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[covid19.git] / covid.ipynb
1 {
2 "cells": [
3 {
4 "cell_type": "markdown",
5 "metadata": {},
6 "source": [
7 "Data from [European Centre for Disease Prevention and Control](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide)"
8 ]
9 },
10 {
11 "cell_type": "code",
12 "execution_count": 771,
13 "metadata": {},
14 "outputs": [],
15 "source": [
16 "import itertools\n",
17 "import collections\n",
18 "import json\n",
19 "import pandas as pd\n",
20 "import numpy as np\n",
21 "from scipy.stats import gmean\n",
22 "import datetime\n",
23 "\n",
24 "import matplotlib as mpl\n",
25 "import matplotlib.pyplot as plt\n",
26 "%matplotlib inline"
27 ]
28 },
29 {
30 "cell_type": "code",
31 "execution_count": 2,
32 "metadata": {},
33 "outputs": [],
34 "source": [
35 "DEATH_COUNT_THRESHOLD = 10\n",
36 "COUNTRIES_CORE = 'IT DE UK ES IE FR'.split()\n",
37 "COUNTRIES_NORDIC = 'SE NO DK FI UK'.split()\n",
38 "COUNTRIES_FRIENDS = 'IT UK ES BE SI MX'.split()\n",
39 "COUNTRIES_OF_INTEREST = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS))\n",
40 "COUNTRIES_ALL = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS + COUNTRIES_NORDIC))"
41 ]
42 },
43 {
44 "cell_type": "code",
45 "execution_count": 666,
46 "metadata": {},
47 "outputs": [
48 {
49 "name": "stdout",
50 "output_type": "stream",
51 "text": [
52 " % Total % Received % Xferd Average Speed Time Time Time Current\n",
53 " Dload Upload Total Spent Left Speed\n",
54 "100 1073k 100 1073k 0 0 563k 0 0:00:01 0:00:01 --:--:-- 563k\n"
55 ]
56 }
57 ],
58 "source": [
59 "!curl https://opendata.ecdc.europa.eu/covid19/casedistribution/csv/ > covid.csv"
60 ]
61 },
62 {
63 "cell_type": "code",
64 "execution_count": 667,
65 "metadata": {},
66 "outputs": [],
67 "source": [
68 "# First col is a date, treat geoId of NA as 'Namibia', not \"NA\" value\n",
69 "raw_data = pd.read_csv('covid.csv', parse_dates=[0], keep_default_na=False, dayfirst=True)"
70 ]
71 },
72 {
73 "cell_type": "code",
74 "execution_count": 668,
75 "metadata": {},
76 "outputs": [
77 {
78 "data": {
79 "text/plain": [
80 "207130"
81 ]
82 },
83 "execution_count": 668,
84 "metadata": {},
85 "output_type": "execute_result"
86 }
87 ],
88 "source": [
89 "raw_data.size"
90 ]
91 },
92 {
93 "cell_type": "code",
94 "execution_count": 669,
95 "metadata": {},
96 "outputs": [
97 {
98 "data": {
99 "text/html": [
100 "<div>\n",
101 "<style scoped>\n",
102 " .dataframe tbody tr th:only-of-type {\n",
103 " vertical-align: middle;\n",
104 " }\n",
105 "\n",
106 " .dataframe tbody tr th {\n",
107 " vertical-align: top;\n",
108 " }\n",
109 "\n",
110 " .dataframe thead th {\n",
111 " text-align: right;\n",
112 " }\n",
113 "</style>\n",
114 "<table border=\"1\" class=\"dataframe\">\n",
115 " <thead>\n",
116 " <tr style=\"text-align: right;\">\n",
117 " <th></th>\n",
118 " <th>dateRep</th>\n",
119 " <th>day</th>\n",
120 " <th>month</th>\n",
121 " <th>year</th>\n",
122 " <th>cases</th>\n",
123 " <th>deaths</th>\n",
124 " <th>countriesAndTerritories</th>\n",
125 " <th>geoId</th>\n",
126 " <th>countryterritoryCode</th>\n",
127 " <th>popData2018</th>\n",
128 " <th>continentExp</th>\n",
129 " </tr>\n",
130 " </thead>\n",
131 " <tbody>\n",
132 " <tr>\n",
133 " <td>0</td>\n",
134 " <td>2020-05-23</td>\n",
135 " <td>23</td>\n",
136 " <td>5</td>\n",
137 " <td>2020</td>\n",
138 " <td>540</td>\n",
139 " <td>12</td>\n",
140 " <td>Afghanistan</td>\n",
141 " <td>AF</td>\n",
142 " <td>AFG</td>\n",
143 " <td>37172386</td>\n",
144 " <td>Asia</td>\n",
145 " </tr>\n",
146 " <tr>\n",
147 " <td>1</td>\n",
148 " <td>2020-05-22</td>\n",
149 " <td>22</td>\n",
150 " <td>5</td>\n",
151 " <td>2020</td>\n",
152 " <td>531</td>\n",
153 " <td>6</td>\n",
154 " <td>Afghanistan</td>\n",
155 " <td>AF</td>\n",
156 " <td>AFG</td>\n",
157 " <td>37172386</td>\n",
158 " <td>Asia</td>\n",
159 " </tr>\n",
160 " <tr>\n",
161 " <td>2</td>\n",
162 " <td>2020-05-21</td>\n",
163 " <td>21</td>\n",
164 " <td>5</td>\n",
165 " <td>2020</td>\n",
166 " <td>492</td>\n",
167 " <td>9</td>\n",
168 " <td>Afghanistan</td>\n",
169 " <td>AF</td>\n",
170 " <td>AFG</td>\n",
171 " <td>37172386</td>\n",
172 " <td>Asia</td>\n",
173 " </tr>\n",
174 " <tr>\n",
175 " <td>3</td>\n",
176 " <td>2020-05-20</td>\n",
177 " <td>20</td>\n",
178 " <td>5</td>\n",
179 " <td>2020</td>\n",
180 " <td>581</td>\n",
181 " <td>5</td>\n",
182 " <td>Afghanistan</td>\n",
183 " <td>AF</td>\n",
184 " <td>AFG</td>\n",
185 " <td>37172386</td>\n",
186 " <td>Asia</td>\n",
187 " </tr>\n",
188 " <tr>\n",
189 " <td>4</td>\n",
190 " <td>2020-05-19</td>\n",
191 " <td>19</td>\n",
192 " <td>5</td>\n",
193 " <td>2020</td>\n",
194 " <td>408</td>\n",
195 " <td>4</td>\n",
196 " <td>Afghanistan</td>\n",
197 " <td>AF</td>\n",
198 " <td>AFG</td>\n",
199 " <td>37172386</td>\n",
200 " <td>Asia</td>\n",
201 " </tr>\n",
202 " </tbody>\n",
203 "</table>\n",
204 "</div>"
205 ],
206 "text/plain": [
207 " dateRep day month year cases deaths countriesAndTerritories geoId \\\n",
208 "0 2020-05-23 23 5 2020 540 12 Afghanistan AF \n",
209 "1 2020-05-22 22 5 2020 531 6 Afghanistan AF \n",
210 "2 2020-05-21 21 5 2020 492 9 Afghanistan AF \n",
211 "3 2020-05-20 20 5 2020 581 5 Afghanistan AF \n",
212 "4 2020-05-19 19 5 2020 408 4 Afghanistan AF \n",
213 "\n",
214 " countryterritoryCode popData2018 continentExp \n",
215 "0 AFG 37172386 Asia \n",
216 "1 AFG 37172386 Asia \n",
217 "2 AFG 37172386 Asia \n",
218 "3 AFG 37172386 Asia \n",
219 "4 AFG 37172386 Asia "
220 ]
221 },
222 "execution_count": 669,
223 "metadata": {},
224 "output_type": "execute_result"
225 }
226 ],
227 "source": [
228 "raw_data.head()"
229 ]
230 },
231 {
232 "cell_type": "code",
233 "execution_count": 670,
234 "metadata": {},
235 "outputs": [
236 {
237 "data": {
238 "text/plain": [
239 "dateRep datetime64[ns]\n",
240 "day int64\n",
241 "month int64\n",
242 "year int64\n",
243 "cases int64\n",
244 "deaths int64\n",
245 "countriesAndTerritories object\n",
246 "geoId object\n",
247 "countryterritoryCode object\n",
248 "popData2018 object\n",
249 "continentExp object\n",
250 "dtype: object"
251 ]
252 },
253 "execution_count": 670,
254 "metadata": {},
255 "output_type": "execute_result"
256 }
257 ],
258 "source": [
259 "raw_data.dtypes"
260 ]
261 },
262 {
263 "cell_type": "code",
264 "execution_count": 671,
265 "metadata": {},
266 "outputs": [
267 {
268 "data": {
269 "text/html": [
270 "<div>\n",
271 "<style scoped>\n",
272 " .dataframe tbody tr th:only-of-type {\n",
273 " vertical-align: middle;\n",
274 " }\n",
275 "\n",
276 " .dataframe tbody tr th {\n",
277 " vertical-align: top;\n",
278 " }\n",
279 "\n",
280 " .dataframe thead th {\n",
281 " text-align: right;\n",
282 " }\n",
283 "</style>\n",
284 "<table border=\"1\" class=\"dataframe\">\n",
285 " <thead>\n",
286 " <tr style=\"text-align: right;\">\n",
287 " <th></th>\n",
288 " <th></th>\n",
289 " <th>day</th>\n",
290 " <th>month</th>\n",
291 " <th>year</th>\n",
292 " <th>cases</th>\n",
293 " <th>deaths</th>\n",
294 " <th>countriesAndTerritories</th>\n",
295 " <th>countryterritoryCode</th>\n",
296 " <th>popData2018</th>\n",
297 " <th>continentExp</th>\n",
298 " </tr>\n",
299 " <tr>\n",
300 " <th>geoId</th>\n",
301 " <th>dateRep</th>\n",
302 " <th></th>\n",
303 " <th></th>\n",
304 " <th></th>\n",
305 " <th></th>\n",
306 " <th></th>\n",
307 " <th></th>\n",
308 " <th></th>\n",
309 " <th></th>\n",
310 " <th></th>\n",
311 " </tr>\n",
312 " </thead>\n",
313 " <tbody>\n",
314 " <tr>\n",
315 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
316 " <td>2020-03-03</td>\n",
317 " <td>3</td>\n",
318 " <td>3</td>\n",
319 " <td>2020</td>\n",
320 " <td>1</td>\n",
321 " <td>0</td>\n",
322 " <td>Andorra</td>\n",
323 " <td>AND</td>\n",
324 " <td>77006</td>\n",
325 " <td>Europe</td>\n",
326 " </tr>\n",
327 " <tr>\n",
328 " <td>2020-03-14</td>\n",
329 " <td>14</td>\n",
330 " <td>3</td>\n",
331 " <td>2020</td>\n",
332 " <td>1</td>\n",
333 " <td>0</td>\n",
334 " <td>Andorra</td>\n",
335 " <td>AND</td>\n",
336 " <td>77006</td>\n",
337 " <td>Europe</td>\n",
338 " </tr>\n",
339 " <tr>\n",
340 " <td>2020-03-16</td>\n",
341 " <td>16</td>\n",
342 " <td>3</td>\n",
343 " <td>2020</td>\n",
344 " <td>3</td>\n",
345 " <td>0</td>\n",
346 " <td>Andorra</td>\n",
347 " <td>AND</td>\n",
348 " <td>77006</td>\n",
349 " <td>Europe</td>\n",
350 " </tr>\n",
351 " <tr>\n",
352 " <td>2020-03-17</td>\n",
353 " <td>17</td>\n",
354 " <td>3</td>\n",
355 " <td>2020</td>\n",
356 " <td>9</td>\n",
357 " <td>0</td>\n",
358 " <td>Andorra</td>\n",
359 " <td>AND</td>\n",
360 " <td>77006</td>\n",
361 " <td>Europe</td>\n",
362 " </tr>\n",
363 " <tr>\n",
364 " <td>2020-03-18</td>\n",
365 " <td>18</td>\n",
366 " <td>3</td>\n",
367 " <td>2020</td>\n",
368 " <td>0</td>\n",
369 " <td>0</td>\n",
370 " <td>Andorra</td>\n",
371 " <td>AND</td>\n",
372 " <td>77006</td>\n",
373 " <td>Europe</td>\n",
374 " </tr>\n",
375 " <tr>\n",
376 " <td>...</td>\n",
377 " <td>...</td>\n",
378 " <td>...</td>\n",
379 " <td>...</td>\n",
380 " <td>...</td>\n",
381 " <td>...</td>\n",
382 " <td>...</td>\n",
383 " <td>...</td>\n",
384 " <td>...</td>\n",
385 " <td>...</td>\n",
386 " <td>...</td>\n",
387 " </tr>\n",
388 " <tr>\n",
389 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
390 " <td>2020-05-19</td>\n",
391 " <td>19</td>\n",
392 " <td>5</td>\n",
393 " <td>2020</td>\n",
394 " <td>0</td>\n",
395 " <td>0</td>\n",
396 " <td>Zimbabwe</td>\n",
397 " <td>ZWE</td>\n",
398 " <td>14439018</td>\n",
399 " <td>Africa</td>\n",
400 " </tr>\n",
401 " <tr>\n",
402 " <td>2020-05-20</td>\n",
403 " <td>20</td>\n",
404 " <td>5</td>\n",
405 " <td>2020</td>\n",
406 " <td>0</td>\n",
407 " <td>0</td>\n",
408 " <td>Zimbabwe</td>\n",
409 " <td>ZWE</td>\n",
410 " <td>14439018</td>\n",
411 " <td>Africa</td>\n",
412 " </tr>\n",
413 " <tr>\n",
414 " <td>2020-05-21</td>\n",
415 " <td>21</td>\n",
416 " <td>5</td>\n",
417 " <td>2020</td>\n",
418 " <td>2</td>\n",
419 " <td>0</td>\n",
420 " <td>Zimbabwe</td>\n",
421 " <td>ZWE</td>\n",
422 " <td>14439018</td>\n",
423 " <td>Africa</td>\n",
424 " </tr>\n",
425 " <tr>\n",
426 " <td>2020-05-22</td>\n",
427 " <td>22</td>\n",
428 " <td>5</td>\n",
429 " <td>2020</td>\n",
430 " <td>3</td>\n",
431 " <td>0</td>\n",
432 " <td>Zimbabwe</td>\n",
433 " <td>ZWE</td>\n",
434 " <td>14439018</td>\n",
435 " <td>Africa</td>\n",
436 " </tr>\n",
437 " <tr>\n",
438 " <td>2020-05-23</td>\n",
439 " <td>23</td>\n",
440 " <td>5</td>\n",
441 " <td>2020</td>\n",
442 " <td>5</td>\n",
443 " <td>0</td>\n",
444 " <td>Zimbabwe</td>\n",
445 " <td>ZWE</td>\n",
446 " <td>14439018</td>\n",
447 " <td>Africa</td>\n",
448 " </tr>\n",
449 " </tbody>\n",
450 "</table>\n",
451 "<p>18830 rows × 9 columns</p>\n",
452 "</div>"
453 ],
454 "text/plain": [
455 " day month year cases deaths countriesAndTerritories \\\n",
456 "geoId dateRep \n",
457 "AD 2020-03-03 3 3 2020 1 0 Andorra \n",
458 " 2020-03-14 14 3 2020 1 0 Andorra \n",
459 " 2020-03-16 16 3 2020 3 0 Andorra \n",
460 " 2020-03-17 17 3 2020 9 0 Andorra \n",
461 " 2020-03-18 18 3 2020 0 0 Andorra \n",
462 "... ... ... ... ... ... ... \n",
463 "ZW 2020-05-19 19 5 2020 0 0 Zimbabwe \n",
464 " 2020-05-20 20 5 2020 0 0 Zimbabwe \n",
465 " 2020-05-21 21 5 2020 2 0 Zimbabwe \n",
466 " 2020-05-22 22 5 2020 3 0 Zimbabwe \n",
467 " 2020-05-23 23 5 2020 5 0 Zimbabwe \n",
468 "\n",
469 " countryterritoryCode popData2018 continentExp \n",
470 "geoId dateRep \n",
471 "AD 2020-03-03 AND 77006 Europe \n",
472 " 2020-03-14 AND 77006 Europe \n",
473 " 2020-03-16 AND 77006 Europe \n",
474 " 2020-03-17 AND 77006 Europe \n",
475 " 2020-03-18 AND 77006 Europe \n",
476 "... ... ... ... \n",
477 "ZW 2020-05-19 ZWE 14439018 Africa \n",
478 " 2020-05-20 ZWE 14439018 Africa \n",
479 " 2020-05-21 ZWE 14439018 Africa \n",
480 " 2020-05-22 ZWE 14439018 Africa \n",
481 " 2020-05-23 ZWE 14439018 Africa \n",
482 "\n",
483 "[18830 rows x 9 columns]"
484 ]
485 },
486 "execution_count": 671,
487 "metadata": {},
488 "output_type": "execute_result"
489 }
490 ],
491 "source": [
492 "base_data = raw_data.set_index(['geoId', 'dateRep'])\n",
493 "base_data.sort_index(inplace=True)\n",
494 "base_data"
495 ]
496 },
497 {
498 "cell_type": "code",
499 "execution_count": 672,
500 "metadata": {},
501 "outputs": [
502 {
503 "data": {
504 "text/html": [
505 "<div>\n",
506 "<style scoped>\n",
507 " .dataframe tbody tr th:only-of-type {\n",
508 " vertical-align: middle;\n",
509 " }\n",
510 "\n",
511 " .dataframe tbody tr th {\n",
512 " vertical-align: top;\n",
513 " }\n",
514 "\n",
515 " .dataframe thead th {\n",
516 " text-align: right;\n",
517 " }\n",
518 "</style>\n",
519 "<table border=\"1\" class=\"dataframe\">\n",
520 " <thead>\n",
521 " <tr style=\"text-align: right;\">\n",
522 " <th></th>\n",
523 " <th>day</th>\n",
524 " <th>month</th>\n",
525 " <th>year</th>\n",
526 " <th>cases</th>\n",
527 " <th>deaths</th>\n",
528 " <th>countriesAndTerritories</th>\n",
529 " <th>countryterritoryCode</th>\n",
530 " <th>popData2018</th>\n",
531 " <th>continentExp</th>\n",
532 " </tr>\n",
533 " <tr>\n",
534 " <th>dateRep</th>\n",
535 " <th></th>\n",
536 " <th></th>\n",
537 " <th></th>\n",
538 " <th></th>\n",
539 " <th></th>\n",
540 " <th></th>\n",
541 " <th></th>\n",
542 " <th></th>\n",
543 " <th></th>\n",
544 " </tr>\n",
545 " </thead>\n",
546 " <tbody>\n",
547 " <tr>\n",
548 " <td>2019-12-31</td>\n",
549 " <td>31</td>\n",
550 " <td>12</td>\n",
551 " <td>2019</td>\n",
552 " <td>0</td>\n",
553 " <td>0</td>\n",
554 " <td>United_Kingdom</td>\n",
555 " <td>GBR</td>\n",
556 " <td>66488991</td>\n",
557 " <td>Europe</td>\n",
558 " </tr>\n",
559 " <tr>\n",
560 " <td>2020-01-01</td>\n",
561 " <td>1</td>\n",
562 " <td>1</td>\n",
563 " <td>2020</td>\n",
564 " <td>0</td>\n",
565 " <td>0</td>\n",
566 " <td>United_Kingdom</td>\n",
567 " <td>GBR</td>\n",
568 " <td>66488991</td>\n",
569 " <td>Europe</td>\n",
570 " </tr>\n",
571 " <tr>\n",
572 " <td>2020-01-02</td>\n",
573 " <td>2</td>\n",
574 " <td>1</td>\n",
575 " <td>2020</td>\n",
576 " <td>0</td>\n",
577 " <td>0</td>\n",
578 " <td>United_Kingdom</td>\n",
579 " <td>GBR</td>\n",
580 " <td>66488991</td>\n",
581 " <td>Europe</td>\n",
582 " </tr>\n",
583 " <tr>\n",
584 " <td>2020-01-03</td>\n",
585 " <td>3</td>\n",
586 " <td>1</td>\n",
587 " <td>2020</td>\n",
588 " <td>0</td>\n",
589 " <td>0</td>\n",
590 " <td>United_Kingdom</td>\n",
591 " <td>GBR</td>\n",
592 " <td>66488991</td>\n",
593 " <td>Europe</td>\n",
594 " </tr>\n",
595 " <tr>\n",
596 " <td>2020-01-04</td>\n",
597 " <td>4</td>\n",
598 " <td>1</td>\n",
599 " <td>2020</td>\n",
600 " <td>0</td>\n",
601 " <td>0</td>\n",
602 " <td>United_Kingdom</td>\n",
603 " <td>GBR</td>\n",
604 " <td>66488991</td>\n",
605 " <td>Europe</td>\n",
606 " </tr>\n",
607 " <tr>\n",
608 " <td>...</td>\n",
609 " <td>...</td>\n",
610 " <td>...</td>\n",
611 " <td>...</td>\n",
612 " <td>...</td>\n",
613 " <td>...</td>\n",
614 " <td>...</td>\n",
615 " <td>...</td>\n",
616 " <td>...</td>\n",
617 " <td>...</td>\n",
618 " </tr>\n",
619 " <tr>\n",
620 " <td>2020-05-19</td>\n",
621 " <td>19</td>\n",
622 " <td>5</td>\n",
623 " <td>2020</td>\n",
624 " <td>2711</td>\n",
625 " <td>160</td>\n",
626 " <td>United_Kingdom</td>\n",
627 " <td>GBR</td>\n",
628 " <td>66488991</td>\n",
629 " <td>Europe</td>\n",
630 " </tr>\n",
631 " <tr>\n",
632 " <td>2020-05-20</td>\n",
633 " <td>20</td>\n",
634 " <td>5</td>\n",
635 " <td>2020</td>\n",
636 " <td>2412</td>\n",
637 " <td>545</td>\n",
638 " <td>United_Kingdom</td>\n",
639 " <td>GBR</td>\n",
640 " <td>66488991</td>\n",
641 " <td>Europe</td>\n",
642 " </tr>\n",
643 " <tr>\n",
644 " <td>2020-05-21</td>\n",
645 " <td>21</td>\n",
646 " <td>5</td>\n",
647 " <td>2020</td>\n",
648 " <td>-525</td>\n",
649 " <td>363</td>\n",
650 " <td>United_Kingdom</td>\n",
651 " <td>GBR</td>\n",
652 " <td>66488991</td>\n",
653 " <td>Europe</td>\n",
654 " </tr>\n",
655 " <tr>\n",
656 " <td>2020-05-22</td>\n",
657 " <td>22</td>\n",
658 " <td>5</td>\n",
659 " <td>2020</td>\n",
660 " <td>2615</td>\n",
661 " <td>338</td>\n",
662 " <td>United_Kingdom</td>\n",
663 " <td>GBR</td>\n",
664 " <td>66488991</td>\n",
665 " <td>Europe</td>\n",
666 " </tr>\n",
667 " <tr>\n",
668 " <td>2020-05-23</td>\n",
669 " <td>23</td>\n",
670 " <td>5</td>\n",
671 " <td>2020</td>\n",
672 " <td>3287</td>\n",
673 " <td>351</td>\n",
674 " <td>United_Kingdom</td>\n",
675 " <td>GBR</td>\n",
676 " <td>66488991</td>\n",
677 " <td>Europe</td>\n",
678 " </tr>\n",
679 " </tbody>\n",
680 "</table>\n",
681 "<p>145 rows × 9 columns</p>\n",
682 "</div>"
683 ],
684 "text/plain": [
685 " day month year cases deaths countriesAndTerritories \\\n",
686 "dateRep \n",
687 "2019-12-31 31 12 2019 0 0 United_Kingdom \n",
688 "2020-01-01 1 1 2020 0 0 United_Kingdom \n",
689 "2020-01-02 2 1 2020 0 0 United_Kingdom \n",
690 "2020-01-03 3 1 2020 0 0 United_Kingdom \n",
691 "2020-01-04 4 1 2020 0 0 United_Kingdom \n",
692 "... ... ... ... ... ... ... \n",
693 "2020-05-19 19 5 2020 2711 160 United_Kingdom \n",
694 "2020-05-20 20 5 2020 2412 545 United_Kingdom \n",
695 "2020-05-21 21 5 2020 -525 363 United_Kingdom \n",
696 "2020-05-22 22 5 2020 2615 338 United_Kingdom \n",
697 "2020-05-23 23 5 2020 3287 351 United_Kingdom \n",
698 "\n",
699 " countryterritoryCode popData2018 continentExp \n",
700 "dateRep \n",
701 "2019-12-31 GBR 66488991 Europe \n",
702 "2020-01-01 GBR 66488991 Europe \n",
703 "2020-01-02 GBR 66488991 Europe \n",
704 "2020-01-03 GBR 66488991 Europe \n",
705 "2020-01-04 GBR 66488991 Europe \n",
706 "... ... ... ... \n",
707 "2020-05-19 GBR 66488991 Europe \n",
708 "2020-05-20 GBR 66488991 Europe \n",
709 "2020-05-21 GBR 66488991 Europe \n",
710 "2020-05-22 GBR 66488991 Europe \n",
711 "2020-05-23 GBR 66488991 Europe \n",
712 "\n",
713 "[145 rows x 9 columns]"
714 ]
715 },
716 "execution_count": 672,
717 "metadata": {},
718 "output_type": "execute_result"
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720 ],
721 "source": [
722 "base_data.loc['UK']"
723 ]
724 },
725 {
726 "cell_type": "code",
727 "execution_count": 673,
728 "metadata": {},
729 "outputs": [
730 {
731 "data": {
732 "text/plain": [
733 "day 17\n",
734 "month 4\n",
735 "year 2020\n",
736 "cases 4617\n",
737 "deaths 1029\n",
738 "countriesAndTerritories United_Kingdom\n",
739 "countryterritoryCode GBR\n",
740 "popData2018 66488991\n",
741 "continentExp Europe\n",
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745 "execution_count": 673,
746 "metadata": {},
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751 "base_data.loc['UK', '2020-04-17']"
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803 " <td>42228429</td>\n",
804 " </tr>\n",
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806 " <td>AD</td>\n",
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808 " <td>77006</td>\n",
809 " </tr>\n",
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811 " <td>AO</td>\n",
812 " <td>Angola</td>\n",
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817 "</div>"
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820 " countriesAndTerritories popData2018\n",
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825 "AD Andorra 77006\n",
826 "AO Angola 30809762"
827 ]
828 },
829 "execution_count": 674,
830 "metadata": {},
831 "output_type": "execute_result"
832 }
833 ],
834 "source": [
835 "countries = raw_data[['geoId', 'countriesAndTerritories', 'popData2018']]\n",
836 "countries = countries[countries['popData2018'] != '']\n",
837 "countries = countries.drop_duplicates()\n",
838 "countries.set_index('geoId', inplace=True)\n",
839 "countries = countries.astype({'popData2018': 'int64'})\n",
840 "countries.head()"
841 ]
842 },
843 {
844 "cell_type": "code",
845 "execution_count": 675,
846 "metadata": {},
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848 {
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971 " <td>Belgium</td>\n",
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975 " <td>IT</td>\n",
976 " <td>Italy</td>\n",
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978 " </tr>\n",
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980 " <td>FR</td>\n",
981 " <td>France</td>\n",
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985 " <td>MX</td>\n",
986 " <td>Mexico</td>\n",
987 " <td>126190788</td>\n",
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989 " <tr>\n",
990 " <td>DE</td>\n",
991 " <td>Germany</td>\n",
992 " <td>82927922</td>\n",
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1016 "MX Mexico 126190788\n",
1017 "DE Germany 82927922\n",
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1022 "execution_count": 677,
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1028 "countries.loc[COUNTRIES_OF_INTEREST]"
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1091 " <td>2020-03-18</td>\n",
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1099 "text/plain": [
1100 " cases deaths\n",
1101 "geoId dateRep \n",
1102 "AD 2020-03-03 1 0\n",
1103 " 2020-03-14 1 0\n",
1104 " 2020-03-16 3 0\n",
1105 " 2020-03-17 9 0\n",
1106 " 2020-03-18 0 0"
1107 ]
1108 },
1109 "execution_count": 678,
1110 "metadata": {},
1111 "output_type": "execute_result"
1112 }
1113 ],
1114 "source": [
1115 "data_by_date = base_data[['cases', 'deaths']]\n",
1116 "data_by_date.head()"
1117 ]
1118 },
1119 {
1120 "cell_type": "code",
1121 "execution_count": 679,
1122 "metadata": {},
1123 "outputs": [
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1186 " <td>2020-05-19</td>\n",
1187 " <td>2711</td>\n",
1188 " <td>160</td>\n",
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1190 " <tr>\n",
1191 " <td>2020-05-20</td>\n",
1192 " <td>2412</td>\n",
1193 " <td>545</td>\n",
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1199 " </tr>\n",
1200 " <tr>\n",
1201 " <td>2020-05-22</td>\n",
1202 " <td>2615</td>\n",
1203 " <td>338</td>\n",
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1205 " <tr>\n",
1206 " <td>2020-05-23</td>\n",
1207 " <td>3287</td>\n",
1208 " <td>351</td>\n",
1209 " </tr>\n",
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1228 "2020-05-23 3287 351\n",
1229 "\n",
1230 "[145 rows x 2 columns]"
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1233 "execution_count": 679,
1234 "metadata": {},
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1239 "data_by_date.loc['UK']"
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1334 " <td>2020-05-23</td>\n",
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1345 "geoId dateRep \n",
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1351 "... ... ...\n",
1352 "ZW 2020-05-19 46 4\n",
1353 " 2020-05-20 46 4\n",
1354 " 2020-05-21 48 4\n",
1355 " 2020-05-22 51 4\n",
1356 " 2020-05-23 56 4\n",
1357 "\n",
1358 "[18830 rows x 2 columns]"
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1360 },
1361 "execution_count": 680,
1362 "metadata": {},
1363 "output_type": "execute_result"
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1366 "source": [
1367 "data_by_date.groupby(level=0).cumsum()"
1368 ]
1369 },
1370 {
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1372 "execution_count": 681,
1373 "metadata": {},
1374 "outputs": [
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1381 " vertical-align: middle;\n",
1382 " }\n",
1383 "\n",
1384 " .dataframe tbody tr th {\n",
1385 " vertical-align: top;\n",
1386 " }\n",
1387 "\n",
1388 " .dataframe thead th {\n",
1389 " text-align: right;\n",
1390 " }\n",
1391 "</style>\n",
1392 "<table border=\"1\" class=\"dataframe\">\n",
1393 " <thead>\n",
1394 " <tr style=\"text-align: right;\">\n",
1395 " <th></th>\n",
1396 " <th></th>\n",
1397 " <th>cases</th>\n",
1398 " <th>deaths</th>\n",
1399 " <th>cases_culm</th>\n",
1400 " <th>deaths_culm</th>\n",
1401 " </tr>\n",
1402 " <tr>\n",
1403 " <th>geoId</th>\n",
1404 " <th>dateRep</th>\n",
1405 " <th></th>\n",
1406 " <th></th>\n",
1407 " <th></th>\n",
1408 " <th></th>\n",
1409 " </tr>\n",
1410 " </thead>\n",
1411 " <tbody>\n",
1412 " <tr>\n",
1413 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
1414 " <td>2020-03-03</td>\n",
1415 " <td>1</td>\n",
1416 " <td>0</td>\n",
1417 " <td>1</td>\n",
1418 " <td>0</td>\n",
1419 " </tr>\n",
1420 " <tr>\n",
1421 " <td>2020-03-14</td>\n",
1422 " <td>1</td>\n",
1423 " <td>0</td>\n",
1424 " <td>2</td>\n",
1425 " <td>0</td>\n",
1426 " </tr>\n",
1427 " <tr>\n",
1428 " <td>2020-03-16</td>\n",
1429 " <td>3</td>\n",
1430 " <td>0</td>\n",
1431 " <td>5</td>\n",
1432 " <td>0</td>\n",
1433 " </tr>\n",
1434 " <tr>\n",
1435 " <td>2020-03-17</td>\n",
1436 " <td>9</td>\n",
1437 " <td>0</td>\n",
1438 " <td>14</td>\n",
1439 " <td>0</td>\n",
1440 " </tr>\n",
1441 " <tr>\n",
1442 " <td>2020-03-18</td>\n",
1443 " <td>0</td>\n",
1444 " <td>0</td>\n",
1445 " <td>14</td>\n",
1446 " <td>0</td>\n",
1447 " </tr>\n",
1448 " <tr>\n",
1449 " <td>...</td>\n",
1450 " <td>...</td>\n",
1451 " <td>...</td>\n",
1452 " <td>...</td>\n",
1453 " <td>...</td>\n",
1454 " <td>...</td>\n",
1455 " </tr>\n",
1456 " <tr>\n",
1457 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
1458 " <td>2020-05-19</td>\n",
1459 " <td>0</td>\n",
1460 " <td>0</td>\n",
1461 " <td>46</td>\n",
1462 " <td>4</td>\n",
1463 " </tr>\n",
1464 " <tr>\n",
1465 " <td>2020-05-20</td>\n",
1466 " <td>0</td>\n",
1467 " <td>0</td>\n",
1468 " <td>46</td>\n",
1469 " <td>4</td>\n",
1470 " </tr>\n",
1471 " <tr>\n",
1472 " <td>2020-05-21</td>\n",
1473 " <td>2</td>\n",
1474 " <td>0</td>\n",
1475 " <td>48</td>\n",
1476 " <td>4</td>\n",
1477 " </tr>\n",
1478 " <tr>\n",
1479 " <td>2020-05-22</td>\n",
1480 " <td>3</td>\n",
1481 " <td>0</td>\n",
1482 " <td>51</td>\n",
1483 " <td>4</td>\n",
1484 " </tr>\n",
1485 " <tr>\n",
1486 " <td>2020-05-23</td>\n",
1487 " <td>5</td>\n",
1488 " <td>0</td>\n",
1489 " <td>56</td>\n",
1490 " <td>4</td>\n",
1491 " </tr>\n",
1492 " </tbody>\n",
1493 "</table>\n",
1494 "<p>18830 rows × 4 columns</p>\n",
1495 "</div>"
1496 ],
1497 "text/plain": [
1498 " cases deaths cases_culm deaths_culm\n",
1499 "geoId dateRep \n",
1500 "AD 2020-03-03 1 0 1 0\n",
1501 " 2020-03-14 1 0 2 0\n",
1502 " 2020-03-16 3 0 5 0\n",
1503 " 2020-03-17 9 0 14 0\n",
1504 " 2020-03-18 0 0 14 0\n",
1505 "... ... ... ... ...\n",
1506 "ZW 2020-05-19 0 0 46 4\n",
1507 " 2020-05-20 0 0 46 4\n",
1508 " 2020-05-21 2 0 48 4\n",
1509 " 2020-05-22 3 0 51 4\n",
1510 " 2020-05-23 5 0 56 4\n",
1511 "\n",
1512 "[18830 rows x 4 columns]"
1513 ]
1514 },
1515 "execution_count": 681,
1516 "metadata": {},
1517 "output_type": "execute_result"
1518 }
1519 ],
1520 "source": [
1521 "data_by_date = data_by_date.merge(\n",
1522 " data_by_date.groupby(level=0).cumsum(), \n",
1523 " suffixes=('', '_culm'), \n",
1524 " left_index=True, right_index=True)\n",
1525 "data_by_date"
1526 ]
1527 },
1528 {
1529 "cell_type": "code",
1530 "execution_count": 682,
1531 "metadata": {},
1532 "outputs": [
1533 {
1534 "data": {
1535 "text/html": [
1536 "<div>\n",
1537 "<style scoped>\n",
1538 " .dataframe tbody tr th:only-of-type {\n",
1539 " vertical-align: middle;\n",
1540 " }\n",
1541 "\n",
1542 " .dataframe tbody tr th {\n",
1543 " vertical-align: top;\n",
1544 " }\n",
1545 "\n",
1546 " .dataframe thead th {\n",
1547 " text-align: right;\n",
1548 " }\n",
1549 "</style>\n",
1550 "<table border=\"1\" class=\"dataframe\">\n",
1551 " <thead>\n",
1552 " <tr style=\"text-align: right;\">\n",
1553 " <th></th>\n",
1554 " <th></th>\n",
1555 " <th>cases</th>\n",
1556 " <th>deaths</th>\n",
1557 " <th>cases_culm</th>\n",
1558 " <th>deaths_culm</th>\n",
1559 " <th>cases_diff</th>\n",
1560 " <th>deaths_diff</th>\n",
1561 " </tr>\n",
1562 " <tr>\n",
1563 " <th>geoId</th>\n",
1564 " <th>dateRep</th>\n",
1565 " <th></th>\n",
1566 " <th></th>\n",
1567 " <th></th>\n",
1568 " <th></th>\n",
1569 " <th></th>\n",
1570 " <th></th>\n",
1571 " </tr>\n",
1572 " </thead>\n",
1573 " <tbody>\n",
1574 " <tr>\n",
1575 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
1576 " <td>2020-03-03</td>\n",
1577 " <td>1</td>\n",
1578 " <td>0</td>\n",
1579 " <td>1</td>\n",
1580 " <td>0</td>\n",
1581 " <td>NaN</td>\n",
1582 " <td>NaN</td>\n",
1583 " </tr>\n",
1584 " <tr>\n",
1585 " <td>2020-03-14</td>\n",
1586 " <td>1</td>\n",
1587 " <td>0</td>\n",
1588 " <td>2</td>\n",
1589 " <td>0</td>\n",
1590 " <td>0.0</td>\n",
1591 " <td>0.0</td>\n",
1592 " </tr>\n",
1593 " <tr>\n",
1594 " <td>2020-03-16</td>\n",
1595 " <td>3</td>\n",
1596 " <td>0</td>\n",
1597 " <td>5</td>\n",
1598 " <td>0</td>\n",
1599 " <td>2.0</td>\n",
1600 " <td>0.0</td>\n",
1601 " </tr>\n",
1602 " <tr>\n",
1603 " <td>2020-03-17</td>\n",
1604 " <td>9</td>\n",
1605 " <td>0</td>\n",
1606 " <td>14</td>\n",
1607 " <td>0</td>\n",
1608 " <td>6.0</td>\n",
1609 " <td>0.0</td>\n",
1610 " </tr>\n",
1611 " <tr>\n",
1612 " <td>2020-03-18</td>\n",
1613 " <td>0</td>\n",
1614 " <td>0</td>\n",
1615 " <td>14</td>\n",
1616 " <td>0</td>\n",
1617 " <td>-9.0</td>\n",
1618 " <td>0.0</td>\n",
1619 " </tr>\n",
1620 " <tr>\n",
1621 " <td>...</td>\n",
1622 " <td>...</td>\n",
1623 " <td>...</td>\n",
1624 " <td>...</td>\n",
1625 " <td>...</td>\n",
1626 " <td>...</td>\n",
1627 " <td>...</td>\n",
1628 " <td>...</td>\n",
1629 " </tr>\n",
1630 " <tr>\n",
1631 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
1632 " <td>2020-05-19</td>\n",
1633 " <td>0</td>\n",
1634 " <td>0</td>\n",
1635 " <td>46</td>\n",
1636 " <td>4</td>\n",
1637 " <td>-2.0</td>\n",
1638 " <td>0.0</td>\n",
1639 " </tr>\n",
1640 " <tr>\n",
1641 " <td>2020-05-20</td>\n",
1642 " <td>0</td>\n",
1643 " <td>0</td>\n",
1644 " <td>46</td>\n",
1645 " <td>4</td>\n",
1646 " <td>0.0</td>\n",
1647 " <td>0.0</td>\n",
1648 " </tr>\n",
1649 " <tr>\n",
1650 " <td>2020-05-21</td>\n",
1651 " <td>2</td>\n",
1652 " <td>0</td>\n",
1653 " <td>48</td>\n",
1654 " <td>4</td>\n",
1655 " <td>2.0</td>\n",
1656 " <td>0.0</td>\n",
1657 " </tr>\n",
1658 " <tr>\n",
1659 " <td>2020-05-22</td>\n",
1660 " <td>3</td>\n",
1661 " <td>0</td>\n",
1662 " <td>51</td>\n",
1663 " <td>4</td>\n",
1664 " <td>1.0</td>\n",
1665 " <td>0.0</td>\n",
1666 " </tr>\n",
1667 " <tr>\n",
1668 " <td>2020-05-23</td>\n",
1669 " <td>5</td>\n",
1670 " <td>0</td>\n",
1671 " <td>56</td>\n",
1672 " <td>4</td>\n",
1673 " <td>2.0</td>\n",
1674 " <td>0.0</td>\n",
1675 " </tr>\n",
1676 " </tbody>\n",
1677 "</table>\n",
1678 "<p>18830 rows × 6 columns</p>\n",
1679 "</div>"
1680 ],
1681 "text/plain": [
1682 " cases deaths cases_culm deaths_culm cases_diff \\\n",
1683 "geoId dateRep \n",
1684 "AD 2020-03-03 1 0 1 0 NaN \n",
1685 " 2020-03-14 1 0 2 0 0.0 \n",
1686 " 2020-03-16 3 0 5 0 2.0 \n",
1687 " 2020-03-17 9 0 14 0 6.0 \n",
1688 " 2020-03-18 0 0 14 0 -9.0 \n",
1689 "... ... ... ... ... ... \n",
1690 "ZW 2020-05-19 0 0 46 4 -2.0 \n",
1691 " 2020-05-20 0 0 46 4 0.0 \n",
1692 " 2020-05-21 2 0 48 4 2.0 \n",
1693 " 2020-05-22 3 0 51 4 1.0 \n",
1694 " 2020-05-23 5 0 56 4 2.0 \n",
1695 "\n",
1696 " deaths_diff \n",
1697 "geoId dateRep \n",
1698 "AD 2020-03-03 NaN \n",
1699 " 2020-03-14 0.0 \n",
1700 " 2020-03-16 0.0 \n",
1701 " 2020-03-17 0.0 \n",
1702 " 2020-03-18 0.0 \n",
1703 "... ... \n",
1704 "ZW 2020-05-19 0.0 \n",
1705 " 2020-05-20 0.0 \n",
1706 " 2020-05-21 0.0 \n",
1707 " 2020-05-22 0.0 \n",
1708 " 2020-05-23 0.0 \n",
1709 "\n",
1710 "[18830 rows x 6 columns]"
1711 ]
1712 },
1713 "execution_count": 682,
1714 "metadata": {},
1715 "output_type": "execute_result"
1716 }
1717 ],
1718 "source": [
1719 "data_by_date = data_by_date.merge(\n",
1720 " data_by_date[['cases', 'deaths']].groupby(level=0).diff(), \n",
1721 " suffixes=('', '_diff'), \n",
1722 " left_index=True, right_index=True)\n",
1723 "data_by_date"
1724 ]
1725 },
1726 {
1727 "cell_type": "code",
1728 "execution_count": 683,
1729 "metadata": {},
1730 "outputs": [
1731 {
1732 "data": {
1733 "text/plain": [
1734 "cases 4617.0\n",
1735 "deaths 1029.0\n",
1736 "cases_culm 103093.0\n",
1737 "deaths_culm 15944.0\n",
1738 "cases_diff 14.0\n",
1739 "deaths_diff 187.0\n",
1740 "Name: (UK, 2020-04-17 00:00:00), dtype: float64"
1741 ]
1742 },
1743 "execution_count": 683,
1744 "metadata": {},
1745 "output_type": "execute_result"
1746 }
1747 ],
1748 "source": [
1749 "data_by_date.loc['UK', '2020-04-17']"
1750 ]
1751 },
1752 {
1753 "cell_type": "code",
1754 "execution_count": 684,
1755 "metadata": {},
1756 "outputs": [
1757 {
1758 "data": {
1759 "text/html": [
1760 "<div>\n",
1761 "<style scoped>\n",
1762 " .dataframe tbody tr th:only-of-type {\n",
1763 " vertical-align: middle;\n",
1764 " }\n",
1765 "\n",
1766 " .dataframe tbody tr th {\n",
1767 " vertical-align: top;\n",
1768 " }\n",
1769 "\n",
1770 " .dataframe thead th {\n",
1771 " text-align: right;\n",
1772 " }\n",
1773 "</style>\n",
1774 "<table border=\"1\" class=\"dataframe\">\n",
1775 " <thead>\n",
1776 " <tr style=\"text-align: right;\">\n",
1777 " <th></th>\n",
1778 " <th>cases</th>\n",
1779 " <th>deaths</th>\n",
1780 " <th>cases_culm</th>\n",
1781 " <th>deaths_culm</th>\n",
1782 " <th>cases_diff</th>\n",
1783 " <th>deaths_diff</th>\n",
1784 " </tr>\n",
1785 " <tr>\n",
1786 " <th>dateRep</th>\n",
1787 " <th></th>\n",
1788 " <th></th>\n",
1789 " <th></th>\n",
1790 " <th></th>\n",
1791 " <th></th>\n",
1792 " <th></th>\n",
1793 " </tr>\n",
1794 " </thead>\n",
1795 " <tbody>\n",
1796 " <tr>\n",
1797 " <td>2019-12-31</td>\n",
1798 " <td>0</td>\n",
1799 " <td>0</td>\n",
1800 " <td>0</td>\n",
1801 " <td>0</td>\n",
1802 " <td>NaN</td>\n",
1803 " <td>NaN</td>\n",
1804 " </tr>\n",
1805 " <tr>\n",
1806 " <td>2020-01-01</td>\n",
1807 " <td>0</td>\n",
1808 " <td>0</td>\n",
1809 " <td>0</td>\n",
1810 " <td>0</td>\n",
1811 " <td>0.0</td>\n",
1812 " <td>0.0</td>\n",
1813 " </tr>\n",
1814 " <tr>\n",
1815 " <td>2020-01-02</td>\n",
1816 " <td>0</td>\n",
1817 " <td>0</td>\n",
1818 " <td>0</td>\n",
1819 " <td>0</td>\n",
1820 " <td>0.0</td>\n",
1821 " <td>0.0</td>\n",
1822 " </tr>\n",
1823 " <tr>\n",
1824 " <td>2020-01-03</td>\n",
1825 " <td>0</td>\n",
1826 " <td>0</td>\n",
1827 " <td>0</td>\n",
1828 " <td>0</td>\n",
1829 " <td>0.0</td>\n",
1830 " <td>0.0</td>\n",
1831 " </tr>\n",
1832 " <tr>\n",
1833 " <td>2020-01-04</td>\n",
1834 " <td>0</td>\n",
1835 " <td>0</td>\n",
1836 " <td>0</td>\n",
1837 " <td>0</td>\n",
1838 " <td>0.0</td>\n",
1839 " <td>0.0</td>\n",
1840 " </tr>\n",
1841 " <tr>\n",
1842 " <td>...</td>\n",
1843 " <td>...</td>\n",
1844 " <td>...</td>\n",
1845 " <td>...</td>\n",
1846 " <td>...</td>\n",
1847 " <td>...</td>\n",
1848 " <td>...</td>\n",
1849 " </tr>\n",
1850 " <tr>\n",
1851 " <td>2020-05-19</td>\n",
1852 " <td>2711</td>\n",
1853 " <td>160</td>\n",
1854 " <td>246406</td>\n",
1855 " <td>34796</td>\n",
1856 " <td>-823.0</td>\n",
1857 " <td>-10.0</td>\n",
1858 " </tr>\n",
1859 " <tr>\n",
1860 " <td>2020-05-20</td>\n",
1861 " <td>2412</td>\n",
1862 " <td>545</td>\n",
1863 " <td>248818</td>\n",
1864 " <td>35341</td>\n",
1865 " <td>-299.0</td>\n",
1866 " <td>385.0</td>\n",
1867 " </tr>\n",
1868 " <tr>\n",
1869 " <td>2020-05-21</td>\n",
1870 " <td>-525</td>\n",
1871 " <td>363</td>\n",
1872 " <td>248293</td>\n",
1873 " <td>35704</td>\n",
1874 " <td>-2937.0</td>\n",
1875 " <td>-182.0</td>\n",
1876 " </tr>\n",
1877 " <tr>\n",
1878 " <td>2020-05-22</td>\n",
1879 " <td>2615</td>\n",
1880 " <td>338</td>\n",
1881 " <td>250908</td>\n",
1882 " <td>36042</td>\n",
1883 " <td>3140.0</td>\n",
1884 " <td>-25.0</td>\n",
1885 " </tr>\n",
1886 " <tr>\n",
1887 " <td>2020-05-23</td>\n",
1888 " <td>3287</td>\n",
1889 " <td>351</td>\n",
1890 " <td>254195</td>\n",
1891 " <td>36393</td>\n",
1892 " <td>672.0</td>\n",
1893 " <td>13.0</td>\n",
1894 " </tr>\n",
1895 " </tbody>\n",
1896 "</table>\n",
1897 "<p>145 rows × 6 columns</p>\n",
1898 "</div>"
1899 ],
1900 "text/plain": [
1901 " cases deaths cases_culm deaths_culm cases_diff deaths_diff\n",
1902 "dateRep \n",
1903 "2019-12-31 0 0 0 0 NaN NaN\n",
1904 "2020-01-01 0 0 0 0 0.0 0.0\n",
1905 "2020-01-02 0 0 0 0 0.0 0.0\n",
1906 "2020-01-03 0 0 0 0 0.0 0.0\n",
1907 "2020-01-04 0 0 0 0 0.0 0.0\n",
1908 "... ... ... ... ... ... ...\n",
1909 "2020-05-19 2711 160 246406 34796 -823.0 -10.0\n",
1910 "2020-05-20 2412 545 248818 35341 -299.0 385.0\n",
1911 "2020-05-21 -525 363 248293 35704 -2937.0 -182.0\n",
1912 "2020-05-22 2615 338 250908 36042 3140.0 -25.0\n",
1913 "2020-05-23 3287 351 254195 36393 672.0 13.0\n",
1914 "\n",
1915 "[145 rows x 6 columns]"
1916 ]
1917 },
1918 "execution_count": 684,
1919 "metadata": {},
1920 "output_type": "execute_result"
1921 }
1922 ],
1923 "source": [
1924 "data_by_date.loc['UK']"
1925 ]
1926 },
1927 {
1928 "cell_type": "code",
1929 "execution_count": 685,
1930 "metadata": {},
1931 "outputs": [],
1932 "source": [
1933 "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]"
1934 ]
1935 },
1936 {
1937 "cell_type": "code",
1938 "execution_count": 686,
1939 "metadata": {},
1940 "outputs": [],
1941 "source": [
1942 "# days_since_threshold = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].groupby(level=0).cumcount()\n",
1943 "# days_since_threshold.rename('since_threshold', inplace=True)"
1944 ]
1945 },
1946 {
1947 "cell_type": "code",
1948 "execution_count": 687,
1949 "metadata": {},
1950 "outputs": [
1951 {
1952 "data": {
1953 "text/plain": [
1954 "geoId dateRep \n",
1955 "AD 2020-04-01 0\n",
1956 " 2020-04-02 1\n",
1957 " 2020-04-03 2\n",
1958 " 2020-04-04 3\n",
1959 " 2020-04-05 4\n",
1960 " ..\n",
1961 "ZA 2020-05-19 43\n",
1962 " 2020-05-20 44\n",
1963 " 2020-05-21 45\n",
1964 " 2020-05-22 46\n",
1965 " 2020-05-23 47\n",
1966 "Name: since_threshold, Length: 5868, dtype: int64"
1967 ]
1968 },
1969 "execution_count": 687,
1970 "metadata": {},
1971 "output_type": "execute_result"
1972 }
1973 ],
1974 "source": [
1975 "dbd = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].reset_index(level=1)\n",
1976 "dbd['since_threshold'] = dbd.dateRep\n",
1977 "dbd.set_index('dateRep', append=True, inplace=True)\n",
1978 "dbd.sort_index(inplace=True)\n",
1979 "days_since_threshold = dbd.groupby(level=0).diff().since_threshold.dt.days.fillna(0).astype(int).groupby(level=0).cumsum()\n",
1980 "# days_since_threshold.groupby(level=0).cumsum()\n",
1981 "\n",
1982 "# days_since_threshold = dbd.rename('since_threshold')\n",
1983 "days_since_threshold"
1984 ]
1985 },
1986 {
1987 "cell_type": "code",
1988 "execution_count": 688,
1989 "metadata": {},
1990 "outputs": [],
1991 "source": [
1992 "# days_since_threshold = (data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]\n",
1993 "# .reset_index(level=1).groupby(level=0)\n",
1994 "# .diff().dateRep.dt.days\n",
1995 "# .groupby(level=0).cumcount()\n",
1996 "# )\n",
1997 "# days_since_threshold.rename('since_threshold', inplace=True)\n",
1998 "# days_since_threshold"
1999 ]
2000 },
2001 {
2002 "cell_type": "code",
2003 "execution_count": 689,
2004 "metadata": {},
2005 "outputs": [
2006 {
2007 "data": {
2008 "text/html": [
2009 "<div>\n",
2010 "<style scoped>\n",
2011 " .dataframe tbody tr th:only-of-type {\n",
2012 " vertical-align: middle;\n",
2013 " }\n",
2014 "\n",
2015 " .dataframe tbody tr th {\n",
2016 " vertical-align: top;\n",
2017 " }\n",
2018 "\n",
2019 " .dataframe thead th {\n",
2020 " text-align: right;\n",
2021 " }\n",
2022 "</style>\n",
2023 "<table border=\"1\" class=\"dataframe\">\n",
2024 " <thead>\n",
2025 " <tr style=\"text-align: right;\">\n",
2026 " <th></th>\n",
2027 " <th></th>\n",
2028 " <th>cases</th>\n",
2029 " <th>deaths</th>\n",
2030 " <th>cases_culm</th>\n",
2031 " <th>deaths_culm</th>\n",
2032 " <th>cases_diff</th>\n",
2033 " <th>deaths_diff</th>\n",
2034 " <th>since_threshold</th>\n",
2035 " </tr>\n",
2036 " <tr>\n",
2037 " <th>geoId</th>\n",
2038 " <th>dateRep</th>\n",
2039 " <th></th>\n",
2040 " <th></th>\n",
2041 " <th></th>\n",
2042 " <th></th>\n",
2043 " <th></th>\n",
2044 " <th></th>\n",
2045 " <th></th>\n",
2046 " </tr>\n",
2047 " </thead>\n",
2048 " <tbody>\n",
2049 " <tr>\n",
2050 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
2051 " <td>2020-04-01</td>\n",
2052 " <td>6</td>\n",
2053 " <td>4</td>\n",
2054 " <td>376</td>\n",
2055 " <td>12</td>\n",
2056 " <td>-30.0</td>\n",
2057 " <td>2.0</td>\n",
2058 " <td>0</td>\n",
2059 " </tr>\n",
2060 " <tr>\n",
2061 " <td>2020-04-02</td>\n",
2062 " <td>14</td>\n",
2063 " <td>2</td>\n",
2064 " <td>390</td>\n",
2065 " <td>14</td>\n",
2066 " <td>8.0</td>\n",
2067 " <td>-2.0</td>\n",
2068 " <td>1</td>\n",
2069 " </tr>\n",
2070 " <tr>\n",
2071 " <td>2020-04-03</td>\n",
2072 " <td>38</td>\n",
2073 " <td>1</td>\n",
2074 " <td>428</td>\n",
2075 " <td>15</td>\n",
2076 " <td>24.0</td>\n",
2077 " <td>-1.0</td>\n",
2078 " <td>2</td>\n",
2079 " </tr>\n",
2080 " <tr>\n",
2081 " <td>2020-04-04</td>\n",
2082 " <td>11</td>\n",
2083 " <td>1</td>\n",
2084 " <td>439</td>\n",
2085 " <td>16</td>\n",
2086 " <td>-27.0</td>\n",
2087 " <td>0.0</td>\n",
2088 " <td>3</td>\n",
2089 " </tr>\n",
2090 " <tr>\n",
2091 " <td>2020-04-05</td>\n",
2092 " <td>27</td>\n",
2093 " <td>1</td>\n",
2094 " <td>466</td>\n",
2095 " <td>17</td>\n",
2096 " <td>16.0</td>\n",
2097 " <td>0.0</td>\n",
2098 " <td>4</td>\n",
2099 " </tr>\n",
2100 " <tr>\n",
2101 " <td>...</td>\n",
2102 " <td>...</td>\n",
2103 " <td>...</td>\n",
2104 " <td>...</td>\n",
2105 " <td>...</td>\n",
2106 " <td>...</td>\n",
2107 " <td>...</td>\n",
2108 " <td>...</td>\n",
2109 " <td>...</td>\n",
2110 " </tr>\n",
2111 " <tr>\n",
2112 " <td rowspan=\"5\" valign=\"top\">ZA</td>\n",
2113 " <td>2020-05-19</td>\n",
2114 " <td>918</td>\n",
2115 " <td>22</td>\n",
2116 " <td>16433</td>\n",
2117 " <td>286</td>\n",
2118 " <td>-242.0</td>\n",
2119 " <td>19.0</td>\n",
2120 " <td>43</td>\n",
2121 " </tr>\n",
2122 " <tr>\n",
2123 " <td>2020-05-20</td>\n",
2124 " <td>767</td>\n",
2125 " <td>26</td>\n",
2126 " <td>17200</td>\n",
2127 " <td>312</td>\n",
2128 " <td>-151.0</td>\n",
2129 " <td>4.0</td>\n",
2130 " <td>44</td>\n",
2131 " </tr>\n",
2132 " <tr>\n",
2133 " <td>2020-05-21</td>\n",
2134 " <td>803</td>\n",
2135 " <td>27</td>\n",
2136 " <td>18003</td>\n",
2137 " <td>339</td>\n",
2138 " <td>36.0</td>\n",
2139 " <td>1.0</td>\n",
2140 " <td>45</td>\n",
2141 " </tr>\n",
2142 " <tr>\n",
2143 " <td>2020-05-22</td>\n",
2144 " <td>1134</td>\n",
2145 " <td>30</td>\n",
2146 " <td>19137</td>\n",
2147 " <td>369</td>\n",
2148 " <td>331.0</td>\n",
2149 " <td>3.0</td>\n",
2150 " <td>46</td>\n",
2151 " </tr>\n",
2152 " <tr>\n",
2153 " <td>2020-05-23</td>\n",
2154 " <td>988</td>\n",
2155 " <td>28</td>\n",
2156 " <td>20125</td>\n",
2157 " <td>397</td>\n",
2158 " <td>-146.0</td>\n",
2159 " <td>-2.0</td>\n",
2160 " <td>47</td>\n",
2161 " </tr>\n",
2162 " </tbody>\n",
2163 "</table>\n",
2164 "<p>5868 rows × 7 columns</p>\n",
2165 "</div>"
2166 ],
2167 "text/plain": [
2168 " cases deaths cases_culm deaths_culm cases_diff \\\n",
2169 "geoId dateRep \n",
2170 "AD 2020-04-01 6 4 376 12 -30.0 \n",
2171 " 2020-04-02 14 2 390 14 8.0 \n",
2172 " 2020-04-03 38 1 428 15 24.0 \n",
2173 " 2020-04-04 11 1 439 16 -27.0 \n",
2174 " 2020-04-05 27 1 466 17 16.0 \n",
2175 "... ... ... ... ... ... \n",
2176 "ZA 2020-05-19 918 22 16433 286 -242.0 \n",
2177 " 2020-05-20 767 26 17200 312 -151.0 \n",
2178 " 2020-05-21 803 27 18003 339 36.0 \n",
2179 " 2020-05-22 1134 30 19137 369 331.0 \n",
2180 " 2020-05-23 988 28 20125 397 -146.0 \n",
2181 "\n",
2182 " deaths_diff since_threshold \n",
2183 "geoId dateRep \n",
2184 "AD 2020-04-01 2.0 0 \n",
2185 " 2020-04-02 -2.0 1 \n",
2186 " 2020-04-03 -1.0 2 \n",
2187 " 2020-04-04 0.0 3 \n",
2188 " 2020-04-05 0.0 4 \n",
2189 "... ... ... \n",
2190 "ZA 2020-05-19 19.0 43 \n",
2191 " 2020-05-20 4.0 44 \n",
2192 " 2020-05-21 1.0 45 \n",
2193 " 2020-05-22 3.0 46 \n",
2194 " 2020-05-23 -2.0 47 \n",
2195 "\n",
2196 "[5868 rows x 7 columns]"
2197 ]
2198 },
2199 "execution_count": 689,
2200 "metadata": {},
2201 "output_type": "execute_result"
2202 }
2203 ],
2204 "source": [
2205 "data_since_threshold = data_by_date.merge(days_since_threshold, \n",
2206 " left_index=True, right_index=True)\n",
2207 "data_since_threshold"
2208 ]
2209 },
2210 {
2211 "cell_type": "code",
2212 "execution_count": 690,
2213 "metadata": {},
2214 "outputs": [
2215 {
2216 "data": {
2217 "text/html": [
2218 "<div>\n",
2219 "<style scoped>\n",
2220 " .dataframe tbody tr th:only-of-type {\n",
2221 " vertical-align: middle;\n",
2222 " }\n",
2223 "\n",
2224 " .dataframe tbody tr th {\n",
2225 " vertical-align: top;\n",
2226 " }\n",
2227 "\n",
2228 " .dataframe thead th {\n",
2229 " text-align: right;\n",
2230 " }\n",
2231 "</style>\n",
2232 "<table border=\"1\" class=\"dataframe\">\n",
2233 " <thead>\n",
2234 " <tr style=\"text-align: right;\">\n",
2235 " <th></th>\n",
2236 " <th></th>\n",
2237 " <th>dateRep</th>\n",
2238 " <th>cases</th>\n",
2239 " <th>deaths</th>\n",
2240 " <th>cases_culm</th>\n",
2241 " <th>deaths_culm</th>\n",
2242 " <th>cases_diff</th>\n",
2243 " <th>deaths_diff</th>\n",
2244 " </tr>\n",
2245 " <tr>\n",
2246 " <th>since_threshold</th>\n",
2247 " <th>geoId</th>\n",
2248 " <th></th>\n",
2249 " <th></th>\n",
2250 " <th></th>\n",
2251 " <th></th>\n",
2252 " <th></th>\n",
2253 " <th></th>\n",
2254 " <th></th>\n",
2255 " </tr>\n",
2256 " </thead>\n",
2257 " <tbody>\n",
2258 " <tr>\n",
2259 " <td>0</td>\n",
2260 " <td>AD</td>\n",
2261 " <td>2020-04-01</td>\n",
2262 " <td>6</td>\n",
2263 " <td>4</td>\n",
2264 " <td>376</td>\n",
2265 " <td>12</td>\n",
2266 " <td>-30.0</td>\n",
2267 " <td>2.0</td>\n",
2268 " </tr>\n",
2269 " <tr>\n",
2270 " <td>1</td>\n",
2271 " <td>AD</td>\n",
2272 " <td>2020-04-02</td>\n",
2273 " <td>14</td>\n",
2274 " <td>2</td>\n",
2275 " <td>390</td>\n",
2276 " <td>14</td>\n",
2277 " <td>8.0</td>\n",
2278 " <td>-2.0</td>\n",
2279 " </tr>\n",
2280 " <tr>\n",
2281 " <td>2</td>\n",
2282 " <td>AD</td>\n",
2283 " <td>2020-04-03</td>\n",
2284 " <td>38</td>\n",
2285 " <td>1</td>\n",
2286 " <td>428</td>\n",
2287 " <td>15</td>\n",
2288 " <td>24.0</td>\n",
2289 " <td>-1.0</td>\n",
2290 " </tr>\n",
2291 " <tr>\n",
2292 " <td>3</td>\n",
2293 " <td>AD</td>\n",
2294 " <td>2020-04-04</td>\n",
2295 " <td>11</td>\n",
2296 " <td>1</td>\n",
2297 " <td>439</td>\n",
2298 " <td>16</td>\n",
2299 " <td>-27.0</td>\n",
2300 " <td>0.0</td>\n",
2301 " </tr>\n",
2302 " <tr>\n",
2303 " <td>4</td>\n",
2304 " <td>AD</td>\n",
2305 " <td>2020-04-05</td>\n",
2306 " <td>27</td>\n",
2307 " <td>1</td>\n",
2308 " <td>466</td>\n",
2309 " <td>17</td>\n",
2310 " <td>16.0</td>\n",
2311 " <td>0.0</td>\n",
2312 " </tr>\n",
2313 " <tr>\n",
2314 " <td>...</td>\n",
2315 " <td>...</td>\n",
2316 " <td>...</td>\n",
2317 " <td>...</td>\n",
2318 " <td>...</td>\n",
2319 " <td>...</td>\n",
2320 " <td>...</td>\n",
2321 " <td>...</td>\n",
2322 " <td>...</td>\n",
2323 " </tr>\n",
2324 " <tr>\n",
2325 " <td>43</td>\n",
2326 " <td>ZA</td>\n",
2327 " <td>2020-05-19</td>\n",
2328 " <td>918</td>\n",
2329 " <td>22</td>\n",
2330 " <td>16433</td>\n",
2331 " <td>286</td>\n",
2332 " <td>-242.0</td>\n",
2333 " <td>19.0</td>\n",
2334 " </tr>\n",
2335 " <tr>\n",
2336 " <td>44</td>\n",
2337 " <td>ZA</td>\n",
2338 " <td>2020-05-20</td>\n",
2339 " <td>767</td>\n",
2340 " <td>26</td>\n",
2341 " <td>17200</td>\n",
2342 " <td>312</td>\n",
2343 " <td>-151.0</td>\n",
2344 " <td>4.0</td>\n",
2345 " </tr>\n",
2346 " <tr>\n",
2347 " <td>45</td>\n",
2348 " <td>ZA</td>\n",
2349 " <td>2020-05-21</td>\n",
2350 " <td>803</td>\n",
2351 " <td>27</td>\n",
2352 " <td>18003</td>\n",
2353 " <td>339</td>\n",
2354 " <td>36.0</td>\n",
2355 " <td>1.0</td>\n",
2356 " </tr>\n",
2357 " <tr>\n",
2358 " <td>46</td>\n",
2359 " <td>ZA</td>\n",
2360 " <td>2020-05-22</td>\n",
2361 " <td>1134</td>\n",
2362 " <td>30</td>\n",
2363 " <td>19137</td>\n",
2364 " <td>369</td>\n",
2365 " <td>331.0</td>\n",
2366 " <td>3.0</td>\n",
2367 " </tr>\n",
2368 " <tr>\n",
2369 " <td>47</td>\n",
2370 " <td>ZA</td>\n",
2371 " <td>2020-05-23</td>\n",
2372 " <td>988</td>\n",
2373 " <td>28</td>\n",
2374 " <td>20125</td>\n",
2375 " <td>397</td>\n",
2376 " <td>-146.0</td>\n",
2377 " <td>-2.0</td>\n",
2378 " </tr>\n",
2379 " </tbody>\n",
2380 "</table>\n",
2381 "<p>5868 rows × 7 columns</p>\n",
2382 "</div>"
2383 ],
2384 "text/plain": [
2385 " dateRep cases deaths cases_culm deaths_culm \\\n",
2386 "since_threshold geoId \n",
2387 "0 AD 2020-04-01 6 4 376 12 \n",
2388 "1 AD 2020-04-02 14 2 390 14 \n",
2389 "2 AD 2020-04-03 38 1 428 15 \n",
2390 "3 AD 2020-04-04 11 1 439 16 \n",
2391 "4 AD 2020-04-05 27 1 466 17 \n",
2392 "... ... ... ... ... ... \n",
2393 "43 ZA 2020-05-19 918 22 16433 286 \n",
2394 "44 ZA 2020-05-20 767 26 17200 312 \n",
2395 "45 ZA 2020-05-21 803 27 18003 339 \n",
2396 "46 ZA 2020-05-22 1134 30 19137 369 \n",
2397 "47 ZA 2020-05-23 988 28 20125 397 \n",
2398 "\n",
2399 " cases_diff deaths_diff \n",
2400 "since_threshold geoId \n",
2401 "0 AD -30.0 2.0 \n",
2402 "1 AD 8.0 -2.0 \n",
2403 "2 AD 24.0 -1.0 \n",
2404 "3 AD -27.0 0.0 \n",
2405 "4 AD 16.0 0.0 \n",
2406 "... ... ... \n",
2407 "43 ZA -242.0 19.0 \n",
2408 "44 ZA -151.0 4.0 \n",
2409 "45 ZA 36.0 1.0 \n",
2410 "46 ZA 331.0 3.0 \n",
2411 "47 ZA -146.0 -2.0 \n",
2412 "\n",
2413 "[5868 rows x 7 columns]"
2414 ]
2415 },
2416 "execution_count": 690,
2417 "metadata": {},
2418 "output_type": "execute_result"
2419 }
2420 ],
2421 "source": [
2422 "data_since_threshold = data_since_threshold.set_index('since_threshold', append=True\n",
2423 " ).reorder_levels(['since_threshold', 'geoId', 'dateRep']\n",
2424 " ).reset_index('dateRep')\n",
2425 "data_since_threshold"
2426 ]
2427 },
2428 {
2429 "cell_type": "code",
2430 "execution_count": 691,
2431 "metadata": {},
2432 "outputs": [
2433 {
2434 "data": {
2435 "text/html": [
2436 "<div>\n",
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2439 " vertical-align: middle;\n",
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2441 "\n",
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2447 " text-align: right;\n",
2448 " }\n",
2449 "</style>\n",
2450 "<table border=\"1\" class=\"dataframe\">\n",
2451 " <thead>\n",
2452 " <tr style=\"text-align: right;\">\n",
2453 " <th></th>\n",
2454 " <th></th>\n",
2455 " <th>dateRep</th>\n",
2456 " <th>cases</th>\n",
2457 " <th>deaths</th>\n",
2458 " <th>cases_culm</th>\n",
2459 " <th>deaths_culm</th>\n",
2460 " <th>cases_diff</th>\n",
2461 " <th>deaths_diff</th>\n",
2462 " </tr>\n",
2463 " <tr>\n",
2464 " <th>since_threshold</th>\n",
2465 " <th>geoId</th>\n",
2466 " <th></th>\n",
2467 " <th></th>\n",
2468 " <th></th>\n",
2469 " <th></th>\n",
2470 " <th></th>\n",
2471 " <th></th>\n",
2472 " <th></th>\n",
2473 " </tr>\n",
2474 " </thead>\n",
2475 " <tbody>\n",
2476 " <tr>\n",
2477 " <td>0</td>\n",
2478 " <td>DE</td>\n",
2479 " <td>2020-03-16</td>\n",
2480 " <td>1043</td>\n",
2481 " <td>4</td>\n",
2482 " <td>4838</td>\n",
2483 " <td>12</td>\n",
2484 " <td>310.0</td>\n",
2485 " <td>1.0</td>\n",
2486 " </tr>\n",
2487 " <tr>\n",
2488 " <td>1</td>\n",
2489 " <td>DE</td>\n",
2490 " <td>2020-03-17</td>\n",
2491 " <td>1174</td>\n",
2492 " <td>1</td>\n",
2493 " <td>6012</td>\n",
2494 " <td>13</td>\n",
2495 " <td>131.0</td>\n",
2496 " <td>-3.0</td>\n",
2497 " </tr>\n",
2498 " <tr>\n",
2499 " <td>2</td>\n",
2500 " <td>DE</td>\n",
2501 " <td>2020-03-18</td>\n",
2502 " <td>1144</td>\n",
2503 " <td>0</td>\n",
2504 " <td>7156</td>\n",
2505 " <td>13</td>\n",
2506 " <td>-30.0</td>\n",
2507 " <td>-1.0</td>\n",
2508 " </tr>\n",
2509 " <tr>\n",
2510 " <td>3</td>\n",
2511 " <td>DE</td>\n",
2512 " <td>2020-03-19</td>\n",
2513 " <td>1042</td>\n",
2514 " <td>0</td>\n",
2515 " <td>8198</td>\n",
2516 " <td>13</td>\n",
2517 " <td>-102.0</td>\n",
2518 " <td>0.0</td>\n",
2519 " </tr>\n",
2520 " <tr>\n",
2521 " <td>4</td>\n",
2522 " <td>DE</td>\n",
2523 " <td>2020-03-20</td>\n",
2524 " <td>5940</td>\n",
2525 " <td>30</td>\n",
2526 " <td>14138</td>\n",
2527 " <td>43</td>\n",
2528 " <td>4898.0</td>\n",
2529 " <td>30.0</td>\n",
2530 " </tr>\n",
2531 " <tr>\n",
2532 " <td>...</td>\n",
2533 " <td>...</td>\n",
2534 " <td>...</td>\n",
2535 " <td>...</td>\n",
2536 " <td>...</td>\n",
2537 " <td>...</td>\n",
2538 " <td>...</td>\n",
2539 " <td>...</td>\n",
2540 " <td>...</td>\n",
2541 " </tr>\n",
2542 " <tr>\n",
2543 " <td>65</td>\n",
2544 " <td>UK</td>\n",
2545 " <td>2020-05-19</td>\n",
2546 " <td>2711</td>\n",
2547 " <td>160</td>\n",
2548 " <td>246406</td>\n",
2549 " <td>34796</td>\n",
2550 " <td>-823.0</td>\n",
2551 " <td>-10.0</td>\n",
2552 " </tr>\n",
2553 " <tr>\n",
2554 " <td>66</td>\n",
2555 " <td>UK</td>\n",
2556 " <td>2020-05-20</td>\n",
2557 " <td>2412</td>\n",
2558 " <td>545</td>\n",
2559 " <td>248818</td>\n",
2560 " <td>35341</td>\n",
2561 " <td>-299.0</td>\n",
2562 " <td>385.0</td>\n",
2563 " </tr>\n",
2564 " <tr>\n",
2565 " <td>67</td>\n",
2566 " <td>UK</td>\n",
2567 " <td>2020-05-21</td>\n",
2568 " <td>-525</td>\n",
2569 " <td>363</td>\n",
2570 " <td>248293</td>\n",
2571 " <td>35704</td>\n",
2572 " <td>-2937.0</td>\n",
2573 " <td>-182.0</td>\n",
2574 " </tr>\n",
2575 " <tr>\n",
2576 " <td>68</td>\n",
2577 " <td>UK</td>\n",
2578 " <td>2020-05-22</td>\n",
2579 " <td>2615</td>\n",
2580 " <td>338</td>\n",
2581 " <td>250908</td>\n",
2582 " <td>36042</td>\n",
2583 " <td>3140.0</td>\n",
2584 " <td>-25.0</td>\n",
2585 " </tr>\n",
2586 " <tr>\n",
2587 " <td>69</td>\n",
2588 " <td>UK</td>\n",
2589 " <td>2020-05-23</td>\n",
2590 " <td>3287</td>\n",
2591 " <td>351</td>\n",
2592 " <td>254195</td>\n",
2593 " <td>36393</td>\n",
2594 " <td>672.0</td>\n",
2595 " <td>13.0</td>\n",
2596 " </tr>\n",
2597 " </tbody>\n",
2598 "</table>\n",
2599 "<p>227 rows × 7 columns</p>\n",
2600 "</div>"
2601 ],
2602 "text/plain": [
2603 " dateRep cases deaths cases_culm deaths_culm \\\n",
2604 "since_threshold geoId \n",
2605 "0 DE 2020-03-16 1043 4 4838 12 \n",
2606 "1 DE 2020-03-17 1174 1 6012 13 \n",
2607 "2 DE 2020-03-18 1144 0 7156 13 \n",
2608 "3 DE 2020-03-19 1042 0 8198 13 \n",
2609 "4 DE 2020-03-20 5940 30 14138 43 \n",
2610 "... ... ... ... ... ... \n",
2611 "65 UK 2020-05-19 2711 160 246406 34796 \n",
2612 "66 UK 2020-05-20 2412 545 248818 35341 \n",
2613 "67 UK 2020-05-21 -525 363 248293 35704 \n",
2614 "68 UK 2020-05-22 2615 338 250908 36042 \n",
2615 "69 UK 2020-05-23 3287 351 254195 36393 \n",
2616 "\n",
2617 " cases_diff deaths_diff \n",
2618 "since_threshold geoId \n",
2619 "0 DE 310.0 1.0 \n",
2620 "1 DE 131.0 -3.0 \n",
2621 "2 DE -30.0 -1.0 \n",
2622 "3 DE -102.0 0.0 \n",
2623 "4 DE 4898.0 30.0 \n",
2624 "... ... ... \n",
2625 "65 UK -823.0 -10.0 \n",
2626 "66 UK -299.0 385.0 \n",
2627 "67 UK -2937.0 -182.0 \n",
2628 "68 UK 3140.0 -25.0 \n",
2629 "69 UK 672.0 13.0 \n",
2630 "\n",
2631 "[227 rows x 7 columns]"
2632 ]
2633 },
2634 "execution_count": 691,
2635 "metadata": {},
2636 "output_type": "execute_result"
2637 }
2638 ],
2639 "source": [
2640 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
2641 ]
2642 },
2643 {
2644 "cell_type": "code",
2645 "execution_count": 692,
2646 "metadata": {},
2647 "outputs": [
2648 {
2649 "data": {
2650 "text/plain": [
2651 "<matplotlib.axes._subplots.AxesSubplot at 0x7f520378e050>"
2652 ]
2653 },
2654 "execution_count": 692,
2655 "metadata": {},
2656 "output_type": "execute_result"
2657 },
2658 {
2659 "data": {
2660 "image/png": 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\n",
2661 "text/plain": [
2662 "<Figure size 432x288 with 1 Axes>"
2663 ]
2664 },
2665 "metadata": {
2666 "needs_background": "light"
2667 },
2668 "output_type": "display_data"
2669 }
2670 ],
2671 "source": [
2672 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), ['deaths_culm']].unstack().plot(logy=True)"
2673 ]
2674 },
2675 {
2676 "cell_type": "code",
2677 "execution_count": 693,
2678 "metadata": {},
2679 "outputs": [],
2680 "source": [
2681 "# deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)"
2682 ]
2683 },
2684 {
2685 "cell_type": "code",
2686 "execution_count": 694,
2687 "metadata": {},
2688 "outputs": [],
2689 "source": [
2690 "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().sort_index().xs('deaths_culm', axis=1, drop_level=True)"
2691 ]
2692 },
2693 {
2694 "cell_type": "code",
2695 "execution_count": 695,
2696 "metadata": {},
2697 "outputs": [
2698 {
2699 "data": {
2700 "text/html": [
2701 "<div>\n",
2702 "<style scoped>\n",
2703 " .dataframe tbody tr th:only-of-type {\n",
2704 " vertical-align: middle;\n",
2705 " }\n",
2706 "\n",
2707 " .dataframe tbody tr th {\n",
2708 " vertical-align: top;\n",
2709 " }\n",
2710 "\n",
2711 " .dataframe thead th {\n",
2712 " text-align: right;\n",
2713 " }\n",
2714 "</style>\n",
2715 "<table border=\"1\" class=\"dataframe\">\n",
2716 " <thead>\n",
2717 " <tr style=\"text-align: right;\">\n",
2718 " <th></th>\n",
2719 " <th></th>\n",
2720 " <th>dateRep</th>\n",
2721 " <th>cases</th>\n",
2722 " <th>deaths</th>\n",
2723 " <th>cases_culm</th>\n",
2724 " <th>deaths_culm</th>\n",
2725 " <th>cases_diff</th>\n",
2726 " <th>deaths_diff</th>\n",
2727 " <th>countriesAndTerritories</th>\n",
2728 " <th>popData2018</th>\n",
2729 " </tr>\n",
2730 " <tr>\n",
2731 " <th>since_threshold</th>\n",
2732 " <th>geoId</th>\n",
2733 " <th></th>\n",
2734 " <th></th>\n",
2735 " <th></th>\n",
2736 " <th></th>\n",
2737 " <th></th>\n",
2738 " <th></th>\n",
2739 " <th></th>\n",
2740 " <th></th>\n",
2741 " <th></th>\n",
2742 " </tr>\n",
2743 " </thead>\n",
2744 " <tbody>\n",
2745 " <tr>\n",
2746 " <td>0</td>\n",
2747 " <td>AD</td>\n",
2748 " <td>2020-04-01</td>\n",
2749 " <td>6</td>\n",
2750 " <td>4</td>\n",
2751 " <td>376</td>\n",
2752 " <td>12</td>\n",
2753 " <td>-30.0</td>\n",
2754 " <td>2.0</td>\n",
2755 " <td>Andorra</td>\n",
2756 " <td>77006</td>\n",
2757 " </tr>\n",
2758 " <tr>\n",
2759 " <td>1</td>\n",
2760 " <td>AD</td>\n",
2761 " <td>2020-04-02</td>\n",
2762 " <td>14</td>\n",
2763 " <td>2</td>\n",
2764 " <td>390</td>\n",
2765 " <td>14</td>\n",
2766 " <td>8.0</td>\n",
2767 " <td>-2.0</td>\n",
2768 " <td>Andorra</td>\n",
2769 " <td>77006</td>\n",
2770 " </tr>\n",
2771 " <tr>\n",
2772 " <td>2</td>\n",
2773 " <td>AD</td>\n",
2774 " <td>2020-04-03</td>\n",
2775 " <td>38</td>\n",
2776 " <td>1</td>\n",
2777 " <td>428</td>\n",
2778 " <td>15</td>\n",
2779 " <td>24.0</td>\n",
2780 " <td>-1.0</td>\n",
2781 " <td>Andorra</td>\n",
2782 " <td>77006</td>\n",
2783 " </tr>\n",
2784 " <tr>\n",
2785 " <td>3</td>\n",
2786 " <td>AD</td>\n",
2787 " <td>2020-04-04</td>\n",
2788 " <td>11</td>\n",
2789 " <td>1</td>\n",
2790 " <td>439</td>\n",
2791 " <td>16</td>\n",
2792 " <td>-27.0</td>\n",
2793 " <td>0.0</td>\n",
2794 " <td>Andorra</td>\n",
2795 " <td>77006</td>\n",
2796 " </tr>\n",
2797 " <tr>\n",
2798 " <td>4</td>\n",
2799 " <td>AD</td>\n",
2800 " <td>2020-04-05</td>\n",
2801 " <td>27</td>\n",
2802 " <td>1</td>\n",
2803 " <td>466</td>\n",
2804 " <td>17</td>\n",
2805 " <td>16.0</td>\n",
2806 " <td>0.0</td>\n",
2807 " <td>Andorra</td>\n",
2808 " <td>77006</td>\n",
2809 " </tr>\n",
2810 " <tr>\n",
2811 " <td>...</td>\n",
2812 " <td>...</td>\n",
2813 " <td>...</td>\n",
2814 " <td>...</td>\n",
2815 " <td>...</td>\n",
2816 " <td>...</td>\n",
2817 " <td>...</td>\n",
2818 " <td>...</td>\n",
2819 " <td>...</td>\n",
2820 " <td>...</td>\n",
2821 " <td>...</td>\n",
2822 " </tr>\n",
2823 " <tr>\n",
2824 " <td>43</td>\n",
2825 " <td>ZA</td>\n",
2826 " <td>2020-05-19</td>\n",
2827 " <td>918</td>\n",
2828 " <td>22</td>\n",
2829 " <td>16433</td>\n",
2830 " <td>286</td>\n",
2831 " <td>-242.0</td>\n",
2832 " <td>19.0</td>\n",
2833 " <td>South_Africa</td>\n",
2834 " <td>57779622</td>\n",
2835 " </tr>\n",
2836 " <tr>\n",
2837 " <td>44</td>\n",
2838 " <td>ZA</td>\n",
2839 " <td>2020-05-20</td>\n",
2840 " <td>767</td>\n",
2841 " <td>26</td>\n",
2842 " <td>17200</td>\n",
2843 " <td>312</td>\n",
2844 " <td>-151.0</td>\n",
2845 " <td>4.0</td>\n",
2846 " <td>South_Africa</td>\n",
2847 " <td>57779622</td>\n",
2848 " </tr>\n",
2849 " <tr>\n",
2850 " <td>45</td>\n",
2851 " <td>ZA</td>\n",
2852 " <td>2020-05-21</td>\n",
2853 " <td>803</td>\n",
2854 " <td>27</td>\n",
2855 " <td>18003</td>\n",
2856 " <td>339</td>\n",
2857 " <td>36.0</td>\n",
2858 " <td>1.0</td>\n",
2859 " <td>South_Africa</td>\n",
2860 " <td>57779622</td>\n",
2861 " </tr>\n",
2862 " <tr>\n",
2863 " <td>46</td>\n",
2864 " <td>ZA</td>\n",
2865 " <td>2020-05-22</td>\n",
2866 " <td>1134</td>\n",
2867 " <td>30</td>\n",
2868 " <td>19137</td>\n",
2869 " <td>369</td>\n",
2870 " <td>331.0</td>\n",
2871 " <td>3.0</td>\n",
2872 " <td>South_Africa</td>\n",
2873 " <td>57779622</td>\n",
2874 " </tr>\n",
2875 " <tr>\n",
2876 " <td>47</td>\n",
2877 " <td>ZA</td>\n",
2878 " <td>2020-05-23</td>\n",
2879 " <td>988</td>\n",
2880 " <td>28</td>\n",
2881 " <td>20125</td>\n",
2882 " <td>397</td>\n",
2883 " <td>-146.0</td>\n",
2884 " <td>-2.0</td>\n",
2885 " <td>South_Africa</td>\n",
2886 " <td>57779622</td>\n",
2887 " </tr>\n",
2888 " </tbody>\n",
2889 "</table>\n",
2890 "<p>5868 rows × 9 columns</p>\n",
2891 "</div>"
2892 ],
2893 "text/plain": [
2894 " dateRep cases deaths cases_culm deaths_culm \\\n",
2895 "since_threshold geoId \n",
2896 "0 AD 2020-04-01 6 4 376 12 \n",
2897 "1 AD 2020-04-02 14 2 390 14 \n",
2898 "2 AD 2020-04-03 38 1 428 15 \n",
2899 "3 AD 2020-04-04 11 1 439 16 \n",
2900 "4 AD 2020-04-05 27 1 466 17 \n",
2901 "... ... ... ... ... ... \n",
2902 "43 ZA 2020-05-19 918 22 16433 286 \n",
2903 "44 ZA 2020-05-20 767 26 17200 312 \n",
2904 "45 ZA 2020-05-21 803 27 18003 339 \n",
2905 "46 ZA 2020-05-22 1134 30 19137 369 \n",
2906 "47 ZA 2020-05-23 988 28 20125 397 \n",
2907 "\n",
2908 " cases_diff deaths_diff countriesAndTerritories \\\n",
2909 "since_threshold geoId \n",
2910 "0 AD -30.0 2.0 Andorra \n",
2911 "1 AD 8.0 -2.0 Andorra \n",
2912 "2 AD 24.0 -1.0 Andorra \n",
2913 "3 AD -27.0 0.0 Andorra \n",
2914 "4 AD 16.0 0.0 Andorra \n",
2915 "... ... ... ... \n",
2916 "43 ZA -242.0 19.0 South_Africa \n",
2917 "44 ZA -151.0 4.0 South_Africa \n",
2918 "45 ZA 36.0 1.0 South_Africa \n",
2919 "46 ZA 331.0 3.0 South_Africa \n",
2920 "47 ZA -146.0 -2.0 South_Africa \n",
2921 "\n",
2922 " popData2018 \n",
2923 "since_threshold geoId \n",
2924 "0 AD 77006 \n",
2925 "1 AD 77006 \n",
2926 "2 AD 77006 \n",
2927 "3 AD 77006 \n",
2928 "4 AD 77006 \n",
2929 "... ... \n",
2930 "43 ZA 57779622 \n",
2931 "44 ZA 57779622 \n",
2932 "45 ZA 57779622 \n",
2933 "46 ZA 57779622 \n",
2934 "47 ZA 57779622 \n",
2935 "\n",
2936 "[5868 rows x 9 columns]"
2937 ]
2938 },
2939 "execution_count": 695,
2940 "metadata": {},
2941 "output_type": "execute_result"
2942 }
2943 ],
2944 "source": [
2945 "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])"
2946 ]
2947 },
2948 {
2949 "cell_type": "code",
2950 "execution_count": 696,
2951 "metadata": {},
2952 "outputs": [],
2953 "source": [
2954 "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']).sort_index(inplace=True)"
2955 ]
2956 },
2957 {
2958 "cell_type": "code",
2959 "execution_count": 697,
2960 "metadata": {},
2961 "outputs": [
2962 {
2963 "data": {
2964 "text/html": [
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2980 " <thead>\n",
2981 " <tr style=\"text-align: right;\">\n",
2982 " <th></th>\n",
2983 " <th></th>\n",
2984 " <th>dateRep</th>\n",
2985 " <th>cases</th>\n",
2986 " <th>deaths</th>\n",
2987 " <th>cases_culm</th>\n",
2988 " <th>deaths_culm</th>\n",
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2998 " <th>geoId</th>\n",
2999 " <th></th>\n",
3000 " <th></th>\n",
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3014 " <td>0</td>\n",
3015 " <td>AD</td>\n",
3016 " <td>2020-04-01</td>\n",
3017 " <td>6</td>\n",
3018 " <td>4</td>\n",
3019 " <td>376</td>\n",
3020 " <td>12</td>\n",
3021 " <td>-30.0</td>\n",
3022 " <td>2.0</td>\n",
3023 " <td>Andorra</td>\n",
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3026 " <td>0.000156</td>\n",
3027 " </tr>\n",
3028 " <tr>\n",
3029 " <td>1</td>\n",
3030 " <td>AD</td>\n",
3031 " <td>2020-04-02</td>\n",
3032 " <td>14</td>\n",
3033 " <td>2</td>\n",
3034 " <td>390</td>\n",
3035 " <td>14</td>\n",
3036 " <td>8.0</td>\n",
3037 " <td>-2.0</td>\n",
3038 " <td>Andorra</td>\n",
3039 " <td>77006</td>\n",
3040 " <td>0.005065</td>\n",
3041 " <td>0.000182</td>\n",
3042 " </tr>\n",
3043 " <tr>\n",
3044 " <td>2</td>\n",
3045 " <td>AD</td>\n",
3046 " <td>2020-04-03</td>\n",
3047 " <td>38</td>\n",
3048 " <td>1</td>\n",
3049 " <td>428</td>\n",
3050 " <td>15</td>\n",
3051 " <td>24.0</td>\n",
3052 " <td>-1.0</td>\n",
3053 " <td>Andorra</td>\n",
3054 " <td>77006</td>\n",
3055 " <td>0.005558</td>\n",
3056 " <td>0.000195</td>\n",
3057 " </tr>\n",
3058 " <tr>\n",
3059 " <td>3</td>\n",
3060 " <td>AD</td>\n",
3061 " <td>2020-04-04</td>\n",
3062 " <td>11</td>\n",
3063 " <td>1</td>\n",
3064 " <td>439</td>\n",
3065 " <td>16</td>\n",
3066 " <td>-27.0</td>\n",
3067 " <td>0.0</td>\n",
3068 " <td>Andorra</td>\n",
3069 " <td>77006</td>\n",
3070 " <td>0.005701</td>\n",
3071 " <td>0.000208</td>\n",
3072 " </tr>\n",
3073 " <tr>\n",
3074 " <td>4</td>\n",
3075 " <td>AD</td>\n",
3076 " <td>2020-04-05</td>\n",
3077 " <td>27</td>\n",
3078 " <td>1</td>\n",
3079 " <td>466</td>\n",
3080 " <td>17</td>\n",
3081 " <td>16.0</td>\n",
3082 " <td>0.0</td>\n",
3083 " <td>Andorra</td>\n",
3084 " <td>77006</td>\n",
3085 " <td>0.006051</td>\n",
3086 " <td>0.000221</td>\n",
3087 " </tr>\n",
3088 " <tr>\n",
3089 " <td>...</td>\n",
3090 " <td>...</td>\n",
3091 " <td>...</td>\n",
3092 " <td>...</td>\n",
3093 " <td>...</td>\n",
3094 " <td>...</td>\n",
3095 " <td>...</td>\n",
3096 " <td>...</td>\n",
3097 " <td>...</td>\n",
3098 " <td>...</td>\n",
3099 " <td>...</td>\n",
3100 " <td>...</td>\n",
3101 " <td>...</td>\n",
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3103 " <tr>\n",
3104 " <td>43</td>\n",
3105 " <td>ZA</td>\n",
3106 " <td>2020-05-19</td>\n",
3107 " <td>918</td>\n",
3108 " <td>22</td>\n",
3109 " <td>16433</td>\n",
3110 " <td>286</td>\n",
3111 " <td>-242.0</td>\n",
3112 " <td>19.0</td>\n",
3113 " <td>South_Africa</td>\n",
3114 " <td>57779622</td>\n",
3115 " <td>0.000284</td>\n",
3116 " <td>0.000005</td>\n",
3117 " </tr>\n",
3118 " <tr>\n",
3119 " <td>44</td>\n",
3120 " <td>ZA</td>\n",
3121 " <td>2020-05-20</td>\n",
3122 " <td>767</td>\n",
3123 " <td>26</td>\n",
3124 " <td>17200</td>\n",
3125 " <td>312</td>\n",
3126 " <td>-151.0</td>\n",
3127 " <td>4.0</td>\n",
3128 " <td>South_Africa</td>\n",
3129 " <td>57779622</td>\n",
3130 " <td>0.000298</td>\n",
3131 " <td>0.000005</td>\n",
3132 " </tr>\n",
3133 " <tr>\n",
3134 " <td>45</td>\n",
3135 " <td>ZA</td>\n",
3136 " <td>2020-05-21</td>\n",
3137 " <td>803</td>\n",
3138 " <td>27</td>\n",
3139 " <td>18003</td>\n",
3140 " <td>339</td>\n",
3141 " <td>36.0</td>\n",
3142 " <td>1.0</td>\n",
3143 " <td>South_Africa</td>\n",
3144 " <td>57779622</td>\n",
3145 " <td>0.000312</td>\n",
3146 " <td>0.000006</td>\n",
3147 " </tr>\n",
3148 " <tr>\n",
3149 " <td>46</td>\n",
3150 " <td>ZA</td>\n",
3151 " <td>2020-05-22</td>\n",
3152 " <td>1134</td>\n",
3153 " <td>30</td>\n",
3154 " <td>19137</td>\n",
3155 " <td>369</td>\n",
3156 " <td>331.0</td>\n",
3157 " <td>3.0</td>\n",
3158 " <td>South_Africa</td>\n",
3159 " <td>57779622</td>\n",
3160 " <td>0.000331</td>\n",
3161 " <td>0.000006</td>\n",
3162 " </tr>\n",
3163 " <tr>\n",
3164 " <td>47</td>\n",
3165 " <td>ZA</td>\n",
3166 " <td>2020-05-23</td>\n",
3167 " <td>988</td>\n",
3168 " <td>28</td>\n",
3169 " <td>20125</td>\n",
3170 " <td>397</td>\n",
3171 " <td>-146.0</td>\n",
3172 " <td>-2.0</td>\n",
3173 " <td>South_Africa</td>\n",
3174 " <td>57779622</td>\n",
3175 " <td>0.000348</td>\n",
3176 " <td>0.000007</td>\n",
3177 " </tr>\n",
3178 " </tbody>\n",
3179 "</table>\n",
3180 "<p>5868 rows × 11 columns</p>\n",
3181 "</div>"
3182 ],
3183 "text/plain": [
3184 " dateRep cases deaths cases_culm deaths_culm \\\n",
3185 "since_threshold geoId \n",
3186 "0 AD 2020-04-01 6 4 376 12 \n",
3187 "1 AD 2020-04-02 14 2 390 14 \n",
3188 "2 AD 2020-04-03 38 1 428 15 \n",
3189 "3 AD 2020-04-04 11 1 439 16 \n",
3190 "4 AD 2020-04-05 27 1 466 17 \n",
3191 "... ... ... ... ... ... \n",
3192 "43 ZA 2020-05-19 918 22 16433 286 \n",
3193 "44 ZA 2020-05-20 767 26 17200 312 \n",
3194 "45 ZA 2020-05-21 803 27 18003 339 \n",
3195 "46 ZA 2020-05-22 1134 30 19137 369 \n",
3196 "47 ZA 2020-05-23 988 28 20125 397 \n",
3197 "\n",
3198 " cases_diff deaths_diff countriesAndTerritories \\\n",
3199 "since_threshold geoId \n",
3200 "0 AD -30.0 2.0 Andorra \n",
3201 "1 AD 8.0 -2.0 Andorra \n",
3202 "2 AD 24.0 -1.0 Andorra \n",
3203 "3 AD -27.0 0.0 Andorra \n",
3204 "4 AD 16.0 0.0 Andorra \n",
3205 "... ... ... ... \n",
3206 "43 ZA -242.0 19.0 South_Africa \n",
3207 "44 ZA -151.0 4.0 South_Africa \n",
3208 "45 ZA 36.0 1.0 South_Africa \n",
3209 "46 ZA 331.0 3.0 South_Africa \n",
3210 "47 ZA -146.0 -2.0 South_Africa \n",
3211 "\n",
3212 " popData2018 cases_culm_pc deaths_culm_pc \n",
3213 "since_threshold geoId \n",
3214 "0 AD 77006 0.004883 0.000156 \n",
3215 "1 AD 77006 0.005065 0.000182 \n",
3216 "2 AD 77006 0.005558 0.000195 \n",
3217 "3 AD 77006 0.005701 0.000208 \n",
3218 "4 AD 77006 0.006051 0.000221 \n",
3219 "... ... ... ... \n",
3220 "43 ZA 57779622 0.000284 0.000005 \n",
3221 "44 ZA 57779622 0.000298 0.000005 \n",
3222 "45 ZA 57779622 0.000312 0.000006 \n",
3223 "46 ZA 57779622 0.000331 0.000006 \n",
3224 "47 ZA 57779622 0.000348 0.000007 \n",
3225 "\n",
3226 "[5868 rows x 11 columns]"
3227 ]
3228 },
3229 "execution_count": 697,
3230 "metadata": {},
3231 "output_type": "execute_result"
3232 }
3233 ],
3234 "source": [
3235 "data_since_threshold_per_capita = data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])\n",
3236 "data_since_threshold_per_capita['cases_culm_pc'] = data_since_threshold_per_capita.cases_culm / data_since_threshold_per_capita.popData2018\n",
3237 "data_since_threshold_per_capita['deaths_culm_pc'] = data_since_threshold_per_capita.deaths_culm / data_since_threshold_per_capita.popData2018\n",
3238 "data_since_threshold_per_capita"
3239 ]
3240 },
3241 {
3242 "cell_type": "code",
3243 "execution_count": 698,
3244 "metadata": {},
3245 "outputs": [],
3246 "source": [
3247 "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm_pc']].unstack().sort_index().xs('deaths_culm_pc', axis=1, drop_level=True)"
3248 ]
3249 },
3250 {
3251 "cell_type": "code",
3252 "execution_count": 699,
3253 "metadata": {
3254 "scrolled": true
3255 },
3256 "outputs": [
3257 {
3258 "data": {
3259 "text/html": [
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3274 "<table border=\"1\" class=\"dataframe\">\n",
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3276 " <tr style=\"text-align: right;\">\n",
3277 " <th>geoId</th>\n",
3278 " <th>DE</th>\n",
3279 " <th>IE</th>\n",
3280 " <th>IT</th>\n",
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3283 " <tr>\n",
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3293 " <td>0</td>\n",
3294 " <td>1.447040e-07</td>\n",
3295 " <td>0.000004</td>\n",
3296 " <td>1.820249e-07</td>\n",
3297 " <td>4.211223e-07</td>\n",
3298 " </tr>\n",
3299 " <tr>\n",
3300 " <td>1</td>\n",
3301 " <td>1.567626e-07</td>\n",
3302 " <td>0.000005</td>\n",
3303 " <td>1.985726e-07</td>\n",
3304 " <td>6.467236e-07</td>\n",
3305 " </tr>\n",
3306 " <tr>\n",
3307 " <td>2</td>\n",
3308 " <td>1.567626e-07</td>\n",
3309 " <td>0.000007</td>\n",
3310 " <td>2.813113e-07</td>\n",
3311 " <td>9.776055e-07</td>\n",
3312 " </tr>\n",
3313 " <tr>\n",
3314 " <td>3</td>\n",
3315 " <td>1.567626e-07</td>\n",
3316 " <td>0.000009</td>\n",
3317 " <td>3.475021e-07</td>\n",
3318 " <td>1.218247e-06</td>\n",
3319 " </tr>\n",
3320 " <tr>\n",
3321 " <td>4</td>\n",
3322 " <td>5.185226e-07</td>\n",
3323 " <td>0.000011</td>\n",
3324 " <td>4.798839e-07</td>\n",
3325 " <td>1.729610e-06</td>\n",
3326 " </tr>\n",
3327 " <tr>\n",
3328 " <td>...</td>\n",
3329 " <td>...</td>\n",
3330 " <td>...</td>\n",
3331 " <td>...</td>\n",
3332 " <td>...</td>\n",
3333 " </tr>\n",
3334 " <tr>\n",
3335 " <td>83</td>\n",
3336 " <td>NaN</td>\n",
3337 " <td>NaN</td>\n",
3338 " <td>5.296429e-04</td>\n",
3339 " <td>NaN</td>\n",
3340 " </tr>\n",
3341 " <tr>\n",
3342 " <td>84</td>\n",
3343 " <td>NaN</td>\n",
3344 " <td>NaN</td>\n",
3345 " <td>5.323236e-04</td>\n",
3346 " <td>NaN</td>\n",
3347 " </tr>\n",
3348 " <tr>\n",
3349 " <td>85</td>\n",
3350 " <td>NaN</td>\n",
3351 " <td>NaN</td>\n",
3352 " <td>5.349878e-04</td>\n",
3353 " <td>NaN</td>\n",
3354 " </tr>\n",
3355 " <tr>\n",
3356 " <td>86</td>\n",
3357 " <td>NaN</td>\n",
3358 " <td>NaN</td>\n",
3359 " <td>5.375693e-04</td>\n",
3360 " <td>NaN</td>\n",
3361 " </tr>\n",
3362 " <tr>\n",
3363 " <td>87</td>\n",
3364 " <td>NaN</td>\n",
3365 " <td>NaN</td>\n",
3366 " <td>5.397205e-04</td>\n",
3367 " <td>NaN</td>\n",
3368 " </tr>\n",
3369 " </tbody>\n",
3370 "</table>\n",
3371 "<p>88 rows × 4 columns</p>\n",
3372 "</div>"
3373 ],
3374 "text/plain": [
3375 "geoId DE IE IT UK\n",
3376 "since_threshold \n",
3377 "0 1.447040e-07 0.000004 1.820249e-07 4.211223e-07\n",
3378 "1 1.567626e-07 0.000005 1.985726e-07 6.467236e-07\n",
3379 "2 1.567626e-07 0.000007 2.813113e-07 9.776055e-07\n",
3380 "3 1.567626e-07 0.000009 3.475021e-07 1.218247e-06\n",
3381 "4 5.185226e-07 0.000011 4.798839e-07 1.729610e-06\n",
3382 "... ... ... ... ...\n",
3383 "83 NaN NaN 5.296429e-04 NaN\n",
3384 "84 NaN NaN 5.323236e-04 NaN\n",
3385 "85 NaN NaN 5.349878e-04 NaN\n",
3386 "86 NaN NaN 5.375693e-04 NaN\n",
3387 "87 NaN NaN 5.397205e-04 NaN\n",
3388 "\n",
3389 "[88 rows x 4 columns]"
3390 ]
3391 },
3392 "execution_count": 699,
3393 "metadata": {},
3394 "output_type": "execute_result"
3395 }
3396 ],
3397 "source": [
3398 "deaths_pc"
3399 ]
3400 },
3401 {
3402 "cell_type": "code",
3403 "execution_count": 700,
3404 "metadata": {},
3405 "outputs": [
3406 {
3407 "data": {
3408 "text/plain": [
3409 "Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16,\n",
3410 " 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
3411 " 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
3412 " 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
3413 " 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
3414 " 85, 86, 87],\n",
3415 " dtype='int64', name='since_threshold')"
3416 ]
3417 },
3418 "execution_count": 700,
3419 "metadata": {},
3420 "output_type": "execute_result"
3421 }
3422 ],
3423 "source": [
3424 "deaths_pc.index"
3425 ]
3426 },
3427 {
3428 "cell_type": "code",
3429 "execution_count": 701,
3430 "metadata": {},
3431 "outputs": [],
3432 "source": [
3433 "deaths_pc = data_since_threshold_per_capita.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm_pc']].unstack().xs('deaths_culm_pc', axis=1, drop_level=True)"
3434 ]
3435 },
3436 {
3437 "cell_type": "code",
3438 "execution_count": 702,
3439 "metadata": {},
3440 "outputs": [
3441 {
3442 "data": {
3443 "text/plain": [
3444 "<matplotlib.axes._subplots.AxesSubplot at 0x7f5203727090>"
3445 ]
3446 },
3447 "execution_count": 702,
3448 "metadata": {},
3449 "output_type": "execute_result"
3450 },
3451 {
3452 "data": {
3453 "image/png": 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\n",
3454 "text/plain": [
3455 "<Figure size 432x288 with 1 Axes>"
3456 ]
3457 },
3458 "metadata": {
3459 "needs_background": "light"
3460 },
3461 "output_type": "display_data"
3462 }
3463 ],
3464 "source": [
3465 "deaths[COUNTRIES_CORE].plot()"
3466 ]
3467 },
3468 {
3469 "cell_type": "code",
3470 "execution_count": 703,
3471 "metadata": {},
3472 "outputs": [
3473 {
3474 "data": {
3475 "text/plain": [
3476 "<matplotlib.axes._subplots.AxesSubplot at 0x7f5208ea06d0>"
3477 ]
3478 },
3479 "execution_count": 703,
3480 "metadata": {},
3481 "output_type": "execute_result"
3482 },
3483 {
3484 "data": {
3485 "image/png": 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CcePG8dZbbwEwc+ZMataseVeeOXPmMGLECIYOHcqaNWswU9sAK8YgJfw1Aw7Oh0b9od8CsFAfNqSU/HMxnv/9dZ4TUSnU8LDn8/5NeKaJZ5mc+VMSCjObyAPINQQCW6Ab+kHh3UB/9DOKhgMbDJdsNPx80PD6LimlFEJsBH4UQnyJfgC5NnAE/RNDbcPspOvoB5lvj0WUSQ0aNLjzFJDXvdtZL1u2rJRapFQIOh1smQLBS6DVGOg5p8KfNRARf4vNJ6PZfCKaM9GpVHe25bP+TXi+eXUsKsA4wKMoTEj0BIIM4wZmwM9Syk1CiDPAWiHEbOAYsMSQfwmw0jBAnIj+5o6U8rQQ4mf0A8MaYJyh+wkhxHhgG/qppUullKeN9g4VpSLQ6WDTRP0eQ+0nQrcPKuSMIY1Wx/GoZP6+EM+OMzGciU4FoLmPM7P6NWJAoFe5nAlkDIWZTXQCaJ5P+hX+nQ2UNz0LeOEBZX0EfJRP+hZgSyHaqyjKvXRa2PiG/uyBjlOgy4wKEwh0OsmF2DQOX0nk4OUE9l+OJy1Lg5mAZt7OzHimPk839qSas62pm/rYU51lilJW6XQQ/rf+YPrLu6Dze9D5HVO3qlRcjEnjy+0XOHglgWTDiV/VnW15prEnT9TxoF1NN5ztij5Wsv/6flp7tsbCrOLcIivOO1WU8iIjEY6tgpBlkHgFbF314wNtXjN1y0qcRqtj0d5w5m6/gJ21OT0aVKGVvxut/V3xdrUzSh2rzqxiztE5vNPyHV5q8JJRyiwLVDBQlLIi/iIc+g7C1vx7AE3n96D+s2BpY+rWlbhLsWm89csJjkcm06tRVWb1a4S7g7VR61h6ailzQ+bSzacbA+sONGrZjzsVDBTlcRd3Xr+53IWtYG6tP4CmzVj9ZnPlXI5Gx65zMfwSHMWeC3E42lgwb3Bznm3iafQ1Ad8f/55vw76ll38vPu7wcYXqIgIVDIzO3Nycxo0b3/l50KBBvPvuu2zatIn//Oc/6HQ6cnNzmThxIq+++qoJW6qUCeH/wNqX9FNEO70LLUeDg4epW1XiLsWmseZIJL8du07irRwqO1rzSscajOzgR2XH4j0FaXQaotKiiMuMIzk7meTsZE7Hn2bdxXX0qdmHD9t9iLlZxZtxpIKBkdna2hIWFnZXWm5uLmPGjOHIkSN4eXmRnZ1NRESEaRqolB0nftbvNOpaA176FZwL2IKljMvWaNl66iarD1/jSHgiluaC7g2q8EKANx1ruxdqXYBGpyE5O5nErEQSsxKJy4gjPjOeuMw4bqTfIDwlnGtp19DoNPddO7DuQN5r/R5momKuP1DBoBSkpaWh0Whwc9PvDWNtbU3duupAEeUBpIR9X8LOD8G3AwxaBbYupm5ViUnOyGHlwasEHYwgPj0HH1c73ulZjxcCve4bE8jV5XI97TpXU69yLe0aN9JvcD39OtG3orl56ybJ2cn51mFrYUtV+6r4V/LnSe8n8Xfyp6p9VZytnXGydsLZ2hkbi/I/7vIw5TYYzDkyh3OJ54xaZj3XerzT6uFT9zIzM2nWrNmdn6dNm8bAgQPp06cPvr6+dO3ald69ezN48GC1BYVyPyn1ewrtm2vYTuI7sDDuIOnj4npyJov+ucJPRyPJzNXSua4HI9v706GWO2ZmgpTsFA7cCOFswlnOJp7lXOI5otKi0OrXqgJgZ2FHNYdqVHOoRlOPprjauOJq44qLjQuuNq542HrgYeeBvaXam6kg5TYYmEp+3UQAixcv5uTJk+zYsYMvvviC7du337c9haLwzxf6QBAwAp75slxuJ5F0K4fv9lwi6OBVpJT0aVqdMU/UoG5VRyJTI1l5dgV7IvdwLPbYnRt/dYfq1HOtRw/fHvg5+eFbyRcfRx+crZ0r9OZyxiT0xxWUPYGBgTI4OPiutLNnz1K/fn4bqpYeBwcH0tPTH5onPj4ef39/0tLSHpjncXgvSik7MB/+mg5NB0Pf78pdIMjI0bD8QAQL9lwmPVtD/xZejOxUmajMUxyOPszh6MNEpEYAUNulNk96P0nLqi2p71ofJ2sn0za+HBFChEgpA+9NV08GpSA9PZ3g4GA6d+4MQFhYGL6+vqZtlPJ4ObpEHwga9IM+88tVIEjOyCHowFWWHwgnKTuZFnWSqOMTy6W0ZQz88wISiZ2FHQFVAhhYdyCdvTvj5ehl6mZXOCoYGNm9YwY9e/Zk+vTpfPbZZ7z66qvY2tpib2+vuoiUfx1dApvfhDo94flFYF72/yx1Usf+q+dZGbKf/ZGn0FrcwMEnHkcRx0Xg2nVrmnk04/Vmr9PGsw0N3RtiaWZp6mZXaGX/t+4xo9Vq803fskXtw6fkY//X+gVldXrCC0Fl9uwBndRxPO44W6/sZN+1Y0RlXEAnsgAwdzHDx96Hhh4tqOtSl4AqATRyb4SVedl8r+WVCgaKYgpSwp5P4O850PA5wxNB2fpknJGbQWhsKLuv7WbntV0kZMUjpTm6LE8qiZa08WrKgMZtCKxeX934ywAVDBSltOU9jazZS9BnHpSBFa8anYbjccc5FH2II9FHOBF/Ao1Og5WZDbpb9chM7M5T/p0Z16MRDapVMnVzlUekgoGilLZ/vtAHgjJwGll6Tjr7ru9jT9Qe9l3fR0p2CmbCjAauDXjaZyBhF9w4fcWDBlXdWDikIS39XE3dZKWIVDBQlNJ0bBXsng1NBkGvzx7LQ2gyNZn8HfU3W8O3sjdqLzm6HJytnenk1YlOXp1o4BLI4r+jWbE1gkq2lszuW5fBrXwwN3v83otSeCoYKEppubgdNk6AGk9Cn28em0AgpeRKyhUORR/icPRhDkUfIlOTiYetBwPqDqC7b3eaejTFTJjxa0gUfVeGkJSRw4utfXmrR51iHSKjPD4KDAZCCG9gBVAV0AELpZRfCyHeB14B4gxZ3zMcX4kQYhowCtACE6SU2wzpPYGv0Z91vFhK+akh3R9YC7gCocBQKWWOsd6kopjc9RD4eZh+2+mBK006a0ij03A+6TxhsWGExoQSGhtKfGY8AF4OXjxb41l6+vekReUWd3bvjEzM4L3fTrL3YjwBvi4E9WlFo+pqIVh5UpgnAw3wlpQyVAjhCIQIIbYbXpsrpfwib2YhRANgENAQqAbsEELUMbz8LdAdiAKOCiE2SinPAHMMZa0VQnyPPpAsKO6bM4XbW1hLKTE3N2f+/Pm0a9eOiIgI6tevf9cGdW+++SbDhg0zYWuVUpEaDT8OAnt3ePFXsHYs1erTc9I5EXeCY3HHOBZ7jBNxJ8jUZALgae9Jq6qtaO3ZmtaeranuUP2ua3U6yarDV/n0z3MIYFa/RrzYygcz1SVU7hQYDKSU0UC04fs0IcRZoPpDLukLrJVSZgPhQohLQCvDa5eklFcAhBBrgb6G8roAQwx5goD3KaPBIO/eRNu2bWPatGn8/fffANSsWTPffYuUckybC7+8DDnpMHwjOFYplWp1UsehG4dYf2k9O6/tRKPTYCbMqOtSl361+tG8cnOaV25OVfuqDyzj/M00Zvx+kqMRSXSs7c4nzzfGy8U4R0sqj59HGjMQQvgBzYHDQHtgvBBiGBCM/ukhCX2gOJTnsij+DR6R96S3BtyAZCmlJp/899Y/BhgD4OPz+O/tnpqaiotL+d16WCmEv/4DkYfg/5ZA5ZLfa+rmrZv8duk3fr/4Ozdu3cDJ2olBdQfR0asjTT2aFmr3zowcDV/vvMiSveE42ljwef8m9A/wUhvClXOFDgZCCAdgHTBJSpkqhFgAzAKk4d//ASOB/H5jJJDf/Dn5kPz3J0q5EFgI+o3qHtbemx9/TPZZ425hbV2/HlXfe++heW5vR5GVlUV0dDS7du2689rly5fv2qrim2++oWPHjkZto/IYOfkrHF4ArcdC4/4lVo1Gp2Hf9X38euFX9l7fi07qaO3ZmskBk+ni0+WRFnztvRjHu+tOcj05kwGBXrzbqz6u9mqAuCIoVDAQQliiDwSrpZTrAaSUMXleXwRsMvwYBXjnudwLuGH4Pr/0eMBZCGFheDrIm7/MydtNdPDgQYYNG8apU6cA1U1UocSehY1vgHcb6DGrRKoITwnn90u/s+nyJmIzY3G3dWdUo1E8V/s5vB29Cy4gD61O8tWOC8zffYka7vb8/GpbWvmrNQMVSWFmEwlgCXBWSvllnnRPw3gCwHPAKcP3G4EfhRBfoh9Arg0cQf8EUNswc+g6+kHmIVJKKYTYDfRHP6NoOLChuG+soE/wpaFt27bEx8cTFxdXcGalfEiOhAPfQOgK/UDxgCCjbzOx89pOlp1axvG445gLczpU78B7td7jCe8nirTZW2xaFhPXhHHwSgIvBHjxYd9G2Fo9/iuiFeMqzJNBe2AocFIIcftj7XvAYCFEM/RdOhHAqwBSytNCiJ+BM+hnIo2TUn9ChRBiPLAN/dTSpVLK04by3gHWCiFmA8fQB58y79y5c2i1Wtzc3MjIyDB1c5SSlBiuX1l8Yq3+5yaD4Ikp4PjgAdpHFXMrho8Pf8yuyF34VfLjzYA3ebbms7jbuhe5zF3nYpj660nSs3P5vH8TXgh8tCcKpfwozGyifeTfr//AbTillB8BH+WTviW/6wwzjFrdm14W5d3CWkpJUFAQ5ub6T1n3jhmMHDmSCRMmmKSdipHkZOjPK94/T7+ILHAUtHsDnI13U9VJHb9e+JW5IXPJ1eXyZsCbDG0wFAuzoq8ZjU/P5oM/zvDH8RvUqeLA6tGtqVu1dKe8Ko8XtQLZyB60hbWfnx+ZmZml3BqlxEgJZzfCtumQEgmNX4DuH0KlakatJkuTxbS909hxbQetPVszs81MvCsVPdBIKVkXep3Zm8+Qka3lze51eK1TTawsHt/9kZTSoYKBohTFrlmw939QpRE89wP4tTd6FSnZKbyx6w3CYsN4O/BthjYYWqzpnZdi05jx+ykOXUkkwNeFT59vTO0q6mlA0VPBQFEeVdiP+kDQfCj0/qpETiaLTo/mtR2vEZkWyWedPqOnX88il5WZo+WbXRdZtPcKtpbmzO7XiCFqFbFyDxUMFOVRXD2o32zO/wnoPbfYgUCj07A3ai9/Xf2LLE3WnfSwuDCyNdn80P0HWlZtWeTyD1yKZ+q6E0QlZfJ/LbyY9nQ93B2si9VmpXxSwUBRCisxHH56EVx8YcCKYk0Zjc2IZd3Fday7sI6YjBhcbVxxtfl3Xr+Pow/T20ynjkudh5TyYBk5Gub8eY6gg1fxd7fnpzFtaF3DrcjtVco/FQwUpTCyUmHNINBpYcjPYFu0bUYSMhNYdHIRP53/CY1OQ7tq7ZjWalqR1wjkJzgikSm/HCciIYMR7f2Y+lQ9tW5AKZAKBopSGH9OhfgLMPR3cKv5yJffyr1F0Okggk4Hka3Npl+tfoxqNKpYM4PuJaUk6EAEszafxdPJhjWvtKFtTfU0oBSOCgZG9tFHH/Hjjz9ibm6OmZkZP/zwA++88w5ffPEFgYGBpm6eUhSn1sPxNdDpHajR6ZEuzdJk8dP5n1hycglJ2Ul09+3O+ObjqeFUw6hNzNZo+c/vp/g5OIpu9aswd2BTHG2Mu/JZKd9UMDCigwcPsmnTJkJDQ7G2tiY+Pp6cHHVGT5mWch02TYbqgfDE24W+LFeby7qL61h4YiFxmXG09WzLG83foLFHY6M3MTY1i1dXhXDsWjITutRiUrc6aqaQ8shUMDCi6Oho3N3dsbbWz9Zwdy/6NgHKY0Cng99f059J8PzCQg8YH44+zOxDs4lIjaB55ebMeWJOsWYEPcyBS/FM/CmMW9kaFrzYgl6NPUukHqX8K7fBYO/PF4iPTDdqme7eDnQc8ODZHT169ODDDz+kTp06dOvWjYEDB9Kp06N1KyiPkUPfQvg/8Oy8Qo0TJGQm8EXwF2y6sglvR2++7fotHat3LJFzADRaHfN2XuQbwy6jq0ap7SSU4im3wcAUHBwcCAkJYe/evezevZuBAwfy6aefmrpZSlFc3g07P4R6vaHFw48m1Ukd6y+uZ27IXDI0GYxpMoZXGr+CjYVNiTTtZkoWE9Yc40hEIi8EePFB34bYWak/ZaV4yu1v0MM+wZckc3NzOnfuTOfOnWncuDFBQUEmaYdSDBH7YM1gcDmRGbEAACAASURBVKsNfb7Rb0D3AOcTzzPr0CyOxx0noEoA/23zX2o4G3dwOK+Qq4m8ujKUjBwNcwc25bnmXiVWl1KxlNtgYArnz5/HzMyM2rVrAxAWFoavr++dw22UMuDaIVg9AJx9YNgGsMv/gJeM3Ay+C/uOVWdXUcmqErPbz6ZPzT4lejTkT0evMeP3U1R3tmXNK63VvkKKUalgYETp6em88cYbJCcnY2FhQa1atVi4cCH9+5fckYeKEUWFwKr++jMIhm8EB4/7skgp+evqX3x29DNiM2LpX6c/k1pMwsnaqcSapdHqmL35LMsPRNCxtjvfDG6Os506ilIxLhUMjCggIIADBw7cl75nz57Sb4zyaOIvwqrnwd4Nhv+R76E0V1Ov8vHhjzlw4wD1XevzZecvaerRtESblZqVy7jVoey9GM+oDv5M61UPC3O13bRifCoYKEpGIvw4AMws9F1DTtXvejktJ41FJxex6swqrM2tmdZqGgPrDsTcrGS3eIhMzGDk8qOEx9/is/9rwoCW6hQypeSoYKBUbJoc+GkopETB8E3g4vfvSzoN6y6s49uwb0nOTubZms8yOWBysY6ZLKxj15J4ZUUwORodK0a1ol1NtWZFKVkFPm8KIbyFELuFEGeFEKeFEBMN6a5CiO1CiIuGf10M6UIIMU8IcUkIcUII0SJPWcMN+S8KIYbnSQ8QQpw0XDNPlOQonKLcJqV+dfHVfdD3W/BpfeelAzcO0H9jf2Yfnk1N55qs7b2Wjzp8VCqBYEPYdQYtPISdlQXrX2+vAoFSKgrzZKAB3pJShgohHIEQIcR24GVgp5TyUyHEu8C76A+27wXUNny1BhYArYUQrsBMIBCQhnI2SimTDHnGAIfQn5HcE/jTeG9TUfJxYB6ErdLvOdRkAADXUq/xefDn7Incg7ejN189+RVdvLuU6Cyh2zRaHZ/8eY4l+8Jp5e/K9y8F4GqvBoqV0lFgMJBSRgPRhu/ThBBngepAX6CzIVsQsAd9MOgLrJBSSuCQEMJZCOFpyLtdSpkIYAgoPYUQe4BKUsqDhvQVQD9UMFBKUtwF2DkL6veBztPI1eWyIGwBy04vw8rMiskBk3mp/ktYmZfOzTghPZtxP4Zy6EoiL7fzY/oz9bFUA8VKKXqkMQMhhB/QHDgMVDEECqSU0UKIyoZs1YHIPJdFGdIelh6VT3p+9Y9B/wSBj4/PozRdUf4lJWyZApZ28Mz/SMhKZMrfUwiOCaZPzT5MajEJD7v7p5WWlN3nY5m+/iQJt3L4ckBTnm+hFpIppa/QHz2EEA7AOmCSlDL1YVnzSZNFSL8/UcqFUspAKWWgh0fp/bE+CiEEQ4cOvfOzRqPBw8OD3r17A/Dll18yatSoO6+vXr2aZ555ptTbWaGdXg/hf0PX/3AqK5aBmwZyMv4kn3T8hI86fFRqgeBGciavrQxhxLKj2FqZ8+tr7VQgUEymUE8GQghL9IFgtZRyvSE5RgjhaXgq8ARiDelRQN45cF7ADUN653vS9xjSvfLJXybZ29tz6tQpMjMzsbW1Zfv27VSv/u+DzoQJEwgMDGT//v00bNiQGTNmsHPnThO2uILJToNt08GzKRtc3Pnwz+G427qzstdK6rvVL5Um6HSSxfuuMHf7RQDe6VmPUR38sbJQ3UKK6RRmNpEAlgBnpZRf5nlpI3B7RtBwYEOe9GGGWUVtgBRDd9I2oIcQwsUw86gHsM3wWpoQoo2hrmF5yiqTevXqxebNmwFYs2YNgwcPvvOahYUF3333HePGjWPq1KmMHDmSGjVKbi8b5R57PkWbdpPP67RixoH/0rxyc9b2XltqgSBbo2Xyz2F8vOUc7Wu5s/3NJxjbuaYKBIrJFebJoD0wFDgphAgzpL0HfAr8LIQYBVwDXjC8tgV4GrgEZAAjAKSUiUKIWcBRQ74Pbw8mA2OB5YAt+oHjYg8e716+kNirV4pbzF0q+9bgyZfHFJhv0KBBfPjhh/Tu3ZsTJ04wcuRI9u7de+f1du3aUb9+fXbs2MHZs2eN2kblIWLOkHb4e96u3ZT917YxpN4Q3m75NhZmpbPcJiUjlzErgzkcnsjUnnUZ26lmqcxSUpTCKMxson3k368P0DWf/BIY94CylgJL80kPBhoV1JayokmTJkRERLBmzRqefvrp+15PT08nODiY3Nxc4uLi8PJS/cQlLvoE1355kfHVqxCpTeG/bf/LC3VeKPg6I4lMzGDE8qNcS8jg60HN6Nss3zkSimIy5XYFcmE+wZekPn36MGXKFPbs2UNCQsJdr82cOZOXXnqJKlWqMHnyZH755RcTtbKCOP4Tx7a9xQQPZ7B2YmGXeSV28lh+jkYkMnZVyJ3VxG1qqEPqlcdPuQ0GpjZy5EicnJxo3LjxXRvVnTx5ks2bNxMWFoaVlRVLly5l+/btdO/e3XSNLa+0ufDXDLadDOK9yh54OlZnQfdFeFcqnT1+pJSsOnyNDzaextvVjkXDAqhVWW07rTyeVDAoIV5eXkycOPGuNCklY8eOZe7cudjY6E/B+u677xg2bNid4KAYSfwl5PrRLL91iS+reNDcoxlfd5mHi41LqVSfrdEyc8Np1h6N5Mm6Hnw1qDlOtoU7Q1lRTEEFAyNLT7//3OXbJ58B7Nu3767XAgMDOXPmTGk0rWKQEkKWw7b3mOfsyGJXF3r49uDjjh9jbW5dKk1IvJXDmBXBBF9NYvyTtZjcvQ7mZmqgWHm8qWCglB9ZKfDba3B+C6v8m7OYBPrX6c9/2vwHM1E6UzfD428xYtkRbqRkMX9Ic3o3qVYq9SpKcanJzUr58ee7cPEvtrYbxWck0sW7CzNazyi1QHA0IpHnvttPapaGNa+0UYFAKVPK3ZOBlLLMz93Wz85VHsnl3XD8Rw63HMq0mN00r9ycOU/MKfEDaG5bHxrFu+tO4uViy7IRLfF1sy+VehXFWMpVMLCxsSEhIQE3N7cyGxCklCQkJNwZYFYKIScDNk3iqIc/E5OD8avkx7wu87CxKPn/hlm5Wj744zRrjkTSpoZ+22l1PrFSFpWrYODl5UVUVBRxcXGmbkqx2NjYqIVoj0Cz5xO+l0ksdHDG186DBd0WlOgB9bddTbjF2FWhnIlOZWznmrzVvY46n1gps8pVMLC0tMTf39/UzVBKUfSVXbwb/hOhLk70qfks01tPx87SrsTr3XUuholrwjAzEyx9OZAu9aqUeJ2KUpLKVTBQKpbD1w/y5j+T0FpZ8UmrGfSuP7BU6l22P5xZm87QoFolvn8pAC+Xkg8+ilLSVDBQyqQ/Lv/Bf/fNwC83m6+bv4VPKQQCjVbHrE1nCDp4lR4NqvDVoGbYWak/IaV8UL/JSpkipWThiYXMD5tPq8ws5lbpQqXAkt+HKj1bw/gfQ9lzPo5XOvrzbq/6aiGZUq6oYKCUGdnabD469BG/XfqNZzNz+UDnhuUzc0u83ri0bEYsP8LZ6DQ+eq4RL7b2LfE6FaW0qWCglAmXki4xde9ULiZdZIzOkfGJVxFj/gCrku2vj4i/xbClR4hNy2LRsAA1UKyUWyoYKI81KSU/n/+Zz4M/x97Snm9d2/JEyE/wf0vAvXaJ1n0iKpkRy46ik5I1r7ShuU/pbHKnKKaggoHy2MrIzWD6vunsuLaD9tXaM9urF+4/DYOAEdC4f4nW/fux67z320lc7a0IGtmKmh4OJVqfopiaCgbKYynmVgxv7HqD80nnmRI4haH+z2L2fQdwrwM9PymxejNztLy/8TQ/BUfS0s+Fb4e0oHIltRpcKf8KXC4phFgqhIgVQpzKk/a+EOK6ECLM8PV0ntemCSEuCSHOCyGeypPe05B2SQjxbp50fyHEYSHERSHET0IItZa/gjubcJYhm4dwNfUq87vMZ3jD4ZhtfRfSbsJzP4ClbYnUezEmjb7f7uPnkEjGP1mLNa+0UYFAqTAKs3Z+OdAzn/S5Uspmhq8tAEKIBsAgoKHhmu+EEOZCCHPgW6AX0AAYbMgLMMdQVm0gCRhVnDeklG3/RP3D8K3DMTMzY0WvFXT06ginf4cTP0GnqVC9RYnUe+hKAv2+3U/irRxWjGzFlKfqqq0llAqlwN92KeU/QGIhy+sLrJVSZkspw4FLQCvD1yUp5RUpZQ6wFugr9LvJdQF+NVwfBPR7xPeglBNbw7cycddE/J38+fHpH6nrWlf/NLBpMlRrDh3fKpF6/74Qx/ClR/B0tmXTGx3pWNujROpRlMdZcT76jBdCnDB0I92eZlEdiMyTJ8qQ9qB0NyBZSqm5J12pYDZc2sA7e9+hiUcTlj61FA87D9DpYMN4yM2A5xaCufGPjfzr9E1eCQqmhocDP41pQ1Un1S2kVExFDQYLgJpAMyAa+J8hPb8lmbII6fkSQowRQgQLIYLL+s6kyr9+Pv8zM/bPoFXVVizotgB7S8NZADs/gEvbocds8Khj9Ho3nbjB66tDqV+tEmtfaYObQ+kci6koj6MiBQMpZYyUUiul1AGL0HcDgf6TvXeerF7AjYekxwPOQgiLe9IfVO9CKWWglDLQw0M9ypcHa86tYdahWTzh9QTzu87/d8fRY6th/1cQOBJajjZ6vTvPxjBxbRjNfZxZNaoVTnbqsHqlYitSMBBCeOb58Tng9kyjjcAgIYS1EMIfqA0cAY4CtQ0zh6zQDzJvlPojvXYDtyeNDwc2FKVNStmz4dIGPj78MU96P8lXnb/698D6iP3wx0Tw7wS9PgMjH1R0+EoCr68OpYFnJZa+3BJHGxUIFKXAdQZCiDVAZ8BdCBEFzAQ6CyGaoe/SiQBeBZBSnhZC/AycATTAOCml1lDOeGAbYA4slVKeNlTxDrBWCDEbOAYsMdq7Ux5bO6/u5L8H/ktrz9Z83ulzLG+PByRegZ9eAhc/GBBk9HGCU9dTGB0UjJeLLctHqECgKLeJsnrebmBgoAwODjZ1M5QiOHjjION2jqO+a30W9Vj0b9eQJhsWdYHU6zB6J7jVNGq94fG3eOH7A1iZm/Hr2HZUcy6Z9QqK8jgTQoRIKQPvTVcrkJVSdTzuOBN3T8TPyY/vun1396lkf8+BmFMweK3RA0F0SiYvLT6MTsLK0a1VIFCUe6hVNUqpOZd4jrE7xuJu684P3X64+5ziqGDYNxeavQR1exm13oT0bF5afJiUzFxWqH2GFCVfKhgopeJK8hVe3f4q9pb2LO6xWL+O4LbcTPjtNXCsBj0/Nmq9aVm5vLzsKFFJmSwZHkij6k4FX6QoFZDqJlJKXGRaJK/89QoCweIei6nmUO3uDLtmQ8JFGPo72BjvZp2Vq2V0UDBno1NZOCyA1jXcjFa2opQ3KhgoJepG+g1e+esVsnXZLHtqGb6V7jklLGIfHPxWv5ag5pNGqzdbo2XsqhCORCTy1cBm6lAaRSmA6iZSSsz5xPO8tOUlUnNS+aHbD9R2uecwmpjT+mmkrjWg2wdGqzdXq2P8j8fYfT6Oj/o1pm8ztcOJohREBQOlRBy9eZSXt76MEIKgnkE0dG94d4b4S7CiH1jYwtD1YG2cQV2NVsfEtcfYfiaGD/s2ZEhrH6OUqyjlnQoGitH9FfEXr25/lcp2lVn99Or7nwiSrsKKPiB1MGyDfoGZEWh1krd+Oc6WkzeZ8Ux9hrU1TrmKUhGoYKAY1a8XfmXK31No5N6IFb1WUNW+6t0ZUqNhRV/ISYehvxl1A7pZm86wIewGU3vWZXTHGkYrV1EqAjWArBjNyjMr+ezoZ3So3oG5nediY3HPdtApURD0LNyK088c8mxivLoPRrD8QAQj2/vzeudaRitXUSoKFQyUYpNSsvDEQuaHzae7b3fmdJzz715DtyVF6ANBZrL+icC7pdHq/+dCHO//cYYu9Soz/Zn6RitXUSoSFQyUYpFS8nXo1yw5tYQ+NfvwQbsPsDC759cq4bI+EOTc0o8RGPHoyosxaYxbHUrtyg7MG9wcczPj7nCqKBWFCgZKsaw4s4Ilp5YwoM4ApreZjpm4Zxgq4TIs6wU6Lby8Cao2NlrdCenZjAoKxtrSnCUvt8TBWv06K0pRqb8epci2Rmzli+AveMrvqfwDQWYS/DgAtLkw4k+oXM9odWfmaBkVFExMahZrx7Shutp4TlGKRQUDpUhCYkJ4b+97tKjcgo86fHR/INDmws/DIPkaDNto1ECg1Ukm/XSM41HJLHgxgOY+LgVfpCjKQ6lgoDyy8JRwJuyaQHWH6szrMu/fE8pukxK2TIHwf6Df9+Db1qj1z958hm2nY5j5bAN6Nqpa8AWKohRIrTNQHklaThrjdo7DwsyC77p9d/c21Lcd+g5ClkPHKdBssFHrX7ovnGX7IxjVwZ8R7f2NWraiVGTqyUApNCkl/9n/H26k32BZz2V4O3rfnynyKGybDg36wpPTjVr/hrDrzNp8hp4NqzL9aTWFVFGMqcAnAyHEUiFErBDiVJ40VyHEdiHERcO/LoZ0IYSYJ4S4JIQ4IYRokeea4Yb8F4UQw/OkBwghThqumSeEkU8/V4xm1dlV7Ly2k8kBk2leufn9GbQa2DQZKlWDvt+BmfEePHeejeHNn4/T2t+VrwY1w0xNIVUUoyrMX+tyoOc9ae8CO6WUtYGdhp8BegG1DV9jgAWgDx7ATKA10AqYeTuAGPKMyXPdvXUpj4Gw2DC+DP6SLt5dGNZgWP6ZjvwAMSeh1xyjbTwHcOhKAq+vDqVhtUosHt4SG0tzo5WtKIpegcFASvkPkHhPcl8gyPB9ENAvT/oKqXcIcBZCeAJPAdullIlSyiRgO9DT8FolKeVBKaUEVuQpS3lMJGUlMeXvKVSxr8KsDrPI9+Et5Trs/hhqPwX1ehut7hNRyYwOCsbH1Y7lI1qptQSKUkKK+pdVRUoZDSCljBZCVDakVwci8+SLMqQ9LD0qn3TlMaGTOt7b9x6JWYmsfHollawq5Z9x67v6hWVPfwZG6um7npzJiGVHcbazZOWo1rjaWxmlXEVR7mfs2UT53QVkEdLzL1yIMUKIYCFEcFxcXBGbqDyK5aeXs+/6Pt5p+Q4N3Rrmn+nCX3B2IzwxxWjbUWflanltZQjZGh3LR7SiqpNNwRcpilJkRQ0GMYYuHgz/xhrSo4C8U0y8gBsFpHvlk54vKeVCKWWglDLQw8PjQdkUIwmLDWNe6Dx6+PZgQN0B+WfKydCvKXCvC+0mGKVeKSXv/XaSk9dTmDuwGbUqG2/8QVGU/BU1GGwEbs8IGg5syJM+zDCrqA2QYuhO2gb0EEK4GAaOewDbDK+lCSHaGGYRDctTlmJCKdkpTP1nKp72nrzf7v38xwkA9nwMyVeh95dgYZxunKADEawPvc6kbrXp3kCdXawopaHAMQMhxBqgM+AuhIhCPyvoU+BnIcQo4BrwgiH7FuBp4BKQAYwAkFImCiFmAUcN+T6UUt4elB6LfsaSLfCn4UsxISklM/bPIC4zjlW9VuFo5Zh/xuuh+sPsA14Gvw5GqfvQlQRmbT5Lt/qVmdCldsEXKI81qdGgy8xEl5mJzMpCl5GBLi0NbVo6urRUtOnp6G5loLt1S/+VmYHMykaXlYXMysKhUydchw019duoEAoMBlLKBy0h7ZpPXgmMe0A5S4Gl+aQHA40KaodSeoJOB7Encg/vtnr3/rOLb9PmwsYJYF8Zun9olHrj07N5Y80xfF3t+HKgWkvwOJC5uWiTk9EkJaFNSkablIg2OQVtWiq61FS0Kan671NS0abqv5cZmeiystBlZUFubuEqMjPDzN4eM1tbhK0NZtY2CFsbZGGvV4pNzdNT7rLv+j7mhs6lu293htQb8uCMB+bp1xQMXA02+WxJ8Yh0OsmUX46TkpnLipGtqGRjWfBFSpFInU7/6TwpSX+jT0ggN/ommpvR5N6IJjc2Bm1iEtqEBLQpKQ8uyNIS80qV/v1ydcHK1xczOzv9Dd3WDjMba4StLWY2tpjZ2iBsbTF3dMTMwRFzRwfMHBwws7dH2Ng8uCtSKRUqGCh3hKeEM/XvqdR2rs3s9rMf/McZfwn2zNFvOVHfOGsKlu4PZ8/5OD7s25D6ng+Yvqo8kC47G21iIpqERLSJCWhiY8mNiUETG4cmNvbOjV+bkoI2NRW02vvKEJaWWHh6Ylm5MtZ16mDh6oK5qxvmri5YuLpi7uyCuYsz5s7OmFeqpG7g5YwKBgoAqTmpTNg1AUtzS+Z1mYedpV3+GXU62PgGWNpAr8+NUvfJqBTmbD1HjwZVGNrG1yhllje6nBw0sbFoYmLIvXmT3Os3yAkPJycigpyICLRJSfleZ+7qikXlyli4umBZzRMzJyfMnZywcHHR39RdXDB3ccXSsyrmrq4II24hopQtKhgoaHVapv49laj0KBb3WEw1h2oPznzoO7h2QL/3kGPxZ/qkZ2t4Y00o7g7WfNa/ifqkmYeUkoxDh0hYspRb+/frtwbPw8LDAys/Pxy7dcOymifmbm76T/C3A0DlyphZqYV6SuGoYKDwv5D/sf/Gfma2nUlAlYAHZ4w9Bzs/hLpPQ7OHjCcUUlauljd+DOVaYgZrx7TF2U7duKRWi+bmTTJCQ0lYtozsM2cxd3fHbfQorPz8sKhcBcuqVbDw9MTcQa2/UIxHBYMKbt2Fdaw8s5Ih9YbQv07/B2fU5sJvr+o3oHv262JvOZGWlcvooGCORCTyUb/GtPJ3LVZ5ZYGUEl16OpqbN/VdPdHR+u+jb5J7M5rcqOvkRkeDRgOAVY0aVJ31IU59+mBmbV1A6YpSPCoYVGBHbx5l9qHZtKvWjrdbvv3wzHv/B9FhMGAFOFR+eN4CJKRnM3zZEc5Fp/H1oOb0afqQbqkyRObmkhMZSU54ONlXrqCJjkaTkIgmIR5tQiKamBh0GRl3X2RmhoWHB5ZVq2LbuDGVevXC0qs61jVqYNuiherDV0qNCgYVVGRqJJP3TMa7kjefd/ocC7OH/CpcD4W/P4PGA/QziIohOiWTlxYfJiopk0XDAnmyXvECiynoMjLIPH6czFOnyI2MIjcqkpzIKHJv3Lhrlo6ZkxMWhn586zp1sO/QAcuqVbH0rIpF1apYVq2KhYcHwlJNo1VMTwWDCigtJ43xu8YDML/L/AfvRAqQmwm/vQYOVfQ7khZDZGIGgxcdIiUjl5WjWpeJriGZk0N2eDjZFy6QdfYcGSHBZJ0+c6crx9zFBUtvb/2n+meextrfH6saNbDy88Pc8QErtxXlMaSCQQWTq81l8u7JXEu9xg/df8Cnks/DL9g1G+LPw0vrwdbl4XkfIjz+FkMWHSIjR8vqV1rTxMu5yGWVBKnTkX3xEtkXLpB95TI5l6/o/424eufGLywtsWncGLeRI7ELDMC2WTPMK6k1EUr5oIJBBSKl5P2D73P45mFmt59NK89WD78gYp9+76HAUVDrvt1HCu1iTBpDFh9Gp5OseaUNDao9HjfQ7CtXuLVvPxlHj5Bx5Oi/q23NzLDy9saqZk0cu3bDunZtrOvUxtrPD1HOp2qeP7iXK6FH6fn6ZDXNt4JRwaACWXB8ARsvb+T1Zq/Tt1YBff/ZafD76+DiW6y9h87fTGPwokNYmAnWjmlD7Sqm7TrJvhJO6tY/SftzK9kXLwJg6eWFQ9eu2LVsiU3DBlj5+VW4+fkZqSnsXPo9Fw7upWrN2mTfuoWNmrpaoahgUEH8ful3FhxfQN+afXmtyWsFX/DXDEi+BiP+LPJ5xuHxt3hx8WEszQVrx7TF392+SOUUhzYtjYyjR7m1/wC3DhwgJzwchMA2oAVVZszA8cnOWFav2IfrXTp6iO2L5pOVnk6HQcNo2ef/MDNX50xXNCoYVABHoo/wwYEPaOPZhpntZhb8+H/6dwhZrj+sxrdtkeqMSsrgxUWHkFKyenTpBoLcmBjStu8gbft2MoKDQatF2Npi1zIQl8GDcXyqB5ZV1DkJqfGx/L1iCRcO78fDrwb9p8/Cw9ff1M1STEQFg3IuIiWCyXsm41vJly87f4ml2UOmMUoJe7+AXR9BtRbw5PQi1RmTmsWLiw+Tnq1hzZg2pXJSmSYpidRNm0ndtInM48cBsKpVE7fRo7Fv3w7bZs0qXNfPg2hycgj+Yz2Hf/8FgPYDh9Kyz/OYW6gprhWZCgblWHJWMuN2jsPCzIL5Xec/+JAagOx0+H2s/izjRv2hzzf6zege0c2ULIYuOUx8WjYrR7emYbXib2/9INq0NG4dOkTqxo2k7fkbcnOxrl8fj0mTcOzRHesaNUqs7rLqcsgRdgctJCXmJnVat6fTsFFUci97az0U41PBoJzK1eYyec9kom9Fs/SppXg5ej04c1IE/DhIP4W0x2xoO75I202cup7CqKCjpGdpWDy8JS18ij4V9V5SSjQ3bpB58hQZoSFkBAeTfe486HSYu7vj+uKLOD3XD5u6dY1WZ3mSHHOT3ct/4EroUVyredF/+mx8mzQzdbOUx4gKBuWQlJJZh2YRHBPMJx0/oVnlh/zR3zwJq/4PNNn6tQQ1nyxSndtO32TS2jBc7a1Y93o76lUt/vTR7EuXSNuxg4zQULL+v73zjq+iTPf49zkllfQOARIgNBUCBBGQKgh2V2xcVKx414p3dS27d21r26u7und3vcu6rh3XhqKCgigWlBpa6AGSEAIppOfUnPPeP2YCMSR0OCfk/X4+J2fmnfed9zdnJvPMvOV58jbgqzQipUpYGOEDB5L4y18SMTSHiCFD9CzeNnA11LPq809YMfcDLBYro6fdxOALL9VNQpqD0MbgNOTVvFeZkz+HGQNmcHGPQwSfKfgBZk+F0Ci4eS4k9z3qupRS/OP7HTwzfzMD0mP5xw1DSI46+ualJtz5+dR8/jl1Cxbi2b4dRAjt1YtOY8cSduYZhJ95JmF9+5724/2Pl4bqKlbN+4S1C+bhcTroM3wUY66/haiExEBL0wQpx2UMRKQAqAN8QKNSKkdE4oF/AxlAAXC1UqpKjCEsLwEXAg7gRqVUEexDdgAAGw9JREFUrrmf6cBvzd3+Xin1+vHo6sgsKFjAi7kvckHGBdyVfVfbGTd9Ch/cYswjuH4OxByiGakN/H7FU/M28c8fdnLRWWm8cPVAwuxHPyTR7/FQt2AhVe/OxrlyFVgsRAwdStx/TCVqwkTsKbpN+3Aov5/KkmJKtm1m96YNbP7xO/yNPrLOGcnZl11JSmbPQEvUBDkn4s1gnFKqotn6Q8AipdSzIvKQuf4gcAGQZX6GAS8Dw0zj8SiQAyhglYjMVUq1HrpJ0yZ5FXk88sMjDEwayJPnPtn2ENK8D+HDW40RQ9Peh4ij9xHk9fn59QfrmLN6NzeOyOB3F/c/6gD23r17qZr9LtXvv4+vshJ7t24kP3A/MZdfji0h4ag1dRT8Ph/7iosoL9xJWcEOygt3sHd7Ph6n4RE1NDKS/qPHM/SSK4hL69hzKDRHzsloJroMGGsuvw4sxjAGlwFvKKUUsFREYkUkzcy7UClVCSAiC4HJwOyToO20ZU/9Hu7++m4SwxN5adxLhFrb8H+/7Sv4aAZ0HQbXfQghRz/+3+nxccfbq/hmSzn3n9+bO8f1OmLXBUopnKvXUPXWm9R+uQCUotO4ccRNnUrkiOHaZfMhqC7dS943C9mweCH1VUb/ic0eQmK37vQdOZrOvfuRltWHuNTO+nfUHDXHawwUsEBEFPB3pdQsIEUptQdAKbVHRJre8bsAu5qVLTbT2ko/CBGZAcwA6NbtMA7WOhA17hruWHQHrkYXr5z/CgnhbTxVF/4E/74OkvvB1HePyRC4vD6m/2s5KwoqeeoXZzJt2JHHLHbv2EHpU0/TsGQJlqgo4m+4gbhp/0FI+tE3UXUUfI2N5K9YyrpFX1C0fg0iFjIHDWHUtJtIyexFXFpnPVtYc0I4XmMwUilVYt7wF4rI5kPkbe3RUR0i/eBEw9jMAsjJyWk1T0fD4XVw56I7Kawt5OUJL9Mzto224T3r4J1rIKYLXDcHwo/ea6jPr7j33dWsKKjkxWuyuSz7yJogfPX1VPz1b1S++SaW8HCSH3yQuKuvwhJ56t1TtBdqK8pZv+gL1n+9gIbqKqISkxhx9TTOHDtRdwJrTgrHZQyUUiXmd5mIzAHOBkpFJM18K0gDyszsxUDXZsXTgRIzfWyL9MXHo6uj4PV5+a9v/4v1Fet5YcwLDEsb1nrG8i3w1hXGqKHrP4ZOSUddl1KKx+Zu4MsNpfzu4v5HZAi8pWXUfPQhlW+/g2/fPmKmXEHyfffp/oA28LpcbFvxExu/+5qi9WtRKHoMymHgxAvJyB6MxaLfADQnj2M2BiISCViUUnXm8vnAE8BcYDrwrPn9iVlkLnCXiLyL0YFcYxqML4GnRaRphtL5wMPHqquj4Fd+frPkNyzZvYTHhj/GhO4TWs9YvhVeuxgQuOFjiO3aer7D8PK323lzaSEzRvfg5nPb9l+jGhtpWLKEqvfep37xYvD5iBwxnKT7/kb4WWcdU92nM0opSrZsYt1X89m2/Ce8bhfRSSkM+8VVnDnufGKStQ8lzanheN4MUoA5ZsehDXhHKfWFiKwA3hORW4Ai4Coz/zyMYaX5GENLbwJQSlWKyJPACjPfE02dyZrW8fl9PLn0SebvnM/MwTOZ0ntK6xkrtsHr5jyDGz+DxKxjqu+9Fbv4wxdbuCy7Mw9NPnguglIKV94Gaj6dS+3n8/Dt24c1IYGEm28i9sorCel+5P0KHQWPy8mm7xezdsHnlBcVEBIeQd9zx9B/1Di69OmvO4A1pxwxBve0P3JyctTKlSsDLeOU4/F5ePj7h1lQuIDbzrqNuwfd3fpInop8eO0iUD6Y/tkxTyh7+dvt/OGLLYzKSuSf04cSYjtwk/LVN1DzycdUvTMbz/btiN1Op3HjiL7kYqLGjNETw1rB1VBP7ry55M7/BHdDA0ndM8medBH9Ro7FHnbsk/U0miNFRFYppXJapusZyO0Ih9fBzG9m8tOen7g/536mnzG99YylG40+An+j8UZwDIbA51c8OjePt5YWccnAzjx/1YD9hsC9cydVs2dT89Ec/PX1hJ11FqlPPE70pElYY06eY7r2jLO+jtXzPyV33ie4HQ30GnoOOZdMoXPvvjqimCYo0MagnVDjruGOr+4gb18eT4x4gl9k/aL1jLuWw9tXgT3cNAT9jroup8fHPe+uZuHGUm4f04MHJ/XFX1VJ5bz51Hz6Ka5168BuJ3ryZOKvm0b4wIHHeXSnB8rvp66ygsriXVSWFJuf3VSVFO+fF9Br6DmcM2WqnhGsCTq0MWgH1HpquW3BbeRX5/PHsX/kvG5txCPe9hW8dz1EpRqjhuKOvq3+my1lPDZ3A0WVDh6/9Ayujqim5N57qPv6G/D5CO3Xj+Rf/5qYSy7GlnT0o5JOJ5TfT1nBDgrWraZw3Wr25m/F63bt3x4W2Ym4zl3oPmAQcWldyByUQ3KGdqutCU60MQhyHF4Hd3x1B9uqt/HSuJcYnT669YzrP4A5t0Nyf2Nmcaej8+ezu9rJE58aQ0d7Jobz3oBGkv72WwpWrsISE0PCTTcSfemlhPXufQKOqv3SUF1FwdpcCtbmUrhuNc66WgCSumdy5viJJKZ3J75zOvFd0gmPjtFNQJp2gzYGQYyr0cXdX9/N+or1PD/m+bYNwcp/wWf3QfcRMHU2hB15u73fr/jXjwU8/+UWAP777DjGz/k/XK+swNs5jZRHHiZ2ypQOPUGsbl8Fm35YzJYfv6esYDsAETGxZGYPIWPgYLqdlU1k7ImL3aDRBAJtDIIUj8/DfYvvY8XeFTx17lNM7D6x9Yw//q8RvD7rfLj6DaOv4AgpqGjggQ/WsqKgivF9k/nvsCI8z/wOj89H6mOPETvlig4bJ6Chuoodq1ew+YfFFG1YD0qR1rsv5157AxnZQ0junqmHf2pOK7QxCEJ21Ozgwe8eZHPlZh4d/iiX9Lzk4ExKweJn4NvnoP/lcMU/wHZkQzm9Pj9v/lTIH77cTIjVwkvj0hjy5dvUzZtH+ODBdH7uWUK6HtvktPaK3+9j9+aN7Fy9koK1uZQX7gQgNiWN4VOm0n/UOGJT0wKsUqM5eWhjEEQopZiTP4dnlz9LmDWMv4z/C2O6jjk4Y3URfPU45H0Ag66DS/4MR+CqwNPo56PcYv66OJ/dFfXcYt/DNSWr8L63hDqLhaSZ95Jw662IrWNcFn6/j92bNrDlpx/YtvxHHDXVWKxWOvfpZ7wBDBxMcmZP3e6v6RB0jP/6dkC1q5rfL/s9XxZ8ybC0YTx97tMkR7ToBHZUwvcvwPJZgMCYB2HMQ3CY5gqX18f7q4p5deFGkvPXc3P9doaWbMBatQ+VlETC7TOInXIlIemnp+97t8NBTdleasr2UrWnhH3FRcZn9y4a3W5sIaH0GJRD7+Hnkpk9hJDwiEBL1mhOOdoYBAELChbw1LKnqHXXcu/ge7n5zJuxSLMbvKcBlr4MS/4M7lrIngbjHj5sdDKX18c7y4r4Ys43XLjyM/5cvg2bvxFLRAQRI4YTe/nldBozpt33CyilqK/aR2VxMVV7dlNTXkptWSk15WXUlJfiMkf8NNEpPoGE9G4MGD+Jzn3602NQjp79q+nwaGMQQMod5Ty97Gm+KvqK/gn9mTVxFn3i+xzI0OiBVa/Bd/8DDWXQezKc9yik9D/kfl1eH28tLeTd+au5ZOXHPFa0ChUTQ8IN04gaM4bwIUOwtFNXEa76esqLdlJeWEBF0U7Kiwqo3F28P8oXgNVuJzophZikZFJ69CQmOZWY5FRiU1KJSUklLLJTAI9AowlOtDEIAG6fm9mbZjNr3SzcPjf3DbmPG/rfgM1iA78f9qyBLfNh3btG/0D3kXDNW9CtDRfVJp5GP+8t3cn8DxbRa8daXti5BLvyk3jrzSTcfjvWqKhTdIQnBr/fR9WeEvZs3czuLZso2bKRypLi/dvDo6JJ6p5B/9HjSejSlfguXYnv3IXI2Dg90kejOUq0MTiFKKX4ouALXsp9id31uxnVZRQPDH2AzJhM2J0LuW8YRqB+L4gFug2Hi/4Evc6DNjoxG11uti1ZSeHiH6n9aRn99uYzpNGNEiF6wgSSH7ifkCCOCqeUwtVQT11FObUV5dRVlLGveBdlhTsoL9xJo9sNGLN5O/fpR//R40np0Yuk7plExMTqzl2N5gShjcEpoNHfyKKiRbya9yob922kd1xvZk2cxfCkbMj7CFbcDCW5YI+ErAnQ50LoNREifx4ERvn9eAoLqVy9ji3fr8S7fh3JJTsI8TfSHSiLTYGJk+k8eRyRZ5+NLS6wE6GUUtSWl1K6czu15WXUVpRRV1FOfeU+XA31uBoacDfUo/z+n5ULCY8gOaMHA8ZPIjmzJ6k9s4jvnK6f9jWak4g2BicRh9fBJ9s/4Y0Nb1BcX0y3qG48OfJJLonujTX3TVhzLbiqIbEPXPA/MPBaCIsGjCAxrvV5uDZvwr15C46Nm3Bu3ozFbBuPs9goTkhn6/BJRA/Noe+EkYzumR6wJ2VXQz3Ve/dQvbeEqj0l7N2+lT35W3HW1uzPYw8LJzoxiU7xCcSkpBEW2YnQyEgiomOISkwiOiGJqMQk/cSv0QQAbQxOMA6vg+93f8/CwoV8V/wdzkYnA5IG8Kt+0xnndGH97u9Q9CNY7NDvYsi5GTJG4fd6cW/bhmP5ChxLl+JYuRJ/QwMAbnso26PT2J6aTWlqBhnDhzBu0jAu7BZ/ym+azvo6SnfkU1FUYHjl3L2Lyt3F+330NBHfpSs9Bg0lLas3KT2yiE1JIzQyUt/kNZogRQe3OU48Pg95FXnkluWyqnQVq0pX4Wx0Eh8ax4Sonlzs9pO9aw1SVWAUiMtEDboBV2gODWu34Nq0Efe2bXh2FoDPB0BVfCrL43uyKi6T/Nh0krIyGZGVzOjeiQzLTMBqOXE3VKUUjppqaspK8TgdeFxOPE4nXpeTRo8Hr9tNo9dDTVkppTu2UVO6d3/Z8Kho4rukE9+lK3FpXYhNTSMuJY2YlFTsoXqopkYTjLQV3EYbg6OgpL6E3LJcdlTvoLC2kILaAgpqCvD4PQD0CEtiqERyflUZQ/ZsxqLARzTe6MF4w7JoVEk4tpbQsGwZ/hqj+cSdlEpJfBc2hiayPiSRDQmZ2FNTGZ2VxKjeiYzomUh85JEPA1VK0eh243Y04HY48LgceBxOPE4HzrpaHLU1OGqraaiu3t+k43U5D7lPq91OZGwcKT16kdIji9SeWUYHbrQOZKPRtDeCPtKZiEwGXgKswCtKqWdPtQavz0t+dT5V7io8Pg8en4cGdzVrS3NZVrqKYofxVGxVkNXYiTMaQri0OpSscgfd9tVid1bT6LLT6I9hp7MPjdUulNcLbDU/UNMpjrUpffkxqxdrknpRExpFUlQoZ2fEMzYjjt/0iKdbtNV4Snc68ewtpNjrwefx4vW48TZ7enfW19FQuY/6qn3UVVbirKvF42jAb75htEVIeASRsbHEpKTRpW9/4lI7E5OcSmhEJCHh4YSEh2MPDcMWGootJATLEbi60Gg07ZugeDMQESvG3XIiUAysAKYqpTa2VabNNwO/H3xu/I0unO466hsqqa8rw9mwjwZnFU5nNW5nLY3uenyuenxuB3sbqihsqKHU5cDmUXRyQZQDoh2KKCdEOyHBrYh2QYhXUG4Lfiz4RfCL4LMIPosFr81GfXgEDaGR1IWEU2cLo8YSgtMegttmwxJqp1OYjUi7EGFVhFn8hOEDr8u8+RsG4EixWG1ExsXRKS6BTnHxhEfHGDf0iEhCwiMICYvAHhZOSFg49rBwwiKjCO8Ug8Vugxanveky2H89qKa0g6+Pti6Z5mVb375/yVhuUWdTmjL+HFTmZ+vN6mh+DR+kreVxcmiNrept0nf4Ioes+1gKH9G/50HH2LTQduHErlGERbbvmeeaYyOom4lEZDjwmFJqkrn+MIBS6pm2ynSNT1C/Ov8i5MC/N6AQoxxirhtbWzvG5tualv3msn9/+olBQEIQsSNiA7EBVhArIiHmNuMbQhBLKEIIyixj5LUhWFE0z2vXHbKaY+Kymdmk940PtAxNAAj2ZqIuwK5m68XAQdNtRWQGMAMgPS4BxGLerg/cEJUIIEa6WMxt0mzSlhxIF6uxLFbEYkXEanj/tNrAasditWARCxarHYvFhlisWK02bHY7NqsNu82GzWbHag/FagvBag3BYrMjVhsWsSJWG1Zr07qhQfbLkf3fQnOJsv9w5OeHZqRZjPzSSieysW+jjv37R2hyc/SzOtuwIU374MBX6wbnUOVbydD85z9wbM3qMbXSos6mbUYZ+dk+WtV8CG0H8re+n1aTDlP3YTkOW33gpzz8TtrU3UbRhC7aJYfm5wSLMWjtkj3osVwpNQuYBUYz0czZr51kWRqNRtMxCJYpncVA82gq6UBJgLRoNBpNhyNYjMEKIEtEMkUkBLgWmBtgTRqNRtNhCIpmIqVUo4jcBXyJMbT0VaXUhgDL0mg0mg5DUBgDAKXUPGBeoHVoNBpNRyRYmok0Go1GE0C0MdBoNBqNNgYajUaj0cZAo9FoNASJO4pjQUTqgC2B1tEKiUBFoEW0QbBqC1ZdELzaglUXBK+2YNUFp1Zbd6VUUsvEoBlNdAxsac2/RqARkZXBqAuCV1uw6oLg1RasuiB4tQWrLggObbqZSKPRaDTaGGg0Go2mfRuDWYEW0AbBqguCV1uw6oLg1RasuiB4tQWrLggCbe22A1mj0Wg0J472/Gag0Wg0mhOENgYajUajaX/GQEQmi8gWEckXkYcCrOVVESkTkbxmafEislBEtpnfcQHQ1VVEvhGRTSKyQUTuDSJtYSKyXETWmtoeN9MzRWSZqe3fpivzU46IWEVktYh8FmS6CkRkvYisEZGVZlownM9YEflARDab19vwINHVx/ytmj61IjIzSLTdZ177eSIy2/yfCPh11q6MgYhYgb8CFwD9gaki0j+Akl4DJrdIewhYpJTKAhaZ66eaRuBXSql+wDnAnebvFAza3MB4pdRAIBuYLCLnAM8BfzK1VQG3BEAbwL3ApmbrwaILYJxSKrvZePRgOJ8vAV8opfoCAzF+u4DrUkptMX+rbGAI4ADmBFqbiHQB7gFylFJnYrjsv5ZguM6UUu3mAwwHvmy2/jDwcIA1ZQB5zda3AGnmchrG5LhA/26fABODTRsQAeRixLuuAGytnedTqCcd4wYxHvgMIxxrwHWZdRcAiS3SAno+gWhgJ+ZAlGDR1YrO84ElwaCNA/He4zEm/X4GTAqG66xdvRlw4IdsothMCyZSlFJ7AMzv5ECKEZEMYBCwjCDRZjbFrAHKgIXAdqBaKdVoZgnUeX0R+DXgN9cTgkQXGDHBF4jIKhGZYaYF+nz2AMqBf5lNa6+ISGQQ6GrJtcBsczmg2pRSu4HngSJgD1ADrCIIrrP2ZgyklTQ9NrYNRKQT8CEwUylVG2g9TSilfMp4fU8Hzgb6tZbtVGoSkYuBMqXUqubJrWQN1PU2Uik1GKOJ9E4RGR0gHc2xAYOBl5VSg4AGAtNU1SZm2/ulwPuB1gJg9lFcBmQCnYFIjHPaklN+nbU3Y1AMdG22ng6UBEhLW5SKSBqA+V0WCBEiYscwBG8rpT4KJm1NKKWqgcUY/RqxItLkKysQ53UkcKmIFADvYjQVvRgEugBQSpWY32UYbd9nE/jzWQwUK6WWmesfYBiHQOtqzgVArlKq1FwPtLYJwE6lVLlSygt8BIwgCK6z9mYMVgBZZs97CMbr39wAa2rJXGC6uTwdo73+lCIiAvwT2KSU+mOQaUsSkVhzORzjn2MT8A1wZaC0KaUeVkqlK6UyMK6rr5VS0wKtC0BEIkUkqmkZow08jwCfT6XUXmCXiPQxk84DNgZaVwumcqCJCAKvrQg4R0QizP/Tpt8s4NdZwDp1jqMD5kJgK0Y7828CrGU2RrufF+Mp6RaMduZFwDbzOz4Aus7FeM1cB6wxPxcGibYBwGpTWx7wOzO9B7AcyMd4pQ8N4HkdC3wWLLpMDWvNz4am6z5Izmc2sNI8nx8DccGgy9QWAewDYpqlBVwb8Diw2bz+3wRCg+E60+4oNBqNRtPumok0Go1GcxLQxkCj0Wg02hhoNBqNRhsDjUaj0aCNgUaj0WjQxkCj0Wg0aGOgOY0wfeOcdC+2IvJIs+UMaebC/ATWMbbJjfZRlFksIjmtpN8oIn85ceo0pyPaGGhOG5RStyqlNp6Cqh45fJaf08zVgEYTlGhjoGmXmC4aPjeD5OSJyDXNn4xFpF5EnjK3LxWRFDM9RUTmmOlrRWSEmX6dGEF31ojI383YGa3V+ywQbuZ720y2isg/zIAlC0w3G01P6k+LyLfAvaYrjg9FZIX5GWnmG9MsCMvqJtcTQCc5EDjmbdN9ASJynplvvRgBlkJb0XmTiGw16x55wn54zWmLNgaa9spkoEQpNVAZQUK+aLE9EliqjCA63wG3mel/Br410wcDG0SkH3ANhmfQbMAHTGutUqXUQ4BTGYFTmvJkAX9VSp0BVANTmhWJVUqNUUq9gBEI5k9KqaFmnlfMPPcDd5p1jwKcZvogYCZGIKcewEgRCcMIqnSNUuosDM+hv2yu0XTA9jiGEZholtdoDok2Bpr2ynpggog8JyKjlFI1LbZ7MAKHgOEvPsNcHg+8DPtdaddgOAsbAqww4yych3HzPVJ2KqXWtFIXwL+bLU8A/mLWMReINt8ClgB/FJF7MIxHk1/75UqpYqWUH8O/VAbQx6xvq5nndaClO+thwGJleMb0tNCg0bSKbsfUtEuUUltFZAiGA75nRGRBiyxedcDxlo9DX+sCvK6UevgY5bibLfuA8GbrDc2WLcBwpZSTn/OsiHyOcSxLRWRCG/u10XqMhdbQTsc0R4V+M9C0S0SkM+BQSr2FETlq8BEWXYTZrGJGXIs2064UkWQzPV5Euh9iH14zXsTRsgC4q9kxZJvfPZVS65VSz2F4AO17iH1sBjJEpJe5fj3wbYs8y4CxIpJg6rzqGLRqOhjaGGjaK2cBy80ml98Avz/CcvcC40RkPUaTzhnmCKTfYoSVXIcRijPtEPuYBaxr1oF8pNwD5IjIOhHZCPynmT7T7ARfi9FfML+tHSilXMBNwPvmMfiB/2uRZw/wGPAT8BVGnGmN5pBoF9YajUaj0W8GGo1Go9EdyBpNm4jIMowoVM25Xim1PhB6NJqTiW4m0mg0Go1uJtJoNBqNNgYajUajQRsDjUaj0aCNgUaj0WiA/wdO6OgSSjcO2AAAAABJRU5ErkJggg==\n",
3486 "text/plain": [
3487 "<Figure size 432x288 with 1 Axes>"
3488 ]
3489 },
3490 "metadata": {
3491 "needs_background": "light"
3492 },
3493 "output_type": "display_data"
3494 }
3495 ],
3496 "source": [
3497 "deaths[COUNTRIES_FRIENDS].plot()"
3498 ]
3499 },
3500 {
3501 "cell_type": "code",
3502 "execution_count": 704,
3503 "metadata": {},
3504 "outputs": [
3505 {
3506 "data": {
3507 "image/png": 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\n",
3508 "text/plain": [
3509 "<Figure size 720x432 with 1 Axes>"
3510 ]
3511 },
3512 "metadata": {
3513 "needs_background": "light"
3514 },
3515 "output_type": "display_data"
3516 }
3517 ],
3518 "source": [
3519 "ax = deaths[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
3520 "for c in COUNTRIES_CORE:\n",
3521 " lvi = deaths[c].last_valid_index()\n",
3522 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3523 "plt.savefig('covid_deaths_total_linear.png') "
3524 ]
3525 },
3526 {
3527 "cell_type": "code",
3528 "execution_count": 705,
3529 "metadata": {},
3530 "outputs": [
3531 {
3532 "data": {
3533 "image/png": 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\n",
3534 "text/plain": [
3535 "<Figure size 720x432 with 1 Axes>"
3536 ]
3537 },
3538 "metadata": {
3539 "needs_background": "light"
3540 },
3541 "output_type": "display_data"
3542 }
3543 ],
3544 "source": [
3545 "ax = deaths[COUNTRIES_NORDIC].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
3546 "for c in COUNTRIES_NORDIC:\n",
3547 " lvi = deaths[c].last_valid_index()\n",
3548 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3549 "# plt.savefig('covid_deaths_total_linear.png') "
3550 ]
3551 },
3552 {
3553 "cell_type": "code",
3554 "execution_count": 706,
3555 "metadata": {},
3556 "outputs": [
3557 {
3558 "data": {
3559 "image/png": 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\n",
3560 "text/plain": [
3561 "<Figure size 720x432 with 1 Axes>"
3562 ]
3563 },
3564 "metadata": {
3565 "needs_background": "light"
3566 },
3567 "output_type": "display_data"
3568 }
3569 ],
3570 "source": [
3571 "ax = deaths[COUNTRIES_OF_INTEREST].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
3572 "for c in COUNTRIES_OF_INTEREST:\n",
3573 " lvi = deaths[c].last_valid_index()\n",
3574 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3575 "# plt.savefig('covid_deaths_total_linear.png') "
3576 ]
3577 },
3578 {
3579 "cell_type": "code",
3580 "execution_count": 707,
3581 "metadata": {},
3582 "outputs": [
3583 {
3584 "data": {
3585 "image/png": 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g9+WhOK5ayhRFUY5XcS1OZbCSimAFuwK7qApWURmspDpYTVVbFU2Rpn3uSbGlkO3KJsuZxWl5p5HnziPXnduxznXn4ra6++DTnHikNLrVQlGNULy99chYt0YStIRitITjtITi+MMxmtvi+MNxgtEEbdEEgeQ6FNN69FyrWeCwmLFbzTisJqSUVLWEjRYii4lUpxWb147DasZRNAn7Oaejtc3h17dcwLzz/8APnjbxk8tGY7eYsFvM2C0mNqyK8nr1mTz94t+oKd/JdV+7kOd+eRennHQSTpsZh8V8VAKj41GfBmVCiFnArCFDhvRlNRRFUY4qKSURLdLRXdieAysYCxKIBwjGggTjQRrDjVQEjCCsJlSzRyuXzWQj35NPviefERkjKPAUkO/O7+gqzHJm4bA4+vBTHh9iCZ36YJT6gLHUBSLUB6K0RRNEE/oerVCRuN7RShXu3FIVM/a7M07JahakumykOq2kuqxkemwUZbjwOiy4bRY8Dgseu6VTC5QFtx7D1VCDs74aS0sTvmuvNYIsiwmLec/WS89jZt67e+oex4LBICtWrODss88GYOHChbw9qIS7pg/lAZPgujOK97je2ZjOIreNU4rSoSidBx94gBd+/xQXLFhwSN+10sdBmZTybeDtiRMn3tKX9VAURTlc2rsRK4OVxhKopKqtitq22t0pHWKtJPREl+UIBGmONAq9hUzInsAA74COpdBbSKYzU3UXHoSUkraYhj8cxx+KE4jECUQSBKLJdSRBayROMJIgGE0QjBgtUsGIMQbKn2y52qtQzFLHbZa4zeAygdsscZoFTqGTbpK4TDpOk8Rh0rG7JHanjt2kYRdgFzp2IbEKHRs6ViQWGceGjlmPIeJx4rEoiUCMRFMMLaGh6xqaZiy6rhvb4TDhUBuBUAg9HkMXAl0IpBDYt3+Jruvoyet1LYGuaUhNIxQKUZiRhpFBRDI8L5tvnH8ub24pZ+7cuTidTtxu9z650bpy2223MX/+fHbu3ElJScnh/CM84agxZV3weDwsXbq0Y4ql8vJyfD4fPp+PzMxMFi7scl5RoH98DkVRDi9d6lS3VbPTv5Od/p2U+kvZ2WpsN4Qb9rjWbraT78kn15WLz+4jxZbSMWYrxZ6C1+rtSC7aee2yuNRg+E7imt4RJPnDMZra4jQFIzT5QwRaArT6g7S1thEOtBFtCxNvC5EIhbEkYji0GHYtjiMRw5GI4tSiOLQoNi2Cgxh2NCxCxyp1LGiYpI5J1xBIdCFJCEiYIG4SxE2CmNmEbjIZgZBJdARE+hHqshNSYtIlJimNbQlmkwmzxYLJZsNsd2BxODC7XFjcbsx2OyazGZPJbKyTizCZMZlNHeeE2YzJZMKdms4pl1x2ROp+vFJjyvrI2LFjO6ZpuuGGG5g5cyZXXnllH9dKUZQjTUpJQ7iBstYyygPllLaWUt5aTllrGbsCu4hq0Y5rU2wplPhKmFIwhYHegUZXoiefQm8hGY6MEyq4kpqGjETQIxH0cAQZCaOHI+jhEHooRLQ1QGujn2BLgJA/QKQ1SCIUQotE0SIREvEoWiyKjMfQtQRSiyM0DaEbwZJZ6pjRMOsaaVIjXYBEIAVIIdCEIGE2GYvJWMfN7WszMYuJhMMMQDy57M6OJtjfr0WTENjMVuxWK3arDbfNhtVixWy2GIGR2YzZYsVsad+3YLKYMZktmM0mTMljotP59m1htmC2WbG63FhdLqwOB1aXG5vbjdXpwmS3YbZYwWQCs/mE+rt0IlJBmaIoJ7xALMC2lm1sadrC1patbG02ls7JTC0mCwO8AyjyFjE5fzIlvpKOJc2edsz9spRSImOx3QFUKGRsh8Po4TAyudaDQbRgED3Yht7Whh4MorcF0duMIEsPhYiFQoQjYaKxKAktkQyCzMT3CIiM1iVNCDSTQDOZ0EyiI3DSTCajpcnCXr+Z9jnQLVarDZvDgc3hxO5y4Xa6cPpSjSUlBYcnBafXi9Pjxepw7tGi1N6qZLFacXg8WB3OY+7PVzk2HRNB2aNvr2dDVethLXNUfgoPzxp9WMtUFKX/a4u3saFxA2sb1rKuYR3rG9ZT1VbVcd5j9TAkdQgXlVzEoNRBFKcUMzBlIHnuvD5NXip13QiQWlvRW1vRkoseCKC1BtADrca6rQ09EkZGop3WkY7gq32tRSLoAiMYSgZK7V1wWnLdHjDFzGbiFgtRu42Y1ULUYiZmMhE3geYAnHbAfuC6CwtYrAiLDbPNbrQGOZ043G5cbhdutxun24Xd5cLmcGFzObE5XFgddsxmKyazCWE2YzZbkgGT0XUnTKaOLjphNrbNVis2pxOTyXzU/mwU5XA5JoIyRVGU7ojrcZojzTRHmmmJthjbUWO/MljJ+ob17PDv6JgnscBTwNissVw1/CqGpg5laNpQ8tx5R7xVRA+HSdTWEq+tI1FXi9bcghZoRW8NoAV2B1haoBXd35o8FgBp1DxmMVqhYsnWqITF2E64nGg2G5rVTMJsIWEWJEwCzSlIOO1o2EhIL5rU0Xs4nljDRMTsIGqyE7c4wO7G4nJjd3txpaSQkuojLT2VzPRUsjLTyMlIJcWXgs2lAiRF6a5jIihTLVqKogBEEhE2NW1iS/MWIxlqqJ66cB0NoQbqw/X7zdXVLtOZyeiM0cwomcHYzLGMzhhNmiPtiNRTSkmipobYzp1Ed+4ktmMnsV3lJGpqidfWovv9+9yjCUh4PcRSUoi7ncScTmJeB5E0NxFTHhFdI5SIE45G6OoFLavDic3pNLrcrHZ0i52E2UYUCyFpJqSZaE0IWuMCf0wSFxbiwoImzGjCgttlJy3FTabPRVaql4z0VHKy0snNSCHX5yDb68BpU0GWohwJx0RQpijKiSeux9nWvI11jUYX47qGdWxr2YYmjeSZJmEi05FJliuLPHce47LGkeXMIsOZ0TFBdZo9jTRHGj67r9tdjzKRINHYRKKhHq2pGa2lBc3vR/O3oLUYa73VaLXa514kifp6YjtLkeEwEozxUm43emE+8ex0YoMKidishIUgrMVpi4QIBYPEwqG9CgtDJIzD48XjS8edlk5OWgae9HScKalELU4C0kpzwkJ9zExNVFARhJpAjJrWCP5wvL1SkMy+4baZyctwkpviINfnYIzPQU6Kg4I0JwPSnBSkulTApSh9SAVliqL0C5qusbl5M8uql7GsZhkra1cSShiBSoothTGZY5hWOI0xmWMYlTGKLGcW5m52i0kp0VpbSTQ0kKhvMAKuhobd+/X1xnZDA1pT034DLgDh8aClpRLzuomYBFEkESAipLEtJDG7mcToYuJSJ57onIssAYF6CIDJbMadlo4nPYPs/ALcaem4fKm4fKm4U421w5tKi7RTEYizs6GN9Q1tlDa0sXNXG7uaw2h6DNg9N2W620Z+qoOBGS4mlaSTmwy4jADMTk6KA6/D2ss/HUVRjgYVlHUhGAzusd+TZHqKonQtFA+xpXkL6xvXs7xmOctrltMaM17oKfGVMGvwLE7JOYUxGWMo9BZ2Oc5LD4WI19QQr64mUV1NvLqGeE3n7RpkOLzPfcJqxZyZiSUrC2tBAeYxYwi7nYTsFtqkTlsiRjgapS0UpK3VT8jfgq5pdDQ9JdmcTtypabh8qaR6fdhdbuxuN3aXC7vLg93txuH24EnPwJuRiSvFhzCZiCV0ypvaKG0Isb4pRHljG2XlIcobq6lo3kFM253B32k1U5zpZnS+j4vH5jEg3UV+qpOCVCf5qQ5cNvXjXFGOdepfsaIoR1wwFmRD4wY2Nm00lsaNlLaWdkwblO/OZ/rA6UzKm8Sk3Elku7I77pWaZgyKr6omXl21O9Cqru4IwrSWlj0fKASWzEwseXnYhw3DM20altxcLFlZaF4PQXQC0TAtLc201FTRUltNS20NkW1lexTTHki509LJLCoxWrfSjK5Ed2o67tQ03L5UrI6upzNqCcXYVhdkZX2Q7Ztr2FG/je31bZQ3hdA6Tb3jsVsYmO5ieK6X80fnUJTupiTTWHJS7Cotg6Ic51RQpijKYVcdrObLui9ZVbeK1XWr2dqytSMAy3HlMDJjJDOKZzDSN5zhIoe0Vp14dQ2JJTXEa/5MZY3RuhWvqSZRWwfanpMwm7xerHl5WPPycI4fhzUvH2teLpbcXKz5+ZDqo7WpkebqKuqqK2mpqaK5dAPNS6sI+TsFcEKQkplFam4+wyZNxpeTS2puHqk5efiyc7G7XD363E1tMbbWBthaF+xYb6kN0hDcnWjWZjFRkuFmZJ6XS8bmMSjLTXGmm6J0F+lumwq8FOUEpoIyRVEOWUyLsaRyCR+WfcjymuXUhmoBcJmdTLaN4OviIoa2ecgKCCz1/mSL1+vEa2vxJxJ0fhdR2O1YcnOw5ubhPvVULHl5RtCVbwRhltw8zB43UkqCzY00VVZQU1VBc1UlTWuX01RVQaCxYY9xYe7UNFJz8xl08iTS8vJJyy8gPa8AX3YuFputR59V0yXV/jDb6oJsqwuyvb6N7XVBttUHaWrbPcbLY7cwJNvDOcOzGJrjYWi2l8FZHgrSnJiP0HQ8iqIc2/o0KBNCzAJmDRkypC+roShKL8T1OF9UfcH7pe+zqOxjbE0BRra4mRMtYHBzFhk1IUxlVejB5R33hKxWrDk5WHNzcZ5yMim5eUYLV14e1txcLDk5mFNTEUIgpSTkbyHQUE99Yz2BhgYCOzcRaGjAX19LU1Ul8cjucWI2p5O0vEIKR4wmLa/ACL7yCkjNze9xi1colmBzTYAd9W1UNIepbAlR0RymojlMVUuYRKcuxzSXlSHZHmaMzmFwloch2R6G5XjJ8zlUq5eiKD3Sp0GZlPJt4O2JEyfe0pf1UBTl4ELxEDv8O9i+aw0Vq5dQvXYZWdUhTmsw8Y0GE7awBrQCrZizMrEPGoz90onYhgzGPngItuJiLFmZCJNpn7K1RIKmyl3UrVlF3c7t1JXuoK50xz5pIiw2O97MLFIysxh91nTSCwrJKBhAen4h7rT0HgdBUkpqWiNsrG5lQ1UrG6sDbKxuZWdj2x4vYGZ77RSmOZkwIJWZ4/IoTHMxOMvNkGwPGZ4DZ7JXFEXpCdV9qSjKHoKxIKWtpexs2UHljjUEN6xFbC0jY1crxXWSYS0wLHmt7nHiGj4S59Th2IcONZYhQzCnpnb5jJC/hcpNG6jYtJ6qzRuoLy9Fixt5tSw2O1lFxYyccjYZhQPwZmbjzcgkJTMLh8fb69YnfzjOltoAm2oCbK5pZXNNgM01AVoju9+kHJDuZGRuCrPG5zMyL4WhOR4KUp04rCp3l6IoR54KyrpgNpsZO3Ys8Xgci8XC9ddfzz333IPJZOKTTz7hsssuo6SkpOP6+fPnc9555/VhjRWlZ2rbavl418dsb9nOzpYdtO3YRt6WRkaXSUaVS4a0GddJAeHcNMT4EqxjxpM97jScI0Zgyc4+aJAkpaS1vpaKjeup2Lieyk3raa6uBMBitZE7ZBgTZswkp3gQ2SVDSMvPP+RpeeoCEdZXtrKu0s/6qlbWVfmpaN7d1em1Wxie62XW+HxG5HoZkZfCiFyvyuOlKEqfUkFZF5xOJ6tXrwagrq6O2bNn4/f7efTRRwGYOnUq77zzTl9WUVF6LBQPsbB8If9a/zq161ZQVCcZV2HmgnLwthqtVVqGD+vUk0ifOBn3qDE4hg/D5HZ3q3wpJc3VlVRsXEfFhnVUbFxPoLEeMFJM5A8fyZhzzqdw5GiyS4ZgsfY+EIoldLbXB9lcY7SAbaoxuiHrArvfdizJdDN+QCrXThrIyDwvw3NTyFfjvRRF6YdUUNZN2dnZPPfcc5x66qk88sgjfV0dRek2qWmEt21lw9J32Ln6UxLbd5Bfp3FXp1ceLVkZuKZOwnXaJNyTJmEtKupx0NKwq4wVb79O6VeraGtpBsDlS6Vw1FhOHfl1CkeOIbNw4H7HlHVHMJpgfaWfNRV+1lX52VQdYHt9sGPQvdUsGJzlYcqQTEYX+BiTn8Ko/BTV+qUoyjHj2AjK/nUf1Kw9vGXmjoWLftmjWwYNGoSu69TV1QGwePFiJkyY0HH+tddeY/DgwYe1morSE+0TYYfXrKVtzWrqV3wOm7ZjjSZwAyNMELV9bxAAACAASURBVCxIxXvqKDLHnIpj2DDsQ4diLew6Y35XGspLWfr639nyxRKsdgeDT5nEgFFjKRw1hrS8gl6VG0vorK/y89WuFtZU+llb4WdbfbBj8H2+z8GIvBSmj8xmeK6XEbkpDMpyYzX3LuBTFEXpD46NoKwfkZ1eyVLdl0pfkrEY0Z07iW7eTGTT5uR6E1pjIwBxM5RmQ9k4K9YxExh+xkWcMelrOByew/L8hvJSlr72NyMYczg57fKrOOWSy3F6U3pcVl1rhFXlzawqb2FVWTNrK/1EE0ay2UyPnfGFPi4Zl8f4wlTGFPjI8qo3HhVFOf4cG0FZD1u0jpQdO3ZgNpvJzs5m48aNfV0d5QQidZ3Y9u2EVq8mvHo1kXXrie7YAck3FqXVQkuel/WFQTafbKJ6oJuSU87h3CEzuCV/Mg5L19MAdVc8GmHX+rWs/89Hu4OxK67mlEsu63YwVtcaYV2Vn/WVrayvamVtpZ/KFmMQvs1sYkxBCnNOL+LkojQmDEhV+b4URTlhHBtBWT9QX1/Pbbfdxp133ql+QShHnB4OE/7yS0IrVxFevZrwmjXogQAAZp8Px7hxmCZPZK2vlbfEGpZbK7Da4pxfNJPLB13MabmnYTUf+lgqKSVNVRWUrl7JztUrqdi4Di0ex+bsXjAW13TWVLTw+bZGVpQ1s76qdY8ph0oy3UwYmMqNZxZz0sA0xhSkYLeo9BOKopyYVFDWhXA4zIQJEzpSYsyZM4d58+Z1nN97TNmDDz7IlVde2RdVVY5xMpEgvHYtoS++oG3pF4S//BIZj4MQ2IcOJeWii3BOmIAYM5ylljLeLX2PxRWvokmN8VnjeWjILcwonoHHdmhdk1LXaaqqpGrrRqq3bKJs7Wpa640xlOn5hUy44GKKx59C4cgx+52eSNclG6pb+Xx7A59vb2TZziZCMQ0hYFi2l7OGZTE6P4UxBT5G5qkUFIqiKJ2poKwL2l6TIHd29tln4/f7D3heUQ4mXltLcNEigp/8h9Dy5ehtRlIw+8iRpH3rW7jPOB3nyScTtZv4T8V/+Hfpv1my7OdEtAiZzkyuG30dlw+5nEG+Qb2uQzQUombbFqq2bKRq6yaqt24i2l4Pt5vCkWOYdNmVFI8/BV92zn7LaIsmWLy1ng831LFoc13H/I+Ds9x8/eRCJg/O4PRBGaS5ezbHpKIoyolGBWWKcpRIKYlu2kTg448JfryIyPr1AFgLC0mZORP3GafjOu00LGlpJPQEH5d/zHvLH2RJ5RKiWpRMZyaXD7mcC4ov4OTskzH3MMGqlBJ/Xa0RgG3eSNWWjTSUlyGlDkKQUTCAYaedSd6wEeQPHUl6fsEB01dU+8N8tLGOhRtr+XxbIzFNx+e0cs7wLM4ansXkwZnkpByecWyKoignChWUKcoRJBMJQitWEPhwIYFFH5OoqgYhcI4fT9a8eXjPPQfb4MEd4xT9UT+vrXueBZsWUNNWQ5Yzi68N/RoXFF3ASdkn9TgQ89fVUrZ2NWVrV1O5cV1H/jCb00ne0BGc/vXTyR86grxhI7C7uk4Ou6M+yPvra/hgXQ1fVRitxEUZLq47o4jzRuUwsSgNi0pJoSiK0msqKFOUw0wPh2n77DMCCz8iuGgRmt+PcDhwn3km3m/fiefss7BkZOxxT6m/lJc2vsRb298inAgzKXcSD0x6gGmF03oUiEXaguxat4aytV9StnY1LTXVAHjS0hk4dgIFw0eRP3wkGYUDDjqVkZSSjdUB3l9Xzfvra9hSGwRgfKGP788YzozROQzO8qgXXxRFUQ4TFZQpymEQr6khuHgxbZ9+SnDJZ8hwGJPPh/fss/GcNx3PlCmYnM497gnFQyyuXMzb29/mPxX/wWqycnHJxXxr1LcYkT6iR8+vLy9l5btvsGnJJ2iJBFaHkwGjxnDShbMoGnsS6QXdSw6r65LVFS28v66G99fVUN4UwiTg1OJ0Hp41igtG51KQ6jxoOYqiKErPqaBMUXpBxmKEVn1JcPGntH26mOjWrQBY8vJIveIKvOefh2viRMRe8zqGE2GWVC7hg9IP+LTiU8KJMBmODG4bfxtXD7+aTGdm9+ug65R+tYoV775B+drVWOx2xpw7gxFnTiNvyHDMlu7989Z0yfLSpo5ArKY1gtUsmDw4k9vPHsz5o3LI9KhkrYqiKEeaCsoUpZu0YJDgJ/8hsHAhbYsXG29LWq24Tj6Z7O9/D8+0adiGDNmnRSqcCPNZ5Wf8u/TffFLxCeFEmHRHOpcOvpQZxTN6PGg/EYux4dOPWfnuGzRVVeBJS2fKtdcz7rwLcXq83S5nZ0Mbf1tWzmurKmkIRrFbTEwblsUPxgxn+sgcfE6VrkJRFOVoUkFZF0pLS5k5cybr1q3rOPbII4/g8XhYt24dM2fO5Morr6SpqYnp06dz1113ceONN/ZhjZXDLdHYSODjjwl8+CGhpV8g43HMmZmkXHwxnrOm4Tr9DMyefQfIh+IhPq38lA9LP2Rx5WLCiTBp9jRmDprJjOIZnJJzChZTz//5VW/dzPu//w1NVRXkDBrCxXd+l2FnTMFs6V4AFU1o/Ht9LX/9bzlLdzRiNgmmj8jm0gn5nDM8G7dd/UhQFEXpK+on8CHy+/3MmDGDW2+9VQVkxwkZi9H64Ye0vPIPQsuXg65jLSwk7Vvfwnv+eTjHj0eY923ZimkxFpYt5IPSD/is6jOiWpQMRwaXDr6U84vO73UgBhCPRfn8lZdZ+c4buNPTueK+hymZMLHbg+x3NrSxYFk5r66soKktRmGak+/PGM5VpxSSrVJXKIqi9AsqKDsEwWCQiy66iNmzZ3P77bf3dXWUQxSrqKDl76/Q8tpraE1NWAsLybztNrwXnI99+PADBkC1bbW8suUVXt3yKk2RJrKd2Xx96Nc5v+j8XqWx2FvVlo28/4enaK6qYNz0C5n2rZuwu1wHvS+h6Xy0qY6Xvihj8dYGLCbB+aNyuHbSQKYMycRkUm9NKoqi9CfHRFD2+LLH2dS06bCWOSJ9BD+c9MNDKmPevHncfPPN3HvvvYepVsrRJjWN4Cef0Py3v9O2ZAkIgefcc0i7+hrcZ04+YPJUKSVf1X/FyxtfZmHZQjSpcdaAs5g9Yjan5Z2GSRx6vq54LMpnf3+Jle++gTcjk6//6DGKx5100PvqWiP8bfkuFiwrp9ofId/n4HsXDOMbpw4g26taxRRFUfqrIxKUCSHcwKfAw1LKd47EM46GA7WMtB8/99xzefPNN/ne975Hdnb20ayacoikrhP497+p/93viG3bjiU7m8w77iD1qiux5uZ2ee+nFZ/y7Opn2dC4Aa/Vy+yRs7lmxDUM8A445HrFwiHK1qxmx5cr2LFqGSF/C+PPv4ips2/ssnVMSsmynU385YsyPlhXQ0KXTBuWxaOXjubcEdkqqauiKMoxoFtBmRDieWAmUCelHNPp+IXAU4AZ+KOU8pfJUz8EXjlclTzUFq3eysjIoLm5eY9jTU1NlJSUAHDNNdcwZcoULr74YhYtWoTX2/0335S+IaUksHAhDc/8juiWLdgGDyb/V/NJmTEDcZAUEk2RJh5f9jjv7XyP4pRiHjr9IWYOmonLevCuxC7Lrapkx6pl7PxyORUbN6BrCewuN0XjT2b8eRcxcMy4A94bjCb456oK/u+LMrbUBvE5rdx4ZjGzTyuiJLPrDP2KoihK/9LdlrIXgd8Bf2k/IIQwA88C5wMVwHIhxFtAPrABOOb7STweD3l5eXz00UdMnz6dpqYm3n//fe6++24WLVoEwD333EN1dTVXXHEF7733HjabmnS5P5JSElz0CfW/e4boho3YiovJf/JJUi6+aL+D9ve+992d7/L4sscJxoPcMeEObh5zM1bzoaWMkLrO4gV/ZvlbrwGQUTiQUy65jEEnnUresBFd5hnbUhvg/5aW8fqqCtpiGmMLfDxx5ThmjcvHaTu0MWyKoihK3+hWUCal/FQIUbzX4UnANinlDgAhxN+AywAP4AZGAWEhxHtSSv2w1fgo+8tf/sK3v/1tvvvd7wLw8MMPM3jw4D2uefzxx7nxxhuZM2cOCxYswHSAcUhK3wivXk3tL35J+KuvsA4YQN4vf4Fv5syDtowBVAereeyLx1hcuZhxWeN49IxHGZI25JDrFIuEee+ZX7F9xReMm34hp13xDVKyDt4FvrG6lfkfbOajTXXYLCZmjsvjujOKGV/oU9MdKcoxwGw2M3bsWOLxOBaLheuvv5577rkHk8nEJ598wmWXXdbRGwMwf/58zjvvvD6ssXI0HcqYsgJgV6f9CuA0KeWdAEKIG4CGAwVkQohbgVsBBg4ceAjVOLJGjRrV0SrW2YsvvrjH/gsvvHCUaqR0V7yqirpf/ZrWd9/FnJVJ7mM/IfXyy/fJsr8/utR5ZfMr/Gblb5BIfnjqD7l2xLWH/CYlQKCxgX8+8RMayko554a5nHThzIMGVOWNIX794Wbe/KoKj93Cd88fxjdPLyLdrVpmFeVY4nQ6Wb16NQB1dXXMnj0bv9/Po48+CsDUqVN5551jdii2cogOJSjb328R2bEh5Ytd3SylfA54DmDixImyq2sVpSf0tjYa//QnGv/0PAAZt99G5s03Y3J3b4xVbVstP/78x3xe9Tln5J3Bj8/4MYXewsNSt5ptW3hj/k+JR8LJXGOndHl9XWuEZz7exoJl5VjMgrnTBnPbWYNIdalgTFGOddnZ2Tz33HOceuqpPPLII31dHaUfOJSgrALo/LpZIVB1aNVRlN6Tuo7/zbeo//WvSdTXk3LJJWR/dx7W/Pxul/FB6Qf8ZOlPiOtxHjr9Ia4adtVh6xbcvHQJ7z/7a1ypaVz52GNkDig64LWRuMazi7bxv4t3kNAk10wawF3nDlWJXhXlODNo0CB0Xaeurg6AxYsXM2HChI7zr7322j5DZpTj16EEZcuBoUKIEqASuAaYfVhqpSg9FFq1itqf/4LIunU4xo2j4KmncJ188Jxe7Vpjrfziv7/gnR3vMDZzLD+f8nOKfcWHpW6xcIgvXv87y996jfzho7jsez/CleI74PVLtzfywD/XsrOhjUvH5/PdC4ZRlKHepFSU45WUuzuLVPflia27KTEWAGcDmUKICoz8Y38SQtwJfICREuN5KeX6njxcCDELmDVkyKEPnFZOTPGqKurm/4rW997DkpND/uO/JGXWrAMmfd2fZdXL+NFnP6I+VM8dE+7glrG39Ho6pM50TWPdog/57JWXCPlbGHvuBZx70+1YDjCmzR+O84v3NvK35bsYmO7i5ZtP48whmYdcD0VR+q8dO3ZgNpvJzs5m48aNfV0dpY919+3Law9w/D3gvd4+XEr5NvD2xIkTb+ltGcqJSQ+FaPzjHzvGjWXecQcZN/8Ppm5MP9Qursf53Ze/4/l1z1OcUsxLF7/EmMwxB7+xG0pXr+ST//sTjRXlFIwYxeU/eIi8IcMPeP3766p56M31NAajzJ02iHvOG6ZSWyjKca6+vp7bbruNO++8U709rQDHyDRLitJOSknru+9R98QTJOrqejVuDKAqWMUPPv0BX9V/xZXDruT7E79/yElgARrKS/nPS89T+tUqUnPymDXvfoZOmnzAH7g76oM8/v4mPlhfy+j8FF644VTGFBy4a1NRlMNASkhEINIK0VaIBSEehngIYqHd24kIaDHQE6AlQI+DFk/ux4zzifZ1FLQoWBxw7YIDPjocDjNhwoSOlBhz5sxh3rx5Hef3HlP24IMPcuWVVx7Rr0PpP1RQ1oX2fDLtrrnmGu677z7eeecdHnroIXRdJx6Pc/fddzN37tw+rOmJIVZeTs2jP6Hts89wjB5NwW9/26NxY+0+KvuIhz5/CCklT571JBcWX3hI9YpHImz572es/2Qhuzasxe52c/Z1NzNhxiWYLfvvqtxY3cqzi7bx3tpqbBYT9100gpunlKjpkJQTlxaHWJsRDMXDxnZ7UKTFjPN7bCeDIz0BUt+9nYhCNGAssSBEg8l1wAjA2gMxLdaLSgowW8FkBYsNzHawdFrMdnB23cKtadoBz5199tn4/f5e1Es5XvRpUNbfx5R1zifTLh6Pc+utt7Js2TIKCwuJRqOUlpb2TQVPEDIWo/H5F2j4wx8QFgs5Dz5I2rXXHDQT/96iWpRfrfgVCzYtYHTGaJ4868lez1cppaRy8wbWf7KQzUuXEI+ESc3N48yr5zD+/ItwelP2e9+X5c08u2gbCzfW4baZuXXaYP5nSglZXnuv6qEo/YqWgHAzRFog3LLvOtwEoaY91+FmI2DSE4evHhYH2Dxg94LdAzYveLIhYwg4UsCeAg5fcttnXGN1gtW159riALMNTJZkMKaGFChHVp8GZcfimLJAIEAikSAjIwMAu93O8OEHHiukHJrQypVUP/wwsW3b8c6YQc4D92PNyelxOWWtZXzvP99jU9Mm5oyaw70n39vraZK2LvucxX99kebqKqx2B8POmMKYs8+jYMToA3ZTLi9t4qmFW1myrYFUl5V7zxvGDZOL8bkObaomRTmiElEI1kFbHbQ17LkdauwUYDVCqBmiB2nlsXnAmQ6uNGOdVmSs7V6wuZLBUHKxucDiTLZI2YygyGzbK0iydFrMyePJaxXlGHRMdF/W/PznRDduOqxl2keOIPeBB7q8pr3vv93999/P1VdfzaWXXkpRURHTp09n5syZXHvttWpqpcNMCwSoe+JJWv7xD6z5+RT+vz/gPfvsXpX1RfUXzFs0D5PJxDPnPsPZA3pXjpSSZW++ypIFfyareBAX3nEvQ0+bjM3hPOA92+oC/PJfm1m4sZZMj50HLh7B7NOK8NiPiX96yrFCSiNA8u8yAqdQMmhqa0huJ1uk2rv+9ERyHd89Vqpj3FT7Eje6BffH6gZ3RjLAyoD0Qbu3nWngTAVH6l5rn9HFpyjKAanfDF3YX/clwB//+EfWrl3LwoULmT9/Ph9++OE+0y4pvRdcvITqhx4iUVdH+k03kXXnt3v0VmVnr215jZ9+8VOKfcX8bvrvKPAU9KocLZFg4R9/z7pF/2b45GlcePs9WLqYfL6uNcJvFm7l78vLcdksfH/GcG46s0S9Uan0nK5BWz0EqiFQm1zXQGsF+CvAX2msE+F97zVZwZ25O1iyuna3MLWPjdpj37LnYnWAOwvc2Ub3nzvT2LYd+ksxiqLsS3ROWtdXJk6cKFesWLHHsY0bNzJy5Mg+qpHB4/EQDAa7vKahoYGSkhICgcB+z/eHz3Gs0IJB6h5/nJZ/vIpt8GDyf/FznOPG9aosXer8dtVveWHdC5yZfyZPnvUkXpu3V2VF2oK8/eufU75uDad/7WomX/XNA+ZBC0YTPPef7fzv4p0kdJ1vnlbEd84dQoZHtRAoByAlBGuhaSc070yuS43tll1Gd+H+Wqw8ueAr3Hfx5BqtWK5Mo1tQpVpQlMNOCLFSSjnxcJerBvr3UDAYZMWKFZyd7EpbvXo1RUUHni5H6Z7gks+M1rHaWjJuuZnMO+/EZO9dIBNOhHlg8QMsLF/I1cOv5r5J9/U6Gay/robXf/koLTXVXHjHvYw+a/oBr313TTUPv7WOhmCMmePy+P6M4SoT/4lGSqNbMBGGeGR3WoV4yHjrrzXZqrX30rmVS5iM4CqtGIaeB9488OYawZY3D7w5RmuVRc1/qijHGzXQvwt7jym78MIL+dGPfsQTTzzB3LlzcTqduN1u1XV5CLRgW7J17B/YBg2ieMFfcY4f3+vy6kP1fOfj77ChcQM/OPUHfGvkt3qdlLFqy0beePKnSE3jyh/9hAGj999qVx+I8uM31/GvdTWMLfDxx+tPZcKA1F5/BqUfa62CnYuhYrkxZiviN94sjPh3L91JtdDeypU7BobNMAKwtBJILwHfABVwKcoJSo0p68KB8sm8916vJzFQOolu307Fd+4iVlpK+v/cRNZdd/W6dUyXOh+Wfcj8FfPxR/08dc5TnDPwnF7XLRIM8vovHsHpTeGK+x4mPb9wn2uklLyxupJH395AKKbxgwuHc+vUQSrX2PEkWAc7P4XSxUYw1rTdOG5PMcZYOXzGklq0O8WCzZtMq+AwxnBZkmu7B1IKICVfDXhXFGW/VFCm9InWD/5N9f33IxwOBj7/PO7TT+tVOVJKPq/6nKdWPcXGpo0M9g3mqXOeYlTGqEOq3+oP3iEaauMbD/9ivwFZjT/Cj/65lo821XHywFSeuHIcQ7J7N2ZNOUq0BLSUQf1maNgMDVuN7abtRlb2fUij2xGMIKxoMpz6P1A8FXLGgHrjWlGUw0wFZcpRJRMJ6n7zG5r+9DyOceMofPoprLm5vSprdd1qnlr1FCtqV1DgKeBnU37GJSWXYD7EBI/xSISV/3qLQSefSnbxoD3Oabrkb8vL+eW/NhHXdB6aOYobJhdjNqnB1P1KNAi166B6DdR8ZazrN+3ZtejJhcyhMPoKoyVrf9xZUDIVcseDWf24VBTlyFI/ZZSjJtHYSOV3v0foiy9IveZqch54AFMXaSUOZId/B79Z+Rs+2fUJGY4M7p90P1cOuxKb+fCMw1nz0QdEAq1MuvwbexxfWdbMw2+tY11lK6cPSueXXxtHcaYayN+n4mFo3JZs/dpirGvXQeN2IPlmuSsT8sbBoNsgawRkDjOCMaca96coSv+i3r5UjorwmjVU3HU3WnMzeT//Oalfu6LHZST0BH9e/2d+v/r32M127jrpLr458puHZSLxjmfE46x453UKR42hYLiRyqQ+EOXx9zfx6soKclMcPHPtScwcl9frFwiUHoiFjLxc/gpjkH1rpbFuKTeCsJZyOoIvYTLGduWMhrHfMAKxvPHGG4vqz0pRlGOAevtSOeICH39M5b3zsGRmUrzgrzhG9Xy817bmbTz02UOsa1zH+UXn88BpD5DpzDzsdd3w6ccEmxqZcdvdxDWd/1taxm8+3EIkoXHbWYP5zrlDcKts/IdXpBWadhhjuxp37N5u2mEkTd2bMx18BVBwCkyYnWz5GmbMa2h1HP36K4qiHCbqt4tyRDX/4x/UPPwIjjFjGPD//oAlPb1H9yf0BC+uf5Hfr/49HquH+WfNZ0bxjCNSV13TWP7mq+QMGkIkewiznlnCppoAU4dm8siloxmc5Tkizz1hSGm0ctWsgZq1xrp6jTH4vjNvvjFtz/CLjJYvX6HxxmJKgdHqpbLJK4pynFJBWRfaM/qXlpYycuTIPSYenzdvHtddd10f1q5/k1LS8Ic/0PD0M7inTaXwt7/t8VRJW5u38uBnD7KhcQMzimfwwGkPkO7oWVDXE1u+WEJLbTUpM2/msmc/w+uw8P++dTIzRueqrsre0BJG4FW6BMo+g13LjMmr26UPhoKT4eTrjJau9EFGni6bGqenKMqJSQVl3TR48OD9zoOp7EtqGrU/+xnNf12A7/LLyXvsJwirtUdlfFT2ET9c/EPcVje/OutXXFB8wRGqrUFKyeevv0LUncnP1lk4a3gG868aT5ZX5ZPqNi1hvOlYugRKP4PypRBtNc5lDIURF0PeBMgdBzmjjCmAFEVRlA4qKFMOKz0aper7PyDw73+TccvNZM2b1+NWplc2v8LP/vszxmSM4elznybDmXGEarvbu+9+RHNFGZ9lT+fHs0Zzw+RiTCrNRdcSMaj60mgFK/sMyv8LseQcsJnDYMzXoXiKsXh7l/ZEURTlRHJMvH25+JUtNOzqemLwnsoc4GHqN4Z1+/rt27fvMeXSM888w9SpUw9rnY51WiBAxR3fJrR8OTkP3E96D7t3pZT8bvXveG7Nc0wrnMaT0548rG9W7k9c05n/wSaaXllAii2Fx39wPWMGHLku0mNeoAY2vAmb3zO6I9uTq2aNgHHfgOIzoWiKMT+joiiK0iPq7ctuUt2XXdNaWym/+RYiGzaQ/6v5+C65pEf3J/QEP1n6E/657Z9cMeQKfnzGj3s9iXh3xTWd7/z1S9auWMnXorVMu36uCsj2J1hnBGLr3zBaxJBGEHbSnGQQdia4D/+bsIqiKCeaY6L7sictWsrRp7W0UP4/NxPZsoXCp5/Ce+65Pbo/FA/x/U+/z6cVnzJ33Fy+PeHbR3xgvaZL5r3yFe+vr+Fe6xZsvlQm/P/s3Xd0VNXax/HvmdRJT0hISCOE3kNv0qRIkY6i2JHri4rYUGyIoghKsQAWQAWRIiooVXoVhNBLILQA6b1nJply3j8GATWBhExIQp7PWqyQmX323nPJNb+1zz7P7lm2+9YqDbMZkk9b9oWdWWs591E1g3d96PYGNBoM1RuU9yyFEOKuUylCmai4jOnpXBn1NAUXLhA0ZzYuXbuW6PoMfQbPb32eEykneKfdO4xoMKKMZnqdyazy2s/HWHMsjvF18sjffIYOI5/Ezr6Kbuo3myDx1PWnJC/vvf6UpFdt6PwqNB4K1RtKEVYhhChDEsqK6d97ykaNGsW4cePKcUblz5iWxpUnn6Lg8mUC587FpfM9Jbo+XZ/O6E2juZR5iVndZtGzZs8ymul1ZrPKWytPsDE8knGaI+RvPkn1kNo079WvzMcud7r0q8VZL1iOIfq7QGvKuetPSXrUtNQHq9nJcmvSo6YEMSGEuEMklN1ETo7l4YKQkBB0Ol05z6ZiMaakcOWppyiIjiHoqy9x7tixRNen6dMYvWk0V7KuMLvHbDr6l+z626GqKu/+dpzTWzcwKjscGwU6jHySVv0HY2N7F/5fIePK1fIUeyy3IDOu3PCmAu5BUC3UskE/sK0lhLkHltt0hRCiqrsLfxOJsmZISuLKk09hiI8n6JtvcG7XtkTX/yOQ3TubDv4dymim16mqyoeLt5G/ZQld85Oo2bwlPZ9+Dg/fu6hUgz4TIv+AqJ3/DGFaL0vgajPachSRV23wDJEjiYQQooKRUCZKxJCYxJUnnsCQlETw/Hk4tW5doutTdamM3jSa6OzoOxbITEYjMz+ejePxbTg6dqz0zQAAIABJREFUONHvhfE06NT17qjSX5AHZ/+Ak7/CuU1gKrgewjqMtdQI82kIGk15z1QIIcQtVIo6ZaJi+DuQGZOSCF4wH6eWLUt0/d+BLCY7hjk95tC+Rvsymul12WlpfPnee9gmXqSgVktefHs8Tq5uZT5umTIZ4PxWOPkLnFkPhlxw8YPWT1sKtga0khAmhBCVkNQpE8ViSEzkyuNPYExOJsgKgaxdjXZlNNPrrkScZPnHU1DzdRR0HMEb4x6t3Ktj+Tlw+Af460vIjAatJzR7wBLEanYCjU15z1AIIUQpyO1LcUvXAllKCkELFuDUskWJrs/Mz7wWyOb2mEvbGiXbg1ZSqqoSvmYlu5YuIsvGFc/BL/LKiG6VN5DlJMH+ryH8W9BnQHBH6DMN6vYGW/vynp0QQggrkVAmbsqQkMDlJ57AlJJqWSFrUbJAlmfI4/mtz3M56zJf9vyyzANZfl4u6+d+ysWDf3HBqRaNRzzD2D5Ny3TMMpN6AfZ+AUeXWfaKNbwfOr4IQW3Ke2ZCCCHKgISym7CxsaFp0+u/0H/77TcuXbrEoEGDCA0NRafTcf/99zNjxoxynGXZMSQkcPnxJzCl3l4gM5gNvLrzVU6knGBm15llvocsNTaaVR9PJiMpgT1eHRkw8iGe7hxapmOWicwY2DENji4FjS2EjbRs2veWvZdCCHE3k1B2E1qt9j/nXV66dInOnTuzdu1adDodLVq0YMiQIXTq1KmcZlk2TBkZlhWytDSCv12A9obCucVhVs28s+cd9sTuYVKHSWVeGDYm4iS/zfiQnAIzq/0GMvbh+xjZLrhMx7S63BTYPRPCF1i+b/sMdH4FXKqX77yEEELcERLKSkGr1RIWFkZsbGx5T8WqVFUlfuK7GGLjqPnDDyUOZKqq8kn4J6yPWs+4FuMYXm94Gc3U4syfO1k/91Oy7Fz5vUY/Jj7cmaEtK1ERVH0W7JsD++aCIc+yMtZ1AnhUslAphBCiVCpFKNu+cB5Jly9atc/qNUPp/uQzN22j0+muHa1Uq1YtVq1a9Y/309PTOXfuHF26dLHq3Mpbxk8ryN68meqvvVbiTf0A80/MZ8npJTza8FFGNx1dBjO0UFWVA7//wp5li4jT+nMgdCDzH+9I6xCvMhvTqgw6y6rY7lmWsyYbDYLu74BPvfKemRBCiHJQKUJZeSns9iXA7t27adasGZGRkbzxxhv4+d09VeHzz50jcepUnDt1wuupJ0t8/YrIFcw+Mpv7Q+/ntTavldkTj2aTiY3zvyRi+0YineuQ1344q0a2wdulEhwqbjJYSlvsmg7Z8VD7Xrh3IgSUrMyIEEKIu0ulCGW3WtG60/7eU3b27FnuuecehgwZ8o/Dyisrc34+sa+OR+PsjP+0qSglLEC6N3YvH/71IV0CuzC502Q0StkUMC3Q5bHik49IjDjKQfcWtB42kpd6NcBGU8FLXphNcOIX2PERpF+CoHYwbIGl6r4QQogqr1KEsoqqXr16vPnmm3z88ccsW7asvKdTakmfTCf/7FmC5n2DrY9Pia5N1aXy1p63CHUPZUbXGdhp7MpkjtmpKSye/C65CdEcqHEvzz37KN3rV/CN8PosOLMO/vwckk+Db1MY+TPU7QWVtXaaEEIIq5NjlkppzJgxzJgxg6ioKGrVqlXe07lt2du2kb5kCV5PPIFLCffIqarKxD8nkl2QzTe9vkFrqy2TOSZePM/yKZPIy80jotFwPh33AIGeTmUyVqnlZ1sOBz+1Cs5vAVO+5TDw4d9Do8FyDJIQQoj/kGOWbiInJ+c/r3Xr1o1u3bpd+16r1Vb6py8NiYnEv/U2Do0a4vPqKyW+fumZpeyO3c0bbd+gvlf9MpghnNu/lzVfzCATB863eoKvXuiPm2PZrMbdttxUuLgdIn6Dc5vBqAdXf2jzNDQeAgGtJYwJIYQokty+rOJUk4m41ydgzs8nYMZMNPYlO7bnbPpZZh2cReeAzoxsMNL681NVwlf/yu6lC0lw8CW61Qjm/193XCtCIMvPgSv74OIOiNoJCScsr7v4QssnLEEsqJ0EMSGEEMUioayKS/nqa/L276fGlCk4hJbs9qveqGfCrgm42rvyQacPrP6kpcloYMuCLzm5fTPnXOqQ1nII343uhItDOf3Yms0QfxTOb4UL2yAmHMwGsLG3hK9734Fa3SxPUcrh4EIIIUpIQlkVlvXHRlLmzMF90CDchw4p8fUzD87kfMZ5vu75NdW01aw7t5RkNsydSUzEScI9WmFucR/fP9UW5zsdyHJTLAHs/BZLGMtLARSo0Rw6PA+hXSGoPdhX0L1tQgghKo0KHcpUVS2zOld3gqqq5T2FIukjIoh74w20YWH4TX6/xP8774jewfLI5Tze6HE6BVjviClVVYnYtY3tC+dRYDCyyacHXs06sPDJ1jjZ36Ef1/wcOLUSDi+2rIahgpM31OkBdXpa6oo5e9+ZuQghhKgyKmwoc3R0JDU1lWrVqlXKYKaqKqmpqTg6Opb3VP7DmJxM9HPPY+PpSeCc2WgcSlZwNSkviYl/TqSBVwNebPmi1eaVm5HOpnmzuXjoAEqNUBbatKdpw1AWPN4Grf0duB0YdxQOLYQTP0NBDvg0hO5vQ92e4Ndc9oYJIYQoUxU2lAUGBhITE0NycnJ5T+W2OTo6EhhYsc5gNOfnEzP2BUyZmYQsXYKtd8lWfLIKsnh5+8vojXo+7vIx9jYlezCgKGf27mLrt19hyM8nq1k/FmUFMzAsgE+GN8PRrgwDmUEPx5Zawlj8MbDVQpOh0OpJCGwjdcSEEELcMRU2lNnZ2VXqul8VkeWg8Ynojh0j4IvPcWzYsETXZ+Zn8n+b/4/I9EhmdJ1BqHtoqeeky8lmy4IvObtvNz6hddnqcy87kzS82LMuL/WsW7arpHFHYNUYSD4Dvk2g3wxo+gBoPcpuTCGEEKIIFTaUCetLXbCArNVr8HlxHG69e5fo2nR9Os9sfoYLGRf4rNtndA3qWur5pMXF8tsn75OZlESjAQ8xPd6fmNR8PhvRjMEtAkrdf5FMBtg1w3L2pEt1GLkC6vaWVTEhhBDlSkJZFZG9bRvJsz7FrV8/qo0ZU6JrU3Wp/G/z/7iSdYXZ9862ysb+KyePs2bWRygaDY1HT+D1PdloFBNL/teONiFepe6/SIkRsOr/IOE4NHsI+k4DrWfZjSeEEEIUk4SyKqDg8mXiXnsdx8aNqfHRlBLdEkzOS2b0ptHE5cQxp8cc2tdoX+r5nNi2iS0L5uJZIwD3gWN4flMMwV5OfPdkG2pWcy51/4Uym2DvF7D9I3BwgxE/QsMBZTOWEEIIcRsklN3lzAUFxL7yKtjaEvjF52hK8DRoYm4iozeNJjEvkS97fkkbvzalmotqNrNr6UIOrllJzWYtsOv1BK/8dpaWwR4seLwN7k5lVKU/LcqyOha9HxoOhPs/lZIWQgghKhwJZXe55Jmz0J86ReCc2dj5+xf7uhRdCqM2jiJVn8o3vb6hRfUWpZqHQa9n/ZwZnA//i+a9+qFrPYCXVpygZbAHC8uqKKyqwrHlsP41UDQwdAE0HS57x4QQQlRIEsruYtnbt5O2aBGejzyCa8+exb5OZ9TxwtYXSNYlM7/3fJr7NC/VPPKyMlk5dRJJURfp/uQzxPq34qWfjpVtINOlw9qX4dQqqNkJhnwDHkHWH0cIIYSwknINZYqiDAAG1KlTpzyncVcyJCQQ/+ZbODRsSPXXXyv2dSaziTd3v8mp1FN83v3zUgeyrJQkfpnyLtnJSQx67W1O2wXx0vKjZRvIonZZSl3kJEKPSdDpRTmLUgghRIVXriXKVVVdo6rqM+7u7uU5jbuOajQSN/41zAUFBMyaWaKK/TMPzWTrla1MaDuB7sHdSzWP1Nholr37OnkZ6Qx75wNO2wXxYlkGMpMBNr8LiwaCnRZGb4HOr0ggE+IOc3FxAeDSpUtotVrCwsKu/fnhhx/KeXZCVFxy+/IulPLV1+QdPIj/x9NwKEEB3iWnl7A4YjGPNnyURxo+Uqo5JFw4x8qpk1A0Gh6cNJXwLC0vLj9SdoFMlw4rnoConZZq/Pd9BPZl9CSnEKLYateuzdGjR8t7GkJUChLK7jK5+w+Q8tVXuA8ejPugQcW+bvuV7XwS/gn3Bt3L+NbjSzWHKyeP89v0D9C6ujL87Q+IMbnw8k97yy6QpZyHZSMg/TIM/grCRlq3fyGEEOIOkFB2FzGmpxP32mvY16yJ38R3in3dqZRTTNg9gUZejZjWZRo2pbjddy58H+s+/wQP3xoMe3syZkd3npuzG28Xe755rLX1A9nFHbDicdDYwhNroGYH6/YvhCiVCxcuEBYWdu372bNn07lz53KckRAVl4Syu4SqqiS89z6m9HSCvvkajXPxbt1FZ0fz/Nbn8XL0YnaP2Whttbc9h8vHj7Jm1lT8Qusy5I1JODi78szigyRk6vnp/zrg5Wydw8uvOfgdrBsP3vVg5HLwDLFu/0KIUpPbl0IUn4Syu0T2hg1kb9yIzyuvFPug8b1xe5mwawIm1cR3Pb7DW3v7BVXzsjLZMHcmXv6BDJ/4IfaOWr7acYEtp5N4b0AjWgZb8SgjkxE2vQP7v7KcWTnsW3B0s17/QgghRDmQUHYXMCYnk/D+ZBybNaPaqKdu2d6smvn2xLfMPjKb2h61+bTbp4S4h9z2+Kqq8seXn6LPzWHY2x9g76hl34VUpm88Q/9mNXii4+33/R8p52D1C3BlH7R/Hnp/IE9XClEMqqpiNqkYDWaMBSaMBWaMBhMmgxlDvglDvuU1y1fTta8mo9nS1mjGZLD8MRrMNOseSFDDMjynVogqSEJZJaeqKvHvvY9Zp8N/2lQU25v/k2YXZPP2nrfZHr2dvrX68l6H93CycyrVHI5sWE3UkYPc+9T/4RMcQlKWnheWHSHE25mPhzUr0VmbRTIZLWdX7pgGdo6WYrDNHyp9v0JUAKpZpSDfRIHOSIHeSIHORIHeiEFvwmi4GqAKTNcDlcGMalIxmy1/rv3dpGIymC3X5pso0Jsw6I2Wr/kmVLNa4rnZ2GqwsdNga/fPr4Z8U7Gu//eeslGjRjFu3LgSz0OIqkBCWSWXtXo1OVu3Uv3113EIDb1p27PpZ3l5+8vE5cTxRts3GNlgZKkDU9Kli+xa8j2hrdoSdt/9GE1mxi47Qm6+kaX/a4eLNTb2xx+H1WMh/pjlEPF+M8HVt/T9ClECqlklX2dEn2NAn2vAUGDCVGBZNfo7OJn+/rvBbHnPaMb0d5i6uiJlzDdRcPWrId+EocCEQV+8gAOWU8Js7DTY2GpQNAoajYLGRkHRWP7Y2mmwd7TBXmuLi4cDdo422DnaYudgg529Blt7m6vBygbbv7+312Bnb2Np42CD7dW/29pZxiipnJwcAEJCQtDpdCW+XoiqSkJZJWZITCRhykdoW7bE64nHb9r2j0t/8O6f7+Js58y3931LS9+WpR9fr2fd55/g6OrGfWNeRFEUpm86w4GoND4d0Zx6vq6lHQB2fQJ7PgOnavDgD9Co+GU+hFDNKgV6I/pcIwU647XbdJZVJOMNt+2uBqmr4envIFWgM6LLMaDLMaDPMZRopenfq0vXgo69Da7OdtcCkJ29DfZaS4iyd7S9+tXy/d/tbe2v96GxUayz+iyEqHAklFVSqqoSP3EiakEB/h9NQbEpel9VeEI4E3ZNoLlPc2Z2nYmPk49V5rB90TzS4mN54J0PsXd2ZdamSL7ZeZFH2gUzpEXg7XecFQ/Hf4JDCyE9CpqPhPumgJPsXxGWn31dtoHcjHxyM/LJufo1NyOf3Mz8aytZ+XlG8nVGKE6OUrCEnqurRzZX/26vtcGjuhN+oXZoXezQutrj6GKHo4sddvY2NwQuS/trQcz29laYhBBVm4SySipz5Upyd+3G9+23sQ8JKbJdYm4i43eOJ9g1mK96foWznXWq3J/9aw8ntm2i7aDh2ATW46F5f3HwcjrDWgby7oBGJe/QmA+RG+DoEji/BVQzBLWH/jOgTvEPUxeVn2pWycnIJyMhj6xUHdlpenLS88lJ15Odlk9uej4mo/mfFyng5GaPs7sDWld73Ks74ehki4OzHQ5Otjg4Wb7aOV6/RWfnYIO9gy22DldDlKw+CSHKmYSySsgQF0fiR1NxatsWz0eKrl5vMBkYv3M8OqOO7+77zmqBLCs5iU3zZuNXpx45jXvQ97NdmFX4bEQYg1sElKyz7ATYPQtOrLAcleTqD51egrBHwFsOqr8bmYxmdNkGdNkF6HIKyMssIDNZR3pCHhmJeWQm5WE0XA9digLOHg64eDriW9MVlxY+uHg64OLhiJOHPS4eDji52aOxKdejfIUQotQklFUyqqoS/+4kVFWlxkdTUDRF/yKadWgWR5OPMr3LdGp71LbK+Pl5efw+cwpmk5kz9QeyeNlxmgW6M/vhFtSsVsLQF38Mlj4EeSnQoD+EPQq1u0uJi0rIZDKTkZhHenweeVn55OcZLbcQc43o865+zbUEsfw843+uVxRw89bi4etEYANPPHyd8PR1ws1Hi7O7BC4hRNUgoaySyVq3ntw9eyy3LQOL3re1IWoDP57+kUcbPkqfWn2sMraxoIDfZ3xI8uUoDtUdwp8Rufxfl1Be7V0fe9sS/tI8vQZWPgNaL/jfNvBrapU5itJTVRV9roGMRB0Fuv8GKABDvon0hFzS4nJJi88lIyEP8782wds72lhuGzrb4uhsRzUPF5zc7NG6WvZmOble/7trNUdsSvozJIQQdxkJZZWIKTOTxKlTcWzWDM+RDxfZ7kLGBSbtnUSL6i14pfUrVhnbbDaxfvYMok8dZ3/QfVywC2TRo2F0rVfChwZUFf78DLa8BwGt4KFlUt6inKiqSnaqnuTobNIT8shMzCM90XILsbDVrMK4eTvi5e9CSFNvvPyd8arhjIunA/ZOttjI6pYQQpSIhLJKJGnGTEwZGQQvmF/k05Y5BTm8tP0lnGydmNF1BnYau1KPq6oqW+bP5dyBvVyu24tj1GHl021p7O9eso6M+bDmJTi2FJoMg0Fzwe72z9oUxaeaVTJTdCRfyf7HnxvDl7O7PR5+TtRp7YtHdcutREeXwn9+bGw1eFR3ws5BbjULIYS1SCirJPIOHSLj55/xGjWqyLMtVVXl3b3vEp0dzfze86nuVN0qY+9ZtogT2zZR0OReVufW4dMRTUseyHJT4adHLMcjdXsTuk6wbCQSVpWvM5KekHvDqpfuP5vnNbYK1fxdqN2qOtWDXfEOcsXTzwl7R/nPgRBClCf5r3AloBYUED9pErb+NfAZ+3yR7X499yubL2/m1Vav0savjVXGPrhmJQd+/wW3Fl2Ykl6PJzuFlLwGWXQ4/DIKcpMsh4c3HW6VuQnLClhKTA6XT6Zw+WQqiVFZqFe3dikaBTdvR8vm+YaeePk54xPsipe/s+zfEkKICkhCWSWQ+t33FJy/QODXX6FxKvycyhRdCrMOzaKNXxueaPyEVcY9tXMrO3/8Dr/mbfkwpzFta3nxdv/CV+kKZTbDvjmw9X1w84cn10NgK6vMrSoyGcyWJxhzDKQn5HLlVCqXT6WhyyoAoHpNV1r1DaF6TVc8fJ1w89ZK+BJCiErE6qFMUZSGwIuAN7BVVdWvrD1GVVJw+TIpX36Ja58+uHbrVmS76eHT0Rv1TGw/0SpFMOPOnmHj15/j36gZX2va4+akYc4jLbAr7ubt3BRYNQbOb4aGA2HgbNB6lHped6v8PANZqXqyU/Rkpeosf0/Vk5eZfy2I/ft8RAcnW4IaeVGzSTWCG1XDyc2+nGYvhBDCGooVyhRF+Q64H0hSVbXJDa/3AT4HbIAFqqpOU1X1NDBGURQNML8M5lxlqKpKwvvvo9jb4/vmm0W22xu7l/VR63mu+XPUcq9V6nHz8/JYP3s6rtW82ejXh7grOfz0fx2o7upYvA4u7YFfR0NeKvSbAW1Gy/6xIsSfz+CPeSfJu7ra9Tc7Rxvcqjni7OGAh58TWufrx/toXexw9nSgerCr1O8SQoi7SHFXyhYCc4Af/n5BURQbYC7QC4gBwhVFWa2qaoSiKAOBN65eI25T1tq15O7dh++7E7HzLXzTvt6o54O/PiDELYSnmz5tlXG3L/yGrORkzP2eY0dENlOGNKFlsOetLzSbYfcM2DEVvEJh5Aqo0cwqc7ob5euMbP4uAhs7DR2G1satmhY3b0fcqmlxcLaVY3+EEKKKKVYoU1V1l6IoIf96uS1wXlXViwCKoiwHBgERqqquBlYrirIOWGq96VYdxvR0EqdOw7F5MzxHjCiy3bzj84jJieG7+77D3qb0t6/O7N3FqZ1b8brnft6PMDGidRAj2wbf+kKDzlIM9vRqaPog3D8LHFxLPZ+72a7lkeRk5DN0fEv8Qkv4NKsQQoi7Tmn2lAUA0Td8HwO0UxSlGzAUcADWF3WxoijPAM8ABAcX45d+FZM0bRqmrCyCJ08usibZ+fTzfH/yewbVHmSVpy2zUpLYMn8ubsF1mJYQRJsQTyYPbnzrFZvcVFj+MEQfgN5ToMPzcrvyFs6FJ3J2fyJt7q8lgUwIIQRQulBW2G9dVVXVHcCOW12squo8YB5A69at1Vs0r1Kyd+wg8/fVeD/3HI716xfaxqyamfzXZFzsXXi19aulHtNsNrFhzixMJhM/OnTCz92Jbx5rjYPtLYqDpl2EH4dDZgw8sBAaDy71XO522Wl6diyNxLeWG6371izv6QghhKggShPKYoCgG74PBOJKNx1hys4mYdJ7ONSti/eY/yuy3cpzKzmSdIQPO32Ip2Mx9nvdQvjvvxJz+iTHQvuSbuvGqifb4OV8i9uhMYdg6YOgmuCJ1RDcvtTzuNuZzSpbF0agmlV6jWokG/WFEEJcU5rfCOFAXUVRaimKYg88BKy2zrSqrqRPpmNMTqbGR1NQ7AsPRTfWJBtYe2Cpx4w/H8nen5eQ7teIvYTw9WOtqO3jcvOLzqyHhf3B3hme3iyBrJiObrlC7NkMOo+oi7tP4TXnhBBCVE3FCmWKoiwD9gH1FUWJURTlaVVVjcBYYCNwGlihquqpkgyuKMoARVHmZWZmlnTed6XcvXvJ+Plnqo16Cm3TpoW2UVWVqfunWq0mWYFex/rZMzA4uPCzfXs+GtaMjrW9b37Rwe8tRyZVbwijt4B33VLNoapIvpLN/t8vUruFDw061Cjv6QghhKhgivv05cNFvL6em2zmL0a/a4A1rVu3/t/t9nG3MOfmEj/xXexr1sR77Ngi2/189mc2Xd7Eiy1ftEpNsu0L55GRkMBvfgMZ1aMRD7YOuvkFB+bD+vFQt7dlD5m9c6nnUBUYCkxs/u4UWhc7uj3SQMpdCCGE+A85ZqmCSPr0MwxxcdT8cTEax8KLtJ5JO8PHBz6mk38nRjUZVeoxI/ft5uT2zRz0aEnzNi15rXfhDxVc83cgq9cXHvwBbKWC/M2YTGaSL2cTezadqGMppCfkMXBcGI4uduU9NSGEEBWQhLIKIO/gQdJ//BHPRx/FqVXhZ0PmGnIZv3M8Hg4efNT5IzRK6TaIZyUnsemb2aQ6+ZFRvzvfPRiGRnOT1Zu/A1n9fvDAIglkhSjQGUmJySbuXAaxZzNIuJiJscAMgGcNZ7o8VI+gRl7lPEshhBAVVbmGMkVRBgAD6tSpU57TKFdmvZ74t9/BLiCA6i+/VGgbVVV5f9/7RGdH823vb/FyLN0vdrPZxPo5M9AbTKyv0YPFD7ZEa3+T0hcSyP5BVVUyk3WkxuSQEpNDaqzla3aq/lqbagEuNOzkT0BdD2rU8ZBzKYUQQtxSuYYy2VMGyZ9/QcHlywR//x0a58L3Z/1y7hc2RG1gXItxtPZrXeox969cQeyZCDb79GBEjzCaBt6keOm1QNbfsoesigYyQ4GJmDPpXDqRwuXjKeRmWs6qVBTw8HXCt5YbjTv7Uy3ABb9Qdxyd5RalEEKIkpHbl+Uo96+/SFu4EI+HRuDcoUOhbSLTIpm2fxod/Tta5WzL2DMR7PtlGdFeDSmoGcbLPesV3biKB7LsND2XT6Rw6UQqMZHpmAxm7BxtCG7kRVBDL3yCXfGq4YztzVYZhRBCiGKSUFZOTJmZxE14A/uQEHwnTCi0Ta4hl1d3vmrZR3ZP6feR5eflsn7ODEzOHqxz7cjiYc1wtCsiUJxZXyUDWV5WARcOJ3EuPJH4C5ZSLW4+Wpp0DqBms2r41/HAxlYKvgohhLA+CWXlQFVV4t97D2NqKiFz5qDRagttc+M+smraaqUec/P8uWSnprDSbxAPdqhD+9Ai+ky7CKvGQI3mMPy7uz6Q5ecZuHg0mXPhicScSUdVwcvfmXaDQqndwgcPXycpYSGEEKLMyUb/cpC1ejXZG/7A56WX0DZtUmibHdE72BC1gbFhY62yjyxi1zYi9+7iXFBnVK8Q3ujboPCGBh2seNyyWerBH8Cu8PIcdwOT0czBDZc4svEKJqMZN29HWvapSd3WvlQLuMWJBkIIIYSVyUb/O6wgJpaEyR+gbdWKav8bXWgbg8nAzEMzqeVeyyr7yKIjTrBlwZdQozYbbRoxf3ATXB2L2Ii+/jVIOAEjV4BnSKnHrqhSY3PYsjCClOgc6rbxpfm9QVQPcZUVMSGEEOVGbl/eQarJRNyECaAo+H/8MYpN4fu5VpxdweWsy8ztMRdbTen+ieLOnmbVtPdx9PRmjkNnBoQF0rORb+GNDy+GI4uh83iod1+pxq2ozCYzRzZf4cCaKBycbOk7pimhYT7lPS0hhBBCQtmdlDp/AbpDh/D/5GPsAwMKbZOZn8mXR7+kfY32dA7oXKrxEi+e59ePJuHs6cnGkKHYZitMGtCo8Mbxxy0b+2t1he5vlWrciio9IZeti06TGJVF7RY+dB1ZH63r3b1fTgghROUhoewO0Z04SfKcObj164vbgAFFtvvm+DfIlG29AAAgAElEQVRkF2QzvvX4Ut1KS74cxS9TJuLo4oLbkBc48Ec004c3o5qLQyGTy4AVj4HWC4Z9C5q7q8RDTrqeiD/jObzxMrZ2Gno93Yi6rX3lVqUQQogKRULZHWDKyCBu/Hhsvb3xmzSpyDBwOesyy84sY2jdodT3usU5lDeRGhvNzx++g62dHQPemMzgHyJpFujOsJaB/22sqvDbc5AZA0+uB5e741aescBE1LEUzuyLJ/p0GqoKtZp703VkfZzdCwmmQgghRDmTpy/LmDk/n+jnx2KIiyP4+++wcS+6ev6nhz7FTmPH2BZjb3u8jIR4fvngbRRFYfjEKfwQkUdClp45I1sUfrblvjkQuQ7umwrB7W573IpAVVWSLmVzel8858ITKdAZcfFyoFXfEBp08MPdx6m8pyiEEEIUSZ6+LEOqyUTca6+jO3SIgE9n4dS66NIWBxMOsvXKVsaGjcVb631b42WnprDig7cwGgw8OGkq+c7efLNrB/c3q0HrkELOy4w/Dlvehwb3Q/tnb2vMisBoMHEuPIkTO2JIvpKNrZ2G0JY+NOhQg8B6nig3O2hdCCGEqCDk9mUZUVWVxKnTyN60Cd8338Ctb98i25pVM9MPTsfXyZfHGz9+W+MZDQZWz/oIfU4OIyZNxSc4hJeWH8GsUnhNMoMOfh0NTtVg4GxLXbJKJjtNz8ldsUTsiUOfY8CzhjNdH65H3bZ+OGjlR1sIIUTlIr+5ykjad9+R/uOPeD31FF5PPHHTtusuriMiNYKP7vkIre1/q/sXx/bvvyHh/FkGvvIWvqF1OHwlnd+OxjG2ex0CPQu5bbf5XUiJhMdWgVMhq2gVWMLFTI5uvsLFYymgqoQ086ZZ90AC6nvK5n0hhBCVloSyMpC5Zi1J02fg1q8f1V8bf9O2OqOOzw5/RuNqjekf2v+2xju+dSPHt/5B20HDqduuI6qqMnlNBNVdHXi2W+3/XnBuMxyYB+2fg9r33taY5SHufAbha6OIOZOOg7MtYT2DaNIlADfv2wuyQgghREUioczKcvftI+6tt3Bq25Ya06aiaG5+ePXiiMUk5SXxSZdPbuvA8fjzkWz77iuCm4bR6aHHAFh9LI6j0RnMeKA5zg7/+ifOSbY8bVm9MfSYVOLxykPs2XTC10URG5mB1tWOjsPq0KRLAHYOd1fpDiGEEFWbPH1pRfkXLxLzwjgcQkIInDMbjf3NC5NmFWSx8NRCugV2o5VvqxKPl5eZwepZU3H29KL/uNfQaGzQFZiYtuEMTQPcGdriXwVqVRVWvwD6THj8twp/rmVMZDrha6OIO5eBk5s9nYbXoXGXAOzsJYwJIYS4+8jTl1aU9v33qCYTQfPnYePmdsv2SyKWkF2QzXNhz5V4LLPJxNrPP0GflcVDkz/Byc1SamPerovEZ+r54uFCSmAc+h7ObrCUv/BtXOIx75T48xnsX3OR2MgMnN3tuefBujS+xx9bCWNCCCHuYnL70krMeXlkrd+A2333Yefnd8v2mfmZ/BDxAz2Ce9CwWsMSj7d72SKiTx2nz3Mv4xtqWWmMy9Dx9c4L9G9Wgzb/LoGRfBb+eAtCu0O7MSUe705IupzF/tVRXDmVitbtahjr7I+tnYQxIYQQdz8JZVaSvXkz5txc3IcOKVb7xRGLyTHk8GzzktcHi9y3m4NrVtK8d38ad+0BgMms8vJPR1EUeKPPv0pg5KbAL0+BnRYGfwW32Od2p6XG5nBgTRQXjybj4GxLhyG1adotUPaMCSGEqFIklFlJxspV2AUF4dSmzS3bZuZn8uPpH+lVs1eJj1OKjjjBhrmz8K/XkO5PjL72+hdbz7E/Ko2ZDzQnyOuGEhhpF+HHYZAVBw8tAbcaJRqvLKUn5BK+Nopzh5Kwd7Ch7YBaNL83CHupMSaEEKIKkt9+VlAQE0Pe/v14j3uhWHWyFp1aRK4hlzHNS3YbMTHqAr99Mhn36n4Mfn0iNrZ2AOy9kMIX284xtGUAw1rdcL5l3BFY8gCYjfD46gpzjFJGUh4H113i7IEEbOxtaHlfTVr0CsbR2a68pyaEEEKUGwllVpC56jdQFDwGD75l23R9OktOL+G+kPuo51mv2GOkx8fy60fv4uDswvC3P0DranmQICUnn5eWH6WWtzMfDGpy/YLzW+Cnxy0V+x/9FXyKP1ZZyUrRcXD9Jc78lYCNjULznsG07B2M1vXmT6kKIYQQVYGEslJSzWYyV63CuUN77Pz9b9l+0alF6Iy6Eu0ly05L4ZcpE0FVGf72B7hWs5yNaTarvLriGBk6A4tGtb1ek+zYcvj9efBpCI/8XO63LPW5Bg6sieLU7lgURaFp1wBa9qmJs7tDuc5LCCGEqEgklJVS3oEDGOLi8Hn55Vu2TdOnsfTMUvqE9KG2RyGV9guhy8nm1ynvosvOZsSkqXj5X789OX/3RXaeTeaDwU1oWMPNUofsz89gy3tQqwuM+BEc3W/3o5WaqqpE/pXA3pXn0ecYaNQ5gNZ9a+LiWbHrowkhhBDlQYrHllLGypVoXFxw7dXzlm0XnlyI3qgv9l4yg17PqmnvkZEQx9A3J18rfQFw+Eo60zdG0reJH4+2C7YEsm0fwO6Z0GQ4DP4SbMtvJSo1NoedyyKJP5+JX6gbA8aF4RPkWm7zEUIIISo6KR5bCqacHLI3bcZ94EA0jjdf/UnVpbI8cjn9QvsR6hF6y77NZhOrP51KwvlzDHjlDYKbNLv2XmaegReWHsHP3ZFpw5pZHi7Y8bElkLV8Au7/rNzKXhTojRxYG8XxbTE4aG3p/lgDGnaogfLvQrZCCCGE+Ae5fVkKWRs2oOr1eBSjNtn3J78n35TPmGbFWyU7H/4Xl44eoseoZ6nbtuM/3pu8NoLELD0/j+mAu9YOds+CHR9B2CPlFshMRjNn9sUTvjaK3KwCGt3jT4dBtXF0kScqhRBCiOKQUFYKmStXYR8aimPz5jdtF5kWyfLI5fSv1Z8Q95Bi9X1s0zpcvX1o1qvPP15Pyy1g9bFYHm1fkxbBnrB3Dmx9H5o+AANn3/FAZjKZifwrgYPrLpGdpse3lht9/q8pfqHlt5dNCCGEqIwklN2m/ItR6I4cofr4V29amyynIIdXd76Km70br7R+pVh9p8ZEc+Xkce556HE0mn9WtV95OAaDSeXhtsGwfx5sehsaDYbBX4PmzlXAN5vMRO5P5OD6KLJS9FSv6UrXkfUJbuxVrFptQgghhPgnCWW3KXPVKrCxwW3gwCLbqKrKe/veIzo7mm97f4u31rtYfR/bvB4bW1ua3tv7P/2tOBhNWJAH9WN+hg2vQf3+MGwB2JT9P6XZZCYlJofYsxmc2hVLZrIOn2BX+j9Xj5pNq0kYE0IIIUpBQtltUE0mMn//HZd77sGuevUi2y2PXM7GSxt5seWLtPZrXay+C/Q6Tu3cSr329+Dk7vGP945GZ3A2MYdlbaNg7dtQ9z544HuwKZt9WyajmeQr2cSeTSfuXCbxFzIw6E0A+AS70ndMU2o195YwJoQQQliBhLLbkPvnnxiTknB/++0i25xMOckn4Z/QJbALo5qMKnbfp3fvoECXR9h9/f/z3k/h0TS1j6d9xAeWOmQP/lAmZS9Us8qp3bH89ftF8vOMAHjWcKZeWz8C6npQo44HLp5S+FUIIYSwJgllJaQ7eYqUL7/Cxt0dl+7dCm2TmZ/JqztexUfrw5ROU9Aoxdt8r6oqxzatwycklBp1G/zjvdx8I38cu8I6p69RNM4wdAHYWb8Ia0pMNjuWRJIYlUVAfU+adgvAv46HHIUkhBBClDEJZcVgzs0lc906Mn5agf7UKRRHR3wnvI7G/r9BRVVV3tnzDkm6JBb1WYSHo0chPRYuNjKC5CuX6PXMfw82X3c8nmfMPxGgPwcPLQVX31J/rhsV6I2Er43i2LYYHJ1t6flUI+q19ZVbk0IIIcQdIhX9b0J/5gzpy5aTtWYN5rw8HOrWxfedd3AfOAAbN7dCr1l4aiE7YnbwRts3aObTrNA2RTm2aT0OTs407NT1P+8d37uBybZrUFs8htLgv7c2SyPqWDK7lp8lJz3fUl9sSG0cnaW+mBBCCHEnSUX/IugjI4kaNhzF1ha3vn3xGPEg2rCwm64cbbm8hc8Pf06vmr0Y2WBkicbLzUjn7F9/Eta7H3b/Oh3gYnQsY9I+JkcbgFufqbf1eQoTfz6D8HVRRJ9Ox8vfmaFPN6ZGneKv7AkhhBDCeuT2ZRFy9/wJJhO1N23ELiDgpm0NJgOzDs3ix9M/0rhaY97v+H6Jb/ud2LYJs8lI8979/vNezm+v0phUsoeuBYfSnx8Zdz6D8LVRxJxJR+tqR6fhdWjaPRAbm/I5mkkIIYQQEsqKlHf4MPY1a94ykMVkx/Daztc4mXqSRxo+wiutXsHepmSb4s0mE8e3/EFw0zC8/AP/8Z7hxCqapW5gnddj9K93T4k/x43izmVwYG0UsZHpaN3s6TS8Do27BGBnf+eKzgohhBCicBLKCqGqKrrDh3Hp1u2m7bZc3sK7f74LwKfdPqVnzZ63Nd6FwwfITk2m+1PP/PONrHjUNS9y1ByKc683b6tvgIykPHYtP0t0RJqEMSGEEKKCklBWiIKoS5jS03Fq1bLw900FzDw4k6VnltKkWhOmd51OoGtgoW2L49im9bhU86Z2y7bXXzSb4ffnUA16PnJ4mWUN/Evcr9lk5uiWaA6sjcLGRpEwJoQQQlRgEsoKoTt8CABty1b/ec9kNvHslmc5kHCAxxo9xsstX8auFBX10+JiuXz8CJ0efBSNzQ1haf/XcGEbHxqeol2HdthoSrZHLflKNtsWnyYlOodazb3p+nB9nD2k4KsQQghRUUkoK0TeocPYeHpiXyvkP+99f+p7DiQc4L0O7zGs3rBSj3V4w2o0NrY07XHf9RcTTsCWSVz06sziuJ7sahVU7P4MBSbC10ZxdEs0Whc7+vxfE2q3KPooKCGEEEJUDBLKCpF3+BDaVi3/8wTlmbQzzD06l141ezG07tBSj5OZlMCJrRtp0q0nzh6elhcNOvh1NKrWk3F5T9OpjjfB1ZyK1V/MmTS2L4kkK1lHo0416DC0jtQbE0IIISoJCWX/YkxJwXD5Cp4PjvjH6/mmfN7c/SYeDh682/5dq1S63/vzUjQaDe2HP3T9xU3vQPIZ5gXP4ORZe77sX/OW/ehzDexdeZ7Tf8bj7qNl0MstCKzvWer5CSGEEOLOkVD2L3mHDwP8Z5P/nCNzOJ9xni97fFmio5OKkhJ9mYjd22l9/xBcvbwtL0ZugPAFbPUYztSz/rzcsx59m/gV2Yeqqlw8YqnGr8sx0PK+YNr0r4WtbOQXQgghKh0JZf+iO3QYxcEBx0aNrr0WnhDOolOLeKDeA3QO7GyVcf78aTH2jlraDhpueSE7AfX354m2r82zCQN4q18DnulSu8jrc9Lz2bU8kqhjKfgEu3L/2Ob4BJe+sKwQQgghyoeEsn/JO3wYbbNmKFcPG88pyGHinxMJdA1kfOvxVhkj/lwk58P/ouODj6B1dQOzGdPKMRh1OTylf4OJg8J4rENIkdefPZDAzqWRmEwqHYbWJqxHEBqpxi+EEEJUahLKbmDOy0MfEUG1/42+9ton4Z8QnxvPoj6LcLIr3ob7W9mzfBFaN3da9RsEgH7PHByjtjPJMIpnh/djeKuia56dC09k8/cR1Kjtzr2PN8SjunXmJIQQQojyJcsrN9AdPw4mE04tLfvJtl3Zxqrzq3i6ydOEVQ+zyhiXjx/lysnjtB/yIPZaJ7IuHcZm2/tsNrem/YPjbxrILp1IYcvVQDZgXJgEMiGEEOIuUq6hTFGUAYqizMvMzCzPaVyTd/gwKArasDCS85J5f9/7NPBqwLPNn7VK/6qqsmf5Ily9fWjWqx+qyUD60v+RrrpgP2QO9zcv+pzNuHMZ/DHvJF4BzvR/vrlU5RdCCCHuMuUaylRVXaOq6jPu7u7lOY1rdIcO41CvHvlaW8ZuG4vOqGPqPVNLVbH/RucP7CPhwjk6Dh+JrZ0dkWs+pWbBeY43eYOuLRoWeV3ylWzWzT2Gq5cjA14Iw0Erd52FEEKIu43cvrxKNRrRHTmCtmUL3trzFmfSzjC9y3TqeNaxSv9ms4k9Py3Gyz+QRl3uRZd6haCjszho25KuQ54p8rr0hFzWzD6KvdaWgS+G4eRmb5X5CCGEEKJikVB2Vf7Zs5jz8tjumcjWK1t5rfVrdA3qarX+I3ZtJy02mk4PPYbGxoZLS17CVjXiMHAWdraF34rMTtOz+vOjAAx8MQxXL0erzUcIIYQQFYuEsqvyDh8BYB67eKj+QzzS8BGr9Z2VksSfPy3GN7Quddt2JPrAahqmbWW77+M0bdai0GsSojJZ/flRCnRGBrwQhqefs9XmI4QQQoiKRzYnXRX950ay3KBho85MaDvBKscoAaQnxPHzB29j0Ovp9b/nwaDDbuPrROFP20fe/0/7zOQ8/vrtIucPJaF1s6e/FIUVQgghqgQJZcD59PPkHjxIbG03pneZjq3GOv+zpMZc4ecP38FkNPLAxCn4htYhYsnrNDLFs73dt3R3vx629DkGwtdHcXJnLBobhdb9Q2jRKxh7R/knEkIIIaqCKv8bP0WXwsRfx/Butor/fU/hYu9ilX4Toy7w65SJaGxsGDFpKt5BNcm8coq6575lh2MPut43DACjwcTxbTEc+uMyBr2Rhh1r0HZAKM4eDlaZhxBCCCEqhyofyibtnUT1cykA+HXsbpU+486eZuXU97B3cuKBiVPw9PMHVSXlp+fxVh3wf3AGGo1Cdpqe9V8dJyU6h5pNqtFhaG2q+VsnFAohhBCicqnSoWx//H52xeziC11jNC4XcKhT+vIX0aeOs+rjyTh7ePLAxCm4+VQH4NL276ide4T1IRPoFxp6tRjsCUwGM/2ebUqt5j6lHlsIIYQQlVeVDWVm1czMgzOp4VyDoKhc7Fu0QLEpXZX8C4f2s/bTj3H39WP4Ox/i4ukFgCn+BF67J3FCqUfXh8dzancsu5afxc1bS79nm8qTlUIIIYSouqFs3cV1nE47zcdhEzGcm4RH//6l6u/oxnVs+/4bqteqzdA338PJ7eopBbGHMC0cTK7ZjqQen5G2MoqTu2IJbuxF76cb4+BkndMChBBCCFG5VclQpjfq+eLIFzT0asg9aT7EAtqrh5CXlGo2s2vpQg6uWUloq7bcP+517ByvFnm9vBd1yQMkG5z50G0qvcMdiTsXS4vewbQfXBuNxjplN4QQQghR+VXJULbk9BISchOY0uEDcuasBjs7tE2blrgfY0EBG+bO4uxfe2jeuz/3PvUMGs3VW6AXtsGykWTY+/JM2psMzqtOoi6bXqMaUa+tn5U/kRBCCCEquyoXytL16Sw4sYCB9m2o/vocMg8dwuOB4Wi02hL1o8vO4rfpHxIXGUGXR0fR+v4h1wvORm6AFY9j9KzL65ffpE+uMw5eNvR5vjnVa7qVwacSQgghRGVX5ULZ10e+ouvebB7dfZh8e3tqTJ2K++BBJeojIyGeldPeIysliftfmkD9Dp2vv3nyV1j5DPnebZiX+CZh2Sa863sw6JmmODrL/jEhhBBCFK5KhbKoU/toMPFHGsSouHS9B7/J72Pn61uiPkxGIyunTUKXnc0D70whoEGj62+e3QS/jibJaxDrop9GTS8gpY4Tz73UwmrHNgkhhBDi7lRlQlna0qXkTJ1CkEbF9f23CHjw0dsKSqd2bCE9Po7Br7/7z0BWkIe69lVOKo+z58xgCmxN/OpmYOnTzSWQCSGEEOKWNOU9gTtBd+wYiZM/4GSgyrHPRhE44rHbCkqGgnz2/bIU/3oNCW3Z5p9v7vmU/bH3sCtuEJ613JjnmEvvLsEEejpZ6VMIIYQQ4m5WJUJZytffoNPa8MPI6jx8z/O33c/RjevISU/jnocf/2eoS7tIxKbjHMp9gEadarDF24RGa8vz3Ut/QoAQQgghqoa7PpTpIyPJ2b6dNa1Unm43Fie721u5ys/L48BvPxPSvCVBjf5ZPiN66Rx2ZIwmqJ4z2g7V2XImmWe71cbT2d4aH0EIIYQQVcBdH8pSvv6GfAcNx7r6M6hOyZ6yvNHBtavQ52Rzz0OP/+P11D//4I9T3fHyMHDfmJZ8vOkMfm6OPNWxVmmnLoQQQogqpExCmaIogxVFma8oyu+KovQuizGKIz8qiqw//uCPFiqPtX8OO83tlaTIy8rk0LrfqNeuE76h129J5qZksnZZLnY2RvqP78LWCykcuZLBy73qorUv3TmaQgghhKhaih3KFEX5TlGUJEVRTv7r9T6KokQqinJeUZQ3AFRV/U1V1f8BTwIjrDrjEkidPx+jDRzsHsD9te+/7X4O/LYCY34+HUc8eu21Ar2RtTN2kW9ypP+jXti4OfLh2gga+LkyrGWgNaYvhBBCiCqkJCtlC4E+N76gKIoNMBfoCzQCHlYU5YY6Ebxz9f07zhAbS8bvv7OlOTzS8fZXybJSkjm6aT2Nu/WgWkAQAGaTmU1fhZOaoaV3s734tO/K7G3nicvU88HgJtja3PV3hYUQQghhZcVOD6qq7gLS/vVyW+C8qqoXVVUtAJYDgxSLj4ENqqoeLqw/RVGeURTloKIoB5OTk293/kVK+fY7zKqZA/f6l2qV7K9fl4Gq0mH4w4AlkO1YGsnlSB1dPBcSMvI5ziflsGD3RYa1DKRNiJe1PoIQQgghqpDSLukEANE3fB9z9bUXgJ7AcEVRxhR2oaqq81RVba2qamsfH59STuOfjMnJpP+8gp1NFEZ0ef62V8nS4mI5uWMLzXv1w827OvocA6u/OMbpP+Np7byCJv1bo7r5897qUzja2fBmvwZW/RxCCCGEqDpKW9G/sAqsqqqqXwBflLLv25b6/UJUo5F9Pfz5vhSrZH+u+BFbO3vaDXmQ1Ngc1n91nJyMfO71X05DryPQ/gvWnYhnz/kUJg9qjLeLgxU/hRBCCCGqktKGshgg6IbvA4G4UvZZKqaMDFKWLWFfA4Vh94697VWyk9s3c3bfbtoPHUH8xQK2LDyGvaMNQ+5PxO+vn6DnUnJMGj5YG0FjfzceaVfTyp9ECCGEEFVJaUNZOFBXUZRaQCzwEDCyuBcrijIAGFCnjvUq36cuXoxGl8+fPWsw7zZWyUxGIzsXf8uRP9YQ3KQ5GrvW/PHNSXxrudH36Xo4Lx4DAa2gfj9mbzhDYlY+Xz3aChuNnG8phBBCiNtXkpIYy4B9QH1FUWIURXlaVVUjMBbYCJwGVqiqeqq4faqqukZV1Wfc3d1LOu9CmXJySf5hIeF1FQb2fqHEq2R5WZn8OmUiR/5YQ4u+g3DyGs7hTfE0aO/H4Fda4HxhOWRGw73vcDYph2/3RDGidRAtgz2tMn8hhBBCVF3FXilTVfXhIl5fD6y32oxKIWPVSjTZeex5xI+5JVwlS4y6wOqZU8jNSKf3mJeIOl6N6DPp3PNAXZrdG4hi0MHuGVCzE2qtbry7YD/ODra83qd+GX0aIYQQQlQlpb19WaFEr/2FRB/o239ciVbJTv+5k01ff4GjqysPTpzG4c16os+k0uPxhjToUMPSKHw+5CTCAwtZfTyevy6mMWVIE6rJ5n4hhBBCWEG5VjlVFGWAoijzMjMzS93XldgIbI+f5WKTaiWqS3ZwzUrWfzEd39DaPPzhTI5uy+fyyVS6jax/PZDps2DPZ1C7B6agDkzfGEnTAHceahNc6nkLIYQQQkA5hzJr7SnLM+Tx/YJx2KjQ95GJxV4lS7x4nl1LF1K3XUeGvfUBe3+JI+pYCl0eqkfjzgHXG/71FejS4N532HU2mZh0HWO61pbN/UIIIYSwmkp/HpCqqry37z38j8Vh9nClZoeexbrOWFDAhrmzcHb3oOfoF9j+43kuHE6m0/A6NO12w9mVef/f3p2HV1Xd+x9/fzOTBMIQEyAMCRCGIDIaEASCAnUo9ToV0Vrqdai9tmpb29rhee6vt1fb/n69dWh7q1at2CoKiq2zIiACMgVBZpJAIIwBAmQAEpKc9fvjbDBgEpKScM7hfF7Pk+ecvc7ae6+1c7L5stbaax2CpX+E/l+FtGG8tHwHyYmxTMpKbaUaiYiISDgK+aDsxY0v8mHBu4zaHkOHKyZhkZFN2u/T2S9RsquISffcz9I5O8lfWcxl1/dmyMQzuiQ/fRKqymHCz9l95DjzN+9n6qXdiIkK+UsnIiIiQSSkI4vle5fz+1W/57bq4UQdqyJxQk6T9tu9ZRO5b73BoCu/wr7t7dm8bB/ZUzIY9pUzJoCt2A/Ln4ZBN0FqFq+sKMKBxpKJiIhIiwvZgf57Kvbw0MKHyGiXwbSDfbCYGBJHjz7rftVVlXzw58dom5zMgHE3s3puEVljuzLimvQvZ170e6ipgpyfUl3r45WVO5nQL4XuHeObXV4RERGRxoTkQP/KmkoeXPAgtb5aHp/wOJULFxM/aiQRCQln3XfRzBkc3ruHSXffz5LZO0hsH8uYG/pgdsag/bI9kPscDLkVOvXmo43FHCiv4raRaiUTERGRlheS3ZePLn+UTYc28euxv6bLwVqqi4poO2HCWfcrWr+W1e+9xdCrp3Bwd3tKdh9l/LR+xLSpZ7q25U+DrwbG/QiAl5YX0TUpjpx+KS1dHREREZHQC8p2lu3kHwX/YHrWdMZ3H0/FggUAJObkNLrfiePH+OCpx+nQpSuDrriZle8W0mdECumXJNeT+SisegEGTIEOPSk8eJTFBQeZlt1D02CIiIhIqwi5oOyVLa8QaZF8c+A3ASifv4DYrAFEd+nS6H4f/+05yg8e5Cv3PsiiWYVEx0Qy9ut968/8+UyoPAKj7gNg5ooiIiOMqZd2b9G6iIiIiJwUUkHZsepjvFHwBhN7TiQlPoWaw4c5vmYNbXMa77rMX7mUdfM+YMSU6zm8P4m9BaWMuSmT+KGLrN8AABi6SURBVHYxX87s8/kni+06DLpnU1ldy+zcnUzOSiWlXVwr1UxERETCXUg9fflO4TuUnyhnWn//2ugVCxeCz0diI+PJyg4e4MM/P0Fqrz4MnnwzS+cU0K1/B/pf1rn+HQrmQkkBXHYfmPHe+r0cPlbNbSN71p9fREREpAWEzNOXzjle3vQy/Tv2Z2jKUAAq5i8gKiWFuIFZ9e7jq63l3T/8P2pra7nm/h+x5LVt1NY6cm7r9+WnLU9a+idolwZZ1wHw0rIiMpITGN27079WSREREZEmCJnuy9ziXAqOFHBr/1sxM3wnTnB08WISc3KwiPqrsfT1V9i9eSOT7voPDu+NpvDzg2RPySDpogbmGSveAIULIftuiIxm874ycncc5tbsHkRogL+IiIi0opAJymZunklSbBJXZ1wNwLEVK/EdO9bgLP47N65j+ZxXGTj+SjpnZrPwlTySuycy5MpGBusv+1+Ijodh0wF4eXkRMVER3Di8W8P7iIiIiLSAkAjK9h3dx/yi+dyQeQNxUf7B9hXz52NxcSRcdtmX8h8rK+XdP/yO9p27MGjibcz53WfgHBPvyCIisoEqVxyAtbNh8DSI78jRqhrmfLabawd1oWNCPQ8EiIiIiLSgkAjKZm2ZhcMxtd9UwD++rPzjBSSMHk1E3OlPRDrn+OCpJzheVsqIr32bd/60iejYSG54aDiduiY2fJLc56C2CkZ9B4A5n+2ioqqGb4zSDP4iIiLS+oI+KKuqreK1vNcY3208aYlp/rS8PGr27K2363L1+2+xbdUKBoy7mSWvl9K2Uxw3/mg47VMbWa+yuhJWPguZkyE5E5/P8fyS7QzulsSwHh1aqWYiIiIiXwj6KTHeL3yfw1WHuXXArafSKubPByBx/PjT8u7fvo1P/v48F6VfQv7qzqSmt+P6Hw4joX1s4wVZ/zocPQCj/gOA+Zv3U3jwKP9+eUbDT2mKiIiItKCgnhLDOcfLm1+mV1IvRnYeeSqtbO5c4i65hOiU09ehXPzKi1hkLGWHx5AxKJkpDwwhLiH6bIXwD/BPyYJeOQA8t7iQLklxXDOo8VUCRERERFpKUHdfrj24lo0lG5nWf9qpFqvy996jauMm2t9442l5DxRtp3B1LthgBozO4Kp7BxEdE3n2k2ydB8Xr/WPJzNiwp5Sl20qYPjqd6IYeChARERFpYVGBLkBjZm6eSUJ0AlN6TwHAd/Qoxb/9v8RlZdH+ptODsk9englE02fkRK745gCsoXnFjh+G7Uv885EVfgIHNkNCCgz6OuBvJWsTHcm0SzXAX0RERM6foA3KDh4/yAfbP2Bqv6kkRCf40556mpriYtIefwyL/KIV7ODO3Wxf/Sltki5l4reGfjkgcw4W/Q9sfhv2fg7O55+PrOdoGHIrZP0bRMexv6yStz7fw63ZPUiKP0u3p4iIiEgLCtqgbE7+HGp8NdzS7xYAqrYVUvLCCyRdfz3xQ4eelvftP8wAjMnfvo3Y+oKp8r0w/1eQOgjG/wQyxkPacIg6ff6xvy3bQY3PcceYjNaqloiIiEi9gjIoq/XV8lrea4zsMpL0pHSccxQ/8ggRsbGk/PAHp+Vdv7CAkh0rSO2dTZ/hves/YEmB/3Xyr6B3/YuXV1bX8vdlO5g4IJX05ISWrI6IiIjIWQXlSPZFuxex9+jeU5PFVsybx9ElS7jo/u8RlZx8Kl9ZyXEWvPgqUMNV936z4QOWbPW/dmogaAPmfLabw8equfNytZKJiIjI+ReU85TN2jKLi9pcRE73HHyVlRQ/+mtiMzPpcOsXc5X5an18+OxqThxdTfrgbJJ7NDIwv6QAImOhXf1rWPoniy1kYNd2jMzo2CJ1ExEREWmOoJunbFf5LhbvXswNmTcQHRFNyV+epXrPHlJ/8Qss6ove1lXv72D3piXgKhl989TGT3Rom7+VLKL+6i7MP0DB/gruGqvJYkVERCQwgq778vX81zEzbup7Eyd27qTkL3+h3TXXkDAy+1SefdtKWfH2VvCtpvvAS+iS2a/xg5YUQMdeDX78/OJCUtrGcu2gri1VDREREZFmCaqgrLq2mjn5cxjXbRydEzpT/JvfQlQUKT/+0ak8zjnmv7iJ6Kh8aqrKyP7ajY0cEaitgUOF0KlPvR9v2VfOovyDTB+dTkxUUF0OERERCSNBFYV8VPQRhyoPMbXfVMref5+KefNI/s69RHfufCpP8fYyDu09iq86l4vSe9Fz8LDGD1q6E3zV9Q7yr6718ei7m4iLjuDWbE0WKyIiIoETVEHZrC2zSEtMY/jxVPb+7Oe0GTyYTtOnn5Ynb0Ux+LZx9HAx2dfddPYxYKeevDy9pcznc/z4tbUszDvAz6/NokNCTD07i4iIiJwfQROUbT2yldziXG7p9jX2fO8BrE0b0p58Aov5Iljy1frYtDgXV72Y9qld6DtyzNkPfMgLyjp+0VLmnOOXb23gjdW7eWhyX24f1bOlqyMiIiLSLEEzeezsvNlEWSTjZnxOVVERPf76PNGpqac+L9lVxAdPP0PF/jXEJbZn4t33ERHZhAXHSwogpi0kppxKeuyjfGYs3cHdYzO4b0L9Y81EREREzqegCMp8zsebBW/yg00ZVM3/hJSHf0JCtv9py4pDJXw6+yXWL/gIi4wmtt047nzse8QltmnawUu2Qqde4HVzPre4kCfn5TN1RHd+ds0ATYEhIiIiQSEogrKyE2X0z6ti+D+P0O6aq+k4fTq+2lo+nf0yq975B77aWgZPvpb81T3oNyqj6QEZ+FvKuo0AYHbuTn719kauvrgzj94wSAGZiIiIBI2gmNH/UOl+fvCmEdurN11+9SvMjPUL5rL8jVfpc+ko/v3xp+h+8XXUVsfSLzv17Ac+qabK//Rlx968v34fP3l9LWMzk3n8liFERiggExERkeARFDP6dzpcTRxRdP/jH4hI8C8Gvm7BhyT3SOea7z1EUkpn8lYUk9ghli692zf9BIe3g/NREted+19ZzZDu7Xn69uHERjVhLJqIiIjIeRQUT1/GVkPKrx8hJj0dgINF29lXkMfFOZMwM46Xn6Bo4yH6ZqdizWnh8qbDmLElkgiD/71tOPExQdFjKyIiInKaoAjKqjokkPKVa09tr//4IyIioxgwNgeAglX7cT5H3+zODRyhASUFAMzYEsWdl2fQOSmupYosIiIi0qKCIihLSks/9b62ppqNixbQe0Q28e38C5XnrdhHp7QEOqUlNu/Ah7ZSHtGOiPgOfHv8l2f0FxEREQkWQRGU1bVt1UqOl5UyaMJkAEoPHGfftrLmt5IBR3ZuIq8mle9dkUm7uOiWLqqIiIhIiwm6oGz9x3NJ7NiJnoOHAv5WMoDMS5vx1CX+ZZRqDhSwPzqN20ZpXUsREREJbkEVlFUcKqFw9SoGjr+SiIhInHPkrSima2Z72nZs3niwt1flk+xKSO97iZ62FBERkaAXVEHZhk/m45yPgTkTAThQVM6R4mP0bc7cZEBldS2vz10EQL+soS1eThEREZGWFjRBmXOODR/PpVvWxXTo3BWAvBXFREQZvYelnGXv0/192Q4SKrYDEJGstS1FREQk+AVNULZ78wYO793DxTmTAP+YsPzcYnoO7ERcQtMH6Zcer+aPCwqYcFG5P6Fjr9YoroiIiEiLCpqgbP2Cj4hp04a+I8fgnGPVe9s5Vnqi2U9d/vnjrZQer2ZSajm07QKxzZxGQ0RERCQAgmJ6e+fzsWXZIgZcnkNEZAzzXtjEluX7yByRQq8hyU0+zt7S4/x1SSHXD0mjfcVO6KSuSxEREQkNQdFSVnm0gpqqKvpcmsM/HlvNluX7yJ6SwaQ7BxIR2bQiVtf6+P6ra3DADyb39c/mr65LERERCRFB0VJ2vLyMpNRufDKrlKqKGr5y98X0Gd70wf3OOf7zzQ0s23aIx6YOpltcFRwrUUuZiIiIhIyAtpSZ2RQze6a6spLKY33AB9c/NKxZARnAi0t38PLyIr6T05vrh3aDkm3+DzppaSUREREJDQENypxzbznn7gFI7jGcmx6+lJSe7Zp1jEX5B/ivtzcyKSuVH03u5088tNX/qpYyERERCRFB0X0ZGdWGGx8eR3RM82be33aggvte+ozMlEQemzqEiAjzf1BSABYBHdJbvrAiIiIirSAoBvon90hrdkBWeqyau2bkEh0ZwV++OYLE2DrxZUkBJHWHqNgWLqmIiIhI6wiKlrLmqqn18d2Zn7Hz8DFevnsU3TvGn56hZKvGk4mIiEhICYqWsuZ69N3NLMo/yCPXD+LS9I6nf+icF5RpPJmIiIiEjpALyvKLy/nrp4XcPqonXx/R/csZjh6AE+XQUS1lIiIiEjpCLih7cn4B8dGRfH9S3/ozlBT4X9VSJiIiIiEkpIKyvOJy3l67h+mj0+mYEFN/ppKT02FoNn8REREJHSEVlD0xL5/46EjuHttIwFVSABHRkNTj/BVMRERE5ByFTFC2ZV85767by7fGpNOhoVYy8E8c2yEdIkPywVIREREJUyETlD0xL4+EmKjGW8lAT16KiIhISAqJoGzT3jLeXbePO8ak0z6+kVYynw8ObdMcZSIiIhJyQiIoe3JePm1jo7jr8rO0kpXthppKBWUiIiIScoI+KNu4p4z31u/jjsszSIqPbjzzyYXINUeZiIiIhJjgHA1fVQGr/wYb3iB+/xHejquh/9a2UGiN73fskP9VY8pEREQkxARXUFZeDMufgtznoLKU48mD2HasDenJCUS1TTj7/gkXQeZkaNe19csqIiIi0oKCIyirqYR/fhfWvgq11TDgqzD6Ae5fYCw7WMLie66ANmfpuhQREREJYcERlO3fBOsOwNDb4bL7KE/owV+XbGfuxjy+P7EvSQrIRERE5AIXHEFZ2y7w/TWURSbxwpLtPLd4AaXHq5k4IJU7x2YEunQiIiIirS4ogrLahFQeX3qI5xevoqyyhokDUnngykwGdUsKdNFEREREzougCMo27yvn8Y/ymZTlD8YuTlMwJiIiIuGlxYMyM+sF/BxIcs7d1JR9EmOjeOf+yxnYVcGYiIiIhKcmTR5rZs+b2X4zW39G+lVmtsXMCszsYQDn3Dbn3J3NKUTPTvEKyERERCSsNXVG/xeAq+ommFkk8CfgaiALmGZmWS1aOhEREZEw0aSgzDn3CXDojORsoMBrGTsBvAJc18LlExEREQkL57L2ZRqws872LiDNzDqZ2VPAUDP7aUM7m9k9ZpZrZrkHDhw4h2KIiIiIhL5zGehf30KUzjlXAtx7tp2dc88AzwCMGDHCnUM5RERERELeubSU7QK619nuBuw5t+KIiIiIhKdzCcpWAplmlmFmMcAtwJvNOYCZTTGzZ0pLS8+hGCIiIiKhr6lTYswElgL9zGyXmd3pnKsBvgt8AGwCZjnnNjTn5M65t5xz9yQlaToMERERCW9NGlPmnJvWQPq7wLstWiIRERGRMHQu3ZciIiIi0kIUlImIiIgEgYAGZRroLyIiIuIX0KBMA/1FRERE/NR9KSIiIhIEzLnAT6ZvZuXAlkCXI4CSgYOBLkQAqf7hXX/QNVD9VX/VP7T0dM5d1NIHPZdlllrSFufciEAXIlDMLFf1V/0DXY5ACvdroPqr/qp/+Na/LnVfioiIiAQBBWUiIiIiQSBYgrJnAl2AAFP9w1u41x90DVT/8Kb6CxAkA/1FREREwl2wtJSJiIiIhLWAB2VmdpWZbTGzAjN7ONDlaW1m9ryZ7Tez9XXSOprZXDPL9147BLKMrcnMupvZAjPbZGYbzOwBLz0sroGZxZnZCjP73Kv/L730DDNb7tX/VTOLCXRZW5OZRZrZajN729sOm/qb2XYzW2dma8ws10sLi+8/gJm1N7PXzGyzdx+4LMzq38/73Z/8KTOzB8PsGnzfu/+tN7OZ3n0xbO4BjQn0MkuRwJ+Aq4EsYJqZZQWyTOfBC8BVZ6Q9DMxzzmUC87ztC1UN8EPn3ABgFHCf9zsPl2tQBVzhnBsMDAGuMrNRwG+Bx7z6HwbuDGAZz4cHgE11tsOt/hOcc0PqTAMQLt9/gCeA951z/YHB+L8HYVN/59wW73c/BBgOHAPeIEyugZmlAfcDI5xzFwORwC2E3z2gXoFuKcsGCpxz25xzJ4BXgOsCXKZW5Zz7BDh0RvJ1wAzv/Qzg385roc4j59xe59xn3vty/DfkNMLkGji/Cm8z2vtxwBXAa176BVt/ADPrBlwLPOttG2FU/waExfffzNoB44DnAJxzJ5xzRwiT+tfjSmCrc24H4XUNooA2ZhYFxAN70T0ACHxQlgbsrLO9y0sLN6nOub3gD1qAlACX57wws3RgKLCcMLoGXtfdGmA/MBfYChxxztV4WS70v4PHgR8DPm+7E+FVfwd8aGarzOweLy1cvv+9gAPAX73u62fNLIHwqf+ZbgFmeu/D4ho453YDvwOK8AdjpcAqwuse0KBAB2VWT5oeBw0DZpYIvA486JwrC3R5zifnXK3XddENf2vxgPqynd9SnR9m9lVgv3NuVd3kerJekPX3jHHODcM/bOM+MxsX6AKdR1HAMODPzrmhwFEu0G66s/HGTH0NmB3ospxP3li564AMoCuQgP9v4UwX8j2gQYEOynYB3etsdwP2BKgsgVRsZl0AvNf9AS5PqzKzaPwB2UvOuTleclhdAwCv2+Zj/GPr2ntN+XBh/x2MAb5mZtvxD1e4An/LWbjUH+fcHu91P/6xRNmEz/d/F7DLObfc234Nf5AWLvWv62rgM+dcsbcdLtdgIlDonDvgnKsG5gCjCaN7QGMCHZStBDK9py5i8DflvhngMgXCm8B07/104J8BLEur8sYPPQdscs79vs5HYXENzOwiM2vvvW+D/wa1CVgA3ORlu2Dr75z7qXOum3MuHf/f+3zn3G2ESf3NLMHM2p58D0wG1hMm33/n3D5gp5n185KuBDYSJvU/wzS+6LqE8LkGRcAoM4v3/j04+R0Ii3vA2QR88lgzuwb//5Qjgeedc48EtECtzMxmAjlAMlAM/CfwD2AW0AP/F/Zm59yZDwNcEMzscmARsI4vxhT9DP+4sgv+GpjZJfgHsUbi/0/RLOfcf5lZL/wtRx2B1cA3nHNVgStp6zOzHOAh59xXw6X+Xj3f8DajgJedc4+YWSfC4PsPYGZD8D/kEQNsA+7A+1sgDOoPYGbx+MdT93LOlXpp4fQd+CUwFf/T+KuBu/CPIbvg7wFnE/CgTEREREQC330pIiIiIigoExEREQkKCspEREREgoCCMhEREZEgoKBMREREJAgoKBMREREJAgrKRKTFeWsaZp2H8/yszvt0M1vfCufIMbO3m7nPx2Y2op70b5nZH1uudCJyIVFQJiItzjl3l3Nu43k41c/OnuV0dZZyEREJKgrKROSceEsHvWNmn5vZejObWrelyMwqzOwR7/NlZpbqpaea2Rte+udmNtpL/4aZrTCzNWb2tJlFNnDe3wBtvHwvecmRZvYXM9tgZh96S1mdbLl61MwWAg94y129bmYrvZ8xXr7x3vHWmNnqk0siAYlm9pqZbTazl7zlYTCzK71868zseTOLraecd5hZnnfuMS124UXkgqOgTETO1VXAHufcYOfcxcD7Z3yeACxzzg0GPgHu9tKfBBZ66cOADWY2AP/yK2Occ0OAWuC2+k7qnHsYOO6cG+KtnwmQCfzJOTcQOALcWGeX9s658c65/wGeAB5zzl3q5XnWy/MQcJ937rHAcS99KPAgkAX0AsaYWRzwAjDVOTcI/7JJ36lbRm9h6V/iD8YmefuLiNRLQZmInKt1wEQz+62ZjT25ll8dJ4CTY7JWAene+yuAPwM452q9/a4EhgMrzWyNt92rGWUpdM6tqedcAK/WeT8R+KN3jjeBdl6r2BLg92Z2P/4grsbLv8I5t8s55wPWeMft550vz8szAxh3RnlGAh875w44506cUQYRkdNobIWInBPnXJ6ZDQeuAX5tZh+ekaXafbHIbi2N33cMmOGc++m/WJy6CxjXAm3qbB+t8z4CuMw5d5zT/cbM3sFfl2VmNrGB40Z5ZW0KLTAsIk2iljIROSdm1hU45pz7O/A7/F2RTTEPr7vPzCLNrJ2XdpOZpXjpHc2sZyPHqDaz6H+h2B8C361ThyHea2/n3Drn3G+BXKB/I8fYDKSbWR9v+3Zg4Rl5lgM5ZtbJK+fN/0JZRSRMKCgTkXM1CFjhdQX+HPjvJu73ADDBzNbh72oc6D2x+QvgQzNbC8wFujRyjGeAtXUG+jfV/cAIM1trZhuBe730B72HFT7HP57svYYO4JyrBO4AZnt18AFPnZFnL/B/gKXAR8BnzSyniIQR+6JXQUREREQCRS1lIiIiIkFAA/1FJOiZ2XLgzDnAbnfOrQtEeUREWoO6L0VERESCgLovRURERIKAgjIRERGRIKCgTERERCQIKCgTERERCQIKykRERESCwP8H2zjK2IwV5zwAAAAASUVORK5CYII=\n",
3586 "text/plain": [
3587 "<Figure size 720x432 with 1 Axes>"
3588 ]
3589 },
3590 "metadata": {
3591 "needs_background": "light"
3592 },
3593 "output_type": "display_data"
3594 }
3595 ],
3596 "source": [
3597 "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
3598 "for c in COUNTRIES_CORE:\n",
3599 " lvi = deaths[c].last_valid_index()\n",
3600 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3601 "\n",
3602 "plt.savefig('covid_deaths_total_log.png')"
3603 ]
3604 },
3605 {
3606 "cell_type": "code",
3607 "execution_count": 708,
3608 "metadata": {},
3609 "outputs": [
3610 {
3611 "data": {
3612 "image/png": 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\n",
3613 "text/plain": [
3614 "<Figure size 720x432 with 1 Axes>"
3615 ]
3616 },
3617 "metadata": {
3618 "needs_background": "light"
3619 },
3620 "output_type": "display_data"
3621 }
3622 ],
3623 "source": [
3624 "ylim = (5*10**3, 5*10**4)\n",
3625 "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), ylim=ylim, title=\"Total deaths, log\")\n",
3626 "for c in COUNTRIES_CORE:\n",
3627 " lvi = deaths[c].last_valid_index()\n",
3628 " if ylim[0] < deaths[c][lvi] < ylim[1]:\n",
3629 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3630 "\n",
3631 "# plt.savefig('covid_deaths_total_log.png')"
3632 ]
3633 },
3634 {
3635 "cell_type": "code",
3636 "execution_count": 709,
3637 "metadata": {},
3638 "outputs": [
3639 {
3640 "data": {
3641 "image/png": 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\n",
3642 "text/plain": [
3643 "<Figure size 720x432 with 1 Axes>"
3644 ]
3645 },
3646 "metadata": {
3647 "needs_background": "light"
3648 },
3649 "output_type": "display_data"
3650 }
3651 ],
3652 "source": [
3653 "ax = deaths[COUNTRIES_FRIENDS].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
3654 "for c in COUNTRIES_FRIENDS:\n",
3655 " lvi = deaths[c].last_valid_index()\n",
3656 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3657 "\n",
3658 "# plt.savefig('covid_deaths_total_log.png')"
3659 ]
3660 },
3661 {
3662 "cell_type": "code",
3663 "execution_count": 710,
3664 "metadata": {},
3665 "outputs": [
3666 {
3667 "data": {
3668 "image/png": 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\n",
3669 "text/plain": [
3670 "<Figure size 720x432 with 1 Axes>"
3671 ]
3672 },
3673 "metadata": {
3674 "needs_background": "light"
3675 },
3676 "output_type": "display_data"
3677 }
3678 ],
3679 "source": [
3680 "ax = deaths[COUNTRIES_NORDIC].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
3681 "for c in COUNTRIES_NORDIC:\n",
3682 " lvi = deaths[c].last_valid_index()\n",
3683 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3684 "\n",
3685 "# plt.savefig('covid_deaths_total_log.png')"
3686 ]
3687 },
3688 {
3689 "cell_type": "code",
3690 "execution_count": 711,
3691 "metadata": {},
3692 "outputs": [
3693 {
3694 "data": {
3695 "image/png": 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\n",
3696 "text/plain": [
3697 "<Figure size 720x432 with 1 Axes>"
3698 ]
3699 },
3700 "metadata": {
3701 "needs_background": "light"
3702 },
3703 "output_type": "display_data"
3704 }
3705 ],
3706 "source": [
3707 "ax = deaths[COUNTRIES_OF_INTEREST].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
3708 "for c in COUNTRIES_OF_INTEREST:\n",
3709 " lvi = deaths[c].last_valid_index()\n",
3710 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
3711 "\n",
3712 "plt.savefig('covid_deaths_total_log.png')"
3713 ]
3714 },
3715 {
3716 "cell_type": "code",
3717 "execution_count": 712,
3718 "metadata": {},
3719 "outputs": [
3720 {
3721 "data": {
3722 "image/png": 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\n",
3723 "text/plain": [
3724 "<Figure size 720x432 with 1 Axes>"
3725 ]
3726 },
3727 "metadata": {
3728 "needs_background": "light"
3729 },
3730 "output_type": "display_data"
3731 }
3732 ],
3733 "source": [
3734 "ax = deaths_pc.plot(figsize=(10, 6), title=\"Deaths per capita, linear\")\n",
3735 "for c in deaths_pc.columns:\n",
3736 " lvi = deaths_pc[c].last_valid_index()\n",
3737 " ax.text(x = lvi + 1, y = deaths_pc[c][lvi], s = c)\n",
3738 "plt.savefig('covid_deaths_per_capita_linear.png')"
3739 ]
3740 },
3741 {
3742 "cell_type": "code",
3743 "execution_count": 713,
3744 "metadata": {},
3745 "outputs": [
3746 {
3747 "data": {
3748 "image/png": 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\n",
3749 "text/plain": [
3750 "<Figure size 720x432 with 1 Axes>"
3751 ]
3752 },
3753 "metadata": {
3754 "needs_background": "light"
3755 },
3756 "output_type": "display_data"
3757 }
3758 ],
3759 "source": [
3760 "ax = deaths_pc.plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")\n",
3761 "for c in deaths_pc.columns:\n",
3762 " lvi = deaths_pc[c].last_valid_index()\n",
3763 " ax.text(x = lvi + 1, y = deaths_pc[c][lvi], s = c)"
3764 ]
3765 },
3766 {
3767 "cell_type": "code",
3768 "execution_count": 714,
3769 "metadata": {},
3770 "outputs": [
3771 {
3772 "data": {
3773 "text/plain": [
3774 "<matplotlib.axes._subplots.AxesSubplot at 0x7f5202def450>"
3775 ]
3776 },
3777 "execution_count": 714,
3778 "metadata": {},
3779 "output_type": "execute_result"
3780 },
3781 {
3782 "data": {
3783 "image/png": 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\n",
3784 "text/plain": [
3785 "<Figure size 720x432 with 1 Axes>"
3786 ]
3787 },
3788 "metadata": {
3789 "needs_background": "light"
3790 },
3791 "output_type": "display_data"
3792 }
3793 ],
3794 "source": [
3795 "deaths_pc[['UK', 'IE']].plot( figsize=(10, 6), title=\"Deaths per capita, linear\")"
3796 ]
3797 },
3798 {
3799 "cell_type": "code",
3800 "execution_count": 715,
3801 "metadata": {},
3802 "outputs": [
3803 {
3804 "data": {
3805 "text/plain": [
3806 "<matplotlib.axes._subplots.AxesSubplot at 0x7f5202d6cc50>"
3807 ]
3808 },
3809 "execution_count": 715,
3810 "metadata": {},
3811 "output_type": "execute_result"
3812 },
3813 {
3814 "data": {
3815 "image/png": 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\n",
3816 "text/plain": [
3817 "<Figure size 720x432 with 1 Axes>"
3818 ]
3819 },
3820 "metadata": {
3821 "needs_background": "light"
3822 },
3823 "output_type": "display_data"
3824 }
3825 ],
3826 "source": [
3827 "deaths_pc[['UK', 'IE']].plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")"
3828 ]
3829 },
3830 {
3831 "cell_type": "code",
3832 "execution_count": 716,
3833 "metadata": {},
3834 "outputs": [
3835 {
3836 "data": {
3837 "image/png": 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\n",
3838 "text/plain": [
3839 "<Figure size 720x432 with 1 Axes>"
3840 ]
3841 },
3842 "metadata": {
3843 "needs_background": "light"
3844 },
3845 "output_type": "display_data"
3846 }
3847 ],
3848 "source": [
3849 "deaths[['UK', 'ES', 'IT']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")\n",
3850 "plt.savefig('covid_deaths_selected_log.png')"
3851 ]
3852 },
3853 {
3854 "cell_type": "code",
3855 "execution_count": 717,
3856 "metadata": {},
3857 "outputs": [
3858 {
3859 "data": {
3860 "text/plain": [
3861 "<matplotlib.axes._subplots.AxesSubplot at 0x7f5202adb790>"
3862 ]
3863 },
3864 "execution_count": 717,
3865 "metadata": {},
3866 "output_type": "execute_result"
3867 },
3868 {
3869 "data": {
3870 "image/png": 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\n",
3871 "text/plain": [
3872 "<Figure size 720x432 with 1 Axes>"
3873 ]
3874 },
3875 "metadata": {
3876 "needs_background": "light"
3877 },
3878 "output_type": "display_data"
3879 }
3880 ],
3881 "source": [
3882 "deaths[['UK', 'ES', 'IT', 'MX']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")"
3883 ]
3884 },
3885 {
3886 "cell_type": "code",
3887 "execution_count": 718,
3888 "metadata": {},
3889 "outputs": [
3890 {
3891 "data": {
3892 "text/html": [
3893 "<div>\n",
3894 "<style scoped>\n",
3895 " .dataframe tbody tr th:only-of-type {\n",
3896 " vertical-align: middle;\n",
3897 " }\n",
3898 "\n",
3899 " .dataframe tbody tr th {\n",
3900 " vertical-align: top;\n",
3901 " }\n",
3902 "\n",
3903 " .dataframe thead th {\n",
3904 " text-align: right;\n",
3905 " }\n",
3906 "</style>\n",
3907 "<table border=\"1\" class=\"dataframe\">\n",
3908 " <thead>\n",
3909 " <tr style=\"text-align: right;\">\n",
3910 " <th></th>\n",
3911 " <th></th>\n",
3912 " <th>dateRep</th>\n",
3913 " <th>cases</th>\n",
3914 " <th>deaths</th>\n",
3915 " <th>cases_culm</th>\n",
3916 " <th>deaths_culm</th>\n",
3917 " <th>cases_diff</th>\n",
3918 " <th>deaths_diff</th>\n",
3919 " </tr>\n",
3920 " <tr>\n",
3921 " <th>since_threshold</th>\n",
3922 " <th>geoId</th>\n",
3923 " <th></th>\n",
3924 " <th></th>\n",
3925 " <th></th>\n",
3926 " <th></th>\n",
3927 " <th></th>\n",
3928 " <th></th>\n",
3929 " <th></th>\n",
3930 " </tr>\n",
3931 " </thead>\n",
3932 " <tbody>\n",
3933 " <tr>\n",
3934 " <td>0</td>\n",
3935 " <td>DE</td>\n",
3936 " <td>2020-03-16</td>\n",
3937 " <td>1043</td>\n",
3938 " <td>4</td>\n",
3939 " <td>4838</td>\n",
3940 " <td>12</td>\n",
3941 " <td>310.0</td>\n",
3942 " <td>1.0</td>\n",
3943 " </tr>\n",
3944 " <tr>\n",
3945 " <td>1</td>\n",
3946 " <td>DE</td>\n",
3947 " <td>2020-03-17</td>\n",
3948 " <td>1174</td>\n",
3949 " <td>1</td>\n",
3950 " <td>6012</td>\n",
3951 " <td>13</td>\n",
3952 " <td>131.0</td>\n",
3953 " <td>-3.0</td>\n",
3954 " </tr>\n",
3955 " <tr>\n",
3956 " <td>2</td>\n",
3957 " <td>DE</td>\n",
3958 " <td>2020-03-18</td>\n",
3959 " <td>1144</td>\n",
3960 " <td>0</td>\n",
3961 " <td>7156</td>\n",
3962 " <td>13</td>\n",
3963 " <td>-30.0</td>\n",
3964 " <td>-1.0</td>\n",
3965 " </tr>\n",
3966 " <tr>\n",
3967 " <td>3</td>\n",
3968 " <td>DE</td>\n",
3969 " <td>2020-03-19</td>\n",
3970 " <td>1042</td>\n",
3971 " <td>0</td>\n",
3972 " <td>8198</td>\n",
3973 " <td>13</td>\n",
3974 " <td>-102.0</td>\n",
3975 " <td>0.0</td>\n",
3976 " </tr>\n",
3977 " <tr>\n",
3978 " <td>4</td>\n",
3979 " <td>DE</td>\n",
3980 " <td>2020-03-20</td>\n",
3981 " <td>5940</td>\n",
3982 " <td>30</td>\n",
3983 " <td>14138</td>\n",
3984 " <td>43</td>\n",
3985 " <td>4898.0</td>\n",
3986 " <td>30.0</td>\n",
3987 " </tr>\n",
3988 " <tr>\n",
3989 " <td>...</td>\n",
3990 " <td>...</td>\n",
3991 " <td>...</td>\n",
3992 " <td>...</td>\n",
3993 " <td>...</td>\n",
3994 " <td>...</td>\n",
3995 " <td>...</td>\n",
3996 " <td>...</td>\n",
3997 " <td>...</td>\n",
3998 " </tr>\n",
3999 " <tr>\n",
4000 " <td>65</td>\n",
4001 " <td>UK</td>\n",
4002 " <td>2020-05-19</td>\n",
4003 " <td>2711</td>\n",
4004 " <td>160</td>\n",
4005 " <td>246406</td>\n",
4006 " <td>34796</td>\n",
4007 " <td>-823.0</td>\n",
4008 " <td>-10.0</td>\n",
4009 " </tr>\n",
4010 " <tr>\n",
4011 " <td>66</td>\n",
4012 " <td>UK</td>\n",
4013 " <td>2020-05-20</td>\n",
4014 " <td>2412</td>\n",
4015 " <td>545</td>\n",
4016 " <td>248818</td>\n",
4017 " <td>35341</td>\n",
4018 " <td>-299.0</td>\n",
4019 " <td>385.0</td>\n",
4020 " </tr>\n",
4021 " <tr>\n",
4022 " <td>67</td>\n",
4023 " <td>UK</td>\n",
4024 " <td>2020-05-21</td>\n",
4025 " <td>-525</td>\n",
4026 " <td>363</td>\n",
4027 " <td>248293</td>\n",
4028 " <td>35704</td>\n",
4029 " <td>-2937.0</td>\n",
4030 " <td>-182.0</td>\n",
4031 " </tr>\n",
4032 " <tr>\n",
4033 " <td>68</td>\n",
4034 " <td>UK</td>\n",
4035 " <td>2020-05-22</td>\n",
4036 " <td>2615</td>\n",
4037 " <td>338</td>\n",
4038 " <td>250908</td>\n",
4039 " <td>36042</td>\n",
4040 " <td>3140.0</td>\n",
4041 " <td>-25.0</td>\n",
4042 " </tr>\n",
4043 " <tr>\n",
4044 " <td>69</td>\n",
4045 " <td>UK</td>\n",
4046 " <td>2020-05-23</td>\n",
4047 " <td>3287</td>\n",
4048 " <td>351</td>\n",
4049 " <td>254195</td>\n",
4050 " <td>36393</td>\n",
4051 " <td>672.0</td>\n",
4052 " <td>13.0</td>\n",
4053 " </tr>\n",
4054 " </tbody>\n",
4055 "</table>\n",
4056 "<p>227 rows × 7 columns</p>\n",
4057 "</div>"
4058 ],
4059 "text/plain": [
4060 " dateRep cases deaths cases_culm deaths_culm \\\n",
4061 "since_threshold geoId \n",
4062 "0 DE 2020-03-16 1043 4 4838 12 \n",
4063 "1 DE 2020-03-17 1174 1 6012 13 \n",
4064 "2 DE 2020-03-18 1144 0 7156 13 \n",
4065 "3 DE 2020-03-19 1042 0 8198 13 \n",
4066 "4 DE 2020-03-20 5940 30 14138 43 \n",
4067 "... ... ... ... ... ... \n",
4068 "65 UK 2020-05-19 2711 160 246406 34796 \n",
4069 "66 UK 2020-05-20 2412 545 248818 35341 \n",
4070 "67 UK 2020-05-21 -525 363 248293 35704 \n",
4071 "68 UK 2020-05-22 2615 338 250908 36042 \n",
4072 "69 UK 2020-05-23 3287 351 254195 36393 \n",
4073 "\n",
4074 " cases_diff deaths_diff \n",
4075 "since_threshold geoId \n",
4076 "0 DE 310.0 1.0 \n",
4077 "1 DE 131.0 -3.0 \n",
4078 "2 DE -30.0 -1.0 \n",
4079 "3 DE -102.0 0.0 \n",
4080 "4 DE 4898.0 30.0 \n",
4081 "... ... ... \n",
4082 "65 UK -823.0 -10.0 \n",
4083 "66 UK -299.0 385.0 \n",
4084 "67 UK -2937.0 -182.0 \n",
4085 "68 UK 3140.0 -25.0 \n",
4086 "69 UK 672.0 13.0 \n",
4087 "\n",
4088 "[227 rows x 7 columns]"
4089 ]
4090 },
4091 "execution_count": 718,
4092 "metadata": {},
4093 "output_type": "execute_result"
4094 }
4095 ],
4096 "source": [
4097 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
4098 ]
4099 },
4100 {
4101 "cell_type": "code",
4102 "execution_count": 719,
4103 "metadata": {},
4104 "outputs": [
4105 {
4106 "data": {
4107 "text/html": [
4108 "<div>\n",
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4113 "\n",
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4121 "</style>\n",
4122 "<table border=\"1\" class=\"dataframe\">\n",
4123 " <thead>\n",
4124 " <tr style=\"text-align: right;\">\n",
4125 " <th></th>\n",
4126 " <th></th>\n",
4127 " <th>dateRep</th>\n",
4128 " <th>cases</th>\n",
4129 " <th>deaths</th>\n",
4130 " <th>cases_culm</th>\n",
4131 " <th>deaths_culm</th>\n",
4132 " <th>cases_diff</th>\n",
4133 " <th>deaths_diff</th>\n",
4134 " <th>deaths_m4</th>\n",
4135 " <th>deaths_m7</th>\n",
4136 " </tr>\n",
4137 " <tr>\n",
4138 " <th>since_threshold</th>\n",
4139 " <th>geoId</th>\n",
4140 " <th></th>\n",
4141 " <th></th>\n",
4142 " <th></th>\n",
4143 " <th></th>\n",
4144 " <th></th>\n",
4145 " <th></th>\n",
4146 " <th></th>\n",
4147 " <th></th>\n",
4148 " <th></th>\n",
4149 " </tr>\n",
4150 " </thead>\n",
4151 " <tbody>\n",
4152 " <tr>\n",
4153 " <td>0</td>\n",
4154 " <td>DE</td>\n",
4155 " <td>2020-03-16</td>\n",
4156 " <td>1043</td>\n",
4157 " <td>4</td>\n",
4158 " <td>4838</td>\n",
4159 " <td>12</td>\n",
4160 " <td>310.0</td>\n",
4161 " <td>1.0</td>\n",
4162 " <td>4.000000</td>\n",
4163 " <td>4.000000</td>\n",
4164 " </tr>\n",
4165 " <tr>\n",
4166 " <td>1</td>\n",
4167 " <td>DE</td>\n",
4168 " <td>2020-03-17</td>\n",
4169 " <td>1174</td>\n",
4170 " <td>1</td>\n",
4171 " <td>6012</td>\n",
4172 " <td>13</td>\n",
4173 " <td>131.0</td>\n",
4174 " <td>-3.0</td>\n",
4175 " <td>2.500000</td>\n",
4176 " <td>2.500000</td>\n",
4177 " </tr>\n",
4178 " <tr>\n",
4179 " <td>2</td>\n",
4180 " <td>DE</td>\n",
4181 " <td>2020-03-18</td>\n",
4182 " <td>1144</td>\n",
4183 " <td>0</td>\n",
4184 " <td>7156</td>\n",
4185 " <td>13</td>\n",
4186 " <td>-30.0</td>\n",
4187 " <td>-1.0</td>\n",
4188 " <td>1.666667</td>\n",
4189 " <td>1.666667</td>\n",
4190 " </tr>\n",
4191 " <tr>\n",
4192 " <td>3</td>\n",
4193 " <td>DE</td>\n",
4194 " <td>2020-03-19</td>\n",
4195 " <td>1042</td>\n",
4196 " <td>0</td>\n",
4197 " <td>8198</td>\n",
4198 " <td>13</td>\n",
4199 " <td>-102.0</td>\n",
4200 " <td>0.0</td>\n",
4201 " <td>1.250000</td>\n",
4202 " <td>1.250000</td>\n",
4203 " </tr>\n",
4204 " <tr>\n",
4205 " <td>4</td>\n",
4206 " <td>DE</td>\n",
4207 " <td>2020-03-20</td>\n",
4208 " <td>5940</td>\n",
4209 " <td>30</td>\n",
4210 " <td>14138</td>\n",
4211 " <td>43</td>\n",
4212 " <td>4898.0</td>\n",
4213 " <td>30.0</td>\n",
4214 " <td>7.750000</td>\n",
4215 " <td>7.000000</td>\n",
4216 " </tr>\n",
4217 " <tr>\n",
4218 " <td>...</td>\n",
4219 " <td>...</td>\n",
4220 " <td>...</td>\n",
4221 " <td>...</td>\n",
4222 " <td>...</td>\n",
4223 " <td>...</td>\n",
4224 " <td>...</td>\n",
4225 " <td>...</td>\n",
4226 " <td>...</td>\n",
4227 " <td>...</td>\n",
4228 " <td>...</td>\n",
4229 " </tr>\n",
4230 " <tr>\n",
4231 " <td>65</td>\n",
4232 " <td>UK</td>\n",
4233 " <td>2020-05-19</td>\n",
4234 " <td>2711</td>\n",
4235 " <td>160</td>\n",
4236 " <td>246406</td>\n",
4237 " <td>34796</td>\n",
4238 " <td>-823.0</td>\n",
4239 " <td>-10.0</td>\n",
4240 " <td>295.500000</td>\n",
4241 " <td>390.142857</td>\n",
4242 " </tr>\n",
4243 " <tr>\n",
4244 " <td>66</td>\n",
4245 " <td>UK</td>\n",
4246 " <td>2020-05-20</td>\n",
4247 " <td>2412</td>\n",
4248 " <td>545</td>\n",
4249 " <td>248818</td>\n",
4250 " <td>35341</td>\n",
4251 " <td>-299.0</td>\n",
4252 " <td>385.0</td>\n",
4253 " <td>335.750000</td>\n",
4254 " <td>378.428571</td>\n",
4255 " </tr>\n",
4256 " <tr>\n",
4257 " <td>67</td>\n",
4258 " <td>UK</td>\n",
4259 " <td>2020-05-21</td>\n",
4260 " <td>-525</td>\n",
4261 " <td>363</td>\n",
4262 " <td>248293</td>\n",
4263 " <td>35704</td>\n",
4264 " <td>-2937.0</td>\n",
4265 " <td>-182.0</td>\n",
4266 " <td>309.500000</td>\n",
4267 " <td>359.714286</td>\n",
4268 " </tr>\n",
4269 " <tr>\n",
4270 " <td>68</td>\n",
4271 " <td>UK</td>\n",
4272 " <td>2020-05-22</td>\n",
4273 " <td>2615</td>\n",
4274 " <td>338</td>\n",
4275 " <td>250908</td>\n",
4276 " <td>36042</td>\n",
4277 " <td>3140.0</td>\n",
4278 " <td>-25.0</td>\n",
4279 " <td>351.500000</td>\n",
4280 " <td>346.857143</td>\n",
4281 " </tr>\n",
4282 " <tr>\n",
4283 " <td>69</td>\n",
4284 " <td>UK</td>\n",
4285 " <td>2020-05-23</td>\n",
4286 " <td>3287</td>\n",
4287 " <td>351</td>\n",
4288 " <td>254195</td>\n",
4289 " <td>36393</td>\n",
4290 " <td>672.0</td>\n",
4291 " <td>13.0</td>\n",
4292 " <td>399.250000</td>\n",
4293 " <td>342.142857</td>\n",
4294 " </tr>\n",
4295 " </tbody>\n",
4296 "</table>\n",
4297 "<p>227 rows × 9 columns</p>\n",
4298 "</div>"
4299 ],
4300 "text/plain": [
4301 " dateRep cases deaths cases_culm deaths_culm \\\n",
4302 "since_threshold geoId \n",
4303 "0 DE 2020-03-16 1043 4 4838 12 \n",
4304 "1 DE 2020-03-17 1174 1 6012 13 \n",
4305 "2 DE 2020-03-18 1144 0 7156 13 \n",
4306 "3 DE 2020-03-19 1042 0 8198 13 \n",
4307 "4 DE 2020-03-20 5940 30 14138 43 \n",
4308 "... ... ... ... ... ... \n",
4309 "65 UK 2020-05-19 2711 160 246406 34796 \n",
4310 "66 UK 2020-05-20 2412 545 248818 35341 \n",
4311 "67 UK 2020-05-21 -525 363 248293 35704 \n",
4312 "68 UK 2020-05-22 2615 338 250908 36042 \n",
4313 "69 UK 2020-05-23 3287 351 254195 36393 \n",
4314 "\n",
4315 " cases_diff deaths_diff deaths_m4 deaths_m7 \n",
4316 "since_threshold geoId \n",
4317 "0 DE 310.0 1.0 4.000000 4.000000 \n",
4318 "1 DE 131.0 -3.0 2.500000 2.500000 \n",
4319 "2 DE -30.0 -1.0 1.666667 1.666667 \n",
4320 "3 DE -102.0 0.0 1.250000 1.250000 \n",
4321 "4 DE 4898.0 30.0 7.750000 7.000000 \n",
4322 "... ... ... ... ... \n",
4323 "65 UK -823.0 -10.0 295.500000 390.142857 \n",
4324 "66 UK -299.0 385.0 335.750000 378.428571 \n",
4325 "67 UK -2937.0 -182.0 309.500000 359.714286 \n",
4326 "68 UK 3140.0 -25.0 351.500000 346.857143 \n",
4327 "69 UK 672.0 13.0 399.250000 342.142857 \n",
4328 "\n",
4329 "[227 rows x 9 columns]"
4330 ]
4331 },
4332 "execution_count": 719,
4333 "metadata": {},
4334 "output_type": "execute_result"
4335 }
4336 ],
4337 "source": [
4338 "data_since_threshold['deaths_m4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).mean())\n",
4339 "data_since_threshold['deaths_m7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).mean())\n",
4340 "# data_since_threshold['deaths_diff_m4'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(4, 1).mean())\n",
4341 "# data_since_threshold['deaths_diff_m7'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(7, 1).mean())\n",
4342 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
4343 ]
4344 },
4345 {
4346 "cell_type": "code",
4347 "execution_count": 720,
4348 "metadata": {},
4349 "outputs": [],
4350 "source": [
4351 "deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']]\n",
4352 " .unstack().sort_index().xs('deaths_m4', axis=1, drop_level=True))"
4353 ]
4354 },
4355 {
4356 "cell_type": "code",
4357 "execution_count": 721,
4358 "metadata": {},
4359 "outputs": [],
4360 "source": [
4361 "deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']]\n",
4362 " .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True))"
4363 ]
4364 },
4365 {
4366 "cell_type": "code",
4367 "execution_count": 722,
4368 "metadata": {},
4369 "outputs": [
4370 {
4371 "data": {
4372 "image/png": 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eOvwWNS01PtsW7ttDypjzCA4NIzYpGWNQEKfO0CKDQ19s4NiXWyjY+/UZub8QQogzS5I1IfpBq6OVwppCMmIz+EHmD6hrreNfh//ltW1DTTXl+TkMmzgZAIPRSFxKGhXFhf0eV1NdHRteewmAGpvV627gQgjxTWI0GsnKymLy5MlMnTqVLVu2AJCfn094eDhZWVnu12uvvRbgaHWyGlSIflBUU4Rds5NhyuA883nMS53HPw/+k1vOu4WI4Ij2bQ/oKz+HZWa5j8WnDqU893i/x7XprVdoqqtl/LwFHNy0nqb6OsKjovv9OUIIcbYIDw93l6r6+OOPeeSRR/j8888BGDlypF9lrAaa9KwJ0Q9yqvXFBSNjRwLwg0k/oLK5khXHVnRqW7hvNyHhESSPHO0+Zk4dSlX5CVpbmvstptKjh9i7dg1TL7uKkTNmAVBjLe+3+wshxNmupqaGuLi4QIfRLelZE6If5FTloFCMMI0AYIplCtOTpvPKgVe4YewNhBhD3G0L9+9h6IRMDEaj+5g5bShoGpWlJVjSM/ocT5vdzqd/f44ocwJzrrvZXc6qxlZO0oiRfb6/EEL01e8+PMDBUt9ze3tjfEoMj14xocs2jY2NZGVl0dTURFlZGevWrXOfy8nJISvr9KjHM888w7x58/o1xt6QnjUh+kFudS4pUSmEB52uM/eDST+gvKGcD3I+cB+rLj9J1cky93w1F7NrRWg/LTLYlf0BtsJ8Fn7/h4SEhROTaAGgplx61oQQ32yuYdDDhw+zZs0avve977nn87qGQV2vwZCogfSsCdEvcqtyyTC17xGbPWQ2E80TeXnfy3xn1HcIMgRRuH8PAMM95qsBxA5JRSkDp/phkUGNrZwty99g5PSZjJ4xG4Dw6BiCQkKpsUmyJoQYHLrrARsIs2fPxmazYbVaAx1Kl6RnTYg+anO0kVed556v5qKU4u5Jd1NcV8zH+R8D+hBoZFy8e281l6DgYGKTh/RLz9q6ZS8CsPCOH7aLJSYhUeasCSGEh8OHD9PW1obZbA50KF2SnjUh+qikroQWR0unnjWABUMXMCp2FC/te4nF6Ysp3L+H4ZlZKKU6tTWnDe3zxrjHv9pGzo4vufCW77uHPl1iLEnSsyaE+MZzzVkDfdPwV199FaNzDnHHOWt33nknDz74YEDi9CTJmhB95Coz1bFnDcCgDNydeTcPb3qYD79eTkN1VbstOzzFpw4ld9dXtNntGIN6/r9ma3MT65a9SMKwdKZedlWn8zEJiZzIOdbj+wohxLmkra3N6/H09HQaGxsHOBr/yDCoEH2UW50L4LVnDWBR+iJSo1J558g7AJ0WF7iY04bhaGuj6kRZr+I4mZdDbYWVOdfd7DXZi0mw0FRbQ0vT4PzLSAghhHeSrAnRR7nVuVgiLESFRHk9H2QIYv7Q+RxuySU6ZQgxCYle27lWhPa27FStTZ8gG5+S5vW8e0WozFsTQoiziiRrQvRRTlUOI01d7102M2kmraoN+0TviRqcTrJ6W3aqxpmsRZsTvJ6PSUxytpNkTQghziaSrAnRBw7NQW51rtf5ap6G1ZkwOKDM4rtCQXBYGDGJll6vCK2tsBEWGUVIeITX8zGJeqJYM8iXqAshhGhPkjUh+uBk/Uka7Y1kxHZddaD80BEslWEcbMvrsp05dWjvkzVbuc9eNYCo2HgMxiDpWRNCiLNMt0vOlFL/AC4HyjVNm+g8Fg/8C0gH8oHrNU2rVPp+BH8FLgMagDs0TdvlvOZ24DfO2/6Ppmmv9u9bEWLguWqCZpgy0DSNk7nHqbGepK6ykobqSuqr9FfZ8aOMHZvK59XHsDXaSAj3nlTFpw6l6MA+HI42DAaj1za+1FbYiPYxHw5AGQxEJyRQU36yR/cVQggRWP70rL0CLO5w7GHgM03TRgOfOb8HWAKMdr7uAV4Ad3L3KDATOB94VCk1+CunCtEN97YdppGUHDnIG//xUz78y2Osf+VFtr//b/J376S+qpIho8Zw5eybAdhautXn/cxpw7C3tvRqqLLWZiU6wdJlm5gEi/SsCSG+0YxGI1lZWUyYMIHJkyfz5JNP4nA4ANiwYQMmk4msrCz3a+3atQGO2I+eNU3TNiql0jscvgqY7/z6VWAD8Cvn8dc0vcjWNqVUrFJqiLPtp5qmnQJQSn2KngC+1ed3IEQA5VbnEh8WT2xYLLm5nwNww28fIz4ljfDoGJTh9L+HHJqDuOJn2Vq6lStGXuH1fuY0Z43Q4kJik5L9jqOlqZGm+rouh0FBXxGav2eX3/cVQohzjas2KEB5eTk333wz1dXV/O53vwNg3rx5rFq1KpAhdtLbOWtJmqaVATj/6/rnfCrgOeGm2HnM13Ehzmo5VTnuxQW2ogLCo2NIHTeBCFNsu0QN9A1yZ6XMYkvpFnfR4I7ie7l9R63NBuBzWxCXmAQL9ZWnsLe29uj+QghxLrJYLCxdupRnn33W59/Lg0F/VzDoXEMHtC6Od76BUvegD6EybNiw/otMiH6maRq51blcNuIyQE/WEoYO91pKymVOyhyy87I5WnmUsfFjO50Pi4wiMi6+x2Wnap1Dm13NWYPTe63VVliJS07p0TOEEKJfZT8MJ/b17z2TM2HJYz26JCMjA4fDQXm5/vfopk2b2pWcWrFiBSNHdr3i/0zrbc/aSefwJs7/uibBFAOeFarTgNIujneiadpSTdOma5o2PTGx6188QgSSrdFGbUute3GBragQ89DhXV4ze8hsoJt5a6lpPe5Zq6nQ57jFmLvvWQPZGFcIITx59qrNmzeP3bt3u1+BTtSg9z1rHwC3A485//u+x/EHlFJvoy8mqNY0rUwp9THwR49FBZcCj/Q+bCECz7USdGTsSGptVlqbGknoJllLikxiVOwotpRu4Y6Jd3htE586jIMbP0PTtC576TzVVthQykBkXHyX7aSKgRBi0OhhD9iZkpubi9FoxGKxcOjQoUCH41W3PWtKqbeArcBYpVSxUuou9CTtEqXUMeAS5/cAq4Fc4Djwd+BHAM6FBb8HvnK+/tu12ECIs5VnAXdbUQFAt8ka6EOhO0/upNHuvUanOXUoLY2N1J2q8DuWWpuVyPj4bgvAR5vNKGWQFaFCCAFYrVbuvfdeHnjgAb//cRwI/qwGvcnHqYu8tNWA+33c5x/AP3oUnRCDWG5VLjEhMZjDzOQUrgfAPLT7eZZzUubw2sHX2HVyF3NT53Y6714RWlLU7epOlxqb1a+2xqBgIuPju+1Z0zSNbWXbGB032ueecEIIcTZqbGwkKyuL1tZWgoKCuO222/jZz37mPt9xztpvfvMbrr322kCE6tbfCwyE+MZwlZlSSlFRVEC0OZGwSO/F3D1NTZpKiCGELaVbfCRresJ3qriQ9ElT/IqltsJK0ohRfrXtbq+1+tZ6fr/t93yU+xFXZFzBH+f90a/7CiHE2aCtrc3nufnz51NdXT2A0fhHyk0J0Uu51blkmPQyU/pKUP9WL4cHhTM1aSpbSrd4Px9jIiwq2u+yU5rD0W31Ak8xCYk+N909cuoIN666key8bFIiU9hcuhmH5vDrvkIIIc4MSdaE6IVTTac41XSKDFMGjrY2TpUUdbsS1NOclDkcrzpOeUPnHi6lFOa0oX5v39FQU01bayvR3awEdYlJtFBbYcXh8a9LTdN458g73PzRzdS31vPSpS/xo6wfcarpFEcrj/r3poQQQpwRkqwJ0Qu5VbmAvrig8kQpbXa7X4sLXOakzAF8b+ERnzrU7+07aiv82xDXxZSYhOZwUFepL2CobanlFxt/we+3/Z4ZyTNYfsVyZiTPcMe4uWSzX/cVQghxZkiyJkQv5FafTtYqerAS1GV03GjMYWY2l3pPhMypw2israGhpvu5E7U2fUizJ8OgoG/fUVJXwvUfXs/agrX8ZOpPeP7i5zGHmwFIjEhkTNwYn8O1QgghBoYka0L0Qm51LhFBESRFJOnbdihFfNrQ7i90MigDs1Nms610m9c5YebUNABO+TEUWuvcENfflaPRrr3WbFae3vU0FU0VLFu8jLsz78ag2v+VMDdlLrvKd9HQ2uDXvYUQQvQ/SdaE6IWcqhwyTBkopbAVFRCXPITgkNAe3WNOyhwqmys5fOpwp3PxzhWhtuLCbu9TY7MSFBJKeHSMX8919awdOXGQ7Lxsbhp3E1Ms3ledzkmdg91h56sTX/l1byGEEP1PkjUheiG3KpeMWNdK0ELMaf4PgbrMTtFLT3kbZow2JxASHuHebLcrtTYr0QmJfm/oGBwaRoQplndrPyUsKIzbJ9zus+1Uy1TCg8J9DtcKIcTZxmg0kpWVxYQJE5g8eTJPPvkkDoc+wrFhwwYuv/xyd9vf/OY3LFq0iObm5kCFC0iyJkSP1bbUUt5YzsjYkdhbWqgqKyVhWM+TtYTwBMbGjfW6yEApReLwEVjzc7uPp8Lm9xCoS2tKBF8bcrhx3I3Eh/kuURViDGF60nSZtyaEOGeEh4eze/duDhw4wKeffsrq1av53e9+16ndH/7wBzZv3sx7771HaGjPRk76myRrQvSQe3GBaSSnSovRNEePFhd4mpMyx+ecMEt6BtbCfDRH1/uc1VRY/V4J6rI9pZQgh4E7JtzRbdu5qXMpqCmguLa4R88QQojBzmKxsHTpUp599tl2xdz//Oc/s3r1aj788EPCw8MDGKFOKhgI0UOubTsyTBnY9hwHerYS1NOslFksO7CMnSd3Mi9tXrtzicNH0NrUSFX5CeKSU7xe32Zvpb6q0u891kBPNveGFpKZF0tcaFy37V1beGwp3cL1Y6/3+zlCCNGVx7c/7nXObl+Mix/Hr87/VY+uycjIwOFwUF6u73u5efNmjhw5ws6dO4mK6r4qzUCQnjUheiinKodQYygpUSnYigowGIOI9ZFMdWeqRS899WXZl53OWdL1OXFdDYXWnaoATSM6wf9h0KV7lxJMEONzImmoruq2fXpMul7NYJDst9Zkb+JY5bFAhyGEOId49qqNGjUKTdP45JNPAhhRe9KzJkQPHa08SoYpA6PBSEVRAfGpaRiDeve/UlhQGFMsU9hWtq3TOXPaMJTBgLUgjzGzLvB6fY1zj7UYs8Wv5+VW55Kdl82VCZcQ1nKYGms5kbFd964ppZidMps1+WtodbQSbAj261lnyuuHXue5r5/jk2s/ITGiZ8O/QojBo6c9YGdKbm4uRqMRi8XCoUOHSEpK4o033uCiiy7CbDazYMGCQIcoPWtC9ISmaRyoOMCEhAmAqyZo74ZAXWalzOJI5REqGivaHQ8KCSE+JY3yLnrWTm+I61/P2tK9Swk1hnLbmFsAuizo7mlu6lzqW+vZa93rV/v+ULB3NxVeti7ZdXIXds3OFyVfDFgsQohzk9Vq5d577+WBBx5ot6J+zJgxrFy5kltvvZXdu3cHMEKdJGtC9EBRbRE1LTVMNE+kuaGBGmt535O1IbMA2H5ie6dzlvQMygvyfF7rKjXlz2rQvOo8svOyuXHsjQxPHQPoVQz8MXPITIzKOGBDoTXWclY+9lv+9duH2yWUmqaxz7YPgE0lmwYkFiHEuaWxsdG9dcfFF1/MpZdeyqOPPtqp3YwZM1i2bBlXXnklOTk5AYj0NEnWhOiB/bb9AExMmOju9enNth2ezos/j+iQaK9DoYnpGdRV2GisrfF6bY2tnPDoGIJDw7p9jqtX7fYJtxMaEUloRKTfPWsxITFkJmQO2BYe21a+jVLQZrfzwZ//SGuLvsdRcV0xVc1VRAVHsbV0K62O1gGJRwhx7mhra3Nv3bFnzx5+/vOfYzDo6dD8+fNZtWqVu+2ll15KYWEhI0eODFS4gCRrQvTI/or9hBnDGBk70r1hbV971owGIzOTZ7K1dGu7Sa6grwgFsProXau1Wf1aCZpXncfqvNXcMPYGd+3PmIREv3vWQK9mcLDiIJVNlX5f0xtVJ8rYv2EtmRctZskDD3Ey9zifvfSC3qtm1XvVbh1/K3WtdewuD/zwhBBCnGmSrAnRA/tt+xkXP44gQxAVRQUEh4YRk+Df5P6uzBoyi7L6Mopq29cCtTiTNV/z1morbH4VcH9p30uEGELa7asWY0nqUbI2N2UuGprXTXz707aVb2M0Bi2iJPQAACAASURBVDHzO9cxavpMZn33Jg58vpY9n6xmn20fYcYwbj3vVoIMQWwqlqFQIcS5T5I1Ifxkd9g5VHGIiQkTAbAV5WMeqq/Y7KtZKfq8tY5DoRGmWKLi4n1u31Fj635DXLvDzvrC9SwZscTdqwYQk2ChxlbeqTfPlwnmCZhCTWe09NSp0mIOblzP5EuXEBWvxzrn2pvImDqD9a8uZWfRl4w3j8cUamJa0jSZtyaE+EaQZE0IP+VU5dDU1uSRrBX2eQjUZVj0MIZEDvE+b234CK/DoM0N9bQ0NnS7uGCfbR+1rbVckNp++4+YhERaGhtprq/3K0ajwcisIbO8Dtf2l63/fgtjSDAzrrzWfUwZDCx54CEiLQkcrTnO2KhRAMxLncfxquOU1pWekViEEGKwkGRNCD8dqDgA6IsLGqqraKiu6rdkTSnFrCGz+LLsS9ocbe3OJaZnUFFShL21/WT609t2dN2ztrlkMwZlYOaQme2OxyTqw7f+LjIAfSjU2mjlaOVRv6/xV0VxIYe3bGTKoss77f0WFhnFhLtvpM2g0bjlCPbWVnfFB9nCQwhxrpNkTQgvNIeDqhUraNx7el+x/bb9RIdEMyx6GLYifSWouZ+SNdDnrdW01HQqv2JJz8DR1tZpz7GaCueGuN0ka1tKt5CZkIkp1NTuuGuuXU/mrc1OmQ1wRuatbVn+JsGhYUy/4hqv5wuD9G1Kgg7a2PDqUkbEjCA1KlXmrQkhznmSrAnhRcWLL1L269+Qf/0N5F13PVXvvsc+614mmCeglOq3laCezh9yPgBby9onQr5WhNbaXHus+U7WKpsq2W/bz9yUuZ3OxViSAKixnvQ7xuTIZEbFjur3eWvWgjyObvuCaZddSUSMyWub/bb9mMPMzJl3BXs+zaalsYEL0y7kyxNf0tzW3K/xCCHOXUajkaysLPfrscceA2DVqlVMmTKFyZMnM378eF588cUAR3qalJsSooO6jRuxPv0MMd/+NuFTplD55psU/OYRjj0UxPXNmbQUl1BRVEBYVHS3pZp6IiE8gTFxY9hWto27M+92H49NHkJQaGinRQa1FVaUwUBknO8YtpVtQ0NjbmrnZC08OoagkNAeDYOC3rv2r8P/orWtlWBj/5Se2rL8DUIjIpn27at9ttlr3UtmQiapKePZ+2k29VWVzEudx1uH32LHiR1e36MQQnQUHh7eqSpBa2sr99xzD9u3byctLY3m5mby8/MDE6AX0rMmhIeWggJKfv4LQseNY8j//J74W28h46NVND3zG9qMkLpmDzmXXkrp1s0kDB3erjxJf5g1ZBZfn/yaJnuT+5jBYCRxWDrlBe2TtRqblWhzAgaD0ef9NpdsxhRqYoJ5QqdzSinnXmvWHsU4KXESLY4WjlX1TzH1k7nHOf7VNqZ9+zuERUV5bVPdXE1+TT6ZiZlEmGIBaKiqYkbyDEKNobIqVAjRJ7W1tdjtdsxmfRV6aGgoY8eODXBUp0nPmhBOjvp6ih/4MUop0p55GkN4OKAnNceHAEVw8V/eQnvhn1Tl7WdcROcEqK9mDZnFawdf4+vyr93zw0AfCj2ydROaprkTxNoKa5crQTVN3xNt1pBZGH0kdDGJlh73rLkSvwMVBxhvHt+ja73ZsvwNwiKjmHrZlT7bHLDpizsyEzKJtOs9ifXVlaQFhXF+8vlsKt7Ew+c/3OdYhBAD58Qf/0jzocPdN+yB0PPGkfwf/9FlG1e5KZdHHnmEG264gSuvvJLhw4dz0UUXcfnll3PTTTe5KxsE2uCIQogA0zSN0t/8huacHFKe/DMhaWntzh+wHSAxPJHUjElE/fh+7EYjIYeO9Hsc05KmEWQI6rSFhyU9g+b6evcKUOi+esGxqmOUN5Z7na/mEpNoabfAoKWxgaIDe9n+/r/56On/o+jgvk7XpEWlERMS406g+qLs2BFyd33F9CuuITQi0mc7Vz3QiQkTiXT2rNVXVQEwL20ehbWFFNQU9DkeIcS5zzUM6nrdcMMNALz00kt89tlnnH/++TzxxBPceeedAY70NOlZEwI49Y9/UJu9hsSHfkbU3M7Jzf6K/UxI0HuUKp3F00P27qdx337CMyf2WxwRwRFMTpzcKVlL9KhkEJNoQXM4qK2oYOxs38nalhK9jqdnD11HMQkWGmtrWPP8XziRc4yKkiJw7aGmFMbgYIaOz2x3jVKKCeYJHKw42Ju32M7Wf79JWHQMUxZf3mW7fbZ9jDCNIDokGkdQG0oZaKjWkzXX/nGbijcxfHz/LfgQQpxZ3fWABUJmZiaZmZncdtttjBgxgldeeSXQIQHSsyYE9Vu2UP7nJ4letAjz3Xd3Ol/bUktedR4Tza7NcPUeHFNIGLZnn+33eGYNmcWhikNUNVW5jyUMSwel3CtC66urcLTZu+xZ+6L0C0bFjiI5MtlnG0t6BgC5X+/AZEli9ndv4pqHf8t9f3+DlNHjfG7rMd48nmOVx/q0CrPs+BHydu9k+re/Q0h4hM92mqaxz7aPzAQ9aTQYjESYTNRX6TVKh0YPZYRphMxbE0L0Wl1dHRs2bHB/v3v3boYPHzz/+JOeNfGN1lJcQsnPHiJ0ZAYpf/yD1wUDrh4kV+WCiuJCouLiSV5wBdannqJx3z7CMzM7Xddbs4bM4rndz7H9xHYuTb8UgJCwcOKSU9w1QrvbELehtYFdJ3dx07ibunzWiCnTuf/ltwmNjOz03mMSLZQd8z6fZELCBOyanaOnjpKZ2Lv3vm3F24RFRXfbq1ZSV8KpplNMSpjkPhZhiqWh+nRB+QtTL+TNw2/S0NpARLDvxE8IITrOWVu8eDG//vWv+dOf/sQPf/hDwsPDiYyMHDS9aiDJmvgGa6uro/i++9Da2kh75hkMkd7nTO237QdOJ2sN1VVExZuJu/VWTi1bhvXZZxnWj/vxTEyYSGRwJNvKtrmTNdCHQk/m6iswa2xdb4i74+QOWh2tfm1n4WsFpsmSxNFtX+Boa8NgbL9AwXORQW+StRM5x8jd9RVzb7ity141OP3z93xOZGyce84a6PPWXj34Kl+WfcmCYQt6HI8Q4pujra3N6/HVq1cPcCT+k2FQ8Y2k2e2U/PRnNOfmkvbXpwhJT/fZ9kDFAYZGD3VXAGhqqCckIhJjVCTxd95J/ecb21U66KsgQxAzkmd4XWRQXX6S5oZ6ap3VC3wNg24p3UKYMYxpSdN6HUdMogVHWxt1lRWdzg2JHEJcaFyv561tXfEWYZFRTFl8Rbdt99r2EmoMZXTcaPcxvWftdLI21TKViKAIGQoVQpyTJFkT3ziapnHyj3+kftMmkh/9LyLnzOmy/X7bfvd8NYCWhgbCnCsX4265BWNsLNZ+nrs2a8gsimqLKK4tdh9LTD9dyaDWZiU4LJxQH72Bm0s2My15GqHG0G6f1dqh5qhLTKKrwkHneWtKKcYnjHfXS+2Jk7nHyd25nanfvorQiO6HLPdZ93Fe/HkEG05vwOsaBnUVlA82BjM7ZTabSjadsSLzQggRKJKsiW+cyn++TuWbbxF/553EXX99l21tjTbK6svcK0EBmuvrCHEma+7etY2baNyzp99inD1EX8G5rnCd+9jpFaF51FbYiElI9DrHrrSulPya/C637HDZuXMnf/rTn7zu1N1d7dAJ5gnkVOXQaG/s9jmetq7Q58hNXeJ7XzWXVkcrh04d6jTUGhkbR5vdTnN9vfvYvNR5nKg/wfGq4z2KRwghBjtJ1sQ3Su2GDZx87DGiLr4Iy0M/67a9ay8x13w1gOaGhnY9QnE336z3rj33XL/FOcI0gulJ03lq11PsOLEDgKg4M+HRMVgL8tzVC7xx1e3sLlmrrq7m448/prW1lZUrV9LY2D7pcs2Hq/ZRO3SCeQJtWhtHTvm/31x5fi45O7Yx7bLvdLmvmotrxann4gLg9F5rHosMXFt4bC7p37qlQggRaJKsiW+MpsOHKf3ZQ4SNG0fqn/6EMvou0+Syv2I/BmXgvPjzAHC0tdHa3NRu+NEYFUn8Xc7etQ715npLKcVTC54iLTqNB9c/SE5VDkopEtMzsBbk6tULfCwu2FyymeTIZEaYRvi8v6ZprF69GofDwbXXXktdXR0ffPBBuyHEoJAQIuPiu+xZA3o0FLr1328RGhHJlCXdz1UDfQgU2ifLABHOmqye89aSIpMYFj2Mr8u/9jseIYQ4G0iyJr4RWsvLKbr3PgzR0aS98DwGP+ZKgT5fbWTsSPd2EM0N+rBbx16h+JtvxhgXh/W55/stZlOoiRcufoFQYyj3rb2P8oZyEoePwFaYT0N1FTFeFhe0Olr5suxL5qbM7bJu6aFDhzhy5AgLFixg4sSJLFy4kEOHDrFr16527fQKB9571iwRFhLCE/xeZGAtyOP4V1uZetmVhEV6X4Ha0V7bXuLD4kmNSm13/HQVg8p2x7MsWey27pZ5a0KIc4oka+Kc1lJQgO1vL1Jwy6201dQw9IXnCU5K8utaTdM4YDvQbnFBc0MD0DlZM0RGYr7rTuo3baLpYN939ndJjUrluYueo6q5ivs/u5/oYSm02e2A9z3W9ln3Udda1+WWHY2NjaxevZrk5GRmzZoFwJw5c8jIyGDNmjVYPQq7mxKTfBZ6d1Uy8Lfs1NYVbxESHsHUJVf51R5wb4bbMfH01rMGerJ2qukURbVFfj9DCPHNYjQaycrKcr/y8/PZsGEDl1/e9Z6PgSTJmjjntBQWYlv6d3KvuYacRYuxPvUUQWYzQ59/jrDx/hceL60vpbK5ssN8Ne89awCx114LRiM1n37a9zfhYbx5PE/Of5Jjlcd4tvotHErvNfK2bcfm0s0YlZGZQ2b6vN/atWupr6/nyiuvxOgcCjYYDFx99dUEBwezYsUK7M6EMCYhkRqbFYfD+75E483jya3OpaG1ocv3sHr3Sj4t+FTvVfOxr1tHrsoRrsoFnsKjolEGQ+eetUR9o0sZChVC+NKxNmh6F1s3DRaSrIlzRuPu3eRdex05ly7C+uSTGIJDsDz8K0atX0f6228R6exF8pereHj7laCuZK3zMKoxNpaIqVOpW7e+D+/CuwtSL+DR2Y+yo/Jrtk6qREMjOqHzAoMtJVvITMgkJiTG630KCgrYuXMns2bNIiUlpd256OhorrrqKk6cOMHatWsBffsOR5ud+spKb7djgnkCGhqHTh3yGbvdYecPXz/OlsxTTFy0xN+3fHozXC/JmjIYOu21BjAydiTRwdHstvbP3EEhhBgMpIKBOCdUf7iKsl//mqCEBCy//CUxiy4lODW1+wu7cMB2gGBDMGNix7iPNTc6kzUfc66iFi6k/PHHaSkuISStb8/v6OrRV3Oi/gTP8zythjZa816hNc9Oc1szLW0tNLU1caDiAPdl3ef1ervdzocffojJZGLBAu+7/I8dO5bzzz+fbdu2MXLkSEyJ+vYd1daTXlefjjfrPZUHbAd8bsC7sXgjNYYGMMCu6r0sMPlXYcCVLE9MnOj1fKQprlOyZlAGJlkmsbtckjUhBrtN7xzFVlTXr/dMGBrFvOvHdNnGs9zUiBEjePfdd/s1hjNBetbEWU1zOLA+/TSlv/gF4ZMmkb7i35jv/H6fEzXQe3bGxY8j2Hh6M9auetYAohfMB6Buff/3rgHcO/le5jkyKUpq5MO8VawrXMeOEzs4fOowZXVlTLFM4fIR3uddbNq0CZvNxuWXX05ISIjPZ1xyySVYLBbee+89gqKiAd97rSVGJGKJsHS5InT50eVENgcRqYWRnZ/t93vdZ91Heky6z17CiNjYTsOgAFMSp3C86jg1LTV+P0sI8c3hOQx6NiRqID1r4izmaGyk9JH/oHbNGkzXXMOQ3z6K6iIJ6Yk2RxsHKw5y1aj2k+FbnHPWQnzsERaSnk7IyJHUrV9H/G239kssnpRS/PWmf9DS1Eikc5K9P8rLy9m0aROZmZmMHj26y7bBwcFce+21LF26lC++2glATbn3FaGgD4X6WhFaUlfC5pLNTCqMwTR+JBuKNtBobyQ8KLzLGBrtjews38nCoQt9tok0xWIrKuh0PMui/4t5T/ke5qXN6/I5QojA6a4HTJwmPWvirNR6spyC275H7ccfY/nFzxnyh//pt0QNYLd1Nw32BqZYprQ77l4N2kXx8eiFC6jf/hVttbX9Fo+n4LCwHiVqNpuNd955h9DQUBYtWuTXNRaLhQsvvJDDR45gtAyhxua9Zw30ZC2/Jp/als7vd8XRFSgUo4uimJ8wh0Z7IxuLN3b7/DV5a6htqe2ULHuKiI2joaqq0zYdmQmZGJVR5q0JIc4ZkqyJs07ToUPkX3+9XoT9uWcx33VXl3uK9UZ2XjZhxjC+lfatdsebG+oIDgvH0MWGulELFoLdTv2mwBcVP3DgAEuXLqW+vp7rrruOKD9XYoK+nUd8fDz18clUlneRrDkXYByqaL/IoNXRyrvH32VqTCZRTUGcnzabhPAE1uSt6fK5mqbx9pG3GWkayfSk6T7bRZpicbTZaapvP+clIjiCMXFjZN6aEOKc0adkTSn1U6XUAaXUfqXUW0qpMKXUCKXUl0qpY0qpfymlQpxtQ53fH3eeT++PNyC+WRwNDRT96H5QivQ33yB6oe9hst5qdbTySf4nzB86370ZrktzQ4PP4uku4ZMnYYyPp/YMrAr1l91uJzs7m+XLl2OxWLj33nvJyMjo0T2CgoJYvHgxrcpIaW29z3auRQYdh0I3Fm3E1mjjW8FTAYhLTGZR+iI2Fm+krsX3pOL9tv0crDjIDeNu6DIJd++1VlXV6dwUyxT22fZhd9h9v0EhxDdSXV3nv3/mz5/PqlWrAhCNf3qdrCmlUoEHgemapk0EjMCNwOPAXzRNGw1UAnc5L7kLqNQ0bRTwF2c7IXrE9sIL2MvKSH3yz4SNG3dGnvFl2ZdUNleyZETnbSaa6+u7HAIFUEYjUfPnU7dxI1pr6xmJsSvV1dW88sorfPnll8ycOZM77rgDk8nUq3uNGTOGhMhwqsOiqPaSFAHEh8WTEpnSaZHB8qPLSYpIIqM+AaUMRMWbWZy+mBZHC+uLfCeybx95m4igCK7I6Lokla8qBqDPW2u0N3Kk0v+6pUIIMVj1dRg0CAhXSgUBEUAZsBD4t/P8q8B3nF9f5fwe5/mLVH+PXYlzWvPx41QsewXTNdcQMXXqGXtOdl420SHR7sLg7WJoqPerAHn0wgU4ampo2Lmr27b96fjx47z44ouUl5dz3XXXsWTJEoKC+raOaOq4MYBi9eqPfLaZkDChXbJWXFvMltItfHf0d6m32YiKN2MwGpmUOIkhkUNYk+99KLSyqZI1eWu4YuQVRIV0PWQb4UzWGqq9rAh1zjWUoVAhxLmg18mapmklwBNAIXqSVg3sBKo0TXONPRQDrj0UUoEi57V2Z3tzb58vvlk0TePEf/8eQ2Qklp8/dMae02Rv4rPCz7h42MWEGDsvWPBnGBQgcs4cVEgIdevXnYkwvcrLy+P1118nKiqKe+65hwkTJnR/kR+GDB1GSMUJjhw9Rl5entc2483jKaotorq5GoAVx1aglOLq0VdTa7MSk6hXWzAoA4vTF7OlZIu7rad3j79Li6OFG8fe2G1ckT5KTgEkRyaTFJEkyZoQ4pzQl2HQOPTeshFAChAJeNue3LVUy1svWqdqy0qpe5RSO5RSO6w+ahKKb56aVR/RsH07lp/+lKD4+DP2nE0lm6hvrfc6BAr6AgN/etYMERFEzp5N7WfrBqSoeHNzM++//z7x8fHcddddJHipbtBbMQkWQirKiAwLY/Xq1bS1dS495TlvrdXRyrvH3uXCtAtJjkymxlberjTW4hGLsWt21hasbXePNkcb7xx5h+lJ0xkVN6rbuMIiozAYjV6HQUHvXZOyU0KIc0FfhkEvBvI0TbNqmtYKrATmALHOYVGANKDU+XUxMBTAed4EnOp4U03TlmqaNl3TtOmJiZ1rH4pvnrbaWk4+/jhhmZnEXnftGX1Wdl425jAz5yef7/V8c0ODzw1xO4pauJDW4mJajh/vzxC9+uyzz6iqquKqq64iNDS0X+8dk5iI0jTGJiditVrZvn17pzYTzHov3oGKA6wvXE9FUwXXjbkOh6ON2ooKYjyKzp8Xfx7DY4Z32iB3c+lmSupKuGHcDX7F5So5Ve+lZw30eWsnG05yov6Ev29VCCEGpb4ka4XALKVUhHPu2UXAQWA94PqNejvwvvPrD5zf4zy/ThuILgdx1rM+/QxtFRUkP/ooqostM/qqrqWOz4s+Z1H6IoyGzs/RNE1fYOBHzxpA1Pz5AGd8VWh+fj7bt29n5syZDB8+vN/vHxwaRoQpltDmekaNGsWGDRuo7bCHnCnURFpUGgcrDrL86HKGRA5hbspcGqqqcLTZiXGWrQJ9Y99F6Yv46sRX2Bpt7uNvH36bhPAELhp2kd+xRZhiafDRs+baHFd614QQZ7u+zFn7En2hwC5gn/NeS4FfAT9TSh1Hn5P2svOSlwGz8/jPgIf7ELf4hmg6eJDKN94g7qYbCZ/YP3OwfFlXtI4WR4vPIVB7awuONrvP6gUdBSdZCMvMpG7dmZu31tLSwvvvv09cXBwXXeR/ktNTMYkWam1WlixZgt1uZ+XKlaxfv561a9fy8ccfk52dTVxLHJsKN7GtbBvXjL4Go8Ho3kw3OqF9L/mS9CU4NAefFnwKQFFtEV+UfMG1Y64l2BDc6fm+RHbRszYmbgzhQeEyb00I0Y7RaCQrK8v9ys/PZ8OGDZhMJqZMmcK4ceP4+c9/Hugw2+nTMjFN0x4FHu1wOBfoNIakaVoTcF1fnie+WTSHgxO/+2+MsbEk/uQnZ/x5q/NWkxqVyuTEyV7PtzirF4T5scDAJXrhAqxPP4PdaiXoDAzrr1u3jsrKSm6//fYu6332VUxiEtb8HMxmMwsWLGDt2rXk5eVhMBgwGo0YDAaCo4Npim5CaYqGLxs4HHoYrUJP1mISLO3uNypuFKNiR7Embw03jbuJ5UeWY1AGrh3ds2HuiNg4rIX5Xs8FG4LJTMgcFD1r1c3VVDRWkBHbs73uhBD9z1Ub1FN+fj7z5s1j1apVNDY2MmXKFK6++mrmzp0boCjbk9qgYtCqWrGCxj17GPLY/2Ls5T5h/jrVdIptpdu4Y8IdPjdide2U72/PGujz1qx/fZq6zz8n9tr+nW9XWFjItm3bmDFjBiNGjOjXe3cUk5BIzldb0RwOLrjgAmbPno3BYGj3s9petp27PrmLKTFTMBYZefvtt4kKC8UeE0dkXOeF30tGLOGZr5+hoKaAlcdXsnDYQpIik3oUV6QplobqKjSHA2XoPFCQZcni5X0v09Da0GmD44H09K6n+TD3QzZcvyGgcQghuhceHk5WVhYlJSWBDsVNkjUxKLWWlmJ94s+ET5+G6Srf9SH7y6f5n9KmtfkcAoXTPWv+LjAACB0zhuCUFGrXre/XZK21tZX333+f2NhYLr744n67ry+mxCTa7Hbqq6uIiovH6GXuYGZiJnNT5/JA1gOcF3ceBw4cIPuD92lKHcnf//EPFi1axNixY93tF6cv5pmvn+GXG39JdXO1X9t1dBQZG4ejrY2m+jrCo2M6nc9KzKJNa2OfbR8zh8zs8f37y/YT22m0N7KpZBOL0v2rzyrEuW79K0spL8jt13tahmew4I57umzT2NhIVpY+p3XEiBG8++677c5XVlZy7NgxLrzwwn6NrS+kNqgYdFrLyyn4/vfRHA6G/O53/V7305vVeasZFTuKMXFjfLZpdvashUb4X19TKUXUwoXUb9mCo7Gxz3G6rF+/noqKCq688sp+X/3pTYxFH8assZ702SY8KJy/Xfw3JiZMxGg0MmnSJEYHO0hqrsVoNLJ8+XIqK08vBhgWM4zx5vEcrDhIhimDGckzehxXRBdVDAAmW/Qh7UDOW6torCC/Jh+AT/I/CVgcQgidaxh09+7d7RK1TZs2MWnSJJKTk7n88stJTk4OYJTtSc+aGFTslZUU3XUXdquNYS+9ROjIkWf8mWV1Zewq38WPp/y4y8SwubHnPWugz1urfP116rduI3rhgj7FClBUVMTWrVuZNm1aj+t99pYpUR+erLaWkzLmPL+vq7NZSU60sPDWW3n22WdZs2YNN910k/v8kvQleh3QsV3XAfWl3ca4QzuvhI0JiWFU7Ci+tgZu3pprztx58eexqWQTjfZGwoPCAxaPEINFdz1gA801Z+3o0aNccMEFXH311e4euECTnjUxaLTV1lJ01920FBQy9PnniJg6ZUCe6yp9tCTd9xAo6KWmAL8qGHiKmD4dQ1QUtR97L7HUU1u2bCEiIoJLLrmkX+7nD9cCgZpy3z1r3tRUWIlJSMRkMvGtb32LI0eOcPToUff57475Lj+a/COuHn11r+KKMOnJmq8VoaDPW9tbvheH5ujVM/pq58mdhBpDeXDqg/pQaPGmgMQhhPDPmDFjeOSRR3j88cFTwlySNTEoOBoaKLrnhzQdPUrq038lctasAXt2dl42mQmZDI0Z2mW75npnstaDBQYAKiQE01VXUf3RalqKi3sdJ4DD4SA/P5/Ro0cTFhbWp3v1RHBYGOExJmqs5X5f09zQQHN9vTvRmzVrFgkJCWRnZ9PqLHAfHRLNfVn39bqnKSLWWR/UxzAo6PPWaltryanK6dUz+mpX+S4yEzKZNWQW8WHx7u1KhBCD17333svGjRt9ltgbaJKsiYBzNDdTdP/9NO7ZQ+oT/0e0czPZgZBXncehU4e6XFjg0tzQgDIYCA7teZJkvucelMGA7YUXehOm28mTJ2lsbDzjqz+9iUmwuPdN80dthz3WgoKCuOyyy6isrGTz5s39EpNeciqoy541d1F368DPW6tvrefwqcNMTZpKkCGIi4ZdxOfFn9NkbxrwWIQQurq6uk7H5s+fz6pVq9zfh4eHU1JSEpC/a72RZE0ElNbaSslP/h8Na8GTQQAAIABJREFUW7cx5A9/IGbx4gF9/sf5H6NQfq3Qc9UF7c3cquAkC7E33ED1e+/TUljYm1AB3P/KS09P7/U9esuUaKG6Bz1rNRV6bV/PPdYyMjKYOHEimzZt4tSpTtXmekwpRURsLA1VvpO1odFDiQ+LD8gigz3WPTg0B9Ms0wC4NP1SGu2NfFHyxYDHIoQ4e0myJgLK9rcXqduwgaT/+k9ir/7OgD9/Y/FGMhMzsURYum3bk7qg3ph/cDcqKAjbC3/r9T3y8vIwm82YzvC+c97EWJKotZb7XZi+xupK1tpvBnzppZdiNBrJzs7ulyL3kaY46qt9D4MqpchKzGLXyV19flZP7Tq5C4MyuFelTk+aTlxonKwKFUL0iCRrIqBqsrOJmD2L+JtvHvBn2xpt7LPt41tp3/KrfXNDfY82xO0o2GIh7sYbqP7gA1oKCnp8fVtbGwUFBQHrlo9JtGBvbdFXXvqh1laOwRjkXrHpvk9MDPPnz+fYsWMcOXKkz3FFdtOzBjA1aSrFdcWcrO/ZAom+2lW+i3Hx44gM1j83QYYgFg5bKEOhQogekWRNBExLQQEtublEL1gYkOe7hqIuTPNv48Pm+nrC+pCsAZjvvhsVHIzt+Z7PXSsrK6OlpSVgyZp7+w4/V4TW2KxEJyR4rSwwc+ZMEhMTyc7OpqWlpU9xRZhiu+xZA5iePB3QV2YOlNa2VvZa9zLVMrXd8UvTL6XB3sDm0v6ZtyeEOPdJsiYCpnb9egCiFswPyPM3Fm/EEmFhbNzY7hsDLX3sWQMISkwk7qabqP7wQ5pze7bKKJDz1eD0cGZXG+N6qrFZiTF7r4dqNBr59re/TXV1NV980bf5W5Gxce6SU76Mi9N7t3ac3NGnZ/XEgYoDNLc1MzWpfbI2I3kGsaGxMhQqhPCbJGsiYOo2fE7IqJGEDO16y4wzobWtlS2lW5iXOs/vBQPNjQ09KuLui/nuu1ChoT1eGZqXl0dSUhKR/RBDb8QkOvdas1n9al9rs7qv8SY9PZ1JkyaxefPmPi02iDDFojkcNNbV+mxjNBiZYpkyoMnarnJ9jpxrNapLsCHYPRTa3NY8YPEIIc5ekqyJgGirraVhxw6iF/R9R//e2FW+i/rWer/nq4E+DBrShwUGLkFmM3E330TNRx/RnOtfXTy73U5hYWFAl5GHhEcQFh3jV89am91O3akK97YdvrjqmvZlKw93FYMu9loDfXJ/XnUetkZbr5/VE1+f/Jr0mHQSwhM6nbt0+KXUt9azpWTLgMQihDgtKkovGZifn+8u2u56vfbaawGOzjtJ1kRA1G/aBHY7UQFK1j4v/pwQQ4jfxb01h4PmxoYeb4jri/muu1BhYdiee96v9sXFxdjt9oDv+ePv9h31lafQNAfRPoZBXWJiYsjKymL37t3U1NT0KiZ3fdBuFj645q0NxKpQh+ZgV/muTkOgLucPOR9TqIlPCv4/e+cdXmV9/v/Xc1b23gMIO5sAIUBIILJBlCWCCCJo+VZtVaq1Wq1au7RaR/vTKiqOgqIgFSFgmWEECBmEAAl7JiE7ZO88vz8yTCDjzJyAn9d1eUHO83nu5z5CyH3u8b5FKVQgMCcDBw5s3ROamprKQw89ZG6XOkQEawKzULY3DqWjI1bDhpnl+QcyDzDKcxTWau0yZbXVVSDLRgvWVM7OOD+4mNJt26g5f77b85cuXUKSJPr1u3X/ZU9i7+au1cqplk0HXZVBWxg3bhyNjY0cPnxYL59agrXuMmuBLoFYqax6pBR64cYFSmtLbxkuaEGtUDOxz0TirsVR22DYgIVAILjzEYvcBT2OXF9Pxf792MZMQFIqe/z5V0qvcLn0Mg/4P9D94WZa94IaKVgDcF6xguJ1X5H//vv4vvNOl2cvXbqEl5dXj66Y6gh7V3cupSQhy3KXvX4/CeJ2nVkDcHZ2Jjg4mKSkJKKjo7HWsdTcUgbtLrOmVqgZ5jasR4K1luxdZ8EawJR+U/jv+f9yOPswE/poX44XCO4Ubmy5QG12hVFtarxtcLxnoNbnL1y40G5Z+7/+9S+io6ON6pMxEJk1QY9TlZpKQ0mJ2Uqg+zP3A9pLdkCTIC5gkCjuzaicnHB6aCll23/k6v/9H9VnznZ4rra2lszMTLOXQAHs3Ty00lorax5C6K5nrYWoqCjq6upISEjQ2ScLaxuUKpVW+m/hHuGcKz5HSU2Jzs/RheS8ZNys3PC18+30zBivMdhp7EQpVCAwIzeXQXtjoAYisyYwA2V794JajU1UlFmevz9zPwMcBnT5g/RmaiqadslZWNsa1Re3xx9HaWdHwYcfcWnOHBzmzsXtyV+j9vRsPXP16lUaGxt7RbDm4N4yEZp3i9htW0rz87Cyd0CtsdDKroeHB/7+/iQkJBAZGYmFhXb3QcvKKScquimDQnu9tYl9TaPvJ8syKblN/WpdZR/VyqZS6J6re6htqEWj1JjEH4Ggt6JLBuznjsisCXqc8r1x2IwKR2lr3MBHGyrqKkjKTdIpqwamyawBSBoNLo88wsAd/8N52TJKt2zhwrTp5P3jbRrKmqQoLl26hEKhwMvSiqpTpyiLi6PiyBHkujqj+qIN9s3CuKXdDBmUFuZrVQJtS1RUFNXV1SQl6V6mtHFw1CqzFuIagkahMWkpNLsim9zK3C5LoC1M9ZtKWV0ZR3OOmswfgUBw+yMya4IepWVrgdOihWZ5/uHsw9Q31usRrDX3rJlI40zl5ITH87/DackS8t97j8KPP+bGt9+i8vAgY+AAXGpqudosc9GC0tERuylTsJ8xHeuICCSV6b+dW5ayd7fFoDQ/Dxcf3fTzfH19GTBgAIcPHyYiIgK1Wq31vdYOjpQVFXZ7TqPUEOoWSlKO6YK1ln61kR4juz07ynMUCknB8fzjRPmYJ9MsEPycublnbcWKFTz55JNm9KhjRLAm6FHK4+IADOpX+++5/5Kcm8wY7zGM8RrToY5VZ+zP3I+d2o4w97DuD7fB0AGD6upqVCoVqm4CKo2vDz5v/h3nh5dR+MknVNfVU2zvQLi1FZ6vvorKzRWVqyv1+fmU/vg/SmNjubFhA0onp6bA7e67sRkdoZeP2mBhbY2lrV2XmTVZlikryMdvWPeZpZuJjo7miy++IDU1lVGjRml9n42jE7kXu5+qhaZS6Oq01ZTVlmGnsdPZx+5IyUvBTm3HIMdB3Z61UlkxwGEA6YXpRvdDIBB0THl5U1uLn58fVVVVZvZGO0SwJuhRyvbGGbS1QJZlPjj+ATkVOWy+sBmAoU5DifSOZKz3WEZ4jMBC2XG/U6PcyIGsA0T6RKJWaJ+1AahtLoPqs26qpKSEjz/+GFtbW5YvX65VP5ZVUBC+77zD6dOnkdevJ2jhQpxuWjNlN3kyjdXVlB84QNn2HynZupUb336Lz7vvYD99us5+aou9q3uXwrjVFeXU1VS3ZuF0wc/PD19fX+Lj4xkxYgRKLaeFrR2cqCwtobGxAYWi63vCPcL5UP6QY3nHdM6wakNKbgrD3Ieh7MaPFgJdAjmULcRxBQJB54ieNUGPYYytBZllmeRU5PBCxAusn7Wep0Y8hb2FPf/J+A8rd65kwjcT2Ht1b4f3ZhRmUFBVoNPWghaqK8pRqTWodCjNAdTV1fHNN99QU1NDbm4uGzZsoKGhQev7L126hEqlwte342EIhaUl9lOm4PP2PxgSfxB1v74UffkfnXzUFftuhHFbNdZ07FmDpmGB6Ohobty4wcmTJ7W+z8axaeVUdVnnK6daCHULRaVQmaRvrbi6mIslF7UqgbYQ6BJIQVUBeZXdiw0LBIKfJyJYE/QYrVsLYmL0tpGYmwg0yR4EuQTxaMijrJm2hvhF8bw/6X387P14Ou5pvjn9zS337s/cj4TEOJ9xOj+3trJS51VTsiyzdetWsrOzmT9/PnfffTfnz59n+/btyLKslY1Lly7Rt2/fbsunAAorK5wWLqIqJaVTGRBj4ODuQWleLnXV1R1e11W242YGDx6Mu7s7Bw8epLGL5extsXbQTmsNmkqPwS7BJOck6+VfV7TsA9VmuKCFAOcAoOnDhEAgEHSECNYEPUZZXPPWgjDd+sXacjTnKC6WLvR3aC9jYa22ZrzveNZMW0O0TzR/Tvgz7ya/S6P80w/7fZn7CHELwdnSWefnVldWYGGj2/TqkSNHOH78ODExMfj7+xMeHs64ceNISkri0KHuy17l5eXk5eXpJNnhMHcOkkbDjW/W6+SrLgyOiKS+rpaMg3EdXi8t0H57QUcoFAqio6PJz8/nzJkzWt1j07rFoPtgDZr61tIL06msq9TLx85IyU1Bo9AQ7Bqs9T3+zv5ISKJvTSAQdIoI1gQ9glxfT8W+/dhOGK/31gJZlknMSWSU56hO9aus1da8e9e7LBiygE9PfsrvD/6euoY6CqoKOFV4Sq8SKEBtZYVOsh0XL15kx44d+Pv7M378T31RkyZNIigoiJ07d3Lq1KkubVy+fBlAp2BN5eSE/YzplGz+gcYK4yqDt+A9NAA3vwEc+3FLhxnC0oJ8VGoNVnb2ej8jMDAQFxcXtm/fToUW78O6dYtB91pr0NS3Vi/Xk5qfqrePHZGSm0Kwa7BOmmnWamv6O/QXwZpAIOgUEawJegRjbC24WnaVvMo8Rnl2PSWoUqj4w5g/8NSIp4i9GMsvd/2SbRe3AbptLWhLTWWF1pOgxcXFbNiwAVdXV+bOnYtC8dO3mUKhYM6cOfTp04dNmzZx9erVTu1cunQJCwsLvLy8dPLVcdEiGisqKNmyVaf7tEWSJIZPn0XBtStkZtzaV1ZWkI+dq1uXgrDdoVQqmT9/PhUVFWzatKnbcqiNo3b7QVsIcw9DKSmNKuFRWFVIRlFGq/CuLgS6BIpgTSAQdIoI1gQ9QtnevaBSYTNO936xFhJzmvrVugvWoCmgeDTkUf4a9VdS8lJ4M+lN3K3dGeo0VK9n11RoF6zV1tayfv16ZFlm0aJFHU5+qtVqFi1ahIODA+vXr6ewsEkfrLq6mry8PM6dO0dSUhJnz56lX79+Wk9EtmAVFoaFvz/FzX6YAv9xE7C0tSP1x1sDwtKCPL1LoG3x9vZmxowZXLhwgf3793d5VmNljUqt0apnDcBGbUOAcwDJucbrW4u9GEuD3MDM/jN1vjfQJZC8qjwKqgqM5o9AIOgYW1tbTpw4QVhYGGFhYTg7O9O/f3/CwsKYfJOeZW9BSHcIeoTyuH1YjwpHaae/rtXRnKO4WbnhZ++n9T33DLwHN2s3Vu1dxXS/6Xpne2qqKrstg8qyzPfff09eXh4PPvggLi4unZ61sbHhwQcf5JNPPmH16tVNz6ipaXdGoVAQHKx971MLkiThtGghOa/+kerjxw3qEewMtcaCkIlTSdr6X0oL2m8rKCvIx3W4n1GeM3LkSK5evUpcXBy+vr4MGtSxdlnTyilHrTNr0NS3ti5jHdX11ViqLA3yU5Zlvr/wPSGuIQx01H2FTqBLIADphekmkRMRCATtCQkJITW1qQ3i4YcfZtasWdx3331m9qpzRGZNYHJqL1+m9sIFgyQ7WvrVwj3DdQ64xniNYc/9e3h65NN6P7+moqJbjbXjx4+Tnp7O5MmTOw0q2uLi4sKSJUsYPHgww4YNY8qUKcyfP58VK1awatUqXnzxRUJDQ/Xy137WPSisrSn+2nSDBsOmzAQZ0nb92PpafW0tFTeKsXfTbxL0ZiRJYtasWbi7u/Pdd99xo4sBAmsHR60za9DUt1bXWMeJghMG+5lRlMG54nPMHjhbr/vFkIFAIOgKkVkTmJyy3XsAsJ04SW8bl0svU1BVQISnfur8ViorvZ/dUF9PfW0Nll0Ea7W1tezZswdvb2/Gjh2rtW0fHx+TfJpT2tpgP/teSr7bhPvzv0Pl1PnSdX1xcPdgwMgI0nb/yJh5C1FpNJQVNZXx9BHE7QyNRsP999/P6tWr2bBhA8uXL+9QysTG0YnSbtZgtWW4x3AkJJJykrQqrXfF5vObUSvUTO+vnxixjdqGfvb9RLAm+Fmxfft2cnJyjGrT09OTGTNmGNVmb0Bk1gQmp2z3biwCAtD4+uhtQ5d+NWPTsmqqq8zakSNHKC0tZerUqe0GCsyJ06JFyLW1lHy/2WTPGD5tFlWlJZw9chBoo7HmYpzMWguurq7Mnj2brKwsduzY0eEZXTNr9hp7hjoPNVgct7ahlthLsUzsOxEHCwe97YghA4FA0BkisyYwKfWFhVQdO4br448bZCcxJxF3a3f62vU1kmfa0xKsWXayxL28vJyDBw8ydOhQ/G5aCWVOLIcOxWr4cG6sX4/zsoeQTBBE9g0ZhrO3L8f+t5XA8RN/2l5ghAGDmwkKCuLatWscOXKEPn36EBIS0u66jaMTVaWlWq2caiHcI5wNZzdQ11CHWqnbdooW9mfup6SmRO8SaAuBLoFsu7SNwqpCXKw673cUCO4U7sQMmKnoHSkAwR1L+d69IMvYTda/BNrSrxbhGWGQHIS+dLcXdN++fdTV1TFlypSedEsrnB5YRO2VK1QeOWIS+5IkETZ9Fjnnz3L9/BlKC/JBkrDrYrjCEKZMmUKfPn344YcfKCkpaXfN2sERWW6kqrRUa3vhHuHUNNTw4+Ufuz/cCZvPb8bNyo2x3tqXvzui7ZCBQCAQtEUEawKTUrZ7D2pvbyz8/fW2cankEoXVhWYpgULTXlCgw2nQ/Px8kpKSCA8Px9XVtadd6xa7adNQOjqadNAgaPxENFZWpP64ldKCPGwdnVCq9MtSdYdSqWTevHnIsnxLObR1i4EOpdAo3yhC3UJ5Of5l9lzdo7M/BVUFHMg6wKyBs1ApDCtUtKydEsGaQCC4GRGsCUxGY2UlFYcOYTtpkkEZsaM5RwHz9KvBT5m1jnTWdu3ahVqtJsaAfaemRGFhgcO8eZTt2UNdrmkWhWusrAmaMJkzhw+Qd/G83jtBtcXJyYmoqChOnTrFxYsXW19v3WKgg3yHhdKCDyd/SIBLAM/se4a4a3E6+dKirTZn4Byd7usIW40t/ez7kVEkdoQKBKakvLy83deff/55r5btABGsCUxIeXw8ck0NdpMmGmTnaM5RPG088bX1NZJnutHSs3ZzsHbp0iXOnDlDdHQ0Np30s/UGnBbeDw0N3NiwwWTPCJt2Nw319eRfvYydDpOgdXl5lMTGImu5sL2FcePG4ejoyPbt22loaAD0y6wB2Gns+HDKh/g7+bMqbhX7ru3T6j5Zlvn+/PeEuoYywHGATs/sjEBnMWQgEAhuRQRrApNRvms3CgcHrEeO1NuGLMsk5SSZrV8N2gRrbQKyxsZGduzYgb29PWPGjDGLX9qi6dcP25gYitasofbaNZM8w9nbl34hTeK7VnX13QZf9fn55P7tb1yYMpXsZ56l4uBBnZ6nVquZMWMG+fn5JCQkAGDj5IwkKci7ckln/+019nw09SOGOg1lVdwq9md2vTEBIL0onfM3zjN7kGGDBW0JdAnkesV1iqu1zw4KBII7HxGsCUyCXF9PeVxc0+J2tf79S+dvnKe4pthsJVBoI91h9ZNW28mTJ7l+/TqTJk1CbcD76yk8X/4DKBRkP/8CcnMmypjIsky/wqbG/rrvf+D8pMnkvfUW1WfOtDtXX1BA7utvcH7KVIr+sxb76dOR1GoqjiTo/MwhQ4YwePBg4uLiKCsrQ2NpxeDRkZzcs4Oa5tK1Lthr7PloykcMdhrM03uf5kDmgS7Pbz6/GY1CwzS/aTo/qzPEkIFAIOgIEawJTEJlSgoNJSXYTTJsz5o59dVaqKmsRGNl1SoHUVdXx+7du/H09LxFPqK3ovb2xuOlF6lKTqbo88+Nbr/ggw+w2b6TMX5DGfHMc1gOGULh519wafYcLt5zLwUff0zum282BWlffon9tGkM3BaL9xuvYzkslMqjR3V+piRJTJ8+nYaGBnbu3AnAqHvnU1NZQdpu/aY7HSwcWD1lNYMcB/H03qf58dKPHe5XrW2oZdulbQZrq92Mv0vTIE5vCNZuVN8gp8K4gqUCgUA/RLAmMAnlu3cjaTTYRum/uB2agjUfWx98bPUX1DWUpiXutq1fJyQkUFJS0qsEcLXBYfZs7KZMIf/d927JeBlC8YYNFPzr/+E4Zw6Rr7+Fx7z59PnoQwbv34fHy39AYWND/j/epuizz7GbMpkBsVvxfuN1NM2adDYRo6lOT6ehrEznZ7u4uDBu3DjS0tK4cuUKngMH0zc4lJTY72mor9Pr/ThYOPDx1I8Z5DSI3+7/LYtiF7Hv2r52Qdu+zH1N2mpGLIFCU3avj12fXhGsvXzoZR753yMdBqsCgaBnuX1+0ghuG2RZpmz3HmzGjkVhQON9o9xIYm4i4R7hRvROd2oqK1plOyorKzlw4ACDBw9mwADjNJX3FJIk4fnHV1E4OJD93O9orK012GbZ3r3kvPpHbKKi8PrTa+36ClXOzjgvXozf+q8ZuGsXg3buwOfvf8eif/92NqwjIqCxkcpE/TYJREVF4eDgwLZt22hoaGDUvfdRXlxExoE4vd+Xg4UDa2eu5bXI1yipKeFXe37F4tjF7M/cjyzLbD6/GXcrd8Z6Gaat1hG9YZNBTUMNh7MPc7XsKldKr5jVF4FAIII1gQmoOXuWusxMbA2cAj1XfI6SmhIivPTbB2osaip/WuJ+4MABamtrmTzZsPKuuVA5O+P1p9eoOXOGgn/9yyBbVcePk7XqN1j6++P73rtd9iZqfH1Q+3ScHbUaHoak0ehVCoWm3aHTpk0jNzeXpKQk+oUOx81vAIlbNuk8ZdoWtULN3MFz2TJ3C3+M/CPFNcU8sfsJFscu5mDWQWYNnIVSy00JuhDoEkh2RTY3qnWbajUmyTnJVDdUA3Ao+5DZ/BAITIEkSSxdurT16/r6etzc3Jg1axYAb7/9No888kjr9XXr1nH33Xf3uJ9tEcGawOiU7d7dpGJ/110G2WntV/MwX78aNAVrljY23Lhxg6NHjzJs2DA8PDzM6pMh2N11F44L7qPwk0+pTE7Wy0bt5ctc++VjqFxd6fPRhwZlUBUWFliFhVFxVPchgxYCAgIYMGAAe/bsoaKiglH3zqco6xoXUhL1ttmCWqFm3uB5bJmzhVfGvkJhdSGA0UugLbQOGRSZL7t2MPsgGoUGTxtPDmcfNpsfAoEpsLGx4eTJk1RVVQGwc+dOfNp8mHzyySdJTk4mPj6eGzdu8NJLL/EvAz/cGopBwZokSY6SJG2UJOm0JEkZkiSNlSTJWZKknZIknWv+1an5rCRJ0j8lSTovSVKaJEkjjPMWBL2N8l27sRo2DJWbYeKoiTmJ+Nr64mXrZSTP9KO2shKNlTV79uxBkiTuMjAI7Q24/+551D4+ZD//Ag3lFTrdW19QwNVfrASg7ycfozLC5gbr0RHUZJym4YZ+2SRJkpg5cyZ1dXVs376doWOisHfzIPGH7wz2rQW1Us19Q+4jdm4sW+duZYCDacrgvWGTQXxWPOGe4UzwncDRnKPUNejX/ycQ9FZmzJhBbGwsAF9//TUPPPBA6zWVSsUHH3zAE088wXPPPceKFSvM3vZi6CL394AfZVm+T5IkDWAN/B7YLcvy65IkPQ88D/wOmAEMbv5vNPDv5l8FdxB1169TnZ6O+7PPGGSnUW4kKTeJyf3MX26srqygTm1BWloa48aNw8HBeNN/5kJpa4P3G69zZclS8t54A68/vab1vbl//Sv1eXn0+/KL1iEBQ7GJiKBA/n9UJiVhp2eJ2dXVlZiYGPbs2UNgYCDhs+aw57OPyDqdjo9/oFH8hKagzdfOdALNDhYO+Nr6mi1Yyy7P5mLJReYPno+PnQ/fnPmG1PxUs05kC+5Mzp79E2Xlxt3YYWcbwJAhf+j23KJFi3jttdeYNWsWaWlprFixggMHfpLriYyMJCAggF27dpGRYf6tInpn1iRJsgfGA58CyLJcK8vyDWA28EXzsS+Alj0ss4Ev5SaOAI6SJJk3ZSIwOmW7m/Yr2k7Uf3E7wOmi05TWlpp9uECWZWorK7hWXoWlpSVRUVFm9ceYWI8cicsjK7ixYQMVCdr1i1VnZFC6bTvOK5ZjNWyY0XyxHDYMycKCCj371loYN24c3t7ebN26Fb9RkVja2XP0h41G8rLnCHAJMFuwFp8dDzTtTY3wjEApKUUpVHDHERoayuXLl/n666+ZOXPmLdfLy8tJSkqirq6O/Px8M3jYHkMyawOAfOAzSZKGAcnAU4CHLMvXAWRZvi5JUsvuGR+grXx6ZvNr1w3wQdDLKN+zG82AAVgM6N/94S6Iz2r6gTHW2/jTdrpQX1NDrYU1JRVVTJkyBas2wrh3Aq6/+hWl27aT+7e/0f+7jUjKrhvm8999D4WDAy7LlxvVD4VGg9WI4VRqGTR2hlKpZO7cuXz44Yf8b+dOwqbO5Mh36ynMvIqLb99bzldVVZGcnExISEivypgGugSy88pOSmpKjKrjpg0HMw/ibeNNf/v+SJLEMLdhxGfH8+SIJ3vUD8GdjzYZMFNy77338uyzzxIXF0dhYWG7a6+88gpLlizBw8ODVatWscGE6/q0wZCeNRUwAvi3LMvDgQqaSp6d0dGuoFsEfCRJWilJUpIkSUm9IZoVaE9DaSkVRxMN3gUKcDDrIAHOAbhaGd4PZQjVFeXUuPtipdEQEWHeqVRToLC0xP23z1Jz+jQ3vuu6v6syJYXyfftwefQRlPb2RvfFJiKCmjNnqC82bNWSm5sbEydO5PTp02j6DkKlsSDxh023nCspKWHNmjXs2rWLf//736SlpfUaTbGWIYOeXupe11BHQk4C43zGtcqwjPUeS0ZhBkXVRT3qi0BgalasWMHLL798i7j5iRMniI2N5Xe/+x0rV67kypUrrcLb5sKQYC0TyJRluWWEayNNwVtuS3mz+de8Nuf7tLnfF8i+2agsy6tlWQ6XZTnczcAGdUHPUh4XB/UfibJhAAAgAElEQVT12E40LFgrqy0jLT+NKB/zlxxPnjxFo5UNoYMH3BZrpfTBbvp0rMJHkv/ue50K08qyTN7bb6N0c8X5wQdN4of16KYW1sqjhk9wjh07lj59+rA7Lo7B0RPJOBhHWWFB6/Xc3Fw++eQTSktLmTNnDq6urmzatImNGzdSqceqKmMT6GyetVOp+alU1FUwzucnMetI70hkZBKu6z+tKxD0Rnx9fXnqqafavSbLMo899hjvvPMOlpaWKBQKPvjgA5566ilqjaBNqS96B2uyLOcA1yRJGtr80iQgHfgBWNb82jJgc/PvfwAeap4KHQOUtJRLBXcGJT9sQeXtZXAv09HrR6mX64n0jjSSZ/pRX1/PocSjKKorGTJokFl9MSWSJOHxwgs0FBdT8MG/OzxTcTCeqqRkXH/5SxTNAsHGxio4GMnKSm+9tbYoFArmzJlDfX09eSorGuVGkrc1/VN0+fJl1qxZgyzLLF++nLCwMJYvX87EiRPJyMjggw8+4Ny5c53abmhoMPk/2o6WjvjY+vR4sBafFY9KUjHa86fZryCXIOw19kJvTXDHUF5efstrMTExbN26FUmSOHjwIDNmzGi9Fh4eTnp6OhqNpifdbIeh06C/BtY1T4JeBJbTFAB+K0nSI8BVYEHz2W3ATOA8UNl8VnCHUJeXR8WhQ7is/AWSgSuYDmYfxEZtwzB34zWw60NycjJl5RVY5WVhZYCO2O2AVVAQDvPmUrR2LU4L72835SnLMvnvvIPaxwenBQs6N2IgkkaD9YgRVBqgt9YWFxcXpkyZwvbt2/EbMYYTu3/EMXg4W7bG4uTkxJIlS3B0dASaet3Gjx/P4MGD2bRpE+vWrSM8PJxhw4ZRWFhIQUFB639FRUUoFAoeeOABBg4caBRfOyLYNZjUvFRkWW63GcKUxGfHM9xjOLaan9arKRVKxniN4VDWoR71RSAQ/IRBP1VlWU5tLlmGyrI8R5blYlmWC2VZniTL8uDmX4uaz8qyLD8hy/JAWZZDZFnWb7eMoFdSGrsNGhtxuNcwoVBZlonPimeM1xjUCvOVHevq6ti3bx/uTo4oK0qwsL6zgzUA96efRqHRkPvG39u9XrZjJ9Xp6bj++ldIJv5kaR0RQc2589Tf1OyrL6NGjcLPz4+smkbKbJ34fvMPeHt7s2LFitZArS1eXl6sXLmSsWPHkpSUxKeffsr333/PoUOHKCgowNXVlXHjxuHs7Mw333xDTo7pFp2He4STW5lLZnmmyZ7RlvzKfE4XnWac9637fCO9I8mryuPCjQs94otAIGiPoZk1gQCAks2bsQwNNXgK9FLJJa5XXOcXob8wkmf6kZOTQ2VlJSF9fUiHn0WwpnJzw+WX/0f+P96mPD4e23HjkBsayH/vPTQDB+Jwzz0m98FmdAT5QGViIvbTpxtsT6FQMHv2bP79739T6+qNdX0NS5cu7bKcoVarmTZtGiEhIZSUlODm5oaTkxPKNpOy4eHhfPLJJ6xbt45HH33UJJOkLbI1STlJ9LHr081pw2mV7OigV7SlJeFQ9iEGOd25LQECQW9FrJsSGEz1mTPUnD6Nw733Gmyr5QdGR5/ue5LMzKZsho2q6Vvk5xCsATgvW4a6Tx/yXn8dub6eks0/UHvxIm5PPdmtrIcxsAwKQmFtTUWC8ZrZnZycuO+++wjy64Pi3AnyL57X6j5vb28CAgJwdXVtF6gBODg48OCDD1JTU8NXX31FdXW10fxtYaDjQJwsnEjK1a4I0dDQQGlpqd4TrfFZ8bhauTLEacgt17xsvejv0F/0rQkEZkJk1gQGU7L5B1CpsL/7VmFBXYnPiqe/Q3+8bb2N4Jn+ZGVlYW9vj1RXi6RQoLKwMKs/PYVCo8H9ud+S9esnKVq7luIv/4NlUBB2U6b0yPMltRqr8JEG663dzJAhQ+jfty8fxv2P1B2xRtlo4Onpyf3338+6devYsGEDixcvviWoMwRJkgj3DCcpp32wVltby/HjxykuLqakpISSkhJKS0spKytDlmWGDBnCokWLUOjQO9rQ2MCh7EPc1eeuTnvSIr0j2Xh2IzUNNVgofx7fDwJBb0Fk1gQGITc0ULplC7bjx6NycjLIVnV9NUm5SWbPqkFTsObj40NNZSUWNrY/q6Zqu8mTsR49mrw3/k5ddjZuq1b16Pu3iYig9uJF6vLyuj+sA2pLS4JiJnH2SDyVJfrtIL2ZQYMGcc8993DhwgW2bt1qdJ22kR4jya7IJru8SeWopqaGtWvXEhsbS0JCAtevX0etVtO/f3+io6MZPXo0Z8+e5eDBgzo950TBCUprS4ny7VwuJ9I7kpqGGlJyUwx6TwKBQHdEsCYwiIrDR6jPz8dhtmGDBQBJuUnUNNSYXV+toqKC4uLipmCtohwLE0lV9FYkScLj9y+AJGE9ahQ243pWQqVVby3RcL21mxk2ZSaNDfWc2LPDaDZHjBjB+PHjOXbsGPv37zeaXWjTt5abRHV1NWvXruXatWvMnz+fl156iSeffJJly5Yxd+5cJk6cyPTp0wkJCWHv3r1cvHhR6+fEZ8ejkBSM9ep8Y0i4RzgqhUqUQgW3PZIk8cwzP+2vfuutt3j11Vdbv169ejX+/v74+/sTERGh84cfUyCCNYFBlPywGYW9PbZ3xRhsKz4rHgulBSM9RhrumAFkZWUBTYKJtVWVP5t+tbZYDh1Kv/98ic+77/R4VtEyIACFra3RS6EALj596BscyvFd22lsbDCa3bvuuovQ0FD27t3Lzp07jSasO9hpMA4WDiRkJbB27VqysrJYsGABISEhHf65SJLErFmzcHFxYePGjZSWlmr1nPiseEJcQ7pcbWWttmaE+wgRrAlueywsLNi0aRMFBQW3XNu6dSsfffQRBw8e5PTp03z44YcsXrzYpJPf2iCCNYHeNFZUULZzF/YzZqAwgqRDfHY84R7hWKosjeCd/mRlZSFJEl5eXtRUVvwsgzVoWvSucnHp8edKKhXWI0dSacQhg7aETZ1FWUE+l44ZTz1IkiTuvfdeQkNDiY+P57333mPPnj1UVVV1ek9hYSF79+7lk08+YdeuXZSUlNxyRiEpGOYyjLiLcWRnZ7NgwQICA7vut7OwsGDhwoXU1dWxYcMGGhq6DkqLq4s5WXCy3daCzoj0juRs8VnyK8UqQMHti0qlYuXKlbzzzju3XHvjjTd48803cXVtWnU4YsQIli1bxvvvv9/TbrZDDBgI9KZ0507kqiocZhs+BZpVnsWlkkssGGI60VWtfcnKws3NDQsLC2oqKnD09DK3Sz87rEePpnzfPupyc1F7eBjV9sDw0dg6OZO6YxsDR47u/gYtUalUzJs3j3HjxhEXF8f+/ftJSEhgzJgxjBkzBisrK8rLyzl58iRpaWlkZzf1oXl6ehIfH098fDwBAQGMHj2avn37IkkSlZWVNF5ppFRdyuQ5kwkICNDKFzc3N2bPns3GjRvZuXMn07uQQTmcfRgZmWif6G7tRnpH8m7Kuxy5foR7BppeykVwZ/OHc5mcLO/8A40+BNta8afBvt2ee+KJJwgNDeW5555r9/qpU6cYObJ9dSc8PJwvvvjCqH7qigjWBHpTsnkz6j59sBo+3GBb8VnNkh1afLo3JbIsk5WVhb+/P0DTgIG1bTd3CYyN9egIACqPHjW6vptCqSR08gwObVjHjZzrRg/GPTw8WLhwITk5OcTFxbFv3z4SEhLw9PTkypUryLKMp6cnU6dOJTg4GHt7e4qLi0lMTCQlJYX09HQ8PT0ZNWoUiYmJWN2wAi8ostVtkXpwcDBXr17lyJEj9OnTh6CgoA7PHcw6iJOFU+vy+K4Y6jwUZ0tn4rPjRbAmuK2xt7fnoYce4p///CdWVlZdnu0NmztEsCbQi7qcHCqPJOD6+ONG+UscnxWPl40X/e0NE9U1lKKiIqqqqvD1bfpkVlP58xsw6A1Y+vujcHCgfP8Bk4jxhkycypFN6zm+azsTlqwwun1oypgtWrSI69evs2/fPgoKCoiKiiIkJAR3d/d2Z52cnJg6dSoxMTGkpaWRkJDAli1bUCqVrFy4kiNJR0jKSWLWgFk6+TB16lSysrLYvHkzHh4eraWdFhrlRuKz4xnrPRaF1H1XjEJSMNZ7LIezD9MoN2p1j0DQGdpkwEzJ008/zYgRI1i+/Kftl4GBgSQnJzNx4sTW11JSUrptPzA14jtNoBclW7aALBulBFrXWEdCTgLjfMaZ/dNLy3CBj48PjY0N1FZVYXGH7wXtjUhKJQ53303Zjz9S30ETsKHYOrswaNRYTu7dSV1tjdHtt8XLy4tFixbxq1/9ikmTJt0SqLVFo9EQHh7O448/zsMPP8wjjzyC/xB/RniM0Focty0qlYoFCxagVCr59ttvqa+vb3f9cPZhiqqLiOkTo7XNSO9IiqqLOFN0Rmd/BILehLOzM/fffz+ffvpp62vPPfccv/vd7yhsXnmXmprK559/zuOPP24uNwERrAn0QJZlSjZvxmr4cDR9+xps73jecSrqKojyNq9kBzQFa2q1Gjc3N2qbm8N/rgMG5sZp6RLkujqK139jEvthU2dSXV7G2cO6jeVXl5dzLuGQ0TXV2iJJEn5+fnh7N4lDj/IcxZXSK3o19js6OjJ37lzy8vLYt29fu2tfnf4KZ0tnJvWdpLW90Z5NfX6JOcaXVhEIeppnnnmm3VTovffey4oVK4iMjMTf359f/OIXrF27Fi8v8/Yui2BNoDPV6enUnr9glKwaNE2BqiQVEV4RRrFnCFlZWXh5eaFUKqmpqABAI8qgZsGif39sJ0yg+OuvaaytNbp938AQXHz7kvq/rVrf01Bfz+Z//Jkf3v4rGQfjjO5TZ7TVW9OHIUOGEBYWxsGDB1sHG66VXuNA5gEWDFmARqn9NLeHjQf97PuRmCuCNcHtSXl5eevvPTw8qKysbKez9thjj3HmzBlOnz5NYmIi48ePN4OX7RHBmkBnSn/4AUmtNsqibWjqVxvmPgw7jZ1R7OlLfX09169fb9Ov1hSsWYoBA7PhvOwhGgoLKY3dZnTbkiQxbOpMci6c40KydjIhB776jMz0k9g6ObPvP59SXVHe/U1GYKjzUGzUNresntKFadOmYWNjw+bNm6mvr+frM1+jlJTcP/R+nW2Fe4STnJtMgxG16gQCQeeIYE2gM2W7dmMTHY3S0dFgWwVVBWQUZfSKFVO5ubk0NDTg4+MDQG2zsKnIrJkP67FjsRg8iKIvvzRJ2TF4wmTc/Qay9Z03uHIitcuzp+P3kRy7meHT72HOcy9TWVrCoQ3rjO5TR6gUKoa7D9c7swZgZWXFrFmzyM3NZc+BPXx/7nsm95uMu3XnPXSdMcpzFGW1ZZwtPqu3PwKBQHtEsCbQibrcPOqysrCOGGUUe4ezDwPml+yA9sMFANXNmTXRs2Y+JEnC6aGHqMnIMMn6KbWlJfNffA1HL2++f/NPZGac7PBc/tXL/O+jf+I9NJAJS1fgMWAQw6bMJPXHWPIua7/WyRDCPcK5WHKRgir9By78/f0JDg5m3bF1lNWVsThgsd6+gOhbEwh6ChGsCXSi6ljTEmfrESOMYi/hegJOFk74O/sbxZ4hZGVlYWNjg4ND08qd2pZgTUyDmhWHe+5B6ehI0ZdfmsS+tb0DC176M/Yubmx6/Y9kn81od726opwf3voLFlbW3LPqeZQqNQBRC5diaWfH7k//jdzYaBLf2jLKs+kDUnJuskF2pk+fzgWHC7g1uhHiHKKXDdG3JhD0LCJYE+hEZUoKkqUllloqqXdHWkEaw9yG9Qq9pszMTHx9fVvlQ6orRGatN6CwtMRx4ULKd++h9to1kzzD2sGRBX/4CzaOjnz311fIuXAOALmxke3/7x+UFuRxz6oXsHVybr3H0taW8Q8uJ/tsBqf27TaJX20JcAnASmVlUN8aQHpZOiWqEvoW9uXIkSN62wn3CCc5R/StCQQ9gfl/QgpuK6pSjmEVEoKkVhtsq6SmhEsllwhx0+/TvTGpqqqisLCwtQQKbTJromfN7DgtfgCUSorXrjXZM2ydXVjwh79iaWvHxr+8RN7lixzZ9A0XUxKJeehRfPxvFcUMGj8R7yEB7F/3GdXlph02UCvUBvetQZNch6OFI5N9J7N3717y8/Xb8znKcxRldWWcKRZ6awKBqRHBmkBrGisrqc7IwMpIJdCTBU39QaFuoUaxZwgtcgZtg7WaqkpUGovWspfAfKg9PLCfPp0bG7+jwYRBkb2rG/e//Bc0ltZ8+9oLHNr4FYHRdxE2rePNAZJCwaRHHqO6vJyD601Tpm1LuEc452+cp7i6WK/7s8uz2XttL/MHz2f23bPRaDRs3ryZRj3KuKJvTXC78pe//IWgoCBCQ0MJCwsjISGBmJgYhg4dSlhYGGFhYdx3333mdrMdIlgTaE1V2gloaMB6hOG7QKGpBCohEewSbBR7htAyXNAiQgpQUyFWTfUmnB9aSmNFBSWbNpn0OQ7unix4+S+oNRa49xvA5F880eVmDXe/AQyfPovju7aTe/G8SX0ztG/tmzNNAsMLhy7Ezs6O6dOnk5mZyebNm6nVUcuupW/N0LKsQNCTHD58mK1bt5KSkkJaWhq7du2iT58+AKxbt47U1FRSU1PZuHGjmT1tjwjWBFrTMlxgFRZmFHtp+WkMdByIrcb8OmaZmZm4urq2W+jbtMRd9Kv1FqxCQ7EaPpyiteuQG0zbJ+Xk6c3ydz/igT+9idrCstvzkfc/iI2DI7s+/cCkwwZBLkFYKi31KoVW11fz3bnvmNhnIl62TWrsoaGhTJgwgePHj/Pxxx+Tl5enk02htya43bh+/Tqurq5YWFgA4Orq2u5Dem9FLHIXaE1lyjEsBg9C2TwtaQiyLHOi4IROa25MhSzLZGVlMWjQoHav11RWiGCtl+G87CGynl5F+b592LVZtGwKNJZW3R9qxsLahglLVrDt//2DE3t2EDrZOILRN6NWqhnmPkyvbNb2S9spqSlpJ9chSRJ33XUXffv2ZdOmTaxevZqZM2cyfPhwrfb0jvIcxXfnvuNM8RkCXcy76Fpw+/HHLadIzy41qs1Ab3teuSeo0+tTp07ltddeY8iQIUyePJmFCxcyYcIEAB588MHWD+xTpkzhzTffNKpvhiAyawKtkBsbqUpNxWq4cfrVrpZdpaSmhFBX8/erlZSUUFFR0a5fDZqDNSHb0auwmzwZlZcXRZ9/YW5XbsE/KgbfgGAOrP/SpMMG4R7hnC0+y+Hsw1oLBcuyzFenv2KQ46DWXrO2DBw4kF/+8pf06dOHH374gU2bNlFT0/2Ce9G3JrjdsLW1JTk5mdWrV+Pm5sbChQv5/PPPgfZl0N4UqIHIrAm0pObceRrLyrAyVr9afhrQO4YLbhbDbaGmshJ7Nw9zuCToBEmlwnnpUvL+/nfKD8ZjG2V+MeUWJEnirodXsvb5p4n/di2TVvzSJM+5u//dfHvmW1buXMkwt2GsDF1JtE90p5mw6vpqtl/azumi07w89uVOz9nZ2bF06VIOHDhAXFwc2dnZzJs375bvi7a07VtbFrTMKO9P8POhqwyYKVEqlcTExBATE0NISAhffNH7PvzdjMisCbTC2GK4x/OPY62yZoDDAKPYM4TMzEyUSiUeHu0DMzFg0DtxWvIgGj8/cl57jcbqanO70w53vwGETpnB8R3byL962STP6GPfh+3zt/Pi6BfJq8zjid1PsHDrQnZe2Umj3NQvd738Ot+c/oYndj9B9PpoXj70Mj62Ptzd/+4ubSsUCiZMmMCyZcuora3l448/5osvvuD06dOdToz2pr612Iux7Li8w9xuCHoxZ86c4dy5c61fp6am0q9fPzN6pB0isybQisqUFJSurqibp2YMJS0/jRDXEJQKpVHsGUJWVhZeXl6oVO2/HWrFgEGvRKHR4PnqK1x9eDmFqz/G7clfm9uldoxbuIQzhw+w57MPuf/lv2nV+6UrFkoLFvkvYv6Q+Wy9sJVPT37Kb+J+Q3+H/iglJedvNE2l+tr6Mm/wPMb7jifcMxwLpYVW9v38/HjsscdITk4mMTGR9evX4+joSEREBMOHD283iNNb+taulV3jpfiXUKDA39mfvvZ9zeaLoPdSXl7Or3/9a27cuIFKpWLQoEGsXr2a++67r13PmqurK7t27TKztz8hgjWBVlSlHMNay6bjbm3VV3Gu+BzLg5cbwTPDaGho4Pr164y4KWNYX1dHfV2tCNZ6KTZjxmA/axaFH3+M/T2zsOjf39wutWJla0fUwqXs+uR9zhw+gH/keJM9S61QM3fwXO4deC87ruxgbcZaLJWWPBv+LNG+0fS376/396y1tTXR0dFERkZy+vRpEhIS2LFjB3v37mXYsGGMGTMGV1fXdn1r5gzW/pnyT9QKNRISrx99nfcnvW+SQFlwezNy5EgOHTp0y+txcXE974wOiGBN0C11eXnUZWbi9OCDRrGXUZhBvVxPiKv5Nxfk5+dTV1d3S19OQXMJy9re8MlXgWnw+N1zlO/bR85rr9F3zZpe9YM5ZNJU0nb9yL61axg4IgK1ZffyH4agVCiZ0X8GM/rPML5tpZKgoCCCgoLIzs7m6NGjHDt2jKSkJIYOHUpkZCT97DrvW8vPzycjI4OCggKGDBnCkCFD0Gg0RvXxRP4Jfrz8I/8X+n/Yaex4K+kt4q7FcVffu4z6HIHAXIhgTdAtVSnHALAebjx9NaBXrJnKzMwEwNfXt93r8d+uxdLGliFjo8zhlkALVG5uuK16mtzX/kRp7DYcZnXdj9WTKBRKJi7/P9a/8hwJ328gatFSc7tkFLy9vZkzZw6TJk0iMTGRxMREzpw5g21fW45WHqW2rha1Sk1ubi7p6elkZGS0rrOysrIiLS0NjUZDQEAAoaGh9O/fH4XCsNZpWZZ5O/ltnC2dWR68HI1Sw3/P/Zc3Et9grPdYLFWmDZQFgp5ABGuCbqk6loJkYYFloHFKHGkFafjY+uBq5WoUe4Zw9uxZ7O3tcXJyan3t2qk0LqcmM37JCixtzC/YK+gcp4ULKfnv9+S+/jq246NR2tub26VWfPwDCYiKIWnLdwTHTMbR08vcLhkNOzs7Jk6cSFRUFMePH6coqYhTylO89uFruMvuFBUVIUkS/fr1Izw8nICAAGxtbbly5QppaWmkp6dz/PhxbG1tCQ4OZty4cdjZ2enly77MfSTlJvHi6BexUTe1Lbw45kVW/G8Fn578lCfCnjDmWxcIzIKYBhV0S2XKMSxDgpGMVLpIy0/rFZIdVVVVnD9/nqCgoNYSmizLHPjqC2ydXQib1nsyNYKOkZRKPF99hYaiIvLffc/c7tzC+AeXo1CpifvPJ+Z2xSRoNBpGjRrF75f+HoAS+xKcnJyYNWsWzzzzDA8//DCjR4/G3t4ehUJB//79mT17Ns8++ywLFizA19eXo0eP8tVXX1FXV6fz8+sb63kn+R387P2YP2R+6+ujPEcxo/8M1pxYw7XSa0Z7vwKBuRDBmqBLGquqqM7IwNpIYri5FbnkVub2CjHcFjmC4OCfdpOeTzrC9fNnGHvfYtQa7SbnBObFKigIp8WLKf76a6pOnDC3O+2wdXZhzLyFXEhK4FKqfvs8bwc8bT3xs/dD9pVZunQp4eHh2Np2npVWq9UEBQWxaNEiFi5cyPXr19myZYvWIr8tfH/+ey6WXOTpEU+jVqjbXXs2/FlUChV/O/o3ne0KBL0NEawJuqQq7QTU1xtNDPdEQdMP096QWTt58iROTk6te+EaGxs4+PWXOHn7Ehwz2czeCXTB7aknUbm6kvPKqybfG6orI2bOxsnLm7gvP7mjg4ZwT/301oYOHcpdd91FWloaR44c0fq+yrpK3k99nzC3MCb2vXX1mLu1O4+HPc6BrAPEXYvTySeBoLchgjVBl7SK4Q433uYCtUKNv7O/UezpS3l5ORcvXiQ4OLi1BJq+fy9FWdeIWrQUhdL8+m8C7VHa2eHxwvNUp6f3ulVUKrWa8HvmU5R1jfwrl8ztjskY5TGK8rpyThef1vne6Oho/P392bFjBxcvXtTqni/Sv6CgqoBnwp/pdBJ4ccBiBjoM5I3EN6iu710CygLz8Ze//IWgoCBCQ0MJCwsjISGBmJgYkpJ037nbU4hgTdAllSkpaAYOROnoaBR7x/OPE+AcgEZp3NF9XcnIyECW5dYSaH1tLYe+XYfnwMEMjog0q28C/bCbMQPbyZPIe/ddqk6cNLc77RgUPhpJUnDu6GFzu2Iywj2b9Nb0WTKvUCiYO3cuLi4ubNiwgeLi4i7PF1QV8NnJz5jcdzJh7p1PqasVal4c8yJZ5VmsOblGZ78Edx6HDx9m69atpKSkkJaWxq5du+hjJLF3UyKCNUGnNC1vP461kUqgdY11pBem95oSqKurK+7u7gAc37mNssJ8ohc/3Kv0ugTaI0kS3n/+MypXV7KeeYYGEy5T1xVrB0e8hwZwPvHODdbcrd3xs/fjyHXtS5ltsbCwYNGiRTQ2NvLNN99QW1vb6dkPj39IXUMdT414qlu7LcMGn574lIKqAr18E9w5XL9+HVdXVywsmnqSXV1dW1thejNCukPQKbUXLtBYWoqVkYYLzhefp7qh2uzBWmlpKVeuXCEmJgZJkqiprOTIf7+lX+hw+gYPM6tvAsNQOjri89abXFn6EDmvvIr3W2/2muB7cMRY4r78hBs51+8oGY+2jPMZx8azG5EkiSVLlvCf//wHgPr6ery8vBg9ejRbt27l7bff5tSpU3z66acArFu3jq+++orY2Fjmz5/PV199xZYtW5g3b94tf34Xblxg49mNLBiyAD8HP638ejTkUbZf2s7+zP3MGzzPqO9ZYADbn4ccIw8FeYbAjNc7vTx16lRee+01hgwZwuTJk1m4cCETJkwwrg8mQGTWBJ1S2SKGa6TMWosYrrmDtVOnTgG0lmNTsWsAACAASURBVECTtm6iuqyU6AduVV8X3H5YjxyJ269/RWlsLCWb/mtud1oZNGoswB2dXRvvM56ahhqsrK04efIkVVVVAOzcubPdlpAnn3yS5ORk4uPjuXHjBi+99BL/+te/ABgyZAgTJ07kxIkTHD7c/v+VLMv87ejfsFZb81jYY1r7NdhxMJ42nuzP3G+Edym4nbG1tSU5OZnVq1fj5ubGwoUL+fzzz83tVreIzJqgU6pSUlA6O6Pu188o9tIK0nC2dMbbxrwp55MnT+Lp6YmrqysVN4pJ3vo9Q8ZG4zFgkFn9EhgPl5UrqTh8hJw//xmr4WFYDBhgbpdwcPfAzW8A5xKPEH7PnZndGek5EiuVFQ1yAzNmzCA2Npb77ruPr7/+mgceeIADBw4AoFKp+OCDD3j88ceJiIhgxYoVDGjzZxQdHU12dja7d+8mMDAQx+ae2R1XdpBwPYHfj/49zpbOWvslSRLjfcaz5eIWahtqzd4zK2imiwyYKVEqlcTExBATE0NISAhffNG7hpI6QmTWBJ1SeewYViOMs7wdfhLDNWdZqri4mKysrNas2tHvN1BfV8u4+5eYzSeB8ZGUSrzffBOFpSVZq35DY01Nh+caa2qoOnGSxuqemRQcFD6G7LMZVNzouoH+dsVCacFoz9E0yA0sXLiQ9evXU11dTVpaGqNHj253NjIykoCAAHbt2sVzzz3X7pokScyYMQNJkti7dy/QJNXxZuKbDHUayoIhC3T2bUKfCVTVV5GU23sn/gSm58yZM5w7d67169TUVPoZKSFhSkSwJuiQ+oIC6q5eNZoYbklNCZdLLzPMzbw9YS0l0KCgIMqLi0jb9SNBEybh7O3TzZ2C2w21hztef/srNWfOkPfG31tfbygro2RrLJmrVnFubCSXFyzgXOQ4sp79LWW7d3ca2BmDwRFjQZa5kJRgsmeYm2jfaGRZxs7PjsuXL/P1118zc+bMW86Vl5eTlJREXV1d6/7Qtjg4ODB69GiOHz9OTk4OH5/4mNzKXF4c8yIqhe5FoVGeo7BQWnAg84Be78tcXL58uZ1wN8Crr77KW2+9xcMPP8zGjRsBKCoqYvjw4Xz22WfmcPO2oby8nGXLlhEYGEhoaCjp6em8+uqr5narW0QZVNAh5fv2AWAdEWEUey1iuCGu5l3efvLkSXx9fXFycmLP5x/R0FDP6LkLzeqTwHTYxcTgvGwZRV98gWRlSc2Zs1QkJEBdHUpXV+xnzcI6fCSViUmU7dhB6datKGxssJ00EfvpM7CJGofCSGvWAFz7+uHg4cm5xMOETp5uNLu9iWifaAAOZB7g3nvv5dlnnyUuLo7CwsJ251555RWWLFmCh4cHq1atYsOGDbfYioqKIjk5mQ27NvC5/Dn3DLiH4e769dBaqayI8IxgX+Y+nhv1XK8ZPDEGJSUlTJs2jZUrV7J8+XJzu9OrGTlyJIcOHbrl9bi4uJ53RgdEsCbokNJt21H36YNlcJBR7J3IP4GERLBrcPeHTUR+fj45OTlMnz6d8qLC1qyao4en2XwSmB63Z35DZVISRZ+uQd23L85Ll2I3eTJWw0KRmsWPHe69F8+X/0BFwlFKf9xO2c5dlP6wBZW3F25PPonDPfe0njUESZIYNGosx7ZvoaayAgtrG4Nt9jSNjfVUV2dhbd1x6cjL1gtJkjiQeYBXV7yKg4MDISEh7X4YnjhxgtjYWFJTU9FoNKxZs4adO3cyZcqUdrasrKyIiori1ROvorZT85vw3xjk+3jf8RxIOMDl0sv0d+hvkK3eQnl5OTNmzGDx4sU89pj2QxeC2wtRBhXcQn1RERVHjmDf3DNiDI4XHGeQ0yBs1Ob74dRSAg0MDOTo5o3IjY0iq/YzQKHR0PezNQzYFsvA//2Ix3O/xXrE8FuCL0mtxjZqHN5//jNDDuzH998foHJy5vrzL3Bp/n2UH4w3ij+DR42lsaGeS8duz96pkpJkDh+ZSEHB3k7PKCUlyXnJOLo78tRT7bXQZFnmscce45133sHS0hKFQsEHH3zAU0891aG2WpVPFbnWuYTXhONi6WKQ7+N9xwPcUVOhv/nNb4iKimLVqlXmdkVgQgwO1iRJUkqSdEySpK3NX/eXJClBkqRzkiR9I0mSpvl1i+avzzdf9zP02QLTULZjBzQ0YD9zhlHsNcqNnMg/Ydbl7bIsc/LkSfr164dUX0va7h8JHC+yaj8XlPb2WAwYoPWHD0mjwe6uu/Db8C3e/3iLxvJyrj36KFdXrKA6Pd0gX7yGDMXawZFzifqJx3ZF6fbtVJ85Y3S7bSko3IskqXF0DO/0zMGLB6lvrCfh+k+9eTExMWzduhVJkjh48CAzZvz070t4eDjp6elobio5V9dX84+Uf+Bj4YPrNVcyMjIM8t3b1ptBjoNuq2Cts7+zLa9PnDiRzZs3k5eX15NuCXoYY2TWngLafge9Abwjy/JgoBh4pPn1R4BiWZYHAe80nxP0Qkq3bUczYAAWQ4caxd654nOU1pYywsM4wwr6kJubS0FBAcHBwRz9vimrNmbe/WbzR3B7ICkUONx9NwO2xeLx+xeoTs/g0rz5ZD//AnIXCvtdoVAoGRg+mkvHkqjX00ZH1BcXk/Xb58h/512j2eyIwsI4HB1HoVLZdXomzD0MW7UtB7IMa+Zfc3INWeVZvBr9Kh5uHuzevZuGBt0Wxd/MeN/xpOSmUFZbZpCdnsLFxeWW9VtFRUW4uroCsGjRIh577DFmzpxJWdnt8Z4EumNQsCZJki9wN/BJ89cSMBHY2HzkC2BO8+9nN39N8/VJ0p3U4XmHUJebR2ViolFLoEdzjvL/2TvzsKjq9YF/zgwDDLtsAgICIqAgIIoK4o6aadpiLpnZoml5r1n9Wm7d9m7LrduuaVmaZqllarjighuIiAgIsrqxKDuyM8xyfn+MG7HIMljJfJ7HR5zz/b7nPQjnvOddAYY46KZYoSOkpKQgCAKujg6c3q/NVbO013vV9LQNiaEh1o88Qp+9kVg/8TgVW7dSerX7fkfoGxyCsr6OnJQknelYtXcvqFTUxsUhKpU6k3szdXW51NRkYWszptV1MomMEKcQjuQdQRTFDp0rtyqX705/xyS3SQzrNYxx48ZRWlrKqVOnOiTvGqOcR6ESVRy79NdoTnyp+hJqTcsGqJmZGY6Ojuzfvx/QGmq7d+8mLCzs+pqlS5cybtw47rvvvlbHdOn5+9JZz9pnwIuA5uq/bYAroiiqrv47D7jWE6EXkAtw9XjF1fWNEAThSUEQ4gVBiG+unFtP11K1Zw+Ios5CoKA11lzMXXAw/XOMo4yMDE6ePImHhwcpkdsRRVGfq6anQ0jNzen5wgtY3D2JkuVfo8jO7pAcF78ADOVynQ52r9y1CyQSNLW11CUn60zuzZSUavPUbG1bN9ZAWxVaVFdEZnlmu88jiiLvHX8PqUTK84OfB8Db2xsXFxcOHjzYKYPE384fC0OLv0QoVKVRMT9yPi8febnVdWvXruXdd98lMDCQsWPH8sYbb9CnT59Gaz788ENcXFyYO3cuGo2mBUl6/q502FgTBGEKUCSK4smbP25mqdiGYzc+EMVvRFEcLIriYDs7u46qp6eDVO7ciZG3N0Z/uBF0FLVGzcmCk3+KV62iooINGzbw888/Y2ZmRtjQIZzevwff0eFY2ve87frouXPo+eqrSExMuPzv1xA7EJYzkMlwHxjM2ZPH0bTiVWkrqpISao/H0WPWTJBIqIlu2ppAF5SWRCGXu2FicutKyhHO2hYeHTGKdp7fydH8oywZuISeptrfVUEQGD9+PNXV1cTGdjzfz0BiwPBewzmSfwSN+OcaNTvO7SC3KpdJ7q2/HPfv35+oqCgSExNJTExkzpw5AKxZs4bp06dfX7d69Wo2btyIRKKvHWyNv2Pvus78jw4HpgqCcAHYgDb8+RlgJQjCtZYgzsClq1/nAS4AV49bAmWdOL8eHaPMz6cuMRGLZhpYdpSM8gyqlFUMdmg5GVnXqNVqYmJi+Oqrr8jOziY8PJxFixZx9sgBrVftXn2ump7OYWBjQ89XX6EuMZHy9T91SEbfISHUVVZwKaNzSfNwNQSq0WA1cxbGfn7UHNN9iE+trqX8SmybvGoAtnJb+tv0b3feWnl9OR/GfYi/rT+zfWY3Oubq6oq3tzfR0dHU1NS0S+7NjHIeRVl9GaklqR2W0VlUGhUrk1fiY+3DGJe2fU/13D7+ar3rOmysiaL4L1EUnUVRdANmAQdEUZwDRAHXTP15wLarX/9+9d9cPX5A7Ggyg54uoXL3bgCdhkBPFJwAbl++Wl5eHt988w2RkZG4ubmxePFiwsLCqCkvI+XAHvxGj9d71fToBIt77sF05AiKPv2Uhrz8du93DxyE1MBAJ4PdK3fuwrBPH4y8+mIaGkJdcjJqHSebl5XFoNE03DJf7WZG9BpBUnESFYqKNu/58MSHVCmreDP0TaSSpr3twsPDUSqVREREdDgfLqxXGBJBwuH8Py8Ues2r9lTAU3dUg947gb9i77quaIr7ErBBEIR3gVPAtSzc74B1giBko/WozeqCc+vpBJU7d2E8YACGLi46kxlXEIebhRv2JvY6k9kSFy9eZPXq1ZibmzNjxgz69et3/SYYt+1XRBGG3qf3qunRDYIg4Pjmm5ybcg8Fr7+Oy3er2vXQNZSb4DogkKy4WEbNnd/hB7aysIja+HhsFy9GEARMQ0IpXbGS2hMnMB87tkMym6OkNAqp1BQrq+A27xnhPIKVySuJuRRzy1AfaKce7Di3g0UBi+jbo2+za+zs7AgPDycyMpL4+HiCg9uuzzUsjSwJsAvgUO4hFgcubvf+zqLSqPgm+Ztu71X7MO5D0svSdSrTx9qHl4a81CkZzz33HPPnz/9L9a7TSWBbFMWDoihOufr1OVEUh4ii6CmK4oOiKCqufl5/9d+eV4+f08W59eiGhosXqU9NxWKS7rxqKo2Kk4UnCXZo/820IyQlJWFoaMjixYvp37//9YdfdVnpVa9aOBZ2XW806uk+yJycsPu/56mJiaFiy9Z27/cMDqGyuJBLmR1/YP2xKEg+MBBBLr+et1ZRVMjeb75i83uvo1Z1rEpUFEVKSw9ibR2GRNL28Vt+Nn70MOrRpnmcNcoa3o59Gw9LDxYMWNDq2mHDhuHp6cmePXsoLCxssz43M9J5JGllaRTX3v5Ctp3nd5JTlcOigEV6r9qfwN+xd51+3JQe4GolGWAxSXfzCtNK06hR1tyWEKhGoyE9PR0vLy+MjY0bHYvfsRWNRkPwtOkt7Najp+P0mDWLyp07KfzgA8xGhGHQjsKovkNCiN64ji0fvMnkZ17EPXBQu89fuWuXtijIwwPQthkxGTyYothjJK34nDOHtbmaokZD5vEY+g0f1e5zVFenoVAUYGuztF37pBIpw3sN52j+UTSiBonQsn/g84TPKawpZO2ktRhKWzcIJRIJ9957L19//TW//vorCxYsaNJQ91aMdB7J5wmfcyT/CPf3vb9dezuDSqNiZZI2V22si+48n39HOusB6ygt9a5zd9cWzsyaNYuwsDDuvvtuoqKiMDdvuafg7UJfMqIH0IZA5UFByBwddSbzWn+121FckJOTQ21tLf369Wv0eV1VJcl7d+EzfJR+WoGeLkGQSHB85x3E+noK3nm3XXvl5hbM+c8nWNjaseWDtzi5Y1u78rCUly9Td+pUo5esskv5JJjJ2GcKaUcPEjDhbuZ/+R09HHuRsHNbK9Ja5lrLDhub0e3eO6LXCMoV5aSUpLS4JrEokQ3pG5jtM5tA+8A2yTUzM+O+++6juLiYyMjIduvV16ovDqYOt72Fh96r9ufzd+xdpzfW9KDIzkaRmanTKlDQFhf0seyDrdxWp3KbIy0tDalUiqenZ6PPT+2OQKmoZ4jeq6anCzFyd8f2n/+gKjKSqqsPgLZiYWfPrHc+os/gIRxc+y17v/myzeHKyt17tDImTaLmSjm7l3/Kmuee4mLxJdyKK5hx1wOMfXQhFrZ2DJx0DwXZmR0KuZaWRGFuPgAjo/a3Uwp1CkUiSFqsCm1QN/BGzBs4mDqwJGhJu2R7enoSGhpKfHw8Z9o5BkwQBEb2GknMpRga1LfnYXxzrlp396r92fzdetfpw6B6qNypbaZpMXGCzmQqNUoSihKY1meazmS2hCiKpKen06dPH4yMjK5/3lBXy6ldEXgGD8PWpXeX66Gne2Pz2GOUrV1L5a7dmI8b1669hsZypj73CtGb1nN8y0bKLuUz9flXMLGwbHVf5a5dGPbvR8qZZKI3rkOtbGDQlHsZNPleLk2ZipiYBA8/DIDvqHFEb1hHws5tOHn5tFm3hoZSKioTcXf7Z7uu6RpWxlb42/oTlRPFONdxqEU1Go0GDRo0oobIC5GcqzjH8nHLMZWZtlv+2LFjuXDhAr///jtOTk5YWVm1ee8ol1FsytxEfGE8oU6h7T53e9l1fhcXKy/y2ejP9F61P5lrvev+yJo1axr9+6/QYw30xlq3RxRFKnfuxGTIkHbl2tyK1JJU6lR1DHHs+ny1y5cvU1FRwejRoxt9nrRvN/U11Qy598Eu10GPHsHAAJPAwA5PDxAkEsJmzcXG2YU9Kz5n/SvPcdfTS3Hy6ofUoOmtuiEvj8vZGWQE+VK2ZiW9/Qcy7vFF9HDUDo0xDQmh5tgxRI0GQSLB0FiO39gJJOzcRlVpCeY2bfN4l5YeBsQ291drjlEuo/g84XMejGj+d3GKx5TrTXTbi4GBAdOnT2fFihX89ttvzJs3D6m0acuP5gh2CMZYakxUTlSXG2vX+qp59/BmjGv3rQDV0zH0xlo3R5GeTsOFC1jruOnftf5qg3t2fb5aWloagiDg5eV1/TNVQwMnt2/BdUAgjp66GUivR8+tkAcEULV3H6qyMgysrTsko1/YaKwcHNn28X/Y9Na/MDAywrGPF07e/enl3Q9HLx9EjYa9n7xPVl9nTCUC9zz7Mn2HDm/krTENDaVy+3YUWVkYe2t/BwZOnELCjm0kRu5gxOx5LanQiJLSKAwNbTE397v14haY028OHpYeiKKIRJAglUgREJAKUmRSGQPtB3ZYNoC1tTVTpkzht99+Y9u2bYwcOfL6oPPWkBvIGek8ksiLkbw45EVkElmn9GiNm71qrRVa6NHTHHpjrZtTuXMnGBhgPmG8TuXGFcTh1cOLHsY9dCq3OdLT0+nduzempjdCKKmH9lFzpZy7//lCl59fj55rGPv7A1CXnIz5Hzy97cHR05tHP17OxdOnyM84w6WMNOK2/YKo0YAgYGBoiLpeQV/BgLs+/wZDuUkTGaahIQDURMdcN9Ys7XviGTyM5H27GXb/TGRGxk323YxGo6Ss7DB2dhMROmFgyA3kjHXt2hwtf39/CgoKiI2NJTk5GTc3NwYNGkS/fv0waMYzeY3JHpOJvBhJ7KXYDnv3bsW1XDW9V01PR9Eba90YURSp3BOJ6dChGPTQnVHVoG4gsSiRB7we0JnMligpKaG4uJjBg2948DRqNXHbNuPY1xsX3wFdroMePdeQ+/mBREJ9J401AGMzM7xDRuAdojUgGurrKMjOJD/jDFfOn8f6x414PvNss4YagMzBAUMPD2qOHcPm8Rue86BJU8mKiyHt6EH8x7XeqqeiIgGVqgpbm79HMvyECRMICQkhMTGRhIQENm/ejFwuJzAwkEGDBjXrbRvRawQWhhbsOL+jy4y1iLMRXKi8wKejP9V71dA+e/7uOXu3ewCT/qemG6PIyECZk4O5DgsLAE6XnKZeXX9bmuGmpWnnKvr43EiYTo85TGVxIUPvm3H9hrBo3Ule3XKaemXHh2ZrNCLniqvZciqP4+dKO6e4njsSiYkJRl5e1CUm6Vy2obEcV78AQh6YTbCZNRb1DVjcNbHVPaYhIdSeOIHmptYDvfr5Yu/Wh4Sdv9/ygVNSGoUgyLC2Hq6Ta7gdmJubM2LECP75z38yd+5c3N3dOX78OMuWLSMxMbHJeplUxgS3CRzIOUCtslbn+tQoa/ji1Bf42/kzzrV9hSd3IsbGxpSWlt52Y0eXaJtElzbp6dmV6D1r3ZiqyEiQSDAPD9ep3LiCOASE25Kvlp6ejpOTE5aW2qo5UaMhbusv2Lq64TFQayxmF1WzO7UAgNP5Fax4eBBOVvJbyi6uUnAqp5ykvCsk5VaQlHeFqnoVAObGBsS9Eo7csG2JzHq6D/KAACp37rye2N8RlIWFXHrpZRRns5H7+mHsPwD5AH/kA/yQWlm1uS+i6fBQytevpy7hFKbDhgLalhVBd09l9/JPyTmdRG//lvualZREYWUVjIGBWYeu489EIpHQp08f+vTpQ3V1Nb/99htbt25FpVI18sQDTHafzK+ZvxKVG8Vkj8k61eO7099RUlfC52M+/9t7k3SBs7MzeXl5FBff/skRusTY2BhnZ+fbdj69sdaNqdwTiUlwcIcToVviRMEJfKx9sDRqve1AZ6moqCA/P59xN7VJyD55nNK8HO5e8sL1B+W+NO04mnem+fLh7gzu+fIoy+YEMczDplm5uWW1fHkgi80J+ag1IlKJgI+DOfcEOBHgbIkgCLz4azI7T1/mgUG375dVz98Dub8/VzZupOH8eYz+0LepLdSeOEHes8+hqa3FfOxY6tPTqD50CK56ImTOzijz8uj56qu3lGUSHAxSKTXHjl031gC8Q0dyeP1qEnZta9FYq6vLpbY2m169/v5jnM3MzJg9ezabNm1i+/btqFQqhg0bdv14UM8gHEwd2HFuR6eMtZycHFQqFR5Xp0lcqr7ED6k/cLf73fjb+Xf6Ou4EZDLZ9UkBetqO3ljrpijOnqXh7Fl6PDRbt3LVCpKKkpjl0/U3+PR0bXPPayFQURSJ27IJq56OeA+70Yl635lCfJ0smBviRkgfWxaui2fOquP8e3I/Hg11u/62W1BRz1dRWWw8kYuAwNxhvbknwBFfJ0uMZTc8aKIo8vXBs2w4kaM31vQ0QR4YAEBdUnK7jDVRFClfu5bC/36EoYsLvdesxuhqk2d1dTX1KanUnU6m/nQKBnZ2WEy+dRNrqbk5cn9/amJi4Nkbo6IMZDICxk/i2K8/U345/3q7j5u5NrXAtgNTC/6KyGQyZs6cyebNm9m9ezcqlep6x3qJIOFu97v5IfUHyurLsDZu+QX2cvVlFu1bxDzfeY3GVKWmprJ582YkEglPPfUUNjY2fHZS209taVD7xnTp0fNH9Dlr3ZSqq+NZzMN1WwWaXJxMg6bhtswDTU9Px9bWFjs7O+qqKjmweiUFZ7MInvYAkqt9lkqqFZzMKSe8X08APO3N2Lp4OGN97Hkr4gzPb0oit6yWtyPOMPKjKDbE5TJjsAuHXhzNm1N9GdTbupGhBtow0sxgF05cKCe7qKrLr1PP3wtDd3ck5ubUJbU9b01TW8ul/3uBwvc/wGz0aNx+2XTdUAOQmplhOmwotgsW4PzF57j9/FObPeKmISHUp6Sgrqho9HnA+LuRSA04tXt7s/tKivcjl7thYnLneEGu9WTz8/Nj3759REVFXc+dmuIxBbWoZte5XeTn53P06FEOHjyIQqFoJOOj+I84V3GOt469xb6L+wBISkri119/xcnJCalUSkREBKcKT7Hrwi4e9X0URzPdjfHT0z3Re9a6KZV7IpEPHIisp71O5cYVxCERJAT1DNKp3D9SW1vLhQsXCA0JIT7iN2K3bKShtg7/8LvwHXUjLHogvQhRhPH9e17/zNxYxsqHB/FVVDaf7svkt1P5SAR4IMiZJeP64mLdfHXdzTwQ5MzHezLYEJfLv6f075Jr1PP3RJBIkA/wa3Nz3IaLF8n75xIUWVnYLV2KzZMLOpzr1hymw0MpWb6cmtjjjaaUmFr1wGf4SFIO7mP4zIcxMrnR+qahoYzyK8dwdV2gMz3+KkilUu6//34MDAw4dOgQKpWKwMBAys+XYy/Ysyp6FVn5WdfXnzp1imnTpuHh4UHs5Vj2XtzL/AHziSuI46XDL/Fc7+fIOpCFm5sbs2fP5vTp00Rsj2DLoS3Yye143O/xP/Fq9dwp6I21bkhDTg6K9HTsX35J57LjLsfR37o/5obmOpd9MxkZGYiiSNbO36i7nIdb4CBGzXkMW1e3Ruv2ninEydIYXyeLRp9LJAJLxvVlgLMlB9KKeGy4Gx52bU+itjM3Ynz/nvx2Kp8X7vLGyKDrCw1EUSTufBm/nsyjtkHN4jGe9P/Dden5a2AcEEDpym/Q1NYiMWnZ+FcVF3N+xkwEwOWbbzAbEdbi2o4i9/dHYmJCzbGYJiPlgiZN5czhAyTv30PwPTdCeiUl+xBFNfb2k3Suz18BiUTC1KlTMTAwIDo6mujoaABce7oSbxJP2JQwhvkMo6ysjK1bt7J27VqCBgexSrkKZzNnFgUsYl7/eczYMoOPz37M3D5zmTNrDjKZjKCgIDad3sS5unO8OuhVTGS3fvnTo+dW6I21bsi1EKjFeN2GQOtUdSSXJDO3/1ydyv0jl7My2LflVwS1BlOZAXe/8jZuAU09efVKNUeyipkx2KXFKqwx3vaM8e6Yd3HWEFd2pRSw90whU/ydOiSjLeRfqWPzyTx+PZlHTlktZkYGSCUCO1Mu8+AgZ56f4E1Pi9tXQq7n1sj9/UGjoT41VZvk3wIVEdvRVFTgvnULxj5tn9fZHgSZDJMhQ6iJOdbkWE8PT1z9/Dm5YysD77oHA5m2g39h0U7kxq6Ym/l2iU5/BSQSCZMnT6ZXr16o1Wo8PDxQGCqYuHki2bJsws3CMTMzY9GiRRw4cIC1Z9Zy3uY8r/m+hpHUiPjYeAKzAznqepQIwwhm1M/AWeaMQqMg3iSeHpU9EFIF6PjgBz16rqM31rohlZF7MfbzQ9araVJxZzhRcAKVRtVl+WoNdbUc+Xktp/buosYrgD5ursx5Yj4SSfNeraNZJdQrYlr1FQAAIABJREFUNdfz1XRNmKctvazkbIjL7bCxJooimYXVVCuUKJQaFCoNCpUahUpDZZ2SPamFRJ8tQRQhtI8NS8P7cpefA0qVyLKD2ayJvkBE0mUWjPRg4UgPTI30v9J/BeQB14oMkm5hrEVgPGBAlxlq1zAdEUb1wYMosrMb5cIBDLl3Br+++2/OHNqPf/hdKJVXKC8/hqvL43d8qwlBEBg4sPGoq0E9B7Hj3A4W+i9EEAQMDQ0ZNHIQr5e8jku9C6nbU/kh9QfOnz9PsG8w88fO57HIx1i4dyFrJ63ll8xfKK4vZqnrUtKOpZGent6oD6QePR1Bf2fvZigvXaI+ORm7557Tqdys8iz+ffTfOJo6EmSv+3y1syfj2PfdcqrLSnEJG0dayRXCwie0aKiBtmWHmZFBiy06OotUIjBjsAuf7sskp7QWV5v2hzu+2K/Nm2sJ5x5ynhnXlweCnBvn0hnCK3f34+GhvfnvnnS+2J/Fz3E5PDfei1nBLXsS9dweDKytkbm4UJfUct5afWYmirS0NrXg6Czm4eMpfPc/VO7Zg90fjDVXvwAc+vTlxO+b8RsznuLivYii6o4Ngd6KyR6TeevYW5wpO4Ovjdaz+FnCZ6hEFV/c9wVZcVkcP36cgIAApk2bhkQiYdm4ZSyIXMCifYu4WHmR8b3H8+iIR1l5diU7duzAzc3ttjZQ1XPnoTfWuhlVe/cCYKHDWaDnK86zIHIBMomMVRNW6TRHo+ZKOVFrviHj2BFsnF2Z/OaLRJ04ibxGgaura4v7NBqRfWlFjPK2w9Cg64qeZwQ78/n+TDbG5/DCxPa9PeeU1rLsYDbh/XoyN6Q3xgYSjGRSjAwkGBlIMJZJcbAwRiJp2fBytTHhq4eCeDysnP/sSONfv53G1MiAqQFdF5bV0zbkAQHUxsW1eLwyYjtIpVjc3fVGkaynPfKgIKr2RGK3eHGjY4IgMOS+Gfz+8X/IiD2KwmwXxsbOmJt3z1Ft43uP573j77Hj3A58bXxJLErk97O/M3/AfDxtPPGc5MmIESMwNTW9/lIUaB/I/0b/jyUHliARJDw76FmkUilTp05l1apV7Nu3jylTpvzJV6bn74y+dUc3ozJyL0be3hi6uelEXk5lDvP3zAfg24nf4mrRsgHVHkRRJPXQftY89xTZJ44ROmMOc97/lLgz6Zw9e5YRI0YglbbsVUvMu0JJtYIJ/bsmBHoNR0s5o73t+SU+D5Va0669/9l5BgOJwLv3+jHKy46hHjYEuljRz9ECDzsznKzkrRpqNxPk2oNfFobQy0rOloS8jlyKHh0j9/dHVVSEsqCgyTFRo6Fi+3ZMw4ZjYNM1nt8/YjFxAorMTBTnzjc55jloKDbOrpzY/hNlZTHY20/qtt5ZSyNLRvQawe7zu1Gqlbx3/D3sTexZMOBGZayZmVmT789I55EsG7eMj0Z+hIu5C6Dt1j9s2DDi4+O5ePHibb0OPXcWemOtG6EsKqIuIQFzHXnV8qvzeSLyCRo0DXw74Vs8LD10IletUhK58kt2L/8Ua2dX5n74JUPvm0nE9h0kJyczduxYQkNDW5Wx90whBhKB0V66bU3SHLOCXSiqUnAgvajNe45kFbMntZDFYzxxsNRNeEQiEbgnwInDWSWUVituvUFPl3Jzc9w/Uhsfj+ryZSzvmXrb9DGfoK0ErYrc0+SYIJEwZNp01AapiKKy24ZArzHZYzLFdcX86+i/SCtL44XBL7QpYjC813DG9W48/3PMmDFYWloSERFBw00zWvXoaQ96Y60bUbVvH4giFhM6P7i9oKaAJ/Y8Qa2ylm8nfEvfHn11oCHUVlbwyzv/JiUqkmH3z2TWmx/Qw6kXW7ZsuW6ojRw58pZy9p0pZIi7NZYmMp3o1RpjfeyxNzdi44ncNq1XqjW8FXEGV2sTngjTbcPRaYFOqDUiO1OaenP03F6MfHwQZLJmm+NWRkQgMTFBFtaP2OOTuJizqssHW8scHJAHBlK5u6mxBtoRVLb9FKjrTDA3654h0GuMchmFmcyMPRf2EOwQzES3iR2WZWRkxD333ENJSQk//vgj9fX1OtRUT3dBb6x1I6oi92Lo4YHhHxKM20tRbRHzI+dToahg5fiV+FjrptKpOOcC6195lsKzWUxe8gLDZ85FI4ps2bKF06dPM27cuDYZahdKasgqqm7UCLcrMZBKeHCwM1EZRVyuqLvl+nXHLpJdVM1rU/o3mY7QWXwczOlrb0ZE4iWdytXTfiSGhhj170ddcmNjTaNQULl7D+bjx3Ph8jfU1GSSnf0+KalLUKlqulQn87smokhPp+HChSbHNGItJj0rKM00Jj89tUv1+KtjJDVigtsEpIKUl4e83OmQsKenJw888AB5eXmsXbuW2tpaHWmqp7ugN9a6CaqyMmpPnMB8wvhO3XhEUWRp1FKKaov4Ovxr/Gx100QoO/44P7/2AmqViplvfoDP8FGo1epGhtqIESPaJOva4PauatnRHDMHu6IR4Zf41vPFSqsVfLovk5FedoT3032IVhAEpgU6EXehjPwrtzYc9XQt8oAA6lNSEZXK659VRx1EU1WFbMpgLl/ejIvzo/Tp8yJFRbuJP/kAtbVNc8p0xTWvemXk3ibHSkr2gaCmvtCJuK2/dJkOfxeeG/Qc6+9ej1cPL53IGzBgALNmzaKwsJDVq1dTVaUfVaen7eiNtW5C1f79oFZ3OgR6KO8Qp0tO868h/yLQPrDTeomiSNy2X9n28btYOzkz571PcPD0QqPRsGXLFlJSUggPD2+zoQYQeaYQHwfzNo2N0hWuNiYM97Rh44lcNJqWw1kfR2ZQ16Dm9Sn9uyyBe2qAtn9eRNJN3rWCFChuuUWInq5B7h+AWF+PIuvG+KKKiAikdrYUWB1EKjXGze0p3HovZGDgGhoaSog7cS/Fxfu6RB+ZkxPG/v5U7d7d5FhR0S6MjBzpN2wOF5ISKDyX3SU6/F2wNLLE11a3TYG9vLx4+OGHqaio4Pvvv6e8vFyn8vXcueiNtW5CVeReZM7OGPXr12EZoiiyPHE5zmbOTOmjmzL0g2tXceSnNXiHjGDmWx9gbm0LQEJCAikpKYwbN46wsLaP4CmvaSD+QtltC4HezENDepN/pY57l0ezI/ky6j8YbafzKthwIpdHQ93wtG/7aKv24mpjwkBXK35PvAQaDRz9DFaOhFXj4NKpLjuvnqbcKDLQhkJV5eVUHz6M4YPDKCrehYvL4xgaan/mra2HEzx4GyYmbiSfXsjZc58gimqd62QxcSL1Z87QkHsjx1KlqqK07Cj29pMYOGEyRiameu9aF+Hu7s4jjzxCXV0d33//PcXFxbflvCqV6racR0/XoDfWugHqigpqYmMxnzChU96cQ3mHSCtL40n/J5FJOp+4n7hnBwk7tzHwrnuYvOQFZIZGANTU1LB//3569+7dLkMNtIPbNX8Y3H67uHuAAx8+MICqehWLf0pgzMcHWRd7kXqlGlEUeTMiFRtTQ5aE66YYozWmBjhx6XI+NT9Mh31vgPckMLaCdfdDUXqXn1+PFlmvXkitra9XhFbt2QNKJWVBFzEwsKS36/xG6+XyXgwK2oSj44NcuLCMM2de1LlO5lfng1btuVFoUFyyH1FsoKf9JIxMTAmcOJnMuBjKLunbwHQFzs7OPProo2g0GlavXk1WVhYaTfta/7SVgoICNm7cyLvvvsvq1atJT0/vsnPp6Tr0xlo3oGr/AVAqsbir4xVNoijyddLXOvOqXUhK4MCalXgEBTN63vxGRuT+/ftRKBRMnjy53cblvrRCeloY4edk2Wkd24sgCMwMdmXfc6NY8XAQPUwNeW1rCsM/OMCSDYmcvFjOixN9sDDu+grVabb57DB6FeOcQzDpI5j5IzyyFaQyWHcvlHVdXpSeGwiCgDwg4LpnreL3CDSjHClvOIlb74UYGJg32SOVGtHP533cej9NQeFWSsuO6lQnQ2dnjP38qNwTef0zbQjUAQsLbWpD0KSpGMgMidv2q07P3R5EUezyCtk/EwcHBx5//HFkMhnr16/nk08+YdeuXeTm5urkugsLC9m4cSMrVqzg3LlzDBo0iCtXrrBhwwa+/PJLYmNjUSj0LX7+LugnGHQDKvfs1uaqDOh4Of7hvMOcKT3D26Fvd9qrVpqXQ8SnH2Dr7MrkJS80GhmVm5tLQkICoaGh2Nu3LwG/XqnmUGYx9w3s1eZmsl2BVCJwl58jE30diDtfxsrD54hIukSAsyXTBzl37clFEWKXY733dYoNbHha9j4rhizQGr02fWDuVlhzN6ydBo/vBgv9pIOuRh7gT3VUFHWpqdQmnKTqfz0xNLTD2fmRFvcIgoC7+z8oLNpOZuY7DB2yHYkOvNnXMJ84geL/fUJDXj4SBwvKyg7Ty+khBEH7/m5iaUX/EWM4czSKcY8vQmZ0+0YlKevrSTm0j4Qd21DU1TLm0SfxCR15RzbptbGx4R//+AeZmZmkpKQQHx/P8ePHsbKyws/PD39//3bfB4uKijh48CBnzpzB0NCQkSNHEhISglwuR61Wk56ezrFjx9i9ezdRUVEEBQURGhqKuXnTFwc9fx30xtodjrqykpqYY1g//HCHb3aiKLI8aTm9zHp12qtWW1nBlg/fwsDQkHtfeh1D+Y0iAI1Gw44dOzA3N2fUqFHtlv170iVqG9SE/wkh0OYQBIGhHjYM9bDhQkkNlnJZ1xqRKgVsfgLSIsB7Mkd7v8Ke3y+SlFdBoIuVdk3P/vDwZvhhKqy9Fx7bBaa3p4N+d+XaUPfC995H0V+kRp6Ht9tbSKXyVvdJJEZ49X2NpOQF5OWtw9X1cZ3pZDFxIsX/+4SqyEiUd9ug0TQ0aYTrHTqC5P27uZCYQN+hrTeh1gU1V8o5tXs7SXt3Ul9dhYOnF8ZmZuz84iMyjx0hfP5iTK16dLketxuZTIavry++vr7U19eTnp5OSkoK0dHRREdHM3v2bLy8bl2RKooi+/btIzo6GkNDQ0aMGEFISAgmJjfusVKp9Pq58vLyiI2NJTY2lpycHObPn39HGsR3Cnpj7Q5HFyFQXXnVVEolv//vP9SUlzPjjfexsG38xhgfH09BQQHTp0/HyMioXbJTL1Xw+rYUgt16MMLTtsM6dhVutqZdf5K4b7SG2vi3IXQJ4xQqDHfmsi0x/4axBtBrEDy0EX58AH68D+ZFgPHtDxt3F4wHDABBoDYhnpq3jTA2dsDJaUab9trYjMHGZhTnzn9OT4epGBnq5mfb0NUVo/79qNqzh8rBVhgZ9sTSMqjRGud+fsjNLcg8Ht2lxlppfi7xEVtIO3IAtVqN5+ChDJpyH728+yOKGk7u2Eb0xnWsee4pxjz6JP1GjLljjQpjY2MCAwMJDAykurqa9evXs2nTJubNm4eLi0urew8cOEB0dDQDBw5k/PjxjYy05nB2dmb69Om4ubmxfft2Lly4gLu7bpt069Ed+py1O5yq3bsxcHLE2N+/Q/uv5ap11qsmiiJ7v/mS/PQz3LX4WRz7ejc6Xl1dzf79+/Hw8MDXt33l8uU1DSxcdxIruSHL5gRhIO2GP9a1ZXD4I/AcD8OfAUHAwljGWG97tjdTmYpbGMxYB4Wp8NNMUOnH4HQVUjMzjDz7UB8oorCpwcP9GSQSwzbtFQQBr76vodEoOJv9X53qZTHxLqrPJVJSegg7+4nXQ6DXkEileAYP41xCHKouGpOUn36GdS8tIT36EH5jJ/L4pyuY9n//xtnHF0EQkEikBN9zP4/890use7mwa9knbP3v21SVlXSJPp3l6IZ1bP/sQ0QdJPCbmZkxZ84czM3N+emnn1qtGj1y5AhHjhwhKCiIqVOn3tJQu5mAgABMTU05elS3uZF6dEs3fKp1H9SVlVTHxGAxYWKH30SP5B8htTSVhf4LO+VVi9v6C2cOHyB0xhy8Q5r2TNu7dy9KpZJJk9o3QFql1vCPnxMoqlKwYu4g7M1vX27NX4rDH4OiSutVu4lpgU4UVymIPVfadI/XBJi2DHKOwelNt0nR7onxwACqpqoxMXbHwWFau/aamLjj6vI4lws2U1GRqDOdLCZOoGKmCjRqnHvNbXaN19DhNNTVcfG07lu+XCm4zLaP38XC1o75X64i/Imn6OHYq9m11k7OzHzrA8bMW0BOSjI/PL+Ykty/1mB0VUMDp3b/TsaxI8Tv2KoTmWZmZsydOxeJRMK6deuoqKhosub48ePs37+fAQMGMGXKlHbf62UyGcOGDePs2bNcvnxZJ3rr0T16Y+0OpupA50Kg1/qqddarVl1eRvSmH/EKGcGw+2c1OX7x4kWSkpIIDQ3Fzs6uXbI/3J1OdHYp797r1zjU150oO68NgQbO0eak3cQYH3vMjAzYlpjf/F7/mdBzAER/ru3JpqdLUD/sgaqnSB/PFxCE9o8Yc3N7GkNDezIz30IUdfP/dMUkg/ogkR4nHDE19Wh2jYufP0ampmQdj9HJOa9RX13Nlg/fQhRF7nvpjTblokkkUoLunsYjH32JWq3i1O4InerUWc4nnaShrg5rJ2eO/rxWZ02Fra2tefjhh6mvr+fHH39sNKoqISGBXbt24ePjw7333otE0rFHenBwMG+//TYhISHXw7AffPABANu3b2fgwIEEBATQv39/Vq5cqZPr0tM+9MbaHUzV7j0YODpifDXBub1c86p1tq9a2pEoRI2G4TPmNHnrU6vV7Ny5EwsLizbN/byZbYn5fHvkPI+E9GbG4NbzOe5o9r+tbckx5tUmh4xlUib6OrArpQCFqpkGq4KgDZuWZELmrtugbPdD0VDCuYJlWFoGYWfXsQkiBgZm9PV8mcqqZC5f7nw7DaXyChmZryOvt8dobSHKwsJm10kNZHgOHkZ2fCxqlbLZNe1FrVIR8el7XCksYNrzr7boTWuJHg5OeA0dTnr0YZSKv85Q9IyYI8jNLZj55geYWFqy44uPUOpoaLujoyOzZ8+mrKyMn3/+mYaGBk6fPs3vv/9Onz59mD59OlJpx+cMGxsbY2RkxGOPPcaBAwdITEzk5ZdfRqlU8uSTTxIREUFSUhKnTp1i9OjROrkmPe1Db6zdoairqqiJjsaig41wVRoVXydqc9Xu6XNPh/UQRZHUQ/tx9PLB2qlp24oTJ05QWFjIXXfdhaFh2/J4QFtQ8NLmZIa4WfPalP633nCnkncSUn+DkH+AhWOzS6YFOlFVr+JgRgs5L773gZWrdtLBHdzX6s8iM+NNNJpa+vl80KnE+J49p2JpOYjssx+hVFZ2Tqesd1Eqr+Dt/jaCRqD4iy9a7O3Vd2goipoaclOSO3VOuFqxuGo5OSnJTFj4T5z7d2y2sN+Y8TTU1ZIdd6zTOukCpaKecyfj6Ds0FBNLKyYtfp7ygktE/fCNzs7h7u7O/fffT25uLj/88ANbtmyhd+/ezJw5EwODztcKSqVSJBIJMTE3vKhVVVWoVCpsbLQV40ZGRnh7e7ckQk8XojfW7lCqDxxAVCoxb0cItLy+nIizEbx46EVGbRxFSmlKp3PVCs5mUpqXg9/o8CbH6urqOHToEB4eHvRrxxisspoGnlx7kh4m2oICWXcsKACtYRX5bzC1g+FLWlwW2scGWzND1h/Paf6BLDWA0CWQF6fNX9OjMwqLdlFUvAt3t2cwNe3TKVmCIODt9QZKZTnnz3/eYTklpQcpKNhC794Lsek3HpuFC6nY/BvFnzcvs/eAgRjK5WQej+7wOa8RH/EbKVGRDLt/Jr6jxnVYjnM/Pyx7OpBysOlA+j+DcwnxKBX1eIdoowOufv4MmfoApw9E6uT7dg1fX18mT55Mfn4+jo6OPPTQQ+16yW2Nuro6Vq9ezYIFC/D392fjxo1YW1szdepUevfuzezZs1m/fr1++sGfhL51xx1K5e49GDg4XO/x1BIldSX8lvUbh/MOc7rkNBpRg7WxNWNdxzLGZQxjXMZ0So/Ug/sxMDRqtqjg6NGj1NXVMX78+DZ7HLIKq3hmQyLF1Qp+WRiCnXn7WnzcUWTshJwYmPwJGLXc0NJAKmHRqD68uyONX07mNR8yDpwDB9/Xetd6d31Pre5AQ0MZGRlvYG7uh+sfxkp1FHNzX3o5zSIvfx22duFY9whp136Vqor09H9jatoXd7fFANgtfQZ1WRmlK1ZiYG2N9SONm/UaGBriETSErBOxhM9fjKSD4bas4zEcvjoHOPTBOR2ScQ1BEPAbFU70ph+pKCrA0t6hU/I6S+axI5ha9cC5/41K9tAZc7h4Oom9K7/EoY8XFrbty8dtieDgYBwcHLC3t293i6PWkMvlnDhxgi+//JKwsDDCw7Uv2KtWreL06dPs27ePjz/+mL1797JmzRqdnVdP2+imLok7G3VVFTVHj2IxcQJCKwmnSrWShXsX8uWpL1FpVCz0X8jPk38makYU7wx/h7GuYzsVtlE1NJAec4i+Q0IwMmncZ+zKlSvExsbi7++Po2Pz4btG16QR+fbwOSZ/eZSCynpWPBxEQFcWFDTUaFtarAqH7ydpm8j++AD8PBs2zoW4b7vu3G1BrYS9b4CtFwTNu+Xyx4e7E+Jhw1u/p5JTWtt0gaEJDF0EWXug8EwXKNz9yMp6F5Wqkv79/otEorv34j59XsDExIPk5IVUVCa1a2/22Y9QKAro5/M+Eon2QS8IAg5vvoH5+PEUvvc+FRFNE/e9hg6nvqqSvLSUDulccDaLnV/9D0dPLyY+vbTV+1Jb6T9qHAgCqYf2d1pWZ2ior+PcqXj6Dh3eaBqL1EDG5CX/h1qlYveyT9BomskZ7SAuLi46NdSuYWNjQ//+/Tlx4gT1N+XbDRgwgGeffZa9e/eyefNmnZ9Xz63RG2t3INVRUdoQ6MS7Wl23KmUVmeWZfDbmMzZM2cDTgU/jZ+uHRNDNj0V2fCyKmhp8RzUNgUZFRQEwduzYW8rJKa1l9jex/GdnGqO87NizdCRjfbp4SsGx5ZC5G2RykEhBVa/tZVaRC5cTYef/QcqfeNNK+AFKsyD8LW0Y8xZIJAL/mxGARCLw7KZEVOpmQhnB80Fmqq0M1TFJuVeIO1/W9IBGAznHoThDa4DeIRSX7KegcBtubk9jZqbbHB+ZzJKBgT9gKLMhMfFxqqsz27SvvPw4+fnrcXF5DEvLgY2OCVIpTh9/hMnQoVz61ytUHz7c6LhbYBAGRkZkxrY/pFdZUszWj97BxNKSaf/3b2SGujEyLGzt6D0gkNRD+3XS16yjnD0Zh6pBgXdo0+hBD8dejH1sIblnTnNi2593v1CVl1Py7bc05Obecm1YWBgKhYL4+Hiqq6s5ePDg9WOJiYn07t27CzXV0xL6MOgdSOXuPRj07Ik8sOUQaGZ5Jt8kf8Mk90mMc+147khrpB7ch7mNHS5+jWeSXr58maSkJIYPH46VVcveMVEU+Skuh//sSEMqCPzvwQDuD+rV9d3Lq4sh+jPwmQKz1jc9rlbCmsnw+xJw8Afbvl2rzx9RVMHBD6D3cPCedOv1V3GykvPuvX48syGRrw+e5Z/j/qC3iTUMmqdtAzL232DV+QpbpVrD5/uyWH5Q28bgvfsGMGuI640Fka9C7HLt1xID6OGu9Rba9gU7b+31yf9eI4aUykoy0l/DzMwHt96LuuQcRkY9GTjwB+JPzuRU4jwGD9qIXO7a4nq1uo609JeRG7vSx+O5ZtdIjIxwXvYVOY/MI2/JM7iu/h6TgVqjTmZkjEfgYLJPHGPs4wsbeZBao6Gulq3/fRtlfT3T3/lI5+Oi/MaMZ8fn/yUnNZneAwJ1KrutZMQcwczahl5ezefd+o4O53xSAjG/rKfv0NBmC626GkV6OsX/+wS5nx+GLUxCqKurIzBQ+z0sLy/n8OHD/Prrr/z3v/9l4cKFyOVyTE1N9SHQPwm9Z+0OQ11dTc2RI5i3EgJVaVS8Hv06FoYW/GvIv7pEj6qyEi4mJ+I7amyTG/u+ffuQy+WEhYW1uF+hUvP4mhO8uiWFINce7Hl2JA8Mcr49Y2YOfQDKOgh/s/njUhlMXw0GRrDpEWhoJqzYlcR8CTXFMOEdbeuNdjAtsBdTA5z4fH8WyXlXmi4I0eYxcWxZp9W8UFLD9BXH+CoqmweCnBnpZcfLv51mWVS2ttDh1HqtoRY0D+77BoYvBft+UHZWe/6tT2nDz230uImiSFHRHmprz3da986Qlf0eDcoS+vl80OZJBR1BLndlYOAPaDQNnDo1D4WiqMkajaaBy5d/40T8fdTV5eDT771WZ5JKzcxw+fYbDHrak7voKRRZWdeP9R02nJor5VzKSGuTfhqNmh1ffERJ7kXuWfoSti6698h4Dh6GkakpKVF/TqGBoraGC4nxeA0La/F+KwgCYx99UlsZf3DfbdZQS8OFCwAYtjJOSq1Wk5iYSGJiIgcOHGDkyJGcP3+enTt3kpGRQWJiItHR0QwePPg2aa3nZvTG2h3GtSpQi7taDoH+kPoDqaWpvDL0FXoYd43X4szhKERRo80ruYns7GzOnj3LyJEjkctbfmjsTysiKqOYlyf5sO6JIThZtT70WmeUZEH8ahj0aOseM8tecP+3UJQGO56/fS0vakq1hkz/adoZnx3gnWl+2JsbsXRDIrUNqsYHLZ1hwIPaMGttM2HLNiCKIr/E5zL5iyOcL65m2UNBfPRgAN8+Mph7A534aE8G323YhLh9KbiP1BZIBMyEca/BzHWw+Di8WqD9/hYkw5H/3fKcGo2CM2n/x+mUpzkWO56k5IWUl8e12I6iqygtPcLly7/g6vokFhYDbr2hk5iZeREY+D0NylJOJc5DqdQa4CpVNTk53xFzbAxn0l4ABPz8vmpTQYKBjQ2u332PxNCQi48/juKc1vj1GDgYqUzW5ga5h9Z+x7mEE4x9bBFugR37Wb2lroaG9AsbTXbcMeprqrvkHK2RfSIWtUrVbAHVzZha9cAtIIgzRw/qNHetrSjOn0e79hW2AAAgAElEQVSQyzHo2bb0EQ8PDxwdHYmOjkalUt16Qxeg0WgoLi6moYtGnf3d0Btrdxg3QqDNhwTOVZxjeeJywl3DmdC7Yw06b8W1N8hePr70cHC6/rlGo2Hv3r1YWVkRHBzcqoxtifnYmRuxYITH7R3avP8tbZ7a6JdvvdZzHIx6EZJ+glPrul43gJjPtcUPo1/psAhLExkfzwjgfGkN7+1sxksy/BlQ1mrDoe2kolbJP346xQu/JjPA2ZLdS0cy2V9bQCKTSvhkRiDPBJsyNf1FSiW2NNy3uvmcO6kB+M/QGo6HP4JLLY9ZUiqvcCrxMQoKtuLm9g/c3f5BRcVJEk7NJj7+fgoLt6PRdP0Dp15RQFr6y5iY9MHd7Z9dfr5rWFoE4D9gBXV1F0hMepzssx8THRNGVvZ7yOW9CQj4jqFDdtLTvu0hc0PnXriu/h7UGnLmzUNx/jyGchPcAgaRGRdzyxyxxD07SNj1O4MmTyNwwt3tvibF2bNcfuNN8l98Ec0tGsv6jR6PStlARszhVtd1BZmxR7Gws28y67g5+o8cS3VpCbmpp2+DZo1pOH8BQze3Nt9LBUFg9OjRlJWVsXHjxttusJWVlfHDDz+wbNky3n//fZYvX87WrVs5fvw4ubm53dKA0xtrdxDq6mpqjh7FfELzIVC1Rs3r0a8jl8l5ddirXWYEXc5Kp/xyPr6jG3vVkpOTKSwsZNy4ca02cayoUxKVXsw9/k5IJbfRUMs5DmkRWmPFzL5te0a9BB6jYecLcLnzTUNbpaoQjn+jNWLsfTolKrSPLQtGePBjbA5R6X8In9n3A6+74PhKrWHYBmobVKyJPs+Ezw6xJ7WAF+/yZv38YU08ohK1gqWlb2Fl0MBD1c8w/9dz1ChaeRBM+i+Y2GpDoipF0/PWXiT+5HQqKk7h2/9T+ng8i4fHUoaHHsHb+x2UqkpSUp/hWOxYLl3quvmnDQ2lnDr1CCpVNX6+nyKV3t6WMtbWofj5fkFVVQoXL67AukcYgwf/xqCgn7C1Gd2h33UjT09c16xGVKvJmfcoDRcu4DU0lOrSEi5nt1zUcD7xJAfWrMRj0BBGPvx4m88niiLVR46SM38B5yZPoWLrViojtpO/9FlEZcuhcHv3Pti5ut32UGh9dTUXkk5pQ6Bt+P72GTwUQ7kJaUeiboN2jWk4fx4jd7d27fH29mby5MlkZWXdNoNNo9EQGxvL8uXLKSgoIDw8nBEjRmBhYUFWVha7du3iu+++4/333+fnn3+msIXJG3ciHTbWBEFwEQQhShCENEEQUgVBeObq59aCIOwVBCHr6t89rn4uCILwhSAI2YIgJAuCEKSri9CjpWpPJGJDQ4uzQH9O/5mk4iReCn4JW7ltl+mRcnAfBkZGeA+7kZOmVCo5cOAATk5O+Pr6trIb9qQU0KDWMC3QqdV1OuVag1mznjfyttqCRAr3r9ImwW96BOqbDlrWGUc/BXWD1kDUAc9P8MLHwZznNiXy0Z50jp0tpUF11WMyfCnUlcHxFa3KKK1W8MneTEI/OMCbEWdw6WHCb0+H8vRoz6aGtihCxDMIlxIwnP4tT9x/N0ezinlo1XEq61t4GJtYw9QvoOiMtqjiJq5ciSf+5HQaGsoJGrgOB4ep149JpXKcez1EyLC9+A9YgZGhPWnp/yIz6z86m615DaWyksTEx6ivzyPA/1vMzVv/+e4q7OzGM3jQr4QM28eAAV9hadGxMXM3Y+zlpTXYlEouznsUF3tHJFIDsuKaD4UWXzzP9s8+wNbVjclLXmhTIYKmvp7yjZs4N+UechcsoD4jHbtnluB5MAqH11+j+uBBLr30MqK6+fChIAj4jRlPwdksSnIudOZy20XWiRg0ahU+oW0bkyczNMI7JIzM2GidjaFqCxqFAmV+PoZuLeertURwcDBTpky5brApWzGaO0tJSQmrV69m9+7duLu7s3jxYsLCwhg7diwPP/ww//d//8ezzz7LrFmzCAkJ4cKFC3z99dds3ryZsrKOpWz8nehMNagKeF4UxQRBEMyBk4Ig7AUeBfaLoviBIAgvAy8DLwGTgL5X/wwFvr76tx4doCovp+iTTzDq1w/5wIFNjudW5vJ5wueMdB7JFI+OD2W/FUpFPRkxR/AaOhxDuQmiKKJSqYiJiaGyspL77rvvlsOGtyXl425rir+zZZfp2YS0CG0H/3s+B0PTW6+/GTM7bcHBmsmwbTHMWNfuxP9bUpEP8d9D4Gyw6Vwn/GsYGUj56qEgXvntNCsOnWNZ1FlMDKUM87BhRF8HHnS/C9P976Dp0Qep372N9uaU1vLtkXNsis9FodIwvn9PFo70YLCbdcsnPPYVJG/QhnD7TWEmYGViyOL1CTzz8ylWzQtu3pPqNRECH75aoTsZnAdTWLidM2kvYGTkSGDAd5iYNP8gEgQJdnbjsbUdR2bWu+Tmfo9CUYBv/4+v9xnrDGp1LUnJT1Bdk0mA/0p69BjSaZmdwcLCX+cytQbbGnLmzaNg0dO4jBpCZmw0viPHUpxzgZKcC1f/vkhVaTFmPay578XXMTRummeqvnKF+sxMFBmZKDIzqc/MQJGZhVhXh1H/fjh9+AHmkyYhudqVv8fs2Whqaij6+H9ITE1xePutZr1YPmGjOfTjalIO7mP0I7ppQHwrMmKOYNXTEXv3tv8+9h85ltMHIsk6cYz+IzrXcLytKHNyQBRbLS5ojWsFBdu3b2fjxo3MnDkTmazjU23+yDVv2oEDBzAwMODee+8lICCgyf+zIAhYWlpiaWmJj48PYWFhxMTEEBsbS2pqKgMHDmTUqFFYWFjoTLe/EoKuEnAFQdgGfHX1z2hRFC8LguAIHBRF0VsQhJVXv/756vqMa+takjl48GAxPj5eJ/rd6eQ/9zyVe/fi/ssmjH0ah8hEUeSJyCdIK01jy7QtOJh2Tbfv4uJitmzcQEHuRcztHFCJIvX19aivvhH37duXOXNa71xeWFnPsPf3s2RsX54d79UlejZBrYRlQ7VVnoui29S3rFmiv4C9r8H4d1od/9Qhtj8HCWvhnyehh+6r6qrqlRw7W8qRrBKOZpdwvqQGYxT8aPg+A4RzPKp8iZPCAGRSAQOphKp6JVKJwP0DnVkw0gNPe7OWhSvrtT3pfv+Hth3Kgz/ATQb7+uMXeXVLCgtGuPPq5BbmvNZXwPJQkMkpuP9lUjNewtJyMAH+K5DJ2lYkI4oiObmryM7+ACurofgPWIFM1vEbu0ajICnpScrKY/Dz+6JdOWF/R+rT08l59DFyrcxItLxh6EqkBlj3csbO1Q1bVze8Q8IaTRRQV1RQ+v1qKrZtQ1VQcP1zqZUVRt7eGHl5YT4+HJPg4BbDiUWffkbpypVYP/YY9i++0Oy63z95j7y0VBZ+vQapge6MieaoraxgxcK5/8/eeYdVVf9x/HXvZVz2likgKgIuBEcuUnPP3DlylVaWWpZpjszMnFlaqeW2cm/cW3GmqIiDJaCC7L3vOr8/jpomCBculr94Pc99LDjne77AHZ/zGe83TXr2pfWg0kWpHyNoNKwaPxorRyf6TZtdiTv8i+wjR4gfPwH37dsxqlf+rO+VK1fYt28ftWrV0lnAplAo2Lx5M9HR0dSpU4fu3btjZlayG0tx5OTkEBQUxJUrV5BKpbRo0YK2bdu+3F7np5BIJMGCIOh8ZFYnOmsSicQdaARcAuwfB2CPArbHzT/OwNOKfHGPvvZMsCaRSMYAYwBcXUvWDariL7IPHSb7wAHsJox/LlADuJBwgcuJl5nebHqlBWoajYadO3eSlJqKvkyGi5sbcrn8ycPIyIh69Uo3bQ4MeYggQM+XWQINXifKRQzaUv5ADaDFOIi/AsdmgmMDsZdNF2TcEwM1v2GVEqgBmMn16VjXgY51xefHg/R8zt9NJSRzBTWuvcu6oh/Y6L2ceHltlGoNViYGDGrqir25vPgFFXkQeRRu74HII6DIBceG8ObyZwI1gCHN3IhMymVlUAy17c2Kt8OSW0CvH1Ft7ENE2JeYWzTCr9EGrbJjEokEN9fRGBrYc/vO5wRfHYhvwzXI5aU7aPwdjUbFzZsTSM84i7f3/P/7QA1A7uWF69o1qEeORCGVYNe2LS6dumDnU7fY4Eidm0v6hg2kr12HJicH03btMH57KIaeYoCmV82uzB+odh9PQJObS/ratUjNTLEbO/a5Y+q17UDkpfNEX71M7aaVa5kWeUkcsihtCvTvSKRSfALacnHnFnLSUzGzrrx2lMcoYmIBMHB3r9A6jRs3RiKREBgYqJMMm1KpfBKode/eHX9//3IFWGZmZnTt2pXmzZtz7Ngxzpw5g6Ojo1Z+068CFQ7WJBKJKbAD+FgQhOwX/LKL+8ZzaT1BEH4FfgUxs1bR/f2/o0pLI3HWLOR162LzbvHp//W31mNrZEvv2r0rbR+XL18mISEBeXwMAR070aJ//3KtszfkIfWdLahp94JMjS4pzH4kMNtKLLdVBIkEev0sqvFvGwnvnQZLHdxwnFkAEikEfFbxtcpIdWtjBlq7Aq7QdB+s7sjImM/gnSNgXUI5RVkIYfvg9m6IPAaqAnE4oF5f8OkJ7gGgV7zu2PRu3kQl5zJtVygetibFl1NrtiOmaVOUROFr3rvcZUwHh54YGNhwI3QsV4L74dtwLaamZc/iCoKGO3cmk5J6FM/aM3By7FeufbyKyL29qbFmDQaTPkexegMZa3+nqFlTzDt1xqxjB/SsrdHk55OxcSNpK1ehzsrC9I03sBs/Dnmd8js5SCQS7KdNRZOXR+rSH5GZmj7nYerewA8TK2tCjx+u9GAt4mIQVk4u2LlpX1r0ad2Wizs2cyfoFE17Vf5zRxETg56dHTJTLds7isHfX5RgCQwMZN26dfTr1w8rK+3ln1QqFVu2bCE6OppevXrRqJjWHW2xsrKiT58+pKSkcPjwYWrVqqXTcu0/TYWCNYlEoo8YqP0hCMLOR19Okkgkjk+VQR+PmsUBT98yuwAPK3L9/zqCIJA462s0ubk4zv0WSTFPzPD0cM4/PM8EvwkYyCpHoDM7O5vjx49jJpNAbiZ1Xy+fI0J0Si434rKY3u0l3RGlx8DecZCfCh2/1k2fmaEZvLURfm0Lm4eIwY1+BTTi0u7C9U3QdAyYv8Rs49NYOMPbO2FNJ/itt/gzPT0tm3YXgteKIrcF6WDqAI2GigGaa4syZSv1ZFJ+HuzHm8vO8d5vwez+sCXVrY2fOSYvL5oHBvdwStPH/OYCcOkiDiCUA2vrlvj7beJ6yCiCrw7E338rpiZlc6K4f38liUm78ajxCdWrjyjX9V9l5D4+eOwLpCgiguxDh8g5cJDEr74icfZsjJs0oSgqCnVqKiatW2M3fhxG9XWjNyeRSnH8Zjaa/HySvp0LMhnWT7VVSGUyGrbvwvltf5AWdx8bl4rdKN06fZwr+3ahKipCpVSgUipRKxSolAoEjYbX+g4qVybIytEZR08vbp85QZOefSu9XKeIiSl3v1px+Pv7Y2RkxJ49e1ixYgW9evXCx6eE9oVieByoRUVF0aNHD50Eao+RyWR07tyZDRs2cOHCBQICyjb88SpQkWlQCbAauCMIwuKnvrUXeFzEHw7seerrwx5Nhb4GZL2oX62K0sk5eJCcI0ew/egj5J7FZwbW31qPkZ4R/T3Ll+kqC4cOHUKlVKIJv0Hbt995pl9FG/aGPEQige4NKjko0ahFYdllzSEhRMyGlVNgtlhsakKfX0VB132fVEww9/R8kBlAq090t7/yYFcHhmyH3CT4ox8UZIhDGRvehB/9RC9V91bw9m6YeAe6LRIFb7UoK1sY67NqeGMUag2jN1x5TtIjMuobpFI5Nf1+hOwE+KN/maVFisPMzIfG/tuRSPS4c+cLBKF0sdKCgjiiY5ZiZ9sBd3ctpob/z5BIJMjr1KHahAl4HDpIjd27sHn3XVQpKcg9a+O28Q9cV/6qs0DtyXX19HBatBDTN94gafY3pP7yrBagb6du6BkacjlwZwkrlI3IS+c5vHwJEqkUh1qeuDf0o07z1jTo0IWmvfrTatBw/Lr2LH2hEqgb0I60uPskx0ZXaJ9lQREbq9NgDcDHx4f33nsPGxsbtm7dyoEDB8ok7aFWq9m2bRuRkZF069btSaZOl3h4eODj40NQUBBZWZU4nf+yEQShXA+gFWIZ8wZw/dGjK2ADHAciH/1r/eh4CfAzcBcIBRqXdg1/f3+hiuJRpqQI4c1eE6L79Rc0SmWxxyTkJgi+632FeZfmVdo+IiIihJkzZwpzPnhXOPDTd4JGoynXOhqNRmi78KTw1i8XdLzDv5F0WxB+bScIM80F4Y8BgpAZV3nXOjlPvM7FFeU7P+mOIMy0EITD03W7r4oQcUQQZlkLwte24s/2nbcgnJovCFkPdXaJ0+HJgscX+4V3118W1Grx+ZSSckI4dtxDuHdvlXjQ7b2C8JWlIPzWVxBUigpd72HCLuHYcQ/h/oP1LzxOo9EI166/I5w8VU8oKIiv0DWrqBgahUKI+2yScLuOl5C0aNEz7zvHVi8XFg/qJWSnpZRr7fs3Q4TvB/cS/pg2UVAUFuhqy8+Qn5MtfD+4l3Bi3a+Vsv5jlOnpwu06XkLq2rWVs75SKRw8eFCYOXOmsGLFCiE1NbXEY1UqlbB582Zh5syZwsWLFytlP4/JyMgQZs+eLWzbtq1Sr1McwBWhnHHVix7lLoMKgnCW4vvQAJ6rgz36If67t6I6RBAEEmfNQpOfj9Pcb5GUIDC78c5GNGgY6jO0UvahUCgI3LsXmaKI6hYmtB/9YblT+jfjs4lOzWNMgIeOd/kIlUKUfji9QCxV9lkF9fvpXmLjaQImQcJ1ODwVHOqDm5Z9NKfmijIiLT+unP2Vh9odoO8qcbqz4SCo3aliQxnFEOBpx4xu3nwVeJvPd9xgZvfaREbNwdjYAxeXt8WDvHuINlX7PoY9HxU7uFBWHOx7kZi4m7t3F2Fn2x65vPjMbkrKEdLSTlK71tQSj6ni5SDR18dp/jykJsZib1xuLg4zZiCRSmnc/U1Cjhzg2sFAAoaM1Grd5Nhodi/8Bgt7R3pPnom+oRxBEFBnZKCIjqYoOhrF3WiUSUlYDeiPSYvy9cYZmZrh4d+UsHOnCRgyEtkLRMIrgiJGtAoz1HFm7TF6enp07twZd3d3du/ezS+//EJAQAByuRyNRvMk0NBoNMTGxhIREUGnTp1o1qxyVbssLS1p2bIlp0+fpkmTJri5Vc5g1sukcp4hVVQq2fv2k3P0GNUmfYZhrVrFHpOryGVbxDY6unXE2dS5UvZx8sQJsnNysMxKodesb9E3KL9u1Z7r8ejLJHSpp/1kXqkU5cKGnhAfLDa7d1kAJpU/hYVUCr1XwMp2omDumNNi/1dZuLFVbNR/fTKY2FTuPrWlbm/xUYkMb+FOWp6Cn05GIcvfRMfqMTRsuPpZY/TGI0VD+5NzRK27jt+U61oSiQSvOt9w8VJnwsK/pGGDlc/ddKhUuUREfo2pqTcuLmWXaqii8pBIpTjMnInM1JS0VasR8vNxnDMHi2oO1H6tJSFHD9Ks90AMjY1LXwzITEpk59yZGBgb03fq1yjOBJH0x0YUd++ifqqcJpHLkRoZkXP4MLYffIDth2ORyEoX//07Pq3bEXnpPPduXMPD78X2e+XlcbBW0UnQ0vDy8uL9999n+/btHDtWvFm9RCKhQ4cONG9euj+tLmjZsiXXr1/nwIEDvPfee6Xqe74sJBJJLtAceOxR6ApkPXqkCoLQvrjzqoK1VwxNURFJ8+Zh1LAh1iNGlHjcjsgd5CpzGVG35GMqQlJiIhcuXkQ/K42+Y8djbltGe6ZiUGsEAm88pE2dalgY63h6R6OGHe/Cw2uicG29PrpdvzTkFjDwD1j1BmwcAMP2lh58PfhTzBa5t4bWL28C9N+ERCLh0451aOEOGfc+JySlLpcu2TOxgxq5/lMfjAGTIDcZzv8IJtXKrW9nZORCTY+JREbNITl5P/b2zwpHR0d/T1FREvXr/YxUWvW2+W9BIpFg9+mnSE3NSPnhB7Ha8N13NOnRh4gLQdw4fogmPUp/zednZbLj2xmoVSoGTvmK/GUryNi4EcPatTHr3BlDjxoYeHhgUMMDfSdHhMJCEr+eTeqyZeRfvYrzwgXo2dlptfcajfyRm5lz68yJygvWYmNBXx9958q5YX8aS0tLRo0aRU5ODhKJBKlUikQiefLfMpnspU5nGhgY0LFjR7Zt20ZwcHCpftQvE0EQQgFfAIlEsg7YJwjC9hedU/Wu84qRHRiIOi0Nu+++K/FuTqlR8tvt32ji0IS6trq3vtFoNGzasB5UKtq1bUv1uhVTTb8Uk0ZSdlHl2EsdmwkRB6HropcfqD2mmhcM/B02vQUbesHwvSVPMWbeh82DxcnPARtKlLr4r2ChXkuBnpp8+YesOhPNybBkFg/wpf5jdwuJBLrMFzNsR2eAiZ3o8lAOqlcfTlJSIOERs7C2bvlEbDc75yYP4jbg7DwYCwvfFy9SlAMGppVbXq/iGSQSCbbvv4fUxISkOXOIfK05UnNzbG1N+PP3tdjtDETP1Aw9O1ssevfBqP6zeo+Kgnx2zJ1Jbno6vT/4hJwpUykMuYH1qFFU++TjYqfsJcbGOM2bi3GTJiTOnk10nz44L1yEyWtlL+/J9PTxahFA6InDFOblIjfRvVxRUUwMBq6uJbbK6BqpVIqFxUt0nikFHx8f3N3dOXHiBHXr1sW4jFnWfyP/jrxgFWVCEATS1q3D0Nsb42Yl29ocjj1MUn5SpWXVDu/eSWZ+ATUsTXmtR8XLYXuvP8TEQMYbXvY62N1TBK8XMy5Nx0DT0bpdW1tqthUlPVIjxJJsfjFedkU5sPEtsb9u8NZyy1L8v5CdfYOEhO1Urz6C6b06sX5UU3IKVby57BzfH41ApX7k8SmVidO3NQJEu6+rv5VrAlcikeHl9S0qVTaRkXMhJxGhIIOwsOkYGFhT06OULGdKBCyuC7vHVmwCuIpyYf32UFyWLcOiX19MWrTAx9aRQgTu5eegiI0hc/ceYvv3597bw8g5cRJBo0FRWMDuhd+Qci+GDl16Ufjp5ygio3D+4QfsP59UbKD2NJZ9++C+dQsyUzPujxpF6vLlCJqye8/WDWiHWqnk/NY/iLtzk/xs3U4vKmJiMajhrtM1XyUkEgldunShsLCQU6dO/dPbqRBVmbVXiLyz51BE3cVp/rwSG/kFQWD9rfV4WHjQyrlVsceUl9zcXA4fPEjorVvINUoGjZtSYY2gIpWaA6EJdKrrgJGB9n0fJRJzBvZPhJpvQKe5ulu3ItR6AwZthE2DxQzbsD1/BWQaNewcAylhMHQ72L0kq61/KWp1EWHhX2JgYEONRxIZr3vacfjjAL4KvMWS45GciUxhycBGuNoYg56hWG7eNEi0tQrbB91/AHPteiDNJLa46TUhNnEHDkfWkGfnSI5jPnV9vn+xNZUiT+xLVORCyEZwbylqzVXxUjFr1xazdqLnpqMgcHvSR8QCAQt/QpOXR+a27aRv2EDc2LFoPGpwubod6dkZtKzTEMk385F51MBl6Y8YepS9IV/u6UmN7dtImPkVKUuWUnAjFOclPzzxN30R9jVrU71uA64dCuTaoUBxPTNzrJ1csHZyoXrd+uX2EBVUKhT37z/5ffxXsbe3p0mTJly+fJkGDRrg4uLyT2+pXFRl1l4h0tetQ8/ODvMuJVvbXEq8RFh6GMPrDkcq0c2fV61Wc/78eX788UdCb91CPzWRm8a+XH6QW+Y1whKzORWezLHbSRwMTWBvyEN2BMfx/dFIsgtVurWXSo2CLW+DTS3ov1bn04oVolZ7McOWEga/vSnqlQEcnwXhB8SSXs12/+we/2EEQcOt2xPJyblJnTpfo6f3l1eghbE+3w/05cdBjYhKzqXr0iB2Xo0T5YTk5jA8UAzOo0/BstfEQY3SslwFmaKg72+94bs6uJ8IxKhIxp36Tty1y8O6wAR7m44v2jAEfiz+TYdsFTN8+z+D5Du6+YVUUS4kEgmNe/Qh9cE9Yq8HIzM1xWbkCGodOYzJl9M5YyolIz0F/3vJmG/ejnnnztTYskWrQO0xUhMTnBYuwH7aNHJPniR+/AQEhaJMe+w//RtG/7SGPl/Mos2w0Xg2a4FUJuVu8CUO/vQd0dcul+fHRxkfD0plpQ8XvAq0adMGMzMz1q9fT1hY2D+9nXLxL/oUq+JFFEZEkHfuHHaffILkBXds626uw0ZuQ3eP7iUeow13797l4MGDpKamkiMxo9rdYB5aeRODDUNWXeJ1TzumdPHC2/H5rINCpeHgzQTWnovl+oPMEq/hZCGnZa2npjPVStFX8u4JUSqidsey9wDlp4uN/FIZDN4iNvj/26jdXswCbRkiiso2fAvOLYEm7/7z5dp/AZFR35KScojataZRza54C7AeDZ3wc7Pik83Xmbg1hJPhKXzzZj0sjPSh+VjxObNnLOwcLfqTdv/+L9eFwixxiOPeObh3HuKvgkYJlm7Q6mNk9fribZDL1WuDkerpU+fqAyRF46H3L8U/D6+shtCt0HaaGIzb14cVLWHbCBh9QpRfqeIfwatlAGc3b+By4E5qNBK9tRPvRbPvxH4wN6dX934YnA7CuHFjrAYPrlClQCKRYP32UCR6MhJnfU38p5/ivHhxqaVUiVSKuV01zO2qUcP3L5FYtUrJ+s8+5NSG1bjV99XanF4RGwugc0HcVxFjY2NGjx7Npk2b2Lx5M+3bt6dly5Y6dY8oKCggIiJCZ+v9napg7RUhff16JEZGWA0cUOIxERkRnHt4jvGNxlfYWqqoqIhdu3YRFhZGkcyYoKJatE4+i4FUxtxvJiE1MuG3C/f48UQkXZcG0dfPhYkdPHGyNCIlp4iNl+7z+6V7pOQU4WFrwqyedannbIG+TIK+TIq+TGmMa5UAACAASURBVIKeVIqeTIKNiSH6Uon4oRmyGW5uh/w0kMjg8kpw8oM2X4iB24teXHmp4gdk1gMxw2LlXqHfQaXi2VEcOtg8BA5NEU3fO8/7p3f1j3P//hoePFhL9eojcXUd9cJjnS2N2DTmNVacvsvioxFcvZfB9wN9aVrDGmxrwciDcHEZHJ8NPzeDum+K8i2JoSBoQKoHTo3E4M67p+hi8ej5ZQV4es5EX98KY70wOPGN+HxqO/XZTcQHw6EvoFaHvyZ3zeyhz0oxU3fwc9EhQwfkK1RcikknKCKVyOQcWtS0pVt9R7EMXEWxyPT08evaizO/ryHxbiR5mRnsWzIfE0sr+n4xCytHZ3hTt4NHVoMGIajUJM2ZQ/xnk3D+blG5Gvxlevq0GTaaXfNncf3wfvy7vanV+UWPZTuqgjVANHwfOXIku3fv5tixY6SmptK9e3f0KjB8kZeXR3h4OLdv3yY6OhqNFv2K2iIR/sWNsI0bNxauXLnyT2/jH0eVmkpU23ZY9u+Hw5dfFnuMIAiMOTqG0NRQDvc9jIVhxTJKe/Yd5NqVSwQrnUk1dufd6jlk7l9D+3fH0rBD1yfHZeYrWHbqLuvOxSKRQPOaNpyPSkOh1tCmjh0jWrgTUNsOqfRvQZYgiAFZegzEBolBWmo4yAzBq6souFojAEK3wZmF4pSkc2MxaKv1hvihKgiipVPEEYg8DHFXAAF6/woNB1bo539pRB6F6xuh+2Iw0t4QuTJRqDToyySV7l34mKSk/dy8NZ5qdl2oV28pEi3K+NcfZDJh8zUepOczpYsXo1t7/LXvlAhx8CAxFFwag1tLUaDYpXHZsl6CIPbBXfsdei2DRo/8KPPT4ZdH3oPvnXl+IOTEN+Jzt5TnY0RSDgUKNYb6Ugz1ZBjqScWHvozY1DyCIlMJikzhSmwGCrUGAz0prtbGRCWLbQgNXCzoVt+RrvUdn/NTfYKqSHwN2dT6z02qFuXn8+vYEZha25CREE81dw96T56JiWXlvt7S1q0jed58zLt2xWnB/HIFbIIgsHPeVyREhDFqya8Ym5f9fT1h5lfkHDqE56WLWl/3/xlBEDh16hSnT5/G1dWVgQMHYmLy4vcBtVpNTk4O2dnZZGVlkZmZSXR0NLGxsQiCgKWlJT4+Pnh7e+Pq6hosCEJjXe+7Klh7BUhZ+iOpy5fjcWB/iUrUu6N2M+PcDKY1m8ZbXm9V6Hr34xNZvfIXojW2BLTvwluN7Nk4+UOMzMwZOvd7pNLnBwHiMvJZfCSCoKhUutZzYHgLdzzsHo2iCwKE7Ye4P8XgLCMG0mNBkfPXAq7NxXKgz5tgZPns4iqF2LR9ZpGYNXNpAnZeEHUMch7Zyzr5gWcn8OomugVUUSFC47IYsfZPujVw5Ote9Uo/oYJkZPzJtevDMTdvQCPfDchk2gss5xapmLzjBvtvJDC8uRtf9qiL7OmbBI2m3C4HqJWiJ2rsWRi6A9wDxHJ7zGkYdah4b1m1Ctb3EP1nx5wqdmjk1sMsui09W+rlvRzMCPC0o3VtW5q4WyPXl/EgPZ8DoQkcCE0gJE6cImzoYsGXPXzwd3sqcFQVwcaBEH0SqtUVg80GA1+OMPS/hDN/rOXy3h24N/Sjx8QvMJAbvZTrpq1eTfLCRZj37IHT3LnlEs9Ni3vAhs8/ol7bDnQY/VGZz7s3bDiCQoH75k1aX/O/QGhoKLt378bMzIxOnTqhUqnIy8sjLy+P/Px88vLyyM3NJTs7m5ycHP4eK9nY2ODj44OPjw8ODg5Pbg4lEklVsPZfRFNYSFTbdhg1akT1ZcWXU1ILUum1uxe1LGuxtvPaCg0WFCnVzFi0DFlhJgG93qaLnztnN//GpV1bGDhrPi5eWuq2qRRw4DO4uh6k+mDlBlY1wLrGX//a1wVL17Ktdf0PCPpO7Duq2Va0O6rd4a9+pCoqzOXYdEatvUyRSoNCreG3d5rSurZ2gp/akJsXSXDwAAwM7GjsvxV9fcvSTyoBjUZg3qEwfj0TTUcfe5YOavSsiG5FKMyCNZ0hK14sqV5dD92+E3sNSyL7IaxoBWaO8O4x0H82SJgVeIs/Lt5n6aBGCIJAkUpDkUot/u6LCrE1M6CFpxPVzOQv3NqD9Hz2hyaw5mwMjhZy9nz0aBJco4Yd78CtXdD0PYi7DA+viiVgz87gO0R8/chenljpP4GysJCoKxfxfK1VpVk7lUTqil9I+eEHLHr3xnHON0jKccNwcv1Krh7cy9vzllDNvWyWfJGtAzBp2RKnef+Safh/IXFxcWzatIm8vLwnX5NIJBgbG2NiYoKJiQnm5uZYWFg8eTz+f0PD4m8oKytYq+pZ+5eTtXcv6owMrEeUbHEz99JcClQFzGwxs0KBmkYjMHXtIcyK0nCo15wufu5kJiZwJXAH3q3aaB+o5aWJcgb3zkKriWIDdkUmM/UMRIsh/xGPeo50KPVRBQBnI1MZveFPbE2UfNHyCN+ebcfk7dc5OrEtJoa6f7soKkoh5PoopFJDfBuuqVCgBiCVSpja1RsnCzmz9t1m0MqLrB7eBGsTHYgLyy1E/btVb4iBWv0B0PidF59j7iQOJvzRT+xt6/HDk28p1RoCQx7Szqsanes5PHueSgFrOopZsXpHgBcHa9WtjXn/9ZoYyKR8ve82YYnZeNmbwYFJYqDWYfZf7g7Jd8SbnpAtosSJiR30WyO2Hfyfoi+X492qzT9ybdv330NQqUj96SeMGjbE6i3tWzSa9x3EnaCTnFz/KwO+nFtqa4I6Nw9VSkpVv1opuLi48OGHH5KcnPwkOJPL5f8aa6qn+fftqIonCBoN6es3IPfxwbgEq4wT909w5N4R3m/4Ph4W5TdBFwSBr/feQBIfgp6JFaP7iPZkJzesRCrT09oQmeQ7sLKteCffZxW0n6k7CQ2JpCpQ0yGCIJCTG8bvJ1cxcu05bAzj+KThTKz0wxlW5xcSsgqZsmkdBQX3dXpdjUbFzVvjUSjTadhwFUZGutM/GtGyBsuH+HP7YTZ9l5/nXlpe6SeVBcvqMHQnvDZWDLzK0v9VuwO0nADBa8XA6RFBkSmk5iro41eMFdDp+aJFWvId0XqsjBWQ3o2cMZBJ2Xo5Dk7NEydVW4x/1oarmrfoozrxDgx6NDG9Y3TxQs1V6ATbD8di3KQJKd9/jyojQ+vz5aamtBw4lLjbN4m8dK7U4/+aBHXX+lr/NYyNjXF3d8fOzg5jY+N/ZaAGVcHav5q8s2dR3L2L9cgRxd5J5ShymHNxDp5Wnoysp2Uw9TeWn75LyJWLmEoUvD3gTWQyGTHXrhAd/Cev9X0LU2stzMTDD8GqDqAqFCfyGvSv0N5edQRBze3bk7hz5wuUSu3fqCuTtLTTXLjYjp/3TmfmkWq4WWSyfICMzq/voflrx3i7yxre9EkiMMyRdQfGcOv2p+TlRenk2nejF5KZ+SdeXnMwN9N9X1zneg5sHN2MjHwFfZad5/CtRELjsohKziU+s4CMPAWFSvVzvSil4lAPOs/VTpKj3QxxQGbvBMiIBWDn1XisjPVpU+dvJfwHl+HsYrFE2WEW3N4NF8o2UWplYkAHH3sMrq6E0/PAdyh0+Lr4g2V6UKezmFXLTxWzcFVUChKJBIcvZ6DOzSVl8eJyrVH/jU7Yubpz+ve1KBVFLzz2sYF7ST3OGrWa9IdxRF2+yOW9O0iIDC/Xnqp4eVSVQf/FpK9bh569PeaditeaWhy8mNTCVJa0W4K+tPw9J1uvPGD54RD6yJNoUL8Bbm5uFOXnc3L9SqwcnfDr2qtsCwmCaO909EtwbCiKv1pUvoHwv52Y2GUkJO4EpKSkHsPT80vsq3V/aVOWJfEgbgMREbO5ktqDX0Pb0ai6OetGdcFM/tdzycjIhTlvjeDK96f4LXwMNSxnk5i4B3v7HtTx/PKJf6a2JCcf5v79VTg7D8XRQTtJAm3wd7NmxwctGLH2T977LbjYY+T6UsYE1OSjtrUw0Kuk+1eZPvRbDStaw/Z3yB4cyJHbSbzVpPqz11Tkw673wNxZDAgNzcXs9OPXVI3WpV7qQ9treEWsJdHpDRx6LCk9++fYEF6fAie/EQd0/ikP3f9zDGvXxnrYMNLXrsWyb1+MfEvxmf0bUqmMNsPHsG32VIL37ea1PiWXUxUxMSCRoO/mRkFONg8jwkiIDCct7j7pD+PITExAo1Y9OV7PwJCBX83DoWZtrfYkk8moX/+vga7du3cTGxtLr1698PDwoKCggO7du7No0SKt1q3ieaoGDP4lCGo1inv3KYqIoCginMKwcHJPnMDu04nYjn5eKPVy4mVGHR7FMJ9hTGpSvjtiQRDYfT2ez7aF0Nc8FktNFuPGjSP+xlVO/baavMwM+k75CnffYibd/o4iH/Z9DDe2QN3eosSBQZX+U3LqWVYc/Jkjcb1JzTNFJilAT1qEXE8PUyMbjAwNcLMxYUHfBpXSE1YcGo2KyKg5hEVv51D8exyMrEHr2rb88rY/xgbF7+HC3TQGrbzIyBaODKl7gvv3V2FgYEPduj9gZVl8ib4k8vKiuXylNyYmNfH324RUqv3kp7bkFCq5EZdFvkJNgVJNgUL15L9vxWezPzQBT3tTFvRriG/1ivXNvZBbu2DbCO7UHEWXW+3ZNbYFjVyfCngPTII/f4Vhe8HjdfFrhdmwsh0UZooSIeYvcPuIPIaw6S2uC7VZ5rKAle+UHtwB4uTqmo6QHg1jL4KZQ+nnVKE16tw8ort2RWZrQ41t28o1Hbp38bfEXA+m45hxyE3NMDAyxsDICAO5EQbGxhRkZ3Nr1kwSE+PJ9XAj/WEcIIrvWjk4Ye0sWllZO1fH2tkFuakZ27+ZgVqpYPCcxZjbln2YyNTUlNzcZ51sTp06xaJFi9i3bx8FBQU0atSI1atX07JlS61/1leRqgGD/1PSN24ka+cuiqKiEAoLxS9KpRi4u2PRtw9WgwY/d06hqpCvzn+Fs6kzH/p+WK7rPkjPZ8aem5wKT6GNvRLjrBSavdaMQz/M4/7NEOw9avHmZ9NxqFUGj8qMe7BlqKhj1XY6BHz2n9Ny+jtKtYatf95hydEYkvOH4uNoSteG1ShSqkjPCict8zZKjT56el4cCM3Gylifb96sfMkRlSqX66EfszNETWD0N+Sr9Bne3JWp3bwx1Cv5g6N5TRuGvubKugv36eH7Do39O3Hz1gSuXh2MR43xuLuPRSIp/YNHrc4n9OZYpFJ96tf76aUEagBmcv1nXTL+Rr+wZKbuCqXPsnOMalmDTzvW0a1X7WPq9oboU3gHr2GApSu+1f/SLCT6lBioNfvgr0ANRButgb+LAdvW4TBivzhs8zSpUWLZM3Q7Evt6nHVbwvGgRBKyCnC0KINMhUxPHIRY0Qr2jhMHKf7jr+HKQGZqgv2UycRP/JSMzZuxHjJE6zVeHzqK+6EhHPjxxdkqfbke1R0c8Qloh3MdH+xr1UbfoPjXW+/JX7JpxiR2z5/FW18vwMBINzfaRkZG+Pr6Eh8fr5P1/stUZdb+IQRBIPWnn0n9+Wfk9etj7OeHYZ06GNbxxLBmTaTykqe/vg/+njU31/Brh19p7tRcq+sqVBpWBkXz44lIpBIJn7TzIPfaflQF+chuXsbA0JBWg4bToH2nYvXUniP6FGwbKUoE9F0lKvP/hylSqdkRHM/PJyOJzyzE3fwBn3VpRjdf32fKngUFcYSFTyc9PYjdMWMIjKzH7+80o1XtytO+Kix8yIYjs1gX0pSHeQ60qmXLjO4+1HEwK/1kRB2zTt+fQa4vZf/41uhJCggP/5LEpD1YWjajXt3vMTS0L/F8QRC4dXsiSUmB+Pquw8a6la5+NJ2QU6hk3sEw/rh0H1drY+b1rU+Lmrr/e8QlpZL38+tUN8zHePxF0fGgIBOWtwB9Y3g/6DmJDwBu7oTtI6HpGOi6UPxaxj04vQBCNolm9k3HQKuPuZ9vSMDCk3zW0ZOP2mlR2rq4Ag5Nhh5Lwb/kCfQqyo8gCNwfNYrCm7eoeeggejZa9AM/ojAvl9y0VBSFBSjy81EUFlBUkI+yoAA9Q0OKps3EpUdPHKdNK/OasSFX2TnvK9wb+vHmpBlIy5D1e7oMWqNGDXbt2vVMZi0jI4P27duzf/9+HBz+G9naqsza/xGCIJDy3XekrVqNRZ8+OM7+uszp8MuJl1l3ax29a/XWOlD7MyadabtCiUzOpVNde2Z09eJc4Fbis7IwuhdOvZYBBAwZWTZlb0GACz+JvTS2nmJ/mk1Nrfbz/0ZEUg4j114mPrMA72oF9Gu0noEB7+Dk2Oi5Y42MXPBtuJbEpD1oJN9y5WE1Pt1ygSOfdsLCSAcyE38jNDaYL3ed5lpST1wspawc5kd772pa9c2ZGurxbZ/6DF/zJ0uPR/J5Zy98fL7D2rolYeEzufRnd3y8F2Br27bY8+PifycpaS8eHhP/dYEaiNm3Ob3r072BE1N23mDwykuMbl2DL7p4P+/AUQF23cwgUDmOQ/ozxf60oTtFy7GcRHjnaPGBGoi9ZPHB4uvOqgakRcHVDSCRQrP3oNUnT/QGXY2guYcNW6/EMbZNrbLvv+kYCN8Ph6eKUh7WVdIPukYikeAwYwbRvd4kedF3OM39Vus15CamyE1Mi/2eMjGRqMxs5B7aqQO4N/TjjVEfcGzVz5z6bRXtRrxX6jlGRkZcv379ua8HBQXRoEEDwsPDmTJlyn8mUKtMqoK1l4yg0ZD07Vwyfv8dy0Fv4TBjRplFEjMLM5kSNIXqZtWZ3HRyma+p1ghM332TTX/ex9nSiF8G1sX24XV2zllLurkdpsoCBk6aSnWfMpbhFHliqeTmDvDpJfanGRb/xvFfITNfwegNV1CoNfzYzxCjrPE4Ow3AybHk5nmJRIKjw5tYWb3Gx+p5TDn2Bp/+toplIwZgYKCbjI5SreG7/ftZdVGNnqQGE9+w5b22jV9Y8nwRr3va0d/fhV/ORNPHz4Va1UxxdOyLubkvN29NIOTGu+jrW2FoaI+hQTUMDR0wNLRHJjPmbvRibG3a4e72gU5+tsqieU0bDk0IYM6B26wMiiGrQMncPg2edUMoJ4IgsOtaPHbuDZH6zxP7PDcPhoiDEPA5uJTSH9r+K1HS4/AXosi03zCx7aCYPrYBTVz4ZEsIl2LSaV6zjNkbqVR8PS9vAbvHwoh9VTI5lYChhwc2I0aQtnIllv37Yeznp7O1FRXwBG3YoQsZCXEE79+DlYMTjTr3KNceWrduzb59+4iIiKBVq1b07t0bXy0HKqp4lirpjpeIoNGQOPMrMn7/HesRI3D48ssyB2qCIDDj3AwyCjNYELAAE/2yywYsPhrOpj/v824jK752jCZiyecc3/w7mea22FhaMGHm7LIHahn3YHUnsSTT/ivov75SAzVBEFBrBBQqDYVKNfkKFblFKjSaf0/5XqXWMG7TNRIyC1k6wA2LgimYmXnh6TmzTOfLDR0Y8MZihvgVcCzajRV7J5CaerLC+7p+P51O3+1ixXkpTZwecmxic8Z3aFbuQO0xk7t4YaQvY97BO0++ZmJSk8b+O6hdezrVqnVFLndBoUwnNe0kMbE/EXV3PnK5Ez4+i7Ty/PynMDKQMbtXPca3q8XWK3F8vOU6SnXFTZqvP8gkOjWPPn7OZHoP5gerqbQLfYNJelMIrVl6JgOZvviaazcDxgWLnrIlDBx0ruuImaEe26480G6TltWhy3y4f17M4v0TKPJg2whY4gvhB/+ZPVQyth+8j56jI4mzvkZQqUo/oYw80Vhzdy/X+QFDR+Hh35ST61YSfe1yhfbi6enJF198wfz58yu0ThVVmbWXhqBSkTBtGll79mLz/nvYTZigVQlqY9hGTsWdYkrTKfjY+JT5vGO3k/j1eBjvSq9hsuc6IRoBj6YtiNboYSQIDBs5Cn2DMpbdok+Lb6CCGoZsh9rty7wPbTl0M5EpO2+Qma8s9vsNXSxYP6oplsa6Lxlqy4LD4QRFpvLtm17oZ02mSKOkfr2fkMlerDr/NBKJlBl9+nIp7gRrb/bCzWw8ddx741r9HYyMqmsV4OQrVCw8dIv1Fx5gblDIjLbRjOwwAalUN78rW1NDPmxbi/mHwjgflUqLR437MpkhrtWf1/vTaFQoFCkYGFjrZKBg/flYvj8WgZ2pIW42xrhamzz61xh3WxPcbYx1IosikUiY2LEOxoZ6zDsYRoFCzU+DK2ZftetaPAYyCbceZjMr8Db5ino0Mc9if4Ez25ZfopGrJcOau9G1vmPJQbWpnZhNKwUjAxk9fZ3YcTWOr3rVxVyuhbxPw0EQfgCOfQWWbqK91iMuRqex+GgEnvamtPe2p3lNmwrfADxD5gPYNAiSb4k2dJveAq/u0GXB/5UUkNTYGPsvphA/fgIpS3/E7uMJ5bKi+jtFMTFIjI3Rsy+5f/SF+5LK6DZ+EptnTmbfDwsY8u1ibJyrl3s/77//PosWLSImJoYaVY4K5aZqwOAlIKjVxH/2GTkHD2H38QRs339fq/PvpN1hyIEhtHRqydJ2S8v8QXQvLY9+3x+ha8J+LPKS8e3cjUade7Lv6DFiYmIYMWIErq5l8OQUBLi0Ag5PA9valdqfptEILD0RyQ/HImnoYkGbOtWQSiTIpKKVkFQioVCpZtnJu9RxMOP3d5thYfTP+RruvhbPx1uuM8DPmN6u35KfH029ukuxt+9WrvVuxmfx5s/neL1GOoNripk5qVSOiUlNTExqY2Liiemjf+Vy5+eeC2ciUvhi53XiMxW0cTnH55098a45XOeaboVKNW98dxoLI30Cx7XSSYmwLJyPSmXo6ks0crXCxsSA++n53EvLp0CpfnJM69q2zO/bACdL3Zl1b7gQy5d7bpUqcfIiIhJz6P5jEEqNgFQioUcDR95vUxMvB3OyC5XsCI7jtwv3iE7Nw8bEgLeaVmdYc3fszcse9P+dkAeZ9Pr5HHN612NIMzftTlbkwW+P+uQGbYba7TkQmsDHm69jZaJPdoGKAqUaEwMZAZ52tPe2p61XtYpZe92/BFuGiHZb/deAe4CY3Tu9QCzHtp0qepzqyg3lH0YQBBKmTCFrz15MWrXCad5c9Gwr1gJxf/QYVGmpeOzcWaF1ctJSCd6/m1aDhqOn///tHatLqozcX2HS168nae48qn32KTbvvsD0uRjylHkM3DeQAlUB23tsx0peNhHSQqWawd/tp/7NLVhRQI9PplDTvylHjhzh/Pnz9OjRA3//MuinKQth3ycQslG8u+29AgzLNj2oLXlFKj7bFsLBm4n08XPm2971S8xinAhL4r3fgvFxsuC3d5pqlzXQEaFxWfRbcR5P22w+qjcDU2MHvL3mYm1dMT2hH45F8MOxSH7o50ATpyjy8iLJy40kLy+SIkXSk+NkMlNMTeuIDxMvzj1wY/KeLBxNUhlZfyd9W3+KjU3l+T3uDXnI+E3XWNivAf0bl//Ou6wkZBXQfelZrEwM2P1hS0wf6dIJgkBKbhH30/IJvpfBkuORyKQSvupRlz5+zwe05WXblQdM3nEDfzcr1oxo8ox48IsQBIEFh8NZceouAtC2jh1f96pHdevn5RE0GoFzd1PZcOEex+8kYWGkz6/DGtPE3bpcexYEgc4/BCE3kLHnw3I8LwsyYX0PSI3kt0Yb+fJsAX6uVqwe3hi5vowLd9M4eieJ43eSSMouQiqBD9rUZFInL+2vdX0jBE4ACxfRBsvuKdmgjFhRgy7yCDjUh+5LSu/ve0UQBIHMLVtImjsPqakpTvPmYtq6jPp4xRDVvgNGDRrgvPg7He6yirJSFay9oiju3ye6Zy9MmjXDZcVyrT84pp2dxr7ofazquIomDmUTHxUEgam/HsD41FrM5HoMnDoLx9p1uHHjBjt37qRx48Z079699IWy4kX9tIdXoc0XYgN0JfmmPUjPZ/SGK0Qk5TC1qzfvtKpR6u/q6O0kPvg9mAYuFmx4p9mTD++XQWpuEd2XnECpymR603l4e7xJrZqT0NOreP+eUq2h97JzJGQWcuSTAGxM/yodKpVZ5OVHkZsbTl5uBLm5YeTmhRGdbs7cPz/B1fwB01sF0qTRCkxMKnc6VxAEei87z8PMAk5NalOubFNZKVKpGfjLRSKTctjzUStqVSv593wvLY/PtoVwOTaDjj72fNunPramutFzCwx5yCdbruNhZ8Lrnna42pjgZm2Mm40xTpZG6MuefX2oNQLTdoWy+fIDnC2NKFCo+HNae/Rkpb+O7qbkMnr9FeIyCljYvwG9fMtXAlx9NobZ+25z+OOAMsu0PI2Qm8LiJQv5Med12tcw5MeRbZ/ToNNoBG4+zOKXM9Hsv5HAxnebPSmPl4pGLZZbzy+FGq9D/3VgXExwKghwZy8cnCxOzrYcL+o6/l1z7hWlMCKCh59+RlFkJNYjRmA38ROkZW1ReYSmqIhw30bYjh2L3biPKmmnVbyIqmDtFUTQaLg/YiSFt2/jsS8QfS3HlwPvBjL17FTGNhzLB75ln6Bbu/kASbt/Rd/UnJFfz8XayZmHDx+yZs0anJycGDZsGHp6pXywxp4T+9OU+aJYpncZgrtycik6jQ/+uIpSreGnwX687ll2Be1DNxP4cOM1/FwtWTeyaaW7AAiCmtyCZAb/eorwZDkzW22mS/OPsbbSTkalNO7cy6Dn8vPUlMpY6lINOwcz9OyM0a9mhJ6dMTJLQySPSo+pOYX0/CkIlVrJqoFZeLt3QV/fEk2RCsX9HIpis1Hcz8awpiXmbXSbAQu+l07f5ReY8EZtPulQBgHlcjJj901+u3iP5UP86FLfsdTj1RqBNWdjWHgkXJQc6V2PzvVKP68snAhLYv7BcGLT8ihS/TV0IJNKcLKUU7uaGV4OZtS0M2HP9YeciUxldKsarDsfy9vN3fmyR9l7TjPyFLz3ezB/xqTzWUdPPmxbS+sbvrTcIl6be5xhzd2Z0b3su347NQAAIABJREFU1wZxeGb67ptsvvyAgUaXmWP4G3qj9kO14jNnBQo1XZcGoVBpOPxJQOk3ULnJsOdDMWPWZLRosSUrJWNZmA1HZ0DwOnD0FfUdbbWzSSqOOXPmsHHjRmQyGVKplF9++YXJkyeTkJCAkZFYUq9Vqxbbt2+v8LVKQlNYSPKChWRs3IihjzeOX89GamyEOisLTU4O6uwcNDnZaPLyMPL1xcjf/5nnQ1FkJNE9euK0cCEWPSrvPbuKkqkK1l5BMjZtInHW1zh+MxvLfv20Ojc6K5pB+wbhY+PDqo6rkJVxfP7gjj3c3LqKQjN7JixYgLm1NZGRkezduxeJRMKYMWMwNX1B9kcQ4NwSOP41WLnDW39ANW+t9l5WilRqVp+NYfGRCFxtjFk1rDEedtpnpvbfSGD85mv4u1mxbmQTnWR4NBoFDx6sJS8viiJFCgpFKgpFCgpFOpvDe3H0XlumvB7N6I7vIJPp3lYr+/h9Dh2NYoakECc9GT/ITLEpfGoaUSZBZmaAYKbPuPR0QvOL2NC8FvUdzFEk5KKIzUaZmAcCIAGpsR6aQjWOnzdBZqFb14AP/7jKibBkTn7WBgeL8vdXlcSO4Dg+3RbCewEefNFVu+diZFIOE7eGEBqfxcDG1ZnTu16ZslplQaMRSM4p4l5aHvfS87mflk9sWh5RyblEJuWgfvTWKpNIcLCQE59ZwL5xrajnbKHVdYpUaqbsCGXXtXj6+bvwbe/6WnuYfvB7MKfCU+hY156WNW1pUcsGF6sXP28LFGrGbbrGsTtJjGtXi4n+ekjWPnJcGHWoRA224Hvp9FtxgUFNXfm2dwlT5oIAodvg4OeiVV3nb6GJdi0i3NkHez8CVZEY5PkNL7frwoULF5g4cSKnTp3C0NCQ1NRUFAoFgwcPZtGiRTRurPPP3heSc/w4CVOnoc7KeuFx+i4uWPTsiUWvnhi4uZF95Ajx4yfgvn07RvXqvqTdVvE0VaK4rxjK+HiSFy7CpEVzLPr21ercjMIMPjr+EXI9OXNbzy1ToFaQm8PRDWuJPH2EFDM3Pp33LWqJhk2bNhEeHo6NjQ39+/d/caBWkAm7PxCnwHx6Qc+fRKubSuBkeDJfB94mJjWPTnXtWdi/Ybn7zro1cESl0fDJluu8u/4KK4c1rlCGTaXKITT0Q9IzzmFo6IihgR1yuRPm5g2IyazOsXvVGeBnyvtdxpX7Gi9CU6giJyiedt72VG/lwLvrLzPOWMGGd/xwVIEyJR91WiHqbAXz7yYSnFfIDJkxLueTyCAJiYEUg+pmmLVzxdDNHANXMzR5ShIXXSHnXDyWXbUTyyyNyZ29OHo7iUVHwlnUv6FO1771MIupu0J5zcOaSZ3qaH1+bXszdo5twZJjkfx0MooilZrvBvjqZCBCKhWDMAcLOc08/tIxyypQMnLtn1x/kMmAxi5YGBsQlpBDsxrW1HXS/vVkqCdj8YCGuFobs+R4JA8zC1g+1F+rwZqpXb0x0JNyLiqNPdcfAuBuY0yLWra0qmVLO69qz/SH3n6YzafbQghLzGZ2r7q83dxd/Maw3bC2K2zoCa9PhjpdnytZ+rtZM7q1B7+eiaZzXQcC/p4pz04Q+2AjDoJLU+j187P9aWXFuzs4+4vCwoETIPIo9Pyx+BJqKSQkJGBra4uhoXgjY1vBJv/y8NgNQKlUoqenx9A+fRlVxxM9UzPO343irenTca9eHaRSJBIJs/r3p1HsPVKXLyd12TKMfH2Rmoll7vLKdlTx76Uqs1YJCILAg3dHk3/tGh5792LgUvZeE4Vawegjo7mZepM1ndfQ0O7FH34atZr9O/ZwJ3AzEkUBNy0bMG7SOPLiwwkKCkIikRAQEEDz5s1fXPp8eB22DoPseOj4DTR7v1K8AWNT85i97zbHw5LxsDVhRg8f2tapppO1d12L49OtIdRztmD18CbYmWmfQSoqSuZ6yCjy8iLx9pqLo2OfJ99TqTX0+vkcKTlFHPv09Uobasg+fp/so/eo9pEvBi5mXH+QyfA1fyLXl/LHu82oVU18Q9565QGfb7/BO61qML2bN0KRGk2eEpmlHIns+b9d2uYwCm+n4zilCVJj3e792wN3WBkUTeBH2meOSiIrX0mPn86iUGkIHNeqXH/Pp1l2KooFh8Lp6+fCwn4NdOpK8JiUnCKGrfmTqOQclrzViK5lKNlqw47gOKbsvIGbjQnLh/hR2167HjRBEIhMzuVsZCrn76ZyMTqd3CIVzpZGTOzgSbcGjvx6JpqlxyOxMjFgft/6tPP6mwRE/FXR9iojFiQy0enAp6c4gPTIQaFQqabb0iAKFGoOfRIgvlYEQRwiOPyFmA1rNwNe+6DiorsaDVz8GY7NAhNbcQjKo41WS+Tm5tKqVSvy8/Np3749AwcO5PXXX6dNmzbPlEE7dOjAwoULK7bfEnjaFD05OZnBgwfTsmVLZs2a9YyF099RJiWRHRhI5u7dKKLuoufkSO0TJyplj1WUTlUZ9BUic8dOEqZNw37GdK2MegVBYPq56ey9u5cFAQvoUqNLiccWKtVsO3ieqD0bMM9NINHICbO2A2jjY8e186fIyMjAx8eHTp06YWHxgg9PQRB7Pw5OFt/o+q+D6k3LvOeyklek4ueTUawKikFfJmH8G7UZ2bKG1uWc0jh+J4mPNl7D1syA9SObalVWzcu7y/WQkSiVGdSv9/Nzk5SrgqL5Zv8dlg3x0/mH8GM0hSoS5l/G0N0c2+F/lTHCErMZuupPNILAhlFNUag1vPXLRZrWsGbdyCZlKu0pEvJIXnIV8w5umL9RBskWLcgqUNJm4Um8HMzZOLpZhScw0/MUfLTxKpdj09nyXnP8XMs2BV0aS49HsvhoBAMbV2dun/o6DdhuPcxi7B9XSc4uYsXb/lr1XmrDhbtpjNt0lZxCFdO7eTP0Nbdy/75Vag3n76ax6Eg4N+KykOtJKVRp6NXQia961sWqGBmO3CIVd5NyqF4YjtW9Q0ju7IX0u6LtlWtzcVpTqse1XEv6XvZmgEsm83xTIPYsRB0Tj+n1s+7lfxJCYMe7kBoJLcaJwaAWwwdqtZqgoCBOnjzJL7/8wrx581i3bt1LK4M+HawBREdH06RJE1JTUzl9+nSJwdpjBEGg6M4d0NND7ll5/aNVvJiqYO0VQZmURHT3Hsjr1MF1w3qtRA5Xh67mh6s/lDhQkJBVwJXYDC6HPSDpxC5qZ95EoW+C3Rv9GDToTS6ePc3Zs2exsbGha9eu1Kz5tzdDQYDcJEi69dcj8QYk34aa7aDPKjDR3lS4NE6GJzN1ZygJWYX0aeTMlC5eVKuAdtSLEAQ1IXE5vLPuMhpBYNXwxvi7lV4WycwKJiRkDBKJDN+GqzE3f7bX5mFmAe0Xn6ZZDWvWjGiic92yx/w9q/Y0Mal5DF11iewCJXIDGXJ9KXs/bFXsB2pJpK69iSIuB4fJTZEa6NZGaP35WGbuvYWzpRHGBjKMDWQYGcgw0pdhbKCHj5M5w5q7lSp5cTI8mc+33yArX8ncPvXp6++i030uPhrB0uORDGrqypw361U4YBMEgd8v3Wf2vttYGeuzbIg//m66CS5LIiWniEnbQzgVnsIbXtWY369BuSdeVWoNK07f5ftjkQiCgEaAlrVs+KKLN/WcLXiYWcCVexkEx6Zz5V4GdxKyeWwgYibXo6atCS3Nk/lfe+8dX0d15v+/nym3q1pWsdy7DbhRQg2dkEAooYRsAgkpuymQkLIlCeyGZCFkk012U775AaFtQhrEdEILcSih2hT3XiVZVpdunXZ+f8yVLNmyscG2BDrv1+toiubOnDMzd+5nnvM8zznFf4GZnX8jnmsC38MIHH7oXMQv/fO5076J4+21vDTpSzRMv5zKVIxRqSijkhFGpSL7nAblLXGy8MS34dXboXYOXHTb2+pivffee7nrrrvo6ekZMrEGUFFRwapVq1i5ciXnn3/+gKSyf/rTn3Z/xmuGHC3WhgnKdWn4538h6O4iMnUq0alTiU6dRnTaVIxUim1f+CKZF19k8gP3E5mw70kon9r8FF9d9FU+OOmD/OCkcGiOlU09vLq5nVc3dbB4cwcNnTkqnA4ubH6IhJ+j/vgzufAznyaWTPLiiy/y2GOPsWDBAj70oQ/t7PIM/HC4liV3hckts207D1pSBzWHwZTTw4GgD/AYgF1Zl+8+vII/LdnGtOoUN110xD4Jp/0lm93IjpYnaGl5ku7u1zCMOO3ORH708sdoy6X4+glLOXlynki0hli0jlisjlhsDNFoHaYZo6XlCZYtv4ZotI758+4gHt/d6vS5/3uVZ9e28ORXTx40P9aBYE9Wtf40dOa4/Fcvsb07z8IvHs/M2v3zgSps7KLl5jcpP28KqeMHH6bo7eL6Ab9ctJ5NbRlyjk/W8ck5PjnXJ1Pw2NCaoSJh88VTpnL5cRN2y6GXc3y+/+eV/N8Lm5lRU8L/XDaPWXUH3mdSKcUPH1/N/1u0nsuPncB3zz/sbYvv7rzLN/+0lEeWNnHy9NH8+NK5A1KtHEyUUtz1903c+OdVlMZsfnTJHE7ZT5eCjozDlXe+wutbOzlnTh3XnTOLPy/bzk//spaOrEtNaZTm7gIAiYjJvHHlHDWxktl1JTR3F1jfkmbdjjTrW9J92+1SSwAESFnQ4w1+ng+vL+Uj88dy3rwxBybNyqpH4IGrwM2FwQtHXokbqN1Sq/SyevVqDMNg2rQwqvTaa6+ls7OTZcuW7S7WCj3hszTTCvlOyHcNLPFKmPmhMKHvflj2BhNr5eXlrF69mpUrV76lZU0zPNBibZjQ8vNf0PrznxOdMQNnyxZULtf3P7OqCr+1lep//VdGXfmpfd7n8rblfOrPn2JaxXT+cdoPeXplO0+uaKapKw9AbWmMIydWMC+ZI//gL7BMg49883pqJoVvVcuWLePee+9l5syZXHrppRiGAbkOWPJreOVW6NwCpWNh6mlQfVgo0GoOe1uOuPvKkyua+fZ9S2nLOHzh5ClcffrUAzYkjVKKnp6ltLQ8wY6WJ8lm1wFQUnI4lZUnogIX1+2kLZ3le4uOZG37aD4++zFOHbv7GIO2XYnrdlJaegRz59xKJLK7ZfHx5dv5p18v5t8+OJPPn3zw3mS7n95C9xODW9X6ky54dOVc6t9mhv4dv3wDv6tA7T8fhRygyMh94c1tnfzoiTU8s6aF2tIYXz59GpccNRbbNFjW0MU1f3iddTvSfObESfzzB2a8o2Gd3gqlFN//8ypueWYDnzp+IteeM2u/o0Tf3NbJVb99jYbOHN84awb/9P7JB8UP7q1Ytb2br/zudVY393DlCRP517Nn7tO5Sxc8Pn7ri6zc3sN/XzKXD8/dKd678y6/emYDm9qyzB9fzlETKplVV7LXc9Sdd9nQksH1A5IRi1TUIhWz2NCa5qM3v8h5c8fwnxccTmfOpT3t0JYp0JZ22N6d57Fl21na0IVpCKdMH81HFozl9FnV7+we6G4iuO8LvLy+iYWpf+DJ3Eye+vopg4rpxYsXc/XVV9PZ2YllWUydOpVbbrmFiy++mKbGBuJmAE6GqojDU5cRDrkHmN/t5ohqA4WBaZn8/JKJHF/VzaaWHmb9Is2M+sowSCtawte+/g2uuOKKPVb3nXaDaoYHWqwNA3LLlrPpssso/dAHqf+v/0IFAW5DA4W16yisW0dh3VqMWJza//h3xNy3h8yWrkY+9sg/4LhQ2HI13ZkYMdvg5OmjOXN2LcdOrqS+PM6Ojeu594brsCIRLrnuBirHhF1DGzZs4De/+Q1jx47l8ssvx+5YBy/dDG/+IcyRNuHE0Go240OHZIiWjozDdx5azgOvNzKztoQfXTL3HTucK6XIZjfS0fkiHR0v0tn5Eo7TiohJednRjB59FqNHn0kstrulKOf4fOX3r/HEimY+d9IEvnJKCtfZTj7fSL7QRD7fiGUmmTz5mt1ScPg9Dj3pAmff/hJlMZsHPn0MtmWCIWHshWWEuc5Mecfdon1WtQmlVH3q4Ibc51a20XbXCio+OoPk/AMT3LE/vLihjR8+vprFmzuYMCrBqTOqufulzYxKRvnRJXM5cdqhicRTSvG9h1dy+/MbqUpF+fDcOi6YV8+csWV7vZ6uH/DrFzbz/T+vZHQqys/+Yf5BsRjvD3nX56Y/r+LOv29iztgybr78SOrK9izm867PlXe8wsub2rn5E0dyxuy3N47kvvLjJ1bz06fXMaOmhG98YAZnzKre7Ryvae5h4ZIG7n+tge3deUpiFuccUce5c8Zw7OTK/RLTG1rS3PdaAwuXNNDQmSNJjg9G3uCrcwPq554GE0/as9XLd2HbK7D+r7BhUZgUPPDAsMLo04knwYTjoXw8qYnzSHe0gR3j8ccf58Ybb+RvTz3Gpmf+yLmf/hrLvlQW9maY0TDo4czr95gKqb9Ya2lp4eMf/zjHHXfcWwYYaIYXWqwNMUGhwMaLLiLoSTP5wQcw9+a0/xaknTSLti7i10sfZkXHyyglmM1f5owp8/jAYTWcNG30gAzhjWtWsvD73yGaTHHJdTdQXhMm121qauKOO+6grKyMT59QR/z122HTs2DF4IhLQpFWu4c8R4Q/Vtu78zR25unOu3TniiXv0Z1zKXgBx0yq5JQZo98yd9mm1gwPvdHIXS9sojPrctVpU/niKVP3O4BAKYXjtJDNbiSTXU9n58t0dLyE4+wAIBqpoaLiWCorT6Cq6jRs+619g/xAcf1Dy/m/FzZz4fx6/uviOXvsDglyHtmlLWSX7MDZ1M3PyPNHHH5JgsP3lunGkDAC0zKwKmNYVfG+YhenRnzPn99Xq9qBQAWK5v9dAkDNVxb0Jdc9lCil+OvqHfzw8TWsbOrmnCPquOHCwylPHNps9EopnlzRzMIlDTy9ageOHzC5Ksn58+q5YP4YKpMRVjb1sKKxi+WN3axo6mZtcxrHDzhjVjU/vHjufvkMHmyeXNHMNb9/jUTU4ubLjxw0MMP1A77wmyX8ZVUzP7l0HhfMP/iDoweB4pGlTfz4yTVsbM0wb1w5//KBGYOOcuAHihfWt/GnJdt4Yvl2Mo5PZTLC2YfXcu4RdRwzaXDh1pl1eOjNJhYu2cZrWzoxBE6YWsVFC8Zy1qgWEs//F6x/GrwcREpg6unhS+y0M8OeiPVPh2Xjs+D0hAETYxaE0a4TT4Txx0IkOeCY/QXWPffcw913383999/Ppk2bOPfcc1n2xuuw9SVY9XBYPvUolA+emHrX1B2XX345X/va1zAMg0WLFu3ms3bttddy8X7m79QcfLRYG2Kaf/hD2m+7nXG33krqpBP3um3opBuEhQA/8Ml6WZ5reI6nNj/F8w1/x1MugVtCmVrA1Ud9gkvmHDPoA2jriqXcd9P1JCsquOS6GymtCiPMOjo6uO1Xt2J4OT5jP0hZeh2UjYOjroQFn9otUGBzW4YVjd2sb0mzviXT52eSdfzdjgkQtQxMQ8g6PjHb4JTp1XzwiFpOm1nd5wzc1JXjkTebePCNRt7cFiZvPHZyJf9+7mHM7pdPSilFOrMap9BMEBTwgwJBUCAIHIKggOt2kM1uJJfdTDa3Cd/P9H02EqmmouJYKsrfR0XF+4jHJ74tK5ZSiv+3aD0/fHw1758+ml9+fEFfLjblB+TXdpJd0kxuRRt4Cmt0nE2TS/iHl9ZxyeQq/n3eBJRSEChQoeDBVyg/QPnheuUHKCfAa8/jtebwO/K9LjsA2GOSpE6oJzF3NNJPxB5Kq1ovmdd20PGH1Yy6Yjbx2Qc+qGRfCQLFxrYMk6uSBy1oY1/pyrr8eVkT973WwEsb23f7/6hkhNljSpk9ppQF4ys4a3bNkNd5MNY09/C5/3uVps48N1x4+IBxW4NA8fV73uC+1xoG5k87RLh+wJ8Wb+N//7KWpq48J06t4hsfmMG8ceWDbp93fRatbuGRpU38ZWUzWcdnVFG4nTG7hiPHV/DihrYBYnt6TYqLFozl/Hn1uydpdnOw4W9hjrfVj0F6+8D/l08IRdzkU0ORFh+8Xr30Cqx8Pk9TUxNPP/00Rx55JJs2bWLWrFnMmLEzN+DPfvpTTnr/wRurVzM80GJtCMkuWcLmj3+C8ksvpe767+z2fzdweXrL0/x+1e95bcdr+GpwAQQQlyq62maScObzr6eexaVHTdijn8umN5bwwI9uoHR0NZdcdwOpikrwPTJrn+G2hU+TdTw+zR+onjwHjvlHmH72gCCBtnSBB99oZOGSBpY27MyEPaYsxpTqFFNGp5hSnWJsRZyyuE1Z3KY0ZlMSs4jZJp4f8PKmdh5btp3Hlm1nR0+BiGlw0rQqegoer2xqRyk4or6MD88NuyvG9POjyucb2b79QZq239fnVzYYIiax2FgSiYkk4pOIJyaSSEwiEZ9ELDZmjz+IQd7Da8vjtefw2/N4bXn8rgJ7vKWV4sGuNDfuaGd6xOYn1VVUGgZee54g7WIkLOJzR5NcUMNaI+Cf732THT0F/vL1k/crAWnf4bydws3dkSW7ZAfejixGiU3q2DEkj63DTNp0/3UL3Y8fGqtaX938gO0/fBWzNMLoL8zdJ9Hhpx3cpgxuY2hJSB5bh3EIx2M9lDR2hi8iBc/nsDFlzB5TSnVJdFiKs8HozDp86bdLeH5dG585cRLf/OBMTEP4jwdDC/M3zprOVae98yGa3i551+ful7bwi7+uoz3j8LFjxvMfH569Vx+1nOOzaPUOHl7axFMrmgcM9ZWMmpx7xBguP24Ch40p3bfrFATQ9Bqs+wvEK0KRVrl/CaP7W9ZeeOEFPvvZz7Js2TI2b94cWtaWLduv/Wne/WixNkQEmQwbLvwIBAGT7r8fM7XTDN6aa+WeNfdw7+p72ZHbQX2qnrMmnEXMimGI0VdcT7GiMcPf3iwh01PL5cdO5KtnTt+jAPA9l+fvv5cXn3qCWGUVU44+hkLHNrLt28lkMnSqJC42V8z2GX/apweMi5d3fZ5etYOFS7axaHULXqA4vL6UC+eP5X2TKplUlXxb2f2DQPHa1g4eXbqdJ1ZsJ2aZnDtnDB+eWzcgl5nnpWlpeZym7ffR0fEioCgrO4q62gtIpWZgGNF+JYZhRDHNOIbx1mLIa82RW9VOfnU7bmOaIOMN+L+RtDDLY7AH8SsS/nk2l+NbLe1UWyY/ra9mfFmcxJzROONTPLh8O398ZStLG7qIWAY/+9h8PnDY/o3puieUUhTWdtLzXAOFNR1gGSTnV5Nb3kpk/KGzqvWSfqGRzgfWM/qf5hCdtLNbXwUKvyOP05jGbczgNmVwGtME3c6AzxulEcrPmUR8zuh3jYgZSXh+wH8+spI7/76Jk6ZVMbO2hFuf3cjnTprEtz40a1hcs3TB42d/WcvNz2xgVl0pv/iH+XvNjdjSU+B7D6/gwTcasUyhvjxOuuDRlg7vzZm1JRw2pmxA6phwalEStagpjVFfHqemLHpAAp52DQqoqalh6dKlZLNZLdZGKFqsDRHbv/tdOn73e8bfdSfxo49iR3YH6zrX8eC6B3lyy5N4gccJY07gYzM/xon1J/YNDeV4Ac+saeG+1xv63gKPmzyK75x3GDNqB7ee9PT08NxTT/L64lcpmHbfCAIWHkmyJA2XRDJFsrKWeSecyaTpOwdl7sw63PLMBn7z4ma68x41pVEumF/PR+aP3ePx9oTv5+jqWkJPzzJMq4RYtJZotIZotAbbrkTE6PMty2TWks6sIZNZSyazlp6eFQRBnnh8PLW1H6Gu9vxBU2HsC8oLKGzqJr+qnfyqdrzWMPLWGh0nOrEMc1QMa1QMqzKONSqGEdt3Ebp4cwefuesVLMPg2nNm8cyaFh5d1kTeDZhVV8pHjxrLBfPrD5oPlducIf18I5klO8ALqP7SPCLjDo1VrZfA8dn+g1ewaxIk5leH4qwpFGeqULQOG2BXJ7DrUthjkthjUkTqkritOTofWI/bkCY6uYzy86dg1yT3fkDNkPDHV7by7fuX4vqKjx41jpsuOmLIhFqvuNm1mzBd8HBmfZDSI87gpouO4Nw5A4OFlFL88dWt3PjoKnKOz+dPmcJnTpxEWdxGKcW6HWmeXrWDp1ftYGt7lqwbpo3pb33bldElUcaUxagri1MSs7BMA9sUbNPAMgXbMIhaBlefvmcLZH+xtmrVKk488USam5vZunWrFmsjFC3WDjEN6Qaee/a3LLv/TtrmT2D7mBhbu7eS98N0GiV2CedPPZ/LZl7GhNIwn1oQKJZs6eD+1xt4+M0mOrMulckI586p4/x59SwYX77bQzKdTrNixQreXPIq27Y3A4LlZDlMrea46DIqaiYQmXE6Mv1sGDMfdkmy25N3ue25jdz27EbSjseHDq/jsmPGcfyUqn0e/9D383R1LaGj8yU6Ol6ku/sNlHIH3VbEJhqpxvPTeN7OrlXbriCZnEYqNYuamnMoK12wxx8E5Su8thzu9gzu9gx+e56g4IfDJfVO8x5B3gNPgSlEJ5cRm1lJfGYl1qi3l7JiV9bt6OGK216msStPSdTivHljuOzo8Rxev4/dKAcAP+Pit+cPuVDrpTewAUAiJnZdEntMksiYVDhfk0TswYMxVKDIvLKdrsc2oQoeqePrKT1j/ADRrFwfP+sRZMJuZqv8wCRDVkrt1zVSKvQ1HIpgiuHAa1s6eHljO589afIBGRf17dJfrO0qZho6c1z92yUs2dLJFcdN4NvnzCJqmazbkeZb9y3l5Y3tHDOpkhsvPIKp1fs2MokfKHKuT9bx6Ml7bO/K09iZo7EzT1NXjobOHE1deTIFD9dXeEGA6wW4gcLzAyzTYM1/7nkkmV6fNQjvsRtvvJFzzjlnUJ+1T3/603z5y19+m2dO825Bi7WDjOvkWbLxeZ7ZsojnWl9mgxMOdmwGMLZsPBPLJjGhdAITSicwvnQ8c6rmkLATNHfneXZtK8+ubeH5da20ph1itsGZeLEKAAAgAElEQVRZs2u5YP4YTpo2erfIQ9d1WbN0CW+8+iJrGztQgFHIEelp48jIOk49ZiLWjDNDH4qSwbvgso7HXX/fzM3PrKcz6/KBw2r46pnTmV4dx/fTeF4G38/g5rtxM1242U6cXDtOvhXHbcf12nCDTjzVQcFsQokHSoj1TCTeNpNEx0zinVMITAcv1oEX7S2deLEODBUlFkwgYU4mEZ9KtLQGuzyGURIBL0D1L65CuT5eWz4UaM2ZUIQBGGCWRTFiFhI1MaImErP6ptEJpUSnlmNED07OrR09eZZs7uDk6dUDInBHCsoLyK/rDCNXK2NvS8z4GZfuxzeReWU7RsLGLIkQZF2CnIdyB1o2rKo40WnlxKZVEJ1ctl/W0CDvkX2zheyrzTjbejBSEczSCGZpNJyWRcJj5338bge/u4Df5RB0F/C7nbAupiCWgdhGOLUMJGoSGZsiOrmM6ORyzJLhE905HDBNk+rqajo6OhARJk2axFVXXcV1113H448/vl/Z/fcm1kSEa675KlVnfJZbn91IYtWj1KeEzRPOIR4xOaawhGcX3glAaWkpP/7xjznxxL0Hew3Wlv4Rl5/85Ce55ppr+iIu+6fHuPbaa3n55Vd46KEH+wZ412jeioMl1oa1d3Bhwwbabr+D0g+chV3/zsLLlVL4nZ04GzfhbN5M2+bVrG1ZxYbMZt5MdfD6OJdMTDB9xewtiivWK+Y1Rjn2x7dTMnd+3z6auwssa+jivxdv4rm1raxu7gGgKhXhxCmjOHNylBPGxZFcN9muFWx9potsdyeZzg62N25lW9qjzSwlMCwMt4Dd1Y7V3c70uhinfu5yyo44vS9IwPMDOnoKtGcc2tIF2jIOrekCTZ093LukkfaMz/vqs1x2zDLqY0tpXraVBmP3KLZdMZwkllOK6ZViB3WkgvmUBHMpMedgJyswp9oYKTtMNaHUTsHVJ74CgoyL31XA6yzgby6QTm8dEPk46HFLbOzaJKnjxmDXJsNSndij5eZQUF0S4+zDD844n+8GxDKIz3xnOcLMpE3FR6aRPLqW7kVbIVDY9SmMpIWRCO8jI2HjdxcorO0k+2ozmReawBAi40uITS3Hqk6EKU9GDUxxogJFYUP4mdzyNpQbYFXHSR1fT5Dz8HscvLYchY1dqFw/H0ZL+kScXZ8iNiuKETP77t/wXg7v6SDrkn29hcxLYWSgNTpOdEp5KN4mlGKURoaFf9dQEYlEmDhxIps2bSIajdLa2sqiRYve8X7Xr1/PvHnzBhzn/vvv45Vvf4ujJ1byya/eT2Nrhk+eW8v7zE3890338Nxzz1FVVcWSJUu44IILePnll6mt3Xef0ng8zuuvvw7sHCy9q6uL66+/fsB2N9xwA88//zyPPvqoFmqaYcGwtqyNqy1V//b+sSQKUFE/ieqj30/t+8+gvH4SeS9PZ6GTznwnHYWOcL7QScErYBkWNibS2o7ath21ZRvOtm00xfJsrYJtVUJHyc6Hb4UX5X3BBE6IHcb7KueTGjWGfKqUjkQ5K7sDVjR1s6IxLG2Z0JE1YhkcM6GCU6qyzOp4ifzGN2loaGNzoYxAGSjDQEVjqGiMIJpAxRP4dgQVKBJOlkojoKKiksjoCUSqJ5OLj2Jra5Yt7e1s7e6mMevTlrcJ2P1HQgiYWbmWC6Y+ytTyjZiFUiLZGiL5WqJSh2WVYkZS2JEUVqwUK16KnSglmqwikqqiEAlop5MWp5W2XBudhU7yXp6clxtQnMBhVGwUdck6apO1fdNR8VEYMlBgKS/A73YIMu5O68WuFowhFGX7QiHn0bqlhx1bemjZ0kNbQxo376OUQgXhmIkqUCilSJVHmXZ0DdOOrqH0AHXLjhSUF1DY3E1hXSf5tR24DekBQl/iVuiLWBHD2dqD31lAYiaJuaNJHlWLPTY1qHgKHJ+gxwktswlr/7pJfYXblKawvovChk4Km7r7/PaMlE2kPoVdnyJSX4I9NoU5ggRcLBbjzDPP5KGHHupbt2jRIi666KIDallLpVJ8+9vfJp1Oc8MNN/Dv//l9mts6ufknP+Ckk07i+uuv57TTTuvb/rrrrgPge9/73n4fv5fBRgk49dRTWbhwIY8//jip1L51t2o0vYzIbtD4pLia+p2p+/WZiDLx8AkGeY5avknSqSSq6jGsiURlHAmpR3nl9OR8evLhMD7pws43dEP5lKs8M8oVU1OKsXaBmsI2VNMaNjV1s8GoY3usjqb4GJojVbjy9o2VQkBFrJOqeDtVsXaqrAKVhk+55VNuChWGUGHZlBk2CbuWRGoyycopxEePxqpKICmLLqeL7ZntNGWa2J7Z3leaMk205Fpoy7X1+d0NRtSMErfixKwYtmHTmmsl5+UGbGMbNkl7cGdyQwxKI6WUR8spj5ZTFi3rm5qG2Zd/zlehCPKVjx/4eIGHpzxc3x0wtQ2bqBklakaJmJG+acSIhKLctLGkODUsIkaEsmgZZZEyymPllEXKyLa7rHm5mWzXzmhGhQqPqzzyGZeuhgI9LTvHNkxVRKkaV0I0YSGGhAGmhmBIOHpBa0OapnWhz17d1DKmH1PLxPmVmHGIGJG+QBPNWxMUfLz2PH5bLkx1Upz67XnMyhjJo2qIzx6FHMThp3ZF+Qq3MY2zpRunIY3TkMbbke0Tlb2C0IiaO7vvoyZG7/qkHXbTJm2MpI2ZspG4Fb607ENXs1IKvKCYbHloX3IMwyAajRIEAfX19dxxxx0opQ6KWGtsbGTOnDm88cYb3HrrraTTab7zne9QWVnJxo0bKeuXjPyBBx7grrvuYuHChft9/P70Hyz9wgsvpKqqisWLF1NaeuDHpdW89xmR3aDTYlO456jf0GOl6Sp00Na4kZZVb9DRuIFoT4GKbpeyDoeKzgIlOUjlQUyT5lETeK1sHMtHjWNdeR12KsLkMiFJlMDzCHwX3yugPAcJ1lHi+9RhUBXYVAYRyohRQpK4JBBMIAId0NKheFMUT1HFmzKHrWMEhSAoKiXLVKOVWvEowSYRcYkl8hiJDG6kC9foxDAcTPExDR9TfCzDwxSfhOVRn0oyprSGVGIKdmoqRsl4gkiEALWbwPGUz6Z8O43pRrb1LKZxYyONSxtpSDcMKqxqk7XUJmuZVz2PqlgVVfEqqhLFaayK8lh5KNDM2G4iQylFt9PdJ/h6RWDWzQ56zTzl0V3opqvQRVOmiZXtK+l2unerVy+CYBomthGKrf5TU0y8wKPgF3B8J5wGzqD72RXLjzClbR4zdryPMT1TUSgcO4siFGr9k7G5pkNbooGWcVtpSW6lI9VEEHeImBFMMTHFxDAMDMJULKZhEkwOMKtjjGmaSWfDETT9tounf+fRULaGTKSTwPLBChBbITaYtuClcmQr2lERD1NMRKRv/7uL0SiBkaQyWkp9opLRiZ3XrMQu6bPqBCog7+XJellyXo68l++7V/oSMxeX94QbuLTn2mnNtdKab6U120prrpW2fBsxK0Z1vJrqxM5Sk6ihKl5Fwk6QslMk7MRultb9wYiaROqSULd/0aSu7w5od87LkffzKKXC6yTmgBQ6IoIMYqkGBpz7vmswrmRA4Efg+GG07LYe3JYcKu/1BcT4aRfVlg8DY3Ie+Ht5Cd7Vb84UlK8G+Hn2+XQCEjFCn864FYrBeOjfSTFogkCFt3NQvK8to5+ILPqCxkzEMsJkzl4QWoj9YmLnQCG2sYvwDIUoppCIJ9ixdCvPvfg8f/v7M1x68aV84ryPoryA7JstdKe3ovoFBkXqU6ROeHtuK6WlpVxxxRX89Kc/JR7fu8V6f4NM9rafXqZOnUpHRwdPPPGEHh1AM6w45GJNRM4G/hcwgV8ppW7a07b5TpfGX3cQVQFRz6faLaHcnU3OrcMUm3hpinhFiphVSswqIWEmscSkFBgQbO0CrYMfI1A+hpihpcWAgvh0qk620k6zuYnVtrCOBBv8Cjr88MckahSYkGzkzFQDk0q2Mam0iXikAIaPYWWJ2T19qb6yATQ4Bo2uQacvZAMhG0DGFzKBkPGFrANBVmDHcuBpFAZKoigjChJBSaxvWUkEJVFEFTD8LkoMj/GJFONLxnNs7bHUJccwpqSOumQdZfFqAqOEDi+gzfHo9nzSfkDa81np+6QzAekun0KQATKDnp9CoMgHAYXApBDUkw/qKAQKw4CEaRA3DRKmQUyEqC9EFVSWmUyO2FRELSpiFmWWRczwCQIfF4OCp8g7ATk3IOf6dDk+La5Hi+PR4nm0+j7Nvk+nCjCAiAhRQ4gaBklDiBoggK/UbkX5AYkej0SLjxkNaBnrkB7VRjB6I3YiS9yKETMjJOwYCTNGwo5hiUWVX8s4bxQZ/3Byvk/O98j5HiYuFgVsVcBUDgGhCBKEaE0MpiXISAftPZBvriDbfQR2XojmFbE8xLoh7ihiToASoWAJPWVpOsu76S5L012SoTvukJEEeSkhLyU4RhmuWYoyItADKA/DzyDBSiRIY6ksEfIEfprA68IIskiQxfRzGEGOiJMm6mSJBCaWH8EKIth+BCXgGQ6e4eCaDp5RwDNcfMPFUBZWYBMjTlWkmlF2FVPMw3Edn3Qmy47sVgJnGxE/iu3HMAMLJQqFQkmAaYaC2zYtbCJYfgQ7iGD6ESzfxgxsDBGMmMJMCJGESSxpEU9FiScjeFaBgpEjZ2TISZqMpMkEPWS8DBl3YEm7aXJuDk95g96zBwpTTJJ2kspYZV+piFVQmaikfHp58YXCwsbGDCxMLCwVvmhEPJu4GyFaMLEdEztvYLtCxLQwlYF4FANxQpEmpgxwGaDXbcBXfQJQFad+j4Nq3ZlaBZHQWle0/io36BdZ7cGes1fsE8oNaL9lGbMpY3bqw4w/oYRbHvsDygno+ds2utekwKBP4O1r0MiuPmuuG0agX3PNNSxYsIArr7yy73+zZ89m8eLFA7pBlyxZwuzZO9MXvR02bNjQF0CxcuVKampquPvuuzn99NMZNWoUp5566jvav0ZzoDikYk1ETOAXwJnANuAVEXlQKbVisO2bKPBNtpCVKDk7hmuPBkZjik/U9IgYLlHTJWpmiZhdRM0CpuGjBAIp9lhI71uTUPAj5L0Irh/B8W1cz8bxbfzARJQiQYG4FEgYeeI4xDDABdvq5piybZSXdlOe6iEey2GoANv3iQQ+Xi5OIRMlEviooIwuNRmPGB4RfCyiwASlmKI87MAjojwigRvOBx6m8rCUh4lfnPexlYup0jiGTV4KFIwIBSOCY0TIGxF8MYFoWNoVZtCE5TdhBK/SZRq0WCaOYRKIgS8GAUY4j4EvJrYIlcpgFCaC9P0/oHd7wRcTUQahPcJEQtsSgoGnBBeFA/iAZ4Qlbxqst6MUivUs9CuG8okHDtF+JRYU+uarnAKTnAIljkPKLRD3HBSCbxh4hoEnBr5h4BomqtdCosLfqN7LrIBs1CYbi9BTYeIaNq5YBO0mmc4kXWLhiIVnCI4EeFLAMRQ5M0rWKCNrxsiaMXJGFLWLtcgASk2DChMCEZrdgHxQPLAF1BfLW7L7EDYSKEryAeXZgNJsQFnGozybQwwfxw7wIh6uLXiRJK4dI7B8XKuGwFKYysdAYaoAQ/mYiQAjCEg5PiV5LyyBR7Qg2I5BxDGJOgaRvIntmQTKRBFee8c0KJgGedvEsUxcwyRVPP++GLhi4FsmvinhZ5QAggJcBZ4v5AkQ8RHTA9NHxAXxMLwAu2AS646QKESxAwPLV1gBGEEMIQZUYAAlQFIClOGHV9WgeKHDIRvFALHBKFotzYiBFTGwIyYIqICdvoa9Q4SpcD9S3E/fPOC5Ab6jCFxF4CgCV1AeKJ/iPsAVhWsatJkG202DQsQiHzHJRQ2yESEXEfIRwe/r5nSLpXhvSmjVdU0Pz/TxDR/f9AnsAFBI0dIleQUECAojcLFVHivIYRlZrGQWM5XBMrJEJMAWn4gREDEEyzQwTRMC8AIP3/fxvQB8he2YSCC4hoNjOOQp4BgF8pLHE4+kFafSKKdCyiiXMsqkhBKVIoqNKx6/nvAUVfWj8CTg/o1/wxmvcHpcnjj+TVbO6UQsA8ssClUzQmT58wMslVEzimmYLFy2kIfWP4TjO9y25LY+i7khBlcfezW/WfEbLMNi7hlz+fnNP+f0i0/nnjX3cMzHjuEzX/4MX/zFF4mURNi0chN33nInX7nzK/zP4v/ps56aYjK2ZCwfnvLht/wWtrS08PnPf56rrrpqgIVu+vTpLFy4kAsuuIBHHnlkgKDUaIaKQ21ZOwZYp5TaACAivwfOBwYVazNkKy/Gru5bdjHJSoychNE5pvKxlI/hBViej0mAoQKM0DaFIYN3RQRIKFoMg8AwsPCJ8BZv6dli2Uf8PvETCiGFiYeJLxauWHhi4WLhGRY+Fr5YBPSWWLhOGdjKI6kcIkEOW3Vh42ArF5EAZYSioU+cCoDCUOEPuBkE4Q+5Cs9LUZIRdt76GO/0lfsgooziLzH0/mKCCpC9dOcdaHyrmBMsCI9r7HJshRAYFoEZAcNCzAhi2igx8UWKwtfER/CKws9SQd99KoEPnof4oUiXwEWUhygX42BajQwgViz7gyqWXXqi/aLAD0W+WbwPB/u44Ng2XtTEFQtXbFzDxBOr6E4Q0qul+o65U5fvvs/+K72w9MpH6Sfke2V33/UwDLzidfKk2PUfCYskpa8egYTt83rb1+/lZ9f6GD6YuX517631rhv2+r31ns+d75MDNg2/10Jg7L4LgT6Rbqig+CxUWIHf9wIzYHu183NSPGm95wcFfxhzMo+PnY0f+Pgq9CENu9IVLnD9z35HkM4ipok1ppaSD5xDfvkvucepJ9I1IbSwqtDSupMAyBdLSGnLTzDU4C4RbuDyg1d+AIA3x6Pt1208veVplr+wHFJQOLLAtZddG7oPxEzGf248D7c+jN+y0/8V4Li64/Yo1nK5HPPmzdttsPRdOfroo7njjjs477zz+Otf/8qUKVMG3Z9Gc6g4pAEGInIxcLZS6rPF5cuB9ymlruq3zT8C/wgwcVztkXf86GtYfg5x0ojbheH0YHgZDAGr6N8khlHsjgn9x3ofgFI0r0nR+iGREiRWGnYZFH/4RQUgFsqIERgJAjOGMuJgxEGiIMbOPLSGhH4vApgRVCQJkQREkig7DtEkth0njkEQQOCrsHgBQaCwoybRuEUkYRGN20QTFlbEGNqoMqUg8HcKoqBXGPnh2Hl98/7A+T3uLwCvUCz5YimAlwPDAisGVhSseHEaAyuyy3J0wBing9ZZ7UFoKgWBC74LgRdOfae4zus37+78n++AmwUnW5xmwgGf3WLXsJhhffqmxiDHcXbuc9Bz6YdmHDEG7kfMMNGxGek1E4Vlt/kImNbOeWPXfeyyPykuF+utxCDjeXQU8nQVcnQX8nQ7BdJOnrxbICaKmEBcFHFRxAyIoYgUZYldFJhW7wtR8bsjRRFN4IdCOvAJgECp4jSc94Eg8FC+i/JdguI0PH9u6G5F+BmlIEANEGIi0N/jbI9fGQU+itBI1X8aPhTsYglfi4rT4r2k+nah+jSWAZgEWMrHRGESYBYFtykSFgRTwlHO9uQT93borUcQKPxA4aniNCi2qygc/eKrlycGXj8R2V8099eEwc5HJL3y6k8TP8oL9aexKyKENnUJg2x629r7v0EqHV7Hoq/krvM3TY4zKhIb6B9oRFAovMDDDVzcwA0DjgIPhRoQYPRWwTuBClBK6QAfzZDxXgkw2MPXu9+CUrcAt0CYFPeUS//5UNRr5CISioDhHWsyEJFQjOwJ0wJbp9PojwCpYhk3xHXR7Bu9D0uzWA5mqt4FB3Hf+0rEfOctNMQY/FdGo3mXc6hjwrcx8LdiLNB4iOug0Wg0Go1G867hUIu1V4BpIjJJRCLAZcCDh7gOGo1Go9FoNO8aDmnfl1LKE5GrgMcJLfu3K6WWH8o6aDQajUaj0bybOOSOSkqpR4FHD/VxNRqNRqPRaN6NDO/BGjUajUaj0WhGOFqsaTQajUaj0QxjtFjTaDQajUajGcZosabRaDQajUYzjNFiTaPRaDQajWYYo8WaRqPRaDQazTBGizWNRqPRaDSaYYwWaxqNRqPRaDTDGC3WNBqNRqPRaIYxopQa6jrsERHpAVYPdT2GkCqgdagrMcSM9HOg26/br9s/ctHtf/e1f4JSavSB3ukhH25qP1mtlDpqqCsxVIjIqyO5/aDPgW6/br9uv27/UNdjqBjp7e+P7gbVaDQajUajGcZosabRaDQajUYzjBnuYu2Woa7AEDPS2w/6HOj2j2x0+0c2uv0aYJgHGGg0Go1Go9GMdIa7ZU2j0Wg0Go1mRDNsxZqInC0iq0VknYj821DX52AjIreLyA4RWdZvXaWIPCkia4vTiqGs48FERMaJyF9FZKWILBeRrxTXj4hzICIxEXlZRN4otv/64vpJIvJSsf1/EJHIUNf1YCIipoi8JiIPF5dHWvs3ichSEXldRF4trhsR3wEAESkXkXtFZFXxWXDcSGm/iMwoXvfe0i0i14yU9gOIyFeLz79lIvK74nNxRD0D9sSwFGsiYgK/AD4IzAY+JiKzh7ZWB507gbN3WfdvwF+UUtOAvxSX36t4wNeVUrOAY4EvFa/5SDkHBeA0pdRcYB5wtogcC/wA+Emx/R3AZ4awjoeCrwAr+y2PtPYDnKqUmtcvZcFI+Q4A/C/wmFJqJjCX8F4YEe1XSq0uXvd5wJFAFriPEdJ+EakHvgwcpZQ6HDCByxiZz4DdGJZiDTgGWKeU2qCUcoDfA+cPcZ0OKkqpZ4D2XVafD9xVnL8LuOCQVuoQopRqUkotKc73ED6k6xkh50CFpIuLdrEo4DTg3uL692z7AURkLHAO8KvisjCC2r8XRsR3QERKgfcDtwEopRylVCcjpP27cDqwXim1mZHVfguIi4gFJIAm9DMAGL5irR7Y2m95W3HdSKNGKdUEoZgBqoe4PocEEZkIzAdeYgSdg2IX4OvADuBJYD3QqZTyipu8178H/wP8CxAUl0cxstoPoUB/QkQWi8g/FteNlO/AZKAFuKPYFf4rEUkyctrfn8uA3xXnR0T7lVINwI+ALYQirQtYzMh7BgzKcBVrMsg6HbY6AhCRFPAn4BqlVPdQ1+dQopTyi10gYwmty7MG2+zQ1urQICLnAjuUUov7rx5k0/dk+/txglJqAaELyJdE5P1DXaFDiAUsAH6plJoPZHiPdvntjaJP1nnAPUNdl0NJ0RfvfGASMAZIEn4PduW9/gwYlOEq1rYB4/otjwUah6guQ0mziNQBFKc7hrg+BxURsQmF2t1KqYXF1SPqHAAUu34WEfrulRe7BOC9/T04AThPRDYRuj2cRmhpGyntB0Ap1Vic7iD0VzqGkfMd2AZsU0q9VFy+l1C8jZT29/JBYIlSqrm4PFLafwawUSnVopRygYXA8YywZ8CeGK5i7RVgWjEKJEJoEn5wiOs0FDwIfLI4/0nggSGsy0Gl6J90G7BSKfXjfv8aEedAREaLSHlxPk744FoJ/BW4uLjZe7b9SqlvKqXGKqUmEn7fn1ZKfZwR0n4AEUmKSEnvPHAWsIwR8h1QSm0HtorIjOKq04EVjJD29+Nj7OwChZHT/i3AsSKSKP4e9F7/EfMM2BvDNimuiHyI8M3aBG5XSt0wxFU6qIjI74BTgCqgGfgP4H7gj8B4whv5EqXUrkEI7wlE5ETgWWApO32WvkXot/aePwciMofQedYkfIn6o1LquyIymdDSVAm8BnxCKVUYupoefETkFOAbSqlzR1L7i229r7hoAb9VSt0gIqMYAd8BABGZRxhgEgE2AFdS/D4wMtqfIPTXnqyU6iquG0nX/3rgo4TZAV4DPkvoozYingF7Y9iKNY1Go9FoNBrN8O0G1Wg0Go1Go9GgxZpGo9FoNBrNsEaLNY1Go9FoNJphjBZrGo1Go9FoNMMYLdY0Go1Go9FohjFarGk0Go1Go9EMY7RY02g0h5TimI+zD8FxvtVvfqKILDsIxzhFRB7ez88sEpGjBln/KRH5+YGrnUajea+gxZpGozmkKKU+q5RacQgO9a233mQg/Ya10Wg0mmGDFmsajeagURxC6REReUNElonIR/tblkQkLSI3FP//oojUFNfXiMh9xfVviMjxxfWfEJGXReR1EblZRMw9HPcmIF7c7u7ialNEbhWR5SLyRHFYr15L140i8jfgK8Whv/4kIq8UywnF7U4u7u91EXmtd2goICUi94rIKhG5uzhUDiJyenG7pSJyu4hEB6nnlSKypnjsEw7YiddoNO8ptFjTaDQHk7OBRqXUXKXU4cBju/w/CbyolJoLPAN8rrj+p8DfiusXAMtFZBbhUDQnKKXmAT7w8cEOqpT6NyCnlJpXHGMUYBrwC6XUYUAncFG/j5QrpU5WSv038L/AT5RSRxe3+VVxm28AXyoe+yQgV1w/H7gGmA1MBk4QkRhwJ/BRpdQRhMNHfaF/HYuDcl9PKNLOLH5eo9FodkOLNY1GczBZCpwhIj8QkZN6xzvshwP0+nwtBiYW508DfgmglPKLnzsdOBJ4RUReLy5P3o+6bFRKvT7IsQD+0G/+DODnxWM8CJQWrWjPAz8WkS8TijuvuP3LSqltSqkAeL243xnF460pbnMX8P5d6vM+YJFSqkUp5exSB41Go+lD+2doNJqDhlJqjYgcCXwI+L6IPLHLJq7aOUCxz96fSQLcpZT65tusTv/Bn30g3m8502/eAI5TSuUYyE0i8ghhW14UkTP2sF+rWNd9QQ/OrNFo3hJtWdNoNAcNERkDZJVSvwF+RNiluS/8hWK3oYiYIlJaXHexiFQX11eKyIS97MMVEfttVPsJ4Kp+bZhXnE5RSi1VSv0AeBWYuZd9rAImisjU4vLlwN922eYl4BQRGVWs5yVvo64ajWYEoMWaRqM5mBwBvFzsUvw28J/7+LmvADh9GPoAAADVSURBVKeKyFLCLsvDihGk1wJPiMibwJNA3V72cQvwZr8Ag33ly8BRIvKmiKwAPl9cf00xSOINQn+1P+9pB0qpPHAlcE+xDQHw/+2yTRPwHeAF4ClgyX7WU6PRjBBkZw+ERqPRaDQajWa4oS1rGo1Go9FoNMMYHWCg0Wje1YjIS8CuOcwuV0otHYr6aDQazYFGd4NqNBqNRqPRDGN0N6hGo9FoNBrNMEaLNY1Go9FoNJphjBZrGo1Go9FoNMMYLdY0Go1Go9FohjFarGk0Go1Go9EMY/5/AmfbE/lxHrkAAAAASUVORK5CYII=\n",
4373 "text/plain": [
4374 "<Figure size 720x432 with 1 Axes>"
4375 ]
4376 },
4377 "metadata": {
4378 "needs_background": "light"
4379 },
4380 "output_type": "display_data"
4381 }
4382 ],
4383 "source": [
4384 "ax = deaths_m4.plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
4385 "for c in deaths_m4.columns:\n",
4386 " lvi = deaths_m4[c].last_valid_index()\n",
4387 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
4388 "plt.savefig('covid_deaths_per_day.png') "
4389 ]
4390 },
4391 {
4392 "cell_type": "code",
4393 "execution_count": 723,
4394 "metadata": {},
4395 "outputs": [
4396 {
4397 "data": {
4398 "image/png": 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\n",
4399 "text/plain": [
4400 "<Figure size 720x432 with 1 Axes>"
4401 ]
4402 },
4403 "metadata": {
4404 "needs_background": "light"
4405 },
4406 "output_type": "display_data"
4407 }
4408 ],
4409 "source": [
4410 "ax = deaths_m4[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
4411 "for c in COUNTRIES_CORE:\n",
4412 " lvi = deaths_m4[c].last_valid_index()\n",
4413 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
4414 "plt.savefig('covid_deaths_per_day-core.png') "
4415 ]
4416 },
4417 {
4418 "cell_type": "code",
4419 "execution_count": 724,
4420 "metadata": {},
4421 "outputs": [
4422 {
4423 "data": {
4424 "image/png": 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\n",
4425 "text/plain": [
4426 "<Figure size 720x432 with 1 Axes>"
4427 ]
4428 },
4429 "metadata": {
4430 "needs_background": "light"
4431 },
4432 "output_type": "display_data"
4433 }
4434 ],
4435 "source": [
4436 "ax = deaths_m4[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
4437 "for c in COUNTRIES_FRIENDS:\n",
4438 " lvi = deaths_m4[c].last_valid_index()\n",
4439 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
4440 "plt.savefig('covid_deaths_per_day-friends.png') "
4441 ]
4442 },
4443 {
4444 "cell_type": "code",
4445 "execution_count": 725,
4446 "metadata": {},
4447 "outputs": [
4448 {
4449 "data": {
4450 "image/png": 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\n",
4451 "text/plain": [
4452 "<Figure size 720x432 with 1 Axes>"
4453 ]
4454 },
4455 "metadata": {
4456 "needs_background": "light"
4457 },
4458 "output_type": "display_data"
4459 }
4460 ],
4461 "source": [
4462 "C7s = 'ES FR IT UK'.split()\n",
4463 "ax = deaths_m7[C7s].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
4464 "for c in C7s:\n",
4465 " lvi = deaths_m7[c].last_valid_index()\n",
4466 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
4467 "# plt.savefig('covid_deaths_per_day-friends.png') "
4468 ]
4469 },
4470 {
4471 "cell_type": "code",
4472 "execution_count": 726,
4473 "metadata": {},
4474 "outputs": [
4475 {
4476 "data": {
4477 "image/png": 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\n",
4478 "text/plain": [
4479 "<Figure size 720x432 with 1 Axes>"
4480 ]
4481 },
4482 "metadata": {
4483 "needs_background": "light"
4484 },
4485 "output_type": "display_data"
4486 }
4487 ],
4488 "source": [
4489 "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
4490 "for c in COUNTRIES_CORE:\n",
4491 " lvi = deaths_m7[c].last_valid_index()\n",
4492 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
4493 "plt.savefig('covid_deaths_per_day_7.png') "
4494 ]
4495 },
4496 {
4497 "cell_type": "code",
4498 "execution_count": 727,
4499 "metadata": {},
4500 "outputs": [
4501 {
4502 "data": {
4503 "image/png": 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\n",
4504 "text/plain": [
4505 "<Figure size 720x432 with 1 Axes>"
4506 ]
4507 },
4508 "metadata": {
4509 "needs_background": "light"
4510 },
4511 "output_type": "display_data"
4512 }
4513 ],
4514 "source": [
4515 "ax = deaths_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
4516 "for c in COUNTRIES_FRIENDS:\n",
4517 " lvi = deaths_m7[c].last_valid_index()\n",
4518 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
4519 "plt.savefig('covid_deaths_per_day_friends_7.png') "
4520 ]
4521 },
4522 {
4523 "cell_type": "code",
4524 "execution_count": 728,
4525 "metadata": {},
4526 "outputs": [],
4527 "source": [
4528 "def gmean_scale(items):\n",
4529 " return gmean(items) / items[-1]"
4530 ]
4531 },
4532 {
4533 "cell_type": "code",
4534 "execution_count": 729,
4535 "metadata": {},
4536 "outputs": [],
4537 "source": [
4538 "def doubling_time(df):\n",
4539 " return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)\n",
4540 "\n",
4541 "def doubling_time_7(df):\n",
4542 " return np.log(2) / np.log((df.deaths_culm + df.deaths_g7) / df.deaths_culm)"
4543 ]
4544 },
4545 {
4546 "cell_type": "code",
4547 "execution_count": 730,
4548 "metadata": {},
4549 "outputs": [],
4550 "source": [
4551 "# data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean_scale, raw=True))\n",
4552 "# data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
4553 ]
4554 },
4555 {
4556 "cell_type": "code",
4557 "execution_count": 731,
4558 "metadata": {},
4559 "outputs": [
4560 {
4561 "data": {
4562 "text/html": [
4563 "<div>\n",
4564 "<style scoped>\n",
4565 " .dataframe tbody tr th:only-of-type {\n",
4566 " vertical-align: middle;\n",
4567 " }\n",
4568 "\n",
4569 " .dataframe tbody tr th {\n",
4570 " vertical-align: top;\n",
4571 " }\n",
4572 "\n",
4573 " .dataframe thead th {\n",
4574 " text-align: right;\n",
4575 " }\n",
4576 "</style>\n",
4577 "<table border=\"1\" class=\"dataframe\">\n",
4578 " <thead>\n",
4579 " <tr style=\"text-align: right;\">\n",
4580 " <th></th>\n",
4581 " <th></th>\n",
4582 " <th>dateRep</th>\n",
4583 " <th>cases</th>\n",
4584 " <th>deaths</th>\n",
4585 " <th>cases_culm</th>\n",
4586 " <th>deaths_culm</th>\n",
4587 " <th>cases_diff</th>\n",
4588 " <th>deaths_diff</th>\n",
4589 " <th>deaths_m4</th>\n",
4590 " <th>deaths_m7</th>\n",
4591 " <th>deaths_g4</th>\n",
4592 " <th>deaths_g7</th>\n",
4593 " </tr>\n",
4594 " <tr>\n",
4595 " <th>since_threshold</th>\n",
4596 " <th>geoId</th>\n",
4597 " <th></th>\n",
4598 " <th></th>\n",
4599 " <th></th>\n",
4600 " <th></th>\n",
4601 " <th></th>\n",
4602 " <th></th>\n",
4603 " <th></th>\n",
4604 " <th></th>\n",
4605 " <th></th>\n",
4606 " <th></th>\n",
4607 " <th></th>\n",
4608 " </tr>\n",
4609 " </thead>\n",
4610 " <tbody>\n",
4611 " <tr>\n",
4612 " <td>0</td>\n",
4613 " <td>DE</td>\n",
4614 " <td>2020-03-16</td>\n",
4615 " <td>1043</td>\n",
4616 " <td>4</td>\n",
4617 " <td>4838</td>\n",
4618 " <td>12</td>\n",
4619 " <td>310.0</td>\n",
4620 " <td>1.0</td>\n",
4621 " <td>4.000000</td>\n",
4622 " <td>4.000000</td>\n",
4623 " <td>4.000000</td>\n",
4624 " <td>4.000000</td>\n",
4625 " </tr>\n",
4626 " <tr>\n",
4627 " <td>1</td>\n",
4628 " <td>DE</td>\n",
4629 " <td>2020-03-17</td>\n",
4630 " <td>1174</td>\n",
4631 " <td>1</td>\n",
4632 " <td>6012</td>\n",
4633 " <td>13</td>\n",
4634 " <td>131.0</td>\n",
4635 " <td>-3.0</td>\n",
4636 " <td>2.500000</td>\n",
4637 " <td>2.500000</td>\n",
4638 " <td>2.000000</td>\n",
4639 " <td>2.000000</td>\n",
4640 " </tr>\n",
4641 " <tr>\n",
4642 " <td>2</td>\n",
4643 " <td>DE</td>\n",
4644 " <td>2020-03-18</td>\n",
4645 " <td>1144</td>\n",
4646 " <td>0</td>\n",
4647 " <td>7156</td>\n",
4648 " <td>13</td>\n",
4649 " <td>-30.0</td>\n",
4650 " <td>-1.0</td>\n",
4651 " <td>1.666667</td>\n",
4652 " <td>1.666667</td>\n",
4653 " <td>0.000000</td>\n",
4654 " <td>0.000000</td>\n",
4655 " </tr>\n",
4656 " <tr>\n",
4657 " <td>3</td>\n",
4658 " <td>DE</td>\n",
4659 " <td>2020-03-19</td>\n",
4660 " <td>1042</td>\n",
4661 " <td>0</td>\n",
4662 " <td>8198</td>\n",
4663 " <td>13</td>\n",
4664 " <td>-102.0</td>\n",
4665 " <td>0.0</td>\n",
4666 " <td>1.250000</td>\n",
4667 " <td>1.250000</td>\n",
4668 " <td>0.000000</td>\n",
4669 " <td>0.000000</td>\n",
4670 " </tr>\n",
4671 " <tr>\n",
4672 " <td>4</td>\n",
4673 " <td>DE</td>\n",
4674 " <td>2020-03-20</td>\n",
4675 " <td>5940</td>\n",
4676 " <td>30</td>\n",
4677 " <td>14138</td>\n",
4678 " <td>43</td>\n",
4679 " <td>4898.0</td>\n",
4680 " <td>30.0</td>\n",
4681 " <td>7.750000</td>\n",
4682 " <td>7.000000</td>\n",
4683 " <td>0.000000</td>\n",
4684 " <td>0.000000</td>\n",
4685 " </tr>\n",
4686 " <tr>\n",
4687 " <td>...</td>\n",
4688 " <td>...</td>\n",
4689 " <td>...</td>\n",
4690 " <td>...</td>\n",
4691 " <td>...</td>\n",
4692 " <td>...</td>\n",
4693 " <td>...</td>\n",
4694 " <td>...</td>\n",
4695 " <td>...</td>\n",
4696 " <td>...</td>\n",
4697 " <td>...</td>\n",
4698 " <td>...</td>\n",
4699 " <td>...</td>\n",
4700 " </tr>\n",
4701 " <tr>\n",
4702 " <td>65</td>\n",
4703 " <td>UK</td>\n",
4704 " <td>2020-05-19</td>\n",
4705 " <td>2711</td>\n",
4706 " <td>160</td>\n",
4707 " <td>246406</td>\n",
4708 " <td>34796</td>\n",
4709 " <td>-823.0</td>\n",
4710 " <td>-10.0</td>\n",
4711 " <td>295.500000</td>\n",
4712 " <td>390.142857</td>\n",
4713 " <td>264.415248</td>\n",
4714 " <td>350.357997</td>\n",
4715 " </tr>\n",
4716 " <tr>\n",
4717 " <td>66</td>\n",
4718 " <td>UK</td>\n",
4719 " <td>2020-05-20</td>\n",
4720 " <td>2412</td>\n",
4721 " <td>545</td>\n",
4722 " <td>248818</td>\n",
4723 " <td>35341</td>\n",
4724 " <td>-299.0</td>\n",
4725 " <td>385.0</td>\n",
4726 " <td>335.750000</td>\n",
4727 " <td>378.428571</td>\n",
4728 " <td>288.604312</td>\n",
4729 " <td>343.412557</td>\n",
4730 " </tr>\n",
4731 " <tr>\n",
4732 " <td>67</td>\n",
4733 " <td>UK</td>\n",
4734 " <td>2020-05-21</td>\n",
4735 " <td>-525</td>\n",
4736 " <td>363</td>\n",
4737 " <td>248293</td>\n",
4738 " <td>35704</td>\n",
4739 " <td>-2937.0</td>\n",
4740 " <td>-182.0</td>\n",
4741 " <td>309.500000</td>\n",
4742 " <td>359.714286</td>\n",
4743 " <td>270.843245</td>\n",
4744 " <td>328.623777</td>\n",
4745 " </tr>\n",
4746 " <tr>\n",
4747 " <td>68</td>\n",
4748 " <td>UK</td>\n",
4749 " <td>2020-05-22</td>\n",
4750 " <td>2615</td>\n",
4751 " <td>338</td>\n",
4752 " <td>250908</td>\n",
4753 " <td>36042</td>\n",
4754 " <td>3140.0</td>\n",
4755 " <td>-25.0</td>\n",
4756 " <td>351.500000</td>\n",
4757 " <td>346.857143</td>\n",
4758 " <td>321.614005</td>\n",
4759 " <td>317.725637</td>\n",
4760 " </tr>\n",
4761 " <tr>\n",
4762 " <td>69</td>\n",
4763 " <td>UK</td>\n",
4764 " <td>2020-05-23</td>\n",
4765 " <td>3287</td>\n",
4766 " <td>351</td>\n",
4767 " <td>254195</td>\n",
4768 " <td>36393</td>\n",
4769 " <td>672.0</td>\n",
4770 " <td>13.0</td>\n",
4771 " <td>399.250000</td>\n",
4772 " <td>342.142857</td>\n",
4773 " <td>391.409837</td>\n",
4774 " <td>313.673179</td>\n",
4775 " </tr>\n",
4776 " </tbody>\n",
4777 "</table>\n",
4778 "<p>227 rows × 11 columns</p>\n",
4779 "</div>"
4780 ],
4781 "text/plain": [
4782 " dateRep cases deaths cases_culm deaths_culm \\\n",
4783 "since_threshold geoId \n",
4784 "0 DE 2020-03-16 1043 4 4838 12 \n",
4785 "1 DE 2020-03-17 1174 1 6012 13 \n",
4786 "2 DE 2020-03-18 1144 0 7156 13 \n",
4787 "3 DE 2020-03-19 1042 0 8198 13 \n",
4788 "4 DE 2020-03-20 5940 30 14138 43 \n",
4789 "... ... ... ... ... ... \n",
4790 "65 UK 2020-05-19 2711 160 246406 34796 \n",
4791 "66 UK 2020-05-20 2412 545 248818 35341 \n",
4792 "67 UK 2020-05-21 -525 363 248293 35704 \n",
4793 "68 UK 2020-05-22 2615 338 250908 36042 \n",
4794 "69 UK 2020-05-23 3287 351 254195 36393 \n",
4795 "\n",
4796 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
4797 "since_threshold geoId \n",
4798 "0 DE 310.0 1.0 4.000000 4.000000 \n",
4799 "1 DE 131.0 -3.0 2.500000 2.500000 \n",
4800 "2 DE -30.0 -1.0 1.666667 1.666667 \n",
4801 "3 DE -102.0 0.0 1.250000 1.250000 \n",
4802 "4 DE 4898.0 30.0 7.750000 7.000000 \n",
4803 "... ... ... ... ... \n",
4804 "65 UK -823.0 -10.0 295.500000 390.142857 \n",
4805 "66 UK -299.0 385.0 335.750000 378.428571 \n",
4806 "67 UK -2937.0 -182.0 309.500000 359.714286 \n",
4807 "68 UK 3140.0 -25.0 351.500000 346.857143 \n",
4808 "69 UK 672.0 13.0 399.250000 342.142857 \n",
4809 "\n",
4810 " deaths_g4 deaths_g7 \n",
4811 "since_threshold geoId \n",
4812 "0 DE 4.000000 4.000000 \n",
4813 "1 DE 2.000000 2.000000 \n",
4814 "2 DE 0.000000 0.000000 \n",
4815 "3 DE 0.000000 0.000000 \n",
4816 "4 DE 0.000000 0.000000 \n",
4817 "... ... ... \n",
4818 "65 UK 264.415248 350.357997 \n",
4819 "66 UK 288.604312 343.412557 \n",
4820 "67 UK 270.843245 328.623777 \n",
4821 "68 UK 321.614005 317.725637 \n",
4822 "69 UK 391.409837 313.673179 \n",
4823 "\n",
4824 "[227 rows x 11 columns]"
4825 ]
4826 },
4827 "execution_count": 731,
4828 "metadata": {},
4829 "output_type": "execute_result"
4830 }
4831 ],
4832 "source": [
4833 "data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean, raw=True))\n",
4834 "data_since_threshold['deaths_g7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).apply(gmean, raw=True))\n",
4835 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
4836 ]
4837 },
4838 {
4839 "cell_type": "code",
4840 "execution_count": 732,
4841 "metadata": {},
4842 "outputs": [],
4843 "source": [
4844 "data_since_threshold['doubling_time'] = data_since_threshold.groupby(level=1).apply(doubling_time).reset_index(level=0, drop=True)\n",
4845 "data_since_threshold['doubling_time_7'] = data_since_threshold.groupby(level=1).apply(doubling_time_7).reset_index(level=0, drop=True)\n",
4846 "# data_since_threshold.loc[(slice(None), 'UK'), :]"
4847 ]
4848 },
4849 {
4850 "cell_type": "code",
4851 "execution_count": 733,
4852 "metadata": {},
4853 "outputs": [],
4854 "source": [
4855 "doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']]\n",
4856 " .unstack().sort_index().xs('doubling_time', axis=1, drop_level=True))\n",
4857 "doubling_times.replace([np.inf, -np.inf], np.nan, inplace=True)"
4858 ]
4859 },
4860 {
4861 "cell_type": "code",
4862 "execution_count": 734,
4863 "metadata": {},
4864 "outputs": [],
4865 "source": [
4866 "doubling_times_7 = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time_7']]\n",
4867 " .unstack().sort_index().xs('doubling_time_7', axis=1, drop_level=True))\n",
4868 "doubling_times_7.replace([np.inf, -np.inf], np.nan, inplace=True)"
4869 ]
4870 },
4871 {
4872 "cell_type": "code",
4873 "execution_count": 735,
4874 "metadata": {},
4875 "outputs": [
4876 {
4877 "data": {
4878 "image/png": 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\n",
4879 "text/plain": [
4880 "<Figure size 720x432 with 1 Axes>"
4881 ]
4882 },
4883 "metadata": {
4884 "needs_background": "light"
4885 },
4886 "output_type": "display_data"
4887 }
4888 ],
4889 "source": [
4890 "ax = doubling_times.plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n",
4891 "for c in doubling_times.columns:\n",
4892 " lvi = doubling_times[c].last_valid_index()\n",
4893 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
4894 "# plt.savefig('covid_deaths_per_day.png') "
4895 ]
4896 },
4897 {
4898 "cell_type": "code",
4899 "execution_count": 736,
4900 "metadata": {},
4901 "outputs": [
4902 {
4903 "data": {
4904 "image/png": 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\n",
4905 "text/plain": [
4906 "<Figure size 720x432 with 1 Axes>"
4907 ]
4908 },
4909 "metadata": {
4910 "needs_background": "light"
4911 },
4912 "output_type": "display_data"
4913 }
4914 ],
4915 "source": [
4916 "ax = doubling_times_7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 7 day average\")\n",
4917 "for c in COUNTRIES_CORE:\n",
4918 " lvi = doubling_times_7[c].last_valid_index()\n",
4919 " ax.text(x = lvi + 1, y = doubling_times_7[c][lvi], s = c)\n",
4920 "plt.savefig('covid_doubling_times_7.png') "
4921 ]
4922 },
4923 {
4924 "cell_type": "code",
4925 "execution_count": 737,
4926 "metadata": {},
4927 "outputs": [
4928 {
4929 "data": {
4930 "image/png": 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\n",
4931 "text/plain": [
4932 "<Figure size 720x432 with 1 Axes>"
4933 ]
4934 },
4935 "metadata": {
4936 "needs_background": "light"
4937 },
4938 "output_type": "display_data"
4939 }
4940 ],
4941 "source": [
4942 "ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n",
4943 "for c in COUNTRIES_CORE:\n",
4944 " lvi = doubling_times[c].last_valid_index()\n",
4945 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
4946 "plt.savefig('covid_doubling_times.png') "
4947 ]
4948 },
4949 {
4950 "cell_type": "code",
4951 "execution_count": 738,
4952 "metadata": {},
4953 "outputs": [
4954 {
4955 "data": {
4956 "image/png": 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\n",
4957 "text/plain": [
4958 "<Figure size 720x432 with 1 Axes>"
4959 ]
4960 },
4961 "metadata": {
4962 "needs_background": "light"
4963 },
4964 "output_type": "display_data"
4965 }
4966 ],
4967 "source": [
4968 "ax = doubling_times[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Doubling times\")\n",
4969 "for c in COUNTRIES_FRIENDS:\n",
4970 " lvi = doubling_times[c].last_valid_index()\n",
4971 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
4972 "plt.savefig('covid_doubling_times_friends.png')"
4973 ]
4974 },
4975 {
4976 "cell_type": "code",
4977 "execution_count": 739,
4978 "metadata": {},
4979 "outputs": [
4980 {
4981 "data": {
4982 "image/png": 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\n",
4983 "text/plain": [
4984 "<Figure size 720x432 with 1 Axes>"
4985 ]
4986 },
4987 "metadata": {
4988 "needs_background": "light"
4989 },
4990 "output_type": "display_data"
4991 }
4992 ],
4993 "source": [
4994 "ax = doubling_times[C7s].plot(figsize=(10, 6), title=\"Doubling times\")\n",
4995 "for c in C7s:\n",
4996 " lvi = doubling_times[c].last_valid_index()\n",
4997 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
4998 "# plt.savefig('covid_doubling_times_friends.png')"
4999 ]
5000 },
5001 {
5002 "cell_type": "code",
5003 "execution_count": 740,
5004 "metadata": {},
5005 "outputs": [],
5006 "source": [
5007 "# deaths_diff_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m4']]\n",
5008 "# .unstack().sort_index().xs('deaths_diff_m4', axis=1, drop_level=True))"
5009 ]
5010 },
5011 {
5012 "cell_type": "code",
5013 "execution_count": 741,
5014 "metadata": {},
5015 "outputs": [],
5016 "source": [
5017 "# deaths_diff_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m7']]\n",
5018 "# .unstack().sort_index().xs('deaths_diff_m7', axis=1, drop_level=True))"
5019 ]
5020 },
5021 {
5022 "cell_type": "code",
5023 "execution_count": 742,
5024 "metadata": {},
5025 "outputs": [],
5026 "source": [
5027 "# deaths_diff_m7"
5028 ]
5029 },
5030 {
5031 "cell_type": "code",
5032 "execution_count": 743,
5033 "metadata": {},
5034 "outputs": [
5035 {
5036 "data": {
5037 "text/html": [
5038 "<div>\n",
5039 "<style scoped>\n",
5040 " .dataframe tbody tr th:only-of-type {\n",
5041 " vertical-align: middle;\n",
5042 " }\n",
5043 "\n",
5044 " .dataframe tbody tr th {\n",
5045 " vertical-align: top;\n",
5046 " }\n",
5047 "\n",
5048 " .dataframe thead th {\n",
5049 " text-align: right;\n",
5050 " }\n",
5051 "</style>\n",
5052 "<table border=\"1\" class=\"dataframe\">\n",
5053 " <thead>\n",
5054 " <tr style=\"text-align: right;\">\n",
5055 " <th></th>\n",
5056 " <th>dateRep</th>\n",
5057 " <th>cases</th>\n",
5058 " <th>deaths</th>\n",
5059 " <th>cases_culm</th>\n",
5060 " <th>deaths_culm</th>\n",
5061 " <th>cases_diff</th>\n",
5062 " <th>deaths_diff</th>\n",
5063 " <th>deaths_m4</th>\n",
5064 " <th>deaths_m7</th>\n",
5065 " <th>deaths_g4</th>\n",
5066 " <th>deaths_g7</th>\n",
5067 " <th>doubling_time</th>\n",
5068 " <th>doubling_time_7</th>\n",
5069 " </tr>\n",
5070 " <tr>\n",
5071 " <th>geoId</th>\n",
5072 " <th></th>\n",
5073 " <th></th>\n",
5074 " <th></th>\n",
5075 " <th></th>\n",
5076 " <th></th>\n",
5077 " <th></th>\n",
5078 " <th></th>\n",
5079 " <th></th>\n",
5080 " <th></th>\n",
5081 " <th></th>\n",
5082 " <th></th>\n",
5083 " <th></th>\n",
5084 " <th></th>\n",
5085 " </tr>\n",
5086 " </thead>\n",
5087 " <tbody>\n",
5088 " <tr>\n",
5089 " <td>SI</td>\n",
5090 " <td>2020-05-23</td>\n",
5091 " <td>10</td>\n",
5092 " <td>0</td>\n",
5093 " <td>1478</td>\n",
5094 " <td>106</td>\n",
5095 " <td>10.0</td>\n",
5096 " <td>-1.0</td>\n",
5097 " <td>0.50</td>\n",
5098 " <td>0.428571</td>\n",
5099 " <td>0.000000</td>\n",
5100 " <td>0.000000</td>\n",
5101 " <td>58.049517</td>\n",
5102 " <td>51.331425</td>\n",
5103 " </tr>\n",
5104 " <tr>\n",
5105 " <td>UK</td>\n",
5106 " <td>2020-05-23</td>\n",
5107 " <td>3287</td>\n",
5108 " <td>351</td>\n",
5109 " <td>254195</td>\n",
5110 " <td>36393</td>\n",
5111 " <td>672.0</td>\n",
5112 " <td>13.0</td>\n",
5113 " <td>399.25</td>\n",
5114 " <td>342.142857</td>\n",
5115 " <td>391.409837</td>\n",
5116 " <td>313.673179</td>\n",
5117 " <td>64.794273</td>\n",
5118 " <td>80.766423</td>\n",
5119 " </tr>\n",
5120 " <tr>\n",
5121 " <td>FI</td>\n",
5122 " <td>2020-05-23</td>\n",
5123 " <td>44</td>\n",
5124 " <td>0</td>\n",
5125 " <td>6537</td>\n",
5126 " <td>306</td>\n",
5127 " <td>-6.0</td>\n",
5128 " <td>-2.0</td>\n",
5129 " <td>1.50</td>\n",
5130 " <td>1.857143</td>\n",
5131 " <td>0.000000</td>\n",
5132 " <td>0.000000</td>\n",
5133 " <td>114.305996</td>\n",
5134 " <td>94.796834</td>\n",
5135 " </tr>\n",
5136 " <tr>\n",
5137 " <td>SE</td>\n",
5138 " <td>2020-05-23</td>\n",
5139 " <td>637</td>\n",
5140 " <td>54</td>\n",
5141 " <td>32809</td>\n",
5142 " <td>3925</td>\n",
5143 " <td>-12.0</td>\n",
5144 " <td>14.0</td>\n",
5145 " <td>56.75</td>\n",
5146 " <td>39.857143</td>\n",
5147 " <td>54.080069</td>\n",
5148 " <td>30.170034</td>\n",
5149 " <td>50.652722</td>\n",
5150 " <td>90.521791</td>\n",
5151 " </tr>\n",
5152 " <tr>\n",
5153 " <td>DK</td>\n",
5154 " <td>2020-05-23</td>\n",
5155 " <td>48</td>\n",
5156 " <td>0</td>\n",
5157 " <td>11230</td>\n",
5158 " <td>561</td>\n",
5159 " <td>-17.0</td>\n",
5160 " <td>-7.0</td>\n",
5161 " <td>3.25</td>\n",
5162 " <td>3.285714</td>\n",
5163 " <td>0.000000</td>\n",
5164 " <td>0.000000</td>\n",
5165 " <td>138.369832</td>\n",
5166 " <td>84.145334</td>\n",
5167 " </tr>\n",
5168 " <tr>\n",
5169 " <td>BE</td>\n",
5170 " <td>2020-05-23</td>\n",
5171 " <td>276</td>\n",
5172 " <td>26</td>\n",
5173 " <td>56511</td>\n",
5174 " <td>9212</td>\n",
5175 " <td>24.0</td>\n",
5176 " <td>-10.0</td>\n",
5177 " <td>33.00</td>\n",
5178 " <td>36.142857</td>\n",
5179 " <td>32.390734</td>\n",
5180 " <td>35.175673</td>\n",
5181 " <td>197.479038</td>\n",
5182 " <td>181.871576</td>\n",
5183 " </tr>\n",
5184 " <tr>\n",
5185 " <td>IT</td>\n",
5186 " <td>2020-05-23</td>\n",
5187 " <td>652</td>\n",
5188 " <td>130</td>\n",
5189 " <td>228658</td>\n",
5190 " <td>32616</td>\n",
5191 " <td>10.0</td>\n",
5192 " <td>-26.0</td>\n",
5193 " <td>152.25</td>\n",
5194 " <td>143.714286</td>\n",
5195 " <td>151.653421</td>\n",
5196 " <td>141.957270</td>\n",
5197 " <td>149.421007</td>\n",
5198 " <td>159.603319</td>\n",
5199 " </tr>\n",
5200 " <tr>\n",
5201 " <td>FR</td>\n",
5202 " <td>2020-05-23</td>\n",
5203 " <td>403</td>\n",
5204 " <td>74</td>\n",
5205 " <td>144566</td>\n",
5206 " <td>28289</td>\n",
5207 " <td>85.0</td>\n",
5208 " <td>-9.0</td>\n",
5209 " <td>98.00</td>\n",
5210 " <td>104.857143</td>\n",
5211 " <td>95.863466</td>\n",
5212 " <td>99.119608</td>\n",
5213 " <td>204.891878</td>\n",
5214 " <td>198.172422</td>\n",
5215 " </tr>\n",
5216 " <tr>\n",
5217 " <td>NO</td>\n",
5218 " <td>2020-05-23</td>\n",
5219 " <td>41</td>\n",
5220 " <td>1</td>\n",
5221 " <td>8309</td>\n",
5222 " <td>235</td>\n",
5223 " <td>41.0</td>\n",
5224 " <td>1.0</td>\n",
5225 " <td>0.50</td>\n",
5226 " <td>0.428571</td>\n",
5227 " <td>0.000000</td>\n",
5228 " <td>0.000000</td>\n",
5229 " <td>53.464058</td>\n",
5230 " <td>15.836088</td>\n",
5231 " </tr>\n",
5232 " <tr>\n",
5233 " <td>MX</td>\n",
5234 " <td>2020-05-23</td>\n",
5235 " <td>2960</td>\n",
5236 " <td>479</td>\n",
5237 " <td>62527</td>\n",
5238 " <td>6989</td>\n",
5239 " <td>-13.0</td>\n",
5240 " <td>59.0</td>\n",
5241 " <td>414.25</td>\n",
5242 " <td>317.428571</td>\n",
5243 " <td>410.841477</td>\n",
5244 " <td>287.422709</td>\n",
5245 " <td>12.134697</td>\n",
5246 " <td>17.198883</td>\n",
5247 " </tr>\n",
5248 " <tr>\n",
5249 " <td>DE</td>\n",
5250 " <td>2020-05-23</td>\n",
5251 " <td>638</td>\n",
5252 " <td>42</td>\n",
5253 " <td>177850</td>\n",
5254 " <td>8216</td>\n",
5255 " <td>178.0</td>\n",
5256 " <td>15.0</td>\n",
5257 " <td>52.25</td>\n",
5258 " <td>47.857143</td>\n",
5259 " <td>48.127300</td>\n",
5260 " <td>42.906078</td>\n",
5261 " <td>118.676107</td>\n",
5262 " <td>133.075655</td>\n",
5263 " </tr>\n",
5264 " <tr>\n",
5265 " <td>IE</td>\n",
5266 " <td>2020-05-23</td>\n",
5267 " <td>115</td>\n",
5268 " <td>9</td>\n",
5269 " <td>24506</td>\n",
5270 " <td>1592</td>\n",
5271 " <td>39.0</td>\n",
5272 " <td>-3.0</td>\n",
5273 " <td>11.25</td>\n",
5274 " <td>10.571429</td>\n",
5275 " <td>11.088887</td>\n",
5276 " <td>9.861831</td>\n",
5277 " <td>99.859346</td>\n",
5278 " <td>112.241286</td>\n",
5279 " </tr>\n",
5280 " <tr>\n",
5281 " <td>ES</td>\n",
5282 " <td>2020-05-22</td>\n",
5283 " <td>1787</td>\n",
5284 " <td>688</td>\n",
5285 " <td>234824</td>\n",
5286 " <td>28628</td>\n",
5287 " <td>1305.0</td>\n",
5288 " <td>636.0</td>\n",
5289 " <td>229.75</td>\n",
5290 " <td>167.000000</td>\n",
5291 " <td>128.368477</td>\n",
5292 " <td>105.446950</td>\n",
5293 " <td>154.928016</td>\n",
5294 " <td>188.530253</td>\n",
5295 " </tr>\n",
5296 " </tbody>\n",
5297 "</table>\n",
5298 "</div>"
5299 ],
5300 "text/plain": [
5301 " dateRep cases deaths cases_culm deaths_culm cases_diff \\\n",
5302 "geoId \n",
5303 "SI 2020-05-23 10 0 1478 106 10.0 \n",
5304 "UK 2020-05-23 3287 351 254195 36393 672.0 \n",
5305 "FI 2020-05-23 44 0 6537 306 -6.0 \n",
5306 "SE 2020-05-23 637 54 32809 3925 -12.0 \n",
5307 "DK 2020-05-23 48 0 11230 561 -17.0 \n",
5308 "BE 2020-05-23 276 26 56511 9212 24.0 \n",
5309 "IT 2020-05-23 652 130 228658 32616 10.0 \n",
5310 "FR 2020-05-23 403 74 144566 28289 85.0 \n",
5311 "NO 2020-05-23 41 1 8309 235 41.0 \n",
5312 "MX 2020-05-23 2960 479 62527 6989 -13.0 \n",
5313 "DE 2020-05-23 638 42 177850 8216 178.0 \n",
5314 "IE 2020-05-23 115 9 24506 1592 39.0 \n",
5315 "ES 2020-05-22 1787 688 234824 28628 1305.0 \n",
5316 "\n",
5317 " deaths_diff deaths_m4 deaths_m7 deaths_g4 deaths_g7 \\\n",
5318 "geoId \n",
5319 "SI -1.0 0.50 0.428571 0.000000 0.000000 \n",
5320 "UK 13.0 399.25 342.142857 391.409837 313.673179 \n",
5321 "FI -2.0 1.50 1.857143 0.000000 0.000000 \n",
5322 "SE 14.0 56.75 39.857143 54.080069 30.170034 \n",
5323 "DK -7.0 3.25 3.285714 0.000000 0.000000 \n",
5324 "BE -10.0 33.00 36.142857 32.390734 35.175673 \n",
5325 "IT -26.0 152.25 143.714286 151.653421 141.957270 \n",
5326 "FR -9.0 98.00 104.857143 95.863466 99.119608 \n",
5327 "NO 1.0 0.50 0.428571 0.000000 0.000000 \n",
5328 "MX 59.0 414.25 317.428571 410.841477 287.422709 \n",
5329 "DE 15.0 52.25 47.857143 48.127300 42.906078 \n",
5330 "IE -3.0 11.25 10.571429 11.088887 9.861831 \n",
5331 "ES 636.0 229.75 167.000000 128.368477 105.446950 \n",
5332 "\n",
5333 " doubling_time doubling_time_7 \n",
5334 "geoId \n",
5335 "SI 58.049517 51.331425 \n",
5336 "UK 64.794273 80.766423 \n",
5337 "FI 114.305996 94.796834 \n",
5338 "SE 50.652722 90.521791 \n",
5339 "DK 138.369832 84.145334 \n",
5340 "BE 197.479038 181.871576 \n",
5341 "IT 149.421007 159.603319 \n",
5342 "FR 204.891878 198.172422 \n",
5343 "NO 53.464058 15.836088 \n",
5344 "MX 12.134697 17.198883 \n",
5345 "DE 118.676107 133.075655 \n",
5346 "IE 99.859346 112.241286 \n",
5347 "ES 154.928016 188.530253 "
5348 ]
5349 },
5350 "execution_count": 743,
5351 "metadata": {},
5352 "output_type": "execute_result"
5353 }
5354 ],
5355 "source": [
5356 "data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[COUNTRIES_ALL]#, [doubling_time]]"
5357 ]
5358 },
5359 {
5360 "cell_type": "code",
5361 "execution_count": 744,
5362 "metadata": {},
5363 "outputs": [
5364 {
5365 "data": {
5366 "text/html": [
5367 "<div>\n",
5368 "<style scoped>\n",
5369 " .dataframe tbody tr th:only-of-type {\n",
5370 " vertical-align: middle;\n",
5371 " }\n",
5372 "\n",
5373 " .dataframe tbody tr th {\n",
5374 " vertical-align: top;\n",
5375 " }\n",
5376 "\n",
5377 " .dataframe thead th {\n",
5378 " text-align: right;\n",
5379 " }\n",
5380 "</style>\n",
5381 "<table border=\"1\" class=\"dataframe\">\n",
5382 " <thead>\n",
5383 " <tr style=\"text-align: right;\">\n",
5384 " <th></th>\n",
5385 " <th>dateRep</th>\n",
5386 " <th>cases</th>\n",
5387 " <th>deaths</th>\n",
5388 " <th>cases_culm</th>\n",
5389 " <th>deaths_culm</th>\n",
5390 " <th>cases_diff</th>\n",
5391 " <th>deaths_diff</th>\n",
5392 " <th>deaths_m4</th>\n",
5393 " <th>deaths_m7</th>\n",
5394 " <th>deaths_g4</th>\n",
5395 " <th>deaths_g7</th>\n",
5396 " <th>doubling_time</th>\n",
5397 " <th>doubling_time_7</th>\n",
5398 " </tr>\n",
5399 " <tr>\n",
5400 " <th>geoId</th>\n",
5401 " <th></th>\n",
5402 " <th></th>\n",
5403 " <th></th>\n",
5404 " <th></th>\n",
5405 " <th></th>\n",
5406 " <th></th>\n",
5407 " <th></th>\n",
5408 " <th></th>\n",
5409 " <th></th>\n",
5410 " <th></th>\n",
5411 " <th></th>\n",
5412 " <th></th>\n",
5413 " <th></th>\n",
5414 " </tr>\n",
5415 " </thead>\n",
5416 " <tbody>\n",
5417 " <tr>\n",
5418 " <td>UK</td>\n",
5419 " <td>2020-05-23</td>\n",
5420 " <td>3287</td>\n",
5421 " <td>351</td>\n",
5422 " <td>254195</td>\n",
5423 " <td>36393</td>\n",
5424 " <td>672.0</td>\n",
5425 " <td>13.0</td>\n",
5426 " <td>399.25</td>\n",
5427 " <td>342.142857</td>\n",
5428 " <td>391.409837</td>\n",
5429 " <td>313.673179</td>\n",
5430 " <td>64.794273</td>\n",
5431 " <td>80.766423</td>\n",
5432 " </tr>\n",
5433 " <tr>\n",
5434 " <td>DE</td>\n",
5435 " <td>2020-05-23</td>\n",
5436 " <td>638</td>\n",
5437 " <td>42</td>\n",
5438 " <td>177850</td>\n",
5439 " <td>8216</td>\n",
5440 " <td>178.0</td>\n",
5441 " <td>15.0</td>\n",
5442 " <td>52.25</td>\n",
5443 " <td>47.857143</td>\n",
5444 " <td>48.127300</td>\n",
5445 " <td>42.906078</td>\n",
5446 " <td>118.676107</td>\n",
5447 " <td>133.075655</td>\n",
5448 " </tr>\n",
5449 " <tr>\n",
5450 " <td>IT</td>\n",
5451 " <td>2020-05-23</td>\n",
5452 " <td>652</td>\n",
5453 " <td>130</td>\n",
5454 " <td>228658</td>\n",
5455 " <td>32616</td>\n",
5456 " <td>10.0</td>\n",
5457 " <td>-26.0</td>\n",
5458 " <td>152.25</td>\n",
5459 " <td>143.714286</td>\n",
5460 " <td>151.653421</td>\n",
5461 " <td>141.957270</td>\n",
5462 " <td>149.421007</td>\n",
5463 " <td>159.603319</td>\n",
5464 " </tr>\n",
5465 " </tbody>\n",
5466 "</table>\n",
5467 "</div>"
5468 ],
5469 "text/plain": [
5470 " dateRep cases deaths cases_culm deaths_culm cases_diff \\\n",
5471 "geoId \n",
5472 "UK 2020-05-23 3287 351 254195 36393 672.0 \n",
5473 "DE 2020-05-23 638 42 177850 8216 178.0 \n",
5474 "IT 2020-05-23 652 130 228658 32616 10.0 \n",
5475 "\n",
5476 " deaths_diff deaths_m4 deaths_m7 deaths_g4 deaths_g7 \\\n",
5477 "geoId \n",
5478 "UK 13.0 399.25 342.142857 391.409837 313.673179 \n",
5479 "DE 15.0 52.25 47.857143 48.127300 42.906078 \n",
5480 "IT -26.0 152.25 143.714286 151.653421 141.957270 \n",
5481 "\n",
5482 " doubling_time doubling_time_7 \n",
5483 "geoId \n",
5484 "UK 64.794273 80.766423 \n",
5485 "DE 118.676107 133.075655 \n",
5486 "IT 149.421007 159.603319 "
5487 ]
5488 },
5489 "execution_count": 744,
5490 "metadata": {},
5491 "output_type": "execute_result"
5492 }
5493 ],
5494 "source": [
5495 "data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[['UK', 'DE', 'IT']]#, [doubling_time]]"
5496 ]
5497 },
5498 {
5499 "cell_type": "code",
5500 "execution_count": 745,
5501 "metadata": {},
5502 "outputs": [
5503 {
5504 "data": {
5505 "text/plain": [
5506 "87"
5507 ]
5508 },
5509 "execution_count": 745,
5510 "metadata": {},
5511 "output_type": "execute_result"
5512 }
5513 ],
5514 "source": [
5515 "it_since_threshold = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['IT']), :]\n",
5516 "s_end = it_since_threshold.index.max()[0]\n",
5517 "s_end"
5518 ]
5519 },
5520 {
5521 "cell_type": "code",
5522 "execution_count": 746,
5523 "metadata": {},
5524 "outputs": [
5525 {
5526 "data": {
5527 "text/plain": [
5528 "70"
5529 ]
5530 },
5531 "execution_count": 746,
5532 "metadata": {},
5533 "output_type": "execute_result"
5534 }
5535 ],
5536 "source": [
5537 "uk_projection = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), :]\n",
5538 "s_start = uk_projection.index.max()[0] + 1\n",
5539 "s_start"
5540 ]
5541 },
5542 {
5543 "cell_type": "code",
5544 "execution_count": 747,
5545 "metadata": {},
5546 "outputs": [
5547 {
5548 "data": {
5549 "text/html": [
5550 "<div>\n",
5551 "<style scoped>\n",
5552 " .dataframe tbody tr th:only-of-type {\n",
5553 " vertical-align: middle;\n",
5554 " }\n",
5555 "\n",
5556 " .dataframe tbody tr th {\n",
5557 " vertical-align: top;\n",
5558 " }\n",
5559 "\n",
5560 " .dataframe thead th {\n",
5561 " text-align: right;\n",
5562 " }\n",
5563 "</style>\n",
5564 "<table border=\"1\" class=\"dataframe\">\n",
5565 " <thead>\n",
5566 " <tr style=\"text-align: right;\">\n",
5567 " <th></th>\n",
5568 " <th></th>\n",
5569 " <th>cases</th>\n",
5570 " <th>deaths</th>\n",
5571 " </tr>\n",
5572 " <tr>\n",
5573 " <th>since_threshold</th>\n",
5574 " <th>geoId</th>\n",
5575 " <th></th>\n",
5576 " <th></th>\n",
5577 " </tr>\n",
5578 " </thead>\n",
5579 " <tbody>\n",
5580 " <tr>\n",
5581 " <td>70</td>\n",
5582 " <td>UK</td>\n",
5583 " <td>1075</td>\n",
5584 " <td>236</td>\n",
5585 " </tr>\n",
5586 " <tr>\n",
5587 " <td>71</td>\n",
5588 " <td>UK</td>\n",
5589 " <td>1444</td>\n",
5590 " <td>369</td>\n",
5591 " </tr>\n",
5592 " <tr>\n",
5593 " <td>72</td>\n",
5594 " <td>UK</td>\n",
5595 " <td>1401</td>\n",
5596 " <td>274</td>\n",
5597 " </tr>\n",
5598 " <tr>\n",
5599 " <td>73</td>\n",
5600 " <td>UK</td>\n",
5601 " <td>1327</td>\n",
5602 " <td>243</td>\n",
5603 " </tr>\n",
5604 " <tr>\n",
5605 " <td>74</td>\n",
5606 " <td>UK</td>\n",
5607 " <td>1083</td>\n",
5608 " <td>194</td>\n",
5609 " </tr>\n",
5610 " <tr>\n",
5611 " <td>75</td>\n",
5612 " <td>UK</td>\n",
5613 " <td>802</td>\n",
5614 " <td>165</td>\n",
5615 " </tr>\n",
5616 " <tr>\n",
5617 " <td>76</td>\n",
5618 " <td>UK</td>\n",
5619 " <td>744</td>\n",
5620 " <td>179</td>\n",
5621 " </tr>\n",
5622 " <tr>\n",
5623 " <td>77</td>\n",
5624 " <td>UK</td>\n",
5625 " <td>1402</td>\n",
5626 " <td>172</td>\n",
5627 " </tr>\n",
5628 " <tr>\n",
5629 " <td>78</td>\n",
5630 " <td>UK</td>\n",
5631 " <td>888</td>\n",
5632 " <td>195</td>\n",
5633 " </tr>\n",
5634 " <tr>\n",
5635 " <td>79</td>\n",
5636 " <td>UK</td>\n",
5637 " <td>992</td>\n",
5638 " <td>262</td>\n",
5639 " </tr>\n",
5640 " <tr>\n",
5641 " <td>80</td>\n",
5642 " <td>UK</td>\n",
5643 " <td>789</td>\n",
5644 " <td>242</td>\n",
5645 " </tr>\n",
5646 " <tr>\n",
5647 " <td>81</td>\n",
5648 " <td>UK</td>\n",
5649 " <td>875</td>\n",
5650 " <td>153</td>\n",
5651 " </tr>\n",
5652 " <tr>\n",
5653 " <td>82</td>\n",
5654 " <td>UK</td>\n",
5655 " <td>675</td>\n",
5656 " <td>145</td>\n",
5657 " </tr>\n",
5658 " <tr>\n",
5659 " <td>83</td>\n",
5660 " <td>UK</td>\n",
5661 " <td>451</td>\n",
5662 " <td>99</td>\n",
5663 " </tr>\n",
5664 " <tr>\n",
5665 " <td>84</td>\n",
5666 " <td>UK</td>\n",
5667 " <td>813</td>\n",
5668 " <td>162</td>\n",
5669 " </tr>\n",
5670 " <tr>\n",
5671 " <td>85</td>\n",
5672 " <td>UK</td>\n",
5673 " <td>665</td>\n",
5674 " <td>161</td>\n",
5675 " </tr>\n",
5676 " <tr>\n",
5677 " <td>86</td>\n",
5678 " <td>UK</td>\n",
5679 " <td>642</td>\n",
5680 " <td>156</td>\n",
5681 " </tr>\n",
5682 " <tr>\n",
5683 " <td>87</td>\n",
5684 " <td>UK</td>\n",
5685 " <td>652</td>\n",
5686 " <td>130</td>\n",
5687 " </tr>\n",
5688 " </tbody>\n",
5689 "</table>\n",
5690 "</div>"
5691 ],
5692 "text/plain": [
5693 " cases deaths\n",
5694 "since_threshold geoId \n",
5695 "70 UK 1075 236\n",
5696 "71 UK 1444 369\n",
5697 "72 UK 1401 274\n",
5698 "73 UK 1327 243\n",
5699 "74 UK 1083 194\n",
5700 "75 UK 802 165\n",
5701 "76 UK 744 179\n",
5702 "77 UK 1402 172\n",
5703 "78 UK 888 195\n",
5704 "79 UK 992 262\n",
5705 "80 UK 789 242\n",
5706 "81 UK 875 153\n",
5707 "82 UK 675 145\n",
5708 "83 UK 451 99\n",
5709 "84 UK 813 162\n",
5710 "85 UK 665 161\n",
5711 "86 UK 642 156\n",
5712 "87 UK 652 130"
5713 ]
5714 },
5715 "execution_count": 747,
5716 "metadata": {},
5717 "output_type": "execute_result"
5718 }
5719 ],
5720 "source": [
5721 "proj = it_since_threshold.loc[(slice(s_start, s_end), slice(None)), ['cases', 'deaths']]\n",
5722 "proj.index = pd.MultiIndex.from_tuples([(n, 'UK') for n, _ in proj.index], names=proj.index.names)\n",
5723 "proj"
5724 ]
5725 },
5726 {
5727 "cell_type": "markdown",
5728 "metadata": {},
5729 "source": [
5730 "Projected deaths, UK following IT trend from now."
5731 ]
5732 },
5733 {
5734 "cell_type": "code",
5735 "execution_count": 748,
5736 "metadata": {},
5737 "outputs": [
5738 {
5739 "data": {
5740 "text/plain": [
5741 "39920"
5742 ]
5743 },
5744 "execution_count": 748,
5745 "metadata": {},
5746 "output_type": "execute_result"
5747 }
5748 ],
5749 "source": [
5750 "uk_projection = uk_projection.append(proj, sort=True)\n",
5751 "uk_projection.deaths.sum()"
5752 ]
5753 },
5754 {
5755 "cell_type": "code",
5756 "execution_count": 749,
5757 "metadata": {},
5758 "outputs": [
5759 {
5760 "data": {
5761 "text/plain": [
5762 "32610"
5763 ]
5764 },
5765 "execution_count": 749,
5766 "metadata": {},
5767 "output_type": "execute_result"
5768 }
5769 ],
5770 "source": [
5771 "it_since_threshold.deaths.sum()"
5772 ]
5773 },
5774 {
5775 "cell_type": "code",
5776 "execution_count": 772,
5777 "metadata": {},
5778 "outputs": [
5779 {
5780 "data": {
5781 "text/plain": [
5782 "{'start_date': '2020-03-20 00:00:00',\n",
5783 " 'end_date': '2020-05-08 00:00:00',\n",
5784 " 'excess_deaths': 54534.600000000006}"
5785 ]
5786 },
5787 "execution_count": 772,
5788 "metadata": {},
5789 "output_type": "execute_result"
5790 }
5791 ],
5792 "source": [
5793 "with open('excess_deaths.json') as f:\n",
5794 " excess_deaths_data = json.load(f)\n",
5795 "excess_deaths_data"
5796 ]
5797 },
5798 {
5799 "cell_type": "code",
5800 "execution_count": 750,
5801 "metadata": {},
5802 "outputs": [],
5803 "source": [
5804 "excess_deaths_upto = '2020-05-08'\n",
5805 "excess_deaths = 54500"
5806 ]
5807 },
5808 {
5809 "cell_type": "code",
5810 "execution_count": 773,
5811 "metadata": {},
5812 "outputs": [],
5813 "source": [
5814 "excess_deaths_upto = excess_deaths_data['end_date']\n",
5815 "excess_deaths = excess_deaths_data['excess_deaths']"
5816 ]
5817 },
5818 {
5819 "cell_type": "markdown",
5820 "metadata": {},
5821 "source": [
5822 "Recorded deaths in period where ONS has reported total deaths"
5823 ]
5824 },
5825 {
5826 "cell_type": "code",
5827 "execution_count": 774,
5828 "metadata": {},
5829 "outputs": [
5830 {
5831 "data": {
5832 "text/plain": [
5833 "30615"
5834 ]
5835 },
5836 "execution_count": 774,
5837 "metadata": {},
5838 "output_type": "execute_result"
5839 }
5840 ],
5841 "source": [
5842 "reported_deaths = base_data.loc['UK'][:excess_deaths_upto]['deaths'].sum()\n",
5843 "reported_deaths"
5844 ]
5845 },
5846 {
5847 "cell_type": "code",
5848 "execution_count": 775,
5849 "metadata": {},
5850 "outputs": [
5851 {
5852 "data": {
5853 "text/plain": [
5854 "1.7813032827045567"
5855 ]
5856 },
5857 "execution_count": 775,
5858 "metadata": {},
5859 "output_type": "execute_result"
5860 }
5861 ],
5862 "source": [
5863 "excess_deaths / reported_deaths"
5864 ]
5865 },
5866 {
5867 "cell_type": "markdown",
5868 "metadata": {},
5869 "source": [
5870 "True deaths to date, if we follow the scaling of excess deaths over reported deaths so far."
5871 ]
5872 },
5873 {
5874 "cell_type": "code",
5875 "execution_count": 776,
5876 "metadata": {},
5877 "outputs": [
5878 {
5879 "data": {
5880 "text/plain": [
5881 "36393"
5882 ]
5883 },
5884 "execution_count": 776,
5885 "metadata": {},
5886 "output_type": "execute_result"
5887 }
5888 ],
5889 "source": [
5890 "uk_covid_deaths = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'deaths_culm'].iloc[-1]\n",
5891 "uk_covid_deaths"
5892 ]
5893 },
5894 {
5895 "cell_type": "code",
5896 "execution_count": 777,
5897 "metadata": {},
5898 "outputs": [
5899 {
5900 "data": {
5901 "text/plain": [
5902 "Timestamp('2020-06-09 00:00:00')"
5903 ]
5904 },
5905 "execution_count": 777,
5906 "metadata": {},
5907 "output_type": "execute_result"
5908 }
5909 ],
5910 "source": [
5911 "data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['IT']), 'dateRep'].iloc[-1] + pd.Timedelta(s_end - s_start, unit='days')"
5912 ]
5913 },
5914 {
5915 "cell_type": "code",
5916 "execution_count": 778,
5917 "metadata": {},
5918 "outputs": [
5919 {
5920 "data": {
5921 "text/plain": [
5922 "'2020-05-23'"
5923 ]
5924 },
5925 "execution_count": 778,
5926 "metadata": {},
5927 "output_type": "execute_result"
5928 }
5929 ],
5930 "source": [
5931 "data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'dateRep'].iloc[-1].strftime(\"%Y-%m-%d\")"
5932 ]
5933 },
5934 {
5935 "cell_type": "code",
5936 "execution_count": 779,
5937 "metadata": {},
5938 "outputs": [
5939 {
5940 "data": {
5941 "text/plain": [
5942 "64826.970367466936"
5943 ]
5944 },
5945 "execution_count": 779,
5946 "metadata": {},
5947 "output_type": "execute_result"
5948 }
5949 ],
5950 "source": [
5951 "uk_covid_deaths * excess_deaths / reported_deaths"
5952 ]
5953 },
5954 {
5955 "cell_type": "code",
5956 "execution_count": 780,
5957 "metadata": {},
5958 "outputs": [
5959 {
5960 "data": {
5961 "text/plain": [
5962 "71109.6270455659"
5963 ]
5964 },
5965 "execution_count": 780,
5966 "metadata": {},
5967 "output_type": "execute_result"
5968 }
5969 ],
5970 "source": [
5971 "uk_projection.deaths.sum() * excess_deaths / reported_deaths"
5972 ]
5973 },
5974 {
5975 "cell_type": "markdown",
5976 "metadata": {},
5977 "source": [
5978 "# Write results to summary file"
5979 ]
5980 },
5981 {
5982 "cell_type": "code",
5983 "execution_count": 781,
5984 "metadata": {},
5985 "outputs": [],
5986 "source": [
5987 "with open('covid_summary.md', 'w') as f:\n",
5988 " f.write('% Covid death data summary\\n')\n",
5989 " f.write('% Neil Smith\\n')\n",
5990 " f.write(f'% Created on {datetime.datetime.now().strftime(\"%Y-%m-%d\")}\\n')\n",
5991 " f.write('\\n')\n",
5992 " \n",
5993 " last_uk_date = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'dateRep'].iloc[-1]\n",
5994 " f.write(f'> Last UK data from {last_uk_date.strftime(\"%Y-%m-%d\")}\\n')"
5995 ]
5996 },
5997 {
5998 "cell_type": "code",
5999 "execution_count": 782,
6000 "metadata": {},
6001 "outputs": [],
6002 "source": [
6003 "with open('covid_summary.md', 'a') as f:\n",
6004 " f.write('\\n')\n",
6005 " f.write('## Headlines\\n')\n",
6006 " f.write('\\n')\n",
6007 " f.write('| []() | |\\n')\n",
6008 " f.write('|:---|---:|\\n')\n",
6009 " f.write(f'| Deaths reported so far | {reported_deaths} | \\n')\n",
6010 " f.write(f'| Total Covid deaths to date | {uk_covid_deaths * excess_deaths / reported_deaths:.0f} |\\n')\n",
6011 " projection_date = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['IT']), 'dateRep'].iloc[-1] + pd.Timedelta(s_end - s_start, unit='days')\n",
6012 " f.write(f'| Projected total deaths up to {projection_date.strftime(\"%Y-%m-%d\")} | {uk_projection.deaths.sum() * excess_deaths / reported_deaths:.0f} | \\n')\n",
6013 " f.write('\\n')"
6014 ]
6015 },
6016 {
6017 "cell_type": "code",
6018 "execution_count": 783,
6019 "metadata": {},
6020 "outputs": [],
6021 "source": [
6022 "with open('covid_summary.md', 'a') as f:\n",
6023 " f.write('\\n')\n",
6024 " f.write('## Total deaths\\n')\n",
6025 " f.write(f'Time based on days since {DEATH_COUNT_THRESHOLD} deaths\\n')\n",
6026 " f.write('\\n')\n",
6027 " f.write('![Total deaths](covid_deaths_total_linear.png)\\n')\n",
6028 " f.write('\\n')\n",
6029 " f.write('| Country ID | Country name | Total deaths |\\n')\n",
6030 " f.write('|:-----------|:-------------|-------------:|\\n')\n",
6031 " for c in sorted(COUNTRIES_CORE):\n",
6032 " lvi = deaths[c].last_valid_index()\n",
6033 " f.write(f'| {c} | {countries.loc[c].countriesAndTerritories} | {int(deaths[c][lvi])} |\\n')\n",
6034 " f.write('\\n')"
6035 ]
6036 },
6037 {
6038 "cell_type": "code",
6039 "execution_count": 784,
6040 "metadata": {},
6041 "outputs": [],
6042 "source": [
6043 "with open('covid_summary.md', 'a') as f:\n",
6044 " f.write('\\n')\n",
6045 " f.write('## All-causes deaths, UK\\n')\n",
6046 " f.write('\\n')\n",
6047 " f.write('![All-causes deaths](deaths-radar.png)\\n')\n",
6048 " f.write('\\n')\n",
6049 " f.write('### Excess deaths\\n')\n",
6050 " f.write('\\n')\n",
6051 " f.write(f'From week ending 20 March 2020, there have been approximately **{excess_deaths:.0f}** excess deaths, over the average for the previous five years.\\n')\n",
6052 " f.write('\\n')"
6053 ]
6054 },
6055 {
6056 "cell_type": "code",
6057 "execution_count": 785,
6058 "metadata": {},
6059 "outputs": [],
6060 "source": [
6061 "with open('covid_summary.md', 'a') as f:\n",
6062 " f.write(f'In that period, the UK reported {reported_deaths} Covid deaths.\\n')\n",
6063 " f.write(f'That means the actual number of Covid death is about {excess_deaths / reported_deaths:.2f} times higher than the reported figures.\\n')\n",
6064 " f.write('\\n')\n",
6065 " f.write(f'The UK has reported {uk_covid_deaths} deaths so far.\\n')\n",
6066 " f.write(f'Using the scaling factor above, I infer that there have been **{uk_covid_deaths * excess_deaths / reported_deaths:.0f}** total deaths so far.\\n')\n",
6067 " f.write('\\n')"
6068 ]
6069 },
6070 {
6071 "cell_type": "code",
6072 "execution_count": 786,
6073 "metadata": {},
6074 "outputs": [],
6075 "source": [
6076 "with open('covid_summary.md', 'a') as f:\n",
6077 " f.write('\\n')\n",
6078 " f.write('## Deaths per day\\n')\n",
6079 " f.write(f'Based on a 7-day moving average\\n')\n",
6080 " f.write('\\n')\n",
6081 " f.write('![Deaths per day](covid_deaths_per_day_7.png)\\n')\n",
6082 " f.write('\\n')"
6083 ]
6084 },
6085 {
6086 "cell_type": "code",
6087 "execution_count": 787,
6088 "metadata": {},
6089 "outputs": [],
6090 "source": [
6091 "with open('covid_summary.md', 'a') as f:\n",
6092 " f.write('\\n')\n",
6093 " f.write('## Projected deaths\\n')\n",
6094 " f.write(f\"The UK's daily deaths data is very similar to Italy's.\\n\")\n",
6095 " f.write(f'If I use the Italian data for the next {s_end - s_start - 1} days,')\n",
6096 " f.write(f' the UK will report {uk_projection.deaths.sum()} deaths on day {s_end} of the epidemic.\\n')\n",
6097 " f.write('\\n')\n",
6098 " f.write('Using the excess deaths scaling from above, that will translate into ')\n",
6099 " f.write(f'**{(uk_projection.deaths.sum() * excess_deaths / reported_deaths):.0f}** Covid deaths total.\\n')\n",
6100 " f.write('\\n')"
6101 ]
6102 },
6103 {
6104 "cell_type": "code",
6105 "execution_count": 788,
6106 "metadata": {},
6107 "outputs": [],
6108 "source": [
6109 "with open('covid_summary.md', 'a') as f:\n",
6110 " f.write('\\n')\n",
6111 " f.write('## Deaths doubling times\\n')\n",
6112 " f.write(f'Based on a 7-day moving average\\n')\n",
6113 " f.write('\\n')\n",
6114 " f.write('![Deaths doubling times](covid_doubling_times_7.png)\\n')\n",
6115 " f.write('\\n')"
6116 ]
6117 },
6118 {
6119 "cell_type": "code",
6120 "execution_count": 789,
6121 "metadata": {},
6122 "outputs": [],
6123 "source": [
6124 "with open('covid_summary.md', 'a') as f:\n",
6125 " f.write('# Data sources\\n')\n",
6126 " f.write('\\n')\n",
6127 " f.write('> Covid data from [European Centre for Disease Prevention and Control](https://www.ecdc.europa.eu/en/publications-data/download-todays-data-geographic-distribution-covid-19-cases-worldwide)\\n')\n",
6128 " f.write('\\n') \n",
6129 " f.write(\"\"\"> Population data from:\n",
6130 "\n",
6131 "* [Office of National Statistics](https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/weeklyprovisionalfiguresondeathsregisteredinenglandandwales) (Endland and Wales) Weeks start on a Saturday.\n",
6132 "* [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",
6133 "* [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",
6134 " \n",
6135 " f.write('\\n\\n')\n",
6136 " f.write('> [Souce code available](https://git.njae.me.uk/?p=covid19.git;a=tree)\\n')\n",
6137 " f.write('\\n') \n"
6138 ]
6139 },
6140 {
6141 "cell_type": "code",
6142 "execution_count": 790,
6143 "metadata": {},
6144 "outputs": [],
6145 "source": [
6146 "!pandoc -s covid_summary.md > covid_summary.html"
6147 ]
6148 },
6149 {
6150 "cell_type": "code",
6151 "execution_count": 791,
6152 "metadata": {},
6153 "outputs": [
6154 {
6155 "name": "stdout",
6156 "output_type": "stream",
6157 "text": [
6158 "covid_summary.html 100% 5576 2.8MB/s 00:00 \n",
6159 "covid_deaths_total_linear.png 100% 42KB 7.8MB/s 00:00 \n",
6160 "deaths-radar.png 100% 198KB 10.2MB/s 00:00 \n",
6161 "covid_deaths_per_day_7.png 100% 55KB 8.0MB/s 00:00 \n",
6162 "covid_doubling_times_7.png 100% 37KB 7.2MB/s 00:00 \n"
6163 ]
6164 }
6165 ],
6166 "source": [
6167 "!scp covid_summary.html neil@ogedei:/var/www/scripts.njae.me.uk/covid/index.html\n",
6168 "!scp covid_deaths_total_linear.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
6169 "!scp deaths-radar.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
6170 "!scp covid_deaths_per_day_7.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
6171 "!scp covid_doubling_times_7.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/"
6172 ]
6173 },
6174 {
6175 "cell_type": "code",
6176 "execution_count": null,
6177 "metadata": {},
6178 "outputs": [],
6179 "source": []
6180 }
6181 ],
6182 "metadata": {
6183 "jupytext": {
6184 "formats": "ipynb,md"
6185 },
6186 "kernelspec": {
6187 "display_name": "Python 3",
6188 "language": "python",
6189 "name": "python3"
6190 },
6191 "language_info": {
6192 "codemirror_mode": {
6193 "name": "ipython",
6194 "version": 3
6195 },
6196 "file_extension": ".py",
6197 "mimetype": "text/x-python",
6198 "name": "python",
6199 "nbconvert_exporter": "python",
6200 "pygments_lexer": "ipython3",
6201 "version": "3.7.4"
6202 }
6203 },
6204 "nbformat": 4,
6205 "nbformat_minor": 4
6206 }
Code for analysing Covid-19 data