td>1078</td>\n",
1876 " <td>919</td>\n",
1877 " <td>1174</td>\n",
1878 " <td>1115</td>\n",
1879 " <td>1085</td>\n",
1880 " <td>1587</td>\n",
1881 " <td>1133</td>\n",
1882 " <td>651</td>\n",
1883 " </tr>\n",
1884 " <tr>\n",
1885 " <th>10</th>\n",
1886 " <td>2020-03-06 00:00:00</td>\n",
1887 " <td>NaN</td>\n",
1888 " <td>NaN</td>\n",
1889 " <td>10895</td>\n",
1890 " <td>NaN</td>\n",
1891 " <td>11498</td>\n",
1892 " <td>NaN</td>\n",
1893 " <td>10745</td>\n",
1894 " <td>NaN</td>\n",
1895 " <td>720</td>\n",
1896 " <td>...</td>\n",
1897 " <td>568</td>\n",
1898 " <td>1490</td>\n",
1899 " <td>1112</td>\n",
1900 " <td>930</td>\n",
1901 " <td>1098</td>\n",
1902 " <td>1149</td>\n",
1903 " <td>982</td>\n",
1904 " <td>1726</td>\n",
1905 " <td>1170</td>\n",
1906 " <td>652</td>\n",
1907 " </tr>\n",
1908 " <tr>\n",
1909 " <th>11</th>\n",
1910 " <td>2020-03-13 00:00:00</td>\n",
1911 " <td>NaN</td>\n",
1912 " <td>NaN</td>\n",
1913 " <td>11019</td>\n",
1914 " <td>NaN</td>\n",
1915 " <td>11205</td>\n",
1916 " <td>NaN</td>\n",
1917 " <td>10447</td>\n",
1918 " <td>NaN</td>\n",
1919 " <td>727</td>\n",
1920 " <td>...</td>\n",
1921 " <td>590</td>\n",
1922 " <td>1472</td>\n",
1923 " <td>1053</td>\n",
1924 " <td>915</td>\n",
1925 " <td>1187</td>\n",
1926 " <td>1211</td>\n",
1927 " <td>964</td>\n",
1928 " <td>1751</td>\n",
1929 " <td>1174</td>\n",
1930 " <td>675</td>\n",
1931 " </tr>\n",
1932 " <tr>\n",
1933 " <th>12</th>\n",
1934 " <td>2020-03-20 00:00:00</td>\n",
1935 " <td>NaN</td>\n",
1936 " <td>NaN</td>\n",
1937 " <td>10645</td>\n",
1938 " <td>NaN</td>\n",
1939 " <td>10573</td>\n",
1940 " <td>NaN</td>\n",
1941 " <td>9841</td>\n",
1942 " <td>NaN</td>\n",
1943 " <td>677</td>\n",
1944 " <td>...</td>\n",
1945 " <td>522</td>\n",
1946 " <td>1443</td>\n",
1947 " <td>1012</td>\n",
1948 " <td>947</td>\n",
1949 " <td>1115</td>\n",
1950 " <td>1043</td>\n",
1951 " <td>1008</td>\n",
1952 " <td>1657</td>\n",
1953 " <td>1156</td>\n",
1954 " <td>719</td>\n",
1955 " </tr>\n",
1956 " <tr>\n",
1957 " <th>13</th>\n",
1958 " <td>2020-03-27 00:00:00</td>\n",
1959 " <td>NaN</td>\n",
1960 " <td>NaN</td>\n",
1961 " <td>11141</td>\n",
1962 " <td>NaN</td>\n",
1963 " <td>10130</td>\n",
1964 " <td>NaN</td>\n",
1965 " <td>9414</td>\n",
1966 " <td>NaN</td>\n",
1967 " <td>665</td>\n",
1968 " <td>...</td>\n",
1969 " <td>542</td>\n",
1970 " <td>1538</td>\n",
1971 " <td>982</td>\n",
1972 " <td>922</td>\n",
1973 " <td>1035</td>\n",
1974 " <td>1182</td>\n",
1975 " <td>1297</td>\n",
1976 " <td>1822</td>\n",
1977 " <td>1092</td>\n",
1978 " <td>719</td>\n",
1979 " </tr>\n",
1980 " <tr>\n",
1981 " <th>14</th>\n",
1982 " <td>2020-04-03 00:00:00</td>\n",
1983 " <td>NaN</td>\n",
1984 " <td>NaN</td>\n",
1985 " <td>16387</td>\n",
1986 " <td>NaN</td>\n",
1987 " <td>10305</td>\n",
1988 " <td>NaN</td>\n",
1989 " <td>9601</td>\n",
1990 " <td>NaN</td>\n",
1991 " <td>667</td>\n",
1992 " <td>...</td>\n",
1993 " <td>770</td>\n",
1994 " <td>2137</td>\n",
1995 " <td>1436</td>\n",
1996 " <td>1246</td>\n",
1997 " <td>1812</td>\n",
1998 " <td>1717</td>\n",
1999 " <td>2511</td>\n",
2000 " <td>2294</td>\n",
2001 " <td>1520</td>\n",
2002 " <td>920</td>\n",
2003 " </tr>\n",
2004 " <tr>\n",
2005 " <th>15</th>\n",
2006 " <td>2020-04-10 00:00:00</td>\n",
2007 " <td>NaN</td>\n",
2008 " <td>NaN</td>\n",
2009 " <td>18516</td>\n",
2010 " <td>NaN</td>\n",
2011 " <td>10520</td>\n",
2012 " <td>NaN</td>\n",
2013 " <td>9807</td>\n",
2014 " <td>NaN</td>\n",
2015 " <td>671</td>\n",
2016 " <td>...</td>\n",
2017 " <td>849</td>\n",
2018 " <td>2597</td>\n",
2019 " <td>1503</td>\n",
2020 " <td>1452</td>\n",
2021 " <td>2182</td>\n",
2022 " <td>1984</td>\n",
2023 " <td>2832</td>\n",
2024 " <td>2604</td>\n",
2025 " <td>1560</td>\n",
2026 " <td>928</td>\n",
2027 " </tr>\n",
2028 " <tr>\n",
2029 " <th>16</th>\n",
2030 " <td>2020-04-17 00:00:00</td>\n",
2031 " <td>NaN</td>\n",
2032 " <td>NaN</td>\n",
2033 " <td>22351</td>\n",
2034 " <td>NaN</td>\n",
2035 " <td>10497</td>\n",
2036 " <td>NaN</td>\n",
2037 " <td>9787</td>\n",
2038 " <td>NaN</td>\n",
2039 " <td>661</td>\n",
2040 " <td>...</td>\n",
2041 " <td>1155</td>\n",
2042 " <td>3195</td>\n",
2043 " <td>1960</td>\n",
2044 " <td>1632</td>\n",
2045 " <td>2536</td>\n",
2046 " <td>2466</td>\n",
2047 " <td>3275</td>\n",
2048 " <td>3084</td>\n",
2049 " <td>1854</td>\n",
2050 " <td>1169</td>\n",
2051 " </tr>\n",
2052 " <tr>\n",
2053 " <th>17</th>\n",
2054 " <td>2020-04-24 00:00:00</td>\n",
2055 " <td>NaN</td>\n",
2056 " <td>NaN</td>\n",
2057 " <td>21997</td>\n",
2058 " <td>NaN</td>\n",
2059 " <td>10458</td>\n",
2060 " <td>NaN</td>\n",
2061 " <td>9768</td>\n",
2062 " <td>NaN</td>\n",
2063 " <td>662</td>\n",
2064 " <td>...</td>\n",
2065 " <td>1103</td>\n",
2066 " <td>3109</td>\n",
2067 " <td>2095</td>\n",
2068 " <td>1711</td>\n",
2069 " <td>2481</td>\n",
2070 " <td>2299</td>\n",
2071 " <td>2785</td>\n",
2072 " <td>3334</td>\n",
2073 " <td>1924</td>\n",
2074 " <td>1124</td>\n",
2075 " </tr>\n",
2076 " <tr>\n",
2077 " <th>18</th>\n",
2078 " <td>2020-05-01 00:00:00</td>\n",
2079 " <td>NaN</td>\n",
2080 " <td>NaN</td>\n",
2081 " <td>17953</td>\n",
2082 " <td>NaN</td>\n",
2083 " <td>9941</td>\n",
2084 " <td>NaN</td>\n",
2085 " <td>9289</td>\n",
2086 " <td>NaN</td>\n",
2087 " <td>624</td>\n",
2088 " <td>...</td>\n",
2089 " <td>922</td>\n",
2090 " <td>2503</td>\n",
2091 " <td>1844</td>\n",
2092 " <td>1418</td>\n",
2093 " <td>1975</td>\n",
2094 " <td>1982</td>\n",
2095 " <td>1953</td>\n",
2096 " <td>2853</td>\n",
2097 " <td>1554</td>\n",
2098 " <td>929</td>\n",
2099 " </tr>\n",
2100 " <tr>\n",
2101 " <th>19</th>\n",
2102 " <td>2020-05-08 00:00:00</td>\n",
2103 " <td>NaN</td>\n",
2104 " <td>NaN</td>\n",
2105 " <td>12657</td>\n",
2106 " <td>NaN</td>\n",
2107 " <td>9576</td>\n",
2108 " <td>NaN</td>\n",
2109 " <td>8937</td>\n",
2110 " <td>NaN</td>\n",
2111 " <td>612</td>\n",
2112 " <td>...</td>\n",
2113 " <td>769</td>\n",
2114 " <td>1790</td>\n",
2115 " <td>1328</td>\n",
2116 " <td>1094</td>\n",
2117 " <td>1326</td>\n",
2118 " <td>1321</td>\n",
2119 " <td>1213</td>\n",
2120 " <td>1887</td>\n",
2121 " <td>1218</td>\n",
2122 " <td>692</td>\n",
2123 " </tr>\n",
2124 " <tr>\n",
2125 " <th>20</th>\n",
2126 " <td>2020-05-15 00:00:00</td>\n",
2127 " <td>NaN</td>\n",
2128 " <td>NaN</td>\n",
2129 " <td>14573</td>\n",
2130 " <td>NaN</td>\n",
2131 " <td>10188</td>\n",
2132 " <td>NaN</td>\n",
2133 " <td>9526</td>\n",
2134 " <td>NaN</td>\n",
2135 " <td>635</td>\n",
2136 " <td>...</td>\n",
2137 " <td>845</td>\n",
2138 " <td>1992</td>\n",
2139 " <td>1589</td>\n",
2140 " <td>1283</td>\n",
2141 " <td>1502</td>\n",
2142 " <td>1543</td>\n",
2143 " <td>1329</td>\n",
2144 " <td>2251</td>\n",
2145 " <td>1449</td>\n",
2146 " <td>772</td>\n",
2147 " </tr>\n",
2148 " <tr>\n",
2149 " <th>21</th>\n",
2150 " <td>2020-05-22 00:00:00</td>\n",
2151 " <td>NaN</td>\n",
2152 " <td>NaN</td>\n",
2153 " <td>12288</td>\n",
2154 " <td>NaN</td>\n",
2155 " <td>9940</td>\n",
2156 " <td>NaN</td>\n",
2157 " <td>9299</td>\n",
2158 " <td>NaN</td>\n",
2159 " <td>614</td>\n",
2160 " <td>...</td>\n",
2161 " <td>718</td>\n",
2162 " <td>1636</td>\n",
2163 " <td>1236</td>\n",
2164 " <td>1041</td>\n",
2165 " <td>1319</td>\n",
2166 " <td>1397</td>\n",
2167 " <td>1125</td>\n",
2168 " <td>1937</td>\n",
2169 " <td>1177</td>\n",
2170 " <td>692</td>\n",
2171 " </tr>\n",
2172 " <tr>\n",
2173 " <th>22</th>\n",
2174 " <td>2020-05-29 00:00:00</td>\n",
2175 " <td>NaN</td>\n",
2176 " <td>NaN</td>\n",
2177 " <td>9824</td>\n",
2178 " <td>NaN</td>\n",
2179 " <td>8171</td>\n",
2180 " <td>NaN</td>\n",
2181 " <td>7607</td>\n",
2182 " <td>NaN</td>\n",
2183 " <td>546</td>\n",
2184 " <td>...</td>\n",
2185 " <td>550</td>\n",
2186 " <td>1337</td>\n",
2187 " <td>1046</td>\n",
2188 " <td>863</td>\n",
2189 " <td>970</td>\n",
2190 " <td>1095</td>\n",
2191 " <td>841</td>\n",
2192 " <td>1515</td>\n",
2193 " <td>1011</td>\n",
2194 " <td>587</td>\n",
2195 " </tr>\n",
2196 " <tr>\n",
2197 " <th>23</th>\n",
2198 " <td>2020-06-05 00:00:00</td>\n",
2199 " <td>NaN</td>\n",
2200 " <td>NaN</td>\n",
2201 " <td>10709</td>\n",
2202 " <td>NaN</td>\n",
2203 " <td>9977</td>\n",
2204 " <td>NaN</td>\n",
2205 " <td>9346</td>\n",
2206 " <td>NaN</td>\n",
2207 " <td>610</td>\n",
2208 " <td>...</td>\n",
2209 " <td>576</td>\n",
2210 " <td>1478</td>\n",
2211 " <td>1090</td>\n",
2212 " <td>931</td>\n",
2213 " <td>1172</td>\n",
2214 " <td>1131</td>\n",
2215 " <td>891</td>\n",
2216 " <td>1610</td>\n",
2217 " <td>1116</td>\n",
2218 " <td>700</td>\n",
2219 " </tr>\n",
2220 " <tr>\n",
2221 " <th>24</th>\n",
2222 " <td>2020-06-12 00:00:00</td>\n",
2223 " <td>NaN</td>\n",
2224 " <td>NaN</td>\n",
2225 " <td>9976</td>\n",
2226 " <td>NaN</td>\n",
2227 " <td>9417</td>\n",
2228 " <td>NaN</td>\n",
2229 " <td>8803</td>\n",
2230 " <td>NaN</td>\n",
2231 " <td>588</td>\n",
2232 " <td>...</td>\n",
2233 " <td>478</td>\n",
2234 " <td>1374</td>\n",
2235 " <td>980</td>\n",
2236 " <td>967</td>\n",
2237 " <td>1096</td>\n",
2238 " <td>1048</td>\n",
2239 " <td>883</td>\n",
2240 " <td>1530</td>\n",
2241 " <td>1035</td>\n",
2242 " <td>574</td>\n",
2243 " </tr>\n",
2244 " <tr>\n",
2245 " <th>25</th>\n",
2246 " <td>2020-06-19 00:00:00</td>\n",
2247 " <td>NaN</td>\n",
2248 " <td>NaN</td>\n",
2249 " <td>9339</td>\n",
2250 " <td>NaN</td>\n",
2251 " <td>9404</td>\n",
2252 " <td>NaN</td>\n",
2253 " <td>8810</td>\n",
2254 " <td>NaN</td>\n",
2255 " <td>573</td>\n",
2256 " <td>...</td>\n",
2257 " <td>498</td>\n",
2258 " <td>1234</td>\n",
2259 " <td>952</td>\n",
2260 " <td>835</td>\n",
2261 " <td>973</td>\n",
2262 " <td>927</td>\n",
2263 " <td>896</td>\n",
2264 " <td>1411</td>\n",
2265 " <td>990</td>\n",
2266 " <td>617</td>\n",
2267 " </tr>\n",
2268 " <tr>\n",
2269 " <th>26</th>\n",
2270 " <td>2020-06-26 00:00:00</td>\n",
2271 " <td>NaN</td>\n",
2272 " <td>NaN</td>\n",
2273 " <td>8979</td>\n",
2274 " <td>NaN</td>\n",
2275 " <td>9293</td>\n",
2276 " <td>NaN</td>\n",
2277 " <td>8695</td>\n",
2278 " <td>NaN</td>\n",
2279 " <td>571</td>\n",
2280 " <td>...</td>\n",
2281 " <td>485</td>\n",
2282 " <td>1300</td>\n",
2283 " <td>922</td>\n",
2284 " <td>800</td>\n",
2285 " <td>946</td>\n",
2286 " <td>880</td>\n",
2287 " <td>791</td>\n",
2288 " <td>1311</td>\n",
2289 " <td>979</td>\n",
2290 " <td>552</td>\n",
2291 " </tr>\n",
2292 " <tr>\n",
2293 " <th>27</th>\n",
2294 " <td>2020-07-03 00:00:00</td>\n",
2295 " <td>NaN</td>\n",
2296 " <td>NaN</td>\n",
2297 " <td>9140</td>\n",
2298 " <td>NaN</td>\n",
2299 " <td>9183</td>\n",
2300 " <td>NaN</td>\n",
2301 " <td>8606</td>\n",
2302 " <td>NaN</td>\n",
2303 " <td>555</td>\n",
2304 " <td>...</td>\n",
2305 " <td>515</td>\n",
2306 " <td>1225</td>\n",
2307 " <td>875</td>\n",
2308 " <td>827</td>\n",
2309 " <td>949</td>\n",
2310 " <td>922</td>\n",
2311 " <td>837</td>\n",
2312 " <td>1454</td>\n",
2313 " <td>938</td>\n",
2314 " <td>584</td>\n",
2315 " </tr>\n",
2316 " <tr>\n",
2317 " <th>28</th>\n",
2318 " <td>2020-07-10 00:00:00</td>\n",
2319 " <td>NaN</td>\n",
2320 " <td>NaN</td>\n",
2321 " <td>8690</td>\n",
2322 " <td>NaN</td>\n",
2323 " <td>9250</td>\n",
2324 " <td>NaN</td>\n",
2325 " <td>8648</td>\n",
2326 " <td>NaN</td>\n",
2327 " <td>578</td>\n",
2328 " <td>...</td>\n",
2329 " <td>468</td>\n",
2330 " <td>1154</td>\n",
2331 " <td>848</td>\n",
2332 " <td>771</td>\n",
2333 " <td>902</td>\n",
2334 " <td>999</td>\n",
2335 " <td>803</td>\n",
2336 " <td>1228</td>\n",
2337 " <td>930</td>\n",
2338 " <td>572</td>\n",
2339 " </tr>\n",
2340 " <tr>\n",
2341 " <th>29</th>\n",
2342 " <td>2020-07-17 00:00:00</td>\n",
2343 " <td>NaN</td>\n",
2344 " <td>NaN</td>\n",
2345 " <td>8823</td>\n",
2346 " <td>NaN</td>\n",
2347 " <td>9093</td>\n",
2348 " <td>NaN</td>\n",
2349 " <td>8502</td>\n",
2350 " <td>NaN</td>\n",
2351 " <td>557</td>\n",
2352 " <td>...</td>\n",
2353 " <td>445</td>\n",
2354 " <td>1159</td>\n",
2355 " <td>843</td>\n",
2356 " <td>816</td>\n",
2357 " <td>956</td>\n",
2358 " <td>945</td>\n",
2359 " <td>806</td>\n",
2360 " <td>1339</td>\n",
2361 " <td>953</td>\n",
2362 " <td>550</td>\n",
2363 " </tr>\n",
2364 " <tr>\n",
2365 " <th>30</th>\n",
2366 " <td>2020-07-24 00:00:00</td>\n",
2367 " <td>NaN</td>\n",
2368 " <td>NaN</td>\n",
2369 " <td>8891</td>\n",
2370 " <td>NaN</td>\n",
2371 " <td>9052</td>\n",
2372 " <td>NaN</td>\n",
2373 " <td>8452</td>\n",
2374 " <td>NaN</td>\n",
2375 " <td>566</td>\n",
2376 " <td>...</td>\n",
2377 " <td>493</td>\n",
2378 " <td>1197</td>\n",
2379 " <td>817</td>\n",
2380 " <td>798</td>\n",
2381 " <td>964</td>\n",
2382 " <td>951</td>\n",
2383 " <td>816</td>\n",
2384 " <td>1340</td>\n",
2385 " <td>941</td>\n",
2386 " <td>565</td>\n",
2387 " </tr>\n",
2388 " <tr>\n",
2389 " <th>31</th>\n",
2390 " <td>2020-07-31 00:00:00</td>\n",
2391 " <td>NaN</td>\n",
2392 " <td>NaN</td>\n",
2393 " <td>8946</td>\n",
2394 " <td>NaN</td>\n",
2395 " <td>9036</td>\n",
2396 " <td>NaN</td>\n",
2397 " <td>8436</td>\n",
2398 " <td>NaN</td>\n",
2399 " <td>572</td>\n",
2400 " <td>...</td>\n",
2401 " <td>507</td>\n",
2402 " <td>1272</td>\n",
2403 " <td>837</td>\n",
2404 " <td>729</td>\n",
2405 " <td>902</td>\n",
2406 " <td>949</td>\n",
2407 " <td>773</td>\n",
2408 " <td>1447</td>\n",
2409 " <td>988</td>\n",
2410 " <td>531</td>\n",
2411 " </tr>\n",
2412 " <tr>\n",
2413 " <th>32</th>\n",
2414 " <td>2020-08-07 00:00:00</td>\n",
2415 " <td>NaN</td>\n",
2416 " <td>NaN</td>\n",
2417 " <td>8945</td>\n",
2418 " <td>NaN</td>\n",
2419 " <td>9102</td>\n",
2420 " <td>NaN</td>\n",
2421 " <td>8502</td>\n",
2422 " <td>NaN</td>\n",
2423 " <td>571</td>\n",
2424 " <td>...</td>\n",
2425 " <td>486</td>\n",
2426 " <td>1211</td>\n",
2427 " <td>851</td>\n",
2428 " <td>798</td>\n",
2429 " <td>933</td>\n",
2430 " <td>955</td>\n",
2431 " <td>832</td>\n",
2432 " <td>1370</td>\n",
2433 " <td>929</td>\n",
2434 " <td>563</td>\n",
2435 " </tr>\n",
2436 " <tr>\n",
2437 " <th>33</th>\n",
2438 " <td>2020-08-14 00:00:00</td>\n",
2439 " <td>NaN</td>\n",
2440 " <td>NaN</td>\n",
2441 " <td>9392</td>\n",
2442 " <td>NaN</td>\n",
2443 " <td>9085</td>\n",
2444 " <td>NaN</td>\n",
2445 " <td>8494</td>\n",
2446 " <td>NaN</td>\n",
2447 " <td>564</td>\n",
2448 " <td>...</td>\n",
2449 " <td>520</td>\n",
2450 " <td>1304</td>\n",
2451 " <td>853</td>\n",
2452 " <td>829</td>\n",
2453 " <td>923</td>\n",
2454 " <td>1006</td>\n",
2455 " <td>928</td>\n",
2456 " <td>1395</td>\n",
2457 " <td>1009</td>\n",
2458 " <td>617</td>\n",
2459 " </tr>\n",
2460 " <tr>\n",
2461 " <th>34</th>\n",
2462 " <td>2020-08-21 00:00:00</td>\n",
2463 " <td>NaN</td>\n",
2464 " <td>NaN</td>\n",
2465 " <td>9631</td>\n",
2466 " <td>NaN</td>\n",
2467 " <td>9157</td>\n",
2468 " <td>NaN</td>\n",
2469 " <td>8560</td>\n",
2470 " <td>NaN</td>\n",
2471 " <td>573</td>\n",
2472 " <td>...</td>\n",
2473 " <td>479</td>\n",
2474 " <td>1269</td>\n",
2475 " <td>870</td>\n",
2476 " <td>780</td>\n",
2477 " <td>1028</td>\n",
2478 " <td>1024</td>\n",
2479 " <td>920</td>\n",
2480 " <td>1608</td>\n",
2481 " <td>1043</td>\n",
2482 " <td>594</td>\n",
2483 " </tr>\n",
2484 " <tr>\n",
2485 " <th>35</th>\n",
2486 " <td>2020-08-28 00:00:00</td>\n",
2487 " <td>NaN</td>\n",
2488 " <td>NaN</td>\n",
2489 " <td>9032</td>\n",
2490 " <td>NaN</td>\n",
2491 " <td>8241</td>\n",
2492 " <td>NaN</td>\n",
2493 " <td>7674</td>\n",
2494 " <td>NaN</td>\n",
2495 " <td>539</td>\n",
2496 " <td>...</td>\n",
2497 " <td>455</td>\n",
2498 " <td>1148</td>\n",
2499 " <td>922</td>\n",
2500 " <td>724</td>\n",
2501 " <td>945</td>\n",
2502 " <td>951</td>\n",
2503 " <td>810</td>\n",
2504 " <td>1511</td>\n",
2505 " <td>959</td>\n",
2506 " <td>591</td>\n",
2507 " </tr>\n",
2508 " <tr>\n",
2509 " <th>36</th>\n",
2510 " <td>2020-09-04 00:00:00</td>\n",
2511 " <td>NaN</td>\n",
2512 " <td>NaN</td>\n",
2513 " <td>7739</td>\n",
2514 " <td>NaN</td>\n",
2515 " <td>9182</td>\n",
2516 " <td>NaN</td>\n",
2517 " <td>8604</td>\n",
2518 " <td>NaN</td>\n",
2519 " <td>552</td>\n",
2520 " <td>...</td>\n",
2521 " <td>431</td>\n",
2522 " <td>1057</td>\n",
2523 " <td>780</td>\n",
2524 " <td>640</td>\n",
2525 " <td>770</td>\n",
2526 " <td>806</td>\n",
2527 " <td>737</td>\n",
2528 " <td>1208</td>\n",
2529 " <td>803</td>\n",
2530 " <td>488</td>\n",
2531 " </tr>\n",
2532 " <tr>\n",
2533 " <th>37</th>\n",
2534 " <td>2020-09-11 00:00:00</td>\n",
2535 " <td>NaN</td>\n",
2536 " <td>NaN</td>\n",
2537 " <td>9811</td>\n",
2538 " <td>NaN</td>\n",
2539 " <td>9306</td>\n",
2540 " <td>NaN</td>\n",
2541 " <td>8708</td>\n",
2542 " <td>NaN</td>\n",
2543 " <td>577</td>\n",
2544 " <td>...</td>\n",
2545 " <td>502</td>\n",
2546 " <td>1229</td>\n",
2547 " <td>952</td>\n",
2548 " <td>867</td>\n",
2549 " <td>1021</td>\n",
2550 " <td>1052</td>\n",
2551 " <td>898</td>\n",
2552 " <td>1610</td>\n",
2553 " <td>1084</td>\n",
2554 " <td>578</td>\n",
2555 " </tr>\n",
2556 " <tr>\n",
2557 " <th>38</th>\n",
2558 " <td>2020-09-18 00:00:00</td>\n",
2559 " <td>NaN</td>\n",
2560 " <td>NaN</td>\n",
2561 " <td>9523</td>\n",
2562 " <td>NaN</td>\n",
2563 " <td>9264</td>\n",
2564 " <td>NaN</td>\n",
2565 " <td>8663</td>\n",
2566 " <td>NaN</td>\n",
2567 " <td>575</td>\n",
2568 " <td>...</td>\n",
2569 " <td>465</td>\n",
2570 " <td>1287</td>\n",
2571 " <td>939</td>\n",
2572 " <td>795</td>\n",
2573 " <td>1051</td>\n",
2574 " <td>1023</td>\n",
2575 " <td>844</td>\n",
2576 " <td>1530</td>\n",
2577 " <td>1021</td>\n",
2578 " <td>555</td>\n",
2579 " </tr>\n",
2580 " <tr>\n",
2581 " <th>39</th>\n",
2582 " <td>2020-09-25 00:00:00</td>\n",
2583 " <td>NaN</td>\n",
2584 " <td>NaN</td>\n",
2585 " <td>9634</td>\n",
2586 " <td>NaN</td>\n",
2587 " <td>9377</td>\n",
2588 " <td>NaN</td>\n",
2589 " <td>8744</td>\n",
2590 " <td>NaN</td>\n",
2591 " <td>604</td>\n",
2592 " <td>...</td>\n",
2593 " <td>514</td>\n",
2594 " <td>1271</td>\n",
2595 " <td>965</td>\n",
2596 " <td>825</td>\n",
2597 " <td>1036</td>\n",
2598 " <td>963</td>\n",
2599 " <td>869</td>\n",
2600 " <td>1521</td>\n",
2601 " <td>1041</td>\n",
2602 " <td>617</td>\n",
2603 " </tr>\n",
2604 " <tr>\n",
2605 " <th>40</th>\n",
2606 " <td>2020-10-02 00:00:00</td>\n",
2607 " <td>NaN</td>\n",
2608 " <td>NaN</td>\n",
2609 " <td>9945</td>\n",
2610 " <td>NaN</td>\n",
2611 " <td>9555</td>\n",
2612 " <td>NaN</td>\n",
2613 " <td>8942</td>\n",
2614 " <td>NaN</td>\n",
2615 " <td>587</td>\n",
2616 " <td>...</td>\n",
2617 " <td>558</td>\n",
2618 " <td>1301</td>\n",
2619 " <td>978</td>\n",
2620 " <td>842</td>\n",
2621 " <td>1045</td>\n",
2622 " <td>1054</td>\n",
2623 " <td>899</td>\n",
2624 " <td>1577</td>\n",
2625 " <td>1003</td>\n",
2626 " <td>671</td>\n",
2627 " </tr>\n",
2628 " <tr>\n",
2629 " <th>41</th>\n",
2630 " <td>2020-10-09 00:00:00</td>\n",
2631 " <td>NaN</td>\n",
2632 " <td>NaN</td>\n",
2633 " <td>9954</td>\n",
2634 " <td>NaN</td>\n",
2635 " <td>9811</td>\n",
2636 " <td>NaN</td>\n",
2637 " <td>9168</td>\n",
2638 " <td>NaN</td>\n",
2639 " <td>615</td>\n",
2640 " <td>...</td>\n",
2641 " <td>544</td>\n",
2642 " <td>1367</td>\n",
2643 " <td>1067</td>\n",
2644 " <td>884</td>\n",
2645 " <td>1053</td>\n",
2646 " <td>1019</td>\n",
2647 " <td>902</td>\n",
2648 " <td>1462</td>\n",
2649 " <td>1010</td>\n",
2650 " <td>638</td>\n",
2651 " </tr>\n",
2652 " <tr>\n",
2653 " <th>42</th>\n",
2654 " <td>2020-10-16 00:00:00</td>\n",
2655 " <td>NaN</td>\n",
2656 " <td>NaN</td>\n",
2657 " <td>10534</td>\n",
2658 " <td>NaN</td>\n",
2659 " <td>9865</td>\n",
2660 " <td>NaN</td>\n",
2661 " <td>9215</td>\n",
2662 " <td>NaN</td>\n",
2663 " <td>630</td>\n",
2664 " <td>...</td>\n",
2665 " <td>606</td>\n",
2666 " <td>1553</td>\n",
2667 " <td>1001</td>\n",
2668 " <td>904</td>\n",
2669 " <td>1154</td>\n",
2670 " <td>1056</td>\n",
2671 " <td>923</td>\n",
2672 " <td>1462</td>\n",
2673 " <td>1174</td>\n",
2674 " <td>688</td>\n",
2675 " </tr>\n",
2676 " <tr>\n",
2677 " <th>43</th>\n",
2678 " <td>2020-10-23 00:00:00</td>\n",
2679 " <td>NaN</td>\n",
2680 " <td>NaN</td>\n",
2681 " <td>10739</td>\n",
2682 " <td>NaN</td>\n",
2683 " <td>9759</td>\n",
2684 " <td>NaN</td>\n",
2685 " <td>9104</td>\n",
2686 " <td>NaN</td>\n",
2687 " <td>628</td>\n",
2688 " <td>...</td>\n",
2689 " <td>600</td>\n",
2690 " <td>1714</td>\n",
2691 " <td>1111</td>\n",
2692 " <td>891</td>\n",
2693 " <td>1124</td>\n",
2694 " <td>1154</td>\n",
2695 " <td>922</td>\n",
2696 " <td>1510</td>\n",
2697 " <td>1044</td>\n",
2698 " <td>661</td>\n",
2699 " </tr>\n",
2700 " <tr>\n",
2701 " <th>44</th>\n",
2702 " <td>2020-10-30 00:00:00</td>\n",
2703 " <td>NaN</td>\n",
2704 " <td>NaN</td>\n",
2705 " <td>10887</td>\n",
2706 " <td>NaN</td>\n",
2707 " <td>9891</td>\n",
2708 " <td>NaN</td>\n",
2709 " <td>9248</td>\n",
2710 " <td>NaN</td>\n",
2711 " <td>616</td>\n",
2712 " <td>...</td>\n",
2713 " <td>591</td>\n",
2714 " <td>1754</td>\n",
2715 " <td>1168</td>\n",
2716 " <td>882</td>\n",
2717 " <td>1102</td>\n",
2718 " <td>1089</td>\n",
2719 " <td>888</td>\n",
2720 " <td>1563</td>\n",
2721 " <td>1129</td>\n",
2722 " <td>712</td>\n",
2723 " </tr>\n",
2724 " <tr>\n",
2725 " <th>45</th>\n",
2726 " <td>2020-11-06 00:00:00</td>\n",
2727 " <td>NaN</td>\n",
2728 " <td>NaN</td>\n",
2729 " <td>11812</td>\n",
2730 " <td>NaN</td>\n",
2731 " <td>10331</td>\n",
2732 " <td>NaN</td>\n",
2733 " <td>9675</td>\n",
2734 " <td>NaN</td>\n",
2735 " <td>625</td>\n",
2736 " <td>...</td>\n",
2737 " <td>675</td>\n",
2738 " <td>1900</td>\n",
2739 " <td>1294</td>\n",
2740 " <td>990</td>\n",
2741 " <td>1186</td>\n",
2742 " <td>1177</td>\n",
2743 " <td>952</td>\n",
2744 " <td>1614</td>\n",
2745 " <td>1174</td>\n",
2746 " <td>832</td>\n",
2747 " </tr>\n",
2748 " <tr>\n",
2749 " <th>46</th>\n",
2750 " <td>2020-11-13 00:00:00</td>\n",
2751 " <td>NaN</td>\n",
2752 " <td>NaN</td>\n",
2753 " <td>12254</td>\n",
2754 " <td>NaN</td>\n",
2755 " <td>10350</td>\n",
2756 " <td>NaN</td>\n",
2757 " <td>9662</td>\n",
2758 " <td>NaN</td>\n",
2759 " <td>658</td>\n",
2760 " <td>...</td>\n",
2761 " <td>711</td>\n",
2762 " <td>1950</td>\n",
2763 " <td>1350</td>\n",
2764 " <td>1099</td>\n",
2765 " <td>1317</td>\n",
2766 " <td>1172</td>\n",
2767 " <td>1112</td>\n",
2768 " <td>1616</td>\n",
2769 " <td>1168</td>\n",
2770 " <td>742</td>\n",
2771 " </tr>\n",
2772 " <tr>\n",
2773 " <th>47</th>\n",
2774 " <td>2020-11-20 00:00:00</td>\n",
2775 " <td>NaN</td>\n",
2776 " <td>NaN</td>\n",
2777 " <td>12535</td>\n",
2778 " <td>NaN</td>\n",
2779 " <td>10380</td>\n",
2780 " <td>NaN</td>\n",
2781 " <td>9701</td>\n",
2782 " <td>NaN</td>\n",
2783 " <td>653</td>\n",
2784 " <td>...</td>\n",
2785 " <td>691</td>\n",
2786 " <td>1935</td>\n",
2787 " <td>1441</td>\n",
2788 " <td>1105</td>\n",
2789 " <td>1385</td>\n",
2790 " <td>1186</td>\n",
2791 " <td>1086</td>\n",
2792 " <td>1687</td>\n",
2793 " <td>1159</td>\n",
2794 " <td>848</td>\n",
2795 " </tr>\n",
2796 " <tr>\n",
2797 " <th>48</th>\n",
2798 " <td>2020-11-27 00:00:00</td>\n",
2799 " <td>NaN</td>\n",
2800 " <td>NaN</td>\n",
2801 " <td>12456</td>\n",
2802 " <td>NaN</td>\n",
2803 " <td>10357</td>\n",
2804 " <td>NaN</td>\n",
2805 " <td>9690</td>\n",
2806 " <td>NaN</td>\n",
2807 " <td>646</td>\n",
2808 " <td>...</td>\n",
2809 " <td>679</td>\n",
2810 " <td>1791</td>\n",
2811 " <td>1501</td>\n",
2812 " <td>1218</td>\n",
2813 " <td>1358</td>\n",
2814 " <td>1159</td>\n",
2815 " <td>1012</td>\n",
2816 " <td>1655</td>\n",
2817 " <td>1272</td>\n",
2818 " <td>797</td>\n",
2819 " </tr>\n",
2820 " <tr>\n",
2821 " <th>49</th>\n",
2822 " <td>2020-12-04 00:00:00</td>\n",
2823 " <td>NaN</td>\n",
2824 " <td>NaN</td>\n",
2825 " <td>12303</td>\n",
2826 " <td>NaN</td>\n",
2827 " <td>10695</td>\n",
2828 " <td>NaN</td>\n",
2829 " <td>9995</td>\n",
2830 " <td>NaN</td>\n",
2831 " <td>679</td>\n",
2832 " <td>...</td>\n",
2833 " <td>645</td>\n",
2834 " <td>1679</td>\n",
2835 " <td>1403</td>\n",
2836 " <td>1121</td>\n",
2837 " <td>1340</td>\n",
2838 " <td>1229</td>\n",
2839 " <td>1029</td>\n",
2840 " <td>1720</td>\n",
2841 " <td>1284</td>\n",
2842 " <td>836</td>\n",
2843 " </tr>\n",
2844 " <tr>\n",
2845 " <th>50</th>\n",
2846 " <td>2020-12-11 00:00:00</td>\n",
2847 " <td>NaN</td>\n",
2848 " <td>NaN</td>\n",
2849 " <td>12292</td>\n",
2850 " <td>NaN</td>\n",
2851 " <td>10750</td>\n",
2852 " <td>NaN</td>\n",
2853 " <td>10034</td>\n",
2854 " <td>NaN</td>\n",
2855 " <td>693</td>\n",
2856 " <td>...</td>\n",
2857 " <td>661</td>\n",
2858 " <td>1691</td>\n",
2859 " <td>1326</td>\n",
2860 " <td>1199</td>\n",
2861 " <td>1432</td>\n",
2862 " <td>1224</td>\n",
2863 " <td>1065</td>\n",
2864 " <td>1706</td>\n",
2865 " <td>1156</td>\n",
2866 " <td>814</td>\n",
2867 " </tr>\n",
2868 " <tr>\n",
2869 " <th>51</th>\n",
2870 " <td>2020-12-18 00:00:00</td>\n",
2871 " <td>NaN</td>\n",
2872 " <td>NaN</td>\n",
2873 " <td>13011</td>\n",
2874 " <td>NaN</td>\n",
2875 " <td>11548</td>\n",
2876 " <td>NaN</td>\n",
2877 " <td>10804</td>\n",
2878 " <td>NaN</td>\n",
2879 " <td>718</td>\n",
2880 " <td>...</td>\n",
2881 " <td>689</td>\n",
2882 " <td>1718</td>\n",
2883 " <td>1380</td>\n",
2884 " <td>1199</td>\n",
2885 " <td>1385</td>\n",
2886 " <td>1317</td>\n",
2887 " <td>1167</td>\n",
2888 " <td>1947</td>\n",
2889 " <td>1311</td>\n",
2890 " <td>882</td>\n",
2891 " </tr>\n",
2892 " <tr>\n",
2893 " <th>52</th>\n",
2894 " <td>2020-12-25 00:00:00</td>\n",
2895 " <td>NaN</td>\n",
2896 " <td>NaN</td>\n",
2897 " <td>11520</td>\n",
2898 " <td>NaN</td>\n",
2899 " <td>7954</td>\n",
2900 " <td>NaN</td>\n",
2901 " <td>7421</td>\n",
2902 " <td>NaN</td>\n",
2903 " <td>518</td>\n",
2904 " <td>...</td>\n",
2905 " <td>669</td>\n",
2906 " <td>1463</td>\n",
2907 " <td>1130</td>\n",
2908 " <td>1097</td>\n",
2909 " <td>1217</td>\n",
2910 " <td>1198</td>\n",
2911 " <td>1090</td>\n",
2912 " <td>1701</td>\n",
2913 " <td>1115</td>\n",
2914 " <td>825</td>\n",
2915 " </tr>\n",
2916 " <tr>\n",
2917 " <th>53</th>\n",
2918 " <td>2021-01-01 00:00:00</td>\n",
2919 " <td>NaN</td>\n",
2920 " <td>NaN</td>\n",
2921 " <td>10069</td>\n",
2922 " <td>NaN</td>\n",
2923 " <td>7954</td>\n",
2924 " <td>NaN</td>\n",
2925 " <td>7421</td>\n",
2926 " <td>NaN</td>\n",
2927 " <td>518</td>\n",
2928 " <td>...</td>\n",
2929 " <td>547</td>\n",
2930 " <td>1346</td>\n",
2931 " <td>886</td>\n",
2932 " <td>842</td>\n",
2933 " <td>1024</td>\n",
2934 " <td>997</td>\n",
2935 " <td>1159</td>\n",
2936 " <td>1595</td>\n",
2937 " <td>929</td>\n",
2938 " <td>727</td>\n",
2939 " </tr>\n",
2940 " </tbody>\n",
2941 "</table>\n",
2942 "<p>54 rows × 91 columns</p>\n",
2943 "</div>"
2944 ],
2945 "text/plain": [
2946 " NaN NaN NaN NaN \\\n",
2947 "Week number Week ended NaN NaN Total deaths, all ages \n",
2948 "1 2020-01-03 00:00:00 NaN NaN 12254 \n",
2949 "2 2020-01-10 00:00:00 NaN NaN 14058 \n",
2950 "3 2020-01-17 00:00:00 NaN NaN 12990 \n",
2951 "4 2020-01-24 00:00:00 NaN NaN 11856 \n",
2952 "5 2020-01-31 00:00:00 NaN NaN 11612 \n",
2953 "6 2020-02-07 00:00:00 NaN NaN 10986 \n",
2954 "7 2020-02-14 00:00:00 NaN NaN 10944 \n",
2955 "8 2020-02-21 00:00:00 NaN NaN 10841 \n",
2956 "9 2020-02-28 00:00:00 NaN NaN 10816 \n",
2957 "10 2020-03-06 00:00:00 NaN NaN 10895 \n",
2958 "11 2020-03-13 00:00:00 NaN NaN 11019 \n",
2959 "12 2020-03-20 00:00:00 NaN NaN 10645 \n",
2960 "13 2020-03-27 00:00:00 NaN NaN 11141 \n",
2961 "14 2020-04-03 00:00:00 NaN NaN 16387 \n",
2962 "15 2020-04-10 00:00:00 NaN NaN 18516 \n",
2963 "16 2020-04-17 00:00:00 NaN NaN 22351 \n",
2964 "17 2020-04-24 00:00:00 NaN NaN 21997 \n",
2965 "18 2020-05-01 00:00:00 NaN NaN 17953 \n",
2966 "19 2020-05-08 00:00:00 NaN NaN 12657 \n",
2967 "20 2020-05-15 00:00:00 NaN NaN 14573 \n",
2968 "21 2020-05-22 00:00:00 NaN NaN 12288 \n",
2969 "22 2020-05-29 00:00:00 NaN NaN 9824 \n",
2970 "23 2020-06-05 00:00:00 NaN NaN 10709 \n",
2971 "24 2020-06-12 00:00:00 NaN NaN 9976 \n",
2972 "25 2020-06-19 00:00:00 NaN NaN 9339 \n",
2973 "26 2020-06-26 00:00:00 NaN NaN 8979 \n",
2974 "27 2020-07-03 00:00:00 NaN NaN 9140 \n",
2975 "28 2020-07-10 00:00:00 NaN NaN 8690 \n",
2976 "29 2020-07-17 00:00:00 NaN NaN 8823 \n",
2977 "30 2020-07-24 00:00:00 NaN NaN 8891 \n",
2978 "31 2020-07-31 00:00:00 NaN NaN 8946 \n",
2979 "32 2020-08-07 00:00:00 NaN NaN 8945 \n",
2980 "33 2020-08-14 00:00:00 NaN NaN 9392 \n",
2981 "34 2020-08-21 00:00:00 NaN NaN 9631 \n",
2982 "35 2020-08-28 00:00:00 NaN NaN 9032 \n",
2983 "36 2020-09-04 00:00:00 NaN NaN 7739 \n",
2984 "37 2020-09-11 00:00:00 NaN NaN 9811 \n",
2985 "38 2020-09-18 00:00:00 NaN NaN 9523 \n",
2986 "39 2020-09-25 00:00:00 NaN NaN 9634 \n",
2987 "40 2020-10-02 00:00:00 NaN NaN 9945 \n",
2988 "41 2020-10-09 00:00:00 NaN NaN 9954 \n",
2989 "42 2020-10-16 00:00:00 NaN NaN 10534 \n",
2990 "43 2020-10-23 00:00:00 NaN NaN 10739 \n",
2991 "44 2020-10-30 00:00:00 NaN NaN 10887 \n",
2992 "45 2020-11-06 00:00:00 NaN NaN 11812 \n",
2993 "46 2020-11-13 00:00:00 NaN NaN 12254 \n",
2994 "47 2020-11-20 00:00:00 NaN NaN 12535 \n",
2995 "48 2020-11-27 00:00:00 NaN NaN 12456 \n",
2996 "49 2020-12-04 00:00:00 NaN NaN 12303 \n",
2997 "50 2020-12-11 00:00:00 NaN NaN 12292 \n",
2998 "51 2020-12-18 00:00:00 NaN NaN 13011 \n",
2999 "52 2020-12-25 00:00:00 NaN NaN 11520 \n",
3000 "53 2021-01-01 00:00:00 NaN NaN 10069 \n",
3001 "\n",
3002 " NaN \\\n",
3003 "Week number Total deaths: average of corresponding \n",
3004 "1 NaN \n",
3005 "2 NaN \n",
3006 "3 NaN \n",
3007 "4 NaN \n",
3008 "5 NaN \n",
3009 "6 NaN \n",
3010 "7 NaN \n",
3011 "8 NaN \n",
3012 "9 NaN \n",
3013 "10 NaN \n",
3014 "11 NaN \n",
3015 "12 NaN \n",
3016 "13 NaN \n",
3017 "14 NaN \n",
3018 "15 NaN \n",
3019 "16 NaN \n",
3020 "17 NaN \n",
3021 "18 NaN \n",
3022 "19 NaN \n",
3023 "20 NaN \n",
3024 "21 NaN \n",
3025 "22 NaN \n",
3026 "23 NaN \n",
3027 "24 NaN \n",
3028 "25 NaN \n",
3029 "26 NaN \n",
3030 "27 NaN \n",
3031 "28 NaN \n",
3032 "29 NaN \n",
3033 "30 NaN \n",
3034 "31 NaN \n",
3035 "32 NaN \n",
3036 "33 NaN \n",
3037 "34 NaN \n",
3038 "35 NaN \n",
3039 "36 NaN \n",
3040 "37 NaN \n",
3041 "38 NaN \n",
3042 "39 NaN \n",
3043 "40 NaN \n",
3044 "41 NaN \n",
3045 "42 NaN \n",
3046 "43 NaN \n",
3047 "44 NaN \n",
3048 "45 NaN \n",
3049 "46 NaN \n",
3050 "47 NaN \n",
3051 "48 NaN \n",
3052 "49 NaN \n",
3053 "50 NaN \n",
3054 "51 NaN \n",
3055 "52 NaN \n",
3056 "53 NaN \n",
3057 "\n",
3058 " NaN \\\n",
3059 "Week number week over the previous 5 years 1, 10, 11 (Engl... \n",
3060 "1 12175 \n",
3061 "2 13822 \n",
3062 "3 13216 \n",
3063 "4 12760 \n",
3064 "5 12206 \n",
3065 "6 11925 \n",
3066 "7 11627 \n",
3067 "8 11548 \n",
3068 "9 11183 \n",
3069 "10 11498 \n",
3070 "11 11205 \n",
3071 "12 10573 \n",
3072 "13 10130 \n",
3073 "14 10305 \n",
3074 "15 10520 \n",
3075 "16 10497 \n",
3076 "17 10458 \n",
3077 "18 9941 \n",
3078 "19 9576 \n",
3079 "20 10188 \n",
3080 "21 9940 \n",
3081 "22 8171 \n",
3082 "23 9977 \n",
3083 "24 9417 \n",
3084 "25 9404 \n",
3085 "26 9293 \n",
3086 "27 9183 \n",
3087 "28 9250 \n",
3088 "29 9093 \n",
3089 "30 9052 \n",
3090 "31 9036 \n",
3091 "32 9102 \n",
3092 "33 9085 \n",
3093 "34 9157 \n",
3094 "35 8241 \n",
3095 "36 9182 \n",
3096 "37 9306 \n",
3097 "38 9264 \n",
3098 "39 9377 \n",
3099 "40 9555 \n",
3100 "41 9811 \n",
3101 "42 9865 \n",
3102 "43 9759 \n",
3103 "44 9891 \n",
3104 "45 10331 \n",
3105 "46 10350 \n",
3106 "47 10380 \n",
3107 "48 10357 \n",
3108 "49 10695 \n",
3109 "50 10750 \n",
3110 "51 11548 \n",
3111 "52 7954 \n",
3112 "53 7954 \n",
3113 "\n",
3114 " NaN \\\n",
3115 "Week number Total deaths: average of corresponding \n",
3116 "1 NaN \n",
3117 "2 NaN \n",
3118 "3 NaN \n",
3119 "4 NaN \n",
3120 "5 NaN \n",
3121 "6 NaN \n",
3122 "7 NaN \n",
3123 "8 NaN \n",
3124 "9 NaN \n",
3125 "10 NaN \n",
3126 "11 NaN \n",
3127 "12 NaN \n",
3128 "13 NaN \n",
3129 "14 NaN \n",
3130 "15 NaN \n",
3131 "16 NaN \n",
3132 "17 NaN \n",
3133 "18 NaN \n",
3134 "19 NaN \n",
3135 "20 NaN \n",
3136 "21 NaN \n",
3137 "22 NaN \n",
3138 "23 NaN \n",
3139 "24 NaN \n",
3140 "25 NaN \n",
3141 "26 NaN \n",
3142 "27 NaN \n",
3143 "28 NaN \n",
3144 "29 NaN \n",
3145 "30 NaN \n",
3146 "31 NaN \n",
3147 "32 NaN \n",
3148 "33 NaN \n",
3149 "34 NaN \n",
3150 "35 NaN \n",
3151 "36 NaN \n",
3152 "37 NaN \n",
3153 "38 NaN \n",
3154 "39 NaN \n",
3155 "40 NaN \n",
3156 "41 NaN \n",
3157 "42 NaN \n",
3158 "43 NaN \n",
3159 "44 NaN \n",
3160 "45 NaN \n",
3161 "46 NaN \n",
3162 "47 NaN \n",
3163 "48 NaN \n",
3164 "49 NaN \n",
3165 "50 NaN \n",
3166 "51 NaN \n",
3167 "52 NaN \n",
3168 "53 NaN \n",
3169 "\n",
3170 " NaN \\\n",
3171 "Week number week over the previous 5 years 1, 10, 11 (Engl... \n",
3172 "1 11412 \n",
3173 "2 12933 \n",
3174 "3 12370 \n",
3175 "4 11933 \n",
3176 "5 11419 \n",
3177 "6 11154 \n",
3178 "7 10876 \n",
3179 "8 10790 \n",
3180 "9 10448 \n",
3181 "10 10745 \n",
3182 "11 10447 \n",
3183 "12 9841 \n",
3184 "13 9414 \n",
3185 "14 9601 \n",
3186 "15 9807 \n",
3187 "16 9787 \n",
3188 "17 9768 \n",
3189 "18 9289 \n",
3190 "19 8937 \n",
3191 "20 9526 \n",
3192 "21 9299 \n",
3193 "22 7607 \n",
3194 "23 9346 \n",
3195 "24 8803 \n",
3196 "25 8810 \n",
3197 "26 8695 \n",
3198 "27 8606 \n",
3199 "28 8648 \n",
3200 "29 8502 \n",
3201 "30 8452 \n",
3202 "31 8436 \n",
3203 "32 8502 \n",
3204 "33 8494 \n",
3205 "34 8560 \n",
3206 "35 7674 \n",
3207 "36 8604 \n",
3208 "37 8708 \n",
3209 "38 8663 \n",
3210 "39 8744 \n",
3211 "40 8942 \n",
3212 "41 9168 \n",
3213 "42 9215 \n",
3214 "43 9104 \n",
3215 "44 9248 \n",
3216 "45 9675 \n",
3217 "46 9662 \n",
3218 "47 9701 \n",
3219 "48 9690 \n",
3220 "49 9995 \n",
3221 "50 10034 \n",
3222 "51 10804 \n",
3223 "52 7421 \n",
3224 "53 7421 \n",
3225 "\n",
3226 " NaN \\\n",
3227 "Week number Total deaths: average of corresponding \n",
3228 "1 NaN \n",
3229 "2 NaN \n",
3230 "3 NaN \n",
3231 "4 NaN \n",
3232 "5 NaN \n",
3233 "6 NaN \n",
3234 "7 NaN \n",
3235 "8 NaN \n",
3236 "9 NaN \n",
3237 "10 NaN \n",
3238 "11 NaN \n",
3239 "12 NaN \n",
3240 "13 NaN \n",
3241 "14 NaN \n",
3242 "15 NaN \n",
3243 "16 NaN \n",
3244 "17 NaN \n",
3245 "18 NaN \n",
3246 "19 NaN \n",
3247 "20 NaN \n",
3248 "21 NaN \n",
3249 "22 NaN \n",
3250 "23 NaN \n",
3251 "24 NaN \n",
3252 "25 NaN \n",
3253 "26 NaN \n",
3254 "27 NaN \n",
3255 "28 NaN \n",
3256 "29 NaN \n",
3257 "30 NaN \n",
3258 "31 NaN \n",
3259 "32 NaN \n",
3260 "33 NaN \n",
3261 "34 NaN \n",
3262 "35 NaN \n",
3263 "36 NaN \n",
3264 "37 NaN \n",
3265 "38 NaN \n",
3266 "39 NaN \n",
3267 "40 NaN \n",
3268 "41 NaN \n",
3269 "42 NaN \n",
3270 "43 NaN \n",
3271 "44 NaN \n",
3272 "45 NaN \n",
3273 "46 NaN \n",
3274 "47 NaN \n",
3275 "48 NaN \n",
3276 "49 NaN \n",
3277 "50 NaN \n",
3278 "51 NaN \n",
3279 "52 NaN \n",
3280 "53 NaN \n",
3281 "\n",
3282 " NaN ... North East \\\n",
3283 "Week number week over the previous 5 years 1, 10, 11 (Wales) ... E12000001 \n",
3284 "1 756 ... 673 \n",
3285 "2 856 ... 707 \n",
3286 "3 812 ... 647 \n",
3287 "4 802 ... 612 \n",
3288 "5 760 ... 561 \n",
3289 "6 729 ... 564 \n",
3290 "7 722 ... 573 \n",
3291 "8 724 ... 539 \n",
3292 "9 698 ... 572 \n",
3293 "10 720 ... 568 \n",
3294 "11 727 ... 590 \n",
3295 "12 677 ... 522 \n",
3296 "13 665 ... 542 \n",
3297 "14 667 ... 770 \n",
3298 "15 671 ... 849 \n",
3299 "16 661 ... 1155 \n",
3300 "17 662 ... 1103 \n",
3301 "18 624 ... 922 \n",
3302 "19 612 ... 769 \n",
3303 "20 635 ... 845 \n",
3304 "21 614 ... 718 \n",
3305 "22 546 ... 550 \n",
3306 "23 610 ... 576 \n",
3307 "24 588 ... 478 \n",
3308 "25 573 ... 498 \n",
3309 "26 571 ... 485 \n",
3310 "27 555 ... 515 \n",
3311 "28 578 ... 468 \n",
3312 "29 557 ... 445 \n",
3313 "30 566 ... 493 \n",
3314 "31 572 ... 507 \n",
3315 "32 571 ... 486 \n",
3316 "33 564 ... 520 \n",
3317 "34 573 ... 479 \n",
3318 "35 539 ... 455 \n",
3319 "36 552 ... 431 \n",
3320 "37 577 ... 502 \n",
3321 "38 575 ... 465 \n",
3322 "39 604 ... 514 \n",
3323 "40 587 ... 558 \n",
3324 "41 615 ... 544 \n",
3325 "42 630 ... 606 \n",
3326 "43 628 ... 600 \n",
3327 "44 616 ... 591 \n",
3328 "45 625 ... 675 \n",
3329 "46 658 ... 711 \n",
3330 "47 653 ... 691 \n",
3331 "48 646 ... 679 \n",
3332 "49 679 ... 645 \n",
3333 "50 693 ... 661 \n",
3334 "51 718 ... 689 \n",
3335 "52 518 ... 669 \n",
3336 "53 518 ... 547 \n",
3337 "\n",
3338 " North West Yorkshire and The Humber East Midlands West Midlands \\\n",
3339 "Week number E12000002 E12000003 E12000004 E12000005 \n",
3340 "1 1806 1240 1060 1349 \n",
3341 "2 1932 1339 1195 1450 \n",
3342 "3 1696 1278 1106 1407 \n",
3343 "4 1529 1187 1024 1231 \n",
3344 "5 1461 1136 1015 1262 \n",
3345 "6 1529 1072 922 1052 \n",
3346 "7 1427 1059 976 1159 \n",
3347 "8 1477 1087 924 1116 \n",
3348 "9 1476 1078 919 1174 \n",
3349 "10 1490 1112 930 1098 \n",
3350 "11 1472 1053 915 1187 \n",
3351 "12 1443 1012 947 1115 \n",
3352 "13 1538 982 922 1035 \n",
3353 "14 2137 1436 1246 1812 \n",
3354 "15 2597 1503 1452 2182 \n",
3355 "16 3195 1960 1632 2536 \n",
3356 "17 3109 2095 1711 2481 \n",
3357 "18 2503 1844 1418 1975 \n",
3358 "19 1790 1328 1094 1326 \n",
3359 "20 1992 1589 1283 1502 \n",
3360 "21 1636 1236 1041 1319 \n",
3361 "22 1337 1046 863 970 \n",
3362 "23 1478 1090 931 1172 \n",
3363 "24 1374 980 967 1096 \n",
3364 "25 1234 952 835 973 \n",
3365 "26 1300 922 800 946 \n",
3366 "27 1225 875 827 949 \n",
3367 "28 1154 848 771 902 \n",
3368 "29 1159 843 816 956 \n",
3369 "30 1197 817 798 964 \n",
3370 "31 1272 837 729 902 \n",
3371 "32 1211 851 798 933 \n",
3372 "33 1304 853 829 923 \n",
3373 "34 1269 870 780 1028 \n",
3374 "35 1148 922 724 945 \n",
3375 "36 1057 780 640 770 \n",
3376 "37 1229 952 867 1021 \n",
3377 "38 1287 939 795 1051 \n",
3378 "39 1271 965 825 1036 \n",
3379 "40 1301 978 842 1045 \n",
3380 "41 1367 1067 884 1053 \n",
3381 "42 1553 1001 904 1154 \n",
3382 "43 1714 1111 891 1124 \n",
3383 "44 1754 1168 882 1102 \n",
3384 "45 1900 1294 990 1186 \n",
3385 "46 1950 1350 1099 1317 \n",
3386 "47 1935 1441 1105 1385 \n",
3387 "48 1791 1501 1218 1358 \n",
3388 "49 1679 1403 1121 1340 \n",
3389 "50 1691 1326 1199 1432 \n",
3390 "51 1718 1380 1199 1385 \n",
3391 "52 1463 1130 1097 1217 \n",
3392 "53 1346 886 842 1024 \n",
3393 "\n",
3394 " East London South East South West Wales \n",
3395 "Week number E12000006 E12000007 E12000008 E12000009 W92000004 \n",
3396 "1 1162 1113 1814 1225 787 \n",
3397 "2 1573 1272 2132 1487 939 \n",
3398 "3 1457 1073 2064 1466 767 \n",
3399 "4 1410 1028 1833 1253 723 \n",
3400 "5 1286 1092 1820 1233 727 \n",
3401 "6 1259 987 1729 1157 690 \n",
3402 "7 1172 967 1688 1169 728 \n",
3403 "8 1167 1032 1675 1118 679 \n",
3404 "9 1115 1085 1587 1133 651 \n",
3405 "10 1149 982 1726 1170 652 \n",
3406 "11 1211 964 1751 1174 675 \n",
3407 "12 1043 1008 1657 1156 719 \n",
3408 "13 1182 1297 1822 1092 719 \n",
3409 "14 1717 2511 2294 1520 920 \n",
3410 "15 1984 2832 2604 1560 928 \n",
3411 "16 2466 3275 3084 1854 1169 \n",
3412 "17 2299 2785 3334 1924 1124 \n",
3413 "18 1982 1953 2853 1554 929 \n",
3414 "19 1321 1213 1887 1218 692 \n",
3415 "20 1543 1329 2251 1449 772 \n",
3416 "21 1397 1125 1937 1177 692 \n",
3417 "22 1095 841 1515 1011 587 \n",
3418 "23 1131 891 1610 1116 700 \n",
3419 "24 1048 883 1530 1035 574 \n",
3420 "25 927 896 1411 990 617 \n",
3421 "26 880 791 1311 979 552 \n",
3422 "27 922 837 1454 938 584 \n",
3423 "28 999 803 1228 930 572 \n",
3424 "29 945 806 1339 953 550 \n",
3425 "30 951 816 1340 941 565 \n",
3426 "31 949 773 1447 988 531 \n",
3427 "32 955 832 1370 929 563 \n",
3428 "33 1006 928 1395 1009 617 \n",
3429 "34 1024 920 1608 1043 594 \n",
3430 "35 951 810 1511 959 591 \n",
3431 "36 806 737 1208 803 488 \n",
3432 "37 1052 898 1610 1084 578 \n",
3433 "38 1023 844 1530 1021 555 \n",
3434 "39 963 869 1521 1041 617 \n",
3435 "40 1054 899 1577 1003 671 \n",
3436 "41 1019 902 1462 1010 638 \n",
3437 "42 1056 923 1462 1174 688 \n",
3438 "43 1154 922 1510 1044 661 \n",
3439 "44 1089 888 1563 1129 712 \n",
3440 "45 1177 952 1614 1174 832 \n",
3441 "46 1172 1112 1616 1168 742 \n",
3442 "47 1186 1086 1687 1159 848 \n",
3443 "48 1159 1012 1655 1272 797 \n",
3444 "49 1229 1029 1720 1284 836 \n",
3445 "50 1224 1065 1706 1156 814 \n",
3446 "51 1317 1167 1947 1311 882 \n",
3447 "52 1198 1090 1701 1115 825 \n",
3448 "53 997 1159 1595 929 727 \n",
3449 "\n",
3450 "[54 rows x 91 columns]"
3451 ]
3452 },
3453 "execution_count": 12,
3454 "metadata": {},
3455 "output_type": "execute_result"
3456 }
3457 ],
3458 "source": [
3459 "eng_xls = pd.read_excel(england_wales_filename, \n",
3460 " sheet_name=\"Weekly figures 2020\",\n",
3461 " skiprows=[0, 1, 2, 3],\n",
3462 " header=0,\n",
3463 " index_col=[1]\n",
3464 " ).iloc[:91].T\n",
3465 "eng_xls"
3466 ]
3467 },
3468 {
3469 "cell_type": "code",
3470 "execution_count": 13,
3471 "metadata": {
3472 "Collapsed": "false"
3473 },
3474 "outputs": [],
3475 "source": [
3476 "# eng_xls_columns"
3477 ]
3478 },
3479 {
3480 "cell_type": "code",
3481 "execution_count": 14,
3482 "metadata": {
3483 "Collapsed": "false"
3484 },
3485 "outputs": [],
3486 "source": [
3487 "eng_xls_columns = list(eng_xls.columns)\n",
3488 "\n",
3489 "for i, c in enumerate(eng_xls_columns):\n",
3490 "# print(i, c, type(c), isinstance(c, float))\n",
3491 " if isinstance(c, float) and np.isnan(c):\n",
3492 " if eng_xls.iloc[0].iloc[i] is not pd.NaT:\n",
3493 " eng_xls_columns[i] = eng_xls.iloc[0].iloc[i]\n",
3494 "\n",
3495 "# np.isnan(eng_xls_columns[0])\n",
3496 "# eng_xls_columns\n",
3497 "\n",
3498 "eng_xls.columns = eng_xls_columns\n",
3499 "# eng_xls.columns"
3500 ]
3501 },
3502 {
3503 "cell_type": "code",
3504 "execution_count": 15,
3505 "metadata": {
3506 "Collapsed": "false"
3507 },
3508 "outputs": [
3509 {
3510 "data": {
3511 "text/plain": [
3512 "Week number Total deaths, all ages\n",
3513 "1 12254\n",
3514 "2 14058\n",
3515 "3 12990\n",
3516 "4 11856\n",
3517 "5 11612\n",
3518 "6 10986\n",
3519 "7 10944\n",
3520 "8 10841\n",
3521 "9 10816\n",
3522 "10 10895\n",
3523 "11 11019\n",
3524 "12 10645\n",
3525 "13 11141\n",
3526 "14 16387\n",
3527 "15 18516\n",
3528 "16 22351\n",
3529 "17 21997\n",
3530 "18 17953\n",
3531 "19 12657\n",
3532 "20 14573\n",
3533 "21 12288\n",
3534 "22 9824\n",
3535 "23 10709\n",
3536 "24 9976\n",
3537 "25 9339\n",
3538 "26 8979\n",
3539 "27 9140\n",
3540 "28 8690\n",
3541 "29 8823\n",
3542 "30 8891\n",
3543 "31 8946\n",
3544 "32 8945\n",
3545 "33 9392\n",
3546 "34 9631\n",
3547 "35 9032\n",
3548 "36 7739\n",
3549 "37 9811\n",
3550 "38 9523\n",
3551 "39 9634\n",
3552 "40 9945\n",
3553 "41 9954\n",
3554 "42 10534\n",
3555 "43 10739\n",
3556 "44 10887\n",
3557 "45 11812\n",
3558 "46 12254\n",
3559 "47 12535\n",
3560 "48 12456\n",
3561 "49 12303\n",
3562 "50 12292\n",
3563 "51 13011\n",
3564 "52 11520\n",
3565 "53 10069\n",
3566 "Name: Total deaths, all ages, dtype: object"
3567 ]
3568 },
3569 "execution_count": 15,
3570 "metadata": {},
3571 "output_type": "execute_result"
3572 }
3573 ],
3574 "source": [
3575 "eng_xls['Total deaths, all ages']"
3576 ]
3577 },
3578 {
3579 "cell_type": "code",
3580 "execution_count": 16,
3581 "metadata": {
3582 "Collapsed": "false"
3583 },
3584 "outputs": [
3585 {
3586 "data": {
3587 "text/plain": [
3588 "1 787\n",
3589 "2 939\n",
3590 "3 767\n",
3591 "4 723\n",
3592 "5 727\n",
3593 "6 690\n",
3594 "7 728\n",
3595 "8 679\n",
3596 "9 651\n",
3597 "10 652\n",
3598 "11 675\n",
3599 "12 719\n",
3600 "13 719\n",
3601 "14 920\n",
3602 "15 928\n",
3603 "16 1169\n",
3604 "17 1124\n",
3605 "18 929\n",
3606 "19 692\n",
3607 "20 772\n",
3608 "21 692\n",
3609 "22 587\n",
3610 "23 700\n",
3611 "24 574\n",
3612 "25 617\n",
3613 "26 552\n",
3614 "27 584\n",
3615 "28 572\n",
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3617 "30 565\n",
3618 "31 531\n",
3619 "32 563\n",
3620 "33 617\n",
3621 "34 594\n",
3622 "35 591\n",
3623 "36 488\n",
3624 "37 578\n",
3625 "38 555\n",
3626 "39 617\n",
3627 "40 671\n",
3628 "41 638\n",
3629 "42 688\n",
3630 "43 661\n",
3631 "44 712\n",
3632 "45 832\n",
3633 "46 742\n",
3634 "47 848\n",
3635 "48 797\n",
3636 "49 836\n",
3637 "50 814\n",
3638 "51 882\n",
3639 "52 825\n",
3640 "53 727\n",
3641 "Name: Wales, dtype: object"
3642 ]
3643 },
3644 "execution_count": 16,
3645 "metadata": {},
3646 "output_type": "execute_result"
3647 }
3648 ],
3649 "source": [
3650 "eng_xls['Wales'].iloc[1:]"
3651 ]
3652 },
3653 {
3654 "cell_type": "code",
3655 "execution_count": 17,
3656 "metadata": {
3657 "Collapsed": "false"
3658 },
3659 "outputs": [],
3660 "source": [
3661 "# raw_data_2020 = pd.read_csv('uk-deaths-data/publishedweek272020.csv', \n",
3662 "# parse_dates=[1], dayfirst=True,\n",
3663 "# index_col=0,\n",
3664 "# header=[0, 1])"
3665 ]
3666 },
3667 {
3668 "cell_type": "code",
3669 "execution_count": null,
3670 "metadata": {
3671 "Collapsed": "false"
3672 },
3673 "outputs": [],
3674 "source": []
3675 },
3676 {
3677 "cell_type": "code",
3678 "execution_count": 18,
3679 "metadata": {
3680 "Collapsed": "false"
3681 },
3682 "outputs": [],
3683 "source": [
3684 "# raw_data_2020.head()"
3685 ]
3686 },
3687 {
3688 "cell_type": "code",
3689 "execution_count": 19,
3690 "metadata": {
3691 "Collapsed": "false"
3692 },
3693 "outputs": [],
3694 "source": [
3695 "# raw_data_2020['W92000004', 'Wales']"
3696 ]
3697 },
3698 {
3699 "cell_type": "code",
3700 "execution_count": 20,
3701 "metadata": {
3702 "Collapsed": "false"
3703 },
3704 "outputs": [],
3705 "source": [
3706 "raw_data_2019 = pd.read_csv('uk-deaths-data/publishedweek522019.csv', \n",
3707 " parse_dates=[1], dayfirst=True,\n",
3708 " index_col=0,\n",
3709 " header=[0, 1])\n",
3710 "# raw_data_2019.head()"
3711 ]
3712 },
3713 {
3714 "cell_type": "code",
3715 "execution_count": 21,
3716 "metadata": {
3717 "Collapsed": "false"
3718 },
3719 "outputs": [],
3720 "source": [
3721 "raw_data_2018 = pd.read_csv('uk-deaths-data/publishedweek522018.csv', \n",
3722 " parse_dates=[1], dayfirst=True,\n",
3723 " index_col=0,\n",
3724 " header=[0, 1])\n",
3725 "# raw_data_2018.head()"
3726 ]
3727 },
3728 {
3729 "cell_type": "code",
3730 "execution_count": 22,
3731 "metadata": {
3732 "Collapsed": "false"
3733 },
3734 "outputs": [],
3735 "source": [
3736 "raw_data_2017 = pd.read_csv('uk-deaths-data/publishedweek522017.csv', \n",
3737 " parse_dates=[1], dayfirst=True,\n",
3738 " index_col=0,\n",
3739 " header=[0, 1])\n",
3740 "# raw_data_2017.head()"
3741 ]
3742 },
3743 {
3744 "cell_type": "code",
3745 "execution_count": 23,
3746 "metadata": {
3747 "Collapsed": "false"
3748 },
3749 "outputs": [],
3750 "source": [
3751 "raw_data_2016 = pd.read_csv('uk-deaths-data/publishedweek522016.csv', \n",
3752 " parse_dates=[1], dayfirst=True,\n",
3753 " index_col=0,\n",
3754 " header=[0, 1])\n",
3755 "# raw_data_2016.head()"
3756 ]
3757 },
3758 {
3759 "cell_type": "code",
3760 "execution_count": 24,
3761 "metadata": {
3762 "Collapsed": "false"
3763 },
3764 "outputs": [],
3765 "source": [
3766 "raw_data_2015 = pd.read_csv('uk-deaths-data/publishedweek2015.csv', \n",
3767 " parse_dates=[1], dayfirst=True,\n",
3768 " index_col=0,\n",
3769 " header=[0, 1])\n",
3770 "# raw_data_2015.head()"
3771 ]
3772 },
3773 {
3774 "cell_type": "code",
3775 "execution_count": 25,
3776 "metadata": {
3777 "Collapsed": "false"
3778 },
3779 "outputs": [],
3780 "source": [
3781 "dhw = eng_xls['Wales'].iloc[1:]\n",
3782 "dhe = eng_xls['Total deaths, all ages'].iloc[1:] - dhw\n",
3783 "deaths_headlines_e = pd.DataFrame({'total_2020': dhe.dropna()})\n",
3784 "deaths_headlines_w = pd.DataFrame({'total_2020': dhw.dropna()})"
3785 ]
3786 },
3787 {
3788 "cell_type": "code",
3789 "execution_count": 26,
3790 "metadata": {
3791 "Collapsed": "false"
3792 },
3793 "outputs": [],
3794 "source": [
3795 "# deaths_headlines_e = raw_data_2020.iloc[:, [1]].copy()\n",
3796 "# deaths_headlines_e.columns = ['total_2020']\n",
3797 "# deaths_headlines_w = raw_data_2020['W92000004'].copy()\n",
3798 "# deaths_headlines_e.columns = ['total_2020']\n",
3799 "# deaths_headlines_w.columns = ['total_2020']\n",
3800 "# deaths_headlines_e.total_2020 -= deaths_headlines_w.total_2020\n",
3801 "# deaths_headlines_e.head()\n",
3802 "# deaths_headlines_e"
3803 ]
3804 },
3805 {
3806 "cell_type": "code",
3807 "execution_count": 27,
3808 "metadata": {
3809 "Collapsed": "false"
3810 },
3811 "outputs": [
3812 {
3813 "name": "stderr",
3814 "output_type": "stream",
3815 "text": [
3816 "/home/neil/anaconda3/lib/python3.8/site-packages/pandas/core/generic.py:5489: SettingWithCopyWarning: \n",
3817 "A value is trying to be set on a copy of a slice from a DataFrame.\n",
3818 "Try using .loc[row_indexer,col_indexer] = value instead\n",
3819 "\n",
3820 "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
3821 " self[name] = value\n"
3822 ]
3823 },
3824 {
3825 "data": {
3826 "text/html": [
3827 "<div>\n",
3828 "<style scoped>\n",
3829 " .dataframe tbody tr th:only-of-type {\n",
3830 " vertical-align: middle;\n",
3831 " }\n",
3832 "\n",
3833 " .dataframe tbody tr th {\n",
3834 " vertical-align: top;\n",
3835 " }\n",
3836 "\n",
3837 " .dataframe thead th {\n",
3838 " text-align: right;\n",
3839 " }\n",
3840 "</style>\n",
3841 "<table border=\"1\" class=\"dataframe\">\n",
3842 " <thead>\n",
3843 " <tr style=\"text-align: right;\">\n",
3844 " <th></th>\n",
3845 " <th>total_2019</th>\n",
3846 " </tr>\n",
3847 " </thead>\n",
3848 " <tbody>\n",
3849 " <tr>\n",
3850 " <th>48</th>\n",
3851 " <td>10269</td>\n",
3852 " </tr>\n",
3853 " <tr>\n",
3854 " <th>49</th>\n",
3855 " <td>10079</td>\n",
3856 " </tr>\n",
3857 " <tr>\n",
3858 " <th>50</th>\n",
3859 " <td>10489</td>\n",
3860 " </tr>\n",
3861 " <tr>\n",
3862 " <th>51</th>\n",
3863 " <td>11159</td>\n",
3864 " </tr>\n",
3865 " <tr>\n",
3866 " <th>52</th>\n",
3867 " <td>7037</td>\n",
3868 " </tr>\n",
3869 " </tbody>\n",
3870 "</table>\n",
3871 "</div>"
3872 ],
3873 "text/plain": [
3874 " total_2019\n",
3875 "48 10269\n",
3876 "49 10079\n",
3877 "50 10489\n",
3878 "51 11159\n",
3879 "52 7037"
3880 ]
3881 },
3882 "execution_count": 27,
3883 "metadata": {},
3884 "output_type": "execute_result"
3885 }
3886 ],
3887 "source": [
3888 "dh19e = raw_data_2019.iloc[:, [1]]\n",
3889 "dh19w = raw_data_2019['W92000004']\n",
3890 "dh19e.columns = ['total_2019']\n",
3891 "dh19w.columns = ['total_2019']\n",
3892 "dh19e.total_2019 -= dh19w.total_2019\n",
3893 "dh19e.tail()"
3894 ]
3895 },
3896 {
3897 "cell_type": "code",
3898 "execution_count": 28,
3899 "metadata": {
3900 "Collapsed": "false"
3901 },
3902 "outputs": [
3903 {
3904 "data": {
3905 "text/html": [
3906 "<div>\n",
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3911 "\n",
3912 " .dataframe tbody tr th {\n",
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3914 " }\n",
3915 "\n",
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3917 " text-align: right;\n",
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3919 "</style>\n",
3920 "<table border=\"1\" class=\"dataframe\">\n",
3921 " <thead>\n",
3922 " <tr style=\"text-align: right;\">\n",
3923 " <th></th>\n",
3924 " <th>total_2019</th>\n",
3925 " </tr>\n",
3926 " </thead>\n",
3927 " <tbody>\n",
3928 " <tr>\n",
3929 " <th>1</th>\n",
3930 " <td>718</td>\n",
3931 " </tr>\n",
3932 " <tr>\n",
3933 " <th>2</th>\n",
3934 " <td>809</td>\n",
3935 " </tr>\n",
3936 " <tr>\n",
3937 " <th>3</th>\n",
3938 " <td>683</td>\n",
3939 " </tr>\n",
3940 " <tr>\n",
3941 " <th>4</th>\n",
3942 " <td>734</td>\n",
3943 " </tr>\n",
3944 " <tr>\n",
3945 " <th>5</th>\n",
3946 " <td>745</td>\n",
3947 " </tr>\n",
3948 " </tbody>\n",
3949 "</table>\n",
3950 "</div>"
3951 ],
3952 "text/plain": [
3953 " total_2019\n",
3954 "1 718\n",
3955 "2 809\n",
3956 "3 683\n",
3957 "4 734\n",
3958 "5 745"
3959 ]
3960 },
3961 "execution_count": 28,
3962 "metadata": {},
3963 "output_type": "execute_result"
3964 }
3965 ],
3966 "source": [
3967 "dh19w.head()"
3968 ]
3969 },
3970 {
3971 "cell_type": "code",
3972 "execution_count": 29,
3973 "metadata": {
3974 "Collapsed": "false"
3975 },
3976 "outputs": [
3977 {
3978 "name": "stderr",
3979 "output_type": "stream",
3980 "text": [
3981 "/home/neil/anaconda3/lib/python3.8/site-packages/pandas/core/generic.py:5489: SettingWithCopyWarning: \n",
3982 "A value is trying to be set on a copy of a slice from a DataFrame.\n",
3983 "Try using .loc[row_indexer,col_indexer] = value instead\n",
3984 "\n",
3985 "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
3986 " self[name] = value\n"
3987 ]
3988 }
3989 ],
3990 "source": [
3991 "dh18e = raw_data_2018.iloc[:, [1]]\n",
3992 "dh18w = raw_data_2018['W92000004']\n",
3993 "dh18e.columns = ['total_2018']\n",
3994 "dh18w.columns = ['total_2018']\n",
3995 "dh18e.total_2018 -= dh18w.total_2018\n",
3996 "# dh18e.head()"
3997 ]
3998 },
3999 {
4000 "cell_type": "code",
4001 "execution_count": 30,
4002 "metadata": {
4003 "Collapsed": "false"
4004 },
4005 "outputs": [],
4006 "source": [
4007 "dh17e = raw_data_2017.iloc[:, [1]]\n",
4008 "dh17w = raw_data_2017['W92000004']\n",
4009 "dh17e.columns = ['total_2017']\n",
4010 "dh17w.columns = ['total_2017']\n",
4011 "dh17e.total_2017 -= dh17w.total_2017\n",
4012 "# dh17e.head()"
4013 ]
4014 },
4015 {
4016 "cell_type": "code",
4017 "execution_count": 31,
4018 "metadata": {
4019 "Collapsed": "false"
4020 },
4021 "outputs": [],
4022 "source": [
4023 "dh16e = raw_data_2016.iloc[:, [1]]\n",
4024 "dh16w = raw_data_2016['W92000004']\n",
4025 "dh16e.columns = ['total_2016']\n",
4026 "dh16w.columns = ['total_2016']\n",
4027 "dh16e.total_2016 -= dh16w.total_2016\n",
4028 "# dh16e.head()"
4029 ]
4030 },
4031 {
4032 "cell_type": "code",
4033 "execution_count": 32,
4034 "metadata": {
4035 "Collapsed": "false"
4036 },
4037 "outputs": [],
4038 "source": [
4039 "dh15e = raw_data_2015.iloc[:, [1]]\n",
4040 "dh15w = raw_data_2015['W92000004']\n",
4041 "dh15e.columns = ['total_2015']\n",
4042 "dh15w.columns = ['total_2015']\n",
4043 "dh15e.total_2015 -= dh15w.total_2015\n",
4044 "# dh15e.head()"
4045 ]
4046 },
4047 {
4048 "cell_type": "code",
4049 "execution_count": 33,
4050 "metadata": {
4051 "Collapsed": "false"
4052 },
4053 "outputs": [],
4054 "source": [
4055 "# dh18 = raw_data_2018.iloc[:, [1, 2]]\n",
4056 "# dh18.columns = ['total_2018', 'total_previous']\n",
4057 "# # dh18.head()"
4058 ]
4059 },
4060 {
4061 "cell_type": "code",
4062 "execution_count": 34,
4063 "metadata": {
4064 "Collapsed": "false"
4065 },
4066 "outputs": [
4067 {
4068 "data": {
4069 "text/html": [
4070 "<div>\n",
4071 "<style scoped>\n",
4072 " .dataframe tbody tr th:only-of-type {\n",
4073 " vertical-align: middle;\n",
4074 " }\n",
4075 "\n",
4076 " .dataframe tbody tr th {\n",
4077 " vertical-align: top;\n",
4078 " }\n",
4079 "\n",
4080 " .dataframe thead th {\n",
4081 " text-align: right;\n",
4082 " }\n",
4083 "</style>\n",
4084 "<table border=\"1\" class=\"dataframe\">\n",
4085 " <thead>\n",
4086 " <tr style=\"text-align: right;\">\n",
4087 " <th></th>\n",
4088 " <th>total_2020</th>\n",
4089 " <th>total_2019</th>\n",
4090 " <th>total_2018</th>\n",
4091 " <th>total_2017</th>\n",
4092 " <th>total_2016</th>\n",
4093 " <th>total_2015</th>\n",
4094 " </tr>\n",
4095 " </thead>\n",
4096 " <tbody>\n",
4097 " <tr>\n",
4098 " <th>1</th>\n",
4099 " <td>11467</td>\n",
4100 " <td>10237.0</td>\n",
4101 " <td>11940.0</td>\n",
4102 " <td>11247.0</td>\n",
4103 " <td>12236.0</td>\n",
4104 " <td>11561</td>\n",
4105 " </tr>\n",
4106 " <tr>\n",
4107 " <th>2</th>\n",
4108 " <td>13119</td>\n",
4109 " <td>11800.0</td>\n",
4110 " <td>14146.0</td>\n",
4111 " <td>12890.0</td>\n",
4112 " <td>10790.0</td>\n",
4113 " <td>15206</td>\n",
4114 " </tr>\n",
4115 " <tr>\n",
4116 " <th>3</th>\n",
4117 " <td>12223</td>\n",
4118 " <td>11177.0</td>\n",
4119 " <td>13371.0</td>\n",
4120 " <td>12775.0</td>\n",
4121 " <td>10753.0</td>\n",
4122 " <td>13930</td>\n",
4123 " </tr>\n",
4124 " <tr>\n",
4125 " <th>4</th>\n",
4126 " <td>11133</td>\n",
4127 " <td>11006.0</td>\n",
4128 " <td>13085.0</td>\n",
4129 " <td>11996.0</td>\n",
4130 " <td>10600.0</td>\n",
4131 " <td>13106</td>\n",
4132 " </tr>\n",
4133 " <tr>\n",
4134 " <th>5</th>\n",
4135 " <td>10885</td>\n",
4136 " <td>10552.0</td>\n",
4137 " <td>12470.0</td>\n",
4138 " <td>11736.0</td>\n",
4139 " <td>10362.0</td>\n",
4140 " <td>12099</td>\n",
4141 " </tr>\n",
4142 " <tr>\n",
4143 " <th>6</th>\n",
4144 " <td>10296</td>\n",
4145 " <td>10959.0</td>\n",
4146 " <td>11694.0</td>\n",
4147 " <td>11546.0</td>\n",
4148 " <td>10470.0</td>\n",
4149 " <td>11319</td>\n",
4150 " </tr>\n",
4151 " <tr>\n",
4152 " <th>7</th>\n",
4153 " <td>10216</td>\n",
4154 " <td>11076.0</td>\n",
4155 " <td>11443.0</td>\n",
4156 " <td>10954.0</td>\n",
4157 " <td>9933.0</td>\n",
4158 " <td>11112</td>\n",
4159 " </tr>\n",
4160 " <tr>\n",
4161 " <th>8</th>\n",
4162 " <td>10162</td>\n",
4163 " <td>10600.0</td>\n",
4164 " <td>11353.0</td>\n",
4165 " <td>11093.0</td>\n",
4166 " <td>10360.0</td>\n",
4167 " <td>10695</td>\n",
4168 " </tr>\n",
4169 " <tr>\n",
4170 " <th>9</th>\n",
4171 " <td>10165</td>\n",
4172 " <td>10360.0</td>\n",
4173 " <td>10220.0</td>\n",
4174 " <td>10533.0</td>\n",
4175 " <td>10564.0</td>\n",
4176 " <td>10736</td>\n",
4177 " </tr>\n",
4178 " <tr>\n",
4179 " <th>10</th>\n",
4180 " <td>10243</td>\n",
4181 " <td>10276.0</td>\n",
4182 " <td>12101.0</td>\n",
4183 " <td>10443.0</td>\n",
4184 " <td>10276.0</td>\n",
4185 " <td>10757</td>\n",
4186 " </tr>\n",
4187 " <tr>\n",
4188 " <th>11</th>\n",
4189 " <td>10344</td>\n",
4190 " <td>9901.0</td>\n",
4191 " <td>11870.0</td>\n",
4192 " <td>10044.0</td>\n",
4193 " <td>10284.0</td>\n",
4194 " <td>10290</td>\n",
4195 " </tr>\n",
4196 " <tr>\n",
4197 " <th>12</th>\n",
4198 " <td>9926</td>\n",
4199 " <td>9774.0</td>\n",
4200 " <td>11139.0</td>\n",
4201 " <td>9690.0</td>\n",
4202 " <td>8967.0</td>\n",
4203 " <td>9888</td>\n",
4204 " </tr>\n",
4205 " <tr>\n",
4206 " <th>13</th>\n",
4207 " <td>10422</td>\n",
4208 " <td>9213.0</td>\n",
4209 " <td>9308.0</td>\n",
4210 " <td>9369.0</td>\n",
4211 " <td>9574.0</td>\n",
4212 " <td>9827</td>\n",
4213 " </tr>\n",
4214 " <tr>\n",
4215 " <th>14</th>\n",
4216 " <td>15467</td>\n",
4217 " <td>9484.0</td>\n",
4218 " <td>10064.0</td>\n",
4219 " <td>9297.0</td>\n",
4220 " <td>10857.0</td>\n",
4221 " <td>8482</td>\n",
4222 " </tr>\n",
4223 " <tr>\n",
4224 " <th>15</th>\n",
4225 " <td>17588</td>\n",
4226 " <td>9654.0</td>\n",
4227 " <td>11558.0</td>\n",
4228 " <td>7916.0</td>\n",
4229 " <td>10679.0</td>\n",
4230 " <td>9429</td>\n",
4231 " </tr>\n",
4232 " <tr>\n",
4233 " <th>16</th>\n",
4234 " <td>21182</td>\n",
4235 " <td>8445.0</td>\n",
4236 " <td>10535.0</td>\n",
4237 " <td>8990.0</td>\n",
4238 " <td>10211.0</td>\n",
4239 " <td>10968</td>\n",
4240 " </tr>\n",
4241 " <tr>\n",
4242 " <th>17</th>\n",
4243 " <td>20873</td>\n",
4244 " <td>9381.0</td>\n",
4245 " <td>9692.0</td>\n",
4246 " <td>10181.0</td>\n",
4247 " <td>9784.0</td>\n",
4248 " <td>9937</td>\n",
4249 " </tr>\n",
4250 " <tr>\n",
4251 " <th>18</th>\n",
4252 " <td>17024</td>\n",
4253 " <td>10519.0</td>\n",
4254 " <td>9520.0</td>\n",
4255 " <td>8464.0</td>\n",
4256 " <td>8568.0</td>\n",
4257 " <td>9506</td>\n",
4258 " </tr>\n",
4259 " <tr>\n",
4260 " <th>19</th>\n",
4261 " <td>11965</td>\n",
4262 " <td>8455.0</td>\n",
4263 " <td>8094.0</td>\n",
4264 " <td>10006.0</td>\n",
4265 " <td>9985.0</td>\n",
4266 " <td>8273</td>\n",
4267 " </tr>\n",
4268 " <tr>\n",
4269 " <th>20</th>\n",
4270 " <td>13801</td>\n",
4271 " <td>9614.0</td>\n",
4272 " <td>9474.0</td>\n",
4273 " <td>9673.0</td>\n",
4274 " <td>9342.0</td>\n",
4275 " <td>9668</td>\n",
4276 " </tr>\n",
4277 " <tr>\n",
4278 " <th>21</th>\n",
4279 " <td>11596</td>\n",
4280 " <td>9657.0</td>\n",
4281 " <td>9033.0</td>\n",
4282 " <td>9438.0</td>\n",
4283 " <td>9115.0</td>\n",
4284 " <td>9391</td>\n",
4285 " </tr>\n",
4286 " <tr>\n",
4287 " <th>22</th>\n",
4288 " <td>9237</td>\n",
4289 " <td>7742.0</td>\n",
4290 " <td>7609.0</td>\n",
4291 " <td>7746.0</td>\n",
4292 " <td>7409.0</td>\n",
4293 " <td>7625</td>\n",
4294 " </tr>\n",
4295 " <tr>\n",
4296 " <th>23</th>\n",
4297 " <td>10009</td>\n",
4298 " <td>9514.0</td>\n",
4299 " <td>9343.0</td>\n",
4300 " <td>9182.0</td>\n",
4301 " <td>9289.0</td>\n",
4302 " <td>9509</td>\n",
4303 " </tr>\n",
4304 " <tr>\n",
4305 " <th>24</th>\n",
4306 " <td>9402</td>\n",
4307 " <td>8847.0</td>\n",
4308 " <td>8782.0</td>\n",
4309 " <td>8768.0</td>\n",
4310 " <td>8808.0</td>\n",
4311 " <td>8942</td>\n",
4312 " </tr>\n",
4313 " <tr>\n",
4314 " <th>25</th>\n",
4315 " <td>8722</td>\n",
4316 " <td>8916.0</td>\n",
4317 " <td>8694.0</td>\n",
4318 " <td>9019.0</td>\n",
4319 " <td>8807.0</td>\n",
4320 " <td>8717</td>\n",
4321 " </tr>\n",
4322 " <tr>\n",
4323 " <th>26</th>\n",
4324 " <td>8427</td>\n",
4325 " <td>8947.0</td>\n",
4326 " <td>8613.0</td>\n",
4327 " <td>8788.0</td>\n",
4328 " <td>8679.0</td>\n",
4329 " <td>8593</td>\n",
4330 " </tr>\n",
4331 " <tr>\n",
4332 " <th>27</th>\n",
4333 " <td>8556</td>\n",
4334 " <td>8528.0</td>\n",
4335 " <td>8633.0</td>\n",
4336 " <td>8707.0</td>\n",
4337 " <td>8614.0</td>\n",
4338 " <td>8670</td>\n",
4339 " </tr>\n",
4340 " <tr>\n",
4341 " <th>28</th>\n",
4342 " <td>8118</td>\n",
4343 " <td>8591.0</td>\n",
4344 " <td>8710.0</td>\n",
4345 " <td>8812.0</td>\n",
4346 " <td>8789.0</td>\n",
4347 " <td>8461</td>\n",
4348 " </tr>\n",
4349 " <tr>\n",
4350 " <th>29</th>\n",
4351 " <td>8273</td>\n",
4352 " <td>8527.0</td>\n",
4353 " <td>8579.0</td>\n",
4354 " <td>8562.0</td>\n",
4355 " <td>8790.0</td>\n",
4356 " <td>8228</td>\n",
4357 " </tr>\n",
4358 " <tr>\n",
4359 " <th>30</th>\n",
4360 " <td>8326</td>\n",
4361 " <td>8569.0</td>\n",
4362 " <td>8581.0</td>\n",
4363 " <td>8296.0</td>\n",
4364 " <td>8725.0</td>\n",
4365 " <td>8262</td>\n",
4366 " </tr>\n",
4367 " <tr>\n",
4368 " <th>31</th>\n",
4369 " <td>8415</td>\n",
4370 " <td>8701.0</td>\n",
4371 " <td>8587.0</td>\n",
4372 " <td>8351.0</td>\n",
4373 " <td>8602.0</td>\n",
4374 " <td>8071</td>\n",
4375 " </tr>\n",
4376 " <tr>\n",
4377 " <th>32</th>\n",
4378 " <td>8382</td>\n",
4379 " <td>8580.0</td>\n",
4380 " <td>8782.0</td>\n",
4381 " <td>8466.0</td>\n",
4382 " <td>8531.0</td>\n",
4383 " <td>8298</td>\n",
4384 " </tr>\n",
4385 " <tr>\n",
4386 " <th>33</th>\n",
4387 " <td>8775</td>\n",
4388 " <td>8504.0</td>\n",
4389 " <td>8312.0</td>\n",
4390 " <td>8707.0</td>\n",
4391 " <td>8496.0</td>\n",
4392 " <td>8600</td>\n",
4393 " </tr>\n",
4394 " <tr>\n",
4395 " <th>34</th>\n",
4396 " <td>9037</td>\n",
4397 " <td>8441.0</td>\n",
4398 " <td>8413.0</td>\n",
4399 " <td>8812.0</td>\n",
4400 " <td>8700.0</td>\n",
4401 " <td>8564</td>\n",
4402 " </tr>\n",
4403 " <tr>\n",
4404 " <th>35</th>\n",
4405 " <td>8441</td>\n",
4406 " <td>7684.0</td>\n",
4407 " <td>7354.0</td>\n",
4408 " <td>7594.0</td>\n",
4409 " <td>7453.0</td>\n",
4410 " <td>8423</td>\n",
4411 " </tr>\n",
4412 " <tr>\n",
4413 " <th>36</th>\n",
4414 " <td>7251</td>\n",
4415 " <td>9113.0</td>\n",
4416 " <td>8851.0</td>\n",
4417 " <td>8955.0</td>\n",
4418 " <td>8847.0</td>\n",
4419 " <td>7389</td>\n",
4420 " </tr>\n",
4421 " <tr>\n",
4422 " <th>37</th>\n",
4423 " <td>9233</td>\n",
4424 " <td>8946.0</td>\n",
4425 " <td>8612.0</td>\n",
4426 " <td>8845.0</td>\n",
4427 " <td>8548.0</td>\n",
4428 " <td>8704</td>\n",
4429 " </tr>\n",
4430 " <tr>\n",
4431 " <th>38</th>\n",
4432 " <td>8968</td>\n",
4433 " <td>8868.0</td>\n",
4434 " <td>8707.0</td>\n",
4435 " <td>8949.0</td>\n",
4436 " <td>8382.0</td>\n",
4437 " <td>8542</td>\n",
4438 " </tr>\n",
4439 " <tr>\n",
4440 " <th>39</th>\n",
4441 " <td>9017</td>\n",
4442 " <td>8906.0</td>\n",
4443 " <td>8590.0</td>\n",
4444 " <td>9096.0</td>\n",
4445 " <td>8402.0</td>\n",
4446 " <td>8865</td>\n",
4447 " </tr>\n",
4448 " <tr>\n",
4449 " <th>40</th>\n",
4450 " <td>9274</td>\n",
4451 " <td>9202.0</td>\n",
4452 " <td>8908.0</td>\n",
4453 " <td>9147.0</td>\n",
4454 " <td>8729.0</td>\n",
4455 " <td>8858</td>\n",
4456 " </tr>\n",
4457 " <tr>\n",
4458 " <th>41</th>\n",
4459 " <td>9316</td>\n",
4460 " <td>9383.0</td>\n",
4461 " <td>9043.0</td>\n",
4462 " <td>9300.0</td>\n",
4463 " <td>9132.0</td>\n",
4464 " <td>9124</td>\n",
4465 " </tr>\n",
4466 " <tr>\n",
4467 " <th>42</th>\n",
4468 " <td>9846</td>\n",
4469 " <td>9534.0</td>\n",
4470 " <td>9224.0</td>\n",
4471 " <td>9381.0</td>\n",
4472 " <td>9144.0</td>\n",
4473 " <td>8899</td>\n",
4474 " </tr>\n",
4475 " <tr>\n",
4476 " <th>43</th>\n",
4477 " <td>10078</td>\n",
4478 " <td>9351.0</td>\n",
4479 " <td>8970.0</td>\n",
4480 " <td>9131.0</td>\n",
4481 " <td>9100.0</td>\n",
4482 " <td>9104</td>\n",
4483 " </tr>\n",
4484 " <tr>\n",
4485 " <th>44</th>\n",
4486 " <td>10175</td>\n",
4487 " <td>9522.0</td>\n",
4488 " <td>8925.0</td>\n",
4489 " <td>9389.0</td>\n",
4490 " <td>9508.0</td>\n",
4491 " <td>9025</td>\n",
4492 " </tr>\n",
4493 " <tr>\n",
4494 " <th>45</th>\n",
4495 " <td>10980</td>\n",
4496 " <td>10044.0</td>\n",
4497 " <td>9509.0</td>\n",
4498 " <td>9748.0</td>\n",
4499 " <td>9844.0</td>\n",
4500 " <td>9388</td>\n",
4501 " </tr>\n",
4502 " <tr>\n",
4503 " <th>46</th>\n",
4504 " <td>11512</td>\n",
4505 " <td>9976.0</td>\n",
4506 " <td>9537.0</td>\n",
4507 " <td>9609.0</td>\n",
4508 " <td>10013.0</td>\n",
4509 " <td>9325</td>\n",
4510 " </tr>\n",
4511 " <tr>\n",
4512 " <th>47</th>\n",
4513 " <td>11687</td>\n",
4514 " <td>10183.0</td>\n",
4515 " <td>9300.0</td>\n",
4516 " <td>9982.0</td>\n",
4517 " <td>9942.0</td>\n",
4518 " <td>9219</td>\n",
4519 " </tr>\n",
4520 " <tr>\n",
4521 " <th>48</th>\n",
4522 " <td>11659</td>\n",
4523 " <td>10269.0</td>\n",
4524 " <td>9360.0</td>\n",
4525 " <td>9902.0</td>\n",
4526 " <td>9796.0</td>\n",
4527 " <td>9233</td>\n",
4528 " </tr>\n",
4529 " <tr>\n",
4530 " <th>49</th>\n",
4531 " <td>11467</td>\n",
4532 " <td>10079.0</td>\n",
4533 " <td>9613.0</td>\n",
4534 " <td>10151.0</td>\n",
4535 " <td>10530.0</td>\n",
4536 " <td>9706</td>\n",
4537 " </tr>\n",
4538 " <tr>\n",
4539 " <th>50</th>\n",
4540 " <td>11478</td>\n",
4541 " <td>10489.0</td>\n",
4542 " <td>9842.0</td>\n",
4543 " <td>10509.0</td>\n",
4544 " <td>9870.0</td>\n",
4545 " <td>9581</td>\n",
4546 " </tr>\n",
4547 " <tr>\n",
4548 " <th>51</th>\n",
4549 " <td>12129</td>\n",
4550 " <td>11159.0</td>\n",
4551 " <td>10392.0</td>\n",
4552 " <td>11755.0</td>\n",
4553 " <td>10802.0</td>\n",
4554 " <td>10043</td>\n",
4555 " </tr>\n",
4556 " <tr>\n",
4557 " <th>52</th>\n",
4558 " <td>10695</td>\n",
4559 " <td>7037.0</td>\n",
4560 " <td>6670.0</td>\n",
4561 " <td>7946.0</td>\n",
4562 " <td>7445.0</td>\n",
4563 " <td>8095</td>\n",
4564 " </tr>\n",
4565 " <tr>\n",
4566 " <th>53</th>\n",
4567 " <td>9342</td>\n",
4568 " <td>NaN</td>\n",
4569 " <td>NaN</td>\n",
4570 " <td>NaN</td>\n",
4571 " <td>NaN</td>\n",
4572 " <td>7008</td>\n",
4573 " </tr>\n",
4574 " </tbody>\n",
4575 "</table>\n",
4576 "</div>"
4577 ],
4578 "text/plain": [
4579 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
4580 "1 11467 10237.0 11940.0 11247.0 12236.0 11561\n",
4581 "2 13119 11800.0 14146.0 12890.0 10790.0 15206\n",
4582 "3 12223 11177.0 13371.0 12775.0 10753.0 13930\n",
4583 "4 11133 11006.0 13085.0 11996.0 10600.0 13106\n",
4584 "5 10885 10552.0 12470.0 11736.0 10362.0 12099\n",
4585 "6 10296 10959.0 11694.0 11546.0 10470.0 11319\n",
4586 "7 10216 11076.0 11443.0 10954.0 9933.0 11112\n",
4587 "8 10162 10600.0 11353.0 11093.0 10360.0 10695\n",
4588 "9 10165 10360.0 10220.0 10533.0 10564.0 10736\n",
4589 "10 10243 10276.0 12101.0 10443.0 10276.0 10757\n",
4590 "11 10344 9901.0 11870.0 10044.0 10284.0 10290\n",
4591 "12 9926 9774.0 11139.0 9690.0 8967.0 9888\n",
4592 "13 10422 9213.0 9308.0 9369.0 9574.0 9827\n",
4593 "14 15467 9484.0 10064.0 9297.0 10857.0 8482\n",
4594 "15 17588 9654.0 11558.0 7916.0 10679.0 9429\n",
4595 "16 21182 8445.0 10535.0 8990.0 10211.0 10968\n",
4596 "17 20873 9381.0 9692.0 10181.0 9784.0 9937\n",
4597 "18 17024 10519.0 9520.0 8464.0 8568.0 9506\n",
4598 "19 11965 8455.0 8094.0 10006.0 9985.0 8273\n",
4599 "20 13801 9614.0 9474.0 9673.0 9342.0 9668\n",
4600 "21 11596 9657.0 9033.0 9438.0 9115.0 9391\n",
4601 "22 9237 7742.0 7609.0 7746.0 7409.0 7625\n",
4602 "23 10009 9514.0 9343.0 9182.0 9289.0 9509\n",
4603 "24 9402 8847.0 8782.0 8768.0 8808.0 8942\n",
4604 "25 8722 8916.0 8694.0 9019.0 8807.0 8717\n",
4605 "26 8427 8947.0 8613.0 8788.0 8679.0 8593\n",
4606 "27 8556 8528.0 8633.0 8707.0 8614.0 8670\n",
4607 "28 8118 8591.0 8710.0 8812.0 8789.0 8461\n",
4608 "29 8273 8527.0 8579.0 8562.0 8790.0 8228\n",
4609 "30 8326 8569.0 8581.0 8296.0 8725.0 8262\n",
4610 "31 8415 8701.0 8587.0 8351.0 8602.0 8071\n",
4611 "32 8382 8580.0 8782.0 8466.0 8531.0 8298\n",
4612 "33 8775 8504.0 8312.0 8707.0 8496.0 8600\n",
4613 "34 9037 8441.0 8413.0 8812.0 8700.0 8564\n",
4614 "35 8441 7684.0 7354.0 7594.0 7453.0 8423\n",
4615 "36 7251 9113.0 8851.0 8955.0 8847.0 7389\n",
4616 "37 9233 8946.0 8612.0 8845.0 8548.0 8704\n",
4617 "38 8968 8868.0 8707.0 8949.0 8382.0 8542\n",
4618 "39 9017 8906.0 8590.0 9096.0 8402.0 8865\n",
4619 "40 9274 9202.0 8908.0 9147.0 8729.0 8858\n",
4620 "41 9316 9383.0 9043.0 9300.0 9132.0 9124\n",
4621 "42 9846 9534.0 9224.0 9381.0 9144.0 8899\n",
4622 "43 10078 9351.0 8970.0 9131.0 9100.0 9104\n",
4623 "44 10175 9522.0 8925.0 9389.0 9508.0 9025\n",
4624 "45 10980 10044.0 9509.0 9748.0 9844.0 9388\n",
4625 "46 11512 9976.0 9537.0 9609.0 10013.0 9325\n",
4626 "47 11687 10183.0 9300.0 9982.0 9942.0 9219\n",
4627 "48 11659 10269.0 9360.0 9902.0 9796.0 9233\n",
4628 "49 11467 10079.0 9613.0 10151.0 10530.0 9706\n",
4629 "50 11478 10489.0 9842.0 10509.0 9870.0 9581\n",
4630 "51 12129 11159.0 10392.0 11755.0 10802.0 10043\n",
4631 "52 10695 7037.0 6670.0 7946.0 7445.0 8095\n",
4632 "53 9342 NaN NaN NaN NaN 7008"
4633 ]
4634 },
4635 "execution_count": 34,
4636 "metadata": {},
4637 "output_type": "execute_result"
4638 }
4639 ],
4640 "source": [
4641 "deaths_headlines_e = deaths_headlines_e.merge(dh19e['total_2019'], how='outer', left_index=True, right_index=True)\n",
4642 "deaths_headlines_e = deaths_headlines_e.merge(dh18e['total_2018'], how='outer', left_index=True, right_index=True)\n",
4643 "deaths_headlines_e = deaths_headlines_e.merge(dh17e['total_2017'], how='outer', left_index=True, right_index=True)\n",
4644 "deaths_headlines_e = deaths_headlines_e.merge(dh16e['total_2016'], how='outer', left_index=True, right_index=True)\n",
4645 "# deaths_headlines = deaths_headlines.merge(dh15['total_2015'], how='outer', left_index=True, right_index=True)\n",
4646 "deaths_headlines_e = deaths_headlines_e.merge(dh15e['total_2015'], how='left', left_index=True, right_index=True)\n",
4647 "deaths_headlines_e"
4648 ]
4649 },
4650 {
4651 "cell_type": "code",
4652 "execution_count": 35,
4653 "metadata": {
4654 "Collapsed": "false",
4655 "scrolled": true
4656 },
4657 "outputs": [
4658 {
4659 "data": {
4660 "text/html": [
4661 "<div>\n",
4662 "<style scoped>\n",
4663 " .dataframe tbody tr th:only-of-type {\n",
4664 " vertical-align: middle;\n",
4665 " }\n",
4666 "\n",
4667 " .dataframe tbody tr th {\n",
4668 " vertical-align: top;\n",
4669 " }\n",
4670 "\n",
4671 " .dataframe thead th {\n",
4672 " text-align: right;\n",
4673 " }\n",
4674 "</style>\n",
4675 "<table border=\"1\" class=\"dataframe\">\n",
4676 " <thead>\n",
4677 " <tr style=\"text-align: right;\">\n",
4678 " <th></th>\n",
4679 " <th>total_2020</th>\n",
4680 " <th>total_2019</th>\n",
4681 " <th>total_2018</th>\n",
4682 " <th>total_2017</th>\n",
4683 " <th>total_2016</th>\n",
4684 " <th>total_2015</th>\n",
4685 " </tr>\n",
4686 " </thead>\n",
4687 " <tbody>\n",
4688 " <tr>\n",
4689 " <th>1</th>\n",
4690 " <td>1161</td>\n",
4691 " <td>1104.0</td>\n",
4692 " <td>1531.0</td>\n",
4693 " <td>1205.0</td>\n",
4694 " <td>1394.0</td>\n",
4695 " <td>1146</td>\n",
4696 " </tr>\n",
4697 " <tr>\n",
4698 " <th>2</th>\n",
4699 " <td>1567</td>\n",
4700 " <td>1507.0</td>\n",
4701 " <td>1899.0</td>\n",
4702 " <td>1379.0</td>\n",
4703 " <td>1305.0</td>\n",
4704 " <td>1708</td>\n",
4705 " </tr>\n",
4706 " <tr>\n",
4707 " <th>3</th>\n",
4708 " <td>1322</td>\n",
4709 " <td>1353.0</td>\n",
4710 " <td>1629.0</td>\n",
4711 " <td>1224.0</td>\n",
4712 " <td>1215.0</td>\n",
4713 " <td>1489</td>\n",
4714 " </tr>\n",
4715 " <tr>\n",
4716 " <th>4</th>\n",
4717 " <td>1226</td>\n",
4718 " <td>1208.0</td>\n",
4719 " <td>1610.0</td>\n",
4720 " <td>1197.0</td>\n",
4721 " <td>1187.0</td>\n",
4722 " <td>1381</td>\n",
4723 " </tr>\n",
4724 " <tr>\n",
4725 " <th>5</th>\n",
4726 " <td>1188</td>\n",
4727 " <td>1206.0</td>\n",
4728 " <td>1369.0</td>\n",
4729 " <td>1332.0</td>\n",
4730 " <td>1205.0</td>\n",
4731 " <td>1286</td>\n",
4732 " </tr>\n",
4733 " <tr>\n",
4734 " <th>6</th>\n",
4735 " <td>1216</td>\n",
4736 " <td>1243.0</td>\n",
4737 " <td>1265.0</td>\n",
4738 " <td>1200.0</td>\n",
4739 " <td>1217.0</td>\n",
4740 " <td>1344</td>\n",
4741 " </tr>\n",
4742 " <tr>\n",
4743 " <th>7</th>\n",
4744 " <td>1162</td>\n",
4745 " <td>1181.0</td>\n",
4746 " <td>1315.0</td>\n",
4747 " <td>1231.0</td>\n",
4748 " <td>1209.0</td>\n",
4749 " <td>1360</td>\n",
4750 " </tr>\n",
4751 " <tr>\n",
4752 " <th>8</th>\n",
4753 " <td>1162</td>\n",
4754 " <td>1245.0</td>\n",
4755 " <td>1245.0</td>\n",
4756 " <td>1185.0</td>\n",
4757 " <td>1239.0</td>\n",
4758 " <td>1320</td>\n",
4759 " </tr>\n",
4760 " <tr>\n",
4761 " <th>9</th>\n",
4762 " <td>1171</td>\n",
4763 " <td>1125.0</td>\n",
4764 " <td>1022.0</td>\n",
4765 " <td>1219.0</td>\n",
4766 " <td>1150.0</td>\n",
4767 " <td>1308</td>\n",
4768 " </tr>\n",
4769 " <tr>\n",
4770 " <th>10</th>\n",
4771 " <td>1208</td>\n",
4772 " <td>1156.0</td>\n",
4773 " <td>1475.0</td>\n",
4774 " <td>1146.0</td>\n",
4775 " <td>1174.0</td>\n",
4776 " <td>1192</td>\n",
4777 " </tr>\n",
4778 " <tr>\n",
4779 " <th>11</th>\n",
4780 " <td>1156</td>\n",
4781 " <td>1108.0</td>\n",
4782 " <td>1220.0</td>\n",
4783 " <td>1141.0</td>\n",
4784 " <td>1175.0</td>\n",
4785 " <td>1201</td>\n",
4786 " </tr>\n",
4787 " <tr>\n",
4788 " <th>12</th>\n",
4789 " <td>1196</td>\n",
4790 " <td>1101.0</td>\n",
4791 " <td>1158.0</td>\n",
4792 " <td>1152.0</td>\n",
4793 " <td>1042.0</td>\n",
4794 " <td>1149</td>\n",
4795 " </tr>\n",
4796 " <tr>\n",
4797 " <th>13</th>\n",
4798 " <td>1079</td>\n",
4799 " <td>1086.0</td>\n",
4800 " <td>1050.0</td>\n",
4801 " <td>1112.0</td>\n",
4802 " <td>1172.0</td>\n",
4803 " <td>1171</td>\n",
4804 " </tr>\n",
4805 " <tr>\n",
4806 " <th>14</th>\n",
4807 " <td>1744</td>\n",
4808 " <td>1032.0</td>\n",
4809 " <td>1192.0</td>\n",
4810 " <td>1060.0</td>\n",
4811 " <td>1166.0</td>\n",
4812 " <td>1042</td>\n",
4813 " </tr>\n",
4814 " <tr>\n",
4815 " <th>15</th>\n",
4816 " <td>1978</td>\n",
4817 " <td>1069.0</td>\n",
4818 " <td>1192.0</td>\n",
4819 " <td>998.0</td>\n",
4820 " <td>1048.0</td>\n",
4821 " <td>1192</td>\n",
4822 " </tr>\n",
4823 " <tr>\n",
4824 " <th>16</th>\n",
4825 " <td>1916</td>\n",
4826 " <td>902.0</td>\n",
4827 " <td>1136.0</td>\n",
4828 " <td>1111.0</td>\n",
4829 " <td>1092.0</td>\n",
4830 " <td>1095</td>\n",
4831 " </tr>\n",
4832 " <tr>\n",
4833 " <th>17</th>\n",
4834 " <td>1836</td>\n",
4835 " <td>1121.0</td>\n",
4836 " <td>1008.0</td>\n",
4837 " <td>1121.0</td>\n",
4838 " <td>1076.0</td>\n",
4839 " <td>1108</td>\n",
4840 " </tr>\n",
4841 " <tr>\n",
4842 " <th>18</th>\n",
4843 " <td>1679</td>\n",
4844 " <td>1131.0</td>\n",
4845 " <td>1093.0</td>\n",
4846 " <td>1050.0</td>\n",
4847 " <td>1006.0</td>\n",
4848 " <td>1117</td>\n",
4849 " </tr>\n",
4850 " <tr>\n",
4851 " <th>19</th>\n",
4852 " <td>1435</td>\n",
4853 " <td>1018.0</td>\n",
4854 " <td>967.0</td>\n",
4855 " <td>1119.0</td>\n",
4856 " <td>1047.0</td>\n",
4857 " <td>1020</td>\n",
4858 " </tr>\n",
4859 " <tr>\n",
4860 " <th>20</th>\n",
4861 " <td>1421</td>\n",
4862 " <td>1115.0</td>\n",
4863 " <td>977.0</td>\n",
4864 " <td>1115.0</td>\n",
4865 " <td>1010.0</td>\n",
4866 " <td>1103</td>\n",
4867 " </tr>\n",
4868 " <tr>\n",
4869 " <th>21</th>\n",
4870 " <td>1226</td>\n",
4871 " <td>1061.0</td>\n",
4872 " <td>1070.0</td>\n",
4873 " <td>1063.0</td>\n",
4874 " <td>994.0</td>\n",
4875 " <td>1039</td>\n",
4876 " </tr>\n",
4877 " <tr>\n",
4878 " <th>22</th>\n",
4879 " <td>1125</td>\n",
4880 " <td>1029.0</td>\n",
4881 " <td>998.0</td>\n",
4882 " <td>1015.0</td>\n",
4883 " <td>999.0</td>\n",
4884 " <td>1043</td>\n",
4885 " </tr>\n",
4886 " <tr>\n",
4887 " <th>23</th>\n",
4888 " <td>1093</td>\n",
4889 " <td>1042.0</td>\n",
4890 " <td>1033.0</td>\n",
4891 " <td>1076.0</td>\n",
4892 " <td>1023.0</td>\n",
4893 " <td>1106</td>\n",
4894 " </tr>\n",
4895 " <tr>\n",
4896 " <th>24</th>\n",
4897 " <td>1034</td>\n",
4898 " <td>1028.0</td>\n",
4899 " <td>915.0</td>\n",
4900 " <td>1031.0</td>\n",
4901 " <td>988.0</td>\n",
4902 " <td>1038</td>\n",
4903 " </tr>\n",
4904 " <tr>\n",
4905 " <th>25</th>\n",
4906 " <td>1065</td>\n",
4907 " <td>1053.0</td>\n",
4908 " <td>993.0</td>\n",
4909 " <td>1032.0</td>\n",
4910 " <td>994.0</td>\n",
4911 " <td>1025</td>\n",
4912 " </tr>\n",
4913 " <tr>\n",
4914 " <th>26</th>\n",
4915 " <td>1008</td>\n",
4916 " <td>1051.0</td>\n",
4917 " <td>1046.0</td>\n",
4918 " <td>994.0</td>\n",
4919 " <td>1007.0</td>\n",
4920 " <td>1032</td>\n",
4921 " </tr>\n",
4922 " <tr>\n",
4923 " <th>27</th>\n",
4924 " <td>983</td>\n",
4925 " <td>981.0</td>\n",
4926 " <td>1041.0</td>\n",
4927 " <td>1040.0</td>\n",
4928 " <td>988.0</td>\n",
4929 " <td>1040</td>\n",
4930 " </tr>\n",
4931 " <tr>\n",
4932 " <th>28</th>\n",
4933 " <td>976</td>\n",
4934 " <td>1077.0</td>\n",
4935 " <td>1002.0</td>\n",
4936 " <td>1014.0</td>\n",
4937 " <td>1022.0</td>\n",
4938 " <td>1011</td>\n",
4939 " </tr>\n",
4940 " <tr>\n",
4941 " <th>29</th>\n",
4942 " <td>1033</td>\n",
4943 " <td>964.0</td>\n",
4944 " <td>928.0</td>\n",
4945 " <td>1025.0</td>\n",
4946 " <td>1041.0</td>\n",
4947 " <td>1023</td>\n",
4948 " </tr>\n",
4949 " <tr>\n",
4950 " <th>30</th>\n",
4951 " <td>961</td>\n",
4952 " <td>1041.0</td>\n",
4953 " <td>933.0</td>\n",
4954 " <td>978.0</td>\n",
4955 " <td>979.0</td>\n",
4956 " <td>956</td>\n",
4957 " </tr>\n",
4958 " <tr>\n",
4959 " <th>31</th>\n",
4960 " <td>1043</td>\n",
4961 " <td>1020.0</td>\n",
4962 " <td>969.0</td>\n",
4963 " <td>1011.0</td>\n",
4964 " <td>987.0</td>\n",
4965 " <td>985</td>\n",
4966 " </tr>\n",
4967 " <tr>\n",
4968 " <th>32</th>\n",
4969 " <td>1011</td>\n",
4970 " <td>1018.0</td>\n",
4971 " <td>953.0</td>\n",
4972 " <td>1002.0</td>\n",
4973 " <td>997.0</td>\n",
4974 " <td>1043</td>\n",
4975 " </tr>\n",
4976 " <tr>\n",
4977 " <th>33</th>\n",
4978 " <td>922</td>\n",
4979 " <td>1028.0</td>\n",
4980 " <td>978.0</td>\n",
4981 " <td>1004.0</td>\n",
4982 " <td>982.0</td>\n",
4983 " <td>969</td>\n",
4984 " </tr>\n",
4985 " <tr>\n",
4986 " <th>34</th>\n",
4987 " <td>1046</td>\n",
4988 " <td>1011.0</td>\n",
4989 " <td>941.0</td>\n",
4990 " <td>1045.0</td>\n",
4991 " <td>1017.0</td>\n",
4992 " <td>982</td>\n",
4993 " </tr>\n",
4994 " <tr>\n",
4995 " <th>35</th>\n",
4996 " <td>1029</td>\n",
4997 " <td>1013.0</td>\n",
4998 " <td>930.0</td>\n",
4999 " <td>980.0</td>\n",
5000 " <td>1039.0</td>\n",
5001 " <td>954</td>\n",
5002 " </tr>\n",
5003 " <tr>\n",
5004 " <th>36</th>\n",
5005 " <td>1050</td>\n",
5006 " <td>980.0</td>\n",
5007 " <td>970.0</td>\n",
5008 " <td>1006.0</td>\n",
5009 " <td>1007.0</td>\n",
5010 " <td>977</td>\n",
5011 " </tr>\n",
5012 " <tr>\n",
5013 " <th>37</th>\n",
5014 " <td>1069</td>\n",
5015 " <td>1074.0</td>\n",
5016 " <td>1020.0</td>\n",
5017 " <td>972.0</td>\n",
5018 " <td>983.0</td>\n",
5019 " <td>991</td>\n",
5020 " </tr>\n",
5021 " <tr>\n",
5022 " <th>38</th>\n",
5023 " <td>952</td>\n",
5024 " <td>1071.0</td>\n",
5025 " <td>946.0</td>\n",
5026 " <td>1049.0</td>\n",
5027 " <td>966.0</td>\n",
5028 " <td>1001</td>\n",
5029 " </tr>\n",
5030 " <tr>\n",
5031 " <th>39</th>\n",
5032 " <td>933</td>\n",
5033 " <td>1142.0</td>\n",
5034 " <td>1015.0</td>\n",
5035 " <td>1056.0</td>\n",
5036 " <td>1009.0</td>\n",
5037 " <td>1010</td>\n",
5038 " </tr>\n",
5039 " <tr>\n",
5040 " <th>40</th>\n",
5041 " <td>1195</td>\n",
5042 " <td>1051.0</td>\n",
5043 " <td>1042.0</td>\n",
5044 " <td>1016.0</td>\n",
5045 " <td>1072.0</td>\n",
5046 " <td>1008</td>\n",
5047 " </tr>\n",
5048 " <tr>\n",
5049 " <th>41</th>\n",
5050 " <td>1071</td>\n",
5051 " <td>1143.0</td>\n",
5052 " <td>1081.0</td>\n",
5053 " <td>1133.0</td>\n",
5054 " <td>1009.0</td>\n",
5055 " <td>1028</td>\n",
5056 " </tr>\n",
5057 " <tr>\n",
5058 " <th>42</th>\n",
5059 " <td>1131</td>\n",
5060 " <td>1153.0</td>\n",
5061 " <td>1031.0</td>\n",
5062 " <td>1067.0</td>\n",
5063 " <td>1070.0</td>\n",
5064 " <td>989</td>\n",
5065 " </tr>\n",
5066 " <tr>\n",
5067 " <th>43</th>\n",
5068 " <td>1187</td>\n",
5069 " <td>1115.0</td>\n",
5070 " <td>1019.0</td>\n",
5071 " <td>1095.0</td>\n",
5072 " <td>1052.0</td>\n",
5073 " <td>981</td>\n",
5074 " </tr>\n",
5075 " <tr>\n",
5076 " <th>44</th>\n",
5077 " <td>1262</td>\n",
5078 " <td>1101.0</td>\n",
5079 " <td>1085.0</td>\n",
5080 " <td>1062.0</td>\n",
5081 " <td>1032.0</td>\n",
5082 " <td>1116</td>\n",
5083 " </tr>\n",
5084 " <tr>\n",
5085 " <th>45</th>\n",
5086 " <td>1250</td>\n",
5087 " <td>1184.0</td>\n",
5088 " <td>1144.0</td>\n",
5089 " <td>1126.0</td>\n",
5090 " <td>1043.0</td>\n",
5091 " <td>1028</td>\n",
5092 " </tr>\n",
5093 " <tr>\n",
5094 " <th>46</th>\n",
5095 " <td>1138</td>\n",
5096 " <td>1160.0</td>\n",
5097 " <td>1084.0</td>\n",
5098 " <td>1175.0</td>\n",
5099 " <td>1174.0</td>\n",
5100 " <td>1103</td>\n",
5101 " </tr>\n",
5102 " <tr>\n",
5103 " <th>47</th>\n",
5104 " <td>1360</td>\n",
5105 " <td>1229.0</td>\n",
5106 " <td>1058.0</td>\n",
5107 " <td>1178.0</td>\n",
5108 " <td>1132.0</td>\n",
5109 " <td>1054</td>\n",
5110 " </tr>\n",
5111 " <tr>\n",
5112 " <th>48</th>\n",
5113 " <td>1328</td>\n",
5114 " <td>1163.0</td>\n",
5115 " <td>1062.0</td>\n",
5116 " <td>1153.0</td>\n",
5117 " <td>1159.0</td>\n",
5118 " <td>1115</td>\n",
5119 " </tr>\n",
5120 " <tr>\n",
5121 " <th>49</th>\n",
5122 " <td>1296</td>\n",
5123 " <td>1108.0</td>\n",
5124 " <td>1076.0</td>\n",
5125 " <td>1237.0</td>\n",
5126 " <td>1188.0</td>\n",
5127 " <td>1089</td>\n",
5128 " </tr>\n",
5129 " <tr>\n",
5130 " <th>50</th>\n",
5131 " <td>1284</td>\n",
5132 " <td>1312.0</td>\n",
5133 " <td>1212.0</td>\n",
5134 " <td>1335.0</td>\n",
5135 " <td>1219.0</td>\n",
5136 " <td>1101</td>\n",
5137 " </tr>\n",
5138 " <tr>\n",
5139 " <th>51</th>\n",
5140 " <td>1297</td>\n",
5141 " <td>1277.0</td>\n",
5142 " <td>1216.0</td>\n",
5143 " <td>1437.0</td>\n",
5144 " <td>1284.0</td>\n",
5145 " <td>1146</td>\n",
5146 " </tr>\n",
5147 " <tr>\n",
5148 " <th>52</th>\n",
5149 " <td>1205</td>\n",
5150 " <td>1000.0</td>\n",
5151 " <td>1058.0</td>\n",
5152 " <td>1168.0</td>\n",
5153 " <td>1133.0</td>\n",
5154 " <td>944</td>\n",
5155 " </tr>\n",
5156 " </tbody>\n",
5157 "</table>\n",
5158 "</div>"
5159 ],
5160 "text/plain": [
5161 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
5162 "1 1161 1104.0 1531.0 1205.0 1394.0 1146\n",
5163 "2 1567 1507.0 1899.0 1379.0 1305.0 1708\n",
5164 "3 1322 1353.0 1629.0 1224.0 1215.0 1489\n",
5165 "4 1226 1208.0 1610.0 1197.0 1187.0 1381\n",
5166 "5 1188 1206.0 1369.0 1332.0 1205.0 1286\n",
5167 "6 1216 1243.0 1265.0 1200.0 1217.0 1344\n",
5168 "7 1162 1181.0 1315.0 1231.0 1209.0 1360\n",
5169 "8 1162 1245.0 1245.0 1185.0 1239.0 1320\n",
5170 "9 1171 1125.0 1022.0 1219.0 1150.0 1308\n",
5171 "10 1208 1156.0 1475.0 1146.0 1174.0 1192\n",
5172 "11 1156 1108.0 1220.0 1141.0 1175.0 1201\n",
5173 "12 1196 1101.0 1158.0 1152.0 1042.0 1149\n",
5174 "13 1079 1086.0 1050.0 1112.0 1172.0 1171\n",
5175 "14 1744 1032.0 1192.0 1060.0 1166.0 1042\n",
5176 "15 1978 1069.0 1192.0 998.0 1048.0 1192\n",
5177 "16 1916 902.0 1136.0 1111.0 1092.0 1095\n",
5178 "17 1836 1121.0 1008.0 1121.0 1076.0 1108\n",
5179 "18 1679 1131.0 1093.0 1050.0 1006.0 1117\n",
5180 "19 1435 1018.0 967.0 1119.0 1047.0 1020\n",
5181 "20 1421 1115.0 977.0 1115.0 1010.0 1103\n",
5182 "21 1226 1061.0 1070.0 1063.0 994.0 1039\n",
5183 "22 1125 1029.0 998.0 1015.0 999.0 1043\n",
5184 "23 1093 1042.0 1033.0 1076.0 1023.0 1106\n",
5185 "24 1034 1028.0 915.0 1031.0 988.0 1038\n",
5186 "25 1065 1053.0 993.0 1032.0 994.0 1025\n",
5187 "26 1008 1051.0 1046.0 994.0 1007.0 1032\n",
5188 "27 983 981.0 1041.0 1040.0 988.0 1040\n",
5189 "28 976 1077.0 1002.0 1014.0 1022.0 1011\n",
5190 "29 1033 964.0 928.0 1025.0 1041.0 1023\n",
5191 "30 961 1041.0 933.0 978.0 979.0 956\n",
5192 "31 1043 1020.0 969.0 1011.0 987.0 985\n",
5193 "32 1011 1018.0 953.0 1002.0 997.0 1043\n",
5194 "33 922 1028.0 978.0 1004.0 982.0 969\n",
5195 "34 1046 1011.0 941.0 1045.0 1017.0 982\n",
5196 "35 1029 1013.0 930.0 980.0 1039.0 954\n",
5197 "36 1050 980.0 970.0 1006.0 1007.0 977\n",
5198 "37 1069 1074.0 1020.0 972.0 983.0 991\n",
5199 "38 952 1071.0 946.0 1049.0 966.0 1001\n",
5200 "39 933 1142.0 1015.0 1056.0 1009.0 1010\n",
5201 "40 1195 1051.0 1042.0 1016.0 1072.0 1008\n",
5202 "41 1071 1143.0 1081.0 1133.0 1009.0 1028\n",
5203 "42 1131 1153.0 1031.0 1067.0 1070.0 989\n",
5204 "43 1187 1115.0 1019.0 1095.0 1052.0 981\n",
5205 "44 1262 1101.0 1085.0 1062.0 1032.0 1116\n",
5206 "45 1250 1184.0 1144.0 1126.0 1043.0 1028\n",
5207 "46 1138 1160.0 1084.0 1175.0 1174.0 1103\n",
5208 "47 1360 1229.0 1058.0 1178.0 1132.0 1054\n",
5209 "48 1328 1163.0 1062.0 1153.0 1159.0 1115\n",
5210 "49 1296 1108.0 1076.0 1237.0 1188.0 1089\n",
5211 "50 1284 1312.0 1212.0 1335.0 1219.0 1101\n",
5212 "51 1297 1277.0 1216.0 1437.0 1284.0 1146\n",
5213 "52 1205 1000.0 1058.0 1168.0 1133.0 944"
5214 ]
5215 },
5216 "execution_count": 35,
5217 "metadata": {},
5218 "output_type": "execute_result"
5219 }
5220 ],
5221 "source": [
5222 "deaths_headlines_s = raw_data_s[reversed('2015 2016 2017 2018 2019 2020'.split())]\n",
5223 "deaths_headlines_s.columns = ['total_' + c for c in deaths_headlines_s.columns]\n",
5224 "deaths_headlines_s.reset_index(drop=True, inplace=True)\n",
5225 "deaths_headlines_s.index = deaths_headlines_s.index + 1\n",
5226 "deaths_headlines_s = deaths_headlines_s.loc[1:52]\n",
5227 "deaths_headlines_s"
5228 ]
5229 },
5230 {
5231 "cell_type": "markdown",
5232 "metadata": {
5233 "Collapsed": "false"
5234 },
5235 "source": [
5236 "# Correction for missing data"
5237 ]
5238 },
5239 {
5240 "cell_type": "code",
5241 "execution_count": 36,
5242 "metadata": {
5243 "Collapsed": "false"
5244 },
5245 "outputs": [],
5246 "source": [
5247 "# deaths_headlines_s.loc[20, 'total_2020'] = 1000\n",
5248 "# deaths_headlines_s"
5249 ]
5250 },
5251 {
5252 "cell_type": "code",
5253 "execution_count": 37,
5254 "metadata": {
5255 "Collapsed": "false"
5256 },
5257 "outputs": [
5258 {
5259 "data": {
5260 "text/html": [
5261 "<div>\n",
5262 "<style scoped>\n",
5263 " .dataframe tbody tr th:only-of-type {\n",
5264 " vertical-align: middle;\n",
5265 " }\n",
5266 "\n",
5267 " .dataframe tbody tr th {\n",
5268 " vertical-align: top;\n",
5269 " }\n",
5270 "\n",
5271 " .dataframe thead th {\n",
5272 " text-align: right;\n",
5273 " }\n",
5274 "</style>\n",
5275 "<table border=\"1\" class=\"dataframe\">\n",
5276 " <thead>\n",
5277 " <tr style=\"text-align: right;\">\n",
5278 " <th></th>\n",
5279 " <th>total_2020</th>\n",
5280 " <th>total_2019</th>\n",
5281 " <th>total_2018</th>\n",
5282 " <th>total_2017</th>\n",
5283 " <th>total_2016</th>\n",
5284 " <th>total_2015</th>\n",
5285 " </tr>\n",
5286 " </thead>\n",
5287 " <tbody>\n",
5288 " <tr>\n",
5289 " <th>1</th>\n",
5290 " <td>787</td>\n",
5291 " <td>718.0</td>\n",
5292 " <td>783.0</td>\n",
5293 " <td>744.0</td>\n",
5294 " <td>809.0</td>\n",
5295 " <td>725</td>\n",
5296 " </tr>\n",
5297 " <tr>\n",
5298 " <th>2</th>\n",
5299 " <td>939</td>\n",
5300 " <td>809.0</td>\n",
5301 " <td>904.0</td>\n",
5302 " <td>825.0</td>\n",
5303 " <td>711.0</td>\n",
5304 " <td>1031</td>\n",
5305 " </tr>\n",
5306 " <tr>\n",
5307 " <th>3</th>\n",
5308 " <td>767</td>\n",
5309 " <td>683.0</td>\n",
5310 " <td>885.0</td>\n",
5311 " <td>835.0</td>\n",
5312 " <td>720.0</td>\n",
5313 " <td>936</td>\n",
5314 " </tr>\n",
5315 " <tr>\n",
5316 " <th>4</th>\n",
5317 " <td>723</td>\n",
5318 " <td>734.0</td>\n",
5319 " <td>850.0</td>\n",
5320 " <td>881.0</td>\n",
5321 " <td>717.0</td>\n",
5322 " <td>828</td>\n",
5323 " </tr>\n",
5324 " <tr>\n",
5325 " <th>5</th>\n",
5326 " <td>727</td>\n",
5327 " <td>745.0</td>\n",
5328 " <td>815.0</td>\n",
5329 " <td>749.0</td>\n",
5330 " <td>690.0</td>\n",
5331 " <td>801</td>\n",
5332 " </tr>\n",
5333 " <tr>\n",
5334 " <th>6</th>\n",
5335 " <td>690</td>\n",
5336 " <td>701.0</td>\n",
5337 " <td>801.0</td>\n",
5338 " <td>723.0</td>\n",
5339 " <td>700.0</td>\n",
5340 " <td>720</td>\n",
5341 " </tr>\n",
5342 " <tr>\n",
5343 " <th>7</th>\n",
5344 " <td>728</td>\n",
5345 " <td>748.0</td>\n",
5346 " <td>803.0</td>\n",
5347 " <td>690.0</td>\n",
5348 " <td>657.0</td>\n",
5349 " <td>710</td>\n",
5350 " </tr>\n",
5351 " <tr>\n",
5352 " <th>8</th>\n",
5353 " <td>679</td>\n",
5354 " <td>695.0</td>\n",
5355 " <td>789.0</td>\n",
5356 " <td>701.0</td>\n",
5357 " <td>696.0</td>\n",
5358 " <td>739</td>\n",
5359 " </tr>\n",
5360 " <tr>\n",
5361 " <th>9</th>\n",
5362 " <td>651</td>\n",
5363 " <td>684.0</td>\n",
5364 " <td>634.0</td>\n",
5365 " <td>715.0</td>\n",
5366 " <td>721.0</td>\n",
5367 " <td>736</td>\n",
5368 " </tr>\n",
5369 " <tr>\n",
5370 " <th>10</th>\n",
5371 " <td>652</td>\n",
5372 " <td>622.0</td>\n",
5373 " <td>896.0</td>\n",
5374 " <td>634.0</td>\n",
5375 " <td>734.0</td>\n",
5376 " <td>712</td>\n",
5377 " </tr>\n",
5378 " <tr>\n",
5379 " <th>11</th>\n",
5380 " <td>675</td>\n",
5381 " <td>666.0</td>\n",
5382 " <td>918.0</td>\n",
5383 " <td>653.0</td>\n",
5384 " <td>738.0</td>\n",
5385 " <td>661</td>\n",
5386 " </tr>\n",
5387 " <tr>\n",
5388 " <th>12</th>\n",
5389 " <td>719</td>\n",
5390 " <td>628.0</td>\n",
5391 " <td>774.0</td>\n",
5392 " <td>635.0</td>\n",
5393 " <td>668.0</td>\n",
5394 " <td>680</td>\n",
5395 " </tr>\n",
5396 " <tr>\n",
5397 " <th>13</th>\n",
5398 " <td>719</td>\n",
5399 " <td>654.0</td>\n",
5400 " <td>633.0</td>\n",
5401 " <td>658.0</td>\n",
5402 " <td>712.0</td>\n",
5403 " <td>666</td>\n",
5404 " </tr>\n",
5405 " <tr>\n",
5406 " <th>14</th>\n",
5407 " <td>920</td>\n",
5408 " <td>642.0</td>\n",
5409 " <td>730.0</td>\n",
5410 " <td>642.0</td>\n",
5411 " <td>742.0</td>\n",
5412 " <td>580</td>\n",
5413 " </tr>\n",
5414 " <tr>\n",
5415 " <th>15</th>\n",
5416 " <td>928</td>\n",
5417 " <td>637.0</td>\n",
5418 " <td>743.0</td>\n",
5419 " <td>577.0</td>\n",
5420 " <td>738.0</td>\n",
5421 " <td>660</td>\n",
5422 " </tr>\n",
5423 " <tr>\n",
5424 " <th>16</th>\n",
5425 " <td>1169</td>\n",
5426 " <td>580.0</td>\n",
5427 " <td>688.0</td>\n",
5428 " <td>654.0</td>\n",
5429 " <td>714.0</td>\n",
5430 " <td>671</td>\n",
5431 " </tr>\n",
5432 " <tr>\n",
5433 " <th>17</th>\n",
5434 " <td>1124</td>\n",
5435 " <td>678.0</td>\n",
5436 " <td>614.0</td>\n",
5437 " <td>727.0</td>\n",
5438 " <td>629.0</td>\n",
5439 " <td>662</td>\n",
5440 " </tr>\n",
5441 " <tr>\n",
5442 " <th>18</th>\n",
5443 " <td>929</td>\n",
5444 " <td>688.0</td>\n",
5445 " <td>633.0</td>\n",
5446 " <td>600.0</td>\n",
5447 " <td>569.0</td>\n",
5448 " <td>628</td>\n",
5449 " </tr>\n",
5450 " <tr>\n",
5451 " <th>19</th>\n",
5452 " <td>692</td>\n",
5453 " <td>600.0</td>\n",
5454 " <td>530.0</td>\n",
5455 " <td>687.0</td>\n",
5456 " <td>652.0</td>\n",
5457 " <td>589</td>\n",
5458 " </tr>\n",
5459 " <tr>\n",
5460 " <th>20</th>\n",
5461 " <td>772</td>\n",
5462 " <td>658.0</td>\n",
5463 " <td>667.0</td>\n",
5464 " <td>615.0</td>\n",
5465 " <td>611.0</td>\n",
5466 " <td>622</td>\n",
5467 " </tr>\n",
5468 " <tr>\n",
5469 " <th>21</th>\n",
5470 " <td>692</td>\n",
5471 " <td>627.0</td>\n",
5472 " <td>603.0</td>\n",
5473 " <td>602.0</td>\n",
5474 " <td>624.0</td>\n",
5475 " <td>614</td>\n",
5476 " </tr>\n",
5477 " <tr>\n",
5478 " <th>22</th>\n",
5479 " <td>587</td>\n",
5480 " <td>518.0</td>\n",
5481 " <td>538.0</td>\n",
5482 " <td>586.0</td>\n",
5483 " <td>500.0</td>\n",
5484 " <td>588</td>\n",
5485 " </tr>\n",
5486 " <tr>\n",
5487 " <th>23</th>\n",
5488 " <td>700</td>\n",
5489 " <td>626.0</td>\n",
5490 " <td>607.0</td>\n",
5491 " <td>584.0</td>\n",
5492 " <td>584.0</td>\n",
5493 " <td>648</td>\n",
5494 " </tr>\n",
5495 " <tr>\n",
5496 " <th>24</th>\n",
5497 " <td>574</td>\n",
5498 " <td>598.0</td>\n",
5499 " <td>561.0</td>\n",
5500 " <td>599.0</td>\n",
5501 " <td>578.0</td>\n",
5502 " <td>606</td>\n",
5503 " </tr>\n",
5504 " <tr>\n",
5505 " <th>25</th>\n",
5506 " <td>617</td>\n",
5507 " <td>542.0</td>\n",
5508 " <td>562.0</td>\n",
5509 " <td>608.0</td>\n",
5510 " <td>558.0</td>\n",
5511 " <td>595</td>\n",
5512 " </tr>\n",
5513 " <tr>\n",
5514 " <th>26</th>\n",
5515 " <td>552</td>\n",
5516 " <td>564.0</td>\n",
5517 " <td>599.0</td>\n",
5518 " <td>546.0</td>\n",
5519 " <td>549.0</td>\n",
5520 " <td>597</td>\n",
5521 " </tr>\n",
5522 " <tr>\n",
5523 " <th>27</th>\n",
5524 " <td>584</td>\n",
5525 " <td>534.0</td>\n",
5526 " <td>625.0</td>\n",
5527 " <td>556.0</td>\n",
5528 " <td>524.0</td>\n",
5529 " <td>535</td>\n",
5530 " </tr>\n",
5531 " <tr>\n",
5532 " <th>28</th>\n",
5533 " <td>572</td>\n",
5534 " <td>588.0</td>\n",
5535 " <td>583.0</td>\n",
5536 " <td>564.0</td>\n",
5537 " <td>599.0</td>\n",
5538 " <td>554</td>\n",
5539 " </tr>\n",
5540 " <tr>\n",
5541 " <th>29</th>\n",
5542 " <td>550</td>\n",
5543 " <td>553.0</td>\n",
5544 " <td>548.0</td>\n",
5545 " <td>551.0</td>\n",
5546 " <td>560.0</td>\n",
5547 " <td>574</td>\n",
5548 " </tr>\n",
5549 " <tr>\n",
5550 " <th>30</th>\n",
5551 " <td>565</td>\n",
5552 " <td>543.0</td>\n",
5553 " <td>560.0</td>\n",
5554 " <td>586.0</td>\n",
5555 " <td>610.0</td>\n",
5556 " <td>529</td>\n",
5557 " </tr>\n",
5558 " <tr>\n",
5559 " <th>31</th>\n",
5560 " <td>531</td>\n",
5561 " <td>570.0</td>\n",
5562 " <td>574.0</td>\n",
5563 " <td>590.0</td>\n",
5564 " <td>580.0</td>\n",
5565 " <td>546</td>\n",
5566 " </tr>\n",
5567 " <tr>\n",
5568 " <th>32</th>\n",
5569 " <td>563</td>\n",
5570 " <td>542.0</td>\n",
5571 " <td>537.0</td>\n",
5572 " <td>572.0</td>\n",
5573 " <td>641.0</td>\n",
5574 " <td>564</td>\n",
5575 " </tr>\n",
5576 " <tr>\n",
5577 " <th>33</th>\n",
5578 " <td>617</td>\n",
5579 " <td>589.0</td>\n",
5580 " <td>518.0</td>\n",
5581 " <td>592.0</td>\n",
5582 " <td>574.0</td>\n",
5583 " <td>548</td>\n",
5584 " </tr>\n",
5585 " <tr>\n",
5586 " <th>34</th>\n",
5587 " <td>594</td>\n",
5588 " <td>553.0</td>\n",
5589 " <td>565.0</td>\n",
5590 " <td>570.0</td>\n",
5591 " <td>619.0</td>\n",
5592 " <td>557</td>\n",
5593 " </tr>\n",
5594 " <tr>\n",
5595 " <th>35</th>\n",
5596 " <td>591</td>\n",
5597 " <td>558.0</td>\n",
5598 " <td>511.0</td>\n",
5599 " <td>555.0</td>\n",
5600 " <td>470.0</td>\n",
5601 " <td>603</td>\n",
5602 " </tr>\n",
5603 " <tr>\n",
5604 " <th>36</th>\n",
5605 " <td>488</td>\n",
5606 " <td>582.0</td>\n",
5607 " <td>594.0</td>\n",
5608 " <td>542.0</td>\n",
5609 " <td>552.0</td>\n",
5610 " <td>489</td>\n",
5611 " </tr>\n",
5612 " <tr>\n",
5613 " <th>37</th>\n",
5614 " <td>578</td>\n",
5615 " <td>567.0</td>\n",
5616 " <td>579.0</td>\n",
5617 " <td>609.0</td>\n",
5618 " <td>576.0</td>\n",
5619 " <td>554</td>\n",
5620 " </tr>\n",
5621 " <tr>\n",
5622 " <th>38</th>\n",
5623 " <td>555</td>\n",
5624 " <td>572.0</td>\n",
5625 " <td>598.0</td>\n",
5626 " <td>585.0</td>\n",
5627 " <td>563.0</td>\n",
5628 " <td>555</td>\n",
5629 " </tr>\n",
5630 " <tr>\n",
5631 " <th>39</th>\n",
5632 " <td>617</td>\n",
5633 " <td>611.0</td>\n",
5634 " <td>560.0</td>\n",
5635 " <td>593.0</td>\n",
5636 " <td>592.0</td>\n",
5637 " <td>664</td>\n",
5638 " </tr>\n",
5639 " <tr>\n",
5640 " <th>40</th>\n",
5641 " <td>671</td>\n",
5642 " <td>597.0</td>\n",
5643 " <td>595.0</td>\n",
5644 " <td>631.0</td>\n",
5645 " <td>562.0</td>\n",
5646 " <td>552</td>\n",
5647 " </tr>\n",
5648 " <tr>\n",
5649 " <th>41</th>\n",
5650 " <td>638</td>\n",
5651 " <td>590.0</td>\n",
5652 " <td>606.0</td>\n",
5653 " <td>640.0</td>\n",
5654 " <td>587.0</td>\n",
5655 " <td>652</td>\n",
5656 " </tr>\n",
5657 " <tr>\n",
5658 " <th>42</th>\n",
5659 " <td>688</td>\n",
5660 " <td>622.0</td>\n",
5661 " <td>640.0</td>\n",
5662 " <td>650.0</td>\n",
5663 " <td>624.0</td>\n",
5664 " <td>612</td>\n",
5665 " </tr>\n",
5666 " <tr>\n",
5667 " <th>43</th>\n",
5668 " <td>661</td>\n",
5669 " <td>670.0</td>\n",
5670 " <td>633.0</td>\n",
5671 " <td>608.0</td>\n",
5672 " <td>624.0</td>\n",
5673 " <td>607</td>\n",
5674 " </tr>\n",
5675 " <tr>\n",
5676 " <th>44</th>\n",
5677 " <td>712</td>\n",
5678 " <td>642.0</td>\n",
5679 " <td>604.0</td>\n",
5680 " <td>595.0</td>\n",
5681 " <td>644.0</td>\n",
5682 " <td>593</td>\n",
5683 " </tr>\n",
5684 " <tr>\n",
5685 " <th>45</th>\n",
5686 " <td>832</td>\n",
5687 " <td>653.0</td>\n",
5688 " <td>642.0</td>\n",
5689 " <td>598.0</td>\n",
5690 " <td>626.0</td>\n",
5691 " <td>606</td>\n",
5692 " </tr>\n",
5693 " <tr>\n",
5694 " <th>46</th>\n",
5695 " <td>742</td>\n",
5696 " <td>674.0</td>\n",
5697 " <td>656.0</td>\n",
5698 " <td>666.0</td>\n",
5699 " <td>681.0</td>\n",
5700 " <td>613</td>\n",
5701 " </tr>\n",
5702 " <tr>\n",
5703 " <th>47</th>\n",
5704 " <td>848</td>\n",
5705 " <td>699.0</td>\n",
5706 " <td>657.0</td>\n",
5707 " <td>639.0</td>\n",
5708 " <td>661.0</td>\n",
5709 " <td>611</td>\n",
5710 " </tr>\n",
5711 " <tr>\n",
5712 " <th>48</th>\n",
5713 " <td>797</td>\n",
5714 " <td>689.0</td>\n",
5715 " <td>673.0</td>\n",
5716 " <td>636.0</td>\n",
5717 " <td>643.0</td>\n",
5718 " <td>589</td>\n",
5719 " </tr>\n",
5720 " <tr>\n",
5721 " <th>49</th>\n",
5722 " <td>836</td>\n",
5723 " <td>737.0</td>\n",
5724 " <td>674.0</td>\n",
5725 " <td>630.0</td>\n",
5726 " <td>693.0</td>\n",
5727 " <td>659</td>\n",
5728 " </tr>\n",
5729 " <tr>\n",
5730 " <th>50</th>\n",
5731 " <td>814</td>\n",
5732 " <td>699.0</td>\n",
5733 " <td>708.0</td>\n",
5734 " <td>708.0</td>\n",
5735 " <td>663.0</td>\n",
5736 " <td>688</td>\n",
5737 " </tr>\n",
5738 " <tr>\n",
5739 " <th>51</th>\n",
5740 " <td>882</td>\n",
5741 " <td>767.0</td>\n",
5742 " <td>724.0</td>\n",
5743 " <td>762.0</td>\n",
5744 " <td>691.0</td>\n",
5745 " <td>646</td>\n",
5746 " </tr>\n",
5747 " <tr>\n",
5748 " <th>52</th>\n",
5749 " <td>825</td>\n",
5750 " <td>496.0</td>\n",
5751 " <td>461.0</td>\n",
5752 " <td>541.0</td>\n",
5753 " <td>558.0</td>\n",
5754 " <td>535</td>\n",
5755 " </tr>\n",
5756 " <tr>\n",
5757 " <th>53</th>\n",
5758 " <td>727</td>\n",
5759 " <td>NaN</td>\n",
5760 " <td>NaN</td>\n",
5761 " <td>NaN</td>\n",
5762 " <td>NaN</td>\n",
5763 " <td>516</td>\n",
5764 " </tr>\n",
5765 " </tbody>\n",
5766 "</table>\n",
5767 "</div>"
5768 ],
5769 "text/plain": [
5770 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
5771 "1 787 718.0 783.0 744.0 809.0 725\n",
5772 "2 939 809.0 904.0 825.0 711.0 1031\n",
5773 "3 767 683.0 885.0 835.0 720.0 936\n",
5774 "4 723 734.0 850.0 881.0 717.0 828\n",
5775 "5 727 745.0 815.0 749.0 690.0 801\n",
5776 "6 690 701.0 801.0 723.0 700.0 720\n",
5777 "7 728 748.0 803.0 690.0 657.0 710\n",
5778 "8 679 695.0 789.0 701.0 696.0 739\n",
5779 "9 651 684.0 634.0 715.0 721.0 736\n",
5780 "10 652 622.0 896.0 634.0 734.0 712\n",
5781 "11 675 666.0 918.0 653.0 738.0 661\n",
5782 "12 719 628.0 774.0 635.0 668.0 680\n",
5783 "13 719 654.0 633.0 658.0 712.0 666\n",
5784 "14 920 642.0 730.0 642.0 742.0 580\n",
5785 "15 928 637.0 743.0 577.0 738.0 660\n",
5786 "16 1169 580.0 688.0 654.0 714.0 671\n",
5787 "17 1124 678.0 614.0 727.0 629.0 662\n",
5788 "18 929 688.0 633.0 600.0 569.0 628\n",
5789 "19 692 600.0 530.0 687.0 652.0 589\n",
5790 "20 772 658.0 667.0 615.0 611.0 622\n",
5791 "21 692 627.0 603.0 602.0 624.0 614\n",
5792 "22 587 518.0 538.0 586.0 500.0 588\n",
5793 "23 700 626.0 607.0 584.0 584.0 648\n",
5794 "24 574 598.0 561.0 599.0 578.0 606\n",
5795 "25 617 542.0 562.0 608.0 558.0 595\n",
5796 "26 552 564.0 599.0 546.0 549.0 597\n",
5797 "27 584 534.0 625.0 556.0 524.0 535\n",
5798 "28 572 588.0 583.0 564.0 599.0 554\n",
5799 "29 550 553.0 548.0 551.0 560.0 574\n",
5800 "30 565 543.0 560.0 586.0 610.0 529\n",
5801 "31 531 570.0 574.0 590.0 580.0 546\n",
5802 "32 563 542.0 537.0 572.0 641.0 564\n",
5803 "33 617 589.0 518.0 592.0 574.0 548\n",
5804 "34 594 553.0 565.0 570.0 619.0 557\n",
5805 "35 591 558.0 511.0 555.0 470.0 603\n",
5806 "36 488 582.0 594.0 542.0 552.0 489\n",
5807 "37 578 567.0 579.0 609.0 576.0 554\n",
5808 "38 555 572.0 598.0 585.0 563.0 555\n",
5809 "39 617 611.0 560.0 593.0 592.0 664\n",
5810 "40 671 597.0 595.0 631.0 562.0 552\n",
5811 "41 638 590.0 606.0 640.0 587.0 652\n",
5812 "42 688 622.0 640.0 650.0 624.0 612\n",
5813 "43 661 670.0 633.0 608.0 624.0 607\n",
5814 "44 712 642.0 604.0 595.0 644.0 593\n",
5815 "45 832 653.0 642.0 598.0 626.0 606\n",
5816 "46 742 674.0 656.0 666.0 681.0 613\n",
5817 "47 848 699.0 657.0 639.0 661.0 611\n",
5818 "48 797 689.0 673.0 636.0 643.0 589\n",
5819 "49 836 737.0 674.0 630.0 693.0 659\n",
5820 "50 814 699.0 708.0 708.0 663.0 688\n",
5821 "51 882 767.0 724.0 762.0 691.0 646\n",
5822 "52 825 496.0 461.0 541.0 558.0 535\n",
5823 "53 727 NaN NaN NaN NaN 516"
5824 ]
5825 },
5826 "execution_count": 37,
5827 "metadata": {},
5828 "output_type": "execute_result"
5829 }
5830 ],
5831 "source": [
5832 "deaths_headlines_w = deaths_headlines_w.merge(dh19w['total_2019'], how='outer', left_index=True, right_index=True)\n",
5833 "deaths_headlines_w = deaths_headlines_w.merge(dh18w['total_2018'], how='outer', left_index=True, right_index=True)\n",
5834 "deaths_headlines_w = deaths_headlines_w.merge(dh17w['total_2017'], how='outer', left_index=True, right_index=True)\n",
5835 "deaths_headlines_w = deaths_headlines_w.merge(dh16w['total_2016'], how='outer', left_index=True, right_index=True)\n",
5836 "# deaths_headlines = deaths_headlines.merge(dh15['total_2015'], how='outer', left_index=True, right_index=True)\n",
5837 "deaths_headlines_w = deaths_headlines_w.merge(dh15w['total_2015'], how='left', left_index=True, right_index=True)\n",
5838 "deaths_headlines_w"
5839 ]
5840 },
5841 {
5842 "cell_type": "code",
5843 "execution_count": 38,
5844 "metadata": {
5845 "Collapsed": "false"
5846 },
5847 "outputs": [
5848 {
5849 "data": {
5850 "text/html": [
5851 "<div>\n",
5852 "<style scoped>\n",
5853 " .dataframe tbody tr th:only-of-type {\n",
5854 " vertical-align: middle;\n",
5855 " }\n",
5856 "\n",
5857 " .dataframe tbody tr th {\n",
5858 " vertical-align: top;\n",
5859 " }\n",
5860 "\n",
5861 " .dataframe thead th {\n",
5862 " text-align: right;\n",
5863 " }\n",
5864 "</style>\n",
5865 "<table border=\"1\" class=\"dataframe\">\n",
5866 " <thead>\n",
5867 " <tr style=\"text-align: right;\">\n",
5868 " <th></th>\n",
5869 " <th>total_2020</th>\n",
5870 " <th>total_2019</th>\n",
5871 " <th>total_2018</th>\n",
5872 " <th>total_2017</th>\n",
5873 " <th>total_2016</th>\n",
5874 " <th>total_2015</th>\n",
5875 " </tr>\n",
5876 " </thead>\n",
5877 " <tbody>\n",
5878 " <tr>\n",
5879 " <th>1</th>\n",
5880 " <td>353</td>\n",
5881 " <td>365.0</td>\n",
5882 " <td>447.0</td>\n",
5883 " <td>416.0</td>\n",
5884 " <td>424.0</td>\n",
5885 " <td>319</td>\n",
5886 " </tr>\n",
5887 " <tr>\n",
5888 " <th>2</th>\n",
5889 " <td>395</td>\n",
5890 " <td>371.0</td>\n",
5891 " <td>481.0</td>\n",
5892 " <td>434.0</td>\n",
5893 " <td>348.0</td>\n",
5894 " <td>373</td>\n",
5895 " </tr>\n",
5896 " <tr>\n",
5897 " <th>3</th>\n",
5898 " <td>411</td>\n",
5899 " <td>332.0</td>\n",
5900 " <td>470.0</td>\n",
5901 " <td>397.0</td>\n",
5902 " <td>372.0</td>\n",
5903 " <td>383</td>\n",
5904 " </tr>\n",
5905 " <tr>\n",
5906 " <th>4</th>\n",
5907 " <td>347</td>\n",
5908 " <td>335.0</td>\n",
5909 " <td>426.0</td>\n",
5910 " <td>387.0</td>\n",
5911 " <td>355.0</td>\n",
5912 " <td>397</td>\n",
5913 " </tr>\n",
5914 " <tr>\n",
5915 " <th>5</th>\n",
5916 " <td>323</td>\n",
5917 " <td>296.0</td>\n",
5918 " <td>433.0</td>\n",
5919 " <td>371.0</td>\n",
5920 " <td>314.0</td>\n",
5921 " <td>374</td>\n",
5922 " </tr>\n",
5923 " <tr>\n",
5924 " <th>6</th>\n",
5925 " <td>332</td>\n",
5926 " <td>319.0</td>\n",
5927 " <td>351.0</td>\n",
5928 " <td>336.0</td>\n",
5929 " <td>310.0</td>\n",
5930 " <td>347</td>\n",
5931 " </tr>\n",
5932 " <tr>\n",
5933 " <th>7</th>\n",
5934 " <td>306</td>\n",
5935 " <td>342.0</td>\n",
5936 " <td>364.0</td>\n",
5937 " <td>337.0</td>\n",
5938 " <td>217.0</td>\n",
5939 " <td>328</td>\n",
5940 " </tr>\n",
5941 " <tr>\n",
5942 " <th>8</th>\n",
5943 " <td>297</td>\n",
5944 " <td>337.0</td>\n",
5945 " <td>366.0</td>\n",
5946 " <td>351.0</td>\n",
5947 " <td>423.0</td>\n",
5948 " <td>317</td>\n",
5949 " </tr>\n",
5950 " <tr>\n",
5951 " <th>9</th>\n",
5952 " <td>347</td>\n",
5953 " <td>310.0</td>\n",
5954 " <td>314.0</td>\n",
5955 " <td>352.0</td>\n",
5956 " <td>298.0</td>\n",
5957 " <td>401</td>\n",
5958 " </tr>\n",
5959 " <tr>\n",
5960 " <th>10</th>\n",
5961 " <td>312</td>\n",
5962 " <td>342.0</td>\n",
5963 " <td>387.0</td>\n",
5964 " <td>357.0</td>\n",
5965 " <td>309.0</td>\n",
5966 " <td>346</td>\n",
5967 " </tr>\n",
5968 " <tr>\n",
5969 " <th>11</th>\n",
5970 " <td>324</td>\n",
5971 " <td>343.0</td>\n",
5972 " <td>359.0</td>\n",
5973 " <td>251.0</td>\n",
5974 " <td>292.0</td>\n",
5975 " <td>323</td>\n",
5976 " </tr>\n",
5977 " <tr>\n",
5978 " <th>12</th>\n",
5979 " <td>271</td>\n",
5980 " <td>294.0</td>\n",
5981 " <td>326.0</td>\n",
5982 " <td>356.0</td>\n",
5983 " <td>306.0</td>\n",
5984 " <td>310</td>\n",
5985 " </tr>\n",
5986 " <tr>\n",
5987 " <th>13</th>\n",
5988 " <td>287</td>\n",
5989 " <td>307.0</td>\n",
5990 " <td>319.0</td>\n",
5991 " <td>314.0</td>\n",
5992 " <td>280.0</td>\n",
5993 " <td>323</td>\n",
5994 " </tr>\n",
5995 " <tr>\n",
5996 " <th>14</th>\n",
5997 " <td>434</td>\n",
5998 " <td>287.0</td>\n",
5999 " <td>286.0</td>\n",
6000 " <td>306.0</td>\n",
6001 " <td>295.0</td>\n",
6002 " <td>221</td>\n",
6003 " </tr>\n",
6004 " <tr>\n",
6005 " <th>15</th>\n",
6006 " <td>435</td>\n",
6007 " <td>301.0</td>\n",
6008 " <td>350.0</td>\n",
6009 " <td>270.0</td>\n",
6010 " <td>292.0</td>\n",
6011 " <td>294</td>\n",
6012 " </tr>\n",
6013 " <tr>\n",
6014 " <th>16</th>\n",
6015 " <td>424</td>\n",
6016 " <td>316.0</td>\n",
6017 " <td>280.0</td>\n",
6018 " <td>245.0</td>\n",
6019 " <td>293.0</td>\n",
6020 " <td>327</td>\n",
6021 " </tr>\n",
6022 " <tr>\n",
6023 " <th>17</th>\n",
6024 " <td>470</td>\n",
6025 " <td>272.0</td>\n",
6026 " <td>282.0</td>\n",
6027 " <td>327.0</td>\n",
6028 " <td>306.0</td>\n",
6029 " <td>316</td>\n",
6030 " </tr>\n",
6031 " <tr>\n",
6032 " <th>18</th>\n",
6033 " <td>427</td>\n",
6034 " <td>357.0</td>\n",
6035 " <td>292.0</td>\n",
6036 " <td>258.0</td>\n",
6037 " <td>258.0</td>\n",
6038 " <td>335</td>\n",
6039 " </tr>\n",
6040 " <tr>\n",
6041 " <th>19</th>\n",
6042 " <td>336</td>\n",
6043 " <td>288.0</td>\n",
6044 " <td>230.0</td>\n",
6045 " <td>302.0</td>\n",
6046 " <td>318.0</td>\n",
6047 " <td>256</td>\n",
6048 " </tr>\n",
6049 " <tr>\n",
6050 " <th>20</th>\n",
6051 " <td>396</td>\n",
6052 " <td>330.0</td>\n",
6053 " <td>268.0</td>\n",
6054 " <td>315.0</td>\n",
6055 " <td>259.0</td>\n",
6056 " <td>299</td>\n",
6057 " </tr>\n",
6058 " <tr>\n",
6059 " <th>21</th>\n",
6060 " <td>325</td>\n",
6061 " <td>308.0</td>\n",
6062 " <td>268.0</td>\n",
6063 " <td>328.0</td>\n",
6064 " <td>280.0</td>\n",
6065 " <td>290</td>\n",
6066 " </tr>\n",
6067 " <tr>\n",
6068 " <th>22</th>\n",
6069 " <td>316</td>\n",
6070 " <td>245.0</td>\n",
6071 " <td>252.0</td>\n",
6072 " <td>256.0</td>\n",
6073 " <td>284.0</td>\n",
6074 " <td>258</td>\n",
6075 " </tr>\n",
6076 " <tr>\n",
6077 " <th>23</th>\n",
6078 " <td>304</td>\n",
6079 " <td>279.0</td>\n",
6080 " <td>276.0</td>\n",
6081 " <td>292.0</td>\n",
6082 " <td>275.0</td>\n",
6083 " <td>340</td>\n",
6084 " </tr>\n",
6085 " <tr>\n",
6086 " <th>24</th>\n",
6087 " <td>292</td>\n",
6088 " <td>281.0</td>\n",
6089 " <td>277.0</td>\n",
6090 " <td>300.0</td>\n",
6091 " <td>299.0</td>\n",
6092 " <td>272</td>\n",
6093 " </tr>\n",
6094 " <tr>\n",
6095 " <th>25</th>\n",
6096 " <td>290</td>\n",
6097 " <td>296.0</td>\n",
6098 " <td>265.0</td>\n",
6099 " <td>271.0</td>\n",
6100 " <td>252.0</td>\n",
6101 " <td>292</td>\n",
6102 " </tr>\n",
6103 " <tr>\n",
6104 " <th>26</th>\n",
6105 " <td>295</td>\n",
6106 " <td>262.0</td>\n",
6107 " <td>271.0</td>\n",
6108 " <td>296.0</td>\n",
6109 " <td>291.0</td>\n",
6110 " <td>303</td>\n",
6111 " </tr>\n",
6112 " <tr>\n",
6113 " <th>27</th>\n",
6114 " <td>289</td>\n",
6115 " <td>285.0</td>\n",
6116 " <td>266.0</td>\n",
6117 " <td>262.0</td>\n",
6118 " <td>286.0</td>\n",
6119 " <td>300</td>\n",
6120 " </tr>\n",
6121 " <tr>\n",
6122 " <th>28</th>\n",
6123 " <td>275</td>\n",
6124 " <td>256.0</td>\n",
6125 " <td>172.0</td>\n",
6126 " <td>253.0</td>\n",
6127 " <td>237.0</td>\n",
6128 " <td>252</td>\n",
6129 " </tr>\n",
6130 " <tr>\n",
6131 " <th>29</th>\n",
6132 " <td>240</td>\n",
6133 " <td>280.0</td>\n",
6134 " <td>298.0</td>\n",
6135 " <td>288.0</td>\n",
6136 " <td>281.0</td>\n",
6137 " <td>203</td>\n",
6138 " </tr>\n",
6139 " <tr>\n",
6140 " <th>30</th>\n",
6141 " <td>307</td>\n",
6142 " <td>269.0</td>\n",
6143 " <td>282.0</td>\n",
6144 " <td>287.0</td>\n",
6145 " <td>298.0</td>\n",
6146 " <td>274</td>\n",
6147 " </tr>\n",
6148 " <tr>\n",
6149 " <th>31</th>\n",
6150 " <td>273</td>\n",
6151 " <td>273.0</td>\n",
6152 " <td>278.0</td>\n",
6153 " <td>287.0</td>\n",
6154 " <td>264.0</td>\n",
6155 " <td>291</td>\n",
6156 " </tr>\n",
6157 " <tr>\n",
6158 " <th>32</th>\n",
6159 " <td>280</td>\n",
6160 " <td>266.0</td>\n",
6161 " <td>270.0</td>\n",
6162 " <td>238.0</td>\n",
6163 " <td>270.0</td>\n",
6164 " <td>248</td>\n",
6165 " </tr>\n",
6166 " <tr>\n",
6167 " <th>33</th>\n",
6168 " <td>278</td>\n",
6169 " <td>284.0</td>\n",
6170 " <td>283.0</td>\n",
6171 " <td>266.0</td>\n",
6172 " <td>260.0</td>\n",
6173 " <td>235</td>\n",
6174 " </tr>\n",
6175 " <tr>\n",
6176 " <th>34</th>\n",
6177 " <td>313</td>\n",
6178 " <td>274.0</td>\n",
6179 " <td>280.0</td>\n",
6180 " <td>271.0</td>\n",
6181 " <td>301.0</td>\n",
6182 " <td>251</td>\n",
6183 " </tr>\n",
6184 " <tr>\n",
6185 " <th>35</th>\n",
6186 " <td>303</td>\n",
6187 " <td>223.0</td>\n",
6188 " <td>251.0</td>\n",
6189 " <td>243.0</td>\n",
6190 " <td>264.0</td>\n",
6191 " <td>259</td>\n",
6192 " </tr>\n",
6193 " <tr>\n",
6194 " <th>36</th>\n",
6195 " <td>234</td>\n",
6196 " <td>243.0</td>\n",
6197 " <td>265.0</td>\n",
6198 " <td>278.0</td>\n",
6199 " <td>275.0</td>\n",
6200 " <td>237</td>\n",
6201 " </tr>\n",
6202 " <tr>\n",
6203 " <th>37</th>\n",
6204 " <td>296</td>\n",
6205 " <td>305.0</td>\n",
6206 " <td>285.0</td>\n",
6207 " <td>266.0</td>\n",
6208 " <td>294.0</td>\n",
6209 " <td>324</td>\n",
6210 " </tr>\n",
6211 " <tr>\n",
6212 " <th>38</th>\n",
6213 " <td>322</td>\n",
6214 " <td>281.0</td>\n",
6215 " <td>247.0</td>\n",
6216 " <td>292.0</td>\n",
6217 " <td>272.0</td>\n",
6218 " <td>283</td>\n",
6219 " </tr>\n",
6220 " <tr>\n",
6221 " <th>39</th>\n",
6222 " <td>323</td>\n",
6223 " <td>295.0</td>\n",
6224 " <td>298.0</td>\n",
6225 " <td>282.0</td>\n",
6226 " <td>275.0</td>\n",
6227 " <td>287</td>\n",
6228 " </tr>\n",
6229 " <tr>\n",
6230 " <th>40</th>\n",
6231 " <td>328</td>\n",
6232 " <td>263.0</td>\n",
6233 " <td>324.0</td>\n",
6234 " <td>307.0</td>\n",
6235 " <td>308.0</td>\n",
6236 " <td>282</td>\n",
6237 " </tr>\n",
6238 " <tr>\n",
6239 " <th>41</th>\n",
6240 " <td>348</td>\n",
6241 " <td>287.0</td>\n",
6242 " <td>318.0</td>\n",
6243 " <td>284.0</td>\n",
6244 " <td>288.0</td>\n",
6245 " <td>304</td>\n",
6246 " </tr>\n",
6247 " <tr>\n",
6248 " <th>42</th>\n",
6249 " <td>278</td>\n",
6250 " <td>316.0</td>\n",
6251 " <td>282.0</td>\n",
6252 " <td>291.0</td>\n",
6253 " <td>296.0</td>\n",
6254 " <td>299</td>\n",
6255 " </tr>\n",
6256 " <tr>\n",
6257 " <th>43</th>\n",
6258 " <td>391</td>\n",
6259 " <td>279.0</td>\n",
6260 " <td>263.0</td>\n",
6261 " <td>318.0</td>\n",
6262 " <td>272.0</td>\n",
6263 " <td>274</td>\n",
6264 " </tr>\n",
6265 " <tr>\n",
6266 " <th>44</th>\n",
6267 " <td>368</td>\n",
6268 " <td>302.0</td>\n",
6269 " <td>252.0</td>\n",
6270 " <td>320.0</td>\n",
6271 " <td>279.0</td>\n",
6272 " <td>292</td>\n",
6273 " </tr>\n",
6274 " <tr>\n",
6275 " <th>45</th>\n",
6276 " <td>386</td>\n",
6277 " <td>296.0</td>\n",
6278 " <td>293.0</td>\n",
6279 " <td>295.0</td>\n",
6280 " <td>290.0</td>\n",
6281 " <td>290</td>\n",
6282 " </tr>\n",
6283 " <tr>\n",
6284 " <th>46</th>\n",
6285 " <td>406</td>\n",
6286 " <td>336.0</td>\n",
6287 " <td>275.0</td>\n",
6288 " <td>323.0</td>\n",
6289 " <td>341.0</td>\n",
6290 " <td>297</td>\n",
6291 " </tr>\n",
6292 " <tr>\n",
6293 " <th>47</th>\n",
6294 " <td>396</td>\n",
6295 " <td>361.0</td>\n",
6296 " <td>274.0</td>\n",
6297 " <td>303.0</td>\n",
6298 " <td>329.0</td>\n",
6299 " <td>294</td>\n",
6300 " </tr>\n",
6301 " <tr>\n",
6302 " <th>48</th>\n",
6303 " <td>348</td>\n",
6304 " <td>334.0</td>\n",
6305 " <td>297.0</td>\n",
6306 " <td>355.0</td>\n",
6307 " <td>303.0</td>\n",
6308 " <td>279</td>\n",
6309 " </tr>\n",
6310 " <tr>\n",
6311 " <th>49</th>\n",
6312 " <td>387</td>\n",
6313 " <td>351.0</td>\n",
6314 " <td>324.0</td>\n",
6315 " <td>324.0</td>\n",
6316 " <td>322.0</td>\n",
6317 " <td>294</td>\n",
6318 " </tr>\n",
6319 " <tr>\n",
6320 " <th>50</th>\n",
6321 " <td>366</td>\n",
6322 " <td>353.0</td>\n",
6323 " <td>316.0</td>\n",
6324 " <td>372.0</td>\n",
6325 " <td>324.0</td>\n",
6326 " <td>343</td>\n",
6327 " </tr>\n",
6328 " <tr>\n",
6329 " <th>51</th>\n",
6330 " <td>350</td>\n",
6331 " <td>363.0</td>\n",
6332 " <td>317.0</td>\n",
6333 " <td>354.0</td>\n",
6334 " <td>360.0</td>\n",
6335 " <td>301</td>\n",
6336 " </tr>\n",
6337 " <tr>\n",
6338 " <th>52</th>\n",
6339 " <td>310</td>\n",
6340 " <td>194.0</td>\n",
6341 " <td>195.0</td>\n",
6342 " <td>249.0</td>\n",
6343 " <td>199.0</td>\n",
6344 " <td>232</td>\n",
6345 " </tr>\n",
6346 " <tr>\n",
6347 " <th>53</th>\n",
6348 " <td>333</td>\n",
6349 " <td>NaN</td>\n",
6350 " <td>NaN</td>\n",
6351 " <td>NaN</td>\n",
6352 " <td>NaN</td>\n",
6353 " <td>232</td>\n",
6354 " </tr>\n",
6355 " </tbody>\n",
6356 "</table>\n",
6357 "</div>"
6358 ],
6359 "text/plain": [
6360 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
6361 "1 353 365.0 447.0 416.0 424.0 319\n",
6362 "2 395 371.0 481.0 434.0 348.0 373\n",
6363 "3 411 332.0 470.0 397.0 372.0 383\n",
6364 "4 347 335.0 426.0 387.0 355.0 397\n",
6365 "5 323 296.0 433.0 371.0 314.0 374\n",
6366 "6 332 319.0 351.0 336.0 310.0 347\n",
6367 "7 306 342.0 364.0 337.0 217.0 328\n",
6368 "8 297 337.0 366.0 351.0 423.0 317\n",
6369 "9 347 310.0 314.0 352.0 298.0 401\n",
6370 "10 312 342.0 387.0 357.0 309.0 346\n",
6371 "11 324 343.0 359.0 251.0 292.0 323\n",
6372 "12 271 294.0 326.0 356.0 306.0 310\n",
6373 "13 287 307.0 319.0 314.0 280.0 323\n",
6374 "14 434 287.0 286.0 306.0 295.0 221\n",
6375 "15 435 301.0 350.0 270.0 292.0 294\n",
6376 "16 424 316.0 280.0 245.0 293.0 327\n",
6377 "17 470 272.0 282.0 327.0 306.0 316\n",
6378 "18 427 357.0 292.0 258.0 258.0 335\n",
6379 "19 336 288.0 230.0 302.0 318.0 256\n",
6380 "20 396 330.0 268.0 315.0 259.0 299\n",
6381 "21 325 308.0 268.0 328.0 280.0 290\n",
6382 "22 316 245.0 252.0 256.0 284.0 258\n",
6383 "23 304 279.0 276.0 292.0 275.0 340\n",
6384 "24 292 281.0 277.0 300.0 299.0 272\n",
6385 "25 290 296.0 265.0 271.0 252.0 292\n",
6386 "26 295 262.0 271.0 296.0 291.0 303\n",
6387 "27 289 285.0 266.0 262.0 286.0 300\n",
6388 "28 275 256.0 172.0 253.0 237.0 252\n",
6389 "29 240 280.0 298.0 288.0 281.0 203\n",
6390 "30 307 269.0 282.0 287.0 298.0 274\n",
6391 "31 273 273.0 278.0 287.0 264.0 291\n",
6392 "32 280 266.0 270.0 238.0 270.0 248\n",
6393 "33 278 284.0 283.0 266.0 260.0 235\n",
6394 "34 313 274.0 280.0 271.0 301.0 251\n",
6395 "35 303 223.0 251.0 243.0 264.0 259\n",
6396 "36 234 243.0 265.0 278.0 275.0 237\n",
6397 "37 296 305.0 285.0 266.0 294.0 324\n",
6398 "38 322 281.0 247.0 292.0 272.0 283\n",
6399 "39 323 295.0 298.0 282.0 275.0 287\n",
6400 "40 328 263.0 324.0 307.0 308.0 282\n",
6401 "41 348 287.0 318.0 284.0 288.0 304\n",
6402 "42 278 316.0 282.0 291.0 296.0 299\n",
6403 "43 391 279.0 263.0 318.0 272.0 274\n",
6404 "44 368 302.0 252.0 320.0 279.0 292\n",
6405 "45 386 296.0 293.0 295.0 290.0 290\n",
6406 "46 406 336.0 275.0 323.0 341.0 297\n",
6407 "47 396 361.0 274.0 303.0 329.0 294\n",
6408 "48 348 334.0 297.0 355.0 303.0 279\n",
6409 "49 387 351.0 324.0 324.0 322.0 294\n",
6410 "50 366 353.0 316.0 372.0 324.0 343\n",
6411 "51 350 363.0 317.0 354.0 360.0 301\n",
6412 "52 310 194.0 195.0 249.0 199.0 232\n",
6413 "53 333 NaN NaN NaN NaN 232"
6414 ]
6415 },
6416 "execution_count": 38,
6417 "metadata": {},
6418 "output_type": "execute_result"
6419 }
6420 ],
6421 "source": [
6422 "deaths_headlines_i = deaths_headlines_i.merge(dh19i['total_2019'], how='outer', left_index=True, right_index=True)\n",
6423 "deaths_headlines_i = deaths_headlines_i.merge(dh18i['total_2018'], how='outer', left_index=True, right_index=True)\n",
6424 "deaths_headlines_i = deaths_headlines_i.merge(dh17i['total_2017'], how='outer', left_index=True, right_index=True)\n",
6425 "deaths_headlines_i = deaths_headlines_i.merge(dh16i['total_2016'], how='outer', left_index=True, right_index=True)\n",
6426 "deaths_headlines_i = deaths_headlines_i.merge(dh15i['total_2015'], how='left', left_index=True, right_index=True)\n",
6427 "deaths_headlines_i"
6428 ]
6429 },
6430 {
6431 "cell_type": "code",
6432 "execution_count": 39,
6433 "metadata": {
6434 "Collapsed": "false"
6435 },
6436 "outputs": [
6437 {
6438 "data": {
6439 "text/html": [
6440 "<div>\n",
6441 "<style scoped>\n",
6442 " .dataframe tbody tr th:only-of-type {\n",
6443 " vertical-align: middle;\n",
6444 " }\n",
6445 "\n",
6446 " .dataframe tbody tr th {\n",
6447 " vertical-align: top;\n",
6448 " }\n",
6449 "\n",
6450 " .dataframe thead th {\n",
6451 " text-align: right;\n",
6452 " }\n",
6453 "</style>\n",
6454 "<table border=\"1\" class=\"dataframe\">\n",
6455 " <thead>\n",
6456 " <tr style=\"text-align: right;\">\n",
6457 " <th></th>\n",
6458 " <th>total_2020</th>\n",
6459 " <th>total_2019</th>\n",
6460 " <th>total_2018</th>\n",
6461 " <th>total_2017</th>\n",
6462 " <th>total_2016</th>\n",
6463 " <th>total_2015</th>\n",
6464 " </tr>\n",
6465 " </thead>\n",
6466 " <tbody>\n",
6467 " <tr>\n",
6468 " <th>1</th>\n",
6469 " <td>1161</td>\n",
6470 " <td>1104.0</td>\n",
6471 " <td>1531.0</td>\n",
6472 " <td>1205.0</td>\n",
6473 " <td>1394.0</td>\n",
6474 " <td>1146</td>\n",
6475 " </tr>\n",
6476 " <tr>\n",
6477 " <th>2</th>\n",
6478 " <td>1567</td>\n",
6479 " <td>1507.0</td>\n",
6480 " <td>1899.0</td>\n",
6481 " <td>1379.0</td>\n",
6482 " <td>1305.0</td>\n",
6483 " <td>1708</td>\n",
6484 " </tr>\n",
6485 " <tr>\n",
6486 " <th>3</th>\n",
6487 " <td>1322</td>\n",
6488 " <td>1353.0</td>\n",
6489 " <td>1629.0</td>\n",
6490 " <td>1224.0</td>\n",
6491 " <td>1215.0</td>\n",
6492 " <td>1489</td>\n",
6493 " </tr>\n",
6494 " <tr>\n",
6495 " <th>4</th>\n",
6496 " <td>1226</td>\n",
6497 " <td>1208.0</td>\n",
6498 " <td>1610.0</td>\n",
6499 " <td>1197.0</td>\n",
6500 " <td>1187.0</td>\n",
6501 " <td>1381</td>\n",
6502 " </tr>\n",
6503 " <tr>\n",
6504 " <th>5</th>\n",
6505 " <td>1188</td>\n",
6506 " <td>1206.0</td>\n",
6507 " <td>1369.0</td>\n",
6508 " <td>1332.0</td>\n",
6509 " <td>1205.0</td>\n",
6510 " <td>1286</td>\n",
6511 " </tr>\n",
6512 " <tr>\n",
6513 " <th>6</th>\n",
6514 " <td>1216</td>\n",
6515 " <td>1243.0</td>\n",
6516 " <td>1265.0</td>\n",
6517 " <td>1200.0</td>\n",
6518 " <td>1217.0</td>\n",
6519 " <td>1344</td>\n",
6520 " </tr>\n",
6521 " <tr>\n",
6522 " <th>7</th>\n",
6523 " <td>1162</td>\n",
6524 " <td>1181.0</td>\n",
6525 " <td>1315.0</td>\n",
6526 " <td>1231.0</td>\n",
6527 " <td>1209.0</td>\n",
6528 " <td>1360</td>\n",
6529 " </tr>\n",
6530 " <tr>\n",
6531 " <th>8</th>\n",
6532 " <td>1162</td>\n",
6533 " <td>1245.0</td>\n",
6534 " <td>1245.0</td>\n",
6535 " <td>1185.0</td>\n",
6536 " <td>1239.0</td>\n",
6537 " <td>1320</td>\n",
6538 " </tr>\n",
6539 " <tr>\n",
6540 " <th>9</th>\n",
6541 " <td>1171</td>\n",
6542 " <td>1125.0</td>\n",
6543 " <td>1022.0</td>\n",
6544 " <td>1219.0</td>\n",
6545 " <td>1150.0</td>\n",
6546 " <td>1308</td>\n",
6547 " </tr>\n",
6548 " <tr>\n",
6549 " <th>10</th>\n",
6550 " <td>1208</td>\n",
6551 " <td>1156.0</td>\n",
6552 " <td>1475.0</td>\n",
6553 " <td>1146.0</td>\n",
6554 " <td>1174.0</td>\n",
6555 " <td>1192</td>\n",
6556 " </tr>\n",
6557 " <tr>\n",
6558 " <th>11</th>\n",
6559 " <td>1156</td>\n",
6560 " <td>1108.0</td>\n",
6561 " <td>1220.0</td>\n",
6562 " <td>1141.0</td>\n",
6563 " <td>1175.0</td>\n",
6564 " <td>1201</td>\n",
6565 " </tr>\n",
6566 " <tr>\n",
6567 " <th>12</th>\n",
6568 " <td>1196</td>\n",
6569 " <td>1101.0</td>\n",
6570 " <td>1158.0</td>\n",
6571 " <td>1152.0</td>\n",
6572 " <td>1042.0</td>\n",
6573 " <td>1149</td>\n",
6574 " </tr>\n",
6575 " <tr>\n",
6576 " <th>13</th>\n",
6577 " <td>1079</td>\n",
6578 " <td>1086.0</td>\n",
6579 " <td>1050.0</td>\n",
6580 " <td>1112.0</td>\n",
6581 " <td>1172.0</td>\n",
6582 " <td>1171</td>\n",
6583 " </tr>\n",
6584 " <tr>\n",
6585 " <th>14</th>\n",
6586 " <td>1744</td>\n",
6587 " <td>1032.0</td>\n",
6588 " <td>1192.0</td>\n",
6589 " <td>1060.0</td>\n",
6590 " <td>1166.0</td>\n",
6591 " <td>1042</td>\n",
6592 " </tr>\n",
6593 " <tr>\n",
6594 " <th>15</th>\n",
6595 " <td>1978</td>\n",
6596 " <td>1069.0</td>\n",
6597 " <td>1192.0</td>\n",
6598 " <td>998.0</td>\n",
6599 " <td>1048.0</td>\n",
6600 " <td>1192</td>\n",
6601 " </tr>\n",
6602 " <tr>\n",
6603 " <th>16</th>\n",
6604 " <td>1916</td>\n",
6605 " <td>902.0</td>\n",
6606 " <td>1136.0</td>\n",
6607 " <td>1111.0</td>\n",
6608 " <td>1092.0</td>\n",
6609 " <td>1095</td>\n",
6610 " </tr>\n",
6611 " <tr>\n",
6612 " <th>17</th>\n",
6613 " <td>1836</td>\n",
6614 " <td>1121.0</td>\n",
6615 " <td>1008.0</td>\n",
6616 " <td>1121.0</td>\n",
6617 " <td>1076.0</td>\n",
6618 " <td>1108</td>\n",
6619 " </tr>\n",
6620 " <tr>\n",
6621 " <th>18</th>\n",
6622 " <td>1679</td>\n",
6623 " <td>1131.0</td>\n",
6624 " <td>1093.0</td>\n",
6625 " <td>1050.0</td>\n",
6626 " <td>1006.0</td>\n",
6627 " <td>1117</td>\n",
6628 " </tr>\n",
6629 " <tr>\n",
6630 " <th>19</th>\n",
6631 " <td>1435</td>\n",
6632 " <td>1018.0</td>\n",
6633 " <td>967.0</td>\n",
6634 " <td>1119.0</td>\n",
6635 " <td>1047.0</td>\n",
6636 " <td>1020</td>\n",
6637 " </tr>\n",
6638 " <tr>\n",
6639 " <th>20</th>\n",
6640 " <td>1421</td>\n",
6641 " <td>1115.0</td>\n",
6642 " <td>977.0</td>\n",
6643 " <td>1115.0</td>\n",
6644 " <td>1010.0</td>\n",
6645 " <td>1103</td>\n",
6646 " </tr>\n",
6647 " <tr>\n",
6648 " <th>21</th>\n",
6649 " <td>1226</td>\n",
6650 " <td>1061.0</td>\n",
6651 " <td>1070.0</td>\n",
6652 " <td>1063.0</td>\n",
6653 " <td>994.0</td>\n",
6654 " <td>1039</td>\n",
6655 " </tr>\n",
6656 " <tr>\n",
6657 " <th>22</th>\n",
6658 " <td>1125</td>\n",
6659 " <td>1029.0</td>\n",
6660 " <td>998.0</td>\n",
6661 " <td>1015.0</td>\n",
6662 " <td>999.0</td>\n",
6663 " <td>1043</td>\n",
6664 " </tr>\n",
6665 " <tr>\n",
6666 " <th>23</th>\n",
6667 " <td>1093</td>\n",
6668 " <td>1042.0</td>\n",
6669 " <td>1033.0</td>\n",
6670 " <td>1076.0</td>\n",
6671 " <td>1023.0</td>\n",
6672 " <td>1106</td>\n",
6673 " </tr>\n",
6674 " <tr>\n",
6675 " <th>24</th>\n",
6676 " <td>1034</td>\n",
6677 " <td>1028.0</td>\n",
6678 " <td>915.0</td>\n",
6679 " <td>1031.0</td>\n",
6680 " <td>988.0</td>\n",
6681 " <td>1038</td>\n",
6682 " </tr>\n",
6683 " <tr>\n",
6684 " <th>25</th>\n",
6685 " <td>1065</td>\n",
6686 " <td>1053.0</td>\n",
6687 " <td>993.0</td>\n",
6688 " <td>1032.0</td>\n",
6689 " <td>994.0</td>\n",
6690 " <td>1025</td>\n",
6691 " </tr>\n",
6692 " <tr>\n",
6693 " <th>26</th>\n",
6694 " <td>1008</td>\n",
6695 " <td>1051.0</td>\n",
6696 " <td>1046.0</td>\n",
6697 " <td>994.0</td>\n",
6698 " <td>1007.0</td>\n",
6699 " <td>1032</td>\n",
6700 " </tr>\n",
6701 " <tr>\n",
6702 " <th>27</th>\n",
6703 " <td>983</td>\n",
6704 " <td>981.0</td>\n",
6705 " <td>1041.0</td>\n",
6706 " <td>1040.0</td>\n",
6707 " <td>988.0</td>\n",
6708 " <td>1040</td>\n",
6709 " </tr>\n",
6710 " <tr>\n",
6711 " <th>28</th>\n",
6712 " <td>976</td>\n",
6713 " <td>1077.0</td>\n",
6714 " <td>1002.0</td>\n",
6715 " <td>1014.0</td>\n",
6716 " <td>1022.0</td>\n",
6717 " <td>1011</td>\n",
6718 " </tr>\n",
6719 " <tr>\n",
6720 " <th>29</th>\n",
6721 " <td>1033</td>\n",
6722 " <td>964.0</td>\n",
6723 " <td>928.0</td>\n",
6724 " <td>1025.0</td>\n",
6725 " <td>1041.0</td>\n",
6726 " <td>1023</td>\n",
6727 " </tr>\n",
6728 " <tr>\n",
6729 " <th>30</th>\n",
6730 " <td>961</td>\n",
6731 " <td>1041.0</td>\n",
6732 " <td>933.0</td>\n",
6733 " <td>978.0</td>\n",
6734 " <td>979.0</td>\n",
6735 " <td>956</td>\n",
6736 " </tr>\n",
6737 " <tr>\n",
6738 " <th>31</th>\n",
6739 " <td>1043</td>\n",
6740 " <td>1020.0</td>\n",
6741 " <td>969.0</td>\n",
6742 " <td>1011.0</td>\n",
6743 " <td>987.0</td>\n",
6744 " <td>985</td>\n",
6745 " </tr>\n",
6746 " <tr>\n",
6747 " <th>32</th>\n",
6748 " <td>1011</td>\n",
6749 " <td>1018.0</td>\n",
6750 " <td>953.0</td>\n",
6751 " <td>1002.0</td>\n",
6752 " <td>997.0</td>\n",
6753 " <td>1043</td>\n",
6754 " </tr>\n",
6755 " <tr>\n",
6756 " <th>33</th>\n",
6757 " <td>922</td>\n",
6758 " <td>1028.0</td>\n",
6759 " <td>978.0</td>\n",
6760 " <td>1004.0</td>\n",
6761 " <td>982.0</td>\n",
6762 " <td>969</td>\n",
6763 " </tr>\n",
6764 " <tr>\n",
6765 " <th>34</th>\n",
6766 " <td>1046</td>\n",
6767 " <td>1011.0</td>\n",
6768 " <td>941.0</td>\n",
6769 " <td>1045.0</td>\n",
6770 " <td>1017.0</td>\n",
6771 " <td>982</td>\n",
6772 " </tr>\n",
6773 " <tr>\n",
6774 " <th>35</th>\n",
6775 " <td>1029</td>\n",
6776 " <td>1013.0</td>\n",
6777 " <td>930.0</td>\n",
6778 " <td>980.0</td>\n",
6779 " <td>1039.0</td>\n",
6780 " <td>954</td>\n",
6781 " </tr>\n",
6782 " <tr>\n",
6783 " <th>36</th>\n",
6784 " <td>1050</td>\n",
6785 " <td>980.0</td>\n",
6786 " <td>970.0</td>\n",
6787 " <td>1006.0</td>\n",
6788 " <td>1007.0</td>\n",
6789 " <td>977</td>\n",
6790 " </tr>\n",
6791 " <tr>\n",
6792 " <th>37</th>\n",
6793 " <td>1069</td>\n",
6794 " <td>1074.0</td>\n",
6795 " <td>1020.0</td>\n",
6796 " <td>972.0</td>\n",
6797 " <td>983.0</td>\n",
6798 " <td>991</td>\n",
6799 " </tr>\n",
6800 " <tr>\n",
6801 " <th>38</th>\n",
6802 " <td>952</td>\n",
6803 " <td>1071.0</td>\n",
6804 " <td>946.0</td>\n",
6805 " <td>1049.0</td>\n",
6806 " <td>966.0</td>\n",
6807 " <td>1001</td>\n",
6808 " </tr>\n",
6809 " <tr>\n",
6810 " <th>39</th>\n",
6811 " <td>933</td>\n",
6812 " <td>1142.0</td>\n",
6813 " <td>1015.0</td>\n",
6814 " <td>1056.0</td>\n",
6815 " <td>1009.0</td>\n",
6816 " <td>1010</td>\n",
6817 " </tr>\n",
6818 " <tr>\n",
6819 " <th>40</th>\n",
6820 " <td>1195</td>\n",
6821 " <td>1051.0</td>\n",
6822 " <td>1042.0</td>\n",
6823 " <td>1016.0</td>\n",
6824 " <td>1072.0</td>\n",
6825 " <td>1008</td>\n",
6826 " </tr>\n",
6827 " <tr>\n",
6828 " <th>41</th>\n",
6829 " <td>1071</td>\n",
6830 " <td>1143.0</td>\n",
6831 " <td>1081.0</td>\n",
6832 " <td>1133.0</td>\n",
6833 " <td>1009.0</td>\n",
6834 " <td>1028</td>\n",
6835 " </tr>\n",
6836 " <tr>\n",
6837 " <th>42</th>\n",
6838 " <td>1131</td>\n",
6839 " <td>1153.0</td>\n",
6840 " <td>1031.0</td>\n",
6841 " <td>1067.0</td>\n",
6842 " <td>1070.0</td>\n",
6843 " <td>989</td>\n",
6844 " </tr>\n",
6845 " <tr>\n",
6846 " <th>43</th>\n",
6847 " <td>1187</td>\n",
6848 " <td>1115.0</td>\n",
6849 " <td>1019.0</td>\n",
6850 " <td>1095.0</td>\n",
6851 " <td>1052.0</td>\n",
6852 " <td>981</td>\n",
6853 " </tr>\n",
6854 " <tr>\n",
6855 " <th>44</th>\n",
6856 " <td>1262</td>\n",
6857 " <td>1101.0</td>\n",
6858 " <td>1085.0</td>\n",
6859 " <td>1062.0</td>\n",
6860 " <td>1032.0</td>\n",
6861 " <td>1116</td>\n",
6862 " </tr>\n",
6863 " <tr>\n",
6864 " <th>45</th>\n",
6865 " <td>1250</td>\n",
6866 " <td>1184.0</td>\n",
6867 " <td>1144.0</td>\n",
6868 " <td>1126.0</td>\n",
6869 " <td>1043.0</td>\n",
6870 " <td>1028</td>\n",
6871 " </tr>\n",
6872 " <tr>\n",
6873 " <th>46</th>\n",
6874 " <td>1138</td>\n",
6875 " <td>1160.0</td>\n",
6876 " <td>1084.0</td>\n",
6877 " <td>1175.0</td>\n",
6878 " <td>1174.0</td>\n",
6879 " <td>1103</td>\n",
6880 " </tr>\n",
6881 " <tr>\n",
6882 " <th>47</th>\n",
6883 " <td>1360</td>\n",
6884 " <td>1229.0</td>\n",
6885 " <td>1058.0</td>\n",
6886 " <td>1178.0</td>\n",
6887 " <td>1132.0</td>\n",
6888 " <td>1054</td>\n",
6889 " </tr>\n",
6890 " <tr>\n",
6891 " <th>48</th>\n",
6892 " <td>1328</td>\n",
6893 " <td>1163.0</td>\n",
6894 " <td>1062.0</td>\n",
6895 " <td>1153.0</td>\n",
6896 " <td>1159.0</td>\n",
6897 " <td>1115</td>\n",
6898 " </tr>\n",
6899 " <tr>\n",
6900 " <th>49</th>\n",
6901 " <td>1296</td>\n",
6902 " <td>1108.0</td>\n",
6903 " <td>1076.0</td>\n",
6904 " <td>1237.0</td>\n",
6905 " <td>1188.0</td>\n",
6906 " <td>1089</td>\n",
6907 " </tr>\n",
6908 " <tr>\n",
6909 " <th>50</th>\n",
6910 " <td>1284</td>\n",
6911 " <td>1312.0</td>\n",
6912 " <td>1212.0</td>\n",
6913 " <td>1335.0</td>\n",
6914 " <td>1219.0</td>\n",
6915 " <td>1101</td>\n",
6916 " </tr>\n",
6917 " <tr>\n",
6918 " <th>51</th>\n",
6919 " <td>1297</td>\n",
6920 " <td>1277.0</td>\n",
6921 " <td>1216.0</td>\n",
6922 " <td>1437.0</td>\n",
6923 " <td>1284.0</td>\n",
6924 " <td>1146</td>\n",
6925 " </tr>\n",
6926 " <tr>\n",
6927 " <th>52</th>\n",
6928 " <td>1205</td>\n",
6929 " <td>1000.0</td>\n",
6930 " <td>1058.0</td>\n",
6931 " <td>1168.0</td>\n",
6932 " <td>1133.0</td>\n",
6933 " <td>944</td>\n",
6934 " </tr>\n",
6935 " </tbody>\n",
6936 "</table>\n",
6937 "</div>"
6938 ],
6939 "text/plain": [
6940 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
6941 "1 1161 1104.0 1531.0 1205.0 1394.0 1146\n",
6942 "2 1567 1507.0 1899.0 1379.0 1305.0 1708\n",
6943 "3 1322 1353.0 1629.0 1224.0 1215.0 1489\n",
6944 "4 1226 1208.0 1610.0 1197.0 1187.0 1381\n",
6945 "5 1188 1206.0 1369.0 1332.0 1205.0 1286\n",
6946 "6 1216 1243.0 1265.0 1200.0 1217.0 1344\n",
6947 "7 1162 1181.0 1315.0 1231.0 1209.0 1360\n",
6948 "8 1162 1245.0 1245.0 1185.0 1239.0 1320\n",
6949 "9 1171 1125.0 1022.0 1219.0 1150.0 1308\n",
6950 "10 1208 1156.0 1475.0 1146.0 1174.0 1192\n",
6951 "11 1156 1108.0 1220.0 1141.0 1175.0 1201\n",
6952 "12 1196 1101.0 1158.0 1152.0 1042.0 1149\n",
6953 "13 1079 1086.0 1050.0 1112.0 1172.0 1171\n",
6954 "14 1744 1032.0 1192.0 1060.0 1166.0 1042\n",
6955 "15 1978 1069.0 1192.0 998.0 1048.0 1192\n",
6956 "16 1916 902.0 1136.0 1111.0 1092.0 1095\n",
6957 "17 1836 1121.0 1008.0 1121.0 1076.0 1108\n",
6958 "18 1679 1131.0 1093.0 1050.0 1006.0 1117\n",
6959 "19 1435 1018.0 967.0 1119.0 1047.0 1020\n",
6960 "20 1421 1115.0 977.0 1115.0 1010.0 1103\n",
6961 "21 1226 1061.0 1070.0 1063.0 994.0 1039\n",
6962 "22 1125 1029.0 998.0 1015.0 999.0 1043\n",
6963 "23 1093 1042.0 1033.0 1076.0 1023.0 1106\n",
6964 "24 1034 1028.0 915.0 1031.0 988.0 1038\n",
6965 "25 1065 1053.0 993.0 1032.0 994.0 1025\n",
6966 "26 1008 1051.0 1046.0 994.0 1007.0 1032\n",
6967 "27 983 981.0 1041.0 1040.0 988.0 1040\n",
6968 "28 976 1077.0 1002.0 1014.0 1022.0 1011\n",
6969 "29 1033 964.0 928.0 1025.0 1041.0 1023\n",
6970 "30 961 1041.0 933.0 978.0 979.0 956\n",
6971 "31 1043 1020.0 969.0 1011.0 987.0 985\n",
6972 "32 1011 1018.0 953.0 1002.0 997.0 1043\n",
6973 "33 922 1028.0 978.0 1004.0 982.0 969\n",
6974 "34 1046 1011.0 941.0 1045.0 1017.0 982\n",
6975 "35 1029 1013.0 930.0 980.0 1039.0 954\n",
6976 "36 1050 980.0 970.0 1006.0 1007.0 977\n",
6977 "37 1069 1074.0 1020.0 972.0 983.0 991\n",
6978 "38 952 1071.0 946.0 1049.0 966.0 1001\n",
6979 "39 933 1142.0 1015.0 1056.0 1009.0 1010\n",
6980 "40 1195 1051.0 1042.0 1016.0 1072.0 1008\n",
6981 "41 1071 1143.0 1081.0 1133.0 1009.0 1028\n",
6982 "42 1131 1153.0 1031.0 1067.0 1070.0 989\n",
6983 "43 1187 1115.0 1019.0 1095.0 1052.0 981\n",
6984 "44 1262 1101.0 1085.0 1062.0 1032.0 1116\n",
6985 "45 1250 1184.0 1144.0 1126.0 1043.0 1028\n",
6986 "46 1138 1160.0 1084.0 1175.0 1174.0 1103\n",
6987 "47 1360 1229.0 1058.0 1178.0 1132.0 1054\n",
6988 "48 1328 1163.0 1062.0 1153.0 1159.0 1115\n",
6989 "49 1296 1108.0 1076.0 1237.0 1188.0 1089\n",
6990 "50 1284 1312.0 1212.0 1335.0 1219.0 1101\n",
6991 "51 1297 1277.0 1216.0 1437.0 1284.0 1146\n",
6992 "52 1205 1000.0 1058.0 1168.0 1133.0 944"
6993 ]
6994 },
6995 "execution_count": 39,
6996 "metadata": {},
6997 "output_type": "execute_result"
6998 }
6999 ],
7000 "source": [
7001 "deaths_headlines_s"
7002 ]
7003 },
7004 {
7005 "cell_type": "code",
7006 "execution_count": 40,
7007 "metadata": {
7008 "Collapsed": "false"
7009 },
7010 "outputs": [
7011 {
7012 "data": {
7013 "text/html": [
7014 "<div>\n",
7015 "<style scoped>\n",
7016 " .dataframe tbody tr th:only-of-type {\n",
7017 " vertical-align: middle;\n",
7018 " }\n",
7019 "\n",
7020 " .dataframe tbody tr th {\n",
7021 " vertical-align: top;\n",
7022 " }\n",
7023 "\n",
7024 " .dataframe thead th {\n",
7025 " text-align: right;\n",
7026 " }\n",
7027 "</style>\n",
7028 "<table border=\"1\" class=\"dataframe\">\n",
7029 " <thead>\n",
7030 " <tr style=\"text-align: right;\">\n",
7031 " <th></th>\n",
7032 " <th>total_2020</th>\n",
7033 " <th>total_2019</th>\n",
7034 " <th>total_2018</th>\n",
7035 " <th>total_2017</th>\n",
7036 " <th>total_2016</th>\n",
7037 " <th>total_2015</th>\n",
7038 " </tr>\n",
7039 " </thead>\n",
7040 " <tbody>\n",
7041 " <tr>\n",
7042 " <th>1</th>\n",
7043 " <td>13768.0</td>\n",
7044 " <td>12424.0</td>\n",
7045 " <td>14701.0</td>\n",
7046 " <td>13612.0</td>\n",
7047 " <td>14863.0</td>\n",
7048 " <td>13751.0</td>\n",
7049 " </tr>\n",
7050 " <tr>\n",
7051 " <th>2</th>\n",
7052 " <td>16020.0</td>\n",
7053 " <td>14487.0</td>\n",
7054 " <td>17430.0</td>\n",
7055 " <td>15528.0</td>\n",
7056 " <td>13154.0</td>\n",
7057 " <td>18318.0</td>\n",
7058 " </tr>\n",
7059 " <tr>\n",
7060 " <th>3</th>\n",
7061 " <td>14723.0</td>\n",
7062 " <td>13545.0</td>\n",
7063 " <td>16355.0</td>\n",
7064 " <td>15231.0</td>\n",
7065 " <td>13060.0</td>\n",
7066 " <td>16738.0</td>\n",
7067 " </tr>\n",
7068 " <tr>\n",
7069 " <th>4</th>\n",
7070 " <td>13429.0</td>\n",
7071 " <td>13283.0</td>\n",
7072 " <td>15971.0</td>\n",
7073 " <td>14461.0</td>\n",
7074 " <td>12859.0</td>\n",
7075 " <td>15712.0</td>\n",
7076 " </tr>\n",
7077 " <tr>\n",
7078 " <th>5</th>\n",
7079 " <td>13123.0</td>\n",
7080 " <td>12799.0</td>\n",
7081 " <td>15087.0</td>\n",
7082 " <td>14188.0</td>\n",
7083 " <td>12571.0</td>\n",
7084 " <td>14560.0</td>\n",
7085 " </tr>\n",
7086 " <tr>\n",
7087 " <th>6</th>\n",
7088 " <td>12534.0</td>\n",
7089 " <td>13222.0</td>\n",
7090 " <td>14111.0</td>\n",
7091 " <td>13805.0</td>\n",
7092 " <td>12697.0</td>\n",
7093 " <td>13730.0</td>\n",
7094 " </tr>\n",
7095 " <tr>\n",
7096 " <th>7</th>\n",
7097 " <td>12412.0</td>\n",
7098 " <td>13347.0</td>\n",
7099 " <td>13925.0</td>\n",
7100 " <td>13212.0</td>\n",
7101 " <td>12016.0</td>\n",
7102 " <td>13510.0</td>\n",
7103 " </tr>\n",
7104 " <tr>\n",
7105 " <th>8</th>\n",
7106 " <td>12300.0</td>\n",
7107 " <td>12877.0</td>\n",
7108 " <td>13753.0</td>\n",
7109 " <td>13330.0</td>\n",
7110 " <td>12718.0</td>\n",
7111 " <td>13071.0</td>\n",
7112 " </tr>\n",
7113 " <tr>\n",
7114 " <th>9</th>\n",
7115 " <td>12334.0</td>\n",
7116 " <td>12479.0</td>\n",
7117 " <td>12190.0</td>\n",
7118 " <td>12819.0</td>\n",
7119 " <td>12733.0</td>\n",
7120 " <td>13181.0</td>\n",
7121 " </tr>\n",
7122 " <tr>\n",
7123 " <th>10</th>\n",
7124 " <td>12415.0</td>\n",
7125 " <td>12396.0</td>\n",
7126 " <td>14859.0</td>\n",
7127 " <td>12580.0</td>\n",
7128 " <td>12493.0</td>\n",
7129 " <td>13007.0</td>\n",
7130 " </tr>\n",
7131 " <tr>\n",
7132 " <th>11</th>\n",
7133 " <td>12499.0</td>\n",
7134 " <td>12018.0</td>\n",
7135 " <td>14367.0</td>\n",
7136 " <td>12089.0</td>\n",
7137 " <td>12489.0</td>\n",
7138 " <td>12475.0</td>\n",
7139 " </tr>\n",
7140 " <tr>\n",
7141 " <th>12</th>\n",
7142 " <td>12112.0</td>\n",
7143 " <td>11797.0</td>\n",
7144 " <td>13397.0</td>\n",
7145 " <td>11833.0</td>\n",
7146 " <td>10983.0</td>\n",
7147 " <td>12027.0</td>\n",
7148 " </tr>\n",
7149 " <tr>\n",
7150 " <th>13</th>\n",
7151 " <td>12507.0</td>\n",
7152 " <td>11260.0</td>\n",
7153 " <td>11310.0</td>\n",
7154 " <td>11453.0</td>\n",
7155 " <td>11738.0</td>\n",
7156 " <td>11987.0</td>\n",
7157 " </tr>\n",
7158 " <tr>\n",
7159 " <th>14</th>\n",
7160 " <td>18565.0</td>\n",
7161 " <td>11445.0</td>\n",
7162 " <td>12272.0</td>\n",
7163 " <td>11305.0</td>\n",
7164 " <td>13060.0</td>\n",
7165 " <td>10325.0</td>\n",
7166 " </tr>\n",
7167 " <tr>\n",
7168 " <th>15</th>\n",
7169 " <td>20929.0</td>\n",
7170 " <td>11661.0</td>\n",
7171 " <td>13843.0</td>\n",
7172 " <td>9761.0</td>\n",
7173 " <td>12757.0</td>\n",
7174 " <td>11575.0</td>\n",
7175 " </tr>\n",
7176 " <tr>\n",
7177 " <th>16</th>\n",
7178 " <td>24691.0</td>\n",
7179 " <td>10243.0</td>\n",
7180 " <td>12639.0</td>\n",
7181 " <td>11000.0</td>\n",
7182 " <td>12310.0</td>\n",
7183 " <td>13061.0</td>\n",
7184 " </tr>\n",
7185 " <tr>\n",
7186 " <th>17</th>\n",
7187 " <td>24303.0</td>\n",
7188 " <td>11452.0</td>\n",
7189 " <td>11596.0</td>\n",
7190 " <td>12356.0</td>\n",
7191 " <td>11795.0</td>\n",
7192 " <td>12023.0</td>\n",
7193 " </tr>\n",
7194 " <tr>\n",
7195 " <th>18</th>\n",
7196 " <td>20059.0</td>\n",
7197 " <td>12695.0</td>\n",
7198 " <td>11538.0</td>\n",
7199 " <td>10372.0</td>\n",
7200 " <td>10401.0</td>\n",
7201 " <td>11586.0</td>\n",
7202 " </tr>\n",
7203 " <tr>\n",
7204 " <th>19</th>\n",
7205 " <td>14428.0</td>\n",
7206 " <td>10361.0</td>\n",
7207 " <td>9821.0</td>\n",
7208 " <td>12114.0</td>\n",
7209 " <td>12002.0</td>\n",
7210 " <td>10138.0</td>\n",
7211 " </tr>\n",
7212 " <tr>\n",
7213 " <th>20</th>\n",
7214 " <td>16390.0</td>\n",
7215 " <td>11717.0</td>\n",
7216 " <td>11386.0</td>\n",
7217 " <td>11718.0</td>\n",
7218 " <td>11222.0</td>\n",
7219 " <td>11692.0</td>\n",
7220 " </tr>\n",
7221 " <tr>\n",
7222 " <th>21</th>\n",
7223 " <td>13839.0</td>\n",
7224 " <td>11653.0</td>\n",
7225 " <td>10974.0</td>\n",
7226 " <td>11431.0</td>\n",
7227 " <td>11013.0</td>\n",
7228 " <td>11334.0</td>\n",
7229 " </tr>\n",
7230 " <tr>\n",
7231 " <th>22</th>\n",
7232 " <td>11265.0</td>\n",
7233 " <td>9534.0</td>\n",
7234 " <td>9397.0</td>\n",
7235 " <td>9603.0</td>\n",
7236 " <td>9192.0</td>\n",
7237 " <td>9514.0</td>\n",
7238 " </tr>\n",
7239 " <tr>\n",
7240 " <th>23</th>\n",
7241 " <td>12106.0</td>\n",
7242 " <td>11461.0</td>\n",
7243 " <td>11259.0</td>\n",
7244 " <td>11134.0</td>\n",
7245 " <td>11171.0</td>\n",
7246 " <td>11603.0</td>\n",
7247 " </tr>\n",
7248 " <tr>\n",
7249 " <th>24</th>\n",
7250 " <td>11302.0</td>\n",
7251 " <td>10754.0</td>\n",
7252 " <td>10535.0</td>\n",
7253 " <td>10698.0</td>\n",
7254 " <td>10673.0</td>\n",
7255 " <td>10858.0</td>\n",
7256 " </tr>\n",
7257 " <tr>\n",
7258 " <th>25</th>\n",
7259 " <td>10694.0</td>\n",
7260 " <td>10807.0</td>\n",
7261 " <td>10514.0</td>\n",
7262 " <td>10930.0</td>\n",
7263 " <td>10611.0</td>\n",
7264 " <td>10629.0</td>\n",
7265 " </tr>\n",
7266 " <tr>\n",
7267 " <th>26</th>\n",
7268 " <td>10282.0</td>\n",
7269 " <td>10824.0</td>\n",
7270 " <td>10529.0</td>\n",
7271 " <td>10624.0</td>\n",
7272 " <td>10526.0</td>\n",
7273 " <td>10525.0</td>\n",
7274 " </tr>\n",
7275 " <tr>\n",
7276 " <th>27</th>\n",
7277 " <td>10412.0</td>\n",
7278 " <td>10328.0</td>\n",
7279 " <td>10565.0</td>\n",
7280 " <td>10565.0</td>\n",
7281 " <td>10412.0</td>\n",
7282 " <td>10545.0</td>\n",
7283 " </tr>\n",
7284 " <tr>\n",
7285 " <th>28</th>\n",
7286 " <td>9941.0</td>\n",
7287 " <td>10512.0</td>\n",
7288 " <td>10467.0</td>\n",
7289 " <td>10643.0</td>\n",
7290 " <td>10647.0</td>\n",
7291 " <td>10278.0</td>\n",
7292 " </tr>\n",
7293 " <tr>\n",
7294 " <th>29</th>\n",
7295 " <td>10096.0</td>\n",
7296 " <td>10324.0</td>\n",
7297 " <td>10353.0</td>\n",
7298 " <td>10426.0</td>\n",
7299 " <td>10672.0</td>\n",
7300 " <td>10028.0</td>\n",
7301 " </tr>\n",
7302 " <tr>\n",
7303 " <th>30</th>\n",
7304 " <td>10159.0</td>\n",
7305 " <td>10422.0</td>\n",
7306 " <td>10356.0</td>\n",
7307 " <td>10147.0</td>\n",
7308 " <td>10612.0</td>\n",
7309 " <td>10021.0</td>\n",
7310 " </tr>\n",
7311 " <tr>\n",
7312 " <th>31</th>\n",
7313 " <td>10262.0</td>\n",
7314 " <td>10564.0</td>\n",
7315 " <td>10408.0</td>\n",
7316 " <td>10239.0</td>\n",
7317 " <td>10433.0</td>\n",
7318 " <td>9893.0</td>\n",
7319 " </tr>\n",
7320 " <tr>\n",
7321 " <th>32</th>\n",
7322 " <td>10236.0</td>\n",
7323 " <td>10406.0</td>\n",
7324 " <td>10542.0</td>\n",
7325 " <td>10278.0</td>\n",
7326 " <td>10439.0</td>\n",
7327 " <td>10153.0</td>\n",
7328 " </tr>\n",
7329 " <tr>\n",
7330 " <th>33</th>\n",
7331 " <td>10592.0</td>\n",
7332 " <td>10405.0</td>\n",
7333 " <td>10091.0</td>\n",
7334 " <td>10569.0</td>\n",
7335 " <td>10312.0</td>\n",
7336 " <td>10352.0</td>\n",
7337 " </tr>\n",
7338 " <tr>\n",
7339 " <th>34</th>\n",
7340 " <td>10990.0</td>\n",
7341 " <td>10279.0</td>\n",
7342 " <td>10199.0</td>\n",
7343 " <td>10698.0</td>\n",
7344 " <td>10637.0</td>\n",
7345 " <td>10354.0</td>\n",
7346 " </tr>\n",
7347 " <tr>\n",
7348 " <th>35</th>\n",
7349 " <td>10364.0</td>\n",
7350 " <td>9478.0</td>\n",
7351 " <td>9046.0</td>\n",
7352 " <td>9372.0</td>\n",
7353 " <td>9226.0</td>\n",
7354 " <td>10239.0</td>\n",
7355 " </tr>\n",
7356 " <tr>\n",
7357 " <th>36</th>\n",
7358 " <td>9023.0</td>\n",
7359 " <td>10918.0</td>\n",
7360 " <td>10680.0</td>\n",
7361 " <td>10781.0</td>\n",
7362 " <td>10681.0</td>\n",
7363 " <td>9092.0</td>\n",
7364 " </tr>\n",
7365 " <tr>\n",
7366 " <th>37</th>\n",
7367 " <td>11176.0</td>\n",
7368 " <td>10892.0</td>\n",
7369 " <td>10496.0</td>\n",
7370 " <td>10692.0</td>\n",
7371 " <td>10401.0</td>\n",
7372 " <td>10573.0</td>\n",
7373 " </tr>\n",
7374 " <tr>\n",
7375 " <th>38</th>\n",
7376 " <td>10797.0</td>\n",
7377 " <td>10792.0</td>\n",
7378 " <td>10498.0</td>\n",
7379 " <td>10875.0</td>\n",
7380 " <td>10183.0</td>\n",
7381 " <td>10381.0</td>\n",
7382 " </tr>\n",
7383 " <tr>\n",
7384 " <th>39</th>\n",
7385 " <td>10890.0</td>\n",
7386 " <td>10954.0</td>\n",
7387 " <td>10463.0</td>\n",
7388 " <td>11027.0</td>\n",
7389 " <td>10278.0</td>\n",
7390 " <td>10826.0</td>\n",
7391 " </tr>\n",
7392 " <tr>\n",
7393 " <th>40</th>\n",
7394 " <td>11468.0</td>\n",
7395 " <td>11113.0</td>\n",
7396 " <td>10869.0</td>\n",
7397 " <td>11101.0</td>\n",
7398 " <td>10671.0</td>\n",
7399 " <td>10700.0</td>\n",
7400 " </tr>\n",
7401 " <tr>\n",
7402 " <th>41</th>\n",
7403 " <td>11373.0</td>\n",
7404 " <td>11403.0</td>\n",
7405 " <td>11048.0</td>\n",
7406 " <td>11357.0</td>\n",
7407 " <td>11016.0</td>\n",
7408 " <td>11108.0</td>\n",
7409 " </tr>\n",
7410 " <tr>\n",
7411 " <th>42</th>\n",
7412 " <td>11943.0</td>\n",
7413 " <td>11625.0</td>\n",
7414 " <td>11177.0</td>\n",
7415 " <td>11389.0</td>\n",
7416 " <td>11134.0</td>\n",
7417 " <td>10799.0</td>\n",
7418 " </tr>\n",
7419 " <tr>\n",
7420 " <th>43</th>\n",
7421 " <td>12317.0</td>\n",
7422 " <td>11415.0</td>\n",
7423 " <td>10885.0</td>\n",
7424 " <td>11152.0</td>\n",
7425 " <td>11048.0</td>\n",
7426 " <td>10966.0</td>\n",
7427 " </tr>\n",
7428 " <tr>\n",
7429 " <th>44</th>\n",
7430 " <td>12517.0</td>\n",
7431 " <td>11567.0</td>\n",
7432 " <td>10866.0</td>\n",
7433 " <td>11366.0</td>\n",
7434 " <td>11463.0</td>\n",
7435 " <td>11026.0</td>\n",
7436 " </tr>\n",
7437 " <tr>\n",
7438 " <th>45</th>\n",
7439 " <td>13448.0</td>\n",
7440 " <td>12177.0</td>\n",
7441 " <td>11588.0</td>\n",
7442 " <td>11767.0</td>\n",
7443 " <td>11803.0</td>\n",
7444 " <td>11312.0</td>\n",
7445 " </tr>\n",
7446 " <tr>\n",
7447 " <th>46</th>\n",
7448 " <td>13798.0</td>\n",
7449 " <td>12146.0</td>\n",
7450 " <td>11552.0</td>\n",
7451 " <td>11773.0</td>\n",
7452 " <td>12209.0</td>\n",
7453 " <td>11338.0</td>\n",
7454 " </tr>\n",
7455 " <tr>\n",
7456 " <th>47</th>\n",
7457 " <td>14291.0</td>\n",
7458 " <td>12472.0</td>\n",
7459 " <td>11289.0</td>\n",
7460 " <td>12102.0</td>\n",
7461 " <td>12064.0</td>\n",
7462 " <td>11178.0</td>\n",
7463 " </tr>\n",
7464 " <tr>\n",
7465 " <th>48</th>\n",
7466 " <td>14132.0</td>\n",
7467 " <td>12455.0</td>\n",
7468 " <td>11392.0</td>\n",
7469 " <td>12046.0</td>\n",
7470 " <td>11901.0</td>\n",
7471 " <td>11216.0</td>\n",
7472 " </tr>\n",
7473 " <tr>\n",
7474 " <th>49</th>\n",
7475 " <td>13986.0</td>\n",
7476 " <td>12275.0</td>\n",
7477 " <td>11687.0</td>\n",
7478 " <td>12342.0</td>\n",
7479 " <td>12733.0</td>\n",
7480 " <td>11748.0</td>\n",
7481 " </tr>\n",
7482 " <tr>\n",
7483 " <th>50</th>\n",
7484 " <td>13942.0</td>\n",
7485 " <td>12853.0</td>\n",
7486 " <td>12078.0</td>\n",
7487 " <td>12924.0</td>\n",
7488 " <td>12076.0</td>\n",
7489 " <td>11713.0</td>\n",
7490 " </tr>\n",
7491 " <tr>\n",
7492 " <th>51</th>\n",
7493 " <td>14658.0</td>\n",
7494 " <td>13566.0</td>\n",
7495 " <td>12649.0</td>\n",
7496 " <td>14308.0</td>\n",
7497 " <td>13137.0</td>\n",
7498 " <td>12136.0</td>\n",
7499 " </tr>\n",
7500 " <tr>\n",
7501 " <th>52</th>\n",
7502 " <td>13035.0</td>\n",
7503 " <td>8727.0</td>\n",
7504 " <td>8384.0</td>\n",
7505 " <td>9904.0</td>\n",
7506 " <td>9335.0</td>\n",
7507 " <td>9806.0</td>\n",
7508 " </tr>\n",
7509 " <tr>\n",
7510 " <th>53</th>\n",
7511 " <td>NaN</td>\n",
7512 " <td>NaN</td>\n",
7513 " <td>NaN</td>\n",
7514 " <td>NaN</td>\n",
7515 " <td>NaN</td>\n",
7516 " <td>NaN</td>\n",
7517 " </tr>\n",
7518 " </tbody>\n",
7519 "</table>\n",
7520 "</div>"
7521 ],
7522 "text/plain": [
7523 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015\n",
7524 "1 13768.0 12424.0 14701.0 13612.0 14863.0 13751.0\n",
7525 "2 16020.0 14487.0 17430.0 15528.0 13154.0 18318.0\n",
7526 "3 14723.0 13545.0 16355.0 15231.0 13060.0 16738.0\n",
7527 "4 13429.0 13283.0 15971.0 14461.0 12859.0 15712.0\n",
7528 "5 13123.0 12799.0 15087.0 14188.0 12571.0 14560.0\n",
7529 "6 12534.0 13222.0 14111.0 13805.0 12697.0 13730.0\n",
7530 "7 12412.0 13347.0 13925.0 13212.0 12016.0 13510.0\n",
7531 "8 12300.0 12877.0 13753.0 13330.0 12718.0 13071.0\n",
7532 "9 12334.0 12479.0 12190.0 12819.0 12733.0 13181.0\n",
7533 "10 12415.0 12396.0 14859.0 12580.0 12493.0 13007.0\n",
7534 "11 12499.0 12018.0 14367.0 12089.0 12489.0 12475.0\n",
7535 "12 12112.0 11797.0 13397.0 11833.0 10983.0 12027.0\n",
7536 "13 12507.0 11260.0 11310.0 11453.0 11738.0 11987.0\n",
7537 "14 18565.0 11445.0 12272.0 11305.0 13060.0 10325.0\n",
7538 "15 20929.0 11661.0 13843.0 9761.0 12757.0 11575.0\n",
7539 "16 24691.0 10243.0 12639.0 11000.0 12310.0 13061.0\n",
7540 "17 24303.0 11452.0 11596.0 12356.0 11795.0 12023.0\n",
7541 "18 20059.0 12695.0 11538.0 10372.0 10401.0 11586.0\n",
7542 "19 14428.0 10361.0 9821.0 12114.0 12002.0 10138.0\n",
7543 "20 16390.0 11717.0 11386.0 11718.0 11222.0 11692.0\n",
7544 "21 13839.0 11653.0 10974.0 11431.0 11013.0 11334.0\n",
7545 "22 11265.0 9534.0 9397.0 9603.0 9192.0 9514.0\n",
7546 "23 12106.0 11461.0 11259.0 11134.0 11171.0 11603.0\n",
7547 "24 11302.0 10754.0 10535.0 10698.0 10673.0 10858.0\n",
7548 "25 10694.0 10807.0 10514.0 10930.0 10611.0 10629.0\n",
7549 "26 10282.0 10824.0 10529.0 10624.0 10526.0 10525.0\n",
7550 "27 10412.0 10328.0 10565.0 10565.0 10412.0 10545.0\n",
7551 "28 9941.0 10512.0 10467.0 10643.0 10647.0 10278.0\n",
7552 "29 10096.0 10324.0 10353.0 10426.0 10672.0 10028.0\n",
7553 "30 10159.0 10422.0 10356.0 10147.0 10612.0 10021.0\n",
7554 "31 10262.0 10564.0 10408.0 10239.0 10433.0 9893.0\n",
7555 "32 10236.0 10406.0 10542.0 10278.0 10439.0 10153.0\n",
7556 "33 10592.0 10405.0 10091.0 10569.0 10312.0 10352.0\n",
7557 "34 10990.0 10279.0 10199.0 10698.0 10637.0 10354.0\n",
7558 "35 10364.0 9478.0 9046.0 9372.0 9226.0 10239.0\n",
7559 "36 9023.0 10918.0 10680.0 10781.0 10681.0 9092.0\n",
7560 "37 11176.0 10892.0 10496.0 10692.0 10401.0 10573.0\n",
7561 "38 10797.0 10792.0 10498.0 10875.0 10183.0 10381.0\n",
7562 "39 10890.0 10954.0 10463.0 11027.0 10278.0 10826.0\n",
7563 "40 11468.0 11113.0 10869.0 11101.0 10671.0 10700.0\n",
7564 "41 11373.0 11403.0 11048.0 11357.0 11016.0 11108.0\n",
7565 "42 11943.0 11625.0 11177.0 11389.0 11134.0 10799.0\n",
7566 "43 12317.0 11415.0 10885.0 11152.0 11048.0 10966.0\n",
7567 "44 12517.0 11567.0 10866.0 11366.0 11463.0 11026.0\n",
7568 "45 13448.0 12177.0 11588.0 11767.0 11803.0 11312.0\n",
7569 "46 13798.0 12146.0 11552.0 11773.0 12209.0 11338.0\n",
7570 "47 14291.0 12472.0 11289.0 12102.0 12064.0 11178.0\n",
7571 "48 14132.0 12455.0 11392.0 12046.0 11901.0 11216.0\n",
7572 "49 13986.0 12275.0 11687.0 12342.0 12733.0 11748.0\n",
7573 "50 13942.0 12853.0 12078.0 12924.0 12076.0 11713.0\n",
7574 "51 14658.0 13566.0 12649.0 14308.0 13137.0 12136.0\n",
7575 "52 13035.0 8727.0 8384.0 9904.0 9335.0 9806.0\n",
7576 "53 NaN NaN NaN NaN NaN NaN"
7577 ]
7578 },
7579 "execution_count": 40,
7580 "metadata": {},
7581 "output_type": "execute_result"
7582 }
7583 ],
7584 "source": [
7585 "deaths_headlines = deaths_headlines_e + deaths_headlines_w + deaths_headlines_i + deaths_headlines_s\n",
7586 "deaths_headlines"
7587 ]
7588 },
7589 {
7590 "cell_type": "code",
7591 "execution_count": 41,
7592 "metadata": {
7593 "Collapsed": "false"
7594 },
7595 "outputs": [
7596 {
7597 "data": {
7598 "text/html": [
7599 "<div>\n",
7600 "<style scoped>\n",
7601 " .dataframe tbody tr th:only-of-type {\n",
7602 " vertical-align: middle;\n",
7603 " }\n",
7604 "\n",
7605 " .dataframe tbody tr th {\n",
7606 " vertical-align: top;\n",
7607 " }\n",
7608 "\n",
7609 " .dataframe thead th {\n",
7610 " text-align: right;\n",
7611 " }\n",
7612 "</style>\n",
7613 "<table border=\"1\" class=\"dataframe\">\n",
7614 " <thead>\n",
7615 " <tr style=\"text-align: right;\">\n",
7616 " <th></th>\n",
7617 " <th>total_2020</th>\n",
7618 " <th>total_2019</th>\n",
7619 " <th>total_2018</th>\n",
7620 " <th>total_2017</th>\n",
7621 " <th>total_2016</th>\n",
7622 " <th>total_2015</th>\n",
7623 " <th>previous_mean</th>\n",
7624 " </tr>\n",
7625 " </thead>\n",
7626 " <tbody>\n",
7627 " <tr>\n",
7628 " <th>1</th>\n",
7629 " <td>13768.0</td>\n",
7630 " <td>12424.0</td>\n",
7631 " <td>14701.0</td>\n",
7632 " <td>13612.0</td>\n",
7633 " <td>14863.0</td>\n",
7634 " <td>13751.0</td>\n",
7635 " <td>13870.2</td>\n",
7636 " </tr>\n",
7637 " <tr>\n",
7638 " <th>2</th>\n",
7639 " <td>16020.0</td>\n",
7640 " <td>14487.0</td>\n",
7641 " <td>17430.0</td>\n",
7642 " <td>15528.0</td>\n",
7643 " <td>13154.0</td>\n",
7644 " <td>18318.0</td>\n",
7645 " <td>15783.4</td>\n",
7646 " </tr>\n",
7647 " <tr>\n",
7648 " <th>3</th>\n",
7649 " <td>14723.0</td>\n",
7650 " <td>13545.0</td>\n",
7651 " <td>16355.0</td>\n",
7652 " <td>15231.0</td>\n",
7653 " <td>13060.0</td>\n",
7654 " <td>16738.0</td>\n",
7655 " <td>14985.8</td>\n",
7656 " </tr>\n",
7657 " <tr>\n",
7658 " <th>4</th>\n",
7659 " <td>13429.0</td>\n",
7660 " <td>13283.0</td>\n",
7661 " <td>15971.0</td>\n",
7662 " <td>14461.0</td>\n",
7663 " <td>12859.0</td>\n",
7664 " <td>15712.0</td>\n",
7665 " <td>14457.2</td>\n",
7666 " </tr>\n",
7667 " <tr>\n",
7668 " <th>5</th>\n",
7669 " <td>13123.0</td>\n",
7670 " <td>12799.0</td>\n",
7671 " <td>15087.0</td>\n",
7672 " <td>14188.0</td>\n",
7673 " <td>12571.0</td>\n",
7674 " <td>14560.0</td>\n",
7675 " <td>13841.0</td>\n",
7676 " </tr>\n",
7677 " <tr>\n",
7678 " <th>6</th>\n",
7679 " <td>12534.0</td>\n",
7680 " <td>13222.0</td>\n",
7681 " <td>14111.0</td>\n",
7682 " <td>13805.0</td>\n",
7683 " <td>12697.0</td>\n",
7684 " <td>13730.0</td>\n",
7685 " <td>13513.0</td>\n",
7686 " </tr>\n",
7687 " <tr>\n",
7688 " <th>7</th>\n",
7689 " <td>12412.0</td>\n",
7690 " <td>13347.0</td>\n",
7691 " <td>13925.0</td>\n",
7692 " <td>13212.0</td>\n",
7693 " <td>12016.0</td>\n",
7694 " <td>13510.0</td>\n",
7695 " <td>13202.0</td>\n",
7696 " </tr>\n",
7697 " <tr>\n",
7698 " <th>8</th>\n",
7699 " <td>12300.0</td>\n",
7700 " <td>12877.0</td>\n",
7701 " <td>13753.0</td>\n",
7702 " <td>13330.0</td>\n",
7703 " <td>12718.0</td>\n",
7704 " <td>13071.0</td>\n",
7705 " <td>13149.8</td>\n",
7706 " </tr>\n",
7707 " <tr>\n",
7708 " <th>9</th>\n",
7709 " <td>12334.0</td>\n",
7710 " <td>12479.0</td>\n",
7711 " <td>12190.0</td>\n",
7712 " <td>12819.0</td>\n",
7713 " <td>12733.0</td>\n",
7714 " <td>13181.0</td>\n",
7715 " <td>12680.4</td>\n",
7716 " </tr>\n",
7717 " <tr>\n",
7718 " <th>10</th>\n",
7719 " <td>12415.0</td>\n",
7720 " <td>12396.0</td>\n",
7721 " <td>14859.0</td>\n",
7722 " <td>12580.0</td>\n",
7723 " <td>12493.0</td>\n",
7724 " <td>13007.0</td>\n",
7725 " <td>13067.0</td>\n",
7726 " </tr>\n",
7727 " <tr>\n",
7728 " <th>11</th>\n",
7729 " <td>12499.0</td>\n",
7730 " <td>12018.0</td>\n",
7731 " <td>14367.0</td>\n",
7732 " <td>12089.0</td>\n",
7733 " <td>12489.0</td>\n",
7734 " <td>12475.0</td>\n",
7735 " <td>12687.6</td>\n",
7736 " </tr>\n",
7737 " <tr>\n",
7738 " <th>12</th>\n",
7739 " <td>12112.0</td>\n",
7740 " <td>11797.0</td>\n",
7741 " <td>13397.0</td>\n",
7742 " <td>11833.0</td>\n",
7743 " <td>10983.0</td>\n",
7744 " <td>12027.0</td>\n",
7745 " <td>12007.4</td>\n",
7746 " </tr>\n",
7747 " <tr>\n",
7748 " <th>13</th>\n",
7749 " <td>12507.0</td>\n",
7750 " <td>11260.0</td>\n",
7751 " <td>11310.0</td>\n",
7752 " <td>11453.0</td>\n",
7753 " <td>11738.0</td>\n",
7754 " <td>11987.0</td>\n",
7755 " <td>11549.6</td>\n",
7756 " </tr>\n",
7757 " <tr>\n",
7758 " <th>14</th>\n",
7759 " <td>18565.0</td>\n",
7760 " <td>11445.0</td>\n",
7761 " <td>12272.0</td>\n",
7762 " <td>11305.0</td>\n",
7763 " <td>13060.0</td>\n",
7764 " <td>10325.0</td>\n",
7765 " <td>11681.4</td>\n",
7766 " </tr>\n",
7767 " <tr>\n",
7768 " <th>15</th>\n",
7769 " <td>20929.0</td>\n",
7770 " <td>11661.0</td>\n",
7771 " <td>13843.0</td>\n",
7772 " <td>9761.0</td>\n",
7773 " <td>12757.0</td>\n",
7774 " <td>11575.0</td>\n",
7775 " <td>11919.4</td>\n",
7776 " </tr>\n",
7777 " <tr>\n",
7778 " <th>16</th>\n",
7779 " <td>24691.0</td>\n",
7780 " <td>10243.0</td>\n",
7781 " <td>12639.0</td>\n",
7782 " <td>11000.0</td>\n",
7783 " <td>12310.0</td>\n",
7784 " <td>13061.0</td>\n",
7785 " <td>11850.6</td>\n",
7786 " </tr>\n",
7787 " <tr>\n",
7788 " <th>17</th>\n",
7789 " <td>24303.0</td>\n",
7790 " <td>11452.0</td>\n",
7791 " <td>11596.0</td>\n",
7792 " <td>12356.0</td>\n",
7793 " <td>11795.0</td>\n",
7794 " <td>12023.0</td>\n",
7795 " <td>11844.4</td>\n",
7796 " </tr>\n",
7797 " <tr>\n",
7798 " <th>18</th>\n",
7799 " <td>20059.0</td>\n",
7800 " <td>12695.0</td>\n",
7801 " <td>11538.0</td>\n",
7802 " <td>10372.0</td>\n",
7803 " <td>10401.0</td>\n",
7804 " <td>11586.0</td>\n",
7805 " <td>11318.4</td>\n",
7806 " </tr>\n",
7807 " <tr>\n",
7808 " <th>19</th>\n",
7809 " <td>14428.0</td>\n",
7810 " <td>10361.0</td>\n",
7811 " <td>9821.0</td>\n",
7812 " <td>12114.0</td>\n",
7813 " <td>12002.0</td>\n",
7814 " <td>10138.0</td>\n",
7815 " <td>10887.2</td>\n",
7816 " </tr>\n",
7817 " <tr>\n",
7818 " <th>20</th>\n",
7819 " <td>16390.0</td>\n",
7820 " <td>11717.0</td>\n",
7821 " <td>11386.0</td>\n",
7822 " <td>11718.0</td>\n",
7823 " <td>11222.0</td>\n",
7824 " <td>11692.0</td>\n",
7825 " <td>11547.0</td>\n",
7826 " </tr>\n",
7827 " <tr>\n",
7828 " <th>21</th>\n",
7829 " <td>13839.0</td>\n",
7830 " <td>11653.0</td>\n",
7831 " <td>10974.0</td>\n",
7832 " <td>11431.0</td>\n",
7833 " <td>11013.0</td>\n",
7834 " <td>11334.0</td>\n",
7835 " <td>11281.0</td>\n",
7836 " </tr>\n",
7837 " <tr>\n",
7838 " <th>22</th>\n",
7839 " <td>11265.0</td>\n",
7840 " <td>9534.0</td>\n",
7841 " <td>9397.0</td>\n",
7842 " <td>9603.0</td>\n",
7843 " <td>9192.0</td>\n",
7844 " <td>9514.0</td>\n",
7845 " <td>9448.0</td>\n",
7846 " </tr>\n",
7847 " <tr>\n",
7848 " <th>23</th>\n",
7849 " <td>12106.0</td>\n",
7850 " <td>11461.0</td>\n",
7851 " <td>11259.0</td>\n",
7852 " <td>11134.0</td>\n",
7853 " <td>11171.0</td>\n",
7854 " <td>11603.0</td>\n",
7855 " <td>11325.6</td>\n",
7856 " </tr>\n",
7857 " <tr>\n",
7858 " <th>24</th>\n",
7859 " <td>11302.0</td>\n",
7860 " <td>10754.0</td>\n",
7861 " <td>10535.0</td>\n",
7862 " <td>10698.0</td>\n",
7863 " <td>10673.0</td>\n",
7864 " <td>10858.0</td>\n",
7865 " <td>10703.6</td>\n",
7866 " </tr>\n",
7867 " <tr>\n",
7868 " <th>25</th>\n",
7869 " <td>10694.0</td>\n",
7870 " <td>10807.0</td>\n",
7871 " <td>10514.0</td>\n",
7872 " <td>10930.0</td>\n",
7873 " <td>10611.0</td>\n",
7874 " <td>10629.0</td>\n",
7875 " <td>10698.2</td>\n",
7876 " </tr>\n",
7877 " <tr>\n",
7878 " <th>26</th>\n",
7879 " <td>10282.0</td>\n",
7880 " <td>10824.0</td>\n",
7881 " <td>10529.0</td>\n",
7882 " <td>10624.0</td>\n",
7883 " <td>10526.0</td>\n",
7884 " <td>10525.0</td>\n",
7885 " <td>10605.6</td>\n",
7886 " </tr>\n",
7887 " <tr>\n",
7888 " <th>27</th>\n",
7889 " <td>10412.0</td>\n",
7890 " <td>10328.0</td>\n",
7891 " <td>10565.0</td>\n",
7892 " <td>10565.0</td>\n",
7893 " <td>10412.0</td>\n",
7894 " <td>10545.0</td>\n",
7895 " <td>10483.0</td>\n",
7896 " </tr>\n",
7897 " <tr>\n",
7898 " <th>28</th>\n",
7899 " <td>9941.0</td>\n",
7900 " <td>10512.0</td>\n",
7901 " <td>10467.0</td>\n",
7902 " <td>10643.0</td>\n",
7903 " <td>10647.0</td>\n",
7904 " <td>10278.0</td>\n",
7905 " <td>10509.4</td>\n",
7906 " </tr>\n",
7907 " <tr>\n",
7908 " <th>29</th>\n",
7909 " <td>10096.0</td>\n",
7910 " <td>10324.0</td>\n",
7911 " <td>10353.0</td>\n",
7912 " <td>10426.0</td>\n",
7913 " <td>10672.0</td>\n",
7914 " <td>10028.0</td>\n",
7915 " <td>10360.6</td>\n",
7916 " </tr>\n",
7917 " <tr>\n",
7918 " <th>30</th>\n",
7919 " <td>10159.0</td>\n",
7920 " <td>10422.0</td>\n",
7921 " <td>10356.0</td>\n",
7922 " <td>10147.0</td>\n",
7923 " <td>10612.0</td>\n",
7924 " <td>10021.0</td>\n",
7925 " <td>10311.6</td>\n",
7926 " </tr>\n",
7927 " <tr>\n",
7928 " <th>31</th>\n",
7929 " <td>10262.0</td>\n",
7930 " <td>10564.0</td>\n",
7931 " <td>10408.0</td>\n",
7932 " <td>10239.0</td>\n",
7933 " <td>10433.0</td>\n",
7934 " <td>9893.0</td>\n",
7935 " <td>10307.4</td>\n",
7936 " </tr>\n",
7937 " <tr>\n",
7938 " <th>32</th>\n",
7939 " <td>10236.0</td>\n",
7940 " <td>10406.0</td>\n",
7941 " <td>10542.0</td>\n",
7942 " <td>10278.0</td>\n",
7943 " <td>10439.0</td>\n",
7944 " <td>10153.0</td>\n",
7945 " <td>10363.6</td>\n",
7946 " </tr>\n",
7947 " <tr>\n",
7948 " <th>33</th>\n",
7949 " <td>10592.0</td>\n",
7950 " <td>10405.0</td>\n",
7951 " <td>10091.0</td>\n",
7952 " <td>10569.0</td>\n",
7953 " <td>10312.0</td>\n",
7954 " <td>10352.0</td>\n",
7955 " <td>10345.8</td>\n",
7956 " </tr>\n",
7957 " <tr>\n",
7958 " <th>34</th>\n",
7959 " <td>10990.0</td>\n",
7960 " <td>10279.0</td>\n",
7961 " <td>10199.0</td>\n",
7962 " <td>10698.0</td>\n",
7963 " <td>10637.0</td>\n",
7964 " <td>10354.0</td>\n",
7965 " <td>10433.4</td>\n",
7966 " </tr>\n",
7967 " <tr>\n",
7968 " <th>35</th>\n",
7969 " <td>10364.0</td>\n",
7970 " <td>9478.0</td>\n",
7971 " <td>9046.0</td>\n",
7972 " <td>9372.0</td>\n",
7973 " <td>9226.0</td>\n",
7974 " <td>10239.0</td>\n",
7975 " <td>9472.2</td>\n",
7976 " </tr>\n",
7977 " <tr>\n",
7978 " <th>36</th>\n",
7979 " <td>9023.0</td>\n",
7980 " <td>10918.0</td>\n",
7981 " <td>10680.0</td>\n",
7982 " <td>10781.0</td>\n",
7983 " <td>10681.0</td>\n",
7984 " <td>9092.0</td>\n",
7985 " <td>10430.4</td>\n",
7986 " </tr>\n",
7987 " <tr>\n",
7988 " <th>37</th>\n",
7989 " <td>11176.0</td>\n",
7990 " <td>10892.0</td>\n",
7991 " <td>10496.0</td>\n",
7992 " <td>10692.0</td>\n",
7993 " <td>10401.0</td>\n",
7994 " <td>10573.0</td>\n",
7995 " <td>10610.8</td>\n",
7996 " </tr>\n",
7997 " <tr>\n",
7998 " <th>38</th>\n",
7999 " <td>10797.0</td>\n",
8000 " <td>10792.0</td>\n",
8001 " <td>10498.0</td>\n",
8002 " <td>10875.0</td>\n",
8003 " <td>10183.0</td>\n",
8004 " <td>10381.0</td>\n",
8005 " <td>10545.8</td>\n",
8006 " </tr>\n",
8007 " <tr>\n",
8008 " <th>39</th>\n",
8009 " <td>10890.0</td>\n",
8010 " <td>10954.0</td>\n",
8011 " <td>10463.0</td>\n",
8012 " <td>11027.0</td>\n",
8013 " <td>10278.0</td>\n",
8014 " <td>10826.0</td>\n",
8015 " <td>10709.6</td>\n",
8016 " </tr>\n",
8017 " <tr>\n",
8018 " <th>40</th>\n",
8019 " <td>11468.0</td>\n",
8020 " <td>11113.0</td>\n",
8021 " <td>10869.0</td>\n",
8022 " <td>11101.0</td>\n",
8023 " <td>10671.0</td>\n",
8024 " <td>10700.0</td>\n",
8025 " <td>10890.8</td>\n",
8026 " </tr>\n",
8027 " <tr>\n",
8028 " <th>41</th>\n",
8029 " <td>11373.0</td>\n",
8030 " <td>11403.0</td>\n",
8031 " <td>11048.0</td>\n",
8032 " <td>11357.0</td>\n",
8033 " <td>11016.0</td>\n",
8034 " <td>11108.0</td>\n",
8035 " <td>11186.4</td>\n",
8036 " </tr>\n",
8037 " <tr>\n",
8038 " <th>42</th>\n",
8039 " <td>11943.0</td>\n",
8040 " <td>11625.0</td>\n",
8041 " <td>11177.0</td>\n",
8042 " <td>11389.0</td>\n",
8043 " <td>11134.0</td>\n",
8044 " <td>10799.0</td>\n",
8045 " <td>11224.8</td>\n",
8046 " </tr>\n",
8047 " <tr>\n",
8048 " <th>43</th>\n",
8049 " <td>12317.0</td>\n",
8050 " <td>11415.0</td>\n",
8051 " <td>10885.0</td>\n",
8052 " <td>11152.0</td>\n",
8053 " <td>11048.0</td>\n",
8054 " <td>10966.0</td>\n",
8055 " <td>11093.2</td>\n",
8056 " </tr>\n",
8057 " <tr>\n",
8058 " <th>44</th>\n",
8059 " <td>12517.0</td>\n",
8060 " <td>11567.0</td>\n",
8061 " <td>10866.0</td>\n",
8062 " <td>11366.0</td>\n",
8063 " <td>11463.0</td>\n",
8064 " <td>11026.0</td>\n",
8065 " <td>11257.6</td>\n",
8066 " </tr>\n",
8067 " <tr>\n",
8068 " <th>45</th>\n",
8069 " <td>13448.0</td>\n",
8070 " <td>12177.0</td>\n",
8071 " <td>11588.0</td>\n",
8072 " <td>11767.0</td>\n",
8073 " <td>11803.0</td>\n",
8074 " <td>11312.0</td>\n",
8075 " <td>11729.4</td>\n",
8076 " </tr>\n",
8077 " <tr>\n",
8078 " <th>46</th>\n",
8079 " <td>13798.0</td>\n",
8080 " <td>12146.0</td>\n",
8081 " <td>11552.0</td>\n",
8082 " <td>11773.0</td>\n",
8083 " <td>12209.0</td>\n",
8084 " <td>11338.0</td>\n",
8085 " <td>11803.6</td>\n",
8086 " </tr>\n",
8087 " <tr>\n",
8088 " <th>47</th>\n",
8089 " <td>14291.0</td>\n",
8090 " <td>12472.0</td>\n",
8091 " <td>11289.0</td>\n",
8092 " <td>12102.0</td>\n",
8093 " <td>12064.0</td>\n",
8094 " <td>11178.0</td>\n",
8095 " <td>11821.0</td>\n",
8096 " </tr>\n",
8097 " <tr>\n",
8098 " <th>48</th>\n",
8099 " <td>14132.0</td>\n",
8100 " <td>12455.0</td>\n",
8101 " <td>11392.0</td>\n",
8102 " <td>12046.0</td>\n",
8103 " <td>11901.0</td>\n",
8104 " <td>11216.0</td>\n",
8105 " <td>11802.0</td>\n",
8106 " </tr>\n",
8107 " <tr>\n",
8108 " <th>49</th>\n",
8109 " <td>13986.0</td>\n",
8110 " <td>12275.0</td>\n",
8111 " <td>11687.0</td>\n",
8112 " <td>12342.0</td>\n",
8113 " <td>12733.0</td>\n",
8114 " <td>11748.0</td>\n",
8115 " <td>12157.0</td>\n",
8116 " </tr>\n",
8117 " <tr>\n",
8118 " <th>50</th>\n",
8119 " <td>13942.0</td>\n",
8120 " <td>12853.0</td>\n",
8121 " <td>12078.0</td>\n",
8122 " <td>12924.0</td>\n",
8123 " <td>12076.0</td>\n",
8124 " <td>11713.0</td>\n",
8125 " <td>12328.8</td>\n",
8126 " </tr>\n",
8127 " <tr>\n",
8128 " <th>51</th>\n",
8129 " <td>14658.0</td>\n",
8130 " <td>13566.0</td>\n",
8131 " <td>12649.0</td>\n",
8132 " <td>14308.0</td>\n",
8133 " <td>13137.0</td>\n",
8134 " <td>12136.0</td>\n",
8135 " <td>13159.2</td>\n",
8136 " </tr>\n",
8137 " <tr>\n",
8138 " <th>52</th>\n",
8139 " <td>13035.0</td>\n",
8140 " <td>8727.0</td>\n",
8141 " <td>8384.0</td>\n",
8142 " <td>9904.0</td>\n",
8143 " <td>9335.0</td>\n",
8144 " <td>9806.0</td>\n",
8145 " <td>9231.2</td>\n",
8146 " </tr>\n",
8147 " <tr>\n",
8148 " <th>53</th>\n",
8149 " <td>NaN</td>\n",
8150 " <td>NaN</td>\n",
8151 " <td>NaN</td>\n",
8152 " <td>NaN</td>\n",
8153 " <td>NaN</td>\n",
8154 " <td>NaN</td>\n",
8155 " <td>NaN</td>\n",
8156 " </tr>\n",
8157 " </tbody>\n",
8158 "</table>\n",
8159 "</div>"
8160 ],
8161 "text/plain": [
8162 " total_2020 total_2019 total_2018 total_2017 total_2016 total_2015 \\\n",
8163 "1 13768.0 12424.0 14701.0 13612.0 14863.0 13751.0 \n",
8164 "2 16020.0 14487.0 17430.0 15528.0 13154.0 18318.0 \n",
8165 "3 14723.0 13545.0 16355.0 15231.0 13060.0 16738.0 \n",
8166 "4 13429.0 13283.0 15971.0 14461.0 12859.0 15712.0 \n",
8167 "5 13123.0 12799.0 15087.0 14188.0 12571.0 14560.0 \n",
8168 "6 12534.0 13222.0 14111.0 13805.0 12697.0 13730.0 \n",
8169 "7 12412.0 13347.0 13925.0 13212.0 12016.0 13510.0 \n",
8170 "8 12300.0 12877.0 13753.0 13330.0 12718.0 13071.0 \n",
8171 "9 12334.0 12479.0 12190.0 12819.0 12733.0 13181.0 \n",
8172 "10 12415.0 12396.0 14859.0 12580.0 12493.0 13007.0 \n",
8173 "11 12499.0 12018.0 14367.0 12089.0 12489.0 12475.0 \n",
8174 "12 12112.0 11797.0 13397.0 11833.0 10983.0 12027.0 \n",
8175 "13 12507.0 11260.0 11310.0 11453.0 11738.0 11987.0 \n",
8176 "14 18565.0 11445.0 12272.0 11305.0 13060.0 10325.0 \n",
8177 "15 20929.0 11661.0 13843.0 9761.0 12757.0 11575.0 \n",
8178 "16 24691.0 10243.0 12639.0 11000.0 12310.0 13061.0 \n",
8179 "17 24303.0 11452.0 11596.0 12356.0 11795.0 12023.0 \n",
8180 "18 20059.0 12695.0 11538.0 10372.0 10401.0 11586.0 \n",
8181 "19 14428.0 10361.0 9821.0 12114.0 12002.0 10138.0 \n",
8182 "20 16390.0 11717.0 11386.0 11718.0 11222.0 11692.0 \n",
8183 "21 13839.0 11653.0 10974.0 11431.0 11013.0 11334.0 \n",
8184 "22 11265.0 9534.0 9397.0 9603.0 9192.0 9514.0 \n",
8185 "23 12106.0 11461.0 11259.0 11134.0 11171.0 11603.0 \n",
8186 "24 11302.0 10754.0 10535.0 10698.0 10673.0 10858.0 \n",
8187 "25 10694.0 10807.0 10514.0 10930.0 10611.0 10629.0 \n",
8188 "26 10282.0 10824.0 10529.0 10624.0 10526.0 10525.0 \n",
8189 "27 10412.0 10328.0 10565.0 10565.0 10412.0 10545.0 \n",
8190 "28 9941.0 10512.0 10467.0 10643.0 10647.0 10278.0 \n",
8191 "29 10096.0 10324.0 10353.0 10426.0 10672.0 10028.0 \n",
8192 "30 10159.0 10422.0 10356.0 10147.0 10612.0 10021.0 \n",
8193 "31 10262.0 10564.0 10408.0 10239.0 10433.0 9893.0 \n",
8194 "32 10236.0 10406.0 10542.0 10278.0 10439.0 10153.0 \n",
8195 "33 10592.0 10405.0 10091.0 10569.0 10312.0 10352.0 \n",
8196 "34 10990.0 10279.0 10199.0 10698.0 10637.0 10354.0 \n",
8197 "35 10364.0 9478.0 9046.0 9372.0 9226.0 10239.0 \n",
8198 "36 9023.0 10918.0 10680.0 10781.0 10681.0 9092.0 \n",
8199 "37 11176.0 10892.0 10496.0 10692.0 10401.0 10573.0 \n",
8200 "38 10797.0 10792.0 10498.0 10875.0 10183.0 10381.0 \n",
8201 "39 10890.0 10954.0 10463.0 11027.0 10278.0 10826.0 \n",
8202 "40 11468.0 11113.0 10869.0 11101.0 10671.0 10700.0 \n",
8203 "41 11373.0 11403.0 11048.0 11357.0 11016.0 11108.0 \n",
8204 "42 11943.0 11625.0 11177.0 11389.0 11134.0 10799.0 \n",
8205 "43 12317.0 11415.0 10885.0 11152.0 11048.0 10966.0 \n",
8206 "44 12517.0 11567.0 10866.0 11366.0 11463.0 11026.0 \n",
8207 "45 13448.0 12177.0 11588.0 11767.0 11803.0 11312.0 \n",
8208 "46 13798.0 12146.0 11552.0 11773.0 12209.0 11338.0 \n",
8209 "47 14291.0 12472.0 11289.0 12102.0 12064.0 11178.0 \n",
8210 "48 14132.0 12455.0 11392.0 12046.0 11901.0 11216.0 \n",
8211 "49 13986.0 12275.0 11687.0 12342.0 12733.0 11748.0 \n",
8212 "50 13942.0 12853.0 12078.0 12924.0 12076.0 11713.0 \n",
8213 "51 14658.0 13566.0 12649.0 14308.0 13137.0 12136.0 \n",
8214 "52 13035.0 8727.0 8384.0 9904.0 9335.0 9806.0 \n",
8215 "53 NaN NaN NaN NaN NaN NaN \n",
8216 "\n",
8217 " previous_mean \n",
8218 "1 13870.2 \n",
8219 "2 15783.4 \n",
8220 "3 14985.8 \n",
8221 "4 14457.2 \n",
8222 "5 13841.0 \n",
8223 "6 13513.0 \n",
8224 "7 13202.0 \n",
8225 "8 13149.8 \n",
8226 "9 12680.4 \n",
8227 "10 13067.0 \n",
8228 "11 12687.6 \n",
8229 "12 12007.4 \n",
8230 "13 11549.6 \n",
8231 "14 11681.4 \n",
8232 "15 11919.4 \n",
8233 "16 11850.6 \n",
8234 "17 11844.4 \n",
8235 "18 11318.4 \n",
8236 "19 10887.2 \n",
8237 "20 11547.0 \n",
8238 "21 11281.0 \n",
8239 "22 9448.0 \n",
8240 "23 11325.6 \n",
8241 "24 10703.6 \n",
8242 "25 10698.2 \n",
8243 "26 10605.6 \n",
8244 "27 10483.0 \n",
8245 "28 10509.4 \n",
8246 "29 10360.6 \n",
8247 "30 10311.6 \n",
8248 "31 10307.4 \n",
8249 "32 10363.6 \n",
8250 "33 10345.8 \n",
8251 "34 10433.4 \n",
8252 "35 9472.2 \n",
8253 "36 10430.4 \n",
8254 "37 10610.8 \n",
8255 "38 10545.8 \n",
8256 "39 10709.6 \n",
8257 "40 10890.8 \n",
8258 "41 11186.4 \n",
8259 "42 11224.8 \n",
8260 "43 11093.2 \n",
8261 "44 11257.6 \n",
8262 "45 11729.4 \n",
8263 "46 11803.6 \n",
8264 "47 11821.0 \n",
8265 "48 11802.0 \n",
8266 "49 12157.0 \n",
8267 "50 12328.8 \n",
8268 "51 13159.2 \n",
8269 "52 9231.2 \n",
8270 "53 NaN "
8271 ]
8272 },
8273 "execution_count": 41,
8274 "metadata": {},
8275 "output_type": "execute_result"
8276 }
8277 ],
8278 "source": [
8279 "deaths_headlines_e['previous_mean'] = deaths_headlines_e['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
8280 "deaths_headlines_w['previous_mean'] = deaths_headlines_w['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
8281 "deaths_headlines_s['previous_mean'] = deaths_headlines_s['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
8282 "deaths_headlines_i['previous_mean'] = deaths_headlines_i['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
8283 "deaths_headlines['previous_mean'] = deaths_headlines['total_2019 total_2018 total_2017 total_2016 total_2015'.split()].apply(np.mean, axis=1)\n",
8284 "deaths_headlines"
8285 ]
8286 },
8287 {
8288 "cell_type": "code",
8289 "execution_count": 109,
8290 "metadata": {
8291 "Collapsed": "false"
8292 },
8293 "outputs": [
8294 {
8295 "data": {
8296 "text/plain": [
8297 "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b5d140cd0>"
8298 ]
8299 },
8300 "execution_count": 109,
8301 "metadata": {},
8302 "output_type": "execute_result"
8303 },
8304 {
8305 "data": {
8306 "image/png": 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\n",
8307 "text/plain": [
8308 "<Figure size 1008x576 with 1 Axes>"
8309 ]
8310 },
8311 "metadata": {
8312 "needs_background": "light"
8313 },
8314 "output_type": "display_data"
8315 }
8316 ],
8317 "source": [
8318 "deaths_headlines['total_2020 total_2019 total_2018 total_2017 total_2016 total_2015'.split()].plot(figsize=(14, 8))"
8319 ]
8320 },
8321 {
8322 "cell_type": "code",
8323 "execution_count": 110,
8324 "metadata": {
8325 "Collapsed": "false"
8326 },
8327 "outputs": [
8328 {
8329 "data": {
8330 "text/plain": [
8331 "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b6365e810>"
8332 ]
8333 },
8334 "execution_count": 110,
8335 "metadata": {},
8336 "output_type": "execute_result"
8337 },
8338 {
8339 "data": {
8340 "image/png": 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\n",
8341 "text/plain": [
8342 "<Figure size 720x576 with 1 Axes>"
8343 ]
8344 },
8345 "metadata": {
8346 "needs_background": "light"
8347 },
8348 "output_type": "display_data"
8349 }
8350 ],
8351 "source": [
8352 "deaths_headlines[['total_2020', 'previous_mean']].plot(figsize=(10, 8))"
8353 ]
8354 },
8355 {
8356 "cell_type": "code",
8357 "execution_count": 111,
8358 "metadata": {
8359 "Collapsed": "false"
8360 },
8361 "outputs": [
8362 {
8363 "data": {
8364 "text/plain": [
8365 "<matplotlib.axes._subplots.AxesSubplot at 0x7f9b5d211050>"
8366 ]
8367 },
8368 "execution_count": 111,
8369 "metadata": {},
8370 "output_type": "execute_result"
8371 },
8372 {
8373 "data": {
8374 "image/png": 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\n",
8375 "text/plain": [
8376 "<Figure size 432x288 with 1 Axes>"
8377 ]
8378 },
8379 "metadata": {
8380 "needs_background": "light"
8381 },
8382 "output_type": "display_data"
8383 }
8384 ],
8385 "source": [
8386 "deaths_headlines_i.plot()"
8387 ]
8388 },
8389 {
8390 "cell_type": "code",
8391 "execution_count": 137,
8392 "metadata": {
8393 "Collapsed": "false"
8394 },
8395 "outputs": [
8396 {
8397 "data": {
8398 "image/png": 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xsbFQqVQ4dOgQUlNToVKpRLG/sLAQFosFGs2FRWE9Hg8aGhpQV1eHuro61NbWsqqqqs6KioruqqoqT3V1NXV2drpkMlktY+yYzWbb19PTUwrgOIAaxpg3KAu6RPF/jnbC1zdSBuA9xtgT4lrF4QgLF1YczjAgomQAH/h/DTQffoqIdAD+DiABQBWAZYyxZpHMHBQikgCwAEgPDw/P1Gq10xhjmV6v1xAZGSnPyMhAdnZ2+IQJEyLS09ORlpYGpVI5rLGPHTsGvV4Pg8EwpmsYiIMHDwom7BhjqKurw/Hjx1FWVuYpKipqLywslNTW1rqdTqdDLpdXuFyuIqvVeoAxdhxA6ZVSgsOfJxfBGHP4yz7kA/gZY+wbkU3jcASDCysO5zLEL6JSAUyNjY1dQERXSSQSfUpKCnJychQTJ05UZmRkUHp6OvR6fW8O02gpLy9HaGgo4uPjg2L/SNm3bx/Gjx+PyMhIUeY/cOAA0tLSEB4ejoqKChw/fhwlJSWuoqKitsLCQq/NZnPJ5fLy9vb2r1paWnYBOMAYaxLFWIEgonD4hNXdjDFe/Z1zxcCFFYdzieMXUelENDUmJmYhgJlSqTQ6IyOD5s2bp5w5c6ZiypQpiI6OHjMbzpw5g56eHqSkpPQ+xhiDx+OB2+2Gy+WC2+0e8Ob1esEY6/3Z937gJ4DeRPbAz8D9+vp6GAwGhIaGQiaTQSaTQS6X997ve5PL5ZBIgltpZseOHZg9e/aAOWNerxfl5eU4cOAA8vPzW3ft2uW0Wq0emUx2sqOj40u73R4QW41BNUwEiEgK4AB8wv4VxtgjIpt0RXHgwAGDTCb7E4AJuPJKKnkBHHW73T+aOnVqg1hGcGHF4VxiEFE0gHmxsbGLAcySyWS61NTUsJkzZ4YuXLgwZMqUKdBqtWM2v8vlQldXF7q7u+F0OuF0OmG329He3o7w8HA4nc5eIdSfsDlX9AR2AZ4rls4VUAD6FVyMMRw9ehSpqamQSCQDire+4s7r9aVCSaVShIaG9nsLCwuDQqEYUoQxxrBjxw7Mnz9/RK+j1+vFyZMn+4qtnrq6Oo9cLj/Z0dHxud1u/w+A/YyxnhG/SRcBRKSGL3x+P2OM97UUiKKiog9jYmLG6/X6NolEckVd4L1eL9lstqj6+vri7OzsG8Syg5db4HAucvxCaq7ZbF7i8XjmTJw4MXzx4sXhCxcujJg6dSo0Gg3q6+tht9sxfvz4C57P5XKhs7Oz99bV1dX7kzEGqVSK8PBwKBSKXhESHR0Nj8eDnJwchISEBN0jNBQymQwGgwFyuXxE57nd7l5x6HQ60dPTg/b2djQ2NvaKR8YYZDIZwsLCEB4e3nsL/N7T04PQ0NAR2yyRSJCWloa0tDQsX748CvCJrVOnTsXs2bMn99///ve9+fn5XrPZXNPV1fWR3W7fhktIaDHGWojoKwDXgDcMF5IJer3efqWJKgCQSCRMr9e31tfXTxDTDi6sOJyLjICQMplMS7xe75yJEyeGX3fddWGLFi2KnDVrFsLCws47R61W49SpU8OegzGG7u7u80oS9PT0QC6XnyUgVCpVr5AYSDB1d3ejvr4eCoVitMu+IDwez6jEXMBrFhERMehxAS9dQGxardZeselyucAYQ3Fx8VmlJEYq8gCf2EpNTUVqaiqtWLFCBwA1NTX6r776KvuTTz65Jz8/3xsXF1fT2dn5YR+hddGUfyAiPQCXX1SFAfgWgN+JbNaVhuRKFFUB/GsXNQTKhRXnksKfv7Efvq3t1xPRAgDPAQiBL6/jh5daoUd/naiFfo/U3AkTJpwlpMLDw4ccQ6FQ9Ibgzk1Ed7lcaG1t7b05HA54vV4oFIre2lJxcXFQKpUICQkZ1RpCQkLQ0yOeI8Xr9Y6pl0wul0Mul/e767CiogLd3d1Qq9VwOBxobGyEw+GA2+1GaGgolEol1Go1oqKiEBkZOWI7zWYzVqxY0Z/QunfXrl3euLi4mp6enn/bbLYPAewTueRDLIA3/H+nEgB/Z4x9LKI9HBEoLy+Xr1ixIslms8klEglWrlxpW7t2bYPVapUuWbIkuaamJtRsNjv/9a9/ndLr9Z5Dhw4pVq1alVhcXBy+Zs2aml//+tfWwFhms3liRESERyKRQCaTsaNHj5aIubbhwIUV51LjZwBKAKj8SdtvAFjIGDtORL8GsBK+JrQXNURkiYyMXKpSqf5Pamqq+aabbgq79tprhy2k+iMiIgJ2ux1utxutra1oaWlBR0cHpFIpoqKiEBUVheTkZCiVyqAV5gwgkUggdr7mhe5sHC0dHR39lppgjKGnpwdtbW1obW3F8ePH4XA4IJVKoVKpesXWSN+Pc4VWeXm5/m9/+1vO4cOHVxcUFHji4uIKampq/gLgM8ZYRxCXOiSMscMAJgs5J+fiQy6X4/nnn6+ePXt2p91ul0yePDnzuuuua/vjH/8YPX/+/Pann376xKOPPhqzbt26mNdee63GYDC4N27cWPXee+/1W4hux44dx2NjYy+ZL8xcWHEuGYgoDsBiAE8BeACADoDTXysI8BXt/BUuQmHlF4HT9Hr97VKp9MaZM2dGrFixQn3jjTfKExISRjWm1+tFW1sbmpube2+FhYUwGo2IiopCTEwMIiMjBRUc/XnMLnccDgeSkpLOe5yIEBoaCr1eD71e3/t4QPi2trbi9OnTaGtrAxFBrVZDp9NBq9X2G+4dCLlcjjvuuAMpKSk6j8eDPXv23PT3v/99wYcffuiMi4s7Zbfb/7ezs3MLY6w2KAvmcIbAYrG4LBaLCwA0Go03JSWlq6qqKmTbtm3qHTt2lAHA6tWrm+bNm5cBoMZsNrvNZrP7X//6l3rQgS8RuLDiXEq8COCXAAJVKxsByIloGmNsP4CbAYhTSKkf/HV8FprN5h/ExMTk5ebmym677TbtokWLaLiFN/vicrlgt9vR3NyMpqYmuFwuqFQqaLVapKenw2KxoL6+HllZWcFfzDCQy+VwuVyjDideqnR1dY1ICMlkMuh0ut72O4BPbAXe26qqKnR3d0OpVPYKLZVKNaBgbWhoQEaGr4uSVCpFbm4ucnNzVS+++CLKy8v1W7ZsyXnrrbfWm0ym1p6enveampreAXCYie1i5FwRlJWVhRQXF4fPmzfP0dTUJAsILovF4mpubh6WBlm4cGEaEWHVqlW2hx566KIvScKFFeeSgIiuB9DAGDtARPMBgDHGiGg5gBeIKBTApwBEdRcTkSYsLGyZVqtdlZiYmHLDDTeELlu2THXVVVeNOPzmdrvR1NQEm82GpqYmSCQSaDQaaLVaJCYmnpco7nK5UFoqXl/o0NBQOJ3OK0pYBco2XKiXTiaTneXZYoyhvb0dTU1NKC8vR1tbGxQKRe8xAaHFGIPD4RiwQn5qaioeeuih0Iceekhvt9v1W7dufeTNN9/80cGDB11ms/nL2trazQB2MMY8F7QAzkWJ/YMP4l0NDaPLLRgAucHQqVmy5Mxwjm1tbZUsXbo05Zlnnjmj1WpHlfu3a9eu0sTERFdNTY1swYIF6VlZWd3XXnutYzRjCQUXVpxLhTwANxDRdQAU8OVYvckYuwPAHAAgou8ASBfaMCJSSCSSxfHx8Y+kpKQk33nnneHLli0LS0tLG9E4jDG0tLSgoaEBjY2NcLvd0Ol0MBgMGDduHGSywf9c5XI5PB7PmCdyD0RAWI3GG3ep0tXVNeqcuMEgIqhUKqhUqt4wY2dnJ2w2G06cOIH29vbe3ZoRERHDEnYajQa333473X777dEulws7d+68/S9/+cu127dvd8bExHxotVpfA1DEPVmcYOB0Omnx4sUpy5Yta165cmULAOh0OndlZaXcYrG4Kisr5VqtdsgvwomJiS4AMJvN7sWLF7fs3r07ggsrDicIMMZ+BV/+FPweq4cYY3cQkYEx1uD3WD0CX/7VmOPPmZprMpnuN5vNc26++WbFddddp0xMTER6+vC1XVdXF+rr62Gz2dDR0QG1Wg29Xg+LxTKq0gVRUVFoa2uDWi18qkJAWF1JOBwOwdrohIeHw2KxwGKxgDGGtrY2HDt2DE6nE1999RW0Wi0MBgP0ev2Q3lG5XI6FCxdi4cKFGqfTia1bt/741VdfXXrkyJEOrVb7ht1u38wYqxJkYZwxY7iepWDj9XqxfPlyS3p6evf69et7d/gtWrSoZdOmTbqnn366ftOmTbprrrmmZbBx2traJB6PBxqNxtvW1ib58ssvVY899thFnyvIhRXnUudhf5hQAuA1xtgXYzkZEU00GAx3x8TE3HT11VeHrl69WjtnzhxIJBK4XC4UFBQMKqwYY2htbUV9fT0aGhogk8lgNBp7+9xdaEhJrVbDbrdfUcLK6/WKljAvpLDqCxEhKioKXq8Xubm5kMlkaG5uRkNDA0pLSxEWFoaYmBgYjcYhBXpoaChuuukmuummm6JbW1uj//GPfzz62muv3W0ymRpaW1tf7ezsfPtKaSLNCQ7bt2+P3LJliy4tLa1r3LhxmQCwYcOGmg0bNtQtWbIkxWKxRJtMpp4tW7acBICqqirZ9OnTMzs6OqRExDZt2mQsKSk5Wl9fL1uyZEkqAHg8Hvre977XdPPNN7eJubbhwFvacDhDQERxGo3mztDQ0FVZWVmR99xzj27x4sXUX7Xtb775BhMmTDjrYuvxeNDU1IS6ujo0NzdDpVIhJiZmVJXCh6KlpQWnTp3ClClTgjrucAhm9feR4Ha78c0332D27NmCzgsARUVFiI+PH9MWQgPhcrmwe/duzJ0797zn2tvbYbVaUV9fD8YYYmJiRrxLtLq6Gm+++Wb35s2b27u6ukqtVusf3G73x4yx7mCvJVicW+dObHvEoKioqCI7O/uiT/AeS4qKiqKzs7MTxZqfe6w4nH4gIrlMJrvBYDA8mpOTE3/33Xdrli1bJtNo+i2z0ovZbEZNTQ1SU1NhtVpRU1MDh8OB6OhomEwmTJw4cUzzn1QqFdraxPlCJ6bHSoycMkA8jxUANDY2DthYW6lUQqlUIjU1FU6nE1arFSUlJejs7IRer4fZbEZUVNSgIisuLg5r1qxRrFmzRnH06FH95s2bc/7xj390m0ymrXV1df+XMXZsrNZ2AfTWuRPbEM6VCxdWHE4fiMii1+t/HhMTc9uyZcvC7r//ftVwk9ADF/iTJ0+itrYWRqMR6enpg26VDzYSiQRSqRQulyvo3rChCFR/F5rRtrMJBmKWl7DZbIiNjR3yuNDQUCQkJCAhIQEejwcNDQ0oLy+Hw+GA0WiE2Wzut6J8XyZMmIAXXnhB+dxzzym3bt36/WefffY6k8nUYLfb/293d/e7F4MXq586dxyOKHBhxbniISKpRCK5JiYmZm12dnbyww8/rL355pulw2msyxhDY2MjampqYLfbodfroVQqMWnSJERFRQlg/fmo1Wq0trYO6M0YK0JCQq4oj5Xb7Q56BfuR0NzcPOKaZVKpFLGxsYiNjYXb7e71ZHV3dyM2NhZms3nQvolSqRTXX389XX/99dFnzpyJfvLJJ1//5JNPfh8TE/O+1Wr9HWOs/ELXdQGcW+eOwxEFLqw4VyxEpNFoNPcYjca7Fy9eHPHggw+qMzMzh3Vua2srqqqqYLPZoNPpEBcXh+zsbBARqqurUVdXJ6qwstvtggsrqVTaW9dJSDwejygCp6OjY8jmzWM5t0KhuKB1y2QymM1mmM1muFwu1NXV4fDhw3C73TCbzYiLixvUGxcbG4vbbrst5JVXXtF+9NFHdz7zzDM3mkym01ardb3X6/2PkD0L+6tzx+GIBRdWnCsOIpoUGxu7NjExcf7Pf/5z5apVq0KHCoUAQE9PD6qrq1FdXQ2FQoGEhARkZWWd5y2JiYlBfn4+MjIyRNmtptFoUFxcLPi8YiGWx0rM/CqbzXZWm5wLRS6X94YLnU4nqqursXv3bkRERCAhIQF6vf68z3JNTQ3MZjPkcjmWLl0qWbp0qb64uFj/7LPPvrVt2zaHRqN5uaWlZRNjbNAt9UFisDp3HI6gcGHFuSIgIpJIJIsMBsPv5s6da3r88cejv/Wtbw0pfBhjsNlsqKqqQkdHB+Li4jBz5kwMFiaUyWSIiIjoLeIoNBEREejoELT3bi8ymQxut5RBK/kAACAASURBVHvIYqbBRExhJVYx1IaGhjHbfRkaGoqUlBQkJyejpaUFVVVVOHbsGGJjYxEfH9/rpausrMSMGTPOOjczMxN//vOf1a2trerNmzdv+MMf/vBgbGzstvr6+rWMscoxMRgD17kbq/k4nMEQJ+OTwxEIIpIqFIrlRqPxxK233vrWzp07J+3YsSP629/+9qCiqqurC6Wlpfjqq69QV1eHlJQUzJ07FykpKYOKqgAmkwk1NTXBXMqwCTT/7e4WPp9YjJ2BXq/3igoFer1edHR0jLm3jIig0WiQnZ2NOXPmICIiAoWFhSgoKEBZWRkUCsWANbKioqLwwAMPhJ46dUr/6quvrhg/fvx+k8n0IRENL9bOuaQpLy+Xz5w5Mz05OTkrNTU168knnzQAgNVqlebm5qZZLJYJubm5aTabTQoAhw4dUuTk5IwLCQmZsm7dOmPfsRobG6XXXHNNclJSUlZycnLWZ599Jk78fQRwYcW5LCGiUJVKdbfRaDz9wx/+cNOBAwdS3nrrLc1gO/wCieh79+7FgQMHEBERgTlz5iA7OxsajWZEYT2j0Qir1Qqx6sRpNBrY7cLXdBQjgV2sXYEOh0MUYdXS0gK1Wi1omFkmkyE+Ph55eXnIzs5GbW0tWltbUVJSgq6urgHPk0gkWLJkieTYsWPRf/3rX787ffr0HSaTaScRzRjwpAuEMfbVlVrD6mJBLpfj+eefrz516tSxffv2lWzevNlw4MABxRNPPBE7f/789srKyqPz589vX7duXQwAGAwG98aNG6tWr15tPXesn/zkJ/Hf+c532k6fPn2suLi4OCcnR/QdqEPBQ4GcUXFuIT4iWgjgWfjEugPAD8TYIUREkTqd7uexsbH3/+AHP4h48MEHI3Q63aDnuN1uVFdXo7KyEkqlEunp6RdcuVwmkyEyMhKtra2iVEEPCKvhbMcPJgqFQnBPmVgeK6/XK2jIM4DNZoPBYBB83gAhISEgIlx99dWoq6vD/v37oVAokJSUBJ1O16/gIyIsXLgQe/fujd63b9+cX/3qV/82mUxVdXV1DwP4gvcnvLywWCwui8XiAgCNRuNNSUnpqqqqCtm2bZt6x44dZQCwevXqpnnz5mUAqDGbzW6z2ez+17/+ddY/y+bmZsmePXuU7733XgUAKBQKplAoLvqG4VxYcUbLuYX4XgNwI2OshIjuAfA4gB8IZQwRaaOjo9eYzeaVq1evjsrNzQ1duHDhoOd0dHTg9OnTsNlsMJvNmDVr1rDCfMPFZDKhtrZWFGGlVqtx6tQpwecVKxQotMfK6XSKWr8qMTFRlLkBX0X2uLi4Xi9WfHw87HY7Tp06hWPHjiExMRFms3lA0Tl9+nR89tlnupKSEt3atWv/sWvXrobQ0NDHenp6PhByJyFHGMrKykKKi4vD582b52hqapIFBJfFYnE1NzcPqkFKS0tDtVqte9myZYnFxcXhkyZN6vjjH/94RqVSXdSfEy6sOCNmgEJ8DP8VWVEABGmUSURmo9G43mKx3PToo49GrVy5Uh4aGoo9e/bAbrfj3ErpjDE0NTWhvLwcHo8HSUlJyMzMHJMLs9FoRFlZGcaPHy/47sBAsU7GmKBzh4aGCl75XYxQoFj5VS6XC16vN6hfAEYCYwxVVVWYNWvWWY9rNBpMnToVTqcTFRUV+Prrr2EwGJCSkjJgHtb48ePx3nvvaSorKzVPPvnk5o8//vj5yMjIJzs6Ov6XMeYSYj2XOwfL/hrf1lkbHswxVeGmzikZ3x9Wc+fW1lbJ0qVLU5555pkzWq12xGLI7XZTSUlJ+MaNG6sWLFjQsWrVqvi1a9fGbNy48aJuxMxzrDijIVCIr+8fyo8A/JuIqgF8H8AzY2kAEUUbjcbXU1NTC1988cVVJ0+ejP7JT34iD1xw0tLScOLEid7jGWOora1Ffn4+KisrMX78eOTl5cFkMo3ZRVkqlUKlUqGlRYjd5ucjxu5AMZLmxQgFilVqYbA2NkJgt9sRGRk5oLALDQ1FRkYG5s2bh6ioKOzZsweFhYVwOBwDjmmxWPCnP/0p6vDhw5a77rrrRaPReCoiIuIOIuLXp0sYp9NJixcvTlm2bFnzypUrWwBAp9O5Kysr5QBQWVkp12q17sHGSExM7DEajT0LFizoAIBbb73VXlRUFFShOBZwjxVnRAxSiO8XAK5jjO0hoocB/B4+sRXs+SN0Ot1j8fHxP/7Nb36jXrFihay/i6pWq4Xb7UZLSwtaW1tx+vRpaLVaTJ06FeHhwv1dBsKBQ/UYHAsCeVZCCgAxQoEej0fw9j0OhwND5e6NBQ0NDTCbzYLPG+D06dPDCkNKJBLExcXBbDajoaEBRUVFCAkJQWpq6oB/CwaDAc8991zkL3/5y8jHH3/8lQ8//PAJqVR6n9fr/ZTnYI2O4XqWgo3X68Xy5cst6enp3evXr+9NSF+0aFHLpk2bdE8//XT9pk2bdNdcc82g3zoTEhLcMTExPUVFRaHZ2dnOTz/9VJWRkcGT1zmXHf0V4vsEwDjG2B7/Me8C2BbMSYlIHhUVdV9MTMwjDz/8sPree+8NHSwc4nK5EB4ejoKCAiQnJ+Oqq64SJXxiMBhQWlqKzMxMwcOBGo0GdXV1iI+PF2zOKyXHyuFwwGKxCDon4PMYTZw4UfB5AV+B3Pb2dmi12mGfQ0QwGo0wGo1obm7GiRMn4Ha7kZqa2m/RUcD3N/P666+rHn30UdUDDzzw9u7duyuJaDVjbG8w18MZO7Zv3x65ZcsWXVpaWte4ceMyAWDDhg01GzZsqFuyZEmKxWKJNplMPVu2bDkJAFVVVbLp06dndnR0SImIbdq0yVhSUnJUq9V6X3rppaoVK1Yk9/T0UEJCgvPtt9+uEHNtw4ELK86I6K8QH4CbANQTUTpj7DiAb8OX2H7BEJEkLCzsNqPR+MwPf/hDzZo1ayIGK8rocrlw8uTJXkERGRmJhIQE0XJSpFIpoqKiYLfbR3RBCgZRUVEoKQnK2zBsZDIZPB5hN+2IEQrs7OwU1PMJ/LeNjVgNp8+cOYOEhIRRf0HQarWYMWMG2tvbUV5ejtLSUqSlpSEmJqbfMRMTE/H+++9rDh8+rLn//vu3xsbGFtXX19/DGCu90LVwxpZFixY5GGMH+ntu9+7dx899LCEhwW21Wg/3d3xubm7X0aNHhf1HdoFwYcW5YBhjbiL6MYB/EpEXgB3AnRcypr9S+reNRuMrN9xwg/43v/lN1GBbzF0uF06dOoXa2lokJSVh3rx5kEgkiIiIQHl5OSZNmnQh5lwQZrMZNTU1ggsruVwOj8cjWmVyoRA6eT0QlRLaAxnsNjYjgTGGM2fOIC8v74LHUiqVmDx5Mjo7O3HixAmUl5cjPT0dBoOh39d00qRJ2LFjh/brr7+++r777ss3mUxf1dXV/YwxJk4FXg5nCC7f/7acMadvIT7G2AeMsYmMsWzG2HzG2Kj3+hPRDKPReODGG298Z/fu3amvv/76gKLK7XbjxIkTyM/Ph1wux9y5c5GYmNh7oY2JiYHdbhelCnkAvV6PxsZGUYqFRkVFCb5LTyKRCOq1Elo4dnV1ISwsTLD5AjQ0NIhWv6qxsRFRUVFBzWULDw9HdnY2pkyZ0ruxpKGhYcC/kzlz5qCwsFD30EMPLU1JSTliNBpfJSLhkxc5nCHgwopz0UBEcbGxsf+ZM2fOvz/99NPJ77//viYpKanfYz0eD8rLy/H1119DIpFg7ty5SE5OPi8kRERITk7GyZMnhVhCv0gkEqjVajQ3Nws+t1qtFrwCu9B5VkKHAsXYEShUG5uBqKioGLPaWREREZg8eTImT56MM2fOoKCgAI2Njf0e29LSgquuuorKyso0v/3tb38UFxdXptPpHiEiUaIvRFRBREeIqJCI9othA+figwsrjugQUUh0dPT6pKSkQ3/5y1++tXPnTt1AoTuv14tTp05h586dYIxhzpw5SElJGfTCajabYbPZ0NPTM1ZLGJJAOFBoNBqN4OUexBBWQnqsxBBWYrSxCdDd3Y2urq4xL3QbGRmJqVOnYtKkSaioqEBBQcFZX0YYYyguLkZmZiakUinuvPNO+fHjx/WrV69eazAYyoho7pgaODBXM8ZyGGPTRJqfc5HBhRVHVEJCQr5jMBhO/OxnP3u4pKQketGiRf1+JhljqKurw86dO9HT04PZs2cjLS1tWC1FJBIJEhMTcfr06aDbP1yio6PR1NQkeDhQpVKhtbVV0DmFFlZC51iJIazEDANWVVVdUNL6SFEqlZg2bRomTJiA48ePY//+/ejo6IDVakV4eDiioqJ6jw0LC8PTTz8dUVBQkDx37twPYmJiPiIiYfs4cTjnwIUVRxSIKD4mJuazBQsWvLNv376EtWvXhg+0c89ut6OgoABWqxWzZs3CuHHjRpzrER8fj9raWrjdg9ajGzMkEgk0Gg2ampoEn1cqlcLlEq6Q9eUeChSj6rpYieuMMdTU1CAuLk7wuVUqFWbNmgWLxYL9+/fj0KFDSElJ6ffYlJQU7NixQ/v6669fl5CQUKTVatcIFB5kAD4logNE9BMB5uNcAnBhxREUf9jv14mJiQffeOONq7dt26ZJSEjo99jOzk7s378fZWVlmDhxInJycgZsjzEUUqkU8fHxqKysvBDzLwixwoFqtVpQr9XlHgp0Op2Clu9wuVxgjInSm7ChoQFarVaUZtMB9Ho9EhISoNVqceDAAZw8eRJeb//dUW644QZJaWmp/q677nrcYDCUyWSysQ4P5jHGpgC4FsC9IoYjLyrKy8vlM2fOTE9OTs5KTU3NevLJJw0AYLVapbm5uWkWi2VCbm5ums1mkwLAoUOHFDk5OeNCQkKmrFu3zhgYp6ioKHTcuHGZgVtkZOTkX//61+J1IB8mXFhxBCMkJGSRP+z3YGlp6YBhv56eHhw7dgz79+9HQkICZs2aBZVK1d+hIyIxMRFVVVWC11kKoNPp0NzcPOBFYawQOoH9cg4FBuYSMtdJzDILY5m0PlxcLhcqKiowZcoUzJkzBx6PBzt37kRtbW2/ofW+4cG8vLwPYmJiPh6r8CBjrNb/swHABwBmjMU8lxpyuRzPP/989alTp47t27evZPPmzYYDBw4onnjiidj58+e3V1ZWHp0/f377unXrYgDAYDC4N27cWLV69Wpr33Gys7OdpaWlxaWlpcVHjx4tVigU3uXLl4vTI2wEcGHFGXOIKCEmJubzBQsWvD1Y2I8xhsrKSuzatQtKpRJz5swJal6JTCZDbGwsqqurgzbmSJBIJNBqtYKHAwOtbYTicg4FXklhwK6uLvT09JyV0yQG5eXlSExMhFwuh0wmQ3p6OmbNmgWbzYaCgoIBy4n0CQ9e6w8P/oqIglYvgogiiEgZuA/gOwCOBmv8SxmLxeKaPXt2JwBoNBpvSkpKV1VVVci2bdvUq1evbgKA1atXN23dulUDAGaz2T1v3rxOuVw+YBLqhx9+qEpISHCmp6eLtwtpmHBhxRkziEii1WofSkxMPPrCCy/MHyzs19LSgvz8fDgcDsyePXvMkmWTk5Nx+vRpwb1GAcQIBwrdjPly9liJkbje3NwseHFZAKisrBSlbU9furq6YLVaz7NDoVAgOzsbEyZMwOHDh3HkyJEB8wgD4cG77777UYPBUExEOUEyzwggn4iKAOwF8AljLKitvC4HysrKQoqLi8PnzZvnaGpqklksFhfgE1/Nzc3DjjG//fbb2ptvvlnYb6WjhFde54wJRJRsMBj+ecstt6Q8+eSTykOHDsHlcp2XdN7T04OSkhI4HA5kZ2cHJeQ3GCEhIdDr9aitrRUlIVen0+HIkSOC5gUREUJDQ9Hd3T3qHLWRIJfLBU2WZ4wJFpoT2mPV0dGB8PBwwSvne71e1NXVYe5ccVOGSktLkZGRMeD6o6KikJeXhzNnziA/Px+pqamIi4s77/MQFhaGp556KnLFihWpt9566+cGg+F/bDbbY4yxUXs//EWQs0d7vhB8YN8T3+BqCWrvJYNc3blEM3NYzZ1bW1slS5cuTXnmmWfOaLXaUX+b7e7ups8++yzq97//vTjhhhHCPVacoEJEEo1G80BSUtKeLVu25Lz00ktKtVqNlJQUFBcX9x7XN+yn0+mQm5s75qIqQEpKCk6ePClKJXQigk6nG7AA4lghZDhQjFpLQs0ptMeqoaFBlDCg1WqFXq8XvAdjX9ra2tDZ2YmYmJhBjyMiJCQkIC8vr3cH8UDhwczMTBw6dEj705/+9B6DwXCMiC5qYXQp43Q6afHixSnLli1rXrlyZQsA6HQ6d2VlpRwAKisr5VqtdljbtN97772ozMzMzvj4eHG2dY8Q7rG6jCAiKYD9AGoYY9cT0dcAAh2LDQD2MsZuGsP5kwwGwz+XLVuW8uyzz6r6tv2Ij49HdXU1mpubIZFIcOTIEWg0GsyePTuobTKGg0KhgFqthtVqHfKf9lhgNptRVVUlaF0itVqNlpYWxMYKU+KHiC7LHoViCKusrCzB5gtQUVGBCRMmCD5vXwLFQIcrmkNCQjBp0iS0tLTg8OHDiIqK6rc0i0wmw+OPPx6+dOnS1FtuueVzvV7/P42NjY8xxoRzswrEcD1Lwcbr9WL58uWW9PT07vXr1/cmpC9atKhl06ZNuqeffrp+06ZNumuuuWZYiejvvPOO9pZbbhG+dcUoubz+63F+BqC3CzhjbI6/InAOgN0A3h+LSf25VL9ISkra+8EHH0x++eWXVef2UiMiZGVlYe/evTh69GhvfoTQoipAamoqysvLRfFaabVatLS0CJrnJUYCu5iV7scKj8cjWOkBr9eLzs5OwZPlOzo64PV6oVQqhz54jGhoaIBMJoNGM/JWgGq1Gnl5eVCpVMjPz0d9fX2/x2VmZqKwsFD305/+9F6/90q8Tu2XGdu3b4/csmWLLj8/XxkolfDuu+9Gbdiwoe7LL79UWSyWCV9++aVqw4YNdQBQVVUlMxqNk15//XXjCy+8EGs0Gic1NzdLAKC9vV2Sn5+vuuOOOy763YABuMfqMoGI4gAsBvAUgAfOeU4JYAGAVWMwb6LBYPjnzTffnPrcc8+dJ6gCNDY24ujRo1Cr1dBoNIKF/QYiIiICYWFhaGpqQnR0tKBzExH0ej1sNhuMRuPQJwQBhUIBp9MpWD5SIIFdiJwuoejp6RH0i0BLSws0Go3godXKykpRSywwxlBaWoqpU6eOegwigsVigdFoxJEjR1BTU4MJEyacV39MJpNh7dq14UuXLk279dZbvzAYDH+y2WxrL0fvlZAsWrTIwRg70N9zu3fvPn7uYwkJCW6r1Xq4v+OVSqW3paWlMNg2jiXcY3X58CKAXwLozw2yBMDnjLH+Ew9GgT+X6ueJiYn73n///SmvvPJKv6LK5XKhqKgIJ06cwIwZMzBjxgzU19fD4XAEy5RRk5aWhuPHz/sbFwSTyXRZ7w4MCQkRdGegEAiduC5GGxuv1wur1SpYyLg/zpw5A61WG5TXWqFQYPr06YiNjUVBQQGqq6v79VJnZWWhsLBQd999991nMBiOEtHEC56cc8XChdVlABFdD6BhoG8IAG4D8HYQ54szGAx7li9fvuHYsWPReXl5/R5XX1+P/Px8aLVazJo1q3d308SJE3H48GFRwnB9UalUkEqlgobIAmg0GrS2tgparFTIcKBCoUB3d/eYzyPkZ0jo/CqbzSa4N7Wurg5Go1G03DiPx4OTJ08iPT09qOOaTCbk5eXBZrNh79696OrqOu8YmUyGdevWRXz++efpmZmZXxoMht/481Y5nBHBhdXlQR6AG4ioAsA7ABYQ0ZsAQEQ6+KoBfxKMicLDw79rNpsPvPvuu1Nfe+01VXj4+Tt5nU4nDhw4gDNnzuCqq65CfHz8WeEMrVaLyMhInDkjSl7lWaSnp+PEiROCz0tEMBgMaGhoEGxOjUaDlhZh0hSEyrFijF2WNawC5SqEbmNTUVEhau2qkydPIj4+fkzWHRISgsmTJyMpKQl79uxBRUVFv8J8woQJKCoq0q1atepnBoPhG97UmTNSuLC6DGCM/YoxFscYSwSwHMAXjLE7/E8vA/AxY+yC3AdEFGI0Gl+fMWPGG4WFhYb58+f3m/hhtVpRUFCA2NhYTJ8+fcAcm/Hjx+PkyZOih4s0Gg3cbveA27PHEpPJhNraWsHmi4qKElRYCfHeXq7FQcXwVrW3t0MikQieLB/A6XSipqYGSUlJYzqPwWDA7Nmz0d7ejm+++aZfz6pMJsPvfve7yBdeeGFqXFzcMYVCcc2YGsW5rODC6vJnOS4wDEhESXq9vvAXv/jFii+++ELT3z98t9uNoqIiVFRUIDc3FyaTadAx5XI5MjIycPSo+B0g0tLSUF5eLvi8arUabW1tgoUD5XI5PB6PILsRAwVJxxohSzp0dnaiPw/tWGCz2QTPrxI7ab2srAxpaWmC1M6SyWSYOHEiUlJSsHv37n6/4DgcDphMJvrmm280U6ZMectgMPyBiPiGL86QcGF1mcEY+4oxdn2f3+dfSJuFyMjI5fHx8Xs++uij8WvWrAnv7yJmt9uRn58PtVqNGTNmnLfzZiBMJhPcbreg4bD+iI6ORkdHBzo7OwWdl4hgNBphtVqHPjhIqFQqQbxzQnmshOoTyBgTLOzIGENzc/OoSg2MFo/HI+gu1XNxOBxobW2F2WwWdF6DwYC8vDzU1NTg4MGDvSFYr9eLgwcPIicnB2azGfn5+Zr77rvvToPBcJCI4gU1knPJwYUVp1+ISGE0Gv86e/bsVw8fPqyfOXPmecd4vV6UlZXh2LFjmDZtGiwWy4i3hk+aNAnFxcVwu8UrqEtESE1NFSXXymw2CxoOFCqBPSQkRJAcK6FCgUK1AwLEaWNTW1uL2NhY0ZLWi4uLMX78eFGq9oeEhGDatGnQ6/XYtWsXmpqaUFJSApPJBLVaDcDXQH3dunUR//znPyfExcXtDwsLu1FwQy8hysvL5TNnzkxPTk7OSk1NzXryyScNAGC1WqW5ublpFotlQm5ubprNZpMCwKFDhxQ5OTnjQkJCpqxbt+4sdb9hwwZDampqVlpaWtZ3v/vdpM7OTuE/JCOECyvOeRBRul6vP/zYY4/dvHXrVk3gn0tfOjo6UFBQAADIzc0dde5JWFgYEhISRCt7ECAmJgYtLS2ChK/6olKp4HA4BBOWQiWwC3WBFCoUKHR+ldBtbMRsuNzU1ATGmOA5ZX0hIsTHx2PGjBk4cuQIamtr+831mj17NhUWFhquuuqqPxuNxj8SkbC7Cy4R5HI5nn/++epTp04d27dvX8nmzZsNBw4cUDzxxBOx8+fPb6+srDw6f/789nXr1sUAgMFgcG/cuLFq9erVZ7nvT58+LX/99deNhYWFxSdOnDjm8XjoT3/6k/AdyUcIF1acs1CpVKuSkpJ2ffrpp2k//elPFf1dIM+cOYN9+/YhKytr0AapwyUpKQlNTU1obW29oHEuBCLq7SEo9LxChgNVKpWgr/NYl0MQKhQopLASun5Va2sr5HI5BiruO5YwxlBSUoLMzEzB5+4PmUwGr9cLs9mMgoKCfuu+6XQ6fP7555qHHnrodr1eX0REKWNtFxGpieg9IiolohIiumqs57wQLBaLa/bs2Z0AoNFovCkpKV1VVVUh27ZtU69evboJAFavXt20detWDQCYzWb3vHnzOuVy+Xn/MDweD3V0dEhcLhe6urokcXFxF33xVi6sOAB6Q3//WLhw4e+Lioqic3JyzjvG4/GgsLAQDQ0NmD17dtByQIgIkyZNEr22lclkgs1mE7wVi9lsFqxYqEQigVQq7c0lGUuECAcKFQoUqjioGG1sKioqREtar6urg1KpFLV9TgDGGA4dOoTx48cjMzMTEyZMwL59+/oN1RMRHn744fBPPvlkXEJCwjdKpXLZGJu3EcA2xtg4ANno07rsYqesrCykuLg4fN68eY6mpiaZxWJxAT7x1dzcPOhmgKSkJNe9995bn5SUNMlgMGQrlUrP0qVLhd/CPUL4DgcOiChWr9dvf+yxx1Luv//+fr1U7e3tOHjwICwWy6hyqYYiKioKOp0Op0+fRnJyclDHHi4SiQSJiYk4ffo0MjIyBJtXqVSis7MTbrdbkD50arUara2tYx56CSSw97eZwev1wu12n3fzer29ieKB+4GfRNR7k0gkICK0t7eju7sbNpsNMpnsvFuwPqcOhwMpKWPumIDdbhe0jY3b7UZzczMmTRK+TZ7X68Xx48cxa9Yswefuj8rKSigUit6q8xqNBnl5eTh06BCampqQlZV1noifPn06ioqKom+44YZNer1+WmNj468YY0HddktEKgBzAfwAABhjPQCG9Y3lgz32+IYWV1C3shrU8s4lMzXDKkLY2toqWbp0acozzzxzRqvVjvh1sdls0k8++URdXl5+RKfTeRYvXpz86quvau+5556LuiEzF1ZXOEQ0LSYm5sO//e1vxgULFvT71b+6uhrl5eWYPHkyoqKixsyWjIwMfP3114iNjRUlLAEA8fHx2LlzJ1JSUgRrtktEiImJQX19PeLi4sZ8PrVaDbvdHlRhxRhDd3c3urq60N3dDafTiY6ODpSUlEAikcDpdJ6VR0ZEveJHLpdDJpNBKpVCIpH0iqa+AoqIzhJZgfvt7e1wOp2wWq39CrW+hISEIDQ09LybQqFAeHj4oH0AhUpeFzoMWF1dDbPZLErS+OnTpxEbG3tR9JNsb29HZWUlzu0iIZfLMX36dJw6dQq7du3C1KlTzyu5oVar8eWXX2p+/vOf3/33v/99ChHdxBgLZu+oZAA2AH8momwABwD8LMhzBB2n00mLFy9OWbZsWfPKlStbAECn07krKyvlFovFVVlZKddqtYMml3700UeqhIQEp8lkcgPATTfd1FJQUBDJhRXnokWtVq9MS0t7ftu2bbr+vEQejwdHjx6Fy+VCXl7emDeg1TdI1gAAIABJREFUlUqlyMzMxOHDh9HfLkQhkEqliI+PR2VlpSAeigAmkwklJSWCCCuNRoPi4uIRn9fT04P29vbe0hRdXV3o7OzsDSsqFAqEhYVBoVAgNDQUkZGRCA8PR3x8PEJDQyGVSoN+Aa+trUV7e/uQHkbGGHp6euB0Os+6dXR0oKurC11dXb3rCAsLQ1hYGMLDwxEeHt4blhNCfDQ2Ngr6uauqqsKMGTMEmy+Ay+VCVVUV5syZI/jc5+LxeHDo0CHk5OT0+2UqkH+p0Wiwd+9eZGRknNdLUSqV4qWXXlJOmTJl7iOPPHKIiL7NGKsMkokyAFMA3M8Y20NEGwGsAbB2qBOH61kKNl6vF8uXL7ekp6d3r1+/vjeBdNGiRS2bNm3SPf300/WbNm3SXXPNNYPupElMTOw5ePBgZHt7uyQiIsL7xRdfKKdOnSpsXZxRwIXVFQgRSfR6/YuTJk368csvv6zoT1Q5HA4cPHgQ8fHxSExMFOwbrcFgwJkzZ1BbWztkkdGxIjExEV9//TUSExMFSYwGfEnl3d3dcLlcYy5gB2vGHPA8tbe3o729HQ6HA+3t7XC73ZDL5YiMjERkZCSioqJ6PYtyubzfz4dEIoHL5RrTfKHhJq8TUa+HajAC6+/s7ERnZyfa29tRVVWFzs5OfPXVVwgLC0NkZCSUSiUiIyOhUqmC5tkM5KMJ1cbGbrf3CmGhOX78OJKTkwXzCg9GSUkJzGbzkN54rVaL3Nzc3tBgZmbmeaHBVatWhYwfPz7te9/73h6ZTHaz2+3OD4KJ1QCqGWN7/L+/B5+wumjZvn175JYtW3RpaWld48aNywSADRs21GzYsKFuyZIlKRaLJdpkMvVs2bLlJABUVVXJpk+fntnR0SElIrZp0yZjSUnJ0QULFnR897vftU+aNGm8TCZDVlZW5wMPPGATd3VDQ2I3wuUICxGpDAbDRytXrpzy1FNPRe7Zswfjxo07KyxktVpRUlKCnJwc9FdqYaxxOp0oKCjA7Nmzx1xkDERZWRlCQ0MFTeotKyvr9fCMNQUFBZg8eTK8Xi9aWlrQ2tqKlpYWOJ1OhIWF9SYUB0TEaN4Hq9XaewEaKyorK+HxeMY0L6++vh52ux3jxo1DV1dXr9h0OBy9lfOVSiWioqJ6b6MRR7W1tWhra8O4cePGYBXnc+jQIcTFxQle2qGzsxP79u3D3LlzRQlB9sVqteL06dOYOXPmsG1hjKG8vBwNDQ2YNm1av2K9pqYGixYtaq6trV3X3Nz8yoXaSURfA/gRY6yMiNYDiGCMPdzfsUVFRRXZ2dmNFzrnpUxRUVF0dnZ2oljzi/91gSMYRJRiMBi2v/jii3G33XabHACmTZuG3f+fvTcPb6u8876/t3ZbslZL3u3YsrzI+76GOGFJCgMUpilMywwzpX2ZYbrRPm+foS8vkFIY5p2hb8t0GWYKtFNomxmWQCENAyQhdrzbsSPvu+VdkiVLlqxd5/kjkYmXxNs5sqH+XFcuQiyd+0g+Ovrdv+X7bWhAWVkZwsLClm8YFRUVm1ZQpxs+nw+1Wo3e3t5daaoFrkhA1NfXIzExMWSiiXFxcejq6mIssPJ4PDCbzTCbzbDb7airq1sOBBQKBVJSUmjNXoRCfT0UOlZBqQVCyHJ58No+qEAgsKwcPjc3h/7+fni9XohEIsjlcsjlckgkkg3P02AwhCSoBq6U4qxWK9ab/mWa3t5eZGRk7HpQ5Xa70dPTg4qKii2dCyEEGo0GEolkeYOyegMaFxeHlpYW+V/8xV88ExUVVWIwGL5KUdROxOq+AeC1q7pZIwD+ZgfH2odh9gOrPxF4PN4t8fHxv3377beVhYWFy/8uEAiQn5+PlpYWhIeHg8/no6KiYtcUmIMkJCRgcnISZrMZcnno9eB4PB6USiWmp6dD0vcEACKRCB6PBx6PZ8flIIqisLS0hPn5eZjNZiwsLIDD4UAmk0GhUEAkEsHhcCAzM5Oms19LqAIrprOadrsdCoXiuj9nsVgQi8UQi8XLgRFFUbDb7TCbzRgdHYXNZgOXy10OtORy+YrzpigKFoslZBuJiYkJxMfHhzy4CWZFQ+2DuJqgtIJWq932ZkKlUiE8PBxtbW1Qq9Vr7hNhYWF46623JM8888zxF154IYsQcpSiqG01XVMU1QGgeFsnuk/I2Q+sPuMQQohcLv9uVlbWY2fOnJGv5wXG5/OX+zuKi4t3fScJfKJt1dbWhoMHD+5KoKdWq9HU1BTSqangdGBiYuKWn+t2u2E0GmE0GrGwsIDw8HDI5XIkJiYiJydnRS+Sy+VCe3s7nae+hlAEVn6/n/Eeoe2IgxJClsupQUVzt9sNs9kMk8mE/v5+EEIQGRkJpVIJHo8XMhsbiqIwMTGBiorQakxSFIWenh5kZWXt+j1mdHQUQqFwx96IIpEIlZWVaG9vh9VqhVarXfHaCCF4/PHHw/Py8gq+9rWvdRBCPkdRVPdOz3+fvc1+YPUZ5mqT+n/U1NT8+W9+8xvJeqU9k8kEnU6HoqIiTE1NYXBwEGlpabtwtmsRiUSIiYnB0NDQrpyTQCCAVCrF3NwcoqOjQ7JmXFwcLl++vKnAyu/3Y35+HkajESaTCRwOB5GRkUhKSkJeXt4Nv6QFAgHcbveyPhQTsFiskCivMx2MBBv3dwqfz0dMTMzyRJnH44HJZMLU1BRmZ2fB5XIxPDwMpVKJiIgIxn4vZrMZIpEoZE3yQQwGAwQCAaOSLZvBZrNhYmIC1dXVtByPy+WitLQU/f39aGxsRFFR0Zr39s4772SfPXs24XOf+9w5Ho/3RY/Hc56WxffZk+wHVp9RCCE8lUr11gMPPHDTv/zLv4jWu0mPjo5icnIS5eXlCAsLg1QqRWNjI8RiccgCiY1ITU1FbW0tYmNjQ2Ypsnr99vZ2REVFhWSXLRQK4fV6r1sOdLvdmJ2dxezsLJxOJxQKBVQqFdLT07c8YRWcDmT6fWUyeGPa0sbr9TI2ucbj8RAbG4vY2Fi4XC6o1Wo4HA709/fDbrcjMjIS0dHRUCgUtAaPY2Nj6/rgMUkgEEBfX9+uSDtcS1BaoaCggNbrhhCCjIwMTE9Po76+HkVFRWvU5LVaLRobG5WHDx9+IyIi4u8WFxf/i7YT2GdPsR9YhQhCCBtAK4ApiqL+jFz5pvkhgOMA/AB+QVHUCzStFaFUKj/83ve+l/Pd7353jdImRVHo7u6G2+1GZWXl8g2GxWKhuLgY9fX1EAqFe8JmgsViIScnB5cvX95ykykdCIVChIeHw2QyhWx6KiYmBjMzM0hKSlru1ZmdnV32E4yKioJWq93x70cmk8FisTAaWHG5XNoyPuvBdMYqFFY2QRubyMjI5YxjIBCAyWTCzMwMurq6EBERgejoaERFRe3ovXS73bDb7bTZUW2WiYkJKJXKXRP+DdLd3Y3ExESIxWJGjh/cALa1tSE7O3uNCG9MTAyamprkt9xyy7/J5fJos9lMyz1/n73Fvldg6PgWVvo7/TWABAAZFEVlAvg9HYsQQlRKpbL5xz/+ccF6QZXP50NLSwvYbDYKCwvX7Np4PB4KCwvR1tYWEj+5zSCXyyEUCjExsStad9BoNBgcHAzZenFxcRgfH0d/fz8+/vhj9PT0gM/no6SkBNXV1dBoNLQEvTKZDAsLN9Tn2zFM91kx7RUYCvNli8WyZkCDxWJBpVIhNzcXNTU10Gg0cDgcaGhoQGNjIyYmJrb1+ZyYmEBCQkJINyg+nw8jIyPQaDQhW3M9gllepiVUxGIxysvL0dPTs+49SyKRoLa2VlZaWnpCpVL9E9nthjMGGBoa4paVlaWlpKRkpaamZj399NMqAJibm2NXVlZqkpKSsisrKzVGo5ENAJcuXRLk5+dn8Hi8wieeeGJF49vTTz+t0mg0WampqVk/+MEPdnfqYZPsB1YhgBASD+AOAL+85p//DsAPgr5SFEUZaFgnWaVStbz66qtpX/rSl9Zsa91uNxoaGhAVFYXMzMzr3lzFYjHS0tLQ1ta2q6bI16LVajE8PMx4M/R6BEUgLRYLo+ssLS1hcHAQra2tsNvt4PF4qKqqQllZGRITE2mXv5BIJIwHVjwej9HfGdOlwFAEVgaD4YbZUEIIJBIJ0tPTcdNNNyE7OxtLS0u4ePEimpubMT09Db/fv+E6FEVhcnIyZJIOQYaGhpCUlLRrmnTAlWGNoDZfKOIYgUCAyspKTE9Po7+/f819VCAQ4L333pPefvvtf6tSqX5ztaLxmYHL5eL555+fHBkZ6W5pael96aWXVG1tbYInn3wypqamZnF8fLyrpqZm8YknnogGAJVK5fvJT36if/jhh+euPU5LS4vgP//zP5Xt7e29vb293WfOnJHqdLrd0QHaAvuBVWj4MYDvAbjWhFIN4D5CSCsh5I+EkB1t5wgheTExMfXvvfde4m233bbm97q4uIiGhgakp6cvTyndiNjYWEil0m1ZnzABl8tFeno6urt3Z6CGqayVx+PB6Ogo6urq0NHRAR6Ph/LycqSnp4MQwuiXEZfLhd/vRyBAq2fsCpjOWH0WSoFbLTOLRCKkp6ejpqYGGRkZWFhYwIULF9DW1gaDwXDdzZDJZIJUKg1pgONyuTA7OxtSod3VBKUVsrKyQqrNx+FwUFpaCrfbjY6OjjWfMzabjVdeeUX8wAMP3BsbG3uOELL7pok0kZSU5K2url4CAJlMFlCr1U69Xs87c+aM9OGHH54HgIcffnj+j3/8owwA4uLifIcOHVricrkrLl6dThdWWFhoj4iICHC5XFRVVS2ePHky9KrVW2Q/sGIYQsifATBQFNW26kd8AC6KoooB/AeAl7e7Bo/Hq0lMTPzw448/ji4uXit1Mj8/j9bWVhQWFm5JPyY9PR0OhwOTk5PbPTVaiYmJgdfrhcGw4+TelpHJZPD5fLDZbDs+FkVRMBgMaG1tRUNDAwKBAIqLi1FZWYmkpKTlpuapqSkazvzGiMViWl7T9RAIBHC5XIwdn+lSINOBVVDmZLvBjlgshlarRU1NDVJSUjAzM4Pz58+jr68PS0srLdXGxsZCHuD09fUhLS1tV3XxhoeHIRaLd0U7ixCCnJwcREREoKmpaU351maz4c477wz7X//rf5UqlcqLhJDdHZlkgP7+fl5PT0/4oUOH7PPz85ykpCQvcCX4MpvNN+zzzs/PdzY1NUXMzs6yFxcXWR988IFkYmIitOOs22C/eZ15qgDcRQi5HYAAgJgQ8iqu+D+9cfUxbwF4ZTsHF4vFX0xJSfnFuXPn5KuNQYEr7vUjIyPLk39bgRCCgoIC1NfXQyQS7Yq9zerzyc3NRVNTExQKRch8/IIEs1ZFRUXbev7S0hL0ej1mZmYgl8uhVqshlUrXLU2EhYUt+9YxqdMUbGBn6nfL5/MZLTcyWQqkKIrxUqPRaKRlKIIQAplMtrwBmJmZwaVLl0AIQWJiImQyGZxOZ0g/wzabDXa7HXl5eSFbczULCwuYnp6mTVphOxBCkJqaivDwcNTX16O0tBRhYWFwOBxob29HSUkJampq+PHx8bl///d/30IIOURR1Awda+vfsiS4DN5wOo4VRKDiLiXeszlzZ6vVyrr33nvVzz333IRcLt9yarywsND1rW99a/bIkSNp4eHhAa1Wu7QX/CU3Yj9jxTAURT1GUVQ8RVEHANwP4CxFUQ8AOAXgyNWHHQIwsNVjR0ZGfisjI+Pfmpqa1g2qRkZGloUAtzuNw+VyUVxcjI6Ojl3pb1pNWFgYEhMT0d/fH/K1IyMjsbS0dF0D4/WgKAqzs7NoaGjApUuXIBQKcfDgQeTl5UEmk92w3yMmJgbT09N0nPp1YbqB/dPcvO52uxkvHRmNRtozKRwOBwkJCaiqqkJeXh7sdjtqa2vB4XBgt9tpXetG9Pb2rhHMDCU+nw8dHR0oKCjYdScJ4Ep7RU5ODpqamjA/P4+WlhYUFBQs9/AdP36cc/LkSXVUVFTzTltD9gJut5vccccd6uPHj5sffPDBBQBQKBS+8fFxLgCMj49z5XL5hjY/jz76qKmnp6e3tbW1Xy6X+zUaDXMpcJrY+6HfZ5fncMX76VEAdgBf3cqTlUrl44WFhd995513pKszGhRFYWBgADabDWVlZTu+qQiFQmi1WrS2tu4Ju5vk5GTU1dXBZrMxNja9HkGPsKGhoQ134V6vF+Pj45icnIRcLkd2dvaWJ/liY2PR3t7OqMGwWCyG1Wpl7Ph8Pp/RUiCTPVZMN66HwsZGKBQiPT0d09PTSExMRGdnJ9hsNpKTk6FSqRgLekwmE1gs1q7YUQXp6upCcnLynpCNCSKXy5Gbm4v6+npkZWWtySAePnyY9f7778fffvvtFwghN1MUtaMm181mlugmEAjg/vvvT0pLS3M99dRTyw3pR48eXXjxxRcVzz777OyLL76oOHbs2Ia7uqmpKU5cXJxvcHCQ995770mbm5v7mD37nbMfWIUQiqLOAzh/9e8LuDIpuGVUKtWJ0tLSb546dUq6ujcjqFHl8/lotadRqVRYXFyETqfb1dQ+8ElJsLOzE9XV1SHdEUdFRaG/v/+6JTqbzYbR0VFYLBYkJiaiqqpq2/0zwSyj0+lkTP+HxWKBzWbD6/Uy0tQciuZ1pkp1TPdX2e12CIVCxjcqBoMBkZGRiI+PR3x8/PI12tvbi4SEBCQmJtL6uw9a11zrSRpqpqen4fV6t2UNxSR+v385kzc+Pg6xWLzGhzIvLw8ffvhh9C233HKWEHILRVFdu3S62+aDDz4QnTp1SqHRaJwZGRlaADhx4sTUiRMnZu655x51UlJSZGxsrOfUqVPDAKDX6zklJSVah8PBJoRQL774YlRvb2+XXC4P3HXXXeqFhQUOh8OhfvzjH+uVSuXGI7C7zH5g9SlDpVI9W1FR8cgbb7whWV1rDgQC6OjoAJ/PR15eHu0BR0pKCtrb23elCXY1EokEcrkco6OjjGZ0VkMIgVqtxvDwMLKysgBc+SIxmUwYGhoCIQQpKSnIzc2l5f2PjY3F9PQ01Gr1jo91PaRSKaxW6xoxQzpgs9mMTh0yqeput9sZFYWlq79qI8bGxlaYbYvFYuTl5cHr9UKv16Ourg5KpRJqtZqWAH5ychIymWxXnBKAKxuR/v5+VFVV7bon4bVQFIW2tjbExcXhwIEDiImJQXNzMzIyMtZ4FmZmZuLs2bNRN99880eEkFspirq8S6e9LY4ePWpfZ2ALANDQ0LCm7SUxMdE3Nze37mtsa2sLfd/HDtn9wvM+m4IQQqKiov75pptueuTNN99cE1T5/X60trZCJBIxZnJKCEF+fj4mJiYwPz9P+/G3Snp6OvR6PZxOZ0jXjY2NhdFohNvtxvT0NOrq6jAxMYGsrCyUl5fTWmIJqrAziVQqZVyj69MI06VAg8HA+KSa0+mE1+tdt2TO5XKhVqtRU1MDmUyGlpYWXLp0CYuLi9tez+/375q3J3AleGlvb0dOTk7IvRBvBEVR6OzshEQiWd6UhoWFoaKiAgMDA+tOXqenp+P8+fOqhISEDwghBSE+5X12wH5g9SmAEEKUSuWPampqvnby5EnJ6tKHz+dDU1MTlEol4zc0NpuN4uJiXL58OeQBzWo4HA60Wi10Ol1I16UoChERETh37hzm5+dRXFyMwsJCRvq9BAIBCCGMvtfByUCmYLPZ8Pk27FHdczBZgg0EAnA6nYxrZI2Pj2+oW0cIQVxcHA4ePIi4uDjodDo0NTXBbDZveb2RkRHEx8eHVC/qWgYHByGXyxnJvu6E3t5esFisNfdnHo+HiooK6PV6jI6OrnleampqMLh6nxCyVktnnz3JfmD1KUCpVP7zkSNH/uZ3v/vdmqDK6/WisbERiYmJITNWDQsLQ15eHlpaWnb9C1OlUoHNZjOe1QGu7MaHh4dx4cIFhIeHg8fjITMzk3H/s7i4OEY1rYJmzEzBdJ8VEwTLl0yVksxmM+ON3YFAADMzM4iNjd3U4wkhUKlUqKysRFpaGoaHh3Hx4sVNZ6c9Hg8mJydDWpq/FovFgrm5OaSnp+/K+tdjeHgYS0tLyMnJWfd64nA4KCsrg9FoxNDQ0Jqfp6Sk4MKFC8qEhITThJDda1zbZ9PsB1Z7HKVS+U+HDh366muvvSZZ3eTq9XrR1NSElJQUxMfHh/S85HI5kpKS0NnZueu2N9nZ2ejr62PM29Dv92N0dBQXLlyA3+/HwYMHkZmZiaSkJIyNjTGy5rUwXQ4khDA6vfdpDKycTifCw2mV/1lBKMqAs7OzUCqV22rul8lkKCkpQU5ODkZGRlBfX79hBqu/vx+pqakh15cDrtwLOzs7UVhYuOtTy9cyMTEBg8GAwsLCGwbpwUqA2WxeN7g6cOAAzp07p4yPjz9DCKF1emhpaYnf1dWlDf5pb28vmJ6e/lR48u1V9s4VuM8aYmNjn6uoqPjb3//+9+tmqoJB1WZ3pHQT9P9a70YQSvh8PtRqNXp7ezd+8BYIBAIYGxvDhQsX4PF4UF1djbS0NAT725KSkjAxMbEpn7adwOfzwWaz1yhp0wmTelafxsCK6f4qk8nEeLlqM2XAjRCLxSgpKUFWVhaGhobQ2Ni4btnY4XDAYrGEfIMXRKfTQa1WM15a3Qpzc3MYGxtDSUnJpoI9Fot1w+BKrVbj7Nmzyri4uP8hhGTTdZ7h4eHu7Ozsnuzs7J6srKweFosVkMvlzJqIfsbZD6z2KEql8sn8/Py/++Y3vyleXabZC0FVkOzsbBgMBszNzW38YAZJSEjA4uLitvpCVkNRFPR6PS5cuACXy4Xq6mqkp6evGUnncDiIjY1d18GebpguBzLZwM5UYMVkppTJwMra0oLYtjawGSyjOxwOBAIB2jScJBIJSktLkZGRgf7+fjQ1Na2wQurp6bmhsTuTTE5OgqKoXQvq1sNsNqOvrw9lZWXYilL4RsGVRqPBRx99pIqNjf2QEKKl85wBYGFhQczj8dwCgcBD97H/lNgPrPYgkZGR3ysuLv72O++8Iy4vL0dbW9tyNmEvBVXAJzeC3t7ekKo6r4YQgry8POh0uh2N9xsMBtTW1sJms6GyshIZGRk31PhJTk7G2NgYo5ICAPPlQCYb2JkKrD6N4qBeoxH206cRZrHAeuYM7ccPwpQkilQqRXl5OTQaDXQ6HTo6OjA7Owu/3x8S6YjVLC0tYWhoiDZ5Ezqw2Wzo7OxEaWnptiYTNwqu0tPT8eGHH0bFxMR8RAhJpeOcg5jNZrlMJtv9ke9POfuB1R5DIpH8ZUZGxj+8/fbbUg6HA5FIhNLSUnR0dMBoNO6poCoIn89HQUEBWltbGetz2gwikQjR0dHbKk3abDY0NjZCr9ejqKgI2dnZm7op8ng8KJVKxq1neDweeDweY8GrQCCA2+1mJAvEZGDFVD8PE4EV5ffD8uabCLBYYOfkYOnSJTj76BeR9vv9mJubw3o2V3Qhl8tRWVkJlUqF1tZWhIWFhXyQJRAIoL29Hbm5uYyI226HpaUltLW1obi4eEdDLRsFV5mZmTh9+nR0VFTUWUJI9E7OOUggECA2m02iUCj2tVd2yH5gtYcQCARHExMTf3zmzBnZtV/qQqEQhYWFy5IKeymoCiKRSKDRaNDe3r6rzewajQYzMzObnnJzuVzo6OjA5cuXkZaWhuLi4i33aQQFQ5l+3UGxUKZgajqQqcCKSZ9Ar9dLuw7SYm0tvFNTmE1Lg/Luu8GJisLCO+/AT3Pv3MzMDKKjoxlv4g5miOLi4hAREYHa2lqMj4+H7PM/ODgIpVK5q7Y51+J2u9Hc3Iz8/HxaSrAbBVf5+fn43e9+F6dUKj8mhOxY68VisUjCwsKWeDzejiPk/v5+XnJyctZ9992XpNFosu66667kU6dORRQWFmYkJSVlnzt3Ltxms7GOHz9+IDs7OzMzM1P76quvSoPPLSoqStdqtZlarTbzgw8+EALAu+++G1FaWpp+7NixlOTk5Ky77rormelKwXbZD6z2CISQ4tjY2FfPnj0rX71T9vv90Ol0yMrKwszMDIxG4y6d5Y2Ji4uDWCxGHwO78M3CYrGQk5Oz4bRiIBDA4OAgGhsboVKpUFVVte0btEAggFQqxezs7HZPe1N8WsuBn7ZSoM/noz0T5pmexuL58+BkZoJKTgabx4P8z/8cAacT1vfeo3UtOprWN0MgEMDAwAAyMzORkpKC6upqOBwOXLhwASaTidG15+fnYTQaodHsDa9ir9eL5uZmaLVayGQy2o4bDK7m5+fXnUA+fPgw62c/+1myUqk8SwjZkXjY1TLgzptUrzIxMSH47ne/a+jr6+seHh4WvPbaa4rW1ta+Z555ZvKZZ56J+f73vx9z+PBhW1dXV29tbW3/448/Hm+z2VixsbG+2tragZ6ent6TJ0+OPProo8u+RL29vWE/+9nPJoaGhrr1ej3/gw8+2B15/w3Yt7TZAxBCNHFxce+ePXs2cnWfQiAQQGtrK+Lj45GUlISYmBg0NTUhMzOT8XHt7ZCRkYHm5mZMTU0hLi5uV85BLpdDKBRicnISCQkJa35uMBjQ09OD2NhYHDx4kJYvUY1Gg7a2NkRHRzPW68HlciEQCLC4uMiIsWwwOFzvPdsJHA6HkTIRU6VAuj0CKa8XljfeAEsohD0vD6qrMg7c6GhEHDqExbNn4czMRFj2zge9FhcXwWKxQjIdNzY2hujo6GXPTC6XC61WC4fDAZ1Oh/HxcWRlZa3rqbkTvF4vdDodSktL94S0QtD1ImhsTTfB4KqpqQkcDmdNk/7x48e5c3NzWU8//fQfCCGf6+joWPHz0tLSNcJe9957r/kf/uEfjIuLi6ybb75Zc/V1iNhsNhdA5AMPPGD65je/OT8zM8O5++67V/hpNTc3b8piJi4uzl1aWuoEgLS0NOeRI0dsLBYLhYWFSz/84Q9jZ2dnee+//770hRdeiAYAt9tNhoaGeElJSd6HHnpFSBBlAAAgAElEQVQoqaenJ4zFYmF8fHw5YMzJyXGo1WovAGRlZS0NDw/vHXn9a9j9q/JPHEJITFRU1NnTp09HrW42pSgKly5dgkKhWN6BCgQClJeXo6+vj/EMyXYghKCwsBCDg4OwWq27dh5arRZDQ0MrMiVOpxMtLS0YGxtDaWkp0tLSaPtiDg8Ph1AoZHynzmQ5UCqVMiK5wFSgyVQpkO7+KttHH8FnNEL2+c/DaLOtaPKOOHgQ3NhYLLz7Lvw09M+FysfT6/VifHwcqalre6eFQiHKy8sRFxeHhoYGDA8P0zbcEbSGSU1NZVRnbCvnc+nSJURFRTE6lchms1FSUoLR0dF1J7C//vWvC77yla9UqFSqV3awBq0NnDweb7lkwGKxIBAIqKvrwO/3E4qi8Prrrw/19fX19PX19czMzOgKCwtdzzzzTJRKpfL29vb26HS6Hq/Xu/wh5/P5y8e86uiwNyYWVrGfsdpFCCESpVL58e9///vY3NzcFT+jKAo6nQ5hYWFrbl58Ph/l5eVoampCIBDYcz1XXC4XxcXFaG1tRUVFxa7YW3C5XKSnp6O7uxv5+fkYHh7G1NQUtFotY5m+1NRUdHV1MTodFR0djfr6ekbUpblcLvx+PyMlNhaLRftxmcpY2e122jKC7tFR2BsaICwpATclBa6pqRXZJMJmQ3bvvTD8279h4Q9/gPz++7cdiPr9fphMpmVzcCYZHBxEcnLyDaUEoqOjoVQqMTg4iNraWmRnZ0OhUOxo3cnJSbBYrD0hrUBRFC5fvgyhUBgStXkul4uysjI0NDSAw+GseS+fffZZ0dTU1N1XvR6Xd3g3yjBFREQEbvTzmJgY32YzVFvl8OHDtueffz7qV7/6lZ7FYuHixYthVVVVTqvVyo6Pj/ew2Wz89Kc/VTCtE8gE+xmrXYIQIlCpVGd//vOfJ9fU1Kz5PfT19YGiqBWu9NfC4/FQXl6OkZGRdQ08dxuRSITMzEy0trYyLkVwPWJiYuBwOHD27FkEAgEcPHiQ0fKpWCwGh8Nh1HePy+UiLCxshYYQnYjFYkaOzUSfFVM9VnRlrAIuFyxvvQW2TAbx0aOwWCzr9vFxVSqIjxyBq7cXzsuXt73e1NQUYmJiGC+POZ1OGAwGJCYmbvhYNpuNjIwMFBcXY3BwEB0dHdueHHY4HBgeHkZOTs62nk83/f1X4o2MjIyQrcnj8VBaWgqdTrcmu0wIwSuvvCL2+/2i2dnZ0GtfbJHnnntu2ufzkYyMDK1Go8l6/PHH4wDg29/+tuF3v/udIi8vL2NgYEAQFha2NzvUbwDZbTuSP0UIIWylUvn+E088UfX1r399TQPC0NAQFhYWUFRUtOHuNdg0mZCQsKkbXagZHByE0+nE6owc0/h8PvT19cFiscDj8aCmpiYkVhsWiwUDAwMoKytjbI3JyUnY7XZGbuhBI1i6fSc7Ojpw4MABSKVS2o5pMBhgNBppz9BcuHABVVVVO75eLKdOYenSJUQ+9BD8UfH47dlxpMXwcVP+2gwzFQjA9PLL8BoMiPr618HehqF3bW3tjsf8N0N7eztiY2MRHb21KX+KojA1NYXBwUFkZGRsSQ4iEAjg4sWLyM7OprU5fLuMjo7CZDKhuLh4V/SzHA4HmpubUVxcvCa72tPTAxaL5VcqleN/qtIJnZ2dkXl5eQd2a/39jFWIIYQQlUr166997Wtl6wVVer0eJpNpQ2+pIMH08NTUVEh867ZKamoqPB4PxsfHQ7am0WhEXV0dRCIRqqurceDAAQwMDIRkbZlMBr/fz1hGCbhSYpmdnWVkrJ0paxsej/epyFhRFAW/37/joMrZ14el9naIqqvhUcbhlY+M0C/w8FEvhZ4J55rHExYLsnvuAfx+WE6d2vLv1mq1gsfjMR5UWa1WOJ1OREVFbfm5hBDEx8ejsrISU1NTaG1t3fQ10d/fj6ioqD0RVE1NTWFmZmbT92gmEAqFKCoqQmtrK5zOldcTIQSpqansubm5JKvVuien5j7r7AdWqyCEsAkhlwgh7179/18RQkYJIR1X/+Tv5PhKpfLpY8eO3fnDH/5wzQVvMBig1+tRXFy8pS8MDoeD0tJSzM7OYmRkZCenRzuEEOTn52N8fJwWu5kb4fV60dHRgeHhYZSVleHAgQMghCAlJQUmk4nRYOda0tLSMDg4yNjxORwOhEIhI69HLBYzMnTAhMkzEz1WHo9nxz2BfocDC2+/DW50NAKlN+GlD40w233Ij5xDfCQP/11vxtDM2veCo1BAfNttcA8NYamtbUtrjo2N0Z5lXI+enh5kZWXtKKDg8/koLi5GXFwc6uvrMTExccNA0mQywWw27wlpBYPBgOHhYZSUlOyK2fS1iMVi5OXloaWlZU15lcPhIDU1lT0xMZHqcDjoHcvcZ0P2A6u1fAvAajff/5uiqPyrfzrWe9JmEAqF92o0mkdeeukl8eobk9VqRU9PD0pKSrbkLRUkODViNBp33RR5NRwOB8XFxejs7Fyzu6ILg8GAuro6REZGoqysbMXOnRCC3NxcXL58OSTihQqFAk6nkxGxzSBMeQeyWCyw2WzaFfQFAgE8Hnrtx5iYCtyp1AJFUVh45x0EXC74j96Dl85bsOQO4PZsClmJQjxwSIFIMQe/qzVDb1qbrRGWlICXnAzrmTPwbbJXz+v1wmw2M24pYzAYwOPxaCvnxsTEoLq6GvPz82hubl43e+XxeKDT6XY1OxTEYrGgp6cHZWVle0bpXS6XQ61Wr+llDQQCcLvdSEhIYI+NjWm8Xu/uRoF/YuwHVtdACIkHcAeAXzJw7ByVSvXv7777rmx14OR0OtHe3o7i4uId7ZaDwVWwz2cvER4ejtzcXLS2toLOKY+geOrIyAgqKioQHx+/7g1YIpFAJpOFpFx6NRXPaICrUqlgMBgYCRQlEgntWatPS/P64uLijhrXnZ2dV5rQq4/h151AIEDhKzcrwXIboVQqEcZj4cGaSESEsfDq+XnMWlYGsITFguzznwcIuVIS3MTgR1AzjsnAg6Io9Pb2XneYZrtwuVzk5+fjwIEDqK+vXyEhE5RWSE9PZ7zEuRGLi4vo6OhAaWnprkw534i4uDhERkYubxwDgQAcDgcEAgEkEgni4uK4w8PDmr2qUv5ZZD+wWsmPAXwPwOor8BlCyGVCyP+/HXVbQkhkVFTU6dOnTytW9wh4vV60tLQgNzeXlkkkFouFoqIiLC4uore3d1ftZVajUCiQkJCAjo4OWs7LarWirq4OQqEQZWVlGwoRpqenY3x8nLGs2bVERUVhYWGB9vJXkKCPJBNlOyYU2JkKrOguxzgcjm1/Dn1WKxbeew/GA3k4aUkAl03w0C1KREk5WFhYWO4PEoWx8ddHIsHjsvDrcybML64UT+XIZJAcOwbP6Cgczc03XJOiKOj1esYHV/R6PSIjIxnTjoqKikJlZSXGx8fR2dkJn88HvV4PLpe763IyTqcTra2tKCoq2hPaWeuRmpoKQgg6Ojrg8XgQHh6+nFWTSqVELBaH6fV65uX49wGwH1gtQwj5MwAGiqJWNzc8BiADQAkAOYD/vcXjcpVK5fsvvfRSzOrdXiAQQFtbG9Rq9Y71Xa7lqrotXC4Xenp69lRwdeDAAXA4nB31glEUhcHBQXR2dqKwsBApKSmb2q1zOBxotVrodLptr71ZCCHLHoJMwVQ5kKnAiu4gk4lS4HalFqhAAAtvvQW9IBbvCMsRIWDjq7dEQhHBWc6CXXuNSoUcPHhYAQrAr86aYHWsDK7CCwvB12hg++AD+Obnr7vuwsICwsPDaVc3vxafz4eRkRGkpaUxtgZw5RopLS2FVCrFhQsXMDg4iGwa1Oh3gsfjQXNzM3JzcyHexqRmqCCEQCqVYmZmBhwOZ82GIyYmhuX3+2Vzc3N7Xobhs8B+YPUJVQDuIoSMAfg9gCOEkFcpipqhruAG8AqA0q0cVKVSvfztb38744477lhxpQfF5RQKBSPWL8GmcZ/Ph66urj0VXOXk5GB2dhYGg2HLz3U6naivr4fP50N1dfWWhRxVKhXYbDajnntB4uLiYDQaae8tCsJUOZAJM2Yul0t73xYTGaulpaVtZSUczc3oMQJnYm+FUsLFQ7dEQiK8UvI3Go3r9j8pxVz8VY0CLm8Avz43D4frkxI5IQSyu+8G2GxY3nzzuiXBUCitDw8PIzExMSR9RYQQJCQkgBCyvAHbrXuXz+dDc3Mz0tPTad340g1FUctOHEeOHIHP51vzWSOE4MCBA2yz2Rxns9kY9zsaGhrilpWVpaWkpGSlpqZmPf300yoAmJubY1dWVmqSkpKyKysrNUajkQ0Av/jFL+RpaWnatLQ0bUFBQUZDQ8Ny7ff1118XHzhwIDsxMTH7+9///tY0PnaJ/cDqKhRFPUZRVDxFUQcA3A/gLEVRDxBCYoArMgkAPg+ga7PHlMvl36qqqrrzscceW3OnHhoaWu7FYYpg0zYhJGSN25shWK7s7u7e0he4wWBAY2Mj0tPTkZmZue1sRXZ2Nvr6+mj/ol8NIQTJycmMTWqy2WyIxWLa5REIIbRnmJjo/6G7xyr4+djquXqNRjQ1juGjuFsQH8nHXx+JhFDwScBnMBiuK0wbK+fhyzcpYF3y4z/Pz8Pl+SSAYovFkN5xBzwTE7DX169d1+uF1Wpl9Evf5XJhZmYmJBOHQXp7e5GQkICbbroJPp8PjY2NjJh434igR2tiYuKW9bpCid/vR3t7O7xeL0pLSyEQCMDn8+F0Otf0srLZbKjVarZer091uVyMeuxxuVw8//zzkyMjI90tLS29L730kqqtrU3w5JNPxtTU1CyOj4931dTULD7xxBPRAJCamuq+ePFi/8DAQM9jjz02/fDDDycBV4LbRx99NPH06dMDAwMD3W+88Ya8ra1tz0857gdWG/MaIUQHQAcgEsAPN/MkHo9XEx8f/8Rvf/tbyeob9ezsLIxGI3JychifdCGEICsrC1wul7beJjoQCAQoKChAa2vrhgFOsHF2aGgIFRUViIyM3NHafD4fKSkp6Ovr29FxNkN8fDxmZmYYC+KYLAcyEbDRef3RXQp0Op1bbpKm/H6ce/cSPo46iBQVB391WIEw3ifn5Pf74Xa7b5gFO6Di475qOeYWvHj1wjw8vk+Cq7DcXAgyM2H76CN4V2V4JyYmlrM7TNHf3w+NRhMys2ODwQCbzQa1Wg0WiwWtVouUlBTU19dj/gYlUToJ+v9FRkbuSdHlIB6PB42NjZDJZCu+SwghEAqFWFpaWuN6wePxcODAAc7IyEia3+9n7JealJTkra6uXgIAmUwWUKvVTr1ezztz5oz04YcfngeAhx9+eP6Pf/yjDABuvfVWh1Kp9APA4cOHHbOzszwAOH/+vDApKcmt1Wo9AoGAuvfee82vv/46fSrDDLEfWK0DRVHnKYr6s6t/P0JRVA5FUdkURT1AUdSGRpWEkGSVSnXyzJkz8tW9D4uLi+jr69uyVtVOIIQgMzMTYWFhaG9v3zWLmdVIpVKo1WpcunTpul+4LpcL9fX1YLFYqKiooK2XJDExETabjVH7GeDKLjExMZExgVSlUgmj0Uh7wCyVSml/b+gWCaW7FLjV/iqKonDmdDfqBFlIF3vw5cNR4HFWfqbNZvO6NjarSYsV4AuVMkwYPThZZ4bP/0n2THrnnWDx+VdKglezEMGm9YSEhC28wq2xuLgIm80WsuZxt9uN7u5uFBQUrAgWo6KiUF5ejt7eXgwMDDC6OaQoCl1dXet6tO4lHA4H6uvroVar1/UpZLPZ4PP5WFpaWvN+iUQiqFQq3sjIiDoUG+3+/n5eT09P+KFDh+zz8/OcpKQkL3Al+DKbzWu0hf71X/818vDhw1YAmJiY4MXFxS33UsTHx3umpqYYzbbRwb4JM80QQkRKpfJ/3nrrLdXqG5LX60VbWxsKCwvB44X22iCEICMjAwMDA2hra0NRUVHIArsbER8fD6vViv7+/jUWLUajEV1dXcjOzqZdo4cQgry8PLS1teHgwYOMvhdJSUmora1FcnIy7T1BbDYbEonkuj5020Umky3b29BFcDKQruCY7lLgVgKrAEXhvdpptNgVyCJzOP65ArBYazNHNyoDriY7MRxuL4W3mxfwZqMFX6iQgcUiYItEkN55J8wnT2KxthbimhqYzWaIxWJG7yM9PT3QarUh0Y+iKAodHR3IzMxc9/oICwtDZWUlent70dTUxNg9dHBwED6fb9eb5m+E2WxGZ2cnCgoKbqgpxuPxwPrOdxC4fBnsVZ+TSICIXC6xx+/P4ROytSbQ7OwlvPzyxGYearVaWffee6/6ueeem5DL5Rvu6P/whz9EvPrqq5H19fV9ANYNogkhe6PscgN2/5v1M8RVu5q3n3/++cSSkpIVP6MoCm1tbUhLS9vV6ZK0tDTI5XK0tLTQqie1E7RaLRYWFjA9PQ3gyns1NDSEgYEBVFRUMCZ8KBKJEB0dzejkHnBlGjE2NhYTE5u6F20ZJsqBAoEAbreb1uwA3ZILdJcCNxtY+QMUTjWY0TIF5C724Qt3pq8bVAFXVMO30gNVpBbitnwxuvRO/KF1Yfn9D8vKQlhODhbPn4dnZobxpvX5+XkQQkLWtD02NoawsLAb9jOxWCxkZWUta17RLTUyPj4Oi8WCvLy8XRcjvR5TU1PQ6XQoLy/flFArm80GKAqBdT7HfIEAfkJ4XopiJMHidrvJHXfcoT5+/Lj5wQcfXAAAhULhGx8f5wLA+Pg4Vy6XL4/DNjU1hT3yyCNJp06dGoqOjvYDQGJi4ooM1eTkJC82NpbZ5lga2M9Y0YhcLv+He+65p+Qv//Iv12ylent7IZFIdl2TBcBy/0JLS8uesGYghKCoqAgXL15EWFgYRkZGwOFwUFFRwXhWTaPRoLa2FrGxsTtS3N6I5ORkXLx4EYmJibS/JqVSuSyrQecXQnA6kA59NYD+wGo3SoE+P4X/rjejd9KFYmMLbj2WBfZ1rhu32w02m73labrqzAi4vBQudC9CwGXhtnwxCCGQ3HEH3KOjML/xBuxZWYz55lEUhZ6eHhQUFDBy/NXYbDbo9XpUV1dv6vHR0dEQiURoa2tDamoqLVPV09PTmJycRHl5+Z7I5K8mKDEzPz+PysrKTV9T5Cc/AbkqGBoWFrbC1YMA4Pl86O/v56jV6kGBQEDb+HIgEMD999+flJaW5nrqqafmgv9+9OjRhRdffFHx7LPPzr744ouKY8eOLQDA4OAg7/jx4+qXX355NDc3d/kmcejQIcfY2Jigr6+Pd+DAAe+bb74pf+211/aWb9s67L0r6FMKIaQ4Ojr6uy+88MKa+f+pqSksLi6uKXXtJsnJyYiJiUFTUxN8Pt/GT2AYLpeLrKwsXLx4EVKpFHl5eSG5wbFYLGRnZzM+Ncnj8aBSqRizoZFKpbR7MdKtZ7XXM1Yej+eG5SWPL4DXLsyjd9KFyrl63JTMRlja9f3rLPX1UG1TMfzmnAiUaoS42GfHhZ4rbZ3s8HBI774bfoMBySYTY1mV6elpSCQS2gLqG+H3+3Hp0iUUFBRsKUgWiUSorKzE5OTkjrX6TCYThoaGUFpauuubzPUIBALLdmDbsdNhsVgIDw+H0+lc01/L4XCQlJTEGR0d1QQCAdouqA8++EB06tQpRV1dXURGRoY2IyNDe/LkScmJEydmzp07J05KSso+d+6c+MSJEzMA8Pjjj8csLCxwvvGNbyRlZGRos7OzM4Hl6UL9sWPH0jQaTdbnP/95c3FxMTOqyzSyn7GiAUKIJCYm5t0nn3xSsfrCtVqtGBoaQmVl5Z5LLyclJYHFYqGpqQmlpaW76n81Pz+Prq4upKenY25uDsnJySHbOSoUCoSHh2NycpLRZmC1Wo2mpqbr2u7shGA5kM7SjVQqxezsLG3vCZ/Pp9U4ms4eq2CQdr3fi9MTwKsfz2PS5MGRhSZkYArio49c72DAiROI+uEPoSgvB2prgS1+YRNCcHuRBG5vAB9dtkHAJShLE0GQlgZrbCwkOh1cBQUQ0Nxg7ff7MTAwgMrKSlqPez16enqQkJCwrfYILpeL0tJS9PX1obm5GYWFhVu+hy0sLKCrqwvl5eV7xv/vWrxeL1pbW6FUKqFWq7d932Cz2RAIBFhaWoJQKFxxHJFIBKlUypuYmEhISkrS03HeR48eta8jtg0AaGhoWOO3dvLkyXEA60743Hfffdb77ruPfosJBtnPWO2Qq31V//WjH/1IXlNTg4aGBphMJgBXPhSXLl1CUVHRnvzQAkBCQgIOHDiApqYmxnWdrsf4+Dh6enpQXl4OjUaDyMhI9PT0hPQctFothoaGGBPzBK70LclkshV+aHQRGRmJ+fl5WrNuUqmUVsmFvVwKvJH5st3pxysfmTBt9uAO3hA0s52Q3XsvWOtlt2ZmgFtuAZ5+Ggu5ueA2NADPPLOtc2IRgs+XyZARJ8B7bVZ0ji5dEZwtLgZHpYLljTfgX1zc1rGvx+joKOLi4kLihzc3NweHw7EjjazgxHN8fDwuXrwIu33Doe1l7HY7Ll26hJKSEkaV67fL0tIS6uvrkZSUtGxZsxO4XC44HM66+nTR0dEst9stN5vNkh0tcpXp6WmVTqfL0ul0WYODg8l+v39vZRUYZj+w2iEymewbR48eLbv//vu5KpUK5eXl6Ovrw8DAAC5dugSNRhOSlPpOiIuLg1qtRkNDA6OBxWqCvRwGgwGVlZXLGkIajQZOpxN6PS2bp03B5XKRlpaG7u5uRtcJmjPTXXZksViQy+W0av1wuVz4/X7a5Dn2cinwev1VCw4fXvrIiPlFH76QvIS4zo8gqq4Gfz19o48+AvLzQTU14deHD+PZW28FHngAOHECuHhxW+fFZhEcr5IjWcXDW00WNHbP4kBqKuRf/CIojweW11/flFHzZvB4PJiYmFh3fJ9ugnZbq6UVtktcXBwKCgrQ0tKyqZK4y+VCa2srCgsLGe2t3C4LCwtoampCTk4OrX25fD4ffr9/XWX25ORk9szMzAG3272jLIDb7eYajcYorVbbk5OT0w2AmEwm+kaWPwXsB1Y7gBCSq1Qqn3jxxReXo/zgWLDRaITVamVsoo1uYmJikJ6eHjKVY7/fj7a2NlAUheLi4hWZB0IICgoKMDY2xrjO1LXExsbC4/HAaDQytkZ4eDiEQuFyVpNOYmNjae/hEovFtJXveDwerYE7naXA9QIrk82Llz40weEK4C8rhJCfexPc6GiIDx9e+WS/H3jqKeDWW+ESiXB3TAweunABx44dA372MyA5GfjSl4BtXstcNsGXblIgWspB26wcfXMccJRKSG6/He7RUSxeuLDNV72SgYEBqNXqFQ3OTBCUVtBqtbRmxiQSCcrLy6HT6W74OfB6vWhqakJ2djYkEloSNLQyMzODjo4OlJaW0iqhAly5twb7rVZPhXO5XCQmJgb7rXa0DkVRJBAIsAKBAAKBAIvH4+35ST462Q+stgkhRBQVFfXO22+/rVit1my1WuH3+5GZmYn6+nraFayZIioqChkZGWhsbKTdMPdagorBCoUCWVlZ6+5YORwOiouL0dHRwei5XAshBDk5Oeju7mZUikKj0WBwcJD240ZGRsJsNtMqAEtnAzuLxdowU0dRFPx+/7LfmdvthsvlgtPphNPphMvlgsfjgdfrBUVRtGX+VpcCZywevPShCT4/hb8+EomIutMIuFyQ3XsvyLWBx+wscNttwIkT6CkqQszEBFqdTjz9k39CeXk5zD4fvqVSgZqeBh5+GNjm+fK5LFQmLCBeRuF0uxW/rzODZOdfkWA4dw7usbEdv36z2cxoj2GQkZERiEQiREVF0X7s4MZWr9djcHBwzfXh9/vR3NyMtLS0HTs4MMHw8DBGRkZQWVm5o0zajT4XwWb29cRDIyIiIBaL+VNTU/HbXZvP53tVKtWsTqfL7ezszGOz2X6ZTEZfc+UGXG3C31UV7P3m9W2iUqle/cd//MeY1ZN+Ho8HnZ2dKCkpgVAohFQqRXt7+3Iv015rYF+NSqUCi8VCY2MjysrKtmzxsREOhwMtLS3IyMjY0IMrPDwcOTk5aG1tRUVFRUgmdsLDw5GQkICBgQFkZmYyskZERAQ4HM6mVbk3CyEEcrkcJpNp06KUG7FToVCv17scFLndbrjdbnR1dcHj8cDtdsPr9a4JBFks1nIjOSFkRVN5IBAARVEIBAKwO+yora1d8+XA4XDA5XLB5/PX/AkPD4dAIFiT6bo2YzVudOO1j+fB57Lw4GEFwke6YenthfjWW8G99po9d+5KJspqxekvfAF3vP467rjrz3DrP/0N5iPc+O1SPRIn+Tg5MgI5j4cn//u/gaNHgYce2vL7SFEU5g3T+Oubq9E85MIHnTb82/tGfKHqGHhTUzC//jpUf/d315V+2Ije3l5kZGQwfn+yWq2YmppCVVUVY2twuVyUlZWhs7MTly9fRk5ODlgs1rL/X3x8PGJiYhhbfztQFAWdTgefz7djmRmBQID5+XkoFIrr/j6DnxGXy7XmHh8TE8MaGBiIXFhYsEql0i038Xm9XrbVapVmZ2frOByOf3BwMMVgMMhVKhW9Y8vrEAgEiNFolGALnr5MQPaKd9ynCalU+rVbbrnln19//fUVeWSKotDc3IyEhIQVdXG/3w+dTge/34+8vDzGU+10YDabcfnyZZSWlt7Q52wrWCwWdHR0bKgYvJqRkRFYrVbk5+eHTAW6rq4OeXl5jIm5WiwWDAwMoKysjNbjmkwmTE5OIj8/n5bjBQIBXLhwATU1Nev+nKIoeDweLC4uwm63w263w+FwwOVygaIocDgchIWFISwsDHw+H+Pj48jIyIBIJAKPxwOXy91WwDwy/TEuD50EAMjFavB5ERBwI8DjRoDLEYJNwkEoPhDgIeDnwOu5cp7BIO/acxMKhdDr9SgrK8OcnYuTFxcgDmfjwYA3YXcAACAASURBVMMKiHwOGH76U3CjohD5la+AsFhXSn/PPAOcOIGARgPW66/DmpCAX/zXK6DuiIeX8iPFKcOMcAmLAScipgP4+Rf/H7ykn8BNXC44HR3AFqVXZmdnYTAYkJubCwCYMHnwXxfNsLv8OJIMJP/xlwhTqyH/8pe3/BmxWCzo6+tDRUXFlp63Vfx+P+rq6lBYWIiIiDWqNLRDURQGBgZgsVhQVFQEnU6HiIgIaDTXl8jYDXw+H9ra2iCVSpGWlrbje5zX68Xk5OSmMv1utxscDmfNZ9Dv92Nubs4vl8tnWCzWltL3TqdT6Ha7BVKpdB4AlpaWRB6Phx/8f4YJAOjy+XxfLSoqMmz4aIbYD6y2CCEkIyUlpbazszNydU/G8PAwlpaWkJOTs+5z9Xo9RkdHUVBQsKvq65vFYrGgs7MTxcXFO27ANxqN6O7u3lagFuzJkEgkIWmsBT4Zw66qqmIsmGtoaEBWVhat1wJFUTh//jwOHTpEW//RhQsXlnfRNpsNVqsVVqsVNpsNPp8PfD4fIpEIEREREIlEEAqF62aFACy7D+z0i7Wh+23oxueRoPAhnOeGz78At8cGj8+x7uNZLC743AgIeGLwuRHg8yLAYQvBggA+Dwuzk054eBq0Tksg5LhRFjsPpVQISV0dYDBA9cgj4CoUgMEAfPnLwIcfokmjwbf5fHzY0oSPXb1odAwgmitFwbwKybI4KKIi0WQfRO1iD4wGI+r+4v/De32j4CUnQ9LTA2xhEq2xsRFarXbFtbLkDuBUkwV9Uy6khi+h+tJJqG47AtEWpBIoikJ9fX1I+o06OzshkUgYVYxfj/HxcfT39yMqKgq5ubl7qmrgdDrR0tKC5OTkkJRhV+PxeHDx4kWUlZWtuS+fOXMm8OCDD7YYDIZKiqI2XVojhJQBeBlACQAngF8BaKUo6l9pPPU9zX5gtQUIIXyVStX1wQcfpAZ3jkEsFgu6urpQWVl5wx24zWZDe3s7UlNTER+/7TJ2yLBarWhvb0dxcfG2vwxnZmaWszPbHWv2+/1oaGhAenp6yAYCuru7ER4evqNx8BthMpkwPj6OoqIiWo+r0+mgUql21MNCURTsdjvMZjOGhoYAXCkfiMViSCQSSKVSREREbFlGpKurC9HR0Tvub/nl+03Qmz/5/PA4BCIBC0IBC2G8AARcH/gcN7hsJzgsO9gsG1jUAgjm4fVZ4PHZ4PHYQV1txZh3FEC/cDviI3n48k1ykIAHltpaUHV1sOTkwBgZicjubmT84AdgWa14QibDs3NzeOQ730D6o7fARBwoF6bhNkk+Ll6oQ1VV1XJm2hnw4KK9D+dm2mF76F/wrxe74f7mI+D/5Gebeq1LS0tob29fV5mcoig09DvwPx1WCAMu3DzxPrIfuBu8TaqRz8zMYHZ2lnGV9ZmZGUxMTKCkpCTkgc3Q0BBmZ2cRCARQVlYWEimJzRC8t+bm5obMOmg9zGYzuru7UVVVtWYz9J3vfGfxN7/5zY+MRuNTWzkmIeQEgPsA+ABcAvBViqKYn4raI+wHVltApVL9+NFHH/2/HnvssRVFaZ/Ph7q6uk1ndrxeLzo6OsDj8ZCdnb0n1X6vxWazLRs3bzW7MjExgfHxcZSWlu7YNNXlcqGhoQGlpaUhGZEO/l6Z6DUDrnwpXrx4EQUFBbS+nvn5eej1+i19WVIUBYvFgvn5eZjNZiwtLUEkEkEul8Pr9YIQgvT09B2f28DAAIRC4Y5tSH7+3hnM2nJwe6EEHh8Fu8sPhytw5b/uAOyuAJzuANa7u3HYgEjAhpDPQhifgsdlg94SDoVwDn/7uTzwuWx4jUYYfvEL8JOTofjSl0Ceew7UE09gXibDbQsLmJDJ8LUffBv8O9XggI07I4qRK0mGy+VCW1vbuj1Ei34nPl7shvK7/y/KXj6Dlx75Mu5/4ZcQsm+82ejt7YVIJLphRmPC5MF/1c1jccmH8sXLuPWvjoC9wTUbLPMydX0HcTqdaGxsRFVVVcjN5/V6Paanp1FaWgqTyYSenh5a2xu2y9zcHHp7e2mpBtBBf38/KIpa4w7i8XiQk5MzPzAwcBNFUaEVF/wUsx9YbRJCSHFubu777e3t8tWB0HZS3BRFYXR0FJOTkygqKtqTWirXsri4iNbW1i31R42MjGBubg4lJSW09ZVZLBbodDpUVlaGpFdtbm4Oer0eq0216WJ2dhZzc3PIy8uj7ZibKQdSFAWHwwGj0Qij0QiHwwGpVIrIyEgoFAqEhYUtZxbsdjt6e3tpeQ/Gx8fh8/mgVqu3fQyn24Kfn26H25uA738x7bqP8wcoLLmvBFt2V+CTwMu18t+sdjeUYgvkgv9AScYDiI8shvGXv4TPbEbU/feD/bd/C/zP/8D/xS+iursbylQ17v6XhzEeZkU8S45yRwIcRivcbjd4PB74fD5yc3Ovm80z201wZmaDNzmHB+6swP/+9S9QLckCj7X2eg4EAvj4449x0003bbgBc3oCeOPcNAbMBCkw4/g9WggF13/O6OgoXC4XY0MawNWMWkMDNBpNyKVnZmdnMTQ0hPLy8uV7hdlsXm5vCEWf13qMjY1hcnISJSUleyZ7FggEUF9fD61Wu2agpqOjA0ePHu01GAy5FEXtvv/ZpwD2U089tdvnsOe5WgL8+PTp07Grbw5zc3MwmUzXlQ24wTEhk8kgFovR1tYGgUCwax/0zcDn86FSqdDe3g6JRLLhDjfYNEq3yXPwC39oaAixsbGMlxVEIhFmZmbAYrEY2VkKhcLl/g+61PkJIXA4HKAoasU5BwIBmEwmjIyMoKenBwsLCwgPD0dSUhLS0tIQExMDiUQCLpe74n3lUhRsP/0plFlZwA6vUbfbDbvdvqMvWYOlBy3DEoh5PpRlXL/cySIEfC4LEWFsKCI4iJZxkajkIzVGAG1CGPKTw1GiEUKwNICaglTYloYwaWyFfATwXO6GIikJvC9/Gf7ubrh+9CPw//mfUfbnt8F/RzyMHAduFufi8/IyRCtUSEhIQEJCAqampsDlcjEyMoKJiYll/8FrMzVhvHBEHLsd3H//d8T16fH3rY2wV8sh4PERxZWCRT4JhmdmZsBmszdV1uWyCXLUEWBNjKLDJcXlIRvio/4Pe2ceHlddtv/PmX2STJLJOtnT7EubpUmztWlLKQXZXkBAxZfXBQVFfm4svr4ii4CKiKIICiK4gMqiiFZAKNAlSbNvzb40+9Zsk8wkM5nt/P6YJm3WZm8R7+vK1atnZs75zpxzvuf5Ps/93LcaD5f5AZvVaqW6upqUlJQNzZi3trYik8k2nVc1PDxMfX39PKsatVqNt7c3ZWVleHl5bari+rQg8vj4ODt27Lig3DgEQcDb25uKigqCg4NnLch0Oh2jo6Mu9fX1invuueeD8zjMDw3+o2O1DPj6+v7ozjvv1M0thUxNTVFXV7embjWtVsvOnTvp6OigtrZ2XTWI1huurq5kZGRQVVW1pLpxY2MjBoOB9PT0DfH7Cw0NRa1W09Q0z3JqQ7B161bq6+s3xPJHEASioqJobW1d1/1Oi4XabDZ6enooKyvjyJEj9Pb24u/vz+7du8nMzCQiIgKNRrP49dvbi7BvH/GPPYaYlAQHD65pXOuhvt4/3I7FrsVjnapKTv80N1KiP43VOkl939toW1pQ3nILAxMTpFmtfH9wkKPGOv5iL0MQBG7x3c9uTeKsIEgikWA2m0lNTWX37t2kp6cjl8upqanh8OHD1NbWMjIygiiKCAkJKJ5+mkuA/3qvkt9+6iFebT/MkwNvUj3ZjuN0JaG9vZ2wsLBlfxdBENhz2TZusJUhmkw8f2iIvHrDzP6m0dLSQnh4+IY+3PV6PX19fRuaEVsIY2NjnDhxYlH6gbu7Ozt27KC8vJyxsc2xoLPb7ZSUlCAIAmlpaRck/cPV1ZUtW7ZQUzNfqeCBBx5w9fHxuV0QhMTzMLQPHf4TWJ0DgiCkBwUFffrOO++claIRRZGqqiri4+PXnM5VKBQzruXHjx/HZDKtaX8bCRcXFzIzM6murl5QPbyxsRGj0cj27ds3NJuUkJDAyMjIhvjuzYVKpSIiIoKGhoYN2X9gYCBDQ0Prpkput9sxm8309/dz7NgxxsfHiYyMZO/evSQnJ+Pn57e8if3YMUhLg6oq+r/9bWw6HVx1FXz967DK4Gg9AquuIefD0FO1dhHXaZFRiUSCRuFLaLOSmCf+gsuf/sSbLi7EjI2x965vEH57LofGq0lQh/Blv8sIUcwn3xsMBtzd3Weue5VKRVhYGFlZWezatQsvLy/a2to4fPgwdXV1jN1wA+LHP84PpVLCG7vJHg9BKZHx2uhxfnnqbapGWxERV5wpFSQS4q67hBsG3iLc3MM7leP88egIk1PO38tkMjEwMLCigG2lsNlsM9Iqm2WmDk6dvOlmm6Wy6m5ubpsWXJnNZgoKCvD39ychIeGC6kqci9DQUCwWC319fbO2OxwO7r33Xu+AgIB/CIJw4esFnWf8pxS4BE6XAA+/+eabQXNLF52dnVitVqLWyV1+OhWrVqspLy+faVu/ECGXy9HpdFRUVMxYtMDmBVXg/L38/f2pqKjA29t7w7kKHh4etLS0oNFo1p3oOy2EOTg4uOpuOVEUGRoaorGxkaamJqRSKWq1mvDwcCIiIlCpVMs/J6IIP/+5U1bA3x8OHcKwdy99l16Kj0LhfO2f/4SLLoIVdjNJJBLa2tpW/VC32afIr6thfCqSeJ9xwkPW5qNmNpsZHh4mODiYiSeeIOjbP8Glc5ivCvBjb29+/MpzcG04Y5i4ynMH+92TkC/AhQJno4ZGo1mQgyiRSNBoNAQGBhIaGordbqe9vZ22qCgCP/iAmzUaEh/4AWnaBORjdrolesotbSg8XdiqCVvx/SRRKFDp/NAdeQ13nTeVBjeq200Ee8vpOllPeHj4hkq+VFdXExAQsG5CtcvB1NQURUVFy5azUSgU+Pr6bmhZ0GAwUFJSQnx8/JobNjYDgiDg4+NDRUUFAQEBSKVSenp6qKqqIjs7G4vFoqivr1f+pyS4NP4tMlaCIEgFQagQBOHgnO1PCoKwfLvzOfD19X3srrvuCoiJmU2QnZiYoK2tja1bt65210sdk+zsbJqammY6NS5EqFSqGcPpgYGBTQ2qpqFQKNi+fTtlZWUbbh4tCAJJSUmcOHFiQ8q1ISEh9PX1rbjcODk5SUNDA4cPH6a3t5fw8HD27t1LYmIiERER81ae58TEhNM4+OtfhyuugJISSEzErIH3XDqY/Olj8MYb0NEB27fD73+/ot1LpdI1/X6jhg4mrX4oZXZcFWu/zoxGI24uLtj+939xvftuBFdXWv/0K+oOxPKdNx+idZsdd6maL/leSppr5KLXtm3SzkixCW/3cwfGUqmUwMBAduzYQdbHPsbIk08i7ezk1I038pPHH+fa1P2kt3oRMuJCPX0cM66uGUsVGYn77t3EnPgXN4eNIpHAb94bovGU5JyuB2tBb28vVquV0IWMqjcI0/5/iYmJKxIf3sjM1eDgIGVlZWzfvn1TA8y1QqlUkpCQQHl5OcXFxQwODrJr1y78/Py4//77XX18fL4sCML6P/z+jfBvEVgBXwPqz94gCEI6sPw7bA4EQdgRFBT06W9+85vzSoCVlZUkJSVtWFeaSqUiOzsbm81GUVHRhgcNq4VSqSQrK4uqqioGBwc3Naiahru7O7GxsTOGzhsJjUaDv7//uvOhwJnRCA0NpaOj45zvdTgc9PT0UFBQQEVFBa6uruTm5pKcnIyXl9fMOfDw8MBgMCzf97ClBbKz4U9/ciqL//Wv4OGBxWHjDWMpA66T5Bnr4eqroaoK0tPhM5+Bm28Gw8qcL1Z7rkbGWzFZ/fBzl1JRUc4HH3xAXV0dw8PDqwrYJru6iPja15A9+igFHh6IlZV4X/MJrnjmu/T5qElVBPJF3wP4yhcXzzQPWWl+dhBlgxf9r0/isC3/u8lkMvw//nGE734Xv7ff5sCpUyiVSi7Zv5+po10kqcM4NF5N9WT7ir8bgGbvXhRhYagO/Y0vpEvxVppoHPVh2LAxzV0mk4nGxkaSk5M3bS6Y9v+LiopaVVPERgRXnZ2dNDQ0kJWV9aEQg54Lm82GXq/H1dWV1NTUGS6eXC7n5Zdf9vbz83vtPyXBxfGhD6wEQQgGrgCeO2ubFHgMuGeV+1T5+fm9/Morr8yTVujo6MDDw2PdXcfnQiKRkJiYSHh4OPn5+UuSxc8nurq68PT0RBRFent7z8sYAgIC8PLyoq5u42VWoqKi6OnpYWJiYYXvtSAsLIyurq5FA6GpqSkaGxs5cuQIer2epKQkdu7cSUhIyIJBviAI+Pn5MTAwcO6DHzzoDJR6euCtt+D//g9Oc2PeHa9ixG7Ew6KgyNjEhH0KgoPhvffgwQfhj390Zq/Kypb1PWUyGTbb6h7sQ2NtmGx+ND17L3+79Vae3rePHyUm8l0fH74tl/PnhAS45x644w5Kt22jKi6O1oQE+hMSGIuLYyo2FiIiQKcDjYbQHTuQHznCV4CvBgdzdKqbXw6+jUWmIHawFa/uImQsHiAY26Zo+fUgNpMd4k1MtFvo+usoomOFgeO998KuXST98pdU/uUvBAcH8/WvfZ2qn71NAB68PlpE+9TKHToEqRSv669HkMkYf/VPbPcbRS4T+HuJft0XIqIozghebpZelSiKlJWVERgYOMtGbKU4O7gyGldd5EAURerr6+nv7yc7O3tTuw7XA1NTU5SWltLf38+ePXsYHBycZ42TlJTErbfeGuzj4/PA+RnlhY8PfWAFPIEzgDp7uXoH8HdRFFdYB3HCz8/vsbvvvls311PKZDLR3t4+T0RtI6HT6cjIyKC2tpbW1tYLqjTY0dHB4OAg6enpZGVl0d7eTldX13kZS0xMDBMTE3R3d2/ocaRSKdu2baO6unrdz4VMJiMwMJDOzs5Z2/V6PWVlZRQWFqJSqcjNzSUxMXFZpOagoCB6enoWf4PDAfff7ySlR0RAaanTKPg0Tk71UzTRRJZrDHvs0VhFOwXG08lhqRTuuw8OHwaz2Znt+slPnPtcAqslsIuig95hPQ6HlK0H/8Q/gVdx+mU8DTzqcPDJ+nrEn/0M8Q9/IKihAVVjI/r6eprr6zne2Ej15CTk5MB//RfPSyQ8LpORIYpIPnEjd737JIelTQTJvfmK/+XsDryUUUM7bb1HFxzPSPkErb8bQuYmRdg3jm6fhoBL3NHXmOj91wozHzIZvPQSyGR43XEHz/ziF+zevZtHHnoYv/IplBaBFwcP0ze5crs1qYcHntdcA0NDxJvHOZDiQfspCxVtkyve11Jobm7Gy8tr01TEpxuIPDw81sUdwc3NjbS0NEpLS1fVQGS32ykvL8dut6+rdt9moa+vj4KCAoKCgma0FRMSEjhx4sS89953332uvr6+X/pPSXBhfLjO/BwIgnAlcEoUxTJBEPae3hYI3ADsXeU+01JTUz+1UAmwqqqKxMTETb9hXF1dycnJoaamhtLSUlJSUs67Bkpvby/d3d1kZWUhkUiQSCRkZmZSXFyMw+HY0I6jhSAIAqmpqRQUFODm5rYinsVKMd1k0NPTs+62RBEREeTl5REaGsrw8DAtLS1IpVKioqJmlfmWC3d3dyYmJrDZbPOv25ERJ5/qrbfgs5+Fp5+Gs4j5ZoeVv40W4y3VsN89mTHrKCGGboommslxi8dVerphIDfXWRq85Ra48044dAh++1tYhFcyHVittNvNMDmAwezBSH8bD1mmqLz9Kq7dtx+FXYrcDgqLA8WEBYV+ArnZhgC4iiKOqSkmJyaYnJhArtUyEBUFajXH2toY6e/n9qsvxnjHRTTa+7nYPYlct3gkggSNbzpdA0XUtb+BzjsJF5UzSy06RPrfG+fUMSNukUrCb/Qir7iBOO9opLukWA12ho5PIHeX4rdzBbpfoaHw618jveEGdrz/Pm+++SbvvPMOV191NYNmPb8eepcXBt7jwEQ0iZFxK2qiGHRxwaHTISkrIzU3l8o2Bf+qGCM2ULWkiOhyMTIywsDAwIKK8xuFhoYGJBIJczmwa4G7uztJSUkUFRWRnZ297KYYi8VCSUkJgYGBG2aBtVGwWCycOHECURTJycmZ9Z39/f3p7u6mt7d3VkZwuiS4f//+1wRBSBRFce0tuv9G+FArrwuC8APgZpx+RCrAHZg6/TedvwwFToqieM72PUEQJH5+frUffPBBXEJCwqzXuru7GRoaIiUlZT2/worR3d1NS0sL27dvP2+1+1OnTtHQ0EB2dva8AG9ar8Xf3/+8TDATExMUFxdveBp+2rx0vW06RFGkuLgYg8GAt7c3UVFRaxaOra+vx93dfXZXUlUVXHstdHc7u/xuuw3mBG1vjBZTPnmSW3z2E6r0wWq1cqjsGIUhA+xyi+cSjzn3gijCL38J3/wmaLXw4otw8cXzxtPY2DjTIbcStPflcbC0n7f/1sQ/n/8Otx99HO+IgAXfK0OKG3JcHDJcbQJqC7iY7agmbaiNU6jGTChHJ2jWyajY7oW71IXrtdmEKmdzdCZMQ7xf9hC+2ngyE25DtIp0/nWUsToz3ukuBF3hyZR1apaNjegQ6Xh1lLFaE6HXa9EmLd8+xWazMbp3Lz41NQjt7XB6gXD48GGee+m3RN57KX4yDQknNXi4aoiKijrnPGC32zl69Cg7goIYe/FFPK+6iomYFH759im2hqr5ePbaaA1Wq5X8/Hx27NixaZ3Mra2tjI6OkpaWtiFcrqXmuLkwGo2UlpYSFxe3oU0BG4H+/n7q6+uJiYlZtGtxamqKgoKCBee6O++80/D888/fNzo6+sRmjPfDgg91KVAUxW+LohgsimI48EngfVEUtaIo6kRRDD+9fXI5QRWAu7v7l2688cbAuUHV1NQUzc3NJCaef2204OBg0tLSqKiomFcy2gyMjIxQV1c3o7s1F1KplB07dnDq1KkNIXmfC66uriQmJlJWVrahYqsKhYKYmBhqa2vXZX+iKNLV1cWRI0dQqVRIpVJSUlLWRY1/XjnwxRedZTuLBY4ehS99aV5Q1WTupWyylZ1ucYQqnZ1ucrkctVlCoiqUoolmJ9fqbAgC3H47FBc7A6tLLnFyteZ0Oq62FDgyfpIpWyBdtUdxD/TmgH8q9wd+grt0/8WXfS/lZu89XOuZyQH3FDLcoglT61Cr3Rh3kXLS3UqRj4nDoRbeShB4PduFP1/uS9l2LfHqYL7sd9m8oArAVe1DXNiV9A9X091ZTcsLQ4zVmwm8zIOgqzwRpE6ZjLNJ04JEIPQ6La7hCrpeH8XQap6338XQ29vLxN13I4yNwU9/OrO9qKiIl577HUdvf54e0xADCRKCg4Opra2luLiY8fHxRffZ2tpKSEgIrtHRyIOCMOTl4esmYWe8hqp2E639yx/fQjhx4gSRkZGbFlR1dXVx6tSpDW2W8fPzIyoqiuLi4iWbP4aHhykpKSE1NfVDFVRZrdaZZ0hOTs6SUhBKpXLRue573/uexs3N7f8EQdhcv6ILHdMCeR/2P5ylv4MLbDcu8/NegYGBA+Pj4+JclJSUiL29vfO2n09YrVaxtLRULC8vF20226Ycc3x8XPzggw/EycnJc77XbreLxcXFYmNj4yaMbD5aWlrEysrKDT2Gw+EQjx8/Lg4ODq5pH93d3eIHH3wg1tTUiGazWRRFUayqqlrXa+6DDz4QLUajKN5xhyiCKO7ZI4r9/Qu+d8JuFn/U+7r4ZP8/Ratj9rVVVlomNg92ifd1/1F8R1+x+AGNRlH8whecx8rKEsW2tpmXent7xfr6+hV/h38V3S8+9HKruPvyG8Wc268Sq1vqVvR5u8MhGm0msd8yKraY+sTDPRXioaZC0eFwnONzNvHIe0+LZY/Ui1Xf6xb19bOv/9LSUnF0dHTe52yTdrHhF/1i9cM94mTv1LLGePToUef9dd11oujuLoojIzOvPf3006IgCGJS1nbxrppnxbf15aIoiuLw8LCYn58vlpSUiHPnL7PZLL7//vszc8Rkba3Y/d3vihPV1aLF6hB/+vc+8ad/7xMt1qV/g8XQ1dUllpaWruqzq0F/f7949OhR0Wq1bsrx2tvbxcLCha+R7u5u8ciRI8uaDy8kDAwMiO+//77Y1dV1zmt/Gg6HQywsLBQHBgbmvfbKK69Y/f39XxMvgDjgQvn7UGeszoYoiodFUbxyge3LInL4+/v/4rHHHvOamyGYVvYOCFi45HC+IJPJ2L59O1qtlvz8/DV1siwHZrN5RpNlOdwOiURCWloaBoOBhoaG6eB10xAREYHdbqetrW3DjjGtbVVTU7N8SYPTEEWRvr4+jh49ysjICFlZWSQmJs7wG6KiomhpaVm33y3UZMKxdy/84hfOUt2hQ07xzwXwpr6MCYeZ67RZyIQz/BvLqA35MV/Mr4lsVYctnLWahqsr/PrX8Oc/Q10dpKTAq68Cq8tYTVkMjE1MYrEruezuW/n0127GTbKyUq9EEHCVqvCXexKp0hE06UaM6tx+k8ZmK575VzknzQNleMSduf5FUWR8fBwPj/lyDFK1hIibfZCqJJz8wzBTo0t3Qur1epRKpfP+uv9+GB93NgOcxpe//GVefvllGsprePWGRznUVUqx0UkYz8nJITw8nOrqasrKyma6VhsbG4mOjp5R2lfFxSHz8cF47BgyKVy1w5MRo50jdSuTywCnhlpLSwtJSUkr/uxqMDIyQn19PRkZGZvGcw0LC8PT03OGgwTOc97U1ERXVxfZ2dnrLhi8UbBarVRWVtLW1kZ2djbBwcHLzvhNz3W1tbXzOnqvv/56WURExEWCIGRuxLg/jPi3CazWAkEQ0kJDQw986lOfmnW32mw26uvrN0QIdD0gCALh4eEkJSVRWlq6YXIHNpuNkpISEhMTV8TrkkgkbN++HZPJRH19/aYGYJT80gAAIABJREFUV4IgkJycPMON2yi4uLgQEhKyIt/CkZER8vPzGRgYICMjg23bts3jg00r2q9p7GNj8OyzkJNDxOWXI6utdQY6jz/u7EJbAHWmLqpNHezRJBKoOMO9MXZM0fTMII5RCfZeCTljcVhF25kOwcXwiU9AZSXExcGNN8Ktt6K021ccWI2Mn2TS6od5cpxJHzPhEv81W6UYjcZzEugHC420vTSMykeB/Kpm2qbeZnjsTIl7fHx8Sa9FubuUiJu9Ee0ibb8fxjaxeADe0dFxxqw4KQluuAGeeAKGz3QC3nDDDbz11lsc2LWPJP9o/jlWRqPZWeb18fEhJyeHkJAQysrKqKioYHR0dFaZR5BIcNu1C2t/P1MtLUTqVCSHq8mrM3BqbPnitA6HY0ZaYTMaacbHx6mqqiIjI2PDXRbmIiYmBrvdTmtrKw6Hg8rKSkwmExkZGee9iWi5GBwcJC8vDy8vLzIyMlbFP512cpg71wmCwAsvvODl7+//+9NSRx95fOQDK0EQJP7+/n/47W9/6z13cmxubiYsLOyC1yLx9PQkJyeHrq6udVcGF0WnTkxYWNiqxPcEQSAlJQWr1UpNTc2mBldSqZT09HROnDjB5OT6tpafjS1btjA4OLgkzwWcxPrS0lKamppISkoiJSVlydVudHQ0zc3NKxuM3Q7vvAM33eTUarrtNmeA9aMfUfzii1ivu27x8dnN/ENfQoBcy27NGT7hSPkEJ387hEwtIeqLPjhkdqwlnDtrNY0tW5y+g//7v/Dcc7js3Yt0hZpjI+MnMVsD+MvPvsRLt/0vofiu2ch2qcBKtIt0H9TT++YY7rEqIm/xISHxAGqlF5XNf8ThcK7aBwcHz6mqrfKTE36TN5YxG20vDeOwzL8/rVYro6Ojs++x++93KuE//vis9+7bt49nn32WT3jvQtE3xU/f/z29FqfO3bR2WW5uLmNjY1gsFlpbW2dlVF2SkpC4u2PIywPgslQPVHIJfy/WzzNrXgxNTU34+vpuuJ4fODNjZWVlpKen4+Ky/EaA9cL0Im1gYIAjR46g0WhISkraVA/E1cJms1FdXU1LSwtZWVmEhoauiZcWHh7O0NAQhjmCwLGxsdx0000Bnp6ed6x1zP8OuPCvjA2GVqv90jXXXBMyl7BuNBoZHBw8s4K8wKFQKMjIyECtVlNQULBuRs41NTV4eHisyZ5iOo0MbIj+01JQq9UkJydTWlq6alHKc0EikZCUlLTod7NardTW1s4EqMtVY9ZoNMhksuWJwzY2OoniYWFOHaq334bPf95pSVNTA3ffjVdi4qKm1aIo8g99CWaHleu0WUgFCaJDpPftMbr+psc1TEnUrb64BiuxBo0zVmtilyN+eVkrALkcfvADeOcdhJERUm67zal/tUwMj59kciqAzsZiImPCkdsla36w2Wy2BTMOdrODtpeGGS6ewHenG+Gf9EKqkCCTqkiO/iSGyT6au94FnN1jy1lwuIUpCb3ei8keKx2vjCLaZ18nPT09BAUFzX7oJSY6s3xPPgkLZC4VEhmH732JF274Hvf/5efobWdEa0dGRlCr1ezbtw+Hw8GxY8fo6+tDFEUEmQy37GwsbW1YurpwVUm5NNWdziEL5a3nXoAMDw8zPDy8rjIHi2Fqaori4mKSk5PXpZFjtTCbzVitVux2+6pkT84HhoeHycvLw8PDg6ysrHUpWQqCwLZt22aVRqfx0EMPTRPZV2d4+m+Ej3RgJQiCl4uLy4PXXnutW21t7YxPmyiKnDhxgq1bt34oViXTEASBqKgo4uPjKSws5NSplSs1n43W1lasViuxsbHrMratW7cik8morKzc1ODKy8uLsLCwDT2up6cnnp6esyxpRFGkp6eHvLy8GduZlWb9YmJiFs9a6fUzpT7i4uDRRyE5GV55BXp74amnnGrqpx8CS4mFnjB1UGfuZp/7NvzlnjPBxWCBEe9MVyJu9kamlmA2m3n49Tv5R9WriGWS5WetprF/P1RV0f+xj0FGxrI+YndY0Rs6qD/Rjc1i5vL9l+FwONaUsbJarQvydCx6Gy3PDWI4OUXw1Z4EXuqBIDnzENV5bSXIN43GzrcYM/RisViW/cDyTFATdIUH401mug/qZ3F2Ojo6Fl683HefM2v14x8vuM/fv/A7oqOieP5/Hubrzz2I2WFBFJ3q3wkJCUilUmJiYsjKyqKvr4+ioiKMRiOu6ekIavVM1ipliwvhfgreqRzDYFq8XGm1Wjlx4gSpqakbHlzYbDaKi4tJSEjYlMzYYhgdHaWoqIjk5GR27txJVVXVhjgvrBfsdjs1NTU0NjaSkZFBWNjKTbyXglarxcXFZR71xNXVlccff9xLp9P9ct0O9iHFhydq2AD4+/s/+eijj3oeOHAANzc38vLy6Orqoq+vD6VSeV5v5rXA29ubnJwcWlpaVk0cHxgYoL+/n5SUlHW7KQVBICEhAbVaTXl5+YbKIcxFWFgYSqWSlpaWDTtGXFwcbW1tmM1mDAYDx48fZ3BwkJ07dxIeHr6q39HT0xOHw3GmzHh2qS8g4Eyp77HHnJpU//ynk5uzQPnazc0Ni8Uyz3ty3D7JP/VlBMu92ekWx9SIjeZfD2JonSLoKk+Cr3DKCkxMTHDgsr289a9DxKV6M1xqZLcyYflZq2n4+dH6zW9iXyZXZszYhdUuUF9ZiiCVctMVn8DhcKxp0TMxMTFPHmCiy0Lzs4NYxu1E3OyNd/rC8gHbIq9HKpVT1vCHFauM+2S44bfbjZGySQYOO8spo6OjuLq6LswdSkiAT37S2XQwODjv5YCAAPKP5pGWtYPfffkxbvnhN+nu7UGj0czK8KhUKrZv3050dDRlZWU0njyJS3o65oYGrIODCILA1Ts8sdpF3i5fWDVeFJ0iydHR0RteknM4HJSUlLBly5bzamDc29tLdXU1mZmZaLVa1Go1qamplJaWrtgwfTMwMjLCsWPHcHV1JTs7e8POU3x8PE1NTfOqADfccIMsPDx830edyP6RDawEQUgLCQm59KabbpIJgkBYWBg7d+5keHiY8vLydVfU3mwolUqys7MRRZHjx4+viCxsNBqpr68nPT193TN2giAQFxeHRqPZcK2puUhMTGRwcHB53nmrgEwmIy4ujvz8fCoqKoiPjyclJWXNAqLR0dF0Hjo0v9R3yy1nSn133eUMtM4BnU5HX98ZpydRFHljtAQbdq7TZjHZ7jQUthntRPyPDz47nMGFwWDg0kv3k3+smK//31W4bu/AYrIhrZGtPGvFyjoDh8dPYrL50laTT3hCHP6ePtjt9jVdm3P5VfoaE60vDCKRC0R/0RdN5OK8SpXCg8Qt1zFu6mDMno/euDIbJ93F7mhTXRj4wMBw6QTt7e1LUw7uuw9MJmfwvAA8PDw4+u4HXHTVAd7/8z/569Bxohcp03l7e5Obm4tCoeCEKIJUijE/HwAfdzm7EzWc6DTR3Dtf26qrqwupVLqk5tF6QBSdnoN+fn7nbR4WRZGWlhba29vJycmZFaB4enoSFRVFeXn5pnc7Lwa73U5tbS319fXs2LGDLVu2bGhGUalUsmXLFhobG2dtnyay+/n5faSJ7B/JwGoxwrpCoUCpVBIREUFzczNVVVXzVvcfJgiCQHx8PJGRkRQUFDA8fG6fMavVSllZGampqRvafRMTE4NWq6WkpGTFUgWrxbQERH19/Tzy5XpgZGSExsZGpFIp0dHRaLXate1QFOHdd/G++Wa2fvzjiI8+eka2oK/PmcU4q9S3HAQFBc1K4VdMnqR5qpdL3JMRqqRO7zsXCdG3+qGJcJ5/vV7PJZdczPHCIu5+8Coe/PYLlDd18LEnd1BxsJY9bivPWqlUqmUHViPjJzESRc5Vt3Pb124HWHPGajqwEkWRgaMGOl4ZQR2oIPpWX1S+5+70CtNloxSjGTHWc7j8Bxyp+BEd/cex2c89XwiCQMjVnmiilXT/Q4+p1b505isuDj71KWdpd5Hyvkql4t3X3+SHf/gFwz423pgsxSouzCmUSCRERkaSnpuLMSiIiYoKTKc5XLnxGnzcZfyjVI/FdmbRYzQaOXnyJNu2bTvn91sLpmkYrq6uREZGbuixFoPD4aC6uhqDwUBWVtaCPLygoCDc3NzmBRbnA6Ojo+Tl5aFSqcjJydk0odawsDBGRkbmzaVxcXHrRmQXBOFrgiDUCIJQKwjC19e6v83CRzKwcnFx+fTVV18dNFdJfZqwHh8fT05ODj4+PuTn59PW1nbBrExWA39/f7Kysqivr19SG2l6pRgVFbWgLs96IyoqCl9f300NrpRKJampqZSVla1bKn+686ahoYEdO3aQlZVFQ0PD6snyZjP85jfOlvsDBxAqKjDefTe1b78NBw/C9dfDKoNeV1dXrFYrFosFvW2Ct8bKCZf5EXzUn+6/69FEKIn+oi9K7zP8o5GRYbp6TnLPgx/jnq8+gYtKS3zkRehNozx98KcoTypXnLVSKBTLCqxEUWRk7CRj1iDisvbztc9+AQD71No4VkajEVe1K12v6+k/NI5nkprIz/ggc13ePqemLLjLMrgs6wdsi7wBm91MRdMf+FfRt6lufRXD5NL+74JUIOxGLyReDtxOBND3zjgO2xJzzH33Oa+LH/1o0bc4HA5CR1zItm3hkVu+xSPHnl/yfKjVaiKuvRYBaHn9dXp7e5FJnSVB/YSdwzWGmf1WVFSQnJy84fpRTU1NiKK4qUb3Z8NqtVJcXIxarSYlJWXJ4D0hIQG9Xr9hMjfngt1up76+ntraWtLS0oiMjNxUUv00b3YxIrtarf4/QRBW7bt22uD5i0AGkAxcKQhC9JoGvUmQPvDAA+d7DJsKQRAUXl5ef3/ttdd850b2FRUVxMXF4eLigiAIuLu7ExISwsDAAA0NDbi5uZ2Xdt/1gFwuJzg4mN7eXtrb2/H395/3YGpoaEChUGzqSlGr1WKz2WhoaCAgIGBTmgVUKhUKhYKGhob5nVgrxNDQEKWlpeh0OrZu3YpCoUAmkyGRSOjp6cF/ERHOBTEw4CQp33STU29Kp4Mf/hB+8xvkl11GQ3c3/v7+a9bOsVqtGCeMvO2oYXLSwoH30jGcmMIny5XQa7VIFM5zoNfrUSgUdI0cYsdFaq657GvovJ0Zi74xBcOjbRw8/AZ7dJeSvW8rhRONCECk6tzWHgaDAYfDcU6z7EnzMI1db3PkuALBOsZV2VtxWEWGnhPRF1gYqzczXm/C0GpmotOCqd/K1Igdm9GOwyKCCBKZMIuADtBS14pw3BND4xT+F2kIutwDiXT510Fvby8qlQo/Xx1e7lvYErAbX89YbDYTnQNFnOw9zKC+CalEjqvaF8kCVRFBCvUTlQR4BzFSPMl4gwnXUCVytwWCO29vOHkSfvc7Zwl4AZmIhoYG/P39CVJ489i936f4raPIr9hCgkcYasnC5WipWo1tZARFezv9Xl509/cTHa7DOAUlLRPEBanpam/Cw8Njw0uAbW1tjI6ObgoxfiGYTCaKiooICwtbVilNEAT8/f2prKzEy8trU/W19Ho9JSUleHp6kpycvOnaXtNQq9UMDQ0hCMKs0vrp6o+spKREfc8997yzmn0/+OCDewCVKIp/eeCBBxwPPvhgGBD9wAMP5K/T8DcMH2oT5tXA09Pzm3fcccf3Hn744VlR1fDwMK2trWQs0qlkNBqpqalBLpeTmJh4wWtbLYXe3l6amppISUmZebD19vbS2dlJZmbmeZnUOjs76erq2lTRvWnR0rlSG8uB3W6noaGBsbExUlNT53WGiaJIQUEBCQkJ5y4Jnjjh9IV76SWnf9+VV8I3vgEXXTSrzNfT08Po6OiaBWsnJyd5o+UYnbJJLn0nHUEvIfhKz1lk7d7eXi6++GJ27k7iyk97ExW8n60R12Gzi7xTOUZh0wTm8QGe/GoO+2Iu57V3/sxBZSmN5h6+4X81rtKlJ/re3l4MBsM5O047B4r4oOMN7rruVQKCAqguOsp4o4m2l0aQugi4BCuwTTiwGR3YJuwsWP0SQOYiQeYqQeYqReYmYbhlDJlFQci1KzNJnkZZWRmRkZELBoZTFgOdA8dp68tj0jyEQu5GmC6HcN0uXNVnOtGHhobo7Oxk+/btjDea6XpjFLvJge5id3xz3OYFg7S0OMuCX/3qLEV2cJ7TkpISdu/ejSAIHDlyhIsvvpj4y3bw6Wfv4mafvQQpFi43WgcGOPXUU2j27cMYE0NjYyORMQn8qciBm1IkxbOdnJzsDZ0Xenp66OjoIDMzc836ZKvB2NjYjODpShsSDAYDZWVl5OTkrKsh+0JwOBw0NTUxODi4bl6ia8V0QLp79+5ZC2Or1UpUVNRQZ2fnVlEUV0xsFQQhHngDyAZMwHtAqSiK/2+9xr5R+EhlrARBcNNqtS+/8sor2rNvgGkRzKSkpEVvDIVCQXBwMBKJhMrKSqxWK1qt9kOhZzIXGo0GHx8fKioqAKeQZk1NzXmb1MBJwJ0eR0BAwKaMw8fHh7a2tpns5HIxPj5OSUkJWq12UeVpQRDQarVUVVUREhIy/zpxOOCtt5ymxXff7dSh+vznnQbJ/+//OUU153xGo9FQX19PYGDgmn6fDvsQJ7r72PNmMgqHnIhPe+OZeCYw7OzsZO/evfT29XL1TVtIjMtge+zNjBjt/OHwMA09ZuKDFOgtajykAxx8/xX2hV1K5s7lZ60sFgt6vf6cGb22vmMU9tt46+mX+cR/f5GP7d/NYOEEk31TRH/dB790d7zTXfHNccNvtwbfHDe8Ul3w2KrGPUaF2xYFLoEKFJ4yJDIBu1nEPGTF7rATfbM/7jEr1/YRRZGGhgbi4uIWvP9lUiXeHpFEBO7Byz0Ci9VAR/9xTvYeZmS8DZlUiaval/r6BrZs2YJarUbpI8MrxYWpIRtDRRMY26dw26JEqjorg+vlBW1t8NvfOrNWZz1Uq6uriYiImMkahIeHo1Kp+OPTv8XNQ8NAnASdzBMf+fzrXOrmhqWnB3NdHbqLLyYwOJjmpgZcFNA8pGRrdBCB3htn23Lq1Cmam5vJzMzcNKuaszEwMMCJEyfYsWPHOTOoC0GpVKJUKmlsbFxzBnwpjI+PU1xcjEajISUl5YJZ3MvlckwmExMTE7MWkVKpFJ1Op8zLy9Pdddddf1vpfh944IGhBx98cBJ4ErgRqAEsDzzwwL/WbfAbhI8Ux8rHx+c73/rWtzzmqi339PTg4eFxTnsLcHZV5ebmIooiR48eXbNW1PmCm5sbu3btYmRkhLy8PLZt23be7RmCgoKIiIigsLBwU5oGBEFg+/bttLS0MDa2cIv52RBFkZMnT87wTaKiopacRDUaDX5+fpw8efLMxslJeOYZp/jjFVc4ffS+/33o6oKnn4YlMjiCILBly5bZ+1sh6kxdvF9ay863tiJTCUTf6ovbljPZpZMnT7J7926Ghgb53k+uISMzmfT4z1PTaeZXb59CP2HjU7lefGq3L1rFBNsuu5sn7nwEr+EQPM1uy+ZaLbcrcFDfQlWhc7F75WUHnN58jWZs3iZkytnBpSAISFUSlD5y3MKUeCaq8clwQ7fPneCrPAn/lDfRX/TF72Y5sssNuIaurnwy7Q147lKRBH+vBDITb+PSzIeJC7uc8Yleiuqe4V+F9zI8UYqHx5ngSOYqJeyTXoRc64mpz0rjU6cYqZyczV+5916wWp0l4tPQ6/VMTU3NkyW4++67ueaaayj99dt4WJT8ceQYJRMLy41ocnNxTE4yWVGBSqUiIyMDN3s/SomFirb5HYLrhdHRUerq6sjMzDwv809bWxstLS3k5OQsa/5fDAEBAbi6utLa2nruN68Q01mqyspKUlJSiImJueD0FaOiomhvb5/HW/3EJz4h1Wq1lwuCELGa/Yqi+BtRFLeLorgbGAFWaEVxfnBhnZ0NhCAIvi4uLrfcfvvts8J8u91Oc3PzikQwp0X3MjMz6ezspLi4+IIWjFsMUqkUqVSKr68vNTU1G9Ipt1IEBgYSHR1NYWHhiv3kVgO5XE5aWhoVFRVLHs9qtVJaWorRaGTXrl3LJvdHR0fT3d3NZEsLfOc7EBICX/qS06T4xRedGYhvf9vJoVkGQkJC6OvrWxXxvnKyjeOFzWS8G4dKJ8OY1o3S60yGwGKxcODAAQwGAz986r+JTfQnLe423i6f4tWCUfw85Xz5Mj/ig53ZixhvE6JcS9yVB8AhofNoJ3s1icvqEFxOYGW1megVpjh5vA61m5Y9O9Mw9Vuxjtmx+k6sOmu3HI/ApbBctfWzoVZqiQu7ggOZD5GRcCsywQOTUM2RykcZNbTPvE8QBLxSXYm53Q+1Tk7XX0fpeHnkjMdgZCR85jPO4LynB1EUqaurIzExcV6gd7r1neKiYm4LvZwoZQD/0JdwaKxqHtlYGRaGIjQUY34+ot1OV1cX3t5e7IjW0Dls50Rjx7o38BgMBiorK8+L/58oitTU1DA8PExWVta6lPASEhLo6+tbnlPCMmEwGMjPz0cURXbt2rWizPpmQi6Xs2XLlnlixhKJhJ/97GfeOp3uydXsVxAEv9P/hgLXAX9a82A3AR+ZwMrf3/+HjzzyiHbuDdTW1kZwcPCqbmy1Wk16ejoRERGUlpaurRPsPKCnpweLxUJaWhopKSmUlZXR3d19voeFTqcjLi6OwsJCzOaNWy1Pw83NjYSEBEpLSxfU1dLr9eTn5xMYGEhSUtKKHuhSo5HMV15BFR+P+IMfwO7dcPSoU3/q05+GFU7oEomE0NBQ2tvbV/S5YmMzlcc6SP8gFtdwBTGf80eU2Wf9vgqFgp/97Al+/txX0IVAZPAXeemYQGnrJLnxbnz+Yh88Xc8EYtH+SrxdHNQbg/h5yb18+VtfwUvULCtrJZPJzhkcjoy3MeLmS1dlNbEpu1DKpYw3mEEAi5dx1SWXhcRBV4LBwcFV+WYCSAQpAd7JyM1ZpMd+AYt1giMVj1Fz8i+zpBqUWhmRn/Mh4BJ3xhvNND51ivHm0+fq3nudQrE//CEDAwOoVKpFA31PT08CAwORiRKm3mgmRRnOUWMdfx0txCbO7sR127ULu17PaGkp7e3tJCYmkhWnRQAq26eoqKhYt/nNZDJRVlZGWlrapjcETZvKS6VS0tLS1o12MC3nsh4yPdM6WuXl5Wzbto3Y2NgLLks1F6GhoQwODs6zUztw4IAQGhqaKQhC8ip2+xdBEOqAfwBfEUVxdD3GutG4sM/UOkEQhDAPD4+rb7rpplkFfIvFQldXFxERq8pSzsDHx4fc3Fzkcjl5eXn09vZe8PIMRqOR5ubmGWV1Dw8Pdu7cSV9fH9XV1Zsmf7AY/Pz8SExMpLCwcN18D891PH9/f2pqama2iaJIW1sb1dXVpKenr6wryuGA55+HmBjUv/oVo1deSf/Ro/D665CbuyLtqbkICwuju7t72efo6HgtzR8MkJofjVusksj/9kWqlBAYGEhvby8VFRX86U/OhWBEIrh4DaFy/RyvFrozYXZw815vLknxQHoWmdrc0oLrm/8k+eQRhg12ZDoN79a+xRu/+ctZWauGRce0nKBoYLSRMVcvbv/RW3zpzkcAGG8w4xKiQFTYVx1YrSVjZbPZsFqta/JdGxwcRKvVEuy/nYvT7yNct5OW7vd4v+xhBvVndJEEiYBfrobo2/yQuUho+8Mw3Qf12IPC4HOfQ3z2WdqOHSM+Pv6cx/zXv/7FF7/wRcp+epCL3ZOoMrXz4vARzI4zAYAqJgaZry/6w4dnpBXcXaTEBKnom9Tg5eWUnzmX2fi5YLFYKC4uZtu2bZuegTGbzRw/fhx/f3/i4+PXnQ/l4uJCfHz8msRDjUYj+fn5WK1WcnNzV8X7Oh+QSCTExcVRXz8/W/3UU09563S6Z1a6T1EUc0VRTBBFMVkUxffWZaCbgI9EYKXT6X7+xBNPeM2N+BsbG4mOjl6XFcu06F52djYDAwMcP378giitLQS73U55eTkpKSmzeA1yuZz09HRcXV0pKChgcvLchqwbCR8fH7Zt20ZRUdGmjCUyMhKr1UpHRwd2u52Kigr0ej07d+5c2YP4+HHIzHQSjKOioKQEzcsv03BaP2qtkMlkBAUF0dnZueT7RFHkHX0l/e8a2FqyBY8kFRGf9EYidz5MAgMDOXToEPv27eM73/kOrV3HqWs/xKD5FgqaAgj2dpb+ogPOVM/tBgMjr77K8O9/j1QqJdzQhsY+wbarvoanq5bHnngCb+k016ppyayVIAhLKu83Gjpw2FVIZFoSY8OxjNkw9VnxiF0baddkMq06MBoZGVlx19hctLe3ExYWBoBcpiYl5iZ2Jn0dAYH86p9R0fQSFtuZ612tkxN9mx++O90YLpmg+ZeDmD5/N4giic88g3oZhO/LL7+cW265he9///sYj7ZznTaL9qlT/GbwEGN257EEiYSxLVtQTkygOos7mhbpgtHsYFLqS2pqKuXl5avWbpr2/4uNjV3z77hSjI+PU1hYSFxc3MzvvxHQ6XRoNJoV22eJokhraytlZWUkJiYSHx9/wWep5sLPzw+z2Yxer5+1PT09nZSUlGhBEPacp6FtKj5cZ20VEARha1BQUM5ll10267tOTk4yOjq67tos0wKU8fHxVFZWUlNTc8F5StXX1xMUFLTgSkgQBCIjI0lMTKSoqIj+/v7zMMIz8Pb2Jjk5eVN4bIIgkJKSQltbG0ePHkWr1ZKSkrL8wLu3F/7nf5ymyL29Tg5VXh6kpaFQKIiJiaG2tnZdxrplyxba29sXDUwcosjB0VIm3rISWxWCV7oLYdd5IZzWajIYDDzyyCN89atfRavV8reDL1Ha/AHNw7fRM6rjom0aPnORD+4uzu8uOhxMlJQw8OSTmOrq0Fx0Ef5f+QqDCfEkDVYwOKXmM5/8AoVNBbz6mz8sK2u1FM/KIdrpVkk58shrlPzrBXSecmcZEHCPX335XXASAAAgAElEQVRgNf17rTZTcerUqTV515lMJqampubde76eMVyU9h2igvfT0V/A+6UP0TdUNfO6RC4QeKkHkZ/1wWETaXrLhfbrv4b7e+/Bddc5LW/OgSeffJKUlBRuvvlmPE8J/Lf3HvT2CX49+C4DVj2nTp1iWKtF4u6OIf+MVFB0gAqNWkJZ6wTu7u7s3LmTzs7OFfuQOhwOSktLCQ0NRac7t9bZemJwcJDy8nK2b9++6jLuShAfH09/f/+8AGMxTExMUFBQgNlsZteuXWt3bThPmPaDbWiYf9//9Kc/9QoICPi18GFspV8h/u0DK51O98unnnrKZ+65bGpqIiYmZsNaY7VaLbt27UKj0ZCXl0dnZ+cFUR4cHBzEYDCcs/zp5eVFTk4ObW1t1NXVbaqn31xMBzjFxcUbngUcGxvDbrdjs9nQ6XTLuz6mpuDRR50dfS+/7CSjNzY6OVRnfT4wMJCpqSmGTtuHrAVyuRx/f386OpsxW8ax2kw4HM7SoF108Neh43BQRkR9IL673Ai+ynNGF2lqaorExEQefvhhLrnkEn77u+co726n7tSnkUg8+Ow+Hy7a6o7k9PutAwMM/eY36P/xD+QBAfh95Su4X3QRglyONCKCrVFuqGwmEi/5H3zcfPnxj3+xrKzVUoHVoL6NEZUHJX9+k/6OWnRaOWMNZpTeMlQ+q+8em5ycXBO/anh4eE3m7J2dnYSGhi74mkyqYGvEdexJvQeF3I2iumcoqX8Os+VM6c1ti5LYr/ghCbEyHvV1jN96wmm8fcUVcI57Q61W89prr+FwOLjpppuIVOq4xXc/oijy3OC75J2sIDUtDbfsbCxtbVh6egCQSgS2R7jS0jeFfsKGXC4nMzMTu91OcXHxshaOoihSUVGBj4/Pot9/o9DR0UFDQwNZWVmbVnqUSCSkpKRQWVm5ZMl+mm5QUlJCfHw8iYmJ503yZr3g6emJIAgzJH5RFOnu7qa/v5/s7OxguVx+7Xke4oZj80VDNhGCIOzcv39/fGbmbKPtiYkJDAYDycmr4dKt6PiEhYURGBhIQ0MDnZ2dbN269bzVzC0WCzU1NWRlZS0rYFAqlWRlZdHU1MTx48dJS0s7b9opnp6epKWlUVpaSlpa2oZMkJ2dnbS3t5OdnY3JZKK0tJScnJzFJzpRdD7UvvENp3jj1Vc7hRsXUa4XBIGkpCSKi4vJzc1d8wTq4mmgsvn3VHWeCdhFQUqHTyKxBTkEdnhjjCtm2LuepgopddXdpKbFIZHKufkL+4hPiCA6PpaCJimj5t2E+4p8Ypc/rirnuBwWC4bDhzEWFCBRqdBedx3q5ORZ145Wq8Xi4UFyQQ9Fjki+d8fDBI7FcbK+hL0xidSYOigwNnCJx/x7banAqqKvlL62TkxGI/Hbc1EjMNE+hU/W6rv5YG3EdZPJhFwuX7XWkiiK9Pb2kpubu+T7tJow9qb+L83d79DY8RanRhvYFnk9IX5O8V4rFoYj2wlVbaW15Xqif+yByz1fgP37ndpoSwR+kZGR/PnPf57R4NPJtXzRdz/Pdr9NXcg4e2VWPNPSMBw5gjE/H68bbwRge4QLR2sNlJ+cZN82dwRBIDExke7ubgoKCmYoBIt975qaGlQqFVFRUav67VaDab0xg8FAdnb2pmtkaTQawsLCqK2tJSkpad7rk5OTVFZW4u7uvi7zwYWEuLg4amtrCQ8Pp7m5GW9vb7Kzs4mJiVHn5+f/RBCEN0RRPL9E3g3Ev3XGSqfT/fQnP/nJvEL+Rmer5kIul7Nt2zaSkpKora2lsrJyU6QE5qK6uprY2NgV8UsEQSA2NpaYmBiOHz++LtmW1cLd3Z309HTKysqWpTu1XExPwH19fTNO9t7e3oSEhFBZWblwprGxES6/HK66CmQyePtteOONRYOqabi4uBAcHDyvLXmlsNpM1He+jkLmRbjvx0iMuI6osCsZCNxD4pFcAju8cexoQJE6QlvTGF/7wrN85XO/oOh4FcbJAfZcFora14VDdYmMmiNICx/lsxcHzQRV5qYmTv3iFxjz8nBJScHvq1/F5XSjw9nw9PREPz7O7stTkDlsaLdsJcwvnFMFY3hJ1EtmrZYKrJolBjqOVAKQs3MvhhYzoh084tYW2K+FuL6WbkBwClH6+Pgs6wEvkUiJDf0YF6V9G42LjvLG33O85ikmzcM0NDQQExtD2A1eqPzktJoOMPXCq1BVBXv2OA26l8Bll13G9GKzu7ub0a5Bco3hSAUJfx7Jw6aQ4Zqejqm2FtvprIPWTUaETknFyUkcjjP3Q3Bw8MxiYXR04Yat5uZmbDbbqhwOVgu73U5ZWRkOh4MdO3acF+FRcAq1Tk5OztI7FEWRjo6OGa7Z1q1b/62CKlEUMZlM6PV6uru7ycjIYOvWrSiVSgIDA7n22mu1SqXyhvM9zo3Ev21gJQjC9piYmC1z3diNRiMTExNr4kmsFu7u7uTk5ODr60tBQQEnT57ctBJbd3c3EomzE2w18PX1JSsri8bGxhmj1PMBjUbDjh07qKioWHQiXwmmDWatVisZGRmzJuDw8HBkMtls0b/xcbjrLti6FQoKnBmq6mq49NJlHzMiIoJTp06tqaxZ1/53piwGUmP+G8OQJ0EBuRQJSmLfSsS3z4PQj2txTwjnxw+8wxdu+hEDvRP86le/4o7PP83F6d/F1+db1A58CoXcm8sTHST6qpAIAvbxcUZefpnhF19EkMnw+fzn0V5zDdJFWuI9PDwYGxtD4+1OSpCEBrdgRqV13PuTn/D8848vybVaLLCatJoYcnWh50gN/qHxxEYGMdZgRuYqwSVEgcPhOC8dgYODg2uaN84mrS8XGpcAcpO/SVLkjQyPtfJe6UMMGaqc7gRKCVs+7YVEIdA6mI3tL/9w6qLl5sIy5DieeeYZYmNjOXz4MBnxqXzcK5sBq55/6EtwzcwEiQRjQcHM+9OjXBmbtNPSP/ucabVaMjMzqa6upm9OUNfR0cHo6CjJczKdG4mpqSkKCwvx9vZeUN9rMzHN26ytrcVisWAymSgsLGRsbIxdu3ZtOoF/IyGKIqdOnSIvL4/+/n7S09MX7KC999573T09PR/+d+ZaXRCBlSAIUkEQKgRBOHj6/78RBKFKEIRqQRBeEwRhxTOhTqf70Q9/+EOfudsbGxuJjY09bzebIAgEBQWRm5vL1NQUeXl5DA8Pb+gxTSYTLS0tzA0yVwq1Wk12djZWq5WioqJNUUdfCG5ubmRkZFBVVbUmMT6r1UphYSEeHh5s27ZtwWti27ZtDAwMcKq/H154AWJinMHUZz4DTU3OMuAKFaMlEglJSUlUV1evKkDVGzpp6z3KlsDdBPjGItUo+d3J94n+awhewxq2fNIbTaKCPXv2cPDgQe6//35aWlq47bbbEAUpbxSP8nqRnhAfJV++1I/UWB19vb0Yi4qc5PTGRjT79uF3++0ow8PP+V0kEomzNTw9AFGQMOoi0DzQyI+//2v+P3fvHR9ZXbb/v8/MZCY9kzbpvfe66ZvdBUFBFJG2oLJYKIs8CAqKio/C74vyKMpjl6YgKCiigCBFgd1k03vZ9N7bpE/KtPP7YzZDsik7M9lsea7XK6/Nnpw6c87n3J/7vu7rcsNu26zVdoFV7WAFRkFA6eBOVPrl+LrJWOhYwSXaHkFi6iQ81+KgoigyPz9vcwl6aWkJg8Fg0/aCICE84CCXZj6EVPRgUaygc9Dkayt3kxH2OU8MGiO9wykY3/0PTE+bgqstCMTrcdVVV+Hg4MDDDz/MzMwM0fb+HHRJpGG5j1rpBI4pKSzV1WE41TQS42+Pk0JCddfmJhJHR0dyc3Pp6ekxOwOMjo4yNDREZmbmOetuW1xcpKysjMjISMLCws7JMc8Ee3t7YmJiKCsrM59bcnLyecui7QWmpqYoLS1laGiI9PR0UlNTUalU2NvbMzk5uWHdgIAALrnkEg+JRGL5bPQiwwURWAFfA9aLX9x3SrciGRgA7rZmZ4IgRPv7+6fk5uZuWL6wsMDKygpeXpvirXMOmUxGXFwcGRkZdHV1UVNTsyd6TaIo0tDQQGJi4lmxjJBIJCQkJBASEkJJSclZyRrZAkdHR/Ms2Zby5JqeTWhoKBE7lO8kEgmZaWnIPvUpk5dfeDhUVsIzz8AZfO52glKpxM3Njf7+fqu2E0Uj9V0vobBzIS70U4wvz9Izu0Ly61EopiV8KPkHTlEmHtALL7xAV1cXP/jBD3B2dmZ6Uc8z/56kpnuJwnhnjhz0xFFcRVdfT2BFBXNvvYU8IACfr34V14MHESwc+JVKJXNzc7g7y0gMdqTFP5bbD9xCR18vv33m0W2zVtsFVk3aQez1Kzz2iz9x6IYH8FgEw4poLgMajUabX9Q6nc4mle25uTlcXV1tnpD19/fvusVfs2DES/FxAr330dL3Oid7/oEoijj6ywm+1p2lYR0Dw9GIH3xosr3Zvx9qa7fd3/T0NE899RRjY2Ncd911aLVaDrgkEqXw5+25WmZzExF1OjSVlQDIpAJp4Y50jKywsLyZHiOXy8nJyWFmZobq6mo6OjrIyso6Z2UutVpNVVUVaWlpZ/SgPJdYWVlhcHBwzZT4nHQlnitMT09TWlpKX18fycnJpKenb+DaRZ8y9T59Avnwww+7q1SqH5/r8z1XOO+BlSAIgcAngWfWlomiOH/qbwLgAFg1rff19f3ho48+uinHer6zVVvBycmJ7OxsAgMDqaiooLOz86yWB4eGhnBwcDjrwaSfnx9ZWVk0NTXR09NzXkqDDg4O5OTkcPLkSas8G5eWligvLyc+Pt6i0qjixRfxqK6m+6670H34IWRm7ua0zYiNjaW3t9cqdfm+0RPMLvQT53EDne/MMPDELEkfRFB9sojPPn2Q+/77Ht591+RReujQIfz8/ABoG17md+9MMLOo5+YCJQUO48y+8ldGf/IT5t56Czs7O1YLCvA8cgSZleUJd3d3c4BdEOeMFhnZBy4l1DOC//3RczgZRBIdgjdlrbYKrBZ0S4w6S3GZHmNB646dVEDs1yHIwDnC5I5gMBhsCqz0er3NL/ndlAGNRiNjY2Pm78IWiKJIa2sr8fEJZMQeIcxvP51D/6ah8yVE0YhbvAN+l7ky17zMmDoMiovB0REOHTJJfpyG8fFxlpaWuOaaa3jmmWc4fvw499xzDxJB4FqPHFylDrwqnsSYGIOmogLjqex0RoQTRhFqe7bWlZNKpYSHhzM5OYmLi8s5y8oMDQ1x8uRJcnJyLLab2musdcOVlZURFhZGYWEh3d3d5y3TfzYxOztLeXk5XV1dJCYmkpmZics6U/A1uLi44OjouClrFRUVRVpamr8gCHnn6pzPJc57YAX8L/BNYEM0IQjCH4AxIBaTu7VFEAQh0M3N7cDHP/7xDdHTwsICq6urF0S2aiv4+PhsMHceHx/f9T5XVlbo6uraM9Kok5MT+fn5LCwsUFNTc170uuzt7cnJyaG1tdWiz2x+fp6KigpSUlIsuxempkzyCQcPonjwQWq3I7PbAJlMRnx8/Aa1952wtDRHb2kbQQ23MfcnH7TVRuYDNHzo8Bpf/+NtODo78MEHH/DJT37SvI3BKPLv+jn+XDSN0h4+79SO28u/Qf3ii6z29uK0bx/eR4+iuusuhuztbZp0uLu7m/V6/DzkRPgqqA+M5M6Dd9A3OMIvf/t9DrgkbspayeXyTS+ZxrEmEAR+c8vv+NFDX8XHTcpC+wou4fZI5abhytZS4G46Am3xB1zD2NgYKpVqV5mboaEh3N3dcXZ2RhAkJEceJjro4/SNnaC67Q8YjXq8853xyHBk4vgC05oAU0Dl6wuXXw6ngm0wjQstLS1m14XPf/7zfO973yMvz/SOc5QoOOxRwJJhlfdyleiXl1iqNzUSeLrICFXJqe3WYNziOVhcXKS+vp79+/fj6OhoJpDvFURRpL29naGhIXJzc3eliH82sbq6SlVVFZOTkxQUFKBSqZDL5cTExFj8vF+ImJ+fp7Kykra2NmJjY8nKyjpjeTsmJoaOjo5Nyx999FFPPz+/n+zVuZ5PnNfAShCEq4AJURRrTv+bKIpfBPwxlQhvtHSfPj4+P3jkkUfcT39BdHV1ERUVtcsz3lusN3ceHBykoqJiV6KYTU1NxMXF7alrvFQqJSUlBR8fn7Nid2ELFAoFubm5tLe3byLPrsfMzAw1NTVkZmZaLsD37W+bCOu/+hWBQUG4uLjQ3t5+5u0shI+PD6Io7ijEuqrWM/LuHB1PTOPZ+EnEVXeasnpp+2I/rZpj3Pedu/nYxz7Gk08+SXp6unm7xWUDz78/QXHrIgnafj5Z9TTSiuPI/f3xOHwY3/vvR3nllcj9/JDL5cjlchYXF62+Bicnpw3bFcQ5s6iDg1dfw30fe4gwT1ecDPpNWautgrjmpX7EiQk6W4dQuPoRJJOhnTVsEAW1NWNlK79Kr9ej1+ttlhqxhbS+HgaDga6urg1G8YIgEB92NQlh1zA8WUPFyScxGHUEXqXEOUzB0OszLBpUpsxVTIype/XVV816UgkJCRv8UR955BFuueUWwMTJ9JN78CllJv2SeWouCWextBTxVICUGeHEjMZA7/jGbOPKygrV1dWkpaXh7OxMbGws7u7uVFZW7omH6lrjyerqKllZWXs6zlmDkZERSktLCQ4OJi0tbcN5+fv7o9frz8rE+VxiYWGB6upqmpubiYyMJCcnx2LZICcnJ+zt7TdxidPS0ggLC4sWBGGzFsVFjvOdscoHPi0IQh/wMnCJIAgvrv3xlM7FX4BrLdmZIAhe9vb2V1977bUbpobLy8ssLCxcNLXtNXPniIgIqquraW1ttXpgGhkZQSKRnDOF46CgINLT06mtrWVwcPCcHHM95HI5ubm5dHd3M3xK2HA9ZmZmaGhoIDs7e8uU9ZYoLzdxqe69FxISAJOi8uzsrM2WHlshKSlp03ds1IvMNC3R/Ycp2n4+zmTpAhq3HlqvOMkbh8vwKHDghuA8CvLy+dKXvsQbb7xBSkoKnZ2diEYjnbXd/Pq1AYYmVjg48iEHF2rxuPxj+N5/P56f+xwO8fGbOFT+/v5bfnZngiAIKBQKc0kz3EeBn7sdla7O3Lr/ywTOHeRk/YtbZq0AcwZwVq9h2EnPxPEqjEaRoLh8VLOAAK7RHwU1tnKsbA2s1Gq1zZnutYDT1k5EgJ6eHgIDA7fkhkUFXUZq1M2Mz7RQ1vQr9OIKIYc9kLvL6HtJzarUAz78EPbtgxtuYPInP8HFxWXbsuYbb7xBZGQkXV1dpDmFk+kYSW2kgi5XHSunPODighxwkAvUdH9UDtTpdFRWVm7S6YuIiMDPz++sB1enN55cCNYvWq2W6upqRkdHyc/P33bsTU5OpqWl5YJz5NgKGo2G2tpaGhoaCA0NJS8vzyaB3KioqC0tfn70ox95+fr6/s/ZONcLCef1bhRF8duiKAaKohgKHAY+AL4gCEIkmDlWnwJ2bm85BS8vrwe/+93vup2ecu/u7iYiIuKC4lZZgjVzZ4VCQXFxscXmzlqtlvb2dhITE8/BWX4EV1dXCgoKmJiYOKPi8F5gTRG6r69vQ3C3FlRlZWXhuI1swCYYDPDVr4K/P/z3f5sXC4JARkYGHR0dZy07Z29vT1hYGG1tbabs1HtztP50jIFXZtDO6PG5xJnRj/+VE5/spzVYzRWuaeiODyEVTOrOzz77LAqFAk9PT2Sdnbzz5Ju82CZHplvhJudOCm66BNVXv4pLfj7SHV7wfn5+NlsYKZVKczlQEAT2xzszuWRASHCmvWaWe+//DeJQ76as1fpyYNPESRAE+k404+DoREBkGopRPY4Bdti5fPRM21oKtDWw2k0ZsL+/n9AzdFbuBK1Wy9DQ0I5OCaF+BeyL+xLTC72caPxfDFINYZ/3BEGg90U1erkrvPceugMH8H7wQeJ2yIInJiaysrLCpz/9aebm5rhSmU6AnQcfXuLPQF0poihiJxVICXWkdWgZzYrBrMAeFRW1ZQAaEhJCYGDgWQuu1uxfwsLCLphxfXR0lJKSEgICAsg4ZWG1Hezt7YmIiKClpeUcnqF1WF5epr6+ntraWgIDA8nPz98VjcbNzQ2j0bhpzNy/fz/e3t6ZgiDsLAB4keH8h/mbIQDPC4LQBDQBfsAjZ9xIEFzkcvktR44c2ZAP1mq1TE1N2azfdL4hkUgIDw8nLy+PiYkJysrKzvhCb21tJTIyckOq/1xBJpORnp6Om5sbJSUle+7vdzrWgqvBwUGzho7VQRXAk0+aOqqeeAJOy3DZ2dmRkZFBbW3tWSOi+nsGsnpMfio7tYhjsJywL3gSe68PfeHFVAV4oJU7cb1LLr+442E+85nPcPz48Q37mG9oonHOjzJlBtFueu66PoKoqz+G3N/fopePnZ0d9vb2NulrrSewA8QFOuDuLKVabkCj01BW0sFPHv8W+xXRG7JW6wnsTUv9OGs0tFYPkZSeh7MoxzChxzV2I2/G1lKgrRwrtVptk96QwWBgYmJiV1nj9vZ2IiMjzxhIBnhnkJNwJ4tLYxQ3/AyD4zyhN3mgndXT97IarUxOxf33I3p5If3GN0yuAVsgPDycv/3tb3R2dnLzzTcjGOFGjwJkEhn/SpGx2GfSdMuMdMJghLoeDdXV1QQGBu5Izg8ODj4rwdX09DSVlZUkJyfvqhngbEGr1VJTU8Pw8DB5eXkWn1NQUBAajWZXcjF7gZWVFRobG6mqqsLX19fMDzsbwWtkZOQmYWRBEHj00Uc9fH19/9+uD3AB4YIJrERRPCaK4lWiKBpFUcwXRTFJFMVEURQ/t9YluBPc3d3vuffee11Onyn09vYSGhp6QcxqdgOFQkFqaipxcXE0NDTQ1NS0ZSp5dnaWxcVFAgMDz8NZmiAIAmFhYSQlJVFVVbUj72kvIJPJyM7ONqsbWx1UTUzAd78Ll14K128tEOzi4kJsbCzV1dW7JufOtS3T+ZtJ7NROrIRNE3uvirCbPHGNsqdhoZV3hFmkEjs+51zANw/fxcsvv8xjjz3GgQMfGcXP9Q7xp+pVutyiiHCZ4ppDPjg4WC8rEBAQYFOZ8/TASioRyI91pndRz6FPXEFyUDrP/62UubdeJWFd1sre3p7V1VWm9YuMOehRaib4whc/ReFVtxKpNw1Pp6ut21IKFEURg8FgdaZreXkZuVxuU4ZsdHQUX19fm8tUGo2GmZkZi59lH48E8pL+ixXtHMUNPwPVHEGfcUfTp6X1hQECouKR/PCHUFICf/3rtvs5dOgQv/jFL/jXv/7Fgw8+iFLmxPWe+cwqFbw2U4Eoiqjc7AjysqO0dQY3pbtFHLL1wZUt2eyRkRGamprIzs6+IEyKx8fHKSkpwdfXl8zMTKsmsoIgkJSURHNz8wXhIbu6ukpzczMVFRXmSonFXqkWwsvLi6WlJZaWNnaUXnXVVRKFQnG5IAglgiC0CoJwUhCErwEIgvADQRCGBUGoP/Vz5dp2giB8WxCELkEQ2gVB+Pi65Z84taxLEIQH1y0PEwShQhCETkEQ/iIIgvUDpIW4YAKr3UAQBIVcLr/76NGjG0Zgg8HAyMgIQUFB5+vUzjrWzJ3d3Nw2mTuLokhTU9O2YpfnGu7u7uTl5TEwMEBzc/M5NXLWaDQYDAZcXFysD+y+9S3QaOBXv9pgonw6fH198fLy4uTJkzado2HVyODrM/T9eRqZi5Tooyrccu0YnOpHFEVKF9v4+0I9DrplrpdmcMsnb+Sdd97hqaee4lvf+pZ5P1OjMzxbPM+4g4prMxz5WJqXWaTRWvj4+NgUCK8FSOtfEqlhjjgqJLQqRb564JtMTSzy63+/TFav0Zy1ksvlrK6u0jhl4u+4LU9y+x234x9/Cf4LIPeQovDeyAWzpRSo1WptyuBOTEzYLLOwW+2qlpYW4uLirHqWPd0iKUi5D4NRS3H9T5FETOOUKcCAPYt/lTPi91mMicnwzW/CDrp5R48e5ejRo4iiiCiKRDoFUjDtSqePhJIxU69RoOMsi1oZw6uWa0YFBwcTEBBg1YREFEW6urro6+szW06dT+h0Ourq6ujv7yc3N5eAgACb9uPi4oKXlxd9Fqjk7xW0Wi0tLS2UlZXh5uZGYWEh/hZmuK2FIAhERERsdLI4tfz+++93c3NzGxFFMQ7IAb4qCMJaO/sToiimnvr516lt4jHRhxKATwC/OSU0LgV+DVwBxAM3rdvP/5zaVxQwA3z5rF/kKfyfCKwcHBwOX3HFFV7Ly8sbBvaBgQECAgL+T/kwgelGDA4OpqCggPn5ebNQ58DAAO7u7ufMwd0SyOVysrKyUCgUlJaW7okI6unQaDTU1NSwb98+cnJymJ6ettybr6QEnnsOvv51iI094+pRUVGsrq4yMDBg3TkOaun47QTTtUt4FzgTdbs39io7oqKiGBga5LWpct6Zq0OpUfNpuxDaa7uorq7mL3/5C7fddpt5PwNjGp7+YIZliT1fyJCTEu2Ov78/U1NTNvlR2tnZ4ejoaBN/zMnJaUPpVy6TkBPtROOijvz8g2SGZ/Pi36uY/vAN4oxeVGg6EBUSVldXaVrqw2N6ke6aXuamFSzMGXCaMeIW67BpkLelFGgrv8pWf8D5+XmkUqnNQcD09DQGg8GmYyudg9if8g0kEhnFDT+j1+UEoV9U4hptz2TVMj3pD8HAAKvf+58dsyW//vWvefzxxxEEAVEUORR5iND+Rf6j76Skpw5vxQJpYQ4cP7lIx4jlWmwhISF4eXlRV1d3xmyN0WiksbGRhYUFcnJyznvn35pli7e3N/v27du1KX10dDR9fX3n3DtWp9PR3t5OaWkpTk5OFBYWEhQUtOcTcj8/P9Rq9SYKxZ133il1dnY+IAiCkyiKC5jUAHaKWK8GXhZFcVUUxV6gC8g69dMlimKPKIpaTE1xV5/ia18C/O3U9s8DnzmrF7cO/ycCK6hEhnsAACAASURBVDc3t28/8MADssHBQYqKiujv70ev19Pf33/B2BrsBezs7EhMTDSbO588efKCvF5BEIiKiiI2Npby8nKrxDytxfLysll92dnZGYlEQkZGBvPz81sqAG+AXm8irAcGwkMPWXS8NS+wvr4+i/gSokFk7IN5up6dRDRAxBe98L/cDYnMNKBNGRdojV6iTttHwPwk8dNqYgIu5aqrrqKnp4fr15UmWwaWeO5DNTL9KkeS9ETE+JrPKSwszOasVUBAgE3dgev1rNaQFeWEnVRgyEfCPQe+wy3XfYax6FUS325GK+pptRtnQjfHpEKP98I8P3vkfb77nR/howHBCK5bmC7bUgpcXFy0ml+1Gxubvr4+m0nroijS0tKyK/05F0cfCpK/jmiQo5EeZ0h8j8BrXYi7zxfHz13OXMKVyH7xY3r/p5GZhiWM+s3PxdpLdk2iZHR6mivn/XBe0FIk6SQlLYWrMt3xVdrxatk0M4uWc6ciIiJwdHTc0dZprdPQwcGB1NTU89r5p9PpaGhooLe3l9zcXAIDA89KECKTyYiJiaG1tfXMK58F6PV6Ojs7OXHiBHK5nMLCQkJCQs7ZZ7vd2CSTybj99tudnJ2dbxUEIRRIAypO/fnuU/Z2vxcEYa0GHACsbz8fOrVsu+WewKwoivrTlu8JLvrAShCEfSkpKV7x8fGkp6eTnZ3N8vIy77//PhKJ5JyWn84XXF1dcXZ2JigoiMrKynNq7mwNvLy8yM3Npauri7a2trPOLdBqtVRWVpKUlLSh5VsikZCeno5Go6G1tXX74/72t9DQAP/7v2BFdkMmk5GZmUlDQ8OOGblVtZ6uZyYZP7aAe5IDMV9V4Rx6Sk1cNHJsvpnfTbzLPMvETE6irSrlzpue5d///g/AhgaMsvZFXi6ZxmN5ii+EzhCYEr3hWEFBQYyNjdnU0u3j48P4+LjV349SqdxkceSokJIR4UjZipb0hCy+kvoIWqUe9JNEjxloNA7RLg6DKDLX24l6apGkfQfwWwSJvYBT0GYahC2lQFsyVnNzc7i5uVn9AtXr9ajVapttVUZHR3F2dt515nlkaJowj8OE+ubTOfRvjtU+xpJkGP/L3XD+28+RYMDz748y8OoMrU+MMV60gH5pM/fJwcGBzs5Orr76ajR+QWRXTLJsZ6B9ZRg7mcDhAg9EEf5SMo3OYPk9ExsbiyAIWwYVy8vLlJWVERQURHR09HmlNkxOTlJSUoK7uztZWVm7zlKdDj8/P5aXl/eUyG4wGOju7qa4uBiJREJhYSFhYWHnJVgNDAxkdHR00zvq6NGjjo6Ojg8ArwL3nuJW/xaIAFKBUeCnp1bf6oYQbVi+J7joAys/P7///s53vmNu2bG3tyc2NhZnZ2d8fHwoLy+nrq7uvAhXnivMzs6i0WhITEw0mzsXFxfb5KG317C3tyc3NxdRFCkvLz9rKfC1lu/Y2NgtO7gEQSAtLQ2dTsfJkyc3Bw1jY6Ys1eWXw2c/a/XxHR0dSUpKorq6ehMxVxRF1NUaOn4zweq0npAb3Am+1gOpvenxG9PN8NTke3yw0ESAQSC6r4zmN9/hO3f/k9VV/YaAymgU+VfNLG/XzhE638cNykF8Cjd6YoIpmAwJCbGJvyGTyXBycrL6mVkvubAeebHOIIA6SIp+REHRqzM81V1LyvFedKKBHtdFfMeWqK8ycdVcVHH4LYqsKOc5XnycY8eObfjp6Oigq6uL0tJSKisrqauro7m5mY6ODvr7+xkbG2N2dhatVmv+njUajdWBla38quHhYZt5KkajkY6ODmItKEPvhJmZGcbGxoiPTyY1+mZyE7+KTr/E8fof09b/FkJ0GMI3vo5b1StEJPdg723H2H/mafnpOENvzLAy+VFAHh8fz0svvUR9fT1HH3iAxPgCXOe0nBitAsDDRcZnc90Zmdbxr5rN3/92WCNwLy8v09vba16+ZpeSkJBgM3/pbECv19PY2EhXVxfZ2dkEBwfvGfcoMTFx63FplzAajfT29lJUVITRaGT//v1EREScV3qMVCrFx8dnU5OMUqlEFEV/oEwUxb8DiKI4LoqiQRRFI/A0plIfmDJO68nTgcDIDsunAKUgCLLTlu8JhAuhI8FWCIKgioyMbO7o6PBef8MvLCzQ3NxsfoFPTk6aszjh4eH4+PhcEOTuswFRFCkrKyMhIWGDR5ZGo6G5uRmpVEpCQsIFY/WwHuPj47S0tJCSkmKT6NwaRFGkuroab2/vM5ZfRFE0d+JsIPnfcgu8/DI0N0N09I772Am9vb3MzMyQlpaGIAjoFg0MvTbLfMcKzuEKgj/rjp2raVDTiwaKFlooWjiJAoGgyW4koz289HQbb/6jhKSkJH74wx9y1VVXAaDVG3m1bIbWoRWSZpoplA+iuvXWbc2S9Xo9xcXFFBYWWj2QjoyMMDs7a3U56tixYxQWFiKRSNBqtczNzbG4uMj7rSLjM3Zc2QX3/O1z1PVV8M9ffoeBMB+6I93IaJnkh488wdignkcfqySpxUjwDUqUCY6bntWOjg4cHBxQqVRmVXSdTsfq6qr5Z2VlhaWlJXPGTqPREB4ebs4Eubi4nHG2XlJSQkZGhtUZiuLiYpv5Nz09PWi12l0FVnq9nhMnTpCZmbkhmNTqlmjs/gtDE1UonYNJ978W19T9JmPxkhKWJ/RMlS0y07iEqAeXSAVeuc64RCpYWFjga1/7Gs899xyvvfYazh4rHA83cqs+ifAQk17efxrmKGpZ5DPZStLDLS+7GgwGysvLzWbobW1tm879XEOtVtPU1ERoaCghISHn5H3R1NSEUqk8K81WRqORwcFBenp68Pf3Jzw8/Lzz09ZjeXmZmpoaCgoKANO4fOTIEXQ6HUVFRceGh4cPAQiC4CeK4uip3+8DskVRPCwIQgLwZ0yBlj/wPhCFKTPVAVwKDANVwM2iKJ4UBOEV4FVRFF8WBOF3QKMoir/Zi+s7Nw6ZewRPT8//uv/++5Wn3/Q9PT1mQT1BEFCpVKhUKhYWFujp6aGtrY2QkBCCgoLOmUnoXmF8fBx7e/tNxqNr5s7j4+NUVFTg7+9/3mcqp8PHxwcXFxdqamrMD78tA1hLSwtOTk4WcVrWZoctLS00NDSQkpKCUFwML7wA3/nOroIqgNDQUObm5ujp6cFL58/Q67MYVo34X+GGV7YTgsR0fSPaaf4xU864fg7V0jy+4yfxcQ6ltjuSf73+Bx566CG+973vUVNTg1qtRuGo5E/FaobVOvJnq0lZ6cbryB3bBlVgyjwFBAQwMDBgNfdOpVLR0dFhcVeaXq9nZmbG1M1YWopOp0Mul5uDmIJ4Z/5cpkUbIefu/Ic43Pxxnin+D/8t3IQgzuElM9JcP8JNN34eh3EjogRcozYT18E0CMtkMhQKhUWdfkajkQ8//BB3d3cWFhaYnJxkfn4eQRBwdXXF3d0dDw8PXFxczMez1cZmdnYWhUJhU1Cl0+no7+9n//79Vm+7Hk1NTeYgcj3kdo5kxn4RP89UGrpe4ljnL8m+/3P4PPAzePllHG66iaDPuON3mSvqKg1TlRp6X1Aj95Kg9hvk8ccfp7a2lldeeYWnn/4tZeNvcGKkklDvcCSOjlyS5MqQWseb1bP4Ke3w87Csm10qlbJv3z6OHTuGQqEgLy9vR4HNvYTBYKC1tZX5+XnrZVp2iZiYGEpKSvD397d5nF4zfu7u7sbHx4f8/Pzz9lnuBAcHB+RyObOzsyiVSkpKSnjhhRdISkpCrVYXCIJwEngAU1dfKqayXR9wB8CpQOmvQAugB756yqkFQRDuBt4FpMDvRVFca9v+FvCyIAj/D6gDnt2r67toM1aCIEh9fHyGuru7fdeTUnU6HSUlJRw4cGDbF4JWq6Wvr4/h4WFUKhXh4eEXZEbnTDAajRQVFZGdnb3j+RuNRrPVS1xcnM3cj72C0WikubmZlZWVTd5aZ0JfXx9TU1NkZGRYFZSJokhbWxtL8/Okf+UrCPPz0NICNpr0rofRaKT6jy0oetyx97Uj+Fp3HHxM16QXDXw438yJxRbkRgMB422otALS5Xguv+QwAM3NzSQlJQGmTMuxsnralyJYXDFw+VwlweMn8b7tNuws+B51Oh0nTpzgwIEDVvMpqquriYyM3NITTK/XMz09zcTEhJkbolQqMRgMODg4EBMTs+n7+OOxKWZHtRxoE3nwP1/heP37fPjBcyjLJxnPX2VCPUeI3xG0rzvhrJKRcsfW19fS0oKnp6fF9/HS0pJZ/2g9DAYD8/PzzMzMoFarWVxcxMHBAS8vL6RSqbm8bg3q6+vx9/e3qYTY0tKCo6PjrpTah4eHGR0dPePzsKKdp77zz4xN1POxu97EcREk7R2wLpAw6kWm6uYZ+kCNVKPA/wo3xIglvL29EQSBfw0XU2Ec5NYqgdBrDiMIApoVA799dxKpBO78uAoH+ZnvOVEUOXnyJBqNhqWlJbKzs8+LpML09DSNjY2EhIScN+3Drq4uRFG02tdWFEVGRkbo7OzE29v7vAlEW4OpqSkGBgY2+JsCvPjii4b77rvvF5OTk1+3dF+CIPweWPMeTjy1zAOTJV4opqDsBlEUZ7bbx9nERcuxkkgkV1x11VUOp3f6DAwMnLFtVC6XEx0dzYEDB3Bzc6O6uprq6upNxNsLHQMDA/j4+JwxKJRIJERFRZGdnc3Q0NCuzZ3PNiQSCcnJyQQEBFBSUsLc3JxF201MTDA0NGQuu1kDQRCIi4sj8I03EJqbMT7xxFkJqgA0vVoUPe6s+swT8DlHc1A1qJ3i1+NvUbzYgsf8OIlDzfjMh/Odu97g8HV3MTs7a+adrGFsQUrddAgrqzquNdYTNFSP+/XXWxRUgalz1MfHx6Yuv9O7AzUaDd3d3ZSUlFBSUmK2esnLy6OwsJDk5GRCQ0NZXl7e8vsoiHNhChFjkB137PsmK8t6fvLLnzORkcTs8jAxkWnIDX4468A1bueJgjVB4nbEdalUiru7O+Hh4ezbt4+DBw+SnJyMnZ0d3d3djI6OUltby8jIiEVNADqdjtnZWZskEpaXl5mcnCQ4ONjqbdewtLREZ2enKQt7hufBXu5KdvwdpMffSuN/5SMZGmbm+3dv4PgYRD1tyw0E3uKMW5w9I2/PoauRgwhDQ0M4DgkgCNTYq9FUmBq4nOyl3JjvwfySgVfLZjCeYeKu1+uprKxEJpORlZVFamoqVVVVe2LavB0MBgMnT56ktbWVffv2ERYWdt6oImFhYQwNDVnMPRVFkdHRUYqKipieniYnJ2eTwfaFCk9PTxYWFjZd63XXXSeVyWQ3C4JgTe3yOUx6VuvxIPD+Kd2q90/9/5zgog2sfHx8Hrrvvvs21L9EUWRwcNDiwUkikRAYGEhBQQFhYWHmNtSRkZELsqtuPXQ6Hb29vURGRlq8jYODAxkZGURGRlJTU2OTufNeYs1nq76+nv7+/h2JnBqNhpaWFjIzM20vb87N4fPkkyzl5lIdEHBWvnP9spHBf8yg8JIRcb0PNfU1LOtWeXumimcm/s386jRRo60csguks9SDa668i5GRUZ5//vlNatJVnRpeOKbGzUnGpfNFKFsqcL3sMhxiYqw6pzVRPmuz0yqVitHRUVpaWjh27BhNTU1IpVLS09M5cOAAiYmJ+Pj4bCinu7m5bRsYh6nk+HvYUe9oIMw1mntv/RrxKd5ohAr+9GwJpcd7WWg36SH5JW+fsbC2K9DSjkBBEHB0dCQkJASZTMahQ4cICwtjbm6O0tJSysrK6O/v39bGaGhoiICAAJteyq2trcTExNjcpSWKInV1dSQlJVmc8RUEgWCfHFK/9FumLk/F5VcvUPOf/4/l1RkMBgNVVVVERESg8lMRcqMHXjlOTJVp6PuLmms+cw1fuukWwo1etMV7MPX+e2hPkZGDvOR8Is2NjpEVilsWtz3+ysoKZWVl+Pn5mTsE1wLd2trac6JIPjMzw4kTJ7C3tycvL88my6OzCalUSlRUFO3t7TuuJ4oi4+PjnDhxgomJCbKyskhKSjrrHYt7CUEQCAkJob+/f8Nye3t7rr32WgeZTPZpS/climIRcHpb5dWY9Kpgj3WrTsdFGVgJghDi7e0dkZCQsGH5xMQE7u7uVpP0BEHA09OTrKws0tLSmJ6e5vjx43R1dV2wDuRdXV2EhobaREj09PSkoKAAe3t7iouLGR4eviBsFcCkRpyfn49araaurm7LwE+v11NdXU1qauruBpIf/xjUahx/+Uu8vL1tttpYj+E3Z9EtGgm+1h1PlQeqMH9+PvwqZUtdeM6PcumSgSsjbufrd/6OB+7/FpdffjnNzc18+tMfjSGGU51//6yeJcJbxmcn/01gfzvzQUE45eVZfU4KhQIPDw+LFdWXlpZob2+nuLgYo9GITCajoKCAnJwcQkNDd8yQSiQSJBLJls+NIAgUxLnQixG8pNye+iBXXnEVc5oe/v7nOlqbBpAM6VhwFrBXbs8ds1Yg1FqpheXlZRQKBTKZDHd3d+Li4jhw4ADJyclotVrKy8upqKhgaGjIfL+IosjAwIBNGae5uTlWVlZ2VaLv6OjA09PTJk9DR3sPPH/3dySiBN/HX+L96v/HicpX8fPzM3flCRKBgCuV+H/CjfnWVe479D16e3spfvxVtHYCHYneTL/yCsZT2YesKCeSQxz4oGme7rHN4qHz8/OUlZURGxu76TMLCgrC0dGRjo4OGz4Jy2A0GmltbeXkyZNkZGRcMGbOYJpgrjV9bIU1+Yfh4WHS09NJSUm5KKksYJJeGB4e3jSpveeee1y9vb2/vcvd+6wR30/9a5uFgg24KAMrb2/vex944IFNZlF9fX27Fsh0cnIiMTGRgoICBEHgxIkTNDU1XVCls9XVVcbHx3dllyGRSAgLCyMvL4+pqSlKS0svGEkKmUxGWloanp6elJSUbBhgRFGktraW8PDwLbk/FmN42GSwfNNNkJFBeHg4vr6+uzKJnWlcYrZpGd+DLjgGyNHqlviPsZxlqZGEiWE+H3gNeXFfxtM9kJiYGJ5++mlef/31DXycFa2RPxepKe/QkOVn5JLaF2CgF+XVV6M/ZS5tCyIjI838ja1gMBgYHh6mtLSUuro6HBwcyM/PNwcT1jR5KJXKbbNW8YH2eLhI6fSA1Sk97rOFfO/eN9DrjFxS8HGc5kV0/jsf62yVArfDWonzdDg5OREVFUVhYSHx8fEsLCxQVFREY2Mjg4ODODs721SCWRMDtfXFPj09zeTkJNG7aLwQwsKQfON+At9rw6N5llndCYKCNxsKe+c5E3KDB4kuGRzOP8Lvf/UU2oYJTmb4oJuZZvbNNxFFEUEQ+HSWEm9XGa+UzjCn+eiZmpiYoLa2lszMzG3LpvHx8UxPT++Jz+jc3BwnTpzAzs6O/Pz889p9uBXWaAptbW0blqvVakpKSujv7yclJYX09PTznmHbLWQyGd7e3oyPj29YHh0djb+/f4ggCBHn6dR2hYsusBIEwU4qld503XXXbagFrKysoNVqz5qdi52dHRERERw8eBAvLy/q6+upqKhgamrqvGd3Ojs7iYiIOCvibgqFgpSUFBISEmhsbNzW3PlcYy1NnJqaSnV1tZnr09HRgZOT0+5bkr//fZPS+qOPmheFhoYSEBBARUWF1cGVdlbP0JuzOAbJUe13YXZhgJfaf8eknYxMXPCYSuHOr3yLpqYmwGQX8pWvfGXDy3RmUc8z/5mke2yVy9ynSDv2LFI7Garbb8cpI4O4+Hh6enpYWbHcPmQNjo6OuLi4MDk5uWH50tISLS0tFBUVMTc3R3JyMvn5+QQHB2NnZ4dKpWJyctKqe/50Q+b1kEgE8mNdaJIYEJwkjJWv0NlqUuKPVWaYzjVy5+DE2lKgVqu1qjNqcnLyjORzFxcX4uLiOHjwID4+PrS1tTE3N8fg4KBVWc+JiQnkcrnNkwSdTkdjYyNpaWm7Hw8efBCdtzepP3kf6dISo+qmLVdTJjoQfsSLr136bXxc/Xjlnl8xqV1k8soclhsaWKqvB0yWRocLPDAYRP5SMo3eINLf3097ezu5ubm4uLhseyprjgnt7e0sLCzs7rpOwWg00t7eTmNjI6mpqURGRl4wWarT4eXlhVarNTdXlJWV0d3dTVJSEpmZmTt+dhcbgoODt7QEe+CBBzxUKpXFBPYtMC4Igh+YZBuAvbP8OA0XXWAlkUiuuPrqq+1PLwENDg7uidmyIAj4+fmRn59PTEwM/f39FBcXMzg4eF54WCsrK0xNTVnseG8plEol+fn5ZnPnM3GczhXc3NzIz89neHjYHNjGxcXtbqctLfCHP8Bdd8FpGc7g4GBCQkIoLy+3OMAUjSKD/5gBIwR9VknP2DHea/4lvW4qgqSu5Djk8+1vf5tXX32VoqKiLffRP7nKk+9NMr9k4DPGBsJLX8U+NhbVnXdi52uyqpHJZMTFxdHc3GzTZUdGRpo9E6enp6msrKS2thZXV1cOHDhAfHz8ptm7RCLBzc3NqsaO7YRC15Aa5oijvYQRHwHlvA/fuPsBDh8+zGqvFI0deIftHFhZUwpcW9fSF6goiiwsLFj84lrjBcnlcnJyclhcXKSoqIi2trYzEpBFUaS1tXVX93NjYyORkZFnJXPRMzlJz/e/j0PfEPt+VMTQWMW26zqHKEj9r3B+cP2PSXRJI7jXi7owO+Shocy9+Sa6UwG8l6sdn8lxZ0it46X3e5mYmCAvL8+izJ5cLictLY3a2tpdc0Hn5+c5ceIEgiCQn59/QfmpbofAwEBKS0vNsidZWVkXxXlbC1dXV7Ra7aYJ4zXXXCORSCTXrRP1tBZvAEdO/X4EeH0Xp2kVLrrAys/P79477rhjE2l9eHh4z1V6lUolGRkZ7Nu3j8XFRY4fP057e/s5NdDs7OwkKipqzxSA18ydFxYWOHHixAXRKWlnZ0dSUhKzs7Po9XqbMjYb8OCDJsuabfwAAwMDCQ8Pp7y8fFui8npMli2y2KvF53IHGsZ+T2P3Kwz7J2MnVbBfG8PBAwdobm7mz3/+MwkJCZv2Wd+7xHMfTGEvMfLZkbfw7qjE7Yor8LjxRiSnTSB8fX3NxFVr4ezsjNFo5NixY3R3dxMVFUVBQQGBgYE7BirWegc6Oztvyw8BsJMJ5MQ4UyUzgAzu3P91vvWNb2EY0jHiDH7uO2eXrMlYaTQaq4KO2dlZq21s1iZ1jo6OxMXFUVhYiKOjI2VlZTQ2NrK0tLTldgMDA3h5edksLbBWFj4bk6yhoSHGx8eJOnoU4Ykn8CnqxOPx59Dqtv8e7b3s+NLPDvOTO35FTlEyknoZq9dchmBnx/Rf/4p4amIS6y8nXLlIp1qBV3CSVdlGNzc3QkJCzJlea7GmZF9fX09qairR0dHn1XPQEiwsLFBVVcXw8DCOjo7ExsbujvZwESAoKGgTzUEul3PllVfKgY+daXtBEF4CyoAYQRCGBEH4MvAYcJkgCJ3AZaf+f05wYd9hp0EQBDc7O7uk1NTUDctnZmZwcXE5Z8qyDg4OxMXFsX//fhQKBWVlZdTX1+85R2nNT2q9xcleYM3cOTU1ldbWVurq6s65+/p6rHU8paWlkZSUREVFhU2BBQDFxfDPf5qCKy+vbVfz9/cnKirqjLY7y2M6xv4zj0OkkXrjzxibbkII/wQzMhmZmgCuPHg5AwMDvP3229x4443ExMRQU1OD0WjEKIr8u2GOv5fPEKBY5VNNL6DUzeP95S/jnJu77cs9KSnJqo7OtUCsuLgYuVyOTCZj3759m7oQt4O3t7dVJXBBEFAoFDsGwPsinRAUAnN+UpZaDeh7ZQhGWPCWnFH7yBqOlbX8KkvKgOux1om8PlsulUoJDg7mwIEDeHt7U1NTQ319/YYAS6/X09PTYzMvak36Ijk52abt12N8fJze3l727dtn+lzvvpvVI4eJeaGGuWce33FbOxcpEV/0YlDeyesP/I72YzMor/ks+vFx5t55h9XVVcrKyiiIVqB0kvJm9Rx6K/wEAUJCQjAajVuWi3bCwsICJSUlGI1GCgoKLvhsz+LiIjU1NTQ2NhIeHk5ubi5JSUmbuFb/F7E2eTt9jLntttuUAQEB95xpe1EUbxJF0U8URTtRFANFUXxWFEW1KIqXiqIYderfvTNjPA0XVWClUCiuv/XWW51Of+H09/fvishtK2QyGaGhoRw4cAB/f39OnjxJWVmZTQa2lqCjo2PPslVbwcXFhdzcXHx8fMw1/vNR/mxvb8fDwwOVSoWHhwd5eXn09PTsbKi8FUQRHngAAgLga1874+q+vr7ExsZSXl6+ZZBg1IkMvDoNcj3tAb9AFERiE++kQVgm3j6QA0HpZGVl8f7773Po0CHAZLjq4eFB08lW/npimuKWRRKFcS6v/SNuIf5433kn8jOUtO3t7QkNDbVowJ2YmDBLiGRmZpKdnY1MJrNYKwxM5UB3d3fUarXF25ypHOiokJAR4Uil3IBoANlJN3RSUASeeXJkTSnQlsDKGh0qtVqNm5vblhyuNRpBQUEBvr6+VFdXm426u7u7zTw2a2E0GqmrqzNrbu0G09PTtLa2kpWV9VGDgiAgf/I5ZlKC8bjvUaip2XEfUoWE5chJXm/4C//89V8YbnTHKScfTVUVjW+8QXR0NJERoXwyw43JeT1l7dtnwbaCIAikpKTQ09Nj0eRVFEW6urqora0lKSmJ2NjYCzpLtbS0RF1dHXV1dQQFBZGXl2fu7nR3d0cUxQuicrCXsLOzw9XVdcN1zs/P4+zsjFQqLRQE4aJi6V+4d9sW8PT0vPvIkSMb+kr1ej1zc3M2tRmfLazZ5uTm5pKQkMDo6CjHjx+nr69v1+37a1heXmZubg4/v82dOnsJQRDw9/enoKAAnU53zs2d1Wo1arWamHXaTQqFgpycHARBoKyszPLS4KuvQkUFPPLIBoXpnaBSqYiPj6e8vJzlRKwE4wAAIABJREFU5eUNfxv+t5qVcT2jMa+i8o2kMO1B3tcNoj45SJ4hHHt7e15++WWysrI2bGfnFsK77U60Di1TsNhAXuvruF96CM/Pfx6phWWrkJAQZmdntw1e1trZ15SN09LSzCWnqKgoM9fKUvj7+28yTd0JOxHY15Ab48yiAlZ8pAhGCaPO4Ot5ZpK5KIpWBVaWlgJ1Oh0Gg8Gqzr6+vr4zKqULgoCvry/79+/H29ub8vJyent7beaEdnR04O3tvSt/TTBldBoaGsjKytp0zYJCwdSzP2JVaY949afhDN15199wPVd++ip+U/w4LcfaGB1MYsXRlcDRUXOgGhPgQFygPceaF5jVWMeZkslkpKenU1dXt+OYuri4SElJCTqdjoKCggu6hLa8vExDQwPV1dXmAFylUm2aOMfGxp5R1+r/AoKDg+nt7aWnp4eioiJaW1vx8PDg5ptvRqFQXHO+z88aXDSBlSAIAV5eXv6nD2LDw8P4+fldMN0drq6upKamkpuby+rqKkVFRbS0tGx6KVuLrq6u89rFIpPJiI2NJTMzk56eHqqqqnZ9TWeCTqejqalpS2V1QRCIjY0lMjKSsrKyMwd7Op3JCzAhAY4c2Xnd0+Dt7W0uQa6Vc4abelGXrzAfWEtkdhpZ8bdTstxN+fFSnr32B9x/932b9rO4YuDVsmme+1CNVBT4xODbJKgb8T5yBJcDBxCsmFULgkBycjKNjY0bsoirq6vU19fT1NRk/r5ODyw8PT1ZXV3dkQd1Ory8vKwqB7q7u++YsQJQOslICnGg1tH0ohx2Bj/3s1vO12g0Fmes1Gq1VRO01dVVlpaWLH55r01S3N3d8fHxMbfOW5N1XZto7EZaAT4ywc3IyNiW4+UX/zHKf3gF4vQ0XHMN7DCBEQSBZ373FHYOch4ovpuVIQOy4I9jnJpCNzRkXu+KdBM99u1ayzOma3B1dSUwMHDLTK0oinR3d1NdXU1CQgJxcXEXlC/qeqyurtLc3ExlZSXe3t7s378fX1/fbcf2tfvLmizzxQSj0cjo6ChdXV2Mjo6i1+vJzs4mOzsbf39/vvSlLzl5enqesRx4IeGiCayUSuWRO++8c9MIZo3S+rmEQqEgJiaGAwcO4OLiQlVVFTU1NWd82WwFrVaLWq0+59mqreDk5ERWVhYhISFUVFTQ0dFx1rJyp6OpqYnIyMgdyb0qlYqcnBza2tro7Ozc/iX19NPQ2QmPPQY2DLienp4kJydTUVlBc+vbjL2xjMFpjvhrk4kIOMSgVs2zr/2Jl7/wY0KDQ3jiiSfM2xqNIpWdi/zizXGa+pfZxwDXNj9PuKeE7tRURBs5c66urnh7e9Pb24soivT29lJaWopKpSIvL29HDtWarpWlkEgkeHp6WpyttLe3Z2Vl5YxBQ0GcC6P2cDxay4gL+CrPbmBlMBgs1uCamJiwil+1JghqzWRnYWGBhYUFUlNTzU0iJSUlFo0LaxON9PT0XU2wVldXqaioIDk5eUfekbODCklqOi2PXGvK9N5xh6mcvg18fX2599vfoKOpkb/1/pmVGW8EuRxNdbV5HaWTjIOJLrQOrdA+bP3ELDw8nLm5uQ33oUajobS0lJWVFfbv328xd/BcQ6vV0tLSQllZGUqlksLCQvz9/S36Lq19Xi90iKLI7OwsTU1NHDt2DLVaTXx8PNHR0ZvM1aOionBzcwsVBOGcCXzuFhdNYGVvb/+VG2+8ccOoq9FokEgkF7TqrEQiISgoiP379xMSEkJ7ezslJSWMjIxYPFPt7e09r/5VW0GlUlFYWIhEIqG4uJixsbGzuv81WyFLOp4cHBzIy8tjdXWVysrKzZ18Cwvw8MNQWAif/KTN5+Th4YFvMMy9L0OqdSHqcDCeniFojXoe+v1j/PUrPyMpKYnjx4+bO1RHprU8/e9J3qyew9fBwA1jb5Le8R6el12C6otfJC4jg+rqapuD0+joaPr6+jh+/DjLy8vs37/fosFapVIxPz9vVdbR2nKgk5PTGYV1fZR2RPkpmJLKkduB0unsZRm0Wq1VHKTp6WmLy2uiKJotbKzBejHQtSaR5ORkTp48SWNj47YSH6Io0tDQQHR09K7GuzVvvri4OIuuNVC1j64sV1Yf+ib88Y/w059uud4a7+uGT1zDf//uMcIOp7MybkASsY/l5maM67JduTHOeLvKeKtmDq3eOs6mIAikpaXR3NyMVqult7eXqqoq4uLiSEhIuCCzVDqdjra2NkpLS3F2dqawsJDAwECrxnNPT0+Wl5c3PU+Dg4McOnTIfP0///nPAdO9fNlllxEVFcVll11mLsuLosg999xDZGQkycnJ1NbWmvf1/PPPExUVRVRUFM8//7x5eU1NDUlJSURGRnLPPffsij+8srJCV1cXRUVFdHZ2olKpOHjwIImJibi6uhIUFMTQugznGm677TY3FxeXL9h84HOMiyKwEgQhITY21uX0gWBkZGTPJRbOFgRBwMvLi+zsbFJTU1Gr1ea29530kvR6PSMjI2ddt+psQCKREBkZSXZ2NsPDw5SXl1tVXtoOKysrdHR0WNXxJJFISExMJCgoiNLS0o0ZgMcfh4kJ+MlPYBfBqSiKzBav4jwRz1L4FLibBpi3Jit568cvsi83iw/f/wAvLy9WtEbeqp7lyfcmmdMYuNJ5iMsrn8FTWMH7tttwKShAkEjw9vbGz8+PpqYmqwcsg8FAe3s7EonErHFlaXZGEASrZ8FeXl5MT09b3MBgSTkQoCDepBnl7WK53pQlsIa4vrS0hEKhsPjFPDk5iYeHh1WB29TUlNk+az1cXV3Jy8tDqVRSUlKyZcfr4OAgUql0Vx3BRqORqqoqwsLCLLbPCfDOAAR6v7QfrrsOvvlN+Ne/Nqyj1WopKyvDzc2NlJQUHr7jW4Tt82VmdZpWgzeiTsdSQ4N5fZlU4KpMJbMaw45egtvBwcGBkJAQPvjgAxYXFykoKNg132wvoNfr6ejoMHsRFhYWEhwcbBORXhAEs+fneshkMn7605/S2tpKeXk5v/71r2lpaeGxxx7j0ksvpbOzk0svvZTHHjMpDbz99tt0dnbS2dnJU089xdGjRwFTIPbwww9TUVFBZWUlDz/8sDkYO3r0KE899ZR5u3feeceqc19zdSgvL6eqqgqpVEpubi779u3Dx8dnw+fh4OCAKIqbeLM333yz3NnZ+XarP7jzhIsisFKpVHccPXp005MzMjKy59IDewEnJyeSkpIoKChAFEVOnDhBc3Pzlno3AwMDBAYGXpAzsTWsmTtHRUVRW1tLS0vLrgT9GhsbiY+Pt0otew3+/v7s27ePxsZGU4lsdNQ0y77+ejiNRG4tev7ThWN3EoqkRRKviaCmpoa6yQ7q9P088c/f8+G77+Pi4kJj3xK/eGucyk4NmYFSbpp4i6Cqt3BKT8f76FHkp92z4eHhiKJIX1+fxecyPT1NcXEx9vb2HDx4ECcnJ6uySWDqUFSr1RZLaawFBZaWA5VKpUXdTKHeckLddUR4n91OWmuI69bKLFhCWl+PNTHQ+Pj4Lf++piGXk5NDf38/tbW15gnX4uIiPT09JCUlWXy8rY5fW1uLSqWyapLmoFDi6RbJ0FQN4h/+ACkpJhuo1lbgozJceHg4EREfuY9kOYZy0++v4Fe//Cmd+0LRVFdvmDiE+ShICXXgROsCU/OWOz2Iokm9vb+/H2dnZ7y9va2yWzoXMBgMdHV1UVxcjEwmo7CwkNDQ0F13Jvr6+jI9Pb3hefXz8yM9PR34yA1geHiY119/nSOnuKRHjhzhtddeA+D111/nlltuQRAEcnJymJ2dZXR0lHfffZfLLrsMDw8P3N3dueyyy3jnnXcYHR3l/+fuzaMjuctz/0/1qlarW2rt+77vo3W0jDQ2NuNgsAE74A1M7JCAyb0BsgCHH8u9CYSckEAOS8wJJBe4BkPAxhdDjFlmkzTaRvsykka7NNq3ltSruuv3h6bbo5G6u1qjmZH9nOPjmZrq6qrqqu/3/b7v8z6P0Wik6rr8ywc/+EH3sbxBFEVWV1fp6upyuzrk5eVx6tQpUlJSvI7tB2XGo6KiSE5ONgiCkOH3jbsLuG2BlSAIckEQOgVBePX6318QBGFIEIQ+QRD+QxAESUs9QRBkgiA8+q53vWvPuW5ubhIQEHDHtKtuB5RKJenp6dTX1xMaGkpHRwetra2srKwgiiJOp5PJyUm/BvC7ibCwME6dOoVGo+HixYvMzMz4nYW5du0aCoXCr0nuZmi1WmpqatjY2GDpf/5PRKsVvvzlQx8Pdn0Aty4GYom+SsZ70tDr9XQN9vLsc39GiKjh8by3s21X8P2zK/zs0hr6QDkfTFqh9Nx3ka8tEfrYYxgefhiZh7b8wsJCZmdnfQYtLvPYgYEBysvLSU1NRRAE8vLyGB4eliRoeuP3pqamMjY2JvkzcXFxkgM4X5ILN57HPVki6WG+z92f58kf4ronf8CDYDabsVqtBAcH+975OmZnZwkODvZ5PgEBAVRUVBAZGUljYyOLi4t0dnZSXFx86ABCFEV6e3vRarV7gh+pSIgsZ8u8wAZr8MorEBAADz3E2tgYra2tFBcX7+N/6nQ6Hn3oUV5q/RE/6Z9mTLW1h8QO8PbiYJRygVfbNyT9rmazmZaWFjY2NqitraW8vJzBwcFjYcEFuwGVq6MN4NSpU6Smph7ZotjX+zoxMUFnZyeVlZUsLCy4f5OYmBgWF3fdXGZnZ/d0o7pMkL1tvzEQd233BJeB+/nz5xkfHycuLo7Tp0+Tm5sr2c3AE+XgueeeCwsPD/+wpIPcZdzOjNVfAoM3/P0FIBsoADTAn0o8Tk1dXZ36Zl7BnVBav1OQyWRuSYOMjAzGx8fdWazIyMg3VfAoCAIpKSnU1NSwsrLil7mzzWZjaGiI/Pz8Wz4PuVxOcXExhtZWlqurMd5CoLZ51cLUS6uYDROEvsOJXKGg5XIrn/qrv2FjfoWUsQBeb13hW/+9yLVVG+8oDOTRtbMEvPYzlLGxRD33HBoPmYobz7e0tJTe3l6PSt2uVnK5XE5NTc2ebIxKpSIjI4OBgQG/ri0+Pp75+XnJk1NoaChra2uSyoFKpRKHwyFpX7VaLSlz5q/UgpTAShRFtra2JA/8U1NTfunmORwORkZG9kiG+EJ8fDyVlZV0d3cjCMItiVsODw/jdDrJzs4+1Odjw4sRBBkzi22QmAgvvYQ4OYnzySeprKjw2BX5T9/4Ctkxefz4S//KS0VaRgdb9/y7TiPnbYV6xhas9E155vqJosjU1BQtLS2kpaVRWFiIQqFArVaTnp7u9zN/1HA6nUxMTHDhwgV2dnaora0lPT39tmTSXO/rzRWBra0tHnnkEb7+9a97fVYOCmAFQfB7+43Y2dlhampqn4F7aWkpERERfpf3AwICkMlk+8bBd7/73TK5XP6EcJzIxh5wWwIrQRDigQeB77q2iaL4a/E6gFZAUj46Njb2Lz7ykY/sKQOKosj8/DzR1z3U3kowGAyUlZVRVlbG3Nwc8/PzfmcijgNUKtUec+eenh6f19DX10dWVtahSoCeoDSbCU5Pp6OjY59lghSYrtmYeHEVp26T1ZJfkZJQxcrqCg89+h40hiB++MIL2IRSWsZ2SI+S8eeFNpJf+w+sVwbR33cf4R/6EHKJmQ2NRkNRURHt7e37Bs5r167R3t5Ofn4+mZmZBw5WcXFxmM1mv4Q8ZTIZSUlJksuQLq7gzWbOnqDX6yUF1gEBAZICK3/EQU0mkyS7GH9sbJxOp9/cTtfK3R99LNidLAMDA4mKiqKpqelQ8ibj4+NsbGxQVFR0aP6aShlEpCGX2aXLOJ0ORiIjmXjuOcKamwl86SWPnwsIDOD5L/4HVouZX37iu/w8eYul7b0Z2fJ0LTEGJa91bmCx7w/ALRYLra2trK6uUlNTsy+rGB8fj9lsvqPaei641OAvXLiAxWKhtraWzMzM27oQlslkxMXF7SF42+12HnnkEZ588kne+973Aruls7nr2mNzc3PuCkB8fPyecXBmZobY2Fiv22/8Ltd2URRZWlqio6ODixcvYjabKS4u3mPgfis4yEYrKCiIioqKAODWOB13ALcrY/V14G+BfW/K9RLgBwCfDDhBEGROp/N0fX39nu1GoxGtVnvsautHCYvFgsFgoL6+HqVSSVNTE93d3Ufm9H6n4DJ3NhgMXnV7lpaWsNvtRy8psbmJKiyMmpoaFhYW6O7ultyBZ13dYfyHK8gCRGYK/w/JSVXIBBXveOI9LM8u8NUf/hvG5ST6Z2zU5WjIm/k9lhf+E+TyXYJ6XZ1f2lSwmxFKTk6mq6sLURRxOBz09PQwMzPjvo+e4Cop9vb2+tVlmJiYyMzMjOTP+OMdKEUoFKRnrKT6BIqiKDm75Y/MwsLCAuHh4ZLLOzabjenpab9LcDabjb6+PkpKSsjIyCAnJ4fm5ma/rJyuXbvG3NwcpaWlt9wUEB9Zjtm6RmvH62xvb5P0T/8E1dXw8Y+Dl3OqePgEf/X2LxBuDsK2beWHy2fZcrxBTJbJBN5VHsKW2ckfet4IwF1dl5cuXSIlJYXi4uIDJ2vXM9/X13fbZF9uhuvcLly4wObmJtXV1WRnZ9+xykJSUpJ7HBVFkWeffZacnBw++clPuvd56KGH3J193//+93n44Yfd23/wgx8giiLNzc0EBwcTExPDmTNneP3111lbW2NtbY3XX3+dM2fOEBMTg06no7m5GVEU+c///E9OnDjBuXPnmJ2dJSkpidOnT5OVlXVoz8uDEBMT4w4Mb8Szzz4bFhUV9cEj+6LbhCMPrARBeCewKIqiJx+EbwMXRFG8KOFwFTU1NfKbB7GZmZlj2SV3lBgfHyc1NRWFQkFKSgr19fVER0fT29tLc3Mzi4uLt8U253ZAEAQSEhKora1la2uLhoYGVlffsG1yOp309/dTUFBwtJISOzu7oobXfSRLS0vR6XQ0Njb6lAGwbzkY+8Eyogi2+mZEjYW02NP8V8dv6Gps58N//0lyYv+IpqEtKjO0VKsWiBgeZissDB55BNUtlKkTExNRq9UMDg5y6dIltFot5eXlkgZurVZLXFycX91+CoWCuLg4yV5sBoOBjY0NSROZVJ6VP4GVlGDJYrEQcJOBtSf4Y2PjL+dxeHiYtLQ0v3g2oijS1dVFdna2W1ohLCzMbeU0NDTk891fWlri6tWrlJeXHwnHJ1yfg4CSJcvv0IYtI8pE+O53YWsL/sf/8Pg5TZSSD7zzT/j3Z37Go0OwhZ0XVs5jc76RkY0PU1GWrqVlZJu5NRtWq5W2tjYWFxfdauTeEBgYSHx8/L6OuaOGKIpcu3aNCxcusLa2xsmTJ8nLyzvSDLsUqNVqdDodKysrNDY28sMf/pA//OEPFBcXU1xczK9//Ws+/elP89vf/paMjAx++9vf8ulPfxqAd7zjHaSmppKens6HP/xhvv3tbwO7C7rPfe5zlJeXU15ezuc//3l3p+U3vvENnn76aeLj49Hr9Tz44IPU1dVRXFxMWFjYbZEBUqlUqNXqfV3m9913H8C7jvwLjxi3I+VTAzwkCMI7gABALwjC/xVF8SlBEL4ARAB/LuVAkZGRjz/++OP7yoCLi4uH5gu8GWC1Wtnc3NzTli0IAlFRUURFRWE0GhkdHWVwcJDk5ORj3zXoglKpJC8vj83NTfr6+ggICCAnJ4fp6WliY2OPdMUD7A76ANd5Ni7yp8FgoLW1lezs7AMzZA6rk/H/u8LOppO4J9U0zJ4nKbqKKecWgzEb/FPTD6gJPMMrrUbyEzXcH2dm+Xs/RxkbS/IHPkDL5cugVN5SqTouLo6mpiYyMjL8znakpaXR0NBAbGysZN5QSkoKDQ0NJCUl+QxcBEEgIiKCpaUln9cYHBwsSTFaLpdL6iSVWgqUyq+y2+04nU5JZTqTyYTD4ZB8T7e3t1lZWSEvL0/S/i5MTk6iVqv3PZtqtZrKykoGBgZob2/nxIkTB2bt19fX6e/vp6qq6kiyKGazmdbWy+TEP8XSdhP94y8xOvt7MhPOkPy5zyL73Bfg5Zd31dkPQFiJltlfbSALS+TyB79A3nef46eyRh4PO4Vc2P0t7yvSMzBt5qXGJXICh8nNzfHr/UlNTeXChQvEx8cf+TjimnOGhoYIDg6moqLirmsnpqSkcPXqVXdn+UH4/e9/v2+bIAh861vfOnD/Z555hmeeeQZ4w7h9enoai8XCq6++Snx8/B29bldm/EZuolarJT09PUAQhHRRFI+tYuqRZ6xEUfzMdXfpZOAx4A/Xg6o/Bc4Aj4uiKEkIRyaTPXzmzJk94bDRaESn070pAonDwmUq7WkloNfrOXHiBCdPnsRisXDhwgWuXLki3TPvLkOn03Hy5Emio6NpampibGyMlJSUo/8iV9n0ponQYDBQU1PD5OQk/f39e8jVzh2RiRdXMc/bSXpfKHNcwCk6MDuT+et//QIRCj33Gh7gl21GUqPUPFygYvXHP0ZQqwl74gnUWi0nT55kZGTEb/kDF2ZnZ+nt7aW2tpa5uTm/y78ymYyCggJ6enokZzWVSiVRUVEHivMdBKnlQJlMhkwm80mOl7rqlVoKlBpYraysEB4eLum7JyYm/CKtDw4OkpOT47cy++TkpMdgzKXX5np3buZdbW1t0dnZSXl5ud+croOwvr5Oc3MzBQUFZKaVU1P4l9QWfhxtQAQ9oz/ld/eYsOWmIT73HHgo+YYUaBDk0DOyxf+70MrQZ15k2HqNV9ffkGCQs0O0xsjCJlScrPZ7USKTycjLy6Ovr++Wr9kFV0DlEnQuKyujqKjorgdVsDuGWSyWI7cVMxqN9Pf3c+7cORYWFkhLS6O+vp6MjIw7ft1RUVEHlr6feuopg16vf+SOnoyfuJM6Vs8DUcAlQRC6BEH4vLedBUFISU5ODrx5cJyfnz8W1i63C06nc1+Lqye4bHPq6uoIDAykpaWFjo6ON4WnlCAIxMTEuLVompqaJBOiJeOmjNWNUKlUVFZWolQquXTpEmazGdEpMv2LNbZGrSQ8FIImTWR87iL6kEIee+pPeO3vfkjOtRRebjISbVDyWJUe409fxLG1RdgTTyC/3o2jUqk4efIkY2NjkgMV2B3IR0ZGmJ6edgtGlpSUcPnyZb9byg0GA3q9XnJ5D3YzXWNjY5KCsZCQEIxGo+RyoJRnUiaT+TzeUWespMosOJ1Ov8aetbU17Ha7X7IhDodDsrRCQkIC+fn5NDc3u++t2Wymvb2d0tJSyfpd3jA/P09XVxcVFRV7BDjDQzKpLfoE1QX/E3VgGI0fP4G4tMDmXzyNU9z/+ykC5eizAihS1fCRd76Ll37+GuqGJS6bRjm32cfc3ByNjY2YxSCiQ5QEBR4uIIyIiEAmk/nFQ/MEV0fz9PQ0xcXFe0zMjwuSk5P90r7zBKvVusf42GAwUFdXR2FhIQaD4a45fiiVShQKxb7g8aGHHlIEBQU9eVdOSiJua2AliuI5URTfef3PClEU00RRLL7+3//29lm9Xv/o29/+9jCj0bhnoF9YWLgljaPjDhc51h9ivlwuJzExkbq6OhISErhy5QqNjY3Mzc0dax6Wq5OnpKSE8vJytz2FJ7kBv+EhY+WCIAhkZmaSlZVFc3Mzo/9vnvUeM9H36Qkt0TIxdxGb08bffeNXTLYP8eV//SYtY8HoNDKerAvF/NqvsE1NYXjPe/ZxqpRKpVvsUUpwI4oiPT09bG9vU1FR4S7h6PV6MjMzuXz5st+/ZXZ2NmNjY5IzmWq1mrCwsANJozdDEAQiIyPd+jje4A+B3VfnqFSOlVRxUKk2NnNzc0RFRUkmzg8MDPhdAhwcHCQuLk6yPlZoaCjl5eV0dnYyOztLa2srBQUFtyTN4MLY2Bijo6NUV1cfeB8FQSDSkE1d8V+T88gXmHmqDt2Pfknnt/+E6YVWbi5KhJ4IxGFy8v994mvkREbyrx/9IokbOs5u9tG5NExZRRULm5AWfWtZtry8PAYHByW7A9yMtbU1Ll265BZkLS0tlayFdqcRGxvL/Pz8oa7VZXzc2tpKS0sLoijuMT4+LhWh6OjofePRdYpDtCAIx9MUkmOsvB4UFPTUgw8+KBsaGuLcuXP09vYyMzODXC5/U+k6+Qt/NXJuhIv7UllZSVFREUtLS5w/f56xsbFbUkK/HXBNPi4l6sDAQLe5c2trK0NDQ7fe5ePKWPngxISHh1OWV8F2hxN5up2IWi0Op52rs2d5tdPBue/+kic+8qeI4Q8ilwk8fU84Qmcrps5OdPX1BHpQxFYoFG67H28rS4fDQXt7OwEBARQVFe0LHGJjYwkJCWFwcNDDEQ6GUqkkJyfHr/KIy+ZGShAntRzoD4HdVxAotRRotVp9ktdNJhMBAQGSjucPaX1+fp7AwEC/ApzFxUW2trZITU2V/Blwt6DT1dVFeHj4Prscf+ESE3WRs30RswVBIDo0n4Rv/5qd1ERy/+FVurr+nT9c/hKzSx3uAEuXHoAiSIZtIYTn/+zPMG5t8aO/+BfkyJAl6Zg3gsMJqbcYWGk0GqKjo5mcnPTrcxsbG25T+dzcXMrLy48kQL2dkMvlRERESM7QHWR8nJ2dTV1dHWlpaUdSOj5qREdHH+hD+773vU8rl8vfcRdOSRKOZWAlCEKwVquNqaiooLy8nLq6OqKiopiYmGBra4v29nZmZ2ePjeLuUcFisWCz2Y7khQ4KCqKwsJDq6mocDgcXL16kv7//6LJBt4jZ2VkMBsO+1aDL3Fkul3Px4sVby7q5MlYSVpzO1euvQvKukfP4bBO9DjUvfPb75FeWUP7AF7DanXzwdDiaa2Ns/OY3BOTmorvnHq/HVSgUVFRUsLCwcGDXkssUNywsjKysLI9p96ysLDY3N/0qLcLuwOQiokqBRqNBp9NJKssGBweztbXlM2gPCgqS5CEppTNQSinQ6XQiCILPEoYiNk1MAAAgAElEQVTUMuDW1haCIEjKgDmdToaGhvxqrrFarfT391NcXOx32cXpdLotoNbX12+pNOR6FpVKJSUlJX5lLYTAQBT/+UM0s2vc8/I2INI2+F3OdnyFueVukIGhMBDjkIXwggpefvppnv+bvyFOFcq0bYWxeStyGSRF3HqHXXp6OhMTE5LmB6PRSGtrKwMDA2RmZlJZWemXov7dRmJios+M+M3GxxEREXuMj48zAgMD2dnZ2fdbPvLII4ExMTEfujtn5RvHUghKLpf/0R//8R8H3vB3IiMjGR0dpba2Frvdzvz8PKOjoygUCqKjo4mOjj52NXB/MT09vcdW4CjgUuROS0tjbm6Oy5cvExAQQFpa2l0zLnUpUVdXVx/47y5z5/j4eAYGBpicnCQ/P9//lLyPUuCNsMzbQYCcygwWVxd47dr/YSs5i0999x8JctZjtAh84J4wwnbWWfqv/0IZFYXhve+VpFMll8spLy+nvb0dp9NJRsau3ZXdbqe1tZXExESfv7sgCJSUlNDU1ERQUJBHteuD4OLihIWFSSoxZ2Rk0N3d7bPkfmM50JtnpyAI7myUtyySlMBKSilwe3tbUhC0tLQkKQDyh7Q+OTlJVFSUZKKvS1ohNzdXsjzEjZ/t7OwkPDyclJQUEhMTaW9vx+Fw+N1J6hLiTElJOfwYVFcHH/0oQc8/z71PNzCTpeDK5K9oGfgOIUGJxETcD85olPpiyqqWsHd0EFvyNtp3JrHPW0gIV6FS3Ppa3yVRMzIy4tGbcWtri6GhISwWC9nZ2bec6btb0Ov12Gy2fe+Ww+Fgfn6e6elp7HY78fHxVFVV3XFpiKOAa4y5UZS3sLAQURSLBEFQiqJ47DIsxzJjFRMT86FHHnlkz8hot9ux2WxotVpCQkLcKcwTJ04gCALd3d2cP3+ewcFB1tbWjjW36CCIonhbbXpcir2nTp1yu6RfvHiR2dnZQ/MRDouxsTHi4+N9pp4DAgIoKSkhMzOTjo4O+vv7/StpeiGv3wzzvB1VqBy5WoZaa2EhJIxAi5M4/cNsC2E8Wh1KYpCDlRdeQFAoCH3iiQN9/zxBJpNRVlbGxsYGQ0ND7qAqOTlZ8kTm0uLq7OyUbJwMu1mo5ORkhoaGJO0fFBSESqWSpOB+lOVAqYGVr0yKFOK6y8bG134Oh0OSrATsjlETExOkp6f73NeF8fFxt7q6PxBFkf7+fgICAtzf5wrgl5eX/dJ0MhqNXLp0idzc3Ftf2H3lKxAfj/CnHyYhpIi3lX+eorQn2NpeY3DrP5DrRRSrgQQ//DDPNzTQ/60X2bHJmV/fIS3av8DSGxITE1laWtqXoTeZTHR2dtLV1UViYiI1NTVv2qDKhYSEBKanp93Gx93d3X4bHx9nHFQOFASB+++/XwGcujtn5R3HLrASBEHhdDpPnDhxYs92T+rIGo2GlJQUqqqqqK6uJjg4mLGxMc6dO0d3dzcLCwt3TJH3VrC2tobuupDl7YaL9FpaWsr6+jrnz59nZGTkjpRW7XY7MzMzfnFJQkNDOXXqFFqt1j9zZz8yVuZ5O5ro3YFnaLGZ//riT/n9Z37K7LqcTIOR9AiBtZ/8BMfGBqGPP47Cj4yRCzKZjNLSUjY3Nzl79ixJSUl+B9JBQUHk5eW5s19SkZyczNramiSuE0BmZiYjIyM+99Pr9Wxvb/sMeKUQ2I+qFCiFuL62tkZISIjP0tu1a9eIjo6WRJi/evUqycnJkt9ho9HI9PS0x6yKr++y2+37PiuTyfwKrhYXF+no6KCsrEyy7IRX6PXw/PMwMABf/jKrK2tMjuyQE/8nKJUazGGjbI1ZUQSH8n97e/ntS6/D+u67lBp1dBwfmUxGVlYWw8PDwG7HZHd3N+3t7cTGxh5oj/NmhcFgYHR0lHPnzjE+Pk5sbKzfxsfHGcHBwRiNxn3j3eOPP26IiYn5wF06La84doEVUHPfffcpbh7wpHgDKpVKYmNjKS0tpb6+nri4OJaWlrh48SKtra1MTU35tdK/k3BpV91JBAYGulc0crmcxsZGenp6JPFhDovR0VGSk5P97joRBIHk5OQ95s4+W/g3N0EQwEeJ2GFxYlt1oIlW4nDa6TdNMfSbdlQ7u4FWSoyO4R/+EOv4OIaHH0admOjXud8Ip9PpzrxubGwcKrMaGRlJVFQUvb29kj9zo92NlO908Ux83WOXcK0vDpfBYDiyjJWUUqCvTNTS0pKk7mKp76XZbGZhYUHyO+ySVjhx4oTf78Lk5CSrq6se/f9uDK68kbgnJiYYHh6mqqrqaCfgd7wD5xNPIH75y8y+9hqVlZWkpWSTm/wwa7pOnDYR05SN+vvv5/LkNPIlHTK5g9jQo11URkVFsbGxQUdHB62trURGRnLq1CmioqLumoTAUcFlfNzY2EhfX597LD+s8fFxhiAIhIaG7sug19fXI4ri/cfRlPnYBVZRUVFPvv/979+ntr6xseEXr0QmkxEeHk5+fj719fXk5OS4rRIaGhoYGRm5rQGEP3A4HKyvr9+1lLRCoSA1NZX6+noiIyPp7u6mpaWFpaWlIy2p2mw25ubmbimAdJk75+fn09fX593ceWsLtFrwMRGbF3YzdZoYJQur/QzMbLG9tEF1zX0AJEUEY5ibwxgTw/It8NKcTqd7xexqKpAa6NyMtLQ0dnZ2/CIr6/V6wsPDGRsbk7R/RkaGpKyVlHJgQEAAFovF67XeyVLg0tKSzwyN0WhEqVRK4m5euXKFrKwsyQbR/f39JCYm+k0enpubY2ZmhrKyMq/f5So9z8zM7BOqdZURl5aWqKqqOvJusJWVFS697304dToKv/1tNNePnxxTgyphB1FwsD68RV1dHatbWyz1rSLTrSJzHl1lwWq1MjAwgM1mw2QyUVdXR0xMzJs64BBFkeXl5QONj3Nycg4tSPxmQGRk5L6GGrVaTX5+vgrIuTtn5RnHLrASBOG+m02XNzc30ev1h34pBEFAp9ORkZFBbW0t5eXlqFQqt8Jsf38/Kysrd42XtbCwcCxWUYIgEB0dTU1NDdnZ2UxPT3PhwgWmpqaOpJw6OjpKamqq5MnHG4KDg6muriY0NJTGxkYmJib2/36bm9KJ64AmWsnVxVb6WycAKCirA0A+dgV2dkh+5ztZWlqis7PT7/vhIikbDAaSk5MRBIGCggJkMhnd3d1+P3uCIFBcXMz09LQkLpQLmZmZTE9PS+oODQsLw2q1+lyA6PV6TCaTz1KyVqv16tGoVCp9HkNKKXBnZ8drOU6qjc3ExIQkiQWj0YjJZJKsFj4/P4/ZbPbLcxB2dd9GRkaoqKiQlOWSy+VUVFQwOjrq1htzSXsIgkBZWdmR6hU5HA76+voYGhrixP33I//a1xAuXdr1FAQEQUZR7qNYQqZZGVyhrm73/Rof6GEnfJ35hrO3fA52u93tsanX63nb294G4NMb9Dhja2uLwcFBzp07x8zMzB7jY1fJOzw8nLW1tTvOl71TCA8Pd+se3oj3vve9Bq1We0bKMQRB+A9BEBYFQei7YdsfC4LQLwiCUxCEsqM632MVWAmCYAgNDQ26mR8htS1aKtRqNUlJSVRWVnLq1CnCwsKYnp7m3LlzdHR0cO3atTuq+3Q7SeuHRXBwMCUlJVRWVmIymbhw4QJDQ0OHLqVarVYWFhaOtOtREATi4+Opra1le3t7n7kzW1uSievyQBnOABMjtgXGG/pJzUhHa4hDEEDsakUZG4smIYGSkhIMBgMNDQ1+ZTyHhoZQKpVkZmbuOf+8vDzUajWdnZ1+B1dyuZyysjJ6enokW1vI5XLy8vIkZ8qkZq1iYmIO1Ju5Eb4I7FIWFr5KgXa73Wfn4/Lyss9s1c7ODisrK5LKhf39/eTm5ko6f4vFwuDgoN/SChsbG/T19e0Rj5UCpVJJRUUFAwMDLC8vc+nSJSIiIiSfr1Ssrq5y8eJFAgMDqaqq2s3yffCDcPo0fOpTcL1UbNAlE5DihDUtwRoV0bEJGFfmIGSdsdEubNPTh/p+u93O0NAQDQ0NBAYGusWSXVwrT40bzzzzDJGRkeTn57u3ffGLXyQuLm6PqbEL//AP/0B6ejpZWVn85je/cW9/7bXXyMrKIj09na985Svu7ePj41RWVpKRkcH73/9+nwK4N17PxMQEDQ0N9Pb2otPpvBofC4JAeHj40btXHBMolUpkMtm++3fvvfcqDAbDuyUe5v8AD9y0rQ94L3Dhlk/yBhyrwAo49cADD+xrDfHHfd5fyOVyoqOjKS4u5vTp0yQnJ7O+vk5jYyPNzc1MTEwcuR/TjbDb7Wxvbx9bPZGAgAB3B2ZAQADNzc10dnZiNBr9Oo7LD/AoslU3w2XuXFxczNDQEB0dHbtCkxIzVuY5O5poJbPLHawFhpJxMp+PfeSjbJodaBUizoUFtGW7ixkX16uoqIj29nZJ6fepqSmMRuOewdsFQRDIyclBq9Vy+fJlv1ecGo3GfS5Ss2gRERGoVCpJCusRERFsbm76fAdiY2N93gspBHZBELzeA1+lQCnEdU+NMDfCtdiRooWlVCoxGHyLQLvkEVzBtFRsb2+7Ceb+SjLA7kIyJyeHS5cukZSU5HemzBscDgcDAwMMDg5SXl5OamrqG/dMEODf/g22t+GTn3R/JrWsCICR1ja++kIrDz39KQSNhaXEEFZ//nOcEoMP2A2AR0ZGaGhoQKlUUldXt89IPDw8HLPZfGDW6kMf+hCvvfbavu2f+MQn6Orqoquri3e8Y1eHcmBggBdffJH+/n5ee+01nnvuORwOBw6Hg4997GP893//NwMDA/z4xz9mYGAAgE996lN84hOfYGRkBIPBwPe+9z2P1+LSm2tvb6exsRG73U5paSlVVVXEx8f7zC5K7dB9s+KgrFVmZiYOhyNbEASfE4soiheA1Zu2DYqiKK1d2g8cq8AqJibm3Q888MCemdDhcGC1Wu+IRpWLJJebm0t9fT0FBQU4HA46OjrcGZvDEo49weU/drfLgL4gl8tJSkqirq6OuLg4BgYGaGpqYmFhwef92NnZYX5+/sg1um6Gy9w5JiaG5uZmzIuLiD4CK9EhYlncDazGF1vZDDTwP/7m43zyk59ky+IgcMeEoFKhuUldPSQkhJqaGqanp+nt7fUYDLgIxCUlJV5/46ysLIKDg/3u9oPdrsmEhAS6urokP5t5eXlu2QdvEATBrcbuDTqdDovF4vV4UiQXVCqV11W9r1KgFOL62tqaTw23yclJEn00KYii6DZaloKxsTH0er1fllwWi4W2tjZOnDhxaGuV5eVlBgYGKCoqYnx8/Miy8evr6zQ0NKBWqz1a35CdDZ/5DPzoR/Db3wKgi9MhaHdwzuiYWLKRHh1AjMrAanYsjrU1jK+/7vO7HQ6HWzJGJpNRV1dHamrqgcGHt2e4rq5Osp7fK6+8wmOPPYZarSYlJYX09HRaW1tpbW0lPT2d1NRUVCoVjz32GK+88gqiKPKHP/yBRx99FICnn36aX/ziF/uOe1TGxwaDgY2NjTdFF/xhEBERsc9C6zolQgD8b629jThWgZUoiqdvFo1cW1uTtBq8HdBqtaSlpVFTU8PJkyfRarWMjIxw7tw5enp6WFxcvOWa9uzsrFdxxeMGlyjkyZMnKSgoYH5+nvPnz3sdsCcnJ91p+TtxfjExMZyqrkY5McGSTOY1PW5d2UHcAUJNTDq3WJlcJMmxO9Bubu8QsLWKprAQ2QEZBleZRaPR0NTUtC+rYzKZ6O3tpby8XLIwZ1hYGG1tbX4Pjq42f6n6RSqVivT0dPfK2htiYmJYWVnxWQaOiYnxmgVTKpU4HA6v74wvAruvUqAv4vr29jYBAQFej7G+vo5Go/GZHZqeniYsLEySGOn6+jqzs7OSgzB4Q0A2Pz/fr8adm89xYGCAqqoqEhMTSU5O9isAPwhOp5PBwUH6+vooKSkhLS3N+8LwM5+BjAx47jkwmxEEgZBMHYGrGayvbvD3f/kuxn55mWtyE4FVJ9lubcXiofzsdDoZHx/nwoULOBwOty6fr2xOVFQU6+vrkn0zv/nNb1JYWMgzzzzjzrLOzs7uWRzGx8czOzvrcfvKygohISHud9+1HXYbeY7a+Ng1Nh+FCfVxhKeM97ve9S6DVqu9/y6ckkccm8DKE7/qdpYB/YFKpSI+Pp6ysjLq6+vdomXnz5+nvb2dmZkZv3WgbDYbNpvtTas1otPpKCoqorq6GrvdzsWLFxkYGNgTYDidzlvyPzws5BcvolhaIviZZ5iYmKC1tfVAwrb5OnF9TdHLujaMVz/xHf70XbvG6cYtG4H2LXcZ8CC4VsM5OTk0Nze7V1Q7Ozu0t7dTXFzsV/kmLS2NqKgoWltb/Q6u8vPzWVhYkGSMDLsDvclk8kl+FwSB1NRUn92EUsqBer3eaxlZSmDlqxToLbCSMp5IIa27MiY3cuY8YWdnh66uLk6cOCF5ceFwONyZkMPoS4miyJUrV7h27RrV1dXuZzAxMRG1Wi2JN3cQNjY2aGhoQKFQUFNTI23sCgiAb38brl6FL38ZAH2GBtmOklhZCFevdHP1Yjc2cQdrfTmKyEjWfvELnDe8r06nk8nJSS5cuIDVaqW2tpbMzEzJZvVSn2GAj370o4yOjtLV1UVMTAx/9Vd/BXBgMCoIguTtTqfT/bs2NzffFuPjG4O3txpkMhkajWZfSddPntUdwbEJrIBTf/RHf7RvBlpeXj4WgdWNkMlkREZGUlhYyOnTp8nIyGB7e5tLly7R2NjI6OiopC4UKdpcbwaoVCoyMzOpr69Hr9fT1tbG5cuXWVtbY2Zmhujo6DtvnP2jH4FOh/qRRygvLyclJYW2trZ95s7mOTuCHKasjSw5A5nuGOH06dM4HE5MOzKCAuSoJGQUw8LCqK6u5urVqwwMDNDV1UVycvKhsq3JycnExsbS0tLiV9nG1WI/MDAgiVjv0rbq6+vzmXmNj49nfn7e6+IhKCjIvVjwBF96Vr4CKymlQG+0AV/8Krvdzvr6us9gZnR0lISEBElq1v39/aSkpEheQLlkOeLj4w+VzXbRF+x2OxUVFfuCj7y8PJaXlyUH4K5zGhoaoqenh+LiYjIyMvzLqtx3Hzz1FPzjP8LgIEFpakQg2b5DVn44nQ0tAMw41zE88gjO7W3Wf/UrRFFkZmaGCxcusL29TXV1NdnZ2YcaT+Li4lhYWPC5AI6KikIulyOTyfjwhz9Ma2srsPsOTN9Arp+ZmSE2Ntbj9vDwcNbX11leXqa3t5df/vKXhIaG3lbjY5dg71u5HHhzBSIzMxOn0ymJZ3WncGxOJDY2dh+/yvUC3PFJ2Q8IgkBwcDBZWVnU1dVRUlKCTCajp6fHp8WOi1/1VoFMJiM+Pp5Tp06RnJzM8PAwvb29BAYG3lkpC4sFfvYzeO974TpHISIiglOnTqFQKPaYO5vn7SjCHCwoHYy3XMHpcHDfffexMTGLKAgYEqRbjajVaqqqqjAajaysrPhtU3IjkpKSSExMpKWlxa9MqFqt5sSJE1y+fFnS57RaLbGxsT4zGDKZjKSkJJ+6Wb7KgSEhIV4J7LeSsRJF0eu/O51OnxysmZkZ4uPjvQYNVquV2dlZUlJSPO7jwrVr17BarT75Wi6Iokh3dzcGg+FQWV6bzUZzczMGg4GCggKPAqKlpaX09/dLaswxGo00NDQAUFNTc/hGm3/+590u3Y98BFEJq4EQb1FTWJLMxOgkjuVtZmwrqGJi0J0+jbm3l8s/+xnr6+tUVVWRm5t7S7YsMplMkmnxjc/vyy+/7G46eeihh3jxxRexWq2Mj4+7pS/Ky8sZGRlhfHwcm83Giy++yJkzZxgdHSU/P5/vfOc7RERE0Nvby5NPPnlbG5UEQTgw+Hir4KBrEwSBoqIinzwrQRB+DFwCsgRBmBEE4VlBEN4jCMIMUAX8ShCE33g7hlQcm8DK6XSerqqq2rNtdXX1rhkFHxY3WuzU1NQQHBzM+Pg4586do6uri/n5eXcniclkOjQh9ThDEATCwsJIS0sjPDyczc1Nzp0757bhuO349a/BaIQnntizWSaTkZaWxsmTJ5mbm6P5UjOmORtW3QLGoEimGgbQaDRUVVWx1LXLPTKkxvv11RsbG9hsNgoLC2lqavJLY+pmxMfHk5KSQnNzs+Q2bdiVykhPT6ejo0NSQJuWlsbCwoLPLFdSUhIzMzNeV8O+yoHBwcFe1dxvhWNltVq9ll3X19e92tiIosjU1JTPJouhoSEyMjJ8lm7MZjNDQ0N+SSsMDg6iUCjcRt3+YHt7m6amJtLS0nxaRqnVagoKCujo6PCYrXQ6nYyMjNDV1UVRUZFfAqgHIjJyN2N14QJr3/wu81pQrYs8eO8HAVhuHmLGtsL8/DxdgEOrJXF7m/z8/CPL7CQmJrp99QAef/xxqqqqGBoaIj4+nu9973v87d/+LQUFBRQWFnL27Fm+9rWvAbuZvve9733k5ubywAMP8K1vfQu5XI5CoeCb3/wmZ86cITMzk5MnT7K9vY1cLuf555/nlVdeoba2ltXVVZ599tkjuQ5vOMhb760CnU7H1tYWNpuNhYUFBgYGaGhoIDc3NzwoKMirnpUoio+LohgjiqJSFMV4URS/J4riy9f/rBZFMUoURUmaWL4grUB9myEIQmheXp72Zn7VmzGwuhEKhYLY2FhiY2PdBpnz8/NcuXIFmUzm7oA66nTwccH4+DiZmZkYDAbsdjtTU1M0NDQQHh5OamqqJNLvofCjH0FUFNx774H/7DJ3Xri6zLzJypqynw1tONMNg5w6dQoVsDZxDWLz0eul/zYuLk1ZWRlBQUGEhIRw+fJloqOjfRN8PSA2NhZBEGhububkyZOSV+xxcXFsbGxw5coVn4RpmUxGQUEB3d3dVFdXezxPuVxOXFwck5OTHidurVbLzs4OVqv1wOdaJpMhk8mw2+0HZqIDAgIOXQqUwq/yVgZcW1sjKCjI6/u4tbXFxsYGBTd1id4Ml7RCQUGB5N/s6tWrmM1mnx2kB8FlvnvixAnJRPfw8HBWVlYYGhra94xsbm7S1dVFREQEtbW1R9d48uyz8P3vE/K/PoPxf1UBoVQnvIfquq8SIKyzaN9gamWWsooK7FYrW83NOC0WZIeQmTgILmmMxcVFoqKi+PGPf3zAKXoOfj772c/y2c9+1v13URRZW1sjLi6O73znO0RFRZGQkLCn7OsqJd4phIaG0tPTgyiKx77bXCqsVisrKyusrKxgMploamoiIiKCsLAw0tPTiYyMFH7yk588DPzz3T5XOCaBFbv8qn19paurq36Z9R5nuLI4LtuatrY2lEolbW1twG5dPzo6mqCgoLfEy2A2m7FYLG6OkVKpdK+k5+bm6OrqQqFQkJaWdqDg3aGxsQGvvgp//ufgg9jqHFeCYGEhYRq7LJ0v/MuXyA9NxdTdzTa7k6EuQDqhtK+vj5SUFPfkrtFoqK6upr+/n9bWVkpKSg5V1o6JiUEmk3Hp0iVOnjwpORDPycmhpaWFa9eu+eTqGAwG9Hq9z0aDlJQUGhoaSE5O9jjZusqBngjgISEhbGxsHMhjupWMlZTAylv5TgppfWBggJycHJ/P69WrVwkJCZFMPJ+enmZ5eZmKigq/34XZ2VmuXr3KyZMn/WrPh11+SlNTk3sRK4oio6OjzM7OUlRUdOhuRI+QyeA730FeVMy9v/oy9nv/hY0hM1/60j8wrWpiRABdZhSBmkCs2dlsNTZiGRkh0Ecg6w9SUlIYGBi4pVK9yWRienqaubk5dDodCQkJFBYWHoux20VPkSIrclxhNpvdgdTa2hpKpZLQ0FCioqJQqVRoNJo95fWMjAwcDkeWIAgyURTvuvz8sSgFxsbGvvvMmTN7+FVOpxO73f6WzOaIosjW1haFhYVuix21Ws3g4CDnz5+nr6+P5eXlN7U9gadJShAEt7t8VlYWk5OTXLx4kenp6aO53pdeAqsVnnzS626iQ2S1y4Qi0cxSWCAKZJTE5+LY2WGzpQWrYXfQDdJIC6zm5+ex2Wz7uDSubFBCQgKNjY0+dZw8ISoqitzc3F19LomCtYIgUFpayvDwsG/DaiA7O5uxsTGvgY1SqSQ6OpqZmRmP+/gqB3oTClWpVD4zVp5KcN7EQV02Np6yRzabjc3NTa8Tkcv2ylewtLa2xvz8PNnZ2V73c2F+fp7JyUmf/n83QxRFhoeHmZqaorq62u+gCnafkRMnTtDT08P6+jpNTU3YbDZqa2uPPqi6DnNGDo0PfoTM119EvvA7TGM7nMitR7Vu5fd//wJXNnaNo1UJCci0WiyDg0f6/Xq9HqfT6bdX7M7ODtPT0zQ2NtLZ2UlAQAA1NTWUlpYSGRl5LIIqF95M5UDXfDg5OUlHRwdnz56lq6sLk8nk5uy6/BAjIyMJDw/f67CB+zkWgLy7cxV7cSwCK6fTWXczv2pjY4Pg4OC7dEa3F+vr6wQHB7sHUbVaTWJiIhUVFZw6dYqIiAhmZmY4f/6822LnjnCTjghOp5P5+XmfWZKQkBBKS0spLy9nc3OT8+fP35JtDrBbBkxLg/Jyr7ttjlrZ2XSykzLJhjacrq/9GsuWiRyDAefyMqtBoQQoBZRy34Ol1WplcHCQoqIij4NrbGys237mQF9DCYiIiCA/P5+WlhbJwZVSqaS0tJTOzk6f91WpVJKdnU1fX5/X/Vxt656uITAwEIfD4VEzyJtQqJTJydM+3ojpvrqLp6enSUhI8Mq/GhgYIDfXuw7hzs4O3d3d7iYWX3CV4g7q3vMGp9NJd3c3JpOJysrKW2rw0Wg06HQ6mpqayM3NJTc390g9BG/G4MQq59/zl2yExRL56r8i2ASGO5wM9Opoev5XfPWvvwSAIJMRkJ2NZWQE8YgtxpKTk5mcnPS5343Gxw0NDZhMJrfxcVJS0rFtrDrItPi4QBRFjEYjY2NjtLW1ce7cOQYGBtjZ2SE1NYmDjDcAACAASURBVJX6+nqqqqrIzMwkLCxs37Poafx45zvfaQgMDHzbnboOb7jrpUBBEALS0tJ0bzV+lTe4TJcPglwuJyoqiqioKERRZH19nfn5eUZGRlCpVERHRxMdHX2o1emdwsLCAhEREZIHZ41GQ25uLpmZmczMzHDp0iVCQkJIS0vzT+Nrbg7+8Af47Gd37TS8YLVzG3mgjPHwYeYmTLz8zz+gNraIrMhIxMAg5hWRqJwmJiYmSEpK8jrh9/X1kZWV5TO7GhQURE1NDT09PaysrFBUVOTXZAq7sg6FhYW0tLRQXl4uiaem0+nIycnh8uXLnDx50uuEHxMTw/T0tFdZArVaTVhYGHNzcx6D59jYWObm5g4svQUFBfnMFhyGH2I2mz2+F4uLix79OEVRZHp6mpqaGo/HvnbtGnq93ufz2NvbK5k/aDQa6e3tpbKy0q9uN7vdTnt7O+Hh4aSnp99SpmR7e5uuri6Cg4MJDQ29rR6pRqORK1euYLZDfmYSA3/y11R99ZMsTpxlTncvYsKfU/3QKk0vfItHQ77G/Q89iV5djFovJ7plmojUGAxaOcFahaQFjzdER0e7uWUHvQ9bW1tMT08zPz/v7tAMDQ09Vlkpb1AoFKhUKkwm0x1xLfEGp9PJxsbGHo6UTqcjLCyMrKwsdDqdX/dVLpcjl8ux2Wx73puTJ08qwsLC7gO+fhsuwy/c9cAKKCgpKdl3V1dWVvxSKX4zYWlpSRJ3TBAEDAYDBoOBnJwcTCYTc3NzdHZ2srOz4+Zl6fX6Y/XCT01NHeq3UygUJCcnk5SUxOLiojtzkpaWRkREhO9r/MlPwOnc1w14M3a2HRivWAgr13JBaaf3Zw3IZDL++O1vx/LTnzJW+W6MRoHHa2Mwbe6WKvPz8w8M9BcWFnA6nZL1huRyOSdOnGBqaorGxkZKSkr8FogNDQ2luLiY1tZWysvLJXWWRkVFua0zfBGvCwoKaGlpITQ01GPgl56eTltbm0c7ptjYWDo6Og4MrARBQK1WY7FYDuziU6lU2O12v4INVxnZ0zOytrbm8bqXl5cJDg72mH1wdcedPHnS6znMzs7icDgkWTeZTCYuX75MWVmZX4skk8lEW1sbGRkZt+TYIIoiExMTTE5OUlhYSGhoKGazmZaWFmpra/0O+L1hc3OToaEhbDYb2dnZb7xH5X8BP/8Gqa1fw5pyD0+Vq4gKzWfuWimv/PtnKCgoxBybx3pYIV1Tcph6o8NWp5ERolVg0MoJCbr+f60cQ5CC4EA5cpn3sUImkxEREcHCwoJb8sZutzM7O8vMzAxyuZyEhAQyMjKO9F7cSbiyVndanNnhcLC2tuYOpGw2G8HBwYSFhZGfn09gYOAtz1ehoaGsra3tSVDk5eVht9uPjox3C7jrT0xAQEBFXV3dnmK+q+b6VpQisNvtiKJ4KD2WwMBA0tLSSEtLw263s7CwwMjICJubm4SFhREdHU14ePgdsY7xBIvFgs1muyWtFkEQ3Fk7V8p4YGCA5ORkEhISPGfCXngBSkp2/cm8YK3XjOgAbYGTpR0dAy83cubMGYKuXmVDGUCzNZqkCCXZ8YEIQi5bW1v09fW5zZ5dwcDOzo7bLsRfJCYmursG09PTiY/3T9YhJCSEkpIS2traKCsrkxScpaenc/nyZSYnJ70OthqNhqSkJIaGhsjLO5iy4Cofeeq002g0iKLoMXhypfMPEsh1BV3+vCMmk8ljlmh7exuNRuPxvZiYmCA9Pd3jscfHx4mJifEq5WAymRgZGaGmpsbnpGG1WmltbaW4uNivoHp9fZ3Ozk6KiopuKZtvMpno6upCp9PtCaI0Gg3JyclcuXLlQMNwf7G9vc3Q0BAmk4ns7Oz93DSlEj73OVTPPIN++HdoFx4hwzDH+//9Wf79wS/y+g8+T0NDA6s/+Smrs4son/ow6yYn69s7rG05WN/eYWrZRt+UGecNVWlBAL3mjUArRCvfE4DpNXJkMoHExEQGBweRyWRMT0+ztbVFXFwcpaWlx7oiIBUREREMDQ3d9sDKbrfvCaQcDoe7cSMxMfG23MvQ0NB9WoEqlQqdTqcRBCFQFMX9Nht3EHc9sAoPD39beXn5nvNwDZLHKQtzVFheXj6URcXNUCqVxMfHEx8fj9PpZGVlV/+lv7+foKAgoqOj3R0UdxIurspRQa/XU1xcjNVqZWJiggsXLhAdHU1KSsreiW54GNrb4atf9XnM1Q4TmlglU5pxRs+Oszq7zFN/98eYursZzv8jtqwi7y96IwsYFBREZWUlCwsLNDc3Ex8fT2pqKkNDQ/vPw89rq6mpoauri5WVFfLz8/3itgQHB1NaWkp7ezulpaU+g9nrhqU0NTWh0+m8Ts7Jyck0NjZ65TpmZGTQ3d3tsWToIrEflJ11Edg9BVb+8uy8EdcXFxc98qssFgtms9kjUdslE3Lq1CmP332jtIIvzo3L/y83N9cvVf65uTk3F+uwMiUuna7x8XHy8/MPHIeSkpJobGzEaDQeenFkMpkYHh5mc3OTrKws79nmD3wAvvQlYpr+mcmaB4h8exZRwhof+P6n+du8xxAEAU1uDoED/UTYlkhO2T+2OJwiRpODtW3HnqBrbdvB2IKVTZODG9mAMgF0GoFQtYWInSV3x7I3jbM3I1yaT0ctu2Cz2dxBlItEHhoa6tYuvBNzTmho6IH2ROXl5bKRkZEidoVA7xoOHVgJgiAH2oFZURTfKQjCXwAfB9KACFEUl6UcZ2dnp7iwsHDPNpeQ31sRS0tLR6627kprR0REIIoim5ubuwKYzc3I5XI3L+u26UZdhyiKzM7OeuWqHBZqtZqsrCwyMjKYnZ2ltbXVbZIdEhICP/7x7lL1sce8Hsc0Z8MybyfuwWB+Z5nBvGokMyuDeyMi2J6ao80ZR1ZcAEkRe/lSgiAQHR1NREQEV69e5ezZswiCwD333HNL16VUKikrK2NsbIympiZKS0v94kTo9XrKy8tpa2uTpGGkUCgoKyujpaXFa3u+y+6mu7ub2traAwdml+bTysqKW0bkRsTGxtLe3u4xsPKk4n6YwMobcX1packj6XxqaorExESPE8/w8DCpqaley0HDw8N7pFQ8weFw0NbWRmpqqlc9rZsxOjrK/Pw81dXVh560zGYz3d3daDQar6U+QRDIz8+nt7fXq6bZQbBYLAwPD7O+vk5mZqbXZg43FAr4whcI+OAHUV18lYB7ywmyvYIuJwNF+K4mWsP0NHkyGebBQVQHLNrkMgFDkAJDkALYz3PccYhsmBwsrVsYn11mbmmLVZuWcZOauopcRNF5KOup4w5BENDr9WxsbNzSfHqj9MH6+jpyuZywsDAiIyPJysq6KwR+tVqNzWbbFzTW1dWFvPzyy5Xc5cDqVmpGfwnc2AfbCNwH+G61uA5BENSBgYFBNw/ub+WOwNtNyne9TDda7Mjlcnp7e93dF6urq7fFYmZzc5PAwMDb+qLJZDISEhI4deqUu1zV2NDAzg9+gHj6NHggKLuw1mFCUEBwvoYJcZuqt+Uy0NWDs6eHvsx7se3AfYWeV+pyuZzMzEzUajVqtZq2trYDzZ39gSAIpKWlkZeXR0tLi99t0kFBQVRUVNDV1bWvDfkgBAYGUlBQQHt7u1cVdb1eT3h4uFfj2oyMDI92OAEBAQiCcGAHY0BAABaLZc9z6HA4MBqNWCwWFhYWGBsb48qVKwwMDLj/c03eExMTXLt2jeXlZcxmM5ubmwcGVi4bm4MWFa6FgKcyrMlkYnl52asdzerqKktLSz7NmEVRpKOjg5iYGI8k+oM+09PTw8bGBlVVVYcKqlzE/ObmZlJTUyU1TISEhKDT6SSb+VqtVvr6+mhpaSE8PJxTp04RHR0tPSh7/HHEzCyiz38VRqLQmXc7vsas83z961/nzDvfyQWjEfPgoN/jltPpZGlxntHBDhbHO8iMcPDk2zMoy9oNgmPj4nwah7+Z4a+9jSiKbG9vMzU1RWdnJ2fPnqWzs5Pt7W3i4+Opra2ltrbWLX1wN7sitVrtPk/esrIyeVhY2F3vDDxUxkoQhHjgQeBLwCcBRFHsvP5v/hyq4Lr2xB5sbGy8ZYRBb4TJZEKtVt/WVuab4eJNJCcns7Ozw9LSEpOTk24/Mhcv6ygImi6ftTsBQRAIDw8nPDyc7bExFGNjXH3gAYTRURITEw984Z07Ims9JoKzNSwpN1hcMVKuEjF3dLC5I6dbFk9RooaoEO+DxcLCAoGBgZSUlLC0tERbWxtRUVGSbE68ITQ0lJqaGjo6OlhdXSU7O1syX06r1VJRUUFraysFBQU+syfh4eHEx8e71bo9vbeZmZlcvHiR2NjYA7NbrgWQp8WQqxyYlpa2Z7vZbEYmk9Hd3c329jZ2ux2ZTIZWq8XpdGKz2ZDL5QQHB7vvqcPhYG5uDq1Wi81mY2trC6vVislkYmlpya2c7mr4CA4Oxmg0YjAYDry+xcVFrwT9wcFBsrOzPd4bu91OT08PFRUVXn8nV4Ck0+kk+QvCLn/v8uXLhISEePT88wWLxUJ3dzdqtZra2lq/JsHs7GwaGxuJiYnx+EzbbDauXr3K4uIi6enp5OXlHa7kpFAgfPELaJ54AuEnvyDiE5EEOByMWRf42Mc+xgsvvMBz3/0uv3r6acKWl1F6kc2A3fu9sbHhFl2NiIggKytrz/Mpl+1aRMkVSlQq1VuW0xsREUFnZ6dHiyRXhcOVkXItjsPCwkhOTt4jC3Tc4LLHuvF3y8/PZ2dn564T2A87m34d+FvAv3amm6BWq8vr6+v3Edc9EV7f7PClpXO7oVAoiImJISYmZp/FjkajcfOyDnPvRVFkYWGBrKys23Dm3qG9Ln6ZfPo0E6JIQ0MDERERpKam7imrGa9YcJhFDCcCaTFf4f99/N/4ndHMPU/+OZ0p9YgI3FPgnVfidDq5cuUKlZWVwBvmzuPj41y8eJHMzEyPnXJSoFKpqKysZHh4mEuXLlFaWir59wgMDKSyspKWlhby8vJ8PmspKSnu5oCbAx8X5HI5eXl57gDioOvKzMxkeHiY8gO0w2JjY2ltbSUpKYnl5WUWFhZYXV0lICAAhULhLoXeKFWxvr7O+Pj4PtKt3W4nICDgwIzP2bNnOX36NFtbW6ytrTE7O0t/fz8Wi4XQ0FC3dtyN5z8xMeFRxHN9fR2r1eq1ZNfT00N6errP0u3Q0BCCIEh+N8xmM21tbaSkpByKr+jKxI2MjJCbm3sohXGVSkVCQgKjo6P7snF2u53R0VHm5uZITU2lrq7u1iff970Px+f/jsjf/Qvrz3ybIF0fY4oA1KFqfv7zn1NaUsKf/dd/8YeHHiLy/vsPPITFYmFmZobZ2dn/n733jo4rv688P69yRgXkUMg5EyAJgGR3K7RtObSnHWRbY3fvarwe9ayTduy1ZI+105a17rbnnPHKku3Z46CWLXtWsmfUsx5ZkiU3mxlEIkBkEDmnQgUAVaj09g/wPVVCIsE4e8/pI6pQ9epV1Xvvd9/3e7/3YjAYKCgooLa2NuW+SVODkeh+/NPi4uITuXY9auj1eoLBoGysG41G5ZD4jY2NOOuDioqKE1sfPElYrVY2NjbirgdarRaTyWQQBEEviuLxzP4eAU58NgiC8MPAmiiKPQ/75hkZGR9OFK4HAoHnYiIjFQ7SojwJSBE7tbW1vPTSS9KoKt3d3Vy9epXx8XG8Xu+xS+9utxuLxfJYq3Ey7pfyVU4nZWVlvPjii9jtdnp7e+nq6pJbn66+HdQWJaYSDTeme5m6epeLTXVs+AVGVPmcLTPe12kcjNnZWbKysuKOUSncub29XRa4+3y+B/440iJcUVHBzZs32dg4llwR2L+QtrW1MTw8zNra2pHPr6+vZ2Vl5dDnZmRkoFarWV5eTvl3u90uV5BiEY1GcblcbG9vc+XKFTY3N8nLy4szAIxGo0n+XwdprA7KCQyHw6hUKgRBwGw243Q6aWho4IUXXpA9tyYnJ7l8+TJDQ0N4vV78fr88Bp4IURQZGho6tAIzPz+PIAhHVminpqbY3t4+dtXJ4/Fw69YtampqHohU7e3t0d3dzdraGhcvXnyo2Jbi4mKWlpbk3yIcDjMxMcG1a9f47d/+bX7qp36KH/qhH5J/E5fLxcsvv0x5eTkvv/yy7K4viiK//Mu/TFlZGQ0NDfT29srv8c4771BeXk55VRVXv+8D6DYmcPzdICb/FntiiPYf+QB/+Id/yF/99V8ztLrKv/2d34nbx0gkwuLiIrdu3aKrqwulUkl7eztnz54lOzv7QMKnvP9wNCqSnZ194LH9rCMSiaDX67l79y43b97kypUrTE1NoVKp5Gt/a2srxcXFT51tz1E4KNC9tbVVATQ+/j36Hh6kYnUBeEUQhB8EdIBFEIS/FkXxZ0+6oXA43NzYGP/5pTvL5xFPs3bMZDJRVlZGWVkZe3t7rK6uMjo6yu7uLunp6WRnZ2O32w+8UC0uLh5bO3LqkDQS9319FAqFHH69tbXF5OQkga0g5ntOMi6aWY96ufZf/hkxKvJqWRk9uRdQqxS8UHt4ATYSiTAzM8PFixdT/l2r1dLc3IzL5eLOnTvYbLaHEndmZGTQ1tYmtwbLy8uPdeHT6XS0tbXR2dlJNBpNOXknQaFQ0NLSws2bNzEajQcOONTW1srBp6k+j6S1am5uZmdnh6mpKblCW1RUhFqtTrI0sFqtjI6OJm3rIGIVjUZTEveDNFRSe7G4uJji4mIikQirq6uMjIzgdrvJyMhIGZGzurqKXq8/8Fzd2dlhcnLyyCGNhYUFVldXOX/+/LF+t7W1NYaHh4/tTZaIpaUlxsbGqKqqOpUBGaVSSVlZGePj4xgMBlno/8ILL6BUKvn0pz/Na6+9Jj//rbfe4kMf+hCf+tSneOutt3jrrbd4++23+cd//EcmJiaYmJigs7OTN954g87OTlwuF2+++Sbd3d0IgkDrmTOMFFbj+Ps/wvLqj0MW/P7ffJG3furX+chHPsLbv/RL1O3uEvZ48EYizM/P43K5yMrKora29kTWFYqYipVap8ZgMDzUJOTTgnA4jMvlkif2pLBzpVJJU1PTc1W0kALbUwnY33333fPArSe1byeuWImi+GlRFPNFUSwCfhr45wchVYIgaPV6vTUSicRVRZ5m8vEw2NvbQ61WP7X96likithZXFzk/fffp6enh8XFxbiIHVEUWV9ff3JtTolYpSAQNpuN1tZW8n377YyJ0ABXF+8w8HdXKavOwq7IZ1KbT0eVCdMRgcszMzMUFBQcSZTsdjsXL17EbDZz7do15ufnH3hYQK/X097eTigUorOzk2AweKzXabVa2tramJiYOFKcq9PpaG5upru7+0Dnba1WS1lZGcPDwyn/npGRwdbWFrdu3eLOnTs4HA5efPFF6urqKC0tTbkParWaSCSSlBGpUChSfl8HVawO0sesr6/HWQoolUpyc3M5e/YsKpUKg8HAlStXGB0dlYlcNBqVHblTIRqN0tvbS2Nj46HHwdraGtPT08fO/5uZmWF8fJz29vYTk6pgMEh3dzfLy8tcuHDh1KaOI5EIwWCQmZkZ9vb2uHTpEqWlpSiVSl544YWkIZx3332X119/HYDXX3+dr3/96/Ljr732GoIg0NbWhtvtZnl5mW9961u8/PLL2O12bDYbH/6+76PnR15BtzlF4ZfXMIWCTAXXeO211/j617/Ov/n1X6cxN5eBf/gH2VvspZdeoqam5sQmu5Jxe/T+cSYFhz9rCAaDss3OlStXuHHjBmtra1itVlpbW3nppZdoamqSK1fPG/R6fVJ01tmzZ5UOh+ODT2iXgFP0sRIE4ZfZ111lAwOCIHxDFMWfP+QlddXV1eqRkRF2dnZQKBRYLBZcLhcmkynJrv5Zh8vleiZHehMjdjweDysrK9y7d0+O2DGZTJhMpifTBoR9YpWZuW84mAL+1RCe/j3Sz5so+XALv/GdP2JtZI4f/8WX6M7swKAR6Kg6fDELh8NH+hnFQhAECgsLyc3NZXR0lNnZWerq6h5o7FmhUFBbW8vy8jI3btygsbHxWMeSRqOJq1wd1raSIoR6e3s5e/ZsygpLfn6+XCWIXVQ9Hg8jIyOoVCqUSmWSQ7lGo0GtVqesLFksFrxeb8rvJfFONBqNHkisUi2s6+vrKT+zFClVVVVFeXm5HKMk+b5lZGQcuAiNjY2RlZV16Pfvcrlk49ijSLiUQej3+2lvbz/xObS8vMzo6CiVlZUP5cQei2g0yvz8PFNTU+Tm5tLY2IjH4zlywCXWxTwnJ0duLy8uLsa1NfPz81lcXEz5+HWdjsa8Wuq++V26fr2aObWOaq2KwcFBBqan2VhY4K9u3OD/+vKXT2RZkYjYihXsJxN0dnY+9TqrQCAgC823trZQKpXY7XbS09OpqKhIebwZDAZ2d3dP3c/qaUBaWhputzvufL0vYH/mWoEyRFG8DFy+/+/PA58/9hurVGdefvllrSR4DYfD+Hw+Wdw6OztLMBhEr9djsVjk/0wm0zNR9UmEy+U6FWPQJwlBELBarVitVqqqqtjd3WVlZYU7d+4AMDo6SnZ2dpJI+JFjaUluA6bC8rc9KLQCWS+Z+dbuHdIbCvi1//BjtKS9wLA+h2qTC59bjTY9/cD9npmZwel0nnh6Uq1WU19fL+fCmUwmqqurH+imIScnB4vFQk9PD/n5+RQXFx/5PavV6jhydZh1QH5+Ph6Ph/Hx8ZQLjCAINDY20t3dzaVLlwgEAgwPDxMMBqmursZqtfL++++zt7eXpJvKzc1lcXExSQhts9lS+tapVCrC4XDcQnFQK3B7eztlleagGJuZmRnZWVypVFJYWEhBQQEzMzMMDQ1RWVmZksRtbGzgcrno6OhI2qYEn89Hf38/58+fPzI7MhKJ0NPTg8lkoqWl5UTnTDAYZHBwkEgkQkdHx5HvdRyIosjCwgKTk5NkZWVx4cIFNBoNoigyPT39wENFqaqPgiCkflyhYPFn36D87V+k5St3+O+fdOJVhUlLS+N8Swt/+YUv8Hff/S6/ubr6UERS0lhF7lu2azQaFArFoXmTjxuiKOL3+9nY2GBzcxOPx4NGo8HhcJCbm0ttbe2xiLggCBiNxgNvQJ5lWK1WPB5P3Pmv0+kwGo0GQRB0oiimToJ/xHhizuuZmZnn6+rq5KumSqXCZDJhNBqRDEOlCUGv14vX62V1dRWfzyeLVGMJ19M+Rbi1tXXgyOuzCoPBQElJCYuLi5w5cwa3283k5CRerxe73U5OTk7KdPJTxyHEyncvgG9ij5zvs7Cp9tG1NUFJRMDcUsL4/A+SrY/wkfMFTE9/LzYnPz8/bp8j9/Ucx61WpYLFYqGjo4OlpSWuX78uW2CclIAajUYuXLjA4OAgPT09R7akYP/cOn/+PF1dXUSjUYqKig58bk1NDbdu3WJ5eTklWTEajeTk5HDr1i2CwSA1NTVxlYOSkhKmpqaSWmnSaxKJldVqZWZmJmmfJJ1VIrFKdVOVqhJ2UIzNzs4O0Wg0aYFRKBQyQYxEIly9epX6+nq5MhcMBrl79y5tbW0H/mZ+v5+enp5jmbwGAgG6urpwOp0njhxZXV1leHiYioqKU9E1iqLI0tISExMTZGRk0N7eHkfUJJ+1ycnJAyOOYL/qIx03y8vL8nEhVTolLCwskJubS35+PpcvX5Yfn56epqamhqH6fPIzq6l8t4v//slXUAj73nViKIT5/n49zHAIfK9iFduFzs7OZnV19dDz41FCinKTKlJerxeDwYDdbqewsBCr1frARQWHw4HL5XruiJXZbI47tiRUVlYyOTlZAqTWLjxiPDFipVAo6hIvsokmf4IgoNfr0ev1cdMtkUiE7e1tvF4v6+vr3Lt3T75LjiVbZrP5ybWnYhCJRAiHw89Va1NCIBCQ/YeMRiN5eXmPP2JnaWk/IzABYlRk6VseNFYljvNGvux+j//2K39CTXqUF37gcwSUOl47n4bVaqG5uZm9vT2mp6e5cuUKOTk5FBUVodPpWFhYICcn56G9vgRBIC8vj6ysLMbHx7l69Sq1tbUnnhRVKpU0NjaysLAgBzkfJbpVqVScO3dOJlcH+cQJgkBLSws3btzAaDQmbVfSxwQCAdrb25P+np+fz/vvv09ZWVkcKdJoNCn9giRn6ERIxCr2uak0VqIopqxkHRRjMzs7m3LhDAQCrKysyNYBeXl5DAwMYDQaqampob+/n8rKygOrGcFgkNu3b9PQ0HDkb+Hz+ejp6UkipUchFAoxODhIMBikvb39oW8mRVFkZWWF8fFx7HY7bW1tB24zNzeXiYmJA9tNAK+88grvvPMOn/rUp3jnnXf40R/9UfnxL3zhC/z0T/80nZ2dpKWlkZOTw/d///fzm7/5m/T397O0tMQ3v/lNPvnJT1JRXMnGO33k/dObpE8s8g9f7+Hnf/znEINBTPeJldfrfajPLmmsIjEhg9nZ2dy9e/exEStJWiERKSk9wOFwUFZWdqpTena7nZmZmcceyPyoYTQaUxo0NzY2Gr7xjW9U8D8asQqFQvmJ+ofjliol48BEkfve3p5c3ZqamsLn8yGKIiaTSSZbaWlpsiP044LP53suBfmwv4AlLg6pInZWVlbo7OxEoVCQlZUla7MeGuEwrK6mrFi57uwSWA3j/Ekbo+EFbt3ppu/vr1D4cy+z4C+lxT9KXs73THq1Wq2su1lcXKSzsxOTyYTb7T5wEvBBoFKpqKn5XrjzzMxMXLjzcZGfn4/FYqG3t5eSkpJD23ywf96cO3eO7u5uotHogcHDGo2GlpYWenp65BgVURSZmpqSq5PSIt/e3h53LikUCgoLC5menk6qTqXyC1IqlSgUCnl6SUKqycBUBOogLeba2lpSdSUajbK6uprSu2p0dJSKigqZuJlMJtrb25mbm+O9997DarUe2HoKh8N0dnZSVVV1ZKrC+vo6Q0NDpuAoSQAAIABJREFUxyLDiZ9naGhIDux+mOuXKIqsra0xPj6OxWLh3LlzR7a/pN91ZmaG8vJyfuZnfobLly+zsbFBfn4+b775Jp/61Kf46Ec/yp//+Z/jdDr52te+BsAP/uAP8o1vfEP2/PqLv/gL1tbWmJub4yd/8id55ZVXUKlUfO5zn6O+vh4xIuKu+xfkfPezNP39VVaqy/jIRz5CaGkJ0/3f+mErVrKPVUw70mg0EggEUk6Kngai0Shut1tu7QUCAdLS0nA4HNTU1DzSfFzJLPd5g/R9JVaz6+rqjGlpafXA15/Efj0RYiUIgqqoqEiTePfp8/keSoek1WrlBV1CNBqVq1sul4uZmRn8fj9qtTquumWxWE7FfTwVnmcLifX19QMXaPhexI7FYqGiokKOKxkaGsLv95ORkUFOTs6B7thHYnUVRDEpyiYSjLLyXS+GfDWGGjXfXO+j64/+Ab1BQ90HP4c16KHDsZNyk0qlEqfTSUFBARMTE2xubtLT00NJSQlZWVmndvEzmUy0tbWxsrLCrVu3yMvLo7S09ETlfovFwsWLF+nv78flclFfX3/ooqBQKGhtbaW3t5exsbEDxbpms5mqqip6enpoamqiv78fk8nExYsX48jH/Px8EqErLCzkypUrSRl72dnZ3LhxI+k9JZ1E7Ll/ELFK/G5STQRGo1E5yD0Wy8vLZGVlJW3D6/Wyvb1NovWL5PWmVCrx+/1MTk5SUlKSJKjv6uqiqKjoSM+oubk5ZmdnD60MJSIcDsvnymHZjsfF+vo6Y2NjGI1Gzpw5c6L8UKfTydWrVyktLeVv//ZvUz7nu9/9btJjgiDwxS9+Ea/Xy/z8PGtra6ysrFBaWsrbb7/N7//+78c/XykQScvAe+ZFGv/+Gvor+xOFYjCIWaslw25/6EguhexjFf+43W7H5XKdyoRzOBxma2tLrkiFQiGsVisOh4PGxsYTZYI+LKRj/lGRxicJqWoVex2oqKjAYrG0PKl9elIVq6LS0tKkM2N7e/vYkQ/HhTRtmHh3GAwG5erW3NwcXq+XSCQitz+k6pbBYHjohdTj8TyQ2d/TDlEUT+z9otPpKCwspLCwMClix2q1ykHHxya5CR5WEtavbxP2RSn6KTvXd0a5NzrBnX+4zss//mMI2hxenHkXQ8PBImTYXxBcLhdtbW0oFAo5u87pdD6QkP0gSJ95cnKSK1eunLhFpFKpOHPmDDMzM1y/fp2WlpZDF0zJu6q3t/fQ2BZJc3L58mXOnDmTRByqq6u5du0aWVlZcZocpVJJfn4+c3NzcS1HtVqNTqfD5/PFVaZtNhtbW1tJxCqxRZiqFbi9vZ30Wbe2tlIS9ZmZGZqampI+5/DwMDU1NUnPj0aj9PX10dLSgtlsZmhoiN7eXpqamlAqlXL+X2Zm5qHntyiKjI6O4vV6aW9vP/Zxs7GxweDgIMXFxTQ0NDzUdWhzc5PR0VF0Oh1NTU0PVC1WqVRkZGSwsrJybOF4MBhkYWGBhYUFtFotBQUFVFVVHbm4K9QCrpd+jJL/8B7id74BZT+OGAqRZTazcOdOyjDmk+B7zuvxy5CUrfcgxCoUCskkyuVyEY1GsdvtOBwOiouLT2XA4GEgTeA+i9Pph8FkMiXJiMrLywmHw09sxPNJEauKhoaGpFu2xzmRodFo5Kw5CVIApUS4FhYW2NnZQalUxpEti8VyItNHj8dzqOjzWYW0QD7oBT8xYmdra4uVlRXGxsaOH7EjBcXGXOhDvgjr17ZJq9URzA1xbXWYwS/+E1qdhvoPf4bmtF2y/atoj2id7ezsEIlEZOLY0NBAMBhkdnaWq1evkpmZSUlJyakcs1K4c0FBAUNDQ0xPT1NXV3fsioIgCBQXF2Oz2ejq6qKiouLQxU8QBM6cOUN/f/+BxGJlZYWtrS2sVmtK/yy1Wk1VVRWDg4O0tMTfHBYVFXHt2jWKioriyJDUDoxtx6UyCj1uK3B7ezupyr2+vp5ETH0+n6wFTHyuNLKeiJGREXJycuSJxYaGBqanp7l58yatra2Mj49jNBoPjAOCfTJ4584dtFrtgZFAiQiHw4yMjLC9vc25c+ceqrKxtbXF6OgoSqWS+vr6hzbALC4u5s6dO4ceW1LLdX5+nkAgQF5e3rGmJGMhqAW2mj6M32Ig6+vX2fmfNlHcPwaFU9BpHlSxSk9PPzBUPBGBQCDOjFOhUBxpffAkITmVP2/Eymw2J6U+3J9Mf2If9IkQK6PRWFtfXx8npopGowiC8ER9NgRBkD2ZYi8c4XBYJluLi4uMjIwQCoVkKwiJbBmNxqQ76mg0SjQafWRtxieJgwTCDwJBELDb7djtdll/tLKyQk9PD9FoVNZlJRG5FBWrle96EaMiOS+n8V89NxEEgV974+N8JfsFMjLSaPf3IRqNKI/Qw8zMzCRVUDUaDeXl5ZSWlrK8vEx3dzd6vZ6SkpIj9TXHgV6vp7W1lY2NDbq7u8nKyqKsrOzYx4/VaqWjo4O+vj5cLhc1NTUHthYl+4S7d+8yODhIXV2d/N3OzMywuLhIR0cHCoWCGzduyAHHscjJyZHbO7FkRq1Wk52dzcLCQlyrMCsri3v37lFZWSm/l8lkSrowSq7KsUjVxtjZ2UkSG6+vryeJ81OJ1kVRZGRkJIkUStvweDy0t7fHPV5cXIzRaOTy5cs4HI6Udg4SgsEgXV1d5OTkHDtUfnNzUxZQx/4eJ4XH45HJqmSFcRowGo0olcqkquNxgo9PAoVGIKrQMvgjbTT//RXm5jrJCu1Pqb7+S7/EpQ98gDfeeOOBP4dSSNZYAbKJcyrt3u7urlyRcrvdqNVqHA4H2dnZVFdXP/XXeKvVmnKC7lmH2WxOGclls9kUgiCkiaKYPB3ziPFEjgSbzdZaWVkZd8VIVdJ/WqBSqeRFX4LkMSIRruXlZba3t2UrCIlsSf//ecTGxoZsjXHaiI3YCQaDrK6uMjY2JlcosrOzcTgcKJaWQKmE+wTPvxLC1bdLepuRBcMGw5sLfNjSwLS4QlXHRX70fBp8dRqN03noohWNRllbWzvQgVuaHMvLy8PlcjE5Ocnw8DDFxcXk5OQ8tNdaeno6ly5dYmZmhqtXr1JZWXnscGeNRsO5c+e4d+8eN27coKWl5cCqmiAI1NfXMzQ0xMDAAA0NDXIcTVtbm0xkWlpauH37dspptPr6ejo7O7Hb7XGLS0lJCTdv3qSgoEDeb7V6Pz7E5/PJ1RNBENBqtXE+SRqNJmXFKrEKsLu7G1fRkSprsYtiJBJhfX2dmpqauNcuLCxgs9mSrjuSR1SiMD/2PaW75IMGbra3t+nu7qaqqurQSKHYfRwZGcHj8XD27NkHvhb6fD5GR0cJh8NUVlaeCtlPhNPpZG5ujtra2hMFH58ECrUCgtD/E5c4+5V/Jvy1v0H88C8BcOX6dfQPeU1VprBbkJCens76+joWiyXO+kCv1+NwOOQsymfNT/GgCdxnHZJHVyJqa2uFoaGhcqD7sNcLgvAXgJSBXHf/sT8AfgQIApPA/yyKovu4+/REiJUoitWJE0PPmnmZIAgYDAYMBkPchTMSieDz+WTfrdXVVUKhEDdu3JDJlmR0+iyLCCVi+TgEmBqNhoKCAgoKCohEImxubrK0tMTg4CD1AwPY0tP3F12lkqVveVDqBNJfMPF/e64jLm7zH3/13+N88d/SWOWi3GJhZWsL431j2oMgVeOOc/GUSPfu7i7T09OMj49TUFBAYWHhQ7UDFAoFJSUl5OXlMTIyIhtbHqedIwgC5eXl2Gw2bt26RW1t7YG6LUEQqK2tZWRkhCtXrqDX6zl79mzcZzcajdTV1dHd3Z3kEK7X63E6nYyNjcW1vKUA5OXl5bgKsNQOjP0cVqsVt9stn0sqlYpIJBK3n4mtQEnAHEt+pGpJLJaWlpLIbiQS4d69e0l5f6Io0tfXR1VVVcoW9NLSEouLi7S1tbGzs0N3dzctLS1xn2Vzc5OBgQGam5uPVSlyuVwMDAzgdDoPDX4+DNvb24yNjREIBKiqqnqkYe8ZGRkMDg7i9XoJh8Pk5+fT3t5+qlYqCrUAIVhorWTPmY3tv7xP6NLHge9phR5q+wkGoZJedHNzk/X1daanp3E4HI/E+uBJQaVSyR2UZ40UHgbpWpHoLN/Y2Gj66le/WsERxAr4EvAF4Msxj/0T8GlRFMOCILwNfBr4jWPv03GfeJqIRqPpiSf+QUGqzxqUSqXsTg77F/309HR53NXr9XLv3j22t7cRRTGl0emzcAIntgIeF5RKJZmZmWRmZiKKIsG//mvw+7l54wYarwn9ZDbpH9TTI95jPexl7E/f5//9+rv86gd/mVfbCgnOzgGgPcLPZW5uLuVY/mEwGAzU1tZSUVHB/Pw8169fx263U1JS8lDWElqtlqamJra2tujv7z9RuHN6ejrt7e1ykHNsCy4WkmfcQXl8sL+g+nw+BgYGaGpqittOcXEx169fT8r6LCsrk9th0vOzsrKYmJiIE81LAvbDqjuJ+7a7u5tUiVtbW0sSks/Ozia1+6ampsjPz08iA7Ozs+h0upTmqJJnnkQsLRYLra2tdHd3c/78eQwGA4uLi9y7d+9YE3yRSISxsTFcLhetra0PdIzs7u4yNjbGzs4OFRUVZGRkPJLrh6SBlCKNtFot2dnZpz5sJEGhFsAPKoWK8L/8KOlvfZ7ZpX7UgCUt7aHtFgT2CdXS8go7y2v4/X4sFgsOh4O6ujru3r3LuXPnTuGTPF2Q2u7Peth0IrRaLcFgME7HV1NTo8vIyDgD/M1hrxVF8YogCEUJj3075v/eAn7iJPvz2ImVIAiGiooKVeLJv7u7+0jvsp4UfD4fJSUl6HQ6dDpdXNUg1gpiY2ODqakpAoEAGo0myej0aevfJ+bFPQkIgoC2sRH+4i94oaqKxSE1G/iZUY7xXdcs2sUA//WvvkrzBz7GS2cC2EwW3HNzoFKhPiSoNhQKyRfaB4FaraakpITi4mJWVlbo7+9HpVJRWlqKw+F44IXPZrNx8eJF5ubmuHbtGqWlpXFttoOg0+lob29ndHSUW7ducebMmSQh8dLSEktLS7z44otMTU3JDuKJJEsSL09PT8fphgRBoKGhgf7+fi5evCjvk6RDXFtbk6cKVSoVRqMRr9crkzDJgT0WSqWScDgsH/uJd9qSoaIEafGPbU97PB7UanUcyZEm1V544YW49/P5fMzOzqb0LHO73QwNDdHW1hZHaM1mM01NTdy+fZvMzEy8Xi8dHR1Hkl63201/fz95eXlcuHDhxMeE3+9nfHwcj8dDZWUlmZmZj4RQ+f1+5ufnWVpawmw2U1BQQENDAx6Ph3v37j06YqURwCugRIH+X/0iwu99HuE730Qo3A83P2nFKhKJyNYHGxsbLPs0QC5mg5qGsoakyrsoinHH3vMCqYX9vBErKQ8x9rpWUVGBTqc7jczAjwP/z0le8CSOmrJUlYDH1VZ63DgsXyvWCiLWLFWygvB4PMzMzODz+YhGo3FWEBaL5VSsIB4Um5ubh05DPTZIx9LYGEKoEUEFznPlhDdmcH13jHA4xAd/9PvJVKlZXV1FmJtDk5eHcMgFU2odPSwEQZCnHj0ej6zDKioqIi8v74FawYnhznNzc8cKdxYEgerqalZXV+UgZ4kYb25uxlViysvLmZycpKuri9bW1rj9lAjUzZs3sVgscRN50h1/IukqKyujv78/zq5BagdKxEpKqY8t50t3obHEKnZfEj2sdnZ2MBgMceQrVVzO2NgYZWVlSbFFfX19spVCLLa3t+nr6+PcuXMpz+W0tDQ0Gg1zc3N86EMfOpRURaNRxsfHWV9f58yZMyeu+u7t7cneauXl5Q9tw5AK4XCY5eVl5ufnEUWR/Px8Lly4EPe50tLS2N7efmTkQ6EWEMKgEpQoSsvxtVTg+HYX3jdepKysjJWVlUNfHwqF5Im9zc1NotEoNpuN9PR0CgsL+Xr3DsbdIOfrcmW9VSykDMtnPd81EakGRZ4H6PV6/H5/3HBNaWkpoVDooRYpQRB+CwgDXznJ654EsSpvbGxM6vkFAoEn7vNx2pBaFye98B1lBeF2u5mbm2N3dxeVSpVkdPo4xnxjxcdPFJLZ5Ogo4Yx6VAYFiyEXAMsjc5isWRQXKSh21rI2PU3a0hLbpaX45+aS/JckLC4uJplFPizS0tI4c+YMgUBAjs3Jzc2lqKjogY772HDnwcFBDAYD1dXVR24rKysLs9lMT08Pubm55ObmMjAwkFSJkYxKu7q6OHv2bBzZUCqVtLa2cvPmTbkFJqGyspKrV6+Sk5MjV4lMJhNarZbNzU25Ki3F+lRXV8vnh9FojKtCSYJ2afuJrcDt7e24rLzEycRwOIzL5YqrYO3s7LC1tSWHMEsYGRkhLy8vaYrN7/fT3d19oJlmKBSiq6uLzMxMcnJyuHv3Ls3NzSnPeY/HQ39/Pzk5OXFVveMgGAwyMTEhG/I+qBbrIIiiyObmpuzpl5OTQ2Nj44HyDEEQyMrKYnV19VTyChOh0AgIIQGlsP97h3/2p7B98rO4vPP8yZ/8SdLz9/b2ZBK1tbUlTxlLGqnYlu/uXpSxxU3OlRtTkirY101ubm4+d8TKbDYfSUqfRUgVq1hotVpUKpVREARBfABHWUEQXmdf1P6hk77+sRMrg8FQWlZWFleaSiVCfR5wmpOOB1lBhEIhfD4fHo+HhYUFWVBqMBiSrCBO6/sNBoPyWPITR0EB6PUwOkrEFEWpV7AQ3MCs0FNcVEHdBQtWo0hGRgbqW7fYUSjI/sAHWPP7uX37NoIgkJ2dLUfsBINBwuHwI9P76XQ6qqurqaioYGFhgVu3bmGxWCgtLX0gomqxWGhvb2dpaYkbN25QWFiY5B2VCIPBIAc5X758mebm5pR6oOLiYhQKBZ2dnZw7dy6uMiEZTXZ3d9PR0SH/TalUUltby8DAAOfPn5efX15ezsjIiEyslEolZrMZt9st32VKAvZYYhU7GXhUxWp9fT2OMC0uLpKXlxd33A8PD8eROdgPNd7e3k7ympPy/+rr61PaBuzu7tLV1UV5eTm5ubmIoojb7U6ydohGo0xMTLC6ukpTU9OJfudQKMTk5CQrKyuUlJRQXV19qufdzs4O8/PzLC8vY7VaKSwsxG63H+takZeXx+jo6KMhVup9YqW6T6xMP/dviPzG/4m2rwvYJ7yxROok1geDc7tEotBUdHCHxGazsSh55D1HOGiC7lmHwWBga2sL2L+h2t3dxe/3Y7VaNQsLCxbgROOQgiD8APti9RdFUUwOIzwCj51YWa3W0sQ2y0F5X886Hseko1qtPtAKwuPxyN5bOzs7KBQKWSwvEa4H+d4TBcpPFArFftVqbIxwdRSVQclCcJMCjYMfeeM30Fx14TDdIry1xU5vL8YzZ7AWFGCFlBE7Op0Oi8WSNGFy2lAqlRQWFuJ0OllfX2d4eJhoNEppaemJ9TKx4c4TExNcvXqVurq6QzWLCoUChUJBZmYmo6Oj6PX6lL9pYWFhHLmKrWrZbDaKioro6+ujtbVV3ueMjAxZlyPdBEjbdrvdctsyNzeXpaUlmVjZbDZWVlbktngqYhVLKvb29uTjN1WMzezsbJwA2eVyEYlE4qYG9/b2GB4epqOjI+47D4fD3L59m8rKypTf49bWFnfu3KGpqUnef6lNev36dXmAxev10t/fT2ZmZlwc0FEIh8NyNmNxcbEcDn0aCIVCLC0tMT8/j1KppKCggEuXLp24pWc2m2UT3dOecFaoBRRhBUr2He73tCa228ux3xjiX//CL9A/MMCXv/xl8vPzqaurO9H735neJStNRbbt4Mp+qgrI8wApMeBRX98eFURRZG9vD7/fL5On3d1dtre32drawuVyoVQqMRgMksm0MDg4mMMhxEoQhL8FXgLSBUFYAP4P9qcAtcA/3f+ebomi+Inj7udjJ1Yqlaow0bX3cTquP048qXZZrBVELIkNh8OyFcTy8jJjY2MEg0GZTEhky2QyHXoRf6qIFewTq64uIv4oikwFrsg2tUIuq24/AJlWI7733wdBwJwgWE6M2Ll58yYKhYLLly+TlpZGdnY2mZmZj0zEKgiCPOXo8/mYmppiZGSEwsJCCgoKTvS+KpWK6upqnE6nHO5cU1OT8txaX1/H5/PJtgE9PT0UFRXhTOHvVVBQIJOr8+fPx5Erp9OJ1+tlYmIiLnS5traWGzdu7FcK7z+/oqKCiYkJzt63upBIneT6nujArtVq46a/YluB0mIu7evW1lbczcXW1hZ6vV7WRImiyPDwcFxbULJWqKmpiWuhRqNRuru7cTqdKacUl5eXGR8fT2qDwv7CdebMGXp6euRIoMbGxmOfL+FwmJmZGebn5yksLOSFF144FdIiiiLr6+vMzc3JLdTD/M2OA2nieXNz80QRTMfZ12A0iBAVCG4HuDx8GZXOQ1aunszrIS5fvkxZeXlSyPdxsOENsbAZ4vubDrdPEAQBjUbzXN7063Q6AoHAU7nmRiIR/H5/HHGS/h0KhYD964JEnPR6PTabDZ1OR1dXFy+99FLc9srKyqLf+c53coDR5HfbhyiKP5Pi4T9/mM/x2IlVOBzOS6xYJZr8PS/Y3t4+dqbW44BKpcJms8UJ/ERRJBAIyFYQq6ur+Hw+ufUY672l1WoRBAG32/1AF7VHhqoq+OpXiXh2CTv3L4Lf+tO/40/+4Iv86hevY1Vo2b1zC+O5cygPWeAUCgXhcFieCpMidsbHx9HpdHLEzqO6IJnNZhobGwkGg7IxaFZWFsXFxSd6T6PRyPnz51ldXaWzs5O8vDxKSkrkBToUCjE0NMT58+fl3/nChQsMDAywublJQ0NDEqHLy8tDoVBw69Ytzp8/H7fY1NTU0NnZycrKikxEtFotpaWlDA8Py3o1u90uR7VIPm4Wi0UmRWq1mkgkIlemtFotGxsb8vvEVqwS7VkSUwASRevLy8uYTKa4G53p6WmMRmOcqF4URe7cuUN6enpSuLQoikxNTbG6unro5J8oirKp7UFVqqKiIsxmM0qlEpVKRWdnJ/39/fzCL/wCGxsblJWV8bWvfU2uMPzKr/wK3/jGNzAYDHzpS1/izJkzALzzzjv87u/+LgD/7t/9O15//fW494kNPnY4HJSWlmK1Wk+tWpGdnc3S0tJDEatoNIrH45Fbe7u7u6S5s1FiwaQy0NbRzOXe36N4c4+Iycz4xAT/+hPHLh7EoW96F0GAhkPagBLS0tJwu92nShqfBkjZeo+bWImiKE9cJ5Imv98vn98SYZKq6NnZ2RgMBtRq9YmP26KiIgPw2Bfhx06sotGoNTEW43klVs/CpKPkX6TX6+MWmGg0Kle31tfXmZyclK0gvF4vGRkZRKNReXF4oqiqAlFEtTSFq8WJAoGxniHMtgzMxgDC3VlQKDBfunToZqQFXjp5YyN2dnZ2WFlZobe3l0gkIkfsPArjQI1GQ0VFBWVlZSwtLdHd3Y3BYKCkpOREOV9ZWVmkp6czNTXF1atXqa6uJisri+Hh4aSMQynIeXZ2luvXr6ecWJNMNiVyJVV5pFDnGzduYDQa5dcVFBSwsLAQZ81RXl7OxMQEzc3NwD5hW1pakv8umT9ardZDNVaJ+iqJjMA+cfR4PHLgsjSJ19bWJj9fygKNNQgVRZGhoSG0Wq28rdj3vnv3LpFIRA7lToREvBYWFmhtbWV4eBi3232gLcl7772H3W5nbm6OK1eu8JWvfIVXX32V3/qt3+Ktt97irbfe4u233+Yf//EfmZiYYGJigs7OTt544w06OztxuVy8+eabdHd3IwgCLS0tvPLKKxiNxgcKPn4QOBwOhoaGTvSaWOuDzc1NgsEgaWlpsoeUwWBgo3OHpSEPSlR0j/4l4cgetvkgnvuE/kMf+tCJ9zUqivTP+CnL1mLWH/1dWK1WPB7Pc0esDAYDfr//1LcbjUbZ29uLa9FJ/yudx5L1iVRxyszMlNefhz0+1Wo1oVAo7oYnPz9fazabDzctfAR4Eq1AdeJCdF9k9rh35ZEjEok8sz4oCoWCtLS0pBbG7u4ut27dIhwOMz09jdfrRRRFuRog/afX6x9fD//+ZKB2/R4ujZ0MlYWu27fJq+pAq3JB/ySmcxdQHqF3Oyz7UArbLS0tlasR4+PjyRE7pygsVigU5Ofny7E5ExMTBINBSkpKjh1vI9kn5OfnMzQ0xMTEBKIoHhhFVFhYiNVqpaenh/Ly8iRhclZWFoIgyOQqNoJGaoFJo/mS5qinp4dLly6hUCjIyMhgdHRUvpnKzMxkZGRE1nxIAvZUxCq2FRhLrILBIIIgyBfU+fl58vPz43IPs7Oz5X2VrBWam5vjLub37t0jGAzKpE9CKBSip6cHm81GRUVFyu99e3tbNm+9ePEiSqWSxsZGent7uXTpUsrXLCwsMDg4SHZ2NhcvXuQTn/gEn/3sZwF4/fXXeemll3j77bd59913ee211xAEgba2NtxuN8vLy1y+fJmXX34Zu91ONBrlwoULfOELX+DFF198oODjB4FCoUCn0x16cxwKhdja2mJjY0PWudlsNjkeJlXlRKHc/772Ah42PRM0Zv8L1N6/YyoaJSMj49CMxoMwvbqHdzfC9zcdT55hsVie2wk6Seh9EoTD4STCJFWdwuEwgiCg0+lk4mQ0GklPT8dgMMjdjkcJyXIhlljl5ORgNpsfuy/QY131BUHQV1ZWJq08iY6pzwMikcgzKQ48CqFQCKvVGudhFY1GZSuIra0tZmdn2d3dRa1WJ1lBPBKieb8tqd2cYkNViW4tyurqKs0/cAaDwotK0GBKYfqYiI2NjWN5c8VG7ESj0X3DweVlBgcHMZvNcsvwtGwvBEGQ4zV2dnaYnp5mbGwMp9OJ0+k81vvo9XpaWlq4fPkyoigyOjpKeXl5yt8jLS2NCxcu0NfXx+bmJnV1dXGEMTMzM65yJS2MFoummyfiAAAgAElEQVSFiooKenp64tqMOTk53Lt3TyYlZWVlTE5OUl9fj0KhwGq14nK5cDgc2Gw2uY2nUqkIh8Py+8a2Are3t+VKwsbGhjwWL4oi8/PzcnhyKBRidnaWSzHVyqGhIZxOZ1xbcHZ2FpfLxdmzZ+POW7/fT1dXFyUlJXFecxJEUWR6epq5uTkaGhriqlMmkwmHw8Hc3ByF953+RVFkcXGRvb09Pvaxj6HT6fjEJz5BVVUVq6ursiYyJydHDpZdXFyMc5PPz89ncXGRhYUFMjIyuHv3LhsbG6SlpSEIQpLx6aNGRkYG6+vr8mfc29uTPaRcrn3rk4OsDw7Efb4bDGxTmN1BjliIYncXZW4un/ixH3ugG5g707vo1AJVecdrgZlMJnZ2dk78Pk87pISAWMSKwhPJk+QvFysKl3ITpX8/Doufo5B4Iwb7AzIqleq5r1jl5ObmJvlB7O3tPXfE6lloAz4IUkXZSNOGZrM5rsIRCoVk7db8/LxsBZFodPrQVhBGI9G8ArSb99jWBtgd2I+tyStrxhRaxHj+PMoj4kJCoRCiKJ5YqCpN1kkRO16vl5WVFW7evIlKpSIrK4ucnJxTOxakzL5QKCQ7sKenp1NSUnKkRcTi4iJ2u536+npZw1VRUUFubm7S969Wqzl79ixTU1Ncv36dlpaWuM+Qnp5OQ0ODPC0o/S03Nxev18vw8LBsX1BWVsbVq1fJzc2Vidb4+Lh83kvtQIfDERcUe1D0DsS7rq+trcl6KJfLhclkkn/HiYkJiouLZQK5srKC3++Pq3gsLy+zsLCQ1OLzeDz09vbS0NCQcjJwd3eXvr4+0tLSuHTpUspWRkVFBdeuXSMnJ4eNjQ0mJiZwOBxcv36dkpIS1tbWePnllw+NT0q00IlGoywsLDA1NYUo7luJ1NbWcu3atSciSDabzYyOjuJ2u9na2kKlUuFwOMjMzKSqquqBbqbC0f2JPLWopaH0Vfw9d9Ds7lJ16RK/8zu/c+Lt7YWiDM8HaCjSo1Yd71qjUCie6Qm6WESj0bgJus3NTfr6+vD7/XJwuVarlYmSwWDAarViMBjQ6XRPh7XOEUhFrHJycgiHw8+9xirH6XQmvafki/Q8IVWO2fMAn8937Lat5C0TuyiJosju7q5MuBYWFtjd3Y1zoZf+OwnJiRRWoJueJKgL0V7Xwv/6yd/E4qwmLTSKKSFoNxW2trZOpF9KBUEQ5PZpZWUlfr9fjrQJBoNkZmaSnZ19KuJhtVpNaWkpJSUlLC8vc+fOHfmxVD5E0WhUdldPDHeenZ1NGe4sCAKlpaXYbDY6OzupqamJ0+HZ7XYaGxu5fft2XNZdZWUlXV1dLCwskJ+fj0KhoL6+noGBAdrb2xEEgZKSEiYnJ6mpqSE9PZ2hoSH5rlihUMhaCUEQUobGSo7fiTE2saJ1v9/P+vq6XK0KBAKMjIzEWStsbGwwPj5OR0dHHDFaXV1lZGSEs2fPJmX4iaLI7OwsMzMz1NfXH2proVKpsNvtvPfee2RnZ3Pu3Lm460JmZiavvvoqt2/fJisri+XlZXJyclheXpYrcvn5+czOzlJcXMz8/DyTk5Pk5OTQ0dHBtWvX5IGBhYWFpKmo04Z0/kptPY/Hg0ajYXd3l9ra2hNbH6RCNBphauU9DFzAqElHqdQQWV9HsbdHKDOTB1nih+f9hCIiTcUnu8GR2ktP802yFL+TStsUKwrX6XRyxUkQBIqLix9YFP40QqPRJBEri8VCNBp97KP5j51YFRcXp8x3eR5+2Fg87Sfjg2J7ezsp5PYkEAQBo9GI0Wg80ApiaWmJ0dFRQqGQnDUn/XeQFUSkoBxtdyfoRDqqzhH96Ry+M6kkOz0N5THMPqVW1GlCr9dTXFxMcXExoVCI9fV1pqen8Xg82Gw2srOzycjIeKiFSBAE2UHd7XYzOTnJ0NAQxcXF8iQf7FerMjIy4irDseHOAwMDpKWlUVVVlXSTY7fb6ejooLe3l83NTaqqquTt2mw2mpub5fgbs9mMIAg0Nzdz48YNTCYTVqsVu92OyWRifn4ep9NJfn4+77//PuXl5ajVamw2m+x0LYmG09PT5bvQxKw/iXRL04EKhYK9vT22t7fldtzIyAiVlZVy5aGvr4+6ujr5O/B4PAwODia5zk9PT7O4uEh7e3tSJd3v93Pnzh1MJhMXL148sBoj2RuMj49jMBhQqVTU1NSgVqvZ2dmRBz92dnb49re/zWc+8xleeeUV3nnnHT71qU/xzjvv8Morr+Byuairq+Pzn/88TU1N7OzskJ2dzfnz5ykvL+czn/mMrJf59re/ze/93u+d/CA6BKIo4vP5ZKG5z+fDYDDgcDgoKioiLS0NhULBzZs3MRgMpyKQH5n5b/gCSxgAFfu/S3R+HoDf/U//iTfffPPE27wzvYvdpMSZfrKKtNlslj/zk4I0uZ1K2xQIBIBkUXhGRob871S/ycLCAhaL5ZmoRB0XOp0uyfz0vvby8WvJH+ebabXafKfTmeS6/ryRKtivWD1sBeRpxKOa4DzKCsLj8bCyssL29jaCIMhGp5L/ViivHF1wm7ztAO9fvszsXAiFtoyc6uNF07hcrqRMudOEWq2WCVA0GmVra4vl5WVGR0cxGAyyLuthWuJWq5WWlhb8fj/T09O8//775OXlUVhYyOTkpKw7SoTNZuPChQvMz89z7do1SkpKkvystFotbW1tjI+Py0HOkhg8LS2NlpYWuru7aWlpkWOVWltbuX37Nh0dHWi1Wqqrq7l27Zr8OYuKipienpbbkYuLi6Snp2Oz2dja2jqQWMUK12MHDubn5+VQao/Hg9/vlytsk5OTWCwW+bk7Ozv09vZy9uzZOK+roaEhAoGAnJsoQRRF5ubmmJqaor6+/tCok83NTUZHR2V3epPJxOTkJDMzM5SXl7O6usqrr74K7N9QfOxjH+MHfuAHOHv2LB/96Ef5sz/7MzIyMvj0pz/N9PQ0H/3oRxkZGeGVV17BYDDwl3/5l8A+4f3t3/5t2RfsM5/5zEMHo6eyPjCbzTgcDioqKmTinAgpAiaVDu0kWNm8y8TCP1GU/goAQmT/vUL3iVVWgjv+ceDeCTO9FuQD9an3/TBI2XqxldrThiQKT1VtShSF6/X6UxGFS15Wz9PNf6qKFYDZbFYIgmASRfGxWc4fm1gJgqAEuoFFURR/WBCEYuA/A3agF/g5URSDh23DZrOV/4/iur63t3dg+PKzCklv8Ljucg6ygohEInJ1a21tjXv37mGN6qkBIu9188Hf+AN+7n/5Laq/z4HFdnR1TRJuPq7fS6FQyC1SURTZ3t5mZWWFrq79uA7JyuFBXfv1ej01NTVybM6VK1dQKpWHDokIgoDT6SQnJ4exsTGuXbtGXV1dHNEVBIHKykrW1ta4efNmHMGwWCy0trbS3d1Nc3MzVqsVo9FIbW0t3d3dtLe3o1arqaysZHBwkJaWFpxOJ1euXKGkpIT09HQGBweJRqNxRqGpdBOxxEqKsRFFUbZPkAiSlKcnTdFJ1gqBQICuri6am5vl7YTDYXp7ezGbzbS0tCQJ2Pv7+9Hr9Yc6lLtcLsbGxlCpVNTX18e1VouKirhy5Yrcvu3v7497rdTK+exnPysHH+fm5sqVtD/+4z9O+Z4f//jH+fjHP57yb8dBJBLB7XbLRCoQCCRZHxxn4bbb7ayurj4UsdoNuOgZ+zJpxnyKLZeYwY0Q3X/v6aEhMoHKYwyhJKJ/Zt9a4LAIm4NgNBofKtpG8jRL1aaLFYXHVpvsdjt5eXmPVBT+PBKrVNcKgLy8PHF4eDgHmHhc+3KSitWvACOAdLV4G/iPoij+Z0EQ/hT4V0ByOmYM1Gp1USKxio2leJ7wPArynxYSrFQq5cgQCd53ewDYNu0/prZkolb46Lrdj8W0EOcsr9Pp4haLJ+mjJlXfzGYz5eXl7O3tsbKywvDwMH6/n4yMDLKzs7HZbCcmtCqViqKiIjlaZnBwENgPWM7IyEi5YKrVaurq6g4Nd87MzJSDnLOysigrK5M/x7lz5+jq6qKxsRGbzSY7yt+9e5fGxkZyc3Nlw8rMzEzy8/OZm5ujpKQEh8MhtwOlkv5BxEqyGPD7/RiNRtbX17FarajValZXV9FqtVitVsLhMHfu3KG1tVXWbt2+fZu6ujr5+JGIltPplCfbAJms3bt3j9ra2gP9jNxuN2NjY8C+WWoql3WlUilrqKQBDyn4eH5+HrfbfWTw8WlACqaWiFQ4HJatDwoKCh5YF5qWlsb4+PgD71c0GqZr5M8RxQhna34eVvaXJiEiIIZCTE9McB5oevnlE21XFEXuTO9QmKHBZjp5g+aoaJtYUXhi1elpFoUfREKeZRz0me7rup8+YiUIQj7wQ8DngP9N2L8ifxD42P2nvAP8e44gVqIopif6BD2PBASeT8L4NBu5amYGiWjNaOv2p718rjVAoOlMFSpseL1eNjc3mZ6elr1OJLK1t7f3RKKHUkGr1coRO5FIhPX1debn52UN1EkjdqRx8aKiIoqKivB6vXJsTlFREfn5+Sk1GFK48/LycspwZ71eT0dHB8PDw9y+fZvm5mY0Gg1Go5Fz585x+/Zt2X6gpKSEvr4+pqenKS4ulqcJJZ3OtWvXKCoqIi8vT7YQ0Gg0BAIBtFotfr8/TjKws7OD0+nE5XLJFTWpzSZZSUjtscHBQYqLizGZTEQiEW7fvk1ZWZlcafN6vfT29lJbWxvnYRYIBOjv70er1XLx4sWUlQOv18vo6CiRSISqqqojW/+FhYXcuXMHq9UaF3zsdDppamp6JJKIYDAYR6Tge9YHJSUlp3btleJfHlTaMTT9dbZ805yt/nlM+kx2lPsLpCIqELk/aQvgOGR6MhUWNkNs+iJcqn6w6q9SqZTNgRPJUzQalavqUrXJbDbL6Qwajeaplbk8j8RK0lImIjc3Vwsc3Lt/BDguhf9D4H8HpKPTAbhFUZRMZhaAIyPOo9GoObG98Tx6WEG8S/Tzgqc501E90Y8/qwazcX9x9LnWEVGwG1gnP7MwiTgFg0F5MnFxcZFIJMLq6ioGgyEuxue4rZBHAaVSSXZ2NtnZ2YiiiNvtZmVlhYmJCTQajfy3w36T2dnZuCqMxWKhqamJvb09ZmZmuHLlCtnZ2RQXFye1QiVhfGZmphzuXFtbK5MShUJBXV2dTL6kKpXBYOD8+fN0dnZSV1dHeno6jY2N3LhxA4vFIhtDjo2NUVNTQ3Z2tixqHxgYIBqNYrPZcLvdaLVa3G53nDnozs4OBoOB+fl5MjMzCQQCssnw7OysrD9ZWloiFArhdDqJRqP09PSQl5cnx0ytr68zNDTEmTNn4o6PxcVFxsfHk6YgJWxvbzM2NkYgEKCqqupYQw+hUIiNjQ3ZwqG4uPiBgo+PQiAQkEnU1tYWSqUSu91ORkYGFRUVj3T6WqrunLTitrRxh8nFf6Y490XyMvajeoT7lghCRCDsdvNDTifi1hbCCTVkd6Z3USsFapzJ54ik4UylbYoVhUu+XEaj8UhR+LOCxBzO5xk2m00DHO63c8o48qwWBOGHgTVRFHsEQXhJejjFU5OpYgIikYgh8aRLtKD///H04qmtWEUiKEbv4q//aRR7yv32k3sDUVSw419P+RKNRkN6ejrp6elsbGxQW1uLwWCQjU49Hg9zc3Ps7u6iUqmSrCAe9zErCIIs7q+urpbvovv6+giHwykjdkRRZHV1lcr7zvSx0Gq1VFZWyrE5t2/fxmQyUVpamtTKShXuXFtbKxO6nJwcLBYLPT09FBQUUFRUhF6vp62tjc7OTqqrq8nMzKS1tVU2FS0uLubatWt4PB5KSkq4efMmTqdT/j0kAXteXh57e3vyyLh0R6pQKFhfX6esrIzp6Wk5RHtqaoqLFy/i9/sZGxuTdVX9/f1YrVZ5QGF2dpa5uTna2tpkQrm3t8fAwABKpZILFy4kVZx3dnYYHx9nZ2eHysrKA136JaQKPq6qqiIUCj20yFva/u7urkykJOsDh8NBbm4utbW1j3Xxt1gs+Hy+ExGrHf8GvWN/hdXkpK7kx+THhfvO60JUIOJ2k6NUgsMBJ2id7fiDDMzuUJwusLI4lyQKB+IsCKRpRym8WzqPrl+/fnxj02cEiTmczwtS2bNYLBa1Wq0+Xgr6KeE4t0sXgFcEQfhBQMe+xuoPAasgCKr7Vat8YOmoDSmVSu3KygpqtRq1Wo1KpXruBHSwr2N4lu9mDsJTGz00MYHg38WfXQc7Al/60pfoHAwiRJVs+9eOfLlEGCWncJPJFBeeHQqFZLH8wsKCbHRqMBiSrCAeV3UrMWJnbW2NiYkJfD4fDoeD7OxsmRAediwqlUoKCgrIz8+Xp9nC4TAlJSVkZ2fHfZ7EcOfc3FxKS0tRKpUYjUYuXLjA3bt36enpoampCZ1OJ5MrURTJysqisbGR7u5uOjo6aGhoYGBggIsXL5Kens7S0hJ5eXnMzc1RVVXFzMwMpaWl7O3tEYlEUCqVBAIB9Ho9wWAQhUKBSqVicXGRS5cuMTk5idPpRKVScfv2berr69FoNAwPD6NSqeJahT6fj/b2drlitLS0xNjYGFVVVSTqQP1+P+Pj43g8HiorK8nMzDz0d44NPrbb7XHBx6FQiBs3bqQku0dBGnSQiJTX601pffCkIE3QHReRaIiukT9DEOBs9c+jVHzvZkW4f8gKUYFvfPObnFtbwxijcUsUhSfqnHZCKu5u5bIXVpNv8iGKWmw22wOJwiUvq+eNWD1vrUBATmuI/a3MZjMmk+nhxmVPuh9HPUEUxU8Dnwa4X7H6NVEU/6UgCF8DfoL9ycDXgXeP2pZSqVT5fD7C4TChUIhQKITb7UYQBKampuTnSblfsQQs9n8TH5f+/bR4cjzPurGnctKxrw+A3ZxahG2Bj7z6EZYDE2zuudneOTzrKxqNAof7qKnVajmQWYIoivj9frm6tbS0xM7ODoIgJFW3HvWxoNFoyM/PJz8/n2g0yubmJsvLyywuLmIymVhYWCAzM/PQhUEQBLmCt729nRSbE9uyysrKIiMjg8nJybhwZ6VSSVNTE/Pz81y/fp3m5mYsFotMrqLRKDk5ObLWqKWlBYfDwfT0NKWlpXR1dXHx4kUGBgbQarUEAgFUKhXBYFC+C5UqIuvr62RkZLC2tobD4SAcDrO8vMwLL7zAxMQEdrud9PR0Jicn8fv9nDlzhmg0Sl9fHzqdTo6uCQaD3L17F1EUk6pUgUDg/2PvvaMjy88y/8+tnFVViqWcs9StVid1GntsGBzGw+4YGxaD8eEHB4wX2F3CcoDdZVmyl7XZxWPSwthgY8BhcYaZcU/noA5qqdVSS60cSiqpck7390f1vVMllbqlbrVaLfs5R6fVpQr3Vt263+e+7/M+D2NjY7jdbpqbm+nu7t7wOInH48zNzTE/Py9HHuULPlar1Wi12nUh0vkgimKO9YHkNi9FwzyJAPDHgdls3lIV5PbEl/EGZzjc/tMY9WskMEKmMinG0/zeX/81f37/c7514YIsCtdoNDnVpoKCAvR6PbMegS9d8iIo4MNvt9NQ9njVwb1IQrRarfw+7iXkI1YmkwmtVru9JoUP247HeOyvAn8vCML/AG4Af/WwBwiCkFp7pSaFkGb7wqTTaRKJRA4By/49EonIv2f/LVu4plAotkzMtsuBdrdMz203di1hvHEDNBpCNQ0oQwFGR0e5cfUNajoPP7Ri9SiaEMgQEYPBIHtQSZCsICTfrbt37xKPx9HpdDlky2w2P5ELASnouLi4GLfbTUdHBy6Xi0uXLuVoth60zyaTia6uLjln7+zZsxQXF1NfXy9XlxUKhRzuPDw8LLcHTSYTVVVVFBQUcP36dRoaGqiqqsohVzU1Nfh8PsbHx2lpaeHs2bNyO9HlclFUVITL5cJoNMoTWZJmUSIXy8vL1NTUMDY2RltbG6OjozQ1NeHz+VheXubYsWPMzs7icrk4fPgw8Xicq1evUlFRQV1dHZCJt5FMRLMrlLFYjPHxcVwuF01NTXR2duY9L6TTmUzK2dlZotEoFRUVHD58+KHfEYfDgdPppLGxcd3zeb1eVlZW1lkftLe3P3700xOG0WjcdMVqxnmViYXTlFmPEPVbuL10O0cUrvLpMVOJP+RhYGKCRHk5xnv36O3oQLMBoUyLImduB/jOYIBSq5ofOWl/pEnAtdiLxEqlUpFIJJ72Zmw71Gp1Tr4oZAi/Uqnc0VbLlo46URRPA6fv/z4BHN7sYwVBUNTV1a1bSRKJxDoBp0KhQKvVPtYinkqlNiRm8XicUCi07m/JZDKHnCmVyk0TM+n/EmPei7qxfJ/VrsCNG9DZCQUq1GEln//85/k/v/db/O7fXCGRjhBPhtGo8rebt1s3ls8KQvLJkqpby8vLsnB0rdHpdqXAR6PRnEqbFLGztLTE4OAgsVgsx8phI+uFxsZG6uvrcTqdXL9+Ha1WK8fmwFvhzqurq1y/fp2ioiKam5uxWCwcP36cgYEB2T38yJEjXLlyhXQ6TWdnJxcvXsRisdDe3s7g4CDt7e3cvHmT9vZ2pqamsFqteL1eAFm8HgwGKSsrk41FE4kEgiDg9/tpb2/n/PnzHDp0CJfLxfT0NEePHiUcDtPf3y9X1hKJBIODgySTSdm8FDLH9/j4OEtLSzQ0NNDe3r7ufZGqSLOzs6ysrFBcXExLS0tei4WNUFxczK1bt6itrcXj8cgVqUQisS3WB08LarWaVCq1KVF4RNkPgF7RglKppLi4WLYkUKlUzH7Dg0sRZN49TloUSR04gPDVr6I9fRpeemnda0cTab500cPIfJR9tXpePGRFo9qeC5e9SKx2M0F/HKwNbgeki9hdp7HaLhgMBsM6gbuU+bXdUCqVKJXKRyZnoijKlbN8BCwajea9XbpNGpWXyNZmK2ZqtRqlUrlrD/xdt12iCDdvwvveh2AErUdDsSOjxQjeX5RDkWU05tq8D9+JSUfJOVmn0+V4IaXTaYLBID6fj5WVFSYmJohGo2g0mnXtxK1q9iQ/qGzo9XrZdiGZTLK8vMzU1BQDAwMPjNhRKBSya7zH48mJzSkvL5cNT0+ePLku3Lm3t5epqSk5yDmbXB08eJCLFy9y8OBBlEolfr8fnU4nu39XVFSwvLwstwUlYiXFIs3OzlJTU8Pw8LBMziRN1sjICH19ffh8Pm7dusWBAwcoKChgaWmJ4eFhmpqaqKiokHVPExMTLCwsUF9fz6lTp9ZVE6PRqNzqMxgMVFVV0dHRsaWqYyKRkEnUysoK586dk41i6+rqdmc1OA+yncLXkqdgMMjp06dzfJv0ev06UXgo0skb1/4HYa7TXf2zOecVURTxDIdZqvIwevEGBq2WqkOH4MIF+Id/WEesXP4Enz/jxh1M8u4DBRxp3t7Knlarxe/3b9vzfQ9PDvmI1f2W+54lVmaz2bxjxOpxIQiCTM62qiuamZkhkUhQX19PKpXakIBJGp21t689MLZKzFQq1baTM8mzZddhfh5WVqCnB6VZQLegobAhQ158XjcAwYgL2wbE6mlGD2UHT2dDqm75/X6mpqYIBAKk02mMRmOO0akUppoPKysrshFlPqhUKpksiaKI2+3G6XQyMjKCXq+XI3bWHvs2m42DBw8SiUSYmJhgbGyMyspKampq0Gg0MtkaGRmRQ4rr6uqwWq1cvXqVlpYWjhw5wtWrV0mn0/T09NDf38/Bgwe5evUq3d3d3L17l+LiYlmDaTQaicViKJVKYrEYPp+P4uJiuf0oCILsdVVQUMC1a9c4evQoy8vLTExMcPToUVQqFTdv3iQWi9HX14dOpyOZTDI5Ocnc3By1tbWcOnUqh1SmUimcTiezs7PyJF9fX9+m2/zRaBS3283Kygoej0cmoEVFRUQiETngejdBEoXnqzZJ77HkFC4Rp2xR+I0bN+jo6Hhoe92oL6Kt9kWGJr7Iwsp1Kop75b9FFhKIfpg/sMLk34zR19GBWqmEf/tv4fOfh0gE7l8M3ZmL8KWLHlRKgQ8/X0RdyfaT071YsZKw1yLl8rU4zWYz6XT60YzMHnU7dvC1TBaLZd0nuFuJ1eNA2idBEOSK1aNWRaTk8o3amqFQaMOKmYTs7dgsMZMqZ2v3adfhvnCdnh5UISXaiAJraUan6PdlDBFDQSfkN80mGo3uOkG+VquVdVISpIkwv9+Px+NhenqacDiMWq3GbDbLZMtsNqNWq/H5fHR2dm7q9QRBkCsnAIFAgKWlJfr7+xFFUdZlZU896vV6Ojo6aGlpYXZ2lgsXLmCz2WhoaMBkMrFv3z68Xm9OuLMU5Ox2u+nt7eX69euk02mampq4ffs29fX1zM/Py4RzaWmJVCqVkwEmCAIul4vS0lKKiorkST7Jj+ratWv09vYyMzODx+Ohr68Pr9fL0NAQjY2NssD/3r17zMzMUF1dnUOoRFHE4/EwOzuL2+2mtLSUjo6OTcULZVsfeL1e1Go1hYWFOBwO2tvbc74/kUgEr9e748RKcgrP5xaeTxSu1+txOBzy7w+r0ElRKZvRLdZXvI255avcGv8Hiq2taNSZx3hvRxAVIuH6COfOnGXmS19CvH0bPvAB+Iu/gG99i/RLP8h3hgK8eTtAhV3ND5+wU2B8MucnjUazJ/VISqVyz/ktblSxSqfTTy7OIN927OBrmQsKCtYRK2mMei8hmUxuW1k/e0LycclZPmKWSCSIxWJ5b5cm5iBzQo7FYly5cmXTxEytVj/5Sc0bN0AQYN8+NIMhkiQpMGcIgs/rQhNV4PfObvjwXSvIX4Ps6JvsSlQikZCrW7Ozs/j9frkaOjY2JlfEtiJ8ll6nsbGRWCzG0tISd+7cIRwOU1RURFlZGXa7XbY7qKuro7a2lqWlJW7duoVCoaChoYGioiKOHz/O3NycHO58+PBhxsfHuXLlCvv372d4eFgmhaFQiGAwSHl5OU6nk1AohFSOuk4AACAASURBVMVikTVq6XRa9hpzOp0UFxeTTqe5e/cura2tXL9+ne7ubsbHx1GpVBw4cECOBjp69CharZapqSmmpqaorKzMMeiMRCLMzs6ysLCA2WymqqrqgVOA+awPpJZXdXU13d3dDzz2LRYLs7MbH5ePCumzz1dtSqVSOfmbBoMBs9lMSUkJBoNhW5zCt1LdUQhKepo/xOnrv8/QxJc40PJjGQ3bcAR3hZ9SS4Hs3xZIJhGfew6hqIjkF/6Bz9tOMrYY40C9gfcctKJWPrmqS77Fei9Aqu7spfU3X8XKYDCQTqd3VLC4o8TKarXm/QT3UikSdl91J5ucPSq8Xi/j4+O0tbWtI2CS5iLfJGc2OZMW4q0Qs4faaNy4AU1NYDKhN8cJk0SvMfN7f/4NwqpKtOG/JBRe2vDhzwqx2ghSVSTb/TsQCDA0NERBQYHsLB8KhXJaj9LPw9paWq1WtlxIpVKsrKwwPz/P4OAgFosFh8NBcXExarVarmz5fD4mJiYYHh6WY3PKysoYHR3l/PnzdHZ2YrfbuXLlCh0dHczOzmIwGPD7/ZSWljI9PY1KpZIHAKSJX6k9bzabZSJUUlKCzWZjbGyM5uZmRkdHKS0txWKxcOHCBerq6ujs7GRubo6JiQkcDoccUZNMJpmdnWV2dlYOPj5+/Hje74koivj9flZWVnC73bJdgt1ufyTrA7PZvGXdTrYoPF+gLyBXx6WK01pR+JPGVttmBaZKmqq+j7uz36ay5BDmWANxd4qpziXe+J3P0a/4f/yXF1/M3FkQCL/nB1F94XPMvOe3efGog4ONTz4ZYS8Tq722X5JcIBuCIKBQKHaUPe5oK7CgoGD3sI0niN1GrLYDUkvmcQJi89loZP8/HA7nraw9yEajvb+fWEcHrokJ4lEB0OBfCdHc0cvIQhJdTI0n6d1wm0RR3DX+Z9uFQCCAzWbD4XDkmF0mk0nZ6HRxcZHR0VHi8Th6vX6d0Wm+90QKEi4tLX1gxE5BQQE9PT1Eo1E5NsfhcNDY2EgikWBoaAidTkdvby+Dg4MUFhbKYcpzc3PYbDaSySTxeFxuaQuCkPOj1+sxmUyydqmiooKxsTEaGhrweDwsLS1x6NAhPB4PZ8+epaSkRCZNmwk+lqwPpIpUJBKR43haW1sf2wxWInbZGpdUKrVhtUm6CtfpdA8UhT9taLVafD7flh7TUv0u5lducHPsc3T4/gMIMF+zwhtf+AbH+44h3D+XDk6FGKh6Jz8W/Ut+OnmN4qYPPoldWAdBEPJm0D3r2IvESnJeX4u9TKyMFotl73kQ5MFaS/29gO0gi9tlo5FNumhowDAwgDKdhvtHV3glxrXb3+T2lJdTfVaSigVeP/11lGQWz2wbjUgkIjtzP0h/JmnmngVEIpG8FhIqlUqOxZEgVUGkduLS0hKBQEBuPWYTrmwt2tqInXA4nBOxU1JSQllZGS0tLTQ1NTE3N8fly5dle4VQKCRH4MRiMSKRCDqdDpPJxMrKivxeSydJqYq0loxI7azp6Wnq6uoYHx+npqYGu91Of38/hYWF9PX1yXE3GwUfJ5PJddYHVquVwsJCuru7H9uSI58oPB6Pc/nyZWKxmEzws7VNNpuN8vJyDAbDM2Pfks9H6GFQKjX0NP07zt36BCu3VolXqnAuzrI4v8A73/lO0koVl4qPMHA1SPXxU6SLiyn+9pfhIztDrPYqFApFXhLyLGMjEqzY4QV5J4mVUq1W7y22sQH2YhVkt1ThpElNGb/0S/Dii9Rcu4b4Qx/g5pfnMItmxm68zhv/8q/8XM8ngQVqm/Q0VLwNURRlj7N4PI7P56OoqEiukkWjUQKBQN62ZjbWTmpuRMyeho1GNBpdN2m4EbI1N9mBw6lUShbLu1wuxsfH5bbpWqNTpVKJwWCgvr6e+vp6EokEy8vL3Lt3D7/fj91ux+FwcPz4cTweDyMjI6RSKZqbm+X2msPhYG5uDrPZjF6vl8mGUqmURdXSZKpEcqX31OVyYbPZ5Om+mZkZrFYrBw4cwO12c/XqVTm6R9JVSdsoESkp+LmoqIja2totDzSk02mi0ei6atNaUXh2tclkMlFfX09RUdGeOV88ahWkyNpMje77wKdnsXuelQv3ADh28m3845ia6aIKDlarePfREhQvvwyf+QyEw7DH4tB2EtnZm3sFG+3TTn+/dnKlVCiVT1BhuIuwa60JHgO7tgr37ndDYyN84hMIH/wgMWMC/ALdHc38499/lrFYEU1pCwsrAzRUPJ8zIalSqdBoNDneUpuBRM7yDQMkk0nC4XBei421C85WiZk0DPCwY0uq/jwOlEolBQUF64wvs60gJiYmCAQCiKKIyWTKMTotLy+noqJCjthxOp3cvn1bzmE0mUzy5J3D4cDtdqPX6wmFQnICgkSAIZNmIBGtVCol30caspCuVD0eD3V1dSwtLXHt2jXZS0uhULC6usqdO3dwu90oFArsdjuFhYU0NTU9tCL0JEThkknsrvxePSIex9G7JHiKFaKMVE0x8yfDVFbV8C9jFoKRFM8tnObU972ASinAD/0QfPrT8M1vwssvb+8OfBdhL7Y4N2oFAg9dkAVB+L/Ae4FlURQ779/228BLQBpYBn5CFMWH5iLvKLFSKBR7i21sgL1Ysdq1ficKBfz8z2d+Ll8mZrai8WcCdwGGggkOK+qZ8w0QiwfQat4am0+lUo9UhXtSNhrZRExKBlhrpZHPRmMtAfN6vbK7ez7C9jhTQPmsINLpNKFQCL/fj9vtZmpqikgkglqtlslWRUUFra2tRCIRnE4nU1NTsvGoRFpMJlPOEIRErLJP/tJxKP0Acjiz2WzO0Vwlk0ncbjeXL1+WRf5lZWW0tbXlfO5S7mM+G4JIJAI8GVH4XvRHUqlUOcfoVhAcSSE4YgTNKay2MjQHuxER+FBjCN3wKCTfkbnjqVNQUpIxC/0esXpkPICEPLPYiCxucu36G+D/AJ/Juu2PRFH8zfvP8fPAfwF+5mFP9L2K1RPAXqxY7Wqy+BM/Ab/xG/DJT5J4z69jmNfSeCiTw7ayPEuEHuAmTvcgNWXH5Ic9zSrck7DRkAiJNMafHXiefb/sk6m0HZutmEn/z37fFApFXiuIeDwu5ybOzMwQCARIpVIYDAaKi4vR6XTyfeAtPZW0X6lUSo5IyYZUtZK2PZ1Ok0wm5TxGt9tNOByWo2Ha2tqIx+OEw2HZa0oiT2tF4RJ5stvtGAyGJyoKfxwSslvxqIt1bDVJ1Jkg/XYl3Kvn0Ls+TlWhwI+cKkY142cVEKVKmEqVIVSvvgqhEDzGQM1mIS3Ye+m8/t3UCtwMRFE8IwhC7Zrbskd3jcCmnvx7FasngF1NQh4Ru5osms3wkz8J//t/o3rhI6hDbdTU1gMQWLjLXOT7sVvtLKzczCFWz/qJciMbjZGREerr6ze1bxIp2cjjLJ+NRr5JzQeJ/6WpQ0kTlZ064Pf75bgaqYIYDoflhSzfSVI6FtPptPwj3a7VamVn88XFRRYWFlAoFDnVJqvVisPhwGAwPNWhBIVCseeMJx91YfMNZyqD5/xpIstGasr6aSmZwqj9eeL3K4Jidiv9Ax+AV16Bb3wj0xp8wtiLxGqvVqwetRX4gOf8HeDHAR/w9s085nsVqyeAvfYFhGeALH7sY/CJT1D52hcI1f0WBoWZ21/7GtcnlIz7lLy3fj+zzjMkklHUqoz+aFeTxcfEZvdLoVCg0Wg2HdOSD9mZmmsJmBR4nq+ytnYBlm5Tq9XE4/ENT/rSsSgtdhJpyp6ok6pNu9n8ULK/2Gtwu91bfszqYBifAVxRFf/8f38SmxDnP/9+H9POC5SlM0MVOcTq5EkoLYU/+RPo7oaWlu3a/Lzw+XxyEPheQSQSeaY9/PIhlUrltfuYmpoqEgRBIYrilpmkKIq/Dvy6IAi/BnwM+K8Pe8xOEqu9uYLlwV4rr8IzQBbr6+Gll6j+2hcZ+Zn/TMKbospsxh8e4W6qi0S6h7T4BsueYSqKD8gP29X79IxgrY3Gw6pg+dqTkmeV9NiHfYfi8bg8ZSlp0hQKhUy4noXPNRqNkkwm8Xo39ll71iCF158+fXpLj7Os1LNqUkL5HN7FOSrqW1CJJQyMfp7oNSsGpZr+8XGS8/PyYypffpmGT38aobUVf2srzhdeYPn550luciJ2K0in05w9e3ZPEatQKMTS0hLT09NPe1O2DVI1fIPjT0FGhP6o+BzwdXYZsUrvRcKRD9/rXT8l/MIvoPnKV7ANfZm496O8/p3v8J3X36Dy59/LnMeGTm1iceWmTKz2Yin8cbGRbuthxGgrui0pPDoWi8m6p0QiIT9O+tuDppakSpsoiuh0Ork6lUwmc6wasitY2f/uBl+o2dlZ4vE4DQ0NT3tTtg2JRIIrV65w/PjxLT3uzoATqzINi+WYjWYsJhMHV5q4Zl5hcn+Q57p/ieriytwHve1t8Ju/CX/3d1hefRXLJz9J8yuvwIsvwoc/DD/wA7BNn/OZM2c4fvz4rq6AbhWjo6NyesJegdvtZnZ2ln379uXcXldXtzI5ObllQaMgCE2iKI7d/+/7gJHNPG5HiVUymUyTYY17GntxwX4m9um55wh0tlB0+a/wen6Ka7dv88rZM/zdfxcZnY/yfR3dOFevk04nUShUzwZZ3AIkUiSKIj6fLy8BetRJQ+n/Op1uS5OG6XRa9sPy+XwsLy8TjUbRaDRYLBa50iVN30mRFNJnk09npVAo5ABZnU5HMpmUj89IJCI7klutVjnAORwO4/F4mJ+fJxKJyDYOOp1uHenaKSfzvdZagkevbKsMSqxiEtIKxJQO3927pAbH2Pf257muOM2NxS/SV/QxFMKa46ysDP7Tf4L/+B9hYCAjaP+7v4MvfhGKi+Hf/bsMydq/P5Mp+hj7tdc+q11rofMY2Oj4E+/jQY8VBOHzwNuAIkEQ5shUpt4tCEILmUrXNJuYCISdJVapVCq1d1axB2CvLdjwjBArQcD50R+n6aO/ju/sd6i978FkSi0RiZeCopdk6gIu7yil9o5dtU8P88baiBjl88aSApg1Gk0OATIajY/sjbWZ7c/2uPL5fASDQURRlB3ci4qKqK+vl1sQLpcLvV6P2WxGo9Hk5N1l75fUXpIWAanlJxE6Kcg9FAqh1+spKSlBqVQyPz+P1+uVrRaKioqw2WyyPYLkOi9NCIZCIVZWVohEIkSjUURRlE0981W9Hrd6Iflx7SU8qm5RZVCQdqegap6U0oAvFqX4p34KTUUFKWcZN+7+LcOT/4/O+n+b/wkEIUOe9u+HP/xD+Na3MiTrlVfgk5+Erq4MwfrRH82QsS1i10shHgF7dZ8elSyKovgjeW7+q0d5rh2tWKXT6b3FNjbAblqwtwsKheKZyJUKfOAHif/K/8T0lU9T81wbAAn/DGplGQu+UlRKLYsrA5TaO+RF+XGR7ea+VWKUjQe5uUsTbJtxc79y5QptbW2Plev4IKRSKTlzUCJR8XhctjuwWCw0NjZiNpvl42Z5eZn5+XmGh4ex2WyUlJRgNpuZmZkhGAxiMBgIh8NotVpZayVppSRiBchBzNnESiKG6XRazh1cXl7GbrfT3d2NXq/H4/GwuLjI8PAwCoVCDq6WTEI3+lzXGoO6XC75d2kb11a7pN83MgaVEI/Hn9hn9LQgkdytQqGIkQ4kMVnvceTkD6JQK1E6ygGoKTuGNzDN+NxrWE3VVJYcfPCTqdWZduCLL4LbDV/4QoZk/dIvwa/+KrzwAvz4j8NLL8FjGuk+y9iLxGojYr/ThY4dJVbfLRWr7zJH210FjcHE1PMv0/TVv6ThUA0AUxP3aDp8ktH5GKeaOlhcvcU+8Yflysja/MHN/L5WYJ2dP7hWU6TT6TCbzTuWP6jT6YhGo4+9aEvGmRKB8vv9BINB2bfKYrFQWlpKU1PTuumiSCTCzMwMTqeTWCxGcXExtbW1mEwmZmZmGB0dpbi4mJqaGiYmJmSjTY1GQyQSkb9DKpVKbgem02n5PZNuk3RUoVCIoqIiotEobreb5uZmVCoVk5OTBAIBysvLaWpqQq/Xk0gkWF1dZWVlhbt375JOp2WCVVhYKO+LIAjyxORaB3oJqVQqp+oVCARYWlqSswAhYwSar+oViUQoLy9/rM9ot2Gr0VeiKBK6fJnYiAelooNSo53f+o3387mzbi6NBjneljH07Wr4IXyheW7c/VvMhjIKTJUPeeb7sNvhZ3828zMykonC+exn4Yd/GAoK4IMfzFSy+voeq1X4LOK7qRXIJv2ntgs7Tax2/8q8DdiLrcDdmoS+dtQ/Ggsz8eL7aPza3+AYGMBusTAxMUFT7xKBSAGLzhJQX+f1N7+MikICgQDnz5/fMHxZq9ViMpny/m23Xu3p9Xq5rbZZJJPJHALl9/tJJBIYDAa5CuVwODAajXlPxqIo4vf7cTqdLC0toVQqKSsro6urC6PRSDAYZGJiArfbTXV1Nb29vYyOjhIOh6mtrWViYgKHw4HL5UIQBLRabY47vWQHEY/H5VagRPwKCwvx+/2oVCqWl5dpa2vD6XTi9Xppbm7GbrezuLjI9evXEQSBqqoqHA4HZfdbQtkBzJOTkyQSCWw2m0y0HmTgqlQqMRqNG5JYqUWa7eru9XoJh8OsrKzIrcp8rcbdIrLfCpLJ5Ka3ORUI4Pnyl4mNj6MseifKFSUOUwWVuhSlOj/fGRLoqjFgMShRKFQcbvspTt/4fS4P/zlv6/lVNOotXji0tsLv/i789m/D6dOZKtbf/i38+Z9DU1OmivVjPwY1NVvf8WcQe7FitVErcC9XrCLBYHBv2QxvgGelurMVPAlilT2W/6BJtLW/Z7+3a80p45oky/UGgvUn0E2NcPG3fgv7hz6EJ6KgfzFCeeUhFpa+RX1TIfUVb+P06dOcOnVqW/fraUOn0xEOh/P+TRRFOX5G+gmFQqhUqpz4mba2tocukNk5gCsrK5hMJsrKyjh69Kg8sbe6usrQ0BDJZJL6+nra29u5d+8e169fp62tDbfbzcLCAtXV1TidTlQqFVarVQ4vliqBUrtP2ialUikL11dWVqipqWFmZoa2tjZGRkYoLS3lwIEDjI+PMzY2RktLC8eOHSMcDjM3N8e5c+ewWCxUV1dTWFiYE9MjeeGsrKwwOztLNBqloKBAJlpGo3HTC5IgCPLUos1my/nb6dOnee6550ilUjntxtXVVZmISd85iWg9DZH9VrDZilVkeBjvP/8zYiJBwXvfS1ysg6/HKUkU8B9+7T/w1a9+jY/+ST/fuuHjA8ftAOi0BRxu/ynODvwv+kf+mr7OjyIIj1BxUSrhHe/I/Pzpn2aE7q++mpkw/M3fzEwbfvjDGXd3s/mhT/esYi/6+G20T+kdXpB3klgFfT7f3rIZ3gC7tbrzOMgnKN6qV9FmxvKzf9fpdHlvf1D5WhRFriq/TqSsG/O9NzEtLWEOBNA5qoEIKUxo1Ca8wZmcx+ylE4zZbMblchGPx9dVodLpNAaDQQ5YrqqqwmAwbHr/E4kES0tLOJ1OAoGAnL/X0dEhfy6pVIqZmRkmJycxm820tLRQUFDA0tIS586do7KykiNHjnDjxg3sdjtlZWU4nU5sNhupVEomaWazWW4BSlecku5KygE0GAzU1NQwPT1NW1sbw8PDdHV1sbq6yo0bN9i3bx9KpZLR0VGZYLW0tNDc3Izb7WZmZobBwUEcDgdVVVUYjUaUSiV2ux27PbOgS1OWq6urDA8PEwqFMJlMMtGyWCxbPn6kSB5pClOKBMqHdDotTzZmi+zD4bBsLSGJ7PNpvXbSIiAWiz3QbDYdi+H75jcJX7+O2uHA9v73oy4uZnJgBlBij5sxGAxEoxFOtpv5zmCA3oYoDWUZLZTdUs++xg9yc+xz3Jn6Ku11Lz3eBpvNmUisn/gJmJrKVLBefRU+8hH4uZ+Dl19G/LEfy2SS7jFstW37LGCjc/leJlYBr9f7XVGx2u3EKl8A8MOIkaQjkVxts4OI83kVrR3Ll35/0id5QRAoLrLgq2uh9FyaoNPJh973Pn7xd34XQThAKCZiNVXLxEqj0RCPx59pB+JsSwNJTC4tvBaLhYKCAmpqamSd11YRDodZXFxkaWmJZDIp66rWEopYLMbU1BQLCwuUlZVx5MgRdDodwWCQy5cvo9FoOHr0KKFQiEuXLtHR0UEgEGB5eZmqqirm5ubQ6XRUVVWxuLhIJBLBbDajVqtlYpVMJuVpw5KSElQqlUyqRkZG6OnpYWBggMbGRsrKyrh58yYOh4P9+/cTCoUYHR3l7t27tLa2ysQomUzidDq5desWqVSKqqoqysvL5eqYIAhYrVasVisNDQ2IokgwGGR1dZXx8XH8fj8Gg0F+voKCgodqV4LBICaTaVPvvxTJs1FL8lFE9tn/St5h24FYLLbhdsZnZ3F/8YukPB5MJ09iefvbEe4fjx5NiAIsmOOZ/YxEIpxoM3NzMszX+3189F1aVPeDO2odJ/AEprk7+20KTNVUFPdsy7ZTW5vJHP31X4eLFzME6wtfQPjsZ+krKcnEZn34w0/c5X2nsBeJVT7d2P2Lsx3lHjtKrHw+3zrWKGWE7SXjtSdJrDYay38YMXrYBFo2Aco3lp9KpRgYGODYsWMbbNnuQY2mhOkeP82fhXKrjUujo3zrS1+k9qWDhKIpyourGZsdIZXKEKpYLPbMEKtYLIbP55NJVCAQQBRFTCYTFouFwsJC6urquHz5MsePH3+kBVMURbxeL06nk+XlZTQaDWVlZfT09ORdNP1+P/fu3cPn81FXV8epU6dks87h4WFWVlbo7OzEZrMxPj7O0tISR48eZW5uDo/HQ0tLCzdv3qS9vZ3x8XEEQaCyspLFxUUCgQB2u13+Tvn9fgRBkPVR8/PztLW1MTExQVtbG7du3eLw4cPcvHmTwsJCjh8/ztjYGOfPn2f//v0cPHgQv9/PyMgI6XSa1tZWrFYrlZWVVFZWEolEmJub4/z585hMJqqrqykuLs55HwVBkCtMtbW1iKIohztPTU3h8/nQaDQy0bLZbOvOb36/H8s2OYQ/isje5/PhdDplc1bYWGSv0+k2LXKOxWJYrdac28RUisCbbxI4cwalxULRRz6CtrY25z4raj8FWCAiYDAYMlo60ryn18rfvrnKhdEgp9rfquh1N34Af2ie66OfwWwoxWLcxiEAQYBjxzI/n/gE8X/6J8Kf/jTaP/gD+L3fgyNHMgTrgx/MiOOfUexFYpVvn+LxOIIgxHZyO3a0Fej3+9cpyKQT5ncDsZLaGptpma29fe3zb0SMsgNvHzaWvxVIdgLPAmq1xXyra56krgDdspfDtbV857XX+Pcf/EOC0TRWczUiaXyheXmCbrsWue1CKpUiGAzmkCiJAEpaqIaGBkwmU97vjtlsxu/3b7jQ5ns9l8uF0+nE4/FQUFBAWVkZjY2NebVWoiiyvLzMvXv3EASBhoYG9u/fL0/szc3NMTY2Rl1dHSdPniSZTHLlyhWMRiPHjh1jbGyMQCBAd3c3ly5doqenh5s3b9LZ2cnQ0BB6vR6Hw8H09DTJZBKj0ShXWR0OBzqdjomJCerq6lhdXcVqteL3+2loaODGjRscOnSI4eFhBgcH6e7upqysjOvXr1NRUUFDQwOHDx/G6/UyMjKCQqGgtbUVi8WCXq+nqamJxsZGvF4vs7Oz3L59m5KSEqqqqvIeJ4IgyAL26upqIBNXs7q6ysLCArdv35bbi5KXltfrpbS0dItHxaPjcUT2kqeXUqnM22rMFtlHo9Gci5Tk6iruL36RxNwc+n37sL7nPSjyWBw41W4aqCQZTsvkPRqN0lxupK1Sx5tDAbpr9FiNmSVLqVBzuP2nOX09I2Z/rudX0KgM2/22gV5P9KWXuNfWxsHKyoz56Kuvwkc/Cr/4i0/E5X2nsFeJ1dqLv0AggEKhCO3kdjz0XRUEQQecAbT37/9Poij+V0EQngc+DmiAa8BPiqL4oJU34Pf7163sEgl5FioGm/Uqknx9FhcXHzqWv1ZTJE2g7cRY/lYgOV0/CyhT2/BVhoiUdaK7fpO3P/88/+3P/oykd4GgshyrKbP4eYMz6PVVsuv304BkUim18CRLA6kqYrFYKCkpobGxEd0WPHcKCwtZXV19ILGKxWKyXiocDlNUVERVVRXd3d0bViiSySSzs7NMT09js9no6urK0Qb5fD6GhoYwmUwcP34cjUaD1+vl5s2bNDc343A4GBkZIRKJ0NPTw+XLl2ltbWVpaQmHw8HS0hL19fVMTk7S2tpKQUEBsVgMnU5HIBBArVZjs9lYXFzEarViMBiYnp6mt7eXGzdu0NnZicPh4ObNm/T29jIxMcHly5c5ePAgJ06cYHR0VK5eWa1Wjh49itvtZmhoCI1GQ0tLC2azGUEQsNlssu5raWmJO3fuEIvF5OrWg7REOp2OiooKKioqgMxVs9vtxuVyMTIygt/vl6vPdrv9qZ//HiSyl5BMJuWK10Yi+3A4jEqlwmQyoV9ehtdfR1Aqsb3//Ri6u/M+b0JMsazwISKSCqV529vexsc//nH5guFdBwr4319f5ls3fPzwibc8x/RaK4fb/z/O3foE10b+hqMdP/NoYvaHQJYKZLu837yZIVif+1xG/F5Skuvy/ozgaa8r2418ZPE+sdrRtPPN0NUY8LwoikFBENTAOUEQvg28CrxDFMW7giD8d+DDPNilNBgMBtcd9TulR5IqRVs1ccwmRQqFYp1mSPpXo9FgNBrlk4rf75cnq/bawbvboRQUFBaaCVS3Y7rwKt//px/nv/3Zn3Hv4reofsdPoNfaMgL2wAzlBS14PJ4d2a5kMikba0okKpFIyFVGi8VCWVkZJpPpsf1lioqKGB4epr6+Puf2QCAgWyIAlJaW0tbWhslkeuBxGolEmJycZGlpiYqKCo4dO5ZDLOLxuEwYurq6KCgoQBRFO3RJewAAIABJREFUpqammJmZ4eDBgxiNRoaHh0kkEvT09DA0NERRUREmk4nR0VGOHj3KhQsXqKysRK1WEwwGsdlszMzMoNVqSafTmEwmVCoVHo+H/fv3Mz4+TltbG6Ojo/T09NDf38+JEyeIxWJytcpgMHDhwgUOHTpEe3s7breb/v5+qqurqaurw263c+zYMVZWVrh16xZ6vZ6Wlha5uqNUKikvL6e8vJxYLMbc3ByXLl2S9WClpaUP/bykdmpZWRnxeJzLly9TVlbG6uoq9+7dI5lMbtri4Wkhe3I0H6Tw5aqqqsxU5+wsmkSC5c5O7rrdcPp0XmsJvyZOWiEi6CEZTnPoHYc4dOiQ/LxWo4pTHWZev+VnbDFKk+OtC4zCgka6Gn6IW+NfYGT6G7TVvnfb93udVEAQoKcn8/NHf/SWy/unPgWf+AR0d2esGx7R5f17eHTks/u4f6Hq38nteCixup+vE7z/X/X9nxQQE0Xx7v3b/xX4NR5ArERRTNXU1KwreWyGWEnizK0SoweN5a8lRpKIc+19HmWBUygU+P3+B17RPouQdDPPQvm4RluMs72G8jNxDhYU8PyhQxjiEYKRjIZRErA3OgzMz89v62tLmptsMXk4HEahUMgLU3l5Oa2trU/sGDEajYRCIdLpNB6PB6fTKUfIlJWVcejQoU1VSTweDxMTE4RCIerq6mhtbc35ToiiyPT0NJOTkzQ2NtLV1SVP7Q0MDKBUKjl+/DgKhYLBwUEA9u3bx+zsLLFYjI6ODi5dukRXVxdTU1PU1tbidDqpqKhgZWWF+vp6pqamUKlUpFIpCgoKCIfD8kVMJBLBYrEQj8dlS4fBwUH279/PrVu3GB0dpbW1FZ1Ox+XLl+np6cFut3Py5ElGRka4cOEC+/fvx2g0UlRURGFhIS6Xi+vXr2M2m2lubsZgeKvFpNVqaWhooKGhAZ/Px+zsLCMjI3K1r6Cg4KEXUqurqxQWFlJSUkJJSQmQqYZ7vV5WV1fXWTwUFRVtaXLzaUFqF0rkMP3SSyzPzeGYnWXfe98LKlWOyD4YCXHde5vb2iUEBSSFBIszTsa+c4NQKERDQwNWqxW9Xs+hej03J5V8vd/Lx95dKgvZAeocp/AGZhid+QZWUxWOon0P2Mqt44EazLUu73//9xkT0u+5vD8VbFSxSqfTvp3cjk2tkIIgKMm0+xqBPwWuAGpBEA6KotgPvB+oetjzpNNpcXV1NYf8+P1+otEoc3NzObdvFAybj/w8ylj+k4RarV6ni9oLkITezwqxun6oggOfBi7c5F/PnuXbf/ktLooQS4hYTVWMzY6g1aoIhR69/Z5IJNZZGiSTSdnSQPKF2or30eNCipBJpVK8/vrrFBcXU1ZWRmtr66a0jKIosri4yMTEBBqNhoaGBux2+7rtd7vd3L59G7vdzokTJ+QrxUAgwPXr16mrq6O6uhpRFBkYGECtVtPe3o7H42Fqaopjx44xNzcnC+8HBgY4deoU586d49ixY0xMTMhtRqkVbTKZ8Hg8lJSU4HK5ZP+q9vZ2hoaG6OvrY3l5mYWFBbq7u+nv72diYoL6+noOHz7M1atXaWlpweFw0NHRwerqKlevXqW2tpaamhoEQaCkpITi4mKWlpbo7+/HarXS3Ny8rhUrWVak02mWl5cZGxsjHA5TUVFBZWXlhq1bp9NJzRoTymxCApnqj2TxMDQ0RDgcxmw2y/eR2pW7CRLhlaDQ6bC+9BKrn/kM/jfeoOCFF+T8yjmNn38V7uBOBanTlPBCQQ8+XRx9iYXb05f4yEc+wmuvvYYgCHKrulKtZsBdwd99+w77KxI5Wq+mivfhD81zbfRVnjP8CmbD9lWKYrHYhu3RHNjtGe3VRz+6613e92IAOOQnVsFgkFQq5d3J7djUCimKYgrYLwiCFfgy0AH8MPC/BEHQAv8CbKafp1xYWMghP9KXw+Fw7OhY/pOERED2GqT9ehbyzSo1hXzpkIWUWk/y3DXU//4n0TrsJAIRPDOLWK0ZAXsotkQqlXqol5U0Yp9NoMLhMGq1GrPZLHtCSfYAO41IJILT6cTpdBKPxykpKaGuro5wOExXV9emniORSDAzM8PMzAxFRUX09PTk/ayj0SjDw8PEYjH279+fo7Gam5tjfHycAwcOYLFYEEWRGzduoNfraW1tJRqNMjAwwJEjR0ilUty7d48TJ04wPT0tt5AkQiKRKalynE6nMRqNzM7OUl1dzdDQEL29vZw9e1aOq1leXmbfvn2cP38em83GgQMHZKuHyspKjh07Rn9/P+FwmIaGBgoLCzlx4gR37tzh0qVL7N+/H71eL08elpaWsri4yOXLlyksLMwb36NQKHLafPPz81y9ehW1Wk1VVRVlZWXy+SydTuP1etn/EB2OQqGQNV6NjY2IokggEGB1dZW7d+8SCAS2bPHwpBEIBNZZSOgaGzH09hK8cAF9ezvOEh3f9t9kNr5CiaqADxU+R5PWgSAIeFNOFCqF/P2pqqqiubk55/kUl9zcnITeVi1GbUZs7/F4iEQiiNF9JPkGZ/tfpdT4zrwTjo9yUfhIU8PZLu/f+c6uc3l/liaht4JEIpG3YhWPx1d3cju2dJSJougVBOE08AOiKH4cOAkgCML3A80PeixAIpEId3Z25ixgku/Epq4InhHs1YqVNEH3LEAtqLCUmok42lDdusHw8DAvfPB5XvyZT+LS1NL4b44AGQG7TqeTBdKQOelkE6j7pWSMRiMWiwWbzUZNTY28AD8NbBQh093dLZOhdDrNm2+++VDSGAqFmJiYYGVlherq6pzqUzbS6TSTk5PMzs7S0tJCWVmZ/LypVIqhoSESiQTHjx9HrVaTTqflllpLSwupVIr+/n66urowGAxcu3aNlpYWlEolMzMznDhxgomJCcrLy/F6vVitVnkBkGxZjEajXBmJRCJyoLIUZXP58mVOnTpFV1cXN27c4NixYxw6dIhLly6h0WgoKSnh6NGj3Lx5k1u3btHV1YVKpaKrq4uVlRUuX74sV9okA8/y8nIcDgfz8/NcvHhRHibI18bVaDTU1dVRV1dHIBBgdnaWu3fvYrfbqaqqIpFIUFhYuOXjRhAEuY1cV1f3QIuHoqIirFbrjl+cBoPBvCanBS+8wJJzkn9dfJ0JhRazQs9L1sPsN9ShzBKbiykRQYks4ci3/e/utTLlivMvQ0k++gMOdJq3Hu8PLfLGta/SULMfh61pncg+HA7LnZB8k40GgwGtVrvus4lEIo+ueVMq4Z3vzPx86lMbu7y///2wSV+z7UD2+W4vYaNWYCgUcu/kdmxmKrAYSNwnVXrgncAfCIJQIori8v2K1a8Cv/Ow51IoFJFIJJKjWVCpVHuuurPbSvTbBYPBsGFUym5EjbYYV1Mj1We/TlNDA3q9genhC3irDag8cTQqIy73PaCNwcHBTNZgNIpGo8lZxMxm866ooKbTaVZWVnA6nayurmI2m3MiZNZCoVBQUFCA2+2WW0wSRFHE7XZz79494vE49fX1rL3oyYbL5WJ4eJiysjJOnjyZ836Ew2GuXbtGRUUFdXV1cqRTf38/NpuNpqYmRFHk1q1bVFZWUlRUxPLyMslkkvLycqanp+WKtdPp5NixY0xOTmKz2WRiJVWvpIxAURSx2Wy43W5qa2u5c+cOR44coaSkhJmZGWprayksLOTu3bu0tLRw+PBhLl68KE8V9vT0cPfuXa5cuUJvby8qlYqioiJOnDjB7du3WVxcZN++ffKCKnlrlZeXMzs7y4ULFygrK6OhoWHDCqXZbKa9vZ22tjZcLpcs/i8vL3+8xZr8Fg8SiZibm2NwcBCVSiVXtCQvsCeJQCCwzkIilIpyOjrE1feUoUimOLak5/n970WjWL8tYhoExVtxYPkqcFq1gpf7bPzf11b4+jUvL/e95SM17TyPICipdRxDqzE/UGQfjUZlsrXWyR6Qdbd6vV4eOJFG+R/5XLDW5f2zn820C7Nc3vnwh+Htb3/iTu8Pc8h/VpFOp/N5xqWi0eiuawU6gFfv66wUwD+Iovg1QRD+SBCE996/7RVRFN942BMplcqgVMKWoNFoCAR2dBJyRyAtLk+7PL+dMBgMOzZBtx2o0RYzt6+autdDhK+McOjIEW4OXSD0vh/k3le+QrrdyKp3hmJtF2q1mq6urrxXrE8T8Xic5eXlnAgZh8NBZ2fnpo6t2tpaJicnc7Q78/PzTE5OYjQaaWpqemC1OBwOc/v2bURR5NChQznfXcjohUZGRti3b5/8PFJlqqioiIaGBgAmJycRBIHa2lrZOPTIkSOIosjk5CTHjh3D7/fLnkher5fy8nL8fn9OxQreqpxKOqu2tjZZFN3U1CTH5jQ3N3PhwgWKi4ux2+0cPnxYtl6Qqmhzc3PyxKBer0elUrFv3z6Wl5e5dOkSjY2NVFZWyseEQqGgpqaGqqoqpqenOXfuHBUVFdTX129IXCTdls1m49y5c1it1nWB0NtBevR6vWwFAZljZ3V1leXlZUZGRgCw2+0y2druhTUQCMgVq3g6ycXQKOcCwyTEFL2mBnrOzyNcuQHFvVC1XpIrVaykz3mj47u6SMupDjOnhwI0l4fpqjGQSieYXbqMo7AbrebB+X4KhQKDwSC3Utdtx/1hqXA4TDgclj3bpAqYdF7P12qUjt+HnkNqazMVq9/4jRyXdz772cx786EPPVGX973aCswHr9cbA3aX3YIoireAdZkBoij+MvDLW3kxQRA8brc756pmr+qRpKiUvVRuNRgMT9XzaTNIpVIEAgF8Ph/BgIepA0WcBBa/9iZdHR288dq/Mqcp4KDGR6C4gkDYSXNTM+Pj47vmswqFQrJeKpVKbRghsxnYbDYGBwcJBoMsLCwwPz9PaWmpTCQ2QiqVYnx8HKfTSXt7uxxQLCGdTnPnzh0CgUCO9UIymeTq1as4HA5q77tru1wuFhYW6OvrQxAE7t69S3V1NXq9nvn5eYqKitBoNHIbUHoPjEYjLpdLJruS9YnJZCIYDFJUVMTY2BhtbW1yXmBrays1NTWMj4/T2trKgQMHuHLlCsePH8dgMNDb20t/fz9Hjx6ViYher+fSpUscOHBA9v2SiNDt27dZWFhg3759OceHQqGQW4ZTU1OcPXuW6upqamtrN6xoSNqw2tpaamtrCYVCzM7OcvbsWQoKCuRA6O0i9hqNBofDgcPhADL6E4/Hw8rKCvfu3SOVSmG1WuVpyMc5/pPJZGa7BbgRmuB1/y386Qitugq+z7KfYrWF9Du6WB65h+fLX6bkZ38WYU2lL0OsBI4dO8Yrr7ySl/RIeK7DzPhilK9e9VJdpCEYvkU8GaKm7Pgj74OEbCd7vV6P2Wyms7Mz5z5ScLZU9fL5fHIMU7aTfT5D1Rwn+zUu7/zzP2dI1hN2eX9WtLJbQbY1UjZcLlcc2HUVq21DKpWaWVxcpK2tTb5trxIrrVa754iVTqfbNcRKFEUikUiOJ1QoFEKhUMjGmtWlFSyZM+TBZqnkB3qb+eQnP8GNxWXeVxxGrbKRSGby6J5m1VQUxRxLBK1WS1lZGQcOHHhsP6NgMIhCoeD8+fO0tLRw8uTJB1ZHRFHE6XQyOjpKVVUVJ0+eXFc5iEajXLt2jeLiYo4cOSITAcldvbKyUm5PhUIheVpPqVTKk24nTpxAFEXGx8c5fPiw/LonTpwgEomg0+kQBIFYLLbOwsBoNBIMBikuLkahUBCPxykvL+fMmTM0NzdTW1vLmTNnqK2txWAw0NjYyK1bt+jt7cVisbBv3z6uXLlCX1+frEs6dOgQ/f39tLW1yRd+arWa/fv3s7S0xMWLF2lubpYNPyUolUoaGhqoqalhcnKSM2fOUFNTQ01NTQ7BEkWRmZmZnEgoo9FIa2srLS0tGwZCbyfUavU6iwePx8Pq6irT09PE43HZ4qGwsHBLFg9+v59okZJXlr/NUtJLhbqQ99uPUastke+Tb0owG2IKBKVAa2srra2tD3w9pULg5T47r3xrmS9d8tBUdB691k6J7cGP2yrWSlfk11cqMZlMG+Y9Sk722YaqksheOoeqVKr1Wq93vQvDyy+jcrnWu7y/730Z0fs2uLzHYjE5ZHyvIB6P563CTk1NJYDFndyWHSVWgUDg3uJi7v5JBGSvQavV7sqolMeBdJJ9mBh6u5FIJHKMNQOBAIlEAoPBkOMLlc/kspPMycMfVnDo0CF+4df+ALGkGX/kIiqlnkQyI4BWKpUkEokdm+jbKEKmubn5sdtCoijicrm4d+8eAA0NDTJRepA+JBAIMDQ0hFar5ejRo3kvClwuF0NDQ3R2duZUsRKJBFeuXKGmpkZuRSWTSfr7+9m/fz86nU7WWXV3d8tj9JJPkc/nk72pXC6XnDeXr2VhMplkg9Pi4mJcLhcVFRUUFxfjdDopLy+nubmZkZER9u/fT2VlJcvLy8zOzlJVVYXdbqe1tZXLly/T19cnm/r29fVx9epVIpGIXG2DjImqzWZjaGhItnFYu00qlYqmpiZqa2uZmJjgzJkz1NfXU1VVhUKhwOl0YrPZ8p74BUHYdCD0dkKpVFJUVERRURHw6BYPzoSHr4QusmD1YxON/JDtGJ366rz31TU2Yjh4UJ4S1NxvCYppEUQQFLC8vMzc3BxdXV0P3O9Cs4p3HyjgK1e8xKMFPNfZuO3O66FQKC+xehiynew3gtS+lqpea0X2wqFD6E6cwD4zQ/E3voH5a19D+U//hFhSAj/yIwg//dPQ3v5I+7UXW4Eb7dPc3JzIHidWU3NzczEy8TgA8hj1XoNer3+mhN6bhaRveRLO0KIoEgqF1hlrZjs+V1ZWylmIm0FFInNii0Q0NBQW8iu/9It8+tsu5heslCl1pNIx0mIKm80m+yM9KcRiMbnFF4lEKC4upqqqin379m0LUU2lUszNzTE1NUVBQQEdHR0ysQ8EAszMzFBXV7fucYlEgrt377K6ukpnZ2feK1lRFBkbG8PlctHX15ezYEhO4g0NDXIrT7JZqK+vl7VXktZLcmUfHx+npyejMpifn5erQR6PR96GjYiVRBqLi4uZnp6moqKCmpoahoaG5Cm+iYkJOey4q6uL8+fPY7fbMRqNlJaWEo/HuXr1KkeOHEGhUKDVaunr6+PGjYxBZXt7u/y5aDQaDhw4wOLiIhcuXKClpUXe12yo1WpaWlqoq6vj3r17MsGampri4MGDD/0MVSrVlgKhtxMbWTysrKwwOjpKMBjEaDS+5bdlVPFGcIiB8CQqFLxd287Jwk5UwoPF3QXf//3ExsZyWoLifdtCQSnwj//4j3zsYx9jeXl5XQt6LXrqDfSPTzHvfjta7fZnBW406bgdkCyHHiqyb2oi0NfH8i//MqrXXqPgK1/B9qlPIX7qUwz8xV9Ad/e6CceHiezD4fCudPd/HGxErNxutwDsqDh4p50eF6empsJkESsJO10FedJ41oTem4Wkb3ncL2U8Hl9nrJltaSD5Qj2u47QylCG3irgFdyRIOuxj9vYZFssdVKQzZ/NkMoLdbsftdm8rsZK8r7IjZMrKymhvb9/Wk3U0GmVyclKu1hw9enTdCaa+vp5z585RU1Mjt/aksOTx8XHq6upyiEQ24vE4169fx2Kx0NfXl9MajMfjXLp0iebmZsqy4jvu3r2LXq+n6n5FIhKJMDMzw8mTJ4GM+7her8doNMriYMmzyOv1ylE8+U6W2bYfVquVgYEBRFHEbDaTTqdlfVZ7ezvDw8McPXoUtVpNd3e3bMGgUCioqqoiHo9z48YNDhw4gCAIKJVKent7uXPnDlevXqW3tzdngXI4HBQWFnLr1i25erWR7UJbWxv19fUMDAwQDAbxeDxbsuhYGwg9MzPz0EDo7US2xUN9fb184bO6usrExARvmibxGOO0x0uxTCQ4+VzHQ0kV5G8JiqmMPmYz4vVsiKRxmP4Jl/9H+do1LT/zgohatX3rSDAYlDVqO428IvuODviFX4CFBcTeXvb90R/hf+01IllpD/lE9mu1XslkcldMOm8nNiJWiUQiIW4kwHpCeBrEap3BkxRX8Sw4em8WBsP2R6XsBkh6pIddSUpIp9PrjDUjkUiOpUFNTQ1ms/nJfP7BTBqTqDExODfDN//qM3z2f/4xba9c5mjSBUAiGcVutzM1NfXYL5dOp3G73TidTlZWVjAYDFuKkNkKfD4f9+7dIxgMUltby6lTpzY8WarVasrLy5mcnJTjWIaGhjCbzXJYcj54PB4GBgZobW3NIU6QOZFdunSJ1tbWnIGUxcVF3G43R44ckW8bHBykvb1d3r6xsTE6Ojrk/ZAyACVtilQRy3dekPylpIVD0lyZzWZqa2uZmpqio6MDu92OUqnE5XLJk4ElJSWMjo7KOs+GhgaGh4cZHByU43gEQaC9vZ3p6Wl5YjC7QqfRaDh48CALCwucP3+etra2de9N9n2j0ShHjx5lfn6e8fFxmYRulmBtFAgdj8dll/edGJ0XBEHWFdXU1BALGvmm7zqV2AinXJw7dw61Wi3bOzzI4mFtS1BRmKn+CUrhgT5Wa7HsHiaVWuKd3TG+fl3Pvwz4eE+vddv2ORgMbqijeqooL0f4679GeNe7sP7hH2L94z/OezdJZC9pvXw+HwsLC0QiEd58800gV2Sf/a80jfusIB+xikQiiKK4462jHSdW+cjGsxSVslns1VagyWRibm4u79+i0eg6Y02pkmCxWCgs/P+5e+/oxtLryvd3kUiQIAgSzAHMOVcVK7c6qhUtP2t65CVPW5YseWxLtsaWZVvj8ciSw4xnPM+yPZLD03h67Of35ilZS1K3ZEmW1V1VrGImi7GYcwIJEIHI4b4/UPc2QABMxSpW9V6rVq8GcS++m757vnP22dtIRUWFTEx+JLgfWIU1aaxsbNHa1kooGGB2Zwe/JzJxB4Ju0jNy8Pv9hEKhY6/kAoEA29vbbGxs4HA4yM7OpqCggIaGhlNfFUok7/n5eVQqlawefpTzWV1dzRtvvIHdbsfj8dDc3Cx3wSX6nYWFBdbW1ujs7IwjUns8Hnp7e+M6Bh0OB1NTU3JWCGB9fR2lUilnA3d3d2XfRIgtAx72IpMy22lpabhcLjIyMsjLy8NsNpORkUFhYaHsD6hUKmlsbGRgYICcnBwEQaCmpobbt2+zs7Mjc4saGhq4e/eurHklQRKB7e7u5vz583FZxqKiopjsVSJO0NLSEjk5OXKg4fF4mJ6elgOsvLy8Yz0Lp2EIfVroTK/mzt4UA+oV3lVRT21NLT6fD4vFwtbWFvfu3UMQBFniITs7OyYAjC4JZr38bwFQKA/WsdqPxc0uUtQZdNbUYdnbo3vaRW1hKjVFD940JOmlPbbBxTvfGdG/+sIX4N3vjoiQ7kMikv3e3h7hcJjOzs44kr3b7cZqtR5Kspf++zi9s30+X9zcsbGxgVqt3nzUY3nUZ8Vhs9niZpEnySrlqFCr1TF+h28VSBkrm80WE0RJqwXJH6+qqgqdTnf26eb7PoBhTSoqi4rMhsgLfGtpnC3bJRAgEIpMIFI58CjZuEQWMpWVlRgMhocSNEp2MysrK2RnZ9PW1naslbQoiqysrBAMBvF4PFy9ejXpOAOBgOztd/Xq1bhr6PF46OnpoaWlJaYlXioZnjt3Tn6BBgIBOdCSMDMzQ01NjTwus9ksd4FJiusQ72cmiYNKmRMpsMrNzWV0dJSqqirZXmZjY4OSkhLS09PJyspidXWV0tJSBEHg3LlzdHd3y5k6QRBkX0HJCFpCXl4eqampDAwM0NTUFHdvpKSkyNmrW7du0djYKGfvAoEACwsLXL9+Xf6+Vqulra0Nl8vF9PQ0MzMz1NXVHTkDvP+3H9QQ+kGgEpQ8p2/hH3e7sWYF5TFJgR9EzoHVasVisTA7O0soFOEzSjwtqSTovHUbqINjlAK9PjtbljGqS55HoVDx9vZM5rd8fLNnl0+8K4/01Aebex5UxPWR4L/+V/jRjyKioyMjR5JkcLvdMiH/pCT71dXVN0n29/exP+jSarWPVBfQ7/fHZaw2NjYQRXHlkQwgCo80sBJFUSwsLIwrBT5ObfyniSddJFQURbxeryxn4HA42Nvbw+l0Mjc3h8FgkDWWHtsOk709SE9HY9SQbdOxVbQT8ZRbGGHL+QxqPQSCkXtP6jBL9JITRRG73c7m5iZmsxmVSkVBQQFtbW0n6ho6KtxuN/Pz82xvb1NaWirbxRwHVquVsbExjEYjzz77LL29vTEE8Wg4HA4GBwdlYcz9cLlc9PX10draGrN9OByWLWqiuT+Tk5NUVVXJ94ekYC1ta7PZ0Ov1cvC2u7srv5T3p/YlkVCFQiFz/SAiW+D1euVsY1lZGcPDw/L46+rq6OrqoqioCKVSiVarpa6ujrt373LhwgUEQUChUHD+/HnZ+iaamK7X67l8+bLcMShJSUgQBIHi4mKMRiN3795lY2ODpqYmJiYmkiqzp6en09HRwd7eHlNTU0xPT1NfX3+gdtNBOKkh9IOiJdXE9339dCvnuCDWxXGs1Go1+fn5crAZLfGwuLhIIBCgpLycQP8IUIdCKfCe97yHoqKiQ8e8vNWNSJiygkjQrlYKvHQlm7/5gZlv9dr44FPxxuHHgd1uf/y7utPSIrIMly7BL/1SRGT0kGM+bsB4VJK9lPVyOp2yoKokpSRpgiXS9Tqt96Mk0xKN9fV13G733Kn8wDHwyPN4giA496f7nwThyZNAq9Xi8XieiExcMBiMkTRwOBwEAhEHeYlMXlhYSHp6Or29vTQ0NDzUgOLUsLcHOh2puWqMZj1dgXGaWpqwLAyz4UnHFBVYSYKTEkKhEBaLRbaQ0ev1h9qYnAYkXau5uTl8Pp9MLD/uBCSZJfv9fs6dOyc/c+3t7fT19cVZ0ywvL7OwsJCw7AWREoIknyBllSRMTk6SnZ0dQ/S1Wq3s7e3FmEDPzs7K2SqILQNCJNBqvN9Cvt9wezwsAAAgAElEQVTPLLqDWKfTYbG86auanZ3N7u4uOTk5pKeno1AoZCVwyYB5fn5e/u2ioiLMZjPLy8uU3TfCVSqVMdY30QF2amoqV65cYXBwEJfLRX19fdxLOzU1lYsXL7K6usrrr79OSkoKra2tiS/Ofeh0Os6fP4/D4eDevXtygHVS79TjGEKfBvacezS78uhJWWfQNc9FXc2B34+WeKirq8PvDLBqq8GxGJHcGZu9S1q5hmvXruHxeBJKqEDkGVnavI0xsxpd2pv8voIsNS+06fn+kIPBeTfnq04+99rt9qSl8scK587B7/8+/M7vwE/8RMTc+QC43e5T9eaNJtknQrSSvZT1kkzsvV5vQpL9fuPsowTIiThWa2trQavVOn/QdoIg/E/gvYBZFMXmfX/7NPAnQK4oijuHDuI+HnlgpVKpNjc2NuqiJ1etVovV+kg9Eh8J0tPT5Q6lxwViVPdItKSBUqmUuVDFxcXU19cnJcQaDAbsdvuTEVi5XJCeTmquCtW0CkLwsf/6aXjdyVpQS1E4RQ6s1Go1CoWCubk5OSjIyck5loXMgyAcDrO+vs7CwgJarZaqqqoTifiFw2Hm5+dZXV2VieX7BTZNJhOTk5M0NzcTCoUYHR0lFApx7dq1hLwJp9NJf39/jDq5hJWVFVwuF52dnTFjGB0d5fz58/JvS75sErdJ0tuSiOShUIhwOCz//v6JUvILlI5BylhBJNtoNpvlfUskdimoq6ys5MaNG5hMJnmfzc3N3Lp1C6PRKAedarWaixcv0t3dHRdAqlQqOjs7GR8fZ3BwkPb29rggRRAECgoKmJmZQalUMjIyQlNT06FcFL1ez8WLF7HZbExNTQFQX1//QC/2wwyhs7KyHrhMs7m5SYuhgk1NgNedY7SllZOiOHzR4bcH2e7awzLgRgyCriiEav3r1NS/wP975w51dXVsb2/HSTxI5c0d+zQu7zZ1Ze+O2/eVOh0z6z6+O2CnPC8FY8bJXnN2uz0uO/nY4rd+C777XfiVX4GnnopY5iTB3t5ewmz0w0K0kv3+BZmE/SR7m80mk+wlJfvU1NSEXK/oxdf++3lpacnF4RpW/wv4IvD3+8ZdCrwdWD7WAXMGgVU4HF7e2NiIWbU+aea+R4VOp8PpdD5UbaSDEAgE4iQNQqFQjLBmSUnJsSUNMjMzsdvtZ9aGfCzcz1il5KohDA3eUtbqdnhmMswaAi5fKW5PpLtO0pfa3t6WJREeBT/A7/eztLTE6uoqeXl5XLhw4cTcDrPZzMTEBIWFhXEZqWhUVFRw584dlpaWWFpawmQyUVZWlvB4HQ4HAwMDsnJ5NHZ3d5mfn+fatWsx287OzlJYWBiTmZ6dnaW6ulr+niSMKo3R4XDEBBL7jWKj/QI1Go084UJ8tjE/P5979+7J5UGlUkl1dTXT09NysKVSqWhvb2doaIhr167JgXNqaiqdnZ309vbS2dkZcwyCINDc3MzCwgLd3d10dnbGjFESQa2pqaGkpITl5WVu3bpFc3OzHPQdBIPBwKVLl7BarUxMTKBSqeLKqydBIkPokZERioqKKC0tPfH9trW1xeXLl3mRNL68/UPu7E3xjL456fd9liDmm05277oRRchqSyPvKR0pWQrMf6lg9hvf4Bc//3l+53d+hz/4gz+IkXiYm5uT/STdim6UilQKstvifkMhCLz/chZf+t4WX79j5WMv5KJUHP85fqK0npTKiM9ga2tEnf3HP458lgCP22IfjqZkLxlnJyLZS+XIgYGBmKBrfn4+xCGBlSiKNwRBKE/wpy8AvwV867jH88gDK5fLNbe+vh7zWbQuzVsJGRkZrKw8fN6cpN0THUC53W65Lq7X62Xdm9Po4jAYDCwtLZ3CyB8B5FJg5Lib3CaGmeZ/D/4YZ5me/PRyNjeXqC3t4Pz584RCIUZGRh4Jt2Jvb4+5uTl2d3cpKys71G7mILjdbsbGxhAEgYsXLx6aTZR4QSMjI3R2diaVC7DZbAwNDcUFGBApNQ4PD3Px4sWYce/t7bGxsSFrVknf3d3djSkL7i8D7u7uxpQovF5vTElyv5iwSqWS1fKlbKOU5VIoFBQWFrK2tiZnHUpKSlhYWIjpPDQYDBQWFjI5OSnLP0AkI3bu3Dn6+/u5dOlS3Au2oqICrVbL7du3uXDhgry/hYUFlEqlrN9VVlZGbm4uw8PDSHZeR7nG2dnZXLlyBYvFwujoKKmpqdTV1T1w679kCJ2Xl0cgEGB9ff3EhtAejwelUolGo6GUHBpSS+jam6QzvZp0ZSzXxbMZwHzTiW3Mg6CE7Avp5F3ToTG8+Vv6t7+dv/rkJwmHw/ybf/Nv5PFGSzwArGzeZWB6Gr2mjdtd3bLEg9FoJCsrKyIonKbkfZ1ZfKXLyutjTp5vPd7zLN1HT5S2Ynk5fPGLEW/BP/kT+Mxn4r4iyTk9abxfQRDkbFUi7O7usrCwQHV1tZz12tnZYWVlRQOsJ9zo4N97H7AmiuLdk9wDjzywstlsc0tLS35AXuadlVXKw8bD8KDz+XxxkgbhcBidToderycrK0tuE39Y51JqNngirtfeHuj1KO9noAOTbjTnVPz3r/wjZaZZamr+FPXOTfSbfYiNjWirq/H7/Ul9px4UoijKJrjhcJjKykrZ4uUkCIVCzMzMsLW1ldAsORHC4TATExO4XC4uXbrE1NQUubm5cdktq9XKyMgIFy9ejFvhhsNh+vv7aW5ujvmblLFpaWmJmbzn5uaorKyMedZ3dnZigploYVCI3OvRWZ7oUiAgdwZK5QWp+UAqc5SVldHf3y8HVoIg0NDQwOTkZEzZsqqqijt37sQ1LmRmZtLS0hLjKxiNgoICtFqtTOYXBIG1tbWYDkiIZOSvXLnC0tISt27diiP+HwSj0cjVq1fZ3t5maGgInU5HXV3dqZTh1Wq17GsYbQhtMBgoLS09VMZjY2MjJiB/Qd/KF81r3HBO8C7DOQBcyz7MN/ZwTHtRpAjkXtORe1WHWhefTUmtq+ObU1O0lZRQm8AhACKacxNLX0OnzePpcx9BqYzohEnacRMTEygUCrKzs8nJyaGtLJUbE05qClMw5R69wcZmsz0Z/Kr9+NmfhVdfhc9+Fl58McK/ikJ0R+BbCRKXWUokSLBarR7AknzLeAiCkAb8B+DFk47nLEQoZkZHR51ATPuLWq0mEAg8EqG7RwXpmE6CcDgsk8mlf16vF41GI0saVFRUkJGR8cglDSQdIbfb/dillKPh9XpR2O0I09NYP/BT5ApthHbqeKpKy9Cv/BSv/qd/YHRknpbn1Ph65/CMjoJKRXlhIZuBACXXrqE4pVJAtN2MXq+noaHhgSZuURTZ2Nhgeno6qVlyIng8HgYGBigoKKCpqQlBEHC5XAwPD8vq44CcKUmU/ZKCp8LCwrhAbnV1lfT09JjAwe/3x3CpIBK0GQyGmDFL9jPR2yXqCpQgdQZKgVVeXh6Li4tyYKXVatFoNDEk5NzcXJlDJ41REAQ6OjpiJBgkGI1Gamtr6e3t5fLly3HZnMzMTC5fvkx3dzeBQIDr168nfB4FQaC8vFzOXhkMBllr6zBIWSaJR9bf309mZia1tbWnVqo6iSH0+vp6jE1PrjqTjrQKevdmaDdX4u4KsLfgR5mmoOC5DIyXdKi0ye/RyclJRpaX+dyLL7J35w76Z56J+874wjfx+HZ5qu1TKJWR65Samhon8WCxWNjZ2UHvs4No4mu3NvngpUhm6ygdzNH3xxMFQYC//mvo6oKXX4aBAYi6R5xO5+MpePqASBQwhkIhfD6fVxTF43rmVQEVgJStKgEGBUG4KIrikTSxziSwGhsbixN4kl7Ub6XACiJckIOyH1LteH8WSkqBZ2ZmkpubK7esPy4ZIknz6XEKrCRvM8lCRqFQUPMzP4Pxn/6Jwv5+MH8XgNK/gudUSuZVKub+9JcpnWkh/4WfI1hVhScYxLWygriywsatW6RUVqJtbCS1vh7lCSYkr9fL4uIiGxsbFBYWcunSpQdufZfMklNTU5OaJSeC2WxmfHyc1tbWmLb+iooK3G43ExMTNDU1sb29zfj4eMISGMDi4qKcbYuGz+djdnY2RrcJIuWx8vLymCBqfxkwEAigVCpjvnMQeR0iwYDD4ZD/32AwYLPZYjKpFRUVLC4u0tb2JhensbGRkZGRGF6YVqulvr6eoaEhLl68GPOcFRYW4vf7GRgYoLOzMy6Alf5fq9WyurpKTU1N0uc0PT2dq1evsrCwwM2bN2lraztyh5YgCOTn55OXl8fGxga9vb1kZ2dTU1NzanIKRzWEdrvdKBSKmN8VwyKX1usw/DgTs9mFKkNB0TszyT6fhjLl8KC/t7eXlJQUPvBTP8XerVukX7gQ88xt795jceMmVcXPY8ysSroftVpNQUEBXkUWI7O7IIRoNaXgcNhYWFggEAhgMBjk40yUwbFarXH39xOD7Gz4u7+Dt78dfvu34S/+Qv7Tw/Q+PEsk6nRcWVlBrVYfm4sjiuIoIBOjBUFYBC481l2BoihaS0pK4nx7JGmCZF0DTyokArs0Ue3PQvn9flJTU2VJg/z8fHQ63WNfAzcajSwvL8tckrNCtIXM9vY26enpcgCj0Wjg2jX4j/8RAN/8Nst/eIecgjXGnN8n88YMpSMT1HzjDoqvdqEhUp/WG43s5eWhLikhMDCANy2NvZwcFG1taFtb0TY0oDwk22S322UT4MPsZo4KySzZarXKli1HgSiKTE1NYbVauXr1asIVe2NjI0NDQwwPD2O325MGbDs7O6yuriYUGB0fH6euri5GiiIYDLK+vs7b3va2mPFIhs8SooVBo483OkO0n2Ol0+nY2HiTlyotRpxOp5z5ys3NZXx8XOZiQaQDT9o2Wq+qsLAQs9nM0tJSjEgoRMqKfr+f4eFhOjo65GMPBoP09vbS1NRETk4Oo6OjDA8P09bWlvQZFgSByspK8vLyGB4eJjs7m7q6uiPfH4IgyEbTa2trdHd3k5ubS01NzakuTPcbQq+srMiG0JICPIAYErGNeTDfdOI1B8nITGPwqWnedb2dXO3RFyMf/vCHef/734/W78f8xS/ifOMNDO95DxApAQ5O/wM6bR6N5T9x4H5CYZHXx5zcmHCSla7kF96eS4lRA0TKluFwGJvNhsViYWRkBI/Hg16vJycnB6PRiFarJRAIPL7afEfBCy/Ar/0a/NmfRVTZ3/lOILIoO0oTxZMGj8cTFyBPT08TCoVGD9tWEIT/DTwD5AiCsAr8niiKf/sg4zkTPfpwOOzY29vLj05JStIEbwWIoij7Mnk8HkZHI9dWoVDIkgaFhYXU1dU9sRm6zMxMbDbbmfx2IBDAbDazubl5LAuZlMpcuHwZcxBmP1CHw+/mf33wFZ5+4Tyffe9Fstd9MDWFMDWFengY1dAQqTtvLlJEhYKgwYA/J4dweTnK9nZUzzyDqrMTcnIQRZGtrS3m5+dRKBRUVVXJVioPgmiz5MrKyqRmyYng8/kYHBzEYDBw5cqVpNtJMgHDw8NUVVUlDKrcbjejo6Ncvnw57jxvb28TCATiOkWXlpYoLS2N+b7FYiE7Ozsm8NhPXI8el4T9pcD9kgsQKQdub2/LgZVE0l9bW4sJlurr6+nu7qagoCBmHE1NTXR1dWE0GuNW9jU1NYyPj8uZvUAgQG9vrxwkAbS2tjI3Nyd3DB6kd6bT6bh27Rpzc3PcunWLtra2Yy0sBUGgpKSEoqIiVldXuX379kPTWdNqtdTW1lJTU8Pu7i49PT3s7u6yt+BFGNQTtIuk5qkwvZSFpkHB97d7+WfXCC9rnz7S/iUtI+m6pZ07h6uvD93ly6iMxoQlwESw7gX5+m0rq5YAHRVpvPt8Jinq+AyjZDFUU1Mji/9aLBYmJiZwOByIosj8/DxGoxG9Xv/YVAqOhf/8n+GHP4SPfARGRyEn5y1bCkwkDnrv3r3g1tZW/2HbiqL4wUP+Xn7c8ZxJYKVWq6dnZ2dr2tvb5c90Oh07O0fOtD02CAQCOJ3OGHXyUCgkC2tmZ2djt9tlhee3CpRKJSqV6qGRvPfD7XbLFjKBQID8/HyqqqqObdthaElj/Xt26l0lfE81wMc/++dsW7dxFnrI7ngB7q+QlYEAt7q6eLqtDWF6OhJw3buHcmQExcQEin/5F4Qf/CBiKQGE9HomP/1pQu97H62trac2edlsNsbGxtDr9QeaJSeCtCKPtllJhvX1debm5njuuecYHR1lenqa2tpa+e/BYJD+/n7a2triyoOhUEguHUZfi1AoxPLyckx3IETKgNGZIuk4oz8Lh8Nx13V/xkqpVMp+btJ3c3NzGRkZoarqzVKRyWSit7c3Rk4iNTWVgoICFhcXY0o++yUY9geQUmbv3r17bG9vU1VVFTNuQRCorq4mLS1NNnA+iCwsfT8/P5/h4WFyc3Opra09VsZaoVBgMpli5B2Ki4uprKw8dS836fzl5eXR3t7O/Hc2cdtFPI3b6Dr1pJdmoVFruJ7RyD877rLoM1OecrjczMc//nFWV1f5zne+gyAI6J99Fs/duzh+9CNCb289tAQoiiJ3Fz281m9DEOAD17JoNh2NpC0IAgaDAYPBQFVVlWy9o1AomJ2dlSUeZBuefdzAxxapqRFV9osX4Rd/kfBXvxqjE/dWgTQn7J8v7t696wiFQlNnMaYzOcNOp3Ngenr6PfsDq/2rz8cJkp5KtDK52+2OtPZGSRpkZGTElUJu3779lgqqJBiNRnZ2duJekqeBaAuZra0tmTfR3t7+QF0thmYt6/9kJ386CxohxRBgd17F73/+C/yf/7lRzhio1WoyMjKwhsMYL12KWEYA8nQaCuHq68P+ne+g/9730A0NUV9UhKotXlfnJPD7/UxOTrK3t0dra+ux5B9EUZR1uS5fvnwowVki1V++fBm1Ws358+cZGhpifHxcVkEfHh6mrKwsYflxamoKk8kU9zurq6tx7ftS6Xa/Ivl+bZ1EKspKpTLOf1PyGZVWq2lpaTH2NoDsY2az2WKyYtXV1dy8eZPS0tKYZzYzM5Pi4mJZQDUagiBQV1fHG2+8IWeLEqGoqAitVktPTw/t7e2H8qgyMjLislfHbW5QKBSUl5dTWlrK0tKSfGzl5eWn+jJdWlqirKwMpVJJyaVcpge3KTeV48IiG0KXlxSRodDyQ8ddPpbzwoHzn8/n4ytf+Qrvfe975e8pMzLQXb2K7daPmSwZOrAE6PGHebXfxuiSh7JcDf/qShaG9JMf787ODi0tLaSnp1NeXi5XIHZ2dlheXmZkZAS1Wi2XDrOyss7eEzUZ2trgj/4IfvM38f3N35Bxfx57KyFZE9XY2FgQmH70IzqjwGp3d3dkfHzcDchvSLVaTTAYfCxa+P1+f0wAJUkaSO2cBoPhyJIGKpWKcDj8RHsGJkNubm7C7MNJEQqF2NnZYXNzE6vV+lAsZNQZSnQVKfjGg2Q363Cnb2Pb2eWVv/kGuZlV/PEf/7H8XUm9e79/m9VqZX5+Hk8gQMWHP4ziW99C1OlQffDAjPKRIIoii4uLLC4uUltbe2wphkAgwNDQEFqtlqtXrx56z0nGztEdbwqFgnPnzjExMUFfXx96vZ6UlBRZRygaDocDi8USR1gPh8MsLCzESQ/s7OyQnR3r4Sal8aM/SxRY7c9YwZvlwOgyQCIzbelaRgc4KpWKiooKZmZm5ABSQmVlJT09PWxtbcVk+yRdrwsXLjAzMyM3JSRCVlYWly5doq+vj5qamkOfE4VCQU1NjZy9knw4jztvKJVKKisrMZlMLC4ucvPmTVlW4UEDAL/fj91uR1oUpxaoSclVsTcZoPpqrCF0kV/NVP4OQ9YZzhlrk+7zu9/9LjabjZdffjnmc93164xZvo8nsMdTTb+RsAS4tO3jG3d2cbhDPN+q56kGHYoTiIFKCIfDcTZkUhe0yWSSpTu8Xi8Wi4X19XXGx8dRKpVkZ2djNBrJzs5+qJZXx8anPgWvvUbKb/0Wxm9/+6xHc+qQrKv2475epvmRD4gzCqyAmeHhYRdRgRVEVp+JHKofFsLhMHt7ezFBlCRpIGWhysvLycjIeKAVn6Rn9UTqohyA7OxsxsbGHmgffr+fra0tNjc3ZbuT4uLiOB2k04ShRcvqt2w028voSp2lsPwSl597mj//8z/nE5/4hEzIl45Puic2NjZYWFggJSWFqqoqsrKycP/zP6OdnCT80Y+ifEB9GIvFwvj4ODk5OScSC7Xb7QwNDVFbW3ukYFfqVrx06VLcbwmCQFNTE6Ojo8zNzfFMgtZ3SXYhUfC3vr5Obm5uXOlyfX09zk4jEXE9WWC1X75E0rKKJuRKPKvowMpoNDI2NhZDYodImfDGjRuy4Gf08be3t3Pnzh0MBgMpKSmsr68zMzMj63oZDAbZVzAZITgtLY2rV6/S19eH2+2mqqrq0EBZr9dz/fp1ZmZm6Orqoq2t7USCtSqViurqasrKylhYWJCP02QynfjZkhpWpGMQBIGs1jQ2f+TAbwuiMahkQ+i6UD1/uvltbtsmcY5tJDWE/od/+Afy8/N5/vnnYz63uBcwF+yRv5RKemEIoqbPaIK6IV3JR1/IpTTnwSkJyczJ9yM1NZXi4mK5s9Xv92O1WtnZ2WF6ehpRFMnKypLLh2dKhFco4O/+DrG5meLPfAZu34a3UDlwv/cwROaPYDDoEiVF1EeMszq7s/fu3Yv7UOroOe2bUBTFGGFNu90ulx0lYc2cnBwqKyvjVs6nAclb760WWEnt1scVndvb25NLfOFwmPz8fOrq6h6ZhUxmo5a1V20UzeYQ6hgnJcXD8x/4JQZu3uazn/0sr7zyCoCsRj00NITX6yU3N5dz587FHuuXv4wQDqP49V8/8Xi8Xq/cuRZtlnxUiKLI0tISy8vLMSrgB2F+fh6z2czFixeTZjGcTicWi4Xz58/LxtvRgpBSBmj/fS2VIi/tKzuEw2F2d3djpA8g8cssWSnQ5/PFfKbT6dje3o75zGg0Mj0dWwGQruXKykoMp0qhUMiioef2iSmmpqbS2NjI4OAg6enpeDwerl69KgdmGo2Gixcv0tPTQ0dHR9LnW61Wc/nyZe7evZtQPDURFAoFdXV1ckNBYWFhjB3QcaBWq6mtraWiooK5uTlu3LhBZWUlJSUlxwqwpCaKa9euxXxuaNGy+SMHtlEPeU+9mTlQK1Wc01XRxSTNF5/BsWmNM4R2OBy8+uqrfPzjH48J7qUuwPTUPMqseuw/+AEp1dUICkUMQb29Io33JCConxT7A/KjQqPRyObXEKGAWK1WLBaLLPEQHWg9cqsck4mZT32K+s9/Hv74j+F3f/fR/v5DRCLbuLm5OdRq9dwZDelsAitRFN2FhYWh/WW/jIwM2fj2pAiFQjGSBna7PUbSQK/XU11dTUZGxiMrzWVmZsa0hb+VIKldJyoTSRBFkd3dXTY2Ntje3kar1VJQUMD58+dPTX/nOFBpFWTUpOKe9KNpV6HRuwgHWvnEr/wyf/aFv+BTn/oUlZWVzM3NsbOzQyAQ4Omnn44ba9jtJuWHPyTY1oYqSvzyqAiHw8zNzbG2tkZ9fX1SW5mDEAwGGRkZQRCEhGTrRJidncVqtXLx4sWkz0AgEGBgYIBz587JTRhDQ0OYzWaamppkf8P9JUCI+McZDIa487W9vZ2wS3K/4jpEAqv9L5/9XYEQCawWFhZiPttvbyOhtLSU27dvU1FRETOGvLw85ubmEi5+tFotdrsdlUoVp28l/f3ChQv09fUlVKiPHnt7ezszMzP09vZy/vz5I5WLMjMzuX79OlNTU3L26qQ6RGq1mvr6eiorK5mdneXGjRtUV1dTXFx8pIBta2srYZkrJVtFWqmG3RF3TGAF0JFWwc29CSaD61yvaIgzhNZoNHzuc5/jve99b8x20V2A2jQPu1/9Ku67d5k11PHqfYL6v76aRUvZ6aqIb29vn4p+lUqlkq2DIPJekiQeVlZW8Hq9ZGZmyoFWenr6Q11UiqLI5jPPUD89DZ/7HLzjHRDlPvAkQzLqjsb09DRer/fuGQ3pzDJWKJXKbYvFUhAdROl0OjY3jyRsKgtrRnfj7e3txUgaSByFs9YjyczMZHJy8kzH8LCQl5fH5ORkXGAVDAbZ3t5mc3NTLvUUFBRQV1f3WHSlGFq0OO55abGUM6p3ENiu5CO/+POsLK8xPT2Nw+GgsrKSlpYWpqam2NraijtG/yuvkGqzEfijPzr270tmyUVFRQeaJR8Ep9PJ4OAg5eXlBwa20ZiamsLpdHLhwoWkQZUoigwMDFBbWyuXoKTsjMTZUSqVNDY2xl1LURSZnZ2lo6Mjbr/r6+syRyX6+9Hkcwk+ny+uPLhfIBTe1L/bj/32NtIx6PV6rFZrDG9OEAQaGxsZHx+XJSlCoRCzs7Nsbm5y6dIlRkZGYvSxoqHT6ejo6KCvr+9AwVZBEKitrWV1dZU7d+7Q2dl5pMyFlFWz2WwMDg5SUlISYw90XGg0GhobG+UAa25ujpqaGgoLCw/cZ7LrCpDVqmXtNTuerQDa/DcDrxy1nlJNDkPuea7p6hEEIc4QOjU1FYvFIrsI7HmXWNy4SXVJpAtQzAhjKTLxj4NuZtJ2MeVqeOkBCeqJ4Pf75fNz2lAqlXIQBZFFlcRPHB8fx+12k5GRIVvxnHb2Xg4+vvQluHUroso+OAiPkcDzSSCKIqFQKG4empiY8G5vbw+e0bDOLrASBGFyenq6JTqwysjIYHZ2Nu67wWAwRlTT4XAQDAZlSQNJFyo9Pf2xJIir1WrC4XBMp9JbBTqdDrfbTSgUIhAIyJIIXq+XvLw8ysrKaG9vP/OGhP3IrEtFoREwzeYx0BjRGfvBmJv3fvTXyC0qQKsQePe738MnPvFxXnrpJYaHhzGZTLG6Sq+8QkinQ/XzP3/k33W5XIyPj6NQKJIqmx8Fa2trzMzMHFiCioYoity7d0aFFhwAACAASURBVA+328358+cPvB6Tk5NkZmbG8bQEQZCzPVNTU6yurpKZmRmzcLFYLGi12oTegjabjehOYEjMj4Cjk9el49jfHJKXl8fCwkIcn6u8vJyFhYW4hgSJR2U2m1EqlYyNjVFcXCxbBXV0dDA0NJTUssZgMNDU1CT7Ch6UjSopKUGr1dLd3c25c+eOTBEwGAxy9ur27du0t7c/kPNBamoqzc3NeDwepqenmZ2dpba2lvz8/Lj7w2KxkJqamvT3Mpu0rH3Pjm3EjfbtscfTkVbBt219rAesFGvePO89PT1MTEzw8ssvIwgC6+vr9A3cwhb+PinqbGqK3wXAsiXA13PficMncl1v5YXnmh+IoJ4M+xsVHiYUCkWMxIPkGiEFmE6nk7S0NDkYy8zMfKB3m2zRk5UVUWV//nn49Kfhr/7qFI/q0cPr9SZcyNy9e3ePM+oIhBMEVoIgpAI3gJT7239dFMXfEwTheeBPiHSk7wEfFkUxPkq6j93d3f7Jycl/ffXqVfkJ0Wg0uN1u1tfX5QDK7XajVCrlAKq4uJiGhobHq+viCJDsNvZP6E8ypMlAqVTy+uuvy9pAzc3Nj70InUKjQFejwT4Rpl6VhUVlwxrMxb6bytwubCyMsrHr5xd+4Rf49U//Ns+++6dZ82RyobWBHL0K/cYC6sFBfC+9dKRyZjAYZHZ2lq2tLVml+ySQNKN8Ph/Xrl070nMgiiITExMyh+ugoGptbQ2n08nFixcT/j0QCLCwsMDTTz+N1Wrl9u3bFBUVUVVVhUqlYnp6Ok6iACIZutzc3IRlwESimMkCq/2lQIgQxPd3ckm8xv10g6ysLEZHRxPuv7S0lP7+foxGY5xHol6vx2QyyZZAiZCbmyuLhiYSUY2G0Wiks7OT/v5+GhoajvxClzKFVmuEr2QymeJKm8eFVqulra0Nt9vN1NSUHGBFX6+ZmZkYr8f9UOuUZFSmsDvqoeCFWEHNZq2J79oGGXIvxARWf/iHf0hfXx8/8zM/E5k7CrOZMd9G8IUo1L3IjVu9bAaLmLWmY0hX8ZK7B+PdcXi2Ch6CkfDm5iZ1dXWnvt+jQBAE+R1XUVGBKIq43W4sFguLi4vY7XY0Go0caB1X4sFqtb4pkPvss/AbvwH/7b9FdPv2lWGfJCTrCBwbGxOBmUc/oghOkrHyAc+JorgnCIIauCUIwveAvwJ+UhTFSUEQPg78LvDhZDtxuVx9r7/+uvPZZ5/VS5IGoVAIv98vk1lLS0tJS0t77LIdJ4HUAv6kB1bhcBiLxcLm5iY7OzvodDqMRiNerzeO/Pu4wuFwROxm0t1k6Uw0DZQDIAoijhwX29l7FLdmUfm3f8P04F26v/ZVvvP//TXf+8Yr/NoX+9HqDDz3tS/xNPDau/8d6YN2jHoVxgwVORkqMrQK+Z49qVlyIrjdbgYGBigqKqKlpeVIz4UoioyNjSGKIm1tbQduY7PZmJ2dTWhXI2FyclJWZi8qKiI/P18uD+bm5saoZ0djbW2NioqKuM93d3cTdjAmEp5NVAqENzXw9rfI77e3kT43mUysrKxQXV0NRLJm09PTeDwe2ew4UTNGeXk5vb29bG5uJuXDFRUVyb6CB5VbpXFHdwwmOj/JkJ2dzVNPPcXk5CR37tx5YH03iASoHR0d7O3tMTU1xczMjGy1IwjCoZk1Q2saK/+4i3vFT7rpzaA1VaGhUVvCqHuJd2R2oBaUTE5O8tprr/H5z3+e1NRU/AE3XaP/HY/PyuXmX2XdVsTwnB2nJ4wp00NZyhopuXmIMwM4b94k8x3veKBj3Y9QKPRY+egJgkB6ejrp6ely+dzj8WC1WllbW5MlHqIDrYMWWXH8wT/8Q/jBD+CjH42osucdLuL6OCIRL/L+OyooiqL9jIZ1/MDqfvuipOSpvv9PvP9PmsEygfVDdjU0MDCAUqmkrKxMljQYGxsjNzc3juX/pOM0pAnOCvstZIxGIwUFBTQ2NsovuzfeeOOx0CBLBlEUMZvNzM3NIQgCVVVVtLVFVuRBdxj3qh/Xsg/dcgqGuXSqg5HtntcV8a8+cYXx0ASDC71kd95Dsxuk+Xt/w93KGqbT0/FN2wmLb64e1UoBY4aKTK2IkWXyM1VcuXLlgbh+m5ub3Lt3j9bW1mN5BI6MjKBUKmlubj5UpHF4eJgLFy4knaCtVitOp5OWlhb5M6VSSVVVFSaTiZs3bxIOh5mcnKSiokLO5IVCIRwOR0KRTJvNFqchJeEw5XUJUmC1P+uz395GQklJCbdu3cJgMDA3N0cwGKS6upq8vDyCwaCsXJ5IgqK9vZ3bt28nJOdLKC8vx+fzMTIycmgwq9FouHz5MkNDQ7hcLpqamo78DEnX1WKx0NvbK3PtHvQZ1Ol0nD9/HqfTyb1799jZ2aGpqenQ7TIbUllVwe6IJyawAmhPq2DEs8SUZ43mNBN/9md/RkpKCr/8y79MIOjlztiX2HNvUln6cb7Vl8nyzi5F2Wp++lo2ptwUgsFyNu7eJaRW4+jpwVZXR1Fx8alVLnZ2dk7FfuphQqvVxkk8WCwWzGYzUpe9pKVlNBrlhYnP55MbOmSkpERU2S9cgI99DL71LXiMjz0Z7HZ73HM/PT2NWq0+szIgnJBjJQiCEhgAqoEviaLYIwjCx4DvCoLgARzA5YP2IYqivaCgwFlcXKyPnsCkFP5bLbBKS0vD7XY/1sFHNKItZILBIHl5eUktZKQsxX5l68cBwWBQVhbPysqipaUlblWqSlOgr01FXxt5UYohEc9mANeyH9eKn/SlVEqdebxTeIbgt0OE5v8fcrxePjw3TfdvvounX77OUy90oAvrEH0ZiEIpbm8BU7YsrlSX0dFx8ns5HA5z79497Hb7sYIzURQZHh4mJSWFhoaGA++5cDhMf38/jY2NSUu44XCY0dHRpPwsSeTz8uXLrK2t0dvbi1arpbS0lFAoRF5eXtx2knBuIgJ8IiQrBep0OlZW4k3sc3NzuXv3boy9jdfrZW1tDa/Xy9TUFE1NTTGlSLVajclkYm5uLmFZKCUlhaamJoaGhrh8+XLS81pbW8vY2BiTk5NJA0cJSqWS8+fPc+/ePfr6+jh37tyxGjyMRiPXr19ncnKS7u5u2tvbT6WdPyMjg6qqKvx+PxsbG6yvr1NfX5/Uz1CZokBfr8U25qH4XZkIyjfPTWVKPnplGkPuefJdWv7+7/+eD33oQ2RnZ3Jn7Ets28wElJ/ka3e0pKUE+cmLBjoq0lAoBEJuN85//mcUAwModDrSXnyRLb9fNoQ2mUwJy8zHwebm5kNxkHiY0Gg0FBYWygK1gUCA3d1dLBaLvGCQSoYJM3HNzRHphV//dfjyl+Hf/ttHfAQPjkRZxv7+ftHpdP74jIYEnDCwEkUxBLQLgmAAvikIQjPw68C77wdZvwn8KfCxg/ajVqvv3bt3rziak/FWlSaQUruPU7o5GqIoYrPZ2NzcxGw2y7osHR0dR5qkJaPbxyWw8ng8LCwssLW1RXFxMVevXj1yt4+gFEgr1pBWrCH3SuTcBOwhXMt+VoY3qfu/X8WnL+Lp5/8Dy71/yz/+0df5py/8E7/8B5/D+JNpFO7eJMtZgNXzPioKT36tvV4vAwMD5OTkHPgS349wOMzQ0BA6nY7a2tpDtxsdHSU/P//Axczc3BwFBQVJA6+ZmRlZJby0tJSSkhIcDgcrKyssLS2Rl5fH1tYWRqNRDhqSabsl859MVgpMZMYMkcWMz+djb2+PnZ0dNjY2CAaDlJSUcOHCBRYWFhIGCRUVFdy4cYOysrKEWSkpEzY3NyeXE/dDEASam5sZHBxkbm4uJrhL9v2GhgaWlpbkjsHjSJGoVCpaWlrY2dmhp6dHFgJ9kGBDFEUmJydpaWlBr9ezu7vL5OQkSqWS+vr6hCXfrFYt9jEPzjmfvFABUAgK2rXl3NybZMaspbGxkU9+8lfonvgfTKxlYXa9RDCk4HJdOs8069FqFIjhMK7BIRw/+AFhrxfdlStkPPssipQUMomYYttsNpaXlxkfHycvLw+TyXTs+VWiNyTjzj0pUKvVCSUeJiYmCAaD/PjHP8ZgMMgZrbS0NIRPfhJeey0SXD37LNTUnPFRHB2BQEAuU0fj1q1bdrvdfvuMhgU8YFegKIo2QRBeB94FtImi2HP/T18B/umw7e12+78MDAw819zcLJ+Zx90z8EFgNBqxWq2PTWCVyEJGEiI8bopdkl0464yczWZjbm4Ol8tFRUUF9fX1D9wpKggCGoMKjUFFusKNZvY29udf5Bf/+Of40PrL3PyX27zyrf+L9228A/OgC2vdHPqUyCRdlH2y1u2dnR1GR0dpbm4+lmBhOBxmYGAAg8FAzREmycXFRYLB4IEvfpfLxfr6epyZsgS3243b7Y4h5EucHJ1Oh9lspqysDLPZzOTkJCkpKRiNRnw+X8KXcyJiOSTPWKWkpMiK7JKv2+7uLru7u3JwWlJSQktLS0xgeO/evYRdRQqFgtraWqampuLETCU0NDRw69YtcnJykmZwBEGgo6ODnp4eNBqNrOh/EMrKykhLS5M7Bo+ruJ6Tk8P169cZHx9nY2MjoWn2UbG5uUlaWpo8hqysLK5cuYLFYmF0dJSUlBTq6+tjzmlGdSpKrYBt1B0TWEGkHHhjb4JQdQZ9/b18r/fb3F2+ijeYS1VBCu8+l0luZmTeCWxuYvvOd/CvrKAxmTD8xE+g3lfyEQSBrKwssrKyCIVCbG1tMTExgd/vl1Xej7KYehLKgCeBxMECuHbtGiqVCrvdjsViYWxsTJZ4yPv936f03e+Gl19GuHULnpDGMIfDkfD5uH37dgA4M6kFOFlXYC4QuB9UaYEXgP8CZAqCUCuK4jTwduBQ4San03nn5s2btp/7uZ+T0xyCIKBSqeKsJ94KyMnJYWZm5siaQw8DPp9PtpCRXoanYSEjtQ+fBUFfIojPz8+j0WioqqqK86M7Laj/5/9EVChwvOedlNamk1Lmo9pQwO+8+Buk38zEEvKgc+/iDRajS1WQoT3eORVFkZmZGba3t49koByNUChEf38/OTk5h2ZIAFms8CCyusTTOuj+mJmZSaoKvrW1RUFBQcxKWup2WllZQaFQsLKyQlpamkzWlfSEXC4XGo1G/l1Js8br9RIIBAgEAvh8PlwuFx6Ph66uLvx+P1qtlqysLPLy8sjKysJmsyU8HyaTiaWlpYQlv8LCQubn55N2HUkSDAMDA1y/fj1p6U6hUNDZ2Ul3dzcajeZI3X+Swv/g4CBNTU3HVgJXqVS0tbVhNpvp7u6murqakpKSYz0P4XCYqampOPV8iCwQr127xvb2NsPDw6SlpVFXVxeRu1EJZDZqsY16CPnDKDVv3jM5aj2KGQc3s+4xuuZj034RXaqfD17Jpr444ngR9vlw/Mu/4OrpQZGaiuGnfoq0tjaEQ+YmpVJJUVERRUVFcrn3zp07cjk6Pz8/6f27urr6ZsfcWwyBQABRFOUAUwpEq6urYyQe5n/7t6n69/+e9Y9+FM/v/R5GoxG9Xv9YyhdJSNRRHA6H2d7eDoiiaDmjYQEny1gVAn93n2elAL4qiuKrgiD8AvANQRDCwC5wFHGfwTt37gT3f5iZmYndbn8gBfbHEXq9HqfT+cizOpKFzObmJqIoUlBQQENDAzqd7lTHUVxczOrq6iMLrAKBAMvLyywvL5OTk0NHR8cD6focCo8HXnkFT10dW8XFeKanWVtbo7a2lurqanKfy+PnfvZXec/Ph1h0ainKjk9THwS/3y+X8K5cuXKsSS0UCtHX10d+fv6Russ8Hg8jIyOHygKsrq6SlpaWlDDv9Xqx2WxJyyjS+YlGWloaaWlpzM3N8ba3vU0ej8vlwuVyYbVa8fv9ss1PdJbK4XAwNDSERqNBrVaj0Whk377q6uq4zIMkc5EIxcXF3Lx5M2G5VBINnZiYSBhcQISDVFFRwdjYWJw+VzQk1XbJV/AozQd6vZ7Lly/LHYMnWYxJgeXY2Bjr6+u0tbUduby4sLBAQUHBgYF9bm4uOTk5mM1mBgYGyMzMpLa2lqzWNKwDbhxTXrJa3uxU9AVC/I+P/imCKoOf//zXaTNt8L7L51ErhYi8wNgY9u99j/DeHmnnz5P5wgsoTtDpmJqaSlVVrCH05OQkubm5mEymmPJzKBTCbrc/NhSG04bFYkk6H0dLPPCZzyDOz1P05S9jfuYZ5tvbcTgccnbZaDRiMBgeKx1Gu90ep5I/OzuLSqVKKvP0qHCSrsARIE5+VxTFbwLfPOa+7IWFhf79wplv1cBKupEdDsdD9Q0URRGr1crm5maMhcyFCxceqoVMTk4OY2NjcWKNpw2Xy8X8/Dw7OzuYTCauX7/+aLKbX/sags2G633vw2Ew4Fhd5W1vexsqlYr5+Xm8AQ9alRKjvo7+lSBNpqNnm3Z3d7l79y51dXUyGfWoCAaD9Pb2UlxcfKQXsJTZam1tPfDF6fP5mJ2dTWhbI0HiDyUKIIPBIC6XK2G6XuJHSPeJlK2CyKpTIpHvx+uvv86VK1fiPne73fj9/rhxqFQqVCpVwpKfSqXCaDTKWbX9kLKeUqkoEUwmE2azmfX19QPJz5JyfXd3N+fPnz9SiS81NZUrV64wODiI2+2mvr7+2AshtVpNR0cHW1tb3Llzh9raWrmrLBm8Xi8rKytJS7/REARB5udtbm7S29tLVlY2qowcbCMeslrSEEWR0SUP//1/fYu1+Wne95ufw3R+iPdX/x8IgkBgZwf7a6/hm5tDXViI8YMfRLNP2PWkkAyhw+EwZrOZ6elp3G63XCq0Wq0JGyveKtje3j6yVZbwF38BfX3kffrT5A0OwrlzeDweLBYLq6urjI6OygsDo9FIdnb2mbpoJCoFDgwMsLe39/rZjOhNnLm3iEqlmpqamiqO7pwxGAxJV5lPOnJyctje3j71wCoYDMqSCNIKrKCggPr6+ke2ylAoFDJJ+bjBwWGQgsW5uTn8fj+VlZWHSgicNkJ/+ZeEc3NxtrZy6do1xsbG2N3dJTc3l7m1RQCMunRU6jZEEYqyjibeubi4yMrKCp2dncfOuEmClCaT6UgcHqlbsLS09NDM4vj4OHV1dUmDVr/fz/b2dlLhSEnJOtE1SiYMCpEX+3F5iBkZGTidzoR/k+xtEp2f8vJyJiYmkr58JBPmp556KuFxCIJAW1sbXV1dZGVlHRioSr6C/f39XLp06Ui6UyqVis7OTiYmJhgYGKCjo+NEz3N+fn5M9qq1tTVph+n4+Pix5w1BECgsLKSgoID19XVWsywEpw0sLDn50YyX5W0/t779V2Rm63jHxyrYSg8RCPjw3uzCeesWglpN5nveQ3pn56Flv5NAoVDIJsl+v5+1tTX6+vpwuVxUV1e/JV0xIJKxOqwrVUZqKnz963DuHHzgA3DzJlqtlpKSEtnBwOfzYbVaYyQepIxWdnb2Q7EDSoRgMIggCHEL+Fu3btlsNlvXIxnEATjzAqrD4fhxf39/TH91RkYGDofjrIb0UJGXl4fZbD6VfXk8HhYXF+nu7qarqwubzUZ5eTnPPPMM7e3tFBQUPPLJwmQysby8fGr7C4fDrKyscPPmTRYXF6mpqeH69esUFRU9sqAqHA4zMzWFoq8P37VrpNjtqG02WlpaGB8fJxQKMbYeEfnN0aXjC0UyLYcR14PBIAMDAzgcDq5du3aioKqnp4fy8vIjBVUQyTCpVKpDOSXb29sEAoEDA+SFhQXKy8uTZifX1taSZkd2d3eTll/8fv+xNb/S09NxuVwJ/yZ18SWCXq8nGAzidrsT/l2n02EwGFhbW0v62xqNhpaWFgYHB5NKRUjIyMigvb2d3t5efD7fgd+VIAgCTU1NGI1G7ty5c+TtEo3z3LlzlJSUcPv2bdbX46UGJdPxkxiCS2MtLi6m4ZkqEAW++0MbW1Yv+eIb3Bu6yc/87Iu8aHoBrxig59uv4HzjDbTNzeT/6q+iu3TpoQRV+6HRaKioqJA7L/1+Pzdu3ODu3btYrdZDr+GTAo/Hg0ajOd47oKoKXnkF+voiljf7kJKSQmFhIc3NzbztbW/jypUr5OTkYLVa6e3t5Y033mBkZESWNHlYSCbt09XVFSAiBXWmOPOMlcPhuH3r1i3bhz70IfksKRQKUlJSkvoAPcnQarX4/f4TrZBEUcThcLC5ucnW1hZKpZKCggJaWloeLrfoGNDr9fj9/ge+dn6/n8XFRdbW1sjPzz+yYe1pY2tri8nJyUiZp6SEdK0WZ3o69u9/n5yPfISSkhJmZmaYWpsHoCgrn22H8lDiusQVqqysPHJQFA2/309PTw/V1dVHzg6azWa2trYSltKiIdnmXLp0KWnwGgwGWV9flzlS+xEIBOSuo0Sw2WxJS2fJugIPQjLJBXiTWpCM21hWVsbS0lLSzFtdXR23b9+msLAw6TMrZaJnZmbiOGX7kZWVRWNjo2x9c9QydkVFBWlpady5c4cLFy6c2DaqsLAQo9HIyMgIGxsbtLS0oNFoIguEsbGkdkZHhdfvwK5eAHIw+MLk5f41fTcHSUlR85lf+gPSvvkGuo4AU5VpXDz/EVKOoTh/mpBI6+Xl5bIh9MLCAiMjIxQVFVFaWnomc85pYXt7+9iNDwC8//0R+YUvfAGuX4ef/umkX1Wr1eTn58tNGaFQSNbSWlpawu/3k5mZidFoJCcnB61WeyoLYovFEsdVDIfDbG1tBc+auA6PQWAFDN6+fTuOwC5ZwDxpom1HgXRsR7np91vIZGRkUFBQwOXLlx9Z2vW4KC0tZWVl5Ujt/vvhdDqZn59nd3eXsrIynnrqqTOp47tcLsbGxlAqlW+aJVdWwuIiGf/u30U4ITMzVFZX09XVRbhIy0+0v0RJXiVd1gBF2eqkE8jKygpzc3MnaqeHSODR09NDXV3dkT3m9vb2mJiYOBIpXrLfOeilsrS0RGlpadJAQ+ItJTsHLpcr6WLA5/Md+95WqVSEQqGEwZMgCHKpMNH5Lioq4saNG9TV1SU8NykpKRQXF7OwsJBUtwoiAVhXVxe5ubmHkqHz8vIIBAL09fVx6dKlIy+y8vPzSU1Npa+vj9bW1hM3img0Gi5cuMD6+jpdXV00NDRgsVgwmUzHssYRxTAO9wZW+zxWR+Sfy7vN9t55WpTvxOhfp6SskytN/5qrhf3wla/hBZqbz9GTv4evIJ+T+xGcHKIosrq6yrVr14DIPSJ1rgYCAdbX1xkcHEQQBEpLSyksLDxTPtFJsL29faTu4IT4L/8Fursjquzt7XBED0WlUklOTo7MSZTM1yWJDrfbjV6vl8uHJ22gslqtcQvS+9n4uWPv7CHgzO8UURRthYWF/mAwGHPjZmdns7W19ZYMrPLz89na2koaWAUCAVkSwel0yhYyTU1Nj3X7q4Ti4mK6urqStuDvhyiKsuCiKIpUVVXR2tp6JoTSYDDIzMwMZrM53iy5qgpefZX0CxfYu3MH+w9+QF51NRUttRRUrvJLUx8mI13BjjMxcT0UCjE6OkooFDqwRf8geL1eenp6aGhoOLI7QSAQkPk5h2WCHA4HOzs7BxLWQ6EQy8vLB5Kb19bWknI7JJX2gyQeTnKfazSapGXE3NxczGZzwsBKqVTK5Otk801VVRU3btzAZDIlDfoUCgXnzp2jr6/vSAbZxcXF+Hw+BgcHuXDhwpHv98zMTLljsLKyUua/nARFRUUYjUb6+vrY29vjueeeO/D7gaCXXefi/SBqDqtjgWAoUvJJUWeQra8kJ+tZRoeqWZv7Nn/xzd/l1ae/i8EnYgrsslGfj7O1gfWgHREY3Jvnmcx40+6Hjd3dXTIyMhJeI7VaTVlZGWVlZbhcLpmKYDAYZG7i4052D4fDD9YkpVbDV74CHR3w0kvQ03Mi42uFQkF2dracXZKqLhaLhXv37sken1KglcjZYz9EUcTr9cYtAPr6+kS32/36sQf5EHDmgRWASqUaGh4eLr5w4YL8WVZWlkyOe6shJyeHiYmJmNW1y+WSS3zBYJD8/HxqamrQ6/WP/UO8H2q1Gr1ej8ViObCzMxQKyXYzmZmZNDU1nSiDcxqQtLCmpqbkTFncy72yEra2EDweMt/+dqxf+Qru4WF26rMI7PghDCExHVH0xhHXXS4XAwMDlJaWUl5efqJr6vF46Onpobm5+cgds6IoMjg4SHV19aGTrKRZdVhQu7KyQlFRUdLAMBAIHEhAP4i4fhR+S7KSnk6nw+VyJQys8vLyGB4eTppxKisrk0tAiSB5Ik5PTxPtFLEf6enpVFVVMTo6eiRT8srKSvx+/5HOezS0Wi1Xr16lv78fl8t1JIX9ZFAqlQSDQWpqaujq6qKpqYm8vDxEUWTPs82mYw7z3iLbrjUcfishhYqQQoUqNRtVcSdKjR7UWpyCguWQn40BI9//+9+n+7Uv027q5BvhIdL1mfCT/z957x0f2V3fe7/PNGlGfdR7W616W63aalfrOIbYwAUC+D70kIAD4TEmuYkp1wSWQMgN1+QSSgwBbGxDXChxwQRjY3tXWmlX0qr33mdGXaMZTZ/z/DE74y2S5ox2tKu9z+f12pdhdOac35zyO5/ft3w+3i7PN2u7JmcmyYwIIzMz86YuGr31gf4QFhZGQUEB+fn5Pu21vr4+kpOTSU9PPzQlGNdibW2NmJiYG3t3pKd7/ATvuQfuvx8effSGx+UVDo6KiiInJwdRFDGbzR4trclJNjc3CQ0N9aUOo6Ojr7svdtOW+93vfre+trb2+xseZBBwKIiVXq//1auvvnrX8ePHfUU5SqUSURS5NpL1fwPkcjlhYWEsLCywtbW1LwuZw46cnBxGR0d3JABWq5WpqSlfhKCuru6GDIpvFEajkf7+fjQaDSdOnNh9LN6w+tQUoSUlKNPSML72GpMZ9fzHB/6RN9Z+wr/kPQPyqwvXvYStvLx833o529vbtLW1BWTCDB518YiICL8tqsAG5AAAIABJREFU9oDPT3EvAuZ2u5menubEiRO7bqPT6fYsfl5fX9/1N/gTBvYaMe+UOvO6Nuy0b7Vajc1m27W20VuvZDKZdq1dSk9Pp6mpac80JnhMng0GA/Pz85KiSfn5+fT29jIyMkJBQYHf7b3w6mP19/fT1dVFRUXFvsjJwMAA2dnZZGZmkpqayoX+Szy6/XuscnDLLp8rNaBOBa6+j2QIhAo21C6RUJmS9WE5j3/ur5geOM+73/sBHsr/R4x9rxG67ia2/hQalQa1oCJUpiREpoIENxMTE5w9e9ZXb3jQBMtrcxTIcyQIgi/F5XQ60el09PT04Ha7SU9PJyUl5VAJWuv1+uB0Zv/Jn8CXvgRf+xqcOgV//uc3vs8rIAgC4eHhhIeH+6RivALCs7Oz9Pb2olQqfRGtmJgY1tbWdrx2586dcwFtQR3gPnEoGIvT6XzjxRdfNH7hC1+4qtrZq5r8f4uelcvlYnl5Gb1ez/r6Otvb2z5xycP0UAYD0dHR2O12tre3fSHbzc1NJiYm2NraIjs7m8bGxlva4uxwOBgeHmZjY4OSkhL/pMcrRjcxgVBaStRb38rKo48yYZpje3mD6IgiVjcthKeoidR4fO2GhoYwmUwBeRVeC5PJREdHR8DEbHFxkc3NzV0FLq+ExWJhZmZmzxSgd5/x8fF7/pbFxcU9ozobGxvXCft54a9w3esXuBs5Wl3dvW41NjaW1dXVXVOoWVlZzMzMUFxcvOPfBUGgoKCAoaEhroyu77SdV4JBq9X6rVkSBIGysjI6OjqYnJzc9dzsBJlMRmlpKZOTk1y4cIHq6uqA5hK9Xo/VavVphoWGhlJWXsZrS7OEWUxkymNJjEwlJjSeUFkIapmHFIXKVKgFFUrhTRFck8XFu77/OeZHO/jJj3/M28PS0A+qOOo+SuqdJxB2etaVHt/BnJwcxsfHOXfuHLm5uQErxQeC6enpfUeNwUNo09PTSU9Px2KxMDc3x/nz54mIiCA9Pf2GDaFvFKIosrKysmszRsD4ylfg/Hn49KehqgoO2FPRKyDsraGy2Wy+OuPBwUG2t7dJTExEr9cTGxuLUqnEYDDgcDj0oiju2jIrCMKjwDuAJVEUSy5/dga4D/C2Df9PURR/e6O/4VAU7IiiOD05Oel0Oq+uYddqtXtOlLcDbDYbMzMzXLx4kaamJlZXV0lPT/eRisO20gkmsrKymJ6eRqfTcf78eYaHh8nIyKCxsZGMjIxbRqpEUWR2dpbm5maioqI4efKkNMLijVhNejoAQ7KysJfns6UU2VreJDYsHpegIkzm8c5rbW31CUPul1RtbW3R3t5OZWVlQKRqc3OT0dFRqqqqJE3yfX19FBUV7RkdFkXRr6Gw3W7HbrfvGvURRRGbzbZrx6g/YrWbXyD49xndS3YBICkpiaWlpV33792Hw+FgfX19123AE3EvKyujs7NzR+PoayEIAseOHUOv1+8p7bDbd3Nzc8nOzqalpWVX2Ylrsb29zdDQEBUVFVfdI1plBBqXixAgy5CCdj6UkpAMCtSpZIbEk6iMJkquQSVT+L63vr7OS5c2aXjXZ3j1tWbepVbjGGwFwY2QWrozqboCKpWKoqIi6uvr2dzc5Ny5cywuLgZd+sDtdrO4uCgpgisFarWao0ePcvr0aXJyctDpdLzxxhsMDAzsqqt20DCZTGg0muDNr3I5/Md/QEyMp97qJkshhYSEkJKSQmlpKadPnyY0NJSUlBRWV1e5cOECZ8+e5cknn8Rut/sjRD8F7t7h8/8jimLF5X83TKrgkBArAIVC0dnd3X3VZ17T4tsNW1tbjI2N0dzcTHt7O3a7naKiIu644w6fHo237fQgtT5uJZxOJ1arlYmJCQwGA+Xl5dTW1t5ys9P19XXOnz+P0Wjk5MmTZGRkSB9PTAxERcHEm40nqw0lOCw2bNt2YsPisDgFIlQ2mpqayM/PJy8vb9+/12g00tHRQVVVVUBFqDabja6uLqqqqiSRdp1O5yvg3gsGg4Ho6Og9ZTT8pQH3SrV5x+6PWO1GVNRq9a56VOCZT1ZWVvbcd1JSEjqdbtdtAIqLi301kntBq9X6/EGlQC6XU11dzeTk5L607pKTkykrK6Otrc3vvOl2u+ns7NxVKDRN0LARoqasspDo6Giam5t3PHcOh4MHHniAopIy2gcWuLM4kqLhbqwjI0S//R7USSFYDdc1fe+KkJAQSkpKqK2tZWVlhaamJp8VVzCg0+lISEgIenmJ1xC6vLycxsZGYmJiGBgYoKmpicnJSZ//5c2AXq/ftw7ZrkhMhKef9iwqP/EJuEVaXxaLhZCQEF8z16lTp2hoaODSpUvGlZWVl/b6riiK54CbQigODbEyGAy/fPXVV69iGVfWRRxmeCURBgYGeOONNxgaGiIkJITq6mpOnjxJXl7ejsV2SUlJGAyGWzDig8P29jb9/f00NTUBcOTIEaKjo/etuRMs2Gw2uru7GRoaoqysjJKSksAjhYLgiVpdjlgBTCmMWPSeqKo2LB4RCFN4yMGNrBg3Nja4dOkSx48fD6ig3+12c+nSJQoLCyWpl3vToXul7uBNc+i95AYAv9GAvQrXQXoqcCdcada8E660t9kNXk2rvRAZGYlGo0Gv1++5HcDRo0dZXl6WHHlXKpXU1NQwODjoNyq2E2JiYqitraWvr29HAVAvBgcHSUxM3FWuIU+dhlsmZ8g4SGZmJjU1NYyOjtLX14c3s2AwGPjjP/5jvvvd73Kk6m1kJEVztPkp7AsLxNx7L+G1tYQmKbEaHAH/jtDQUMrKyjh+/Dh6vZ7m5maWlpZuiGCJosjk5KQkL80bgTcTUVdXR3V1NaIo0traSltbG3q9XlIE80bgdTwIOhob4R//EX7xC/je94K/fwnYyV5KoVBw4cIFK/uvr7pfEIReQRAeFQQhKKaRh4ZYORyON1544YXrYqcxMTH7mmAOGldqnZw9e5a5uTliY2M5deoUNTU1ZGRk+C3ITk5O3nPyu52wtrZGe3s7nZ2dxMTEcPr0aY4cOUJubi7T09O3TM3Y7XYzOTlJS0sLCQkJ1NfX31jnYU7OVRGrKZueGMHKX911kqLkUiIcIgv2FApKq+ju7t5XRHJ9fZ3u7m5qamoCtnYZGBggPj5e8sQ6PDxMTk6O33t1ZWUFjUazZ9G23W7H4XDsuc1eiutwY6lA8CzGLBbLrn/32tvsBm8KxZ/zQ0FBASMjI35fkl4Jhr6+PhwOaQQjJCSEmpoauru795VO8jZhTE9PMz4+ft2zNzc3h8Vi2ZMkl0QVgygyZpn37bO+vp7w8HCam5t55ZVXqKqqoqOjg7/56r9z5we/zB/NvAKbG8R95CNoLhN1daISp8mNw7S/xbFGo6GiooJjx44xPz/P+fPn94w67oXV1VVf/c7NgtcQ+vTp0+Tn57OyssLZs2fp6+tjc3Mz6MezWCwIgnBwzUAPPgjveAf87d96JBhuMpaWlq6LrOv1eux2u2Gv+qo98AiQC1QAOuBbNz7KQ1K8DiCK4kxycrLj2i5A70R4GArYLRYLer3eeyFJSEggOzub6OjofaV7wsLCcDqd+1KaPgzw1itMTU2hVqvJzc29rltDpVIRFxeHTqe76ZpkKysrDAwMkJCQEDyh0dxceP55cLlYFy2YcJIVqeKdH/oLNBM2rJsCi3onT7eYeWdFMR0dHZw4cUJyp9Pa2hq9vb3U1NQE/AKYmZnBZrP5jT55sb6+jtFolLT92NiY3+38GRGDJ2K1l3fZjUSs4M06q93OXUJCAhMTE3uq3XuL2EtLS3fdRq1Wk5iYyMzMjN8IiEaj4ciRI/T09EiuedNoND7iUldXF3CnsFKppK6ujp6eHto7+4hIOIJcLmPbbGJqSkd5WQnzqw5kAshkIBME33/lMpAJoUSYYVbmwGp3+/6WmZlFQkICd9/tKVV56rk/cGk1g4r1PuKsK8T+xV+guqIbTZ3kiQpb9Q6UR/YfwQ0LC+PYsWNsbW0xMjLC6OgoBQUFAXX2jY+PS/fNOwD4M4QOhsvIXjZSQYFMBo8//qafYGcn7FOkNlCIosjm5uZ1ZRFvvPGGaLVaX9znPn0pI0EQfgT85sZG6cGhIVYACoWio6ur653V1dW+z+Lj45mYuDViqtdayCgUChITEykrKwuafklKSgqLi4sHHp4OJux2OzMzM8zPz5OQkEBVVdWeJCA3N5f29naSk5NvSn2VxWLxefgdP348uFozOTngcMD8PJOxnghEuNlB7nvew2fe8z4yQ2p5r+qTvBIGz3XBnUdS6Onpua5AeCesrKzQ39//ptJ7AFhbW2NmZoYTJ05IOsdut9unteRv+/X1dRQKhd9I3+LiIhUVFXse0+1270lwb6TGCt4kVrvVi0VFRWE0GnfVwgKPgO/Q0JBfqZcjR47Q3NxMWlqa37RyWloaS0tLzM/PS7YwioyMpLy8nLa2Nurr6wNugJDJZFRUVPDkqzOMj14Z9U+l63UpWYDTAHyjw1NztrI4gVIVSlRcCrUf+g4n5HI6V2KIcmxQbRsl/hOfQHEN0QlN8pw/i95BxJEbJw4REREcP34co9HI8PAwbrebgoKCPdPLgC86dKt08q7EbobQSqWS9PT0G/J4XVxclNQFfEPQaj3pwJMn4aMfhRdf9BCuA4ZXv+ra5/all15aX1tb+6/97FMQhGRRFL1FlX8K9N/gMIFDRqwMBsOvX3311bdWV1dfpWcFnpf5zbBwcbvdrKysoNfrWV1d9VnI1NfXH0j3XkpKCp2dnbcFsTKZTExMTLC+vk5GRobkKJBarSY8PJyVlZX9eVdJhMvlYmJigsXFRQoLCw+mzuByR5xzdJTJFAGiYSVMRtvID1hSwhO//UdENLw//iO8oIBXR9XUpZj9esgtLS0xNDREXV1dwCtXi8VCT08PtbW1kqNyExMTJCYmSqp9Gx0d9et/562F3Itg77Ta3Gk/N5IKDA8P37Orzmtvs5cqtSAIvgWPV4ZgJyiVSrKyshgfH5fU2l5aWuqTYJBK9rVaLQUFBT5fwUCjroIgkBgXw8TKFgWaMfKysokKDcVlseK02nFZbThtdlw2Gy6bA5fdjsvuxGV3sBjlYDQnjszxNdp/9RKPvfgkxwor+fzH/yduQYbokoPbQKZjlq3GkyTvcD4VGjnKSBkWfeB1VnshMjKSmpoaNjY2GB4eRhAECgsLdyVO4+PjfusDbwW8htDZ2dlsbW0xNzfH6OgoWq2W9PT0gEQ+zWYzSqXy5mQ/qqvhX/7FIxz6zW/CF75w4IfczfuwqanJBbT7+74gCE8BdwBxgiDMA18B7hAEoQIQgWngk8EY66EiVg6H440XX3zR+MUvfvGqN0tcXBwrKysHlkqy2+0sLS2h0+kwmUzExcX5HLwPWqzOG5mwWCyHUhjUq4kyMTGBy+Xat91MXl4evb29B0asvGbJqampNDY2Htx1u6wxNP3cc9T9zy+i0ITTBbCp5xMPFmCzb/H13z6EICj4swc+yi9NIi0LcVRaF9BodhaM1Ov1jI6O7kso1eVy0dHRQWlpqeTUodlsZnFxcU9LGi+MRiMul8uv1IPUNKC/yMJuGlVe+ItYhYWF+ZUb8Mou7EXyMjIy6Ojo2JNYgafY/dy5c2RlZfl9fpVKJeXl5XR2dtLQ0CD5Hk1MTMRut9PR0UFNTU3A93aURoaIQEFGAnHPPY5sB2IqKJXINBpkarXnvzEaCsNkXHJ38S/f+zGDrQP8SWMjP/iXfyEtJweZRoOgUiEIgk+Go7m5mfLy8uuucWiiEmuQiZUX0dHR1NXVsba2Rn9/PyqVivz8/KtqE00mExaLZd++ijcLERERFBUV7dsQ+sDTgNfi05+Gc+fgoYegvh5Onz7Qwy0vL1+Xntfr9TgcDp2U+ipRFD+ww8c/Cdb4rsShIlaX66ycO9VZLSwsBJVYeS1k9Ho9LpeLxMREjh49ekssZLyr430bZh4ArrSbiYiIoLCwcP++U3gmjdDQ0P07ru8Cr1myQqHYVwotUMyIInGZmeQ+8giC203qN75BSJiSC4A8JIpPfdGO1Wbkay99HpkAn/jWJ3lqcJtLyynYHbOoVKqr0lSLi4tMTEzsy1RbFEV6enpIS0sLyOKmt7dX8qJhbGxMkpn24uKiXwuX9fX1gMQvd4K/GquQkBBstr3n2Pj4eLq6uvaMYKjVakJCQvySQZlMRn5+PsPDw1RWVvodf0xMDImJiYyMjAQk4Jieno7dbqerq0tS+tYLURRZX5oFoolNyUbmcmGMS0EZdwfhsZGExIUQkqAmJC4Uufrq+6GlpYUfvPWjuJxuHnnkET75yU/ueFxBEDhy5AiJiYl0d3cTHx/P0aNHffeXOknJ1oQNt1NEpjiYuVWr1XLixAlWVlbo7e1FrVaTn59PWFgYIyMj5Ofn3zbWYPs1hNbpdHs6IhzAQOHHP4bubnj/+6GrC4It83AZbrcbi8VyXaT3cn1VUOqigolDRawA5HJ5e0dHx7vq6up8n2m1Wvr7byz1KYoi6+vr6PV6lpeXfVoYx44du+WRopSUFNra2g4FsbJarT5Rz+TkZGpra4NSVAke647u7u6gaFl5zZKXl5d92mAHCafTSW9vLwCpXV0IX/sa/Ou/IvvP/+Seb3+bkHuKOMsgysK7+euvKhG+IpIYmYDx2Tk+9qkcHj9vpGc9A1f3BCePK9BqtSwsLDA1NUVdXd2+0syTk5PIZDJJnmdezM/Po9FoJJ0vs9nM9va2X9JmtVoRRdHvc2Q0GvescXE6nX5rS/ylAgVBQBCEXa1rwEOa7Hb7ntvAm0Xs/qJsSUlJPp8zKYuPvLw8Wlpadmwd3wu5ubkMDg7S399PSUmJJLPagYEBIi8Tpk0rxGk0RETlszocgRkRsF7+B7JQAVWUHFWMAlWUnERlJrXHazjx1x/gTxv/H7/ji4iIoKGhgfHxcZqbm6moqCAyMpLQJCW4wbbsQJ18sOUccXFxxMbGsry8TGdnJ6GhoVit1kPR/LQfSDWENhqNqNXqmy82HREBv/wl1NbCBz8Ir7ziERQNMnazwXrxxRfX9ltfdZCQnzlz5laP4So8+OCDjpiYmLe95S1v8T2BgiCg1+uJiYkJaFXvcrlYWlpifHyc4eFh3wNWWFhIRkYG0dHRh0L1XKFQoNPpiIqKumXdgUajkcHBQSYnJ4mPj6e0tDToQnoqlYqVlRUUCsW+C8pFUWRxcZGuri7i4uKC2kiwG0wmExcvXiQlJYWCggLkarXHQ+u//Tc4exbhu98lp3uasJN30qbeIiK5knc1JBKTIKDWVTLT8Qfu+UAl/XNWFsyRWFYnkbktvkLT/dyDy8vLTE9Pc/z4ccmpIbvd7utMk1IcOzQ0REZGhl/Jh9nZWSIiIvZMF3pX3nuRQIvFwtraml8dLEEQ9iQ73trIvZ4lk8mETCbb897RaDQMDQ2Rlpa25/ny1m0NDQ1JKkwXBIH4+Hg6OztJTU0NqFA5Li6OxcVFtra2/JLj0dFRbDYbZaXFNA2ZSNWqiNeN4HaHsb2VhKt6HUWhg/TqJDSpKlRRCl7r+j1f/vHnOKn9E1wzCu7JeC8li0cxtTpYPm9ivXcb44gV86wdi8GBY9OF2+ZGEARkSgGZTObzdOvu7sZms6GN1bLWvo0mXXXgxAo85zcsLIyMjAyfOKfJZCIyMvJQzPf7hbfDOisrC6VSydzcHMPDw9hsNpaXl0lOTg5YniUoSEyE1FT49rfB5YI77wz6IWZmZtBqtVf9PlEUeeCBB0xbW1v/48yZMwcrDhYgDh2xOnPmzLzBYPj0Aw88cNWM53A42Nra8ttea7VaWVhYYGRkhImJCQRBIDU1lcLCQlJSUoiIiLipLupSIZPJMBgMftWvgwlRFDEYDPT29rKyskJWVhaFhYU7OooHC5GRkfT39wemeH4ZRqORS5cu4XQ6qaysvCkq7gsLC/T391NZWUliYuLVx0tOho9/3NNu/NOfkvrvT3EkPJ3Xi8IhroC8BA2vvvoyH334M8SYNrnvvnczMGdldisCx8Ykdcf3RwrNZjNdXV0Bk7Le3l7fgsIfvKr5xcXFfs/xwMAA+fn5e5LwtbU1nE7nng0FJpMJs9m8p2q00WjE7XbvSeK2trZ8ZGc3iKLI8vLyns+bIAg4nU7MZrPfc6ZWq32dw1KuqbfIeGxsjJSUFMn3sSAIJCYmMjk5icPh2HVcY2NjbG5uUllZiVIh5+KomUiNnIytaZxbLiyWDHLvSmNbs8ni1iwJhTF86Xuf46vf/xIxqVF84psfIvfuVBS5Jl6P68KV7CAnJQWZTMCx5cY8a2Nr1MbmoJW1zm2WW0wsNW2x1r2NcdiKUwfxqmS2l61Mz0yjMkSgipYTmRec6LcUbG1tsbKyQmNjo68L1mQyERUVFXTl9ZsJQRDQaDQkJyeTnp6O1WplbGzM5zoQFhZ28+3CKipgbg6+8x1P9EpC+UAgGBwc9Cxqr/hdnZ2dPPPMM02bm5tPBvVgQcChu7tEUdxKS0ubnZmZife6XYMn3N7V1XVdukwURUwmEzqdDoPBgCAIJCUlUVRUdGvY+z6RlJTkq7s4aOLndDqZm5tjZmaGmJgYSktLb9q5CgsLIyIiIiBdK686+ObmJiUlJZKIwY3C7XYzMDCAxWKhoaFhdwIjl8MDD8B73gMPPED6lx/mc08f5ef/9CEu1NXxzgffxS9efokvfO87WCLWec+Hv8TzfSEYQ4vp6urm+PGqgFrAnU4nHR0dVFRUBJSiXV5exm63Sz7nXk9Afy98ryChv7H4EwYF9vQQ9EImk/kV2pRSwB4bG8vw8PCe24CniP3ChQtkZmb6PRdFRUW0t7dLNuFNSUlhaWmJ2dlZrpzr/EEmk1FVVcWFCxdQqVTXXdOxsTE2NjaoqqryzSVRYXLWzU7kkZG45zx2OaJTpKCggNHRUSoqKpifn+cLX/gCZ86c8UX74nOSsTh+RVe4kbel1iIX3pybXDY3jk0X9nUX9k0n9g0X9g0Xjg0nxlEHTpMbCCUMz/jW5zZJEaNuWq2T92Xs7fJMTk5mYWGB1tZWEhISOHLkyE3pND9IKBQKVCoVWVlZ5Obm3lpD6O99Dzo64MMf9tRb+Wn8kIrt7W1UKtV1c/CvfvUr88LCwmNBOUiQceiIFcDm5uaTzz33XOlnP/tZ312vVqtxOp04HA7kcjlra2vo9XqfInRSUhI1NTW3pdAmeCbL+Ph4DAYDyVcI7AUTFovF50OWlpbGiRMnbsnEUlBQwIULF0hKStqTRHrNkicnJ8nNzZVUVxIMbG9v09nZ6esMlXTMtDT49a/hhRdQ338/n3jXV+j48F2c/dJ9/PzZp/nQ+z7EV//pSTbtK/zpx57klV4L9XUVXLp0iaoqaeRKFEU6OzvJyckJyJDZ5XIxMDBATU2NpN9it9tZXl6WVFwtpRsQPCk8f9vZbDa/96O/4nXwSC7spa4OV9vb7EXmQkJCCAsL27XG40p4a9fm5ub8dhN6UVJSQnNz83VpDn+Qy+XU1NTQ2tqKUqn0NYTsRKoAYsLkLBs9xEq0eiyZxMsWfiMjI8zOzvL3f//3/N3f/d1Vc6ggyEgllGVBYN6+SmbIm40n8hAZ8gQZoQk7LzrcDhHHZcJlW3dicCxw/vx5KioqDtzianl5GblcftU1EwSBtLQ0UlJSfAQkOTmZ3Nzc2zpFODMzQ2Fhoc8QOi8vj/X1debm5nwCyVJS+jcMtdpTb1VV5REPPXcOgvB+2c378Je//OW2KIov3/ABDgCHLhUI8NBDDy2urq7+2X333eeLqTscDtbW1pienmZqasqXVigsLCQ9Pf22D++Cx/5gYmJix5b8G8H6+joDAwPMzs6SlJREaWkpcXFxNz9cfBkKhQKbzcbW1tauBGF9fZ2Ojg6fJYhWq70ppMpgMNDd3U1paSmpqamBHzM/H+67D2w2kn/0FPlP/56ufBfvPv15+vsG+OVv/0Bd/irE/hFLW/AntZl0dnYSGRnpt/h7dHQUhUIRsB7PyMgIWq1Wsq7X+Pg4cXFxksiblDQgvKmFtdf5NBgMaDSaPV8AZrMZi8WyZzGyXC5ncnLSbxTIZrNhs9n8FpyrVCpmZmYkLXiio6Pp6ekhPT1dUuRZJpNd9Z1A7je5XE5iYiJdXV1ERUUxNTWF2Wzm2LFj1x17ftXBpMHGiSQH1pFJrJQSmR+KOsmTkoyPj+f++++np6fnOusih1nPoGAlXKYiN1T6ok+QCyg0ckK0CjSpKhLS44iIiKC7u9sn4XEQz7Qoily6dIny8vIdibq3Ri8zMxOTyURvby8Oh4OoqKhDWSayF6xWK3Nzc1fpzAmCgFqtJikpiYyMDFwuF+Pj40xNTeF2uw82VRgbC0eOeOqtTCa4rNB/IxgaGiIvL+8q8js3N8cjjzwyZjQa//WGD3AAOJR3kSiKc3Nzc1sGg4GpqSlaW1tpaWlBoVAgl8u54447KC8vJzEx8ZaRg4NAZGQkdrt9X/5y18LtdrOwsEBzczPj4+NkZ2dz8uRJ0tLSDsXkkZuby8zMzHVpHZvNRldXF0NDQ1RUVOzPLHkfEEWRoaEhJicnOXHiREBWGdchPBy+9S2E9naU6dnc86n/Teq/v58ff+Bj/NO7v0thyLtJs77C/KqDxU05tbW19Pb2srS0tOsudToda2trAVtyGI1GVlZWJMscOJ1OFhcXJRVhb29vI5fL/abvLBYLoaGhfl+i/qJH4L8rEDz1S1KM2/35BnoRGxuL0WjEbrf73ValUpGens7kFUbd/hAdHU1KSgpDQ0OSv+NFaGgox48fp7W1FYvFsiOpAogOk+NwidjUEYAnVCU6PR6CWVlZPPTQQ8TGxlJfX8/o6OhVRtTJUUfQ2LYYs8wFPL5rERMTw8mTJ7FarbS0tPhN2e4H8/PzkkRYZTIZ2dnZNDY2IpfLaWpqYny2UjeCAAAgAElEQVR8XNK9c1gwNze357N6rSG02+0+eEPoe++Fz3zGQ65+9asb2pXD4cDpdF636HzhhRccRqPx0NVWeRH0N6wgCKGCILQJgtAjCMKAIAhfvfx5kyAI3Zf/LQqC8Jyf/fzmRz/6EaIoUl5ezunTpykvL8dms90yQ9+bgfT0dObm9j+BORwOxsfHOXv2LOvr6xw7dozq6mpfW+5hgUKhICcnh9HRUcBDBCcmJmhtbSUxMZH6+vqbVvdltVppbW1FEIR9iXTuBrGykomfPsHYQw8SO79KyTc+zn0jPyblnJHtTgstz3yd370+jdxkor6+npGRkR2vvdFoZGRkRLLPnO/4lzWrSktLJX9venqajIwMSQuWQNKAUuri7Ha733MvJRUIHnLljwhFRUWxubnpdz7x6gdJfS6zs7NZWFjwq6d1JXJzczEajXuS653gcrkYHBwkJSUFo9G466IsOsxzPU2qSAQ8xMHtFOnr6+O5557znauQkBDq6+tZWlpicHAQURSJicgicnsTg2sbi9s/ufQHuVxOcXExhYWFtLe3MzU1FbQ53Rud8ecUcO14cnNzOXXqFKIocu7cOSYnJw89wRJFMSBR0JtqCP3ww1BTA3/xFzA+vu/d7NbQ9eSTT26YTKZf38gQDxIHEbqwAXeKoliOxzH6bkEQ6kRRPCWKYoUoihVAK7DnSdHpdE+2t7ev5OTk+BSlBUEgNjZ23+7mtwNSU1NZWFgIeKIxm8309fVx/vx5BEHg5MmTlJSU3FQn90CRkZHB6uqqT5vF4XBw8uTJgLqkbhSrq6u0trZy5MgRX6FrMCCKIv39/Tjcbo587Z8Jm5xj6dvfQLW5QO5/fIjTP/wHFM//gJ899g1aHn8Je1sbdbW1LC4uMjIy4rv+drudzs5Ojh07FnA93PT0NDExMZKL/V0uF3Nzc5ILqb1aZ/4gpXAd/NvZgH/ldS+kFLALguDzDvQHL7GS8lzK5XKOHj3KyMiI322vHEtlZSUDAwOSCZnNZvMtRCoqKigtLaWtrW3H4v7oME+q1kioj1iJDpFHHnmED33oQzidzqvGf/z4cV9KTUBBMkpEAaZshuv2vV9otVpOnTqF2WymtbXV19V2IxgbGyMjI2NftaMKhYK8vDxOnjyJw+Hg3LlzzMzMHExUJwhYXV3dt4REVFQUJSUlnD59mvj4eEZGRjh79izj4+NByZigUsGzz3qae973PrBY9rUbvV5/3RyztbXFzMzMtiiK0zc+0INB0ImV6IHp8v9VXv7nm40EQYgA7gT2jFgBnW1tba4rH3jwdM/p9fogjvhwQalUotVqMRj8T2Beu5mLFy/6hDdPnz592xRjWq1W5HI5AwMDVFVVUVBQcNPq5ERRZGxszOfPF0yZC2+kCHjT/ic0lITPfpGwiVlmvv0PJKnd/A747us/59c/+TeW/+t3rD/6KBWX26e7u7txOBxcunSJ/Pz8gM1jLRYLMzMz5OfnS/7O3NwcKSkpkq6B2WxGoVBIiu5JjVj5Mz0GaalAeNOM2R/i4+MlRYlUKhWRkZGsrq763RY8HX+bm5uSxuBFaGgohYWFdHd3+yVwRqOR1tZWjh496iPCcXFxHD16lLa2tuvOUdTliNWGQw5yz+LBaXfxn//5n9xzzz3XLcAEQaC4uJi4uDhaW1vJUCUhc7sYt+oIJuRyOSUlJeTn59PW1sb09PS+o1dmsxmDwXDDvqtKpZL8/HwaGhrY3t7m3Llzkkn1zcTk5OQNOxl4DaFramqor69HLpfT3t7OhQsXWFhYuLGoXWYmPPkk9PR4OqcDhNvtZmtr67q57+WXXxbdbrc//nBLcSDFNoIgyAVB6AaWgFdEUbx4xZ//FPiDKIp7LhNFUXTLZLKmlpaWqz6Pi4tjdXX10N3kwUR2djZTU1O7/t3tdjM7O0tTU5Pv5dnQ0EBycvKhSvftBpfLxejoKBcvXiQvL4/ExERJUYNgwW6309bWhs1m48SJE0FV3hdFke7ubhQKxY4dhbJQNZmf/XsUM5OMPvRl8kIj+c5wO9vf+Q72C+dZ+eEPyVpZISo8nNdee43IyMh9dYn29/dTWFgomai63W6mp6clv5SkpgFFUZQkoyAVUiNWgRArKXVW4KlFmp6elrStIAgUFRUxODgoaXsvkpKSUKvVex5Hp9P5opjXLgiSk5NJS0ujo6PjqvOkVskIVQpsbrtQREWA4Kajz1Nn8573vGfXY2VlZXH06FFWdU7CLRuMWXY3uL4RxMbGcvLkSYxGIxcuXMASYIRDFD1pzWD6u6pUKgoLC6mvr8doNHL27Nl9ZRMOAtvb29jt9qBKz3gNoU+dOkVxcTGbm5ucO3eOnp4e1tbW9ve73/52+OIXPdY3TzwR0FdXVlZ2LGF56qmn1paWlp4KfDA3DwdCrERRdF1O+aUBNYIglFzx5w8Akk7K4uLiT5955pmr3rjeLpr19fXgDfiQISIiwqfPdSVsNpsvZGs2m6murqaqquqm6DoFC3q9nqamJmQyGY2NjSQkJFBUVMTIyAjXRicPAhsbG7S0tJCenh50k223201nZydqtZqioqI9SW5IaBhHv/5Vtjt6+GXpu9HanaQ9/jMinvkZ9h/9O6oXXyTebGbJYGBtbS2gcej1ep+QpFQsLi4SHx8vOYUiNQ1oMpkktda7XC5J10Iulwc1YqVWq30Fsv4QExOD2WyWnKqLjY1FFEXJUS4viouLmZ2dvW6xIYoiIyMjTE9Pc+LEiV2jmJmZmWi12usiX9FhCjbMTuQREQi4+W3TiyiVSt7+9rfvuB9RdLO6OcGKuRXUE0Rub7ApWllzSo/CBQKFQkFZWRlHjhzh4sWLzM7OSn6Z6/V6VCrVgVhbhYSEUFxc7DN7PnfuHDqd7pYSrOnp6YCsrAKF1xD6jjvuIDk5mampKc6ePcvo6GjApJd/+AePQfOnPgUBWNPtVD/mcrloaWlxAe2BDeLm4kDbw0RR3ADeAO4GEAQhFqgBXpK4i9d+85vfXDeLpaamMj8/H6xhHkpcGbUyGo10d3fT2tpKSEgIjY2NPt2S2wUmk8kXXq6treXIkSO+F2lISAhZWVm+QvaDgCiKPrf46urqoBp6g4dUXbp0iYiIiIBqtdKLszjy2PeZ/cIgU+/6Ji6jifhnniXyke+S8sYbFHR1MffSS0wMDUmayB0OB0NDQ5SUlPjd1gtRFH2CoFJgMplQqVSSSJjUNKCU+iqQHrHSaDSSa3ZiY2MlkVdBEMjIyGB2dlbSfgFf1CqQl7BcLqeiooKuri4fibTZbFy8eBGn00ltba3fc+8Vv7wyYhYdJmfD7EIeGQk46Rnt4q677rpKbsLuMDO31E7H0GP8tvXzNPV8i7G5V7BExLMV61HTHtPtHk0PBuLj42loaGB9fZ22tja/NT9Op5ORkZGAO2YDRWhoKKWlpdTU1LC0tERTUxMGg+GmEyyXy4XBYAj6HLYTvIbQVVVVNDQ0EBISQmdnJy0tLczNzUlbDCsU8NRTEBnpqbfa2vL7FbfbzcbGxnXd2a2trcjl8mZRFA9n4dtlHERXYLwgCNGX/7cauAvwShzfC/xGFEVJ1XGiKFpcLtfwtQbM/39IByYmJqLX6zl//jwDAwOkpKRw+vRpsrKybiuJCafTyeDgIJ2dneTl5VFVVbUjIczKymJtbS343SmXx9DZ2cnm5iYNDQ1B9xZ0uVy0t7cTExMTUDeSF+XHkhmoVLBQ9d+5S5bK32m1KBd0aJ94DNXcNHFjY4Q8+yyjjz6KRbd3jcvw8DA5OTkBpd70ej3R0dGSv7OwsCB5Ug9m4TpI7wqUyWSIoihpjkhISJDcjZeWlhZQOigiIgIhdJE3Lv0fDGsDkr8XFRVFeno6g4ODrK6u0tLSQlZWFsXFxZIie94aKZvNxtjYGPAmsZJFRCKITp4+8zw///nP2TTNMzr7O851f4vftn6OS8OPsbQxRJK2hIKCj2Iueh+XorQISjX3RtUjLpqvarA4CCiVSsrLy8nOzqa1tZX5+fldjzc8PExmZmbQ0s3+oFarKS8vp6qqisXFRc6fPy85nRwMLCwskJycfNNlc7yG0A0NDZSXl2M2m2lqaqKrq4uVlZW974fkZA+5GhuDv/xL8HPvLC0t7aga//Of/9x4WNXWr8RBXJlk4HVBEHrxhOteEUXxN5f/9n4kpgG9MBgM33300UevorgymQytVvt/ZXeg0+lkenqac+fOoVKpiImJob6+noSEhNuifsoLURSZn5+nqakJtVrNqVOn9gzTC4JAWVkZPT09Qe3CMRqNnD9/nvj4eCoqKoJOSr2kKj4+PmDhTi8EQeCO+njOZin42Nse4HG7gnKrnSmljNh//R7qpTnCiooIn5tj7ZFH0P3kJ1hHRxGvOU/r6+sYjUbJqt/guU7j4+PkBeDttVOnzm7Y3Ny8JREr8EQYpHQ4abVayek6pVJJTExMYC9SlZ7N7XFa+7/Pa5e+zoy+FZd7b1se8KT0DAYDPT091NbW7umhuBMEQaCiooLV1VVmZ2eJDlNgd4pYNWG4ZQ7W16dpG32Y1zu/weD0C7jcdvIz7qax4kH+uObrbKRU8qxjlgn7EndGlPKZxLdRGp5FbU2tT2/uoDvmEhISOHnyJMvLy7S3t1+Xhl1fX2dzc/NA02K7ISwsjMrKSioqKpidneX8+fMBp30DhSiKB54GlIKwsDAKCgq44447fB2zb7zxBsPDw7t34/7RH3nSgk8/DT/4wZ773y0N+Pzzz9uA3wfpZxwYgt6CJYpiL1C5y9/uCHR/TqfzxWeffdb68MMPR1zJ0NPS0pibm/NZOdzusFgsTE1NYTAYSE1Npb6+HkEQaGlpoaCg4FCIekqF0Wikr6+P8PBwGhoaJNftREZGkpiYyMTEREAv+t0wPz/P+Pg4x44dC7irTgqcTidtbW2kpqYG5PW2E7ITVERF2llrfAuPpZbx6PMPU971FN+P1PDxH/6U9c5LxD72M8y6JUwXL7L6s58h12oJr6tDU1kJSiV9fX1UVlYGRMBXVlYICwuTLMuxtbVFaGiopK5Tt9uNy+WSVEAfCLGS2qnkrbPylzJXKBQolUosFouk9HpmZiajo6OSO0ntzi1WjI384ZU56hqSWTG+QOT08+Sm3EFWciMq5fXn3mQy0dXVRUpKCnq9ft/Pv0wmuywg2oxROQPk8Lr9Db71s+dpKKvhg/Vl5Ge8jURtMeqQaI9MiGWWl5f/C6Nrm1J1Jm+NLCdK8WaU17sI8urOVVdXH6g1llKppLKyEoPBQEtLC0ePHiU1NRW3201vb2/A+m7BRnh4OFVVVRiNRoaHhxkdHaWgoCAg2ympWFlZITw8/KZF5/xBEATi4uKIi4vD6XSi0+no6elBFEWffdBVc8UXvwjnz8Nf/zVUV8Px49ft0+l0srW1dd2C7PXXXwd4VRTFGxdTO2Aceg8YURStqamp55ubm9/d2Njo+1yr1dLb24vb7b6tSMe12NjYYGJiArPZTHZ29nUkKj4+Hp1OJ1kE7lbCbrczPDyM0Wjct1lyXl4eTU1NJCcn79tPzOVyeTSkHI69DZRvAA6Hg7a2NjIyMiSplPvD9PQ0tWmbmFS5tCjgL9//Te4ufhc/6n2Yok+9ncrPfRNONuD4yb+R/vnPM/P667h7e3H99rcY//AH7NnZJJaUBCyqOjY2RmlpqeTtpXYDgida5c8uxgubzSYpRRvIC9RLrKQsvrzdgVKifdHR0dhsNslEzGLbpPmNSZ7+zkP88t9COP2ev+HtH3w/i+sXGJx+jZyU4+Sm3kmYOs5XCzg7O0t5eTkxMTHExsbS3d1NbW1twARCFEUM6z2Yla+waQoBcjDq47g00cE9x95ObfEnfdvq7Gv8drOTGfsyycoY7o05cZU34LXIzc1Fo9HQ0tJCdXV10FPs1yIxMZGYmBj6+vpYXFxEo9GQmpp64L6DUhEZGUlNTQ0bGxs+DbOCggLJz4AUjI+PU1xcHLT9BRMKhYL09HTS09OxWCw7G0LLZB4JhspKj0J7ZydcQ0ANBgOJiYnX3es/+MEP1nQ63fdv5m/aLw49sQJYXFz8zg9/+MPGxsZGXyWbIAg+DZpAQ+S3GqIootPpmJycRKVSkZOTs6syek5ODu3t7TdVNDNQXGmWfOTIkYCUvq+FTCajrKyM7u5uGhoaAt6P2Wyms7OT1NRUsrOzD+ScORwOLl68SHZ2dlAI78rKCouLiz4dmarcMF7t3iBJ3sAPs09iYJbe53IIe9cnKX7vR5m4/xXSH/4htro6hs6dI3ZxkZCREULm57FqNIRKTEmura2hUCgCImM6nY6GhgZJ20otXAcPsbohG6EdEBYWJkkPDjwpp/HxcclpVG8Ruz+dMJfLjsNpZmHGgkyQ8a6y91EpppC0EEm3spGFCQ1VdZF0T/6U3MRw7MZkEmPzOHXqlC9tnZiYyPLyss+MXCo2THP0jf+Clc1xXEINFvE0AB0tnuLzu4rvAsDssvEHYy+XtsdRy0J4Z3Q1xzQ5yAT/C9bk5GTUajVtbW2Ul5cH/RpeC5VKRVVVFRMTEwwNDXHs2LEDPd5+EB0dTW1tLWtrawwODqJQKPalRXctNjY2kMlkBxJ9Dzb8GkI/+yw0NsLHPgbPPQdXzNMLCwsUFBRctb/t7W2am5utwNX6S4cUtwWxAs7+4Q9/sF+bLkhNTWVycvK2IVYOh4PZ2VlmZ2eJi4ujsrLS7ypPrVYTERHB8vJyUEUsg4W1tTUGBgbQarWcPHkyKNGhmJgY4uLiGBsbC6gYXKfTMTIy4lvpHwTsdjsXL14kNzc3KF0529vb9PX1+UgVQKRGzntOxLKQb6P/2RWSdBlcnNvm4bh4Pmue4//93pPMN7Ui/uIZjt9zD6+//jqq+HhypqdZfeIJwurqiHrLWxD8XItAz6/RaESj0Ui+xuvr65IFDKWmAgNBeHg4ExMTkraNjIzEaDQiiqIkMp6amkpTU5NfY2mr3YgowvLCAklRqXzsgf+BZktNrD6E9kuP8fPffp1XUvOovucTHGusIzF6DGtICzEbTpK0JQiXyU1hYSHnz58nLi7ObwTEZt9icPoFxhd62LBWs259DyarkrAQGZHb3fzoP5+kNKWIhLAkLphGeM3Yh110UheWzx2RJahlgaX1vESivb2dvLy8A+9Wc7lczM/PU19fz9TUFDqdjtLS0gNNR+4HWq2W+vp6VldX6evrIzQ0lPz8/H1H2AKthTwMEAQBrVaLVqv1dTMODAzgcDgo+sIXiP3a1zz2Nw8+CHjekRaL5Try+MILL4hut/sX4m3SsSY/c+bMrR6DX5w5c0Z8+OGHj+Tn51cVFhb6ZrHQ0FBGR0cPjbHwbjCbzYyOjjI8PExkZCRlZWUkJydLngjCw8MZHh4OSsopWLBarfT19WEwGCgrKyMtLS2oheFarZahoSGioqL81hO43W4GBwdZWlqipqbmwFID3pb3o0eP7ku081o4nU4uXrxIeXn5jlGjSI2CnKpwlo0OUg0x1NR+hJ/FbvGb4V7uNayi+cnjtKXI0RwpobK2ngmlEsHpROjvxzI0hCojA/ku0SivL10gE/Xk5CTx8fGSV8wjIyN+iYcXU1NTkj0KpRbvKhQKJiYmJG0rCAJra2toNBpJ9SsymQyTyYQoinveb8btRSYW+llZLKY27ChH3pFJ6FEH2wUujsiKyFcXMLLQzYWzT9H56rOsGrXIEz/C4JyRycUWQhWbxEQmIZcriImJobu7m/T09B3nO7fbyfj86/y+82UG5nOZ23gbm9YMUmM1vLUikndWx/Clv72PJb2Ov3373xGZlMPvjnSSGZLAh2IbKQ/LRins7xlWKpWkpqYyNDSE1WpFq9UeWIR9YGCAuLg4UlNTSUlJ8YnyqtXqQ5MWvBIajYb09HQUCgX9/f2sra0RFRUV0CLUbDYzPz8fkJPCYYNMJiMiIoK0tDRPFDY7G7GjA/UTT7D8jnegTkxkYWEBtVp9XaPTpz/96ZWhoaH7z5w5c1t0rN0WxArgwQcfnF9dXb33ox/9qK/SUxAE7HY729vbh04kUxRF1tbW6O/v97Wnl5SUEBsbGzABCQkJQafTodFobrl2ldvtZnJyksHBQbKysigoKAh6pAHe9IXs7OzckzhbLBba29uJiIigrKzswCxxrFYrFy9epLCwMCDhzd0giqLvt+0VcRUEgcQCDUKIgGLYRUXmHcycfivfmbzASbOJ4796GWdPMzORbo788d2EZOYwa7ej0emwXLyIIJejSk+/7iXX39/PlT6cUsY7MDBAUVGRpEWMw+FgcXFRcveS155DystYKrESBIGZmRkyMjIk7dflcmE0GiWLTKrVasbGxkhLS9t1mzXjJOM6PWlhH+Ad0dVE1spwm61kJSdgilomtjyde/P+nIbE0+i357GsjfCRO+owquIZmgplbDWF3sl+TNtzZCUnoZSrmJubu+6emdAN8HzrBS6MZ7JkOoZMFkft0QiOpxj51Y/OcM+ddag3N0iJEHjLnfdRwWk24reoO57HW6LKCZPfeDG0XC73aQx6zXODTa6WlpYwGAxXlRtERkaSkpLC6OgoS0tLxMXFHTpJGkEQCAsLIyMjA5lMRl9fHxsbG5IJ1tDQEBkZGYeSOO4HCoUCrUaD5uGHccfEMHPvvQwMD7O0tER2dvZVmZyVlRW+/vWv67e2tr58C4ccEG6XVCBAb39/v3ljYyPuShKVnp7OpUuXbrgrK1hwu90sLi4yNTWFRqMhLy8vKGmpvLw8RkdHqa2tDcIo94fl5WUGBwdJSkq6qgbkoBAeHk5WVhYDAwOUl5fvOJ7+/n5KS0uJi4s7sHFYLBYuXrxISUlJ0I4zNjZGaGio5JqexBMRqMLk8Ot1PhyWxytf+T1Pmua5d/gl8n71KJkf+h+sfPF/MXf/R0j7+APYCguxvfoqvPIK1tFRYt77XhSXnxuz2YzFYglIpdpoNBIWFiaZuAZSX+XFQUQ4vGbMUurI4uPjuXTpkuQoXmRkJC6Xi+3t7V0JqtW+idkaiXPZgCgmkKiNZta05Uv/xsTE4PpjN7G9YZS8cQz5ioztRRsRqtf5/l//FYUlx6i4+z7WzHfTMmYgM3aNeIWN+MVFkpKT6Z/R0zQwj8GYBFSTqnXQUBiDVrnFN//5KzzyyCMIQGGUkph3NpBpvYtUfRTOIhsFdbHM9czgrgtetFkmk1FeXs74+DgXL17k+PHjQWsesdvtDAwM+Dqmr0RISAjV1dUsLCzQ3NxMcXHxoSyd8DoiJCQkoNPpaGtrQ6vVkpeXt2uk1Gq1srGxQVlZ2U0e7QHjn/8ZxseRv/IKJceOYTQa6erqYnp6mqGhIVJTU0lLS+Ppp592WCyWH9/q4QaC2yZidebMGb7xjW/EpKSkNFRVVfmWzEqlksXFRaKiog4kciIVdrudiYkJ+vr6UCqVFBcXk5GREbQIk1qtZn5+/pa02m5vb9Pd3c36+jqVlZU3VZwuKiqKmZkZXxgZPNGT0dFR5ubmqKmpOdBizu3tbdra2oJK3vR6PQsLCxw7diwgMqFOUqJOVmLpcXDU7sKcaKY94608GhbDrzpeoXDLwvHftyD/4Y/QOw2oPvA+HJoYxOFhzO3tyKOiUCYm+la/gRStT05OkpCQIPk7i4uLRERESLo2Xu9LqdGt6elpMjMzJZ27zc1N5HK5pJW+QqFgamoqoNICmUzmEzPcCQvLXTRdMPDQ5+8lOzUPdZaMnNxcRFFEo9EQHh6OTCYQnxxJam00Lq0b+7SL6IUU5NoQLg6+zsVXnmX64i/QqJ24ImrQWZLoX9igZdhIz4wCm0NOYeoW7z+ZzqmiWH74nf/FBz7wfs6fP89/q6/mI9/6K8KP/xGV5yoJ31aT9qfRHLkrkajoSNxuN+Pj40FtjvFGm2UyGT09PSQmJt4wuRJFkUuXLpGbm7vrQlUQBJ+35vDwsM9r7rBFr8Az1oiICDIzM3E4HPT29mI2m4mOjr5uvIODg6Snp98WReuSMT4OH/ygpzPwc5+7/NE4qampFBQUkJKSgslkYnh4mK9+9avWubm5j585c+ZgvJQOAIe3MGkHrK+v/+SRRx65ziQwUJuJYGJra4uenh5aWlpQKpWcOnWKoqKiA0nZ5efn+9p4bwZcLhcjIyO0tbWRmZlJTU2N5NRRsCAIApWVlYyOjmI2m33F4y6Xi/r6+gMlmWaz2dftFCwPsq2tLYaHhzl+/Pi+yGlUgZqsD2vBIqduOJO361Z557FGtP/0Kh8uO80J4DW7i5LvPk1O8Qncj30LY30+jugoNn79a+Yee4zNy+3MUiGKIktLSwFFANbX1yVHrOx2e0CFx1L9AkG6Z6AXXlcHqUhOTkav1+8qlGm2rKJb8FjrJCcl0Hj6NMnJyRQVFTE8PHzV9wSZQMaxWKo+m8mR96fyqcbP8vJfdvDQn/1vZOGhPPOD/83drtepShlBLmwiF3RUZw/wt+9M5L31RcRHheI2mxk5f576vBy+9viXKfvZAxy138mJl4uJ1Kop/HQSceVvksysrCyioqJ82kPBRGpqKqWlpVy4cIGNjY0b2tfExARhYWGSahtDQ0OpqalBq9XS3Nx8U1XRA4UgCKSlpdHY2EhERAQtLS0MDQ3hcHgEZC0WC+vr60Gp6Tw0EEW4/35QqeBb3wI8i6srO/y9htCpqalsbGyMi6K4q+WEIAiPCoKwJAhC/zWff0YQhBFBEAYEQfjmQf6ka3E7pQIRRXE2JSXFMDc3F39lIXdSUhIjIyMUFhbelEiKKIq+9me3201ubi5lZWUHLofgXalJtQnZL0RRxGAwMDw87Hvob2VzgEqlory8nLa2NsDTIXXQnaBbW1t0dHRQWVkZtPo9h8PBpUuXOHbs2A11MC3Ypol4n4qo9RhW2uWUzrgoVEZzz1/+G89PdXPfs//AW4/k8b/ytGQ/+TcdWc8AACAASURBVAyqX77O7IkSlv/7nxI5P0P27Cxzej3xd9yBWkIqcnNzk/Dw8IDq18xms2Rdo0A7AgNRXw8PDw+IKMXHx/t0dKRALpeTkJCAXq+/qhvOZDIxPj7OyuYCBp3HpikjMc43R6jVahISEnaM1AlygaRjkSSWR7Daaebes+/nfenvp1vWQ18xaLeG+a9/+iHhUTHkfvp+fjH8a858+cs8/jd/Q7xg5a7PvZOpfC3qzTD+5IVyFEsK4urCSH5rFDLF9XPU0aNH6evrY3h4mMLCQsnnSgq0Wi01NTW0t7dTUFCwr+d2bW0NvV7PiRMnJH/H6+sYHx9Pd3c3Op2OoqKiA6vBvFHIZDIyMjJIS0tjdnaW5uZmUlJS2N7eltwActvg17+Gl1+Gb38bLj8z3qjvte+Zxx9/fHt1dfVf/ezxp8D3gCe8HwiC8EfAu4AyURRtgiDc1Lzw4bzL9sDm5ua/PfHEE9966KGHfCEhmUx2UzStvG2+09PTREZGUlRUdNPDswUFBQz+f+Sdd3hkZ3n2f2fUe2+rXWnV26r3LV4WMDjBgI1DCGAD+ZJQPuNgYwwJJQ4GgwPG+SA4IYAd0+JAjAuwtineor6r3nvXSDOqoxlN0bT3+2N2ZPXVFEm79n1dc632zJxz3pk58577fZ77uZ+eHiorK/fl+CsrK3R1deHt7U1FRcUN4fArhGBpaQmz2UxERMS+kyq1Wk1zczPFxcVu+37tqYz09HSXjqlWq5mbm+P06dPIZDIiKwNZGVllsnqSY6MBfNr3NB/++5dp9Vzlv+ICiSm5C/MTD/HBoWkS7v8ai4kxaM+exnthgcWhIczh4YRUVhJcWIhsB7K3XXuJ3aDX6/Hx8dnzzcBRYrXXfoHgeMQqIiJiQ+PivSAxMZGOjg7i4uKYn59nZGQEs9lMamoqylXB7LSS8IBIogM3psPS0tKoqanh6NGj297wJQ+JyNJAwgsDWGzR4nG5EOvLAkXsMcj8A6+9+HvOX7wMQO7ReKp8ZzG/Ow9PScbbJ/MI/VMIMg849qEwQjJ3jqBLkkRubi7Nzc0ONePeKwICAjh58iSNjY3odLo9W3CALZppb+njzOLOz8+PioqKNbKSm5vrtujzfkAmk3H8+HGOHTvG4OAgcrmcwMBAzGbzDUsKHYJGA5/5DOTnw733rm0eHx/fQuqFEPzkJz/RGQyG53Y7pBCiSpKk45s2fwp4TAixeu01e2sG6ibcdN+UTqf77x/96EePfPGLX/RbP3EnJCTQ29u7Lzddg8HA6Ojo2qq0oqLi0PRcISEheHh4sLCw4NYJwt4hfmFhgRMnTuy70d9eYTKZaGtrw9vbm3PnztHS0sLU1NSulViuYHl5mZaWFkpKShx2Md8NPT09hIaGuuTxI4Sgo6ODvLy8tZuMJJMISvUlOzWNxRk5/a+1EDyWxtuMQRhX4Jn+MX48PMH9ZiPfOFXJHUYViT97HpkQmFNT0GZkoh8eRvOHP+CZk0PkLbfgtU5LZk8Dbjbs2w0qlcqhiOrq6qpDBN6RiJWXlxdms3nPx/bw8MDb23vPrurA2usvXrxIWFjYmtu2EIKVPhPLigmOhiUS5Lcx1WZvajs0NLTr5yvzlIgssxGshSYtHlUS3015kvFvTPGz2Z8ScNSLxNvLsMo8qPROI736GJo2I34JXiS+PwzvkOtP85IkUVRUxJUrV/D29na7tYu3tzeVlZW0trbS2dnJiRMnrku87ZWzWVlZLkkQJEkiMTFxLXoVHBxMVlbWDam9ssPDwwO9Xk9RURE6nY7q6moSExNJTEy8ocd9XTzyCMjl8L//C9eIosFgwGg0bllw1tbWYjKZrgghNNsd6jpIB85IkvQoYAA+J4RodHX4e8VNR6yEEMvx8fFVly5det+5c+fWtgcHB2M0GjEYDG6LsiwvLzM8PIxGoyEpKYlbbrnlhrioMzMz6erqcig0vhOEEMjlcgYHB0lKSiI7O/uGCTur1WpaWlpITU1dI1KFhYXU1dURGBjodouNpaUl2tvbKS0tdWtZ89TUFFqtltLSUpeOMz4+Tmho6I7vOzwuntIPRtLe/z8ou5eJUJzh44l3cue9p3i89js8WPcsn/f05O4P/QV/me5P/m8aOHL+PCGAMTUVXUoK89XVGNPSCKmsJCQvD5VaTXBwsEPX/dLSkkPE3JlU4F41VmC7SZlMpj0LqKOjo5mdnd210lgIwfz8POPj42i1WsLCwvD09NxQuWUy69AbAzn3lr8ma86Kd8jWz/D48eNUVVWRmJh4XSIn85KIqgwkvNifhataPGqO8WWPL7LkpUYxreBtx0pY+B8dmnkj0bcEEXsuCMlj779lmUxGaWkp9fX1eHt7u8VWZPPxi4qK6O/vp7GmhqLQUDxzcmCHSJR9MeKuxbK/vz+VlZWMjY1RXV1NXl7eDbOA3AytVsvKygoFBQVrxHB0dJSqqiqSkpLWbBtuKnR1wb/+K/zd38G6jMtOC+XHH398cXp6+htOns0TCAMqgFLgV5IkJR+Uwah0kxiZboAkSaW33XbbK6+88sqGkM34+DgGg8ElEzUhBAqFgpGRETw9PUlOTiYyMvKGIRt2NDc3c+zYMZdKipeXl+nq6iIwMJCsrKwbyrl4YmKC0dFRioqKtkSOVlZWaGpqorKy0m2Rw8XFRTo6Otwu0FepVLS3t3Py5EmXKqMMBgP19fWcOXPmuikBIQTjijo6hn+Fn+EISZoPsNLlyZRynJ9e/RE+kXH82Yc/zWTKGLPNv+Ljs1bSX6pGam9HSBKrSUnos7JYyc9nOT2d4MpKEhxwaK+rq6OoqGjPC5zu7m6ioqL2fC23traSnJy85x5sra2tJCUl7ZmILy8vMzg4SMmmBrH2lLRcLmd+fp7w8HASEhIIDbU1L758+fKGxdeyVs4va8/jMfwuSmYg8W2zhJ7d2p9+enqa2dlZCgoK9jQ+OyyrVuYbtMzVabDoBcjA019Gwl1hBKU4v7g0Go3U19eTm5u7b8Rj8RvfIPxLX0LExiK9971wxx1w7hxc+z1PTU0hl8spKyvbl7lXq9XS1tZGaGgomZmZN8SCeT2amppISEjY8pswmUwMDw8zMzNDSkrKDW+OvQarFc6ehd5e6O+Ha9kW++9mc0/XhYUFcnJyxpRK5Z7I0LVU4O+EECeu/f9VbKnAS9f+PwxUCCEOpJLhpotYXUNTW1ubSqlURqxfVR09epSqqirS0tIcvtjMZvNau5nw8HDy8/NvaDO2rKwsGhsbbY0tHZx47M2SNRoNJ06ccGuTUFdhsVjWmmufOnVqWxIRGBhIdnb2GrlydWKZn5+nq6uL8vJyt1Zzrq6u0tbWRmlpqcvl5p2dnXsW30qSxPG4U4QFJdLY+2O6vL+N78kcyiL/iuyzT6Du1yP1g+K3Azzxy+/x3PEszn3qfTz21PeJfekP+Dz7LL7nzxP66qtEJSZiiopiOjUVTp8mpLycgJwcW0XPNhBCOJzacyYV6EjEyq6z2iuxCg4ORqPRIIRYi0wpFAoWFhYICQkhPj6enJycDdedJEnExsYyPT29lkYzrC4zqw2CwRZ0Phl4R21/bcXFxTEyMoL6WnRwr/DwkRFzNojI8gAUNcvI+xUkfyCBoEjXIvbe3t6UlZXR0NDgVp3heoRfm1sXExMJ/8UvkP7zPyEoCP78z9HeeitjcXGU33rrvi1o7bqvkZERampqyMvL29eCIEdg15Nut9Dw8vIiMzOT5ORkBgcHqaqqIjU1lfj4+Btu8b8BP/0p1NTAU0+tkSqwNVwODw/fMj8+9dRTBr1e/z0XIkwvAm8FLkmSlA54Awfn2m6fPG62R0BAwP995JFHdGITurq6xNTU1ObNO0Kr1Yquri5x4cIFMTAwIFZXV/e872Gjq6tLjI+P7/n1VqtVjI6OigsXLojJyUlhtVr3cXSOQ6PRiMuXL4vR0dE9jW1wcFC0tbW59D6USqW4dOmS0Ov1Th9jO1gsFlFTUyOUSqXLx5qZmRGNjY1O7Ws06cWlxn8TL1z+lPhtzQOic/jXQqtdFMuDetH68ynx5Tu+LZIiUgUgokKPiI//9RfF3NSyEM3NQvfpTwtdcrKw+vgIYSuSFgKEVSYTq0eOCMPp08L8d38nxLe+JcTzzwvR3i40CoW4evWqQ2Osq6sTBoNhz6/v6OgQc3Nze3799PS06O3t3dNrrVar0Gg04tKlS6KmpkZcuHBBtLe3C6VSKSwWy677arVaUVNTs/b/sZlacc9XvyUA8bO//m+xusu8tLCwIOrr6/f2hnbA3NycqKmpcdvvWq1WiwsXLgitVuuW423A008LAULT2Sku//73YukXvxDi7/5OWKOjbdeYl5cQt90mxA9+IMT0tPvPvw4ajUZUV1eLnp4eYTab9/Vc14PVahU1NTVieXl5T6/X6/Wis7NTXLp0Scjl8htuThdCCLGwIERkpBAnTwqx6TdUV1cn1Gr1hm1Wq1UkJibOASFiD1wAeBaYAUzAFPA314jUz4EuoAV4616O5a7HTZkKBJAkKejo0aMj4+PjketXjjqdjtbWVk6dOrXr/ouLiwwPD2MwGEhOTj5Q00t3wWQyUVNTs6f00Ppmyenp6W5zQ3YXpqenGRgYoKCgYM+RBSEEra2thISEOFXJpFQq6e/vp7y83O3FCO3t7QQGBrpcYWU2m6murnbas8tqtXL58mVOFCQwpriMfK4ZSZJxLLqMtGNvJ9A3loURHT/54Qv84rl/Z3ZJzkv3VmEO98IYsUTKmQiOJMVg6uhA9/zzWNva8FSr8RQCFhbwnJjAS63ecE59YSF+//7vUFGxpzHaU2h7XXH39PQQGRm559ShWq1mcHCQ4uLiLc8JIdBoNCwsLLC4uLjWaNrT0xNvb+89iazXo6GhYa1auG/8Ze5/tJrf/+gxqj77Cif/qRKPXaLDjY2NHD9+fEez0b2gt7cXDw8Ph5pr7wa77tCdaXcAnnvOZg7Z0cFqejqNjY0cOXIE+cQEJ7Rawi5dghdeAHsT7YoKW7rwjjtgH/rlCSEYHh5GLpeTn59/aC3SZmZmUCqVDqeF9Xo9AwMDLC8vk56eTkxMzI0TwfrkJ+HHP4aWFlinQVxZWaGjo2OLVvjChQvcc889z8vl8rsOeqjuws2aCkQIoTly5MgfXnnllQ++613vWruC7JPi8vLylhSX1WplZmaGkZERfH19SUlJuWHFi3uBl5cXCQkJDA8P76grMxgM9PT0sLq6SkFBgVsr3dwBq9VKd3c3Op1uS579epAkiYKCAhoaGvDz83Oo4m5mZobBwUEqKircri0bGxvDbDY7VFa+E/r6+khOTna6IEMulxMdHU1UWApRYSlkH38PQ/LXmFDUMaGsJzYij7Sjt/Lgt+7mgcc+xEu1HfQPrhIxaeKef34beUeLuev2v+YD976L8K9+FeP0NOoLF1APDCDz9yfw9GlEcjIr3d3oOzvRt7Vx7Px5qKxk+fbbMTz8MAGZmfj7+++4cBFCOHQTcDQVGBAQwMrKCiaTiZWVFdRqNcvLyywvL2OxWAgKCiI8PJzU1FSCg4ORJAmDwUBzc7PDN6fjx48zNjZGXl4eauMyS1MK/L0DiPT3QHYdX6/s7Gwmvv1tIm+7DWmPpHQzMjIyqK2tJTIy0i1zW1hYGNnZ2Vy9epWKigr3Lcjs85BGg4+PDxUVFbz22msEBwcTevYsvOtd8K1vQU8PvPii7fEP/2B7ZGW9TrJKSnYUvzsCSZJITU0lJiaGtrY2oqKiSE9PP9DFttVqpb+/nwonvns/Pz/y8/PR6XT09/czODhIRkaGU1IRt+LKFfjhD+H++zeQKrA1Xk9KStqyy2OPPbYwPT39zYMa4n7gpo1YAUiSlF1ZWXm5rq5uQ6+R2dlZpqen11i/0WhkfHycqakpoqOjSUpKOnAH8f2C1Wqlqqpqi+eUvVmyvSN6bGzsjbOCuQa9Xk9zczOxsbGkpKQ4PT6TyURdXd2exbZyuZzR0VHKy8vdHrlbWFigp6eHkydPuiyIXVpaWjuWM5+NEIKqqirKy8u3ELNVo4aR6cuMTF/GZNYSHpxC2rFbiQ0/wZJFy497/sD5R5+n9fwraLRLJIQn8Z7T9/Dh//vXlL4tAcuMHPWFC6wODyMLDCTozBkCSkqoaWig4sQJ+OY38fze9xCSxMw99zBy111YfHzw8/PDz88Pf39//P398fHxoa2tjVtuuQVPT889vc+BgQECAgI2eGsJITAajayurrK6uoper0ev16PT6dDpdCwuLhIaGkpQUBBBQUGEhIRctwGuXVTriH+QEIJLly5x5swZftv/M75w9y+QZmY4f++/kPqV23ff+Xe/g3e/2/b3e98LX/sa5Obu+dx2aLVaGhsbHV6o7Iapqam1FlJuEXrX1cGpU/Dqq/DOd9LZ2YmnpydCCLRaLUVFRVvPMzkJv/mNLZJ16RJYLDaDSbv4/S1v2VH75wjsbX4UCgUFBQUH5lU4MjKCyWRyqfjKjpWVFfr7+9eKufazl+qOsFigtBSUSptofd3naM+2vOUtb9nwm792jfXNzMy416n2gHFTEyuAI0eOtF6+fLlgfeNUca3SID8/n8nJSRYXF0lISCAhIeGNYbK2CZuritY3S05NTb3hKl7ARn67u7vJy8tzix+XTqfjypUrlJWV7er4PTk5ycTEBGVlZW4nVXq9noaGBioqKlwWwVutVmpqaigsLHQ6yjgzM8Pc3NyuzVvNllXGFXUMTb2GfnWRIP9YUo/eypLSB12MF42ro1T/dzVdz1ykf6CZpz/6azLSytElWznx9mjCdAo0Fy6wOjqKLCgIRWws+X/xF8j8/GBsDL7wBfjVr+DoUcRjj6G/4w70BsMa4dHpdCiVyjUTxPWQyWTIZDIkSUImk63pF3Q6W4uYzd+fj48P3t7e+Pr64uvru4HANTc3U1hY6FDkr7u7m8jISIdtB/r7+/H19eX8Ug1f/fN/JjckjR//zSc4/rn37ryTSgU5OVjDwxkrLSXp179G0mhs/dS++lVwMKU8OTnJ3NwcRUVFDu23G0ZGRlhcXKS4uNj1RVpHh80k8n//l+HCQpaXlyksLESSJMbGxpiamqK0tHTn9OPSEpw/b4tkvfIK6HQQEmKLdN1xB9x22+tRMSehVqtpa2tbm0f3M3rliKzDEajVavr7+zGbzWRkZBxshub734f77oNf/hL+8i83PDU6OorZbN7S8Pxzn/vcypNPPnmvXq//KTcxbnpi5eXldeff/M3f/NcPfvCDEHjdX6azsxOLxUJubu6NlW/eBwghqK+vJykpicnJSSRJIicn54aMygkh6O/vX5ug3anbUKlUtLW17egYPz4+vlbC7W6CbTabqaurc5u56tDQEGaz2SFjzvUQQlBTU0NxcfGergOrsDA918LA5B9Ra6eQhA/x0XlEhKShC4yicVXO1Y42inWnSe+L4/u/+grNEw3c+raP8P7/ew9FMWb0r/0e6/Q0eHril5mJf2EhPikpSLW1tlRAS4tNK/Pd70JZGbCz/kkIgdVqXSNTVqsVSZKQJImJiQkkSXIo1drZ2UlcXNyeV+4Wq2BgbJZJxRLFuamEBXog2+McYjAYaGxspNpXxdwvjRQvefPWMjNHPnHnzjv97d/CM8/AlSsMBgcjU6lI+fWv4XvfA5PJ9vyXvwwOOOA3NzcTExPjVjNdex+73Nxc1+bU0VFITmbxO9+hv7Jyi7P67OwsPT09FBcXX39hodfDa6/ZIlm/+Q3Mz9siV29/u41kvec94KQnl9VqZXBwcG3hul9Sio6ODsLCwtxuzGrH8vIyfX19CCHIzMzcfw2ZQmHTwpWX29rXrLtW7IGPkydPbpBhGAwGkpKSlAqFIkEIYdzfAe4vbnpiJUmSZ0xMzER/f3+cSqVibGxsrWt4R0cHZ8+evelE6Y7CYrHQ3d29FolxxdtqP7G6ukpzczPh4eFkZGTsC9mdn5+nu7ubysrKDT9au3O+21IZ6yCuOURHRkbuaiq5V9hTOWfOnHF6rHNzc0xOTjocsRBCMDjWwLiiFjNzrJpspsd+PuF4hKUzERDCmNAx/lQ79U+dZ3CyC18vP24puoOzd32Y8qJEUrXTeHY1Iwx6PIKC8SsowD8vF6/fnYcvfwlJoUDcfQ984xvM+XijVM6Sm3tibwO0Wpns7MTs6UlSTs6e39fIyAgeHh7bfj8mi2BWZWJ6ycTMkpGZRRPKZRPmdTIub0+JmFAv4sK8iA31IjbMi+gQT7w9t59b6q7U8arVQkpLMgVKOJLTTNQH3rP94P74R3jHO2z6oW9+E4vFQlVVFSdPnsRncRG+/nWbTsXT09a89h/+YUPJ+k4wmUzU1ta61ZtNCJv7v6+vr2spq/l5iIpi+DOfIfHxx7dd6NgNgk+cOLH3VJbFYkszvviijWiNjtpu6idPvq7LSk11eLh2P7r4+HiXZAs7Hbu7u9vplL8jWFpaoq+vDw8PDzIzM/cvzfnhD9sKFLq6YFNUarNUx45nnnnG/NBDD31vbm7uwf0Z1MHhpidWAJGRkV/9yEc+8pWPf/zj0vHjx9eiFd3d3QQHB+/bKuCwIa6Zmfb393Ps2DH0ej2BgYFbmrreCFhYWKCjo4OcnJx9J35KpZKBgQEqKyvx9PRkeHiY+fl5SkpK9iUtOjg4iF6v3zXltlcIIWhoaCAtLc0lXYRdc+bMCru9vZ0jR44QGRmJRqdgfnmAedUA88uDGE0rGLz8WIhIYdY/lMU6OUP/cYVLNed5V95dfOVd/8Kq2cDnn/sUR8KOER+awJGQo8SHJpAQfpwAYSW69vtENfwIIZMxe/JelotvIybNSnD4Ch4rS7ab7sLCxn/tfy8ugtWK8PBAKiqC06dtj1Ondo1KzM7OMjc3R0p6FoolE9OLJhRLRqaXTMyrzVivTYM+noKwAD0GVTejw/X0DPZgtfoSn1ZIRtG7MeuDWNWa8Pb1BwSefjq8ArR4BerwDtThE2DA08eC3mxkoM4Pnz/KuTPqNNlvnSb0ne/YOjCNxqaj8vWFtjbbv9hSeSqVily7xmpkxJYS/NnPIDAQPvc5eOCB66a7FhcX13R67lpgCiFoamoiMjJyW/HxXjAvlxN59CjmRx7B8ytf2fF19uifvX+egwO13djt4veWFtv2nJzXSVZx8YZoym6wi8sXFhYoKChwi8+hEILa2lry8vIOtO/swsICfX19+Pj4kJmZ6V7PxgsX4G1vg3/6J9s1uwk7zU3Z2dnzvb29+UKIafcN5nBw6MRKkiRfoArwwVal+JwQ4mHJRt2/DrwfsAD/IYT43g7HiDx+/Hjv8PDwBusFg8HAlStXHCrlvlmg0Wjo6urCx8eH7OxsfH191/L0p06dumFc1O1lzAqFguLiYrcacO6GqakpJiYmiIiIQK1WU1xcvC+RS6VSydDQkFuMSsE27vn5eYfLrddjcXGRoaEhyq6l2xyB1Wrl0qVLnDt3bstvRgirjWipBphbHmBaM4Y8MIz54DiMCyYSOgI46pPI3Mwy//z4fczOyzGsatf2/9j7HuJ9t96BSjXI737xrzwwp6RCqdh2HMLbC2t4KCIyAllkNFJkNFJkJEREsOzpiVmhIKK311Z1tLpq2yctDWP5SVZKT7KYX8lCzHHUBisavYVlrYnZJQM68+uRET9vE8F+aozL3WgW28nIkvCUNDz0id8wOjgJgJeHN0IIzubdykOffpSV0BU++rE/xyKshMTEEBx5hJCwBJJz3kZGyTsB0GgmCIrzpvX8q/zuP7/Mq/e9wqm/CiZwuxZU994L//EfNvPEdc8LIaiurqaoqGjjTa+7G77yFVs0JjIS/vEf4VOfgl1+V/39/WspIHfBYrFw5coVEhMTHWrQDa+n7M++4x1IDz4I39y9AMxsNtPc3ExISIhrke7xcXjpJRvJqqqyRbeOHrWJ3++8E265Bfagu1xaWqKjo4OjR4+SnJzs0r1lfHx8zaj5MDA3N0d/fz/+/v5kZGTsqk/dE4xGW/WfyWQjtZuuy6WlJQYGBigvL9+wvba2lve///1/mJ6efqdrA7gxcCMQKwkIEEKsSJLkBdQAnwGygHPAx4QQVkmSosUuHapjY2P/68knn/zIXXfdteHu1tbWRlxcnNv7Xh0WTCYTAwMDOzZLlsvlzM3NuXRjdhdMJhMtLS34+/tvcarebwghuHr1KiqVire+9a374tvl7tY6RqOR2tpal4nxlStXyMjIcEpHMTs7i0Kh2FP0TQgrau008uV+mnXjTHhKmD29sMg8rj0v0M8YUQ1oUQ2piYkuICI0l5mxbl74t3tZnp+kyGQkBZsl8p3vvp8zSX9J7/IMP2j/EcEJIQQkBBIRE0VkTDQxUXH4ePgiWTywWjwxyYIwrsoIHR4lpqeT+P5WEvuv4r+iAmAlOJKJjBLkmfkos7NZTIrFJ2AO+cgVBttbGR2QM9Q3y8K8lujwSJ7751fxU0XyQv1/I0kSGcdTyA33xxczOikUH594jAZvftbwIxTLcmbUcpQr00yrpvirP7uH+z/zCFPGZW5923FkHp54evlgNRlp+YfXSPlAKP6bK/wuX7ZVst1/v62H2ibMz88zOjq6fY/Jxkb40pdsacT4eHj4YfjYx7YlBkII6urqyMzMdGvjdpPJRH19PZmZmXuOQttJVWlpKQHHjtnE+d///nX3E0LQ1dWF0WikoKDA9cjzwoJN/P7CCzYNkF4PoaFw++22SNY732mLDO4Ai8VCX18fKpWKgoICpwiJ/fd++vTpQ/UVFMLWaL2/v5+QkBDS09OdXwB/85vwxS/Cyy/Dn/3ZlqcbGxu3tTk6c+bMfE1Nza1CiDbnTnxj4dCJ1XpIkuSPjVh9Cvg34ENCiKE97puQmZnZ3NPTE7l+BbGyskJ7e/t1DUNvdAghmJqaYmhoiKSkJBITE7ddKdmF7FlZWYfaosE+WiV/FgAAIABJREFUgaanpzvkL+UOCCHo7e3FYDAQFhaGUqmktLTUrWlAu36lsLDQbS2B2traiIyMdElsrFar1zRmzo7h2LFjDt+A5+bmUCgU5ObmYrSa0VoNaK2raC0GtFYDK9f+VhtXWViS0Cx6oVv0Rj2pR6WcQTU7wfGck0QGxbJcd4Ff/PLLKFVyLOJ1odP/eeQ3xKcWMdxxmZYLPwdhBOsqWFYRViMff/BTRATDyHMvYf5DPcV6AyUGIwlmKwBmH0+0afH8UWPlh+OTzIQf5Vh8MTlxheQcySclJxtjpJoIvxWO+hjw8pPAw4OJ0VHivL0xKRRYtAYshGAmHOETi8UrBrMlmFWtDA+ZJ3qjjvNdzzNrnEahk3PEM4H7b3kHx/86A5/1aTOd7nVfn44O2EEDdeXKFdLS0nYuiLh40XYja2iwaYceeQQ+8IEt3k72qll338RXV1epr68nPz//uvPNBlIVEACJibb+gM88s+fzjYyMMDMzQ2lpqfui8jqdjaC++CL89rc20uXjA7fe+rr4fQfTVnuP0cTERI4fP+5Q9Kq9vZ3w8PAbRqpil5YMDAwQFhZGenq6Y/55Y2OQnW0jVL/+9Zand7oXt7e3c9ttt12ZmZlxzrztBsQNQawkSfIAmoFU4EkhxBckSVoAngDuBOaAvxdCDO52nLi4uBd/8pOfvOcd73jHhqt7J5Z8s8DeLDkoKIjMzMzrTigajYbW1lZOnz594MJ9IQTj4+NMTExsTWMc0Pm7u7uxWCzk5eUhSRKjo6NuJVf2aNjRo0cdToPshPn5eYaGhigvL3cptdDc3ExiYqJT+iy7S/tmb5m9YHBwED8/P4dJYV19Pem5WQgfGTrrKjqLEZ1lFZ1pFWOPGc0lFfMDCqZWJjjxnnJmSjX88ZWXqP/h75B5eiDzlOHh4YG3lzcP/eQbJMcl0vTLS/zxf36Hr8wHT+FFlMFItmqJD0ckEzbShe9MN5KwIiQZywmpKIpOYL21gmN/fgdBiWlbxtjS0kJSUhJhYWFYNBpMCsWGh3l+HiFkWAjF4hmN8I/HIovAbArEpJURyEUS/v7P8Vr/nTz4IDzxhI0YveUtO34+arWajo4OTp06tfN3IoTNA+tLX4LOThthe/RRm/XAun3kcjkzMzPusUtYBztpKykp2VHTt4VUAZw4Yasc2+YmvBsUCgV9fX0bj+UumM1QW/u6+H183EZST516XZe1qRrVYrHQ29uLWq2moKBgT4UCi4uL9PX1UVlZecPJVIQQTE9PMzg4SFRUFKmpqXuLyL/3vbbqzN5e2IYs7pQ9uv322xfPnz9/hxCi2l3v4bBxQxArOyRJCgVeAO4DGoCHhRDfkSTpfcADQogz19k/s7i4uLqpqWnDXWWnvO6NDqPRSG9vLysrKw43Sx4YGEAI4Razub3CbDbT3t6OTCYjLy/vwP2zhBB0dnYiSdKWViTuJFe9vb2ArRG2O2CxWKiurna5ekur1a61c3JmslYqlczOzr4umHYAV69eJTs722EiffnyZc6cObPrAkAnNzJ/ZQVVpx5hAd9EGerwRYJCw9GrjRjVFqwagWxFhrfOE5l167HM/hbMviZWogzIQ0fxVjaS1TdOatMw/ldbkbTXtGAJCa+L4U+fhpwcpmZm0Ol0O7aJsRqNmOfmMM3MvE64lErE6ioCCRAc+dKXkNlvTg0NNj3VJz8J//7v1/2M2traiI6Ovn7k12q1eQZ95Su2VjCVlfCNb2wgbq2trURERJCQkHDd8zoCewXfdo3MtyVVYBtfUBD84Q8On0+lUtHa2kp+fv7+LZiFgPb218Xv7e227bm5NoJ1551QULBGXhcWFujs7CQpKYmEhIQdf4P23/u+EEM3wp4lGR4eJiYmhpSUlJ0X9b/5jY1Yfetb8NBDW57eSe88NDTE6dOnuxUKxeGIzPYJNxSxApAk6WFAC/wtcJsQYuyaDkslhLguszhy5MjFF1544S2bSZQrVVIHDXvUZ3R0lLS0NKc6l7vDYNIRaDQaWlpaOH78uFssBxyFEIL29na8vLzIzs7e9vMaGxtjenqa0tJSp9MhcrmcqakpysrK3LbS7Ovrw9PTk1QnysDXo729nZiYGGJjY53a3/79OXOjunjxolORrkuXLvGWXSI262FasbDYpGXuygoWrW3ekvlKeAV52B7BMjwDPTAHWtD5G9D461n0VTPno2ZeqFkyr+CDJ2VB6RQHpBDmeY0Ems22m2ZtrU1EXlMDMzO254KDsVZUMJmQQOL732+rIttDmlRYrVhUKowzM3T39JD/3vfabkoGAxQW2tJPXV17MrE0GAw0NDRwyy237C0CbTLBf/2XLS0ol9tSWo8+CqWlmM1mampqKCkpcXs0eWFhga6urg1WJ3aysS2JuPVWWFmB+nqnzqfX67l69SqpqaluixzvitFRm/j9hRds14jVaiPi9kjWmTOYsfWy1Gq1FBQUbKtV6u3txcvLy+Xf+0HBarUyOTnJyMgIR44cITk5eeP8qdPZUoCBgdDauq3Or7u7m5CQkC0R7bvvvlv17LPP3m2xWM7v9/s4UBxkx+ftHkAUEHrtbz+gGrgdeAz4P9e2vwVo3OPxSs6dOzcvNkGpVIrm5ubNm284LCwsiMuXL4vu7m5hMplcOtbS0pKorq7e947nk5OT4uLFi0KlUu3reXaCxWIRTU1Noqen57rvdXJyUlRVVYnV1VWHz6NSqcTFixeF0Wh0dqhboFarxeXLl4VlU9d3R6HT6cSlS5ec/q7NZrO4cOGCU/vrdDpRW1vr8H5Wq1VcvHjR4f3UKrW4erFZmFcd+8xm5+dEa1vrXgYmxMiIED/7mRCf+IQQJ04IYYtf2B7Hjwtx111CfPObQvzhD0IsLOx6uKGhITE0NGT7zz/+o+0Yr77q0Nh7e3vF8PCwQ/sInU6Ixx8XIiLCds73vU+I7m6xuLgoqqqqXL7mtsPMzIyorq4WJpNJKBQKcenSJaHT6bZ/8Z13CpGT49L5jEajqKurE/39/fs+z23A7KwQTz8txHveI4Svr+3zDQ8X4iMfEeL558Xs6Ki4cOGCGB8f3zAulUolqqqqDnasboLZbBYjIyPiwoULYmBg4PX70xe/aHv/VVXb7mc0GsWFCxe2XG9yuVzExMSMcC3A80Z6HHrESpKkPOAngAcgA34lhHjkWlrwF0ACsAJ8UgjRvpdjxsXFNf3pT38qzllnICiEzYm6qKjohgy/GgwGuru7MZlMnDhxwm2ryZ6eHnx9fd3SEHgz7Mak9gbPh1HZYrVaaWlpISgoaM9pT6VSSV9fH2VlZXuufrGLdN250hfXqrVycnJcdkLu6uoiLCzM6ZW7QqFgfn7eqbLvmZkZVCqVw6lRk8m0Jqh2BHq9no6ODodT+0ajca2HnqPora8nRi4nfHQUmpqgudmWbrMjKcnWELi42PZvURFcE3MbjUbq6uo4Gxhoa678kY/A0087dH6z2Ux1dbVz4nO12lZ1+J3vgFYLd9/N6Ec/ij42luzsbMeOtQdMTk4yPDyMTCajvLx8Z33ORz9qq4wcG3PpfFarlc7OToQQ5OXlHbwhtFZrS2faxe9LS+Dnh/Xtb2eqpIS58nJyzp7F29ubmpqaA+0/eF1YrTaLBJNp+3+32WYxGJiVy1mYmSHa25uor34V6UMf2rEIoa+vD19f3y3+ivfdd5/6qaeeulen0/18/9/oweLQidV+QJKkc3feeedzzz///IacxuzsLFNTU27tn+Uq1jdLzszMdHv7HXfpdzZDp9PR3Ny8Fho+DAGm1WqlqamJ8PBwh8Pq9hTFXoiS1Wqlvr6e1NRUt9p2jI2NrennXMHajfvsWae/h+bmZpKTk52qJO3p6SE8PNzhFOTKygq9vb3b2wnsgtXVVVpaWpyqfLx48SLnzp1zeL+5uTlmZmY22lAsLdlMJ+1Eq6nJli6yIyVljWgNBgeT9G//hufios2LyonPeXx8HK1W6zwZmp+Hxx6D738fYbWiePe78f7qV4lws4fS2NgYQ0NDhISEUFJSsvM1+elPw7PP2qrwXIQQNr+8ubk5SkpKDs++wGSC6urXdVmTkwiZDFVuLpq3vhVRUkJifLzDZGbfnrNYrv+eroPVsDAUv/89x7bxCrRbSmzugLK0tERWVtaUUqlMEkKYNx/zZscbryOxDZfq6+tnx8bGwtez5KioKAYGBlhZWTnwarXtYO+HFRcX51L7kt3g4eFBbm4ura2tbmuZYK/KycvLO7RKS4vFQmNjI9HR0U5F4yIiIigsLKSxsfG6Atiuri6io6PdSqoMBgOjo6OcObNrPcaeMDIyQlJSktPfrcViQa1WOx01U6lUTn0Hq6urTvl/yWQyLE7eEDw8PDCbzQ73igwPD6e7u3vjxrAwm8P02972+raFBRvZshOtK1fgV79irdbwpZecIlUACQkJVFVVodfrnfMZioyExx+H++9H+vrXif3xj7GeP4/lrrvweNe7bG11XHD7F9dsTrRaLefOnaO/v5+urq4thSRrCAqyOc+7AZIkkZqair+/P3V1dZSWlh5Or1QvL3jrW22P734XWluRXnyRoF//mrBtvMocOq63t+1h/3vzv/a//fwgOHj753bbz8nXy6Ki0CuVXL58meTkZI4dO7ZGooaHh0lOTt5CuJ544gmtVqt97I1IquANGrEC8PLyuuOee+75r6effnrD3WJubo6JiYktTV8PEjqdjq6urrXqtYNwI+/u7sbHx8clwaTVaqWvrw+1Wk1RUdGhububzWYaGxuJi4tzuX2PXQCblpa2bdXV+Pg4c3Nzbi9Rb2pq4ujRo04Lze2wu+270hNzZmaGxcVFchzovWeHEGLNqd1RTE9Po9FoHK5ctRdm3HLLLQ6fs6WlhZSUFKe8x+x+TQ7fsOfnEU1NdLe2kvbZz7pkJqtUKpHL5e6Jug8Nof3KV/B+9VW8VCpbdVtpKdx2m82LqLQU9rjYs1gstLa24ufnt1Y8IoSgra2NgICA7SsqH33U1ljaYLD5RrkJi4uLtLe3U1hYuP/NhveAtUKi4GBMPT2Mz8xwLCWFyLi4vZEaT889t905TBiNRoaGhpidnSUlJYWoqKhtiy60Wi2pqakKhUJxXAixeohD3je8YbsTm83m37z88ssqpVK5YXtUVBQGgwG1Wn3gY7K79TY2NpKUlERpaemBtXjJyspienqa5eVlp/Y3GAzU19fj4eFBeXn5oZKqK1euEB8f75aeiH5+fpw8eZLx8XGGhoZYv9BYXFxkfHycgoICt5IqhUKBEMJlUgU24peQkOCSrkQulzutzdJqtU5Hf1dXVx0zILwGSZKwWq1OnTMwMJCVlRWn9o2OjmZubs7xHSMjkW67jcAPfpCJiQmnzr1+DAaDAZVK5dJxAEhNJeDZZ+n+05+Yeekl+Od/tnk2ff3rNiuE6Gj44Afhpz+FTfPoehiNRhoaGoiIiCAnJ2fttyJJEvn5+SwtLTE+Pr51R3tFpJuiVnaEh4dTVlZGW1sbM/bqzkNEb28vR44cIaiggPAPfYic++5j/Ngxmjw8MObk2Py80tNtOr34eJsZaWiozTTWy+umIFUA3t7eZGdnU1lZyfLyMhcvXiQ8PHzL3PmDH/zAsLq6+uQblVTBG5hYCSGsGo3m4a997WtbGFRmZib9/f0HORamp6eprq7Gy8uLM2fOELWDk+9+QSaTUVBQQFtbm8NplPn5eerr60lPT3etV5eLMJlMNDQ0kJiY6FYfHi8vL8rLy9FoNLS3t2O1WtHr9bS3t1NSUuJw2mg3mM1ment7nfKK2gyLxcLk5KRL9hZms5mVlRWn3eOXlpacjgqsrq46RdBduf5cIVZRUVHMzu7YVeu6iI+PZ2pqCleyBJIkkZ2dTU9Pj0vHWY8T+fn0BwejeeABm/XB7KxN+/Tud9sMTD/6UYiNtenFvvQlm9WA2ZbB0Wg01NXVkZKSsm1DZplMRklJCVNTU0xPb+qtaydWTn4fuyEgIICTJ08yMjLC8PoigwPG/Pw8y8vLpKSkrG3z9vamuLiY+Ph4amtrbwjy507YMyM+Pj4IIaiqqmJmZgYhBHq9nieeeEK9tLT03cMe537iDUusAHQ63S+ee+65+cnJyQ3bIyIiMJvNTkdvHIFGo6GhoQGlUkllZSUpKSkHX7VyDcHBwRw9enTN4PJ6EEIwMDBAf38/FRUVB04G18O+Kk5OTnap5ctOsBPPoKAg6urquHr1Knl5eW7XafT19ZGUlORUpGYzJiYmOHLkiEvEb3Z2lujoaKfJytLSktOtk5zVWLmCgIAAp4lVUFAQKysrThMaLy8vwsPDnYt6rUNoaCg+Pj4ukbz18PT0pKCggNbWVtuiKyIC/uqvbFVe09M2vdijj9oiKP/yL3DmDERGYnj3u5F/7WsUx8buGn318PCgrKyMoaEh5ufnX39inyJWdnh7e69FTzo6OtxGRPcKk8lEV1cXhYWF2/6+4uLiOHnyJHK5nObmZoxG44GObz8xNDREeno6+fn5lJaWolQqqamp4etf/7pBr9d/VwixP1/6DYI3NLESQlgWFhY+89BDDy1tfi4jI2Nfo1Ymk4nu7m7a2trIyMigsLDwwG8i2yE5ORmNRnPdyd1oNHLlyhVMJhOVlZUHlrLcDqurqzQ0NOyog3IXJElaq3A0GAxuLyZQqVSoVCq3GKharVbGxsZcttFwJQ0ItvfkbLTL2VSgKwgMDERrd1l3EJIkERIS4lIa7vjx44y5aC8AttR+X1+f28hCaGgoR44coa+vb+MTMpnNOuKLX7RVu83PI371K5bf/nakhgYyv/1tgrKyID8fvvAFuHTJVnG2CV5eXpSVldHV1fX657fPxMo2fNna3Hv16lXM5oPTSnd0dJCamrrr3Onj40NJSQmxsbHU1tayWbpyM0Kv17OwsLA2r/j7+1NQUEBSUhLPPPOMdmlp6YlDHuK+4w1NrADMZvP5S5cuTfX09GzYHh4ejhCCxcVFt55PCMHk5CQ1NTUEBgZy+vTpG6pHoSRJFBQU0NXVxerq9inupaUl6urqSExMJCcn59AibPC663RmZqZbNEnXw8jIyNr31t7ezuZop7OwWq10dHSQn5/vllSqXC4nJibGpbJys9mMVqt12lPHarVitVqdHsNhRKw8PDywWCxOE5Lo6GiXIkUhISGsrq6i1+udPgbYblaRkZEua7bWIyUlBbVavev7MwcG0pyUxMTDD+OlUNgc6//lXyA83Nb78Nw5W2XhnXfCD38I68bn6+tLaWkpra2ttqihXZu3j8QKbHNeRkYGR44coa6uzuXPfi+wzxt7ja7Hx8dTWVnJ+Pg4ra2tmEym/RzevmJgYIC0tLQt89zjjz+uUavV/yiEMBzS0A4Mb3hiJYQQSqXyk/fdd98WBuVurYJKpaK2thaVSsXp06dJTEy84RpsAmuVOy0tLRveuxCCkZGRtRYUcXFxhzhK28qnoaGB7OxsoqOj9/18s7OzKBQKcnNzCQgI4NSpUyiVStrb250u77djZGSE6Ohot7QXsnv2uBqtUiqVLvmmLS8vOx2tAptG7KD7SYItSuBs2iUqKsrlVF5iYqJbCFF6ejojIyNui8JIkkRhYeGa6e9mqNVqamtriY6OJjc3F5mHh63h8+c/b9NiLSzY2r188IO29OEnPgGJiZCTY2s6/ac/EeDpSVFREU1NTaza9XX7TKzsOHbsGDk5OVy5cmVfZSAajYbh4eGNnmd7gJ14RkVFUVNT47ZU70FCrVaj0Wi23Dvkcjn/8z//s7CysrKrM64kSU9LkjQrSVLXum2/lCSp7dpjTJKktn0avtvwhidWAEKIup6enu76TT2pgoKCCAoKclk8aDQaaW9vp7u7m7y8PHJzcw/PoG6PiImJITg4mMHBQcCWumxubkaj0XDq1KlDd6fX6XRcuXKF3NzcA9F2abVauru7KV5ncufp6UlxcTHBwcHU1tY6rc3R6XRMTU2RlpZ2/RfvAQqFgvDwcJfTaO5IA94I5eyOwhWdlY+PD1ar1aWIQnx8PNPT005XNtrh5eVFQkKCW8XZvr6+ZGVl0dbWtmHRNTExQWtrK4WFhTsXjgQH23rm/ed/wvi4zQj1O9+BI0fg+9+39QYMDyfk7rspuXqVvpoa2377IF7fCREREZSUlNDa2rovxMVsNtPS0kJhYaFT9wBJkjh69CiVlZWMjo7S3t5+U0Wvenp6tu3V+vnPf161tLT0WSHE9VaozwC3rd8ghPiAEKJACFEA/Bp43p1j3g+8KYgVgEKh+NS99967sDk6lZGRwcDAgFOTnBCC0dFRamtriYyM5OTJkzdOq4I9ICsri7m5OcbHx6mtrSUmJob8/PxDiSKsh1arXROPR+yh4a2rMJlMNDU1UVhYuIWsSJJEUlISeXl5NDU1IZfLHTq2EIKOjg5OnDjhls9VCMHQ0JDLDVxNJhM6nc6l69UV4brZbHbp8zgsywWAyMhIFlxwC/fw8CAyMtItepqkpCRmZmYwGNyXXYmNjcXPz4+xsbE1ojA3N8epU6f2fr1Ikq0x72c/C3/8oy2a9dvfwsc+Bt3dBH7hC+R/9rMAWA+giGg9AgMDqaysZGBgwC16t/Xo7OwkMTHRpUgu2AhuWVkZYWFh1NbWuhwlPQjMzc3h6em5RfrS39/Pa6+9JjcajS9e7xhCiCpgW32OZGNrfwk8647x7ifeNMRKCNE9MzNT/fLLL2+YjX19fYmLi2N0fSuKPWBhYYHq6mr0ej1nzpwhPj7+hkz77QaZTEZsbOzajf/YsWOHPSRWVla4evUqBQUFB6JNE0LQ2tpKSkrKrtGX0NBQTp06hVwup62tbc/pl+npaXx8fIh0wdF6Pebm5ggICHC5WlGhULic6lWr1U4TM1f1VR4eHi4RK2cF7OC67QLYROzbejs5CJlMRnp6utsLcXJychgZGaGqqoqIiAiKiopcsx0JDITbb4cnn7T1WOzvh//3/9DefjtdkZEuR+8chY+PD5WVlczPz9Pd3e0WOcjExARWq9UtxSlgWzwkJCRQXl7O0NAQHR0dByq+dwR21/3t+oX+/d///aJSqfyUcP1DPgMohRCDLh5n3/GmIVYACoXi/gceeGBx8484JSWFiYmJPYVcDQYDzc3NDA4OUlRURHZ2tlt9jg4KFouFtrY2VCoVJSUlDAwMHHg58mao1WoaGxspLi4+sBRTf38/AQEBexKZenl5UVpaSlhYGDU1NdctfDAajQwMDDjlaL4ThoaG3JJSnJ6edqnC0mQy4eHh4XRhg6vESiaTHVrEKjw83OWil6CgICwWCzqdzqXjgK1sX6PRoHGTVsmu4bN/t0ePHnXvolGSbIaYn/kMAb/9LX5lZbS3tx/4/OPh4bHWUaGxsdElHaVarWZkZMRtxSnr4efnR0VFBcHBwdTU1LgULd0vTE5OEh4evkVCcvXqVTo6OvqFENVuOM0HuQmiVfAmI1ZCiPHl5eUXf/7zn29gUJ6enqSkpDAwMLDjvlarlcHBQRoaGoiPj6eiouKG6DfoDLRaLbW1tYSEhFBUVERcXBxhYWFbS60PEMvLyzQ3N1NSUnJg6dTp6WlUKpVDTW0lSSIxMZHS0lJ6enro6+vb8Qbf09NDWlqa21zqFxcX8fT0dFkAbzKZMBgMLh3HVX2VO4iVszdCf39/lwiNh4cHvr6+LpOixMREt6Si1puGugqdTkddXR0Wi4WzZ89y/Phxtxx3N6SmpuLl5bXv59kO9s8uJiaGuro6p1KqJpOJlpYW16N6u0CSJI4fP05ZWdlaD0ZXC2rcBbPZzPDw8Ja2RUII7r333gWFQvFJV88hSZIn8D7gl64e6yDwpiJWALOzs//45S9/eXlz1cuxY8eYn5/fdrKcnZ2lqqoKIQRnzpw5kLL//cLMzAyNjY3k5eVtaNybmZnJ8vLyVnfkA4BKpaKlpYXS0lK3VM3tBWq1moGBAad7ANqdnSVJora2dkuLpIWFBfR6vUvi8M0YHBzcvueag5iZmXH5GlapVE7rq+BwU4H279uVCIk70oFxcXEolUq3pMHsrUM2GHA6ACEE4+PjXL16laysLLKyspDJZCQlJaHValEoFC6PcSdIkkROTg4Gg4GhoaF9O89uSExMJCMjg4aGBocif0IIWlpaSEtLO5AFob+/P5WVlQQEBFBdXe12uyBnMDIyQkJCwpYF5O9//3sxNTXVIITocMNp3g70CSGm3HCsfcebjlgJIeb1ev2PnnzyyQ3Myr5yWd/BXqvVcuXKFSYmJigvLyc9Pf3Qhd3Owmq10tXVxcTEBCdPntwSbZAkieLiYgYGBg7Ekd6OxcVF2traKCsrO7AIoNFopKWlheLiYpeqN2UyGRkZGeTl5dHW1kZ/fz9WqxWLxUJnZyd5eXluSwuo1WqsVqtbUqTT09MuEz5XWtnA4UaswJZeccXPyOm+gevg4eFBdHS021qaZGdn09vb6zBh1Gq11NfXo1art/ju2S0Yent73SqQ3wz7eebn593qzeUIoqOjKSoqorm5ec/fbV9fH8HBwW5dQF0P9oKa0tJSent76e7uPrTolV6vZ3p6eks7I6vVyv3337+gUCjuc+R4kiQ9C9QDGZIkTUmS9DfXnvorbpI0ILwJiRXA/Pz8o9/+9rcXN+eq7WX9MzMz9PX10dTUREpKCiUlJYfqPO4q9Ho9dXV1+Pj4UFZWtmNqysvLi+LiYlpbW3c0D3UnFhYW6OjooLy8/MDsHaxWK01NTWRmZrotOhYSEsLp06eRyWRUV1fT0dHB0aNH3fqeBgcH3aKtMhqNGI1Gl0msVqt16f0dpsYKXNdZ2fd3VRfkLid2+5hCQkL2XLlq11I1NjaSmZlJbm7utqksHx8fcnJyaG1t3VcdlL2v4MTExL5GyHZDcHAwFRUV9PX1XZfgyeVy1Go1mZmZBzS6jbBHzX19fampqWHC3g+HAAAgAElEQVRpaUuDkX1Hd3f3WnRzPZ566inj0tLSi0IIh6rChBAfFELECSG8hBBHhRBPXdv+MSHED9w49H3Fm5JYCSG0y8vLn7v//vtVm7YTGRlJU1MTnp6enDlzxm3VXIeF2dnZNefy7dxwNyMoKIisrCyam5v3tVJnbm6Orq4uysvLD5S09vT0EBkZ6fZ0rkwmIy0tjczMTKanp9HpdG7zn9Fqtej1erdYT8zMzLhcDajX6/Hx8XEpGneYqUBwnVhJkkRoaKjLN7OAgABkMplLY1mPjIwMBgcHrxvBUKlU1NTUYDQaOXPmzHUrcO3mtiMjI24Z507w9PRc0xEdlkjb19eXyspKFArFjhHA5eXltQKmw6wGlySJlJQUiouL6e7upre398AqLOfm5rBYLMTExGzYvrS0xMMPP7w4Ozv74IEM5AbEm5JYAej1+mf/+Mc/jjQ2NgK2VEt9fT3Ly8ukpqZitVoPtZWLqxBC0NfXx9DQEJWVlQ4RxJiYGCIjIzekRd0JpVJJT08PFRUVB0qqJiYm0Ov1bjPq3Ay7x1RlZSUhISHU1NQwNTXl8irfHq1yxwTuajUguK6vgsNPBbpKrMA96UBwn4gdbNGl+Pj4He1j1psZ5+fnk5WVtWd5Q1ZWFnK5fN+lAt7e3pSVldHZ2XmgsoT18PT0pLS0FIvFQktLy4ZrbXV1ldbWVpelBO5EYGAgp06dwsvLi5qamn3/3KxWKz09PeTm5m557sEHH1zWaDT/IIRQb7PrmwI3L3NwEdda3dz9sY99bLGjo4P29naysrIoKCggIyNjLepwM8LetFgIQWVlpVMO3WlpaRiNRof9va4HhUJBf38/lZWVB9onbmlpibGxsR07zbsDExMTBAcHEx4eTmJiIqdOnWJhYYG6urot4va9Qq/Xs7y87JaWPqurq5jNZpdTlO4gVmaz2aUKKldTga64r9sRGRnpFmIVGxu7tvp3B1JSUpicnNzQtscuTq+trSU8PNwpM2MPDw8KCwtpbW3ddz8lPz8/SkpKaGlpcclzzBVIksSJEycIDw+noaEBo9GIxWKhqamJrKysAyu02SskSSI1NZWCggI6OjrWNJ/7gZGREWJjY7f46bW2tvLyyy+Pr6ys/HRfTnyT4E1LrACEEL3Ly8svnD9/3nz69Om1m4VMJiM7O5uurq7rHOHGw+LiInV1dSQnJ5OVleU0ibA3a56ennab3mF6eprBwUEqKircZkGwFxgMBtra2igpKdm3cmiDwcDIyMgGgzxvb2/y8/PJycmhvb2dzs5Oh7Vrw8PDpKamuoUMuiMNCK4L1+1w5T25mgp0pV/g+mO42t4GbPNNXFyc2ypyPTw8NtjHLC4uUlNTg0aj4fTp0xw7dszpzz4oKIjjx4/vWzR7PQIDAyksLKSxsfFANJ87ISkpiZSUFGpra7l69Srx8fFb0l83EoKDgzl16hSSJFFTU+P0om4n6PV6pqamtnR/sFqtfPSjH11QKpV3u8EM9KbGm5pYAcjl8ge+973vzW8uW42OjkaSpJumEaZdiNrd3U15eblbfvgeHh6UlpbS19eHSqW6/g67YGpqipGRkQMnVfYVZm5urstu5buhq6uLrKysbYlbaGgoduJeV1e3Jw0M2NI28/PzLqfu7HBHGlAIwerqqkt9Cq1Wq8tE0dVUoCRJLh8DbFErZy0O1iMxMdEtTux2HDt2jLm5Oerr6xkcHKSgoIATJ064JXWVmJjI6uqq26oZd0NoaOha4+TD7JkXGxtLSEgIKpXqhotUbQe7I39BQQFtbW1Ot23bDnbB+uYU8tNPP21UKpUvCSE63XKimxhvemIlhNBoNJoHH3jggS1J6RMnTtDT03PDGLHtBJPJRGNjI1qtllOnTrmVQHh7e1NaWkpra6vTqdHx8XHGx8epqKg4UE2CvU/fkSNH9rUIQalUIoTYVRBvb656yy23AFBVVXVd/dXIyMgGrzFXYDAYsFgsLl8bWq3W5YpCV/VV4HoqEGzpQFfTTNHR0W5ZfPn5+eHl5eWW6ILRaKSrqwshBFarlfLycreSAXs0u6+vzyXLir0iKiqK1NRUl93RXcHY2BhWq5WzZ8/S3d3tcM/Qw0JwcDCnT5/GarVSW1vrsjv/3NwcVqt1W8H6P/3TPy3Nzs5+1qUT/H/23jy6tbM+939eTbZkyYM8yvM8Hs/Hs318EtIQKA3kArfQSyFNCpS29JaVhALNXaXtbX/Qpk2ht+39AaEpNGTRQiktKWM4o+d5nuXZ1mDJGmzN0nv/sLfi6fjY0n4lH44/a3kdHcl+99a097O/w/P9BeGBFlaEkEhCSC8hZIQQMkEI+eP9+18lhCwSQob3f6pOW2d3d/f1n/zkJwv9/f2H7pdKpUhLS8Pc3MUdTWQ2m9HR0YG0tDRUVFQwKbiPiopCZWUl+vr6zn3VuLS0hI2NDTQ0NIR89A9XH3bUY4VPPB7PPYs4T0IoFKKgoADNzc3Y3t7G7du3sbm5eUxgud1ubG5u8ja/cXNzk5fIFx9pQD6EVbCpQICfAva4uDje2tyDtV5wu92Ynp5GR0cHYmNj8cgjj0AoFDJpw5dIJLhy5QpzCwaO1NRUqFQqDAwMhHz0jVarxfr6Oqqrq/0GnaurqxdiDNhZEAgEfjuNwcFBzM/PB7TfXq8XExMTuHLlyrHHnn/+ebPFYvkMpTQ83QYXjAdaWAFwAniUUloJoArAE4SQxv3HXqCUVu3/DJ+2yH4h+68//fTThpPmCOp0Ot7z1MHCFaMODw+jtraWuUGdUqlEYWHhua4aFxYWoNVqUV9fH3JRpdfrsbGxwatJ50lMT08jJyfn3KmxiIgIlJeXo76+HjqdDnfu3IFGo/Ef8JaWlpCZmcmbUOYjDQjsCatwdwQCwacCAX4K2LnxNnwUWCclJcFgMJy7MNztdmNmZgZ3795FZGQk2tvb/XVU3KgbFgIgMTERsbGxIXNLz8nJQUxMTEjnCppMJkxNTaGurs6f+hKLxaivr4fdbsfw8HDIB0gHCleS4Ha70dHRce7P/szMDDIyMo5FvYeHh/HGG28s7+7u/hOf+/sg80ALK7oH9+kQ7/8E9I2jlE7q9frvfPWrXz1U0SoQCFBZWRmWIaH3wuPxYGhoCAaDAS0tLSHL+atUKv9V4/0OJnNzczAYDIcOSKFid3cX4+PjuHr1KtNtm0wmmEymoKbZS6VSVFZW4urVq9jc3MTdu3exsbGB1dXVoNY9iMPhAKWUF2sLk8mEmJiYoNa4KKlAuVzOiyBKTEzkpTuQEIK0tLQzp5kOCiqJRIJr164hOzv7kBiPjo6GTCZjZrhZXFwMjUYTMnPKwsJCCASCkMw1tVqtGBoaQl1d3bG6UIFAgIqKCigUCnR3d4e1/us8CIVClJSUoKysDP39/VhYWDjTec1kMsFoNCI3N/fQ/T6fD08//fRlwfoRHmhhBQCEECEhZBiADsBPKaU9+w/9GSFklBDyMiHkTEdxnU73wuc//3nj0UL2mJgYJCQkMDfHOws7Ozvo6OhAfHw806Gf9yInJwexsbEYHh6+5xdyZmYGZrMZV69eDbkXmMfjwcDAAKqqqoIqsL4fPp8Po6OjvEXEZDIZqqurUVNTA7VaDbfbjY2NDV6uhvmKVvl8Pvh8vqDr5H6RUoEAf3VWAJCZmXnfIna73Y6JiQl0dHT4BVVOTs49LyKKi4uZtd4LBAJUV1djZGSEuQUDsCc+y8vLsbu7i4WFBWbbsdls6O/vR21t7T3tSTh7g+zsbHR2dj5Q9jxxcXFoa2uDw+FAZ2fnqRcY3LGusrLy2LHu1VdfdWs0msuC9SM88MKKUuqllFYBSAdQTwi5AuCzAIoB1AFQAviDM65ltVqtz33yk5881gJXWFiI1dXVsHmqAHsjFPr7+1FVVcVbNCMQCgoKEBER4S+Q5aCUYmpqCru7u6itrQ25qKKUYmhoCNnZ2UGnq+7H4uIiEhMTeR+8KpVK4Xa70dLSgp2dHdy6dQsLCwtBnbT4ElZmsznoaBVwcVKBIpGIl2JoLvLFh3CJjIyEVCo9MQLERVD6+voQGxt7X0HFIZVKkZyczGvX4UHkcjlyc3MxNhaacyshBDU1NdDpdFhb438mr8PhQG9vL6qqqs70/U5NTUVFRQV6enrCMlYmUIRCIcrKylBSUoK+vj4sLi6eeLE8Pz+P5OTkY5mRra0tvPjiiwatVntZsH6EB15YcVBKTQBuAniCUrq5nyZ0AvhHAPVnXWd3d/f1n/3sZ+M//vGPDx0lhUIhKioqwpIS5K4Y1tfX0dLSwsvJLRi42g2v1+v3yqGUYnJyEk6nk6kJ52nMzs5CKpUiMzOT6XZsNhtWV1dRWFjI+9rr6+tITk6GXC5HaWkpWltbQSnFnTt3MDY2du4Ii91uByGEl+idyWTixb/qoqQCgb16mWD9rLjxNsFaknBkZ2f7RRClFBqNBp2dnRgfH0daWhra2tqQlpZ2rguX/Px8LC0tMUtZZWRkwOv1hqxbTiAQoK6uDouLi9Bqtbyt63a70dvbi7KysnNdnMXFxaGhoQGjo6O8+ZGFCqVSidbWVuzs7KCrq+tQ5M1qtUKj0Zw4reKZZ54xmc3mT14WrB/ngRZWhJBEQkjs/m0pgMcATBNCVPv3EQDvAXBmp09KKdXpdL/6m7/5m4ajYwGUSiUUCkVIp6/bbDZ0dHQgKioKdXV1F2aEAiEElZWVsFgsWFhYwNjYGLxe74nh4lCg0WhgNBpRWlrKdDuchcOVK1d4r9/ivMjy8vL894nFYuTn5+P69etISEjA6Ogourq6DhW6nwZf0SqAn8J1AEH7YAH8pAIBftOBfNRZAXveWEajETMzM7h58yZ0Oh3Ky8vR1NTk99c7L2KxGNnZ2cwKzbnjwezsbMhSYtxcwampKRwt3wgEj8eDnp4eFBQUIDEx8dx/L5PJ0NzcjKWlpYA778KFSCRCeXk5CgsL0dvbi+XlZfh8PoyMjJzYbf6d73zH09vb27W7u/udMO3yheaBFlYAVABuEEJGAfRhr8bqBwBeI4SMARgDkADgf59nUUrphtls/oPf/u3fPnYJWlJSgsXFxZD4t2i1WvT09KCsrAx5eXlhHfZ5EoQQVFdXY2FhAVarFeXl5WHZR6vViunp6ZCkHzc2NhAREcHEF2tzcxNKpfLEaA4hBCqVCs3Nzbhy5Qq0Wi1u3ryJ6enpU09kfAori8XCS+rT5XIFfYHARyoQ4MfLCuCngJ1SCr1ej4GBAbjdblgsFrS2tvqLpIMlKysLWq2W2bFLLBajoqIiZBYMwF53bX19PUZGRoLq3PZ4POjt7UVWVlZQ0wnEYjEaGxthtVoxOjr6wHQMciQkJKC1tRVmsxk3b96EQqE4FqXe2trC7/3e7xm0Wu2vh2k3LzwPtLCilI5SSqsppRWU0iuU0j/Zv/9RSmn5/n0fOtA5eGasVuurb7755uiPfvSjQ98MkUiEsrKyU4u3g4WrVVKr1Whubr7v5PlwwUVvuLQEqxqO03C5XBgYGEBNTQ1zR3eXy4XZ2VmUlZXxvjYXrTo6JuIkFAoFKisr0dbWhqioKAwNDaGzsxNra2uHxIbNZoNQKORlJqPb7YZQKORNuPLhvH6RIlYSiSTg8TY2m80fndrY2EBeXh7a29ths9l4bU7h/IxYdtTFx8cjPj7eXyIQCmQymX+uYCDRMk5Upaen8+IbJxAIUFVVBalUit7e3gemY5BDJBIhNzcXPp8PRqMRKysrh851Tz/99Pb29vYnKKWGMO7mheaBFlYs2fe2+sBHP/rRraMpwcTERMjlct4HFAN7hZNdXV0QCARobGwM6aDi8+Dz+TAwMICoqCiUlZWhvr4eGo0mKIPD80IpxcDAAIqKingvIj+JyclJFBQUMBFwer0ecrn8XM7oIpEIGRkZaGlpQWVlJaxWK27fvo3BwUG/qSFf0Sq+6qv4uhi5aKlAYO+4cNbxNk6nE4uLi7h79y6GhoYgk8nQ1taGyspKxMXFITIyEnK5nPdi6OTkZNhsNhw9pvFJYWEh9Ho9L+m5s6JQKFBRUYHe3t5zzRU8KKr4rM0khKCwsBDp6eno6uoKSYaDL3w+H4aGhnD16lW0trbCaDSit7cXDocD//Iv/+Lp7+/vtNvt3wv3fl5kLoXVKVBKN81m8x/81m/91rGjUGlpKVZXV4MeEXCQra0tdHV1IT8/H0VFRRcu9cfh8/nQ39+PmJgYFBUVAXhrrmAoxdXk5CSUSiUvg4Xvh8FggN1uZ2bEOjc3d6Zo1b2IiopCSUkJrl+/juzsbOh0OszMzMBoNPrHUATDRSpcB/hLBcpkMt5qghITE0+1XXC5XFheXkZnZyd6e3vh8/lw9epVtLS0ICMj41h0Kjs7m/eLt4OmoazgLBhGR0dDGq1RKpUoLS1Fb2/vmbpoWYmqg6Snp6OsrAzd3d1MxSyfzM7OIjk5GbGxsRCLxaiqqkJOTg5++MMf4lOf+pRJq9V+ONz7eNG5FFb3wWq1/tONGzeG/+u//utYl2BVVRWGhoaCPmlRSjE3N4fp6Wk0NjYiKSkpqPVY4vV60dfXh/j4+GOdIqEUV2tra9jd3WXSmXcUr9eLsbExZi7uRqMREomElzoaQgiUSiVyc3OhVCqRmZmJjY0N3Lp1CwMDA1hfXw/oZMdX4brL5eJFWPEVsRIIBKCU8hJJUyqVxyJMOzs7mJ+fR0dHB3p6euByuVBVVYW2tjbk5eWdWsSvVCphtVqD7lo8SlxcHMRiMdMB81FRUcjPz8fo6CizbZxEUlIScnJy0NfXd+rnIxSiiiM+Pt4/b5XPDkYWGI1GGAyGY8f2pKQkfOUrXzEZjcaPUkpDF4p8QAmtu+QDCKWUEkI+8LGPfWxkfHw86eBVe0xMDFQqFaanpwPuRnO5XBgaGkJUVBSam5tD7v10HjweD/r6+qBSqZCdnX3i73DiijuwHXXq5QOTyYSFhQU0NzeHJKo3Pz+PtLS0exoFBsvc3Jw/8scX6+vrSEtLQ0JCAhISEkAphdlshkajwfz8PMRiMZKTk5GYmAiFQnHf13F3d5eX5+9wOHiLWPFVGBwZGQmHwxG0M71AIEBkZCRWVlZgtVqh1+shlUqRkpKC2trac3dCEkKQmZmJ1dXVQ52ifFBaWoq+vj4kJiYy+w6lp6dDq9VidXWVt5mXZ92uy+XC4OAgamtrjz0/zlIhIyODuajikMvlaG5uRl9fH2w2G9P5pYHi8XgwOjqKurq6Y6/Zt7/9bc/Q0NBdu93+72HavQeKi3sWv0BQSjVms/mFj3/848e6BPPz87G9vQ2D4fx1fCaTCZ2dncjMzMSVK1cuvKjq7e1FamrqPUUVh1AoRH19PQwGA2ZmZngt8nc4HP78fyisJ6xWK7RaLe8nNg6z2Qyfz8dLmu0gGo3mUIqU81oqLi5Ge3s7qqqqIBKJMDMzgxs3bmBgYAArKysn1oJwYoiPE/BFSwUCwdVZ+Xw+bG9vY3Z2Fh0dHbBYLFhdXfV3VzU0NCArKytge4mMjAysrq7y3igjk8kQHx+P1dVVXtc9SkVFBRYWFkJurJybm4uoqCiMjY0deu2cTie6u7uRk5MTMlHFIZFI0NjYCIPBcMxc+SIwPj7uf90OotPp8KlPfWpLq9V+JEy79sBxcc/kF4ydnZ1v3rx5c+iNN944dJnMWQ6MjY2dOcVCKcXi4qL/6iAUNULB4Ha70dPTg8zMzDM7vgsEAly9ehV2u523gwhXMF9WVsYsenQQruuxvLycmeidm5vjPZ25s7MDiURyapG9TCZDVlYW6urq8MgjjyAvLw9OpxPDw8O4ceMG+vv7oVarYTabYTQaeXOy51NY8XViOo+wcrvd0Ol0mJqaQkdHB27duoXFxUVIpVLU1taiubnZHw3ko6NPLBYjJibmzEXx56GwsDBoV//7cdCCIdTWA8XFxaCU+jsU7XY7uru7UVRUxFtTx3kRCoWora2FUChEX19fSMYAnYXNzU24XK4TI4sf+chHtre3t3/rfilAQsjXCSE6Qsj4gfuqCCHdhJBhQkg/IeTMZt0PMpepwDOynxL84Mc+9rHR0dHRpPj4eP9jMpkMeXl5GB0dRW1t7anreDwejIyMQCgUoqWlJeQDis+Ly+VCT08P8vLyzn0w4kwDJycnMTQ0hKqqqqAEytjYGFJSUkJWg7aysoLo6Ghm43F2dnbgcDhw8LPEB1wa8Kxw0azY2FgUFBSAUgqr1QqDwYD5+Xno9XpIJBJ4PB7ExMQgNjYWcrk8oPfS6XSGpIPzPMjlcmxubh673+12w2w2w2w2w2QywWq1QigUIi4uDkqlEjk5OcciUZRS/3gbvsQ4Z+wZiGnlaUgkEmRmZkKtVjOtVVQqlUhMTMTs7CyKi4uZbecohBBUVFSgv78f09PT0Gg0qKioCLt9DSEEJSUlWF5eRldXF+rq6pjONb0fDocD09PTJ5ZWvPbaa+79FOD3z7DUqwD+D4BvHLjvLwD8MaX0h4SQd+7//zo/e35xuRRW54BSqpXL5R9/3/ve9/Wf//zncQc/hOnp6dDr9VheXr5nVMdisWBoaAi5ubkhrTkIFJfLhe7ubhQUFAQcVSOEoKysDLOzs/6hpoGIycXFRXi9XiY1WyfhcDigVqvR2trKbBvz8/MnjooIFo1Gg+bm5oD/nhCC6OhoREdHIycnB52dnSgvL4fD4YDZbMbc3BysVisIIZDL5ZDL5VAoFP7bpwkKviJWfCKRSLC9vY3l5WXs7OzAarXCbrdDJBL5hWR+fj4UCsV9xRIhBHFxcTCZTLydwGNjY2G32+FwOHg/AWdnZ+POnTvIyspi+r4UFhais7MTBoOB9wuJ0yCEIC8vD52dnSgqKgq7qDpIVlYWZDIZuru7UVNTE5YLDi4LcOXKlWPv//z8PJ577jmNVqv90FnWopTeJoRkH70bAPfEYgA8WPN+AuRSWJ2TnZ2df09OTv7ll1566X+88MIL/mpX7uqoo6MDcXFxx74kq6urWFhYCNsX6LxwtQjFxcVITk4Oer3CwkIsLi6iu7sbdXV15/KC2trawtraWsiK1YG9eoPi4mJmdVx2ux0WiwWVlZW8rmu1WhEZGcnbflNK4XQ6oVAooFAoDkVNvF4vdnd3YbVaYbVasbGxgd3dXVBKIRKJIJVKIZPJIJPJIJVKERERAZvNFrKxTJRSeL1eOJ1OOJ1OOBwO2O122O122Gw22O12/77u7u7C4/EgMTERubm5iIyMDPizxtku8HUS54rYV1ZWeI8sCYVCFBQUYGZmBhUVFbyufRCuZKKnpwctLS3MzXw59Ho9JiYm0NraitHRUcTExFyoruvExETU1NRgcHAQZWVlvEcl78fMzAwSEhKObdfpdOLJJ580aLXapyilgVvaA78P4MeEkJewV3oU+BXfA8SlsAoAnU73Oy+99FJre3t7cX39WyljkUiE6upqDA0NoaWlBSKRCF6vF+Pj43C73Whpabkws/5Ow263o7e3F6Wlpbx+0bnUCRf+PosZps1mw9jYGBobG0OWNtVqtfD5fExr37iZgHwLxfOmAe/H7u4u5HL5iY8JhUJ/ZOsobrfbL2BsNhv0ej1cLhfMZjP6+vr89VECgQAikejYDyEEAoEAhBD/bc4WwefzgVIKh8OBiYkJeDyeQz8Hax1FIhEiIiIgkUgQEREBmUyG6Ohov9jjIlC3bt1CTk4OL+m7xMREqNVqXtNe6enpuHPnDgoKCnj/zKSmpkKtVsNqtfJi+XEvZDIZCgsLMTIygqtXrzK/SFpdXcXS0hIaGxsRGRmJhoYGdHV1QSwWM0vvB0J0dDQaGxv9HYNnrWMNFp1Oh+3tbTQ1NR177JOf/KRFq9X+BaV0IMjNfALApyil3yWE/HcAr2Bvpu8vNJfCKgAopS5CyC+///3v7xkZGUk42NHFpU9GRkZQVFSEwcFBpKenIycn58Iafh7Ebrejp6cH5eXlTEL2KpUKkZGR6OnpQVVV1akHOI/Hg/7+flRWVgbdCn9WPB4PJicn0djYyGwbTqcTW1tbvI/GoZRCo9GgpaWFtzW3t7cD6lgUi8UQi8XHRJfZbEZ7e7v//z6f75Ag8ng88Hq9hwQU9y8Av9gSCAQQCoVISkq6pzA7D9zMQD6EhUQiAaUUbrebtwspkUgEpVIJnU7HSwT5IAdNQxsaGnhd+yhpaWnQ6XRYXV1l1pXHFaybTCY0NTX5mwi4uYI9PT2oq6u75wVDOIiMjERTU5N/LE9xcTHT84XdbsfExMSJWYDvfe97nu9///tDRqPxL3nY1EcA/M/92/8K4Gs8rHnhuewKDBBKqXp7e/v3PvjBD5qOdidlZmbC4XD4a1Nyc3MfCFG1u7uLnp4eVFRUMK2DiIuL8w9O1Wg0J/4OpRTDw8PIysoKaV3EzMwMsrOzmQo5tVrNRGhbrVbIZDJeo6J8GYMCJ4+zEQgEkEgkkMlkiImJQXx8PJKSkpCcnAyVSoXU1FT/DLeMjAykpaUhNTUVKSkpEIvFSEhIQFxcHBQKBaRSKcRicUCvK5+jbQB+hjIfJTs7m5nxLvd9D8Q25ryUl5dDrVbz+npzcONYnE4n6uvrj3VmymQy1NbWor+//8KNmRGJRKirq/PXPfFlJ3IUn8+HwcFBlJeXH6urWl5exic+8QmdTqf7b5SfttsNANyV1KMA5nhY88JzKayCwGKxvD44OPhff/d3f+fg7vP5fJiYmPCfMC6yN9VBdnZ20Nvbi6qqqpAIGc4QdWFhAWq1+tjj8/PziIiICFlYHNjzFdve3r6vT1cwuN1uaDQaJs0LfKcBgb0IU0xMDC9r8RnBAfi1XOAiVnyRlJTEu7CKiYnxp1hZwEWtWPsriUQiVFZW8m7B4Ha70d3djZiYGJSXl99TYEdHR6O8vBy9vb28u9oHC9fsEx8fj+7u7nPNPTwr09PTSExMREJCwiC6tVMAACAASURBVKH73W43nnzySePW1tb7A3FXJ4S8DqALQBEhZI0Q8iyAjwL4K0LICIA/B/AxHp7ChefBOOtfYHQ63W/+6Z/+6frIyAjsdrs/h9/Y2Ija2loMDQ1d+OnmVqsVfX19qKmp4d2o8jQ4w7zt7W2Mjo76D7JarRZ6vZ73VNlpcJ5VrMbWcCwtLSErK4t3wU0phVar5TVN5PP54PV6eRNDfHcEXhST0JOIi4uD0WjkXaRkZmZieXmZ1zU5FAoFoqOjsbHBvnErLi4OKSkpmJ6e5mW9nZ0ddHZ2Ijs7+0y1i/Hx8SgqKjrzXMFQk5OTg/z8fHR1dfH6udRqtTCbzSd2I7/wwgvWjY2N/+PxeDoDWZtS+kFKqYpSKqaUplNKX6GU3qWU1lJKKymlDTzUbD0QXAqrIKGU2nU63bueeuop040bN1BUVITCwkIQQqBQKJCfn4+hoaEL57LLYbFY/DYIfEUmzoNQKERNTQ2kUim6urpgMBgwNTWF2trakEb71Go1EhMTmXZser1erK2tMaktsVgsiIqK4sWU8uCafH4m+BZWfM0LBPgXVgKBADKZjHfH8bS0NGxubjIz2ywuLsbc3ByzNNRB8vPzYTKZgo7s6XQ6fy3mebz2UlJSkJmZif7+/pCbl56F5ORkVFdXo6+vj5cU7c7ODqamplBTU3NMeP7whz/0vf766xNbW1t/HPSGLrkUVnxAKZ3e3t5+4atf/arlaG1Seno6oqKiMDMzE6a9uzcmkwkDAwOoq6sLqwUEIQQFBQV+z6T8/PyQeh3ZbDasrq4yH+i8srKCtLQ0XsUPB4s0YKCF6/eCRcSKrxOiWCzmPXLBos5KKBQiMTGR2TDfiIgIqFQq5kPUgbcsGMbHxwNKyXHD6+fm5tDU1BTQZzUzMxMJCQkX9uI3JiYGjY2NmJiYwNraWsDruN1uDAwMoKqq6th3cGNjA88++6xOp9O9m1J68RTmA8ilsOKJ7e3tr3V1db359a9//dgRorS0FCaT6UR353BhNBoxPDyM+vr6C9EdQynFysoKysrKsLCwgPX19ZBtd2xsDGVlZUztHHw+H5aWlpgMX6WUMukW47NwHbjYqUBgr/aHz7R9UlISdDodb+txZGVlMRU+eXl5WFlZCUn9kVQqRXFxMYaHh88lbLxeLwYHB2G329HU1BTU5yo/Px+RkZGYmJi4kOJKKpWiubkZa2trAc1epZRiaGgIeXl5x8Sn1+vFu9/9buPW1tavUUr5/7A+pFwKKx7RarW//rnPfW59aGjo0P2EENTU1GBmZgYWSzBea/xgMBgwOjqK+vr6kMzcOwtTU1OIiYlBbm6u/yASikLazc1NiMVi5sZ8a2trSE5OZuJjZjaboVAoeBeGFouF10jmRU4FAvwXsEdFRcFms/GeZlIoFPD5fMwGG4tEIuTm5mJuLjQNXCqVChEREWeuHbPZbOjo6EBCQgIqKip4KRkoLS2F2+0O2XM+LyKRCPX19XA6necu+p+ZmUFUVBTS09OPPfb8889bl5eXv+ZyuW7wub8PO5fCikcopbs6ne7xJ598Un80VC+RSPwOu+HsRNHr9RgbG0NDQ8OZDDpDwfr6OqxWq99QUSwWo76+HkKhEF1dXXA4HPdZITDcbjdmZmZw5coVJutzUEqhVquRl5fHZP319XXeh8q63W4IhUJe69wuesSK7zorbrzN9vY2b2tyZGdnMytiB/ZSZFtbW7DZbMy2cZCysjIsLS3BarWe+nsajQY9PT24cuUKrx3D3FxTbrTRRUQgEKC8vBwxMTHo7u4+U3R1Y2MDJpMJpaWlxx775je/6frWt77Vr9frP8tifx9mLoXVPoSQSEJILyFkhBAyQQj54yOP/y0h5L5HXUrp/NbW1v94xzveYTzaKhsdHY2ioiIMDAyEpVhSp9P5zS9DZbh5P8xmM+bn548VVBJCUFRUhIKCAnR1dfFeqwIAk5OTyM/PZz5eY3NzE/Hx8Uzqxrg0IN9jOkwmE+8dok6nk9dZd3zWWAH8CyuAje0CsBfl0Wg0zI4j3KDgqakpJusf5eDUipPEMmdjs7S0hObmZiaWMAKBAFevXsXa2tqFKts4CDf7kKtHPS1qabFYMDs7i9ra2mPF6n19fXj++edXdTrdk5d1VfxzKazewgngUUppJYAqAE8QQhoBgBByFcCZzzJ2u/2ny8vLX3j66afNR1NZKpUKSqUyZAcsDo1Gg+npaf94h4sAF9aura29Z4osMTERTU1NmJ2dDai+4F4YDAbYbLYTw+N8QinFwsIC8vPzmay/vb2N6Oho3tOArIQVnyKW71QgC2GVkJDARFgJBAKkpKQwFQBJSUlwuVxMIm4nERMTg7S0tGPHxoM2Ng0NDUwbW4RCIerr6zE3N4etrS1m2wkWlUqFiooK9Pb2wmg8bjnlcrkwODh44rF1Y2MDTz31lE6n0z1GKeXfpfWSS2HFQffgPmTi/R9KCBEC+EsAnz7Pekaj8aUbN2785OWXXz7m5ldYWAibzRaykPPGxgbm5ubQ2NgY0m670/D5fOjv70dpael9i+e5cQ8+nw9dXV1Bm+b5fD6MjY0x96wC9lKvcrmcWYRwY2OD925AgP/CdWDvdedTAPIdsWJhj8AJSRbpf9ZF7EDoTEM5cnNzYbVa/UX/Wq3WPwyes7FhDVeKMD4+DrPZzHx7gRIXF4eGhgaMjY0d8h7jjq1FRUXHRjQ5HA488cQTRp1O96uU0qUQ7/JDw6WwOgAhREgIGQagA/BTSmkPgN8F8B+U0nNdGlJKqVar/dAXvvCF+Z/85CeHjv5cm/HKygqTrqGDrK2tQa1Wo7GxMWQT5c/C+Pg4kpOTz5zCEggEKCkpQX5+Pjo7O4N63ebm5pCWlhaSwv25uTlm0SpKKfR6Pe9pQGBvvBGfrw+LEzPfNVZCodA/6JlPEhMTmUQ/oqKiIBAI7luXFAwxMTGQSqXM7B2OctCCYXR0FGq1Gs3NzUxHbJ1EZGQk6urqMDg4yKxJgA9kMhmam5uxtLSE+fl5+Hw+DA8P+0dCHYRSig996EPmtbW1P3G5XDfDs8cPB5fC6gCUUi+ltApAOoB6Qsg1AO8H8LcBrufS6/W/9OEPf1hztNuE6/KYnJxk1im4srKC5eVlNDY2MulGC5Tl5WW43e6AirmTkpLQ1NQEtVqN0dHRc59YrVYrNBoNs0LygxiNRkgkEl4G+95r/djYWN6NVB0OByIiIniNDng8Ht79u/hOBQJ7Pk58jxFJTExkdgHFuogdAEpKSjA9PR2yulCXy+W/aGCd+juNqKgov0EnqwYaPuAmfVitVty+fRsikejE49sXvvAF2507d35gNBq/FIbdfKi4FFYnQCk1AbgJ4BEA+QDmCSFLAGSEkPlzrqXVarXvesc73mE4GlaOiIhAbW0tBgYGeJ//tbS0hPX1dTQ0NDAxpAwUo9GI5eVlVFVVBXzijoyMRENDAxQKBe7evQuTyXSmvzs4tiYUru6zs7Mnjo7gi42NDd67AQE2aUC+OwIB/iNWAJs6K64zkEXULjk5GXq9nqlTulQqRVJSElZWVphtA3irHnF4eBh1dXVISkoKiVHpacTGxuLKlSvo7e290KPJBAIBlEolvF4vdnd3j+3rG2+84X355ZdndDrdb4RpFx8qLoXVPoSQREJI7P5tKYDHAAxQSlMopdmU0mwANkrpufM6lNIhnU73yXe/+93bRw+ACoUCFRUV6Ovr4+2Lq1arodFoTpzuHk7sdjtGRkZQV1cXdK0NIQQ5OTmoqanB2NgYZmdn73viWllZgUKh4F00nAQnolnNXqSUYmtri4n/lslk4v01crlcTIQV31EUFsKK1Xgbbm2VSsV8vl9BQQEWFxeZiQuuQN3hcKClpQXR0dEoLS3F6upq2L3/EhISUFBQgN7e3pCM+gkEvV6PlZUVtLe3IzMzE11dXf6L9enpaTz77LOber3+cUrpxVWHv0BcCqu3UAG4QQgZBdCHvRqrH/C1uMVieX1ycvIfn3/++WMFEfHx8cjNzeXFhmF+fh5bW1t+H6iLgtfrRX9/PyoqKngt5FYoFGhpaYHX60VnZ+c9T4pOpxNqtRolJSW8bfs05ubmmEarDAYD4uLimETe+B5lA7yVXuQTFqlAvk1COVi5sAN7Reys04FisRhZWVlYWFjgdV1KKdbW1tDd3Y3CwsJDExCEQuGpFgyhRKVSIT09/ULOFbRYLJiYmEBdXR1EIhHS0tJQVlaG7u5uLC0t4Z3vfOeWVqt9J6X04rY5/oJxKaz2oZSOUkqrKaUVlNIrlNI/OeF3gpr9otfrX/jWt77Vf9LYm/T0dCiVSoyOjgacMpiZmcH29jauXr0a0gHG94NSiuHhYWRkZDApQuUK20tKSjAwMOAv4jzI+Pg4iouLQ1JrtrOzA6fTybTgloUpKLD3XvHtNwU83KlAgM3cQA6pVAqxWMy8gy07OxsajYa3sgW73Y7e3l5sbW2htbUVCQkJx34nOjoamZmZmJiY4GWbwZCVlYW4uDiMjIxcmNE3drsdAwMDqK2tPfSdjY+PR2VlJd7//vc7NRrNb1FKx8K4mw8dF+fs+xBAKfXpdLp3ffazn5194403jp0RuAjH7OzsedfF1NQUdnZ2UFtbe6FEFQAsLCxAJBIhOzub6XaUSiVaW1vh8XjQ0dHhP9HodDp4vd5jXTKsmJ+fZ9YJCOy930aj8cQTUbDw3Q3IwUpY8R09kEqlvNc7AuzG23BkZ2czr0cSCAQoKioKeqA8pRRLS0vo6elBbm4uqqqqTr3gyc7Oht1uh0ajCWq7fFBQUACxWIzJyclw7wrcbjf6+vpQXl5+rEHG5/PhmWeeMS8tLf2RzWb7bph28aHlYp2BHwIopTadTnf9mWeeWenu7j70GDdWwWKxQK1Wn3U9TE5OwuFwoKam5sKJKp1OB61Wi/Ly8pBsTygUori4GJWVlRgdHcXExATGx8dDtn273Q6LxcLEAoFja2sLSqWSWRqQRQ0aC2HFIhVICAEhhMm6SqWSmdlmUlISjEYjPB4Pk/U5UlJSsLu7G3Dd087Ojj9l39raeqYaQUIIqqqqMDU1FfbuPEIIysrK4HA4MD9/rj4mXvF4POjp6UFBQcGxCyxKKX7nd37H2tXV9Q29Xv/FMO3iQ83FOgs/JFBKDTqdrv2pp57aPOoyzA1s1mq1WF1dvd86GB8fh8fjCarLjhU7OzuYnJwMS2oyOjoaLS0t2N7ehsfjCdnMMy5axfK9WF9fZ2IKCjxYwopFKhDY8wZi8XlhabtACEFaWhrW1taYrH9wOyUlJeeO2Ph8PszNzWFgYAAlJSW4cuXKuRprIiIiUFZWhqGhobCn4Tivra2tLeadkifh8/nQ19eHzMzME6Pwf/7nf277t3/7t5/odLr/GfKduwTApbAKG5TSVY1G80tvf/vb9UcPhkKhEHV1dVheXr7nyArOOoAQEhIH8fPidrsxMDCAqqqqsPnQcMaJzc3NmJubw+DgINMrXqfTCYPBwDTl6PP5YDQamdVvmc1mxMTE8L7ug5IKBNgVsLOsswL2BieH4kSvVCohFArP/Fz0ej1u374Nn8+H1tbWgOf8JSUlQaFQ8F5AHwjcXMGVlZWQpigppRgYGEBSUhIyMzOPPf7KK6+4vvSlLw3odLoP0HAr0IeYS2EVRiilExsbG+959NFHDUdTBJyB6Ozs7LEDGFcMLhaLUVZWduFEFaUUg4ODyMvLY2Y3cJZ94Dyr5HI5GhoaoFKp0NXVBbVazeSErFarkZuby/T92NraQkJCApNt+Hw+eL1eJgX+Xq/3gTAIBdgVsIvFYhBCmIy3Afb83aRSaUhm+5WWlmJqaurU6JHdbkd/fz8WFxdRX1+PoqKioDuVS0pKsLGxcWbvOpZwx+iZmRkYDAbm26OUYmRkBAqF4kQD0B/84Afez33uczN6vf4JSumpOWFCyNcJITpCyPiB+yoJIV2EkDFCyH8SQqIZPI2HgkthFWY8Hk/nxsbGb77tbW/bPlo0K5FI0NDQgImJCf/B0ufzYXBwEDKZDCUlJRdOVAF73YkKhYL5gOPTUKvViI+PR3T03rGBEAKVSoW2tjY4nU7cvXuX14Oh2+2GRqNh/pxZpgEtFguTaBUrWKUCWQkrgH3UKhRF7MBeVC8uLu7E1KPP58P8/Dx6enqQkZGB+vp6yGQyXrbLWTAMDw8zryc7CxKJBPX19RgbG2PutzU5OQmhUIiioqJjj3V2dtJnn312WafTXaeUniWP/SqAJ47c9zUAn6GUlgP4HoAXgt3nh5VLYXUB2NnZ+ffl5eXP/cqv/Irp6MEiMjIS9fX1GB4ehtlsxsDAABQKBYqKii6kqOKuJkPlF3USdrsdq6urJx6ARCIRSkpKUFNT46/54KMLbGlpCVlZWUxryXw+H0wmU8CplPvBwr8K2ItWsXhdHrSIFbCXzmIprBISEmA2m0PiEl5UVIT5+Xm/uKWUQqvV4vbt2/B6vWhra0NycjLv21UoFMjOzsb4+Pj9fzkESKVSXL16FQMDA8xqOWdnZ+F0OnHlypVjx/3JyUm8973v3dTpdO2UUuNZ1qOU3gZw9HeLANzev/1TAO8Ndr8fVi6F1QXBYDD835GRkb/98Ic/bD4aXpfJZKiursbdu3cRFRWFwsLCMO3l6VgsFszOzqK2tjZsoo9LAR40GjwJLj2YlpaGnp4eTE1NBXwy8nq9WFtbQ1ZWVqC7fSb0ej2zNCDwYBWuA+xqrCQSCTNhEhsby2y8DbAXmU1PT79v4wsfSCQSpKenQ61Ww2w2o6urC2tra7yl/U4jKysLLpeLueP8WZHL5aiqqkJvby/vsyYXFhZgMplObFBaXV3FE088odNoNI9RSoPtXBgH8OT+7fcDyAhyvYeWS2F1gdja2vqjn/3sZ9/99Kc/fcid3ev1Ynp6Grm5udBqtUyn2QeKy+XC4OAgamtrwzrweXNzE2Kx+Mxt3CkpKbh27RqkUinu3r2LxcXFc5+sl5eXkZaWxtzpnmUaENgTxlzqlE9YCitWjtxCoZBJqkkgECAqKopZRAzYK2JfXV0NSfecSqXC3NwcxsbGUFpaitraWt7SfqfBWTDMzMww8R0LhLi4OJSVlaGnp4c3Yb6wsACDwXBiZ7XRaMSjjz5q2NjYeA+ldOoeS5yHZwD8DiFkAIACAJtiwIeAS2F1gaCUUr1e/9FvfOMbd774xS/agbf8SlQqFUpKSlBbW4v+/v4LJa58Ph/6+/tRXFx8zKgulLjdbszMzKCsrOxcfycQCJCdnY3W1lY4HA7cvn0bGo3mTCcmn8+H5eVl5OTkBLrbZ8Lr9cJsNjObc+h2uyEUCpmk7B60iBXArjMQYF9nJZFIIJfLYTSeKSsUEG63G1NTU+jv70dmZiaio6ND3qgikUhQXl5+ISwYOBITE5GXl4e+vr6gRf9pospqteKRRx4xrq+v/4bH4+kKakP7UEqnKaWPU0prAbwOIPztlw8ol8LqgrHvzv6ev/qrv+p+6aWX7FwBKJdmio6OvnDiamJiAgkJCUhJSQnrfkxOTiI/Pz/gk7hYLEZJSQkaGhqwubmJjo4O6PX6Uw/aa2trSElJYR6l0+v1SExMZJYGNJlMzE6MrIQVqxor4MGuswKAnJwcJkXsHo8H8/PzuHv3LiIjI3Ht2jWUlZXBZDIxjcLdi4SEBMTGxobVrPMoaWlpUKlUGBwcDFjwnSaqdnZ2cP36dePi4uLv2my2/+RjnwGAEJK0/68AwIsA/i9faz9sXAqrCwil1K3X6594+eWXR2/cuOHKyDic6r5I4mplZQVOp5PpwOGzYDAYsLu7y0tXnlQqRXV1NaqqqrCysoLOzs4TOwgppX6LBdawTgM+iMKKEMIsUsFSWEVFRcFutzMd5hsXF+efWckHXq8XCwsLuHPnDgCgra0NOTk5EAgEIIT47RfCQXFxMTQaTUhsJs5KTk4OoqOjA5r9epqo2t3dxSOPPLK9sLDwKYvF8nqg+0cIeR1AF4AiQsgaIeRZAB8khMwCmAawAeAfA13/YedSWF1QKKWujY2N9i9/+ct9f//3f3/M1fIiiCuj0YilpaWwu777fD6Mj4/zbpQql8tRW1uL8vJyqNVqdHZ2HkqvbG5uIj4+nrkBqtfrhcViYZpqYVW4DrATVixhKayAPeHDMlVHCEFGRkbQRexerxdqtdpv8NnW1ob8/PxjnmQJCQl+89pQIxAIUF1djZGRkZB0Q56VwsJCEEIwPT195r85TVTZbDa87W1v256fn3/BZDJ9I5h9o5R+kFKqopSKKaXplNJXKKVfopQW7v985tJgNHAuhdUFhlLq1Ov1j33+858f/upXv3qquGLtoXIUu92OkZERXL16lXfjx/MyNzcHlUoFuVzOZP3o6GjU1dWhrKwM8/Pz6OrqwtbWFubm5pgOW+bQarVISkpiKl5ZDV8GHkxhxbLGCghNOjAjIwNra2sBRfU8Ho9fULndbrS2tqKgoODU7zo36iYc52O5XI7c3FyMjY2FfNv3ghCC8vJy7O7unmn26/z8/D1Fld1ux2OPPbY9Ozv7me3t7VdY7fMl/HAprC44lFKHXq9/9MUXXxz9yle+ciyuHx0d7fdQCVUo3Ov1or+/H+Xl5SHpADqNnZ0daDSakAicmJgY1NfXo7S01N+NZDKZmJ9INjY2mKYBHQ4HIiIimAk3p9OJyMhIJmuzgqvfYvXeJiQkMBdWYrEYsbGx2NraOvPfuFwuzMzM4M6dO/B6vWhtbUVRUdGZagijo6Mhl8vvOYaLNRkZGfD5fFhfXw/L9k/i4OzXe81xpJRiamoKZrP5nqLql37pl7anp6f/l9Fo/Eoo9vuS4LgUVg8AlFK7Tqe7/uKLLw6dlBZUKBRoaGjAyMgI84M1N1YhPT392FT1UMN5VpWXl4d0yDPnTl5bWwu9Xo9bt25heXmZSc2Mx+PBzs4OU0d0lmlAYK+DLNxRzUCQSCTMxs+IxWIIBAJm63Oc1YndbrdjbGwMnZ2diIiIwLVr11BQUHDupozi4mLMzs4yrR+7F4QQVFZWYnZ2NmRD18+CQCBAXV0dFhcXjw3hppRibGwMLpcLNTU1J6b/Hn300e2JiYnPGo3Gvwvlfl8SOJfCijGEkEhCSC8hZIQQMkEI+eP9+1/Zv2+UEPIdQsipeSxKqV2v1z/y+c9/vv/LX/7yMXElk8nQ2NiIqakppleMarXab08QblZXVyGXy5k5kd8Lg8EAiUSCxMREVFRUoKmpCTabDbdu3cLc3ByvJ0udTsc8DWgymZgKKwAXckrA/WBdZ8XadgHYMyS12+33HD5uMpkwODiIvr4+xMfHo729HdnZ2QF7skVGRkKlUoVkrM5JiMViVFRUYHBwMCzi7l5wcwUnJyf9dWjceDJun49+R/a7/7anp6df2N7e/v/Dsd+XBMalsGKPE8CjlNJKAFUAniCENAL4FKW0klJaAWAFwO/eb6H9tOBjf/Znf9bz13/918dc8SIjI9HU1ISFhQUmU+71ej02Nzd5LxIPBKfTiYWFhbCMzpmbmzvkfh8REYGSkhK0tbVBKBSis7PTP4IoWFh3AwLsRtkAeycP1p8VVuk61kaeiYmJxyIYLMjKyjp0PPD5fFhbW8Pdu3cxOzuLjIwMtLW1ITU1lZf3Ki8vD8vLy2ErJI+Pj0dCQgLm5ubCsv17ERERgfr6eoyMjMBkMqGvrw8xMTEnzny1Wq24fv26cXZ29vcva6oePC6FFWPoHtzRWbz/QymlFgAge98oKYAznR0opU6dTvf4F7/4xa4vfOELx8SVWCxGY2MjNjY2sLDAn7/b7u4uxsfHT6wBCAfj4+MoLi4Oucs7J5ZOSs2JRCLk5uaivb0dqampmJ6eRkdHB9bX1wO6evZ4PNjd3WXihs5BKWVaA8W6cJ21lxXLAvbY2NiQ1OilpaVhfX0ddrsd09PTuHXrFiwWC2pqalBfX8+7Pxr3PQinsCksLIRerw9Ll+JpyGQyVFZW4u7du4iPjz+xNtRsNqO9vd04Nzf3e8F2/10SHsJ/hnwIIIQICSHDAHQAfkop7dm//x8BaAAUA/jbs65HKXXpdLonXn755Z8/99xzO0cPzFzY2Wg0Ynp6OugDt8fjQX9/P6qqqi5EEbJOp4PH44FKpQr5tufm5u7r2UUIQVJSEhoaGlBVVQWTyYRbt25henr6XLUfGo0GKSkpD2w3IMBeWLF0X2edCgzFeBtKKba3t+H1etHZ2QmpVIpr166htLSUaeNJZmYm9Hp92GqdBAIBampqLpwFg9PpxPj4OAoLC7G+vn6sbGBzcxMNDQ2Gubm5j5vN5tfCtJuXBMmlsAoBlFIvpbQKQDqAekLIlf37fwNAKoApAL96zjXdOp3uyX/+53/+9q/92q+Zj841EwgEuHr1KpxOJ0ZGRgI++VBKMTg4iNzcXOZ1OGfB4/FgcnISFRUVId82Z7gYHx9/5r+JiopCWVkZ2traEBUVhaGhIXR2dmJtbe2+Iy82NjaQmpoa7G6fCuvCdZfLxVxYsZoXKJPJmAuDpKQkJulAm82GmZkZ3Lx5E+vr6ygqKkJUVBSysrKYz7QE9i4uiouLw2YaCuy9fwUFBRgdHQ3bPhxkZ2cHXV1dKC4uRmFhIYqLi9HT0+OfSTk3N4empib94uLie61W63fCvLuXBMGlsAohlFITgJsAnjhwnxfAtwG8N4D1fDqd7qNvvvnm3zz++OOmoycBQggqKioQFRUV8GDQ2dlZyGQyHHV/DxczMzPIzMyEVCoN+bbPEq26FyKRCBkZGWhpaUFlZSWsVitu376N0dFRmEymY7/vdrtht9uZpgEB9oXrnJUDK1hGrLhIIctUHZ8F7F6vF+vr6+js7MTQ0BCkUina2tpQVVWFjIwMeDyekA4sTkpKgtPpPPHzHSrS09NBCAnaKDVYDAYD+vr6UF1dzCqOVAAAIABJREFUjaSkJABAcnIycnJy0NfXh97eXrS3t2uWl5cfczqdt8K6s5cEzaWwYgwhJJEQErt/WwrgMQAzhJD8/fsIgF/B3hiBc0MppTqd7vPDw8N/0NraajxaU0AIQUFBATIzM9HV1XWuA+vm5iaMRiNKS0sD2TXeMZvNMBqNzAcen4TdbofVakViYmLQa0VFRaGkpATXr19HcnIy5ubmcPPmTczMzPjTQlwakDUmk4mplUMoaqxYRayAvfFGLMUIN94m0Ofg8/mg0+kwNDSE27dvw2w2o6KiAi0tLcjMzDxkc5GVlYXl5WW+dv2+cKNuwmUaylFeXo6FhQWm9XKnsb6+jomJCTQ2Nh77rqWnp2N2dtb3nve8R7O5udlEKb0Y4bVLguLBM5d58FAB+CdCiBB7QvZfALwB4A4hJBoAATAC4BPBbMRoNH5FLpdrGhoavn7jxo34ozPz0tLSEBkZie7ubtTU1Nz3ZGqxWDAzM4Pm5uYLUazOeVaFqyNxfn4e+fn5vG6bEILk5GQkJyfD7XZDo9FgfHwcLpcLHo8H5eXlvG3rJHw+H7xeL9MGAKfTyXQUD8uIFfBWnRXLeiSlUont7e0z+8JRSmE0GrG2tgaDwYCEhARkZmbed7RUamoqbt++jcLCwpB9p2NjYxEREQGdTofk5OSQbPMoBy0YWlpaQvbcKaWYn5/H1tYWmpqaTvyevfbaa65Pf/rTCzqdrp1SytZ745KQcSmsGLN/BVJ9wkMtfG9rZ2fnP0Qi0a80Nzf/+49//OOko1YE8fHxqKurQ39/P0pLS/0h6aO4XC4MDg6ipqYGEomE790MiMXFRcTHxzONrtwLp9MJg8GAK1euMNuGWCxGRkYGMjIysLu7i46ODszOzmJmZgYqlQopKSm8F5lbLBbmr+eD3BUIvCWs7vVd4QOuzuo0YcXN4dNoNNDr9YiNjUVaWtq5zHGFQiESExOh0WiY1+4dpKSkBH19fcz92E5DqVQiOTkZMzMzIbFo8fl8GBsbA6UUDQ0NJ75HL730ku0v/uIvxvR6/WMHOscv+QXgUlj9guHxeLoIIY88+uijP/3ud7+ram5uPnQkk8vlaGpqQl9fH+x2O7Kysg79vc/nw8DAAIqKipjX95wVu92OlZUVtLW1hWX7arUaubm5ITspGAwGZGdno7CwEA6HAxqNBqOjo3C5XEhKSkJKSgpiY2OD3h+W/lUcD3JXILD3fWE9IuVenktut9vvHWexWKBUKpGSkoLS0tKAoy5ZWVkYHx8PqbCSyWRISEjAysrKseNNKCkoKEBnZye2traYTo3guqiVSiUKCgqOfU8ppXjuueesr7322m29Xv/fKKVs7fcvCTmXwuoXEErpJCGk8amnnrr1yiuvZL7rXe861AYUERGBpqYmDA0NwWKxoKyszH+gnpqaglKpDIuVwUlwKcDS0tKQdDMdhUvRtbe3h2yb6+vr/jRgZGQksrOzkZ2dDY/HA51Oh8XFRZjNZsTFxSE5ORkJCQkBpfO2t7eRm5vL9+4fwuVyMY16suwKBNhbLgBvjbdxOBzweDzQ6/XQaDR+IZ2bm8uLkAb2xl/5fD7mNhtHKSwsxN27d5GWlha28Ubc3L7u7m60tLQw+Vzu7u6iv78feXl5OFqOAeyJrg996EPmn//85/+q1+s/Tim9OPbwl/BG+ItnLmECpXRVp9NdfeaZZya/9rWvHRveLBQKUVtbi4iICHR3d8PlcmF1dRW7u7uHXMXDzebmJkQiEdNUzGksLi4iKysrZHUZLpcLbrcbcvnxCUcikQipqamoqalBe3s70tPTsb29ja6uLty5cwfT09MwGAxnjuBYLJaQRCVZRvpYpwJZzgsE9iJ66+vr8Hg8uH37NiYmJkApRWVlJdrb21FSUoK4uDheX8Ozzg/kE7FYjMzMTF5NiwNBKpWiqKgIIyMjvBfU63Q69Pb2orKy8kRRtbOzg8cff3z7zTff/Bu9Xv+xS1H1i8tlxOoXGEqpkRDS+Id/+IffHxkZafibv/kbxcGoDyEEhYWFiI6Oxp07d0AIwbVr18I+robD7Xb7C+jDgcfjwfr6Oq5duxaybW5ubp4pWigQCJCQkOBPabhcLmxtbWFtbQ1jY2OIjIxEYmIilEolYmJijglDt9sNoVDIVDCGohOMdSqQEOKPivERMXW5XDAajTAYDDAYDBAIBEhMTER2djaMRiNqamp42OvTUalUmJ2dRXFxcUijwDk5Obh9+zaysrLCajScmpoKnU7HW2qSUgq1Wg2NRoOmpqYTn9vS0hKeeOIJg0ajed5kMr16vzUJIRkAvgEgBYAPwFcopV8ihCixZ8+TDWAJwH+nlG4H/SQu4ZVLYfULDqXURgh5/Nvf/vb/NzIy8rH/+I//iDtaVxMbGwtKKQgh0Ol0Ia2/OI3JyUnk5eUxrdE5jZWVFaSnp4f05LO+vo7Kyspz/51EIkFqaqr/vdvd3cXW1haWlpZgNpshFouhVCr9P2azmXl9Fes0IMA+FQjsWSIEMlqIUord3V0YjUYYjUaYTCaIRCIolUrEx8ejsLDQn8KllGJxcdH/PWSJQCBAcnIyNjc3T4yssNxuYWEhZmZmAvqM88mVK1f8Y2VOig6fFa/Xi5GREQiFQjQ1NZ14oXL79m36gQ98QLu5ufluSmnvGZf2AHiOUjpICFEAGCCE/BTA0wDepJR+gRDyGQCfAfAHAT+BS5hwKaweAuhe6OAzCoVioLa29u9/+MMfJnDpPq/Xi/7+flRWViI2NhYDAwMwm80oLi4Oa+TKaDRid3c3LA7rwF4R//LyMlpbW0O2TafTCa/Xy0vtS1RUlN9pm1vbaDRia2sLs7OzsNlskMlkWFhYQGxsLKKjo3m3XWBduA6wTwUCb9VZnSasKKVwOBwwmUwwm80wmUyw2+2QyWSIj49HZmYmysvL7ynSCSH+7SgUClZPxU9WVhaGh4dDKqyAvWiZWq2G1WoNyfO8FyKRCFVVVRgcHERra2tAkVu73Y7+/n5kZGQgOzv7xN/5h3/4B8cf/dEfLe53/m2cdW1K6SaAzf3bVkLIFIA0AO8GcH3/1/4Je4bTl8LqgnEprB4irFbrvxJCZq5du/Zfr776qurtb3+7YGxsDCqVym982dDQgKmpKfT29qKmpibkQ46Bt1qVa2trwybu1tbWkJKSEtLnf9Y0YCBERERApVL51+/p6UFGRgbcbjfW1tZgsVjg9Xohl8sRExOD6OhoyOVyyGSygN+DUAirUESsjhawc8OxrVYrzGYzzGYznE4npFIpYmJiEBsb658OcJ7XLjExETqdLiSCIyoqCgKBIOQC56BpaENDQ8i2exKxsbFITU3F1NQUysrKzvW3BoPB76t30ogrt9uNT3ziE5b//M//vKXX63+VUhqwyywhJBt7lj09AJL3RRcopZuEkPAUn15yKpfC6iGDUjpKCKn+yEc+8pNnn3229H3ve5/kYGcYd+Db2NhAR0cHqqqqmKeMjjI/Pw+VShVUiD4YuJqJpqamkG53Y2MD1dUnWZ7xj81mg0qlAiHEH9Xy+XzY2dmB2WyGwWDA0tIS7HY7CCGIioqCXC6HQqFAVFQUZDIZxGLxqcIhVMKKxZBdLgK1u7sLs9kMjUYDg8EAh8MBoVAIuVwOuVyOhIQE5OXl8VIzlJSUhNHRUeTl5fHwDO4PV8TO2oj2KEqlEoQQ5rYHZyEvLw9dXV3Q6/VnmqpAKcXCwgI2NzfR2Nh44mgtg8GAd77zndtqtfpLW1tbf0KDKDYkhMgBfBfA71NKLRel/vWS07kUVg8hlFI9IaThG9/4xrfm5+cf++Y3vxlz9ASYmpqK6OhoDA4O+kPdofhS7+zsYHNzM2yeVcBe5Cg+Pj6ktV0OhwM+ny8kMxC5+X1H30+BQIDo6OhjKS+uPd9qtWJnZwdarRZ2u90vaCIjIyGTySCTySCVShEZGQmJRAKbzXYhU4E+nw8ulwtOpxNOpxMOhwM2mw02m+3Q85JKpZBKpX7X9erq6hNfN76QyWRwOBy8Fcrfj+TkZExPT4dsewcpLS3F4OAg2trawlpyQAhBdXU1uru70dzcfOrn1eVyYWhoCFFRUfd0cJ+YmMAv//Ivb+l0ut+w2Ww/CHLfxNgTVa9RSv9t/24tIUS1H61SAeB/gvclQUPCOcPpkvATHx//qYyMjBd/9KMfKU+aTef1ejE+Pg63243KykqmqTFKqX/6u1KpZLad++3DnTt3UFdXF9JBz4uLi/D5fCGJVmxubsJkMvHiQM1Fdg4KE06wGI1GCAQCiEQiEEIgkUggkUggEonu+cN14R38l7tNKQWlFD6fz397a2sLVqsV6enp8Hg8/h+3233o/5yNBbB3Mo2IiIBEIkFERMQhYchF4o5y8+ZNXL9+PejX636Mjo4eSs2zZnp6GjKZDJmZmSHZ3kFGR0ehVCpDXud1Epubm1hZWUF9ff2JQs9oNGJ0dBRFRUX3TNd///vf93z84x/f0Gq1T1BKp4LZn/0Zsv8EwEgp/f0D9/8lAMOB4nUlpfTTwWzrEv65jFg95BgMhpclEslIXV3d69/73veSrl69euhxoVCIyspKrK2toaOjA9XV1czGoKyuriIqKipsogoA9Ho9FApFSEUVsJcGDEWrPbA3eDkuLo6XtQgh/sjO0VqToaEh5OTkIDY21h8l4gTPUeHjdDrh8XhOFE/cbQDHxJbdbofdbsf29jbEYjFEIhEiIyMhl8sPCbaIiAi/cAsEsVgcki7HpKSkM6el+CDr/7V35uFtlde6f5fkUR5jeYzneLZjxyEkZCRAKS3hAIf5ksLtzNj2cC6UPqWX8RRy4FCmSymlp/QUSKFA0gJJoQ1kcOwkZHKaGQ+xY1uyJFuWbMmSNa77hwZMIju2I+0dO9/vefTE3trW9+040X61hncVFmLv3r2yCKuKigrs2LEDOTk5spj/jiYnJwcGgwGdnZ1fGfIeKAvQarVYuHBhyMYSZsYTTzxhe+WVVw4bDIZvhsn+YBmA2wEcIqID/mMPAfhPAO8S0fcBdAG4KQxrCcKMEFYCOJ3OzUS05KqrrvrH448/nnfnnXfGnnoDysvLQ0pKCvbv34/CwkIUFhaGNYTvcDjQ3t4uaRdeKFpbWyVvBbfb7WBmycScyWT6ys0jUoyusVIoFIiLiwu7f5HRaIRWq434/LdAAXukRb9arUZLS0tE1xhNfHw8YmJiMDg4KPkcztjYWOTm5qKjowOlpaWSrh2KmpoaNDU1Qa1WIzk5GS6XC83NzYiPj8fSpUtDij+z2YxbbrnFfODAgfUGg+FOZnaHYy/M3AhgrDfYr4VjDUHkEM7rAgAAM58wGAx1jz322IfXXnuteWho6LRzkpKSsGzZMphMJuzbty+sRcOHDx9GRUWFLF2IAYxGI2JjYyUvmtdqtZJ5hzEzHA6HJAaNUhWvR9puAfjSyyrSBMbbOBynDUuIGMXFxZI7sQcoKSlBd3d3RN3tJ0rAguHAgQPo7+9HU1MT8vLyxrTJ+Pzzz1FXV9fX1NR0l16v/364RJVg+iOElSAIM9t0Ot3NW7duva+urq5///79p50TFRWF+fPnIycnB42Njejr6zvrdQ0GA9xut+zzCVtbW1FWVib5ur29vZIJKylnxDFzxEcBSWG3AEgzMzBARkZGWP5fTWa9gYGBiHRXngmlUonS0lJJo3TjkZSUhKioKOzbtw+LFi0K+f/S6/VizZo19muuueZYd3f3RVar9c8ybFVwDiOE1QyAiOKIaDcR/ZOIjhDR4/7ja4noCyI6TESv+7tMzsjQ0NAfT548ufTKK69see655+yhGhxyc3OxePFitLa24siRI1O+ubndbhw9ehR1dXWydgcNDg4CgOTpkICdgVQjPkwmU9jqq8ZDqqYYKQxCAWmFVWZmJgwG6Zq9iAh5eXnQaDSSrTmavLy8oCGwnFgsFjQ1NSE9PR3JycmwWCynndPf349LL73U9MILL7xpMBjqmblDhq0KznGEsJoZOABcxszzANQD+CYRLQawFkAlgFoA8QB+MNEXZOZWg8FQ98wzz7x7xRVXmAcGBk47Jz4+Pjgbq7GxEaHSh2eipaUlaKYoJy0tLbIMn5YyDQiEt3B9PNxutyRpXakiViqVCjabLeLrAD7jSrPZLJk4BYCCggJ0dXVJumYAIkJVVRWOHTurRropExgntH//ftTW1qK8vBzz58/H0aNHMTIyEjxv27ZtXF9fb9izZ8+39Xr9ncwsf/5ScE4ihNUMgH0EPk5H+x/MzH/zP8cAdgOYVF8zMzt0Ot13du3adce8efP6du7cedo5RISSkhLMnz8fBw4cQFtb24TfnANGlFIUUo+H1WqF0+mUpRtRDmElRVQu4JUVaaSqsRpt9xBpiAhJSUkhIyaRIjY2FiqVCmazWbI1R5ORkQG3241QH+AiycjICD7//HNYrVYsX748aIYcFxeH6upqHDhwAG63G4888sjwTTfddEij0Syw2WwfSbpJwbRDCKsZAhEp/W25BgCbmPnzUc9Fw9e6+8lUXttisbzX09Oz6Nprrz365JNP2kLdyJKTk7Fs2TI4HA7s3LnzjJ/umTk4EkJuN2G5aqtsNhuUSqVkRqRerxcej0eSSJLT6ZTkuqRKBQK+m+3oCEYkCdguSEnAiV0uAqNupIqaabVa7Ny5E3PmzAlZoJ6VlQW73Y4lS5ZYX3311d/19fUtYOYeSTYnmNYIYTVDYGYPM9fDF5VaRERzRz39CoAGZt5+Fq/f2dfXV//SSy+9cckll5hCvekrlUrU1NSgvLwcu3fvxokTJ8Z8k+zo6EBaWprkNU2nYrPZYLFYJPMNGo1Go0Fubq5k6w0NDUn29y1FRyAgXSoQkL6AXco6K8Bn9TA4OChLETvg+3CWkJAAnU4X0XVGRkawZ88e9Pb2YtmyZcjMDD1ub9OmTd7bbrtNf+DAgesNBsO/i64/wUQRwmqGwcxm+CaefxMAiOhRABkA/k8YXtul1+vv3rt37+3z5s3T//Wvfw15R0tPT8fy5ctht9uxY8eO01IadrsdXV1dqKioONstnTXt7e0oLS2VJWoWyaHLoTCZTJLNfZxpqUBAWmGlUqngcDgkE42ALwWZn5+P7u5uydY8lcrKSnzxxRcR+Z0yM7q6urBz507k5+djwYIFIQ1fbTYb7rrrrqHbbrttr1arrXe5XJvCvhnBjEYIqxkAEWUQUar/63gAlwM4TkQ/APANALcyc9jeqWw228be3t65d91112fXXXddyML2qKgo1NTUBGeCtbS0BN8sDx48iOrqakRFyetP63A4YDQaZbF5GB4eRnR0dMSdvEcjVUcgIF3ESkpBLKWwAnzDiqWuOcrPz5etiB3wNcRkZ2fj5MmTYX1dm82GXbt2wWQyYfny5Qg1vgsAtm/fztXV1f1//vOfHzYYDIuZObLhM8GMRAirmUEOgC1EdBDAHvhqrDYAeBVAFoCdRHSAiB4J14LM3K/T6b6xadOmu2traw0ffPBByI/Ws2bNwooVK8DMaGxsRFtbG6KiosYMv0tJe3s75syZI0u0Suo0IOBLBZ46YDlSSCWspEQqk9AAUtsuAEBMTAySk5MlF3SjKS0tRWdnZ1hSkoGRNLt370ZZWdmY805tNhvuvvvuoRtvvHH/yZMnF5pMppdYDNIVTBEhrGYAzHyQmeczcx0zz2XmJ/zHo5i5hJnr/Y8nwr221Wp9R6vVzr3zzju3XH/99SGjVwqFAhUVFZg7dy6OHz+OmJgYSVMcoXC5XNDr9bINgO3t7R3zU3MkcLlcUCqVETfsDDAThZWUxeuAL6Xe398v2XoB5C5ij4qKQnFxMdra2s7qdSwWC3bs2AG73Y4VK1YgPT095HmNjY1cU1PT/8477zxiMBgWMnPnWS0sOO8Rwkpw1jBzn06n+/o//vGPe2praw0ffvhhSNXU09OD2tpaqFQqbN++PeJFquPR0dGBoqIiyYTGaKxWK2JjYyVNAw4ODkpWXwXMTGEVGP4sVU1XYIC0lGIO8EWZrVarpGN1TqWgoAB6vR52u33SP+t2u3HkyBEcOHAA1dXVqKmpCTmSxm6349577x264YYb9nd2di40mUwviiiVIBwIYSUIG1ar9W2tVjv3jjvu2HLjjTeaTaYvh7wPDAzAarWioKAAJSUlWLx4MTQaDXbt2iW547Lb7YZGo0FBQYGk6waQIw0oZeE64LN2CHUzm+5InQ6UerwN4BOQBQUFshaxKxQKVFZW4vjx4xP+GWaGVqvF9u3bkZCQgOXLl49ZU7hjxw7U1NT0vf32248aDIZFE41SEVE+EW0homP+KRf/5j9+k/97LxFdOOFNC2YkQlgJwkogevXJJ5/cU1tbq9+wYYPX6/Xi0KFDX/GsiouLw4IFC1BaWoq9e/fi+PHjkqUHu7q6kJeXJ9uNX6fTSZoGBKQtXJ/JSF3ALoewAnxjZnp6emQrYgd8PlI2my04bmo8LBYLdu3aBYPBgKVLl6KoqChk7aQ/SmW57rrr9nd0dFw0MDDwwiQbe9wA7mfmKgCLAdxLRNUADgO4HkDDJF5LMEMRwkoQEaxW69sajabuBz/4wdZrrrnGFh0djcTExNPOS09Px4oVKxAdHS1JetDr9eLkyZMoKiqK6DpjMTQ0hLi4OElMOkcj5fBlt9stqWglIskEgNQRq9TUVAwODkoucKKjo5GamiqLqAtAREHT0LEIzBptbm5GRUUF6uvrx0xBb9myhWtqavr9UaqFU5nzx8y9zLzf/7UFwDEAucx8jJm/mOzrCWYmQlgJIgYzG/R6/eWbN2/+9vXXX6998cUXR0JFpRQKxVfSg4ERE5Ggp6cH2dnZkgubAFqtVvI0YMBTSqruR6nrq2aqSSggz3ibAHIXsQO+eq/o6OjTuiOZGRqNBtu3b0d8fDxWrFgx5kgqrVaLa665xnTrrbdu7+joWDgwMPB8OOxniKgIwHwAn49/puB8QwgrQURhZrbZbO/r9fqyJ5988rfV1dXGHTt2hDx3dHqwubkZBw8eDGsBbaD1es6cOWF7zcmufz6kAeUQVjPRJDSAHC7sgC9aNjIyInnx/KlUV1fj2LFjwaid0WhEY2MjjEYjli5diuLi4pAfGlwuF55++mn7BRdc0P3xxx/fptPpVoar44+IEgGsA3AfM09++rxgRiOElUASmNlmMBjua2lpWXL99dd/fvPNN5vHulmo1WosX74caWlp2LFjB1pbW8MSkejt7YVarZatW81isUClUklujGo2m2d0R6CU8wKjo6Phdks72USOuYEBCgsLw27WOVlUKhXS09PR2tqK3bt3o62tDfX19airqxvz39nmzZu5qqqq/9lnn31Br9eXu1yuv4VrP/7Zq+sArGXm9eF6XcHMQQgrgaQwc6ter1/y0Ucffb+urk77wgsvjIS6URER8vLycPHFF4OI0NDQgO7u7inXmjAz2traUFpaeraXMGXk6AYEzo+IlZS+aFFRUZLO04uPj5d8vE2A3NxcaLVaWYvYHQ4HXC4XWlpaUFhYiIsuughJSUkhz9VoNLj66qtNq1ev3tbe3r6wr6/vIWYOW8iNfKGx3wM4xszPhet1BTMLIawEksPMbLfb1+v1+rKnnnrq1Zqamv6mpqaQ5yqVSpSWlmLZsmUwm83Yvn37lEwTDQYDkpOTER8ff7bbnxLMDL1ej6ysLMnXdTgciIuLk2zNmRyxAnzpQKktQtRqNYxGo6RrAj4RqVarodfrJV/b4/GgtbUVO3bsQHp6OiorK8fsEHS5XFizZo19wYIF3Z988sltOp3u0ggZfS4DcDuAy/zTLA4Q0Soiuo6IegAsAbCRiP4egbUF0wR5h7UJzmuY2Qbg34nolRtuuOGNFStWVL788supocRHTEwMamtrYbVacezYMbS2tqKysnLCkZi2tjbMmzcvzFcwcQYHB5GYmCh5GlDKbsAADodjTJfrSCBljRXg6wy0Wq2SplcD6UA5RkEVFRXh6NGjktUGer1edHV1oaOjIxi1ViqV8Hg8aGhoQGFh4VeE++bNm/mOO+4wms3m14xG43+EM0J1KszcCGCsLpC/RGpdwfRCRKwEsuNPDy7dsGHD9+bNm6d56qmn7GM5LicmJmLhwoWorq5GS0sLdu3aBbPZPO7rG41GxMbGhrR7kAqtVovZs2dLvq4c/lUzPRUoRwG7Wq2WZbwNACQnJ8PtdsNms0V0nYAVyrZt2zAyMoLly5ejrKwsaN2hVCpRXl4eNA1taWnBlVdeOeBP+13Y39//i0iKKoFgoghhJZg0RBRHRLuJ6J9+t+HH/cd/RERtRMRENKmQhT89+Be9Xl/27LPPPlVWVmb47W9/6xyrUDglJQUXXXQRKioqcPz4cezevXvMNEFrayvKysome5lhQ640IOArXJ/pwkqOVKDUwkqu8TYBIlnEHohQNTQ0wGazYdmyZaisrAxpiTJ79mycOHEC3/rWt4YuvvjiY5988sn1/rSfvBX2AsEohLASTAUHgMuYeR6AegDfJKLFAJoAXA5gym9yzGwfGBj4pUajqXj44Yd/W15e3r9u3TrPWMWzs2bNwuLFi1FaWoojR45gz549GBr6svs5EM1KSUmZ6pbOGrPZjOTkZFmc3s1ms+TX7na7JU15Sp0KVKlUktdYAfK5sAM+QaPT6cL698zM6OnpQUNDAywWC5YsWYKqqqoxZ2iazWbcf//91nvuuafnvffe+55er69h5m1h25BAECaEsBJMGvYR+Mge7X8wMzeHq2CUmc0Gg+EnHR0ddT/60Y/era2tNW7ZsmXM89PS0oKeNocOHcLevXthNpvR2tqK8vLycGxpysiVBvR6vfB4PLKYoUplRgpInwpUKpVgZsk75TIzM2XxswJ815yZmRmWyQiBCNW2bdtgNpuxePFi1NTUjBnltNvtWLNmjb2qqqr3v//7v3+q0+nYF/mJAAAbUUlEQVSKnU7nOjEwWXCuIorXBVOCiJQA9gEoBfBrZo6I+zAz9wJYTURlq1evfmXOnDnzX375ZfX8+fNDnp+eno709HQYjUYcOXIEg4ODKCoqAjNLerMPwMwwGAyorKyUfO2hoSHJo1UejwcKhbSf16ROBQJAbGys5N2WKSkpwfE2cvxbLiwsxMGDB6f8IcHtduPkyZPo6upCdnY2lixZMm7K2O124/XXX3c+8cQTg3a7/f8NDAw8y8yhiy8FgnMIIawEU4KZPQDqiSgVwF+IaC4zH47geq0Avk5EC1atWvXbhQsXznn++ednlZSUhDxfrVZDpVIhNzcX3d3dOH78OEpKSpCTkyPpTclkMiElJUWWNKDJZJK0cw0AnE6n5AasUkesgC/rrKQUVkSE5ORkWQQzgGDzh9VqnVQjiMPhQEdHB3p7e5Gfn4/ly5ePG0VlZqxfv97705/+dGB4ePhtg8HwCDOP36EiEJxDCGElOCuY2UxEWwF8E74J75Febx+AC5VK5eW7d+/+9apVq7Ief/zxlPz8/K+cZ7PZYLVaUV9fj6KiIthsNrS3t6OlpQXFxcXIy8uTROzIMRswgNlsRnFxsaRrBuYSSonUNVbAl8JKSlsJ4Ms6K7lqBouKinDy5EnU1NSc8VybzYa2tjYMDAyguLg4aJswFsyMTZs24f777zf29/dv0ul09zOzNpz7FwikQNRYCSYNEWX4I1Ugonj4CtaPS7kHj8fzqV6vr1q7du0PFi1a1HrLLbeYvvjiy+HybW1tKCkpCUanVCoVamtrsXTpUoyMjKChoQHHjx+PaJcVM6Ovrw8ZGRkRW2M8BgcHkZycLOmackWspBZWCQkJshSwy1lnBQDZ2dkwGAxjRgiZGUajEXv37sW+ffuQnp6OlStXorCwcExR5fV68f7773urq6v7v/Od7/z18OHDS3t7e28VokowXRERK8FUyAHwR3+dlQLAu8y8gYh+AuBBANkADhLR35j5B5HahH9C/ftEtO7999+/vKGh4dna2trcxx9/XO1wOFBbW3vaz8TExKCiogKlpaXQaDTYvXs3EhISUFxcjFmzZoU1TTgwMIDU1FTJa44AnxO1UqmUfG05IlZKpRJOp1PSNZOSktDR0SHpmoBvvI3T6YTH45ElvaxQKJCdnY3e3l7k5eUFj3s8HvT09ODkyZNISEjAnDlzkJaWNu5rOZ1OvPnmm+5f/vKX5pGRkQ06ne4RZu6O9DUIBJFGCCvBpGHmgwBOqx5n5pcAvCTDfhjAJgDziGjxsWPHXsrJySl/5plnUlauXBlSLCmVShQUFCA/Px8mkwknTpyAzWZDUVERcnNzw3LTkms2IOCLVkldXwX46mmkdnqXI2IVFxeHsUxsI01gvI0cLuyAr4i9ubkZeXl5sNls6OjogMFgwOzZs7Fo0aIz1p0NDw/j1VdfdTz//PNDTqdzbV9f31PMPGkfCSLKB/AGfB/kvABeY+YXiei/AFwNwAmgHcB3RY2WQEqEsBLMKJh5F4BFRDR39erVT6elpS168skn066++mpFqOgNESEtLQ1paWkYGRlBZ2cnGhoakJWVhaKiIqhUqqnuA0ajEXPnzj3LK5oachSuAz5hdaZIRbiRoyswINa9Xq/kUcFAOlAuYRUfHw+3242mpiYwM4qLi1FVVXXGvweTyYQXXnjB9tprr1mcTucrAwMDLzDz0Lg/ND5uAPcz834iSgKwj4g2wfch6+fM7CaipwH8HMDPzmIdgWBSCGElmJH4OxSvIqLiu+6665f333//FY8++uisW2+9VTmWeWVcXBwqKytRXl4OrVaL5uZmEBEKCgqQk5MzqSiW0WjErFmzZEkDAr6bWHV1teTrSu26DsgTsQJ8dVY2m03yUUlqtTo41kVKbDYburu7odVqERsbi5iYGFx44YVn/Lne3l6sWbPG8u677w7ZbLanLRbL78IxesZvxdLr/9pCRMcA5DLzP0adtgvAjWe7lkAwGYSwEsxomLkDwLeIKPuBBx54+KGHHrrpxz/+cdIPf/jDuLFGvSgUCuTl5SEvLw/Dw8Po6upCa2sr1Go1CgoKJhQJkjMNCMgzfBmQT1hJbbcA+DoDh4eHJRdWo8fbRNruwePxQKfToaurC16vF/n5+VixYgWUSiW2bt06rsv+P//5Tzz99NOmzZs3mwcHBx8dGRl5m5lDz6g6S4ioCL7yhFP99L4H4M+RWFMgGAshrATnBcysA3AvEf38qaee+uFzzz33b5dffnniz372s1mhitwDJCQkoKqqCpWVlTAYDGhtbYXNZkN+fj7y8vJCjt/wer0wGo0hi+elIFBALoeJpMvlktzpXY5UIOD7t2G1WmWZARlIBxYUFETk9c1mM7q6umA0GpGVlYXa2trTBOTs2bOh1Wq/sgeXy4X169d716xZY+zr62vRarWPAtgcSZd0IkoEsA7AfaNTi0T0C/jShWsjtbZAEAohrATnFf433l8R0fNr1669fPPmzY9nZWWV/uIXv0i79tprFWOJAiJCVlYWsrKy4HA40NPTg507dyIuLg55eXnIysoKfnI3Go1Qq9WypQHlGLw8GqkFnZwRq+5ueZrYMjIy0N7eHlZhNTw8DI1Gg97eXsTHx6OwsBC1tbVj/j4LCgqwd+9eFBQUQK/X4+WXXx5+/fXXh91u9zqDwfBMuMZbjQcRRcMnqtYy8/pRx78N4F8AfE2MvhFIjRBWgvMSv1XDPwD8g4jm3HvvvQ/+5Cc/ue72229X3XvvvYnj3bBiY2NRUlKCkpISDA0NQaPRoLW1FYmJicjNzYVOp8OphqVSIlfhutfrlSVKJleNVcAkVA5SUlIwNDR01uNt7HY7tFottFotoqKikJubi6VLl04o6hgXF4dDhw7hiSeeMB0+fNg4NDT0Xzab7U2pxs6Q78J/D+AYMz836vg34StWX8nMNin2IhCMRggrwXkPM58AcBcR3ffSSy/d/Oabbz5YUlKS9eCDD6pXrVpF4xWtJycnIzk5GZWVlRgcHERPTw96enrAzPB6vUhPT5c8cmUymSR3XAd8vkShUqORRq5UYExMDFwul+TrAmc33sbhcATFFICgTcJEa+P6+/vx+9//fuQ3v/mNxe12N2o0mqeYee+kL+LsWQbgdgCHiOiA/9hD8Fm+xALY5Bedu5j5Lhn2JzhPEcJKMC0gojgADfC9YUYBeJ+ZHyWiYgDvAEgDsB/A7cw8JbdIf6fSGwDeIKKatra2B5VK5ZW333676rvf/W5CeXn5ePtDampq0LwxPz8fPT09OHLkCFJSUpCdnY3MzMwxC33DBTNLPhw4gByF64B8qUDAJ+rGK+COJBkZGTAYDBMSVsPDw9DpdNDpdPB6vZg9ezYuuOACxMfHT2gtt9uNTz/9FL/+9a+Ne/bsGbLZbC9aLJb/YebBs72OqcLMjQBChev+JvVeBILRCGElmC44AFzGzFZ/XUUjEX0M4P8AeJ6Z3yGiVwF8H8BvznYxZj4C4NtEpPrVr371r2+88cZ9ycnJRXfccUfK6tWrY8YqWNZoNCgoKAh6YzEzTCYTdDodWlpaEBcXh+zsbGRnZ0dE/MjVDQjIK6zkiFgBX462kWN2X0ZGBpqbm1FWVnbac8wMs9kMnU4Hg8GAmJgYZGdnT0pMMTP27t2L1157zbxx40YngE96e3tfAbBb1C0JBGMjhJVgWuB/Iw8UtET7HwzgMgCr/cf/COAxhEFYjVrXBuBPAP5ERJmPPfbYbc8888ydxcXFs+6555606667ThkQMl6vF2azGfX19cGfH21AWl1dHYwc7Nu3D16vF5mZmcjOzkZycnJY6pNMJpNshetyCSu5UoHAl3VWcgir+Ph4uFyuYMTM7XbDaDSit7cXJpMpGCktLS2dVKdme3s7/vCHPwy/9dZbNrfbvV+j0bwI4FNmlifvKRBMM4SwEkwb/LMJ9wEoBfBr+MZVmEd54/QAiJh5FDMbADwH4DkiKm1tbb3jgQceuHXRokXxd999t7qurg7p6enjCqSEhIRg4bvT6YRer0drayssFguSk5ORkZGBjIyMCUcVTsVsNiMnJ2dqF3iWyCWsiEhWYWWxWGRZm5mRkJCAQ4cOwWazwe12Q61WIy8vD3V1dZOq7evr68Of/vQn52uvvTZoNpu7+vv7X3I6neuZWZ7qfIFgGiOElWDawMweAPVElArgLwCqQp0m0V7aADxIRD/76KOPFu7Zs+cepVJ57de+9jXlPffck7Ro0aIzRqBiYmKQn5+P/Px8MDMGBwfR19eH5uZmOJ1OqNVqZGRkQK1WTzjiYDabUVlZGYYrnDwOhwPJycmSrytHJ2KAxMRE9Pb2Srbe8PAw+vr6YDAYMDw8jJiYGCgUCixYsGDSqeXh4WF88MEH3ldeecXY3t4+aLPZfjs0NPQmM+sjtH2B4LxACCvBtIOZzUS0FcBiAKlEFOWPWuUB0Eq8FwawG8BuIop+4403Lv/ss89+xMwXXnrppVGrV69Ou+yyy8540wsUv6empqKsrAwejwcDAwMwGAxoaWn5SkoxLS0tZGTI6/XC4/FIbtAZQK6IlZwEaqwiATPDYrFgYGAAAwMDGBwchEqlQnp6OqqqqpCYmAiPx4PGxsYJi6qenh58+OGHrjfffNPc2dlpc7vd7/f397/GzC0RuQiB4DxECCvBtICIMgC4/KIqHsDlAJ4GsAW+WWDvAPg2gA/k2qO/BuVjAB8TUdTatWuXfvbZZ7cx86qqqqqY2267Le3qq69WTmR4rlKpDKYFAZ+VgclkgtFoxIkTJ+ByuZCSkoK0tDSo1WokJCRgaGhIlohRgPNRWAXqu87WTwrwjY8xm80wGo0YGBiA3W5HYmIi0tLSMGfOHCQnJ5+W3ouKikJ0dDTsdnvI9DEzo7m5GevWrRt+7733bMPDw1qLxfKWxWJZ5x/3JBAIwowQVoLpQg6AP/rrrBQA3mXmDUR0FMA7RPRLAM3wGQbKjj+C1uB/gIgqDhw4cPPDDz9866xZs9JvueWWxBtuuCG+urp6QjfkmJiYoPM74ItODQ4OYmBgAEePHg1GTeLj46HT6ZCSkoK4uDhJ02ROp/O8E1aA73cz2Wv3er2wWq0wm80YHByE2WyG1+tFamoq0tLSUFdXh/j4+An9/jIzM9HX1xd0YR8ZGcGWLVvwzjvvmD799FO3QqFo7u3t/YPH4/mEmc1TvtAxIKJ8+GxKsgF4AbzGzC8S0X8AuNZ/zADgO8wsaURZIJADEl2zAoG0EFF6TEzMv2RmZn4HQPWVV14ZfdNNN6UuW7YMKpVqSq8ZaI1PTU2F2+2G2WwODulNSUlBamoqUlJSoFKpIia2tm7diksuuSQir30ur33w4EHk5uZCrVaHfN7j8WBoaAiDg4PBh9frRVJSUvD3kpKSMuUU7uDgIJqamqDX6z1vvfXWwJEjR5wKheLvvb29bwJoinQ3HxHlAMhh5v1ElARfg8m/AugJzO4jop8AqBZGnYLzARGxEggkhpn7AfwPgP8hotjf/e53l2zcuPFWr9e7Mj09PWHVqlXx3/jGNxKXLFky4e5AIsLw8DAWLFjwlXTRyMhIMCrS3d0Nu90OpVKJxMREJCYmIikpCYmJiUhISDgrwXUufEALRzpuKoy2XLBYLLBarcE/bTZb0CU9NTUV+fn5qKmpOWtDUY1Ggy1btvCGDRsGduzY4VUoFP1DQ0PvmEym9wAcl9Jnipl7AfT6v7YQ0TEAucx8dNRpCZCosUQgkBshrAQCGWFmB4C/+x8gIvXhw4cvXrt27XUej2fFRIWWy+WCUqk8rQZntCFpALfbDavVCqvVCpPJhO7u7mAqMSEhISi04uPjoVKpEB8ff8bWfZfLJVvRPOATllIIK5fLBbvdDpvNBpvNBqvVGqyH6urqCorVtLQ0FBYWhi1CqNFosHXrVt64ceNAU1OTx+PxaGw220cmk+ljAPvOFY8pIioCMB/A5/7vnwTwvwEMArhUto0JBBIiUoECwTkMEakBXJybm3udx+NZkZGRkXDVVVeprrjiioTFixcHhVZ/fz96e3tRW1s75bW8Xi9sNhssFgtsNltQQNjtdjAzlEolVCpVUGzFx8cjNjYWsbGxcDgcaG9vx4IFC8J05ZOjsbERixcvnnIkiJnhdrvhcDiCj9ECamRkBMyMqKiooOBUqVRISEiAUqlES0sLLrroorBdj1arxZYtW3jjxo0DjY2NXq/Xq7Hb7R8NDAx8DGDvuSKkRkNEiQC2AXiSmdef8tzPAcQx86OybE4gkBAhrASCaQQRpeNLobVMpVIlXnDBBVRVVZW2YMECxRVXXDFlc9EzcWq0ZmRkBE6nEw6HA1arFU6nE/Hx8VAqlUHBFRMTE+xci4qKGvOhUChARFOO7jQ1NeGCCy4IOpC73e6gK/mpD5fLBYfDEdx74D0wOjoaMTExwb2PFlBxcXFjRu2YGdu2bZtyjVfAiX/Xrl22bdu2Wdvb20FEGrvdvuFcFlKj8Y+Z2gDg78z8XIjnCwFsZOa5km9OIJAYIawEggkwTufTPACvAkgE0AngW4GCXYn2FQugNjY2dlFmZubXXS7XPJVKlVhfX08rV65MXbhwYdS8efOmXBQ/UTQaDWw2G8rKyr4S+XE6nSGFzanHmPms3NMDMxLPJOACz48WfpNxKB+LrVu3YuXKlWcUhlqtNiCihhsaGoZPnDgBItK63e5GvV6/Fb5B4p3TaRYf+S76jwAGmPm+UcfLmLnV//WPAaxk5htl2qZAIBlCWAkEE2Cczqc/AniAmbcR0fcAFDPzwzLvNRZATXR09MKsrKzLPR7P/NjY2OT6+npavnx5SnV1dXR5eTkKCwvPuog6QHt7O6Kjo4Mt/1KzZ88eVFdXyzaAevfu3aipqQmub7Va0draipaWFjQ3N1u3b99u6+zs5FNE1D4AXdNJRIWCiJYD2A7gEHwfOgDgIfgGolf4j50EcBcza2TZpEAgIUJYCQRTgIg+APAygHUAUpiZ/VGtvzNztby7Ox0iigFQQ0TzsrOzL4yKiqpzuVyFMTEx8YWFhVxXVxdbV1eXVFFRoSgvL0d2dvak0nJHjx6FWq0O+mxJzb59+1BWViapQarT6URHRwdaWlrQ0NDg6ezstLa0tDiMRiN7vd7BqKioFqvVut9kMjXDJ6J6pruIEggEZ0Z0BQoEk+SUzqfDAK6Bz/H9JgD5sm1sHJjZCZ+BajN8Vg8AACJSdHV15W3fvr08Li6uKj09/UIANW63OychISG6vLwctbW1ccXFxYmzZ8+m2bNnIycnB1lZWV+Jdsntuh5wQA8nVqsVvb29wUd3d7ertbXVeujQIVdPTw9cLpctOjq6w+l0/lOv1+8D0AKglZlNYd2IQCCYVoiIlUAwCU7tfCKiSgAvAVAD+BDAT5g5tFPkNMOfUiwGUBYVFZWXlpZWGhsbW8zMeW63O0OpVMbGxMREZWZmslqtTqqoqHCXlJQkzJ49W5GTk4NZs2Z9xSsrHLVMY3Hw4EHk5eUhLS1tzHOcTudXfKb6+vqg1WrR09Pj6OzstJ08edLV09MDs9lMLpfLRUSWqKgondfr7RoeHj5hNptPAOgG8AWAXhF9EggEoRDCSiCYIBPofCoH8BYzL5J8czLhHzGUCd/IoRwiylGr1WVxcXHFCoUizev1Jnm93kSPx6NSKBRRCoVCqVQqFQqFQqlSqTgpKYmTk5ORkpKiSElJUSQkJCiVSiUplUoolUqF35uLoqKiiJnh8XjY7Xaz1+tlj8fDXq8XLpfLq9PpYux2u8NqtbosFgssFgs5nU54vV6Px+Pxer1eDwCnUqkcVigUFgAWj8ejtVgs7RaL5SR8w7sDRpdD00k0jdVYMer5BwD8F4AMvzmtQCCIICIVKBBMAH/n0+8BHBstqogok5kNRKQA8H/h6xA8b2BmD74UJBPG//epgq+bMsn/SAQQD4AABGZCBh5K+ERDqIcHgNX/sAT+9Kc/zwfcAO4f3VhBRJuY+ahfdH0dQJe8WxQIzh+EsBIIJsYyALcDOEREB/zHHgJQRkT3+r9fD+APcmxuuuGPCA37H3qZtzOtGWukDICjAJ4H8CB8NYACgUAChLASCCYAMzfCF0kJxYtjHBcIJGV0YwURXQNAw8z/lGOGokBwvhK5alKBQBA2iCifiLYQ0TEiOkJE/+Y/Xk9Eu4joABHtJaLzpr5L8FX8jRXrANwHX3rwFwAekXVTAsF5iCheFwimAeMYlL4A4Hlm/piIVgF4kJkvkXGrAhk4tbGCiGoBfAbA5j8lD74C/UXMrJNpmwLBeYFIBQoE04Bx6mgYQMAVMwW+m6fgPCJUYwUzH4KvWzNwTieAC0VXoEAQeUTESiCYZvjraBoAzIVPXP0dvvovBYClzHxSts2dR4wzP/IxAD8E0Oc/9SFm/lsE9xFypMzoNYWwEgikQwgrgWAaEcKg9CUA25h5HRHdDOAOZr5c3l2eH4yTnr0ZgJWZn5V1gwKBQBaEsBIIpgmhDEqJaBBAqn9WIQEYZOaIDcwbJ0rzZ/gG7gJAKgAzM9dHah/nIqPmRy6DEFYCwXmL6AoUCKYBYxmUwldTtdL/9WUAWiO8lYAZZRWAxQDuJaJqZr6Fmev9YmodfJ5eEWOsLkn/cz8moi/8x5+J5D5GrVmEL+dHAsCPiOggEb1ORLOk2INAIDg3EBErgWAaMFYdDYAh+Hy0ogCMALiHmfdJuK8PALzMzJv83xN8Lt+XMXPERN44abgs+GwGrmJmR8AZP1L78O/l1PRsFoB++BoL/sO/z+9Fcg8CgeDcQXQFCgTTgDMYlC6Qci8BQkRpAGAFAH0kRRUwbpfkDwH8JzM7/M9FWlRFwxehW8vM6/1r6kc9/zv40rcCgeA8QaQCBQLBpBltRsnMQ6OeuhXA2xLvpQhfCrxyACuI6HMi2kZECyO47ljzI3NGnXYdgMOR2oNAIDj3EBErgUAwKUJFafzHowBcDwkjaKcKPP8eZsFX/7UQwLtENIcjU/Mw1vzIW4moHr5UYCeAOyOwtkAgOEcRwkogEEyYcYroAeByAMeZuUeivYQSeD0A1vuF1G4i8gJIx5eeUmFjnPRsxDyrBALBuY9IBQoEgskQiNJc5p9PeMA/SgcA/hckSgOOI/D+Cl93JIioHEAMfIXkAoFAIAmiK1AgEEw7xumS/BTA6wDqATgBPMDMm2XZpEAgOC8RwkogEAgEAoEgTIhUoEAgEAgEAkGYEMJKIBAIBAKBIEwIYSUQCAQCgUAQJoSwEggEAoFAIAgTQlgJBAKBQCAQhAkhrAQCgUAgEAjChBBWAoFAIBAIBGFCCCuBQCAQCASCMPH/ARR4jB+UyIHIAAAAAElFTkSuQmCC\n",
8399 "text/plain": [
8400 "<Figure size 720x720 with 1 Axes>"
8401 ]
8402 },
8403 "metadata": {
8404 "needs_background": "light"
8405 },
8406 "output_type": "display_data"
8407 }
8408 ],
8409 "source": [
8410 "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
8411 "\n",
8412 "dhna = deaths_headlines.dropna()\n",
8413 "\n",
8414 "fig = plt.figure(figsize=(10, 10))\n",
8415 "ax = fig.add_subplot(111, projection=\"polar\")\n",
8416 "\n",
8417 "theta = np.roll(\n",
8418 " np.flip(\n",
8419 " np.arange(len(dhna))/float(len(dhna))*2.*np.pi),\n",
8420 " 14)\n",
8421 "# l15, = ax.plot(theta, deaths_headlines['total_2015'], color=\"#b56363\", label=\"2015\") # 0\n",
8422 "# l16, = ax.plot(theta, deaths_headlines['total_2016'], color=\"#a4b563\", label=\"2016\") # 72\n",
8423 "# l17, = ax.plot(theta, deaths_headlines['total_2017'], color=\"#63b584\", label=\"2017\") # 144\n",
8424 "# l18, = ax.plot(theta, deaths_headlines['total_2018'], color=\"#6384b5\", label=\"2018\") # 216\n",
8425 "# l19, = ax.plot(theta, deaths_headlines['total_2019'], color=\"#a4635b\", label=\"2019\") # 288\n",
8426 "l15, = ax.plot(theta, dhna['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
8427 "l16, = ax.plot(theta, dhna['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
8428 "l17, = ax.plot(theta, dhna['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
8429 "l18, = ax.plot(theta, dhna['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
8430 "l19, = ax.plot(theta, dhna['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
8431 "\n",
8432 "lmean, = ax.plot(theta, dhna['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
8433 "\n",
8434 "l20, = ax.plot(theta, dhna['total_2020'], color=\"red\", label=\"2020\")\n",
8435 "\n",
8436 "# deaths_headlines.total_2019.plot(ax=ax)\n",
8437 "\n",
8438 "def _closeline(line):\n",
8439 " x, y = line.get_data()\n",
8440 " x = np.concatenate((x, [x[0]]))\n",
8441 " y = np.concatenate((y, [y[0]]))\n",
8442 " line.set_data(x, y)\n",
8443 "\n",
8444 "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
8445 "\n",
8446 "\n",
8447 "ax.set_xticks(theta)\n",
8448 "ax.set_xticklabels(dhna.index)\n",
8449 "plt.legend()\n",
8450 "plt.title(\"Deaths by week over years, all UK\")\n",
8451 "plt.savefig('deaths-radar.png')\n",
8452 "plt.show()"
8453 ]
8454 },
8455 {
8456 "cell_type": "markdown",
8457 "metadata": {
8458 "Collapsed": "false"
8459 },
8460 "source": [
8461 "# Excess deaths calculation"
8462 ]
8463 },
8464 {
8465 "cell_type": "code",
8466 "execution_count": 113,
8467 "metadata": {
8468 "Collapsed": "false"
8469 },
8470 "outputs": [],
8471 "source": [
8472 "# raw_data_2020.loc[12, 'Week ended']"
8473 ]
8474 },
8475 {
8476 "cell_type": "code",
8477 "execution_count": 114,
8478 "metadata": {
8479 "Collapsed": "false"
8480 },
8481 "outputs": [
8482 {
8483 "data": {
8484 "text/plain": [
8485 "Timestamp('2020-03-20 00:00:00')"
8486 ]
8487 },
8488 "execution_count": 114,
8489 "metadata": {},
8490 "output_type": "execute_result"
8491 }
8492 ],
8493 "source": [
8494 "eng_xls.loc[12, 'Week ended']"
8495 ]
8496 },
8497 {
8498 "cell_type": "code",
8499 "execution_count": 115,
8500 "metadata": {
8501 "Collapsed": "false"
8502 },
8503 "outputs": [],
8504 "source": [
8505 "# raw_data_2020.iloc[-1]['Week ended']"
8506 ]
8507 },
8508 {
8509 "cell_type": "code",
8510 "execution_count": 116,
8511 "metadata": {
8512 "Collapsed": "false"
8513 },
8514 "outputs": [
8515 {
8516 "data": {
8517 "text/plain": [
8518 "53"
8519 ]
8520 },
8521 "execution_count": 116,
8522 "metadata": {},
8523 "output_type": "execute_result"
8524 }
8525 ],
8526 "source": [
8527 "deaths_headlines_e.total_2020.dropna().last_valid_index()"
8528 ]
8529 },
8530 {
8531 "cell_type": "code",
8532 "execution_count": 117,
8533 "metadata": {
8534 "Collapsed": "false"
8535 },
8536 "outputs": [
8537 {
8538 "data": {
8539 "text/plain": [
8540 "Timestamp('2021-01-01 00:00:00')"
8541 ]
8542 },
8543 "execution_count": 117,
8544 "metadata": {},
8545 "output_type": "execute_result"
8546 }
8547 ],
8548 "source": [
8549 "eng_xls.loc[deaths_headlines_e.total_2020.dropna().last_valid_index(), 'Week ended']"
8550 ]
8551 },
8552 {
8553 "cell_type": "code",
8554 "execution_count": 118,
8555 "metadata": {
8556 "Collapsed": "false"
8557 },
8558 "outputs": [
8559 {
8560 "data": {
8561 "text/plain": [
8562 "Timestamp('2020-07-03 00:00:00')"
8563 ]
8564 },
8565 "execution_count": 118,
8566 "metadata": {},
8567 "output_type": "execute_result"
8568 }
8569 ],
8570 "source": [
8571 "eng_xls.loc[27, 'Week ended']"
8572 ]
8573 },
8574 {
8575 "cell_type": "code",
8576 "execution_count": 119,
8577 "metadata": {
8578 "Collapsed": "false"
8579 },
8580 "outputs": [],
8581 "source": [
8582 "# raw_data_2020.loc[12].droplevel(1)['Week ended']"
8583 ]
8584 },
8585 {
8586 "cell_type": "code",
8587 "execution_count": 120,
8588 "metadata": {
8589 "Collapsed": "false"
8590 },
8591 "outputs": [],
8592 "source": [
8593 "# raw_data_2020.iloc[-1].droplevel(1)['Week ended']"
8594 ]
8595 },
8596 {
8597 "cell_type": "code",
8598 "execution_count": 121,
8599 "metadata": {
8600 "Collapsed": "false"
8601 },
8602 "outputs": [
8603 {
8604 "data": {
8605 "text/plain": [
8606 "86082.0"
8607 ]
8608 },
8609 "execution_count": 121,
8610 "metadata": {},
8611 "output_type": "execute_result"
8612 }
8613 ],
8614 "source": [
8615 "(deaths_headlines.loc[12:].total_2020 - deaths_headlines.loc[12:].previous_mean).sum()"
8616 ]
8617 },
8618 {
8619 "cell_type": "code",
8620 "execution_count": 122,
8621 "metadata": {
8622 "Collapsed": "false"
8623 },
8624 "outputs": [
8625 {
8626 "data": {
8627 "text/plain": [
8628 "64733.6"
8629 ]
8630 },
8631 "execution_count": 122,
8632 "metadata": {},
8633 "output_type": "execute_result"
8634 }
8635 ],
8636 "source": [
8637 "(deaths_headlines.loc[12:27].total_2020 - deaths_headlines.loc[12:27].previous_mean).sum()"
8638 ]
8639 },
8640 {
8641 "cell_type": "code",
8642 "execution_count": 123,
8643 "metadata": {
8644 "Collapsed": "false"
8645 },
8646 "outputs": [
8647 {
8648 "data": {
8649 "text/plain": [
8650 "618343.6"
8651 ]
8652 },
8653 "execution_count": 123,
8654 "metadata": {},
8655 "output_type": "execute_result"
8656 }
8657 ],
8658 "source": [
8659 "deaths_headlines.previous_mean.sum()"
8660 ]
8661 },
8662 {
8663 "cell_type": "code",
8664 "execution_count": 124,
8665 "metadata": {
8666 "Collapsed": "false"
8667 },
8668 "outputs": [],
8669 "source": [
8670 "# excess_death_data = {\n",
8671 "# 'start_date': str(eng_xls.loc[12, 'Week ended']),\n",
8672 "# 'end_date': str(eng_xls.loc[deaths_headlines_e.total_2020.dropna().last_valid_index(), 'Week ended']),\n",
8673 "# 'excess_deaths': (deaths_headlines.loc[12:].total_2020 - deaths_headlines.loc[12:].previous_mean).sum()\n",
8674 "# }\n",
8675 "\n",
8676 "# with open('excess_deaths.json', 'w') as f:\n",
8677 "# json.dump(excess_death_data, f)"
8678 ]
8679 },
8680 {
8681 "cell_type": "code",
8682 "execution_count": 125,
8683 "metadata": {
8684 "Collapsed": "false"
8685 },
8686 "outputs": [],
8687 "source": [
8688 "# excess_death_data = {\n",
8689 "# 'start_date': str(eng_xls.loc[12, 'Week ended']),\n",
8690 "# 'end_date': str(eng_xls.loc[27, 'Week ended']),\n",
8691 "# 'excess_deaths': (deaths_headlines.loc[12:27].total_2020 - deaths_headlines.loc[12:27].previous_mean).sum()\n",
8692 "# }\n",
8693 "\n",
8694 "# with open('excess_deaths.json', 'w') as f:\n",
8695 "# json.dump(excess_death_data, f)"
8696 ]
8697 },
8698 {
8699 "cell_type": "code",
8700 "execution_count": 126,
8701 "metadata": {
8702 "Collapsed": "false"
8703 },
8704 "outputs": [],
8705 "source": [
8706 "# excess_death_data = {\n",
8707 "# 'start_date': str(raw_data_2020.loc[12].droplevel(1)['Week ended']),\n",
8708 "# 'end_date': str(raw_data_2020.iloc[-1].droplevel(1)['Week ended']),\n",
8709 "# 'excess_deaths': (deaths_headlines.loc[12:].total_2020 - deaths_headlines.loc[12:].previous_mean).sum()\n",
8710 "# }\n",
8711 "\n",
8712 "# with open('excess_deaths.json', 'w') as f:\n",
8713 "# json.dump(excess_death_data, f)"
8714 ]
8715 },
8716 {
8717 "cell_type": "code",
8718 "execution_count": 127,
8719 "metadata": {
8720 "Collapsed": "false"
8721 },
8722 "outputs": [
8723 {
8724 "data": {
8725 "text/plain": [
8726 "Week number Week ended\n",
8727 "1 2020-01-03 00:00:00\n",
8728 "2 2020-01-10 00:00:00\n",
8729 "3 2020-01-17 00:00:00\n",
8730 "4 2020-01-24 00:00:00\n",
8731 "5 2020-01-31 00:00:00\n",
8732 "6 2020-02-07 00:00:00\n",
8733 "7 2020-02-14 00:00:00\n",
8734 "8 2020-02-21 00:00:00\n",
8735 "9 2020-02-28 00:00:00\n",
8736 "10 2020-03-06 00:00:00\n",
8737 "11 2020-03-13 00:00:00\n",
8738 "12 2020-03-20 00:00:00\n",
8739 "13 2020-03-27 00:00:00\n",
8740 "14 2020-04-03 00:00:00\n",
8741 "15 2020-04-10 00:00:00\n",
8742 "16 2020-04-17 00:00:00\n",
8743 "17 2020-04-24 00:00:00\n",
8744 "18 2020-05-01 00:00:00\n",
8745 "19 2020-05-08 00:00:00\n",
8746 "20 2020-05-15 00:00:00\n",
8747 "21 2020-05-22 00:00:00\n",
8748 "22 2020-05-29 00:00:00\n",
8749 "23 2020-06-05 00:00:00\n",
8750 "24 2020-06-12 00:00:00\n",
8751 "25 2020-06-19 00:00:00\n",
8752 "26 2020-06-26 00:00:00\n",
8753 "27 2020-07-03 00:00:00\n",
8754 "28 2020-07-10 00:00:00\n",
8755 "29 2020-07-17 00:00:00\n",
8756 "30 2020-07-24 00:00:00\n",
8757 "31 2020-07-31 00:00:00\n",
8758 "32 2020-08-07 00:00:00\n",
8759 "33 2020-08-14 00:00:00\n",
8760 "34 2020-08-21 00:00:00\n",
8761 "35 2020-08-28 00:00:00\n",
8762 "36 2020-09-04 00:00:00\n",
8763 "37 2020-09-11 00:00:00\n",
8764 "38 2020-09-18 00:00:00\n",
8765 "39 2020-09-25 00:00:00\n",
8766 "40 2020-10-02 00:00:00\n",
8767 "41 2020-10-09 00:00:00\n",
8768 "42 2020-10-16 00:00:00\n",
8769 "43 2020-10-23 00:00:00\n",
8770 "44 2020-10-30 00:00:00\n",
8771 "45 2020-11-06 00:00:00\n",
8772 "46 2020-11-13 00:00:00\n",
8773 "47 2020-11-20 00:00:00\n",
8774 "48 2020-11-27 00:00:00\n",
8775 "49 2020-12-04 00:00:00\n",
8776 "50 2020-12-11 00:00:00\n",
8777 "51 2020-12-18 00:00:00\n",
8778 "52 2020-12-25 00:00:00\n",
8779 "53 2021-01-01 00:00:00\n",
8780 "Name: Week ended, dtype: object"
8781 ]
8782 },
8783 "execution_count": 127,
8784 "metadata": {},
8785 "output_type": "execute_result"
8786 }
8787 ],
8788 "source": [
8789 "eng_xls['Week ended']"
8790 ]
8791 },
8792 {
8793 "cell_type": "code",
8794 "execution_count": 128,
8795 "metadata": {
8796 "Collapsed": "false"
8797 },
8798 "outputs": [],
8799 "source": [
8800 "# raw_data_2020.droplevel(1, axis='columns')['Week ended']"
8801 ]
8802 },
8803 {
8804 "cell_type": "code",
8805 "execution_count": 129,
8806 "metadata": {
8807 "Collapsed": "false"
8808 },
8809 "outputs": [],
8810 "source": [
8811 "deaths_by_week = deaths_headlines.merge(eng_xls['Week ended'], left_index=True, right_index=True)\n",
8812 "deaths_by_week.rename(columns={'Week ended': 'week_ended'}, inplace=True)\n",
8813 "deaths_by_week.to_csv('deaths_by_week.csv', header=True, index=False)"
8814 ]
8815 },
8816 {
8817 "cell_type": "code",
8818 "execution_count": 130,
8819 "metadata": {
8820 "Collapsed": "false"
8821 },
8822 "outputs": [],
8823 "source": [
8824 "# deaths_by_week = deaths_headlines.merge(raw_data_2020.droplevel(1, axis='columns')['Week ended'], left_index=True, right_index=True)\n",
8825 "# deaths_by_week.rename(columns={'Week ended': 'week_ended'}, inplace=True)\n",
8826 "# deaths_by_week.to_csv('deaths_by_week.csv', header=True, index=False)"
8827 ]
8828 },
8829 {
8830 "cell_type": "markdown",
8831 "metadata": {
8832 "Collapsed": "false"
8833 },
8834 "source": [
8835 "# Plots for UK nations"
8836 ]
8837 },
8838 {
8839 "cell_type": "code",
8840 "execution_count": 131,
8841 "metadata": {
8842 "Collapsed": "false"
8843 },
8844 "outputs": [
8845 {
8846 "data": {
8847 "image/png": 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\n",
8848 "text/plain": [
8849 "<Figure size 720x720 with 1 Axes>"
8850 ]
8851 },
8852 "metadata": {
8853 "needs_background": "light"
8854 },
8855 "output_type": "display_data"
8856 }
8857 ],
8858 "source": [
8859 "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
8860 "\n",
8861 "fig = plt.figure(figsize=(10, 10))\n",
8862 "ax = fig.add_subplot(111, projection=\"polar\")\n",
8863 "\n",
8864 "theta = np.roll(\n",
8865 " np.flip(\n",
8866 " np.arange(len(deaths_headlines_e))/float(len(deaths_headlines_e))*2.*np.pi),\n",
8867 " 14)\n",
8868 "l15, = ax.plot(theta, deaths_headlines_e['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
8869 "l16, = ax.plot(theta, deaths_headlines_e['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
8870 "l17, = ax.plot(theta, deaths_headlines_e['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
8871 "l18, = ax.plot(theta, deaths_headlines_e['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
8872 "l19, = ax.plot(theta, deaths_headlines_e['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
8873 "\n",
8874 "lmean, = ax.plot(theta, deaths_headlines_e['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
8875 "\n",
8876 "l20, = ax.plot(theta, deaths_headlines_e['total_2020'], color=\"red\", label=\"2020\")\n",
8877 "\n",
8878 "# deaths_headlines.total_2019.plot(ax=ax)\n",
8879 "\n",
8880 "def _closeline(line):\n",
8881 " x, y = line.get_data()\n",
8882 " x = np.concatenate((x, [x[0]]))\n",
8883 " y = np.concatenate((y, [y[0]]))\n",
8884 " line.set_data(x, y)\n",
8885 "\n",
8886 "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
8887 "\n",
8888 "\n",
8889 "ax.set_xticks(theta)\n",
8890 "ax.set_xticklabels(deaths_headlines_e.index)\n",
8891 "plt.legend()\n",
8892 "plt.title(\"Deaths by week over years, England\")\n",
8893 "plt.savefig('deaths-radar_england.png')\n",
8894 "plt.show()"
8895 ]
8896 },
8897 {
8898 "cell_type": "code",
8899 "execution_count": 132,
8900 "metadata": {
8901 "Collapsed": "false"
8902 },
8903 "outputs": [
8904 {
8905 "data": {
8906 "image/png": 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\n",
8907 "text/plain": [
8908 "<Figure size 720x720 with 1 Axes>"
8909 ]
8910 },
8911 "metadata": {
8912 "needs_background": "light"
8913 },
8914 "output_type": "display_data"
8915 }
8916 ],
8917 "source": [
8918 "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
8919 "\n",
8920 "fig = plt.figure(figsize=(10, 10))\n",
8921 "ax = fig.add_subplot(111, projection=\"polar\")\n",
8922 "\n",
8923 "theta = np.roll(\n",
8924 " np.flip(\n",
8925 " np.arange(len(deaths_headlines_w))/float(len(deaths_headlines_w))*2.*np.pi),\n",
8926 " 14)\n",
8927 "l15, = ax.plot(theta, deaths_headlines_w['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
8928 "l16, = ax.plot(theta, deaths_headlines_w['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
8929 "l17, = ax.plot(theta, deaths_headlines_w['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
8930 "l18, = ax.plot(theta, deaths_headlines_w['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
8931 "l19, = ax.plot(theta, deaths_headlines_w['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
8932 "\n",
8933 "lmean, = ax.plot(theta, deaths_headlines_w['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
8934 "\n",
8935 "l20, = ax.plot(theta, deaths_headlines_w['total_2020'], color=\"red\", label=\"2020\")\n",
8936 "\n",
8937 "\n",
8938 "def _closeline(line):\n",
8939 " x, y = line.get_data()\n",
8940 " x = np.concatenate((x, [x[0]]))\n",
8941 " y = np.concatenate((y, [y[0]]))\n",
8942 " line.set_data(x, y)\n",
8943 "\n",
8944 "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
8945 "\n",
8946 "\n",
8947 "ax.set_xticks(theta)\n",
8948 "ax.set_xticklabels(deaths_headlines_w.index)\n",
8949 "plt.legend()\n",
8950 "plt.title(\"Deaths by week over years, Wales\")\n",
8951 "plt.savefig('deaths-radar_wales.png')\n",
8952 "plt.show()"
8953 ]
8954 },
8955 {
8956 "cell_type": "code",
8957 "execution_count": 133,
8958 "metadata": {
8959 "Collapsed": "false"
8960 },
8961 "outputs": [
8962 {
8963 "data": {
8964 "image/png": 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\n",
8965 "text/plain": [
8966 "<Figure size 720x720 with 1 Axes>"
8967 ]
8968 },
8969 "metadata": {
8970 "needs_background": "light"
8971 },
8972 "output_type": "display_data"
8973 }
8974 ],
8975 "source": [
8976 "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
8977 "\n",
8978 "fig = plt.figure(figsize=(10, 10))\n",
8979 "ax = fig.add_subplot(111, projection=\"polar\")\n",
8980 "\n",
8981 "theta = np.roll(\n",
8982 " np.flip(\n",
8983 " np.arange(len(deaths_headlines_s))/float(len(deaths_headlines_s))*2.*np.pi),\n",
8984 " 14)\n",
8985 "l15, = ax.plot(theta, deaths_headlines_s['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
8986 "l16, = ax.plot(theta, deaths_headlines_s['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
8987 "l17, = ax.plot(theta, deaths_headlines_s['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
8988 "l18, = ax.plot(theta, deaths_headlines_s['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
8989 "l19, = ax.plot(theta, deaths_headlines_s['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
8990 "\n",
8991 "lmean, = ax.plot(theta, deaths_headlines_s['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
8992 "\n",
8993 "l20, = ax.plot(theta, deaths_headlines_s['total_2020'], color=\"red\", label=\"2020\")\n",
8994 "\n",
8995 "\n",
8996 "def _closeline(line):\n",
8997 " x, y = line.get_data()\n",
8998 " x = np.concatenate((x, [x[0]]))\n",
8999 " y = np.concatenate((y, [y[0]]))\n",
9000 " line.set_data(x, y)\n",
9001 "\n",
9002 "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
9003 "\n",
9004 "\n",
9005 "ax.set_xticks(theta)\n",
9006 "ax.set_xticklabels(deaths_headlines_s.index)\n",
9007 "plt.legend()\n",
9008 "plt.title(\"Deaths by week over years, Scotland\")\n",
9009 "plt.savefig('deaths-radar_scotland.png')\n",
9010 "plt.show()"
9011 ]
9012 },
9013 {
9014 "cell_type": "code",
9015 "execution_count": 134,
9016 "metadata": {
9017 "Collapsed": "false"
9018 },
9019 "outputs": [
9020 {
9021 "data": {
9022 "image/png": 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\n",
9023 "text/plain": [
9024 "<Figure size 720x720 with 1 Axes>"
9025 ]
9026 },
9027 "metadata": {
9028 "needs_background": "light"
9029 },
9030 "output_type": "display_data"
9031 }
9032 ],
9033 "source": [
9034 "# Radar plot code taken from example at https://stackoverflow.com/questions/42878485/getting-matplotlib-radar-plot-with-pandas#\n",
9035 "\n",
9036 "fig = plt.figure(figsize=(10, 10))\n",
9037 "ax = fig.add_subplot(111, projection=\"polar\")\n",
9038 "\n",
9039 "theta = np.roll(\n",
9040 " np.flip(\n",
9041 " np.arange(len(deaths_headlines_i))/float(len(deaths_headlines_i))*2.*np.pi),\n",
9042 " 14)\n",
9043 "l15, = ax.plot(theta, deaths_headlines_i['total_2015'], color=\"#e47d7d\", label=\"2015\") # 0\n",
9044 "l16, = ax.plot(theta, deaths_headlines_i['total_2016'], color=\"#afc169\", label=\"2016\") # 72 , d0e47d\n",
9045 "l17, = ax.plot(theta, deaths_headlines_i['total_2017'], color=\"#7de4a6\", label=\"2017\") # 144\n",
9046 "l18, = ax.plot(theta, deaths_headlines_i['total_2018'], color=\"#7da6e4\", label=\"2018\") # 216\n",
9047 "l19, = ax.plot(theta, deaths_headlines_i['total_2019'], color=\"#d07de4\", label=\"2019\") # 288\n",
9048 "\n",
9049 "lmean, = ax.plot(theta, deaths_headlines_i['previous_mean'], color=\"black\", linestyle='dashed', label=\"mean\")\n",
9050 "\n",
9051 "l20, = ax.plot(theta, deaths_headlines_i['total_2020'], color=\"red\", label=\"2020\")\n",
9052 "\n",
9053 "\n",
9054 "def _closeline(line):\n",
9055 " x, y = line.get_data()\n",
9056 " x = np.concatenate((x, [x[0]]))\n",
9057 " y = np.concatenate((y, [y[0]]))\n",
9058 " line.set_data(x, y)\n",
9059 "\n",
9060 "[_closeline(l) for l in [l19, l18, l17, l16, l15, lmean]]\n",
9061 "\n",
9062 "\n",
9063 "ax.set_xticks(theta)\n",
9064 "ax.set_xticklabels(deaths_headlines_i.index)\n",
9065 "plt.legend()\n",
9066 "plt.title(\"Deaths by week over years, Northern Ireland\")\n",
9067 "plt.savefig('deaths-radar_northern_ireland.png')\n",
9068 "plt.show()"
9069 ]
9070 },
9071 {
9072 "cell_type": "code",
9073 "execution_count": 135,
9074 "metadata": {
9075 "Collapsed": "false"
9076 },
9077 "outputs": [],
9078 "source": [
9079 "# list(raw_data_2020.columns)"
9080 ]
9081 },
9082 {
9083 "cell_type": "code",
9084 "execution_count": 136,
9085 "metadata": {
9086 "Collapsed": "false"
9087 },
9088 "outputs": [],
9089 "source": [
9090 "# deaths_headlines_e = raw_data_2020.iloc[:, [1]].copy()\n",
9091 "# deaths_headlines_e.columns = ['total_2020']\n",
9092 "# deaths_headlines_w = raw_data_2020['W92000004'].copy()\n",
9093 "# deaths_headlines_e.columns = ['total_2020']\n",
9094 "# deaths_headlines_w.columns = ['total_2020']\n",
9095 "# deaths_headlines_e.total_2020 -= deaths_headlines_w.total_2020\n",
9096 "# deaths_headlines_e.head()\n",
9097 "# deaths_headlines_e"
9098 ]
9099 },
9100 {
9101 "cell_type": "code",
9102 "execution_count": null,
9103 "metadata": {
9104 "Collapsed": "false"
9105 },
9106 "outputs": [],
9107 "source": []
9108 },
9109 {
9110 "cell_type": "code",
9111 "execution_count": null,
9112 "metadata": {
9113 "Collapsed": "false"
9114 },
9115 "outputs": [],
9116 "source": []
9117 }
9118 ],
9119 "metadata": {
9120 "jupytext": {
9121 "formats": "ipynb,md"
9122 },
9123 "kernelspec": {
9124 "display_name": "Python 3",
9125 "language": "python",
9126 "name": "python3"
9127 },
9128 "language_info": {
9129 "codemirror_mode": {
9130 "name": "ipython",
9131 "version": 3
9132 },
9133 "file_extension": ".py",
9134 "mimetype": "text/x-python",
9135 "name": "python",
9136 "nbconvert_exporter": "python",
9137 "pygments_lexer": "ipython3",
9138 "version": "3.8.5"
9139 }
9140 },
9141 "nbformat": 4,
9142 "nbformat_minor": 4
9143 }
Code for analysing Covid-19 data