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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": 1,
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_FRIENDS = 'IT UK ES BE SI PT'.split()\n",
40 "\n",
41 "COUNTRIES_AMERICAS = ['AG', 'AR', 'AW', 'BS', 'BB', 'BZ', 'BM', 'BO', 'BR', 'VG', 'KY', # excluding Canada and USA\n",
42 " 'CL', 'CO', 'CR', 'CU', 'CW', 'DM', 'DO', 'EC', 'SV', 'GL', 'GD', 'GT',\n",
43 " 'GY', 'HT', 'HN', 'JM', 'MX', 'MS', 'NI', 'PA', 'PY', 'PE', 'PR', 'KN',\n",
44 " 'LC', 'VC', 'SX', 'SR', 'TT', 'TC', 'VI', 'UY', 'VE']\n",
45 "COUNTRIES_OF_INTEREST = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS))\n",
46 "COUNTRIES_ALL = list(set(COUNTRIES_CORE + COUNTRIES_FRIENDS + COUNTRIES_NORDIC + COUNTRIES_AMERICAS))"
47 ]
48 },
49 {
50 "cell_type": "code",
51 "execution_count": 364,
52 "metadata": {},
53 "outputs": [
54 {
55 "name": "stdout",
56 "output_type": "stream",
57 "text": [
58 " % Total % Received % Xferd Average Speed Time Time Time Current\n",
59 " Dload Upload Total Spent Left Speed\n",
60 "100 2481k 100 2481k 0 0 621k 0 0:00:03 0:00:03 --:--:-- 621k\n"
61 ]
62 }
63 ],
64 "source": [
65 "!curl https://opendata.ecdc.europa.eu/covid19/casedistribution/csv/ > covid.csv"
66 ]
67 },
68 {
69 "cell_type": "code",
70 "execution_count": 565,
71 "metadata": {},
72 "outputs": [],
73 "source": [
74 "# First col is a date, treat geoId of NA as 'Namibia', not \"NA\" value\n",
75 "raw_data = pd.read_csv('covid.csv', \n",
76 " parse_dates=[0], dayfirst=True,\n",
77 " keep_default_na=False, na_values = [''],\n",
78 "# dtype = {'day': np.int64, \n",
79 "# 'month': np.int64, \n",
80 "# 'year': np.int64, \n",
81 "# 'cases': np.int64, \n",
82 "# 'deaths': np.int64, \n",
83 "# 'countriesAndTerritories': str, \n",
84 "# 'geoId': str, \n",
85 "# 'countryterritoryCode': str, \n",
86 "# 'popData2019': np.int64, \n",
87 "# 'continentExp': str, \n",
88 "# }\n",
89 " )"
90 ]
91 },
92 {
93 "cell_type": "code",
94 "execution_count": 566,
95 "metadata": {},
96 "outputs": [
97 {
98 "data": {
99 "text/plain": [
100 "446856"
101 ]
102 },
103 "execution_count": 566,
104 "metadata": {},
105 "output_type": "execute_result"
106 }
107 ],
108 "source": [
109 "raw_data.size"
110 ]
111 },
112 {
113 "cell_type": "code",
114 "execution_count": 567,
115 "metadata": {},
116 "outputs": [],
117 "source": [
118 "raw_data.fillna(0, inplace=True)"
119 ]
120 },
121 {
122 "cell_type": "code",
123 "execution_count": 568,
124 "metadata": {},
125 "outputs": [
126 {
127 "data": {
128 "text/html": [
129 "<div>\n",
130 "<style scoped>\n",
131 " .dataframe tbody tr th:only-of-type {\n",
132 " vertical-align: middle;\n",
133 " }\n",
134 "\n",
135 " .dataframe tbody tr th {\n",
136 " vertical-align: top;\n",
137 " }\n",
138 "\n",
139 " .dataframe thead th {\n",
140 " text-align: right;\n",
141 " }\n",
142 "</style>\n",
143 "<table border=\"1\" class=\"dataframe\">\n",
144 " <thead>\n",
145 " <tr style=\"text-align: right;\">\n",
146 " <th></th>\n",
147 " <th>dateRep</th>\n",
148 " <th>day</th>\n",
149 " <th>month</th>\n",
150 " <th>year</th>\n",
151 " <th>cases</th>\n",
152 " <th>deaths</th>\n",
153 " <th>countriesAndTerritories</th>\n",
154 " <th>geoId</th>\n",
155 " <th>countryterritoryCode</th>\n",
156 " <th>popData2019</th>\n",
157 " <th>continentExp</th>\n",
158 " <th>Cumulative_number_for_14_days_of_COVID-19_cases_per_100000</th>\n",
159 " </tr>\n",
160 " </thead>\n",
161 " <tbody>\n",
162 " <tr>\n",
163 " <td>0</td>\n",
164 " <td>2020-08-19</td>\n",
165 " <td>19</td>\n",
166 " <td>8</td>\n",
167 " <td>2020</td>\n",
168 " <td>0</td>\n",
169 " <td>0</td>\n",
170 " <td>Afghanistan</td>\n",
171 " <td>AF</td>\n",
172 " <td>AFG</td>\n",
173 " <td>38041757.0</td>\n",
174 " <td>Asia</td>\n",
175 " <td>2.024092</td>\n",
176 " </tr>\n",
177 " <tr>\n",
178 " <td>1</td>\n",
179 " <td>2020-08-18</td>\n",
180 " <td>18</td>\n",
181 " <td>8</td>\n",
182 " <td>2020</td>\n",
183 " <td>3</td>\n",
184 " <td>0</td>\n",
185 " <td>Afghanistan</td>\n",
186 " <td>AF</td>\n",
187 " <td>AFG</td>\n",
188 " <td>38041757.0</td>\n",
189 " <td>Asia</td>\n",
190 " <td>2.239644</td>\n",
191 " </tr>\n",
192 " <tr>\n",
193 " <td>2</td>\n",
194 " <td>2020-08-17</td>\n",
195 " <td>17</td>\n",
196 " <td>8</td>\n",
197 " <td>2020</td>\n",
198 " <td>45</td>\n",
199 " <td>5</td>\n",
200 " <td>Afghanistan</td>\n",
201 " <td>AF</td>\n",
202 " <td>AFG</td>\n",
203 " <td>38041757.0</td>\n",
204 " <td>Asia</td>\n",
205 " <td>2.329020</td>\n",
206 " </tr>\n",
207 " <tr>\n",
208 " <td>3</td>\n",
209 " <td>2020-08-16</td>\n",
210 " <td>16</td>\n",
211 " <td>8</td>\n",
212 " <td>2020</td>\n",
213 " <td>120</td>\n",
214 " <td>7</td>\n",
215 " <td>Afghanistan</td>\n",
216 " <td>AF</td>\n",
217 " <td>AFG</td>\n",
218 " <td>38041757.0</td>\n",
219 " <td>Asia</td>\n",
220 " <td>2.210729</td>\n",
221 " </tr>\n",
222 " <tr>\n",
223 " <td>4</td>\n",
224 " <td>2020-08-15</td>\n",
225 " <td>15</td>\n",
226 " <td>8</td>\n",
227 " <td>2020</td>\n",
228 " <td>7</td>\n",
229 " <td>0</td>\n",
230 " <td>Afghanistan</td>\n",
231 " <td>AF</td>\n",
232 " <td>AFG</td>\n",
233 " <td>38041757.0</td>\n",
234 " <td>Asia</td>\n",
235 " <td>1.895286</td>\n",
236 " </tr>\n",
237 " </tbody>\n",
238 "</table>\n",
239 "</div>"
240 ],
241 "text/plain": [
242 " dateRep day month year cases deaths countriesAndTerritories geoId \\\n",
243 "0 2020-08-19 19 8 2020 0 0 Afghanistan AF \n",
244 "1 2020-08-18 18 8 2020 3 0 Afghanistan AF \n",
245 "2 2020-08-17 17 8 2020 45 5 Afghanistan AF \n",
246 "3 2020-08-16 16 8 2020 120 7 Afghanistan AF \n",
247 "4 2020-08-15 15 8 2020 7 0 Afghanistan AF \n",
248 "\n",
249 " countryterritoryCode popData2019 continentExp \\\n",
250 "0 AFG 38041757.0 Asia \n",
251 "1 AFG 38041757.0 Asia \n",
252 "2 AFG 38041757.0 Asia \n",
253 "3 AFG 38041757.0 Asia \n",
254 "4 AFG 38041757.0 Asia \n",
255 "\n",
256 " Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 \n",
257 "0 2.024092 \n",
258 "1 2.239644 \n",
259 "2 2.329020 \n",
260 "3 2.210729 \n",
261 "4 1.895286 "
262 ]
263 },
264 "execution_count": 568,
265 "metadata": {},
266 "output_type": "execute_result"
267 }
268 ],
269 "source": [
270 "raw_data.head()"
271 ]
272 },
273 {
274 "cell_type": "code",
275 "execution_count": 569,
276 "metadata": {},
277 "outputs": [
278 {
279 "data": {
280 "text/plain": [
281 "dateRep datetime64[ns]\n",
282 "day int64\n",
283 "month int64\n",
284 "year int64\n",
285 "cases int64\n",
286 "deaths int64\n",
287 "countriesAndTerritories object\n",
288 "geoId object\n",
289 "countryterritoryCode object\n",
290 "popData2019 float64\n",
291 "continentExp object\n",
292 "Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 float64\n",
293 "dtype: object"
294 ]
295 },
296 "execution_count": 569,
297 "metadata": {},
298 "output_type": "execute_result"
299 }
300 ],
301 "source": [
302 "raw_data.dtypes"
303 ]
304 },
305 {
306 "cell_type": "code",
307 "execution_count": 570,
308 "metadata": {},
309 "outputs": [],
310 "source": [
311 "raw_data = raw_data.astype({'dateRep': np.datetime64, \n",
312 " 'day': np.int64, \n",
313 " 'month': np.int64, \n",
314 " 'year': np.int64, \n",
315 " 'cases': np.int64, \n",
316 " 'deaths': np.int64, \n",
317 " 'countriesAndTerritories': str, \n",
318 " 'geoId': str, \n",
319 " 'countryterritoryCode': str, \n",
320 " 'popData2019': np.int64, \n",
321 " 'continentExp': str })"
322 ]
323 },
324 {
325 "cell_type": "code",
326 "execution_count": 571,
327 "metadata": {},
328 "outputs": [
329 {
330 "data": {
331 "text/plain": [
332 "dateRep datetime64[ns]\n",
333 "day int64\n",
334 "month int64\n",
335 "year int64\n",
336 "cases int64\n",
337 "deaths int64\n",
338 "countriesAndTerritories object\n",
339 "geoId object\n",
340 "countryterritoryCode object\n",
341 "popData2019 int64\n",
342 "continentExp object\n",
343 "Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 float64\n",
344 "dtype: object"
345 ]
346 },
347 "execution_count": 571,
348 "metadata": {},
349 "output_type": "execute_result"
350 }
351 ],
352 "source": [
353 "raw_data.dtypes"
354 ]
355 },
356 {
357 "cell_type": "code",
358 "execution_count": 572,
359 "metadata": {},
360 "outputs": [
361 {
362 "data": {
363 "text/html": [
364 "<div>\n",
365 "<style scoped>\n",
366 " .dataframe tbody tr th:only-of-type {\n",
367 " vertical-align: middle;\n",
368 " }\n",
369 "\n",
370 " .dataframe tbody tr th {\n",
371 " vertical-align: top;\n",
372 " }\n",
373 "\n",
374 " .dataframe thead th {\n",
375 " text-align: right;\n",
376 " }\n",
377 "</style>\n",
378 "<table border=\"1\" class=\"dataframe\">\n",
379 " <thead>\n",
380 " <tr style=\"text-align: right;\">\n",
381 " <th></th>\n",
382 " <th>dateRep</th>\n",
383 " <th>day</th>\n",
384 " <th>month</th>\n",
385 " <th>year</th>\n",
386 " <th>cases</th>\n",
387 " <th>deaths</th>\n",
388 " <th>countriesAndTerritories</th>\n",
389 " <th>geoId</th>\n",
390 " <th>countryterritoryCode</th>\n",
391 " <th>popData2019</th>\n",
392 " <th>continentExp</th>\n",
393 " <th>Cumulative_number_for_14_days_of_COVID-19_cases_per_100000</th>\n",
394 " </tr>\n",
395 " </thead>\n",
396 " <tbody>\n",
397 " <tr>\n",
398 " <td>35214</td>\n",
399 " <td>2020-08-19</td>\n",
400 " <td>19</td>\n",
401 " <td>8</td>\n",
402 " <td>2020</td>\n",
403 " <td>1089</td>\n",
404 " <td>12</td>\n",
405 " <td>United_Kingdom</td>\n",
406 " <td>UK</td>\n",
407 " <td>GBR</td>\n",
408 " <td>66647112</td>\n",
409 " <td>Europe</td>\n",
410 " <td>20.995658</td>\n",
411 " </tr>\n",
412 " <tr>\n",
413 " <td>35215</td>\n",
414 " <td>2020-08-18</td>\n",
415 " <td>18</td>\n",
416 " <td>8</td>\n",
417 " <td>2020</td>\n",
418 " <td>713</td>\n",
419 " <td>3</td>\n",
420 " <td>United_Kingdom</td>\n",
421 " <td>UK</td>\n",
422 " <td>GBR</td>\n",
423 " <td>66647112</td>\n",
424 " <td>Europe</td>\n",
425 " <td>20.366974</td>\n",
426 " </tr>\n",
427 " <tr>\n",
428 " <td>35216</td>\n",
429 " <td>2020-08-17</td>\n",
430 " <td>17</td>\n",
431 " <td>8</td>\n",
432 " <td>2020</td>\n",
433 " <td>1040</td>\n",
434 " <td>5</td>\n",
435 " <td>United_Kingdom</td>\n",
436 " <td>UK</td>\n",
437 " <td>GBR</td>\n",
438 " <td>66647112</td>\n",
439 " <td>Europe</td>\n",
440 " <td>20.689569</td>\n",
441 " </tr>\n",
442 " <tr>\n",
443 " <td>35217</td>\n",
444 " <td>2020-08-16</td>\n",
445 " <td>16</td>\n",
446 " <td>8</td>\n",
447 " <td>2020</td>\n",
448 " <td>1077</td>\n",
449 " <td>3</td>\n",
450 " <td>United_Kingdom</td>\n",
451 " <td>UK</td>\n",
452 " <td>GBR</td>\n",
453 " <td>66647112</td>\n",
454 " <td>Europe</td>\n",
455 " <td>20.243938</td>\n",
456 " </tr>\n",
457 " <tr>\n",
458 " <td>35218</td>\n",
459 " <td>2020-08-15</td>\n",
460 " <td>15</td>\n",
461 " <td>8</td>\n",
462 " <td>2020</td>\n",
463 " <td>1440</td>\n",
464 " <td>11</td>\n",
465 " <td>United_Kingdom</td>\n",
466 " <td>UK</td>\n",
467 " <td>GBR</td>\n",
468 " <td>66647112</td>\n",
469 " <td>Europe</td>\n",
470 " <td>19.784803</td>\n",
471 " </tr>\n",
472 " <tr>\n",
473 " <td>35219</td>\n",
474 " <td>2020-08-14</td>\n",
475 " <td>14</td>\n",
476 " <td>8</td>\n",
477 " <td>2020</td>\n",
478 " <td>1129</td>\n",
479 " <td>18</td>\n",
480 " <td>United_Kingdom</td>\n",
481 " <td>UK</td>\n",
482 " <td>GBR</td>\n",
483 " <td>66647112</td>\n",
484 " <td>Europe</td>\n",
485 " <td>18.944557</td>\n",
486 " </tr>\n",
487 " <tr>\n",
488 " <td>35220</td>\n",
489 " <td>2020-08-13</td>\n",
490 " <td>13</td>\n",
491 " <td>8</td>\n",
492 " <td>2020</td>\n",
493 " <td>1009</td>\n",
494 " <td>20</td>\n",
495 " <td>United_Kingdom</td>\n",
496 " <td>UK</td>\n",
497 " <td>GBR</td>\n",
498 " <td>66647112</td>\n",
499 " <td>Europe</td>\n",
500 " <td>18.519932</td>\n",
501 " </tr>\n",
502 " <tr>\n",
503 " <td>35221</td>\n",
504 " <td>2020-08-12</td>\n",
505 " <td>12</td>\n",
506 " <td>8</td>\n",
507 " <td>2020</td>\n",
508 " <td>1148</td>\n",
509 " <td>13</td>\n",
510 " <td>United_Kingdom</td>\n",
511 " <td>UK</td>\n",
512 " <td>GBR</td>\n",
513 " <td>66647112</td>\n",
514 " <td>Europe</td>\n",
515 " <td>18.150824</td>\n",
516 " </tr>\n",
517 " <tr>\n",
518 " <td>35222</td>\n",
519 " <td>2020-08-11</td>\n",
520 " <td>11</td>\n",
521 " <td>8</td>\n",
522 " <td>2020</td>\n",
523 " <td>816</td>\n",
524 " <td>18</td>\n",
525 " <td>United_Kingdom</td>\n",
526 " <td>UK</td>\n",
527 " <td>GBR</td>\n",
528 " <td>66647112</td>\n",
529 " <td>Europe</td>\n",
530 " <td>16.533350</td>\n",
531 " </tr>\n",
532 " <tr>\n",
533 " <td>35223</td>\n",
534 " <td>2020-08-10</td>\n",
535 " <td>10</td>\n",
536 " <td>8</td>\n",
537 " <td>2020</td>\n",
538 " <td>1062</td>\n",
539 " <td>5</td>\n",
540 " <td>United_Kingdom</td>\n",
541 " <td>UK</td>\n",
542 " <td>GBR</td>\n",
543 " <td>66647112</td>\n",
544 " <td>Europe</td>\n",
545 " <td>15.865654</td>\n",
546 " </tr>\n",
547 " <tr>\n",
548 " <td>35224</td>\n",
549 " <td>2020-08-09</td>\n",
550 " <td>9</td>\n",
551 " <td>8</td>\n",
552 " <td>2020</td>\n",
553 " <td>758</td>\n",
554 " <td>3</td>\n",
555 " <td>United_Kingdom</td>\n",
556 " <td>UK</td>\n",
557 " <td>GBR</td>\n",
558 " <td>66647112</td>\n",
559 " <td>Europe</td>\n",
560 " <td>14.903872</td>\n",
561 " </tr>\n",
562 " <tr>\n",
563 " <td>35225</td>\n",
564 " <td>2020-08-08</td>\n",
565 " <td>8</td>\n",
566 " <td>8</td>\n",
567 " <td>2020</td>\n",
568 " <td>871</td>\n",
569 " <td>12</td>\n",
570 " <td>United_Kingdom</td>\n",
571 " <td>UK</td>\n",
572 " <td>GBR</td>\n",
573 " <td>66647112</td>\n",
574 " <td>Europe</td>\n",
575 " <td>14.767332</td>\n",
576 " </tr>\n",
577 " <tr>\n",
578 " <td>35226</td>\n",
579 " <td>2020-08-07</td>\n",
580 " <td>7</td>\n",
581 " <td>8</td>\n",
582 " <td>2020</td>\n",
583 " <td>950</td>\n",
584 " <td>18</td>\n",
585 " <td>United_Kingdom</td>\n",
586 " <td>UK</td>\n",
587 " <td>GBR</td>\n",
588 " <td>66647112</td>\n",
589 " <td>Europe</td>\n",
590 " <td>14.557270</td>\n",
591 " </tr>\n",
592 " <tr>\n",
593 " <td>35227</td>\n",
594 " <td>2020-08-06</td>\n",
595 " <td>6</td>\n",
596 " <td>8</td>\n",
597 " <td>2020</td>\n",
598 " <td>891</td>\n",
599 " <td>14</td>\n",
600 " <td>United_Kingdom</td>\n",
601 " <td>UK</td>\n",
602 " <td>GBR</td>\n",
603 " <td>66647112</td>\n",
604 " <td>Europe</td>\n",
605 " <td>14.291692</td>\n",
606 " </tr>\n",
607 " <tr>\n",
608 " <td>35228</td>\n",
609 " <td>2020-08-05</td>\n",
610 " <td>5</td>\n",
611 " <td>8</td>\n",
612 " <td>2020</td>\n",
613 " <td>670</td>\n",
614 " <td>18</td>\n",
615 " <td>United_Kingdom</td>\n",
616 " <td>UK</td>\n",
617 " <td>GBR</td>\n",
618 " <td>66647112</td>\n",
619 " <td>Europe</td>\n",
620 " <td>14.081630</td>\n",
621 " </tr>\n",
622 " <tr>\n",
623 " <td>35229</td>\n",
624 " <td>2020-08-04</td>\n",
625 " <td>4</td>\n",
626 " <td>8</td>\n",
627 " <td>2020</td>\n",
628 " <td>928</td>\n",
629 " <td>1</td>\n",
630 " <td>United_Kingdom</td>\n",
631 " <td>UK</td>\n",
632 " <td>GBR</td>\n",
633 " <td>66647112</td>\n",
634 " <td>Europe</td>\n",
635 " <td>14.266185</td>\n",
636 " </tr>\n",
637 " <tr>\n",
638 " <td>35230</td>\n",
639 " <td>2020-08-03</td>\n",
640 " <td>3</td>\n",
641 " <td>8</td>\n",
642 " <td>2020</td>\n",
643 " <td>743</td>\n",
644 " <td>5</td>\n",
645 " <td>United_Kingdom</td>\n",
646 " <td>UK</td>\n",
647 " <td>GBR</td>\n",
648 " <td>66647112</td>\n",
649 " <td>Europe</td>\n",
650 " <td>13.493458</td>\n",
651 " </tr>\n",
652 " <tr>\n",
653 " <td>35231</td>\n",
654 " <td>2020-08-02</td>\n",
655 " <td>2</td>\n",
656 " <td>8</td>\n",
657 " <td>2020</td>\n",
658 " <td>771</td>\n",
659 " <td>13</td>\n",
660 " <td>United_Kingdom</td>\n",
661 " <td>UK</td>\n",
662 " <td>GBR</td>\n",
663 " <td>66647112</td>\n",
664 " <td>Europe</td>\n",
665 " <td>13.118348</td>\n",
666 " </tr>\n",
667 " <tr>\n",
668 " <td>35232</td>\n",
669 " <td>2020-08-01</td>\n",
670 " <td>1</td>\n",
671 " <td>8</td>\n",
672 " <td>2020</td>\n",
673 " <td>880</td>\n",
674 " <td>20</td>\n",
675 " <td>United_Kingdom</td>\n",
676 " <td>UK</td>\n",
677 " <td>GBR</td>\n",
678 " <td>66647112</td>\n",
679 " <td>Europe</td>\n",
680 " <td>12.815259</td>\n",
681 " </tr>\n",
682 " <tr>\n",
683 " <td>35233</td>\n",
684 " <td>2020-07-31</td>\n",
685 " <td>31</td>\n",
686 " <td>7</td>\n",
687 " <td>2020</td>\n",
688 " <td>846</td>\n",
689 " <td>0</td>\n",
690 " <td>United_Kingdom</td>\n",
691 " <td>UK</td>\n",
692 " <td>GBR</td>\n",
693 " <td>66647112</td>\n",
694 " <td>Europe</td>\n",
695 " <td>12.551182</td>\n",
696 " </tr>\n",
697 " <tr>\n",
698 " <td>35234</td>\n",
699 " <td>2020-07-30</td>\n",
700 " <td>30</td>\n",
701 " <td>7</td>\n",
702 " <td>2020</td>\n",
703 " <td>763</td>\n",
704 " <td>34</td>\n",
705 " <td>United_Kingdom</td>\n",
706 " <td>UK</td>\n",
707 " <td>GBR</td>\n",
708 " <td>66647112</td>\n",
709 " <td>Europe</td>\n",
710 " <td>12.440149</td>\n",
711 " </tr>\n",
712 " <tr>\n",
713 " <td>35235</td>\n",
714 " <td>2020-07-29</td>\n",
715 " <td>29</td>\n",
716 " <td>7</td>\n",
717 " <td>2020</td>\n",
718 " <td>70</td>\n",
719 " <td>21</td>\n",
720 " <td>United_Kingdom</td>\n",
721 " <td>UK</td>\n",
722 " <td>GBR</td>\n",
723 " <td>66647112</td>\n",
724 " <td>Europe</td>\n",
725 " <td>12.323115</td>\n",
726 " </tr>\n",
727 " <tr>\n",
728 " <td>35236</td>\n",
729 " <td>2020-07-28</td>\n",
730 " <td>28</td>\n",
731 " <td>7</td>\n",
732 " <td>2020</td>\n",
733 " <td>371</td>\n",
734 " <td>3</td>\n",
735 " <td>United_Kingdom</td>\n",
736 " <td>UK</td>\n",
737 " <td>GBR</td>\n",
738 " <td>66647112</td>\n",
739 " <td>Europe</td>\n",
740 " <td>13.307403</td>\n",
741 " </tr>\n",
742 " <tr>\n",
743 " <td>35237</td>\n",
744 " <td>2020-07-27</td>\n",
745 " <td>27</td>\n",
746 " <td>7</td>\n",
747 " <td>2020</td>\n",
748 " <td>421</td>\n",
749 " <td>8</td>\n",
750 " <td>United_Kingdom</td>\n",
751 " <td>UK</td>\n",
752 " <td>GBR</td>\n",
753 " <td>66647112</td>\n",
754 " <td>Europe</td>\n",
755 " <td>13.292399</td>\n",
756 " </tr>\n",
757 " <tr>\n",
758 " <td>35238</td>\n",
759 " <td>2020-07-26</td>\n",
760 " <td>26</td>\n",
761 " <td>7</td>\n",
762 " <td>2020</td>\n",
763 " <td>667</td>\n",
764 " <td>15</td>\n",
765 " <td>United_Kingdom</td>\n",
766 " <td>UK</td>\n",
767 " <td>GBR</td>\n",
768 " <td>66647112</td>\n",
769 " <td>Europe</td>\n",
770 " <td>13.323908</td>\n",
771 " </tr>\n",
772 " <tr>\n",
773 " <td>35239</td>\n",
774 " <td>2020-07-25</td>\n",
775 " <td>25</td>\n",
776 " <td>7</td>\n",
777 " <td>2020</td>\n",
778 " <td>731</td>\n",
779 " <td>32</td>\n",
780 " <td>United_Kingdom</td>\n",
781 " <td>UK</td>\n",
782 " <td>GBR</td>\n",
783 " <td>66647112</td>\n",
784 " <td>Europe</td>\n",
785 " <td>13.170863</td>\n",
786 " </tr>\n",
787 " <tr>\n",
788 " <td>35240</td>\n",
789 " <td>2020-07-24</td>\n",
790 " <td>24</td>\n",
791 " <td>7</td>\n",
792 " <td>2020</td>\n",
793 " <td>773</td>\n",
794 " <td>9</td>\n",
795 " <td>United_Kingdom</td>\n",
796 " <td>UK</td>\n",
797 " <td>GBR</td>\n",
798 " <td>66647112</td>\n",
799 " <td>Europe</td>\n",
800 " <td>13.146856</td>\n",
801 " </tr>\n",
802 " <tr>\n",
803 " <td>35241</td>\n",
804 " <td>2020-07-23</td>\n",
805 " <td>23</td>\n",
806 " <td>7</td>\n",
807 " <td>2020</td>\n",
808 " <td>751</td>\n",
809 " <td>17</td>\n",
810 " <td>United_Kingdom</td>\n",
811 " <td>UK</td>\n",
812 " <td>GBR</td>\n",
813 " <td>66647112</td>\n",
814 " <td>Europe</td>\n",
815 " <td>13.026821</td>\n",
816 " </tr>\n",
817 " <tr>\n",
818 " <td>35242</td>\n",
819 " <td>2020-07-22</td>\n",
820 " <td>22</td>\n",
821 " <td>7</td>\n",
822 " <td>2020</td>\n",
823 " <td>793</td>\n",
824 " <td>25</td>\n",
825 " <td>United_Kingdom</td>\n",
826 " <td>UK</td>\n",
827 " <td>GBR</td>\n",
828 " <td>66647112</td>\n",
829 " <td>Europe</td>\n",
830 " <td>12.795753</td>\n",
831 " </tr>\n",
832 " <tr>\n",
833 " <td>35243</td>\n",
834 " <td>2020-07-21</td>\n",
835 " <td>21</td>\n",
836 " <td>7</td>\n",
837 " <td>2020</td>\n",
838 " <td>413</td>\n",
839 " <td>10</td>\n",
840 " <td>United_Kingdom</td>\n",
841 " <td>UK</td>\n",
842 " <td>GBR</td>\n",
843 " <td>66647112</td>\n",
844 " <td>Europe</td>\n",
845 " <td>12.662214</td>\n",
846 " </tr>\n",
847 " <tr>\n",
848 " <td>35244</td>\n",
849 " <td>2020-07-20</td>\n",
850 " <td>20</td>\n",
851 " <td>7</td>\n",
852 " <td>2020</td>\n",
853 " <td>493</td>\n",
854 " <td>11</td>\n",
855 " <td>United_Kingdom</td>\n",
856 " <td>UK</td>\n",
857 " <td>GBR</td>\n",
858 " <td>66647112</td>\n",
859 " <td>Europe</td>\n",
860 " <td>12.875277</td>\n",
861 " </tr>\n",
862 " <tr>\n",
863 " <td>35245</td>\n",
864 " <td>2020-07-19</td>\n",
865 " <td>19</td>\n",
866 " <td>7</td>\n",
867 " <td>2020</td>\n",
868 " <td>569</td>\n",
869 " <td>9</td>\n",
870 " <td>United_Kingdom</td>\n",
871 " <td>UK</td>\n",
872 " <td>GBR</td>\n",
873 " <td>66647112</td>\n",
874 " <td>Europe</td>\n",
875 " <td>12.737236</td>\n",
876 " </tr>\n",
877 " <tr>\n",
878 " <td>35246</td>\n",
879 " <td>2020-07-18</td>\n",
880 " <td>18</td>\n",
881 " <td>7</td>\n",
882 " <td>2020</td>\n",
883 " <td>704</td>\n",
884 " <td>26</td>\n",
885 " <td>United_Kingdom</td>\n",
886 " <td>UK</td>\n",
887 " <td>GBR</td>\n",
888 " <td>66647112</td>\n",
889 " <td>Europe</td>\n",
890 " <td>12.752240</td>\n",
891 " </tr>\n",
892 " <tr>\n",
893 " <td>35247</td>\n",
894 " <td>2020-07-17</td>\n",
895 " <td>17</td>\n",
896 " <td>7</td>\n",
897 " <td>2020</td>\n",
898 " <td>772</td>\n",
899 " <td>24</td>\n",
900 " <td>United_Kingdom</td>\n",
901 " <td>UK</td>\n",
902 " <td>GBR</td>\n",
903 " <td>66647112</td>\n",
904 " <td>Europe</td>\n",
905 " <td>12.599196</td>\n",
906 " </tr>\n",
907 " <tr>\n",
908 " <td>35248</td>\n",
909 " <td>2020-07-16</td>\n",
910 " <td>16</td>\n",
911 " <td>7</td>\n",
912 " <td>2020</td>\n",
913 " <td>685</td>\n",
914 " <td>26</td>\n",
915 " <td>United_Kingdom</td>\n",
916 " <td>UK</td>\n",
917 " <td>GBR</td>\n",
918 " <td>66647112</td>\n",
919 " <td>Europe</td>\n",
920 " <td>12.417642</td>\n",
921 " </tr>\n",
922 " <tr>\n",
923 " <td>35249</td>\n",
924 " <td>2020-07-15</td>\n",
925 " <td>15</td>\n",
926 " <td>7</td>\n",
927 " <td>2020</td>\n",
928 " <td>726</td>\n",
929 " <td>44</td>\n",
930 " <td>United_Kingdom</td>\n",
931 " <td>UK</td>\n",
932 " <td>GBR</td>\n",
933 " <td>66647112</td>\n",
934 " <td>Europe</td>\n",
935 " <td>12.315612</td>\n",
936 " </tr>\n",
937 " <tr>\n",
938 " <td>35250</td>\n",
939 " <td>2020-07-14</td>\n",
940 " <td>14</td>\n",
941 " <td>7</td>\n",
942 " <td>2020</td>\n",
943 " <td>361</td>\n",
944 " <td>10</td>\n",
945 " <td>United_Kingdom</td>\n",
946 " <td>UK</td>\n",
947 " <td>GBR</td>\n",
948 " <td>66647112</td>\n",
949 " <td>Europe</td>\n",
950 " <td>12.321614</td>\n",
951 " </tr>\n",
952 " <tr>\n",
953 " <td>35251</td>\n",
954 " <td>2020-07-13</td>\n",
955 " <td>13</td>\n",
956 " <td>7</td>\n",
957 " <td>2020</td>\n",
958 " <td>442</td>\n",
959 " <td>9</td>\n",
960 " <td>United_Kingdom</td>\n",
961 " <td>UK</td>\n",
962 " <td>GBR</td>\n",
963 " <td>66647112</td>\n",
964 " <td>Europe</td>\n",
965 " <td>12.449152</td>\n",
966 " </tr>\n",
967 " <tr>\n",
968 " <td>35252</td>\n",
969 " <td>2020-07-12</td>\n",
970 " <td>12</td>\n",
971 " <td>7</td>\n",
972 " <td>2020</td>\n",
973 " <td>565</td>\n",
974 " <td>17</td>\n",
975 " <td>United_Kingdom</td>\n",
976 " <td>UK</td>\n",
977 " <td>GBR</td>\n",
978 " <td>66647112</td>\n",
979 " <td>Europe</td>\n",
980 " <td>12.759743</td>\n",
981 " </tr>\n",
982 " <tr>\n",
983 " <td>35253</td>\n",
984 " <td>2020-07-11</td>\n",
985 " <td>11</td>\n",
986 " <td>7</td>\n",
987 " <td>2020</td>\n",
988 " <td>715</td>\n",
989 " <td>34</td>\n",
990 " <td>United_Kingdom</td>\n",
991 " <td>UK</td>\n",
992 " <td>GBR</td>\n",
993 " <td>66647112</td>\n",
994 " <td>Europe</td>\n",
995 " <td>12.918789</td>\n",
996 " </tr>\n",
997 " <tr>\n",
998 " <td>35254</td>\n",
999 " <td>2020-07-10</td>\n",
1000 " <td>10</td>\n",
1001 " <td>7</td>\n",
1002 " <td>2020</td>\n",
1003 " <td>693</td>\n",
1004 " <td>31</td>\n",
1005 " <td>United_Kingdom</td>\n",
1006 " <td>UK</td>\n",
1007 " <td>GBR</td>\n",
1008 " <td>66647112</td>\n",
1009 " <td>Europe</td>\n",
1010 " <td>12.927792</td>\n",
1011 " </tr>\n",
1012 " </tbody>\n",
1013 "</table>\n",
1014 "</div>"
1015 ],
1016 "text/plain": [
1017 " dateRep day month year cases deaths countriesAndTerritories \\\n",
1018 "35214 2020-08-19 19 8 2020 1089 12 United_Kingdom \n",
1019 "35215 2020-08-18 18 8 2020 713 3 United_Kingdom \n",
1020 "35216 2020-08-17 17 8 2020 1040 5 United_Kingdom \n",
1021 "35217 2020-08-16 16 8 2020 1077 3 United_Kingdom \n",
1022 "35218 2020-08-15 15 8 2020 1440 11 United_Kingdom \n",
1023 "35219 2020-08-14 14 8 2020 1129 18 United_Kingdom \n",
1024 "35220 2020-08-13 13 8 2020 1009 20 United_Kingdom \n",
1025 "35221 2020-08-12 12 8 2020 1148 13 United_Kingdom \n",
1026 "35222 2020-08-11 11 8 2020 816 18 United_Kingdom \n",
1027 "35223 2020-08-10 10 8 2020 1062 5 United_Kingdom \n",
1028 "35224 2020-08-09 9 8 2020 758 3 United_Kingdom \n",
1029 "35225 2020-08-08 8 8 2020 871 12 United_Kingdom \n",
1030 "35226 2020-08-07 7 8 2020 950 18 United_Kingdom \n",
1031 "35227 2020-08-06 6 8 2020 891 14 United_Kingdom \n",
1032 "35228 2020-08-05 5 8 2020 670 18 United_Kingdom \n",
1033 "35229 2020-08-04 4 8 2020 928 1 United_Kingdom \n",
1034 "35230 2020-08-03 3 8 2020 743 5 United_Kingdom \n",
1035 "35231 2020-08-02 2 8 2020 771 13 United_Kingdom \n",
1036 "35232 2020-08-01 1 8 2020 880 20 United_Kingdom \n",
1037 "35233 2020-07-31 31 7 2020 846 0 United_Kingdom \n",
1038 "35234 2020-07-30 30 7 2020 763 34 United_Kingdom \n",
1039 "35235 2020-07-29 29 7 2020 70 21 United_Kingdom \n",
1040 "35236 2020-07-28 28 7 2020 371 3 United_Kingdom \n",
1041 "35237 2020-07-27 27 7 2020 421 8 United_Kingdom \n",
1042 "35238 2020-07-26 26 7 2020 667 15 United_Kingdom \n",
1043 "35239 2020-07-25 25 7 2020 731 32 United_Kingdom \n",
1044 "35240 2020-07-24 24 7 2020 773 9 United_Kingdom \n",
1045 "35241 2020-07-23 23 7 2020 751 17 United_Kingdom \n",
1046 "35242 2020-07-22 22 7 2020 793 25 United_Kingdom \n",
1047 "35243 2020-07-21 21 7 2020 413 10 United_Kingdom \n",
1048 "35244 2020-07-20 20 7 2020 493 11 United_Kingdom \n",
1049 "35245 2020-07-19 19 7 2020 569 9 United_Kingdom \n",
1050 "35246 2020-07-18 18 7 2020 704 26 United_Kingdom \n",
1051 "35247 2020-07-17 17 7 2020 772 24 United_Kingdom \n",
1052 "35248 2020-07-16 16 7 2020 685 26 United_Kingdom \n",
1053 "35249 2020-07-15 15 7 2020 726 44 United_Kingdom \n",
1054 "35250 2020-07-14 14 7 2020 361 10 United_Kingdom \n",
1055 "35251 2020-07-13 13 7 2020 442 9 United_Kingdom \n",
1056 "35252 2020-07-12 12 7 2020 565 17 United_Kingdom \n",
1057 "35253 2020-07-11 11 7 2020 715 34 United_Kingdom \n",
1058 "35254 2020-07-10 10 7 2020 693 31 United_Kingdom \n",
1059 "\n",
1060 " geoId countryterritoryCode popData2019 continentExp \\\n",
1061 "35214 UK GBR 66647112 Europe \n",
1062 "35215 UK GBR 66647112 Europe \n",
1063 "35216 UK GBR 66647112 Europe \n",
1064 "35217 UK GBR 66647112 Europe \n",
1065 "35218 UK GBR 66647112 Europe \n",
1066 "35219 UK GBR 66647112 Europe \n",
1067 "35220 UK GBR 66647112 Europe \n",
1068 "35221 UK GBR 66647112 Europe \n",
1069 "35222 UK GBR 66647112 Europe \n",
1070 "35223 UK GBR 66647112 Europe \n",
1071 "35224 UK GBR 66647112 Europe \n",
1072 "35225 UK GBR 66647112 Europe \n",
1073 "35226 UK GBR 66647112 Europe \n",
1074 "35227 UK GBR 66647112 Europe \n",
1075 "35228 UK GBR 66647112 Europe \n",
1076 "35229 UK GBR 66647112 Europe \n",
1077 "35230 UK GBR 66647112 Europe \n",
1078 "35231 UK GBR 66647112 Europe \n",
1079 "35232 UK GBR 66647112 Europe \n",
1080 "35233 UK GBR 66647112 Europe \n",
1081 "35234 UK GBR 66647112 Europe \n",
1082 "35235 UK GBR 66647112 Europe \n",
1083 "35236 UK GBR 66647112 Europe \n",
1084 "35237 UK GBR 66647112 Europe \n",
1085 "35238 UK GBR 66647112 Europe \n",
1086 "35239 UK GBR 66647112 Europe \n",
1087 "35240 UK GBR 66647112 Europe \n",
1088 "35241 UK GBR 66647112 Europe \n",
1089 "35242 UK GBR 66647112 Europe \n",
1090 "35243 UK GBR 66647112 Europe \n",
1091 "35244 UK GBR 66647112 Europe \n",
1092 "35245 UK GBR 66647112 Europe \n",
1093 "35246 UK GBR 66647112 Europe \n",
1094 "35247 UK GBR 66647112 Europe \n",
1095 "35248 UK GBR 66647112 Europe \n",
1096 "35249 UK GBR 66647112 Europe \n",
1097 "35250 UK GBR 66647112 Europe \n",
1098 "35251 UK GBR 66647112 Europe \n",
1099 "35252 UK GBR 66647112 Europe \n",
1100 "35253 UK GBR 66647112 Europe \n",
1101 "35254 UK GBR 66647112 Europe \n",
1102 "\n",
1103 " Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 \n",
1104 "35214 20.995658 \n",
1105 "35215 20.366974 \n",
1106 "35216 20.689569 \n",
1107 "35217 20.243938 \n",
1108 "35218 19.784803 \n",
1109 "35219 18.944557 \n",
1110 "35220 18.519932 \n",
1111 "35221 18.150824 \n",
1112 "35222 16.533350 \n",
1113 "35223 15.865654 \n",
1114 "35224 14.903872 \n",
1115 "35225 14.767332 \n",
1116 "35226 14.557270 \n",
1117 "35227 14.291692 \n",
1118 "35228 14.081630 \n",
1119 "35229 14.266185 \n",
1120 "35230 13.493458 \n",
1121 "35231 13.118348 \n",
1122 "35232 12.815259 \n",
1123 "35233 12.551182 \n",
1124 "35234 12.440149 \n",
1125 "35235 12.323115 \n",
1126 "35236 13.307403 \n",
1127 "35237 13.292399 \n",
1128 "35238 13.323908 \n",
1129 "35239 13.170863 \n",
1130 "35240 13.146856 \n",
1131 "35241 13.026821 \n",
1132 "35242 12.795753 \n",
1133 "35243 12.662214 \n",
1134 "35244 12.875277 \n",
1135 "35245 12.737236 \n",
1136 "35246 12.752240 \n",
1137 "35247 12.599196 \n",
1138 "35248 12.417642 \n",
1139 "35249 12.315612 \n",
1140 "35250 12.321614 \n",
1141 "35251 12.449152 \n",
1142 "35252 12.759743 \n",
1143 "35253 12.918789 \n",
1144 "35254 12.927792 "
1145 ]
1146 },
1147 "execution_count": 572,
1148 "metadata": {},
1149 "output_type": "execute_result"
1150 }
1151 ],
1152 "source": [
1153 "raw_data[((raw_data.geoId == 'UK') & (raw_data.dateRep >= '2020-07-10'))]"
1154 ]
1155 },
1156 {
1157 "cell_type": "code",
1158 "execution_count": 573,
1159 "metadata": {},
1160 "outputs": [],
1161 "source": [
1162 "# raw_data = raw_data[~ ((raw_data.geoId == 'ES') & (raw_data.dateRep >= '2020-05-22'))]"
1163 ]
1164 },
1165 {
1166 "cell_type": "code",
1167 "execution_count": 574,
1168 "metadata": {},
1169 "outputs": [
1170 {
1171 "data": {
1172 "text/html": [
1173 "<div>\n",
1174 "<style scoped>\n",
1175 " .dataframe tbody tr th:only-of-type {\n",
1176 " vertical-align: middle;\n",
1177 " }\n",
1178 "\n",
1179 " .dataframe tbody tr th {\n",
1180 " vertical-align: top;\n",
1181 " }\n",
1182 "\n",
1183 " .dataframe thead th {\n",
1184 " text-align: right;\n",
1185 " }\n",
1186 "</style>\n",
1187 "<table border=\"1\" class=\"dataframe\">\n",
1188 " <thead>\n",
1189 " <tr style=\"text-align: right;\">\n",
1190 " <th></th>\n",
1191 " <th></th>\n",
1192 " <th>day</th>\n",
1193 " <th>month</th>\n",
1194 " <th>year</th>\n",
1195 " <th>cases</th>\n",
1196 " <th>deaths</th>\n",
1197 " <th>countriesAndTerritories</th>\n",
1198 " <th>countryterritoryCode</th>\n",
1199 " <th>popData2019</th>\n",
1200 " <th>continentExp</th>\n",
1201 " <th>Cumulative_number_for_14_days_of_COVID-19_cases_per_100000</th>\n",
1202 " </tr>\n",
1203 " <tr>\n",
1204 " <th>geoId</th>\n",
1205 " <th>dateRep</th>\n",
1206 " <th></th>\n",
1207 " <th></th>\n",
1208 " <th></th>\n",
1209 " <th></th>\n",
1210 " <th></th>\n",
1211 " <th></th>\n",
1212 " <th></th>\n",
1213 " <th></th>\n",
1214 " <th></th>\n",
1215 " <th></th>\n",
1216 " </tr>\n",
1217 " </thead>\n",
1218 " <tbody>\n",
1219 " <tr>\n",
1220 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
1221 " <td>2020-03-03</td>\n",
1222 " <td>3</td>\n",
1223 " <td>3</td>\n",
1224 " <td>2020</td>\n",
1225 " <td>1</td>\n",
1226 " <td>0</td>\n",
1227 " <td>Andorra</td>\n",
1228 " <td>AND</td>\n",
1229 " <td>76177</td>\n",
1230 " <td>Europe</td>\n",
1231 " <td>0.000000</td>\n",
1232 " </tr>\n",
1233 " <tr>\n",
1234 " <td>2020-03-14</td>\n",
1235 " <td>14</td>\n",
1236 " <td>3</td>\n",
1237 " <td>2020</td>\n",
1238 " <td>1</td>\n",
1239 " <td>0</td>\n",
1240 " <td>Andorra</td>\n",
1241 " <td>AND</td>\n",
1242 " <td>76177</td>\n",
1243 " <td>Europe</td>\n",
1244 " <td>0.000000</td>\n",
1245 " </tr>\n",
1246 " <tr>\n",
1247 " <td>2020-03-16</td>\n",
1248 " <td>16</td>\n",
1249 " <td>3</td>\n",
1250 " <td>2020</td>\n",
1251 " <td>3</td>\n",
1252 " <td>0</td>\n",
1253 " <td>Andorra</td>\n",
1254 " <td>AND</td>\n",
1255 " <td>76177</td>\n",
1256 " <td>Europe</td>\n",
1257 " <td>0.000000</td>\n",
1258 " </tr>\n",
1259 " <tr>\n",
1260 " <td>2020-03-17</td>\n",
1261 " <td>17</td>\n",
1262 " <td>3</td>\n",
1263 " <td>2020</td>\n",
1264 " <td>9</td>\n",
1265 " <td>0</td>\n",
1266 " <td>Andorra</td>\n",
1267 " <td>AND</td>\n",
1268 " <td>76177</td>\n",
1269 " <td>Europe</td>\n",
1270 " <td>0.000000</td>\n",
1271 " </tr>\n",
1272 " <tr>\n",
1273 " <td>2020-03-18</td>\n",
1274 " <td>18</td>\n",
1275 " <td>3</td>\n",
1276 " <td>2020</td>\n",
1277 " <td>0</td>\n",
1278 " <td>0</td>\n",
1279 " <td>Andorra</td>\n",
1280 " <td>AND</td>\n",
1281 " <td>76177</td>\n",
1282 " <td>Europe</td>\n",
1283 " <td>0.000000</td>\n",
1284 " </tr>\n",
1285 " <tr>\n",
1286 " <td>...</td>\n",
1287 " <td>...</td>\n",
1288 " <td>...</td>\n",
1289 " <td>...</td>\n",
1290 " <td>...</td>\n",
1291 " <td>...</td>\n",
1292 " <td>...</td>\n",
1293 " <td>...</td>\n",
1294 " <td>...</td>\n",
1295 " <td>...</td>\n",
1296 " <td>...</td>\n",
1297 " <td>...</td>\n",
1298 " </tr>\n",
1299 " <tr>\n",
1300 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
1301 " <td>2020-08-15</td>\n",
1302 " <td>15</td>\n",
1303 " <td>8</td>\n",
1304 " <td>2020</td>\n",
1305 " <td>82</td>\n",
1306 " <td>0</td>\n",
1307 " <td>Zimbabwe</td>\n",
1308 " <td>ZWE</td>\n",
1309 " <td>14645473</td>\n",
1310 " <td>Africa</td>\n",
1311 " <td>12.993776</td>\n",
1312 " </tr>\n",
1313 " <tr>\n",
1314 " <td>2020-08-16</td>\n",
1315 " <td>16</td>\n",
1316 " <td>8</td>\n",
1317 " <td>2020</td>\n",
1318 " <td>104</td>\n",
1319 " <td>2</td>\n",
1320 " <td>Zimbabwe</td>\n",
1321 " <td>ZWE</td>\n",
1322 " <td>14645473</td>\n",
1323 " <td>Africa</td>\n",
1324 " <td>10.358150</td>\n",
1325 " </tr>\n",
1326 " <tr>\n",
1327 " <td>2020-08-17</td>\n",
1328 " <td>17</td>\n",
1329 " <td>8</td>\n",
1330 " <td>2020</td>\n",
1331 " <td>85</td>\n",
1332 " <td>2</td>\n",
1333 " <td>Zimbabwe</td>\n",
1334 " <td>ZWE</td>\n",
1335 " <td>14645473</td>\n",
1336 " <td>Africa</td>\n",
1337 " <td>9.149585</td>\n",
1338 " </tr>\n",
1339 " <tr>\n",
1340 " <td>2020-08-18</td>\n",
1341 " <td>18</td>\n",
1342 " <td>8</td>\n",
1343 " <td>2020</td>\n",
1344 " <td>47</td>\n",
1345 " <td>3</td>\n",
1346 " <td>Zimbabwe</td>\n",
1347 " <td>ZWE</td>\n",
1348 " <td>14645473</td>\n",
1349 " <td>Africa</td>\n",
1350 " <td>8.418984</td>\n",
1351 " </tr>\n",
1352 " <tr>\n",
1353 " <td>2020-08-19</td>\n",
1354 " <td>19</td>\n",
1355 " <td>8</td>\n",
1356 " <td>2020</td>\n",
1357 " <td>70</td>\n",
1358 " <td>6</td>\n",
1359 " <td>Zimbabwe</td>\n",
1360 " <td>ZWE</td>\n",
1361 " <td>14645473</td>\n",
1362 " <td>Africa</td>\n",
1363 " <td>7.900052</td>\n",
1364 " </tr>\n",
1365 " </tbody>\n",
1366 "</table>\n",
1367 "<p>37238 rows × 10 columns</p>\n",
1368 "</div>"
1369 ],
1370 "text/plain": [
1371 " day month year cases deaths countriesAndTerritories \\\n",
1372 "geoId dateRep \n",
1373 "AD 2020-03-03 3 3 2020 1 0 Andorra \n",
1374 " 2020-03-14 14 3 2020 1 0 Andorra \n",
1375 " 2020-03-16 16 3 2020 3 0 Andorra \n",
1376 " 2020-03-17 17 3 2020 9 0 Andorra \n",
1377 " 2020-03-18 18 3 2020 0 0 Andorra \n",
1378 "... ... ... ... ... ... ... \n",
1379 "ZW 2020-08-15 15 8 2020 82 0 Zimbabwe \n",
1380 " 2020-08-16 16 8 2020 104 2 Zimbabwe \n",
1381 " 2020-08-17 17 8 2020 85 2 Zimbabwe \n",
1382 " 2020-08-18 18 8 2020 47 3 Zimbabwe \n",
1383 " 2020-08-19 19 8 2020 70 6 Zimbabwe \n",
1384 "\n",
1385 " countryterritoryCode popData2019 continentExp \\\n",
1386 "geoId dateRep \n",
1387 "AD 2020-03-03 AND 76177 Europe \n",
1388 " 2020-03-14 AND 76177 Europe \n",
1389 " 2020-03-16 AND 76177 Europe \n",
1390 " 2020-03-17 AND 76177 Europe \n",
1391 " 2020-03-18 AND 76177 Europe \n",
1392 "... ... ... ... \n",
1393 "ZW 2020-08-15 ZWE 14645473 Africa \n",
1394 " 2020-08-16 ZWE 14645473 Africa \n",
1395 " 2020-08-17 ZWE 14645473 Africa \n",
1396 " 2020-08-18 ZWE 14645473 Africa \n",
1397 " 2020-08-19 ZWE 14645473 Africa \n",
1398 "\n",
1399 " Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 \n",
1400 "geoId dateRep \n",
1401 "AD 2020-03-03 0.000000 \n",
1402 " 2020-03-14 0.000000 \n",
1403 " 2020-03-16 0.000000 \n",
1404 " 2020-03-17 0.000000 \n",
1405 " 2020-03-18 0.000000 \n",
1406 "... ... \n",
1407 "ZW 2020-08-15 12.993776 \n",
1408 " 2020-08-16 10.358150 \n",
1409 " 2020-08-17 9.149585 \n",
1410 " 2020-08-18 8.418984 \n",
1411 " 2020-08-19 7.900052 \n",
1412 "\n",
1413 "[37238 rows x 10 columns]"
1414 ]
1415 },
1416 "execution_count": 574,
1417 "metadata": {},
1418 "output_type": "execute_result"
1419 }
1420 ],
1421 "source": [
1422 "base_data = raw_data.set_index(['geoId', 'dateRep'])\n",
1423 "base_data.sort_index(inplace=True)\n",
1424 "base_data"
1425 ]
1426 },
1427 {
1428 "cell_type": "code",
1429 "execution_count": 575,
1430 "metadata": {},
1431 "outputs": [
1432 {
1433 "data": {
1434 "text/html": [
1435 "<div>\n",
1436 "<style scoped>\n",
1437 " .dataframe tbody tr th:only-of-type {\n",
1438 " vertical-align: middle;\n",
1439 " }\n",
1440 "\n",
1441 " .dataframe tbody tr th {\n",
1442 " vertical-align: top;\n",
1443 " }\n",
1444 "\n",
1445 " .dataframe thead th {\n",
1446 " text-align: right;\n",
1447 " }\n",
1448 "</style>\n",
1449 "<table border=\"1\" class=\"dataframe\">\n",
1450 " <thead>\n",
1451 " <tr style=\"text-align: right;\">\n",
1452 " <th></th>\n",
1453 " <th>day</th>\n",
1454 " <th>month</th>\n",
1455 " <th>year</th>\n",
1456 " <th>cases</th>\n",
1457 " <th>deaths</th>\n",
1458 " <th>countriesAndTerritories</th>\n",
1459 " <th>countryterritoryCode</th>\n",
1460 " <th>popData2019</th>\n",
1461 " <th>continentExp</th>\n",
1462 " <th>Cumulative_number_for_14_days_of_COVID-19_cases_per_100000</th>\n",
1463 " </tr>\n",
1464 " <tr>\n",
1465 " <th>dateRep</th>\n",
1466 " <th></th>\n",
1467 " <th></th>\n",
1468 " <th></th>\n",
1469 " <th></th>\n",
1470 " <th></th>\n",
1471 " <th></th>\n",
1472 " <th></th>\n",
1473 " <th></th>\n",
1474 " <th></th>\n",
1475 " <th></th>\n",
1476 " </tr>\n",
1477 " </thead>\n",
1478 " <tbody>\n",
1479 " <tr>\n",
1480 " <td>2020-05-10</td>\n",
1481 " <td>10</td>\n",
1482 " <td>5</td>\n",
1483 " <td>2020</td>\n",
1484 " <td>3416</td>\n",
1485 " <td>143</td>\n",
1486 " <td>Spain</td>\n",
1487 " <td>ESP</td>\n",
1488 " <td>46937060</td>\n",
1489 " <td>Europe</td>\n",
1490 " <td>37.213664</td>\n",
1491 " </tr>\n",
1492 " <tr>\n",
1493 " <td>2020-05-11</td>\n",
1494 " <td>11</td>\n",
1495 " <td>5</td>\n",
1496 " <td>2020</td>\n",
1497 " <td>393</td>\n",
1498 " <td>123</td>\n",
1499 " <td>Spain</td>\n",
1500 " <td>ESP</td>\n",
1501 " <td>46937060</td>\n",
1502 " <td>Europe</td>\n",
1503 " <td>34.514305</td>\n",
1504 " </tr>\n",
1505 " <tr>\n",
1506 " <td>2020-05-12</td>\n",
1507 " <td>12</td>\n",
1508 " <td>5</td>\n",
1509 " <td>2020</td>\n",
1510 " <td>482</td>\n",
1511 " <td>176</td>\n",
1512 " <td>Spain</td>\n",
1513 " <td>ESP</td>\n",
1514 " <td>46937060</td>\n",
1515 " <td>Europe</td>\n",
1516 " <td>32.292180</td>\n",
1517 " </tr>\n",
1518 " <tr>\n",
1519 " <td>2020-05-13</td>\n",
1520 " <td>13</td>\n",
1521 " <td>5</td>\n",
1522 " <td>2020</td>\n",
1523 " <td>439</td>\n",
1524 " <td>184</td>\n",
1525 " <td>Spain</td>\n",
1526 " <td>ESP</td>\n",
1527 " <td>46937060</td>\n",
1528 " <td>Europe</td>\n",
1529 " <td>31.422931</td>\n",
1530 " </tr>\n",
1531 " <tr>\n",
1532 " <td>2020-05-14</td>\n",
1533 " <td>14</td>\n",
1534 " <td>5</td>\n",
1535 " <td>2020</td>\n",
1536 " <td>849</td>\n",
1537 " <td>217</td>\n",
1538 " <td>Spain</td>\n",
1539 " <td>ESP</td>\n",
1540 " <td>46937060</td>\n",
1541 " <td>Europe</td>\n",
1542 " <td>30.587770</td>\n",
1543 " </tr>\n",
1544 " <tr>\n",
1545 " <td>...</td>\n",
1546 " <td>...</td>\n",
1547 " <td>...</td>\n",
1548 " <td>...</td>\n",
1549 " <td>...</td>\n",
1550 " <td>...</td>\n",
1551 " <td>...</td>\n",
1552 " <td>...</td>\n",
1553 " <td>...</td>\n",
1554 " <td>...</td>\n",
1555 " <td>...</td>\n",
1556 " </tr>\n",
1557 " <tr>\n",
1558 " <td>2020-08-14</td>\n",
1559 " <td>14</td>\n",
1560 " <td>8</td>\n",
1561 " <td>2020</td>\n",
1562 " <td>5479</td>\n",
1563 " <td>12</td>\n",
1564 " <td>Spain</td>\n",
1565 " <td>ESP</td>\n",
1566 " <td>46937060</td>\n",
1567 " <td>Europe</td>\n",
1568 " <td>115.667662</td>\n",
1569 " </tr>\n",
1570 " <tr>\n",
1571 " <td>2020-08-15</td>\n",
1572 " <td>15</td>\n",
1573 " <td>8</td>\n",
1574 " <td>2020</td>\n",
1575 " <td>0</td>\n",
1576 " <td>0</td>\n",
1577 " <td>Spain</td>\n",
1578 " <td>ESP</td>\n",
1579 " <td>46937060</td>\n",
1580 " <td>Europe</td>\n",
1581 " <td>115.667662</td>\n",
1582 " </tr>\n",
1583 " <tr>\n",
1584 " <td>2020-08-16</td>\n",
1585 " <td>16</td>\n",
1586 " <td>8</td>\n",
1587 " <td>2020</td>\n",
1588 " <td>0</td>\n",
1589 " <td>0</td>\n",
1590 " <td>Spain</td>\n",
1591 " <td>ESP</td>\n",
1592 " <td>46937060</td>\n",
1593 " <td>Europe</td>\n",
1594 " <td>115.667662</td>\n",
1595 " </tr>\n",
1596 " <tr>\n",
1597 " <td>2020-08-17</td>\n",
1598 " <td>17</td>\n",
1599 " <td>8</td>\n",
1600 " <td>2020</td>\n",
1601 " <td>16269</td>\n",
1602 " <td>29</td>\n",
1603 " <td>Spain</td>\n",
1604 " <td>ESP</td>\n",
1605 " <td>46937060</td>\n",
1606 " <td>Europe</td>\n",
1607 " <td>132.151439</td>\n",
1608 " </tr>\n",
1609 " <tr>\n",
1610 " <td>2020-08-18</td>\n",
1611 " <td>18</td>\n",
1612 " <td>8</td>\n",
1613 " <td>2020</td>\n",
1614 " <td>5114</td>\n",
1615 " <td>24</td>\n",
1616 " <td>Spain</td>\n",
1617 " <td>ESP</td>\n",
1618 " <td>46937060</td>\n",
1619 " <td>Europe</td>\n",
1620 " <td>130.775127</td>\n",
1621 " </tr>\n",
1622 " </tbody>\n",
1623 "</table>\n",
1624 "<p>101 rows × 10 columns</p>\n",
1625 "</div>"
1626 ],
1627 "text/plain": [
1628 " day month year cases deaths countriesAndTerritories \\\n",
1629 "dateRep \n",
1630 "2020-05-10 10 5 2020 3416 143 Spain \n",
1631 "2020-05-11 11 5 2020 393 123 Spain \n",
1632 "2020-05-12 12 5 2020 482 176 Spain \n",
1633 "2020-05-13 13 5 2020 439 184 Spain \n",
1634 "2020-05-14 14 5 2020 849 217 Spain \n",
1635 "... ... ... ... ... ... ... \n",
1636 "2020-08-14 14 8 2020 5479 12 Spain \n",
1637 "2020-08-15 15 8 2020 0 0 Spain \n",
1638 "2020-08-16 16 8 2020 0 0 Spain \n",
1639 "2020-08-17 17 8 2020 16269 29 Spain \n",
1640 "2020-08-18 18 8 2020 5114 24 Spain \n",
1641 "\n",
1642 " countryterritoryCode popData2019 continentExp \\\n",
1643 "dateRep \n",
1644 "2020-05-10 ESP 46937060 Europe \n",
1645 "2020-05-11 ESP 46937060 Europe \n",
1646 "2020-05-12 ESP 46937060 Europe \n",
1647 "2020-05-13 ESP 46937060 Europe \n",
1648 "2020-05-14 ESP 46937060 Europe \n",
1649 "... ... ... ... \n",
1650 "2020-08-14 ESP 46937060 Europe \n",
1651 "2020-08-15 ESP 46937060 Europe \n",
1652 "2020-08-16 ESP 46937060 Europe \n",
1653 "2020-08-17 ESP 46937060 Europe \n",
1654 "2020-08-18 ESP 46937060 Europe \n",
1655 "\n",
1656 " Cumulative_number_for_14_days_of_COVID-19_cases_per_100000 \n",
1657 "dateRep \n",
1658 "2020-05-10 37.213664 \n",
1659 "2020-05-11 34.514305 \n",
1660 "2020-05-12 32.292180 \n",
1661 "2020-05-13 31.422931 \n",
1662 "2020-05-14 30.587770 \n",
1663 "... ... \n",
1664 "2020-08-14 115.667662 \n",
1665 "2020-08-15 115.667662 \n",
1666 "2020-08-16 115.667662 \n",
1667 "2020-08-17 132.151439 \n",
1668 "2020-08-18 130.775127 \n",
1669 "\n",
1670 "[101 rows x 10 columns]"
1671 ]
1672 },
1673 "execution_count": 575,
1674 "metadata": {},
1675 "output_type": "execute_result"
1676 }
1677 ],
1678 "source": [
1679 "base_data.loc['ES'].loc['2020-05-10':]"
1680 ]
1681 },
1682 {
1683 "cell_type": "code",
1684 "execution_count": 576,
1685 "metadata": {},
1686 "outputs": [
1687 {
1688 "data": {
1689 "text/html": [
1690 "<div>\n",
1691 "<style scoped>\n",
1692 " .dataframe tbody tr th:only-of-type {\n",
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1694 " }\n",
1695 "\n",
1696 " .dataframe tbody tr th {\n",
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1698 " }\n",
1699 "\n",
1700 " .dataframe thead th {\n",
1701 " text-align: right;\n",
1702 " }\n",
1703 "</style>\n",
1704 "<table border=\"1\" class=\"dataframe\">\n",
1705 " <thead>\n",
1706 " <tr style=\"text-align: right;\">\n",
1707 " <th></th>\n",
1708 " <th>countriesAndTerritories</th>\n",
1709 " <th>popData2019</th>\n",
1710 " <th>continentExp</th>\n",
1711 " </tr>\n",
1712 " <tr>\n",
1713 " <th>geoId</th>\n",
1714 " <th></th>\n",
1715 " <th></th>\n",
1716 " <th></th>\n",
1717 " </tr>\n",
1718 " </thead>\n",
1719 " <tbody>\n",
1720 " <tr>\n",
1721 " <td>AF</td>\n",
1722 " <td>Afghanistan</td>\n",
1723 " <td>38041757</td>\n",
1724 " <td>Asia</td>\n",
1725 " </tr>\n",
1726 " <tr>\n",
1727 " <td>AL</td>\n",
1728 " <td>Albania</td>\n",
1729 " <td>2862427</td>\n",
1730 " <td>Europe</td>\n",
1731 " </tr>\n",
1732 " <tr>\n",
1733 " <td>DZ</td>\n",
1734 " <td>Algeria</td>\n",
1735 " <td>43053054</td>\n",
1736 " <td>Africa</td>\n",
1737 " </tr>\n",
1738 " <tr>\n",
1739 " <td>AD</td>\n",
1740 " <td>Andorra</td>\n",
1741 " <td>76177</td>\n",
1742 " <td>Europe</td>\n",
1743 " </tr>\n",
1744 " <tr>\n",
1745 " <td>AO</td>\n",
1746 " <td>Angola</td>\n",
1747 " <td>31825299</td>\n",
1748 " <td>Africa</td>\n",
1749 " </tr>\n",
1750 " </tbody>\n",
1751 "</table>\n",
1752 "</div>"
1753 ],
1754 "text/plain": [
1755 " countriesAndTerritories popData2019 continentExp\n",
1756 "geoId \n",
1757 "AF Afghanistan 38041757 Asia\n",
1758 "AL Albania 2862427 Europe\n",
1759 "DZ Algeria 43053054 Africa\n",
1760 "AD Andorra 76177 Europe\n",
1761 "AO Angola 31825299 Africa"
1762 ]
1763 },
1764 "execution_count": 576,
1765 "metadata": {},
1766 "output_type": "execute_result"
1767 }
1768 ],
1769 "source": [
1770 "countries = raw_data[['geoId', 'countriesAndTerritories', 'popData2019', 'continentExp']]\n",
1771 "countries = countries[countries['popData2019'] != '']\n",
1772 "countries = countries.drop_duplicates()\n",
1773 "countries.set_index('geoId', inplace=True)\n",
1774 "countries = countries.astype({'popData2019': 'int64'})\n",
1775 "countries.head()"
1776 ]
1777 },
1778 {
1779 "cell_type": "code",
1780 "execution_count": 577,
1781 "metadata": {},
1782 "outputs": [
1783 {
1784 "data": {
1785 "text/plain": [
1786 "(210, 3)"
1787 ]
1788 },
1789 "execution_count": 577,
1790 "metadata": {},
1791 "output_type": "execute_result"
1792 }
1793 ],
1794 "source": [
1795 "countries.shape"
1796 ]
1797 },
1798 {
1799 "cell_type": "code",
1800 "execution_count": 578,
1801 "metadata": {},
1802 "outputs": [
1803 {
1804 "data": {
1805 "text/html": [
1806 "<div>\n",
1807 "<style scoped>\n",
1808 " .dataframe tbody tr th:only-of-type {\n",
1809 " vertical-align: middle;\n",
1810 " }\n",
1811 "\n",
1812 " .dataframe tbody tr th {\n",
1813 " vertical-align: top;\n",
1814 " }\n",
1815 "\n",
1816 " .dataframe thead th {\n",
1817 " text-align: right;\n",
1818 " }\n",
1819 "</style>\n",
1820 "<table border=\"1\" class=\"dataframe\">\n",
1821 " <thead>\n",
1822 " <tr style=\"text-align: right;\">\n",
1823 " <th></th>\n",
1824 " <th>countriesAndTerritories</th>\n",
1825 " <th>popData2019</th>\n",
1826 " <th>continentExp</th>\n",
1827 " </tr>\n",
1828 " <tr>\n",
1829 " <th>geoId</th>\n",
1830 " <th></th>\n",
1831 " <th></th>\n",
1832 " <th></th>\n",
1833 " </tr>\n",
1834 " </thead>\n",
1835 " <tbody>\n",
1836 " <tr>\n",
1837 " <td>FI</td>\n",
1838 " <td>Finland</td>\n",
1839 " <td>5517919</td>\n",
1840 " <td>Europe</td>\n",
1841 " </tr>\n",
1842 " </tbody>\n",
1843 "</table>\n",
1844 "</div>"
1845 ],
1846 "text/plain": [
1847 " countriesAndTerritories popData2019 continentExp\n",
1848 "geoId \n",
1849 "FI Finland 5517919 Europe"
1850 ]
1851 },
1852 "execution_count": 578,
1853 "metadata": {},
1854 "output_type": "execute_result"
1855 }
1856 ],
1857 "source": [
1858 "countries[countries.countriesAndTerritories == 'Finland']"
1859 ]
1860 },
1861 {
1862 "cell_type": "code",
1863 "execution_count": 579,
1864 "metadata": {},
1865 "outputs": [
1866 {
1867 "data": {
1868 "text/html": [
1869 "<div>\n",
1870 "<style scoped>\n",
1871 " .dataframe tbody tr th:only-of-type {\n",
1872 " vertical-align: middle;\n",
1873 " }\n",
1874 "\n",
1875 " .dataframe tbody tr th {\n",
1876 " vertical-align: top;\n",
1877 " }\n",
1878 "\n",
1879 " .dataframe thead th {\n",
1880 " text-align: right;\n",
1881 " }\n",
1882 "</style>\n",
1883 "<table border=\"1\" class=\"dataframe\">\n",
1884 " <thead>\n",
1885 " <tr style=\"text-align: right;\">\n",
1886 " <th></th>\n",
1887 " <th>countriesAndTerritories</th>\n",
1888 " <th>popData2019</th>\n",
1889 " <th>continentExp</th>\n",
1890 " </tr>\n",
1891 " <tr>\n",
1892 " <th>geoId</th>\n",
1893 " <th></th>\n",
1894 " <th></th>\n",
1895 " <th></th>\n",
1896 " </tr>\n",
1897 " </thead>\n",
1898 " <tbody>\n",
1899 " <tr>\n",
1900 " <td>PT</td>\n",
1901 " <td>Portugal</td>\n",
1902 " <td>10276617</td>\n",
1903 " <td>Europe</td>\n",
1904 " </tr>\n",
1905 " <tr>\n",
1906 " <td>ES</td>\n",
1907 " <td>Spain</td>\n",
1908 " <td>46937060</td>\n",
1909 " <td>Europe</td>\n",
1910 " </tr>\n",
1911 " <tr>\n",
1912 " <td>BE</td>\n",
1913 " <td>Belgium</td>\n",
1914 " <td>11455519</td>\n",
1915 " <td>Europe</td>\n",
1916 " </tr>\n",
1917 " <tr>\n",
1918 " <td>IT</td>\n",
1919 " <td>Italy</td>\n",
1920 " <td>60359546</td>\n",
1921 " <td>Europe</td>\n",
1922 " </tr>\n",
1923 " <tr>\n",
1924 " <td>IE</td>\n",
1925 " <td>Ireland</td>\n",
1926 " <td>4904240</td>\n",
1927 " <td>Europe</td>\n",
1928 " </tr>\n",
1929 " <tr>\n",
1930 " <td>DE</td>\n",
1931 " <td>Germany</td>\n",
1932 " <td>83019213</td>\n",
1933 " <td>Europe</td>\n",
1934 " </tr>\n",
1935 " <tr>\n",
1936 " <td>FR</td>\n",
1937 " <td>France</td>\n",
1938 " <td>67012883</td>\n",
1939 " <td>Europe</td>\n",
1940 " </tr>\n",
1941 " <tr>\n",
1942 " <td>UK</td>\n",
1943 " <td>United_Kingdom</td>\n",
1944 " <td>66647112</td>\n",
1945 " <td>Europe</td>\n",
1946 " </tr>\n",
1947 " <tr>\n",
1948 " <td>SI</td>\n",
1949 " <td>Slovenia</td>\n",
1950 " <td>2080908</td>\n",
1951 " <td>Europe</td>\n",
1952 " </tr>\n",
1953 " </tbody>\n",
1954 "</table>\n",
1955 "</div>"
1956 ],
1957 "text/plain": [
1958 " countriesAndTerritories popData2019 continentExp\n",
1959 "geoId \n",
1960 "PT Portugal 10276617 Europe\n",
1961 "ES Spain 46937060 Europe\n",
1962 "BE Belgium 11455519 Europe\n",
1963 "IT Italy 60359546 Europe\n",
1964 "IE Ireland 4904240 Europe\n",
1965 "DE Germany 83019213 Europe\n",
1966 "FR France 67012883 Europe\n",
1967 "UK United_Kingdom 66647112 Europe\n",
1968 "SI Slovenia 2080908 Europe"
1969 ]
1970 },
1971 "execution_count": 579,
1972 "metadata": {},
1973 "output_type": "execute_result"
1974 }
1975 ],
1976 "source": [
1977 "countries.loc[COUNTRIES_OF_INTEREST]"
1978 ]
1979 },
1980 {
1981 "cell_type": "code",
1982 "execution_count": 580,
1983 "metadata": {},
1984 "outputs": [
1985 {
1986 "data": {
1987 "text/plain": [
1988 "Index(['AI', 'AG', 'AR', 'AW', 'BS', 'BB', 'BZ', 'BM', 'BO', 'BQ', 'BR', 'VG',\n",
1989 " 'CA', 'KY', 'CL', 'CO', 'CR', 'CU', 'CW', 'DM', 'DO', 'EC', 'SV', 'FK',\n",
1990 " 'GL', 'GD', 'GT', 'GY', 'HT', 'HN', 'JM', 'MX', 'MS', 'NI', 'PA', 'PY',\n",
1991 " 'PE', 'PR', 'KN', 'LC', 'VC', 'SX', 'SR', 'TT', 'TC', 'US', 'VI', 'UY',\n",
1992 " 'VE'],\n",
1993 " dtype='object', name='geoId')"
1994 ]
1995 },
1996 "execution_count": 580,
1997 "metadata": {},
1998 "output_type": "execute_result"
1999 }
2000 ],
2001 "source": [
2002 "countries[countries.continentExp == 'America'].index"
2003 ]
2004 },
2005 {
2006 "cell_type": "code",
2007 "execution_count": 581,
2008 "metadata": {},
2009 "outputs": [
2010 {
2011 "data": {
2012 "text/html": [
2013 "<div>\n",
2014 "<style scoped>\n",
2015 " .dataframe tbody tr th:only-of-type {\n",
2016 " vertical-align: middle;\n",
2017 " }\n",
2018 "\n",
2019 " .dataframe tbody tr th {\n",
2020 " vertical-align: top;\n",
2021 " }\n",
2022 "\n",
2023 " .dataframe thead th {\n",
2024 " text-align: right;\n",
2025 " }\n",
2026 "</style>\n",
2027 "<table border=\"1\" class=\"dataframe\">\n",
2028 " <thead>\n",
2029 " <tr style=\"text-align: right;\">\n",
2030 " <th></th>\n",
2031 " <th></th>\n",
2032 " <th>cases</th>\n",
2033 " <th>deaths</th>\n",
2034 " </tr>\n",
2035 " <tr>\n",
2036 " <th>geoId</th>\n",
2037 " <th>dateRep</th>\n",
2038 " <th></th>\n",
2039 " <th></th>\n",
2040 " </tr>\n",
2041 " </thead>\n",
2042 " <tbody>\n",
2043 " <tr>\n",
2044 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
2045 " <td>2020-03-03</td>\n",
2046 " <td>1</td>\n",
2047 " <td>0</td>\n",
2048 " </tr>\n",
2049 " <tr>\n",
2050 " <td>2020-03-14</td>\n",
2051 " <td>1</td>\n",
2052 " <td>0</td>\n",
2053 " </tr>\n",
2054 " <tr>\n",
2055 " <td>2020-03-16</td>\n",
2056 " <td>3</td>\n",
2057 " <td>0</td>\n",
2058 " </tr>\n",
2059 " <tr>\n",
2060 " <td>2020-03-17</td>\n",
2061 " <td>9</td>\n",
2062 " <td>0</td>\n",
2063 " </tr>\n",
2064 " <tr>\n",
2065 " <td>2020-03-18</td>\n",
2066 " <td>0</td>\n",
2067 " <td>0</td>\n",
2068 " </tr>\n",
2069 " </tbody>\n",
2070 "</table>\n",
2071 "</div>"
2072 ],
2073 "text/plain": [
2074 " cases deaths\n",
2075 "geoId dateRep \n",
2076 "AD 2020-03-03 1 0\n",
2077 " 2020-03-14 1 0\n",
2078 " 2020-03-16 3 0\n",
2079 " 2020-03-17 9 0\n",
2080 " 2020-03-18 0 0"
2081 ]
2082 },
2083 "execution_count": 581,
2084 "metadata": {},
2085 "output_type": "execute_result"
2086 }
2087 ],
2088 "source": [
2089 "data_by_date = base_data[['cases', 'deaths']]\n",
2090 "data_by_date.head()"
2091 ]
2092 },
2093 {
2094 "cell_type": "code",
2095 "execution_count": 582,
2096 "metadata": {},
2097 "outputs": [
2098 {
2099 "data": {
2100 "text/html": [
2101 "<div>\n",
2102 "<style scoped>\n",
2103 " .dataframe tbody tr th:only-of-type {\n",
2104 " vertical-align: middle;\n",
2105 " }\n",
2106 "\n",
2107 " .dataframe tbody tr th {\n",
2108 " vertical-align: top;\n",
2109 " }\n",
2110 "\n",
2111 " .dataframe thead th {\n",
2112 " text-align: right;\n",
2113 " }\n",
2114 "</style>\n",
2115 "<table border=\"1\" class=\"dataframe\">\n",
2116 " <thead>\n",
2117 " <tr style=\"text-align: right;\">\n",
2118 " <th></th>\n",
2119 " <th>cases</th>\n",
2120 " <th>deaths</th>\n",
2121 " </tr>\n",
2122 " <tr>\n",
2123 " <th>dateRep</th>\n",
2124 " <th></th>\n",
2125 " <th></th>\n",
2126 " </tr>\n",
2127 " </thead>\n",
2128 " <tbody>\n",
2129 " <tr>\n",
2130 " <td>2019-12-31</td>\n",
2131 " <td>0</td>\n",
2132 " <td>0</td>\n",
2133 " </tr>\n",
2134 " <tr>\n",
2135 " <td>2020-01-01</td>\n",
2136 " <td>0</td>\n",
2137 " <td>0</td>\n",
2138 " </tr>\n",
2139 " <tr>\n",
2140 " <td>2020-01-02</td>\n",
2141 " <td>0</td>\n",
2142 " <td>0</td>\n",
2143 " </tr>\n",
2144 " <tr>\n",
2145 " <td>2020-01-03</td>\n",
2146 " <td>0</td>\n",
2147 " <td>0</td>\n",
2148 " </tr>\n",
2149 " <tr>\n",
2150 " <td>2020-01-04</td>\n",
2151 " <td>0</td>\n",
2152 " <td>0</td>\n",
2153 " </tr>\n",
2154 " <tr>\n",
2155 " <td>...</td>\n",
2156 " <td>...</td>\n",
2157 " <td>...</td>\n",
2158 " </tr>\n",
2159 " <tr>\n",
2160 " <td>2020-08-15</td>\n",
2161 " <td>1440</td>\n",
2162 " <td>11</td>\n",
2163 " </tr>\n",
2164 " <tr>\n",
2165 " <td>2020-08-16</td>\n",
2166 " <td>1077</td>\n",
2167 " <td>3</td>\n",
2168 " </tr>\n",
2169 " <tr>\n",
2170 " <td>2020-08-17</td>\n",
2171 " <td>1040</td>\n",
2172 " <td>5</td>\n",
2173 " </tr>\n",
2174 " <tr>\n",
2175 " <td>2020-08-18</td>\n",
2176 " <td>713</td>\n",
2177 " <td>3</td>\n",
2178 " </tr>\n",
2179 " <tr>\n",
2180 " <td>2020-08-19</td>\n",
2181 " <td>1089</td>\n",
2182 " <td>12</td>\n",
2183 " </tr>\n",
2184 " </tbody>\n",
2185 "</table>\n",
2186 "<p>233 rows × 2 columns</p>\n",
2187 "</div>"
2188 ],
2189 "text/plain": [
2190 " cases deaths\n",
2191 "dateRep \n",
2192 "2019-12-31 0 0\n",
2193 "2020-01-01 0 0\n",
2194 "2020-01-02 0 0\n",
2195 "2020-01-03 0 0\n",
2196 "2020-01-04 0 0\n",
2197 "... ... ...\n",
2198 "2020-08-15 1440 11\n",
2199 "2020-08-16 1077 3\n",
2200 "2020-08-17 1040 5\n",
2201 "2020-08-18 713 3\n",
2202 "2020-08-19 1089 12\n",
2203 "\n",
2204 "[233 rows x 2 columns]"
2205 ]
2206 },
2207 "execution_count": 582,
2208 "metadata": {},
2209 "output_type": "execute_result"
2210 }
2211 ],
2212 "source": [
2213 "data_by_date.loc['UK']"
2214 ]
2215 },
2216 {
2217 "cell_type": "code",
2218 "execution_count": 583,
2219 "metadata": {},
2220 "outputs": [],
2221 "source": [
2222 "# data_by_date.deaths.drop_duplicates().sort_values().to_csv('dth.csv', header=True)"
2223 ]
2224 },
2225 {
2226 "cell_type": "code",
2227 "execution_count": 584,
2228 "metadata": {},
2229 "outputs": [
2230 {
2231 "data": {
2232 "text/html": [
2233 "<div>\n",
2234 "<style scoped>\n",
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2236 " vertical-align: middle;\n",
2237 " }\n",
2238 "\n",
2239 " .dataframe tbody tr th {\n",
2240 " vertical-align: top;\n",
2241 " }\n",
2242 "\n",
2243 " .dataframe thead th {\n",
2244 " text-align: right;\n",
2245 " }\n",
2246 "</style>\n",
2247 "<table border=\"1\" class=\"dataframe\">\n",
2248 " <thead>\n",
2249 " <tr style=\"text-align: right;\">\n",
2250 " <th></th>\n",
2251 " <th></th>\n",
2252 " <th>cases</th>\n",
2253 " <th>deaths</th>\n",
2254 " </tr>\n",
2255 " <tr>\n",
2256 " <th>geoId</th>\n",
2257 " <th>dateRep</th>\n",
2258 " <th></th>\n",
2259 " <th></th>\n",
2260 " </tr>\n",
2261 " </thead>\n",
2262 " <tbody>\n",
2263 " <tr>\n",
2264 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
2265 " <td>2020-03-03</td>\n",
2266 " <td>1</td>\n",
2267 " <td>0</td>\n",
2268 " </tr>\n",
2269 " <tr>\n",
2270 " <td>2020-03-14</td>\n",
2271 " <td>2</td>\n",
2272 " <td>0</td>\n",
2273 " </tr>\n",
2274 " <tr>\n",
2275 " <td>2020-03-16</td>\n",
2276 " <td>5</td>\n",
2277 " <td>0</td>\n",
2278 " </tr>\n",
2279 " <tr>\n",
2280 " <td>2020-03-17</td>\n",
2281 " <td>14</td>\n",
2282 " <td>0</td>\n",
2283 " </tr>\n",
2284 " <tr>\n",
2285 " <td>2020-03-18</td>\n",
2286 " <td>14</td>\n",
2287 " <td>0</td>\n",
2288 " </tr>\n",
2289 " <tr>\n",
2290 " <td>...</td>\n",
2291 " <td>...</td>\n",
2292 " <td>...</td>\n",
2293 " <td>...</td>\n",
2294 " </tr>\n",
2295 " <tr>\n",
2296 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
2297 " <td>2020-08-15</td>\n",
2298 " <td>5072</td>\n",
2299 " <td>128</td>\n",
2300 " </tr>\n",
2301 " <tr>\n",
2302 " <td>2020-08-16</td>\n",
2303 " <td>5176</td>\n",
2304 " <td>130</td>\n",
2305 " </tr>\n",
2306 " <tr>\n",
2307 " <td>2020-08-17</td>\n",
2308 " <td>5261</td>\n",
2309 " <td>132</td>\n",
2310 " </tr>\n",
2311 " <tr>\n",
2312 " <td>2020-08-18</td>\n",
2313 " <td>5308</td>\n",
2314 " <td>135</td>\n",
2315 " </tr>\n",
2316 " <tr>\n",
2317 " <td>2020-08-19</td>\n",
2318 " <td>5378</td>\n",
2319 " <td>141</td>\n",
2320 " </tr>\n",
2321 " </tbody>\n",
2322 "</table>\n",
2323 "<p>37238 rows × 2 columns</p>\n",
2324 "</div>"
2325 ],
2326 "text/plain": [
2327 " cases deaths\n",
2328 "geoId dateRep \n",
2329 "AD 2020-03-03 1 0\n",
2330 " 2020-03-14 2 0\n",
2331 " 2020-03-16 5 0\n",
2332 " 2020-03-17 14 0\n",
2333 " 2020-03-18 14 0\n",
2334 "... ... ...\n",
2335 "ZW 2020-08-15 5072 128\n",
2336 " 2020-08-16 5176 130\n",
2337 " 2020-08-17 5261 132\n",
2338 " 2020-08-18 5308 135\n",
2339 " 2020-08-19 5378 141\n",
2340 "\n",
2341 "[37238 rows x 2 columns]"
2342 ]
2343 },
2344 "execution_count": 584,
2345 "metadata": {},
2346 "output_type": "execute_result"
2347 }
2348 ],
2349 "source": [
2350 "data_by_date.groupby(level=0).cumsum()"
2351 ]
2352 },
2353 {
2354 "cell_type": "code",
2355 "execution_count": 585,
2356 "metadata": {},
2357 "outputs": [
2358 {
2359 "data": {
2360 "text/html": [
2361 "<div>\n",
2362 "<style scoped>\n",
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2364 " vertical-align: middle;\n",
2365 " }\n",
2366 "\n",
2367 " .dataframe tbody tr th {\n",
2368 " vertical-align: top;\n",
2369 " }\n",
2370 "\n",
2371 " .dataframe thead th {\n",
2372 " text-align: right;\n",
2373 " }\n",
2374 "</style>\n",
2375 "<table border=\"1\" class=\"dataframe\">\n",
2376 " <thead>\n",
2377 " <tr style=\"text-align: right;\">\n",
2378 " <th></th>\n",
2379 " <th></th>\n",
2380 " <th>cases</th>\n",
2381 " <th>deaths</th>\n",
2382 " <th>cases_culm</th>\n",
2383 " <th>deaths_culm</th>\n",
2384 " </tr>\n",
2385 " <tr>\n",
2386 " <th>geoId</th>\n",
2387 " <th>dateRep</th>\n",
2388 " <th></th>\n",
2389 " <th></th>\n",
2390 " <th></th>\n",
2391 " <th></th>\n",
2392 " </tr>\n",
2393 " </thead>\n",
2394 " <tbody>\n",
2395 " <tr>\n",
2396 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
2397 " <td>2020-03-03</td>\n",
2398 " <td>1</td>\n",
2399 " <td>0</td>\n",
2400 " <td>1</td>\n",
2401 " <td>0</td>\n",
2402 " </tr>\n",
2403 " <tr>\n",
2404 " <td>2020-03-14</td>\n",
2405 " <td>1</td>\n",
2406 " <td>0</td>\n",
2407 " <td>2</td>\n",
2408 " <td>0</td>\n",
2409 " </tr>\n",
2410 " <tr>\n",
2411 " <td>2020-03-16</td>\n",
2412 " <td>3</td>\n",
2413 " <td>0</td>\n",
2414 " <td>5</td>\n",
2415 " <td>0</td>\n",
2416 " </tr>\n",
2417 " <tr>\n",
2418 " <td>2020-03-17</td>\n",
2419 " <td>9</td>\n",
2420 " <td>0</td>\n",
2421 " <td>14</td>\n",
2422 " <td>0</td>\n",
2423 " </tr>\n",
2424 " <tr>\n",
2425 " <td>2020-03-18</td>\n",
2426 " <td>0</td>\n",
2427 " <td>0</td>\n",
2428 " <td>14</td>\n",
2429 " <td>0</td>\n",
2430 " </tr>\n",
2431 " <tr>\n",
2432 " <td>...</td>\n",
2433 " <td>...</td>\n",
2434 " <td>...</td>\n",
2435 " <td>...</td>\n",
2436 " <td>...</td>\n",
2437 " <td>...</td>\n",
2438 " </tr>\n",
2439 " <tr>\n",
2440 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
2441 " <td>2020-08-15</td>\n",
2442 " <td>82</td>\n",
2443 " <td>0</td>\n",
2444 " <td>5072</td>\n",
2445 " <td>128</td>\n",
2446 " </tr>\n",
2447 " <tr>\n",
2448 " <td>2020-08-16</td>\n",
2449 " <td>104</td>\n",
2450 " <td>2</td>\n",
2451 " <td>5176</td>\n",
2452 " <td>130</td>\n",
2453 " </tr>\n",
2454 " <tr>\n",
2455 " <td>2020-08-17</td>\n",
2456 " <td>85</td>\n",
2457 " <td>2</td>\n",
2458 " <td>5261</td>\n",
2459 " <td>132</td>\n",
2460 " </tr>\n",
2461 " <tr>\n",
2462 " <td>2020-08-18</td>\n",
2463 " <td>47</td>\n",
2464 " <td>3</td>\n",
2465 " <td>5308</td>\n",
2466 " <td>135</td>\n",
2467 " </tr>\n",
2468 " <tr>\n",
2469 " <td>2020-08-19</td>\n",
2470 " <td>70</td>\n",
2471 " <td>6</td>\n",
2472 " <td>5378</td>\n",
2473 " <td>141</td>\n",
2474 " </tr>\n",
2475 " </tbody>\n",
2476 "</table>\n",
2477 "<p>37238 rows × 4 columns</p>\n",
2478 "</div>"
2479 ],
2480 "text/plain": [
2481 " cases deaths cases_culm deaths_culm\n",
2482 "geoId dateRep \n",
2483 "AD 2020-03-03 1 0 1 0\n",
2484 " 2020-03-14 1 0 2 0\n",
2485 " 2020-03-16 3 0 5 0\n",
2486 " 2020-03-17 9 0 14 0\n",
2487 " 2020-03-18 0 0 14 0\n",
2488 "... ... ... ... ...\n",
2489 "ZW 2020-08-15 82 0 5072 128\n",
2490 " 2020-08-16 104 2 5176 130\n",
2491 " 2020-08-17 85 2 5261 132\n",
2492 " 2020-08-18 47 3 5308 135\n",
2493 " 2020-08-19 70 6 5378 141\n",
2494 "\n",
2495 "[37238 rows x 4 columns]"
2496 ]
2497 },
2498 "execution_count": 585,
2499 "metadata": {},
2500 "output_type": "execute_result"
2501 }
2502 ],
2503 "source": [
2504 "data_by_date = data_by_date.merge(\n",
2505 " data_by_date.groupby(level=0).cumsum(), \n",
2506 " suffixes=('', '_culm'), \n",
2507 " left_index=True, right_index=True)\n",
2508 "data_by_date"
2509 ]
2510 },
2511 {
2512 "cell_type": "code",
2513 "execution_count": 586,
2514 "metadata": {},
2515 "outputs": [
2516 {
2517 "data": {
2518 "text/html": [
2519 "<div>\n",
2520 "<style scoped>\n",
2521 " .dataframe tbody tr th:only-of-type {\n",
2522 " vertical-align: middle;\n",
2523 " }\n",
2524 "\n",
2525 " .dataframe tbody tr th {\n",
2526 " vertical-align: top;\n",
2527 " }\n",
2528 "\n",
2529 " .dataframe thead th {\n",
2530 " text-align: right;\n",
2531 " }\n",
2532 "</style>\n",
2533 "<table border=\"1\" class=\"dataframe\">\n",
2534 " <thead>\n",
2535 " <tr style=\"text-align: right;\">\n",
2536 " <th></th>\n",
2537 " <th></th>\n",
2538 " <th>cases</th>\n",
2539 " <th>deaths</th>\n",
2540 " <th>cases_culm</th>\n",
2541 " <th>deaths_culm</th>\n",
2542 " <th>cases_diff</th>\n",
2543 " <th>deaths_diff</th>\n",
2544 " </tr>\n",
2545 " <tr>\n",
2546 " <th>geoId</th>\n",
2547 " <th>dateRep</th>\n",
2548 " <th></th>\n",
2549 " <th></th>\n",
2550 " <th></th>\n",
2551 " <th></th>\n",
2552 " <th></th>\n",
2553 " <th></th>\n",
2554 " </tr>\n",
2555 " </thead>\n",
2556 " <tbody>\n",
2557 " <tr>\n",
2558 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
2559 " <td>2020-03-03</td>\n",
2560 " <td>1</td>\n",
2561 " <td>0</td>\n",
2562 " <td>1</td>\n",
2563 " <td>0</td>\n",
2564 " <td>NaN</td>\n",
2565 " <td>NaN</td>\n",
2566 " </tr>\n",
2567 " <tr>\n",
2568 " <td>2020-03-14</td>\n",
2569 " <td>1</td>\n",
2570 " <td>0</td>\n",
2571 " <td>2</td>\n",
2572 " <td>0</td>\n",
2573 " <td>0.0</td>\n",
2574 " <td>0.0</td>\n",
2575 " </tr>\n",
2576 " <tr>\n",
2577 " <td>2020-03-16</td>\n",
2578 " <td>3</td>\n",
2579 " <td>0</td>\n",
2580 " <td>5</td>\n",
2581 " <td>0</td>\n",
2582 " <td>2.0</td>\n",
2583 " <td>0.0</td>\n",
2584 " </tr>\n",
2585 " <tr>\n",
2586 " <td>2020-03-17</td>\n",
2587 " <td>9</td>\n",
2588 " <td>0</td>\n",
2589 " <td>14</td>\n",
2590 " <td>0</td>\n",
2591 " <td>6.0</td>\n",
2592 " <td>0.0</td>\n",
2593 " </tr>\n",
2594 " <tr>\n",
2595 " <td>2020-03-18</td>\n",
2596 " <td>0</td>\n",
2597 " <td>0</td>\n",
2598 " <td>14</td>\n",
2599 " <td>0</td>\n",
2600 " <td>-9.0</td>\n",
2601 " <td>0.0</td>\n",
2602 " </tr>\n",
2603 " <tr>\n",
2604 " <td>...</td>\n",
2605 " <td>...</td>\n",
2606 " <td>...</td>\n",
2607 " <td>...</td>\n",
2608 " <td>...</td>\n",
2609 " <td>...</td>\n",
2610 " <td>...</td>\n",
2611 " <td>...</td>\n",
2612 " </tr>\n",
2613 " <tr>\n",
2614 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
2615 " <td>2020-08-15</td>\n",
2616 " <td>82</td>\n",
2617 " <td>0</td>\n",
2618 " <td>5072</td>\n",
2619 " <td>128</td>\n",
2620 " <td>-15.0</td>\n",
2621 " <td>-6.0</td>\n",
2622 " </tr>\n",
2623 " <tr>\n",
2624 " <td>2020-08-16</td>\n",
2625 " <td>104</td>\n",
2626 " <td>2</td>\n",
2627 " <td>5176</td>\n",
2628 " <td>130</td>\n",
2629 " <td>22.0</td>\n",
2630 " <td>2.0</td>\n",
2631 " </tr>\n",
2632 " <tr>\n",
2633 " <td>2020-08-17</td>\n",
2634 " <td>85</td>\n",
2635 " <td>2</td>\n",
2636 " <td>5261</td>\n",
2637 " <td>132</td>\n",
2638 " <td>-19.0</td>\n",
2639 " <td>0.0</td>\n",
2640 " </tr>\n",
2641 " <tr>\n",
2642 " <td>2020-08-18</td>\n",
2643 " <td>47</td>\n",
2644 " <td>3</td>\n",
2645 " <td>5308</td>\n",
2646 " <td>135</td>\n",
2647 " <td>-38.0</td>\n",
2648 " <td>1.0</td>\n",
2649 " </tr>\n",
2650 " <tr>\n",
2651 " <td>2020-08-19</td>\n",
2652 " <td>70</td>\n",
2653 " <td>6</td>\n",
2654 " <td>5378</td>\n",
2655 " <td>141</td>\n",
2656 " <td>23.0</td>\n",
2657 " <td>3.0</td>\n",
2658 " </tr>\n",
2659 " </tbody>\n",
2660 "</table>\n",
2661 "<p>37238 rows × 6 columns</p>\n",
2662 "</div>"
2663 ],
2664 "text/plain": [
2665 " cases deaths cases_culm deaths_culm cases_diff \\\n",
2666 "geoId dateRep \n",
2667 "AD 2020-03-03 1 0 1 0 NaN \n",
2668 " 2020-03-14 1 0 2 0 0.0 \n",
2669 " 2020-03-16 3 0 5 0 2.0 \n",
2670 " 2020-03-17 9 0 14 0 6.0 \n",
2671 " 2020-03-18 0 0 14 0 -9.0 \n",
2672 "... ... ... ... ... ... \n",
2673 "ZW 2020-08-15 82 0 5072 128 -15.0 \n",
2674 " 2020-08-16 104 2 5176 130 22.0 \n",
2675 " 2020-08-17 85 2 5261 132 -19.0 \n",
2676 " 2020-08-18 47 3 5308 135 -38.0 \n",
2677 " 2020-08-19 70 6 5378 141 23.0 \n",
2678 "\n",
2679 " deaths_diff \n",
2680 "geoId dateRep \n",
2681 "AD 2020-03-03 NaN \n",
2682 " 2020-03-14 0.0 \n",
2683 " 2020-03-16 0.0 \n",
2684 " 2020-03-17 0.0 \n",
2685 " 2020-03-18 0.0 \n",
2686 "... ... \n",
2687 "ZW 2020-08-15 -6.0 \n",
2688 " 2020-08-16 2.0 \n",
2689 " 2020-08-17 0.0 \n",
2690 " 2020-08-18 1.0 \n",
2691 " 2020-08-19 3.0 \n",
2692 "\n",
2693 "[37238 rows x 6 columns]"
2694 ]
2695 },
2696 "execution_count": 586,
2697 "metadata": {},
2698 "output_type": "execute_result"
2699 }
2700 ],
2701 "source": [
2702 "data_by_date = data_by_date.merge(\n",
2703 " data_by_date[['cases', 'deaths']].groupby(level=0).diff(), \n",
2704 " suffixes=('', '_diff'), \n",
2705 " left_index=True, right_index=True)\n",
2706 "data_by_date"
2707 ]
2708 },
2709 {
2710 "cell_type": "code",
2711 "execution_count": 587,
2712 "metadata": {},
2713 "outputs": [
2714 {
2715 "data": {
2716 "text/plain": [
2717 "cases 5065.0\n",
2718 "deaths 1036.0\n",
2719 "cases_culm 106443.0\n",
2720 "deaths_culm 16029.0\n",
2721 "cases_diff 739.0\n",
2722 "deaths_diff 156.0\n",
2723 "Name: (UK, 2020-04-17 00:00:00), dtype: float64"
2724 ]
2725 },
2726 "execution_count": 587,
2727 "metadata": {},
2728 "output_type": "execute_result"
2729 }
2730 ],
2731 "source": [
2732 "data_by_date.loc['UK', '2020-04-17']"
2733 ]
2734 },
2735 {
2736 "cell_type": "code",
2737 "execution_count": 588,
2738 "metadata": {},
2739 "outputs": [
2740 {
2741 "data": {
2742 "text/html": [
2743 "<div>\n",
2744 "<style scoped>\n",
2745 " .dataframe tbody tr th:only-of-type {\n",
2746 " vertical-align: middle;\n",
2747 " }\n",
2748 "\n",
2749 " .dataframe tbody tr th {\n",
2750 " vertical-align: top;\n",
2751 " }\n",
2752 "\n",
2753 " .dataframe thead th {\n",
2754 " text-align: right;\n",
2755 " }\n",
2756 "</style>\n",
2757 "<table border=\"1\" class=\"dataframe\">\n",
2758 " <thead>\n",
2759 " <tr style=\"text-align: right;\">\n",
2760 " <th></th>\n",
2761 " <th>cases</th>\n",
2762 " <th>deaths</th>\n",
2763 " <th>cases_culm</th>\n",
2764 " <th>deaths_culm</th>\n",
2765 " <th>cases_diff</th>\n",
2766 " <th>deaths_diff</th>\n",
2767 " </tr>\n",
2768 " <tr>\n",
2769 " <th>dateRep</th>\n",
2770 " <th></th>\n",
2771 " <th></th>\n",
2772 " <th></th>\n",
2773 " <th></th>\n",
2774 " <th></th>\n",
2775 " <th></th>\n",
2776 " </tr>\n",
2777 " </thead>\n",
2778 " <tbody>\n",
2779 " <tr>\n",
2780 " <td>2019-12-31</td>\n",
2781 " <td>0</td>\n",
2782 " <td>0</td>\n",
2783 " <td>0</td>\n",
2784 " <td>0</td>\n",
2785 " <td>NaN</td>\n",
2786 " <td>NaN</td>\n",
2787 " </tr>\n",
2788 " <tr>\n",
2789 " <td>2020-01-01</td>\n",
2790 " <td>0</td>\n",
2791 " <td>0</td>\n",
2792 " <td>0</td>\n",
2793 " <td>0</td>\n",
2794 " <td>0.0</td>\n",
2795 " <td>0.0</td>\n",
2796 " </tr>\n",
2797 " <tr>\n",
2798 " <td>2020-01-02</td>\n",
2799 " <td>0</td>\n",
2800 " <td>0</td>\n",
2801 " <td>0</td>\n",
2802 " <td>0</td>\n",
2803 " <td>0.0</td>\n",
2804 " <td>0.0</td>\n",
2805 " </tr>\n",
2806 " <tr>\n",
2807 " <td>2020-01-03</td>\n",
2808 " <td>0</td>\n",
2809 " <td>0</td>\n",
2810 " <td>0</td>\n",
2811 " <td>0</td>\n",
2812 " <td>0.0</td>\n",
2813 " <td>0.0</td>\n",
2814 " </tr>\n",
2815 " <tr>\n",
2816 " <td>2020-01-04</td>\n",
2817 " <td>0</td>\n",
2818 " <td>0</td>\n",
2819 " <td>0</td>\n",
2820 " <td>0</td>\n",
2821 " <td>0.0</td>\n",
2822 " <td>0.0</td>\n",
2823 " </tr>\n",
2824 " <tr>\n",
2825 " <td>...</td>\n",
2826 " <td>...</td>\n",
2827 " <td>...</td>\n",
2828 " <td>...</td>\n",
2829 " <td>...</td>\n",
2830 " <td>...</td>\n",
2831 " <td>...</td>\n",
2832 " </tr>\n",
2833 " <tr>\n",
2834 " <td>2020-08-15</td>\n",
2835 " <td>1440</td>\n",
2836 " <td>11</td>\n",
2837 " <td>316367</td>\n",
2838 " <td>41358</td>\n",
2839 " <td>311.0</td>\n",
2840 " <td>-7.0</td>\n",
2841 " </tr>\n",
2842 " <tr>\n",
2843 " <td>2020-08-16</td>\n",
2844 " <td>1077</td>\n",
2845 " <td>3</td>\n",
2846 " <td>317444</td>\n",
2847 " <td>41361</td>\n",
2848 " <td>-363.0</td>\n",
2849 " <td>-8.0</td>\n",
2850 " </tr>\n",
2851 " <tr>\n",
2852 " <td>2020-08-17</td>\n",
2853 " <td>1040</td>\n",
2854 " <td>5</td>\n",
2855 " <td>318484</td>\n",
2856 " <td>41366</td>\n",
2857 " <td>-37.0</td>\n",
2858 " <td>2.0</td>\n",
2859 " </tr>\n",
2860 " <tr>\n",
2861 " <td>2020-08-18</td>\n",
2862 " <td>713</td>\n",
2863 " <td>3</td>\n",
2864 " <td>319197</td>\n",
2865 " <td>41369</td>\n",
2866 " <td>-327.0</td>\n",
2867 " <td>-2.0</td>\n",
2868 " </tr>\n",
2869 " <tr>\n",
2870 " <td>2020-08-19</td>\n",
2871 " <td>1089</td>\n",
2872 " <td>12</td>\n",
2873 " <td>320286</td>\n",
2874 " <td>41381</td>\n",
2875 " <td>376.0</td>\n",
2876 " <td>9.0</td>\n",
2877 " </tr>\n",
2878 " </tbody>\n",
2879 "</table>\n",
2880 "<p>233 rows × 6 columns</p>\n",
2881 "</div>"
2882 ],
2883 "text/plain": [
2884 " cases deaths cases_culm deaths_culm cases_diff deaths_diff\n",
2885 "dateRep \n",
2886 "2019-12-31 0 0 0 0 NaN NaN\n",
2887 "2020-01-01 0 0 0 0 0.0 0.0\n",
2888 "2020-01-02 0 0 0 0 0.0 0.0\n",
2889 "2020-01-03 0 0 0 0 0.0 0.0\n",
2890 "2020-01-04 0 0 0 0 0.0 0.0\n",
2891 "... ... ... ... ... ... ...\n",
2892 "2020-08-15 1440 11 316367 41358 311.0 -7.0\n",
2893 "2020-08-16 1077 3 317444 41361 -363.0 -8.0\n",
2894 "2020-08-17 1040 5 318484 41366 -37.0 2.0\n",
2895 "2020-08-18 713 3 319197 41369 -327.0 -2.0\n",
2896 "2020-08-19 1089 12 320286 41381 376.0 9.0\n",
2897 "\n",
2898 "[233 rows x 6 columns]"
2899 ]
2900 },
2901 "execution_count": 588,
2902 "metadata": {},
2903 "output_type": "execute_result"
2904 }
2905 ],
2906 "source": [
2907 "data_by_date.loc['UK']"
2908 ]
2909 },
2910 {
2911 "cell_type": "code",
2912 "execution_count": 589,
2913 "metadata": {},
2914 "outputs": [],
2915 "source": [
2916 "# data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]"
2917 ]
2918 },
2919 {
2920 "cell_type": "code",
2921 "execution_count": 590,
2922 "metadata": {},
2923 "outputs": [],
2924 "source": [
2925 "# days_since_threshold = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].groupby(level=0).cumcount()\n",
2926 "# days_since_threshold.rename('since_threshold', inplace=True)"
2927 ]
2928 },
2929 {
2930 "cell_type": "code",
2931 "execution_count": 591,
2932 "metadata": {},
2933 "outputs": [
2934 {
2935 "data": {
2936 "text/plain": [
2937 "geoId dateRep \n",
2938 "AD 2020-04-01 0\n",
2939 " 2020-04-02 1\n",
2940 " 2020-04-03 2\n",
2941 " 2020-04-04 3\n",
2942 " 2020-04-05 4\n",
2943 " ..\n",
2944 "ZW 2020-08-15 36\n",
2945 " 2020-08-16 37\n",
2946 " 2020-08-17 38\n",
2947 " 2020-08-18 39\n",
2948 " 2020-08-19 40\n",
2949 "Name: since_threshold, Length: 18722, dtype: int64"
2950 ]
2951 },
2952 "execution_count": 591,
2953 "metadata": {},
2954 "output_type": "execute_result"
2955 }
2956 ],
2957 "source": [
2958 "dbd = data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD].reset_index(level=1)\n",
2959 "dbd['since_threshold'] = dbd.dateRep\n",
2960 "dbd.set_index('dateRep', append=True, inplace=True)\n",
2961 "dbd.sort_index(inplace=True)\n",
2962 "days_since_threshold = dbd.groupby(level=0).diff().since_threshold.dt.days.fillna(0).astype(int).groupby(level=0).cumsum()\n",
2963 "# days_since_threshold.groupby(level=0).cumsum()\n",
2964 "\n",
2965 "# days_since_threshold = dbd.rename('since_threshold')\n",
2966 "days_since_threshold"
2967 ]
2968 },
2969 {
2970 "cell_type": "code",
2971 "execution_count": 592,
2972 "metadata": {},
2973 "outputs": [],
2974 "source": [
2975 "# days_since_threshold = (data_by_date[data_by_date.deaths_culm > DEATH_COUNT_THRESHOLD]\n",
2976 "# .reset_index(level=1).groupby(level=0)\n",
2977 "# .diff().dateRep.dt.days\n",
2978 "# .groupby(level=0).cumcount()\n",
2979 "# )\n",
2980 "# days_since_threshold.rename('since_threshold', inplace=True)\n",
2981 "# days_since_threshold"
2982 ]
2983 },
2984 {
2985 "cell_type": "code",
2986 "execution_count": 593,
2987 "metadata": {},
2988 "outputs": [
2989 {
2990 "data": {
2991 "text/html": [
2992 "<div>\n",
2993 "<style scoped>\n",
2994 " .dataframe tbody tr th:only-of-type {\n",
2995 " vertical-align: middle;\n",
2996 " }\n",
2997 "\n",
2998 " .dataframe tbody tr th {\n",
2999 " vertical-align: top;\n",
3000 " }\n",
3001 "\n",
3002 " .dataframe thead th {\n",
3003 " text-align: right;\n",
3004 " }\n",
3005 "</style>\n",
3006 "<table border=\"1\" class=\"dataframe\">\n",
3007 " <thead>\n",
3008 " <tr style=\"text-align: right;\">\n",
3009 " <th></th>\n",
3010 " <th></th>\n",
3011 " <th>cases</th>\n",
3012 " <th>deaths</th>\n",
3013 " <th>cases_culm</th>\n",
3014 " <th>deaths_culm</th>\n",
3015 " <th>cases_diff</th>\n",
3016 " <th>deaths_diff</th>\n",
3017 " <th>since_threshold</th>\n",
3018 " </tr>\n",
3019 " <tr>\n",
3020 " <th>geoId</th>\n",
3021 " <th>dateRep</th>\n",
3022 " <th></th>\n",
3023 " <th></th>\n",
3024 " <th></th>\n",
3025 " <th></th>\n",
3026 " <th></th>\n",
3027 " <th></th>\n",
3028 " <th></th>\n",
3029 " </tr>\n",
3030 " </thead>\n",
3031 " <tbody>\n",
3032 " <tr>\n",
3033 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
3034 " <td>2020-04-01</td>\n",
3035 " <td>6</td>\n",
3036 " <td>4</td>\n",
3037 " <td>376</td>\n",
3038 " <td>12</td>\n",
3039 " <td>-30.0</td>\n",
3040 " <td>2.0</td>\n",
3041 " <td>0</td>\n",
3042 " </tr>\n",
3043 " <tr>\n",
3044 " <td>2020-04-02</td>\n",
3045 " <td>14</td>\n",
3046 " <td>2</td>\n",
3047 " <td>390</td>\n",
3048 " <td>14</td>\n",
3049 " <td>8.0</td>\n",
3050 " <td>-2.0</td>\n",
3051 " <td>1</td>\n",
3052 " </tr>\n",
3053 " <tr>\n",
3054 " <td>2020-04-03</td>\n",
3055 " <td>38</td>\n",
3056 " <td>1</td>\n",
3057 " <td>428</td>\n",
3058 " <td>15</td>\n",
3059 " <td>24.0</td>\n",
3060 " <td>-1.0</td>\n",
3061 " <td>2</td>\n",
3062 " </tr>\n",
3063 " <tr>\n",
3064 " <td>2020-04-04</td>\n",
3065 " <td>11</td>\n",
3066 " <td>1</td>\n",
3067 " <td>439</td>\n",
3068 " <td>16</td>\n",
3069 " <td>-27.0</td>\n",
3070 " <td>0.0</td>\n",
3071 " <td>3</td>\n",
3072 " </tr>\n",
3073 " <tr>\n",
3074 " <td>2020-04-05</td>\n",
3075 " <td>27</td>\n",
3076 " <td>1</td>\n",
3077 " <td>466</td>\n",
3078 " <td>17</td>\n",
3079 " <td>16.0</td>\n",
3080 " <td>0.0</td>\n",
3081 " <td>4</td>\n",
3082 " </tr>\n",
3083 " <tr>\n",
3084 " <td>...</td>\n",
3085 " <td>...</td>\n",
3086 " <td>...</td>\n",
3087 " <td>...</td>\n",
3088 " <td>...</td>\n",
3089 " <td>...</td>\n",
3090 " <td>...</td>\n",
3091 " <td>...</td>\n",
3092 " <td>...</td>\n",
3093 " </tr>\n",
3094 " <tr>\n",
3095 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
3096 " <td>2020-08-15</td>\n",
3097 " <td>82</td>\n",
3098 " <td>0</td>\n",
3099 " <td>5072</td>\n",
3100 " <td>128</td>\n",
3101 " <td>-15.0</td>\n",
3102 " <td>-6.0</td>\n",
3103 " <td>36</td>\n",
3104 " </tr>\n",
3105 " <tr>\n",
3106 " <td>2020-08-16</td>\n",
3107 " <td>104</td>\n",
3108 " <td>2</td>\n",
3109 " <td>5176</td>\n",
3110 " <td>130</td>\n",
3111 " <td>22.0</td>\n",
3112 " <td>2.0</td>\n",
3113 " <td>37</td>\n",
3114 " </tr>\n",
3115 " <tr>\n",
3116 " <td>2020-08-17</td>\n",
3117 " <td>85</td>\n",
3118 " <td>2</td>\n",
3119 " <td>5261</td>\n",
3120 " <td>132</td>\n",
3121 " <td>-19.0</td>\n",
3122 " <td>0.0</td>\n",
3123 " <td>38</td>\n",
3124 " </tr>\n",
3125 " <tr>\n",
3126 " <td>2020-08-18</td>\n",
3127 " <td>47</td>\n",
3128 " <td>3</td>\n",
3129 " <td>5308</td>\n",
3130 " <td>135</td>\n",
3131 " <td>-38.0</td>\n",
3132 " <td>1.0</td>\n",
3133 " <td>39</td>\n",
3134 " </tr>\n",
3135 " <tr>\n",
3136 " <td>2020-08-19</td>\n",
3137 " <td>70</td>\n",
3138 " <td>6</td>\n",
3139 " <td>5378</td>\n",
3140 " <td>141</td>\n",
3141 " <td>23.0</td>\n",
3142 " <td>3.0</td>\n",
3143 " <td>40</td>\n",
3144 " </tr>\n",
3145 " </tbody>\n",
3146 "</table>\n",
3147 "<p>18722 rows × 7 columns</p>\n",
3148 "</div>"
3149 ],
3150 "text/plain": [
3151 " cases deaths cases_culm deaths_culm cases_diff \\\n",
3152 "geoId dateRep \n",
3153 "AD 2020-04-01 6 4 376 12 -30.0 \n",
3154 " 2020-04-02 14 2 390 14 8.0 \n",
3155 " 2020-04-03 38 1 428 15 24.0 \n",
3156 " 2020-04-04 11 1 439 16 -27.0 \n",
3157 " 2020-04-05 27 1 466 17 16.0 \n",
3158 "... ... ... ... ... ... \n",
3159 "ZW 2020-08-15 82 0 5072 128 -15.0 \n",
3160 " 2020-08-16 104 2 5176 130 22.0 \n",
3161 " 2020-08-17 85 2 5261 132 -19.0 \n",
3162 " 2020-08-18 47 3 5308 135 -38.0 \n",
3163 " 2020-08-19 70 6 5378 141 23.0 \n",
3164 "\n",
3165 " deaths_diff since_threshold \n",
3166 "geoId dateRep \n",
3167 "AD 2020-04-01 2.0 0 \n",
3168 " 2020-04-02 -2.0 1 \n",
3169 " 2020-04-03 -1.0 2 \n",
3170 " 2020-04-04 0.0 3 \n",
3171 " 2020-04-05 0.0 4 \n",
3172 "... ... ... \n",
3173 "ZW 2020-08-15 -6.0 36 \n",
3174 " 2020-08-16 2.0 37 \n",
3175 " 2020-08-17 0.0 38 \n",
3176 " 2020-08-18 1.0 39 \n",
3177 " 2020-08-19 3.0 40 \n",
3178 "\n",
3179 "[18722 rows x 7 columns]"
3180 ]
3181 },
3182 "execution_count": 593,
3183 "metadata": {},
3184 "output_type": "execute_result"
3185 }
3186 ],
3187 "source": [
3188 "data_since_threshold = data_by_date.merge(days_since_threshold, \n",
3189 " left_index=True, right_index=True)\n",
3190 "data_since_threshold"
3191 ]
3192 },
3193 {
3194 "cell_type": "code",
3195 "execution_count": 594,
3196 "metadata": {},
3197 "outputs": [
3198 {
3199 "data": {
3200 "text/html": [
3201 "<div>\n",
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3214 "</style>\n",
3215 "<table border=\"1\" class=\"dataframe\">\n",
3216 " <thead>\n",
3217 " <tr style=\"text-align: right;\">\n",
3218 " <th></th>\n",
3219 " <th></th>\n",
3220 " <th>dateRep</th>\n",
3221 " <th>cases</th>\n",
3222 " <th>deaths</th>\n",
3223 " <th>cases_culm</th>\n",
3224 " <th>deaths_culm</th>\n",
3225 " <th>cases_diff</th>\n",
3226 " <th>deaths_diff</th>\n",
3227 " </tr>\n",
3228 " <tr>\n",
3229 " <th>since_threshold</th>\n",
3230 " <th>geoId</th>\n",
3231 " <th></th>\n",
3232 " <th></th>\n",
3233 " <th></th>\n",
3234 " <th></th>\n",
3235 " <th></th>\n",
3236 " <th></th>\n",
3237 " <th></th>\n",
3238 " </tr>\n",
3239 " </thead>\n",
3240 " <tbody>\n",
3241 " <tr>\n",
3242 " <td rowspan=\"5\" valign=\"top\">0</td>\n",
3243 " <td>AD</td>\n",
3244 " <td>2020-04-01</td>\n",
3245 " <td>6</td>\n",
3246 " <td>4</td>\n",
3247 " <td>376</td>\n",
3248 " <td>12</td>\n",
3249 " <td>-30.0</td>\n",
3250 " <td>2.0</td>\n",
3251 " </tr>\n",
3252 " <tr>\n",
3253 " <td>AE</td>\n",
3254 " <td>2020-04-07</td>\n",
3255 " <td>262</td>\n",
3256 " <td>1</td>\n",
3257 " <td>2045</td>\n",
3258 " <td>11</td>\n",
3259 " <td>-16.0</td>\n",
3260 " <td>1.0</td>\n",
3261 " </tr>\n",
3262 " <tr>\n",
3263 " <td>AF</td>\n",
3264 " <td>2020-04-08</td>\n",
3265 " <td>30</td>\n",
3266 " <td>4</td>\n",
3267 " <td>367</td>\n",
3268 " <td>11</td>\n",
3269 " <td>-8.0</td>\n",
3270 " <td>4.0</td>\n",
3271 " </tr>\n",
3272 " <tr>\n",
3273 " <td>AL</td>\n",
3274 " <td>2020-03-31</td>\n",
3275 " <td>11</td>\n",
3276 " <td>2</td>\n",
3277 " <td>223</td>\n",
3278 " <td>12</td>\n",
3279 " <td>-4.0</td>\n",
3280 " <td>2.0</td>\n",
3281 " </tr>\n",
3282 " <tr>\n",
3283 " <td>AM</td>\n",
3284 " <td>2020-04-10</td>\n",
3285 " <td>16</td>\n",
3286 " <td>1</td>\n",
3287 " <td>937</td>\n",
3288 " <td>11</td>\n",
3289 " <td>-24.0</td>\n",
3290 " <td>0.0</td>\n",
3291 " </tr>\n",
3292 " <tr>\n",
3293 " <td>...</td>\n",
3294 " <td>...</td>\n",
3295 " <td>...</td>\n",
3296 " <td>...</td>\n",
3297 " <td>...</td>\n",
3298 " <td>...</td>\n",
3299 " <td>...</td>\n",
3300 " <td>...</td>\n",
3301 " <td>...</td>\n",
3302 " </tr>\n",
3303 " <tr>\n",
3304 " <td>206</td>\n",
3305 " <td>CN</td>\n",
3306 " <td>2020-08-15</td>\n",
3307 " <td>70</td>\n",
3308 " <td>1</td>\n",
3309 " <td>89214</td>\n",
3310 " <td>4701</td>\n",
3311 " <td>-29.0</td>\n",
3312 " <td>-2.0</td>\n",
3313 " </tr>\n",
3314 " <tr>\n",
3315 " <td>207</td>\n",
3316 " <td>CN</td>\n",
3317 " <td>2020-08-16</td>\n",
3318 " <td>65</td>\n",
3319 " <td>2</td>\n",
3320 " <td>89279</td>\n",
3321 " <td>4703</td>\n",
3322 " <td>-5.0</td>\n",
3323 " <td>1.0</td>\n",
3324 " </tr>\n",
3325 " <tr>\n",
3326 " <td>208</td>\n",
3327 " <td>CN</td>\n",
3328 " <td>2020-08-17</td>\n",
3329 " <td>96</td>\n",
3330 " <td>0</td>\n",
3331 " <td>89375</td>\n",
3332 " <td>4703</td>\n",
3333 " <td>31.0</td>\n",
3334 " <td>-2.0</td>\n",
3335 " </tr>\n",
3336 " <tr>\n",
3337 " <td>209</td>\n",
3338 " <td>CN</td>\n",
3339 " <td>2020-08-18</td>\n",
3340 " <td>66</td>\n",
3341 " <td>0</td>\n",
3342 " <td>89441</td>\n",
3343 " <td>4703</td>\n",
3344 " <td>-30.0</td>\n",
3345 " <td>0.0</td>\n",
3346 " </tr>\n",
3347 " <tr>\n",
3348 " <td>210</td>\n",
3349 " <td>CN</td>\n",
3350 " <td>2020-08-19</td>\n",
3351 " <td>53</td>\n",
3352 " <td>2</td>\n",
3353 " <td>89494</td>\n",
3354 " <td>4705</td>\n",
3355 " <td>-13.0</td>\n",
3356 " <td>2.0</td>\n",
3357 " </tr>\n",
3358 " </tbody>\n",
3359 "</table>\n",
3360 "<p>18722 rows × 7 columns</p>\n",
3361 "</div>"
3362 ],
3363 "text/plain": [
3364 " dateRep cases deaths cases_culm deaths_culm \\\n",
3365 "since_threshold geoId \n",
3366 "0 AD 2020-04-01 6 4 376 12 \n",
3367 " AE 2020-04-07 262 1 2045 11 \n",
3368 " AF 2020-04-08 30 4 367 11 \n",
3369 " AL 2020-03-31 11 2 223 12 \n",
3370 " AM 2020-04-10 16 1 937 11 \n",
3371 "... ... ... ... ... ... \n",
3372 "206 CN 2020-08-15 70 1 89214 4701 \n",
3373 "207 CN 2020-08-16 65 2 89279 4703 \n",
3374 "208 CN 2020-08-17 96 0 89375 4703 \n",
3375 "209 CN 2020-08-18 66 0 89441 4703 \n",
3376 "210 CN 2020-08-19 53 2 89494 4705 \n",
3377 "\n",
3378 " cases_diff deaths_diff \n",
3379 "since_threshold geoId \n",
3380 "0 AD -30.0 2.0 \n",
3381 " AE -16.0 1.0 \n",
3382 " AF -8.0 4.0 \n",
3383 " AL -4.0 2.0 \n",
3384 " AM -24.0 0.0 \n",
3385 "... ... ... \n",
3386 "206 CN -29.0 -2.0 \n",
3387 "207 CN -5.0 1.0 \n",
3388 "208 CN 31.0 -2.0 \n",
3389 "209 CN -30.0 0.0 \n",
3390 "210 CN -13.0 2.0 \n",
3391 "\n",
3392 "[18722 rows x 7 columns]"
3393 ]
3394 },
3395 "execution_count": 594,
3396 "metadata": {},
3397 "output_type": "execute_result"
3398 }
3399 ],
3400 "source": [
3401 "data_since_threshold = data_since_threshold.set_index('since_threshold', append=True\n",
3402 " ).reorder_levels(['since_threshold', 'geoId', 'dateRep']\n",
3403 " ).reset_index('dateRep')\n",
3404 "data_since_threshold.sort_index(inplace=True)\n",
3405 "data_since_threshold"
3406 ]
3407 },
3408 {
3409 "cell_type": "code",
3410 "execution_count": 595,
3411 "metadata": {},
3412 "outputs": [
3413 {
3414 "data": {
3415 "text/html": [
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3434 " <th></th>\n",
3435 " <th>dateRep</th>\n",
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3439 " <th>deaths_culm</th>\n",
3440 " <th>cases_diff</th>\n",
3441 " <th>deaths_diff</th>\n",
3442 " </tr>\n",
3443 " <tr>\n",
3444 " <th>since_threshold</th>\n",
3445 " <th>geoId</th>\n",
3446 " <th></th>\n",
3447 " <th></th>\n",
3448 " <th></th>\n",
3449 " <th></th>\n",
3450 " <th></th>\n",
3451 " <th></th>\n",
3452 " <th></th>\n",
3453 " </tr>\n",
3454 " </thead>\n",
3455 " <tbody>\n",
3456 " <tr>\n",
3457 " <td rowspan=\"3\" valign=\"top\">0</td>\n",
3458 " <td>DE</td>\n",
3459 " <td>2020-03-16</td>\n",
3460 " <td>1043</td>\n",
3461 " <td>4</td>\n",
3462 " <td>4838</td>\n",
3463 " <td>12</td>\n",
3464 " <td>310.0</td>\n",
3465 " <td>1.0</td>\n",
3466 " </tr>\n",
3467 " <tr>\n",
3468 " <td>IT</td>\n",
3469 " <td>2020-02-26</td>\n",
3470 " <td>93</td>\n",
3471 " <td>5</td>\n",
3472 " <td>322</td>\n",
3473 " <td>11</td>\n",
3474 " <td>-4.0</td>\n",
3475 " <td>1.0</td>\n",
3476 " </tr>\n",
3477 " <tr>\n",
3478 " <td>UK</td>\n",
3479 " <td>2020-03-15</td>\n",
3480 " <td>478</td>\n",
3481 " <td>19</td>\n",
3482 " <td>2244</td>\n",
3483 " <td>29</td>\n",
3484 " <td>-6.0</td>\n",
3485 " <td>18.0</td>\n",
3486 " </tr>\n",
3487 " <tr>\n",
3488 " <td rowspan=\"2\" valign=\"top\">1</td>\n",
3489 " <td>DE</td>\n",
3490 " <td>2020-03-17</td>\n",
3491 " <td>1174</td>\n",
3492 " <td>1</td>\n",
3493 " <td>6012</td>\n",
3494 " <td>13</td>\n",
3495 " <td>131.0</td>\n",
3496 " <td>-3.0</td>\n",
3497 " </tr>\n",
3498 " <tr>\n",
3499 " <td>IT</td>\n",
3500 " <td>2020-02-27</td>\n",
3501 " <td>78</td>\n",
3502 " <td>1</td>\n",
3503 " <td>400</td>\n",
3504 " <td>12</td>\n",
3505 " <td>-15.0</td>\n",
3506 " <td>-4.0</td>\n",
3507 " </tr>\n",
3508 " <tr>\n",
3509 " <td>...</td>\n",
3510 " <td>...</td>\n",
3511 " <td>...</td>\n",
3512 " <td>...</td>\n",
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3517 " <td>...</td>\n",
3518 " </tr>\n",
3519 " <tr>\n",
3520 " <td>171</td>\n",
3521 " <td>IT</td>\n",
3522 " <td>2020-08-15</td>\n",
3523 " <td>574</td>\n",
3524 " <td>3</td>\n",
3525 " <td>252809</td>\n",
3526 " <td>35234</td>\n",
3527 " <td>52.0</td>\n",
3528 " <td>-3.0</td>\n",
3529 " </tr>\n",
3530 " <tr>\n",
3531 " <td>172</td>\n",
3532 " <td>IT</td>\n",
3533 " <td>2020-08-16</td>\n",
3534 " <td>629</td>\n",
3535 " <td>158</td>\n",
3536 " <td>253438</td>\n",
3537 " <td>35392</td>\n",
3538 " <td>55.0</td>\n",
3539 " <td>155.0</td>\n",
3540 " </tr>\n",
3541 " <tr>\n",
3542 " <td>173</td>\n",
3543 " <td>IT</td>\n",
3544 " <td>2020-08-17</td>\n",
3545 " <td>477</td>\n",
3546 " <td>4</td>\n",
3547 " <td>253915</td>\n",
3548 " <td>35396</td>\n",
3549 " <td>-152.0</td>\n",
3550 " <td>-154.0</td>\n",
3551 " </tr>\n",
3552 " <tr>\n",
3553 " <td>174</td>\n",
3554 " <td>IT</td>\n",
3555 " <td>2020-08-18</td>\n",
3556 " <td>320</td>\n",
3557 " <td>4</td>\n",
3558 " <td>254235</td>\n",
3559 " <td>35400</td>\n",
3560 " <td>-157.0</td>\n",
3561 " <td>0.0</td>\n",
3562 " </tr>\n",
3563 " <tr>\n",
3564 " <td>175</td>\n",
3565 " <td>IT</td>\n",
3566 " <td>2020-08-19</td>\n",
3567 " <td>401</td>\n",
3568 " <td>5</td>\n",
3569 " <td>254636</td>\n",
3570 " <td>35405</td>\n",
3571 " <td>81.0</td>\n",
3572 " <td>1.0</td>\n",
3573 " </tr>\n",
3574 " </tbody>\n",
3575 "</table>\n",
3576 "<p>491 rows × 7 columns</p>\n",
3577 "</div>"
3578 ],
3579 "text/plain": [
3580 " dateRep cases deaths cases_culm deaths_culm \\\n",
3581 "since_threshold geoId \n",
3582 "0 DE 2020-03-16 1043 4 4838 12 \n",
3583 " IT 2020-02-26 93 5 322 11 \n",
3584 " UK 2020-03-15 478 19 2244 29 \n",
3585 "1 DE 2020-03-17 1174 1 6012 13 \n",
3586 " IT 2020-02-27 78 1 400 12 \n",
3587 "... ... ... ... ... ... \n",
3588 "171 IT 2020-08-15 574 3 252809 35234 \n",
3589 "172 IT 2020-08-16 629 158 253438 35392 \n",
3590 "173 IT 2020-08-17 477 4 253915 35396 \n",
3591 "174 IT 2020-08-18 320 4 254235 35400 \n",
3592 "175 IT 2020-08-19 401 5 254636 35405 \n",
3593 "\n",
3594 " cases_diff deaths_diff \n",
3595 "since_threshold geoId \n",
3596 "0 DE 310.0 1.0 \n",
3597 " IT -4.0 1.0 \n",
3598 " UK -6.0 18.0 \n",
3599 "1 DE 131.0 -3.0 \n",
3600 " IT -15.0 -4.0 \n",
3601 "... ... ... \n",
3602 "171 IT 52.0 -3.0 \n",
3603 "172 IT 55.0 155.0 \n",
3604 "173 IT -152.0 -154.0 \n",
3605 "174 IT -157.0 0.0 \n",
3606 "175 IT 81.0 1.0 \n",
3607 "\n",
3608 "[491 rows x 7 columns]"
3609 ]
3610 },
3611 "execution_count": 595,
3612 "metadata": {},
3613 "output_type": "execute_result"
3614 }
3615 ],
3616 "source": [
3617 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
3618 ]
3619 },
3620 {
3621 "cell_type": "code",
3622 "execution_count": 596,
3623 "metadata": {},
3624 "outputs": [
3625 {
3626 "data": {
3627 "text/html": [
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3656 " <th>since_threshold</th>\n",
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3668 " <tr>\n",
3669 " <td>154</td>\n",
3670 " <td>ES</td>\n",
3671 " <td>2020-08-11</td>\n",
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3685 " <td>329784</td>\n",
3686 " <td>28579</td>\n",
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3690 " <tr>\n",
3691 " <td>156</td>\n",
3692 " <td>ES</td>\n",
3693 " <td>2020-08-13</td>\n",
3694 " <td>7550</td>\n",
3695 " <td>26</td>\n",
3696 " <td>337334</td>\n",
3697 " <td>28605</td>\n",
3698 " <td>4378.0</td>\n",
3699 " <td>28.0</td>\n",
3700 " </tr>\n",
3701 " <tr>\n",
3702 " <td>157</td>\n",
3703 " <td>ES</td>\n",
3704 " <td>2020-08-14</td>\n",
3705 " <td>5479</td>\n",
3706 " <td>12</td>\n",
3707 " <td>342813</td>\n",
3708 " <td>28617</td>\n",
3709 " <td>-2071.0</td>\n",
3710 " <td>-14.0</td>\n",
3711 " </tr>\n",
3712 " <tr>\n",
3713 " <td>158</td>\n",
3714 " <td>ES</td>\n",
3715 " <td>2020-08-15</td>\n",
3716 " <td>0</td>\n",
3717 " <td>0</td>\n",
3718 " <td>342813</td>\n",
3719 " <td>28617</td>\n",
3720 " <td>-5479.0</td>\n",
3721 " <td>-12.0</td>\n",
3722 " </tr>\n",
3723 " <tr>\n",
3724 " <td>159</td>\n",
3725 " <td>ES</td>\n",
3726 " <td>2020-08-16</td>\n",
3727 " <td>0</td>\n",
3728 " <td>0</td>\n",
3729 " <td>342813</td>\n",
3730 " <td>28617</td>\n",
3731 " <td>0.0</td>\n",
3732 " <td>0.0</td>\n",
3733 " </tr>\n",
3734 " <tr>\n",
3735 " <td>160</td>\n",
3736 " <td>ES</td>\n",
3737 " <td>2020-08-17</td>\n",
3738 " <td>16269</td>\n",
3739 " <td>29</td>\n",
3740 " <td>359082</td>\n",
3741 " <td>28646</td>\n",
3742 " <td>16269.0</td>\n",
3743 " <td>29.0</td>\n",
3744 " </tr>\n",
3745 " <tr>\n",
3746 " <td>161</td>\n",
3747 " <td>ES</td>\n",
3748 " <td>2020-08-18</td>\n",
3749 " <td>5114</td>\n",
3750 " <td>24</td>\n",
3751 " <td>364196</td>\n",
3752 " <td>28670</td>\n",
3753 " <td>-11155.0</td>\n",
3754 " <td>-5.0</td>\n",
3755 " </tr>\n",
3756 " </tbody>\n",
3757 "</table>\n",
3758 "</div>"
3759 ],
3760 "text/plain": [
3761 " dateRep cases deaths cases_culm deaths_culm \\\n",
3762 "since_threshold geoId \n",
3763 "154 ES 2020-08-11 3632 5 326612 28581 \n",
3764 "155 ES 2020-08-12 3172 -2 329784 28579 \n",
3765 "156 ES 2020-08-13 7550 26 337334 28605 \n",
3766 "157 ES 2020-08-14 5479 12 342813 28617 \n",
3767 "158 ES 2020-08-15 0 0 342813 28617 \n",
3768 "159 ES 2020-08-16 0 0 342813 28617 \n",
3769 "160 ES 2020-08-17 16269 29 359082 28646 \n",
3770 "161 ES 2020-08-18 5114 24 364196 28670 \n",
3771 "\n",
3772 " cases_diff deaths_diff \n",
3773 "since_threshold geoId \n",
3774 "154 ES -4986.0 -68.0 \n",
3775 "155 ES -460.0 -7.0 \n",
3776 "156 ES 4378.0 28.0 \n",
3777 "157 ES -2071.0 -14.0 \n",
3778 "158 ES -5479.0 -12.0 \n",
3779 "159 ES 0.0 0.0 \n",
3780 "160 ES 16269.0 29.0 \n",
3781 "161 ES -11155.0 -5.0 "
3782 ]
3783 },
3784 "execution_count": 596,
3785 "metadata": {},
3786 "output_type": "execute_result"
3787 }
3788 ],
3789 "source": [
3790 "data_since_threshold.loc[(slice(None), ['ES']), :].tail(8)"
3791 ]
3792 },
3793 {
3794 "cell_type": "code",
3795 "execution_count": 597,
3796 "metadata": {},
3797 "outputs": [
3798 {
3799 "data": {
3800 "text/plain": [
3801 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03fd2ebe90>"
3802 ]
3803 },
3804 "execution_count": 597,
3805 "metadata": {},
3806 "output_type": "execute_result"
3807 },
3808 {
3809 "data": {
3810 "image/png": 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\n",
3811 "text/plain": [
3812 "<Figure size 432x288 with 1 Axes>"
3813 ]
3814 },
3815 "metadata": {
3816 "needs_background": "light"
3817 },
3818 "output_type": "display_data"
3819 }
3820 ],
3821 "source": [
3822 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), ['deaths_culm']].unstack().plot(logy=True)"
3823 ]
3824 },
3825 {
3826 "cell_type": "code",
3827 "execution_count": 598,
3828 "metadata": {},
3829 "outputs": [],
3830 "source": [
3831 "# deaths = data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT', 'IE']), ['deaths_culm']].unstack().xs('deaths_culm', axis=1, drop_level=True)"
3832 ]
3833 },
3834 {
3835 "cell_type": "code",
3836 "execution_count": 599,
3837 "metadata": {},
3838 "outputs": [],
3839 "source": [
3840 "deaths = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_culm']].unstack().sort_index().xs('deaths_culm', axis=1, drop_level=True)"
3841 ]
3842 },
3843 {
3844 "cell_type": "code",
3845 "execution_count": 600,
3846 "metadata": {},
3847 "outputs": [],
3848 "source": [
3849 "cases = data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['cases_culm']].unstack().sort_index().xs('cases_culm', axis=1, drop_level=True)"
3850 ]
3851 },
3852 {
3853 "cell_type": "code",
3854 "execution_count": 601,
3855 "metadata": {},
3856 "outputs": [],
3857 "source": [
3858 "COUNTRIES_AMERICAS_DEAD = list(set(deaths.columns) & set(COUNTRIES_AMERICAS))"
3859 ]
3860 },
3861 {
3862 "cell_type": "code",
3863 "execution_count": 602,
3864 "metadata": {},
3865 "outputs": [
3866 {
3867 "data": {
3868 "text/html": [
3869 "<div>\n",
3870 "<style scoped>\n",
3871 " .dataframe tbody tr th:only-of-type {\n",
3872 " vertical-align: middle;\n",
3873 " }\n",
3874 "\n",
3875 " .dataframe tbody tr th {\n",
3876 " vertical-align: top;\n",
3877 " }\n",
3878 "\n",
3879 " .dataframe thead th {\n",
3880 " text-align: right;\n",
3881 " }\n",
3882 "</style>\n",
3883 "<table border=\"1\" class=\"dataframe\">\n",
3884 " <thead>\n",
3885 " <tr style=\"text-align: right;\">\n",
3886 " <th></th>\n",
3887 " <th></th>\n",
3888 " <th>dateRep</th>\n",
3889 " <th>cases</th>\n",
3890 " <th>deaths</th>\n",
3891 " <th>cases_culm</th>\n",
3892 " <th>deaths_culm</th>\n",
3893 " <th>cases_diff</th>\n",
3894 " <th>deaths_diff</th>\n",
3895 " <th>countriesAndTerritories</th>\n",
3896 " <th>popData2019</th>\n",
3897 " <th>continentExp</th>\n",
3898 " </tr>\n",
3899 " <tr>\n",
3900 " <th>since_threshold</th>\n",
3901 " <th>geoId</th>\n",
3902 " <th></th>\n",
3903 " <th></th>\n",
3904 " <th></th>\n",
3905 " <th></th>\n",
3906 " <th></th>\n",
3907 " <th></th>\n",
3908 " <th></th>\n",
3909 " <th></th>\n",
3910 " <th></th>\n",
3911 " <th></th>\n",
3912 " </tr>\n",
3913 " </thead>\n",
3914 " <tbody>\n",
3915 " <tr>\n",
3916 " <td>0</td>\n",
3917 " <td>AD</td>\n",
3918 " <td>2020-04-01</td>\n",
3919 " <td>6</td>\n",
3920 " <td>4</td>\n",
3921 " <td>376</td>\n",
3922 " <td>12</td>\n",
3923 " <td>-30.0</td>\n",
3924 " <td>2.0</td>\n",
3925 " <td>Andorra</td>\n",
3926 " <td>76177</td>\n",
3927 " <td>Europe</td>\n",
3928 " </tr>\n",
3929 " <tr>\n",
3930 " <td>1</td>\n",
3931 " <td>AD</td>\n",
3932 " <td>2020-04-02</td>\n",
3933 " <td>14</td>\n",
3934 " <td>2</td>\n",
3935 " <td>390</td>\n",
3936 " <td>14</td>\n",
3937 " <td>8.0</td>\n",
3938 " <td>-2.0</td>\n",
3939 " <td>Andorra</td>\n",
3940 " <td>76177</td>\n",
3941 " <td>Europe</td>\n",
3942 " </tr>\n",
3943 " <tr>\n",
3944 " <td>2</td>\n",
3945 " <td>AD</td>\n",
3946 " <td>2020-04-03</td>\n",
3947 " <td>38</td>\n",
3948 " <td>1</td>\n",
3949 " <td>428</td>\n",
3950 " <td>15</td>\n",
3951 " <td>24.0</td>\n",
3952 " <td>-1.0</td>\n",
3953 " <td>Andorra</td>\n",
3954 " <td>76177</td>\n",
3955 " <td>Europe</td>\n",
3956 " </tr>\n",
3957 " <tr>\n",
3958 " <td>3</td>\n",
3959 " <td>AD</td>\n",
3960 " <td>2020-04-04</td>\n",
3961 " <td>11</td>\n",
3962 " <td>1</td>\n",
3963 " <td>439</td>\n",
3964 " <td>16</td>\n",
3965 " <td>-27.0</td>\n",
3966 " <td>0.0</td>\n",
3967 " <td>Andorra</td>\n",
3968 " <td>76177</td>\n",
3969 " <td>Europe</td>\n",
3970 " </tr>\n",
3971 " <tr>\n",
3972 " <td>4</td>\n",
3973 " <td>AD</td>\n",
3974 " <td>2020-04-05</td>\n",
3975 " <td>27</td>\n",
3976 " <td>1</td>\n",
3977 " <td>466</td>\n",
3978 " <td>17</td>\n",
3979 " <td>16.0</td>\n",
3980 " <td>0.0</td>\n",
3981 " <td>Andorra</td>\n",
3982 " <td>76177</td>\n",
3983 " <td>Europe</td>\n",
3984 " </tr>\n",
3985 " <tr>\n",
3986 " <td>...</td>\n",
3987 " <td>...</td>\n",
3988 " <td>...</td>\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>36</td>\n",
4001 " <td>ZW</td>\n",
4002 " <td>2020-08-15</td>\n",
4003 " <td>82</td>\n",
4004 " <td>0</td>\n",
4005 " <td>5072</td>\n",
4006 " <td>128</td>\n",
4007 " <td>-15.0</td>\n",
4008 " <td>-6.0</td>\n",
4009 " <td>Zimbabwe</td>\n",
4010 " <td>14645473</td>\n",
4011 " <td>Africa</td>\n",
4012 " </tr>\n",
4013 " <tr>\n",
4014 " <td>37</td>\n",
4015 " <td>ZW</td>\n",
4016 " <td>2020-08-16</td>\n",
4017 " <td>104</td>\n",
4018 " <td>2</td>\n",
4019 " <td>5176</td>\n",
4020 " <td>130</td>\n",
4021 " <td>22.0</td>\n",
4022 " <td>2.0</td>\n",
4023 " <td>Zimbabwe</td>\n",
4024 " <td>14645473</td>\n",
4025 " <td>Africa</td>\n",
4026 " </tr>\n",
4027 " <tr>\n",
4028 " <td>38</td>\n",
4029 " <td>ZW</td>\n",
4030 " <td>2020-08-17</td>\n",
4031 " <td>85</td>\n",
4032 " <td>2</td>\n",
4033 " <td>5261</td>\n",
4034 " <td>132</td>\n",
4035 " <td>-19.0</td>\n",
4036 " <td>0.0</td>\n",
4037 " <td>Zimbabwe</td>\n",
4038 " <td>14645473</td>\n",
4039 " <td>Africa</td>\n",
4040 " </tr>\n",
4041 " <tr>\n",
4042 " <td>39</td>\n",
4043 " <td>ZW</td>\n",
4044 " <td>2020-08-18</td>\n",
4045 " <td>47</td>\n",
4046 " <td>3</td>\n",
4047 " <td>5308</td>\n",
4048 " <td>135</td>\n",
4049 " <td>-38.0</td>\n",
4050 " <td>1.0</td>\n",
4051 " <td>Zimbabwe</td>\n",
4052 " <td>14645473</td>\n",
4053 " <td>Africa</td>\n",
4054 " </tr>\n",
4055 " <tr>\n",
4056 " <td>40</td>\n",
4057 " <td>ZW</td>\n",
4058 " <td>2020-08-19</td>\n",
4059 " <td>70</td>\n",
4060 " <td>6</td>\n",
4061 " <td>5378</td>\n",
4062 " <td>141</td>\n",
4063 " <td>23.0</td>\n",
4064 " <td>3.0</td>\n",
4065 " <td>Zimbabwe</td>\n",
4066 " <td>14645473</td>\n",
4067 " <td>Africa</td>\n",
4068 " </tr>\n",
4069 " </tbody>\n",
4070 "</table>\n",
4071 "<p>18722 rows × 10 columns</p>\n",
4072 "</div>"
4073 ],
4074 "text/plain": [
4075 " dateRep cases deaths cases_culm deaths_culm \\\n",
4076 "since_threshold geoId \n",
4077 "0 AD 2020-04-01 6 4 376 12 \n",
4078 "1 AD 2020-04-02 14 2 390 14 \n",
4079 "2 AD 2020-04-03 38 1 428 15 \n",
4080 "3 AD 2020-04-04 11 1 439 16 \n",
4081 "4 AD 2020-04-05 27 1 466 17 \n",
4082 "... ... ... ... ... ... \n",
4083 "36 ZW 2020-08-15 82 0 5072 128 \n",
4084 "37 ZW 2020-08-16 104 2 5176 130 \n",
4085 "38 ZW 2020-08-17 85 2 5261 132 \n",
4086 "39 ZW 2020-08-18 47 3 5308 135 \n",
4087 "40 ZW 2020-08-19 70 6 5378 141 \n",
4088 "\n",
4089 " cases_diff deaths_diff countriesAndTerritories \\\n",
4090 "since_threshold geoId \n",
4091 "0 AD -30.0 2.0 Andorra \n",
4092 "1 AD 8.0 -2.0 Andorra \n",
4093 "2 AD 24.0 -1.0 Andorra \n",
4094 "3 AD -27.0 0.0 Andorra \n",
4095 "4 AD 16.0 0.0 Andorra \n",
4096 "... ... ... ... \n",
4097 "36 ZW -15.0 -6.0 Zimbabwe \n",
4098 "37 ZW 22.0 2.0 Zimbabwe \n",
4099 "38 ZW -19.0 0.0 Zimbabwe \n",
4100 "39 ZW -38.0 1.0 Zimbabwe \n",
4101 "40 ZW 23.0 3.0 Zimbabwe \n",
4102 "\n",
4103 " popData2019 continentExp \n",
4104 "since_threshold geoId \n",
4105 "0 AD 76177 Europe \n",
4106 "1 AD 76177 Europe \n",
4107 "2 AD 76177 Europe \n",
4108 "3 AD 76177 Europe \n",
4109 "4 AD 76177 Europe \n",
4110 "... ... ... \n",
4111 "36 ZW 14645473 Africa \n",
4112 "37 ZW 14645473 Africa \n",
4113 "38 ZW 14645473 Africa \n",
4114 "39 ZW 14645473 Africa \n",
4115 "40 ZW 14645473 Africa \n",
4116 "\n",
4117 "[18722 rows x 10 columns]"
4118 ]
4119 },
4120 "execution_count": 602,
4121 "metadata": {},
4122 "output_type": "execute_result"
4123 }
4124 ],
4125 "source": [
4126 "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])"
4127 ]
4128 },
4129 {
4130 "cell_type": "code",
4131 "execution_count": 603,
4132 "metadata": {},
4133 "outputs": [],
4134 "source": [
4135 "data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId']).sort_index(inplace=True)"
4136 ]
4137 },
4138 {
4139 "cell_type": "code",
4140 "execution_count": 604,
4141 "metadata": {},
4142 "outputs": [
4143 {
4144 "data": {
4145 "text/html": [
4146 "<div>\n",
4147 "<style scoped>\n",
4148 " .dataframe tbody tr th:only-of-type {\n",
4149 " vertical-align: middle;\n",
4150 " }\n",
4151 "\n",
4152 " .dataframe tbody tr th {\n",
4153 " vertical-align: top;\n",
4154 " }\n",
4155 "\n",
4156 " .dataframe thead th {\n",
4157 " text-align: right;\n",
4158 " }\n",
4159 "</style>\n",
4160 "<table border=\"1\" class=\"dataframe\">\n",
4161 " <thead>\n",
4162 " <tr style=\"text-align: right;\">\n",
4163 " <th></th>\n",
4164 " <th></th>\n",
4165 " <th>dateRep</th>\n",
4166 " <th>cases</th>\n",
4167 " <th>deaths</th>\n",
4168 " <th>cases_culm</th>\n",
4169 " <th>deaths_culm</th>\n",
4170 " <th>cases_diff</th>\n",
4171 " <th>deaths_diff</th>\n",
4172 " <th>countriesAndTerritories</th>\n",
4173 " <th>popData2019</th>\n",
4174 " <th>continentExp</th>\n",
4175 " <th>cases_culm_pc</th>\n",
4176 " <th>deaths_culm_pc</th>\n",
4177 " </tr>\n",
4178 " <tr>\n",
4179 " <th>since_threshold</th>\n",
4180 " <th>geoId</th>\n",
4181 " <th></th>\n",
4182 " <th></th>\n",
4183 " <th></th>\n",
4184 " <th></th>\n",
4185 " <th></th>\n",
4186 " <th></th>\n",
4187 " <th></th>\n",
4188 " <th></th>\n",
4189 " <th></th>\n",
4190 " <th></th>\n",
4191 " <th></th>\n",
4192 " <th></th>\n",
4193 " </tr>\n",
4194 " </thead>\n",
4195 " <tbody>\n",
4196 " <tr>\n",
4197 " <td>0</td>\n",
4198 " <td>AD</td>\n",
4199 " <td>2020-04-01</td>\n",
4200 " <td>6</td>\n",
4201 " <td>4</td>\n",
4202 " <td>376</td>\n",
4203 " <td>12</td>\n",
4204 " <td>-30.0</td>\n",
4205 " <td>2.0</td>\n",
4206 " <td>Andorra</td>\n",
4207 " <td>76177</td>\n",
4208 " <td>Europe</td>\n",
4209 " <td>0.004936</td>\n",
4210 " <td>0.000158</td>\n",
4211 " </tr>\n",
4212 " <tr>\n",
4213 " <td>1</td>\n",
4214 " <td>AD</td>\n",
4215 " <td>2020-04-02</td>\n",
4216 " <td>14</td>\n",
4217 " <td>2</td>\n",
4218 " <td>390</td>\n",
4219 " <td>14</td>\n",
4220 " <td>8.0</td>\n",
4221 " <td>-2.0</td>\n",
4222 " <td>Andorra</td>\n",
4223 " <td>76177</td>\n",
4224 " <td>Europe</td>\n",
4225 " <td>0.005120</td>\n",
4226 " <td>0.000184</td>\n",
4227 " </tr>\n",
4228 " <tr>\n",
4229 " <td>2</td>\n",
4230 " <td>AD</td>\n",
4231 " <td>2020-04-03</td>\n",
4232 " <td>38</td>\n",
4233 " <td>1</td>\n",
4234 " <td>428</td>\n",
4235 " <td>15</td>\n",
4236 " <td>24.0</td>\n",
4237 " <td>-1.0</td>\n",
4238 " <td>Andorra</td>\n",
4239 " <td>76177</td>\n",
4240 " <td>Europe</td>\n",
4241 " <td>0.005618</td>\n",
4242 " <td>0.000197</td>\n",
4243 " </tr>\n",
4244 " <tr>\n",
4245 " <td>3</td>\n",
4246 " <td>AD</td>\n",
4247 " <td>2020-04-04</td>\n",
4248 " <td>11</td>\n",
4249 " <td>1</td>\n",
4250 " <td>439</td>\n",
4251 " <td>16</td>\n",
4252 " <td>-27.0</td>\n",
4253 " <td>0.0</td>\n",
4254 " <td>Andorra</td>\n",
4255 " <td>76177</td>\n",
4256 " <td>Europe</td>\n",
4257 " <td>0.005763</td>\n",
4258 " <td>0.000210</td>\n",
4259 " </tr>\n",
4260 " <tr>\n",
4261 " <td>4</td>\n",
4262 " <td>AD</td>\n",
4263 " <td>2020-04-05</td>\n",
4264 " <td>27</td>\n",
4265 " <td>1</td>\n",
4266 " <td>466</td>\n",
4267 " <td>17</td>\n",
4268 " <td>16.0</td>\n",
4269 " <td>0.0</td>\n",
4270 " <td>Andorra</td>\n",
4271 " <td>76177</td>\n",
4272 " <td>Europe</td>\n",
4273 " <td>0.006117</td>\n",
4274 " <td>0.000223</td>\n",
4275 " </tr>\n",
4276 " <tr>\n",
4277 " <td>...</td>\n",
4278 " <td>...</td>\n",
4279 " <td>...</td>\n",
4280 " <td>...</td>\n",
4281 " <td>...</td>\n",
4282 " <td>...</td>\n",
4283 " <td>...</td>\n",
4284 " <td>...</td>\n",
4285 " <td>...</td>\n",
4286 " <td>...</td>\n",
4287 " <td>...</td>\n",
4288 " <td>...</td>\n",
4289 " <td>...</td>\n",
4290 " <td>...</td>\n",
4291 " </tr>\n",
4292 " <tr>\n",
4293 " <td>36</td>\n",
4294 " <td>ZW</td>\n",
4295 " <td>2020-08-15</td>\n",
4296 " <td>82</td>\n",
4297 " <td>0</td>\n",
4298 " <td>5072</td>\n",
4299 " <td>128</td>\n",
4300 " <td>-15.0</td>\n",
4301 " <td>-6.0</td>\n",
4302 " <td>Zimbabwe</td>\n",
4303 " <td>14645473</td>\n",
4304 " <td>Africa</td>\n",
4305 " <td>0.000346</td>\n",
4306 " <td>0.000009</td>\n",
4307 " </tr>\n",
4308 " <tr>\n",
4309 " <td>37</td>\n",
4310 " <td>ZW</td>\n",
4311 " <td>2020-08-16</td>\n",
4312 " <td>104</td>\n",
4313 " <td>2</td>\n",
4314 " <td>5176</td>\n",
4315 " <td>130</td>\n",
4316 " <td>22.0</td>\n",
4317 " <td>2.0</td>\n",
4318 " <td>Zimbabwe</td>\n",
4319 " <td>14645473</td>\n",
4320 " <td>Africa</td>\n",
4321 " <td>0.000353</td>\n",
4322 " <td>0.000009</td>\n",
4323 " </tr>\n",
4324 " <tr>\n",
4325 " <td>38</td>\n",
4326 " <td>ZW</td>\n",
4327 " <td>2020-08-17</td>\n",
4328 " <td>85</td>\n",
4329 " <td>2</td>\n",
4330 " <td>5261</td>\n",
4331 " <td>132</td>\n",
4332 " <td>-19.0</td>\n",
4333 " <td>0.0</td>\n",
4334 " <td>Zimbabwe</td>\n",
4335 " <td>14645473</td>\n",
4336 " <td>Africa</td>\n",
4337 " <td>0.000359</td>\n",
4338 " <td>0.000009</td>\n",
4339 " </tr>\n",
4340 " <tr>\n",
4341 " <td>39</td>\n",
4342 " <td>ZW</td>\n",
4343 " <td>2020-08-18</td>\n",
4344 " <td>47</td>\n",
4345 " <td>3</td>\n",
4346 " <td>5308</td>\n",
4347 " <td>135</td>\n",
4348 " <td>-38.0</td>\n",
4349 " <td>1.0</td>\n",
4350 " <td>Zimbabwe</td>\n",
4351 " <td>14645473</td>\n",
4352 " <td>Africa</td>\n",
4353 " <td>0.000362</td>\n",
4354 " <td>0.000009</td>\n",
4355 " </tr>\n",
4356 " <tr>\n",
4357 " <td>40</td>\n",
4358 " <td>ZW</td>\n",
4359 " <td>2020-08-19</td>\n",
4360 " <td>70</td>\n",
4361 " <td>6</td>\n",
4362 " <td>5378</td>\n",
4363 " <td>141</td>\n",
4364 " <td>23.0</td>\n",
4365 " <td>3.0</td>\n",
4366 " <td>Zimbabwe</td>\n",
4367 " <td>14645473</td>\n",
4368 " <td>Africa</td>\n",
4369 " <td>0.000367</td>\n",
4370 " <td>0.000010</td>\n",
4371 " </tr>\n",
4372 " </tbody>\n",
4373 "</table>\n",
4374 "<p>18722 rows × 12 columns</p>\n",
4375 "</div>"
4376 ],
4377 "text/plain": [
4378 " dateRep cases deaths cases_culm deaths_culm \\\n",
4379 "since_threshold geoId \n",
4380 "0 AD 2020-04-01 6 4 376 12 \n",
4381 "1 AD 2020-04-02 14 2 390 14 \n",
4382 "2 AD 2020-04-03 38 1 428 15 \n",
4383 "3 AD 2020-04-04 11 1 439 16 \n",
4384 "4 AD 2020-04-05 27 1 466 17 \n",
4385 "... ... ... ... ... ... \n",
4386 "36 ZW 2020-08-15 82 0 5072 128 \n",
4387 "37 ZW 2020-08-16 104 2 5176 130 \n",
4388 "38 ZW 2020-08-17 85 2 5261 132 \n",
4389 "39 ZW 2020-08-18 47 3 5308 135 \n",
4390 "40 ZW 2020-08-19 70 6 5378 141 \n",
4391 "\n",
4392 " cases_diff deaths_diff countriesAndTerritories \\\n",
4393 "since_threshold geoId \n",
4394 "0 AD -30.0 2.0 Andorra \n",
4395 "1 AD 8.0 -2.0 Andorra \n",
4396 "2 AD 24.0 -1.0 Andorra \n",
4397 "3 AD -27.0 0.0 Andorra \n",
4398 "4 AD 16.0 0.0 Andorra \n",
4399 "... ... ... ... \n",
4400 "36 ZW -15.0 -6.0 Zimbabwe \n",
4401 "37 ZW 22.0 2.0 Zimbabwe \n",
4402 "38 ZW -19.0 0.0 Zimbabwe \n",
4403 "39 ZW -38.0 1.0 Zimbabwe \n",
4404 "40 ZW 23.0 3.0 Zimbabwe \n",
4405 "\n",
4406 " popData2019 continentExp cases_culm_pc deaths_culm_pc \n",
4407 "since_threshold geoId \n",
4408 "0 AD 76177 Europe 0.004936 0.000158 \n",
4409 "1 AD 76177 Europe 0.005120 0.000184 \n",
4410 "2 AD 76177 Europe 0.005618 0.000197 \n",
4411 "3 AD 76177 Europe 0.005763 0.000210 \n",
4412 "4 AD 76177 Europe 0.006117 0.000223 \n",
4413 "... ... ... ... ... \n",
4414 "36 ZW 14645473 Africa 0.000346 0.000009 \n",
4415 "37 ZW 14645473 Africa 0.000353 0.000009 \n",
4416 "38 ZW 14645473 Africa 0.000359 0.000009 \n",
4417 "39 ZW 14645473 Africa 0.000362 0.000009 \n",
4418 "40 ZW 14645473 Africa 0.000367 0.000010 \n",
4419 "\n",
4420 "[18722 rows x 12 columns]"
4421 ]
4422 },
4423 "execution_count": 604,
4424 "metadata": {},
4425 "output_type": "execute_result"
4426 }
4427 ],
4428 "source": [
4429 "data_since_threshold_per_capita = data_since_threshold.reset_index().merge(countries, on='geoId').set_index(['since_threshold', 'geoId'])\n",
4430 "data_since_threshold_per_capita['cases_culm_pc'] = data_since_threshold_per_capita.cases_culm / data_since_threshold_per_capita.popData2019\n",
4431 "data_since_threshold_per_capita['deaths_culm_pc'] = data_since_threshold_per_capita.deaths_culm / data_since_threshold_per_capita.popData2019\n",
4432 "data_since_threshold_per_capita"
4433 ]
4434 },
4435 {
4436 "cell_type": "code",
4437 "execution_count": 605,
4438 "metadata": {},
4439 "outputs": [],
4440 "source": [
4441 "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)"
4442 ]
4443 },
4444 {
4445 "cell_type": "code",
4446 "execution_count": 606,
4447 "metadata": {},
4448 "outputs": [
4449 {
4450 "data": {
4451 "text/plain": [
4452 "Int64Index([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9,\n",
4453 " ...\n",
4454 " 166, 167, 168, 169, 170, 171, 172, 173, 174, 175],\n",
4455 " dtype='int64', name='since_threshold', length=176)"
4456 ]
4457 },
4458 "execution_count": 606,
4459 "metadata": {},
4460 "output_type": "execute_result"
4461 }
4462 ],
4463 "source": [
4464 "deaths_pc.index"
4465 ]
4466 },
4467 {
4468 "cell_type": "code",
4469 "execution_count": 607,
4470 "metadata": {},
4471 "outputs": [],
4472 "source": [
4473 "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)"
4474 ]
4475 },
4476 {
4477 "cell_type": "code",
4478 "execution_count": 608,
4479 "metadata": {},
4480 "outputs": [
4481 {
4482 "data": {
4483 "text/plain": [
4484 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f74c7290>"
4485 ]
4486 },
4487 "execution_count": 608,
4488 "metadata": {},
4489 "output_type": "execute_result"
4490 },
4491 {
4492 "data": {
4493 "image/png": 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\n",
4494 "text/plain": [
4495 "<Figure size 432x288 with 1 Axes>"
4496 ]
4497 },
4498 "metadata": {
4499 "needs_background": "light"
4500 },
4501 "output_type": "display_data"
4502 }
4503 ],
4504 "source": [
4505 "deaths[COUNTRIES_CORE].plot()"
4506 ]
4507 },
4508 {
4509 "cell_type": "code",
4510 "execution_count": 609,
4511 "metadata": {},
4512 "outputs": [
4513 {
4514 "data": {
4515 "text/plain": [
4516 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f733d810>"
4517 ]
4518 },
4519 "execution_count": 609,
4520 "metadata": {},
4521 "output_type": "execute_result"
4522 },
4523 {
4524 "data": {
4525 "image/png": 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\n",
4526 "text/plain": [
4527 "<Figure size 432x288 with 1 Axes>"
4528 ]
4529 },
4530 "metadata": {
4531 "needs_background": "light"
4532 },
4533 "output_type": "display_data"
4534 }
4535 ],
4536 "source": [
4537 "deaths[COUNTRIES_FRIENDS].plot()"
4538 ]
4539 },
4540 {
4541 "cell_type": "code",
4542 "execution_count": 610,
4543 "metadata": {},
4544 "outputs": [
4545 {
4546 "data": {
4547 "image/png": 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\n",
4548 "text/plain": [
4549 "<Figure size 720x432 with 1 Axes>"
4550 ]
4551 },
4552 "metadata": {
4553 "needs_background": "light"
4554 },
4555 "output_type": "display_data"
4556 }
4557 ],
4558 "source": [
4559 "ax = deaths[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4560 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
4561 "for c in COUNTRIES_FRIENDS:\n",
4562 " lvi = deaths[c].last_valid_index()\n",
4563 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = f\"{c}: {deaths[c][lvi]:.0f}\")\n",
4564 "# plt.savefig('covid_deaths_total_linear.png') "
4565 ]
4566 },
4567 {
4568 "cell_type": "code",
4569 "execution_count": 611,
4570 "metadata": {},
4571 "outputs": [
4572 {
4573 "data": {
4574 "image/png": 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\n",
4575 "text/plain": [
4576 "<Figure size 720x432 with 1 Axes>"
4577 ]
4578 },
4579 "metadata": {
4580 "needs_background": "light"
4581 },
4582 "output_type": "display_data"
4583 }
4584 ],
4585 "source": [
4586 "ax = deaths[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4587 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
4588 "for c in COUNTRIES_CORE:\n",
4589 " lvi = deaths[c].last_valid_index()\n",
4590 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = f\"{c}: {deaths[c][lvi]:.0f}\")\n",
4591 "plt.savefig('covid_deaths_total_linear.png') "
4592 ]
4593 },
4594 {
4595 "cell_type": "code",
4596 "execution_count": 612,
4597 "metadata": {},
4598 "outputs": [],
4599 "source": [
4600 "deaths_prime = deaths[COUNTRIES_CORE].copy()\n",
4601 "deaths_prime.loc[73:, 'ES'] = np.NaN\n",
4602 "# deaths_prime['ES'][70:]"
4603 ]
4604 },
4605 {
4606 "cell_type": "code",
4607 "execution_count": 613,
4608 "metadata": {},
4609 "outputs": [
4610 {
4611 "data": {
4612 "image/png": 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\n",
4613 "text/plain": [
4614 "<Figure size 720x432 with 1 Axes>"
4615 ]
4616 },
4617 "metadata": {
4618 "needs_background": "light"
4619 },
4620 "output_type": "display_data"
4621 }
4622 ],
4623 "source": [
4624 "ax = deaths_prime[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4625 "for c in COUNTRIES_CORE:\n",
4626 " lvi = deaths_prime[c].last_valid_index()\n",
4627 " ax.text(x = lvi + 1, y = deaths_prime[c][lvi], s = f\"{c}: {deaths_prime[c][lvi]:.0f}\")\n",
4628 "# plt.savefig('covid_deaths_total_linear.png') "
4629 ]
4630 },
4631 {
4632 "cell_type": "code",
4633 "execution_count": 614,
4634 "metadata": {},
4635 "outputs": [
4636 {
4637 "data": {
4638 "image/png": 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\n",
4639 "text/plain": [
4640 "<Figure size 720x432 with 1 Axes>"
4641 ]
4642 },
4643 "metadata": {
4644 "needs_background": "light"
4645 },
4646 "output_type": "display_data"
4647 }
4648 ],
4649 "source": [
4650 "ax = cases[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Total cases, linear\")\n",
4651 "for c in COUNTRIES_CORE:\n",
4652 " lvi = cases[c].last_valid_index()\n",
4653 " ax.text(x = lvi + 1, y = cases[c][lvi], s = c)\n",
4654 "plt.savefig('covid_cases_total_linear.png') "
4655 ]
4656 },
4657 {
4658 "cell_type": "code",
4659 "execution_count": 615,
4660 "metadata": {},
4661 "outputs": [
4662 {
4663 "data": {
4664 "image/png": 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\n",
4665 "text/plain": [
4666 "<Figure size 720x432 with 1 Axes>"
4667 ]
4668 },
4669 "metadata": {
4670 "needs_background": "light"
4671 },
4672 "output_type": "display_data"
4673 }
4674 ],
4675 "source": [
4676 "ax = deaths[COUNTRIES_AMERICAS_DEAD].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4677 "for c in COUNTRIES_AMERICAS_DEAD:\n",
4678 " lvi = deaths[c].last_valid_index()\n",
4679 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4680 "# plt.savefig('covid_deaths_total_linear.png') "
4681 ]
4682 },
4683 {
4684 "cell_type": "code",
4685 "execution_count": 616,
4686 "metadata": {},
4687 "outputs": [
4688 {
4689 "data": {
4690 "image/png": 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\n",
4691 "text/plain": [
4692 "<Figure size 720x432 with 1 Axes>"
4693 ]
4694 },
4695 "metadata": {
4696 "needs_background": "light"
4697 },
4698 "output_type": "display_data"
4699 }
4700 ],
4701 "source": [
4702 "ax = deaths[COUNTRIES_CORE + ['BR', 'MX']].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4703 "for c in COUNTRIES_CORE + ['BR', 'MX']:\n",
4704 " lvi = deaths[c].last_valid_index()\n",
4705 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4706 "# plt.savefig('covid_deaths_total_linear.png') "
4707 ]
4708 },
4709 {
4710 "cell_type": "code",
4711 "execution_count": 617,
4712 "metadata": {},
4713 "outputs": [
4714 {
4715 "data": {
4716 "image/png": 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\n",
4717 "text/plain": [
4718 "<Figure size 720x432 with 1 Axes>"
4719 ]
4720 },
4721 "metadata": {
4722 "needs_background": "light"
4723 },
4724 "output_type": "display_data"
4725 }
4726 ],
4727 "source": [
4728 "ax = deaths[COUNTRIES_NORDIC].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4729 "for c in COUNTRIES_NORDIC:\n",
4730 " lvi = deaths[c].last_valid_index()\n",
4731 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4732 "# plt.savefig('covid_deaths_total_linear.png') "
4733 ]
4734 },
4735 {
4736 "cell_type": "code",
4737 "execution_count": 618,
4738 "metadata": {},
4739 "outputs": [
4740 {
4741 "data": {
4742 "image/png": 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\n",
4743 "text/plain": [
4744 "<Figure size 720x432 with 1 Axes>"
4745 ]
4746 },
4747 "metadata": {
4748 "needs_background": "light"
4749 },
4750 "output_type": "display_data"
4751 }
4752 ],
4753 "source": [
4754 "ax = deaths[COUNTRIES_OF_INTEREST].plot(figsize=(10, 6), title=\"Total deaths, linear\")\n",
4755 "for c in COUNTRIES_OF_INTEREST:\n",
4756 " lvi = deaths[c].last_valid_index()\n",
4757 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4758 "plt.savefig('covid_deaths_total_linear_of_interest.png') "
4759 ]
4760 },
4761 {
4762 "cell_type": "code",
4763 "execution_count": 619,
4764 "metadata": {},
4765 "outputs": [
4766 {
4767 "data": {
4768 "image/png": 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\n",
4769 "text/plain": [
4770 "<Figure size 720x432 with 1 Axes>"
4771 ]
4772 },
4773 "metadata": {
4774 "needs_background": "light"
4775 },
4776 "output_type": "display_data"
4777 }
4778 ],
4779 "source": [
4780 "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
4781 "for c in COUNTRIES_CORE:\n",
4782 " lvi = deaths[c].last_valid_index()\n",
4783 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4784 "\n",
4785 "plt.savefig('covid_deaths_total_log.png')"
4786 ]
4787 },
4788 {
4789 "cell_type": "code",
4790 "execution_count": 620,
4791 "metadata": {},
4792 "outputs": [
4793 {
4794 "data": {
4795 "image/png": 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tWqJSaq7W+orolZRSo4H+wAfAA8BNh1FHHtAxaroDsPswthdCiCahtWZv1V5+LPqRjSUb+bnkZzaVbqLIVURAB2qtazPa6JDQgQ4JHRjRbgTZ8dnYjLbIxfpWoxWLMXRRfmZcJu3i22Extp0HmQohjo9Dhjmt9b3AvQDhnrk7GwhyQ4DnCV1Xtw2Yq5T6o9b6vkbW8T3QI3yqNh+YAlzW2IMQQojG8Aa8bK/YTpGrCKfXidPnpNJbidPnxOl1sq96H2sK1lDgCr3f0aRM5CbnMjx7OO3i25FqSyXVlkp2fDYdEzqSbk+XuyaFEDHXVM+ZiwMu1lpvAVBKXQVcXXclpdQ8YCyQrpTKI/TsuBe11n6l1E3Afwk9muQlrfVPTVSbEKKNKnGX8FXeVyzNX8rGko3sqtxVr3ethsPsIMWWwtDsoQzOGMygjEH0SOkhPWlCiGbvsMKc1noxsLiB+V/XmfYR6qmru96lB2l7AbDgcOoRQoga5Z5yVhWsYnv5drZXbGdT6SbWFa1Do8m0ZzIwYyBndTmL7sndyYrLwmFxkGBOwGFxEG+Ox6Daxmt/hBCtT7N/A4QQQjREa83W8q18mfclX+V9xeqC1ZFet1RbKl0SuzBz8EzGdBhDn9Q+cjpUCNFqSZg7xoxGIwMGDMDn82Eymbjqqqu49dZbMRgMLF68mPPPP5/c3NzI+nPmzOGMM86IYcVCNC+BYIAyTxnF7mJK3CUUu4pZU7iGr/K+It+ZD0Dv1N5c0/8aRuaMpHtyd5KsSTGuWgghjh8Jc8eY3W5n9erVABQUFHDZZZdRXl7OQw89BMDo0aOZP19eOSuE2+/mh30/8HPpz2ws2cjmss0UuYoodZfWexabzWjjpHYncU3/azi1w6lkx2fHqGohhIg9CXPHUWZmJs899xzDhw/nwQcfjHU5QsSc2+/my7wv+WzHZ3yV91XkOW3Z8dn0SO7BoIxBpNpSSbOnRe4kTbOl0d7RXp7DJoRoVZRSTuBk4PXwrE5AefhTpLU+4Gm7thPm/nMP7F3btG1mD4DxfzmsTbp27UowGKSgIPTogyVLljB48ODI8vfee49u3bo1aZlCNDc7K3by9sa3+WDzB1R4K0i1pTKp6yRO73Q6/dP7y2lSIUSbpLVeCwwGUEq9AszXWr97qO3aTphrRrTef8pITrOKtuTnkp95evXTLN61GJMyMa7zOC7qeRHDs4ZjNBhjXZ4QQrRIbSfMHWYP2rGydetWjEYjmZmZbNiwIdblCHHMOb1ONpdt5rX1r/HZjs9ItCRyw6AbuKjnRWTEZcS6PCGEaPHaTphrBgoLC5kxYwY33XSTPCZBtDqegIeleUvZWr6VHRU72Fm5kx0VOyhxlwAQb45nxqAZXNn3ShIsCTGuVgghWg8Jc8eYy+Vi8ODBkUeTTJ06ldtvvz2yvO41c/fddx8XXXRRLEoV4ohUeit5a+NbzF0/l2J3MQAZ9gw6JXZibMexdEroROfEzgzLGkayLTnG1QohROsjYe4YCwQafnUQwNixYykvLz+O1QjRNIpdxSzbs4xlu5excOdCnD4nI9uP5Kp+VzEoYxBx5rhYlyiEEDFR6fbhC2iCWqM1aMLD8HhQ1752vilImBNCNEqJu4T/bv8vn2z9hDWFawBItiZzWsfTmNp3Kn3S+sS4QiFES6G1JhAMBZua0BPQ4QAUDM2LTIfXCQT3jwc14en9bdReriPrBYP7A1Qwanl0W6Hp6OU162uCQWrXEb083HaF28e6/ArW5Zezt8J93L+eEuaEEAfk8rtYvGsx87fO55v8b/BrP92Tu3Pj4BsZlTOKPql95C5UIRoQCGp8gSDeQBCfP4g/qPH6g/gCQQLBUCDwh3tv/MFQKIgeBrQmEAgPgw18oraLnlczXqvNWvsKEghCIHqoa6brbH+AGhvaX619BfeHnPqhKjTe2igFuenxnNQ1ld7ZidjNBgwGhQKUUigFCoVBERm/ZHbtNrTWjjrTVzd2/xLmhBD1rC1cy1sb3+KzHZ9R7a8mMy6TqX2ncm7Xc+mV2ivW5Yk2wB8OQl5/+BMe9wc1VpMBu9mI1WzEHwji8gVweQORYbUvgMcXxB8M4g/oSIDyBTX+QHheeJk/EGozOmyFPjoSxGpN13z8UWEtvNzn3z/dHAKL0aAwKhUa1v1EzTcZFIaaoVKYjOFheL7ZaMBm3r+doc42De3DoEIfowEMSqFUKMgYDfvHDeHtVHjcEBmGx6PaiSwz7B9XUW2EQtL+faqo7YxR+1cNLI9uy6Ci2wqvX7O8zr6Nan99VrMBm/nw/rC9pAn/rSXMCSGA0DtQP9n2CfM2zGNd8TriTHGck3sOE7tOZGjWUAzKEOsSRQsQDGqqfQGqPH6cHn9o6PZT5vJRWu2lrNpHWc3Q5cPp9lPt9VPlDVDtCQ+9fnyB45eGzMZQIDAbDViMBsxGA2ZTnWljaNphNdWaPvD6oXm1psPb1AtQBwlFtQJXQ8uVwmQwYDBQexgOIqJtkDAnhOCX0l944JsHWFu0ltykXH570m+Z1HUSDovj0BuLVkVrjdsXpMwVClw1Aaygws2+Sg+FlR6cbj9VXj8ubyASvqq9oQBX7T3wTV81bGYDKXEWkuxmEm1mUuItdEgxEWcxhj5WE3azEYspFI6ihyajwuML9ca5fQHMxlAvnd1ixG4ObW+3GLGajJiNCpPRgMkQ6m0yGQy1gpvJoCI9RUK0ZBLmhGijtNYUugp5b9N7PLf2ORLMCfxl9F+YkDtBfrm1MsGgpjzcM1ZS5aWw0kNBpYeCSjcFFTXjHoqdHspcPrz+YIPtmI2KdIeVRJsZu8VIvNVISrwlHMJMxFuMxFtNxFtDQ4fVRJwlNEyOM5MSZyE5znzYp6OEEAcnYe4Y2759OxMnTmTdunWReQ8++CAOh4N169YxceJELrroIkpKShg3bhyzZs1i2rRpMaxYtEYbijewtmgtxa5iit3F5FXmsaFkQ+SBvhNyJ3D3iXeTakuNcaXicHj9QfZVuNlb4WZvefgTHi+odFNS5aU0fFqzoWu4jAZFusNCZoKN9kk2BuQkhnrMaoKX3UxSnJlku4WsRCspcRYMBgn6QjQ3EuaagfLycs4++2ymT58uQU40qR0VO3jihyf4bMdnkXlJ1iTaxbdjdM5o+qT1YXDGYPql94thlSJatddPsTPUg1ZS5aW4yktJlSc0DM/fVxkKbEVOb73t7WYj7ZJsZCZa6ZWdQEqchdR4CylxFlLiQyEtI8FKZoKN1HgLRglnQrR4EuZizOl0Mn78eC677DJmzpwZ63JEK7HbuZuX1r3Ee5vew2w0M3PQTC7scSFp9jTMBnOsy2uzfIEge8rc5Je5Qp9SF/ll1ZHxvRVu3L6GT3FajAZS40PBLCvRyoCcJLIT7WQnWclOspOdaCM7yUaizSSnyYVoY9pMmJv93Wx+Lvm5Sdvsndqbu0+8+6jauP3227n22mu57bbbmqgq0ZZtKdvCS+teYsHWBQBc2ONCZg6eSbo9PcaVtQ3VXj/5pS7yIkGt9nBfpZu6D37PTLCSk2KnX04SZ/TJIs1hJS0c2lIdlsi4wyohTQjRsDYT5mLlQD98a+affvrpfPTRR9x5551kZmYez9JEK7K2cC0vrH2BhbsWYjfZmdJ7Clf1u4rs+OxYl9Yq+ANBKtx+yl2h68/2VbjJiwppu8tDw9JqX63tTAZFu2QbOcl2RnZPJyfFTodkOzkpdnKS7bRLtmE1yc0AQoij02bC3NH2oB2ptLQ0SktLa80rKSkhNzcXgClTpjBq1CgmTJjAokWLSEhIiEWZooX6qegnHvvhMZbvWU6CJYHrB17P5X0uJ8WWEuvSWiR/IMiOkmo27a1k0z4nm/ZVsmlfJduKqvA3cAeB3WyMBLOBHZLJSbbTITydk2InM8Em16QJIY65NhPmYsXhcNCuXTu++OILxo0bR0lJCZ9++im33HILixYtAuDWW29lz549TJ48mQULFmCxWGJctWjuKrwVPPXDU7y18S1SbancMfQOLu51MfHm+FiX1mJorckvc7FqZxmrdpbxw85S1u+piDyWQynomBJHzywH4/pkkZVoJcluJsluJjPBRk6KnZQ4s5z6FELEnIS54+C1117jxhtv5I477gDggQceoFu3brXWmT17NtOmTWPq1KnMmzcPg0Geti8a9lXeV/z+699T6illSu8p3DzkZhIs0qN7KC5vgB/zyli1q4xVO0tZtbOMgkoPEHqI7cCcZK46uTO9shPpmeWge6aDOIv8iBRCNH/yk+o46Nu3b6QXLtorr7xSa/rll18+ThWJluqNDW/w6PeP0iO5B0+f8TT90uSRInX5AkE27q1kXX4524qr2FlczbaiKn4pcBIInyrtkhbHyO7pDOmUzAmdUuiVnYDZKH9ACdEWGI1GBgwYEJn+8MMP2b59O+effz5du3bF5XIxceJE5syZE8MqD4+EOSFaAH/Qz6PfP8q8n+dxesfT+fPoPxNnjot1WTGntWZrURU/5pWxZlc5a/LKWL+7Ak/4VKnFaKBDqp3OqXGc0SeLIZ2SGdwxmTSHNcaVCyFixW63s3r16lrztm/fzujRo5k/fz4ul4shQ4YwefJkRo4cGaMqD4+EOSGaqWpfNSv2rWD5nuUszV/K1vKtXN3vam4belubf+n95oJKPly1mw9X55NX6gJCNyMMyEli6ojODOqYzMAOSXRIiZMbEIQQh8VutzN48GDy8/NjXUqjSZgTohkprC5k0a5FLNq1iOV7luML+rAYLAzJHMJ1A69jYteJsS4xZvZVuPl4TSjArcuvwKBgVI8MbjytO0M6JdM9w4FJTpUKIQ7B5XIxePBgAHJzc/nggw9qLS8tLeWXX37h1FNPjUV5R0TCnBAx5gv6+GrXV7z7y7t8nf81Gk0HRwem9J7C6JzRDMkcgs1ki3WZx53Wmp/3VvLVpkIWbyxk+bZighoGdkji9xP7MnFQOzIT2t7XRQhxdBo6zQqwZMkSBg4cyMaNG7nnnnvIzm45z+mUMCdEDC3JW8Lvv/k9Ra4iMu2ZXDvgWsbnjqd7cvc298gLrTXbiqr4dmsJy7cVs2xLceRu015ZCdx0WnfOH5JDtwxHjCsVQrRGNdfMbdq0iVGjRjF58uRID15z1+zDnFIqHvgKeEBrPT/W9QjRFLTWzN0wlzkr5tAjuQcPnPwAo3JGYTI0+2/JJhMd3r7dWsy3W/eHt8wEKyd1TWN0j3RO7ZFBdpL0wAkhjo+ePXty7733Mnv2bObNmxfrchrlkL85lFI2QmHKGl7/Xa31A0eyM6XUS8BEoEBr3b/OsnOAJwAj8ILW+i/hRXcDbx/J/pqDurdAT5kyhXvuuYf58+dz//33EwwG8fl83HLLLVx//fUxrFQcL76gj0eWP8K7m95tc3em7il38eXGQr7ZUj+8jeiaFv6kkpse3+Z6JoVo7nQwSDAYDA8DoWEgEJlfM15reb35QXSdZcGAn6A/QMDvIxgIEAhPBwN+An5/aB2/n0DNuoHwuv7oaX+9dWqme550CkPPveCwjnXGjBnMmTOHbdu2Rd7Y1Jw1phvAA5yutXYqpczAUqXUf7TW39asoJTKBFxa68qoed211pvrtPUK8HfgteiZSikj8DRwJpAHfK+U+jfQHlgPtNg/yxs6N+/z+Zg+fTrfffcdHTp0wOPxsH379tgUKI6rLWVb+N3S3/FT8U/8uv+vmXXCrFZ/Z+rGvZV8uDqfhRsK2Lgv9CMiM8HKyd3SIgGuS1qchDfRrOlgkMqSYpwlRaEQEQyEAkMwQDAQRNeM+/2hkBIMgAatg+igRmsdGUcHw9PhTzAYGQYDAbSuHZJCbdcOSTXrBqPGG7PdAec3Yjt0/VfaHW8GoxGDyYTRaIqMG4zG0LTJhDFqnsFowmQOzY/mdDrrtTt27FjGjh0bmbbb7a3rblattQZqjtwc/tT9Fx0DzFRKTdBau5VS1wGTgQl12vpKKdWlgd2cCGzWWm8FUEq9CZwPOIB4oC/gUkot0FoHG3lszVZlZSV+v5+0tDQArFYrvXr1inFV4lgKBAO8tv41/r7q78SZ4/jrmL9yVpezYl3WMVPs9PD+D/m8vyqfDXsqMBoUJ3ZJ5YGaRL0AACAASURBVN7xvRnbK5OeWQ4Jb6JWgImEo8D+cFEzXweDtbYJ+Hz4vV4CPi9+nw+/z0vA68XvDU0HfPXHfR4Pfq+HgM93wFqCAX9oPY8nFMbCvC4XFYX7CPj9x/xrUsNgNKIMBgyGmqEBZTSGhgZD1HIDytDQ/KjlZnPt5epg7R1kf43crmZeg+2oUL2RdU2h0GU0mTAYTRhMxlpBzRgVzEI1NP7nRuTM2HsL4O77WvWZsUZdoBPuOVsJdAee1lovj16utX5HKZULvKmUege4hlAvW2PlALuipvOAk7TWN4X3fzVQ1FCQU0pNAiZ17979oDvY+8gjeDb8fBglHZq1T2+yf/vbg64TfQs0wL333ssll1zCeeedR+fOnRk3bhwTJ07k0ksvlVd4tVJuv5tbF9/K1/lfc3rH07n/5PtJt6fHuqwmp7Vm5Y5S5n67gwVr9+INBBnUMZkHJ/Vl4qD2pMuDepulmhAT8PvxVldTXVFOdUU5nionAb+fgN9HwOcn6PeFp/2hoOR14/N4agWtaMFAEJ/Hjd/rwed24wsP/V4PPs/+ece6t8dktmC0mDFbrJgsVozmA79P12g2Y7JYsMTFYYzqzUnMyKTbsJNIzsomIT0Dk9kSCi9GIwZjKMiEAocxFKzC4QWlUAaFUgaUUqGAo0LTKELzDSpUj1KhdsKhRxy9tnRmrFFhTmsdAAYrpZKBD5RS/bXW6+qs82i4R+1ZoJvWun4/5oE19J0V+Q7XWr9ykNo+Bj4eNmzYdYexv+PmQLdAv/DCC6xdu5bPP/+cOXPm8Nlnn9V7vZdo+ap91dy88Ga+3/s994+4n4t7Xtwqe6TW767gkQUbWLq5iASriUtP7MjlIzrTM0veGdvUtNY4S4op3rWD4vxdVJeXhcOVF7/XE+6R8kbNC80P1Fx/VHNtkb/meqTD721SBgNmaygcHeiPUGUwhtaxWjFbbdjiHSSkpteaFwpXplCIMYWHRkPtUFTTGxP1fWMymzGZLZgsFoyRYfQ8c6htk6lVfr+JI9daz4wd1q1zWusypdRi4BygVphTSo0G+gMfAA8ANx1G03lAx6jpDsDuw6ntUA7VgxYLAwYMYMCAAUydOpXc3FwJc61Mla+KGz6/gdWFq/nTqD8xqdukWJfU5DYXOPnnl1t494c8kuxm7p/Yl0tP7CgvqA/ze72UF+6jsrAAr9tVK1z5osNXZHjocV+dU4UGoxGTxYIp3PMUGg9PW63YEhJCvVNmM8aa01bhU1o100aTGYPJhNlqIz4pGXtSErZ4R6gHKmqdmm2NJvn3Fc1fWzoz1pi7WTMAXzjI2YEzgNl11hkCPA+cC2wD5iql/qi1vq+RdXwP9Aifqs0HpgCXNf4wWhan08mKFSsiF1uuXr2azp07x7Yo0aRcfhczPpvB2qK1zD51Nud0OSfWJTWZPeUuFqzdy4er8lmbX47FaOC60V25cWx3kuLMsS6vSfl9PrzVVbirqvBUO/FUVeGprq417vO4I3fj+bweXOHTlNVlpThLSw65j5repP2BbP+4zZHQ4PykjCzSOnQkrWNn4hKTjsNXQoiWpy2dGWvMn1ftgFfD180ZgLcbeN5bHHCx1noLgFLqKuDqug0ppeYBY4F0pVQeoWfHvai19iulbgL+S+jRJC9prX86wmNqVur+ZXDOOefwu9/9jkcffZTrr78eu91OfHx8i/+PJPbzB/3c9eVdrClcw5wxc1r8jQ5ef5AVO0r4cmPoTQw1d6QOyEnivnP7cN6g9mQmtswbzoOBAM7SEkrydlKcv4uS3XlUFBZQXlhAZVEhfq/noNsrZcBss2IwmTGGe8jsiUk4UlLJ6JxLUmYWSZnZJGZkYo2Lrx/azBY5DShEDLS2M2ONuZv1R2DIIdb5us60j1BPXd31Lj1IGwuABYeqp6UJBAINzl+woNUdqiB0PdMfv/0ji/MWc99J97XYIBcMaj5Ylc+nP+3lm81FVHkDmI2K4V1SufeE3ozrk0X3zMa/iUEHgwTKygiUlhIoK8NfUIBvz158e/dgSksn/frpR1Wv1hq3s5KqstJan+rystCnohxPdVXoonu3C6/LFboY3+et1Y4tIZGkjCwyOnam65Ch2ByJWOPjscXFY4mLj4xb4x1Y4+Iw2+wSxoQ4jrTWaI+HoMuFdrkIulwEXW60qxpb374Y4uMPun1rPTMmFz4I0UR8QR/Prn6W9355j+sGXMclvS+JdUlHpNjp4fa31/DlpkJyku1cMCSHsb0yOblbGg7r4f/I8O0rYOfVV+Pdtq3+QrMZfD4Szzkby0F+oPo8bsr27aV0dx4lu/OpLCqkqjwc2kpDw4Yu5DeZLcQlJ2NPSMIaH098UjIWmx2zzY7ZZsNisxOXlERaTidSO3SUU5biiOmau3K13v+Jmo66o6/esprp0KDO8jrb6Oi7fxtYTvjZdYSbiow01FYwiHa7Q4Go2oV27w9HhL+fGt4f9edFLdDBIIHiEnx79+Dfs5dgVVXorufwY2cIPziYQM143WWh6QaX+XwHvAM69/33sPXtG5luS2fGJMwJcZT2Ve3jvV/e471N71HgKuCC7hdw85CbY13WEVm2pZhb3lxFmcvHwxf054qTOh1Vz1OgrIxd1/4a/759ZN59N6aMDIwpyajkZNxWC+X5u9h6z90UPP8sxv79cDsrcFVWhoYVFbiclbgrK+v1oNkTk3AkpxCfkkpaTkfiklNwJKeEh6nEJacQn5yCxd52es68eXlULPgPBIPU/PLWkbBAZH6teZHxmofZ6tAvTB2E4MHHD3ub8Hqg929Xsy16/zrhh+tGatZ1jiXy8Fpda/+hwKRr7Uuja7UTaTd6G127lobmhTJWw4GoOTxIt1lSClN6OqZ27TAmJEDNI1eMRjAolMEIxtAz5xq7TBkNYDJhsMdhsNsx2G0ouz08bsfcqVOtEtrSmTEJc0IcAa01y/cu5+2Nb7Nw50KCOsgpOadwX8/7GNNxTIsKEFprlm0t5qWl2/ji5wJy0+N5ZdqJ9G2feFTtBqqq+Pn66RQWF8DUX7HFWUT5tvVUFBXgLCne/0uwUxb8sg61eT02hwNbQiJ2RwKJmVlkdu2OPSERmyOBxIxMUtt3IKVdeyw2exMceeuhAwF2zZiBd/OWQ69c85iP8EcpBeFnohF+DhoGQ+PGlQr98lWG8LLo8QbWI2pa7X++mjIYwaQiz14jsh3h9WrPC20XvX8FUW0rQ3g6ehuDIWqeqt1udDtR85Sh5pEo0V+z/V/H/d/nUcvDk7WWR7cR+TeoGY3aR61/n6jl0W1ErwMN11N33aia6u5zfyCKqxWOVPQdy9E/z6KPmQZGw8uNSUkoiwVxfEiYE+Iwfb/3e/6w7A9sr9hOkjWJK/teycU9L6ZjYsdDb9yMePwB/r16Ny99vZ0NeypIjbdw82nduX5MN+IP83Sq9vspXrOabcuWUpS/i6KiAkoqSvEDdMyA5UtJTM8gMSOTzv0HkZiRSWJ6JokZWQS+WEjlc8/T+9NPsXRsWV/D5qL844/xbt5C+7/OIfHMM+sFttrBQwjR2kiYE+IwLN61mDsW30F7R3seGfUIZ3U5C6uxZb3ZoKTKy2vLtjP32x0UOb30zHIw+/8GcP7gHGxmY4PbBJxOfLt34y8oxLdvH1W78ynfnUdFUQHFpcXs8bmpsIX+CjcGgiS6PeQEFR1OP4POF0wmvWNnzNaG73j1Jiaz5dl/Uvn5F6RNu/oYHXXrFfR6KXryKWz9+pE4fry8PUCINkjCnBCN9MnWT/jd0t/RJ7UPz57xLMm25FiXdFgq3D5e+GorLy7dRpU3wGm9MrhmVC6juqejlEJrjTcvH+/WLXi3bcO9dStlW7dQsHc3JX4vVVYz1RYTLouZgHF/YFBGyEjKoHf3XnQdMZKMPv0wp6Y2+hSLpVMnrH36UPm//0mYOwJlb72Nb/dusv/wBwlyQrRREuaOMYfDgdPpZPv27fTp06fWa0Nuv/12rrzyyhhWJxrrg18+4IFvHmBY9jCeOv0p4s0Hv/29OfEFgrz6zXaeWriZcpePCQOyue2MnvTISsCzZQvFL3yIa9VqXKtXEygpQQP5KQ5+aZ+Oy2SE1DgMBgfJSSmkp2WQ1K4dyR07k9Q+h6SM0HPUrHFxR1Vj4tlnUfj4E/j27cOcldU0B94GBKuqKHr2WeJOOon4kafEuhwhRIxImDuOunXr1uDTqEXztiRvCQ8te4hT2p/C46c9js3Uch6Qu2pnKfe+v5af91Zyas8M7jq7F71wUjH/HbZ+Mh/P+g0AWLp0IW7UKCo7tmfl5p8o2LubrG49GHnaWWR360F6py7H9BVOCWeFwlzlZ5+TesXlaK8X59KvCVZVhddo4PEIdcZrP0KBQ6zfmDYa0d6RtnOg5Y1qb/+oe906AiUlZN5+m1wTJ0QbJmFOiINYX7yeO768g54pPfnb2L+1mCBX7PTw2OebeGP5TtrHmXh5mJV+u77BecMjbN64EQDrgP64pk1lq7uS8pIiKvJ+JrjjJxwpqYy/8Xb6jBp73E7bWbt2xdqjOxWffIL2eil59VX8+/Ydl323dIkTxmMfNCjWZQghYqjNhLklb2+iaJezSdtM7+hg9K96Nnr9LVu21HqA4VNPPcXo0aObtCbRdPY493DjFzeSbE3m6XFPE2c+ulOJx4PbF+CVxRtZ+P4ieuzdxMu+3WTnbUa73RQbDMSdcAKZd92Fu09Pvv7ffHb98A3JWe3I7NqdniNGkdIuh54jRsbk0R8JZ55F0TPP4Fq1iriTTqLdHx6q9dwo1eDjERo5HvXshNqzD7HtAdpo6FEMR1bX0bdzqCfeCyFavzYT5poDOc3acpS5y5j5+Uw8fg/Pj3+ejLiMWJd0QMHqaoqWr2TV/IW4Vqzg5MLtjAn6QSmsvXoRd/HFxA0fRtzw4RSXFrN8wUf8/MRsrA4H4359AwPHnY3B2PBdrMdTymWXEqyuDvU0DRwY63KEEKLFaDNh7nB60ETb5vQ6mfH5DHZV7uIfZ/6D7indY11SPdrvx7lkCQVvvYtryZcYAwFyUOzN6kzw/IvocOapWAcNpNrnpbxgH/v27eHnJ2eTt34dZpudEyacx0kXXoLdkRDrQ4kwpaeTdc/dsS5DCCFanDYT5oRoDLffzc0Lb2ZjyUYeP+1xhmcPj3VJEdrno3rFCioXLqLi0/8QKCyi3JbAl7kjsYwYwdDhXQhsW8vGPfl89+6rOJ8rrnURfUJ6BmOuuIb+p5+FLd4RwyMRQgjRlCTMHUd1r5m75pprmDVrVgwrEtECwQC/+fI3rNy3kr+M/gtjOo6JdUnoQIDq5csp/+jfVC5cSLCyEmW1sqPrAF7uOhFP337MyHWx+9uFfP/Se1jj4snonEunfgNJyswiMSOLpMwskjKySEhLl+eQCSFEKyRh7hhzOkM3XXTp0gWXyxXjasTBPL/2eRbnLebeE+9lQtcJMa3Fm5dP2VtvUf7RR/gLCjAkJJBwxhk4h43k7g1eDPnrGGHciWHVUtb9oMnu3pOzZ95Kr1NGY7a0rDdSCCGEODoS5oQAvtvzHc+ueZaJXSdyae9LY1KD9vmo+nY5pW++iXPRIlAKx+jRJP32Xhynncb81bt475XXGFG6BpMOkNW1B91Ou4zuw0aQ0Tk3JjULIYSIPQlzos0rchVx95K76ZTQiftH3H9cH77qLy2laskSnIsX41yylGBlJca0NNKun07KJZdgzs6mutrF7MdeILjmCwYEveSOOJVxl11Jclb2catTCCFE8yVhTrRpgWCAe5fci9Pr5J9n/vOYP0tOa41361acixZRuXgxrh9WQTCIMT2dhLPPIuG004gfPRqDxUIwEGDp/I9Z8tYbWLxO/Dl9uOymGbTv2u2Y1iiEEKJlkTAn2rQPNn/At3u+5cGTH6RnyrF7fI1r3U+U//sjnIu/xLdzJwDWPn1In3E9jtNOw9avX+TmBK01m75dymevv4K7aC+ltmyGXjGTSybF/oYMIYQQzY+EOdFmVXoreWrVU5yQeQIX9rjwmOzD9eOPFD79NFVffoWyWIg7eQRp10zDMXYs5uzap0kDfh871/3I12+9zr6tmyk2p7Ctx2QeuuliemYnHpP6hBBCtHwS5kSb9dyPz1HqLuWZM55p8uvkqletoujpZ6hauhRjcjIZt91GyuWXYXTsf76bDgbZs3kT29esJG/DT+z5ZSN+rwefPYnF6afR7ZQxPH/RYBxW+TYVQghxYPJb4hgzGo0MGDAgMv3hhx+yfft2zj//fLp27YrL5WLixInMmTMnhlW2PTsqdjB3w1wu6H4B/dL6NVm71StXUvT001R9swxjSgqZd95ByqWXRt6fqYNBdqxbw89Lv2Tb6hVUl5ehlIGMLrnkjhrHv3aYWBXM5u6JA5g2sstxvRlDCCFEyyRh7hiz2+313se6fft2Ro8ezfz583G5XAwZMoTJkyczcuTIGFXZ9sz5fg5Wo5VZJzTNQ5urv/+ewqefofrbbzGmpZH5m9+QcukUDHGhGyqqykpZu/B/rFv0P8oL9mGNjyd38DC6njCcLoOHss9t4LLnv6XKGmDuVcMY3iW1SeoSQgjR+kmYizG73c7gwYPJz8+PdSltgifg4aW1L7E4bzG3Db2NdHv6UbXn3bWLPb+7j+rvvsOYkU7mPXeTcsklGOx2ANxVTlZ8/D4rF3yE3+OhU/+BjJpyJd1PPAWT2QzA5gInlz2/DH9QM++6EfRtL9fHCSGEaLw2E+YWvfIcBTu2NmmbmZ27ctrV0w+6jsvlirzCKzc3lw8++KDW8tLSUn755RdOPfXUJq1N1Ka15su8L5n93WzynHmc2flMruhzxVG1Wb1iBXk3z0IHAmT99l6Sf/UrDDZbZH+rPp3PsnfewF3lpPfIMZx80aWktu9Qq411+eVc/fJ3gOLN6SPomdV8XnwvhBCiZWgzYS5WGjrNCrBkyRIGDhzIxo0bueeee8jOlgfAHitFriIeXvYwC3ctpGtSV5478zlObn/yUbVZ9v4H7HngASw5OXT8x7NYunSJLPO6Xfz3mcfZtPxrOg8cwqmXTyOzS9d6bSxYu4fb315NWryV1359It0yHPXWEUIIIQ6lzYS5Q/WgHW8118xt2rSJUaNGMXny5EgPnmg6/9v+Px7+9mGqfdXcPvR2ruh7BWaD+ajaLHn1Vfb9+S/En3IyOY89hjEpKbKsdE8+H835EyX5eYy54hqGTpxc7yYGrTVPfrGZxz7fxNDOKfzjiqFkJMj7VIUQQhyZNhPmmquePXty7733Mnv2bObNmxfrclqVR79/lNfXv06/tH48MuoRuibX7x07XJWLFrHvL7NJOPNMcv72V1T4ujetNRuWLOKLl/6BwWTi/377BzoPrB/O3b4Ad76zhvk/7uHCITk8cuEAbGbjUdclhBCi7ZIw1wzMmDGDOXPmsG3bNnJz5YXpTWHZ7mW8vv51ftXzV9x70r2YDEf/X929aRO777gTW9++tH90diTIuSor+Pz5p9m0/Gva9+rLhJvuICkzq972+yrcXPfaCtbml3P3Ob2ZMaarPHpECCHEUZMwd4w5nc5688aOHcvYsWMj03a7Xe5mbUIuv4uHlj1El8Qu3HXiXUcc5AJlZfj27AFAezzk33Enhvh4OjzzdORu1fyNG/j4sT/jqqhg9GVXM2zSZAyG+j1ta/PKufa176l0+3lu6jDO7Fs/7AkhhBBHQsKcaHWeWf0M+c58Xjr7JazGw78WLVhdTfFLL1P84otolysyX1mtdJ47F3NWKIitX7KI//3jCRLSM7jwkb81eJMDwDebi7jutRUkx1l4b+Yp9Gknjx4RQgjRdCTMiVblp+KfeG39a1zU8yKGZw8/rG211pR/+BGFf/sb/sJCEs45h8QJ41EGAwCWbt2w5uaig0G+fvsNln/wFh37DmDS7fdiT2g4oP33p73c/K9VdEmP4/Vfn0RWou2oj1EIIYSIJmFOtBpBHeShbx4izZbGbUNvO6xtA+Xl7Lnvfio/+wz7oEHkPPEEcScMqd1+IMCGJYv47qN3Kdq1gwGnn8W4X8/EaGr47th3V+Zx17trGNQxmZevHk5ynOWIj00IIYQ4kFYf5rTWLfoic611rEtoMT7f8TkbSjbw59F/JtHS+FOZ1T+sIv/OO/AXFJJ5112kXn1VpDeuxsZlS1jyr1coL9hHWodOTLj5TnqPHHPA/1ufrd/HXe+u4ZRu6fxz6lDira3+W00IIUSMtOrfMDabjeLiYtLS0lpkoNNaU1xcjM0mp+YOJaiD/OPHf9AlsQvju4xv1DY6GKT4+RcofPJJzO3b0+Vfb2AfOLDWOj63m4Wv/JN1iz4jM7cb5995Hd2Gnlgv7EVbtbOUm+f9wICcJJ67cihxllb9bSaEECLGWvVvmQ4dOpCXl0dhYWGsSzliNpuNDh06HHrFNm7hzoX8UvoLfx79Z4wN3E1al7+wkN13303VN8tInDCe7IcewphQ+1VahTu2Mf/x2ZTsyeekyZdwysWXYTAevO0dxVVc++oKMhNsvHj1cAlyQgghjrlW/ZvGbDbLc9vagKAO8uyaZxvdK1e9YgV5t9xKsKqKdn98mKT/+796Pbc/ffkFnz//NFaHg4vv+yOd+g86ZLuFlR6ueuk7glrzyrThpDvkrQ5CCCGOvVYd5kTbsGjnIjaVbuKRUY8csleu4tP/svuuuzDn5ND5lZex9uhRa7nf52Pxq8+z5rMFdOw7gIm33k1cUvIhayiv9nHlS9+xr8LD3GtPoqu8Z1UIIcRxImFOtGg1vXKdEzszPvfgvXIlr89l3yOPYB88mA7PPI0pJaXWck91Ne//+QF2b9rAsEkXMvrSqw55WhWg2utn2ivfsaXAyYtXD2No55RDbiOEEEI0FQlzokX714Z/sbF0I4+MeuSAb3rQwSCFf/sbxS+8iOOMceTMmYOhzk0lPo+bDx/9A3u3bOLcWb+h98gxjdq/xx/g+tdXsnpXGc9cfgKje2Qc9TEJIYQQh0PCnGixNpVu4rGVjzG2w1gmdp3Y4Dra62X37+6j4uOPSb50Ctn33Yeq09sW8Pv499/+TN7PP3Fu+JEjjfXgv39iyS9F/L+LBnJO/3ZHdTxCCCHEkZAwJ1okT8DD3V/djcPi4MFTHmzw0TMBp5P8WbOo+mYZGbfeStr10+utFwwGWPDUX9m+eiVnTr/psILcG8t3MO+7XdwwthsXD+t41MckhBBCHAkJc6JFenzl42wu28wz454hzZ5Wb7mvoIBd06/Hs3kz7R55hOQLJ9dbR2vN4ldfYNO3SxlzxTUMHHdOo/e/YnsJD/77J8b2yuCOs3od1bEIIYQQR0PCnGhxvt/7PXM3zOXS3pcyusPoess9W7ey69rr8JeV0fHZZ3CMrr8OwA8LPmLVpx8z9NzzGTbpwkbvf2+5mxlzfyAn2c4TU4ZgNLS8B1ILIYRoPSTMiRYlqIP8v+//H9nx2Q2+f7X6h1XkzZwJJhOdX3sNe/9+DbazafnXLH79RXqceApjrvh1o/fv9gW4fu5KXF4//7ruJJLsDb+XVQghhDheDvxOIiGaoQXbFrChZAOzhszCbrLXWlb5+efsnDYNY3IyXd6cd8Agt3vTBv7z1F9p170n42++46Cv5oqmteb+D9exZlcZf/3VYHpmJRx6IyGEEOIYkzAnWgxPwMNTPzxFn9Q+nNv13FrLSufNI2/WLVh79aLzvH9h6djwDQmle3fz4aMP40hN44K7fo/Z0vi3NLz+7Q7eWZnHrNO7c07/7KM6FiGEEKKpyGlW0WLM2zCP3VW7eWjkQxhU6O8QrTWFjz9B8T//iWPsWHL+9lcMcXENbl9dUc4Hf3kQrTWT73mQuMSkRu97+dZi/vDxesb1zuTWM3o2yfEIIYQQTaHZ98wppeKVUiuVUg0/SEy0CeWecp5b+xyjckYxot0IALTPx557f0vxP/9J8sUX0+HvTx0wyPm9Xj6a8ycqigq54Df3k9o+p9H73l3m4oY3fqBTWhyPTRmMQW54EEII0YwcMswppToqpRYppTYopX5SSt1ypDtTSr2klCpQSq1rYNk5SqmNSqnNSql7ohbdDbx9pPsUrcPr61/H6XVy+9DbAQhWVbFr5g2Uf/gh6TffRPYfHkKZDvAGCK357z+eYPfG9Yy/8Q5yevdt9H7dvtAbHjz+IM9NHUaiTW54EEII0bw0pmfOD9yhte4DjABuVErV+m2olMpUSiXUmde9gbZeAeo9zEspZQSeBsYDfYFLlVJ9lVJnAOuBfY2oU7RSQR1k/tb5nNz+ZHqk9MBfWsqOK6+iatkysh/+Axk33tjgQ4NrfPfhO/z89ZeMmnIlvU4e1ej9aq357QdrWZtfzmOXDKZ7pqMpDkcIIYRoUocMc1rrPVrrH8LjlcAGoO45qjHAR0opG4BS6jrgyQba+gooaWA3JwKbtdZbtdZe4E3gfOA0QgHyMuA6pVSzPy0smt6qglXkO/OZ2HUiOhBg9x134PnlFzr8/SlSLr74oNtuXrGcpW+9Tu+RYzjxgoOvW9eLS7fx/g/53HZGT87sm3U0hyCEEEIcM4d1A4RSqgswBFgePV9r/Y5SKhd4Uyn1DnANcOZhNJ0D7IqazgNO0lrfFN7v1UCR1jrYQE2TgEnduzfUEShag/lb52M32RnXaRyFjz9B1TfLaPenP5Jw2mkH3a5o53YWPDWHrNzunDVj1kF77+p6bdl2/vjJBs7pl83Np8v/LSGEEM1Xo3u6lFIO4D3gVq11Rd3lWutHATfwLHCe1tp5GHU09FtWR7X9itZ6fkMbaq0/1lpPT0pq/J2JouXwBDz8d/t/GddpHP5FSyl+/nmSf/Ur/n979x0eV3Xnf/x9Rr0323Lv3cYFjKkGApjeOyQsIYSUDamb3Q0hvw3JZrNJNo08m7Ikm5BsCCVUm2LAVJvigqtcZEuWOkeevAAAIABJREFULEuyJcvqfTRzfn/cka0yMxrZskcz83k9zzyauefcO9/LDNLXp2bffHPQ86pL9/HMD/+NxORkrv/nhwa1BMkf1uzj317cwfK5+TxypyY8iIjI8BZSMmeMScBJ5B631j4XoM4yYD7wPPDdQcZRDvRcGGw8UDnIa0gUWlO+hqbOJq6LP4OD33qQ5AULyP/OQ0HPKSvYxlMPfwvjcnHLd35ARu6IkN/vt+8U84OXd3H1aWP4zSdPJyk+7kRvQURE5KQKZTarAf4X2GWt/XmAOouB3+OMc7sXyDXG/GAQcWwAZhhjphhjEoE7gBWDOF+i1MrilYyJz2PUD/+MSU5m/K8ewZWYGLB+4Ydree4//42MvBHc+f3/YsSESSG/19uF1fx41W6uWziWR+5YREKchmiKiMjwF8pfq/OAu4GLjTFbfI+r+tRJBW611hb7xrXdA+zveyFjzBPAh8AsY0y5MeY+AGttF/AA8BrOBIunrbU7jvuuJCo0dDTwXsV7fP39bDr3FjH2xz8iYXTgnRcO7y9xxshNm8kd3/sJmSNGhvxetS2d/Msz25iZn85PbllAvBI5ERGJEANOgLDWrsX/mLaedd7v89qN01LXt96dQa7xCvDKQPFI7Hit9DWW7Ohk8luF5H32PtKXLQtY19PVxarf/JLk9HSu/+ZDJKeHvoyItZZvP7ed+tZO/nzvUpIT1LUqIiKRQ80PMiw1djby4nv/wz++CskLFzLyq8HXql7/4t+pLi3m0vv+cVDbdAE8u6mCVTsO8U+XzWLu2MwTCVtEROSUUzInw461lu+t/S63P3mQpIQUxv3sZ5iEwDsvHN5fwkfPPsWscy9gxlnnDuq9DtS28vCKHSydnMv9y6aeaOgiIiKn3KDWmRM5FZ4ufJqUp19nRoVl7H89TOL4wPuoej0eVv3W6V69+N7PD+p93B4vX35iM8bAz25bSJyWIBERkQikljkZVnbX7uZvL/+IO9Za0i9bTuY1VwetX/DOaqpLirn43i8Munv1Z6/vYcuBen500wIm5KaeSNgiIiJho2ROho3DrYf55ptf50sveYjPyGLMww8H3bXB3dnBh8/8jTEzZzPz7PMG9V7v7TnM794t5s6lE7l6wZgTDV1ERCRslMzJsFDfXs/n3vgc575RyYSDbsZ+//vE5+YGPWfLqpdorj3CBXd+elBbdR1u6uAbT29hZn46/3bN3BMNXUREJKw0Zk7Crqmzic+v/jzN5aXc8KGXzKuvJnN58K1921uaWf/C35my6AzGz50f8ntZa3no+e00tnfxt/vPJiVRy5CIiEhkU8uchJXH6+GBNx9gT+0eflyyFINh1De+PuB5G1Y8S3tLM+ffec+g3m/ltoO8vrOKf1o+k5n5GccbtoiIyLChZE7Cav2h9Wyq3sR3p3yRlNc+JPuWm0kYF3j2KkBzXS2bXlnB7PMuZNTk0JcTqWnu4LsvFrBwQjaf1TIkIiISJZTMSVi9vO9l0hPSWfJqCcYYRnzhCwOe89GzT+D1dHHebZ8a1Hv924sFtHR4+OktC7QMiYiIRA0lcxI27V3trC5bzQ3JZ9P04kqy77idhPz8oOfUHaxg25uvseDSK8geHfos1Je3HeSV7Yf46qUzmKHuVRERiSKaACFh8075O7S4W7jiwwZMQgIj7r9/wHPef/px4hISOPumO0J+n4r6Nh58bhsLxmfx+QvUvSoiItFFLXMSNi/ve5lzD2WSuPojcu66i/iRI4PWr9pXROEH73HGVTeQlp0T0nt4vJavP7kFj9fyqzsWEx+nr7yIiEQXtcxJWNS317OtcA2/fM5F4uTJjPzSPw54zton/0JyegZnXndTyO/z328Vsb60ll/cvpDJI9JOJGQREZFhSc0UEhav71vFP77YSXKbh3G//AWutOCJ1oEd2yjduomzbriVpNTQkrINpbU88uYeblw8jhsXjx+KsEVERIYdJXMSFnW//wMLSi2jv/MdkmfNGrD+zjVvk5yWzsLLg+/V2q2t08M/Pb2V8TmpfP/6eScaroiIyLClZE5Ouf0fvMH5qyqoPn822bfeEtI5ZQXbmDBvAQmJSSHV/9VbeymrbeXHNy8gIznhRMIVEREZ1pTMySllu7qo+t73qEuH6f/xXyHtqdpQfYjGw1VMmL8gpPfYfaiR37+3j1vPGM850/JONGQREZFhTcmcnFI1j/+VjP1HWH/bfMblTw/pnLKCbQBMnDdwMuf1Wr793HYyUxL49lVzTihWERGRSKBkTk4Zd3U11Y88wpYphjNu/1LI55UVbCU1K5vccRMGrPu39WVsKqvnO1fPISct8UTCFRERiQhK5uSUqf6vn+Lt6GDl9aM4f/yykM6x1nJg53Ymzl84YJfskeYOfrxqN+dNz+PGxcH3dxUREYkWSubklGj5aB2NK1fy4llw4Tl3EueKC+m82spyWupqmRBCF+vP39hDa6eH7103P6SxeCIiItFAiwbLSedpbKTywQdpyc9kxXntvDwj9EV/D3SPl5u/MGi9XQcbeWJ9Gf9wzmSmj0o/oXhFREQiiVrm5KSy1nLo4YfpOnyYX15nOH/aJYxMDb5tV09lO7aSOXIUWaPyg77Hv7+0k8yUBL526YyhCFtERCRiKJmTk6pxxQoaX3mV2ruWs3VEC7fOvDXkc63Xy4Ed25kwb0HQbtPXd1bxQfERvrF8JtmpmvQgIiKxRcmcnDSdBw5w6Pv/TsoZZ/DkmR2MThvNWWPOCvn8w2WltDc3Be1ibXd7+OEru5gxKp27lk4cirBFREQiipI5OSmstRz67nfBGDL/4/+x9tAHXD7pclwm9K9cWcFWACbMOy1gnV+u3sv+I61899p5xMfp6ywiIrFHf/3kpGh+801aPviQkV/7Gmu6dtPl7eLyyZcP6hrFH68jZ+x4MnJH+C3fXFbHo+8Vc/uSCZw/w38dERGRaKdkToact6ODqh//hKQZ08m543ZWla5ibNpY5o+YH/I1qvYVUb6zgNMuvsxvebvbwzf/vpXRmck8dI12ehARkdilZE6GXO2f/4L7wAHyH3yQRk8LH1V+xOWTLx/U2m8bX3qexJQUFlzivzXvF6v3UHy4hR/dvIDM5IShCl1ERCTiKJmTIeWuqqbmd78j/ZJLSDv3XN4qe4su28XlU0LvYm08XE3hh2s47ZIrSEpN61deUNHA79/bx51LJ3DBzNCXOREREYlGSuZkSB3+5S/B7Sb/X/4ZgNdKX2N8+njm5s4N+RqbXn0RYwynX3md3/Kfv7GHzJQEHrxK3asiIiJK5mTIdJSU0PDii+R86lMkTppEXXsdHx0cXBdre0sz2958nVnnLCNzRP9Wt23l9by1u5r7l01V96qIiAhK5mQIHfmfRzGJieTd9xkA3ix7E4/1DGoW67bVq3C3t3HGNTf6Lf/Vm3vJSkngH86ZNCQxi4iIRDolczIkOg8coGHlSnJuv434Ec4yIa+UvMKkzEnMzp0d2jXa29j0yotMnL+A/CnT+pUXVDSwelc1nz1/ChlqlRMREQGUzMkQOfLoo5i4OHI/cx8AFc0VbDi0gWunXhtyF+v6F56hpb6O827/B7/lj7y5l8zkeO45b/JQhS0iIhLxlMzJCXNXVFD//Atk33ILCfmjAFhZvBKAa6ddG9I1Gg9Xs/Gl55h93oWMndm/Ja+gooE3dlZx3/kaKyciItKTkjk5YTV/+AMYQ979nwWcrbxWFK9g6eiljE0fG9I13nv8TxjjYtldn/Zb/vs1+8hIiufTapUTERHpRcmcnJCuI0doeOZZsm+8kYQxYwDYXL2ZA00HuG6a/6VF+qrYvZPCD9dw5nU3+Z3Beripg1e2H+SWJePJSlGrnIiISE9K5uSE1D/zLNbtJveeY+PcVhSvICU+heWTlg94vvV6efvPj5Kem8eZ197st86T68tweyx3n60ZrCIiIn0pmZPjZj0e6p56ktSzziJpmjP7tK2rjVWlq1g+aTmpCakDXmPnmrep2lfEsrs+TUJycr9yt8fL4+vKWDZjBFNHpg/5PYiIiEQ6JXNy3Jrfe4+uyoPk3Hnn0WNvlb1Fi7uF66ddP+D5ne1trHniz4yePpM5513ot84bO6s41NjOPedMHqqwRUREooqSOTludU88QfzIkWRccvHRYyuLVzI2bSxLRi8Z8PwNLz5DS10tn7jnfozL/1fxzx+UMj4nhU/MHjVkcYuIiEQTJXNyXDrLymhZs5bs227DJDiTElrcLaw7tI7LJ1+OywT/ajUermbjyud9S5H432O18FAT60pqufvsScS5QlurTkREJNYomZPjUvfUU+BykX3brUePrT+4ni5vF+ePO3/A8997/E9gTMClSAD+8mEpSfEublsyYQgiFhERiU5K5mTQvO3tNDzzLBmXXEJCfv7R42sr1pIan8riUYuDnn9wbyGFH65hybX+lyIBaOno4oXNFVyzYCw5aYlDGr+IiEg0UTIng9a4ahWehgZy7jo28cFay9qKtZw15iwS4oKvBffR80+RnJ7BmdfdFLDOyq2VtHR6uOusiUMWt4iISDRSMieDVvfEEyROmULqWWcdPVbSWEJlS+WAXayH95ew7+P1nH7ldSQmpwSs98T6Mmbmp3P6xOwhi1tERCQaKZmTQWkr2EH71m3k3HknxhyblLC2fC3AgMncuuefJjElhcVXBN6ztaCiga3lDdy5dGKv9xAREZH+lMzJoNQ9+QQmJYWsG3qvI7e2Yi1Ts6YG3Yu1trKCwo/WsvCyq0lOD7wA8JMbykiKd3Hj4nFDFreIiEi0UjInIfM0NND40stkXXMNcZmZR4+3ulvZWLVxwFa5DSueIT4+gTOuCrygcGtnFy9sruTq08aQnaqJDyIiIgNRMicha3jhBWx7e6+JDwAbqzbi9ro5b9x5Ac9trKlm53tvMf/iy0jLzglY76WtB2nu6OJOTXwQEREJiZI5CYm1lronniRl0SKS5/Re5HdN+RpS4lNYkh9414eCt9/Aem3QGawAf1tfxvRR6SyZFDjhExERkWOUzElIWj/8kM7S0n6tct1LkiwdvZTEuMDdoiWbNzJmxiwyRwTelmtnZSNbDtRr4oOIiMggKJmTkBx57DHi8vLIuPzyXscLagooby7nwgkXBjy3pb6OQ8V7mbI4+H6tT24oIzHexU2a+CAiIhIyJXMyoI6iIlreW0Pupz6JKympV9mze58lJT6FKydfGfD80q2bAIImc22dHp7fVMFV80drxwcREZFBUDInAzry2GOY5GSy77ij1/EWdwuvlLzC5ZMvJz0x8FIj+zZvJC0nl1GTpwas89K2Spo6urhzqSY+iIiIDIaSOQmq6/BhGl9cQdaNNxCf03tSwqslr9LW1cbNM24OeL7X42H/1k1MWXRG0HFwT6wvY+rINJZOyR2y2EVERGKBkjkJqvZvf8N2dZF3zz39yp7b+xzTs6ezcOTCgOdX7tlFR2tL0C7W3Yca2VRWz12a+CAiIjJoSuYkIG9bG/VPPEn6xReTOHlyr7LC2kK212zn5hk3B03ASjZvxBUXx6TTFges8+T6AyTGubjp9PFDFbqIiEjMUDInATW88AKe+nryPnNvv7Jn9z5LoiuRa6cF3mMVnGRu3Ox5JKWm+i1vd3t4blM5V8wfTa4mPoiIiAyakjnxy1pL3d/+RvK8eaScfnqvsvaudl7a9xKXTrqUrKSsgNdoOlLD4bLSoF2sa/fW0NjexU2nazkSERGR46FkTvxq27yZjr1FZN9xe79u1NdKX6OpsynoxAeAki0bAZgaJJl7teAQGcnxnDttxIkHLSIiEoOUzIlf9U89hSstjayrrupX9nTh00zJmsKZo88Meo3927eSnjeC3HET/Ja7PV5W76pi+Zx8EuP1VRQRETke+gsq/Xjq62l8dRVZ11+HKy2tV9muI7vYVrON22f1b7Hrq7qkiDHTZwas99G+IzS0ubl8/ughi11ERCTWKJmTfhpefBHb2Un27bf3K3uq8ClS4lMGnPjQ0dpC/aGDjJo8LWCdVQWHSEmI48KZI084ZhERkVilZE56sdZS9+RTpCxcSPKsWb3KmjqbeKXkFa6cciWZiZlBr3O4tASA/Cn+kzmP1/Lajio+MXskyQlxQxO8iIhIDFIyJ720bthAZ0mJ31a5FcUraOtq47ZZtw14naqSYgBGBUjmNpXVUdPcwRXzx5xYwCIiIjFOyZz0Uv/033FlZpJ55RW9jltrebrwaebnzWde3rwBr1NdWkxaTi5p2Tl+y1/dfojEOBefmKUuVhERkROhZE6O8nZ00PzWW2RecQWulJReZR9Xfcy+hn0htcoBVJcUB+xitdby2o5DLJsxgozkhBOOW0REJJYpmZOjWj74AG9rKxnLl/cre2P/GyTHJXPFlCv8nNmbu7ODIxUHGDV5qt/y7RUNVNS3aRariIjIEFAyJ0c1vfkmrvR00s5a2uu4tZZ3y9/l7DFnkxKfEuDsY2rKSrFeb8Dxcq/vqMJl4NI5+UMSt4iISCxTMicAWI+H5rfeJv3CCzGJvfdILaovoqK5ggsnXBjStaq7Jz8EWJbkjZ1VLJmcq71YRUREhoCSOQGgbdMmPLW1ZCy/tF/Zu+XvAnDB+AtCulZ1yT6S09LJHDmqX1nZkVYKq5q4bK5a5URERIaCkjkBoGn1akxiImnnL+tX9u6Bd5mbN5dRqf2TM3+qSooZNWWq350fXt95CIDL5mq8nIiIyFBQMidYa2l6YzVp55xDXHrv7btq22vZengrF42/KKRrebq6qDlQyqgp0/2Wv76ziln5GUzMSz3RsEVERAQlcwJ07NqFu7LSbxfrmvI1WGzI4+VqKw7gcbv9Tn6obelkY2ktl81TF6uIiMhQUTInNK1+E1wu0i++uF/Zu+XvMiplFHNy54R0raM7P/hZluSt3dV4LSzXeDkREZEho2ROaFq9mpTTFxOfm9vruNvj5v2K97lgwgV+x7/5U11aTEJSMjljxvYre2PnIUZnJnPauKwhiVtERESUzMU8d3U1HXv2kHHRRf3KNlRtoLWrNeTxcgCHivcyctIUXK64Xsfb3R7e21PD8rn5ISeGIiIiMjAlczGudf0GAFLPOrtf2dqKtSTFJbF0zNJ+Zf4cKS/j4J7dTFl0Rv9r7a2hze1RF6uIiMgQUzIX41rXrcOVnk7ynNn9yrYf3s68vHkh7foAsOmVFcQnJLJg+ZX9yt7YWUVGUjxnT8074ZhFRETkGCVzMa51/XpSlyzBxMf3Ot7l7WJ37W7mjZgX2nUaG9j53lvMueATpGb2HhPn8VpW76riwlkjSYzXV05ERGQo6S9rDHNXVdG5fz+pZ53Vr6y4vph2Tzvz8kJL5ratXkWXu5Mzrrq+X9nmsjqOtHRy2TwtFCwiIjLUlMzFsNZ16wBIXXpmv7IdR3YAMH/E/AGv4+lys+X1l5m0YDF54yf2K39jZxUJcYaLZo08wYhFRESkLyVzMaxl/XpcmZkkz+4/Xq6gpoCMhAwmZEwY8DqFH66lpa6WM66+oV+ZtZbXd1Zx9tQ8MpMThiRuEREROUbJXAxrXbee1DPPxMTF9SvbcWQHc0fMxWUG/opseuVFcsdNYPLC0/uVFR9upqSmhcs0i1VEROSkUDIXo9yVlbgPHCDNTxdrp6eTPXV7Qhov19rYQNW+IuZdeInf9eNe31kFwKVK5kRERE6KYZvMGWPSjDEfG2OuCXcs0ahl/XoAv5Mf9tTtocvbFdJ4ubrKCgBGTJzkt/yNnVWcNi6LMVmhLW8iIiIig3PKkjljzB+NMdXGmII+x68wxhQaY4qMMd/qUfSvwNOnKr5Y07puPXHZ2STNnNmvrKDG+Yjm5w2czNUeLAcgd8z4fmXVje1sOVCvLlYREZGT6FS2zD0GXNHzgDEmDvg1cCUwF7jTGDPXGHMpsBOoOoXxxZTWdeuc8XKu/l+BgpoCcpNzGZ028FIidZUVxMXHkzlqVL+y1buqsRaWz1MyJyIicrLED1xlaFhr3zPGTO5zeClQZK3dB2CMeRK4HkgH0nASvDZjzCvWWu+pijXauSsqcFdWknvvvX7LdxzZwby8eSHtoVpbWUH26LH99mIFeKewmvE5KczKzzjhmEVERMS/U5bMBTAOONDjdTlwlrX2AQBjzKeBmkCJnDHmc8DnACZO7L++mfjXumkzAKln9J992upuZV/DPi6ddGlI16qrLCd3XP/lS7xey/rSWpbPyQ8pKRQREZHjE+4JEP7+ytujT6x9zFr7UqCTrbWPWmuXWGuXjBypBWlD1bZlCyY11e94uV21u/Bab0jj5bweD/VVh8gdO65f2d7qZupb3SydkjskMYuIiIh/4U7myoGezTrjgcowxRIz2jZvJmXBgn77sQLsqHF2fghlT9aG6kN4PV3kjO0/+WF9yREAzp6ad4LRioiISDDhTuY2ADOMMVOMMYnAHcCKMMcU1bytrbQXFpKyaKHf8oIjBeSn5jMiZcSA16r1LUvir2VuXUktY7KSGZ+jJUlERGTw4uLiWLRoEfPmzWPhwoX8/Oc/x+t1Rl298847ZGVlsWjRoqOP1atXhzni8DllY+aMMU8AFwEjjDHlwHettf9rjHkAeA2IA/5ord1xqmKKRW3bC8DjIXXxYr/lu47sYm7e3JCuVVfpLEvSt2XOWsv6klrOmZan8XIiInJcUlJS2LJlCwDV1dXcddddNDQ08L3vfQ+AZcuW8dJLAUdixZRTOZv1zgDHXwFeOVVxxLq2zc7kh5SF/Vvm2rraKGsq48opV4Z0rdqDFaRkZJKS3nu2aumRVqqbOjReTkREhsSoUaN49NFHOfPMM3n44YfDHc6wE+7ZrHKKtW3ZQuLUqcRlZ/crK6orwmu9zMqZFdK16iorgo6XO0vJnIiIDJGpU6fi9Xqprq4GYM2aNSxatOho+bPPPsu0adPCFV5YKZmLIdZa2rZsIf2Si/2WF9YVAjAzt/8sV39qK8uZenr/vV3XldSSl5bItJHpxx+siIhIH9YeXfBC3aw9hHsChJxCnaWleOrrSenxL5meCmsLSUtIY1x6/wkNfbW3NNPaUE/OmP5115fUsnRKrsbLiYjIkNm3bx9xcXGM8rPjUKxTMhdD2jY7A0kDTX4orCtkZs5MXGbgr0Xd0ZmsvbtZK+rbKK9r03g5EREZMocPH+YLX/gCDzzwgBoK/FA3awxp27wZV2YmiVOn9ivzWi976vZwzdRrQrpW7dGZrL1b5rrHyymZExGJAF4vdLVBVwe426Cr3ffoAI8bvG7wdDrPj/70Pe9qh/Z6aKuH9gbwdvV5eJ2f1svR/QCsPfbc2wUdzdDRBJ3NcNv/wYRjQ3fa2tpYtGgRbreb+Ph47r77br7xjW8cLe87Zu473/kOt9xyyyn4jzb8KJmLIW1btpCycCHG1b/lraK5ghZ3C7NyQ5z8cLAC43KRnT+61/H1JbVkJscze3TmkMQsIhLxrPU9POD1+BKk7uSo08/zPglUd/3uc7uTJU+Xk4i5248lYW5fYhbqcU/nid9ffAokZ0F8IrjiwcQ5P13x4HI5rwGOtqgZ57mJg9RcyJ4ISRmQ3PvvhsfjCfiWF110EQ0NDScee5RQMhcjPE1NdBQVkXHlFX7L99TuAQh5JmttZTnZ+aOJi0/odXxDaR1LJucS51IzuIgcB2v7JzEeXwJjPT1ae7oTI1/Lj7fLV7cDujp7//S4nTrW65zT/dz6nnv7vLZe5/3d7f1brXoe606GvJ5jMR5NuDy9r3eyxSU6SVVCMsQn9Xjue6Tk9Dme4rxOSDlWp+fx+CSIS3Cu6/L9jOv5MwHikiAl26krYaVkLka0bd0G1pIaaPJDXSEu42JGzoyQrldXWdFv8kNzRxfFh5u5dsHYE45XRIYRTxe4W5yEptP3093qPDzuPl1rviTL0+HU7Wh2utA6m3s8b3HO7Wzp/byr3blGOBlfS1Jcgv8kJyEFkrN9ZUm+5Ca+R0tUArh8LVPG5TzvvqZxOS1VcYl9kiPf835JU/fx+GM/+z7vjtFPj4vEDiVzMaJt82ZwuUhesMBveWFtIRMzJpISP/D2W16vh7pDlUxaeHqv4zsrG7EWThuvLlaRU85aZ+xRy2FoqYG2Wl/C1Xbs0d3d5m7zdbf5Od6rrBU6W52WphMRlwSJaZCUDonpzvOEVEgdAYmpzvPENCcp6dXyk9g7cTnafefq8TzO97w7SUpyuvviknokWwm+OnHHuvcCJVoiESjikzljzLXAtdOnTw93KMNa25YtJM2YQVy6/7XfCusKmT9ifkjXaqo5jMft7rcn67byegDmj8s6sWBFYoWnyxk43l7vPDpbe3QBen3jrHzdf50tx1q3WmucpK35sC958z262gd+T1fCsa61hJQez1OdMUvp+b7jyZCQdizZSkh1jiem+cp9P+OTeiRU8ccSrLgEJ3FLynCei8hJE/HJnLV2JbByyZIl94c7luHKejy0bd1K5jVX+y1v7mymormCm2fcHNL1qvYVATBiwuRexwsqGsjPTGJURvIJxSsSFayF5mqo3df/0VLjJHGdTcd3bVc8pI089hg5C9JGQNoo53X6SEjJPdbalZB6rKswLuJ/7YtIH/q/OgZ0FBXjbW4OuL7cnjrf5IcQZ7JWFO4iPiGR/Km9t03ZXtHAaeP6bxMmElGsdZKthgNOS1j3OLHWI05y1lLttI51L9/Q1d57OYfunx1NTjdlNxMHOZMgZwqMmusMHE/OdmYBpvh+JqYd6/I7+vDN/Ev0dVEmpUNSZo+ZgSIS65TMxYC2Lc5iwYF2fthduxuAmTmhbeNVuWcX+dNm9JrJ2tzRxb6aFq5bOPDuESJh526H6p1waBvUljhJWnMVNB2Euv3OYH+/jNMClpTZY2B8stOVmDbSNwvQdywxDbInQe5UyJ3iLL+g7kYROQmUzMWAts2bicvNJWHiRL+bPr6nAAAf70lEQVTle+r2kJWURX5q/oDXcne0U11SzJJrbux1fEdFgyY/SPhZ6yRl1Tvh8B6nda2xAhorj82WdLc7SZv1rWEVl+h0T6aPcpKvKRdCzmTInuAkad1jw9JGQGqeMx5MRGQYUTIXA9q2bCFl8eKAW6AU1hYyK2dWSFukHCrei9fjYeysub2Ob69wFm/U5Ac5JbweqN8PNXvhcCHU7HGe1xRCW92xevHJkDkOMsdCjq/lLC7JeT1mAYxe4CRwmsUoIhFMyVyU66qro7O0lKybb/Jb7vF6KKov4paZoW2BUlm4C4CxM2f3Oq7JDzIk3O3OWLOORmeCQM/ndfudZK1mLxwp6r1yfdpIGDET5l7vjEcbOdt5pI/S2DIRiXpK5qJc22ZnvFygyQ8Hmg7Q7mkf1Hi53LHjScno3Z26TZMfJFTN1VCxCSo3Q+UmJzFrb3SStmBbCxmXM3lgxEyYfqnzc+QsyJvubAkkIhKjlMxFubYtWyA+nuT5/teQ21u/Fwht8oP1eqks3MX0pef2Ot7c0UVJTQvXa/KD+FNbArtfgrKPnASuscJXYJzWszELfbM6M52JBclZzli1pEzfMd/zzLHaNkhExA8lc1GubfNmkufMwZXsv/tzb91eDIap2VMHvFZtZQXtLc2MmzWn13FNfpBePG4naSt5F3athINbneO5U2HiOTB2MYw73RmvluR/EWsREQmdkrkoZt1u2goKyL418Hi4vXV7mZgZ2jZeFYU7ARjbJ5nT5IcY19UBFR9D6fuwfy0cWH9sfbVxS2D5v8Pc65wZoiIiMuSUzEWx9sI92LY2UgOsLwdON+uM7BkhXa+ycBcpGZnkjOndnbq9ooHRmcma/BCtrIW6Uji0HQ7vhupdzlIfHU3ODgZNVc6m6gCj5sHiT8Gk85xH+siwhi4iEguUzEWxo4sFB5j80NbVRlljGVdNuSqk61Xu2cXYWXP6LWGyvaJBrXLRoqvDGeN2pMhZ7qPiY6elraX6WJ3sic5yHjmTnfFs6SNhwtkw6VxNRBARCQMlc1GsbdtW4keOJGHMGL/l++r3YbHMyBm4Za61sYG6gxXM/8TyXsfrWzspqWnhhkWa/BCxGsqh8FVnkkLpWvB2HSvLmQLTLoYJS2HsIhgxS+PcRESGGSVzUax9ewHJp50WsLx7T9ZQulkDjZf7oPgI1sK50/JOIFI55ayF0jXw/q+g6A3nWN4MOPuLMHoh5E2F3GnOnqEiIjKsKZmLUp7mZjpLSsi67tqAdfbW7yU5LpkJGRMGvF7xhnUkpqQyelrvJUzWFtWQnhTPwgn6ox8R3O2wawV89BtnxmnaSLjoQZh3E4wMba1BEREZXiI+mTPGXAtcO3369HCHMqy0F+wAIHl+4Ja5vXV7mZo9lbgB9prscrsp2vAhM5aeQ3xC743C3y+q4eypuSTEaTukYcnTBc2HoP6A04265XFnu6vcaXDNL2Hhnc5m8SIiErEiPpmz1q4EVi5ZsuT+cMcynLQXbAcgef68gHX21u3l/HHnD3it/ds20dHawsxzetc9UNvK/iOtfPrcyScUqwyRzhYoWQMHtzgzT6sKnCSue0N5VzzMvgaW3AuTL9B+pCIiUSLikznxr61gBwnjxxOfk+O3vLa9liPtR0Ka/FD4wRqS09KZdFrvJU7WFtUAsGzGiBMPWI5PVwfsfNF5FL0JXW2AgbxpMGYRzL8FssZD1gRnpwUtFSIiEnWUzEWp9u3bSV4QvIsVGDCZc3d2ULRxHbPOWUZcfO8u1rVFNeRnJjFtpGY3nnLWOjNQX/s21JVA+mhnfbc518L4JZCYFu4IRUTkFFEyF4W6amtxV1SQc9edAet0J3MD7clauvlj3O1tzDp3Wa/jXq/lg6IaLp6d32/dOTnJDhXA69+BfW87S4Xc9Xdn43l1m4qIxCQlc1GofUcIkx/q95KTlENecvAlRXZ/uIaUzCwmzlvQ6/jOg43Utbo5f4aWJDllDhfCO/8JO553NqO/4sdw5n0QlzDwuSIiErWUzEWhtu3bwRiS580NWGdv3V5m5swM2qrmbm9n36b1zLvgYlxxvWe8do+XO2+6xsuddM3V8Ob3YMvfID4Fln0Tzn0AUvyPhxQRkdiiZC4KtW8vIHHKFOLS/Y9l81ovRfVF3Dzj5qDXKd60nq6ODmads6xf2dq9NczKz9B+rCeTpws2/B7e/iG42+CsL8Kyb0CaEmgRETlGyVwUai8oIO3ccwKWVzRX0NbVxvTs4Gvz7d+2heT0DMbN6b28Sbvbw/rSWu4+e9KQxCt+HNoOz3/BWV5k2sVw5U9gxMAzj0VEJPYomYsy7qoqug4fDjperqyxDIDJWZODXqvuYDl54yfi6rOo8KayOjq7vJw3XePlhpzXA+8/4rTGpebC7X911obTJBMREQlAyVyUad8+8GLB+xv3AzApM3jLWt3BSqadsbTf8Y2ldRgDZ0zKPYFIBa/H2eS+thiOFEPtPtj/PhzcCnNvgGt+4SR0IiIiQSiZizJtBQUQH0/ynDkB6xxoOkBKfErQmaztLc20NtSTM2Zcv7INpbXMys8gK0WzKAfN44aPfgub/+qsD+fpPFaWkAp50+Gm38Npt6o1TkREQqJkLsq0F+wgafp0XMmBJyaUNZUxMWNi0JmsdQcrAMgZO77X8S6Pl03767jp9PH+TpNgyjfCyq9B1XaYdD7MusLZIzVvmvMzY7QSOBERGTQlc1HEWkv7zp2kX3RR0HpljWUD7vxQV+lL5saM7XV896EmWjo9LJmsZTFC5vXC2z+ANT+HjDEaByciIkNKyVwU6aquxlNbG7SLtcvbRXlzOZdMvCToteoOVmBcLrLzR/c6vqG0FoAzJ2ssV0g8bljxZdj6BCy+Gy7/ISRnhjsqERGJIkrmokj7zp0AQRcLPtRyiC5vFxMzJwa9Vm1lBVmj8vvtx7qxtI5x2SmMzU458YCjXWcL/P3TsPd1+MR34IJvqjVORESGnJK5KNK+a5ez88OsWQHrdC9LMjEjeDJXd7CC3D7j5ay1bCit5dxpWpJkQA3l8NTdcHALXPsInPHpcEckIiJRSslcFOnYtYvESZNwpaUFrFPW5EvmgrTMWa+XukOVTJzfez/WA7VtVDd1sERdrMEVvwXP3Od0sd7+OMy+KtwRiYhIFHOFOwAZOu07d5E8N/B4OXDWmEuJT2FkysiAdZpqj9DV0dFvWZL1Gi8XnLXw3k/h/25yZqZ+7h0lciIictJFfDJnjLnWGPNoQ0NDuEMJK099Pe6KCpKCTH4AZ425CRkTQluWZEzvbtaNpbVkJsczY5T/PV9j3ts/hLf+HebfDJ9dDSOCb5cmIiIyFCI+mbPWrrTWfi4rKyvcoYRV++7dACTPCTz5AY6tMRfM0WVJxvZelmRDaS1LJuficmkQfz/v/wre+4kzY/XmP0Bi4K5uERGRoRTxyZw42nfuAgjazerxeihvKh9wJmvdwQoSkpJJzzk20eFIcwfFh1u0vpw/G/8Eb/w/mHejM9lBM1ZFROQUUjIXJdp37SI+P5/43MDj2Q61HsLtdQ/YMld7sIKcMeN6dcV+vL8O0Hi5fjb+EV76Osy4DG58FFxx4Y5IRERijJK5KNG+a2fQxYKhx7IkIbTM5YztPflhW3kDcS7DaeNiuzv7KGvhnR/7ErnlcNtfID4x3FGJiEgMUjIXBbxtbXTuKyF57gDj5UJYY67L7aaxurrfTNaCygZmjEonOUEtT3i64NV/gXd+CAvvhDv+BglaRFlERMJD68xFgY49e8DrHXBZkrKmMpLjkhmZGnhZkoaqg1jrJbdHy5y1loKKBi6cOWrIYo44bfVQ+ArsfcNZR669Hs79Mlz6fXDp30QiIhI+SuaiwNFtvELoZh2fMR6XCZx81B5dluRYMlfd1EFNcyfzx8XgnqKttfDRb2Hd76CjEdJGweyrYc61MOvKcEcnIiKiZC4atO/chSsri/g+S4n0VdZUxpSsKUHrHF2WpEcyV1DhrOE3P5bGy3V1wPuPOEuOdDbBnOvgvK/C2NPVEiciIsOKkrko0L5rF8lz5gRdCNjj9XCg6QAXjr8w6LXqDlaQlp1DUmrq0WMFFY0YA3PGxEjLXNlHsOLLULPHSeIu+hbkzwt3VCIiIn4pmYtw1uOhY+9ecu64I2i9qtYq3F43EzInBK1Xf+gg2aPH9DpWUNnAlBFppCdF+dfFWlj1IKz7LWRNhE8+CzMuDXdUIiIiQUX5X+fo566sxHZ0kDQj+NZRZU3OTNZJGZOC1mtvbuo3k3VHRQNLYmF9uQ9/7SRyS+6D5d+HJG1bJiIiw5+SuQjXUVQEQOK0aUHr7ajZAcC07OD12ltbSOzRxXqkuYPKhvbon/xQ/jGs/i7Mvgau/pl2cRARkYihkdwRrrO4GICkAZK5jVUbmZo1lbyUvKD1OlpaSE47tq/ojspGAOaPjeLJD2318MynIXMsXP/fSuRERCSiKJmLcB1FxcSPGkVcZuCWM4/Xw+bqzSzJXxL0Wl6PB3d7G4kp/ZO5edGazFkLKx6Axkq45U+Qor1nRUQksqibNcJ1FBeTND14q9zuut20uFs4I/+M4NdqawXo1TJXUNnAhNwUslITTjzY4eiDX8GulXDZD2B88GRXRERkOFLLXASz1tJRXEzitOCTHz4+9DHAwMlcSwsASWnHBv7vqGiI3i7WotWw+mGYewOc80C4oxERETkuSuYiWNfBg9jW1pDGy03ImEB+Wn7Qeh2tTjLXPQGisd1N6ZHW6Fws+EgxPPMZGDUXbviNxsmJiEjEGtbJnDFmjjHmd8aYZ4wxXwx3PMNNR/fkhyDdrF7rZVP1pgHHy8GxlrnkVKebdefR8XJRNpO1owme/CQYF9zxOCSmDXyOiIjIMBVSMmeMyfYlVLuNMbuMMeccz5sZY/5ojKk2xhT4KbvCGFNojCkyxnwLwFq7y1r7BeA2QAOa+uhO5oItS1JUX0RDR8OAXawAHa3NwLFu1u5tvKJu8sNr34aaQrj1MciZHO5oRERETkioLXOPAKustbOBhcCunoXGmFHGmIw+x/wN5HoMuKLvQWNMHPBr4EpgLnCnMWaur+w6YC3wZoixxozO4mLi8vKIzwk8A/PjqtDGywF0tDoTILq38tpe0cDozGRGZiQNQbTDxN7VsOkvcO5XYOpF4Y5GRETkhA2YzBljMoELgP8FsNZ2Wmvr+1S7EHjRGJPsO+d+4Fd9r2WtfQ+o9fM2S4Eia+0+a20n8CRwve+cFdbac4FPhnxXMaKjqHjg8XKHNjI6bTTj0scFrQc9JkCkOi1zm8vqWTQh+8QDHS7a6p09V0fOhoseDHc0IiIiQyKUlrmpwGHgT8aYzcaYPxhjeg0ystb+HVgFPGmM+STwGZyu0VCNAw70eF0OjDPGXGSM+ZUx5n+AV/ydaIy51hjzaENDwyDeLvIdm8k6NWidjVUbOSP/DEwIA/y7u1kTU1M40txBWW0riydGUTL32kPQXOVMeEhIDnc0IiIiQyKUZC4eOB34rbV2MdACfKtvJWvtT4B24LfAddba5kHE4S/TsNbad6y1X7HWft5a+2t/J1prV1prP5eVFWXjugbQdfgw3sZGkoIsS1LaWEpte21Ikx/A6WZNTEnB5YpjywGn8TVqWuYKV8GWv8L5X4NxA3c5i4iIRIpQkrlyoNxau873+hmc5K4XY8wyYD7wPPDdQcZRDkzo8Xo8UDnIa8SUzhBmsm6s2giENl4OnG7W7i7WLQfqiXMZThsfBUnykWJ4/nOQPx8u/NdwRyMiIjKkBkzmrLWHgAPGmFm+Q5cAO3vWMcYsBn6PM87tXiDXGPODQcSxAZhhjJlijEkE7gBWDOL8mNNRNPCerFurt5KTlMPkzMmhXbO15ejkhy0H6pmVn0FqYoRvEtLRfGwZktv/CvFRNJlDRESE0Gezfhl43BizDVgE/LBPeSpwq7W22FrrBe4B9ve9iDHmCeBDYJYxptwYcx+AtbYLeAB4DWem7NPW2h3Hc0OxoqO4CFdWFnEjRgSsU1BTwPwR80MaLwe+ZC4tDa/XsqWsnkWRPl7OWnjhC84yJLf8CXKnhDsiERGRIRdSs4u1dgtB1nmz1r7f57Ubp6Wub707g1zjFQJMcpD+On0zWQMlai3uFvY17OPyyZeHfM2OlhbSc3PZV9NMU0dXZI+Xsxbe+oFv39X/gGmfCHdEIiIiJ8Ww3gFCAusoDr4syc4jO7FY5o+YH/o121pISk1jc5kz+eH0SG2Z87idJUjW/BQWfwrO+VK4IxIRETlpInxAVGzqqqvDU1cXdFmSghpnk41BJXMtTjfr2gP1ZCTHM3VE+gnHesq11cPT/wAl78IF/wwXfVv7roqISFRTMheBOktLAUiaEngM2Paa7YxLH0dOcuDdIXqy1vomQKSzpayeheOzcbkiLAlqrYXHrnHGyF3/G1isdaZFRCT6qZs1AnXud+aWJEycGLDOjpodnDbitJCv6e5ox3q9mKRkCquaIm+xYHcbPHkXHNkLdz2tRE5ERGKGkrkI5C4rA5eLxHH+t+iqaauhsqVy0F2sADUdLjxeG1mTH7weePazUPYR3Pg/MP2ScEckIiJyyqibNQJ1lu4nYdw4TGKi3/IdNc6qLoNL5pwNO8pbLBBBOz9YC6/+C+x+Ca74Ecy/KdwRiYiInFJqmYtAnWVlJAbpYi04UoDLuJiTOyfka3a0tgJQ3OBhYm4qeekRsrju9r/Dhj/AuV+Bs78Y7mhEREROOSVzEcZaS+f+/SROmhSwzvaa7UzLnkZqQmrI1+1odbpZ9zZ0cdq4CNnCq7ESXvkmTDgLLn043NGIiIiEhZK5COOpr8fb1ETiJP8tc9baQU9+gGPdrAeaLHPGZJxwnCedtfDiA86acjf8Flxx4Y5IREQkLDRmLsJ0L0uSEKBlrry5nPqOeublzRvUdbu7WTvikpg1OvOEYjwlPn4Mit+Eq34KeYEXTxYREYl2apmLMO6yMgASJ/pP5ronPwy6Zc7XzdppEpk9epi3zNWXwWsPwZQLYcl94Y5GREQkrJTMRZjO/fudZUnG+1+WZHvNdpLikpieM31Q121vaca64klJSWZ8TspQhHryvP1DsB64/tfg0ldYRERim/4SRpjO/WUkjB0bcFmSwtpCZubMJMGVMLjrtrbijk9i9ugMzHDe/upwIWx7CpbeD9kTwh2NiIhI2CmZizCd+/cHXZaktLGUyZmTB33d9pZm2khg1nDvYn37PyAhFc77ergjERERGRaUzEWQo8uSTPY/Xq6tq42q1iomZQZetiSQxsYm2kwis8cM48kPB7fCzhfh7H+EtLxwRyMiIjIsKJmLIN3LkgTak/VA0wGA407mOlxJzBnOLXNv/QCSs+HcB8IdiYiIyLChZC6CuPfvBwi4YPD+Rqd8YmbgbthA2pqb6XQlMnO4JnNl62Dv63DeVyE5QhY1FhEROQWUzEWQzhCTueNpmetqayU+OZXM5MFNnDglrIW3/h3SRsFZnw93NCIiIsOKkrkI0rm/DFwuEsaP91te1lhGXnIeaQlpx3HxdjKzhmmr3L53oHQNLPsnSDyOexMREYliSuYiSGdZGQljxuAKsCzJ/sb9x9Uq19rWTpztIid7GE5+sNYZK5c5HpbcG+5oREREhh1jrQ13DCfEGHMtcC1wN7AjzOGE0wigJtxBhFEs338s3zvo/nX/sXv/sXzvEPn3P8laO3IoLhTxyVw3Y8xGa+2ScMcRLrr/2L3/WL530P3r/mP3/mP53kH335O6WUVEREQimJI5ERERkQgWTcnco+EOIMx0/7Erlu8ddP+6/9gVy/cOuv+jombMnIiIiEgsiqaWOREREZGYExXJnDHmCmNMoTGmyBjzrXDHczIZYyYYY942xuwyxuwwxnzVdzzXGPOGMWav72dOuGM9mYwxccaYzcaYl3yvpxhj1vnu/yljjP/F+KKAMSbbGPOMMWa373twTix9/saYr/u++wXGmCeMMcnR/PkbY/5ojKk2xhT0OOb38zaOX/l+F24zxpwevshPXIB7/y/fd3+bMeZ5Y0x2j7IHffdeaIy5PDxRDx1/99+j7JvGGGuMGeF7HVWfPQS+f2PMl32f8Q5jzE96HI+qz38wIj6ZM8bEAb8GrgTmAncaY+aGN6qTqgv4J2vtHOBs4Eu++/0W8Ka1dgbwpu91NPsqsKvH6x8Dv/Ddfx1wX1iiOjUeAVZZa2cDC3H+O8TE52+MGQd8BVhirZ0PxAF3EN2f/2PAFX2OBfq8rwRm+B6fA357imI8WR6j/72/Acy31i4A9gAPAvh+D94BzPOd8xvf34dI9hj97x9jzARgOVDW43C0ffbg5/6NMZ8ArgcWWGvnAT/1HY/Gzz9kEZ/MAUuBImvtPmttJ/Akzgcdlay1B621m3zPm3D+kI/Duec/+6r9GbghPBGefMaY8cDVwB98rw1wMfCMr0rU3r8xJhO4APhfAGttp7W2nhj6/IF4IMUYEw+kAgeJ4s/fWvseUNvncKDP+3rgL9bxEZBtjBlzaiIdev7u3Vr7urW2y/fyI6B7f8PrgSettR3W2hKgCOfvQ8QK8NkD/AL4F6DnoPeo+uwh4P1/EfiRtbbDV6fadzzqPv/BiIZkbhxwoMfrct+xqGeMmQwsBtYB+dbag+AkfMCo8EV20v0S5xeZ1/c6D6jv8Qs+mr8DU4HDwJ983cx/MMakESOfv7W2Audf4mU4SVwD8DGx8/l3C/R5x9rvw88Ar/qex8S9G2OuAyqstVv7FMXE/QMzgWW+YRXvGmPO9B2Plfv3KxqSOePnWNRP0TXGpAPPAl+z1jaGO55TxRhzDVBtrf2452E/VaP1OxAPnA781lq7GGghSrtU/fGNDbsemAKMBdJwupf6itbPfyAx8/+CMeYhnGEnj3cf8lMtqu7dGJMKPAT8m79iP8ei6v594oEcnGFG/ww87eudiZX79ysakrlyYEKP1+OByjDFckoYYxJwErnHrbXP+Q5XdTep+35WBzo/wp0HXGeMKcXpUr8Yp6Uu29ftBtH9HSgHyq2163yvn8FJ7mLl878UKLHWHrbWuoHngHOJnc+/W6DPOyZ+Hxpj7gGuAT5pj62vFQv3Pg3nHzJbfb8DxwObjDGjiY37B+c+n/N1J6/H6aEZQezcv1/RkMxtAGb4ZrMl4gyAXBHmmE4a379A/hfYZa39eY+iFcA9vuf3AC+e6thOBWvtg9ba8dbayTif9VvW2k8CbwO3+KpF8/0fAg4YY2b5Dl0C7CRGPn+c7tWzjTGpvv8Xuu8/Jj7/HgJ93iuAf/DNbDwbaOjujo0WxpgrgH8FrrPWtvYoWgHcYYxJMsZMwZkIsD4cMZ4s1trt1tpR1trJvt+B5cDpvt8LUf/Z+7yA8494jDEzgUSghhj4/IOy1kb8A7gKZ1ZTMfBQuOM5yfd6Pk7T8TZgi+9xFc64sTeBvb6fueGO9RT8t7gIeMn3fCrO/7hFwN+BpHDHdxLvexGw0fcdeAGnyyFmPn/ge8BuoAD4PyApmj9/4Amc8YFunD/e9wX6vHG6mn7t+124HWfWb9jvYYjvvQhnbFT377/f9aj/kO/eC4Erwx3/ybj/PuWlwIho/OyDfP6JwF99//9vAi6O1s9/MA/tACEiIiISwaKhm1VEREQkZimZExEREYlgSuZEREREIpiSOREREZEIpmROREREJIIpmRMRERGJYErmRGRY8u07O/cUvM+3ezyfbIwpOAnvcZEx5qVBnvOOMWaJn+OfNsb899BFJyKRTsmciAxL1trPWmt3noK3+vbAVXrrsXWYiEjYKZkTkbAzxqQZY142xmw1xhQYY27v2TJljGk2xvyHr/wjY0y+73i+MeZ53/Gtxphzfcc/ZYxZb4zZYoz5H2NMXID3/RGQ4qvXvWF7nDHm98aYHcaY140xKb667xhjfmiMeRf4qjFmpDHmWWPMBt/jPF+9C33X22KM2WyMyfBdN90Y84wxZrcx5nHfdmQYYy7x1dtujPmjMSbJT5z3GmP2+N77vCH7Dy8iUUHJnIgMB1cAldbahdba+cCqPuVpwEfW2oXAe8D9vuO/At71HT8d2GGMmQPcDpxnrV0EeIBP+ntTa+23gDZr7SLr7PELzp6Ov7bWzgPqgZt7nJJtrb3QWvsz4BHgF9baM311/uCr803gS773Xga0+Y4vBr4GzMXZfuw8Y0wy8Bhwu7X2NCAe+GLPGI0xY3C2MDsPWO47X0TkKCVzIjIcbAcuNcb82BizzFrb0Ke8E+gec/YxMNn3/GLgtwDWWo/vvEuAM4ANxpgtvtdTBxFLibV2i5/3Aniqx/NLgf/2vccKINPXCvc+8HNjzFdwkr8uX/311tpya60XZ0/RycAs3/vt8dX5M3BBn3jOAt6x1h621nb2iUFEBI37EJGws9buMcacAVwF/Kcx5vU+Vdz22EbSHoL/7jLAn621Dx5nOB09nnuAlB6vW3o8dwHnWGvb6O1HxpiXce7lI2PMpQGuG++LNRTaRFtEAlLLnIiEnTFmLNBqrf0r8FOcLtNQvImvW9IYE2eMyfQdu8UYM8p3PNcYMynINdzGmITjCPt14IEe97DI93OatXa7tfbHwEZgdpBr7AYmG2Om+17fDbzbp8464CJjTJ4vzluPI1YRiWJK5kRkODgNWO/rsnwI+EGI530V+IQxZjtOl+g83wzY7wCvG2O2AW8AY4Jc41FgW48JEKH6CrDEGLPNGLMT+ILv+Nd8kzi24oyXezXQBay17cC9wN999+AFftenzkHgYeBDYDWwaZBxikiUM8d6LkREREQk0qhlTkRERCSCaQKEiMQEY8w6oO8abndba7eHIx4RkaGiblYRERGRCKZuVhEREZEIpmROREREJIIpmRMRERGJYErmRERERCKYkjkRERGRCPb/AQNNICEl0RElAAAAAElFTkSuQmCC\n",
4796 "text/plain": [
4797 "<Figure size 720x432 with 1 Axes>"
4798 ]
4799 },
4800 "metadata": {
4801 "needs_background": "light"
4802 },
4803 "output_type": "display_data"
4804 }
4805 ],
4806 "source": [
4807 "ylim = (5*10**3, 5*10**4)\n",
4808 "ax = deaths[COUNTRIES_CORE].plot(logy=True, figsize=(10, 6), ylim=ylim, title=\"Total deaths, log\")\n",
4809 "for c in COUNTRIES_CORE:\n",
4810 " lvi = deaths[c].last_valid_index()\n",
4811 " if ylim[0] < deaths[c][lvi] < ylim[1]:\n",
4812 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4813 "\n",
4814 "# plt.savefig('covid_deaths_total_log.png')"
4815 ]
4816 },
4817 {
4818 "cell_type": "code",
4819 "execution_count": 621,
4820 "metadata": {},
4821 "outputs": [
4822 {
4823 "data": {
4824 "image/png": 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2jo4Luu5QWxKICbEdjRWw6XMoWQwVK8ytbks0U0H2WHNUy5MLybnmpPbkHPPYnWlOiE9KN/cD9P/atNZUNATYXOOjvL6JivoAFQ0BKhqaqGwIUNkQoMYbpNYf2u7IlNWiSHfZSXPZSXPbW47T3Q4zzWUn3W1u5rmDdLed1CQ7DtvA/GyEEImxvUCsWVVVFaNGjUrIi8L7MhCTlfWFiBVohI2fwtoPYMMnULXaTLc6zHlYww+EQRfD0GmQt4+51tUAFIoYbPMF2eYNUeMNss0XNPfeIDW+5n2IivomNlX78IfaTv63WxW5KUnkpDgZnummMD+dNLedtCQ7qS4rHhd4nIrsZA/ZHjfpbgfJju5PdBVCiJ5qbGxk4cKFHHnkkQAsWbKEESN2/VcpyYiY2LNobU6Kry+J7kuhocTc1242HzdGgmBPhpGHwIhDYOSh5uNEqz3RvW/DMDRVjQFK6poorfWzdZufFWX1LC+pZ21FI2Ej/n/bKUk2MpMdZLgdZHucjMxyMyI7meGZbgalOslKtmGzBfi24lu+KPmCL0u/pKaphpARIhgJ0rqSEGQmZfLXw/7KQXkH7azb3u0Y2mD+5vn8UPUDQJvPV7cuftQxjdj1lzrWifdve7y6ndWJLbvdOp202e3+xkmLd82u7rH9ZxXbv+5c11weQ3doq31al+Vi2o3Xp7jtbOfPotN22vc/Ji22rW6Vi3NP7fvU2eeltcbAiK6BpqNLhRgteZ2dg/l3v7n+qye/yqi0US3XtFqtFBQUtJwfd9xx/P73v+ess85i3bp1uFwukpOTuf/++ykq6pOBqR6RR5NC9ERDGaz/qHVr/+tEi818vJgyBIYfAGNmwPCDzJXgE6wxEGZjlZcNVV5zX+1lU00tpQ01VPlqiCgfWAIoSxBlCZDijpCdChnJGqfDwGoJY7GGUSoMKoxBiJARJGgECUaCBCIBApFAy3EwEiQS82MCt83N/oP3Z1jKMOwWO3ar3dxHt9fWvsb6uvVcVXgVFxdcjEXJI8buChkh3t3wLk8sfYINdRuwKVvL59dmGYWY5R7ijTjGy2+TFrtchOq8Tmx6b67ZWf22h6rTOp3lx7tuV59P+yUyzKUN2ua1XaqiNa99fmftxy3X7vM1l1Doop12+d1uR7Wr08l9dlku3p9fnPts004034KlpS2Laj1WSrXJM5cMsbQct5SPOT9v4nlkuXadX0BKICbE9gQazXld6z+CdR9C5Qoz3ZUJex1pBlnp+WbglZoH7uyEzN/SWlMf8LK6soy11eVs3FbJ1voqyhtrqPLXUBuooylSj7L6UDYfyurFYvWDpesXWbtsLpKsSTisDpxWJw6ro82x0+psc+ywtC3nsrmYlDWJqblTsVs6Hwn0hXzcvuB23t3wLvvk7oPT6qTUW0qFr4Kwsf0J+m0+i05GQ7ZTocd6eo0el+/hv6XN7Y/LGMelBZcyY8QMrBZrj9oQQiTGbjNHTIg+U7UGlr8Oa+fD1q/BCJuv2Rl+EBSeYwZggwr6PeAKGSGq/dVU+auo8FVQ6auk0l9JTVMNlb5tlNRXUe3fRkOojqBuBNVJsGIHuz2ZbFsqac50st0jGZycSbY7k3RnOmnONDKSMkh1pOKxe3Db3bhtbpLtybhsrp32he62u7n7sLuZmjOV51Y8R4Yzg/EZ4zl82OE4LD0bUezN/LLOFgftKz3tU0/7U5BdwOHDDpe5dULswWRETOy6Gitg8X/gh1eh/AdAQV6hGXTt9SPIP8Bc9HQHhI0w5b5yKn2V1AZqza2ptvU4UMu2pm3UBerYFtjGtqZtcUZSFCqSTDjsRkfMzWVJJcedwZDULIZ6sslPz2ZUZi57ZeaS484k1ZEqoyNCCDFAyYiY2LOVL4MFj8DSl8yJ9fkHwHF3w8RTzPcl9kDYCFPhq6C4sZiSxhJKGkvMY695XOYtazNnqpnNYiPdmU66M50Uexoeax4WNQqH4aaq1kG9140Op6LDqYxIH8SkvHQm5aUyOS+NiXmpZHucffVpCCGE2IVJICYGpuZfN1auMpeQqFxpvty6apX5Mmu7G/Y9Hw64ArK7v/xJubecr8q+4vvK7/mh6gdWbVvVZi6TQpHjzmGoZyiFuYUM9QxlqGcoOa4cMpIySHOkUe91sro0yHdb61i8eRufl9QTMTQ2i2LsoBSmD0tlcl4qk4amsfeQVDxO+c9MCCFEfPINIQaW+hJY/BwsfsZcTqJZUhpkj4dxx8LgqVDw47jvVgwZIUoaS9hcvxlf2AeYk6I31G3g4y0fs6x6GWD+GnBy9mTOm3gew1OGtwRcg5MH47C2zm3yByN8vbGGb5bXsGRrHd9tKaHOHwLAZbdSMCyNXx45mgNGZbHviHTcDvlPSgghRPfJt4YYGEq/g4/vgVXvmu9iHHUEHHS1+ULrnAkd3ruotabcW8aqmlWsrFnJqm2rWFWziuLG4riPEhWKKTlTuGbfazhs6GGMSR8Tdw5WOGKYo1xrq/hsbRXfbqolGDGwKBg3KIUTCgYzdVg6U/PTGZvrwWaV5RqEEEL0ngRiIrHKl8NHf4YVs81Rr0N+ZT5yzNyrTbHaplq+q/yOJZVLWFq1lFU1q6gN1LbkD08ZzvjM8Rw36jiGpwwnPyWfVEdqS36mK5PMpI4jaFpr1lV6+WJdFZ+tqWLB+moaou9FnDgklQsOGckhY7IpGpFBsjxiFEII0cfkm0XsfL4aWPYqfP8SbPkKHClwxI1w4C/BlY6hDTbUrmNJxRKWVC5hScUSNtZvBMCmbIzLHMf04dOZkDmBCZkTGJsxlmR7crcvH4oYfLm+mrnLypi3ooLSuiYAhmW4OGnKEA4enc3Bo7PIkgn1Qggh+pkEYmLnKV8OXzwAS18GIwS5E+Ho2/FN+QlLvcUsWf0iSyqX8F3ldzQEzZe4pjvTKcwp5JQxp1CYU8ik7Em4bK4eX9oXDPPJ6krmLitn3opy6pvCuOxWDh+XzdVHjeXQMdkMz3L38Q0LIYQQ2yeBmOh/ZUth3h9hzXtgT6Z433NYkjeZJcEqvqtcwKrXZ7W8e2xM+hiOGXEMhbmFFOYUMiJ1RK8Xu6z1BflgRQVzl5Xx6ZpKmkIG6W47MyYO5thJgzh8XA5JdlmrSwghROJIICb6jxGBBQ+h5/2JVZ50Pig8iQ90PeuqP4Lqj3DZXEzJmcKlBZdSmFtIQXYBac60Xl+uKRTh203b+HJDDV+ur2bRpm1EDM3g1CTOKsrn2EmD2X9UpkywF0IIMWAkNBBTSs0EZo4Z0/11oMQuonodW2b/krdrl/P2yJFs1AEs9T+wb+6+3Dj+LIoGFzEmfQw2y479FQxHDD5bW8Vri4uZu6yMppD5C8eJealcdvheHDdpMFOGpckrZIQQQgxI8ooj0XfqS6ld+iLvrfofb4UqWJxkvl6oaFARJ+x1AkflH0WWK2uHL6O1ZllJPa8vLuaN70qobAiQ5rJz4pQhHL13LkUjM0lN6vxF1UIIIcSOkFcciYFBa1j/Eax5jxUbPuBfuoYP3S7CVsXopMFcM/Y0Ttz7HIZ4evbaoc4U1/p5Y0kxr31bzJqKRuxWxZHjczlj36H8aEIuTpvM9xJCCLFrkUBM9I5/G7x1LcvWvM1jmRl85HaSYknnpyOOZebk8xmfMb5PHgfW+UPM+aGUV78t5qsNNQAUjcjgzlMnc9KUIaS7HV20IIQQQgxcEoiJHtuw/GXmfHwbc20R1g0dTIo9hV9OOo9z9z63zSKqvWUYmo9XV/Lyoq28v6KcYNhgr+xkrpsxjlMLh8oyE0IIIXYbEoiJbgkZIeatfYvnF/6Db0PbUC4L+2RM4OZxZzBz9ExSHCk7fI06X4j/LdrCMws2sbnGR1ayg5/uP5xT9xnKVJlwL4QQYjckgZjYrjXb1vD2+rd5c9VLVIYaGBYKc13a3pxw9L0Mytir6wa6YWVZPU9/sYnXFxfjD0UoGpHBDceO57jJg7HLUhNCCCF2YxKIiQ68IS+vr32d19a8xqptq7ACh/j83G7J5NATHsKSv/8OX8MfjDBnWSkvfL2FrzbU4LRZOKUwj/MPGsnkob1fS0wIIYTYlUggJlqUNJbw3IrneHXNqzSGGpmcNpqb/FaOq9xC1uE3wqHXgnXHloVYX9nIE59tYPaSEhoCYfIzXdx0/ATOKsonI1km3gshhNizSCAmKPeW8/j3j/PqmlfRaI4ZMYPzVAYFn9wPSWnws9dh1GE7dI3N1T7un7eG1xZvxWGzcELBEH4yLZ8DRmViscjcLyGEEHsmCcT2YI3BRh777jFeWPUCER3hjHFncMmokxn8wZ9gzeMw6gg44wnw5Pb6GvVNIf7vvdU8++UmrBbFxYeO4hdHjCbb4+zDOxFCCCF2TRKI7YG01szdOJd7vrmHKn8VJ48+mcunXs6wzQth1skQ8sPx98B+l4Kld5Pltda8triYP7+zkmpvgHP2H84108cyKDWpj+9GCCGE2HVJILaH2Vy/mbu+uosvSr5gYtZEHjzqQSZlTYTP74MPboeh0+C0f0L22F5fY31lIze/upSvNtQwNT+df1+wHwXDZAK+EEII0Z4EYnuIQCTAU0uf4omlT+CwOrh5/5s5a/xZWFEw5yb46jGYfAac+ijYevfYMBg2ePyTdTwwfy1Om4U/n1bA2fvlyxwwIYQQohMSiO3mtNZ8VvwZd39zN5vqN3H8yOO5Yb8byHHnmK8pmn0NLH8DDrwSjrmz148iF2/exs2vLmVlWQMnFAzm9pmTyJXHkEIIIcR2SSC2G1uzbQ33LryXL0q+YGTqSP45458cnHew+bLuH16Bd28CX7UZgB18da+u4Q2Eufe9Vcz6YiODUpL41/lFzJg4qI/vRAghhNg9SSC2G2oMNvLA4gd4cdWLeOwebtzvRs4afxZ2qx1qN8Pbv4E178GQQvjZyzBkaq+u8/3WWq549ltK6vz87IAR/Pa48aQk7dg6Y0IIIcSeRAKx3YjWmnmb5/GXr/5Cpb+SsyeczZWFV5LmTINIGBY8DPPvBBQc91fY/zKwWHt1rdcWb+WmV5aS7XHyv18cRNHIzL69GSGEELsFq9VKQUEBWmusVisPPfQQBx98MBs3bmTvvfdm/PjxLWWvu+46zj///AT2dueTQGw34Q15ufXzW3lv03uMzxjPfT+6j4KcAjOzcjW8eimULoGxx8KJf4f0/F5dJ2Jo7p6zksc/Wc/+ozJ59Nx9yZI1wYQQQnTC5XKxZMkSAObOncvNN9/Mxx9/DMDo0aNb8vZUEojtBjbXb+ZX83/FxvqNXLPvNfx80s+xW6KPCNd9CC/93Hw10U9mwcRTQfXuV4x1vhBXPf8tn66p4vyDRvCHkybKS7mFEEJ0W319PRkZGYnuxoAigdgu7vPiz7nhkxuwKAuPzXiMA4cc2Jq58Cl4+3rImQA/fQHSh/f6OqvLG7j0mYWU1Pr56+kFnL1/79sSQgix5/D7/RQWFtLU1ERpaSnz589vyVu3bh2FhYUt5w8++CCHHbZjr9Tb1fRLIKaUSgY+AW7TWr/VH9cQMHfjXG785EZGp4/m/h/dz7CUYa2ZH/8NPrwTxsyAHz8FSam9vs57y8q49sUluBw2XrjsQKaNkPlgQgghuif20eSCBQs4//zz+eGHHwB5NAnQredKSqmnlFIVSqkf2qUfp5RapZRaq5S6KSbrRuClvuyoaOv9Te9z4yc3MiVnCs8c/0zbIGz5m2YQNuVsOOeFXgdhhqG5/4M1XPafRYzJ9TD76kMkCBNCCNFrBx10EFVVVVRWVia6KwNGd0fEZgEPAc80JyilrMDDwAxgK/CNUupNIA9YDshqnv3kg00f8NuPf0tBdgGPHv0oyfbk1szyZfDa5TBsPzj5AbD2btCzMRDmNy8tYe6yck7fdyh/Pq2AJHvvfmEphBBCAKxcuZJIJEJWVhY+ny/R3RkQuvUtrbX+RCk1sl3y/sBarfV6AKXUC8ApgAdIBiYCfqXUO1pro896vIf7vPhzbvj4BiZlT+oYhPlq4IWfgjMFzvxPr19V1NAU4mdPfs3SrbX84aSJXHTISFQvJ/gLIVpprcEwzE3rNudaa3OxZcNAR/NbyhkadJx60TpmXYBoG+bF2uXF5MfmRZPNepT/+KcAACAASURBVNur3za9Q9ux9aNttOS3y9NtrkHHvM761cU1216vbX5Lu7H5neU114u2oePlxbvH9teLvceY/Lj32KGvMffYoW5sHTq22/56kejfMSMCEQO0EU2LmH+3IhG0Nsy8OGnaiEBzmhHTVoc0c5/7m+tIO/nklr/3zXPEmj+vp59+GqvV/B/79nPELrroIn71q1+xJ9mROWJDgS0x51uBA7TWVwEopS4AqjoLwpRSlwGXAQwfLhO/u2N59XKu++g6RqeP5tGjH8Xj8LRmGga8cjHUl8CF70LqkF5dwxcMc/GshSwrruOxn03jmEmD+6j3YnentUaHQuhgsHXr5Nxocx7qWD4UQkfC5j/0RqT1S6PdF0rcL5b2XyaxZWO/OCIR84sr9jy2TGxgpI1oXzoGUNsNqNqVEwIwf7nevMWcq/Z5Mflx85rTO8lDgVIWsFhQFnOP1YKyWFvTrFawqA5pSimU1QZ2hcViNeupaJ7VAsrSNi2mfdvgtt8bkUgk7scwcuRI/H5/33++u5gdCcTiDZG0/n+X1rO2V1lr/TjwOEBRUZH8C9WF4sZirpxnLs76yNGPkOJIaVtgwYOwbj6cdB8MK+rVNQLhCL/4zyIWbqrh/rP3kSBsF9QSDPl8GE1NGH4/uqkJw9+EbvLHT/M3YTT50f4mdCgYEyiFoudxAqX2gVUoBKFQ395MzBdCyz/07f7BV81fEO2/RLoooxyOjl9CsWWjX15YVOuxUm3PLcrsW8sXXfS4uZzF0va8t/Waz9vVQ2HmQfQLO/bLt+0XfEse5iGqua2YdFTbvHj1W5JVp213aLelTLu8NtftKj9eXifXbJevFPHz4t1LzHVV+3uIqdumzXb5HQKmmHN5siDi2ZFAbCsQuyroMKBkx7oj4qkL1HH5+5cTiAR44pgnyHXnti1QvAjm/RH2PhmmXdCraxiG5prnl/Dpmir+9uMpzJyat+MdF53SkQhGQwOR+noMny+6+TF83pZz3Zzu9WH4/S3BktHUhPZHg6o4aRg9nwmgXC4sTqcZoDRvdnvrsdOBxZOMcjiwxObZ45RtObe3ybPEa7f9ud1h1rPb5UtLCLFH2JFA7BtgrFJqFFAMnA38tE96JVo0hZu4ev7VFDcW869j/sXo9NFtCwQa4OWLwTPYnJzfyy+vhz5cy5xlZdxy4t78pKh3q+7vqbTWGF4v4YpKwlWVhCsriVRVEa6txairI1JbR6QuZquvx6iv7/ajKuV2Y3G7sSQlYXEloZJcWJKSsGZlYo8eK1cSliRXy94sl4TF5W6t05LWXMeFxeVCOZ0S9AghRIJ0KxBTSj0PHAlkK6W2Yq4P9qRS6ipgLmAFntJaL+vJxZVSM4GZY8aM6Vmv9xARI8LNn97Mkool/O2IvzFt0LSOhd65AWo3wQVvg6t3qxV/uLKCf3ywmtP2GcrFh47awV7vPnQ4TLi6pm1wVVlJuDK6r6oyt8pKdFNTxwYsFqypqVjT0rCkpWHNyMAxciTWtLToloolJRWLJxmLOxmL22UGXDGbSkpqffwkhBBit6P0AJhAWlRUpBcuXJjobgwoWmvu/uZunlvxHL/d77ecN/G8joWWvQb/uwCOuBF+9LteXWdTtZeZD37G0Aw3r15xMC7HnrFEhdYao6GBUGkpoeISQiXtttISIlXVcUetLGlp2HKysWXnYMvOxpYT3edG99nZWLOzsaalSRAlhBC7IaXUIq117yZktyOvOBqgnl3xLM+teI7zJp4XPwhrKIO3roW8feHwG3p1jVpfkF/8ZxFKKf75s2m7VRCmtSZSXU1wyxZCW7eawVZpKaHSEsKlpYRKSjG83jZ1lMOBPS8Pe14eSUceiS13kBlk5WS3BFzW7GwsDkeC7koIIcTuRgKxAeiLki+4d+G9HD38aK4vur5jAa3hjasg1ASnP26+0LuHKhsCnPfkV6yv9PLEz4sYnuXug57vXDoUIrh5sxlsbdlKaOsWglu2EtqyheDWreh2P4u2ZmZiHzwY+4gRuA88CPuQIdiHDG4JvqxZWTKCJYQQYqdKaCAmc8Q62lK/hRs+voHR6aO569C7sKg4gcHCp2Dt+3D83yB7bI+vUVrn59x/fUVpXRNPXlDEYWNz+qDn/UdrTbiyksCq1QRWryawehVNq9cQXLsWHbNkgnK5cAwbhj0/n+SDD8I+LB97/jAc+fnY8/KwuFwJvAshhBCiI5kjNoD4Qj7OfedcKv2VPH/i8+SnxPn1Yu1mePgAGH4gnPuKuZ5QDxTX+jnrnwuo84V46sL92G/kwHx3ZLiqCu9XX+FdsADfFwsIlbSujGLLzcU5fjzOcWNxjh2Lc+RI7Pn5WDMz5dd/Qggh+p3MEdsNaa255fNbWF+3nseOfix+EAbwwR3mo8mTH+xxEFbVGOC8J76izh/iuUsPYMqw9D7o+Y7TWhPatAnfom/xLVqEf9Eigps2AWBJTSX5gAPIvODnOMdPwDluLLaM3v06VAghhBhoJBAbIP678r+8v+l9rpt2HQflHRS/0NaF8MPL5uT8tGE9ar+hKcQF//6akjo/z16c+CAsVFZG4yef4P38C3yLFhGpqgLAmpaGa9o00s88E/f++5E0cSLKuvv8iEAIIYSIJYHYALC0cin3LryXI4cdyQWTLohfSGuY+zvwDIJDft2j9ptCES55eiErSxv41/lFFCXocWRgzRrq351Dw/vvE1izBgDb4MEkH3wQ7mlFuKfti2OvvWTCvBBCiD2GTNZPsLpAHdd/fD25rlzuPPTOzuc4LX8DtnwFMx8Apyd+mTi01vz+tR/4emMN951VyI8m5HZdqQ8F1q+n/p13qZ/zLsG168BiwT1tGrk33IDn8MNwjBkj87qEEELssRIaiGmtZwOzi4qKLk1kPxJFa80fPv8DFf4KnjnuGdKcafELhgPw/q2QOwn2+VmPrvHCN1t45dutXDN9LKcUDu2DXnctsGEDDXPmUP/uHAKrV4NSuKdNI+PWP5A6Ywa2nIH9K00hhBBiZ5FHkwn09oa3+XDLh1xfdD0FOQXxC2kN71xvvsboZ6+CpfvzpX4oruO2N5dx2NhsfjW958tc9ESoooK6N96g/p13CaxYAYBr2jQG/f73pBxzDPZBO3ckTgghhNgVSCCWIDVNNdz99d1MyZ7Cz/buZJRLa5hzE3z7DBx2PYyZ3u3263whrnhuEVnJDu4/ex+slr5//KfDYRo//ZTal1+h8aOPIBLBNXUqg26+iZRjj8U+eHCfX1MIIYTYnUggliB3f303jaFG7jj4DqzxRrm0hnl3wFePwYFXwlG3dLvtcMTgmhcXU1bXxIu/OIjM5L59JU9w61ZqX3mFuldfI1xejjU7m6yLLiTt9NNxjpKXhgshhBDdJZP1E+CTrZ/wzoZ3uGLqFYzJ6OTeP78fPvsHTLsQjr0LejCh/c63V/DRqkr+cnoB+w7vmzW3jGCQxg8+oPbll/F+sQAsFjyHHUb6H27Bc8QRKHvPX7MkhBBC7OlkZf2dzBfyccobp5BsS+almS/hsMYZrVr1Ljx/Dkw6Fc54qkcLt876fAO3z17OpYeN4vcnTtzh/kbq66mZ9TTbnnuOSF0d9rw80n58BumnnYZ9yJAdbl8IIYTY1cjK+ruwfy/7N2XeMv5z/H/iB2EVK+CVS2DIVDjlkR4FYR+urOCPby1nxsRB3HT83jvUz0hjIzXPPEPNv2dhNDTgOXo6GeecQ/JBB8k6X0IIIUQfkUBsJyrzljHrh1kcN/I4CnMLOxbw1cDzZ4MjGc55HhzubrddWufnmhcWs/eQVO4/u7DXk/O11tTPnk35PX8jUlWFZ/p0cq6+iqQJE3rVnhBCCCE6J4HYTvTg4geJ6AjX7HtN/AKvXQ71pXDhO5Ca1+12DUPzm5e+I2xoHv7pvrgdvftjbVq1mrI//RH/wkUkTZlC/iMP45oypVdtCSGEEKJrEojtJMurlzN73WwumHQBw1LivCdyzfuwZi4ccxcM69lj56c+38AX66r56+kFjMxO7nHfIo2NVD34EDXPPos1JYXBf/oj6WecIY8ghRBCiH4mgdhOoLXm3oX3ku5M55Ipl3QsEAmZ75HMGgP7X9ajtleU1nPPnFXMmDiIs/bL73G/6t96m/J77iZSVU36mWeS8+trsGX0zS8thRBCCLF9snzFTvBp8ad8U/YNvzvgd6Q6UjsW+OZJqFoN57wItu6v+RUxNNe+uIRUl52/nl7Qo3c2hsorKLvtNho/+oikggLyH3kUV8HkbtcXQgghxI5L6LMnrfVsrfVlaWmdvGNxN6C15qHFDzHMM4wfj/txxwK+GvjoLzD6KBh3bI/afuv7ElaWNXDHyZPI8ji73Z/a115n/cyZeL/8kkG/u5mRLzwvQZgQQgiRAPJosp/N3zyfFTUruOvQu7Bb4ix6+tFfINAAx/65R4u2RgzNg/PXMn5QCsdP7t6rhHQ4TNmdd1L7wou4pk0j7647cYwc2e1rCiGEEKJvSSDWjwxt8NCShxiZOpITRp3QscC2jbDwKZh2AeT2bN2vd38oZW1FIw/9dB8s3ViqItLopfi6a/F+8ilZl15CzrXXymR8IYQQIsEkEOtH7218j7W1a7n7sLuxWeJ81J/+HZQVDr+hR+0ahubBeWsZk+vh+Mldr24fKi9ny+VXEFi9msF33EHGWWf26HpCCCGE6B8SiPWTiBHhke8eYUz6GI4dGWfu17ZNsOS/UHQxpPbsVUHvLS9jVXlDtxZu9X79NcXXXof2+8l/9BE8hx/eo2sJIYQQov/Is6l+8s6Gd9hQt4Erpl6B1WLtWODTv4OywKG/7lG7Wmvun7eWvbKTOWlK54u+aq2pnjWLzRdehDU1lZH/e0mCMCGEEGKAkRGxfhA2wjz23WOMzxjP0SOO7lhg2yZY8hwUXdSjFfQB5i4rY0VpPX//ydROR8N0OEzprbdR9+qrpMw4miF/+QtWj6c3tyKEEEKIfiTriPWD2etms7lhMw/86AEsKs6g42f/Z46GHdKz0bCIobn3vdWMzknmlML4AZwRDFLym+tpeP99sq+8kuyrruzR+mJCCCGE2HlkHbE+FoqE+Of3/2RS1iSOzD+yY4G6rbD4Odj355A2tEdtv7a4mLUVjVx/zHhs1o5/dIbPx9YrfknD++8z6He/I+fqqyQIE0IIIQYwmSPWx15b+xrFjcVcWdjJSNSChwENh3Ty4u9OBMIR/vH+agqGpnFcnHXDwjU1bL7oYrwLFjDkz38m8/zzenkHQgghhNhZZI5YHwpGgjz+/eNMzZnKoUMP7VjAVwOLnobJP4b0nr0X8oWvt1Bc6+cvcV5lFFi/gS2/+AXhigqG3n8fqTNm7MhtCCGEEGInkRGxPvTKmlco95V3Phr2zZMQ8sIhv+pRu75gmAfnr+WAUZkcNja7bd4337DxnHMwvF5GPD1LgjAhhBBiFyKBWB/RWvPfFf9las5UDhxyYMcCIT989RiMPQYGTepR2w/OX0tVY4DfHje+TYDn++YbNl98CbasLEa++AKuwsIdvQ0hhBBC7EQSiPWRH6p+YGP9Rk4fe3r80bDFz4Kvqse/lFy6tY7HP1nPmUXDmDYisyW9adVqtvzySuxDhzLiuWdx5PfsUacQQgghEk8CsT7y5ro3cVqdzBgR59FgJAxfPAjD9oMRB3e7zWDY4IaXvyPb4+D3J05sTd9azJZLLsHicjH8ySewZWT0xS0IIYQQYieTQKwPhCIh5mycw1H5R5HiSOlYYNU7ULvJ/KVkD5aTePjDtawsa+DPpxWQ5rIDEN62jS2XXooRCJD/xL+w5/VsQVghhBBCDBzyq8k+8Gnxp9QGajlp9EnxC3z3PHgGw/gTut3mitJ6Hv5wLacW5jF970GAuVjr1quvJlRczPCnniRp3Li+6L4QQgghEiShI2JKqZlKqcfr6uoS2Y0dNnvdbDKTMjk4L85jR281rHkPpvwE4r1zshN3vr2cVJedW2eaE/u11pTecgv+hYsY8pc/4y4q6qvuCyGEECJBZGX9HVQXqOPjrR9z4l4nYrPEGWD84RUwwjDl7G63+eX6aj5fW80vjxxNZrIDgKpHHqH+zdnkXPMr0k48sa+6L4QQQogEkjliO2juxrmEjBAnjz45foHvnodBBTB4crfa01rzf++tZlCqk58dOAKAutmzqXrwIdJOPZWsyy/vq64LIYQQIsEkENtBb6x7gzHpYxifMb5jZuVqKPkWpp7V7fY+W1vF1xtruPJHY0iyW/F++SUlv/s97gMOYMgf75B3RwohhBC7EQnEdsCqmlV8X/k9p405LX6A9P0LoCxQ8JNutae15t73VpOXlsRZ++XTtGo1W6+6GufIEQx78AGUw9HHdyCEEEKIRJJAbAc8v/J5kqxJnDLmlI6ZhgHfvwSjj4KUji/pjmf+ygq+21LL1dPHYqmqZMsvfoHF7Sb/8cexpqb2ce+FEEIIkWgSiPVSXaCOdza8w4l7nUiaM86PDTZ9DnVbuj1JPxwx+NvcVeRnujh9fDpbfnE5RkMD+Y//E/uQIX3ceyGEEEIMBLKOWC+9sfYN/GE/Z0/oJND6+p/gTIMJ3fuF43NfbWZlWQOPnllA+bW/JrBuHfn/fIykCRP6sNdCCCGEGEhkRKwXDG3w4qoXKcwpZEJmnECpfBmsmA0HXg4Od5ftVTUG+Pt7qzh0dBZTXnwE7xcLGPLHP+I55JB+6L0QQgghBgoJxHphQckCNjds7nw07ON7wJECB3RvqYm/zVmFLxjhDzULqH/jDbKvvor000/rwx4LIYQQYiCSQKwXXlj5AplJmfFf8F2xApa/AQdcBu7MLttasqWWFxdu4bd5foxZ/yLtlJPJ/uUv+6HXQgghhBhoZI5YD5V5y/h468dcUnAJDmuc5SQ+uRfsbjjoqi7b0lpz25vLGO40OPLVR7EMG8agP9wqa4UJIYTY6axWKwUFBYTDYfbee2/uu+8+Toy+yaWsrAyr1UpOTg4AX3/9NQ5ZUqlPSCDWQ7PXzUajOW1snEeHlavNVxodck23RsPeX17Od1tq+W/1B0TKShn27LNYPcn90GshhBBi+1wuF0uWLAHg3HPP5cUXX2w5v/322/F4PFx//fWJ7OJuSR5N9oDWmjfXvcm0QdPIT8nvWOCz/wO7q1ujYYah+ccHazitYTUZn75H1mWX4t53n37otRBCCNEzhx12GGvXrk10N/YIEoj1wPdV37OxfiOnjI6zgGtDGSx9GfY5Dzw5Xbb13vIyyjZs5aKvXiBp0iRyrryyH3oshBBC9Ew4HObdd9+loKAg0V3ZIyT00aRSaiYwc8yYMYnsRre9sfYNkqxJ8Sfpf/MEGGFzyYouGIbmvvdX8/tlr2APBci7526U3d4PPRZCCCG6x+/3U1hYCJgjYhdffHGCe7RnSGggprWeDcwuKiq6NJH96I5AJMCcjXOYPmI6HoenbWbIDwufgvEnQOZeXbb17g9ljP7yPSZtWUbuLbfgHD26n3othBBCdE/sHDGx88ijyW76cMuHNAQb4j+W/P4l8FXDgVd02Y5haJ5/5RMu+2E27kMPJePcn/ZDb4UQQgixK5BfTXbTG2vfYJB7EPsP3r9thtbw5aMwuABGHtplO5+tLOPHc5/E6koi7667ZKkKIYQYoLTWaG1gRAx0JIJhRDAi0c2IoCNGy3FzujaMNmWMSCRa1+g8raW95mMjpr2YtHCYSDhMJBwiEgq1HofDGOEQRsQgEgljhCMYkXC0jTCRNufR43CEyx6dhSslNdEf8x5PArFuqPRV8kXJF1w0+SKsFmvbzHXzoXIFnPoYdCOo2vCPB9m/dgu5//d/2Afl9lOPhRBiYNOG0SaQMIMLc2+EwzGBRkyZUIhwMEA4GGzZhwIBwsFAx+CnJfAxWoIe3T5giikbCgQI+v0E/T4ioVBLXqIpZcFitaCsViwWK1a7HavNZu6ttpZzi9WGxWbF7kzC6rZisdmwWK1YrDas1ui5xYrFZqZZrGZbsRobGzvtx+23397Pd7rnkkCsG+ZunIuhDWbuNbNj5oKHIDkXJp/eZTtlXy5k2mdvsHHaEex9wvH90FMhhOgebRhEYkZmIqGgGYg0+Qk1NRFqih4HAmYAFArFjMSEomlBwoG2AVE4GCQcCrYEUkY4TLg5uIoJtrRh9Ml9KGXB5nBgtdmiwUpr0GKxWrBYrCiLJRqUWFvOzTQbNocTZbGQku3EkeTG4XJhcziwWK2omDaa66uW49b0NtdrvkZnae3SVUzbzektdaP9FLs3CcS6Yc7GOYzLGMde6e0m4i973RwRm/EnsDm324bh9VLy2xupT0pj5B239mNvhRC7M6014VCQoM9HwOcj6PcR8HnNc7+PoM9LwB/N83kJ+P3m3ucl6PdH9z6Cfv8O9cNqM4MYm9OJ3eHE5nBgc5r7pGRPmxEbi83WOopja95sWGw2bLH50XSrzd5Sz2ZrW9/WfC2HA7vTicVqkykeYpcmgVgXShtL+a7yO67Z95q2Gb4aeOd6GDIVDuz63ZDld9+Ns6KU10+/nvvG5PVTb4UQA0FzsBT7CK155KjlkVq7R2xtH7c1xQRWZlAV8Htbjo1IuMs+2JxOnO5kHC43Trcbh8uNJzMrem6m2+x2c2TIYsHqcOBIcuFIcmFPSsKe5MLhcmF3OLE6zODJDJrMYEmCHyH6hgRiXZi7cS4Ax448tm3GnJvAvw3Oew2s2/8YvV9+Se1L/+OVMUey/ylH91dXhdgjGJEIoUCAUKCpzVye2MnPOt7EaG20pJvzg+Kdt84pCrULjtoch1qPI9HzUGywFQqaP+TpBZvdEQ2i3C1Bkyczkyx3fmtQ5U7G2XLsxulKNvfRPEeSC6tN/nkXYlcg/6V24d2N7zIpa1LbVxqtngvfvwiH/9b8teR2aK2pvO9+vGlZvDzlBD6fOqSfeyxEYmmtiYRC5iOz6IhOKNBEOBAwA6hggFBTE+HoPhQMtM0PxJ63K9cU6NZoUF+y2R0tj8KsDkf03Hw85nQnY0vPbMm3OZzYo4/nbHZH9LjtYzubve2jtdhHbTa7Q+YECbGHkUBsOzbXb2Z59XJ+M+03rYkhP7x1LeTsDYd3/fJT72ef41+yhOem/YQZhcNJSZIV9MWuIxIO462twV9fj7++Dn9jA/6GBpoa6/E3NOBvqKepsXnfGJ175OvRr80sVht2ZzSAcTqxO5Na9q7U1Ghwk9ShjN3pxBqdP2SxNE98jjNZumXydmuZ5sdxKmZCdEv9aHmbw4HNZpfASAjRryQQ2464jyWXvwn1xXDeQ11O0NdaU/nQg/gzspk9dBrP7x/nReFCJEgo0ERjTTUN1dU01lTRUGPuY9O8dbWdPmJLSvaQlJKCy5NKcnoGWcOGtzxOc7jcOF3mY7OWOUftgqzm0SB5hCaE2JPJv4DbMWfjHKbmTGWIJ+Zx4rdPm68xGnVkl/W9n31G03ff81Thjzlx3+HsNzKz/zorRIyAz0dDdSWN1VXUV5vBVWuwVU1jdRVN3o5rBjmTk/FkZJGSlU3OiFF4MrNIyczCnZZuBl0pqbhSUklK9mCxWuNcWQghRE9IINaJ9XXrWb1tNTftf1NrYuVq2PQ5HH0HdPG4QmtNxQMPUu3JZPGkQ3nn5Mn93GOxpwj6fTRUV3XYGmtaj4N+X4d67rR0UrKyScsdxNAJk0jJzDIDraxsPJnZpGRmYU9KSsAdCSHEnksCsU68t/E9FIoZI2a0Jn77NFjsUHhul/W9n3xCYOlSni38MXefPY00t8wNE10LBQM0RoOp+qpKGqorW4OtqspOg6zk9Aw8mdlkDBnK8MlTzeAqK5uUrGxSMrPxZGZitcnfQSGEGGgkEOvE/M3zmZozlVx39DVEoSZY8l+YcCJ4crZbV0cibPzL36hwZ5J35hkcOjZ7J/RY7Aq01vjqaqktL6O2rKRlX1deRm1FGf76ug51XKlppGRlkz44j/xJU8zgqmXLkSBLCCF2YRKIxVHcWMyKmhVtfy258i3w18C0C7qsX/f661g3ruP1Iy7inpnbX95C7H5CwQD1FRXUV5ZTV1FOXWW5GWiVl1JbXkaoqXVFc6UspGRnkz5oCGP2O5DU7NyWACsl2xzNsjkcCbwbIYQQ/UkCsTjmb54PwFHDj2pNXDQLMkbCqCO2W9fwein7x32syBjB6B+fQpJdJjTvLsKhEN5tNfjqas31sfw+mhoaqK+qMAOuijLqKyvw1m5rU89qt5OWM4j0wUPIn1hA2qAhpA8eTPqgPNJyc2U0Swgh9mASiMUxb/M8xqSPYXjqcDOheh1s/BSm39blJP3qf89CV1Xx5OFn8+T+w3dCb0Vf0VpTX1lBxab1VG3aSF1lOd5tNTRGt6aG+rj1LFYrKdk5pOUMYtQ++5GWO4i0nFxScweTljuI5LR0WYtKCCFEXBKItVPTVMPiisVcWnBpa+Ly1839lLO2WzdUUUH1k0/y9fBChhxyAIPT5BdoA4HWmoDXi7fWDKi8tdvwbquJnm/DW1uDd9s2GmuqCQWazEpK4cnMwpOeQVruYIaOn4gnI5PkzEzcqek4k5Nxus3Nk5EpSzkIIYToFQnE2vloy0cY2mD68OmtiSvfhqHTIG3odutWPvAARijEY+OP464DZPHWnSkcClFbWkx18VZqirdQXbyFhqrKliArHAp2qGNzOvGkZ5KckUHOiFGMKpxG5tB8ckfuRXb+CFnKQQghRL/r80BMKbU3cA2QDczTWj/a19foT/M2zyMvOY8JmRPMhPoSKF4E02/dbr2mVauoe+VVvpl2DCpvGEeMy90Jvd0zNFRXUb5+bct5OBSMLlRaSX1lBTXFW6ktL0UbhllAKVKzc0nLHUTeuL1JzsgkOT2D5IxMPNF9cnomDpcLpVSC7koIIYToZiCmlHoKOAmo0FpPjkk/DrgfsAJPaK3/qrVeAVyulLIA/+qHoZEIrwAAIABJREFUPvcbb8jLlyVfcub4M1u/oFe+be4nnLTduhV/uxc8Hu4ddAiX7Dccq0W+4HeE1pqSVSv49t03WfP1F61BVgyHy0Vqdi7Zw0cw/qBDyRyab255Q7E7ZTRLCCHEwNfdEbFZwEPAM80JSikr8DAwA9gKfKOUelNrvVwpdTJwU7TOLuOz4s8IGsGOjyWzxkLO+E7rNX76Gd7PPmPZqRfgVW7O3G/YTujtrs2IRKgp2Ur1/7N33/FRV+nixz9nJm3SJp0kpEJogZAAoVeliAgiqy6WVXctuJZ1i+7udatbf7tX7xb3unuXu1dxXdvaG6iAFOkQSggh1BRSIAnpZTLt/P6YEAgJCqTMJHner1deMOdb5jlMTB7Peb7nFBfhsNsB0E4nNWdOU1mUT0VhPrXlZ/ANCGDCDTcxfPJ0DK17Ehq9vAgKj8DXP8CdXRBCCCG67LISMa31ZqVU0kXNk4DjWuuTAEqp14ClQK7W+n3gfaXUR8Ar3Rduz1pfuJ5Q31DGRY1zNTRXu56WnProJa/RDgflTz+NV1wcT/ulcW1yFDFmUy9F3Dc47HYqiwo4k3+C8taviqIC7NaWDucqZSAkJpZBQ4Yx8cabSZ15rdRqCSGE6Le6UiM2GDh1wetiYLJSag7wFcAXWH2pi5VSK4AVAAkJ7l/mwWK3sLF4I4uSF2E0tD4Bd2wtOO0wasklr6t95x1ajh7l1GM/4UyR5g/Tk3onYA9Xf7aS/P1ZFBzIojB7f9u2PD4mf6KShzB23kIGJQ8lIiGpXaIVGBaOt4+vu8IWQgghelVXErHOiqC01nojsPHLLtZarwRWAmRmZuouxNEttpZupdnezIKkBecb8z6EwGiIHd/pNc7GRir+/Cx+6en82RbP8EGaaUPDeyliz+Kw2yjJO0z+/j0UHNhLZVEB4EqsRkydQUJaBtFDhmGOGiRragkhhBCtupKIFQMXrtEQB5R2LRz3+bTgU0J8Q5gUPcnVYGuGY+sgffklF3E9+8Iq7BUV1D/5Kw5true3y9IG1FN4dZXl5O/LIn9/FkU5B7BZmjEYvRg8MpVZd36D5IwJhMcnDqh/EyGEEOJKdCUR2w0MU0olAyXAbcAdV3IDpdQSYElKSkoXwui6FkcLm4o3sTBpIV6G1n+Sk5vA1njJpyVtZ1yLtwZddx3/XROE2dTCTeNiezFq92iqq2X3+29xcu9uqkpcM9NBEZGMmjGb5IxMEsaMxcfk7+YohRBCiL7hcpeveBWYA0QopYqBn2ut/08p9SjwCa7lK57XWh+6kjfXWn8AfJCZmfnAl57cg7aWbKXR1siCxAumJbNfA1MoJM3s9JqKvzyLttvRDzzMx68c5/4Zyfj79O/1cc+cPM57//UbGquriR+dRtq1C0jOyCRscJyMegkhhBBX4XKfmrz9Eu2r+YKC/L5ibeFazL5mJsZMdDU0VbmWrci8D7x8Opx/bvHWsLvv5sViJ1prvjYlsZej7l25mz9j7cr/xhRs5vZfPU300GHuDkkIIYTo8/r3EM5lsDqsbDy1kfmJ8/E2eLsas18HhxXG39XpNeVPP4MhKIjQBx/k33/dw7xRg4gP65/TceUFJ9nx1msc27WNuNQxLPnOf+BvDnF3WEIIIUS/MOATsW2l22iwNZx/WlJr2PuS60nJQaM7nN+4axeNW7YQ9YMfkFXtpLLByk3jvngPyr7G6XRQkpdL1kfvcWLPDnxM/ky79U4m3XQrRq8B/y0jhBBCdBu3/lb1hGL9Tws+JdgnmMkxk10NpXuh/BAs/mOn51f+7W8YIyIIveN21nxyHD9vA3NGRPZixD1Da03ZsSPkbd3E0Z1baayuwjcggGm33sm465fgFxDo7hCFEEKIfsetiZi7i/Utdgufnfqs/bTk3pfAywRjbu5wftPevTRt30HUD38IPr6syTnNNSOi+nSRfktTE4e3bCR77WoqigowenuTnJHJiKkzGDJhEj5+skuAEEII0VP6bgbRDTYVb6LR1sgNQ25wNVibIOctSF0KfuYO51f+9W8Yw8IIXf5Vsoqqqahv4fq0mF6OuuuslmZO7t3NsR1bObl/D/aWFiKThjD/gUcZMW0Wvv79s95NCCGE8DQDOhH76ORHRJoimTio9WnJw+9DS12nRfrNBw64asOeeByDvz9rDhbg42Xg2pFRvRz11asoKmDfmvc5/PlG7DYrASGhjJ41l9Fz5hI9dLgsQSGEEEL0sgFbI1bbUsvnJZ9zx8g7zu8tmfMWhCRC4vQO51f+9W8YQ0IIvf12nE7NmpwyZg2LJNDXs3NZrTWFB/ez+703KMrJxsvbh1GzriF15jXEjhiF4VzfhRBCCNHrBmyN2KeFn2J32s9PS9oskP85jL8bLhoZsuTm0rBpE5Hf+Q6GgAD2FVVTVmvh+9eN6O2wL5vWmsLsfWx/81VKjx4mMCycGbffw9i512EKCnZ3eEIIIYRgAE9NfnTyI5LNyYwKG+VqKNoO9mZImdvh3KoXX8Tg70/ona4dnNbknMbbqJg7alBvhnxZziVg2958hbKjeQSFRzL3vocZc818vLy93R2eEEIIIS4wIBOxsoYyss5k8WjGo+froo6vA6MPJM1od669ooLa1WsIXb4cY1AQWrumJaenRGA2eVZiU5C9j23//hdlx44QFB7JvPsfZvQcScCEEEIITzUgE7HV+a5dmRYNWXS+8cRnkDAVfALanVv96mtgtxP2tTsBOHKmnlNVzTwyx70blV+oojCfTf96nsLsfa0J2COMnjNPEjAhhBDCww24RExrzUf5H5ERmUF8ULyrsbYEynNh/q/anetsaaH6tdcInDMHn6QkADbkVQBwjQc8LdlUV8vnr7xIzsa1+PkHMOfu+0lfcIMkYEIIIUQfMeCemtxXvo9j1cf46ZSfnm888Znrz4vqw+o+/AhHVRVh99zd1rbhSDmpMcEMCvbrjXA7pZ1OcjauY/PLL2BtbmbCDTcxZdly/AJl9XshhBCiLxlwT02+eOhFQnxDWDJ0yfnG4+sgKAaiUi+MjaqXXsJ32DD8J7u2P6qz2MgqrObBWUN6K9wOqkqL+fTvz1KSl8vgkaOZ/8AjhMcluC0eIYQQQly9ATU1WVhXyIZTG3hg7AOYvFq37nHY4eRGGLm43bIVTbt205KXR8yvf9VW0L/lWCUOp3bLtKTT6SDro/fY9vq/8PLxYcE3H2PM7Hkog6HXYxFCCCFE9xhQidhLuS/hZfDi9pG3n28s3QuWGki5tt25Vf/8J8bQUIIXL25r25BXTrCfF+PiQ3orZADOlpzik7/9ibJjRxiaOZl59z9CYGhYr8YghBBCiO43YBKxGksN7x1/j8VDFhNhijh/4Ph6UAYYck1bk7WoiIbPPiP8mw9i8HPVgmmt2Xi0glnDI/Ey9s4o1LlRsK2vv4S3rx+LvvUEI6fPlq2IhBBCiH5iwCRi/z76bywOC3en3t3+wIn1EDse/M+PMFX9619gNBJ62/mRs0OldVTUtzBnRO9MS1aXlbDmuT9QduwIKROnMO/+RwgICe2V9xZCCCFE7xgQiZjVYeXVvFeZPng6KaEXPKFpqYWSLJj5eFuTo6GB2rfeJvj66/EedD7p2nikHIDZwyN7PN5ju7fz8XN/wGD0YtFj32fktFkyCiaEEEL0QwNi+Yp95fuobK7kZ8N/1v5A4TbQTkie3dZU+/bbOBsbCbu7/cjZxiMVjI0zExnk22NxOp0Otv37FXa+8zrRQ4ex5Hs/Ijii5xM/IYQQQriHWx+501p/oLVeYTabe/R9Dp89DEB6VHr7A/mbwcsP4ia64nE4qHrpX5jGj8eUNqbttJomK3uLqpnTg6NhVksz7z39a3a+8zpjrlnA8qd+L0mYEEII0c8NiKnJw1WHifKPIszvoicNT26C+Mng7SrIb9i4EdupU0Q9/ni70z49dAanhmt7aJPvhuoq3vn9L6gozGfufQ+TsWDRl18khBBCiD5vQCxClVeVx6iwUe0bGyqg/BAMOT8tWf3qa3jFxBA0r/0K+2/uLWZIRADpcd0/cld5qpBXfvI41aUlLPvBzyQJE0IIIQaQfp+INdubKagrYGTYyPYHCja7/mytD7OdOUPjtm2ELLsJ5XV+oLDobBO78qu4eUJctxbMa63J2bCWV37yBE6Hg+W/+D3J4zK77f5CCCGE8Hz9fmryWPUxnNrZcUQsfzP4BkNMBgC1778PTifmpUvbnfbW3mKUgmXjBndbTE11taxd+ReO795BXOoYrn/kcakHE0IIIQagfp+I5VXlATAy/KIRsfzNkDgdjF5oral9511MEybgk5jYdorTqXlrbzEzUiKIDTF1Szwlebm8/4ff0tLYwOyv3cuEG26SbYqEEEKIAarfZwCHqw4T7BNMbEDs+caaU1B1sq0+zJKdjfXkScw3tR8N21VQRXF1MzePj+uWWA5tWs8bv/oRPiYTd/72j2Qu+YokYUIIIcQA1u/XEcs7m8fIsJHt67vyz9WHzQKg5t13UX5+BC9c2O7aN7OKCfT14rrR0V2Kwel08PkrL7Lng7dJGJPO4u/+B6bAoC7dUwghhBB9X79eR8zutHOs5ljHQv38TeAfAVGpOFtaqPtoNUHz5mEMOp8cNbbYWX2wjBvSYjD5GK86Bq01nz3/P+z54G3SF9zAV578hSRhQgghhAD6eY1Yfm0+LY6W9omY1q4RseRZoBQNGzbgrKvDvOymdteuzT1Dk9XBLZldm5bc9sbLHFi7holLb2HWHV/v0r2EEEII0b/06wKlc4X67Z6YLNoB9WUwbAEANe+8g9egQQRMmdLu2t0FVQT5ejEh4eo32t675n12vPUaY65ZwMzb77nq+wghhBCif+rXidjhqsP4Gn1JMiedb9z/L/AJhNQbsZWX07hlK+alS1HG9tOPOaV1jB4cjMFwdWuH5W3bzIZVK0mZOIX5Dzwim3YLIYQQooN+nYjlVeUxPHQ4XobWGVhrIxx6F0bfBD4B1H3wITgcmG9qPy1pczg5XFbHmNirq10rOXKYj//6RwaPTOWGx36AwXj1NWZCCCGE6L/6bSKmtSavKq99fVjue2BtgIyvudYOe/ddTOnp+A5JbnftiYoGrHYnaVexpVHNmdO89/SvCAqPYOkTP8HLx6erXRFCCCFEP9VvE7GShhLqrfXtE7F9L0PYEEiYguVQLi3HjmFetqzDtTkldQCMvsIRMUtjA+/87im008myHz6FKSi4S30QQgghRP/WbxOxz4o+Ay4o1K/Kh8ItkHEHKEXtO++gfHwIXnR9h2tzSmrx9zGSHBFw2e9XnJvDaz/7ATVnTnPjEz8mLLb7tkQSQgghRP/U75avsDvt/Hnvn1l1aBXjo8af39rowKuAgvTbcVqt1H34IUHz5mIM7jhqlVNSS2pMMMbLKNRvqDrLpn89T97WTQRFRHLTD35KfGpaN/dKCCGEEP1Rv1pZv7allic2PcGOsh0sH7GcH078Id4Gb3A6Yf+rMPQaMMfR8OmnOGprOxTpAzicmtyyOr6aGf+l71dXUc4rP3kcS0M9U76ynEk33Yq3r1+39EUIIYQQ/Z9bEzGt9QfAB5mZmQ90x/1WZq9kz+k9/HLaL1k27ILar+zXobYI5j8FQO277+EVGUnAtGkd7pFf2UiT1cGYwV9cH9bS1Mg7v/8FdquVO3/7RyITk7/wfCGEEEKIi/WrGrHCukJSQlPaJ2H1p+HjH0L8FEhdhqO+nobNmwlesgTl1TEPPVRaC8CYwZcutHc6HHz4p99TVVrMku89KUmYEEIIIa5Kv0rEShtLiQ64YINureGD74C9BZY+BwYDTTt3gt1O4JzZnd4jp6QWXy8DKZGBnR7XWrP++b9RcGAv8+5/hMS0jJ7oihBCCCEGgH6ViJ1uOE1MQMz5hoNvwNE1cO1PIcJVh9a4bRvK3x//jM4TqJySOkbGBONl7PhP47Db+eRvfyZ73cdMXHoLadcu6JF+CCGEEGJg6DdPTdZb66m31Z9PxOrPwOrvQ9wkmPJQ23kNW7cSMHEiqpOFVrXW5JTWcmN6bIdj1uYm3v/D/6Mwex9Tb7mDqbfc3mN9EUIIIcTA0G8SsdONpwHOJ2J7noeWutYpSdcWQ9biEmyFRYTd+bVO73Gqqpl6i71Dob6lsYE3fvljKoryWfDNx0i7RkbChBBCCNF1/SYRK2ssAyAmMMZVG3bobUicDpHD285p3LYVgIDpHZ+WBDhY4irUT7soEdvx1mtUFOZz0w9/ypBxE3sifCGEEEIMQP2mRqysoTURC4iBM4eg8iiMbr99UePWbXhFR+MzZEin9zhYUou3UTFs0PlC/dryM+z/5ENSZ18rSZgQQgghulX/ScQay/AyeBFhinCNhikjpC5tO64dDhp37CBg2jSU6rhifrPVwdt7i5mYFIavl7Gtfeu//4VSBqZ/tfPpTCGEEEKIq9WvErFB/oMwoODQO5A8CwIi2o5bDh3CWVvb6SKuAKu2FVBe38L35p+fyiwvOMnhLRsZt+hGgsIjOr1OCCGEEOJq9ZtE7HRj69IVZQeg6mTHaclt2wAImDa1w7W1zTb+Z9MJrh0ZRWZSWFv75pdfwC8gkElLb+nZ4IUQQggxIPWbRKy0sZTYwFjXtKTBC0YtaXe8cctWfFNH4RUW1uHalZtPUNts44kFI9ra8vftoTB7H5OXfRW/gM4XdxVCCCGE6Ip+kYjZnXbKm8qJ9o92TUsOmQP+5xMuR0MjTQcOEDh9eodry+stPL+lgBvTY0mNdW1rVFdRzprn/kDY4HgyFtzQS70QQgghxEDTLxKxiqYKnNpJjM0KNUUw+ivtjjds2AA2GwEzZna49q8bTmBzONtqw2zWFt77r9/gsNtZ+sRP8Opk4VchhBBCiO7g1kRMKbVEKbWytra2S/dpW0Os9CAYvGFk+1GsmjffxDsuDv+Jme3arXYnb2UVc2NGLEkRAWitWfe/z1Gef4JF33qcsNjBXYpLCCGEEOKLuDUR01p/oLVeYTabv/zkL1DaWApAzJFPIe1WMIW0HbMWFtK0cycht9yMMrTv7o6TZ6lvsXNDmms1/ux1a8jd/BlTb7mDoRMmdykmIYQQQogv0y+mJs9tbxRttcCsJ9odq3nrbTAYMC9b1uG6T3NP4+9jZHpKBE11tXz+yoskpGUw9ebbeiVuIYQQQgxs/SIRK6vJJ8ThxH/0zRA+tK1d2+3UvPM2gbNm4T1oULtrtNasyy1n1rBI/LyNbHvjFayWZq79+oMdRs6EEEIIIXpCv8g4ykp2EWO3dxgNa9i8GUdFJSG3dlwH7GBJLafrLMxPHcTZ4iKy160hff71hMfF91bYQgghhBjg+n4i1lRFWUMx0f5REDmi3aGaN97EGBlB4KxZHS5bm3sGo0Fx7cgoNr70f/iYTEy95Y7eiloIIYQQAi93B9BVevtfKTUamDR4Srt225kzNGzaRPh996G8vTtctzb3DJmJodQczaZgfxZz7r4f/+CuPTQghBBCCBebzUZxcTEWi8XdoVw1Pz8/4uLi8O4kj+gufTsR05r6nNdpCjEQGzWm3aG6j1aD00nIzV/pcFnR2SbyTtfzk4UpbHjxD4TGxJJxnSzcKoQQQnSX4uJigoKCSEpKQinl7nCumNaas2fPUlxcTHJyco+9T9+emqzOp6zBtYZYdEB0u0P1a9fiO3IkPklJHS77NLf1Kcvjm6guK2HuvQ9j9Oq5bFcIIYQYaCwWC+Hh4X0yCQNQShEeHt7jI3p9OxE7uZEyL9egXkxATFuzvaKC5v37CZo3r9PL1uaeYXJAPUfXfcjYuQtJHJvRK+EKIYQQV+M3v/kNo0ePZuzYsWRkZLBz507mzJnDnj173B3aF+qrSdg5vRF/356aPLmRssBwoH0iVr/+M9CaoPkdE7HaZhv78itYUfUpgWHhzPravb0WrhBCCHGltm/fzocffsjevXvx9fWlsrISq9Xq7rA81lNPPUVgYCBPPNF+JYWCggIWL15MTk6OmyLrXN8dEXM6IX8zZWEJeBu8CTeFtx2qX7cO7/h4fIcP73DZ9hOVTKjajaotZ8GKR/H19+/NqIUQQogrUlZWRkREBL6+vgBEREQQGxvr5qhEd+m7idjpbGiu5rS/meiAaAzK1RVHfT2NO3cSNG9ep0OKW/fkMr52P6lz5pGUMaG3oxZCCCGuyIIFCzh16hTDhw/n4YcfZtOmTe4Oqcf86le/YuTIkcyfP5/bb7+dZ555hhMnTrBw4UImTJjAzJkzycvLA6CwsJC5c+cyduxY5s6dS1FRUYf7ZWVlkZ6eztSpU3nuued6uzuXpe8mYic3Um0wsMdymoSghLbmho2bwGbrdFpSa03TtvfRXt7MvvMbvRmtEEIIcVUCAwPJyspi5cqVREZGsnz5clatWuXusLrdnj17eOutt9i3bx9vv/12W/3bihUr+Mtf/kJWVhbPPPMMDz/8MACPPvood999N9nZ2dx555089thjHe75jW98g2effZbt27f3al+uRJ+tEXOe2MCPBidSY63jW+O/1dZev24dxogITBkdC/Czdu0ltvYEAdOWyJphQggh+gyj0cicOXOYM2cOaWlpvPjii+4Oqdtt2bKFpUuXYjKZAFiyZAkWi4Vt27Zx6623tp3X0tICuGrn3n77bQDuuusufvCDH7S7X21tLTU1NcyePbvtnDVr1vRGV65I30zEbBaer8lmS0ggP5n4JKPDRwPgtFho+PxzzIsXd9gvUmvN1ldX0WD0Z+ktHbc8EkIIITzRkSNHMBgMDBs2DID9+/eTmJjocUXnXaW17tDmdDoJCQlh//79X3r9xeVIWus+8dRmn0zEdh/8F38xB3B9eAZfHfHVtvbGbdvRTU2dTkse37Ude1k+xxLnMzQ2rDfDFUII0Q9ZGm2cOlxFyZFq6qssNNVZaa6zYrc7u3Tf1OmxTPtKStvrhoYGvvWtb1FTU4OXlxcpKSmsXLmSW/rZoMKMGTN48MEHefLJJ7Hb7Xz00Uc88MADJCcn88Ybb3DrrbeitSY7O5v09HSmTZvGa6+9xl133cXLL7/MjBkz2t0vJCQEs9nMli1bmDFjBi+//LKbevbF+lwi5tROfpz7vyTYHfx8ztPtst36deswBAYSMHlyu2scdjubX32RGp9QEibP7hMZshBCiKunnRpLo42WZvsljzc32GiqtdJU19L6p+vLbnV86f2tFgeVp+rRGnxMXoREmQgI8SUyPggvH2OXYo9KDG73esKECWzbtq3DeRs3buzS+3iaiRMncuONN5Kenk5iYiKZmZmYzWZefvllHnroIX79619js9m47bbbSE9P59lnn+Xee+/l6aefJjIykhdeeKHDPV944QXuvfde/P39ue6669zQqy+nOhsK7G2ZmZn6chelO159nGXvL+OXjhCW3ft5W7u22zk2YyYB06cz+L+eaXfNwc8+5dO/P8uHUQv54YM3s3BMzMW3FUIIcQVqyptoaew8ybkUu83B2ZIGKorqOVvSiN3WtZGjTmmNrcVBU60Vp/Pyf78ZDApTsA/+wT54+355ImUwKqKHmklIDWdQUhAGY9999q2nHD58mFGjRl3RNQ0NDQQGBtLU1MSsWbNYuXIl48eP76EIL09n/VBKZWmtM7vj/n1uRCyr2JV8Zca1H4JsytqLo6amw7Skw25jx9uvQWQChQFJTB0a0WuxCiFEf2JrcXBszxlyt5RyJr/uqu9jCvImIj4IH7+ujRxdirevEX+zL/7BPvj5e0EnsyBKgSnQB3+zK/nyC/BGGWS2xN1WrFhBbm4uFouFe+65x+1JWG/oe4lY4Xqi7Hbihi1q116/bh3Kx4fAmTPbtedsWEtdRTkHxywnIzwUs0n2lBTiclgtdhprWmisteLoYs1Lj9DQWNtCeUEd5YX11FU24wED/P2a3ebAadeERvsz/ZYUQgZd2YLYRqOBsNgA/M0+UiIiOvXKK6+4O4Re1yOJmFLqJuAGIAp4Tmv9aXfcV2tNVnUeE1rsqPhJ7drr168jYNo0DAEBbe12q5Udb79OVMpINjeG8uiUyO4IQ/RzdpuDyuIGrE1XNu1yKRqwNruSmoaaFldy0/rV3GBzneBhtFP3zLRRD/AxeRGVGMTwSdEomR3qUUajgaT0CGKGmiWREqKbXHYippR6HlgMlGutx1zQvhD4M2AE/qG1/p3W+l3gXaVUKPAM0C2JWHF9MeXOFjIDBoOXb1u75VAu9tIygh55tN352es/oaHqLObr7sa5w8Ls4TIt2V/YbQ4aa1wFtpdT52i1OGioviD56YTT7uRsSQOVxQ04HT2THXl5GwgI8SUgxJdByWb8g3w8clllBZiCfFyxmn26XHzcU/wCvDFHmmRKSQjRZ13JiNgq4L+Bf55rUEoZgeeA+UAxsFsp9b7WOrf1lJ+0Hu8We065tnWYMHh6u/b6dWvBYCDw2mva2mzWFna9+2/iRo1ha1MoEYFnyYgP7a5QRBdprV3JUZWFhuoWGqov/rMFW0vnTy457E4sl0imvoxS4Bvg3VnJCEopQqP9yZgXz6AkM/5mn6t6j854+xoJCPHF199LRhKEEEK0uexETGu9WSmVdFHzJOC41vokgFLqNWCpUuow8DtgjdZ6bzfFSlbBp4Q6HAwZtqRde8P69fhnZuIVej7ROvz5BhprqrnuW9/n12+WsXB0NEb5v+YeZbXYaahyJVP15xKsKgv11RYsDeen+Rx2J401HRMtpcDf7EtgqC/hgwPxMXU+CmM0ukaVAkNdxbgG45d/rl6+RgJD/PAP9panm4QQQniMrtaIDQZOXfC6GJgMfAuYB5iVUila6/+5+EKl1ApgBUBCQsLFhzuVVZXHeKsdFXd+s25rQQEtx44z6Ec/anfu0R1bCYmOodQ3hnrLKealDrqynolLctidVBTVU3qshtMna6mrtNBQbaHlopoqpWjnYvVAAAAgAElEQVRNmPwIjvBrazcYFQmpYQSG+hEY5joeGOqaApMkSQghRHcJDAxk+/bt3HXXXQAUFRVhNpsxm81ERESwbt06N0fY9USss6EIrbV+Fnj2iy7UWq8EVoJrHbEve6PTjacpdjZzh38cGM8/+Vjf+o8YNG9uW1tzQz2nDmUzYfEy1uWV4+NlYOYwqQ+7Ulpras40UXK0hopT9dSftbR9nXuKzhxlIjQ6gJgUM0Fh5xOroDA/SayEEEK4XVpaWtsWSV//+tdZvHixR+1K0NVErBiIv+B1HFDaxXt2am/hBqCT+rDPNuCXmop3bGxb28msXTgdDlImTuXH75QwIyUCf58+t1JHr9NaU326idKj1ZQcq6H0aA1NdVbAVRQdHOFH+OAAksdGMGhIMDFDQ/AP7r46KiGEEGKg6Wp2shsYppRKBkqA24A7LvdipdQSYElKSsqXnrsn/xMCnU5GjFja1uZsbqb54EHC77m73bnHdm0jMDyCusAYTlUd56HZX37/gay+ykLe9jIOby2jvsoCuKYU40aGEjsshMHDQzFHmaTIXAghxFX5xQeHyC29+kWAO5MaG8zPl4zu1nu6w5UsX/EqMAeIUEoVAz/XWv+fUupR4BNcy1c8r7U+dLn31Fp/AHyQmZn5wJedm1V1mHFWB8bYcW1tzQcOgM2G/8SJbW3W5iYKDuxl7LyFrM8rB2DuqKjLDWnAcDicFB48S+6WUooOnUVriBsZSuaiJGKHh7iWBJDESwghhOhRV/LU5O2XaF8NrO62iDpRbanmpLOJJQFxYDj/JF3T7j1gMGC6YAuEk/v24LDZGD5pOn/ZeIb0ODODgv06u+2A0tJsp7a8idqKZiqK6jmy4zRNdVb8zT6MX5hI6vRYgiNM7g5TCCFEP9QfRq56Sp8onDp+agsAqdET27U37d6N38iRGIOC2tqO7dqOvzkEr8HJ7D+1ke/NG96rsbqL1hpLg43aimbXV2vSde7rwnW3lILEMeGkzoglcUy4FNQLIYQQbtInErH8vHcBSE69ua3NabXSfOAAobctb2uzWVvI37ubUTPmsOV4NVrDtf1oWrKuspnCnLOUHqtpe2pRa2isaaG2vAmr5YJ1uRQEhfphjjIxZFwk5kgTIZH+BEeaMEea8Pb1zJXShRBCiIHErYnYZRXrO50UlO7Cz08xKOb8FKTl4EF0S0u7+rDC7P3YWiwMmzyN/z1ZTZCvF6Oig3uwBz3P2mwnd2spuVvLqC5rBCAwzBdf//NLeASYfYgeEoM50oQ5ypVoBYebMHrLSJcQQoiBq6Ghod3rVatWuSeQL+DWROyyivULt1DgbCbRlIThgh19m3bvAcA04fzirke2bcYvIJD40Wkc/HwnYwabMfSh1fRrzjRRcaq+7fWZgjpyt5RisziIGWpm+i0pJI4JJ2SQvxTSCyGEEP2A509N7vsXBT4+pEamtWtu2r0b32HD2rY1amlq5Piu7YyeMw87Bg6X1XHvjGR3RHzFHDYne9YUsPfjQpzO82vbKoMiZXwkGfMTiErs2yN7QgghhOjIsxMxSy3W3PcpiY9kUcjQtmZtt9O0bx8hN51fU+zI9i3YbVZGz5lLXlk9Nodm7OAQd0R9RcpO1LLhpcNUn25ixORoMubHYzC4Rv78Ar1lwVQhhBCiH/PsGrGctzmlbDiBJHNSW7MlNxfd1NSuPuzQpvWEDY4neuhw1u0sAmBsnLnngu8iq8XOjvdOcnBjMYGhviz+VjqJo8PdHZYQQgghepFn14jtf5mC8GSgheTg89OM5+rD/DMzAaguK6H0SC4z7/g6SimyT9UQ6u9NXKhnrotVdOgsG17Oo6G6hbQ5cUxZOgQfP88enBRCCCFE9/Pc3/4VR6B4N/mZt8DZXSQGJ7Ydatq9G5+kJLwiIwE4tOkzlDKQOvMaAA6W1DI2LsTjCtq11uz9pJAd754kNNqfm78/geghnjtqJ4QQQoie5bnrGxxfD0BBgJlIUySBPoEAaKeTpr17MWW6npZ0Oh0c2ryepPRxBIaF02S1c/RMPekeNi3pdGo+f+0oO949ybCJg1j+40mShAkhhBA9qKCggDFjxrRre+qpp3jmmWf4+te/zptvvglAVVUV48aN44UXXuj1GD13RKxkDwQPJr/5TLv6MGtBIc66OvzHufacPJVzkIazlcy56z4ADpXW4dSQFufeQn1Lg43CnEqcrnVXyT9QQf6BSsbNT2DqsqGoPrSshhBCCNFf1dbWct1117FixQq+8Y1v9Pr7e24iVrwHHTuegtp8rku6rq3ZknMQAL8xruUsDm1ej29AAEMnTAYgu7gWwK0jYvVVFt770z5qy5vb2pSCGbcOI31uvNviEkIIIcR5DQ0NXH/99dxxxx089NBDbonBM5+abKyEmkKqx99BXf4BkoKT2g41Zx9E+fvjmzIUp9NB/r49pGROwcvHtcxDdnEN0cF+RLlpo++6ymbe/eM+WhptLHksnZAofwC8/YyYAmUpCiGEEAPQmv+A0we7957RaXD977p0i+9973vcf//9fPe73+2moK6cW2vEtNYfaK1XmM0XjV4Vu56KLDDHAO2Xrmg+mI0pNRVlNFJRkI+loZ7EtIy24weLa0lzw2iYw+6k9HgN7/zXXqzNdpZ+dxwJqeEER5gIjjBJEiaEEEL0sks9tHeu/dprr+W9996jvLy8N8NqxzOnJkuyQBko8Hbtp3hu6QpttdKSe5jQu+4CoPDgfgASWhOx2mYbJysb+cr4wb0SZs2ZJg5tKaX0aDWVJQ047RpTkDc3fW88EXGBvRKDEEII4fG6OHJ1tcLDw6murm7XVlVVRXKyK6+47bbbmDFjBosWLWLDhg0EBQX1eowemojtgahUCppO423wJjYwFgDLkaNomw3TWFd9WOHB/UTEJxIQ4trmKKfEVR/Wk4X6WmsKc85ycEMxRblVGAyKmGFm0q+NJyoxmMEjQmT0SwghhPAAgYGBxMTEsH79eubOnUtVVRUff/wx3/72t9mwYQMA3/nOdygrK2PZsmWsXr0aH5/e/R3ueYmY0+kaEUu9ify6fBKCEjAajIBrWhLAlJaGzdpCSd4h0ucvarv0XKH+2ME9MzXZWNvCpleOkH+gkgCzD5OWJJM6I5YAs2+PvJ8QQgghuuaf//wnjzzyCI8//jgAP//5zxk6dGi7c37/+9/zjW98g7vuuotXX321bavB3uB5iVjVCbDUQlwmBYVvMPSCPSYtB3MwhoXhFRtLUc4BHDZbu/qwfUXVJIb7ExrQvdms1pojO0+z5d/HsNucTPtKCmPnxmE0eu4ybEIIIYSA1NTUttGvC61atarda3esIQaeuKBra6G+LSaD4vri9k9MHszGlJaGUoqig/sxGI3EjRoNtK5aX1TD+ITQbg9p39oi1q86TFhMALf9ZBLjFiRIEiaEEEKILnNrNqGUWqKUWllbW3u+sWQP+ARSYgrEru1tT0w6GhqwnjiJX1t92AFiho3Ax+RaHqK4upnKhhbGJ3RvfVj+gQq2v3OClAlRLHt8PCGD/Lv1/kIIIYQYuDxv+YriPRA7jhN1+QBtI2KWnEOgNaaxY2luqOdM/nESxpyfltxb5HoqYlw3johVnKrn0+dziUoIYu49o2Q1fCGEEEJ0K8+aX7NZ4EwOxGWyvXQ7Ji8To8JHAecL9f3GjOHUoWzQul192N7Cavx9jIyM7p5HT2srmlj912z8/L1Y9PBYvHyM3XJfIYQQQohzPKtY/3Q2OO3o2Alsyn2WqTFT8TW6nki0HMzBOz4er9BQig7ux9vPRHTK8LZLs4qqSY8LwauLtVsN1Rb2rCnk8NZSjF4Glj0+Xp6KFEIIIUSP8KxErLVQ/0hQKKcbT/Nw+sNth5oPHsR/3DjXOl4H9xOfOgajlyv8Jqudw2X1fHP2kKt+a+3UZH1cwJ7VhWitSZ0ey4TrEwkMdc9WSUIIIYTo/zxrarJ4FwTHsbEqB4ViZtxMAGzl5djLyvBLS+PsqUJqTpeRnJHZdll2cS0Op2ZC4tXVh1ktdj5emcPO9/NJzojgzl9MYfYdIyQJE0IIIfowo9FIRkZG29fvfuda4f/DDz9k3LhxpKenk5qayt///ne3xehZI2KndkP8JDad2kRaRBoRpggAmnbuAsA/M5O9O7aglIFhk6e1XdZWqB9/5YlYXWUzq/+WTVVpI9NvSSF9bvwl96YSQgghRN9hMpnYv39/uzabzcaKFSvYtWsXcXFxtLS0UFBQ4J4A8aQRsdoSqCumImYMOWdzmB0/u+1Q447tGIKD8R01kqPbtxCXOqZtWyNwFeoPiQi44oVcG2taePuZvTRUt7D4W+lkzEuQJEwIIYTox+rr67Hb7YSHhwPg6+vLiBEj3BaPW0fElFJLgCUpKSmuaUlgs48rEZod50rEtNY0bt9OwORJnC0tpqq0mHHX39h2j3MLuV4zIuqK3ttmdfDRX7NpabbzlSfGExnf+xt9CiGEEAPB73f9nryqvG6958iwkfxw0g+/8Jzm5mYyMs6vsPDkk0+yfPlybrzxRhITE5k7dy6LFy/m9ttv79VtjS7k1kRMa/0B8EFmZuYDnNoFXiY21p8kOiCa4aGuJyJtRUXYS8vwv/9+Dp+blpw0te0ehWebqGq0XlF9mHZq1q/KpeJUPYseGitJmBBCCNEPdTY1CfCPf/yDgwcPsm7dOp555hnWrl3bYcuj3uI5NWKndmGJzWDn6V3cOPTGtinCxu07APCfPIUj//2fxI++aFqytT5sfOLlr6i/68N8TuytYNrNKSSPjejGTgghhBDiYl82cuUOaWlppKWlcdddd5GcnOy2RMwzasS0hrID7IpMpNnezJz4OW2HGnfswGvQIOqMUF1azPApM9pdureomkBfL4ZFXd6o1tnSBvasLmDktBgy5sV3Zy+EEEII4eEaGhrYuHFj2+v9+/eTmJjotng8Y0TM1gROG58YLAR4BzAxeiIA2umkaccOAufM4djOra3TkueflrQ5nHx2uJwJiaEYL3P7oaw1hXj5Gpn+lRQpzBdCCCH6sYtrxBYuXMiPf/xj/vM//5MHH3wQk8lEQECA20bDwFMSMWsjdQbFp9WHWDL0xrbV9Fvy8nDU1OA/ZTJHNq4hfnQa/ubzU5Dv7S+ltNbCb5alXdbb1Jxp4vieM2TMS8Av0LtHuiKEEEIIz+BwODptX716dS9HcmmeMTVpbeSjyAQsjhZuHn5zW/O5+rCW5CSqy0oYPmV62zGnU/M/m04wMjqIOSMiL+tt9n5SiMHLQMb8hG4NXwghhBDianhMIvZmoIlRYaMYHT66rblxxw58hg6l7EwpAIlp49qOrT18huPlDTw0Z+hlTTHWVTZzZMdpRs+IxT/4ytYbE0IIIYToCR6RiDVrB0edTdwy/Ja2Nm210rRnDwFTplCce5DA0DDMg6Jdx7TmrxtPkBDmzw1pMZf1Hvs+LQIDjFsgo2FCCCGE8AwekYhVGw2YjL4sSl7U1tacnY1ubsZ/6hSK8w4Rl5rWNvK1/eRZDpyqYcWsIXgZv7wLp0/WkrutlFFTY2T/SCGEEEJ4DI9YWd8/0Y8HkhcR6BPYdqz5QDYALXGDaayuIm7UmLZjf9t4gsggX26ZEPeF99dac3BjCVvfPEZgqC+Zi5J6ohtCCCGEEFfFrSNiWusPtNYrnApuvmBaEsCSm4tXbAxlJUUAxKW6ErGzDS18fqySOycn4OdtvOS97VYH617I5fPXj5KQGsatT06U0TAhhBBCeBSPmJr0M/qRFtF+CQrL4cP4jUql+HAO/uYQwmJdo19bjlcCcO3IL95bMntDMUd3nWHyjcksemgsfgGyXIUQQggxkBiNRjIyMkhPT2f8+PFs27YNgIKCAkwmExkZGW1f//znP90So0esIxYXFNfuyUdnYyPW/HyCFl1PcW4WcSNHtx3//Fglof7ejI41X/J+WmvydpwmZqiZzEXJPR6/EEIIITzPhXtNfvLJJzz55JNs2rQJgKFDh3a6D2Vv84gRsXMLuJ5jOXIEtMYeH0f92Yq2aUmtNZ8fq2B6SsQXrqRfUVRPdVkjI6ZE92jcQgghhOgb6urqCA0N/fITe5lHjIhdzJJ7GIBK5QQgLtU1bXn0TANn6lqYNeyLF3A9suM0Ri8DQ8d/8fSlEEIIIXre6d/+lpbDed16T99RI4n+0Y++8JxzWxxZLBbKysr47LPP2o6dOHGi3fZHf/nLX5g5c2a3xng5PDQRy8UYHk5hSRF+gUFExLnW/vr8WAUAM4ZFXPJah8PJ0d1nSBobIXVhQgghxAB24dTk9u3bufvuu8nJyQE8Z2rSYxMxv1GjKD6cQ9yo0SiDawZ187FKUqICiQ0xXfLaokNVWBpsjJRpSSGEEMIjfNnIVW+YOnUqlZWVVFRUuDuUdjyiRuxCTquVluPHcQwdQu2Z023rh1lsDnaePMvMLxgNAziyowxTkDfxo8N6I1whhBBC9AF5eXk4HA7Cw8PdHUo7Hjci1nL0GNjt1Jhdi7ueS8T2FFTTYncya/il68MsjTbysysZM2swxstYcV8IIYQQ/de5GjFwPfD34osvYjS61iC9uEbs3nvv5bHHHuv1GD0uEbMczgWgzggGo5Hw+EQANh+rwMdoYHLypUe6juw8jdOuGTnl8vafFEIIIUT/5XA4Om1PSkqiubm5l6PpnMcNG1lyczEEBlJVU0VozGC8vF0F95uPVpCZFIq/T+e5Y/GRara/fYKYFDMR8YGdniOEEEII4Uk8MhHzGzWKiqICIhNdi7GW1TaTd7r+kk9LlhfWsfqv2QRHmlj0zbHtFocVQgghhPBUHpWIabudliNHMYwYTn1lBREJSQC8uusUSsHitNgO11SVNfLBswfwC/Tmxscy8AuUJSuEEEII0Td4VCJmzc9HWyw0DXIV5EcmJGG1O3llZxHXjIgiIdy/3flaa9a9kIsyKm78dgaBob6d3VYIIYQQwiO5NRFTSi1RSq2sra0FXNOSAPUmV0IVkZDEx4dOU9nQwl1TEztcX1FUT0VRPZNuSCIkyr/DcSGEEEIIT+bWRExr/YHWeoXZ7NrAuznnEMrPj+qmBnwDAggKj+Cl7QUkhvszu5NtjQ59XoqXj4Fhk2TxViGEEEL0PR41NdmclYUpPZ3KU4VExCdxuKye3QXV3DUlEcNFm3xbLXaO7T5DSuYgfE0etwqHEEIIITzAb37zG0aPHs3YsWPJyMhg586dzJkzhz179rg7NMCD1hFzNDRiycsjbMUDVO7fSuqsa3lpRwF+3gZunRDf4fxju89ga3EwekbHAn4hhBBCiO3bt/Phhx+yd+9efH19qaysxGq1ujusdjxmRMySfQCcTpzDUrA2NxMYncC7+0pZmj4Ys3/HJyFzt5QSFhvAoORgN0QrhBBCCE9XVlZGREQEvr6ttecREcTGetYAjseMiDVl7QWDgfrWrY2O2gJptjVw55SEDudWnKqnvLCeGV8dJmuGCSGEEB7u838fpfJUQ7feMyI+kJlfHf6F5yxYsIBf/vKXDB8+nHnz5rF8+XJmz57drXF0lceMiDXtzcJ3xAiqys8AsK/ej4hAH9IGmzucm7ulFKO3gRGTpUhfCCGEEJ0LDAwkKyuLlStXEhkZyfLly1m1apW7w2rHM0bEtKb5QDYhN91ERVEB5qhBvFHUwOQh4e1GvLTWHNpcQu7WUoZNGIRfgCzeKoQQQni6Lxu56klGo5E5c+YwZ84c0tLSePHFF90WS2c8YkTMabGgm5owTRhPZVEB/tHxnK6zMHVIeNs5lkYbH/89h02vHiVuRCjTb01xY8RCCCGE8HRHjhzh2LFjba/3799PYmLHdUndyTMSsaYmAHzGjqW6tIR6k2vNsKlDXYlYY20Lr/9mFwUHK5l+SwqLH0nHFOjjtniFEEII4fkaGhq45557SE1NZezYseTm5vLUU0+5O6x2PGJq0tnUhHfyEOpsLWjt5IQjiKggX4ZEBACw9c3jNNVZWfbEeKKTO9aMCSGEEEJcbMKECWzbtq1D+8aNG3s/mEvwiBEx3dSEafx4Kk8VArC7zo+pQ131Yadyqzi2+wwTrkuUJEwIIYQQ/YpnJGI2O/4TxnN0xxa8TP4UWE1MHRKO3eZg06tHMEeaGL/Qs+Z0hRBCCCG6yiMSMYCKoABO7t2N74QFaGVg6tBwsj4upLaimdl3jMDL2+juEIUQQgghupVnJGJGA1s/W0PIoBgOBKcRa/Yj2AZ7Pylk2MRBxI8Kc3eEQgghhBDdziMSMZu/P1Ulp5j1tXvZUVjLlKHh7Hz/JAajgem3yDIVQgghhOifPCIRa9YOEtIysMWlUt1kY2JwICf2VpAxL54As6+7wxNCCCGE6BEesXyFdjq55u77eTHnNADGQ7X4BXgzbl7HfSaFEEIIIS6H0WgkLS0Nu93OqFGj+NOf/sQNN9wAwOnTpzEajURGutYu3bVrFz4+vb9GqUckYv4hIawugb98dpybB0dQcaiW6bek4GPyiPCEEEII0QeZTCb2798PwJ133snrr7/e9vqpp54iMDCQJ554wp0hesbUZItPED977xDzR0UxucFAYKgvY2YPdndYQgghhOgnZs6cyfHjx90dRgceMeTUXNXCdwxBjKr2oqSwmmvuGinLVQghhBD9xIZVKykvPNmt94xKHMI1X19xWefa7XbWrFnDwoULuzWG7tDtiZhSagjwY8Cstb7lcq7xMSiSTL5Y6m0MGRfJyCnR3R2WEEIIIQaY5uZmMjIyANeI2H333efmiDq6rERMKfU8sBgo11qPuaB9IfBnwAj8Q2v9O631SeA+pdSblxtEVFwQt/908pVFLoQQQog+4XJHrrrbhTVinupya8RWAe3G85RSRuA54HogFbhdKZV6NUGoq7lICCGEEKKPu6xETGu9Gai6qHkScFxrfVJrbQVeA5Z2c3xCCCGEEP1WV2rEBgOnLnhdDExWSoUDvwHGKaWe1Fr/v84uVkqtAFYAJCTIemFCCCGE6F4NDQ2XPPbUU0/1XiBfoCuJWGczilprfRb45pddrLVeCawEyMzM1F2IQwghhBCiT+rKOmLFQPwFr+OA0q6FI4QQQggxcHQlEdsNDFNKJSulfIDbgPev5AZKqSVKqZW1tbVdCEMIIYQQom+6rERMKfUqsB0YoZQqVkrdp7W2A48CnwCHgX9rrQ9dyZtrrT/QWq8wm81XGrcQQgghPJzWfbvyqDfiv6waMa317ZdoXw2s7taIhBBCCNHn+fn5cfbsWcLDw1Gq7y1UpbXm7Nmz+Pn59ej7eMQWR0IIIYToX+Li4iguLqaiosLdoVw1Pz8/4uLievQ9JBETQgghRLfz9vYmOTnZ3WF4vK4U63eZFOsLIYQQYiBzayImxfpCCCGEGMjcmogJIYQQQgxkyhMeLVVK1QNH3B2HG0UAle4Owo0Gcv8Hct9B+i/9H7j9H8h9h77f/0StdWR33MhTivWPaK0z3R2Euyil9kj/B2b/B3LfQfov/R+4/R/IfQfp/4VkalIIIYQQwk0kERNCCCGEcBNPScRWujsAN5P+D1wDue8g/Zf+D1wDue8g/W/jEcX6QgghhBADkaeMiAkhhBBCDDhuT8SUUguVUkeUUseVUv/h7nh6klIqXim1QSl1WCl1SCn17db2MKXUWqXUsdY/Q90da09SShmVUvuUUh+2vk5WSu1s7f/rSikfd8fYU5RSIUqpN5VSea3fB1MH0uevlPpu6/d+jlLqVaWUX3/+/JVSzyulypVSORe0dfp5K5dnW38WZiulxrsv8q67RN+fbv3ez1ZKvaOUCrng2JOtfT+ilLrOPVF3n876f8GxJ5RSWikV0fq6X332cOn+K6W+1foZH1JK/ecF7f3q878S7t7iyAg8B1wPpAK3K6VS3RlTD7MDj2utRwFTgEda+/sfwHqt9TBgfevr/uzbwOELXv8e+GNr/6uB+9wSVe/4M/Cx1nokkI7r32FAfP5KqcHAY0Cm1noMYARuo39//quAhRe1Xerzvh4Y1vq1AvhbL8XYU1bRse9rgTFa67HAUeBJgNafg7cBo1uv+Wvr74e+bBUd+49SKh6YDxRd0NzfPnvopP9KqWuApcBYrfVo4JnW9v74+V82d4+ITQKOa61Paq2twGu4PqR+SWtdprXe2/r3ely/hAfj6vOLrae9CNzkngh7nlIqDrgB+EfrawVcC7zZekq/7b9SKhiYBfwfgNbaqrWuYQB9/rjWLjQppbwAf6CMfvz5a603A1UXNV/q814K/FO77ABClFIxvRNp9+us71rrT7XW9taXO4C41r8vBV7TWrdorfOB47h+P/RZl/jsAf4I/AC4sEC7X332cMn+PwT8Tmvd0npOeWt7v/v8r4S7E7HBwKkLXhe3tvV7SqkkYBywExiktS4DV7IGRLkvsh73J1w/hJytr8OBmgt+OPfn74EhQAXwQuvU7D+UUgEMkM9fa12C6/+Ai3AlYLVAFgPn8z/nUp/3QPt5eC+wpvXvA6LvSqkbgRKt9YGLDg2I/gPDgZmtpQiblFITW9sHSv875e5ETHXS1u8f41RKBQJvAd/RWte5O57eopRaDJRrrbMubO7k1P76PeAFjAf+prUeBzTST6chO9NaC7UUSAZigQBcUzIX66+f/5cZMP8tKKV+jKtU4+VzTZ2c1q/6rpTyB34M/Kyzw5209av+t/ICQnGV5nwf+HfrrMhA6X+n3J2IFQPxF7yOA0rdFEuvUEp540rCXtZav93afObcMHTrn+WXur6Pmw7cqJQqwDUNfS2uEbKQ1qkq6N/fA8VAsdZ6Z+vrN3ElZgPl858H5GutK7TWNuBtYBoD5/M/51Kf94D4eaiUugdYDNypz6+fNBD6PhTX/4QcaP0ZGAfsVUpFMzD6D65+vt06BbsL18xIBAOn/51ydyK2GxjW+tSUD65ivffdHFOPac38/w84rGroZPQAAAUZSURBVLX+wwWH3gfuaf37PcB7vR1bb9BaP6m1jtNaJ+H6rD/TWt8JbABuaT2tP/f/NHBKKTWitWkukMsA+fxxTUlOUUr5t/63cK7/A+Lzv8ClPu/3gbtbn6Cbwv9v795CrKriOI5/f2lOYklYKfXSZNFFEyc1oibT1MB86KXCoISkgqJQH4JKe0jootCFQskuRJIRYZGIYkwJGkQ6mo0zKmZGPUg99JJQWtr472H/J4+HmWnGuew6/j5wmH3WXnuv/5o9s/271zqz4HDHEGatkDQbeAK4IyKOVOxaD9wjqU7SZRST1pvLiHGgRERbRIyOiPq8Bx4CJuV9oeavfVpH8R9wJF0JDKNY+Lvmr3+3IqLUFzCH4tMz3wNLyo5ngPt6M8Xj1lagJV9zKOZJbQa+y6+jyo51EL4X04ENuT2W4pfuILAWqCs7vgHsdwOwM38G1lE8pj9jrj+wFNgP7AHeA+pq+foDH1DMhztO8Q/vA11db4rhmZV5L2yj+HRp6X3o574fpJgL1HH/W1VRf0n2/Vvg9rLjH4j+V+3/EbiwFq99N9d/GLAmf/93ATNq9fr35uW/rG9mZmZWkrKHJs3MzMzOWE7EzMzMzEriRMzMzMysJE7EzMzMzEriRMzMzMysJE7EzMzMzEriRMzM+l2uozluENpZXLFdL2nPALQxXdKGXh6zRdKUTsrvl7Si/6Izs/87J2Jm1u8i4sGI2DcITS3+9yqnqlhOycysdE7EzKxPJI2QtFHSbkl7JM2tfCIk6TdJz+X+bZLGZPkYSZ9k+W5JN2X5fZKaJbVIekPSkC7aXQYMz3odi0cPkfSWpL2SmiQNz7pbJD0vaSuwUNJFkj6WtCNfjVlvWp6vRdI3ks7L854r6SNJ+yW9n0s0IWlm1muT9I6kuk7inC/pQLbd2G/feDOrCU7EzKyvZgM/RcTEiLgW+LRq/whgW0RMBL4AHsry14CtWT4J2CvpGmAu0BgRDUA7cG9njUbEk8DRiGiIYs1SKNaoWxkR44FfgTsrDjk/IqZFxEvAq8ArEXF91nk76zwOPJptTwWOZvl1wCJgHMWSTI2SzgHeBeZGxARgKPBIZYy5qPdSigTstjzezOwfTsTMrK/agFmSlkuaGhGHq/YfAzrmWH0N1Of2DOB1gIhoz+NmApOBHZJa8v3YXsTyQ0S0dNIWwIcV27OAFdnGemBkPv36EnhZ0gKKxO2vrN8cEYci4gTFGon1wFXZ3oGssxq4pSqeG4AtEfFLRByrisHMDM+VMLM+iYgDkiZTLGD/gqSmqirH4+Situ10f98RsDoinjrNcP6s2G4Hhle8/71i+yzgxog4yqmWSdpI0ZdtkmZ1cd6hGWtPeEFfM+uSn4iZWZ9IugQ4EhFrgBcphhl7YjM5lCdpiKSRWXaXpNFZPkrSpd2c47iks08j7CbgsYo+NOTXyyOiLSKWAzuBq7s5x36gXtIV+X4esLWqznZguqQLMs67TyNWM6thTsTMrK8mAM05zLcEeLaHxy0EbpXURjGMOD4/afk00CSpFfgMuLibc7wJtFZM1u+pBcAUSa2S9gEPZ/mi/MDBbor5YZu6OkFE/AHMB9ZmH04Aq6rq/Aw8A3wFfA7s6mWcZlbjdHLEwMzMzMwGk5+ImZmZmZXEk/XN7D9P0nag+m90zYuItjLiMTPrLx6aNDMzMyuJhybNzMzMSuJEzMzMzKwkTsTMzMzMSuJEzMzMzKwkTsTMzMzMSvI3nUQ/nKysPUMAAAAASUVORK5CYII=\n",
4825 "text/plain": [
4826 "<Figure size 720x432 with 1 Axes>"
4827 ]
4828 },
4829 "metadata": {
4830 "needs_background": "light"
4831 },
4832 "output_type": "display_data"
4833 }
4834 ],
4835 "source": [
4836 "ax = deaths[COUNTRIES_FRIENDS].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
4837 "for c in COUNTRIES_FRIENDS:\n",
4838 " lvi = deaths[c].last_valid_index()\n",
4839 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4840 "\n",
4841 "# plt.savefig('covid_deaths_total_log.png')"
4842 ]
4843 },
4844 {
4845 "cell_type": "code",
4846 "execution_count": 622,
4847 "metadata": {},
4848 "outputs": [
4849 {
4850 "data": {
4851 "image/png": 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\n",
4852 "text/plain": [
4853 "<Figure size 720x432 with 1 Axes>"
4854 ]
4855 },
4856 "metadata": {
4857 "needs_background": "light"
4858 },
4859 "output_type": "display_data"
4860 }
4861 ],
4862 "source": [
4863 "ax = deaths[COUNTRIES_NORDIC].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
4864 "for c in COUNTRIES_NORDIC:\n",
4865 " lvi = deaths[c].last_valid_index()\n",
4866 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4867 "\n",
4868 "# plt.savefig('covid_deaths_total_log.png')"
4869 ]
4870 },
4871 {
4872 "cell_type": "code",
4873 "execution_count": 623,
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 = deaths[COUNTRIES_OF_INTEREST].plot(logy=True, figsize=(10, 6), title=\"Total deaths, log\")\n",
4891 "for c in COUNTRIES_OF_INTEREST:\n",
4892 " lvi = deaths[c].last_valid_index()\n",
4893 " ax.text(x = lvi + 1, y = deaths[c][lvi], s = c)\n",
4894 "\n",
4895 "plt.savefig('covid_deaths_total_log.png')"
4896 ]
4897 },
4898 {
4899 "cell_type": "code",
4900 "execution_count": 624,
4901 "metadata": {},
4902 "outputs": [
4903 {
4904 "data": {
4905 "image/png": 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\n",
4906 "text/plain": [
4907 "<Figure size 720x432 with 1 Axes>"
4908 ]
4909 },
4910 "metadata": {
4911 "needs_background": "light"
4912 },
4913 "output_type": "display_data"
4914 }
4915 ],
4916 "source": [
4917 "ax = deaths_pc.plot(figsize=(10, 6), title=\"Deaths per capita, linear\")\n",
4918 "for c in deaths_pc.columns:\n",
4919 " lvi = deaths_pc[c].last_valid_index()\n",
4920 " ax.text(x = lvi + 1, y = deaths_pc[c][lvi], s = c)\n",
4921 "plt.savefig('covid_deaths_per_capita_linear.png')"
4922 ]
4923 },
4924 {
4925 "cell_type": "code",
4926 "execution_count": 625,
4927 "metadata": {},
4928 "outputs": [
4929 {
4930 "data": {
4931 "image/png": 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\n",
4932 "text/plain": [
4933 "<Figure size 720x432 with 1 Axes>"
4934 ]
4935 },
4936 "metadata": {
4937 "needs_background": "light"
4938 },
4939 "output_type": "display_data"
4940 }
4941 ],
4942 "source": [
4943 "ax = deaths_pc.plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")\n",
4944 "for c in deaths_pc.columns:\n",
4945 " lvi = deaths_pc[c].last_valid_index()\n",
4946 " ax.text(x = lvi + 1, y = deaths_pc[c][lvi], s = c)"
4947 ]
4948 },
4949 {
4950 "cell_type": "code",
4951 "execution_count": 626,
4952 "metadata": {},
4953 "outputs": [
4954 {
4955 "data": {
4956 "text/plain": [
4957 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f4da4050>"
4958 ]
4959 },
4960 "execution_count": 626,
4961 "metadata": {},
4962 "output_type": "execute_result"
4963 },
4964 {
4965 "data": {
4966 "image/png": 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\n",
4967 "text/plain": [
4968 "<Figure size 720x432 with 1 Axes>"
4969 ]
4970 },
4971 "metadata": {
4972 "needs_background": "light"
4973 },
4974 "output_type": "display_data"
4975 }
4976 ],
4977 "source": [
4978 "deaths_pc[['UK', 'IE']].plot( figsize=(10, 6), title=\"Deaths per capita, linear\")"
4979 ]
4980 },
4981 {
4982 "cell_type": "code",
4983 "execution_count": 627,
4984 "metadata": {},
4985 "outputs": [
4986 {
4987 "data": {
4988 "text/plain": [
4989 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f4ca4910>"
4990 ]
4991 },
4992 "execution_count": 627,
4993 "metadata": {},
4994 "output_type": "execute_result"
4995 },
4996 {
4997 "data": {
4998 "image/png": 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\n",
4999 "text/plain": [
5000 "<Figure size 720x432 with 1 Axes>"
5001 ]
5002 },
5003 "metadata": {
5004 "needs_background": "light"
5005 },
5006 "output_type": "display_data"
5007 }
5008 ],
5009 "source": [
5010 "deaths_pc[['UK', 'IE']].plot(logy=True, figsize=(10, 6), title=\"Deaths per capita, log\")"
5011 ]
5012 },
5013 {
5014 "cell_type": "code",
5015 "execution_count": 628,
5016 "metadata": {},
5017 "outputs": [
5018 {
5019 "data": {
5020 "image/png": 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IDOk1E7a9Pi8l1SUUVxdTVFVEUXURxVXFFFUX+feriiiuLq4tK64q9idGnnIq3BVU+6pbfa4wVxjhrnAigiIIDwon3OX/xITEEOwIrpeABDuD632HOEP8H1fIyW1nCMHOYEKdofW2g53BtcedSKKcDo0GivR1SqyacejQIebOncv27dtry5566ikiIyPZvn07c+fO5cYbbyQ/P5+LL76Yhx56iLvvvrsLI5bOUFBWzZaMQjanF5J2vJickipyS6vJLfU/VdeUqBAXk4fG8u0LRnLG4BhS+keQHBdOWHDP+kVc6alslBgVVxWfTJiaSJqKq4spqS5ptt8TiU90cDQxITEMjxlORFCEP0mqkxyFBZ1MmiKCIvzlQeG122GuMCU3ItKllFidpqKiIi6//HIWLFigpKoXyimp4suD+Ww9WsiezBL2ZJVytND/1IgxMKJ/BANjQpmSHEv/yBD6R4YQHxlMQmRIzQRx/zICsWFBOBzdc/TJWktORQ4ZJRlkV2STW55LTkUOuRW55JTnkFuZS2FlIUVVRc2OHDmNszY5ig6JJj40npSYFGKCY+olTXXbxAT7t4OcmhgvIr1Dr1l5vSuUlpZy5ZVXcvvtt/Otb32rq8ORACir8rBufx6f7slh7f5c9ueUAf5VtkckRDBteD++PnAYk4fGMCkplsiQ7vlvE7fPTVFVEQWVBRRWFTb+riqgsLKQ7IpsMkoyah8xPsHlcJEQlkBCWAJDI4cyqf+kk4lQUCQxrnBiXOFEhycQE96fmJAYwl3hvebWpYhIe3XpbwVr7RJgybRp0+5vrt1Pl+xg57HigJ57/OBofjLvjNPq4/vf/z733Xcf3/ve9wIUlXQ0ay1ZxVUcL6ogq7iKrOJKMosrySryL365Ob2Qaq+P8GAnM1LiuGnaUGakxDFhSAxB3WxdJp/1kVeRR2ZZJpnlmRwrPcaegj2k5adxsPAgHtv0ZOyooChiQ2PpF9KPIZFDOGfQOSRHJZMUlURCeAKJIXHEWIM5shb2r4Dtq6AsF7zV4KmCuo+rh/eHG16BkRd2yjX3Sj4f7FoKx77y79d7G4Y9dVmj8oZlTbU71bHNnKfFc7fnPDRRFqjzNOzPnqKuifO2ql1r+ztVO9pxzOm0o5XtWuqvqWNOvA3bV2ffNrNvT13/7XXQfzS9Qff853Y3cap/fZ8ov+iii3j33Xf54Q9/SGJiYmeGJm2QXVzJmn25rNmXy7/35TZ6+s7lMAyIDmVAdAh3nTucC8YkMG14HMGurk+kytxlHC4+zJHiI/7vkiNkFB8mqyyTrIpcPLb+nK5EZzhjg2I5PzyFgbiItdDPZ4n1+ejn9RHrdRNUUQ0lZeDJB88Of7LkqTz5XbfP4EgYPhtGXw7OIHCFgDPYv+0Mhq/+Cn+7Hi58As77Pji6/mfWY3jdsO1NWPM7yN0DDhfUrp9T9/899d6E20xZnfJTHt9cn605/nTP39rjaVzWrvPX3W+irtl2tLJda/s7Rbu6b1wOdN+nbEf7Y613jKPmY04eX7vvaGG/QfvQWHqLHpFYne7IUnvFx8dTUFBQryw/P5+UlBQAbr31Vs477zyuuuoqVq5cSVRUVFeEKQ2UVXn44mAea/bmsWZfDnuySgHoFx7EuaP6M314HENiwxgYE8qA6FDiI4K7Zv6Ttbgri8jM282xwn0cKzrE0dKjHCvP5mhVPkeqi8i19ec0DfR4SXK7meL1MtDjYYDHy0CPl4FeDwM9XmJ9NQswBoVDUBi4QmuSoRD/tyvU/wmNrbNf97tmOygMBp8FQ8/2J1GnMvUueO8hWPEz2LsMgkKhMB1KjkNbli9o8ztL27HIY0efo739D5gAN/4Jxn8NNPFepMfrEYlVV4mMjGTQoEF88sknXHzxxeTn5/PRRx/x8MMPs3LlSgC++93vcvz4ca677jo++OADgoN771pC3dn+nFI+3Hacz/bk8tWRAjw+S4jLwdkpcdxwVhLnjurP+EHRHZ9Aed1Qmg2lmVCS6U8wSrKgLIei8mx2VWSxq7qINFvOLoePg0EufHX+FemwlgFeL4PdHmZbB8mOUIa7okgOiWNo+ADCIhIhrB+Ex0F4vD9BConyf4Ij/CNMwRGd9ws6OMJ/KzBpOnzxoj+mgRNhzBXgaut/C+34s2nznK42tu/o/odMhTGXt+M8ItJdKbFqwV/+8hceeOABfvCDHwDwk5/8hJEjR9Zr86tf/Yq7776b+fPn89prr+HQ7ZBOkVNSxT83pLNkyzF2ZZZgDEwcEsP9c0Ywe1R/zhrW7/RXGfd6oPgolGZBeR6U5/u/K/Lr7Of798tyoTwPiyXH6SQtOIi0kGB2BYewKzSEo07/as+EQKIJIzU4jovCBzA0fBBDopIZHDucAbEjCYocAGGxPWf0whiY+U3/R0SkjzO2zcPXgTdt2jS7YcOGemVpaWmkpqZ2UUSB01uuozvZlVnM/64+yLubj1Ht9TF1WD/mThrEVRMHMSA6tG2deT1QcgwKjzTxOQxFR+vPOTrBEVQ7alQWFsumkCC+cvrYSTVp7iLyveW1TYdFJTMuPpVxceMYHzeesXFjiQ+LP82fgoiIdBVjzEZr7bSm6jRiJd3Siaf39mWXsi+7hL3ZpezLLmV/Tim5pdWEBTm5ZfpQ7j53OCMSIlvfcfExOPApHN0ARzdC5nbwues0MBA1CGKTYehMmDTMvx01CMLjsGFxHPGWs634INvztrMlewtp+Wl43V5cHhcjY0cye8jZpMankhqXyti4sUQERQT85yMiIt2TEivpVjKLKnljQzr/2JBORsHJtZWia96Jd9G4RM4YHMO1Zw5u+t14Xrd/tCn/AFT7J61jLeTuhT0fwrFN/rLgSBg8Bc75NsSNgNiaBComyT+Bu0aFp4Kvsr5iU/Ymth/azrbcbRRX+5f+CHOFMT5+PPdOvJdpA6YxOWEy4UHhHfazERGR7k+JlXQL248W8eyKvSxPy8brs5w7Kp77Z49gdGIkowZENn5vnrX+23SZ22o+WyFrOxQcbvrWHcY/wfrin8DoyyAxtck5TB6fh505W/n8+Od8fvxzNmdvxu1z4zAORsWO4tJhlzKx/0Qm9J/AyNiRuBz6T0hERE7SbwXpUrszS/jvZXv4aEcm0aEuFswZwa3ThzIsvsHts/J8SP8S0r+ouYW3zT9h/IS4Ef7H1ifc4N/ul+KfAH5CRAJE9G90fmstB4sP8sXxL/j82Oesz1xPidv/XrtxceO4I/UOZg6ayZTEKRqNEhGRFimxkk5XUFbN0m3HeWfTUTYeLiAyxMVDF4/m3vNSiAkL8q9Enb3Ln0SdSKby9voPdrj8CVTqPP9j/QMnwYDx/uUGWsntc7M+cz0rjqxgVfoqssqzABgSOYTLhl/GzEEzOXvQ2cSFxnXE5YuISC+mxEo6ze7MEv742X6WbDmG22sZOyCKR68Yx62T+9GvYBt8+a4/icr4EiqL/AeFxcHQGXDm7f7vwVMguO0jR+XuctYeW8snRz7h04xPKakuIcwVxqzBs1g4ZCEzB81kaNTQAF+xiIj0NUqsmuF0Opk4cWLt/q233spjjz3G0qVL+fGPf4zP58PtdvPwww+zcOHCLoy0e9t5rJjf/GsXK3fnEB7s5IEzg7lpwFGGlKyEXV/Ap9tr3h0FJKT6V6AeOsP/iR/Z7sUTi6qKWJW+ik+OfMK6Y+uo9FYSExLDhUMv5OLki5k1eBahrjYuzyAiItIMJVbNCAsLY/PmzfXK3G43CxYs4MsvvyQpKYmqqioOHTrUNQF2c16f5ZXVB3j6411MDTnKP0fvZmr5apw7dsMOICgCkqbB7B/6k6ikqf5Vxdup0lPJlpwtbMjawPrM9WzO3ozXekkMT+S60ddxcfLFTB0wVRPORUSkw3TpbxhjzDxg3qhRo7oyjDYpKSnB4/EQH+9f4DEkJISxY8d2cVTdz6HcMn73z38x7Oj7rA7/nIHuDMhwQPIsmH43DDsXEseD8/T+Cnp8Hj4//jlL9i9hxZEVVHorcRgHY/uN5a4z7uKSYZdwRvwZp3yhtoiISCB1aWJlrV0CLJk2bdr9zTb88DH/U2CBNHAiXPnLZptUVFRw5pln1u4//vjj3HLLLVxzzTUMGzaMiy++mLlz53LbbbfpNTZAVnEln2xMo/irN5hatIxnHHsgCOzgc2HiD2HcXIhMOO3zWGvZlb+LpQeW8sHBD8ityCU6OJp5I+dxwdALmJI4hahgvRBbREQ6n+6JNKOpW4EAr7zyCtu2bWP58uU8/fTTLFu2jFdffbXzA+xi1lr+vS+PFbuyOb77c+YWvcaNjo0EGy/5kSMonvIE0dNvw8QGZlL48dLjvH/wfZbuX8r+ov24HC5mD5nNNSOvYU7SHIKdegG2iIh0Lb0rsBmRkZGUlpY22yY3N5eUlBRKSkqarO8O19ERisrd/OidbRzZ9m++G/Q2Fzs2UuWKpPyM2+k3c75/RDAAt9+Kq4tZfng5S/YvYUOW/+/IlMQpzB0xl8uHX05MSMxpn0NERKQt9K7AACotLWXDhg1ccMEFAGzevJlhw4Z1bVCdbPOm9axf+grfda9mdMhRbGgMzPwRITMWElJ3Uc528lkfa46u4d1977IqfRXVvmqGRw/ngTMf4OoRV2tZBBER6baUWDWj4RyrK664gieeeIJf//rXLFy4kLCwMCIiIvrGbUCvm4qt75D9ybOcWbqFSRjKB02Hs76LmXwLhJ7+yFFRVRHv7HuH13e9TkZpBnGhcdw45kbmjpjLhP4TNAFdRES6PSVWzfB6m3rnHHzwwQedHEkXytqJ3fpPqjb+jbDKHLCJfDTk28y5/ltE9k8OyCn2FOzhtV2v8f6B96nwVDAlcQoPn/UwFw+7mCBHUEDOISIi0hmUWEljVSWwaRFs+htkbcOHg397J7Mq+ttcf/OdXDEs/rRPUeGpYPnh5Szeu5gNWRsIcYZwVcpV3DbuNlLje9+cNBER6RuUWMlJhUfgiz/CV3+BqmIqEibzSvD9/KXkLOZfMp0nLxhJkPP0lpU4VHSIv+z8Cx8e/JBSdylDIofwvanf4/pR1xMbevrzs0RERLqSEiuB4mPw2W/8CZW12DO+xsdRN/DQagfRYUE8c98Uzhl5eqNU6SXpvLjlRZYeWEqwI5jLhl/G10Z9jakDpuIwWgNMRER6ByVWfVllMXz6K1j/Cvi8cNad5E55gP/4OI+VG3I4d1Q/fn/LFBKiQtp9ipLqEp7f/Dz/2PUPnA4n81Pnc/eEu4kPO/3biSIiIt2NEqu+yFrYsRg++hGUZsGZt8P5j/BBRgg/+t9tVFR7eWreeL5xznAcjvY9iWetZemBpfx2w2/Jr8znxjE38s3J3yQxPDHAFyMiItJ9KLHqa/L2wwc/hP0rYNCZcNtr2MFTePHTA/zqo6+YPDSW3908mZEJke0+xaGiQ/x03U/ZkLWBif0n8vwlz3NG/BkBvAgREZHuSYlVMyIjI1m3bh3z588H4MiRI8TExBATE0P//v1Zvnx5F0fYBu5K+PfvYfXvwBUCV/4Gpt+LDwf/35KdvLr2EPMmD+bpmyYR4nK27xReN3/e8Wf+uOWPhDhDePKcJ7lh9A2aQyUiIn2GEqsWTJw4sfZ9gXfddRdz587lxhtv7OKo2sBa2LccPnwU8vfDhBvg8v+CqIEUlbt5/O3NfLAtk3vPS+GJq1Lbfetva85Wnlr3FHsL9nLpsEt5/OzHSQg//Rcui4iI9CRKrHqzrJ3w8RP+237xo2D+2zDyIv/8py3H+OmSnRSUV/PEVancP2dEu05R7i7n2U3PsihtEQnhCTxz4TNcmHxhgC9ERESkZ+gRidWvvvwVu/J3BbTPcXHjePTsRwPaZ7dRWQwrfuZ/2i8kGq74JUy7F1zBZBSU8+N3trNydw4Th8Tw6t3TmTCkfa+j2ZG7g++v+j7Hy45z89ib+e5Z3yUyuP1zs0RERHq6HpFYSStZC2lL4MNHoCQTzr4fLngcwuPweH28uvoAv/14D8bAk3PHc+es4Tjbeetvyf4l/HTdT4kLjeP/rvw/piROCfDFiIiI9Dw9IrHqtSNLgVRVAu8+CDvfgQET4ZZFkDQVgH3ZpXzvH5vZdrSIi8Yl8rOvTe/bVhgAACAASURBVGBIbFi7TuP1efn9V7/n1R2vMnXAVH53we+IC40L5JWIiIj0WD0isZIW5O2H12+H3L1w8ZMw6yFw+l9evGZvLt9atJFgp4Pnbz+LqyYOxJj2jVIVVRXxyGePsPbYWm4deyuPnP2IXpIsIiJShxKrnm7fcnjzHjAOmL8YRlxQW7Xoi8M8+e4ORidG8sqd00jqF97+0xTs46GVD3G87DhPnfMUN4y54fRjFxER6WU6JLEyxkQAnwE/sdYu7YhzdIbS0tJ6+6+++mrXBHIqO96GN++FxFS4dRH0G15b9ewne/ntsj1cMDaBZ2+bQlRo+0eWVhxZweOrHyfMFcafL/8zZyaeGYDgRUREep9WrdxojPmTMSbbGLO9QfkVxpjdxph9xpjH6lQ9CvwzkIFKAzvf9SdVSdPhno/qJVUfbT/Ob5ft4fopQ3jlG9PanVT5rI//2fI/PLzyYUbEjOD1ua8rqRIREWlGa0esXgWeA/5yosAY4wSeBy4FMoD1xpj3gMHATiA0oJHKSTvf89/+S5oGX38TQqJqq3ZlFvP9f25hSnIsv7hhIi5n+1Y9L3OX8cSaJ/jkyCdcM/IanjznSUKc7X8Zs4iISF/QqsTKWvuZMWZ4g+KzgX3W2gMAxpjXgWuBSCACGA9UGGM+sNb6AhZxX7dvObx5Nww+C+6on1QVllez4C8biQxx8eLXp7b71TSl1aUsWLaAHXk7eGT6I3w99evtnvAuIiLSl5zOHKshQHqd/QxghrX2QQBjzF1A7qmSKmPMAmABQHJycpMnsNb26F/o1trAdnhsM/zzTkhI9Y9UhUbXVvl8lu+8tonMokr+sXAmA6LbN2BY7i7ngU8eIC0vjf++4L+5KPmiQEUvIiLS653O23GbynhqMwlr7avNTVy31r5krZ1mrZ2WkND4nXKhoaHk5eUFPjnpJNZa8vLyCA0N0B3RgsPw95shrB/c8QaE1l8t/eXVB1i9N5enrjmDKcn92nWKam813135XTbnbOYXs3+hpEpERKSNTmfEKgMYWmc/CTh2euHU6SwpiYyMDHJycgLVZacLDQ0lKSnp9Dsqz4e/3QCeSvjGexA9qF71lvRCfvOv3Vw5YSC3nT30FJ00z2d9PPrZo6w7vo6fnfszrki54vTjFhER6WNOJ7FaD4w2xqQAR4FbgdsDEhUQFBRESkpKoLrrudwV8NptUHgYvvEuJI6rV11a5eGh1zeRGBXCL6+f1O5bpy9tfYnlR5bzH9P+g6+N+logIhcREelzWrvcwmvAOmCsMSbDGHOvtdYDPAj8C0gD/mmt3dGWkxtj5hljXioqKmpr3H2DzwuL74f0L+D6l2DYrEZNnnx3O+n55fz+1inEhLdvWYXPMj7jhc0vMHfEXOaPn3+6UYuIiPRZpjvMYZo2bZrdsGFDV4fRvVgLHz0GX7wIl/8Czvl2oybvbz3OA3//iocuHs33Lx3TrtOkF6dzy/u3MDhiMH+96q+Eudr3DkEREZG+whiz0Vo7ram605m8Lh3p8//xJ1UzH2gyqcouruSJd7YxOSmG71w0ql2nKKoq4uFVD2Mw/PeF/62kSkRE5DTpXYHd0f4V8PETkDoPLvt5o2prLY+8tZVKt5ff3XImQe1YBDS3IpcFyxZwqOgQz130HEOj2jfpXURERE7q0hErzbFqQv4BeONu/1pVX3sRHI3/iBZ9cYRVu3N4/MpURiZEtvkUmWWZ3P3R3WSUZPDcxc8xa0jjuVsiIiLSdl2aWFlrl1hrF8TExLTcuC+oKoXX7wBj/C9VDmmcNGUUlPP/3k9j9uj+zJ85rM2nOF56nLs+uovcilxevORFZg1WUiUiIhIouhXYXVgL734bcnbB1xdDXNNLTfz6o91YLL+6YRIOR9uWVsiryGPBsgUUVxXzymWvcEb/MwIRuYiIiNTQ5PXu4os/ws534ZKnYOSFTTbZdKSA97Yc4/7ZIxgc27aJ5qXVpXxr+bfILMvk+UueV1IlIiLSATRi1R1kbISP/xPGXAmzHmqyibWWn7+fRkJUCN88f2Sbuq/0VPKdFd9hb8Fe/nDRH5iSOCUQUYuIiEgDmrze1SoK4I27IGoQfO0F//yqJny4PZONhwv4waVjiAhpfT5sreVnn/+MjVkb+fl5P2dO0pwABS4iIiINafJ6V7IW3nkASo7DTa9CeFyTzao8Xn7xYRrjBkZx07S2LYvw1t63eG//e3xz8je5esTVAQhaRERETkVzrLrStjdg9/twyU8gaWqTTay1/OTdHaTnV/Cjq1JxtmHC+s68nfzii18wa/AsFk5aGKioRURE5BSUWHWVslz48FEYMg1mNl5ZHfxJ1U+X7OT19ek8eOEo5oxJaHX3RVVFfH/V9+kX2o9fzv4lToczUJGLiIjIKWjyelf56DGoKoFrn4Mmkh5rLb/+125eXXuIe89L4QeXtf5dgB6fh8dWP0ZWeRavXvEq/UL7BTJyEREROQVNXu8Ke/7lvw04+weQmNpkkz9+doD/WbWf22ck859Xp2JOMam9Kb9Z/xvWHF3DEzOeYHLC5EBFLSIiIi3Q5PXOVlUKS78PCeNg9vebbLJ8Zxa/+mgXV08axM+vndCmpGpR2iL+vuvv3Dn+Tm4cc2OgohYREZFW0K3Azrb2GSjOgHs+BldIo+o9WSU8/PomJgyO4ekbJ7dpdfXPMj7j1+t/zYVDL+R7U78XyKhFRESkFTR5vTMVHYV/PwNnXA/JMxpVF5RVc9//bSA8xMXL35hGWHDrJ5xnlmXy2OrHGNtvrCari4iIdBGNWHWmFT8H6/Uvr9CEH7yxhcziSv6xYCYDY0Jb3a3P+vjPNf+Jx+fh6fOfJjwoPFARi4iISBtoxKqzHNsMW16DGd+EfsMbVa/cnc2KXdk8cvlYpiS37Sm+v+78K19kfsGj0x8lOTo5QAGLiIhIWymx6gzW+t8FGB7nfxKwAbfXx8+X7mRE/wi+cc7wNnW9O383f/jqD1w49EKuH319gAIWERGR9tByC51h78dwaDVc8DiExTaq/tvnh9mfU8YTV6cS7Gr9H4nX5+VHa35EdHA0T816qk1PD4qIiEjgabmFjmatf25Vv+Ew9a5G1QVl1fx++V5mj+7PReMS29T1R4c+Yk/BHh6f8ThxoU2/Z1BEREQ6j24FdrRdSyFzK5z/GDiDGlX/fvkeSqs8/Hju+DaNOHl9Xl7a+hKjYkdx6bBLAxmxiIiItJMSq47k88HK/4L4UTDxpkbV6fnlLPriCLedPZQxA6La1PWyI8s4UHSAhZMX4jD6YxQREekOtNxCR9r5NmTvhBv+F5yNf9TPr9yHw2H4zkWj29Stz/r445Y/MiJmBJcma7RKRESku9BQR0fxeWHVLyEhFc64rlF1en45b27M4PazkxkQ3fo1qwBWHFnBvsJ9LJi0QAuBioiIdCMaseoo296E3D1w0/9BE8nPC6v24TCGb54/sk3dWmt5ccuLDI8ezhXDrwhUtCIiIhIAGrHqCF4PfPpLGDARUq9pVJ2eX84bGzK47eyhbVphHeCTI5+wu2A390+6X6NVIiIi3YzWseoIW1+H/ANw4Y/A0fhH/MKq/f7RqgvaNlrl9Xl5dtOzpMSkcFXKVYGKVkRERAJE61gFmqcaPv0VDJ4CY69sVH2ssII3N6Zz69lDGRQT1qaulx5YyoGiA3xnyndwOXQXV0REpLvRrcBA2/w3KDwCFz4BTaxL9crqg1gLC9s4t6raW80Lm19gfPx4Lkm+JFDRioiISAApsQokTxV89jQknQ2jGic/heXVvL7+CNdMHsyQ2LaNVr25502OlR3j4SkP69U1IiIi3ZTuJwXSV3+B4qNw7fNNjlb9dd1hyqu9LDh/RJu6LXeX89LWl5g2YBrnDD4nUNGKiIhIgGnEKlCshS/+6B+tGnFBo+pKt5dX1x7iwrEJjBsY3aauX9r6EnmVeTx8lkarREREujMlVoFy9CvI2wtnzW9ytOqNDenklVW3ed2qHXk7eHXHq1w36jrOTDwzUNGKiIhIB1BiFShbXgNXKIy/tlGVx+vjpdUHmJIcy9kpca3u0u118+N//5j40Hh+OP2HgYxWREREOoASq0DwVMP2t2Dc1RDaeOmI5WlZpOdXsHDOyDbdynt528vsLdjLk+c8SXRw224fioiISOdTYhUI+5ZBRT5MurXJ6jc3HiUxKoRLxw9odZe783fz8taXuXrE1Zw/9PxARSoiIiIdSCuvB8KW1yAiAUZe1Kgqv6yaVbuz+dqUITgdrR+t+s2G3xAVHMWj0x8NZKQiIiLSgbTy+ukqz4c9/4KJN4Oz8eoVS7Ycw+OzXDdlSKu7XJ+5ni+Of8F9E++jX2i/QEYrIiIiHUi3Ak/XjrfBWw2Tm74NuPirDFIHRZM6qHVzpKy1PLfpORLDErl57M2BjFREREQ6mBKr07XlNUgcDwMnNqral13Klowirm/DaNW64+v4Kvsr7pt0H6Gu0EBGKiIiIh1MidXpyNwGGethytebXLvq7U0ZOAxce+bgVnV3YrRqYMRAbhh9Q6CjFRERkQ6mxOp0fPkyuMLgzNsbVfl8lnc2HWP26AQSo1s38vRZxmdsy93GwkkLCXYGBzpaERER6WBKrNqrogC2vQGTboKwxhPMvziYz9HCCq4/q3W3AT0+D3/Y9AeGRA7h2lGNFxkVERGR7k+JVXtt/ju4y2H6/U1W/9/aQ0SFurhs/MBWdffP3f9kb8FefjDtBwQ5ggIZqYiIiHQSJVbt4fPB+ldg6AwYNKlR9a7MYj7akcnd56YQFuxssbu8ijye2/wcMwfN5JLkSzoiYhEREekESqza48AKyD9wytGqZz/ZR2SIi3vOHd6q7p7Z9AwV7goen/F4m155IyIiIt2LEqv2+PIV/0rr469pVLUnq4QPth/nzlnDiA1veQL6tpxtLN67mPnj5zMiZkRHRCsiIiKdRIlVWxVlwJ6P4Kw7wRXSqPq5FfsIC3Jy33ktJ0nWWn7x5S9ICEtg4eSFHRGtiIiIdCIlVm215XXA+teuamBfdilLth7jG+cMp19Ey6NVK9NXsi13Gw+d9RARQREdEKyIiIh0JiVWbWGtf6X1YedCXEqj6hdW7SPU5eS+2Y3rGvJZHy9sfoFh0cOYO2JuR0QrIiIinUyJVVtkbIC8fTD5tkZV2cWVLNlyjFumD6V/ZONbhA2tOLKC3QW7WThpIS5H45c3i4iISM/TpYmVMWaeMealoqKirgyj9TYv8q+0Pr7xAp5//fwwHp/l7lY8CeizPl7Y8gLDo4dzVcpVHRCoiIiIdIUuTaystUustQtiYmK6MozWcVfCjsWQOg9Co+tVVbq9LPriCJekDmBYfMtzpZYdXsbegr18c/I3cTpaXudKREREegbdCmyt3R9AZVGT7wV8Z9NR8suquefc1s2tenHLi4yIGcEVw6/oiEhFRESkiyixaq3Nf4foIZAyp16xtZY//fsg4wdFM3NEXIvdfH7sc/YV7uP+SfdrtEpERKSXUWLVGiWZsP8TmHQLNEiGVu/NZU9WKfeel9KqVdPf2vsWsSGxXDbsso6KVkRERLqIEqvW2PE2WB9MvrVR1curD9A/MoS5kwe12E1BZQEr0lcwd8Rcgp0tr3MlIiIiPYsSq9bYvhgGTICEsfWKP9h2nNV7c1kwJ4UQV8u39ZYeWIrH5+G60dd1VKQiIiLShZRYtaQwHTK+hAnX1ysuKKvmyXe3M2FIdKsmrVtrWbx3MRP7T2RMvzEdFa2IiIh0ISVWLdnxtv/7jPqJ1f+3dCeF5W5+fcNkXM6Wf4zbc7ezr3CfRqtERER6MSVWLdn+FgyeUu8VNit2ZfH2pqN8+4KRjB8c3czBJy3et5gwVxhXDr+yoyIVERGRLqbEqjl5++H45nqjVZVuL0+8vZ0xAyJ54KJRreqm3F3Ohwc/5NJhlxIZHNlR0YqIiEgXU2LVnNrbgCdv3324/TjHiyr58dzxrZqwDvCXnX+hzF3GDaNv6IgoRUREpJtQYtWcHW9D0tkQO7S26LUv0xkeH865I/u3rou8Hfxxyx+5KuUqzhpwVkdFKiIiIt2AEqtTydkDWdthwslRpn3ZpXx5MJ9bz07G4Wh5MdBKTyWPr36cuLA4fjTjRx0ZrYiIiHQDrq4OoNva+Q5gYPy1tUWvf3mEIKfhxqlJreriD1/9gYNFB3np0peICekBL5oWERGR06IRq1NJWwJDz4Zo/4rqlW4vb32VwWXjB9I/MqTFw9dnrudvaX/jjtQ7OGfwOR0drYiIiHQDSqyaUnAYMrfCuLm1Rf/akUlBuZvbzk5uVRevbHuFAeED+O5Z3+2oKEVERKSbUWLVlF3v+7/HXV1b9NqXR0iOC2fWyPgWD88oyWDtsbXcMOYGQl2hHRWliIiIdDNKrJqyaykkjof4kQAczC3j8wP53Hr20FZNWl+8dzEO4+D6Ude32FZERER6DyVWDZXlwpF19W4DfrDtOADXTRnS4uFun5u3973NnKQ5DIgY0GFhioiISPejxKqh3R+A9UHqycTq451ZTB4ay6CYsBYP/zT9U3IrcrlpzE0dGaWIiIh0QwFPrIwxqcaYF40xbxpjvhXo/jtc2lKISYaBkwDILKpkS3ohl41v3ejTm3veZGDEQM4dfG5HRikiIiLdUKsSK2PMn4wx2caY7Q3KrzDG7DbG7DPGPAZgrU2z1n4TuBmYFviQO1BVCRxY5R+tMv65VMt2ZgJw+RktJ1YnJq1fP/p6nI7Wve5GREREeo/Wjli9ClxRt8AY4wSeB64ExgO3GWPG19RdA6wBPglYpJ1h33LwVtWbX/XxzixGJEQwKjGqxcMX712MMYbrRl3XYlsRERHpfVqVWFlrPwPyGxSfDeyz1h6w1lYDrwPX1rR/z1o7C7gjkMF2uLQlEB4PyTMBKCp3s25/HpeNH9jioVXeKt7a+xZzkuYwMKLl9iIiItL7nM4rbYYA6XX2M4AZxpgLgOuBEOCDUx1sjFkALABITm7dopsdyl0Buz+CiTdCzW28lbuz8fhsq24DfnTwI/Ir87kjtWflkiIiIhI4p5NYNbWgk7XWrgJWtXSwtfYl4CWAadOm2dOIIzD2fQLuMjjja7VFH+/MJDEqhMlJsc0eaq1lUdoiRsWOYsbAGR0dqYiIiHRTp/NUYAYwtM5+EnDs9MLpQjvfgbA4GD4H8L8bcNXuHC4dP6DFRUE352wmLT+N21Nvx5iWFxAVERGR3ul0Eqv1wGhjTIoxJhi4FXivLR0YY+YZY14qKio6jTACwF3pvw2YOhec/kG8f+/Lpbzay+VntDxfalHaIqKDo7k65eoW24qIiEjv1drlFl4D1gFjjTEZxph7rbUe4EHgX0Aa8E9r7Y62nNxau8RauyAmJqatcQfW/k+gugTGn7wNuHjTUWLDg5g5ovl3A2aWZbL88HJuGH0D4UHhHR2piIiIdGOtmmNlrb3tFOUf0MwE9R5j57sQ1g9S/LcBC8qqWbYjiztmJhPsaj73/Mfuf2Cx3DLuls6IVERERLoxvdLGUwW7P4RxV4MzCIC3Nx2l2uvjlulDmz3U6/OyeO9iLki6gCGRLb9HUERERHo3JVb7V0BVMYz3L+ppreWfG9KZnBTDuIHRzR76VfZX5Ffmc/UIza0SERGRLk6susXk9R3vQGgsjDgfgK0ZRezKLOHmFkarAD4+9DGhzlDOG3JeR0cpIiIiPUCXJlZdPnndXQG73ve/wqbmNuA/NqQTGuRg3uTBzR7qsz6WH1nO7KTZmrQuIiIiQF+/FbjnI//TgJNuAqCi2suSzce4asIgokODmj10c/ZmcityuXTYpZ0RqYiIiPQAfTux2voGRA6E4bMB+HD7cUqqPK26Dbjs8DKCHcHMSZrT0VGKiIhID9F351iV58Pej+u9G3DJlmMMjQtjRkpcs4f6rI9lh5cxa8gsIoIiOiNaERER6QH67hyrne+Czw0T/bcBK91e1h3I4+JxA1p8Lc323O1klWdx2bDLOiNSERER6SH67q3AbW9A/zEwaDIAGw4VUOn2MWdM/xYPXXZ4GS6Hi/OHnt/RUYqIiEgP0jcTq8J0OPxvmHgz1IxOfbonm2Cno8VX2FhrWXZ4GTMHzSQ6uPl1rkRERKRv6ZuJ1fY3/d8Tb6wt+mxPLtNT+hEe3PxbfvYW7uVo6VEuSb6kIyMUERGRHqjvJVbW+p8GHDoD4lIAOF5Uwe6sEs4fk9Di4aszVgMwO2l2h4YpIiIiPU/feyrwyOeQvQMm31pbtHpPLgBzWpNYHV3NuLhxJIYndliIIiIi0jP1vacC1z0HYXEw6WRi9emeHAZEhzB2QFSzh5ZUl7A5e7NeYSMiIiJN6lu3AvP2+19hM/1eCPa/hsbj9bFmXy5zRie0uMzCumPr8Fovs4foNqCIiIg01rcSq89f8L8TcPr9tUVbMoooqnC3+jZgVHAUkxImdWSUIiIi0kP1ncSqPB82LYJJN0PUgNriz/bk4DBw3qjm16+y1rLm6BrOHXwuLkfzTw6KiIhI39R3EqsN/wueCjjnwXrFn+3NYVJSLP0igps9fFf+LnIrcjW/SkRERE6pbyRWnir48mUYdQkkptYWF1e62ZJeyOzRLa+2vvqof5mFc4ec22FhioiISM/WN5ZbOPI5lGbBtHvrFX95IB+fhVkjW06s1hxdwxnxZ9A/rOW2IiIi0jf1jeUWjm/xfw89u17x2v15hLgcTEmObfbwoqoituRs0W1AERERaVbfuBWYuRWiBkNE/dGmtftzmTa8H6FBzmYPX3FkBT7r4/wkvXRZRERETq1vJFbHt8Kg+ksk5JZWsSuzpFW3Ad/d/y7Do4czof+EjopQREREeoHen1hVl0PeXhhYP7Fatz8PgFkj45s9PL0knY1ZG7lm5DUtLiAqIiIifVvvT6yyd4L1NRqxWrs/j6gQFxOHND+/a8n+JRgM80bO68goRUREpBfo/YnViYnrjUascpkxIg6X89Q/Ap/18d7+95g5aCYDIwZ2ZJQiIiLSC/T+xCpzK4TGQmxybdHRwgoO5ZW3OL9qY9ZGjpYe5ZpR13R0lCIiItIL9P51rI5vhYEToc78qLX7cgGYNar5+VXv7nuXiKAILk6+uOPiExERkV6jd69j5fX451gNmlyveO3+POIjghk7IOqUh5a7y/n48MdcPvxywlxhHROfiIiI9Cq9+1Zg7h7wVNabX2WtZe3+XM4ZGd/sU34r0ldQ4ang2pHXdkakIiIi0gv07sQqc6v/u84TgRsOF5BVXMWFYxObPXRT1iYigyI5M/HMjoxQREREepHenVgd3wquUIgfXVv0xoZ0IoKdXDmx+af80vLTSI1PxWF6949IREREAqd3Zw2ZW2HAGeB0AVBe7eH9rce5etIgwoNdpzzM7XOzO383qXGpnRWpiIiI9AK9N7Gy1p9Y1Zlf9cG2TMqqvdw0bWizhx4sOki1r5rx8eM7OkoRERHpRXpvYlV4GCqL6s2vemNDOsPjw5k2rF+zh6blpQGQGq8RKxEREWm93ptY7Xrf/z3Qv9TCkbxyvjiYz41Tk1p859/OvJ2EucIYFjWso6MUERGRXuTUE416Kq8HPnkK1j4LybNqR6ze/CoDY+D6s5Ja7CItP41xceNwOpwdHKyIiIj0Jr1r5fXyfFh0gz+pmn4ffONdcAbh81ne2pjBeaP6Mzi2+cU+vT4vu/J3aeK6iIiItFnvWnl99W/h0Bq49nm4+rfgCgbg7U1HOVpYwc0tTFoHOFxymApPhSaui4iISJv1rjlWefsgMRWmfL22KLu4kp8u2cG0Yf24euKgFrvQxHURERFpr96VWBWmQ8zJUSlrLT96extVHh+/vnESDkfzk9bBn1iFOEMYETOiIyMVERGRXqh3JVZFGRBzcnL6u5uPsTwtm/+4fCwjEiJb1UVafhpj+o3B5eh98/pFRESkY/WexKqyCKqKahOr7JJKfvLeDs5KjuXuc1Na1YW1lrS8NE1cFxERkXbpPYlV0VH/d01itejzI5RUuvn1jZNxtuIWIEBGaQYl7hLNrxIREZF26UWJVYb/OyYZay1Ltx5jRko8oxJbdwsQ/AuDAnoiUERERNqlFyVWR/zfMUnsyixhf04ZV09q+SnAunbm7cTlcDEqdlQHBCgiIiK9XS9KrDLAEQSRA1i69RhOh+HKCQNbfXiFp4Il+5cwNXEqwc7gDgxUREREeqvelVhFD8Yaw/tbjzNrZDzxkSGtPvzvaX8npyKHB6Y80IFBioiISG/WuxKrmKHsOFbMobzyVi0GekJxdTF/2v4n5iTNYUrilA4MUkRERHqz3pNYFaZD7FCWbD2Gy2G4/IzW3wZ8dfurFFcX89CUhzowQBEREentekdi5fVAyTFs9BDe33qcc0f1p19E6+ZJ5Vbk8re0v3FlypWMjRvbwYGKiIhIb9Y7EquS42B9pPv6k1FQwdw2PA348taXcXvdPHjmgx0YoIiIiPQFXZpYGWPmGWNeKioqOr2OatawWpUZTJDTcFkrbwO6vW7e2/8eV424iuTo5NOLQURERPq8Lk2srLVLrLULYmJiTq+jonQAXtttuWbyEGLCglp12PrM9ZS6S7ls2GWnd34RERERoHe8abgmsTri7ccLF7V+cc8V6SsIc4UxY9CMjopMRERE+pBekVhV5h6mwkZx6eQRpPSPaNUx1lpWpq/k3MHnEuoK7eAIRUREpC/oFYnV0cN7qbDxPNiG0aqdeTvJLs/mwuQLOzAyERER6Ut6/FOBheXV+AqO4I0awqjEqFYftyJ9BU7jZM6QOR0YnYiIiPQlPT6x+tPqAwwil+SUMW06bmX6SqYkTiE2NLaDIhMREZG+pkcnVtZaPt60l0hTSb/BI1t9XHpJOnsL9nJR8kUdGJ2IiIj0NT06sTqSX167hhUxSa0+buWRlQBcOFTzq0RERCRwenRitWZfLkNMjn8nYdNEewAAFyJJREFUZmirj1uZvpLR/UaTFNX6ZExERESkJT06sfr3vlxSw4v9O60csSquLmZT9iYuSLqg4wITERGRPqnHJlY+n2Xt/jymxpSCMxgiElt13JfHv+T/b+/eg+MqzzuOfx/JsuWr5CuyLkEY2zi+YbBxDcbcCYZczEwphqQpoTRMMrlA27SFkHaamTYNaUgaJjSJEyi0yUAC5EKIIQQwpkQ2vmHZ8hVhgyXLQrKQZPBVlp7+scfNRkj2kbWrc3b395nRaM97znv2efWuVo/O++57Or2TReWL0hyhiIiI5JqMTay27jtA26EOphS2w6gyyAvXlKqGKkYUjGDmuJlpjlBERERyTcYmVq/U7mc0B5jYth7GTApVx92paqhifsl8CvLC3U9QREREJKyMTayqXm/iByN+SP6RVrjyH0PVqXu3jr3v7eWi0ovSHJ2IiIjkooy8pc2Rjk7Ofeth5uevhw/fB6XnhapX1VAFwIWlF6YzPBEREclRGXnFqnbNs9yZ91Pe/sCHYd5toetVNVRRNqKMipHhl2YQERERCSvzEquuLipW/g1vUcLwGx4As1DVOro6WNO4hotKL8JC1hERERHpi8xLrPbvoOhYI88WLWXEqNGhq21u3szBjoOaXyUiIiJpk3GJ1eHalwEYMvnSPtWraqgiz/KYP3F+OsISERERybzJ6+3bVtLmY5gxY3af6q1qWMWscbMYNXhUmiITERGRXJeWK1Zmdr2Z/dDMfmVmH0rZid0Z1vgq63wa550Zfhiw/Wg7NS01+jSgiIiIpFXoxMrMHjKzJjOr6Va+2Mx2mFmtmd0F4O6/dPdPA58ClqYs2tbdjOrYT/OYuQwZlB+6WlVDFV3excLShSkLRURERKS7vlyxehhYnFxgZvnAA8C1wHTgZjObnnTIV4L9KfHezmB+1dl9u8/firoVjCkcw6xxs1IVioiIiMj7hE6s3P1l4J1uxfOBWnff5e7HgMeAJZZwL/CMu29IVbBt216ixUcybda80HU6ujp4pf4VLim/hPy88Fe5RERERPqqv3OsyoC6pO36oOwLwFXADWb2mZ4qmtntZrbOzNY1NzeHerJh+15lA9OYXRF+ftWGtzfwbse7XFZxWeg6IiIiIqejv58K7GmlTXf3+4H7T1bR3ZcBywDmzZvnp3ym9r2MOdZA0+glFOSHzwdfqnuJwXmDuXCiJq6LiIhIevX3ilU9kHx/mHKgoZ/n7FH7jpUAFE6+OHQdd2dF3QoWlC5gWMGwdIQlIiIi8v/6m1itBaaY2VlmNhi4CXgqbGUz+6iZLWtvbz/lsa1bX+KAD2XK7PBXnmrbatn73l4NA4qIiMiA6MtyC48Cq4BzzKzezG5z9+PA54HfAtuAn7n7lrDndPdfu/vtRUVFpzx26L7VbLRpzCgfE/b0rKxPXOW6tLxvq7SLiIiInI7Qc6zc/eZeypcDy1MWUU8OtnDG0bd4ZfTV5OeFv4HyiroVzBw7kwnDJqQxOBEREZGEjLhXYNMbrwEwrHJu6Dr7D+9nc/NmDQOKiIjIgMmIxGpz9ToA5swJv37V7/f+Hse5tELDgCIiIjIwIk2swkxe7+pymt+s4agNYWLF5NDn3tS8iREFI5g6emoqQhURERE5pUgTqzCT11fvbmHCsTqOjKyEvPDhbmnZwvSx08mzjLgoJyIiIlkg9lnH4+vqmZy/jxFlHwxd51jnMXa07mDGuBlpjExERETkj8U6sTpwpIPna/ZQTjP548MP6e1s3cnxruPMGKvESkRERAZOrOdYPV29jzOO7yOPLhg3JfR5t+xPLKU1c9zMlMQpIiIiEkas51g9vr6ORaNbExtjw09cr2mpoXhIMaXDS1MRpoiIiEgosR0KrG16l9f2tHFtyXuJgj4kVltatjBj3AzMwi8mKiIiItJfsU2sVu7cD8DMwiYYUQKFo0LVO9RxiDfa3mDmWA0DioiIyMCKbWK1sa6NiUWFDDuwq0/zq7a/s50u79LEdRERERlwMU6sWplTXgT7X+/zMCBo4rqIiIgMvFh+KrDlvaPUvXOYBSXAkbY+XbGq2V/DhGETGD9sfIqjFRERETm5WH4qcGNdGwDzRiTmWTE2fGK1tWWrhgFFREQkErEcCqyuayPPYHJ+Y6JgXLihwAPHDvDmgTc1DCgiIiKRiGVi9VpdG1PPGMmQtjcgfzAUnxmq3taWrQC6YiUiIiKRiF1i1dXlVNe1cd4HiqGlFsZMgrz8UHVPrLiuxEpERESiELvEanfLQQ4cOc6ciuI+fyJwU/MmKkZWUFxYnMYIRURERHoWu8Rq457ExPU5pSOgdXfoTwS6O9XN1Zw7/tx0hiciIiLSq9gtt7Cxro3hg/OZPLgFuo6H/kTg3vf20nKkRYmViIiIRCZ2yy1srGtjdnkx+ft3JApCXrGqbq4GUGIlIiIikYnVUOCRjk627TvAnA8UwxsvQsFwKJkdqm51czVDBw1lyujwa16JiIiIpFKsEqstDQc43uWJW9ns/C2cfTkUFIaqu7FpI7PGzWJQ3qA0RykiIiLSs1glVidWXL+gcC8cqIepi0PVO9RxiJ2tOzUMKCIiIpGKVWK1YU8rpUWFjNn7ImAw9ZpQ9ba0bKHTO5kzYU56AxQRERE5iVglVq+91cr5Z46GHc9A2VwYMSFUvRMT12ePCzcfS0RERCQdYpNY7Ws/TEP7ES4uOQ4NG+CccMOAANVN1VSOqtTCoCIiIhKp2KxjteGtxPyqhV3rEztDzq86sTDo7PG6WiUiIiLRis06VuvfaqWwII+yppUwqhzOmBnqHHXv1tF6tFXzq0RERCRysRkK3LCnlbmlQ8nbvTIxDGgWqp4WBhUREZG4iEVi5Q5bGtpZUvwGdByCqdeGrlvdXM3wguGcXXR2GiMUERERObVYJFaHO47T0eksPPK/MHgkVF4cql5HVwcr61cyZ8Ic8vPy0xyliIiIyMnFIrE6eLSTURykdO+zMOuG0KutL9+1nMaDjXx82sfTHKGIiIjIqcUisTp0rJNbR63Fjh+GubeEqtPlXTxU8xBTR09lUdmiNEcoIiIicmoxSayOs9RegInnQul5oeqsqFvBrvZd3DbzNizkRHcRERGRdIpFYlXQdYTSo2/A3E+FOt7deXDzg5SPKOdDlR9Kb3AiIiIiIcUisRrDAboGDYWZN4Q6fm3jWjbv38ytM29lUN6gNEcnIiIiEk4sVl4vtoOJSeuFo0LVe7DmQcYNHceSyUvSHKGIiIhIeLFYeT2PLvJCDgO+c+QdqhqquHHqjQzJH5LeAEVERET6IBZDgRQMhbK5oQ5d3bAagEvKL0lnRCIiIiJ9Fo/Eqrgy9C1sqhqqKB5SzLQx09Ibk4iIiEgfxSOxCrkgqLuzqmEVCyYu0ErrIiIiEjvxSKxCqm2rpelwExeVXhR1KCIiIiLvk1GJVVVDFQAXll4YcSQiIiIi75dRidWqhlVMKppEyfCSqEMREREReZ+MSayOdh5l3dvrNAwoIiIisZUxidWGtzdwtPOoEisRERGJrYxJrKoaqijIK2DuGeHWuxIREREZaBmVWJ0/4XyGFQyLOhQRERGRHmVEYtV4sJGdrTtZULog6lBEREREepURidWTrz+JYVxTeU3UoYiIiIj0KvaJVUdnB4/veJxF5YuoGFkRdTgiIiIivYo0sTKzj5rZsvb29l6PeX7P87QcaeGmc24awMhERERE+i7SxMrdf+3utxcVFfV6zGPbH6NiZAULyxYOYGQiIiIifRfrocAd7+xgQ9MGlp6zlDyLdagiIiIi8U6sHt3+KIX5hVw/+fqoQxERERE5pdgmVu1H21m+eznXTbqOoiG9DxWKiIiIxEVsE6sX97zI4eOHuXHqjVGHIiIiIhJKbBOrNY1rGFM4huljp0cdioiIiEgosUys3J01jWu4oOQCzCzqcERERERCiWVitefdPTQdamJ+yfyoQxEREREJLZaJ1ZrGNQBcUHJBxJGIiIiIhBfPxGrfGsYPHU/lqMqoQxEREREJLXaJlbuztnGt5leJiIhIxoldYrWrfRctR1o0v0pEREQyTuwSqxPzq5RYiYiISKaJXWK1tnEtJcNLKB9ZHnUoIiIiIn0Sq8Sqy7tY27iW+SXzNb9KREREMk6sEqvXW1+n7WibhgFFREQkI8UqsXrurecAza8SERGRzBSbxOrR7Y+ybNMyrvrAVUwcMTHqcERERET6LBaJVcuRFr726te4vOJyvnHJN6IOR0REROS0xCKxajzYyNVnXs19l91HQX5B1OGIiIiInBZz99Se0GwScA9Q5O43hKlTck6J122royBPSZWIiIjEm5mtd/d5Pe0LdcXKzB4ysyYzq+lWvtjMdphZrZndBeDuu9z9tr4EWDayTEmViIiIZLywQ4EPA4uTC8wsH3gAuBaYDtxsZtNPJwhDa1aJiIhI5guVWLn7y8A73YrnA7XBFapjwGPAkhTHJyIiIpIx+jN5vQyoS9quB8rMbKyZfR84z8zu7q2ymd1uZuvMbF1zc3M/whARERGJh0H9qNvT+J27ewvwmVNVdvdlwDKAefPmpXYGvYiIiEgE+nPFqh6oSNouBxr6F46IiIhI5upPYrUWmGJmZ5nZYOAm4Km+nMDMPmpmy9rb2/sRhoiIiEg8hF1u4VFgFXCOmdWb2W3ufhz4PPBbYBvwM3ff0pcnd/dfu/vtRUVFfY1bREREJHZCzbFy95t7KV8OLE9pRCIiIiIZKha3tBERERHJBkqsRERERFIk0sRKk9dFREQkm0SaWGnyuoiIiGQTDQWKiIiIpIi5R7/ouZm9C+yIOo4IjQP2Rx1EhHK5/bncdlD71f7cbX8utx0yv/1nuvv4nnb055Y2qbTD3edFHURUzGyd2p+b7c/ltoPar/bnbvtzue2Q3e3XUKCIiIhIiiixEhEREUmRuCRWy6IOIGJqf+7K5baD2q/2565cbjtkcftjMXldREREJBvE5YqViIiISMaLPLEys8VmtsPMas3srqjjSSczqzCzFWa2zcy2mNkdQfkYM/udmb0efB8ddazpZGb5ZvaamT0dbJ9lZq8G7f+pmQ2OOsZ0MbNiM3vCzLYHr4MLc6n/zeyvg9d+jZk9amaF2dz/ZvaQmTWZWU1SWY/9bQn3B++Fm8zs/Ogi779e2v7vwWt/k5n9wsyKk/bdHbR9h5ldE03UqdNT+5P2fcnM3MzGBdtZ1ffQe/vN7AtBH28xs28klWdN/0d9S5t84AHgWmA6cLOZTY8ypjQ7Dvytu38QWAB8LmjvXcAL7j4FeCHYzmZ3ANuStu8Fvh20vxW4LZKoBsZ3gGfdfRpwLomfQ070v5mVAV8E5rn7TCAfuIns7v+HgcXdynrr72uBKcHX7cD3BijGdHmY97f9d8BMd58N7ATuBgjeB28CZgR1/jP4+5DJHub97cfMKoCrgT1JxdnW99BD+83scmAJMNvdZwDfDMqzqv+jvmI1H6h1913ufgx4jMQPPSu5+z533xA8fpfEH9UyEm1+JDjsEeD6aCJMPzMrBz4M/CjYNuAK4IngkKxtv5mNAi4BHgRw92Pu3kYO9T+JtfOGmtkgYBiwjyzuf3d/GXinW3Fv/b0E+G9PWA0Um9nEgYk09Xpqu7s/5+7Hg83VQHnweAnwmLsfdffdQC2Jvw8Zq5e+B/g28PdA8gTnrOp76LX9nwW+7u5Hg2OagvKs6v+oE6syoC5puz4oy3pmVgmcB7wKnOHu+yCRfAETooss7f6DxJtKV7A9FmhLerPN5tfAJKAZ+K9gKPRHZjacHOl/d99L4j/UPSQSqnZgPbnT/yf01t+59n74l8AzweOcaLuZfQzY6+7V3XblRPuBqcCiYOh/pZldEJRnVfujTqysh7Ks/5iimY0AngTudPcDUcczUMzsI0CTu69PLu7h0Gx9DQwCzge+5+7nAQfJ0mG/ngRziZYAZwGlwHASQyDdZWv/n0rO/C6Y2T0kpkb85ERRD4dlVdvNbBhwD/BPPe3uoSyr2h8YBIwmMRXm74CfBaMWWdX+qBOreqAiabscaIgolgFhZgUkkqqfuPvPg+K3T1z2Db439VY/wy0EPmZmb5IY9r2CxBWs4mBoCLL7NVAP1Lv7q8H2EyQSrVzp/6uA3e7e7O4dwM+Bi8id/j+ht/7OifdDM7sF+AjwCf/Dej+50PazSfxTUR28B5YDG8yshNxoPyTa+fNgyHMNiZGLcWRZ+6NOrNYCU4JPBQ0mMXntqYhjSpsgM38Q2Obu30ra9RRwS/D4FuBXAx3bQHD3u9293N0rSfT1i+7+CWAFcENwWDa3vxGoM7NzgqIrga3kSP+TGAJcYGbDgt+FE+3Pif5P0lt/PwX8RfAJsQVA+4khw2xhZouBfwA+5u6HknY9BdxkZkPM7CwSk7jXRBFjurj7Znef4O6VwXtgPXB+8L6Q9X0f+CWJf6gxs6nAYBI3Ys6u/nf3SL+A60h8OuQN4J6o40lzWy8mcXlzE7Ax+LqOxDyjF4DXg+9joo51AH4WlwFPB48nkfglqgUeB4ZEHV8a2z0HWBe8Bn5J4rJ4zvQ/8FVgO1AD/A8wJJv7H3iUxHyyDhJ/SG/rrb9JDIc8ELwXbibx6cnI25DitteSmEtz4v3v+0nH3xO0fQdwbdTxp6P93fa/CYzLxr4/Sf8PBn4c/P5vAK7Ixv7XyusiIiIiKRL1UKCIiIhI1lBiJSIiIpIiSqxEREREUkSJlYiIiEiKKLESERERSRElViIiIiIposRKRFIuuA/i9AF4ni8nPa40s5o0PMdlZvZ0H+u8ZGbzeij/lJl9N3XRiUjcKLESkZRz979y960D8FRfPvUhfyzp9jkiIimnxEpE+sXMhpvZb8ys2sxqzGxp8hUbM3vPzP412L/azM4Iys8ws18E5dVmdlFQ/udmtsbMNprZD8wsv5fn/TowNDjuxM18883sh2a2xcyeM7OhwbEvmdnXzGwlcIeZjTezJ81sbfC1MDju0uB8G83sNTMbGZx3hJk9YWbbzewnwS15MLMrg+M2m9lDZjakhzhvNbOdwXMvTNkPXkRiSYmViPTXYqDB3c9195nAs932DwdWu/u5wMvAp4Py+4GVQfn5wBYz+yCwFFjo7nOATuATPT2pu98FHHb3OZ645yQk7jH2gLvPANqAP02qUuzul7r7fcB3gG+7+wXBMT8KjvkS8LnguRcBh4Py84A7gekkbsGz0MwKgYeBpe4+CxgEfDY5xuAmy18lkVBdHdQXkSymxEpE+mszcJWZ3Wtmi9y9vdv+Y8CJOUrrgcrg8RXA9wDcvTOodyUwF1hrZhuD7Ul9iGW3u2/s4bkAfpr0+Crgu8FzPAWMCq5O/R74lpl9kUQidjw4fo2717t7F4l73FUC5wTPtzM45hHgkm7x/Anwkrs3u/uxbjGISBbSXAMR6Rd332lmc0ncUPzfzOy5bod0+B9uStrJyd93DHjE3e8+zXCOJj3uBIYmbR9MepwHXOjuh/ljXzez35Boy2ozu6qX8w4KYg1DN2QVySG6YiUi/WJmpcAhd/8x8E0Sw3phvEAwdGZm+WY2Kii7wcwmBOVjzOzMk5yjw8wKTiPs54DPJ7VhTvD9bHff7O73AuuAaSc5x3ag0swmB9ufBFZ2O+ZV4DIzGxvE+WenEauIZBAlViLSX7OANcGw2j3Av4SsdwdwuZltJjFsNyP4JOFXgOfMbBPwO2DiSc6xDNiUNHk9rC8C88xsk5ltBT4TlN8ZTMCvJjG/6pneTuDuR4BbgceDNnQB3+92zD7gn4FVwPPAhj7GKSIZxv5whV5ERERE+kNXrERERERSRJPXRST2zOxVoPsaUZ90981RxCMi0hsNBYqIiIikiIYCRURERFJEiZWIiIhIiiixEhEREUkRJVYiIiIiKaLESkRERCRF/g/nsHhzsTlYigAAAABJRU5ErkJggg==\n",
5021 "text/plain": [
5022 "<Figure size 720x432 with 1 Axes>"
5023 ]
5024 },
5025 "metadata": {
5026 "needs_background": "light"
5027 },
5028 "output_type": "display_data"
5029 }
5030 ],
5031 "source": [
5032 "deaths[['UK', 'ES', 'IT']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")\n",
5033 "plt.savefig('covid_deaths_selected_log.png')"
5034 ]
5035 },
5036 {
5037 "cell_type": "code",
5038 "execution_count": 629,
5039 "metadata": {},
5040 "outputs": [
5041 {
5042 "data": {
5043 "text/plain": [
5044 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f4ace110>"
5045 ]
5046 },
5047 "execution_count": 629,
5048 "metadata": {},
5049 "output_type": "execute_result"
5050 },
5051 {
5052 "data": {
5053 "image/png": 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\n",
5054 "text/plain": [
5055 "<Figure size 720x432 with 1 Axes>"
5056 ]
5057 },
5058 "metadata": {
5059 "needs_background": "light"
5060 },
5061 "output_type": "display_data"
5062 }
5063 ],
5064 "source": [
5065 "deaths[['UK', 'ES', 'IT', 'MX']].plot(logy=True, figsize=(10, 6), title=\"Deaths, log\")"
5066 ]
5067 },
5068 {
5069 "cell_type": "code",
5070 "execution_count": 630,
5071 "metadata": {},
5072 "outputs": [
5073 {
5074 "data": {
5075 "text/html": [
5076 "<div>\n",
5077 "<style scoped>\n",
5078 " .dataframe tbody tr th:only-of-type {\n",
5079 " vertical-align: middle;\n",
5080 " }\n",
5081 "\n",
5082 " .dataframe tbody tr th {\n",
5083 " vertical-align: top;\n",
5084 " }\n",
5085 "\n",
5086 " .dataframe thead th {\n",
5087 " text-align: right;\n",
5088 " }\n",
5089 "</style>\n",
5090 "<table border=\"1\" class=\"dataframe\">\n",
5091 " <thead>\n",
5092 " <tr style=\"text-align: right;\">\n",
5093 " <th></th>\n",
5094 " <th></th>\n",
5095 " <th>dateRep</th>\n",
5096 " <th>cases</th>\n",
5097 " <th>deaths</th>\n",
5098 " <th>cases_culm</th>\n",
5099 " <th>deaths_culm</th>\n",
5100 " <th>cases_diff</th>\n",
5101 " <th>deaths_diff</th>\n",
5102 " </tr>\n",
5103 " <tr>\n",
5104 " <th>since_threshold</th>\n",
5105 " <th>geoId</th>\n",
5106 " <th></th>\n",
5107 " <th></th>\n",
5108 " <th></th>\n",
5109 " <th></th>\n",
5110 " <th></th>\n",
5111 " <th></th>\n",
5112 " <th></th>\n",
5113 " </tr>\n",
5114 " </thead>\n",
5115 " <tbody>\n",
5116 " <tr>\n",
5117 " <td rowspan=\"3\" valign=\"top\">0</td>\n",
5118 " <td>DE</td>\n",
5119 " <td>2020-03-16</td>\n",
5120 " <td>1043</td>\n",
5121 " <td>4</td>\n",
5122 " <td>4838</td>\n",
5123 " <td>12</td>\n",
5124 " <td>310.0</td>\n",
5125 " <td>1.0</td>\n",
5126 " </tr>\n",
5127 " <tr>\n",
5128 " <td>IT</td>\n",
5129 " <td>2020-02-26</td>\n",
5130 " <td>93</td>\n",
5131 " <td>5</td>\n",
5132 " <td>322</td>\n",
5133 " <td>11</td>\n",
5134 " <td>-4.0</td>\n",
5135 " <td>1.0</td>\n",
5136 " </tr>\n",
5137 " <tr>\n",
5138 " <td>UK</td>\n",
5139 " <td>2020-03-15</td>\n",
5140 " <td>478</td>\n",
5141 " <td>19</td>\n",
5142 " <td>2244</td>\n",
5143 " <td>29</td>\n",
5144 " <td>-6.0</td>\n",
5145 " <td>18.0</td>\n",
5146 " </tr>\n",
5147 " <tr>\n",
5148 " <td rowspan=\"2\" valign=\"top\">1</td>\n",
5149 " <td>DE</td>\n",
5150 " <td>2020-03-17</td>\n",
5151 " <td>1174</td>\n",
5152 " <td>1</td>\n",
5153 " <td>6012</td>\n",
5154 " <td>13</td>\n",
5155 " <td>131.0</td>\n",
5156 " <td>-3.0</td>\n",
5157 " </tr>\n",
5158 " <tr>\n",
5159 " <td>IT</td>\n",
5160 " <td>2020-02-27</td>\n",
5161 " <td>78</td>\n",
5162 " <td>1</td>\n",
5163 " <td>400</td>\n",
5164 " <td>12</td>\n",
5165 " <td>-15.0</td>\n",
5166 " <td>-4.0</td>\n",
5167 " </tr>\n",
5168 " <tr>\n",
5169 " <td>...</td>\n",
5170 " <td>...</td>\n",
5171 " <td>...</td>\n",
5172 " <td>...</td>\n",
5173 " <td>...</td>\n",
5174 " <td>...</td>\n",
5175 " <td>...</td>\n",
5176 " <td>...</td>\n",
5177 " <td>...</td>\n",
5178 " </tr>\n",
5179 " <tr>\n",
5180 " <td>171</td>\n",
5181 " <td>IT</td>\n",
5182 " <td>2020-08-15</td>\n",
5183 " <td>574</td>\n",
5184 " <td>3</td>\n",
5185 " <td>252809</td>\n",
5186 " <td>35234</td>\n",
5187 " <td>52.0</td>\n",
5188 " <td>-3.0</td>\n",
5189 " </tr>\n",
5190 " <tr>\n",
5191 " <td>172</td>\n",
5192 " <td>IT</td>\n",
5193 " <td>2020-08-16</td>\n",
5194 " <td>629</td>\n",
5195 " <td>158</td>\n",
5196 " <td>253438</td>\n",
5197 " <td>35392</td>\n",
5198 " <td>55.0</td>\n",
5199 " <td>155.0</td>\n",
5200 " </tr>\n",
5201 " <tr>\n",
5202 " <td>173</td>\n",
5203 " <td>IT</td>\n",
5204 " <td>2020-08-17</td>\n",
5205 " <td>477</td>\n",
5206 " <td>4</td>\n",
5207 " <td>253915</td>\n",
5208 " <td>35396</td>\n",
5209 " <td>-152.0</td>\n",
5210 " <td>-154.0</td>\n",
5211 " </tr>\n",
5212 " <tr>\n",
5213 " <td>174</td>\n",
5214 " <td>IT</td>\n",
5215 " <td>2020-08-18</td>\n",
5216 " <td>320</td>\n",
5217 " <td>4</td>\n",
5218 " <td>254235</td>\n",
5219 " <td>35400</td>\n",
5220 " <td>-157.0</td>\n",
5221 " <td>0.0</td>\n",
5222 " </tr>\n",
5223 " <tr>\n",
5224 " <td>175</td>\n",
5225 " <td>IT</td>\n",
5226 " <td>2020-08-19</td>\n",
5227 " <td>401</td>\n",
5228 " <td>5</td>\n",
5229 " <td>254636</td>\n",
5230 " <td>35405</td>\n",
5231 " <td>81.0</td>\n",
5232 " <td>1.0</td>\n",
5233 " </tr>\n",
5234 " </tbody>\n",
5235 "</table>\n",
5236 "<p>491 rows × 7 columns</p>\n",
5237 "</div>"
5238 ],
5239 "text/plain": [
5240 " dateRep cases deaths cases_culm deaths_culm \\\n",
5241 "since_threshold geoId \n",
5242 "0 DE 2020-03-16 1043 4 4838 12 \n",
5243 " IT 2020-02-26 93 5 322 11 \n",
5244 " UK 2020-03-15 478 19 2244 29 \n",
5245 "1 DE 2020-03-17 1174 1 6012 13 \n",
5246 " IT 2020-02-27 78 1 400 12 \n",
5247 "... ... ... ... ... ... \n",
5248 "171 IT 2020-08-15 574 3 252809 35234 \n",
5249 "172 IT 2020-08-16 629 158 253438 35392 \n",
5250 "173 IT 2020-08-17 477 4 253915 35396 \n",
5251 "174 IT 2020-08-18 320 4 254235 35400 \n",
5252 "175 IT 2020-08-19 401 5 254636 35405 \n",
5253 "\n",
5254 " cases_diff deaths_diff \n",
5255 "since_threshold geoId \n",
5256 "0 DE 310.0 1.0 \n",
5257 " IT -4.0 1.0 \n",
5258 " UK -6.0 18.0 \n",
5259 "1 DE 131.0 -3.0 \n",
5260 " IT -15.0 -4.0 \n",
5261 "... ... ... \n",
5262 "171 IT 52.0 -3.0 \n",
5263 "172 IT 55.0 155.0 \n",
5264 "173 IT -152.0 -154.0 \n",
5265 "174 IT -157.0 0.0 \n",
5266 "175 IT 81.0 1.0 \n",
5267 "\n",
5268 "[491 rows x 7 columns]"
5269 ]
5270 },
5271 "execution_count": 630,
5272 "metadata": {},
5273 "output_type": "execute_result"
5274 }
5275 ],
5276 "source": [
5277 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
5278 ]
5279 },
5280 {
5281 "cell_type": "code",
5282 "execution_count": 631,
5283 "metadata": {},
5284 "outputs": [
5285 {
5286 "data": {
5287 "text/html": [
5288 "<div>\n",
5289 "<style scoped>\n",
5290 " .dataframe tbody tr th:only-of-type {\n",
5291 " vertical-align: middle;\n",
5292 " }\n",
5293 "\n",
5294 " .dataframe tbody tr th {\n",
5295 " vertical-align: top;\n",
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5299 " text-align: right;\n",
5300 " }\n",
5301 "</style>\n",
5302 "<table border=\"1\" class=\"dataframe\">\n",
5303 " <thead>\n",
5304 " <tr style=\"text-align: right;\">\n",
5305 " <th></th>\n",
5306 " <th></th>\n",
5307 " <th>dateRep</th>\n",
5308 " <th>cases</th>\n",
5309 " <th>deaths</th>\n",
5310 " <th>cases_culm</th>\n",
5311 " <th>deaths_culm</th>\n",
5312 " <th>cases_diff</th>\n",
5313 " <th>deaths_diff</th>\n",
5314 " <th>deaths_m4</th>\n",
5315 " <th>deaths_m7</th>\n",
5316 " <th>cases_m7</th>\n",
5317 " </tr>\n",
5318 " <tr>\n",
5319 " <th>since_threshold</th>\n",
5320 " <th>geoId</th>\n",
5321 " <th></th>\n",
5322 " <th></th>\n",
5323 " <th></th>\n",
5324 " <th></th>\n",
5325 " <th></th>\n",
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5329 " <th></th>\n",
5330 " <th></th>\n",
5331 " </tr>\n",
5332 " </thead>\n",
5333 " <tbody>\n",
5334 " <tr>\n",
5335 " <td rowspan=\"3\" valign=\"top\">0</td>\n",
5336 " <td>DE</td>\n",
5337 " <td>2020-03-16</td>\n",
5338 " <td>1043</td>\n",
5339 " <td>4</td>\n",
5340 " <td>4838</td>\n",
5341 " <td>12</td>\n",
5342 " <td>310.0</td>\n",
5343 " <td>1.0</td>\n",
5344 " <td>4.00</td>\n",
5345 " <td>4.000000</td>\n",
5346 " <td>1043.000000</td>\n",
5347 " </tr>\n",
5348 " <tr>\n",
5349 " <td>IT</td>\n",
5350 " <td>2020-02-26</td>\n",
5351 " <td>93</td>\n",
5352 " <td>5</td>\n",
5353 " <td>322</td>\n",
5354 " <td>11</td>\n",
5355 " <td>-4.0</td>\n",
5356 " <td>1.0</td>\n",
5357 " <td>5.00</td>\n",
5358 " <td>5.000000</td>\n",
5359 " <td>93.000000</td>\n",
5360 " </tr>\n",
5361 " <tr>\n",
5362 " <td>UK</td>\n",
5363 " <td>2020-03-15</td>\n",
5364 " <td>478</td>\n",
5365 " <td>19</td>\n",
5366 " <td>2244</td>\n",
5367 " <td>29</td>\n",
5368 " <td>-6.0</td>\n",
5369 " <td>18.0</td>\n",
5370 " <td>19.00</td>\n",
5371 " <td>19.000000</td>\n",
5372 " <td>478.000000</td>\n",
5373 " </tr>\n",
5374 " <tr>\n",
5375 " <td rowspan=\"2\" valign=\"top\">1</td>\n",
5376 " <td>DE</td>\n",
5377 " <td>2020-03-17</td>\n",
5378 " <td>1174</td>\n",
5379 " <td>1</td>\n",
5380 " <td>6012</td>\n",
5381 " <td>13</td>\n",
5382 " <td>131.0</td>\n",
5383 " <td>-3.0</td>\n",
5384 " <td>2.50</td>\n",
5385 " <td>2.500000</td>\n",
5386 " <td>1108.500000</td>\n",
5387 " </tr>\n",
5388 " <tr>\n",
5389 " <td>IT</td>\n",
5390 " <td>2020-02-27</td>\n",
5391 " <td>78</td>\n",
5392 " <td>1</td>\n",
5393 " <td>400</td>\n",
5394 " <td>12</td>\n",
5395 " <td>-15.0</td>\n",
5396 " <td>-4.0</td>\n",
5397 " <td>3.00</td>\n",
5398 " <td>3.000000</td>\n",
5399 " <td>85.500000</td>\n",
5400 " </tr>\n",
5401 " <tr>\n",
5402 " <td>...</td>\n",
5403 " <td>...</td>\n",
5404 " <td>...</td>\n",
5405 " <td>...</td>\n",
5406 " <td>...</td>\n",
5407 " <td>...</td>\n",
5408 " <td>...</td>\n",
5409 " <td>...</td>\n",
5410 " <td>...</td>\n",
5411 " <td>...</td>\n",
5412 " <td>...</td>\n",
5413 " <td>...</td>\n",
5414 " </tr>\n",
5415 " <tr>\n",
5416 " <td>171</td>\n",
5417 " <td>IT</td>\n",
5418 " <td>2020-08-15</td>\n",
5419 " <td>574</td>\n",
5420 " <td>3</td>\n",
5421 " <td>252809</td>\n",
5422 " <td>35234</td>\n",
5423 " <td>52.0</td>\n",
5424 " <td>-3.0</td>\n",
5425 " <td>6.25</td>\n",
5426 " <td>6.285714</td>\n",
5427 " <td>436.142857</td>\n",
5428 " </tr>\n",
5429 " <tr>\n",
5430 " <td>172</td>\n",
5431 " <td>IT</td>\n",
5432 " <td>2020-08-16</td>\n",
5433 " <td>629</td>\n",
5434 " <td>158</td>\n",
5435 " <td>253438</td>\n",
5436 " <td>35392</td>\n",
5437 " <td>55.0</td>\n",
5438 " <td>155.0</td>\n",
5439 " <td>44.25</td>\n",
5440 " <td>27.000000</td>\n",
5441 " <td>476.428571</td>\n",
5442 " </tr>\n",
5443 " <tr>\n",
5444 " <td>173</td>\n",
5445 " <td>IT</td>\n",
5446 " <td>2020-08-17</td>\n",
5447 " <td>477</td>\n",
5448 " <td>4</td>\n",
5449 " <td>253915</td>\n",
5450 " <td>35396</td>\n",
5451 " <td>-152.0</td>\n",
5452 " <td>-154.0</td>\n",
5453 " <td>42.75</td>\n",
5454 " <td>27.285714</td>\n",
5455 " <td>478.428571</td>\n",
5456 " </tr>\n",
5457 " <tr>\n",
5458 " <td>174</td>\n",
5459 " <td>IT</td>\n",
5460 " <td>2020-08-18</td>\n",
5461 " <td>320</td>\n",
5462 " <td>4</td>\n",
5463 " <td>254235</td>\n",
5464 " <td>35400</td>\n",
5465 " <td>-157.0</td>\n",
5466 " <td>0.0</td>\n",
5467 " <td>42.25</td>\n",
5468 " <td>27.285714</td>\n",
5469 " <td>487.142857</td>\n",
5470 " </tr>\n",
5471 " <tr>\n",
5472 " <td>175</td>\n",
5473 " <td>IT</td>\n",
5474 " <td>2020-08-19</td>\n",
5475 " <td>401</td>\n",
5476 " <td>5</td>\n",
5477 " <td>254636</td>\n",
5478 " <td>35405</td>\n",
5479 " <td>81.0</td>\n",
5480 " <td>1.0</td>\n",
5481 " <td>42.75</td>\n",
5482 " <td>27.142857</td>\n",
5483 " <td>485.571429</td>\n",
5484 " </tr>\n",
5485 " </tbody>\n",
5486 "</table>\n",
5487 "<p>491 rows × 10 columns</p>\n",
5488 "</div>"
5489 ],
5490 "text/plain": [
5491 " dateRep cases deaths cases_culm deaths_culm \\\n",
5492 "since_threshold geoId \n",
5493 "0 DE 2020-03-16 1043 4 4838 12 \n",
5494 " IT 2020-02-26 93 5 322 11 \n",
5495 " UK 2020-03-15 478 19 2244 29 \n",
5496 "1 DE 2020-03-17 1174 1 6012 13 \n",
5497 " IT 2020-02-27 78 1 400 12 \n",
5498 "... ... ... ... ... ... \n",
5499 "171 IT 2020-08-15 574 3 252809 35234 \n",
5500 "172 IT 2020-08-16 629 158 253438 35392 \n",
5501 "173 IT 2020-08-17 477 4 253915 35396 \n",
5502 "174 IT 2020-08-18 320 4 254235 35400 \n",
5503 "175 IT 2020-08-19 401 5 254636 35405 \n",
5504 "\n",
5505 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
5506 "since_threshold geoId \n",
5507 "0 DE 310.0 1.0 4.00 4.000000 \n",
5508 " IT -4.0 1.0 5.00 5.000000 \n",
5509 " UK -6.0 18.0 19.00 19.000000 \n",
5510 "1 DE 131.0 -3.0 2.50 2.500000 \n",
5511 " IT -15.0 -4.0 3.00 3.000000 \n",
5512 "... ... ... ... ... \n",
5513 "171 IT 52.0 -3.0 6.25 6.285714 \n",
5514 "172 IT 55.0 155.0 44.25 27.000000 \n",
5515 "173 IT -152.0 -154.0 42.75 27.285714 \n",
5516 "174 IT -157.0 0.0 42.25 27.285714 \n",
5517 "175 IT 81.0 1.0 42.75 27.142857 \n",
5518 "\n",
5519 " cases_m7 \n",
5520 "since_threshold geoId \n",
5521 "0 DE 1043.000000 \n",
5522 " IT 93.000000 \n",
5523 " UK 478.000000 \n",
5524 "1 DE 1108.500000 \n",
5525 " IT 85.500000 \n",
5526 "... ... \n",
5527 "171 IT 436.142857 \n",
5528 "172 IT 476.428571 \n",
5529 "173 IT 478.428571 \n",
5530 "174 IT 487.142857 \n",
5531 "175 IT 485.571429 \n",
5532 "\n",
5533 "[491 rows x 10 columns]"
5534 ]
5535 },
5536 "execution_count": 631,
5537 "metadata": {},
5538 "output_type": "execute_result"
5539 }
5540 ],
5541 "source": [
5542 "data_since_threshold['deaths_m4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).mean())\n",
5543 "data_since_threshold['deaths_m7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).mean())\n",
5544 "data_since_threshold['cases_m7'] = data_since_threshold.groupby(level=1)['cases'].transform(lambda x: x.rolling(7, 1).mean())\n",
5545 "# data_since_threshold['deaths_diff_m4'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(4, 1).mean())\n",
5546 "# data_since_threshold['deaths_diff_m7'] = data_since_threshold.groupby(level=1)['deaths_diff'].transform(lambda x: x.rolling(7, 1).mean())\n",
5547 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
5548 ]
5549 },
5550 {
5551 "cell_type": "code",
5552 "execution_count": 632,
5553 "metadata": {},
5554 "outputs": [],
5555 "source": [
5556 "deaths_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m4']]\n",
5557 " .unstack().sort_index().xs('deaths_m4', axis=1, drop_level=True))"
5558 ]
5559 },
5560 {
5561 "cell_type": "code",
5562 "execution_count": 633,
5563 "metadata": {},
5564 "outputs": [],
5565 "source": [
5566 "deaths_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_m7']]\n",
5567 " .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True))"
5568 ]
5569 },
5570 {
5571 "cell_type": "code",
5572 "execution_count": 634,
5573 "metadata": {},
5574 "outputs": [],
5575 "source": [
5576 "cases_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['cases_m7']]\n",
5577 " .unstack().sort_index().xs('cases_m7', axis=1, drop_level=True))"
5578 ]
5579 },
5580 {
5581 "cell_type": "code",
5582 "execution_count": 635,
5583 "metadata": {},
5584 "outputs": [
5585 {
5586 "data": {
5587 "image/png": 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\n",
5588 "text/plain": [
5589 "<Figure size 720x432 with 1 Axes>"
5590 ]
5591 },
5592 "metadata": {
5593 "needs_background": "light"
5594 },
5595 "output_type": "display_data"
5596 }
5597 ],
5598 "source": [
5599 "ax = deaths_m4.plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
5600 "for c in deaths_m4.columns:\n",
5601 " lvi = deaths_m4[c].last_valid_index()\n",
5602 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
5603 "plt.savefig('covid_deaths_per_day.png') "
5604 ]
5605 },
5606 {
5607 "cell_type": "code",
5608 "execution_count": 636,
5609 "metadata": {},
5610 "outputs": [
5611 {
5612 "data": {
5613 "image/png": 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\n",
5614 "text/plain": [
5615 "<Figure size 720x432 with 1 Axes>"
5616 ]
5617 },
5618 "metadata": {
5619 "needs_background": "light"
5620 },
5621 "output_type": "display_data"
5622 }
5623 ],
5624 "source": [
5625 "ax = deaths_m4[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
5626 "for c in COUNTRIES_CORE:\n",
5627 " lvi = deaths_m4[c].last_valid_index()\n",
5628 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
5629 "plt.savefig('covid_deaths_per_day-core.png') "
5630 ]
5631 },
5632 {
5633 "cell_type": "code",
5634 "execution_count": 637,
5635 "metadata": {},
5636 "outputs": [
5637 {
5638 "data": {
5639 "image/png": 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\n",
5640 "text/plain": [
5641 "<Figure size 720x432 with 1 Axes>"
5642 ]
5643 },
5644 "metadata": {
5645 "needs_background": "light"
5646 },
5647 "output_type": "display_data"
5648 }
5649 ],
5650 "source": [
5651 "ax = deaths_m4[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 4 day moving average\")\n",
5652 "for c in COUNTRIES_FRIENDS:\n",
5653 " lvi = deaths_m4[c].last_valid_index()\n",
5654 " ax.text(x = lvi + 1, y = deaths_m4[c][lvi], s = c)\n",
5655 "plt.savefig('covid_deaths_per_day-friends.png') "
5656 ]
5657 },
5658 {
5659 "cell_type": "code",
5660 "execution_count": 638,
5661 "metadata": {},
5662 "outputs": [
5663 {
5664 "data": {
5665 "image/png": 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\n",
5666 "text/plain": [
5667 "<Figure size 720x432 with 1 Axes>"
5668 ]
5669 },
5670 "metadata": {
5671 "needs_background": "light"
5672 },
5673 "output_type": "display_data"
5674 }
5675 ],
5676 "source": [
5677 "C7s = 'ES FR IT UK'.split()\n",
5678 "ax = deaths_m7[C7s].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5679 "for c in C7s:\n",
5680 " lvi = deaths_m7[c].last_valid_index()\n",
5681 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
5682 "# plt.savefig('covid_deaths_per_day-friends.png') "
5683 ]
5684 },
5685 {
5686 "cell_type": "code",
5687 "execution_count": 639,
5688 "metadata": {},
5689 "outputs": [
5690 {
5691 "data": {
5692 "image/png": 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\n",
5693 "text/plain": [
5694 "<Figure size 720x432 with 1 Axes>"
5695 ]
5696 },
5697 "metadata": {
5698 "needs_background": "light"
5699 },
5700 "output_type": "display_data"
5701 }
5702 ],
5703 "source": [
5704 "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5705 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
5706 "for c in COUNTRIES_CORE:\n",
5707 " lvi = deaths_m7[c].last_valid_index()\n",
5708 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
5709 "# plt.axhline(0, color='0.7')\n",
5710 "plt.savefig('covid_deaths_per_day_7.png') "
5711 ]
5712 },
5713 {
5714 "cell_type": "code",
5715 "execution_count": 640,
5716 "metadata": {},
5717 "outputs": [
5718 {
5719 "data": {
5720 "image/png": 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\n",
5721 "text/plain": [
5722 "<Figure size 720x432 with 1 Axes>"
5723 ]
5724 },
5725 "metadata": {
5726 "needs_background": "light"
5727 },
5728 "output_type": "display_data"
5729 }
5730 ],
5731 "source": [
5732 "ax = deaths_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5733 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
5734 "for c in COUNTRIES_FRIENDS:\n",
5735 " lvi = deaths_m7[c].last_valid_index()\n",
5736 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
5737 "# plt.axhline(0, color='0.7')\n",
5738 "# plt.savefig('covid_deaths_per_day_7.png') "
5739 ]
5740 },
5741 {
5742 "cell_type": "code",
5743 "execution_count": 641,
5744 "metadata": {},
5745 "outputs": [
5746 {
5747 "data": {
5748 "text/plain": [
5749 "since_threshold\n",
5750 "70 122.571429\n",
5751 "71 112.000000\n",
5752 "72 88.428571\n",
5753 "73 NaN\n",
5754 "74 NaN\n",
5755 " ... \n",
5756 "171 NaN\n",
5757 "172 NaN\n",
5758 "173 NaN\n",
5759 "174 NaN\n",
5760 "175 NaN\n",
5761 "Name: ES, Length: 106, dtype: float64"
5762 ]
5763 },
5764 "execution_count": 641,
5765 "metadata": {},
5766 "output_type": "execute_result"
5767 }
5768 ],
5769 "source": [
5770 "deaths_m7_prime = deaths_m7[COUNTRIES_CORE].copy()\n",
5771 "deaths_m7_prime.loc[73:, 'ES'] = np.NaN\n",
5772 "deaths_m7_prime['ES'][70:]"
5773 ]
5774 },
5775 {
5776 "cell_type": "code",
5777 "execution_count": 642,
5778 "metadata": {},
5779 "outputs": [
5780 {
5781 "data": {
5782 "image/png": 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\n",
5783 "text/plain": [
5784 "<Figure size 720x432 with 1 Axes>"
5785 ]
5786 },
5787 "metadata": {
5788 "needs_background": "light"
5789 },
5790 "output_type": "display_data"
5791 }
5792 ],
5793 "source": [
5794 "ax = deaths_m7_prime[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5795 "for c in COUNTRIES_CORE:\n",
5796 " lvi = deaths_m7_prime[c].last_valid_index()\n",
5797 " ax.text(x = lvi + 1, y = deaths_m7_prime[c][lvi], s = c)\n",
5798 "# plt.savefig('covid_deaths_per_day_7.png') # see below for where this is written, with the projection"
5799 ]
5800 },
5801 {
5802 "cell_type": "code",
5803 "execution_count": 643,
5804 "metadata": {},
5805 "outputs": [
5806 {
5807 "data": {
5808 "image/png": 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\n",
5809 "text/plain": [
5810 "<Figure size 720x432 with 1 Axes>"
5811 ]
5812 },
5813 "metadata": {
5814 "needs_background": "light"
5815 },
5816 "output_type": "display_data"
5817 }
5818 ],
5819 "source": [
5820 "ax = deaths_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5821 "for c in COUNTRIES_FRIENDS:\n",
5822 " lvi = deaths_m7[c].last_valid_index()\n",
5823 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
5824 "plt.savefig('covid_deaths_per_day_friends_7.png') "
5825 ]
5826 },
5827 {
5828 "cell_type": "code",
5829 "execution_count": 644,
5830 "metadata": {},
5831 "outputs": [
5832 {
5833 "data": {
5834 "image/png": 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\n",
5835 "text/plain": [
5836 "<Figure size 720x432 with 1 Axes>"
5837 ]
5838 },
5839 "metadata": {
5840 "needs_background": "light"
5841 },
5842 "output_type": "display_data"
5843 }
5844 ],
5845 "source": [
5846 "ax = deaths_m7[COUNTRIES_CORE + ['BR', 'MX']].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\")\n",
5847 "for c in COUNTRIES_CORE + ['BR', 'MX']:\n",
5848 " lvi = deaths_m7[c].last_valid_index()\n",
5849 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
5850 "# plt.savefig('covid_deaths_per_day_7.png') "
5851 ]
5852 },
5853 {
5854 "cell_type": "code",
5855 "execution_count": 645,
5856 "metadata": {},
5857 "outputs": [
5858 {
5859 "data": {
5860 "image/png": 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vv0+vXr343//+x+uvv37eNd9//30efPBBLr30UkJCQrx9S0ophRTXPVBT9O/f3xQM+K1LHOnp7LtyOMHdu9Pq7bewhYaSf+oU+68cTtigQbR87VVfh6hUtdm5cyddu3at0DmZmZmEh4dz5swZBg0axPTp0+nbt281RVg+lbkPpdSFTUQ2GGP6e+Ja2oJWA6XMnIkzI4MmTz+FLTQUAP/oaKJ/ewcZixaR8+uvPo5QqZpl0qRJxMbG0rdvX8aNG+fz5EwppapKF0uvYfJTU0n9YBYRo0YS3LlzkWPRd97Jqdkfcfz112n9zjs+ilCpmuejjz7ydQhKKeVR2oJWw5x67z2c2dk0evDB8475RUTQ4J67yfr+B7KtAc9KKaWUqn00QatB8k+e5NTsj6g3ejRBHToUW6b+hInYwsM5Net/Xo5OKaWUUt6iCVoNkjLjXUxuLg0nP1BiGb/wMKLG3cDpxYuxHzvmxeiUUkop5S2aoNUQzjNnSPv8c+qNvoagmJhSy9a/9VZwOEj9+GMvRaeUUkopb9IErYY4vXgJzjNnqH/LLWWWDWzVivAhQ0j79DOcubleiE6puiU8PJxt27YRGxtLbGws0dHRxMTEEBsby5VXXunr8JRSdYA+xVlDpH/5JYFt2hBSzukBom+/jSPLl3N6wQKixo2r5uiUqnt69uxZuFTUb3/7W0aPHs2NN95YxllKKeUZ2oJWA+QdPsyZ9euJvOGGcq8BGDpgAEEdO3Jq1v+KXYtQKaWUUhcubUGrAdLmzAGbjcjrxpb7HBGh/u23kfyXZzmz7hfCBlxcjREq5RvPz9/Br4mnPXrNbs3rMeXa7h69plJKeZq2oPmYcThInzOXsLiBBDRpUqFzI6+9FgkN5fTChdUUnVJKKaV8QVvQfCzrpzXkHztGk6efrvC5tuBgwuPiyFy+HDPlWcSm+baqXbSlSylVV+lfdB9L++pL/KKiCB86pFLnRwwbSv6JE+Rs2+bhyJRSSinlK5qg+ZDzzBkyv1tGvdGjsQUGVuoa4VdcAX5+ZHy3zMPRKaWUUspXtIvTh3J+/RVjtxN2+WWVvoZfZCShF19ExvLlNH7icQ9Gp1TdlZmZWeT9zJkzfROIUqrO0hY0H8reshWAkF69qnSdiKHDyNu/n9wDBz0RllJKKaV8TBM0H8reto2AFi3wb9CgSteJGDYUgMzl2s2plFJK1QaaoPlQ9tYtBPfqWeXrBDRvTnC3bmQsW+6BqJRSSinla5qg+Uj+iRPkJyYR0qu3R64XfuUwsjdvJv/ECY9cTymllFK+owmaj2Rv2w5AiAda0AAihg0DY8hYscIj11NKKaWU72iC5iPZW7eAnx/B3bp55HpBnToR0Lo1pxd+65HrKaWUUsp3NEHzkZyt2wjq1AlbSIhHriciRI4dw5m1a7EnJHjkmkrVVX5+fsTGxtK9e3d69+7N//3f/+F0OgFYuXIlkZGRxMbGFm7fffedjyNWStU2Og+aDxink+zt26k3cqRHrxs59jpOvvEmafPm0WjyZI9eW6m6JCQkhM2bNwNw/PhxJk6cSHp6Os8//zwAcXFxLFiwwJchKqVqOW1B84G8Q4dxnj5NSO+qzX92rsCWLQgdMID0OXMxxnj02krVVY0bN2b69Om8+eab+t+VUsprtAXNB3K2uSaoDe7pmQcE3EXdcD2JTz5F9oYNhPbv7/HrK+VV3z4FyR5eZ7ZpTxj1UoVOadeuHU6nk+PHjwOwatUqYmNjC49/+eWXtG/f3qNhKqXqNm1B84HsLVuxhYYSVA3/Q48YPhxbaChpc+Z4/NpK1WXurWdxcXFs3ry5cNPkTCnladqC5gPZ27YR3KMH4ufn8WvbQkOJGDWSjG8X4XzmGWyhoR6vQymvqWBLV3U5cOAAfn5+NG7cmJ07d/o6HKVUHVBmC5qIdBaRzW7baRF5VESiRWSpiOy1fta3youITBORfSKyVUT6ul3rDqv8XhG5ozpvrKZy5uWRs2uXx+Y/K07U9dfjPHOG00uWVFsdStUVJ06c4P777+ehhx5CRHwdjlKqjigzQTPG7DbGxBpjYoF+wBlgDvAUsMwY0xFYZr0HGAV0tLZJwL8BRCQamAIMAC4GphQkdXVJ7u49YLcT3NOzDwi4C+nXj4DWrUmd/RHG4ai2epSqrbKzswun2bjyyisZMWIEU6ZMKTxeMAatYPviiy98GK1SqjaqaBfnMGC/MeawiIwFBlv7PwBWAk8CY4FZxjVg42cRiRKRZlbZpcaYUwAishQYCXxc1Zu4kOQdOQxAYEzbaqtDRGg4+QGSnnqa1A8/JPqOOtlYqVSlOUr5h83gwYNJT0/3YjRKqbqoog8JjOdsQtXEGJMEYP1sbO1vARx1Oyfe2lfS/iJEZJKIrBeR9Sdq4bqS9njXJLKBLc67dY+KHDuW8Cuu4Pirr5F36FC11qWUUkopzyp3giYigcAY4POyihazz5Syv+gOY6YbY/obY/o3atSovOFdMOzx8fhFR2MLC6vWekSEpi+8gAQGkvinZ7SrUymllLqAVKQFbRSw0RhzzHp/zOq6xPp53NofD7RyO68lkFjK/jrFnhBPQMuWXqkroEljmvzpabI3biT1ww+9UqdSSimlqq4iCdoEio4X+xooGNx0BzDPbf/t1tOclwDpVhfoYmCEiNS3Hg4YYe2rU/LiEwhsWb3dm+4ix44lfPBgjr8+DWdOjtfqVUoppVTllStBE5FQYDjwldvul4DhIrLXOlYwYdFC4ACwD5gBTAawHg74K/CLtb1Q8MBAXWEcDuxJSQS08E4LGri6OutPnIA5c4Yz6zd4rV6llFJKVV65nuI0xpwBGpyzLwXXU53nljXAgyVc57/AfyseZu2Qf+wY2O1e6+IsEHrRRUhgIFk//kj4wMu9WrdSSimlKk6XevKivPh4AAK82MUJYAsJIbR/P7JWr/ZqvUpdqA4dOkSPHj2K7HvuueeYOnUqv/3tbwvnPTt16hR9+vTh/fff90WYSqlaTBM0LyqcYsPLLWgAYZcPJHfvXuzHjpVdWClVpvT0dK666iomTZrEnXfe6etwlFK1jCZoXmSPjwcRApo183rdYQMHApC1+kev161UbZOZmcmoUaOYOHEiDzzwgK/DUUrVQrpYuhfZE+Lxb9oUCQz0et1BnTri36gRWT+uJmrcDV6vX6nKeHndy+w6tcuj1+wS3YUnL36yStd4/PHHueeee3jsscc8FJVSShWlLWhelBefUO0rCJRERAi7/HKyfvxJJ61VqgwlLYpesH/o0KHMmzeP48ePF1tOKaWqSlvQvMgeH0/YpZf6rP6wgQNJnzuXnB07COlVfYu1K+UpVW3pqqwGDRqQmppaZN+pU6eIiYkBYPz48QwcOJCrr76aFStWEBER4YswlVK1mLageYkzL4/848e9PsWGu7DLLwMRMvVpTqVKFR4eTrNmzVi2bBngSs4WLVrEQGssJ8Cjjz7KsGHDuP7668nLy/NVqEqpWkoTNC+xJySAMQT4qIsTwL9+fYK7d9cHBZQqh1mzZvG3v/2N2NhYhg4dypQpU2jfvn2RMi+//DKtWrXitttuw+l0+ihSpVRtpF2cXnJ2ig3fJWgAYQMvJ2XGuzgyMvDTbhmlStStWzdWrFhx3v6ZM2cWea9zoCmlqoO2oHmJPaFgklrfdXEChA0YAA4H2Vu3+jQOpZRSSpVMEzQvscfHQ0AA/o0b+zSO4O7dAcjZvsOncSillFKqZJqgeUlefAIBzZshfn4+jcOvXj0C2rQmZ/t2n8ahlFJKqZJpguYl9vh4Alv4tnuzQEj3HmTv0ARNKaWUqqk0QfMSe3y8z8efFQju0YP8xCTyT53ydShKKaWUKoYmaF7gyMzCkZZWgxI0axzaDh2HppRSStVEmqB5QcETnL6eYqNAcLduIKLj0JQqgZ+fH7GxsYXbSy+9BMCCBQvo06cPvXv3plu3brzzzjs+jlQpVVvpPGheYE9wzYFWU1rQ/MLDCYyJIVuf5FSqWCEhIWzevLnIPrvdzqRJk1i3bh0tW7YkNzeXQ4cO+SZApVStpy1oXmCPrxlzoLkL7t5dW9CUqoCMjAzy8/Np0KABAEFBQXTu3NnHUSmlaittQfMCe0IiEhyMX/36vg6lUEiP7pyePx/78eME+HhuNqVKkvz3v5O7c5dHrxnUtQtN//SnUstkZ2cTGxtb+P7pp5/mlltuYcyYMbRp04Zhw4YxevRoJkyYgM2m/85VSnmeJmheYE9MJKBFC0TE16EUCu7RA3A9KKAJmlJFFdfFCfDuu++ybds2vvvuO6ZOncrSpUvPW/pJKaU8QRM0L7AnJhLQvLmvwygiuEsXsNnI2b6DiCFDfB2OUsUqq6XLF3r27EnPnj257bbbiImJ0QRNKVUttG3eC+wJCTUuQbOFhRHUvp1OtaFUOWVmZrJy5crC95s3b6ZNmza+C0gpVatpC1o1c54545oDrYYlaADB3bqT+dOPGGNqVPerUr527hi0kSNH8swzz/DKK69w3333ERISQlhYmLaeKaWqjSZo1cyemAhQMxO0Hj1InzeP/OPHCWjSxNfhKFVjOByOYvcvXLjQy5Eopeoq7eKsZoUJWouamKC5VhTI3rLFx5EopZRSyp0maNWsJreghXTvji0igswVK30dilJKKaXcaIJWzewJiRAQgH+jRr4O5TwSGEj4kMFkLF+Osdt9HY5SSimlLJqgVTN7QgIBTZsifn6+DqVY9UaMwJmeTta6db4ORSmllFKWciVoIhIlIl+IyC4R2Skil4pItIgsFZG91s/6VlkRkWkisk9EtopIX7fr3GGV3ysid1TXTdUkNXEONHdhAwcioaFkLFnq61CUUkopZSlvC9rrwCJjTBegN7ATeApYZozpCCyz3gOMAjpa2yTg3wAiEg1MAQYAFwNTCpK62qymJ2i24GDCBw0i47vvMCU8uaaUUkop7yozQROResAg4D0AY0yeMSYNGAt8YBX7ALjOej0WmGVcfgaiRKQZcBWw1BhzyhiTCiwFRnr0bmoYk5dH/okTNTpBA6g3YjiOlBSyN270dShK1Qjh4eEAHDp0iJCQEGJjYwu3WbNm+Tg6pVRdUJ550NoBJ4D3RaQ3sAH4HdDEGJMEYIxJEpGCBR1bAEfdzo+39pW0v9ayJyeDMTU+QQsbdAUSGMjpJUsJvegiX4ejVI3Svn37YtflVEqp6lSeLk5/oC/wb2NMHyCLs92ZxSluSnpTyv6iJ4tMEpH1IrL+xIkT5Qiv5jo7B1rNzkP9wsMIGziQjKVLMU6nr8NRSiml6rzytKDFA/HGmLXW+y9wJWjHRKSZ1XrWDDjuVr6V2/ktgURr/+Bz9q88tzJjzHRgOkD//v3PS+AuJPaEBKBmTlJ7rogRw8lcvpycbdsI6d3b1+EoBcCqz/Zw8mimR6/ZsFU4cTd3Knf5/fv3F1n26Y033iAuLs6jMSml1LnKTNCMMckiclREOhtjdgPDgF+t7Q7gJevnPOuUr4GHROQTXA8EpFtJ3GLg724PBowAnvbs7dQs9oREELkgllGKGDKEJH9/MpYu1QRNKTfaxamU8oXyrsX5MDBbRAKBA8CduLpHPxORu4EjwE1W2YXA1cA+4IxVFmPMKRH5K/CLVe4FY8wpj9xFDWVPTMS/cWMkMNDXoZTJLzKSsEsu4fSSpTR64gldPF3VCBVp6VJKqdqkXAmaMWYz0L+YQ8OKKWuAB0u4zn+B/1YkwAtZTZ9i41wRI4aT/OwUcnfvJrhLF1+Ho5RSStVZupJANbrgErQrrwSbjYwlS3wdilI1RsEYtIJt2rRpvg5JKVUHlLeLU1WQcTiwJydTb9QoX4dSbv7R0YT278/pJUto9Mgjvg5HKZ/JzHQ9mNC2bVuys7N9HI1Sqi7SFrRqkn/8OOTn1/gpNs4VMWIEefv2k3vggK9DUUoppeosTdCqydk50C6cLk6AiOFXAmg3p1JKKeVDmqBVk8IE7QIagwYQ0KQJIbGxnNYETSmllPIZTdCqiT3BStCaNfNxJBUXMWIEub/uJO/o0bILK6WUUsrjNEGrJvbERPzq18cWGurrUCosYsRwADKWLPVxJEoppVTdpAlaNbnQpthwF9iyJdKpM4cWLM3XKM4AACAASURBVGbpr8f4cd9JktL1STallFLKW3SajWpiT0ggqGNHX4dRKcnpOSykCUP2rOG+mWtx2vwIDrDx3h0XcXmHhr4OT6lq5+fnR8+ePQvfz507l0OHDjF27FjatWtHdnY2o0ePZurUqT6MUilVm2kLWjUwxmBPSqpaC9rRX2DHXM8FVU5Op+Hxzzazs34bgh125l3djI/uGUCb6DDumvkLP+w54fWYlPK2kJAQNm/eXLi1bdsWgLi4ODZt2sSmTZtYsGABP/74o28DVUrVWpqgVQPHqVOYnJyqJWiLnoQv74aT+zwXWDlMX3WAn/anMOpm13QbLZP3c1mHhnw86RLaNQrnnlnrWbHruFdjUqqmCQkJITY2loSEBF+HopSqpbSLsxpUeQ60jGOQsMH1+rspMH62hyIr3db4NKYu3s2oHk25blQf9r0YTfaWrdQfP57osEA+vncAt723jntnreeOy9ryyLCORIYEeCU2VTetmDmd44c9O2ly4zbtGPLbSaWWyc7OJjY2FoCYmBjmzJlT5Hhqaip79+5l0KBBHo1NKVW6c4cfjB8/nqeeeooFCxbwl7/8BafTid1u53e/+x333XefDyOtOk3QqkHhFBuVbUHbu9j1s/v1sGMOHP4J2lzmoeiKl5vv4NFPN9MoIoh/3NATm81GSO/eZG/ZUlgmKjSQD+8ZwEvf7uK/Px5kzqYEnhjRiQkXtcZmk2qNTylvKujiPNeqVavo1asXu3fv5qmnnqJp06Y+iE6puqu4/zbtdjuTJk1i3bp1tGzZktzcXA4dOuSbAD1IE7RqUOVJancvgshWMPYtOPIzLPkz3LMMpPqSoHdXHeTAiSw+uOtiokIDAQjp3YvMFStwpKfjFxkJQGRIAP+4oSe3XtKa5+f/yjNztpOYls0frupSbbGpuqusli5vi4uLY8GCBezZs4eBAwdy/fXXF7a0KaV8IyMjg/z8fBo0aABAUFAQnTt39nFUVadj0KqBPSEBW1gYtnr1KnFyNuxfDp1GQmAYDP2Lq7tzx1eeD9SSmJbNm8v3cVX3JlzRqVHh/pDevQHI3rb9vHO6N4/k00mXMP6iVry1Yj8LtyVVW3xK1TSdOnXi6aef5uWXX/Z1KErVKQXDDwq2Tz/9lOjoaMaMGUObNm2YMGECs2fPxul0+jrUKtMErRrYExMJaNECqUyL18EfID8bOo90ve89Hpr0gO+eg9xMj8ZZ4MWFO3Eaw5+v6VZkf3DPniBC9pbzu3oARITnx3anT+sofv/5FnYln66W+JSqie6//35++OEHDh486OtQlKozzn3C+pZbbgHg3XffZdmyZVx88cVMnTqVu+66y8eRVp0maNWgSpPU7v4WAsOhbZzrvc0Prv4npMfDgkfBGM8FCvy0/yTfbE1i8uAOtIouuuqBX3g4QR3aFxmHdq4gfz/+c2s/woP8mTRrA2ln8jwan1K+kJl5/j+GBg8ezIIFCwrfh4SEkJCQQExMjDdDU0qVoGfPnjz22GMsXbqUL7/80tfhVJkmaNWg0gmaMbBnMbQfCv5BZ/e3uQyG/Am2fQ7r/+uxOPMdTp77egct64dw3xXtii0T3Ls3OVu2YkpJDJvUC+Y/t/UjKT2bVxbv9lh8Siml6q68+PhS//YUyMzMZOXKlYXvN2/eTJs2baoxMu/QBM3DHBkZODMyyj/Fhj0HCvrKk7ZARiJ0HnV+uYFPQIcrYdFTkLjJI7Gu2nuSPccyeWpUF4ID/IotE9KrF470dOyHD5d6rb6t63PLRa34fP1REtJ0WSillFKVl3/qFPtHXU3KjHeL7D93DNpTTz2FMYZXXnmFzp07Exsby5QpU5g5c6ZvAvcgfYrTw8r9BKcjH356HVa+BKENoec4yE4FBDqOOL+8zQbXT4d34uCzO+D+1RBciYcQ3Mzfkki9YH9GdCt5qoCQ3q4n1LK3biXQmk29JA8M7sCnvxzl7RX7ePH6nqWWVUoppUqSPmcu2O1EDB1SZL/D4Si2/MKFC70RlldpC5qHlWsOtGO/wntXwrIXoMNwaNYLfv43bPoQWl0MYSWsdxnWAMa9C2mHYXPVJq/NsTtYvCOZUT2aEehf8tcgqEN7bKGhZG8ueRxagRZRIdzcvxWfrT9KoraiqSooT7dGTXahx6+ULxljSPvsM0L69SOoQwdfh+MzmqB5mN1a+qXEBC15G0y/AtKOwk0zYcJHMPFTeGIPXDsNri5j8eU2l0GLfq6xaFX4I7Bi13Gy8hxc27v0lj7x8yO4Z89SHxRwN3mI6z+mt1d6d4kqVXsEBweTkpJywSY5xhhSUlIIDg72dShKXZDOrF1L3uHD1L/lZl+H4lPaxelh9sREJCgIv4YltIKtfAkCQmDyGghvfHZ/WAPod0f5Kul/N8ybDIdWQ0xcpeKcvzWRhuGBXNIuusyyIX37kPLO9CIT1pakRVQIN/ZrxWe/xPPgkA40iwypVHyq7mrZsiXx8fGcOHHC16FUWnBwMC1btvR1GEpdkNI++wxbZCQRI4oZ7lOHaILmYfbERAKaNSt+DrTkbbBrAQx+umhyVlE9boDFf4L171UqQcvMzWfZzuOMv6gV/n5lN6KGx8WR8u//kLXmZ+qNvKrM8pMHt+fz9Ud5Zs52Xh8fS0Swrtepyi8gIECnrlCqjspPSeH00u+InjgBWx1vhdYuTg8rdYqN71+GoEgYcH/VKgkIgdjfwM75roXVK2jpr8nk5jvL7N4sENKrF7aICDJXrypX+VbRofzp6q58v+cEV09bxcYjqRWOUSmlVN2TPmcO2O1E3Vy3uzdBEzSPc60iUEzic2yHK6G65H4Iiap6Rf3vAmc+bJpV4VPnb0mieWQwfVvXL1d58fcn7LLLyFq1utzjgu4aGMNn912CMXDTf9bw/o8627pSSqmSGaeT1M8/J6R/P4Lat/d1OD6nCZoHOXNycKSkFN+C9v0rEBhR9dazAg07QMwVsOEDcBb/2HFx0s7k8cOeE1zbuzk2W/mXogqPG0j+sWPk7t1b7nP6tYlm4e/iiOvYkH8s3EVKZm65z1VKKVW35Gzfjv3wEerfdJOvQ6kRNEHzoBLnQDu+C36dBwPug9CyB+WX20V3Q/pR2LOo3Ke8sXwf+U5T7u7NAmEDBwKQtWp1hc6rFxzAM1d3Jc/h5MuN8RU6VymlVN1hT0oGIKhLFx9HUjNoguZBhXOgtWhR9MDO+YCBSyZ7tsLOV0NUa/jhn+WacmPxjmTeW32QOy5tQ48WpT+Nea6Apk0J6tix3OPQ3HVsEsFFbevz8bqjF+zUCUoppaqXI9U1XtkvqnzDb2q7ciVoInJIRLaJyGYRWW/tixaRpSKy1/pZ39ovIjJNRPaJyFYR6et2nTus8ntFpJxzSlw4SmxBS94C0e1dU2l4kl8ADPqDa+mnPYtLLXr01Bl+//kWerWM5E/XdK1UdWFxcWSv34AzK6vC5064uDUHT2ax5kBKpepWSilVuznSrAStvgfGadcCFWlBG2KMiTXG9LfePwUsM8Z0BJZZ7wFGAR2tbRLwb3AldMAUYABwMTClIKmrLeyJieDnh3/jc6bQSNoKTatp6aPeE6B+W1j5jxJb0XLzHTz40UYA3prYlyD/4tfdLEt43ECM3U7WunUVPvfqns2IDAng43VHK1W3Ukqp2s2RmootLAxbYKCvQ6kRqtLFORb4wHr9AXCd2/5ZxuVnIEpEmgFXAUuNMaeMManAUmBkFeqvceyJiQQ0aYL4u00vl53mWpqpWa/qqbSgFS1pc4lj0Wb+eIit8en888betIoOrXRVIf36ISEhFR6HBhAc4McNfVuwaHuSPiyglFLqPPmpqfjVr1XtNlVS3gTNAEtEZIOITLL2NTHGJAFYPwuajVoA7s0k8da+kvbXGsXOgZa8zfWzae/qq7jXLaW2ov20P4UuTSMY2aPkRdHLwxYYSNiAAWSurniCBjDx4tbYHYYvNujDAkoppYpypKZpguamvAna5caYvri6Lx8UkUGllC1u7gZTyv6iJ4tMEpH1IrL+QlvqxZ6UiH/zZkV3Jm91/ayuFjSwWtH+CElbYPfCIoecTsPmo2n0ae2ZPv2wQXHYjxyp0HQbBc4+LHAEp1MfFlBKKXWWIy1Nx5+5KVeCZoxJtH4eB+bgGkN2zOq6xPp53CoeD7RyO70lkFjK/nPrmm6M6W+M6d+oUaOK3Y0PGYeD/GPHCWhWTAtaeNOqLe1UHr1ugQYd4dsnISe9cPfBlCzSs+3EtvLMl77eiBHg50f61/Mrdf7EAa05lHKGVftOeiQepZRStYMjNRW/KE3QCpSZoIlImIhEFLwGRgDbga+Bgicx7wDmWa+/Bm63nua8BEi3ukAXAyNEpL71cMAIa1+tkH/iBDgcBDQ7pxsxaWv1tp4V8POH6/4NpxNdSZpl85E0APqUc9WAsvg3bEjY5ZeRvmABxums8PlX92xGw/AgXVlAKaVUEY7UVPy1i7NQeVrQmgCrRWQLsA74xhizCHgJGC4ie4Hh1nuAhcABYB8wA5gMYIw5BfwV+MXaXrD21Qr2pCQA/Ju6JWj2HDixC5p6IUEDaHURDPo9bPkYdswFYNPRVCKC/OnQKNxj1USOGUt+UhJn1v1S4XOD/P249ZLWrNx9ggMnMj0Wk1JKqQuXMy8PZ1aWjkFzU2aCZow5YIzpbW3djTEvWvtTjDHDjDEdrZ+nrP3GGPOgMaa9MaanMWa927X+a4zpYG3vV99teV9+smsG5IBmbmPQjv8KxuGdFrQCg/4AzfvCgkfhdBKbj6bRq1VkhZZ1KkvEsKHYwsJI//rrSp3/mwFtCPATPvjpUIll1iatZcWRFZzKqTU5vFJKqRI4Ul29PTpJ7Vn+ZRdR5WFPdLWgFUnQCh4Q8FYLGrgeGLhhBrwTh+Ob37Mz6Tc8cIVnF521hYQQcdVVZCxejPMvf8YWElKh8xtFBHFtr+Z8sSGeJ67qTL3ggMJjWfYs/rH2H8zbP69wX+uI1rQIb0G+ycfusNM2si3PXvosAbaA4i6vlFLqAnN2klpN0AroUk8eYk9OxhYaii0i4uzOpK0QVA+i2ng3mIYdoP9dyN7FhDizPPaAgLvIMWNwZmWRsXx5pc6/8/IYsvIcfL7+7JQb209u5+b5NzP/wHzu63Ufs0bN4ol+T9Cxfkey7Fk4jROb2Ji7by4f7fzIU7eilFLKxwqXedKnOAtpC5qH5Ccn4d+sGSJuXYnJ1goCNh/kwV2uwbbmTQbZthLbeozHLx968UX4N2tG+tdfE3nNNRU+v2fLSPq3qc8HPx3i9ktb87+dH/DGxjdoGNqQ90a8R/+mrgUr+jTuc965Dy97mLc2v8VVba+iaVjV5nZTSinlewUJmj4kcJa2oHmIPTGpaPem0wHHdni3e9NdqwGcttWjW9TPvLr5Ba6bex03fH0DN8+/mfuX3s/RjKotuSQ2G5GjR5O1+kfsx4+XfUIx7rw8hqOnk7lp3m95dcOrDGk9hC+u/aIwOSvJkxc/iTGGV355pVL1KqWUqlnyU7WL81yaoHmIPTm56BQbKfvBfsa7Dwi4mX9wIVe3aMg7TZJZfmQ5reu1pnVEa5qENmHbyW3ctfiuKidpkTdcDzYbCY8+hjM7u8Lnt2l2ioj2r3Pg9K9MueQ5/nXFv4gMiizzvJYRLZnUaxJLDy9lVfyqyoSulFKqBins4ows+29AXaEJmgc48/JwpKQUnWLDFw8IWA6mH2TKT1Nw2CP45/GTrBjwItOGTuO1Ia/xxrA3eHfEu5yxn+HuxXeTkJlQ6XqCYmJo8c9XyN68mfhHfofJyyv3uQmZCTy0/EEig8LIOPAwgTmXFu0eLsNvu/+WmMgY/r7275zM1klvlVLqQuZIS8cWEYEE6MNfBTRB84CzU2w0h7QjsG4GrH4N/IKgUWevxuI0Tp5f8zz+EkT60bsYkZ1P8L5lRcp0bdCVGSNmkGXP4q5Fd3EwvfKTxtYbOZKmzz9H1qpVJDz5JMbhKPOc9Nx0HvjuAfKcebw/ajqd6rfjte/24KjA8k8BfgE8e8mzHD9znDFzx/DV3q8wxaxDqpRSquZz6ELp59EEzQMKp9g4+AW81hMW/h7sWXDlFNe0F140Z+8cNhzbQM+Q35BPE0zMINj1zXmLqHdr0I0ZI2ZwJv8Mtyy4hfn7K7d0E0D9m26i8R/+QMa3i0idPbvUsrmOXB5Z/gjxGfFMGzKNDvXb89jwjhw4kcXXWyrWmte/aX++GPMFnep3YspPU7h7yd0sPrSYlOyUSt+LUkop73MlaPoEpzupya0O/fv3N+vXry+7oI+lzZ1L0lNP0+7q4wQNHOdauLxhB6/HcTL7JGPmjqFz/c5kHb6X3HzDvIt3wTePw+S10LjLeeckZyXz5A9PsvH4Rq7rcB0PxT5E49DGFepuLHDguuvxi4igzf9mFXv8l+RfePHnF9mfvp9XBr3CqJhRgGtB99FvrOZMXj7fPX4F/n4V+3eD0zj5au9XvLrhVU7nnQagXWQ7WtdrTb3AekQERhT+jAiMoEV4C2Ibx+o8akopVUMcvGEc/o0a0eqd//g6lCoRkQ3GmNKfdCsnnWbDAwq7OMMMXPkc1Gteavnq8vK6l8nNz+UvA/7C2DV7GdunOXQa6UrQdi8sNkFrGtaU9656j39v+Tczts5g7r651AusR4eoDkzoOoGRbUeWu/7wuDhS3n8fR2YmfuFnl5ZKzUll6vqpfL3/a1qEt+CtYW8xqOWgwuM2m/DY8E7cO2s9n/xylFsvqdi8cTaxcWOnG7muw3XsTNnJL8d+YcOxDSRlJrEnbw+n806TaS+6rFRkUCRDWg1heJvhXNb8Mvxt+p+CUkr5Sn5aKkGdOvk6jBpF/yp5gD0+Hr8gg63HNT5Lzn5O+plFhxYxOXYyNkcTMnJ30qN5JES2gGaxsPtbiHu82HP9bf483OdhRrQZwYZjG9iXto91yet49sdn6de4H41CG5UrhrC4gaTMmEHWmjXUGz68cP8ffvgDG45t4N6e93Jvr3sJ8T9/5YEruzbm0nYNePnbXQzr2phmkRVbnaDgPno26knPRj25q8ddRY45nA4y7ZmczjvNnlN7+O7Idyw7vIy5++bSKKQR13W4jus7Xk+riFYVrlcppVTVOFLTdAzaOXQMmgfY923BP9QOF93jm/qddl5a+xJD9rYiLqMzOxJd3Xw9WliPK3ccAfG/QF5WqdfpHN2ZiV0n8uylz/L2sLexO+y8s/WdcscR2qcPtvBwsn44O/XFz0k/szZpLY/3e5xH+j5SbHIGICK8PK4X+U7D019t8/iAfz+bH5FBkbSKaMWwNsP4R9w/+P6W73l9yOt0a9CN97a/xzVfXcO7297Vhw2UUsqLnNnZmOxsTdDOoQmaB+THHyIgKgRiBpVduBp8susTkpIP0WavjQ3zvmJ7YjoBfkLHJlY3Y/M+gHFNnFtOreu1ZlyncXy550uOnD5SrnMkIICwSy8lc9UqjDEYY3hj4xs0CW3CzZ1vLrvOBqE8ObIzK3ef4MuNlZ/+o7wC/AIY2noobw57k8XjFjMyZiSvb3yd59c8T74zv9rrV0opBY40a6F0fUigCE3QqipxM/b0PALadYdKDKyvqpPZJ3l789sMzu3hen/kEHv37Kdj4wiC/P0AOJIeyLeJnUjZvrpC176v130E+AXw5qY3y31OWNxA8pOTyd27l+/jv2frya3c3/t+gvyCynX+7Ze25aK29Xlh/g6Onc6pULxV0TSsKS/Hvcy9Pe/ly71f8tDyh8iyl97iqJRSqup0mafiaYJWRY7V7+C02wjoEeeT+l/f+Do5jhx6pDYlLMr15c7du5keLeoBYIzh+znz+TW9CbM+WM6KD2aQk5VZ2iULNQptxK1db+XbQ9+yM2Vnuc4JH+RqRcxctYo3Nr1B64jWjO0wttz3Y7MJr9zYm9x8J3f8dx0HTpQvVk8QER7p+whTLp3Cz4k/c9u3t1VpIl+llFJlK1zmKUpb0NxpglYV8evJXzsXAP/WMV6vfsWRFczdN5db203g5J59dI0bQsP2nWmRtrdw/FnS3t0cP7ifyzoKPZrlsfHbr3n/sftJiS9ft+WdPe4kMiiS1ze+Xq7yAU2bEtSxI0eWzGNP6h4mx06u8HQWMQ3DmH57f46dzmHMmz+yYGtihc6vqhs73cjbV75NclYyExZMYMOxDV6tXyml6pKzXZzaguZOE7TKSj0EH4/HbhoAFF0o3QsOpB3g6dVP071Bd0Y4++F05NO+/wAC2sfSKO8kMYGutTE3L/mGwJAQ+l3Sg+HRm7j1xakAzP3nX8nOzCiznojACO7teS8/Jv7IuqR15Qvu0r4EbN9Lt5CYwrnOKuqKTo345pE4OjUJ56GPNvGvJbsrdZ3Kuqz5ZXx09UdEBkVyz5J7WHRokVfrV0qpusKRqglacTRBq4zsVJh9Mzjs2LvfB7hajrzldN5pHlnxCEF+Qbw25DWObNpISL1ImnfqQnK0ax4Z2+FtnDmdzp41q+g2aCiBrfuCI48mYXbGPPEMGSdPsOC1l3GWY2mm8V3G0yS0Ca9tfK3MJxxTc1J5I3A1/g54LnAcNqn8V6x5VAif3ncp4/q25I3l+9h8NK3S16qMtpFtmX3NbLpFd+OltS+R68j1av1KKVUXOFJTQQS/evV8HUqNoglaRTkd8NntcOoAjJ+NPdMJNhv+jRt7pXqH08Eff/gjCZkJvDr4VRoFNeTgpvW063sRNpsfv572Iy2sGQd/WcO25Utw5OcTO+IaaGYt2p68jRaduzLsnskc2baZ7//3Xpl1BvkF8WDsg2w7uY1lR5aVWC7LnsXk7ybzU6NUTEgwURv2Vfl+A/xsPDemG40ignju6x04K7BepyfUC6zHw30fJiUnhYUHFnq1bqWUqgscqan41auH+OvUrO40QauoQ6vh4A8w6mVoO5D8xCT8Gzf22hdr7r65/JjwI09f/DR9m/Ql/tft5J7JokP/SwDYkZiOienFsQN72fDNXFp170WDlq2hQQfwD4HkrQD0HDKCvqPGsPHbr1n18Qc4naW3pF3b/lraRbZj2qZpxU5BkZaTxsPLH2bnqZ28PPRfRF1zDenzvsZurbJQFRHBATw1sgubj6bx1SbvD9of0HQAXaK7MHPHTJzG6fX6lVKqNnOk6ULpxdEEraIOrATxg16ueb3sycle6960O+3M2DaDHg16cFOnmwDYt/5n/AODaNMrlpOZuSSl59CqjytZyz6dTuxV17hOtvlBk+6QtLXwelfcdjc9h45g3dzP+eofz3HmdHqJdfvb/HmkzyMcTD/I1/u/LnJsffJ6bpx/I5uOb+JvA//G4FaDaXj/AxhjOPkfz6yrdn2fFvRpHcVL3+4iI8fukWuWl4hwe7fbOZB+gNUJFZuqRCmlVOnyUzVBK44maBV18HtoeREERQBgT04ioLl3HhBYsH8BCZkJPBD7ACKCMYb9G9bSplcsAUHBhSsI9OwaQ5N2HQmPblDYsga4ujmTt4E1jszm58eI+x5h+KSHid+5nQ+ffpSU+KMl1j+09VB6NerF6xtf569r/sqMrTOY+stU7l5yN0F+QXx49YeMbjcagMCWLYi6cRxpX35FXnzVW71sNuG5a7uTkpXLG8ur3nVaUSNjRtI4tDGzdhS/ELxSSqnK0WWeiqcJWkVkp0LiJmg3GACTn09+UjL+XniC0+60M33rdLo36E5cC9ecaxkpJ8g4eYK2vfoCru5NgO7NIxn96JPc+MzfsPn5nb1I016Qm+56AtVNr2FXMeGFf5KTkcHGb+eVGIOI8OcBf6ZZWDMWH17MtE3T+ODXDxjdbjSfXfsZ3Rt0L1K+4f33IyKc/PfbHvgEoHerKG7u14r/rj7I7uSyn0D1pABbALd2vZW1yWvLPSecUkqpsjlSU3UVgWJoglYRh1aDcUK7KwDI3X8Ak5dHcOfO1V71Nwe+IT4znvt7u5IegNMnTwAQ1cTVxboj4TStokOIDAkgqklTGrQ8Z+HvwgcFtnKuJu060KhNDKcS40uNo2uDrnwy+hNWj1/Nut+sY8XNK3hx4IuEBYSdVzagSROixt9C+tx55B06VME7Lt6To7oQEezPn+Zs8/oDA+M6jSPUP5SZO2Z6tV6llKqtjDGuBE0nqT2PJmgVcWAlBIRBi/4A5OxwrW0Z3KNHtVab78xn+tbpdI3uyhUtryjcn5FyEoCIhq4nSLcnptO9WWTJF2rc3TV+Lun8BA0gukVLTiWUnqC5C/EPoWFIw1LLNLz3XiQwkBNveaYVLToskGeu6caGw6l8tK58k+16Sr3Aetzc+Wa+Pfgtu095d142pZSqjUx2NiYvT5d5KoYmaBVx4Htoezn4BwKQs307ttBQAtu2rdZqFx9azNGMo0VazwAyrBa0iIYNOZOXz+GUM3RrXso8MgHB0KizaxxaMaKbt+RMeho5mZ5bXsm/USOixo0jY9EiHJmeWdtyXN8WXNa+AS8v2sVxL67XCXBPz3uoF1SPf/7yzzLnhFNKKVW6gnU4dQza+TRBK6/0eEjZWzj+DCB7x3aCu3dHbNX7Mc7bN4+W4S0Z0mpIkf2nT54gOCycwOAQ9h5zJVWdmkSUfrGmPYvt4gRXCxpQZjdnRUWMGI6x28la7ZknIEWEF6/vSW6+k+cX/OqRa5ZXZFAkk3tPZm3yWlYeXenVupVSqrbJ11UESqQJWnkd+N71M8bVxWjsdnJ37Sa4e/dSTqq6k9knWZu8llExo4q0noHrIYGIho0A2H3MNWi+c9OyErRekJEEGefPTxbdvHoStNC+ffGLjCRjecmT3FZUTMMwHh7SgW+2JjFl3nby8r03P9lNnW8iJjKGf234F3aHd6f8UEqp2qSwBS1KE7RzaYJWXgdWQlgjaNwNgNz9+zG5udU+/mzJoSU4jZOrY64+71jGyRNENHCNAdudnEFwgI3W0aGlX7DD6tAPQgAAIABJREFUlYDA2vPnJ4ts3BSbn7/HEzTx9yd88GAyv/8BY/dcQvPA4PbcMzCGD9YcZsKMnznmpe7OAFsAv+//ew6fPszHuz72Sp1KKXUhMw4H+amp5232BNc0TPoU5/nKnaCJiJ+IbBKRBdb7GBFZKyJ7ReRTEQm09gdZ7/dZx9u6XeNpa/9uEbnK0zfjUTmn4cjPYM92zRt28HtX65nVnZmzfTsAIT2qtwVt0aFFdKzfkQ71O5x3LOPkicIHBPYcy6Bj4wj8bHJeuSIad4Ee42DtO5BxrMghm58f9Zs1r9CDAuUVPuz/2Tvr8LjK9GHfZzITd2nc06bu1N2VFoq7u+y3y3ZhWZaFHyy2Cyy6sLg7tJQqpS6ppamncXe38ff7YyZpQmaiM42d+7rmmsyrz2nT5smj8zBWVVF/9JjNzlQ6KPjbiuG8cd04zhZUs/y1PZzMtV5s15bMDJ3J9JDp/PfEf6nT2Sa2TkZGRqY/InQ6Mq+7jpSp01q9Cv/xDwCUvr49K2QvpDP9iR4GzgKNUegvAK8IIb6SJOm/wO3A2+b3CiFEnCRJ15jXXS1J0nDgGmAEEAL8KknSECFE+926e4I9/4J9/wGlM4SMg9qilvFnp06h8PBAFRFhNxEKagtILE7k4fEPt5rTqhtQ19Xi2ejiLKxh5uCAjh08969w+kfY829Y9mKLKd/QMEpzbJ8d6T59OpKjIzW/bcdtymSbnr1idAjxgR7c8uFhbvoggW/unsrg9mLxuokkSdw95m5u2nQTv2b9yqq4VXa9T0ZGRqavUv7JJ6iTTuB3550W+1argoNw8GqjAsEApUMWNEmSwoDlwHvmzxIwD/jOvORjYLX561Xmz5jn55vXrwK+EkJohBAZQCowyRYPYReKToN3JEy8DRoqwcnL7B40oT59xu4JApsyNwGwOKq1sbGm1Fxiw8+fijotxTUa4oPcO3awXyyMux6OfgiVLTsH+IaEU1VUgEHfut9md1C4ueE2dSq123+zS/bj4EAPPr9jMkoHBTe8n0BOeb3N7/g9YwPGEu4R3qr1lYyMjIyMCV1BASVvvIn73LkM+tMf8b3xhlYvjwUL2j9oANJR7eJVYC3QGIntB1QKIRp/iucCoeavQ4EcAPN8lXl907iFPU1IknSXJElHJEk6UlJS0olHsTGlKRA2EZY8B/cfhEezwNPUMUBotWjOncN5xHC7irApYxOj/UcT7hHeaq6mtBgAD/+ApgSBdjM4mzP7L6b3XS+0GPYNDcNoMFBZVNA1odvAff48dHl5aM6ft/nZAFH+bnx6+yTUOiPXv5dAYnYFap39DLSSJLEydiWHCg+RX5tvt3tkZGRk+ipF//wnCEHg44/3tCh9jnYVNEmSVgDFQoijzYctLBXtzLW158KAEO8KISYKISYGBHTQZWdrdGqozAa/wRfGmmVQqlNSEDodLnZMEEivSudc+TmWRi+1OF9tLlLr6R/AebOCNjSojRpov8crDCbeDse/gNILvS3tlckJ4DF3LkgSNdttl835e4YGefLRrZdQVqvhsrf2M+LJLSx+ZTd/X3eKpJxKm1vvVsasBEydHmRkZGRkLlCzcyc1237F/957cQxrZY+RaYeOWNCmA5dKkpQJfIXJtfkq4C1JUmMMWxjQaELIBcIBzPNeQHnzcQt7ehfl6YAA/8EWp9Wn7N9BYHPGZiQki+5NMJXYkCQF7j5+JBfW4OmsJNDTqXOXzPyj6T3x06Yh3xDTPyJ7JAooAwJwGT2a2u2/2fzs5oyL8GHHI3N46/rx3Ds7lhBvZ74+nMOqN/ex+NXdfHowy2ZtosI8wpgQOIH1aevlwrUyMjIyZoTRSNE/n8MxJga/W2/paXH6JO0qaEKIx4QQYUKIKExB/r8JIa4HdgBXmJfdDDR22V5v/ox5/jdh+sm1HrjGnOUZDQwGDtnsSWxJmdmi5BdrcVp9+jQKLy9UYWF2uV4IwebMzUwMmkiAq2UrYk1pCW6+vigcHDhfVEN8kEerOmnt4j7IlPhw+gdTpirg6OKKu68fFVYsaPXVVSRt24TR2DXXoceiRahPn6Z685Yu7e8ogzydWTYqmEcWx/PhrZM49PgC/nnZKFwdlTzx0ylu/egw5XVam9x1aeylZFZncrLUcocGGRkZmYGGLr8AXXY2vjfdiOTo2NPi9Em6E+H+F+CPkiSlYooxe988/j7gZx7/I/AogBDiNPANcAbYDNzfazM4y1JM736tS1uAqcSGy4gRnVeIOkhqZSoZVRksjrReiaSmrARPvwCEEJwrrOlc/FlzRl5ucufmXSh/4RtivSdn0taN/PremyRu+rlL1/nceAMuY8eS/+ijNJh7mV4MvFxUXDc5gh/vm8Yzq0dyIL2MZf/Zw/60UvSG7hW5XRi5ECcHJzlZQEZGRsaMJsUUa+w0JL6HJem7dEpBE0LsFEKsMH+dLoSYJISIE0JcKYTQmMfV5s9x5vn0ZvufFULECiHihRCbbPsoNqQ0FTyCwam10mPUalGnpNi1g8CWzC0oJAXzI+dbXVNtLlJbWK2mRq1naHsdBKwxdDkoVCYrmhnf0DDK83MtuuwyTyQCsPfLT6goyOv0dQpHR8LeeB0HXx9y738AXXFx1+TuIpIkccOUSH64dxrOKgXX/S+BIX/bxJR/bufadw+SXdb57E8PRw/mhc9jc+ZmtAbbWOVkZGRk+jKaFJMnymmwZUOHTPvInQQsUZZi1XqmOXcOdDq7xZ8JIdiatZWJgRPxd/G3uqamrNSUwVnYhQzO5rj4QNx8OP0TGE2WJN+QMDT1ddRXVbZYqqmvoyDlHCPmLMDBUcXmt//TJVen0t+f8LfewlBVRe6DD2LUaLomezcYGerFzw/O4IU1o7h/bhwzBvuTlFvJC5vPdem8VXGrqNJUsSXTvq5bGRkZmb6AJiUFZXAwDh72rUnZn5EVtN8jhKnEhpUEgYYkU6Nxl7Fj7HJ9SmWKyb1pJTkAoKG6CoNO1yKDs8sKGsCIy6E6F3IPA6ZaaADleS1rpGWfSkIYjYycvYC5N99FfvKZLrs6nYcOJeTFF1AnnaDgb0/0SIC9h7OKqy+J4E+L4vnXlWO4fUY0v5ws4GxBdafPmhoylcE+g3n3xLsYuhifJyMjI9Nf0KSkyNazbiIraL+nvgzUlS1LbDSjISkJZVAQqsBAu1y/NXOryb0Z0bZ7E8DDL4BzhTUM8nDCx60bQZjxS8HBqcnN6RtqudRG1olEVM4uBA+JZ/isecSMv4S9X35CZWHXaqZ5LlxIwB8epvrnnyl7939dl99G3DEjBg9nJa/+2vk6bQpJwT2j7yGzOpPNmZvtIJ2MjIxM30Do9WjT0nAabPnnqEzHkBW031NqThCwakFLwmWMfaxnQgi2ZG7hksBL8HPxs7qupsysoJktaPFdjT9rxNkTBi80uzkNuPv6oXJybpUokHkikfARo3BQqpAkiYV3PgAKif3fft7lq/3uvhvP5cspeeUVu9ZH6wherirumBHDltNFnMrrfE/PBZELiPOO450T78hWNBkZmQGLNjsbodPJClo3kRW039NGBqe+rAxdTo7dFLSUyhQyqzNZFLWozXU1Zguam48fKUW1xNui7+SIy6C2ELIPIEkSfmHh5Jw9hTDHpVUWFlBVVEjUmPFNW9x9/Ri3ZCVn9+2iNCerS9dKkkTws8/gPGoUeX9eiyY9vf1NduTWGVF4uai6bEW7e8zdZFRlsC1rmx2kk5GRkbEvRrUaQ1VV61dlJZr0DGp27KDso4+o3mQ9z09z3vRzVFbQuoesoP2e0hRwcATv1k3Q7R1/1pS92YZ7E0wuTqWjE3lqBRq9kaHBneggYI34paByhRPfADBuyUpKMtM5uWMrcCF7M2r0uBbbLll5OY7Ozt2yoimcnQl743VEfT01W7d2+Rxb4Oms4q5ZMfx6tphDGeWd3r8ochGxXrG8c+IdjKJ75TtkZGRkLibanBzOT5nK+clTWr+mTCV92TJy772P4udfIO/PazHU1lo8R5OSApKEU6zlWqIyHUPZ/pIBRlkq+MaAwqHVVENSEiiVOA+3Tw/O7VnbmRg4sU33JtCUwZmYbcqyHBfh3f3LHd1g+Go49T0s/ifDZs7l5G9b2fPFx8RdMpXMpGN4BgTiHRTSYpuLhycTlq/mwHdfUpSeSmBM14JCVYGBOAT4o821fQeDznLLtCg+O5jFDe8n8NjSodw8NQqFomM17xqtaGt3r2V79nYWRi60s7QyMjIytqHi8y8Qej2D1q5FUrb+Gajw9MQxMhJDWRm5DzxIfUICHvNbGxQ0KSk4RkSgcHa+GGL3W2QL2u8ptV5ioyEpCef4eLt80xXWFZJWlcassFntrq0x10A7ll2Bt6uKGH832wgx/ibQ1sKZn5Akifm33YOmvo7dn31AzukkokaPs1icd8Ly1Ti7uXfIilaUnsq2d9/AoNe3mnMMDUOX2/naarbGzUnJ+gdmMCPOn6d+PsPNHx6iqFrd4f2LIhcR5BbET6k/2VFKGRkZGdthbGig8ocf8Fi4AL/bbsX3pptavbxXr8Z13DjcZ81C4epK7Z49Fs/SpKTgNER2b3YXWUFrjkEPFRkWEwSEwYD6xAm7xZ8dLDgIwJTgKe2urS4rwdNsQRsX7m27jgYRU8B/CBz7BAD/iCgmLF/N6V3b0TY0EDlmnMVtTq5uTLx0DenHDnN2366muDVLHFr/PSe2byZ5/+5Wc6qwMHS9wIIGEODhxPs3T+SZ1SM5nFnO8tf2sD+1tEN7HRQOLI1eyv68/VSoK+wsqYyMjEz3qdqwAWN1Nb7XXdfuWsnREdepU6nbs7dViSSjRoM2K0uOP7MBsoLWnMosMOotltjQpKZhrK+3W/zZwYKD+Dr7Mtin7W9qg15HXWUFjl5+pBTXMj7Cx3ZCSJLJipaTAMWmgq1Tr7gWd18/JElBxAjrzz5+yUp8QsLY+NpLfPjHezm+5Rd0mpZWJ626gfSjpvarCT9920qRU4WFoisoQFiwrvUEjV0HNjw4A29XR254P4E3d6R2qNH68ujl6IVeLlwrIyPT6xFCUPHFlzgNGYLLxIkd2uM+Yzq6vDy0mZktxrXp6WA0ygqaDZAVtOa0UWKjIek4gF0saEIIDuYfZErwFBRS238lteVlIATluAAwPtKGChrA6GtMrZ/MVjRHZxdWPPwX5t16N87u7la3qZydufml11n24CM4ubqy/YO3+eW1l1qsSTuSgF6rYezi5ZTn5ZB65GCLecewMDAY0BUW2faZukncIA/W3T+dFaNDeGlLMn/4+ni7e+J944nzjuOX9F8ugoQyMjIyXachMRHN2bP4XHddhz0ybjNmAFC3d1+LcU2KnMFpK2QFrTltlNhoSErCwdsbVUTr7M7uklKZQpm6rEPuzexTpkzSLI0TCgnGhNsgQaA57gEwdBkkfQl6Uwum0KHDGbt4ebtbHZQqhs2Yw3XPvszUK64j7UgCRempTfPn9u3C3c+fOTfdiXdgMAk/ftvCPK4KMxXI7S1uzua4OSn5zzVjuX9uLOuT8juU4bk8ZjnHS46TW9P7nkdGRkamkYrPv0Dh4YHXyhUd3uMYHo5jZCS1e1vGoWlSUkClwjEy0tZiDjhkBa05pSng6geuvq2mGgvU2izeqxkH802WpKkhU9tcd+LXzWx79w2C4+I5rvVhSKAH7k52SMQdfxM0lMO5rll/JEliwvJVOLm6kfCTqWxHQ20NmUmJxE+diYNSySWr1lCUnkLWyQvWqCYFLa93KjSSJPHA3MH4uzvy+m8p7a5fFr0MgI0ZG+0tmoyMjEyX0JeUUL11K16XrUbh1rmEM7eZM6k/dLhFP2XN+RScoqORVCpbizrgkBW0RowGyNwDg1qX0DBUV6NNTbNb/NmBggNEeUYR5BZkcV4IwYHvvmTb/94gaux41jz+DIn5tbZ3bzYSMw+8wuH4F10+wsnVjbGLV5By6ABluTmkJOzHaNAzbPpsAIbPmo+7jy+Hfvq2aY8qKAgcHHpFqQ1ruDg6cNesGPaklHI0q+0EgBD3EMYPGs8v6b/0SK9RGRkZmfao+PJL0OvxufbaTu91mzEd0dBAw9GjTWOa1FSc4uQenLZAVtAaOfU9lKfDpDtbTTWcPAmA8+jRNr9WZ9BxtOhom9azYxvXs//bzxkxez6rHvkbWTV6atR62yYINEehgGErTQqrrqHLx4xfdilKR0cOrfuW5P278Q4KZlC0qXChUqVi4srLyTl9gsI0kzVKUipRBQX1ilIbbXHDlEh83Rx5bXv7VrTlMctJr0onuSL5IkgmIyMj03GM9fVUfP4F7vPm4RQd3en9bpMmIalU1Jrj0AzV1ejy8uQSGzZCVtDAZD3b9aLJejZ0ZatpTbKp7Y89CtQeLzlOg77BavxZXWUF+7/9jOhxE1l87x9wUCo5ZrbcjLdFgVprxM0HvRoy97W/1gqunl6MWbCEs3t3knP6JEOnz27hIh45dyEOKhVndv/WNNabSm1Yw9VRyZ0zY9h1voTjOZVtrl0UuQilpGRd6rqLJJ2MjIxMx6j8/gcMVVX43X5bl/YrXF1xmTiBml9/pfDpp0lbaGpT6DJ2rC3FHLDIChrA6R9NCQKz15qsR79Dm5GOg68vSh/bW6wOFhzEQXLgkqBLLM7v/+Zz9Fotc266o0m5OZZdgY+rimhbFai1ROR0UDpD6q/dOmbCistQKBQIYWTotJZFeJ1c3YidMJlz+3c3Fa5VhYX2egUN4MapkXi7qtq1onk7e7MsZhnfJH9DQW3BRZJORkZGpm2EXk/5Rx/hMnYsruPHt7/BCu4zZ6HLzqby+x9wmzGD8Pffw21K+wlvMu0jK2iN1rOAYTBslcUlmvQMHGM6b/7tCAfzDzLSfyQejq0bnhdnpnPyt62MXbwC35CwpvFj2ZWMi/CxS8JCEyoXiJoBqd1r+u3h68/45auJGjMev7DWGbDDZ82lobqKLHOvT8ewMPQlJRjVHa/c3xO4O5msaL+dK+ZwZtsZnQ+MfQBJkngt8bWLJJ2MjIxM29Rs3YouLw+/O27v1jk+111L2JtvMHjvHkL//S/cp0+3kYQysoJ25icoTYbZf7ZoPQPQpqXhFB1j86urtdWcKjtl0b0phGDnx//Dyd2dqWsuBG9W1etILa61r3uzkbgFpt6k5RndOmbWdbew5q9PW5yLGjMeZw/PJjdnUyZnfn637rwY3Do9iiBPZ/5vw5k2i9cGuwdz4/Ab2ZC+gdNlpy+ihDIyMjKtEUJQ9v4HOEZF4T5vXrfOUjg74zF/Pg4erY0MMt1DVtD2vgIBQ02Nwi2gr6jAUFmJY6ztFbSD+QcxCiPTQ1v/xpF65CA5Z04y/crrWxSIPZJlstbYLUGgOXELTO9p2+12hYNSxdBpM0k7koCmvh5VaO+thfZ7XB2V/GVpPCdyq/gxse3EhttH3o6vsy//PvJvOaNTRkamR6lPOIT69Gl8b70VyYphQqbnGdh/M+pqKDwJo64EhYPFJdq0NACcYmyvoO3P34+HyoNR/qNazZ34dTNegUGMXrCkxfivZ4twd1IyIeoiKGh+ceAdCan2U9AAhs2Yi16nJSVhH6qwUIBeXWqjOavGhDImzIsXt5yjTmO9RZW7ozv3jrmXw4WH2ZW76yJKKCMjI3MBodNR9PzzKAcNwmu15bAemd7BwFbQis+Y3oNaK0iNaNLTAXCMibXp1UII9uXvY3LwZJQKZau5wpRkIkaMRuFwQXE0GAXbzhQxJz4AJ6VlhdKmSJLJipa+C/Rau10TPDge76Bgzu7dgTIgAMnJqdeX2mhEoZD4+8rhFFVreGdXWptr1wxZQ5RnFM8lPEdJfclFklBGRkbmAmUffIjm3DkCn/gbCiennhZHpg0GtoJWaKpvRuBIq0u06RlIzs6oQoJtenVGVQaFdYVMC53Waq6iIB91XS1BcfEtxhOzKyit1bJ4hOWCtnYhbgHo6iDnYPtru4gkSQybMZfs0yepLS9DFdo3MjkbmRDpy4rRwbyzO52c8nqr61QKFc/PfJ4KTQX3/HoP1drqiyiljIzMQEeTnkHpm2/isWgRngsX9rQ4Mu0wsBW0otPg7A2eIVaXaNLTcIyOtrmffl++qb7Y9JDW8WeFqaaipsGDWypoW88U4eigYE58gE1laZPomabm6Sndy+Zsj2Ez54AQpB4+0GdKbTTn0aVDcVBI/PXHk23GmI3wH8Grc18lvSqdh357CLVeTbm6nO/Of8fTB54moSBBjlGTkZGxOcJopODvTyA5OxP0xN96WhyZDjDAFbRTJvdmG+UqtOkZXaqw3B778vcR7RVNiHtr5bAgNRmVswt+YeFNY0IItpwuZFqcHx7OF7HHmZMHREzpdj209vAODMbJ1Y2yvFwcw8LQ5vUNF2cjYT6uPLZ0KHtSSvn6cI7VdbkV9QQ4jOKfM/7J0aKjrF63mnnfzOOpA0+xLnUdd2y9g+s3Xs/27O2yoiYjI2MzKr/9joYjRwn8y1qUARfxl3yZLjNwFTSjEYrOQOAI60vUanR5eTjaOEFArVdzpPCIResZQEHKeYJi4lA0S1w4X1RLVlk9i4ZfRPdmI4MXmeL1KrLsdoUkSfiEhFKRn4sqNBRjVRWGmhq73WcPrp8cyZQYX5795Sz5la1bZOVW1LP6zX2seXs/04IW8MSUJ3BXuXPbyNv4buV37L9uP09MeYJydTl/2PEH1u5ei8agsXCTjIyMTOeoWr8ep2HD8Lr88p4WRaaDDFwFrSLDFFvVVvxZZiYIgZONS2wcKzqGxqBhWkjr+DO9VktJVgZBv3dvni5EkmDB8EE2laVDDF1uej+/2a7X+AaHUl6Q16dKbTRHoZB4Yc1o9EbBYz+0dHXWqHXc/tERGrQGqtV63tuTzlXxV/Hdpd/x0PiHiPeNx8nBiavir2LDZRt4ePzDbM7czF1b76JKU9WDTyUjI9Mf0GZk4DJyhH0LnMvYlIGroBWdMr23YUHTNmVw2lZB25e/D0eFIxODJraaK85Mw2jQExw3pMX4ljOFjI/wYZCHs01l6RB+seA/BJI32vUan+BQastKYZBJCe0rpTaaE+nnxl+WxLPrfAn3fX6MhPQy9AYjD32ZSGpJLf+9cQLLRwfzwd4MymotW8eUCiV3jLqDF2e9yMnSk9yw8Qbya3t/4V4ZGZneiaGqCkN5OY5R9umII2Mf2lXQJElyliTpkCRJSZIknZYk6SnzeLQkSQmSJKVIkvS1JEmO5nEn8+dU83xUs7MeM48nS5K02F4P1SGKToOkgEHDrC7RpKWDJOEYFWXTq/fn72d84HhclC6t5gpSTI3Zg5tlcOZVNnAqr5pFwwNtKkeniF8KmXuhoe3m4N3Bx9zOqk5l+rbsK6U2fs9NU6O4d04s+1JLufrdg0x5bjs7kkt46tIRzBwcwP9bMIQGnYG3d7ZdlmNp9FLeXfguZQ1l/H3f3y+S9DIyMv0NbWYmAI52iKeWsR8dsaBpgHlCiDHAWGCJJElTgBeAV4QQg4EKoLGh1+1AhRAiDnjFvA5JkoYD1wAjgCXAW5IkXYRiXlYoPAV+g009J62gzUhHFRZm01oxhXWFpFamWo8/S03Gwy8Ad1+/prHtZ4sAWHQxy2v8nvjlYNTbNVnAJ9iUMFFVXYXCwwNNcrLd7rInCoXEX5YMJeGvC3jxitFE+7vx4Lw4bpgSCUDcIHfWjA/jk4NZFFS1jlVrzsSgidw39j4SChM4WGC/UicyMjL9F02GqV2frY0NMvalXQVNmKg1f1SZXwKYB3xnHv8YaOyVtMr8GfP8fMnk9F4FfCWE0AghMoBUYJJNnqIrFJ1s070JJguarTsI7M7dDcCM0BkW5wtTk1u5NxPSywn1diHa382msnSKsIng6g/Jm+x2RaOCVlGYh+eyZVStW0fdgQN2u8/euDg6cNXEcL69Zxp/WtQypvCh+YMRQvDa9tR2z7ky/kqC3IJ4/djrcmanjIxMp9FmZIJSiWN4WE+LItMJOhSDJkmSgyRJx4FiYBuQBlQKIRp72+QCoeavQ4EcAPN8FeDXfNzCnouLugoqsyHIeoKAMBjQZmbaPP5sR84Owj3CifVu3ZmgvrqKquKiFgkCQggOZ5ZzycVo7dQWCgcYssRUD82gs8sVKidnPPwDqMjPI/Ava3GMiSFv7Vr0ZWV2ua8nCfd15frJkXx5KJtXfz3fZrN1Jwcn7hl9DydKT8htomRkZDqNNjMTx7AwJNVFLNEk0206pKAJIQxCiLFAGCarl6XArcafMJZSREQb4y2QJOkuSZKOSJJ0pKTETu1wiswtntrI4NQVFCA0GptmcNbp6kgoSGBu+FyLmTQFKeYCtc0saDnlDRTXaJgQ5WszObrM0GWgqYKsfXa7wic4lPL8PBSuroS+/DLGqmryH30MYTTa7c6e4tGlQ7l8fCiv/prCXZ8eoVptXfG9NO5SIj0jeT3xdYyi//1ZyMjI2A9tRobs3uyDdCqLUwhRCewEpgDekiQ1NpEMAxrTzHKBcADzvBdQ3nzcwp7md7wrhJgohJgYYK9iek0ZnG2U2DA3SbelBW1//n50Rh1zwudYnC9MTUZSKAiMiWsaO5JVDtDzFjSAmDmgdIZz9svm9A0JpaIgDyEEzvFDCHzsUer27KHo+efRZGT0Kxefs8qBf185hqcuHcHO5BJWv7GP8jrLPU9VChX3jbmP8xXn2ZK55SJLKiMj01cRRiParKw+lyCgU6v53wO3k3p44MbediSLM0CSJG/z1y7AAuAssAO4wrzsZmCd+ev15s+Y538Tpp+q64FrzFme0cBg4JCtHqRTFJ3qQIsnc1ClDb+pd2TvwMvJi3GDxlmcL0g9j39EFCqnC6U0DmdW4OGsZMggD5vJ0WUc3UxKWvImsJOi5BMchrahnvoqU7ao9zXX4HnpSio++ZT0pctIW7CQ0v/+1y539wQ9/7npAAAgAElEQVSSJHHztCg+vX0ymWV1vLXDekzakuglxPvE88zBZzhefPwiSikjI9NX0eWbvEGO0VE9LUqnKMpIpbqkiNyzp3palB6jIxa0YGCHJEkngMPANiHEBuAvwB8lSUrFFGP2vnn9+4CfefyPwKMAQojTwDfAGWAzcL8QwmDLh+kwhe23eNKcP4+Dvz9KH9tYrvRGPbvzdjMrdBZKhbLVvEGvIz/5LCFDWnqPj2SWMyHSB4WilxQXHHEZVGXDugfsEovma04UKM831UCTJInQF18kdttWgp78O8qgIEpe/Q/a7Gyb392TTI31azezUyEpeHXuq/g4+3Dn1jvZmbPz4gopIyPT52gqsdHHXJzFGSYvVmVRYQ9L0nN0JIvzhBBinBBitBBipBDiafN4uhBikhAiTghxpRBCYx5Xmz/HmefTm531rBAiVggRL4SwXzpgWxiNprZFbbg3AdRnzuA83HqNtM6SWJxIlaaKuRFzLc4XnE9Gp1ETOXps01hlvZaU4lou6Q3xZ42MvhpmPwrHP4MvrgaNbdsxNdZCqyhoWQPNMTwcn2uvJfiZ/wOgdu9em97bG3h4QWNmZ4rVNWEeYXyy9BNivWP5w44/8P7J9zlefJzShtJ+5f6VkZGxDVpziQ179JS2J0XpJm9CVbGsoA0cSpNBV2+yoFnBqNGgSU3Fefhwm127I2cHKoXKYnsngMwTiUgKBREjRjeNHc2qAGBiZC+IP2tEkmDuY3Dp65C+Ez5cBmVtF1ztDB7+/jioVJTnWy5S6xgVhSosjLo9/U9BC/MxZXZ+cySXjNI6q+t8nX35YPEHTAmZwqvHXuXGTTcy95u5zPlmDnty91xEiWVkZHo72owMFO7uOPj797QonaLIbEGrKiocsL98DjwFLd1cpiB6ptUlmvPnwWCwmYImhGBH9g4mB0/GTWW5llnWyUSC4+Jxcr0wfzizApWDxJhwb5vIYVPG3wTXfQ3lGfDWVNj5POjU3T5WoXDAJyiklQWtEUmScJs5g7qEBIxaywH1fZn758bh6KDglW3n21znqnLl7flvs27VOt6c/yaPTXqMQa6DeOC3B/j49McD9j80GRmZlmgzM3GMju5TPTh1ajXlebm4eHqh06ibYpIHGgNPQcvYBT7R4B1hdYn69GkAnIe3Xci2o6RWppJbm8vccMvuzYbaGgrTUlq4N8EUfzYy1AtnVc81XGiTwQvhgcMwbAXsfA7emgL53Q9e9wkJpcKKBQ3AfeZMRH09DceOdfuu3kaAhxO3zYhifVI+J3PbbpIuSRIx3jHMCpvFdcOu4+MlHzM/Yj7/OvIvntj3BDo71auTkZHpO2gy+16JjZLsDIQwMnjSVAAqCwt6WKKeYWApaAa9qZ9kzOw2l6lPn0Hh5YUq1HqWZ2fYnLkZCclqeY2cU0kgBJGjx1+QQWfgRG5V74o/s4RnMFzxAdz4Exi08NV1UNu9+nU+waFUFRdi0OstzrtOmgwqFbV7+qc7766ZsQzycOK+L45aLbthCVeVK/+a/S/uHXMv69LW8e7Jd+0opYyMTG/H2NCAPr+g72VwmuPPhkwxddypLJIVtP5PfiJoqiG6HQXNnCBgC5Ow3qjnx5QfmR46nUGugyyuyTyRiKOLa4sCtafyqtAajEzoTfFnbRE7F679EurL4PvbTMpwF/ENCcNoMFBVXGRx3sHdDdfx4/tlHBqAl6uKd2+aSFG1hvs+P4rO0PHCtApJwX1j72Np9FI+OPkBOTU57W+SkZHpl2izsoA+mCCQkYaLpxehQ0eAJA3YTM6BpaBl7DS9R8+yukRotWjOn8dlhG3cm7tyd1HSUMKVQ660fJ8QZJ04TsTI0SgcLrgyD2f2wgSB9ggeA8tfhozdsOOZLh/jE2zqAFZRkGt1jfvMGWjOn0dXZFmJ6+uMDffmhTWjOJhezlM/n+70/j9N+BNKhZIXD71oB+lkZGT6An22xEZ6KoHRsShVKjz8/KmSLWgDgPRdEDgK3Kxns2jS0hA6nc0SBL49/y2DXAcxK8yyUlhZVEB1SRGRo1oWr03IKCMmwA0/dyebyHHRGHc9TLgF9r4CRz82lTXpJD4hJgXNWiYngNtMU5JHXT8st9HIZePCuHt2DJ8dzOa/uzqXKRvoFsg9Y+5hZ+5OdufutpOEMjIyvZnGEhuOkZE9LEnH0Wu1lOZmN3XU8Q4Mll2c/R5dA+Qcaj/+7IypT6ctFLS82jz25+3n8sGXWyxOC5CVlAjQIkFAozeQkF7OjLi+lRbdxNIXIXwK/PwQ/HcGnFnXKUXNxd0DVy9vzh/Yg6becrkJpyFDUAYEUNtP3ZyNrF08lOWjg3l+0zn+sf40hjaaqv+eG4bdQLRXNM8feh6NQWNHKWVkZHojmowMlMHBKFxde1qUDlOSnYEwGhkUHQuAd2CQ1XCX/s7AUdCyD4JB03782ekzKNzcUEVYz/LsKN+f/x5Jkrg87nKra7JOJuIZEIh30IWEhGNZlTToDH1XQVM6wa0b4fL3TIkD39xkyvA89L8OF7add+vdFGem8/VTj1FXWdFq3lRuYyZ1+/cjrCQT9AccFBKvXTOO22dE89H+TO797CgN2o414FA5qHh00qPk1OTwp51/Iq/WukVSRkam/6HNzMIxqu9Yz+BCB4HAaJMFzSswmPqqSrQN9W3uc3BwYOzYsU2vzMxMdu7ciZeXF+PGjWPo0KE88sgjdpfflgwcBS19JyiUEGm5UGwj6jNncB42DEnRvT8anVHHj6k/MiN0BsHuwRbXGPR6sk+dIHL02BYJCXtTS3BQSEyJ9euWDD2KwgFGXwn3J5gUNZULbHwE/j0MNv+13Zpp8VNnctnav1NRkMdXf19rMUjUfc5sjNXVVP28wV5P0StwUEg8sWI4/1g5nG1ni7jx/QTqtR1TSqeFTOORiY9wqPAQq35axdvH30at7369OhkZmd6NUatFk5KC0+DBPS1KpyjKSMPZzR3PAFNSnXeg6edne4kCLi4uHD9+vOkVZY67mzlzJomJiSQmJrJhwwb27dtnV/ltycBR0DJ2QehEcHK3ukQYDKjPncN5RPfdm7tydlHaUGo1OQCg4Pw5tA31RI0Z32J8b0opY8O98XRWdVuOHqdRUbtrJ9yxHYYug4NvwieXQl1Zm1ujxk7gyr89i7qulu+eeRxNfcvfoDwWLMBl/HiKnn8eXXGx/Z6hl3DL9GjeuHY8x7IruOezY2j1HXMb3zziZtavXs/c8Lm8lfQWN266kUr1wCz8KCMzUGg4lohoaMBt6tSeFqVTFKWnMigmrslo4R0YBJg6CnQHFxcXxo4dS15e3/EkDAwFraHCVEC1nfgzbXo6Qq22SfzZDyk/MMh1EDNCZ1hdk3H8CAoHhxYJApX1Wk7kVfVd96Y1JAnCJsLl78KVH0NBEry/oN02USFDhrJ67d+pLi1h+wdvtzxSoSD4mWcQajWFTz89IKrnLx8dzPOXj2b3+RL+39fHOxyTFuQWxEuzX+L1ea+TXpnOHVvvoELd2nUsIyPTP6jbtxdUKtwmTeppUTqMQa+jNDuLQHP8GYCXWUFrL1GgoaGhyb152WWXtZqvqKggJSWFWbOsV3HobQwMBS3xc0BAjOVK/o3YKkGgtKGU/fn7WRmz0mpyAEBG4hFC44fj1CyAc39aGULAzMH9TEFrzojVcPPPoK6C9+ZDeXqby0PjhzF1zbWc3bODM3t2tJhziokm4KEHqf11OzWbN9tT6l7DVZeE8/iyYfxysoC/rzvVqb1zwufw+rzXyazO5Patt1OuLreTlDIyMj1J7b59uI4di8LNcnvB3khpdhZGg74pQQDA2c0dZ3ePdhW05i7OH3/8sWl8z549jB49mqCgIFasWEFQUJDd5Lc1/V9BK02B3/4PBi+GiCltLlWfOYPk7IxjN4v6bcrYhEEYWBm70uqamrJSSrIziR43scX4npRS3J2UvbP/pi0JnwS3bwODDrY+0e7yyZddRejQ4Wx//61WsQi+N9+M86hRFD79f+jLB4bCceesGG6fEc3nCdmczm+7JdTvmRY6jdfnvU5OdQ7LfljGZesu444td/DMwWdk16eMTD9AX1aG5sxZ3KZP72lROkVJlqksyKComBbj3oFBXS5WO3PmTE6cOMHJkyd5++23OX68++0ILxb9W0EzGuCne0HpDJe+ZnKztUHD6dM4x8cjKa1bvTrCz2k/M9xvOLHesVbXZBw/AtBKQdubWsKUGD9UDv37rwYAv1iY+Uc4t+FCE3srKBwcWPbAI0iSgl9eexGd5kKgu6RUEvzsMxgqKqj46it7S91reGj+YNwcHXhnV9sWSEtMDZnKe4vfY3n0ciI9I9EYNPyQ8gNXb7ia02WdL4wrIyPTe6jbfwCg7ylo2ZkoHZ3wDmqZWOcVGNyiWG11SbHF7P62GDJkCI899hgvvPCCTWS9GPRvLWD/a5B7GJb/GzzaNmsKgwH1mbM4jxzZrStTKlI4W36WS2MvbXNdRuIRPPwD8Au7UM4jq6yOnPKG/u3e/D1T7gevCNjyV5NC3QaeAYNYfO/DFKalsP7l59DrLjQDdx4yBNeJE6n+ZeOAiEUD8HJRcd3kCH45WUBOedsp6JYYEzCGJ6Y+watzX+XTZZ/yydJPMGLkpo038f357+0gsYyMzMWgbt8+HLy9cR4+rKdF6RSl2Rn4h0egUDi0GPcODKa6tASDXo/RYGDDay/y1ZNrMRo6VnKokXvuuYfdu3eTYS7g29vpvwpa8VnY8U8YvgpGrml3uTY9HVFfj/Oo7iloP6f/jFJSsiRqidU1Br2OrJNJxIyb2KK8xp6UUgBmDCQFTeUMi56GolOQ+Gm7ywdPmsaiux4k8/hRfvnPiy3+gXquWI42LQ1NcrI9Je5V3DYjGoUE7+/t/n84I/1H8s2Kb5gQOIF/HPgHLx99ecAouzIy/QUhBHX79uE2bSqSg0P7G3oJQgiKszLxj2gdYuQdGIQwGqkpLeHgD19TcP4c0666oUV7xNra2lb75syZw4YNF8owubi4kJeXR3Qf6U3afxW0Ix+Y6p4tf7ld1yZAwymTW8elGxY0g9HAL2m/MCN0Bn4u1muY5Z07g07d0Nq9mVJKiJczMf59J6jTJgxfDRFTYfv/mRIH2mHUvEXMveUuUg8fYNObF5QIj8WLQamkeoP1umi1u3aR/9hfMdR0rGBubyfYy4VVY0P56nA25XXabp/n4+zD2wve5ur4q/nw1Ic8deApDO1YNmVkZHoPmpQU9CUlfc69WVdZgbqmmoDIqFZzjZmcZ/fu5OAPXzFsxhyGTW+7KkN/oP8qaBm7TUVp2+i72Rz1yZMoXF27lSBwqPAQxQ3FrIhd0ea69MQjOCiVRIwY0zRWXqdl5/li5g4d1MKqNiCQJFjyHNSXmroNdIDxSy9lypprObdvFwUp5wBQ+vjgNm0qVRs3Iqy0lir/+GOqfvyR7FtuRV/RP8pM3D0rBrXOyCcHMm1ynoPCgccnP85do+/i+5Tv+fPuP6M1dF/5k5GRsT91+/YD4Dat7aLsvY1Sc4JAQERUq7nGYrX7v/0cDz9/5t9+78UUrcfonwpaTRGUnIPojtc7aTh9CucRI7plEv457Wc8VB7MCZ/T5rqMxCOEDR+Fytm5aezzg1modUZunhbV5fv7NCHjIGomJH4GHXSrjVm4FICClPNNY14rVqDPL6DBQqaO0GqpP5aIy7hxaFJTybrhRnRFfb/H2+BADxYMG8TH+zOpVuva39ABJEniwXEP8sjER9iWtY07tt5BaUOpTc6WkZGxH3V79+IYG4sq2HIHm95KSU4WAP4WFDR3H18cVCokScHS+/+Ik+vA8DL1TwUtc4/pvYMKmtBq0Zw9160EAZ1Bx86cncyPnI+Tg5PVdVXFhZTn5RA99oJ7U6M38PGBLGYPCWBIoEeXZejzjLsBKjIga3+Hlrv7+OLu509h2gUFzX3efCQnJ6o3/NJqfcPJkwi1Gr/bbyP8f++iLywk6/obMFiIXehrPDR/MNVqPWu/PWHTuLGbR9zMS7Ne4lz5Oa76+SqOF/edFHUZmf5K7Z69ZKy5gvRVq1u96hIScJvet6xnYLKgufv64eLh2WpOUigYMXs+s264lbBh3YsT70v0TwUtYxc4e0HQ6A4t16SmIrRaXLqRIHCk6Ag1uhrmhc9rc92Z3aZCq3GXTG4aW388n9JaDXfM7BuBi3Zj2KXg6AHHP+/wluDYIRSmXlDQHNzdcJ87l+rNm1s1Ua9LSABJwnXiRNwmTSLsrbfQ5eZStW6dzR6hpxgd5s2jS4ay+XShTRIGmrMkegmfLv0UJwcnbt1yK5szBkZBYBmZ3oiusJC8Rx7BUF2NKjys1ctj/nx8rr66p8XsNCXZmRbdm40svPMBJq5o3SGgP9O9gl+9lYzdJneZomPuyoaTpmrs3bGg7czZiZODE1NCrBfDFUYjp3ZuI2LUWLwGmYIehRC8vzeDoUEe/a+9U2dxdIVRa+DEN7D0BXBq35oYGDuYlEP7aaipbvrNy2vFcmo2b6buwEHcZ15otVV/6DBOQ4fi4G0qAuw2eRLOI0dS+dVX+Fx3XZ+P/btjZjRHssp5btM5xoR7c0mUr83OjveN56sVX3H/9vt56sBTTAicQIBrgM3Ol5GRaR9hNJL/6GMIrZaI/72Lo7kheF/HoNdTlptD1NgJPS1Kr6L/WdAqsqAi06SgdRD1qVM4eHmhCg/v0pVCCHbm7GRq8FRclC5W12WdSqK6pJhR8xY1je1NLeVcYQ23z4ju8wqCTRh3I+jq4fSP7a8FguOGAFCUltI05jZrFgpPTyp/uFDLy6jV0pCYiNukS1rs97n2GjQpqTQcPWoD4XsWSZJ46coxhPu48MAXxyir1dj0fC8nL56d8Sxag5aXjrxk07NlZGTap/zDj6g/eJCgx//ab5QzgIr8XIwGfZsWtIFI/1PQOhl/BtBw6hTOI0d2WUE6X3Ge/Lp85ka03evz5G9bcXb3IO6SqU1j7+3JIMDDiUvHhnTp7n5H6AQIGGpKFugAgTFxIEkUNItDUzg64n3lFdRs3YYuLw+AhuPHERoNrpMnt9jvuWwZCk9PKr7sHx0IPJ1VvHX9BMrrtPxrq+3rwUV6RnLHqDvYlLGJ/fkdixWUkZHpHkII6g4epPjVV/FYuACvNe3X9uxLlGRnApYzOAcy/U9By9gNrv4wqGMVlI1qNZqUlG65N3fk7EBCYlaYdaWwvrqK1EMHGD5zLkqVCoDiGjW7zpdw/eQInJR9p6CgXZEkGHs95CRAyfl2lzu5uuEbEtYiDg3A98YbQZIo/9Sk6NUfOtwUf9YchYsLXqtXUb11K/rS/pGlODzEk5umRvH14RzOFlTb/PzbRt1GhEcEzx58Fo3BtlY6GRmZCzQcP07BE38ndc5csm+5FaWvL0FPP93vvC0l2ZkoHJT4hIT1tCi9iv6loAlhUtCiZ3WoOC2A5tw50Ou7lSCwM2cnowJG4e9iPYbs7J6dGA16RjZzb+5PLQNgwbDALt/dLxlzDUgOcOCNDi0PjhtCYVpKi+xFVVAQnkuWUPnttxhqaqhPSMB52DAcPFtnCPlccy3odFR+/4PNHqGneWjeYDxdVDz7y1mbdwNwcnDi8SmPk12Tzfsn37fp2TIyMibqDx8m68abqN64EZcxYwh+9hmif/oRpY9PT4tmc0qzMvALC8ehm32w+xv9S0ErS4Wagk66N00dBLpqQSuqK+J02Wnmhlt3bwohOPnbFoLihrQw4e5NLcXbVcXw4NZKw4DGfRBMvgeOfQyJ7Wd0BsYOpr6qkprSkhbjvrfcgrGujorPP6fh+PFW7s1GnGKicZ0yhcqvv0Z0srdbb8XLVcXD8wezN7WUnckl7W/oJNNCprEochEfnf6IGm3/6MogI9Nb0KSmknP/A6giIojb/ithr/0H7zVr+qVyBu1ncA5U+peClrHb9N4JBU198iQOAf4oA7tmxdqVuwugTQWtICWZstzsFskBQgj2p5YyLdYPhaJ/mattwsKnIWYObPgDZB9sc2lwrClRoHk9NACXkSNwveQSSt98C6HT4fq7BIHm+FxzDbr8fGp37+6u5L2GG6ZEEuPvxjO/nEFnsNxZoTvcNuo2GvQN/JT6k83PlpEZqOiKism+6y4kJ0ci3n2nKeu8v9JQU01teRn+kQO8zJQF2lXQJEkKlyRphyRJZyVJOi1J0sPmcV9JkrZJkpRifvcxj0uSJL0mSVKqJEknJEka3+ysm83rUyRJutnmT5N9ADxCwDemw1saTp3CZeSoLvv0d+TsINwjnBgv63ce37IBlbML8VMvKI4ZpXXkV6mZPtBLa1jDQQlXfgRe4fD1DVCZY3Wpf2Q0DkolBamtY9Z8b70FodOBQtEq/qw5HvPnoQwIoOKr/pEsAKByUPDYsmGkldTx/KZzGIy2dXWO8BvB2ICxfHH2C7lfp4yMDdAVFpJz110YK6uIeOcdVKGhPS2S3SmVEwSs0hELmh74kxBiGDAFuF+SpOHAo8B2IcRgYLv5M8BSYLD5dRfwNpgUOuBJYDIwCXiyUamzGdX54Bvd4fgzQ00N2vR0nLsYf1avqyehIIE54XOsKng15aUkH9jDqLkLcXJ1bRrfl2oKSJ8eKytoVnHxgWu/Ar0WvroOdA0WlylVKgKiYlpZ0ADc58zBMToal1GjcPCwXldNUqnwvvJK6nbvQZuba7NH6GkWDBvEtZMieH9vBjd/cMjmpTeuH349ubW57MnbY9NzZWQGGnWHDpGx5gp0OTmEvv4azsOH97RIdsdoMJD0q6nwdYBsQWtFuwqaEKJACHHM/HUNcBYIBVYBH5uXfQysNn+9CvhEmDgIeEuSFAwsBrYJIcqFEBXANmCJTZ+mrqTDzdHB5N5ECFzGjGl/sQUOFhxEZ9QxO2y21TXHt/yC0Whk3NJLW4zvSy0j1NuFSD9XKztlAAgYAmveg8KTsOGPVvt0BsUOpigtFePvLDmSQkHEB+8T+uor7V7lfdWVoFBQ+fU3NhG9NyBJEs9dPooX1oziUGY5y1/by/GcSpudPz9iPoNcB/H52Y53f5CRkWlJ+SefkH3rbTh4ehL17Te4T5/e0yLZHb1Ox4b/vEDy/t1Mu+p63Lz7Z3xdd+hUDJokSVHAOCABCBRCFIBJiQMGmZeFAs39UbnmMWvjv7/jLkmSjkiSdKSkpJPBzbXF4Dao/XVmGpKSQJJwGd2xllC/Z3fubtxUbowfNN7ivE6j5sSvm4mbOAXvwKCmcYNRsD+tlBlx/v0uXdouDFkEcx6FpC/giOWswaDYIeg0aspzW7tCVcHBHWocrAoKwn3uHCq/+w6jVtttsXsTV18SwQ/3TkPpIHHXJ0eoarBNU3WVQsU18ddwsOAgaZVpNjlTRmYgUXfoEEX/fA73OXOI+vYbnGJje1oku6NTq/npxadJSdjP3JvvZOqaa3tapF5JhxU0SZLcge+BPwgh2iquZEnjEG2MtxwQ4l0hxEQhxMSAgE60ktFrQV0Jbh3f03A8CcfYmDZdX9YQQrAnbw/TQqahclBZXHNm9w7UtTVMWL6qxfipvCqq1Xqmxfl1+t4By6y1MHgxbHoUcg61mg4ZMhSA07t/69Y1Ptdci6GigpotW7t1Tm9kZKgXb18/gdJaDS9sPmezc68YcgWOCke+OPuFzc6UkRkoVP+yEcnVldB/vYSDu3tPi3NR2PLOa2SfTGLxPQ8zftmq9jcMUDqkoEmSpMKknH0uhGgsFlVkdl1ifi82j+cCzXsmhQH5bYzbhnpzkVH3jiloQggakpK67N5MrkimuL6YmaGWW0oJo5FjG9cRGBNH6NARLeb2pZlknSbHn3UchQIufwe8QuHrG00tvZrhExzKqHmLOLLhRzJPJHb5GrdpU1FFRvSrZIHmjArz4rbp0XyRkM3hzHKbnOnj7MPymOWsT1tPXm2eTc6UkRkICL2emm3b8JgzG4WL9TaB/Ym85LMk79/N5MuvZuTchT0tTq+mI1mcEvA+cFYI8XKzqfVAYybmzcC6ZuM3mbM5pwBVZhfoFmCRJEk+5uSAReYx21Bndod20IKmy87GUFnZZQVtT64pKHpmmGUFLTPpGOX5uUxYtqqVG3NfailDgzwI8HDq0t0DFhcfuOZL0DfAp5eZXNrNmHvLXfiFhrPpjX9TV1lh8YikbRv59v8ex6DXW5yXFAp8rr6GhqNHUSe338mgL/L/Fg4h1NuFR78/gUZvm+zLe8bcg0JS8OS+JzEK25f0kJHpj9QfPoyhvByPJbYNx+6tCCHY9el7uPn4MunS/tWuyh50xII2HbgRmCdJ0nHzaxnwPLBQkqQUYKH5M8BGIB1IBf4H3AcghCgH/g84bH49bR6zDbWNClrHYtAakpIAcBkztkvX7c7dzQi/EVa7B5zZswMXTy+GTJ3RYlytM3A4s0Iur9FVAofDdd+aMnY/uxzUVU1TKidnVvzhL2gbGtj05ssIY0tFwaDXceC7L8k+lcTxLb9YvcLrstVIjo5Ufved3R6jJ3FzUvLsZSNJK6njzd9SbXJmiHsIf77kzyQUJvBNcv9JspCRsSfVm7cgubriPqvjtTv7MucP7qUgJZnpV9+Aytm5p8Xp9XQki3OvEEISQowWQow1vzYKIcqEEPOFEIPN7+Xm9UIIcb8QIlYIMUoIcaTZWR8IIeLMrw9t+iRNFrSOKT4Nx5NQuLriFNf5gMxKdSUnSk9YtZ4B5J8/R/jwUTgoW8anHUgvQ6s3MkNW0LpOxGS4+jMoPgdfXA36C6Uj/MMjmXvLnWSdSOTILy0LqCYf2EtdZQWeAYEc+O4L6qurfn8yAEofH9znzKF640aEFUtbX2dO/CAuGxfKa7+l8uaOVJu0g1ozeA3TQ6bz8tGXyamxXrdORkbG7N7cuhWPOXNQDABlRa/TseeLjwiIiGLE7Pk9LU6foP90Ehu4s3AAACAASURBVGhU0Nw7bkFzHj0ayaHzTcr35u/FKIzMCrX8W09teRnVJUWEDGndsH3jiQI8nJRygkB3GbwALvuvqTjxnn+3mBo1bzGxE6ew/9vPqTa3fxJCcGzjOnxDwrj80SfRqhvY/81nVo/3XLkCQ1kZdQfa7mLQl3l+zShWjQ3hpS3J/PXHk+i72W1AkiT+Me0fKCUlT+x7QnZ1ysi0Qf3hwxgqKvBYsrinRbkoJG7+mariImbdeDsKRed/7g5E+pGCVgxKZ3BsPwvG2NCAOjm5y/Fnu3N34+vsywj/ERbn81NMGXIh8UNbjGv1RracLmThiECclPI3aLcZdQWMugr2vAzFZ5uGJUli7s13goBdn7wHQH7yWYrSUxm39FL8wiIYu3g5J37dQnFmusWj3WfPRuHhQfWGny/Ko/QETkoHXrlqLPfPjeXLQznc+cmRbitpQW5BrJ20lqNFR/nwlG2N5DIy/YmB5N4sz8/jwLdfED1uIlGjx/W0OH2GfqSglZrizzpQV0x95gzo9V1S0PRGPfvy9jEjdAYKyfIfX37yWZQqRwZFtWz/tC+1lGq1nhWj26/JJdNBljwHTh7w88PQLObMa1Agky+7ivMJ+8hMOsaxTetxcnNjxKx5AEy74nqc3N3Z8fG7GPSta4IpHB3xWLyImm2/Ymyw3MGgP6BQSPx58VCeunQEO5JL+OxgVvub2mFV7CoWRS7ijcQ3OFFywgZSysj0LwaSe9Og17Hx9ZdwUKlYeOcDPS1On6L/KGi1xZ2KPwNwGdP5ArXHio5Rra1us3tA/vmzBMbGtYo/23CiAA9nJTPiOlHfTaZt3Pxh8T8hJ6FVEduJKy/HOyiYbf97k5RD+xk1b3FTYKqzuzszr7mJ3DOn+OiP95F8YE+rOCyvFSsx1tdTu2PHRXucnuKmqZHMiPPn5W3nKa/rXpFeSZJ4ctqTDHIdxNrda6nR1thIShmZvkXFV1+Rc/c9rV7Zt90+YNyb+775nKL0VBbd/SAefnLsdWfoPwpaXUmHS2w0JCWhCg9H6df5OLCNGRtxVbpaTRDQa7UUpae1ij/T6A1sPVPI4hFBOCr7zx97r2DMNRAzF359Cqou9NFUqlTMu/UeqkuKQMC4xStabBs1fzGXPfokSkdHNrz6Al/87U/UlJU2zbtOugRlYCBVP2+4aI/SU0iSxJMrh1OnNfCvrcndPs/T0ZMXZr1AYV0hTx942iZJCDIyfYnaffso/MdTaDIy0JeWtngZ6+pwnz2737s3s08lcXj994yev4TBk6b1tDh9DmVPC2Az6koguGMWsYakJFwvuaTTV2gNWrZlbWN+xHxclJaLChalp2I06FspaHtTSqlR61kuuzdtjyTBilfg7Wmw/iG44fsmV3f02An8f/bOO76m8w3g37uS3Oy9l0REJIhNUWpTtWtUzRqlSo1W16/baKkOtKUUpapW7b1ae0WsRBLZe+/k7vP74xKUkJAQ3O/ncz/kPed93+fce5PznGc26NQNqcwISwfH/0wT4dOoGd4NGxP272EOrVjC7kXf8ur/ZiESixGJxVi+/DI5v/+OJjcXqc2z3SvOz8mCEa28WXEilteaexLkZvVI6wU7BjOp0SR+CPkBX2tfxjcYb2htZuC5QJufT+qHH2Hk40OtzZueeTfmfxEEgajTxzmw/GdsXNxoP3zMkxbpqeTZMOUIQoUtaKrERDTp6Q8Vf3Y8+TgFqgK61+pe7jkpkfpg9Zuth26y81IqVnIZrQ3dA6oH21rQ+QuIPgjnV95xqPPYSbw0cly5U8ViCUHtO9Fh5DgSwy5zftfWsmNWPV8GjYbCvVVXU7kmM6WTH7amRny27WqVWL1GBY6ip09PFocuZvbp2Wh1VVMY14CBmkzaF1+iyc7G9ZtvnjvlLCclmU2zP2H7d3Mxt7Gl9/QPDTXPHpJnQ0ErzQWdpkJFagt27wHA/KWXKr3Nrthd2Bjb0NK1ZbnnpESGY+3sgqmVddmYQq1lf1g6XQOdDO7N6qTpG1CrHez9CHJiKz09sH0nfJu25Nifq8hKiAPAOCAAYz8/spYsRZOdXcUC1zys5DLe6+bPufhcFlVBEVuJWMKsNrMYGTiSdRHrePffd1FqlQ+eaMDAU0r+jp0U7NyJw6S3kAfdO9P/WSU7OZHV771NalQEL40cz+tzvsfO3fNJi/XU8mxoC8U34oYqYEEr2LULeXAwRu5uldtCXcyRxCN08e6CTHzv5uiCIJASee0u9+bRqCwKlRpebuBaqT0NVBKxGHovBrEEtr51R1ZnRRCJRHQZNwljM3N2LfoWjVqNSCTCZe4ctLm5JE2egqB6tAD6p4FXm3jQt5Eb3+6PZHUVZHWKRWKmN53OjKYz2B+/n2G7hhGVG1UFkhowULPQFhWR/uWXyIODsRvz/Ln1Lu7bhSDoGDF/EY27v4L4IeqMGrjFM6Kg3ejJ+IBG6croaJTXrmHZo0eltziUcAiFVsHLPi+Xe05+Rjol+Xl3KWi7r6RiaSLlBV9Dcdpqx9oDus2F+ONw4odKTze1sqbL+LfJjI8l5IarUx4YiOvsWZSeP0/aV7Oe+YB3sVjENwMa0LGuI59svcL2iylVsu6IwBH88NIPpJekM2jHIJZfXm5weRp4pshbtw5tfj5OH32ESPrshHhXBLVSQdjRQ/i1aI2lfcUKxhu4P8+IglaxRukFu3aDSPRQqc27YnfhauZKQ4fyY9fK4s/8byloGq2Og+EZdApwQiZ5Nt7uGk/wa1Cvjz6r81r5PTfLw7dJC9wDgrhyeF+ZMmbZowd248aRt349uX/+WdUS1zhkEjGLhzammZct09aHsutyapWs28GzA3/3/pv2Hu35PuR7Bu0YxN64vQZFzcBTj06pJHvlKsxeeAF5/aAnLc5jJ/LUcZTFxTTo9Hw0fn8cPBsaQ5mLs3ytXRAECnbtwrR5c2SOldPucxQ5nEw5Sfda3cstTgv6ArVGcjl27h5lY2dic8gvVdMl0LlSexp4BEQi6PMzuDaCTWMgJbTSS9Rr14Hc1BRSb3SFAHB4ZwpmL7YlY958NLm5VSlxjcREJmHZyKYEuVkx8Y8QvtlzDa3u0a2Htia2fNvuW+a1m4dSq2TGPzPou60vGyM3kqfIqwLJDRh4/ORv3ow2Kwu78eOftChPhIsHdmPr6o57wPOnnFYXz4aCVpQBIjGY2pZ7ijIiAlVs7EO5N/fG7UUraO+bvZmVGE/EiX9x8693R5+xvVfTMJGJaVfHUJz2sWJkCkPWgakd/DkY8pMrNb1OizZIjYy5+s/BsjGRWIzTzJkIpaXkrvmjqiWukViayFg3riWDm3nw05FoRq44Q+4jFrIFfbxfN+9ubOm9hXnt5mEkNuLzk5/Tbn07Ru8dzeqw1SQVJj14IQMGagCCRkP28t+QN2yIafPKl3B62slMiCM18hoNOnUzlNKpQp4NBa04U38jvk8D1oKdu0AqxaJL50ovv+36Nvxt/PG39b/n8bz0NDbO+h8SIyM6jJ5QNi4IAvvC0mnr54DcyBAs+dixcILX/gJlkd6SVonYMWNTU/yatyLi5FE0tyUGGPv6Yt6xI7lr1qArKakOqWscxlIJc/s3YE6/+pyOyWHIr6fIL7m7PdbDIBFL6ObdjQ2vbGBdz3WMqT+GXEUu35z9hu6buzNg2wB+Cv2JfGV+lexnwEB1ULB7N+qkJOzGP5+1/i4d2I1EJqPejVZ6BqqGZ0dBu0/82U33ptkLrSpdbDQmL4Yr2Vfo5dvrnseLcrLZOOtjtGo1Az76EmunW67MS0n5pOYr6Gpwbz45nAKhyxeQcAIi91Rqar12HVEWFxN9/vQd4/Zjx6DNzydv48aqlLTGM6S5J7+NbEZMZjGjVp6hRKWpsrVFIhGBdoG83eht/u79N7v67mJG0xmYycz45eIvDNk5hOu5j172w4CBqkbQasleuhRjPz/M25ffAvBpR6fTUpyXe9erIDODsH8PU6dFa+QWlk9azGeKZyPN5D4Kmk6hIHvZctTJydi/XflGrduityERSejhc7drVKNWs3nOp5Tk5/Pq/77C3sPrjuN7r6YhEYvoFGDIaHmiNBoGJxbpkwb8utzX0no7nkENMLe14+o/B/Fvdau1lzw4GNOmTclesRKbwYMRGRlVl+Q1jjZ+9vw4JJiJf4QwfvV5lo1oirG06q3DHpYejAgcwYjAEVzIuMDUw1MZumsos9vOpqNnxyrfz4CBh0FbUEDyjBkoo67jtuBbROJnw+bxX3Q6LRu++Iik8CvlnmNIDqh6ng0FrSgD3JrcMSTodBTs2EHGd9+jSU3FvFNHLLtV7guk1WnZHrOd1m6tsZff3QEgZNdWMhPi6PPe/3Cpfbf7c+/VNFrUssXa9Pm5gddIJDLo+D/YMBIuroNGQys0TSyWUK/tS5zdvpnivFzMrG9ZX+3GjSVx3Hjyd+7Cum+fahK8ZtItyIW5/Rrw3qZLzNhwiR8HB1erW6eRYyPW9VzH1MNTeefwO7wV/JahbZSBJ44yOpqkiW+hSknB+fPPHyq++WkhdM8OksKv0KxXf6wcne46Lre0wq3u81WU93HwbKj7xVl3WdCyFi0m5b2ZSG1t8Vy1Co9FiyrdcuN02mkySjLu6d4szMni1KZ1+DZtgW+TFncdv55RRHRmMV3q3f1lNvAEqNdHn9V5eDaoFRWf1q4jgk7H+Z1b0GpuufTM2rbF2N+f7GXLENRVE4/1NDGwmQfvdvVn+8UU1p5JqPb9nM2cWdl9ZVnbqE9OfIJa9/y97wZqBiUhIcQNHIS2qAivlSuwGTTwSYtUbRRkZXBs3WpqBTeh7Wsjadi5x12vOi1aV/iBSSKREBwcTGBgIA0bNmTBggXobhQVP3LkCFZWVgQHB5e9Dhw4UJ2XV6N5+hU0dSmoCu8oUqtOTSV7+XIse3THe8N6zFo0f6ilt0Vvw8LIgvYe7e86dvSPleh0WtoPH3vPufvC0gAM5TVqCiIRdPocCpLg7LIKT7Nz88C7YWPObtvEkjeHc2jlErKTEhCJRNhPegtVdDRps2c/88Vr78WEdr609bPni+1hRKYXVvt+xhJjZreZzZsN32TL9S1MPDCRQlX172vAwO2o4uJImvgWUgcHam3cgGmTJg+e9JQiCAIHl/+MgEDHNyZWidVaLpcTGhrK1atX2b9/P7t27eLzzz8vO962bVtCQ0PLXp06dXrkPZ9Wnn4F7R5FajN/+BEEAcfp0x86JqBIVcTB+IN08+6GscT4jmNJ164SfuwITXv2uyMp4HZ2XkqloYc1rtbyh9rfQDXg0w58O8C/827VzqsAfd77hL4zP8UjsAGX9u9m9czJXDv+D5adO2P7xmjy/lz33JTduB2xWMS3AxtiYSJl0toQFOrqLzYrEol4K/gtvmz9JefSzjF4x2BCMypf586AgYdBk5tL4vg3AfBYugSZi8sTlqh6iTp9nJiQs7R+deg9XZuPiqOjI0uXLmXRokXP5UPug3j6FbSimwqaPhBfERZG/tat2A4fhsytcv02b2d//H4UWsVd7k2dTsuhFUuwsHOgRZ9X7zk3OrOIqykFvNLg2f7lfSrpOgdUxbD3wwpPkUil+DRuxitT32fcTytxru3Pzh/ncfrv9ThMnYp5x46kz5lD0b//VqPgNRNHCxO+HRhMZHoRX+4Ie2z79qndh1+7/Ipap2bEnhH8GPIjaq3B5Wmg+tCpVCS9/TbqlBTcf1qMkeez2QT8Zk/pfUsXsuen73H09qVxj97Vtp+Pjw86nY6MDH3LxqNHj97h4oyOjq62vWs6T3+SwG0WNEEQSJ83D4mVFXbjxj3Ssrtid+Fh4XFXa6fTf68nMy6Gnu+8j6ycmLYdF1MRiaCnoTl6zcOxLrR5R29FazhYb1GrBKZW1gz4+Cv2/vw9x9b9Tn5mOh2/nkv868NInjqNWlv+xsjD48EL3QO1QlHud6om066OA+Nf9GHJvzE4WBjzTqc6j2Xfps5N2dRrE9+c/YZfL//K4cTDTG86ndauFY+HMWCgouQsX07pufO4zp+PaePGT1qcKkfQ6Yg4eZRTm/8iOykBqbEx/i3b0GrAkGpven679axt27bs2LGjWvd7Wnj6LWi3NUovPnqUkpOnsJ84EYnlw9djySrN4kzaGbrX6n7HH/qUyGuc3PgndVu3o07L1vecKwgC2y4m09zbFmerp+9m+1zQdgbY+sKOafoYxkoilcno8fYMmr7Sj8sH9xIXEYbHT4sRNBqyfvr5oURKDLvMjyNf5eTGP+8y9afNmk3i+DdJ++ILspcvRxER8VB7VCfvdavLgCbufH8gigX7Ih6bu8LCyIIvW3/Jwg4LUWgUTDgwgbH7xxKW/fiseQaeD4qPn8AkKAirni8/aVGqFEEQuH72FL/PnMzOH+chEonoMn4yE5asptvEqVg5Vl8cdVxcHHXq1EEikeB4owVjZGQk8+fPZ+TIkWy8UWsyJyeHRo0asWLFimqTpSbyDChoeguaVmtC2mefY+Tlhc3gQY+05L64fegEHd29b7V2UpaUsGvRfCzs7Ok0pvxgyfDUQqIzi3mlocF6VmORmUDP7yA3Fv755qGWEIlEtBk8HGsnF06s/wOpiwvWgwaSv20bqoTKZzXGhp4HQeDEhj/Y89N3aG5khmpyc8ldvVrvut+xk4x584kbOIjCI0ceSu7qQiIW8U3/Bgxq6sGPh64zb+/jU9IA2nu0Z1ufbbzf/H0icyIZvGMwn574lOzS7Mcmg4FnF51KRenly89UQoAgCMRdusDaj6ezdf5XaNUqekx+l+HfLKR+hy4YyU0ffZN/50HS+XIPZ2dnk5KSwqRJk8q9p+bn59O1a1fGjRvHqFGjHl2mp4hnwMWZhSCzIPXzWagzMvD+Y80jFw7dE7eH2ta1qW1Tu2zs0IpfKMjIYNBnczE2NSt37vZLKUjEIroHGbI3azQ+7SB4KBz/AbQqePFdkFtXagmJVErL/oPZ89N3XD97Eu8xY8j7az1ZvyzBdfasSq2VEhGGS21/fBo34/j6NRRkZuDdsDEFYVfJdbOn7ug3qP/acDSZmSRNfIukSW/jOndujXqaF4tFzOlXH7FYxE9HoknLVzC7X31MZHr3iE4nsD88HT9Hc3wczKt8f5lExtCAofTy7cXSS0tZE7aG/XH7mRg8kUF1ByETy6p8TwPPB4qrVxGUSuRNng3XZk5KEvuXLiIp/AoW9g50GT+ZwHYdq9aVmR0Nh74CiRG431JsS0tLCQ4ORq1Wo9PpMDc359NPPy07Hh8fz4IFC1AoFBw6dAi5XM6bb77JhAkT7rXLM83Tr6AVZZAXZ0Ph0X04vjsDecOGD55zH1KLUrmQcYG3G71dNhZ9/gxh/x6iZf8huNWtV+5cQRDYfjGF1rXtsTM3Lvc8AzWEbnNBJIaTiyF0LXT4CJqMqnCnAYCANu05/fd6TmxYS+2vf8R64EBy167FfsKbFY5F06jVpEVHEdzlZVr2H4yVswv7fvmRpPArSERiRDYWJG7bQERMJB3fmIDnyhUkTZhIyrvvoisswGbIkId9B6ocsVjErD5BuFiZsGB/JFEZRfwyrAmxmcXM3hVOWGoBliZSVo5uTmPPyrVdqygWRhZMbzqdvn59+frM13x99ms2RW3i/ebv08Ll7pqFBgw8iNKQEIBnIvZMrVCwZd5XlBbk89LI8TTo1A2prBoeXi5vBEQQNOCOYa32VrZ3XFwcPXv2RHyj2kL79u354IMPMDc358qVK2zbto3BgwczderUqpfvKeDpcXGW5upNpZc2wNFv9R9+XiKKmCTST2gwa9sW2yowf+6N2wtQ5t4UBIFTm9dh5ehEy373d52GJuaRlFtqyN58WjCxhN6LYPy/4FgPdk6HNf2huOJuMbFEQqsBQ8hKiCPy9AnsxoxBJJGQ9csvFV4jI/Y6WrUaN3+98h/Quh0Tl69lyurN9NYY09vYlg6j3yQ95jqrZkxi38olZPTrSeELzYmdPYvk9z+oUY3bxWIRkzv6sWx4U+Kyiun47RFeX36a/FI1X/UJwtbMiNeXneZYVMVLnTwMPlY+/NLpF3546QdKNaWM2TeGaUemkVyUXK37Gnj2KDkfgpGXF1L7uzvKPG0cXrWU3NRkXpn6Po27v1I9ypkgwOX14NUarMqvplCeW/PmeIcOHdi6dWtZhufzRs23oOl0cOxbODwHhDvrLAlaSN7rgERuiuvcOVXSB2133G6C7ILwsNRbP5LCLpN2PZKOb0xEIr3/27U1NAUjidhQnPZpw6UBjNwBIb/DrndhyYswcBW4N63QdP8X2nJq81+c3LgWv3kL9Va0deuwHz++Qqn4yRHhALj6B5SNyYyM0RUXowgPx27sGLy79qROi9YcW/c7MSFnCTt6WH9iPW+MIi9gM+xVvLu+TPNhI6smdqQK6FTPiS2TWvPF9jBa17ZjeCtvTGQSugQ6MXz5GUavPMuCQQ2rNdtZJBLRwbMDL7i+wKqrq1h2eRlHEo/wWt3XGNtgLFbGVtW2t4FnA0GnozQkBPMOlcv4rolEnjrG5UP7aN57AJ5Bj+ZtojAdIekcx2J2sbfwOlL35pgYmWEqNcVTK+BXmIBPyze5XyVQOzs7cnNz7xjLycmhVq1aAAwePJg2bdrQo0cPDh8+jIWFxaPJ/JTxQAVNJBL9BvQEMgRBCLoxZgv8BXgDccBAQRByRXq19wegB1ACjBQEIeTGnBHAxzeW/UoQhFUPlE6ngT8HQ9ReCOwH9V8FWx+wcofs6+QsWYyq4BjuHw9HamdXyUu/m/iCeMKyw5jRdEbZ2JmtGzG1siawffkNmgVBYNnRWFadjOOVBq5YyQ2xLk8dIhE0GQEuDWH9MPitG7R6C1pOAIv7K9xisYQXXn2NHd9/zdmtm2g8dgx5mzcTP3IkHosXYxIQcN/5KRFhWDu53NHrE6AkNBS0WkybNgPAzNqGrm9OAaC0sIDspAQy42NJPn2SlIsXOH1gJ5f27qCJxBR3z1rYT5yAsY/PI7wpj46vgzmrRt/ZycPRwoS/xrVi1MozTFp7gX8jM/lfz3pYmFTf742J1ITxDcfTu3ZvFocu5vew3/n7+t/08+tHK9dWNHJshFxqKCpt4G5UsbFo8/IwfUriz1SlJWhUqrvGSwry2bd0Ic6+frww8PXKLaoogHPLIeEU5CdBfiKXhFK+s7HmnNwEK60Wo7hcFBIppepSNIIG3JwRhS3ELnYtDnIH7OX2tHBpwYjAEWXLmpub4+LiwsGDB+nYsSM5OTns2bOHKVOmcPiw/iH0nXfeITU1lb59+7Jr1y6MHjHG/GmiIha0lcAi4Pfbxt4HDgqCMFckEr1/4+eZQHfA78arBfAz0OKGQvcp0BQQgPMikWibIAh3qs7/JTMCopPg5W+h6Rv6m+gN1GJnMrfrn2osXp9xn0Uqzp7YPQB09e4KQHpsNHEXQ2gzZAQyo3vHlGm0Oj7bfpU1pxLoHuTM1/0bVIksBp4QrsF6l+eud/UJBKd+goZD4IXJYF+73Gl1WrbB/4WTHPtrNY61fPFatYqkSZOIe20ornPmYNmt6z3nCYJAckQ4Po3uttaVnDsHYjHy4OC7jsktLHEPCMI9IIhG3V5Bk5VF5PJfOXb5HMfUCryuhhA05DU8f/4Z08aNHv79qCasTGWsG9eKHw5G8vORaI5fz+bbgQ1p6fPoD1r3w9nMmS9bf8nrAa+z6MIi1oSvYeXVlcjEMpo7N6d37d508OxwV/eQ/1KoKiQuP07f8ktuj52JHTKJ4cHsWaTkvD4LUV6D48/USgXXz54i7Ohh4i9eQBB09zxPZiLn5cnvPdAbVIaiAM4shZOL9GFGDgHorD2ZZ2vNGkUCtjILPmwwngHX/kUWvg0mnERr7Uniwvpcd/QjKuhl0ovTySzNJLMk857hBb///jtvvfUW06dPB+DTTz/F19f3jnO+/vprRo0axbBhw/jzzz/LYtaedUQVSYUXiUTewI7bLGgRQHtBEFJFIpELcEQQBH+RSLTkxv//vP28my9BEMbfGL/jvPJo6iEXzp08dkcGyE2S3plK0eHD+OzcgZG7e0Wvt1zylfn03tIbH2sffuv6GwA7vv+a2NDzjPtpxT0zNwVBYPzq8+wLS2d8Ox9mdq2LWGwokPnMkB0NJxbqEwi0Kgh4BVq/c8/vI+iDb//83wwKsjMZOvs7LCQykt6eTGloKEa+vuhKStAVFSFzc8Nh8mTMX2pPbmoKK6aOp/O4STTo2O2O9eKHDUdXUkKtTRsrLLJapeTY2lWE7N5Gk2ItzompuH07H4sa3M/ufHwO09ZfJCm3lDn96jOw6cMV+n0YStQlhGSEcCrlFPvj95NSnIKFkQUdPDrgZemFs5kzVsZWJBclE5MXQ2x+LLH5sWSU3h0TY21srVfW5Ha4m7vTzr0drVxbYSI11EN8mkmZ+T5FR4/id/xYjSuArCwp5tz2zYTs3oaqtBQLewfqtm6HpZ3DPc93q1sPB69aD174v4qZX1doPxOtSzCfnfyMLde3MNh/MFObTMVUZgpFGbCwqf4Bt81UWN0HXl0FgX2q+IprPiKR6LwgCBWLj3kADxuD5iQIQirADSXN8ca4G5B423lJN8bKG78/jgH3vBkWHT9O4Z49OEyZXCXKGcCC8wvIU+bxbtN3AchNSyHy1HGa9upXblmN8/G57AtLZ3rnOrzd0a9K5DBQg7DzhVe+h/YfwJkl+ibr4dugdifotRAsb4udEgRkyix6T3ufNR+/y7b5s+j/0Zd4/r6KrIULUcXFIzY3R2xmRvGxYyRNnIi8cWNyOrUDKEsQuIlOpaL00iVsBg+ulMgyI2NefH00oft2IurXE+O9h0maPAXrQQOxHjAAeWDgI78tVU0TL1t2Tm7Lm6vP897GS2QVKZnQzrdSN0OdTouiqAipkRFSIyPEFczENZWZ0satDW3cO3PQoQAAIABJREFU2jCt6TTOpJ1hy/Ut/JP0D3nKvDvONZOZ4WPlQ0vXltSyqkUtq1pIRBKySrPKXtml2WSVZrEvbh+bojYhl8pp4tQEI7ERWkGLTtBhY2KDs5kzTqZOBDsG42ftV+Nu/AZuURISgmmTxjXqM9KoVITu3cHpLRtQFBVSp2Ubgrv0wD0g6NFisTVKvVJ2YuEdihluTVDr1Hx49H32xO1hQsMJTGg44dZ7Yu4InT7RJ1rlxYOxJdTpdv+9DDyQqk4SuNc3WLjP+N0LiETjgHEAnvcIsNYWFZP+5VfIvDyxHT36EUS9xdm0s2yO2syowFEE2OnjhY6tW41YKqFx917lzltzKh4LYylvtK3AE4mBpxcLJ+j4if7J8NxvcGQu/Nwaei+Guj0g/gQcmgXxx7CSmvCyfzCbQwpZ8uZw7Nw98QxqSIOB07H38AKdFkGlJG/LdjIXLyJq7RpkNhZot2xD1bt3WWkOxZUbdZeaVr4wpkQqxdrZldzsLNquXEnarFnkb9pM3p/rMA4IwOn99zFr0fzBCz1GzI2l/DayGTM2XOSbPRGk5yuY2rkO1qblx5sUZGYQfuwISdeukhIRjqr0ViarlaMTgz7/GgvbimfdiUViWrq0pKVLSwBKNaWkFaeRp8zD1cwVR1PHCt+k1Vo1Z9PPcijhEBcyLgAgEUkQiURE5kaSWZqJ7oYbysvSi06enejs1Zl6dvVqlCLwvKNOz0CdmIjNa689aVHKSIm8xt6fvycnJQnvho1pM3g4Tj7lh19UfOFQ2DIBMsLKFDPBtTHRedEcubyMfXH7CM8JZ2qTqYwOuse9t8kouPAHpIRA8Ov6guAGHoma7eJs2lQ4d+5c2c86lYrEceMpOXsWz+XLMGvZsrLXexdKrZIB2wag1qn5u/ffyKVyos6eZNv8WbQe+Dot+9/bgpFdpKTVnEMMae7B572DHlkOA08RWVGwcTSkXQKn+pB+GcydoPm4G+VgzpEVG0FMnhkJkgCSs7VIZTJe7eGLY9xG0Cgg+DV0Qa/z2+dzkReX0DhU377Jcfo0bN94g+xfl5G5YAF+J44jtbWttIjbFswmKyGe0d8vAUCbn0/+zp1kL1mK1N6+Um7Tx4lOJ/DVznB+Ox6LTCKiXR0HXmnoSitfOxwtbv3BFwSBFdMmkJuShJ27J+4Bgdi6eaBVq1ErFZzZuhH/Vm3p/ta0J3g15aPRaUgvSed48nEOxB/gTNoZtIIWVzNXOnp1pINHBxo4NMBI8vwERNdECvbsIfmdqXiv/wt5gycbX6xWKDixcS3nd2zB3NaOzuMmUSu4CjobaNXw73w4Oh/B1J5z7SZzwVhGWHYYV7KukF6SDkCAbQBDA4bSu/Z9GqenXoQ1A2DwWvBo9uiyPYXUBBfnNmAEMPfGv1tvG58kEonWoU8SyL+hxO0FZotEoptpal2ADyqzoaDVkvLeTEpOncL167lVopwBLL20lLiCOJZ0XoJcKkdRVMTBZT/h4O1Ds94Dyp234XwSKq2OoS29qkSO/1KYo0BRrMbB4/lKK34qsPeDMQfg4BcQthW6fKVPYjG6Vd7CviQH+2MLaH56KfmWRqyLCWDj3+cZ1C4YO3srOLsc5fFl5Be2on7HFtSev5D0+d+SMf9blFFRqDMyMPL1fSjlDMDOzYPrZ06hUauRymRIrKywfe01NGnpZP/2GzqFAnENbMwuFov45JV69GvsxtbQZLZfTOVAuD7ey81aTrCHNa80dCVQkk1uShJd35xC0Eud71pHq9FwZssGgru+jEtt/8d9GQ9EKpbiZu7GQP+BDPQfSL4yn8OJhzkQf4B119axOmw1xhJjGjo0pLlzc3r49MDD4vHF5j1PCBoNeZs2o825u/5h8YmTiExMHpiJXV2kXY8k8swJksOvkh4ThVajoUGnbrw4dDTGplVQTqc4GzaMgLijqOq/yiwHezaH6Ws4ell60cixEc2cm9HOvR1OZk4PXs+lIbwb9ehyGQAqYEETiUR/oreA2QPp6LMxtwDrAU8gAXhVEIScG2U2FgHd0JfZGCUIwrkb64wGPryx7CxBEB7Y9fSmBU0QBNK//JLctX/i+N572I2umn5clzMvM3z3cLrX6s7strMB2PPT94QdPcTQ2d/hVMv3nvN0OoH284/gbGXC+vGtqkSW20mPK2DHwosoS9Q061mLJt29DckHTyt5iXBiITklYv7aG49YIqPnO+8jUuSRePhPjp2KZZDXRdxdrBGajibrAmT9tBQA64EDcfni84faNvzYEXYtnM+IeYuw9/QuGy88eJCktybhtXZtjczu/C86ncCFxDwuJORyITGPc3E5pBco6Vt8HI/cCCYuXY3JPW5UqtISlk8Zh5WTM0O+mPdUuQ2LVEWcSTvDufRznEs7x7WcawgINHVqSp/afejs1VkfmG3gkdEplSRPm07RwYPlnmPZoztuCxY8Rqn0FuJz2zdzdO0qRGIRTj61casbSO1mrXDzf3RlMUeRQ2TMPnz3z8K+IJ3Mbl8xNfMfLmVeYmz9sYwKGoWFkcE48DBUpQWtQi7OJ8VNBS17+XIy5s3HbswbOM6ompIaJeoSXt3+Kmqdmo29NmJpZEls6Hk2z/mUFn0H0mbw8HLnHonIYOSKs/w4pBG9qrgpelJELrt+uoSJuQznWpZEncvAzd+GzqPrYWpphE4rgAAS2fORZvwskZUQx19ffIiisKBszEgu582pg5FdWAFxR8HEmgLjnqRtuIDrvHmYt279UHtlxMWweuZker4zE/9WbcvGNZmZRLV9Ecf3Z2I3cuSjXtJjR6PVse18PJHfTee6aS2KWgxg+YhmmBnf7Qy4fHgf+375kZcnv0vd1u3QabVkJydi4+JWPdXTq4m04jS2R29ny/UtJBQmYCo1pat3V/rU7kMjx0ZPlfJZk9AWFpI08S1Kzp7F6aOPsBlSTkKORPJY32OVopS9P/9A5Klj1GnZhi7jJz+ctaw0F84sA2U+WHmCtQfFWgW/R29lZU4oJegLv9vKLNGKRai0Kma1mUVnr7st0gYqTk1wcT42Cg8dImP+t1h074bDjTopVcE3Z78hsTCR5V2XY2lkSUFWBnt++g5bNw9a9rt/5tyaUwnYmxvRrYo7BsSEZrJv2VUsHeT0mhyMmbURHvVs+ffPSFa+f/yOtAojEwlm1saYWRvjFWSHf0tn5OaGeJWajL2nN8PmfE9yZDgmpmYYm5lj5eiEzNoGGvaHlAvwzzdYRqzBspcVOBQ/9F42rm4gEpGdlHjHuNTBAamrC4pLlx71cp4IUomYAFU8sToVrbt356uQXEauOMOKUc0x/4+SFtiuI6F7dvLPmt+IOHmMxKuXUJYU02bwcFr0HfiErqDyOJs5M7bBWMbUH0NIRghbrm9hT9we/r7+N/Xt6zO58eSyxAYDFUObl0f86NEoI6NwnTcPq1d6Pra9S4sKCdm5hagzJxF0d9crUxQXUVpQwItDR9H0lX4PVA7VOjUxeTFE5kYSlRtFTG4UmtxYZLlxSLRqpIiRClokgsAxUzk5EgmdFWr6mPqQGNSTayWp5CnzmNxoMn42hmoENYkabUFrEhQk/GFkjLGvL16rf6+ymJkD8QeYemQqY+qPYUrjKaiVCtZ9MpO89BRe+2oBdu7lx3rE3ugt+GY7X97rVrdK5BEEgQv7Eji5JRpHTwteeTsYE/NbT/g5KcVEnUsHEUgkestZaaGK4jwleRmlZCcXIZaK8Al2oGkPb+xczatELgNPiJRQ2Pa2vlDz6xuh1osPtcyyyWNw9vGj5zsz7xhPemcqisuXqX3wQFVI+9jZOOt/5KamMObHX9l5JY0p60IJ9rBm5ahmd3UjSAq/wvovPsTCzh6v+sEkXLmIlaMzr/5v1hOSvmooUZewM3Ynv176ldTiVJo7N+ftRm8T7Hh3UWMDdyIIAklvv03RP//isXgR5i8+3O9XZVEUFXF2+yYu7NmBWlGKZ/1gTMzvdiOKxWLqd+hy31ZMqUWp/BH+B5eyLhGWHYZSqwRAhghvtRZjnRqtsSVqc0c0YgkarRKtRkUtM2feCp5EA4821XadzzvPjQVNlZCApFFj3BctqjLlLK04jc9OfkagXSATG05EEAT2/PwDGfEx9H3vk/sqZ4Ig8OHmy5gZSxn5gneVyKNRaTm0+hpRZ9Op3cSRDiMCkBndWcPJ1tWMFr3Kb9mTnVxE2LEUIk6nkRiWQ+93GuHgaYgfeGpxDYbhW2FFd/hziP7/FewLejt2bh5kJyfeNS5v0IDCPXvQZGdXSYu0x0lBVibxl0Np2W8wIrGYng1cEYtETP7zAv1/PsGIF7zpeVu7NfeAICat+AuZsQkikYiDv/3M1SMH0Wm1iCUVq5VWEzGVmfJqnVfp7dubDZEbWHppKcN2D6O9e3smNZqEv23NS4yoKeStW0fRgYM4zpz52JSzvLRUNs35hLz0NPxbtqFlv0F3xIZWhuSiZEbtGUVWaRb1LLx5VWRN/cww/JVKPKWWyHxfgmZjwOuFqr0IA4+dGq2gCRoN7j8tRubk+OCTK4Baq2b6P9PR6DTMbTsXmUTGqc1/EXnyKG1fG4lP4/unBW84l8TJmGxm962Po+WjK4wqhYZtP4SSHltAi14+NOnu9VCxDnZu5rQdVIeGHT3YsuACW7+/QK8pwTh6WT6yjAaeEKa2MGwLrOgGa/pD11lg76/vRWtqe0fbs/KwdfMg/nIoOp32jsKt8ob6cgGlFy9h0eGlaruE6iD86GEQBAJfvNW4ukd9F0xkYubuvsZHf1/h8+1h9AhyZlpnfzztTDEyudVj082/HqF7d5IZH1s1taOeMEYSI4YGDKVv7b6svbaW3678xoDtA2js2Bg7uR2WRpY4mjrSzr2docYaoIiIJH3OXMzatsV2RPlxxlVJ2vVINn/9OYJOx+DPvsatbr0HTyqHlMJk3tg9nCJVPmsEZ+qFHgQjC30NssB++oe7ChZpNlDzqdEKmrGvb5VWPl9wfgGXMi8xv918vK28SYuO4sT6P6jbuh3NevW/79yMQgWzdoXT3NuWwc0ePd1dEAQO/R5ORlwB3cYF4dv40ZVQS3s5faY1Yst3F9j2QyivTA7GydugpD21WLrorWcre8LWt26NiyQgMQKpkV5h6/m9/g/zf7C7URcsPyMdG+dbySwm9eqBRELppYtPjYJWmJ1F1JkTXNizHfeAIKydXe443qGuEy/5O3IluYCN5xPZcD6JXVfSGP+iDxPb10Z+wyrteqNjQ3JE2DOhoN3EVGbKmPpjeLXOq6y6uoozaWeIzoumQFVAjiKHny/+XFZjra1bW313g8dQY60oJ5u8jDTc6z75Dha60lJSZkxHbGmJ65zZj1Zx/z5oNWoKMjMoyMwkOymeo+t+x9TSmv4ffo6tayU636gVcG0HpF2GogxSCxMZrYmjAIFf09KpZ1QAHT+FpqNBbl0t12LgyVKjFTSR8f0bFleGvXF7WRO+htcDXqerd1e0Gg37lvyIqbU1Hd+Y8MAny8+3h1Gq0jKnf/0qKXkRsjee6JBMXuhfu0qUs5uUKWkLLrDl2xDaDqpDQGuX5/7J+anFxhveDoHcOMiJgZxoKMnR9wbVqvR12JZ1gg4fwwtv3/H0bOumf5DITkq8Q0ETy+UY+9epUYkCishIFGFhWPe5s3efWqlg6/xZxF/SV+O39/CizZAR91xDJBJR392K+u5WTGhfmzm7w1l46DobziXRJdCJJl42NPW2xcLegeRrYfftEvK0YmVsxeTGk+8Yu1ljbX/8/rIaa3KpnGbOzejt25uOnh2RVIPVpSg3hz8/eY/CrExen/s9jt7lh2lUN9r8fJKnTkUZdR2PZcuQ2le8w0RlyEyIY9PsTyjOzSkbc/KpTd+Zn2JmbXOfmbeREwPnV0LIaijNAYkRCZZOjLWSUCiRsrTWAAJ79tdb1J+TpuHPKzVaQasqQjNC+eT4JzRwaMC0JvrK4ue2byYzPpZeMz7CxOz+QfWHr2Ww81Iq0zvXwdfh0QPw4y5ncWprDH7NnAjuVPXFJy3t5PR/rwkHVoRxeM01kiJyaf+aP0by5+LjfvaQGoFDHf3rv7SbCdunwIFPIWyLXqEDEEuxc9LHreUkJ0LTFndMkzdoQMGOnQg63UNbEtTp6SiuhiGxsUZqa4vU0RGxXP7gif9BGRNLwvARaPPyMPLwwLTJreroyRHhxF+6QOPuvWjQuTt2bhX7fXG2MuGHwY14vaUXCw9dZ9P5JH4/GQ/AAMGewkuXic8qxsv+3n12nyWsjK3oU7sPfWr3oURdwtm0sxxPOc4/if8w/Z/puJm7MazeMHr69MTK2KpK9lSWFLN5zqeUFuRjbGbGoRVLGPTZ3CfyoKiMiSFpwkRUKSm4zJ6NeZuHK11zE0EQyFZkk16SjoPcAXu5PWKRmIy4GDZ89TFSmYyub07BytEJSwdHLOwd7uwNW5gO1/dD2hUwdwBLNzC20LeMi9oPWRF6K3ndHtBsDBFWzow/8CY6QcevnX8m0O7JWyMNPB5qdBbnf1s9VRadoGPV1VX8EPIDzmbOrOy2EmczZ3JSkvn9vUn4NG5Gr2kf3ncNhVpL1+//RSoWsXvKixhJH/6JpSC7lMjTaVzYl4Clg5x+7za5KyGgKtHpBEL2xHNmewyW9nK6jg0yJA88iwgChP4Bp37WW9UAlEVQmMKSqOZ4OUjp9tY08LtV3yhv89+kfvghPju2Y1y78q4+QRCIG/AqiqtXbw1KJJg2aoTZiy9i8VJ7jP0enLKvTk8nbsgQBKUKRCKMvL3wWr267EZ+essGjv25ireWr8PE/OEfjjRaHdfSCjkdm0PInh34RO1llftQXD3caOljR0sfW5rXssPW7PkpVaPVaTmSeISVV1cSmhkKgLu5O0H2QQTZBxFoF0g9u3qVLoqrUanYPOdTkiPC6DvzUwqyMtm/dCE93p5BQJv21XAl90YQBAr37Sf1448RyWS4L1qIaePGd5yj1WnJVeaSWZJJRkkGacVppJeko9Aqys5Ra9WUaEoo1ZSSXZpNdH40+cr8suMysQw/pTON/5EgyMQU9avN4JajCLIP0mdkJ52FonQoytC3h0vRW4ORmujbvt1EYqQP7K/dGQL7gpUboRmhTDw4EblUzq+df8XH+slZIQ1UjHtlcYpEoiKgFbD6xpAnkH/jlSUIQqd7rvWsKmj5ynw+OPoBR5OP0tmrM5+98BmWRpZoNRo2fvUxmQmxjFrwywPNzosPX2fe3ghWv9Gctn4ODyVLZkIhxzdFkRyRB4CbvzUdR9TDwvbxtNpJicpj3/KrlBapaN2/NvXbu6NR6YgJzSThajYWtiY4+Vjh7GNpqKX2rCAIkBHOhm9mo8rLYKjHaWgzDV76CCRSlNHRxLzcE5dZs7Du36/Syxfs20fy5Ck4TJuGSV1/NDk5qKJjKDp2DGV4OABO//sY26FD75inU6nQFRcjEovRKZQkjhmDOjkZz9W/U3rxIulffInH0iVl2XXbv5tLekwUYxYuv0sGXUkJiMWVzvC+WcTXuOPrnBLX4lx8Dgq1vh6Vv5MFLXxsae/vwEv+FW+OXqXkJ0HCKSjOhOIsEHTQeDjY1qq2La9kXeF06mmuZl/lStYVUotTAX0DeW9Lb3ysfPC28qa2dW3ae7THTHZvy6MgCOxe9C3hx47QY9J0Atq+hKDT8cdH0ynOzWbUd79gJDdFqVUSlx8H6BUcqVhKqaaUfGU+BaoCnM2cCbQLfOD7r9QqSS5MJqkoCZVWhUgkQoQI4/A4zH/9G6Mr11H5uhH5Xl9SLbRklmaSVZpFdmk2maWZ5ChyyprW30QikmAivfWdkoqlmEnNMJWZYmlkiY+1D7Wta+Ns6kxWaRbJly+h3X4ZrUxEWCdjoklGDKyVeOERtlO/iEgMpvb6mFG/Tvpm5M71QV0CBalQkg1OgWCsfwhJK05jcehitkVvw93cnaVdluJm7vYQn6yBx015CpogCOa3/bwSfX/z+zZFfiYVtLTiNMbvH09iYSLvNnuXwf6DEYlEKEuK2f7dXOIvXaDbxKkEtut433VS8krp+O0/vFjHniXDHq6sSUxoJvt/u4qxXErgi274t3DG0r7ybqBHpbRIxcFV4cRfzsbB04Lc9BI0Si0m5jKUJRoEnf574NvYkXZD6iC3MChqzwKHVizhypH9vN3PBdGF38GrDbR/H0GjInLwDCzbtcDl6+9BVnElR9BqiendG3QCPtu3IfpPuQp1egZpn31G0eHDuMyZg3VffVxZ4aHDpH70Edrc3Fsny2R4Ll2CWatWCCoV0T1eRmxhQa1NGxGJxSybPAYnb19emXZn615VQgLxI0ciksrw/O03jNwrfvPS6bQsHj2Euq1fpPPYSag0Oi4n53EqJodTMdmcj8+lRKWla6ATc/o1eDxWNZ0Wrh+Ec79B1F69UgZ6V9dNGgyC1lP0GbzZ0XpFrnZHsLt3S7pHIas0q6xZ9rWca8QVxJFYkIhG0GAmM6OXby/6+/VHrVMTkRNBVF4UKq0KeUQ+4t0RGL3oj1X7hmWKTk5sHMUr/qWkkT0X6uQRVxCHVtDe2lAAI40YE6UEuUqCTixgamND6zodaOjaCLVWjUKroEBZQGJhYtkrrTgN4fYK3oLAuD06OoUK5JnB+rZiDjUUoROLkCLFzsQWOzN77OX2OMgdsJPbYS/X/+xk6oSzmTN2JnYVisnT6bSc3LCWU5v/wsHTmz7vfYKluJCEUz8yJP0Ajloda2oNxKz5m2DueN/sSrVWTWxBLNdzrxOaGcrmqM3oBB2v1X2NsQ3GVpnr2UD1Y1DQ7kNMfgzj94+nSFXEwg4Laeqsf58KsjL4e+7n5KQk0XnspHs2WP4vk9aGsD8snQPT2uFhWzkzvyAIXDyYyPFN13H0tKDHxAaYWVVd0sPDcFOmq0dTcPWzxr+FEy6+1mg0OjLjC4i/mkPogQSM5VLaveaPi6810SEZRJ1NJyu5CIlEjFgqwlguxcXPGo+6trj729xRVNdAzSJ03y4OLv+JsYtXYJl0AHZMBU0pAAmH7VDmS7ENUCIP8sOkWTvEtu76m4m5E1h7opNZoc3KQursXKaI5W/bRsp7M3H7/jssu3W75746pZLEN9+k5PQZXL/+mtLQUHL/+APjunWx7t8fdFoErQ55o2BMG93qCZq/dSspM9/H7bsFyF54gZ/GDaVRLX9aDR6GPFifqaqMiSVh5EgElQpBp0Nsaornb79h7FNxC9Om2Z9QlJPNiPmL7zqm1upYcTyWeXsjsDY14uv+9XnRzwGppIoDsuOOQcwRSD4PySGgyAMzR2g8TO/isnQDE2sozoDjP+iVt9tdYgAyU+j+DTR6vUKlVx4FtU7NlawrrI9Yz964vah16rJjplJTbJWmtDsoJ8dCzZ6WaQj/EaftJQd8kyrfsijPTE2EVyHX3YpQywRsTWzxsPDA08ITDwsPPCw9cDd3Ry6Vo1u/Hb5fjvDqy+jGDkKQmyBSask9F0bk4cMU5ebQZewkAto+OHu5tKiQuNDzFGRm3PN4/OVQEq9eIqhlMzq84IksbAPEHweRmJP1ujKhNJy27i/yw0s/IBbd+u7oBB3ZpdnE5MdwNu0sZ9POcjnrctn7KRVJ6V6rO5MaTcLVvGpbCRqofgwKWjlczLzIpIOTkIgk/NL5F+ra6iv9x4ScZd/ShagVCnpN/xCv+g+utn00KpNhy88wpaMfUzvfIzj7PqRezyNkbzxxl7PxbeRAx1H1qjXWrCrJTi7i4KpwMhMKEYn0njJbVzPc6tiAIKDV6CgpUJEclYdaoUUkgloNHWjwkjuudawN2aI1jMSwy6z//AP6f/gF3g0b65u3Z18HqQkFpy6SueQPVClZN84WkBjpkJjokMgE1KViNCUSQIRJLWecv/4Bk4AAvZXL3LzMylUeuuJiEsaMpfSCPubGdsQIHKZPQ2xUvkVK0GqJ7dMHTW4eWcZSTtqb0Sw6BYeiUkybN8eqb18yvv0WBAHPFb+BTkfC6DdAJMJj6ZIKl+U5uelPTqz/476xbWEpBbzz1wUi04uQikW42cjxtDXF0cIEO3MjbM2MqO1gTmMvm8pZ2bKiYM8H+kBxkQQc64FbY/B9Cfxf1ieF3IvCdLj6N8ht9FYzY0vYOU3fwzWwH/T87rGVW8guzeZQ4iFsjG3wt/HHxdSZDZ9/SFZiPMO/WYipnS2l2lIUGgWCIGBlbIVYrePK4f2olcp7rmlsaoaplRVySyt0Gi2F2ZlkZ6QQHXqG3Jh4pMbG+LZohY2DCyZmZkiNjCnKzaYgI52CrEzUBQUoo6KQWFhgdFNZFyAzMQ6NUolrnQAEBFIjr9Hk5d68OHQ0RTnZhOzZTtg/B5GZmGDt7Iq1kzPZSYmkRIQjCHe3YrqJTCzwknM09a307mBsffSKcsMhYOnKH+F/MPfMXAJsAzCWGKPWqSlSF5FalIpKp48VFYvE1LOtRxOnJgTYBeBn40cty1rIJIaH3qcVg4L2HzQ6DcsuL2PJxSU4mzmztPNSPCw9yElJ4siqX4kNPY+Nqzu9pn2AvYfXA9c7EpHBhDUhuFiZsGtKW0xkFVOukiNzObUlhrSYfIzNpDTq7EnjLl6IqqAsx+NEq9Vx+XASimI1fk2dsHO7+wam1erIiCsk9mIm4cdTURSrsXMz48XB/rj6GWry1BRK8vP4edzrOPv6Ye3silgsxtjcHCsHZ6wcnbBydMJMKkMbfg3F1atoMpLRZqajzctFai7ByEJAXJpCzpk8NEoJpo0bUXL+Au6//IxF+/YP3F9bUKDvpdu5E+Zt2z7wfICio8dInjGDxMA6XCzOYdzcH1Ed+ZecFSvQZGQgcbDHa+VKjH31rj1lTCwJo0ahSU9H6uCASWAgps2bYzti+F3u15skXLnEhi8/pO/7n+LTqPwC1Qq1lp2XUonOLCI+p4TEnBKW509JAAAgAElEQVSyCpVkFatQaW7dvH0czGhXx4HXW3qVn+mtLoVDX8HpX/SWr3YzoekoMHqETFKdFo5/D4dm6eOXmo2FFuP1VtDbT9NpSY2MICsxjjot2yC3KL8+ok6nRdDpkEjvryRkJcSRl5GORqkg8eplLh3cQ4/J7xLQut3DX085pF2P5MKe7cSEnEVRUqx/cgREIjHmdnZY2NiiDgsHnYC8UTAi6a2MdSsHJxp07o5TLV+0Gg1Hfl9G6N4d2Li4kpeeBoBfs1aIpVLy0lLIS0vFwt4B3wA/fKQxOBSFIMqMhNsSB7DyROQUgNgpQK9gO9bTx5Dd9oAqCAJLLi3hVOoppGIpMrEMU6kpbuZuuJq74mHhQUOHhpgbGVrzPUs8Nwqab5CvEHU56g7z8H9JKEjgg2MfcCnzEj1q9eDDFh9iLjHj9N9/cfrvDUiNZLQa8BqNuvV84B8cgC0Xkpmx4SJ1nCxYOboZjhYVi83JSipk49fnMbUwIrizJwEvuCAzfjqsZo+KRqUl8mw65/fEU5KnpMeEBnjUs33SYhlAf5PY/t0cshITEHRadFodpQX5qJV3uspMLCyxcnDCysERS0cnLOzs0ahUqEpLUJUUY18SgeW+bZRGGSMP8MNr09Z7W0tLciDzGhSkgHMDsPd7aNfbjh++ISUynHGLVwD6BIOiAwcwadDwrpgzdXoGBbt3oQwPp/TKVVTR0ThMmYz9hAn3XFutULBw1EBc6wTg6O2DVqPG2bcO9Tt0qZBsgiBQqFBz5sxFrp48RnFkKIVqEcdtWuAd3ITXW3jyYh2HWw93mRGwYRRkXIVGw6DjJ3cpUY+CkHwBjs5HdG2nPhvQpz1asYzYdC0RKTri0tUoFHoXmtzCkvYjxhLQpv1dn6FWo2HjrI8pzM5i0GdzsbC9d72wuEsX2DTrf3eMBb3Uma5vTqmya/ov6uRkCnbvRqvWoNao0Wi1mBgZIxGLKTlzhv+3d99xcpX14sc/3zln+mxv2d2UTS+QkEBCAqGDCojCFbioXFGxX/2B2C7q9Xr1imKDq6JcFRGsiAoaKQKCgBIJoaT3ZFO2ZPvu7PSZc57fH+dsSzaQYLZk53m/dl5z2sw8z5zZM995anzNGqb9/GeH9dQczqan/8KaB3/D7NPPZPGbLqOw3O0AlsvA9oed6uT6Z8FjQt1ZUHUyVM6HivlQMbe/Mb+WH5RSvFDfycFoiqylyFo23YksLdEULdEUsXQO0yOYhoe73r0sPwK04PSguvaH1/KVlV9hUnjSkH3dqW5+vPHH/HrbrwmYAb6w4gtcMv0SOhoP8Ogdt9GyZyfzzzqPc9/1vqMaIFApxU/+Xs9XHt7Kihml/Oi6pRQGjq6YOZ3Icv/XXiSXsbjm86cTKszPBvaJaIZV31lHd0uCiz90MnULR2YwSO2fo5Qi2Rsl2tpCT1sLPa0t9LQepKe1hWhbC9G2VqxcDgDxeDC9PiegE6gOpKj1t1O28AxKzv8QFTPm4Mt0wurvweY/QOzg0BcLV8CU5U6QluiCZBdUznOqgWacD8aRx+a7++MfpGzyNC7/1OePOX9Nn/4M0UceYdq99xBaNnwJ2Z9u+xr1617CME1s2yKbTvO+7/yYosqq134N2+b+L3+Ohq2b8BgGU05aRGdzM71tB2kqnM7a4ALKVS8LvFGmZfZSka4n7IPgSW8k5Sunt6OdWFcnptdHuKSESEkZ4eISwiWlREpKKSgrp6iqGtM79BqklCLW1UF3cxNdB5to21dPS/1u2vbVY5peqqbUMMloJdN9kG2tPpJZD0Ezx/RwBzMinRT4cjzdMZ/mqMm0uireeOWlFFZVO+Nwlc3i6ft+xUsPPYjp9VFUNYlr/vvWw0rbspk0P/vUx0DgzTd8Bq8/gDcQoKCsfESaOCil6HngQVq++lXseHz4gwyDqs98mtJ3Dz+I8as8OWTi0NsM6++Dl3/mtPkrmgpL3wOL/w0KXvvzoE1Mlq14ZGMzP3h6N1ubo4ftL/CbVBUFKAiY5NzA7bGbzs2PAG3myTNV2WfLMMXkE0s/waTwJDqSHeyL7uO+bfcRz8W5fOblfHTxRymWAtY99hDP//4+TL+fN3zgo8xZcdZRvU7OsvnyQ1v42T/2cenCSdz2r4uPulpT2YpHf7iRfRs7uOITS6ield/Ve6lYllXfXUdHY4zz3zWPucsn6XZpJxhl2yRjvXh9fkx3No/WvXvY/eLz7F77D9r378Xt9IvPK5xWvJ/Typrxn3QJ1J7mlDQUTHLGe9q32hkHymNCsBQChXBgjROoRaqccZ+8ITDdDjTJbkh1k07nuOMJxcorr2bFvx7jly5gxeLUX/k2VCrN9D88iFny6j/Sejvbuetj72fhhW/iovcNX+o22LbVz/Lwd77BmVdfy+KLLyMYKSCXzfLKo6v4xwP3kU06HTF8hkW5L0a3FabLCuOzMti+IEakmGBxCUU+IRPtJt7dRTpxSPAhQmF5JZHSMjLJBKlYL8neKFZ2oHG+NxCksm4GlXUzyGUzHNy9k/b9e/F4PMw8bTkLzr2QulNOxUi0Oh0Rml7GbniR9esP8LfmKkxRvLl2G9PC3exMTWNV/VQWX3ABs1dexAO3fpGKadO5+gu3DJnP9Lnf/JznH/gNV/3nV46qPe/rZafTZPbsoe2O7xN78klCy5ZR/dVb8FYNEzCJIN5X+UEda4O2rdC6DVq3OLf2nZDqgb7epOJxhr9Yer3TO1bPaZkXlFI0dCXZ2NjDhoYedrX2Ek9bpHIWB3tSNPekmFkR5sPnzuTUaSX4DA+mIRQGvIT9h//AHK6K8/Ua1wFaXVWFWvXkH/nWgf/jldZXhuw7d/K53HjqjUw2q3j50T/xyp9XkY7Hmbl0ORe9/6NESo6uii2eznHDr1/hyW2tfPCcGdx88byjnspJKcVLj+5lzap6zrp6NqdcePxnBTgRpRNZHv7BBpp39VA7t4RzrplDac3EH7E9X1i5HNGXVtH58K1sbvayM1qCPxRkySVXMGvpcirrZrz67AS5DOx8HNb/2qkOzaWd9lnKdhrAB0s40Jrm/g3FvK1uB9NXXAhn3TT8TAqvIrVlC3uveTvhM89k8p0/eM0ZEx7/0ffY8uxTfOCOu1+11N22Le795EcRj4frvvm9oaPEA4m/30XLI/9LubQQrplF18nvZXXRJWxo7GVTQw/7OhM0R1MoBV5DuGxRDe87azpzy/3Eu7qIdXfS29ZK18EmupqbiHd14guFCUQiBCIFFFdOori6hpJJ1RSWVx6Wr2wmjbLtIUHVMJmgc/sLrLrzh3S2trPsjIWse2EDpWYv10zfglm3nF3tPla9mKGm3MeFZ0yloraajqSXn/38aeYtP5NLbrz5tU/CkV4+k6Hz7rvJ1O/FikaxeqNg2eDxICLk2trIHDgAto34fFTcdJPTpvDQc5hJQMMLsH+NO9ZYqXNLdECrG5C1bXXW+wSKnfZi5XOcY/2FTueKmRdCsb6GT3Rd8QwPbWjipX1d7G6Ls6ctRjzjBOleQ5hZEaEgYBLwGkT8JpcvruGNCyYddVyQNwHatIoyddMbz+bsa99LdnEVATNAWaCM0mApsQPNrHv8Ybb9/Rly2Qyzlp3B8iuuZtKso7+It0ZTXH/vWrY0RfnS5SfzrhWv3YEA3Ih7axdr/rSHlvoos5ZW8sb3vfagivnEthVb/tbI83/cQzZlMWNJBcECH76gQWF5kLnLJ2H8E7MyaOOAlQMrQ0tjM6vv/wV7Xl4LOG2cppx8CrVzF1Azey4VdTMwzGObZuylhx7k6Z//hI9cNY3Qjged4SWWXg/n3Qzho6867/z5L2i55RaCCxdQ+a9nEAo0OAOELrrmsHZEXQeb+OnHP8zSt/wL51z73iM+55a//ZVH7/g2b7np5qGl9LYNT/0P/P22/vHmqDtr2DZ46ZxFfXuc36w9wP1rDxDPWFw4r5KvvW0h5YaFnUyO2HyRg2VSSR678zvseP7v+MMRrrv5kxTuuh+a10MuzdZG+MuuMBnLw4xIB4mcl+5MkH+rfhmfvwLLqCJHAVYuiK2C2PhRykfo9OUUXn7VEcfXa//xj2n79m2Y1dUYRUUYBQWI13TGY7QsjJIS/LNm4Z81k+CSJXirqwce3FnvTCK+/c9OcGZlAAEO+S7zFTjV6RXz3PZj7n1B9YgPSaKNHznLZm9Hgm0Hozy8oZm/bG0haylqigLMrIwwsyLC7KoIi2qLmTMpgt/850pO8yZAO3XJEvWFt1/BnpfXMm3REgorKol3d9HTcpCOhv14/QHmn30eSy5+y1H1zhxs28Eo1/90Ld3JLN9/56mcP2+gwW4imuHlx/bRtLMbX9AkEDbxBkzsnE0ua9PbkaJtfy+REj9LL61j3pnVGMd7jKQJItmb4fk/7uHAlk4yqRyZZA6loKQ6zHnXzqUmz6uEJ5JYVyf7N65j34ZX2L95A7FOp9TC8HrxBoLOKO8iFFVNomb2PGrmzmfy/JMJFR4+COcj3/sWB7Zu4kM/uMepnnr6a84E0r6w8yWbSztfzKEyqFkM1YudfQfWOKUp7TvADKDMAD3bsrStTpFLGRTWZahc2IW3NOy0g5v9RqeNUWQShMp46Hvfov6VtXzgjp8OO/yGbVn89BMfxuvz866vf3egRCebhD/8O2x+AE57D1z6LZTHxOrsJNfSgspksDMZyOWQQABPOIwnHEal00RbO3hq7S42Pb2WJe07mde5D8nlCJyyiMI3vonIeedilpXhiUSG9E5UluWUPnV0kOvoxIr2oBIJrHgcchbi9+MJ+DFKSwktW3bYjAvKskisfZGeRx9h63PPEuqOUmp4McJhPJGIewuTFQ87ulvZaafJeoSFB1qZ0tk77GdADBsRsHMeKhZFKV+MW6pV7gTWgSJyvSl23/4KobpCprx/uRMwFVQB4gTi2YTT0SFU5tzsnFMd2bETGl5yOloAVC2EmedB3Tkw7Qww/M7k4okOCBQ548jpQCwvtfam+MMrjfxpfTPbD/aSsZwe12VhH5cvruXK02o5qWZkBv/NmwBt6dKlau3atbzy6CpW//ZXmD4foeISwsUlzFiylAXnXIA/dOxVZ3/b2ca//+Jlgj6Du9+zjPmVBaSTOVLxLNvXHGTDUwewsjY1c0qwczapeJZMysIwBdNn4PUbzF0+iQUrazC8OjA7Fkop9m3s4Jn7thPrTDN/ZTULzqqhclrhURchayeGaHsbzTu30bJnF9l0CmUrbNuis/EAB3fvxMpm8Rgms08/g0UXXcKUkxb2l0L/9KYPU1JTyxWfHtRTsG07PPtNZwokw+fcok3QsmlgDlKP6fQenbTQGYIimwA7i126kI4XonT89hGwLErPrKKsch2GkRl4fjFok1p+tnkaZ84xWDQzRFfKRzwrlIUUpYEUW+rjPLYR3rqgh9mF3ZCJoVIJ4s2KVKeXbMkKsnYp2cYmsk1NqNQhA8u+GhEayqeyungGFVUlLNj1ClUH64ce4vOBUijLckrsjvapAwHCZ60kvHwF2YPNpN1hVayeHiQUouC8c/FOmYodi2HHYljxGHYsjh2LoXI5zNIS7OISegImNVOmY5aXYZaWYpSWYpaVYRQX45EU0tuE6txP0233EF29lbKL5lBxfiWS7HSmrUr10PxMju5tFjPeEcbv74JE+2tnAJwOJ5XzYc7FMO/NUFJ39O+tNiEppdjTHmf9gW7aY2k6Yhl2tPTy7M52LFuxZGoxp9eVMruqgDlVEeZXF+Id4cKUvArQDh0HzbJssikLf8g85irFeDrH/z68jWeeO8CCQICVpYX0NMVJx3NDjpu9tJJll02nZJJuNzVSsmmLFx6qZ/2TB1C2IhD2MmV+CabfIJuyyKRyBCM+yqdEKJ8coXJaIb7gsVWTaeOXlcvSsmc321c/y5ZnnyIVj1FSXcPCC97EnBUrueuGD3DmVe/kjKvecRRPlnXaG2VibknakUerzzY303r77URX/QmjrJTwotlY3V1Y0SjkMhh+eC4QpkkO74nt8yjwQHFQuHKeSaYL4rujxLa1Yaeca4hRXIy3tta51dTgra3FnFSFJxBAvF7EMLBTaex4HDuRQPw+jMIijOIivJMnYxcUccdfd/HYJqc3bFlvOzX7tpKN9hLOJikVi0klIWrLC6gtj5ANRWgiyF7LR9wfwl8QIVAYobwoxPwyP5ODHnJNTexZ9Weyz/yVUE8HtuklOGc2gfnziJx9DpFzz8ETHGivlspatERTpLI2qayFR4Tq4gBlYR8iQkcszfqGbrY29+IzPJSGfZRGfJw6tYSioNNQX1kWB//7S3T/9rcUX301lZ/6JEZREamtW6l/25WUXncdVZ9127DlMk7PSXA7jATASjtDtiQ6ne1lM52SOC3vKKVo7U2zuzVGVyJLOmeRztlsP9jLU9ta2d+Z6D/WZ3qoKQpw8cnVXHXaZGZVjv5wKHkToJ265DT1qzsfYv/mTpp3d5OKZcllnF+NwQIvNbOKqZlTjC9okohmnFtPhmSvs5zLWISL/IRL/LQls+zd0UWJ2wFKPFBWG6FyagEFZUH8IRNf0KRiSoFu0D6KUvEsB7Z0sm9zB43bu1C2whc08foN4t1p4j1OCYfh9TDjlHLmnVHN5PmlurRtAslm0uxcs5oNf3mUxm1b6JvC4l/+44vMOPXIg8j+M5IbNtB6++1kG5swCgsxCgvB48Hq6aEn2k295AjE4oTTWXw5i96Aj55QgN5QgDlN7ZTGnZIxo6yMyPnnUXDBhYROPx0jMjLXjgOdCVbvbucfuztYvbuD1t6ho/H7DA9+r4dYOsfgS3rEbxL2G7RE0/gMYZE3ySsJLwunlfHly09iWmmYA13OALzrG3pYu7eTjQ09/VVCgwW8HgoD3sNeu09BwOTD587kPWfWEfabKKVo+/a36bjrJ3giEUrf/W4SL7xAeudOZj72Z4yio69iylo2dz69mz+sa6SmKMj08jB15WEqC/yUhX2URfxMKQ0S8ukfccOJRCLEYjH27t3L/PnzmTt3bv++T3ziE1x33XXH/TXj6Rz7OxNsbOxh3YFu1h/oprU3TSprkc7a5Gwb0/D094o0PR68huB1170eDyLQ2J2kN5U77PkDXg8rZ5Zz3rxKzphRSlVhgIj/2Atujre8CdCmVsxV/3HlnQQLvEyeW0K42I8/ZGJ4DToaYjTu7CLWOXCxML0eQkU+QoU+sl5hb3eSTG8WI2XjV9AbFE5dOollp9dQObUA8wSZfimfJaIZ2ht62buhgx1rD5KO5/AFTQpKA0RK/BSUBiifEqGyrpCymjAe3RbwhNbRsJ8NTz5Ga/1urvjMF15XE4bjReVy/W28Mo2NZPcfINvUhFlehm/GDHx10/FNm3rE2QpGLF1utc7a+k4Kg17mVBVQVxbCNDzYtiKeyfUPG7CpsYeOeIYL5lbyhpOqKPCbPPhKI199ZBvtsaGBlukRFk4u6q8SCnoNAl4POVvR1J2ksStJVyLL3EkRTplczMm1RVhK0RnL0NSd5O7n6vnL1lbKIz7edupkZpSHmVoWYlp3E/Y9dxF74gkAqv7rC5S+851Hnd8dLb188v71bGzsYcWMUpJZmz1tsWG/tGuLg8ysjBDyGsQzOeLpHNPLI9x8yTwqCsZ2LuSxNDhAu+yyy9i0adOQ/amsRTydI5GxiGec+0TaWU72bUtbKBRBr4Hfa5C1bBq7kjR0JWmJpsjZCst2xgJr6nY+K30KAiaLpxQzuSSI3zQIeA1Mj5C1bbI5Rc62+weAzVk2WVuRzdnYSlFdFGRWZYRZlREqCvz4TQ9+06A45D3q4bBGU94EaAvmLFLP/OU5yidHjjhdUm9nCitrEyry9Y/cf/dze7n10a2EfCaLJhcxt6qAk2uLuHRhNT7dc/CEZWVt9m5sp2F7F7GuNLGuFNH2FJmkW73k9VBcGaKoMkhxZZCiylD/fajQ95q/rKLtSWfoA7/Rf9O0iSiayvLrNfvxiDClNMjkkhAzKyIE/8kfrS/t6+L2J3awpr6DrDXw3VIW9nGe0cXp0X3IFVczfVIh08vD/dWm4AQJq9Y38as1+2nuSVIQ8FIQMNncGCUSMLnlipO5ZKHTm1MpRVci29/uqD2WZm97nF1tMXa3xUhnbcJ+k6DX4KV9XYT9Bl+6/GTesqh6VEpY0jmL9liGDjcILgk5c7f6TA89ySzdiSyJTI6QzyDi9xL2G4R95ojVDPQFaC9u3M7Vb7ucG+9cxc6WWH/p6eBg6liYHqGmOMikwgBeUzA8HrweoaoowJSSEFNKg8yvLmR6WThvaj3yJkA7lsnSlVI096T44qrNPLGlhTcsqOJbV51CUUhPOjuRKaXoaUvSui9K275eulsSdLcmibYnsQd9QQQLvNTOLWHy3BJqZhdTVBnC4xGUUjTu6ObFR/bSuL1ryHNHSvxU1RVSWVdIzZxi3ZFB046S5Za67e9MsLOll81NUTY3RdnZ2jskcCsMmEyviFBbHGD17g66E1nmVEVYPKWY3lSO3lSOmuIAn7l4HuWR11cCtrOll0/9bgPrD3Rz1qxyltWVMqsywvTyMEUhLxG/Schn9E/d09abJpbOkc7ZTqDVm2FfZ5z9HQnaY2lsBbZS/VXJfcs52yaTc0qCklnrdaU17DOIBEzCftOpnvaZeDyQyTnP7fEIJSEfJSEffq+H1mia1t4UHbEMhkfwmR68hgfLtkm7j0nnbNb9z1uZ+enfk+w8SNNdH8EsrcVnePCZHt78oc+x4syz+t+HsHsf8g2sh30GQZ+BiJDKWiQzFoZHqCoMYOhr4hA6QMP5wL64r5NntrexoaGHbQejdCWyeA3hs5fM570r68a8LlobO7Zl09uZpqc1QXdrgpb6KA3bu0i4bdpMr6e/rWHrvl5CRT5OuWCKUz2edjopdDTGaanvIdrutDcKRLxMPamU6pnFhAp9TnV6gVOlrqvLNe215Sybxu4ke9rj1LfFqW93bvs64yysLeJdK+pYMaP0uF+7c5bNT/5ezy/W7KOhK8mxfu1VFwWYWhrqD0gEQEAQPOI0m+xvT+URikNeyiJ+yiN+BOhMZOiKZ8jkbIpCXoqCXkI+k0QmRzxtEUtniaWdasZYKkfMrZ6NpXIo6A+mLFvR5T5XKmdTWeCnqtDpwGErRcayyeQUpkfwez39bRO/+Y7lfPnBl5HeNn74nx9kw4aNw46Cr/3z8jpAO9CZ4BuPbeeprS3EMxZeQzippoj51QXMrSrgrNnlzKosGKMUa+OZUorulgQH9/TQ0RinozFGKp5lwcoa5q+sxjxCe4Zkb4aGbV3s29TBvs0dpGKHVwd4AwahQh/FVSFKJoUprQ4x/ZQKAmFdgqtp40kyY7GnPca+jgS9qSy9KafNVXHIS2WBn4qCAEVBE79p4DM9FAXHZ1unY/FabdC04+d4BmgnTAht2Yqf/2Mv33hsOwK8dXEtF8yr5MyZZfqXgHZURISSSeFjHj4lWOBj9rIqZi+rchphd6f7ewr33ZLRDPGeNN0tCRq2dmHlbALh3ay4YgbzV9boqlFNGyeCPoOTaopGbKDSsaSUoqs5QbDAS7Dg8KFitBPLuI5stjRHecNtz1Ae8dOdzLK1Ocp5cyu45V8WUlv8KvPMadoI8XiEgtIABaXDT2EDzjRXbft7Wf37XTz9y+1s/lsTs5dWYXg9GKa494Nv4twP2u4xBdNrDOwzPUfsKKNp2viQSeZo3d9LOp7FthS2ZWNZqn9Z2eAxnP9pjyHuzVm2sja5rEUuY2N4PfgCJt6AgQC5jLNvcLtaZOAum7Zo2tVDw/YuktEMZ18zh0XnTx42jbt372bx4oFJ7q+//npuuOGGkXtTtNdt1Ks4ReRi4DuAAdyllLr1SMdWzzpJvfWL99IRy5DMWrz/7OlcsbhWty3TTghKKXa92MrqB3YR6xp+7Khj4fEIHq9nSNDmC5gUlgcorAhSUBrAFzAwfUb/PKe2pVBKDbk3DMHrd8aa8wYGeqyaPmPQl4bg8QjiEf3/puUFpZTT/jSZI5e13ZkvFLmMTSaRI53MYWUtPO7/HuCOvZmmtytN694onc3xw6YEHS2hQp/TEWpeCVMXlBEpyd9hRcbSCdsGTUQMYAfwBqABWAu8Qym1Zbjjj6UXp6aNV7atyKUtrJw9cMuqoes5GyunsLID63bftv7HDDrO3ZaOZ+lpTxFtT2Jlj37qn2PhMQRvwMAfNPGHvPhDprtsEoj4iJT4CRf7B6pU3GtK37RoXr+B6Tfw+jxHHKfOtp0ShsFBoXJ7xynL+aK0bYUapgRh2DR7BK/f0KWOwxj8vlrWQCBiuyU9atCybTvrr0kGT3spQ6fA7C/pkYHlQfuH/AAYsl8OO9Z5nYENw76mOO1Go+7/RbI3Sy5ruSVUdv99LuMEY+mEe0vmji6vw+Q9VOCjfEoBk2YUUjW9kFChH8McWkJmGB4QBkrWcs5933tteD2YPg+m18DK2WSSOTIppzeos935/3HHcXY5Cx7DQ6TEr39MjQMnchu004FdSqk9ACJyH3A5MGyApmkTgccjIz5NlbIVqUSWbNqpIrGyNgj9AU9/4ONxjs2mLWdKLffeeZzV/6Vs931xWwrLUmRTFulklnQiRyaRo7MnQSaRJRnLDq12eQ19VbriltA5wasTbA429EvodRLwB50ZQmRwzzs55ItfBr7c+wODQQHH0Rzfl17bsocEO33r/YbJ05B8uitDDhvu4cO8OUOfZ/D2geC2L235pL+5gNeDaTpBkOF1Ap5AxEdRZaj/B4fP/fFhej2I4fxQMH1G/48Sw+vBdn8gKaUIFfoJFXr1ANnaiBjtAK0WODBovQFYPvgAEfkg8EGAqVOnjl7KNO0EJh4hGPERHOWp55StSPRm3I4TWcQNgBRO1VA2PRD89S3buYESMY+A6e+rlhWU7QSEylb9gaXHOCTIPDR4G146Aa4AAAr0SURBVCbesG3VXzqSSeYGgiSlnMNV33Oovj93m+o77CiOHxgLSyknWPMYhlNi4hmoKu5Lc7++gG9wgg8vRDqkmOnV9w/3XIOP638fDTksbYbhtG88tGq7/5ijKZXpex/635yh52hITY1yj+tbPvT8KTUoEB1aWjTceR/83H2LgbDXqfovD+qe1NoJa7QDtOH+04f+WFTqR8CPwKniHI1EaZr2+ohHnPlui3R7F03TtONptMtlG4Apg9YnA02jnAZN0zRN07RxbbQDtLXAbBGZLiI+4O3AqlFOg6ZpmqZp2rg2qlWcSqmciHwMeAxnmI27lVKbRzMNmqZpmqZp492oD1SrlHoEeGS0X1fTNE3TNO1EofsGa5qmaZqmjTM6QNM0TdM0TRtndICmaZqmaZo2zugATdM0TdM0bZzRAZqmaZqmado4owM0TdM0TdO0cUYHaJqmaZqmaeOMDtA0TdM0TdPGGR2gaZqmaZqmjTOilBrrNByRiPQC28c6HWOoHGgf60SMIZ3//M1/PucddP51/vM3/yd63qcppSqOxxON+lRPx2i7UmrpWCdirIjIizr/Ov9jnY6xkM95B51/nf/8zX8+5/1QuopT0zRN0zRtnNEBmqZpmqZp2jgz3gO0H411AsaYzn9+y+f853PeQedf5z9/5XPehxjXnQQ0TdM0TdPy0XgvQdM0TdM0Tcs74zZAE5GLRWS7iOwSkZvHOj0jTUSmiMhfRWSriGwWkRvd7aUi8oSI7HTvS8Y6rSNFRAwReUVEHnLXp4vIGjfvvxER31incaSISLGI/E5EtrmfgTPy7Nzf5H7uN4nIr0UkMJHPv4jcLSKtIrJp0LZhz7c4vuteCzeIyKljl/Lj4wj5/6b7+d8gIg+KSPGgfZ91879dRN40Nqk+PobL+6B9nxIRJSLl7npenHt3+/9zz+9mEfnGoO0T5twfq3EZoImIAXwfuARYALxDRBaMbapGXA74pFJqPrAC+Kib55uBJ5VSs4En3fWJ6kZg66D1rwO3u3nvAt43JqkaHd8B/qyUmgecgvM+5MW5F5Fa4AZgqVLqZMAA3s7EPv/3ABcfsu1I5/sSYLZ7+yBw5yilcSTdw+H5fwI4WSm1CNgBfBbAvQ6+HTjJfcwP3O+IE9U9HJ53RGQK8AZg/6DNeXHuReR84HJgkVLqJOBb7vaJdu6PybgM0IDTgV1KqT1KqQxwH87Jm7CUUs1KqZfd5V6cL+hanHzf6x52L3DF2KRwZInIZODNwF3uugAXAL9zD5nIeS8EzgF+AqCUyiilusmTc+8ygaCImEAIaGYCn3+l1LNA5yGbj3S+Lwd+phzPA8UiUj06KR0Zw+VfKfW4Uirnrj4PTHaXLwfuU0qllVL1wC6c74gT0hHOPcDtwGeAwQ3D8+LcAx8BblVKpd1jWt3tE+rcH6vxGqDVAgcGrTe42/KCiNQBS4A1QJVSqhmcIA6oHLuUjaj/xbk42e56GdA96II9kT8DM4A24KduFe9dIhImT869UqoR5xfzfpzArAd4ifw5/32OdL7z8Xp4PfCouzzh8y8ibwUalVLrD9k14fPumgOc7TZpeEZElrnb8yX/wxqvAZoMsy0vupuKSAT4PfBxpVR0rNMzGkTkMqBVKfXS4M3DHDpRPwMmcCpwp1JqCRBnglZnDsdta3U5MB2oAcI4VTuHmqjn/7Xk0/8CIvJ5nCYfv+zbNMxhEyb/IhICPg/813C7h9k2YfI+iAmU4DTv+TRwv1uLki/5H9Z4DdAagCmD1icDTWOUllEjIl6c4OyXSqkH3M0tfUXa7n3rkR5/AlsJvFVE9uJUZ1+AU6JW7FZ5wcT+DDQADUqpNe7673ACtnw49wAXAfVKqTalVBZ4ADiT/Dn/fY50vvPmeigi7wYuA65VA2NATfT8z8T5cbLevQZOBl4WkUlM/Lz3aQAecKtyX8CpSSknf/I/rPEaoK0FZru9uHw4jQRXjXGaRpT7a+EnwFal1G2Ddq0C3u0uvxv442inbaQppT6rlJqslKrDOddPKaWuBf4KXOUeNiHzDqCUOggcEJG57qYLgS3kwbl37QdWiEjI/T/oy39enP9BjnS+VwHXuT36VgA9fVWhE4mIXAz8B/BWpVRi0K5VwNtFxC8i03EazL8wFmkcCUqpjUqpSqVUnXsNbABOda8LeXHugT/g/DBHROYAPpwJ0yf0uX9NSqlxeQMuxenJsxv4/FinZxTyexZO0e0GYJ17uxSnLdaTwE73vnSs0zrC78N5wEPu8gycf8ZdwG8B/1inbwTzvRh40T3/f8Ap7s+bcw98CdgGbAJ+Dvgn8vkHfo3T3i6L84X8viOdb5xqnu+718KNOL1dxzwPI5D/XTjtjfquf/836PjPu/nfDlwy1uk/3nk/ZP9eoDzPzr0P+IX7//8ycMFEPPfHetMzCWiapmmapo0z47WKU9M0TdM0LW/pAE3TNE3TNG2c0QGapmmapmnaOKMDNE3TNE3TtHFGB2iapmmapmnjjA7QNE3TNE3TxhkdoGmaNqrcuUYXjMLrfG7Qcp2IbBqB1zhPRB46xsc8LSJLh9n+HhG54/ilTtO0E5kO0DRNG1VKqfcrpbaMwkt97rUPGWrQ1FKapmljSgdomqaNGBEJi8jDIrJeRDaJyDWDS5BEJCYit7j7nxeRKnd7lYg86G5fLyJnutv/TUReEJF1IvJDETGO8Lq3AkH3uL5Jtw0R+bGIbBaRx0Uk6B77tIh8VUSeAW4UkQoR+b2IrHVvK93jznWfb52IvCIiBe7zRkTkdyKyTUR+6U5XhYhc6B63UUTuFhH/MOl8r4jscF975XF74zVNO+HpAE3TtJF0MdCklDpFKXUy8OdD9oeB55VSpwDPAh9wt38XeMbdfiqwWUTmA9cAK5VSiwELuHa4F1VK3QwklVKLlTOvKzjz+H1fKXUS0A1cOeghxUqpc5VS3wa+A9yulFrmHnOXe8yngI+6r302kHS3LwE+DizAmZ5qpYgEgHuAa5RSCwET+MjgNLoTon8JJzB7g/t4TdM0QAdomqaNrI3ARSLydRE5WynVc8j+DNDXhusloM5dvgC4E0ApZbmPuxA4DVgrIuvc9RnHkJZ6pdS6YV4L4DeDli8C7nBfYxVQ6JaWPQfcJiI34AR0Off4F5RSDUopG2cOyTpgrvt6O9xj7gXOOSQ9y4GnlVJtSqnMIWnQNC3P6fYWmqaNGKXUDhE5DbgU+JqIPH7IIVk1MCGwxatfkwS4Vyn12deZnPSgZQsIDlqPD1r2AGcopZIMdauIPIyTl+dF5KIjPK/ppvVo6MmQNU0bli5B0zRtxIhIDZBQSv0C+BZOdeXReBK3SlBEDBEpdLddJSKV7vZSEZn2Ks+RFRHv60j248DHBuVhsXs/Uym1USn1deBFYN6rPMc2oE5EZrnr7wKeOeSYNcB5IlLmpvPq15FWTdMmKB2gaZo2khYCL7jVhZ8HvnKUj7sROF9ENuJUR57k9vz8T+BxEdkAPAFUv8pz/AjYMKiTwNG6AVgqIhtEZAvwYXf7x92ODutx2p89eqQnUEqlgPcCv3XzYAP/d8gxzcB/A/8A/gK8fIzp1DRtApOB2gVN0zRN0zRtPNAlaJqmaZqmaeOM7iSgadoJTUTWAIeOMfYupdTGsUiPpmna8aCrODVN0zRN08YZXcWpaZqmaZo2zugATdM0TdM0bZzRAZqmaZqmado4owM0TdM0TdO0cUYHaJqmaZqmaePM/wdLYbTDFDEbkAAAAABJRU5ErkJggg==\n",
5861 "text/plain": [
5862 "<Figure size 720x432 with 1 Axes>"
5863 ]
5864 },
5865 "metadata": {
5866 "needs_background": "light"
5867 },
5868 "output_type": "display_data"
5869 }
5870 ],
5871 "source": [
5872 "ax = cases_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Cases per day, 7 day moving average\")\n",
5873 "for c in COUNTRIES_CORE:\n",
5874 " lvi = cases_m7[c].last_valid_index()\n",
5875 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = c)\n",
5876 "plt.savefig('covid_cases_per_day-core.png') "
5877 ]
5878 },
5879 {
5880 "cell_type": "code",
5881 "execution_count": 646,
5882 "metadata": {},
5883 "outputs": [
5884 {
5885 "data": {
5886 "image/png": 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\n",
5887 "text/plain": [
5888 "<Figure size 720x432 with 1 Axes>"
5889 ]
5890 },
5891 "metadata": {
5892 "needs_background": "light"
5893 },
5894 "output_type": "display_data"
5895 }
5896 ],
5897 "source": [
5898 "ax = cases_m7[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Cases per day, 7 day moving average\")\n",
5899 "for c in COUNTRIES_FRIENDS:\n",
5900 " lvi = cases_m7[c].last_valid_index()\n",
5901 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = c)\n",
5902 "# plt.savefig('covid_cases_per_day-core.png') "
5903 ]
5904 },
5905 {
5906 "cell_type": "code",
5907 "execution_count": 647,
5908 "metadata": {},
5909 "outputs": [],
5910 "source": [
5911 "def gmean_scale(items):\n",
5912 " return gmean(items) / items[-1]"
5913 ]
5914 },
5915 {
5916 "cell_type": "code",
5917 "execution_count": 648,
5918 "metadata": {},
5919 "outputs": [],
5920 "source": [
5921 "def doubling_time(df):\n",
5922 " return np.log(2) / np.log((df.deaths_culm + df.deaths_g4) / df.deaths_culm)\n",
5923 "\n",
5924 "def doubling_time_7(df):\n",
5925 " return np.log(2) / np.log((df.deaths_culm + df.deaths_g7) / df.deaths_culm)"
5926 ]
5927 },
5928 {
5929 "cell_type": "code",
5930 "execution_count": 649,
5931 "metadata": {},
5932 "outputs": [],
5933 "source": [
5934 "# 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",
5935 "# data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
5936 ]
5937 },
5938 {
5939 "cell_type": "code",
5940 "execution_count": 650,
5941 "metadata": {},
5942 "outputs": [
5943 {
5944 "data": {
5945 "text/html": [
5946 "<div>\n",
5947 "<style scoped>\n",
5948 " .dataframe tbody tr th:only-of-type {\n",
5949 " vertical-align: middle;\n",
5950 " }\n",
5951 "\n",
5952 " .dataframe tbody tr th {\n",
5953 " vertical-align: top;\n",
5954 " }\n",
5955 "\n",
5956 " .dataframe thead th {\n",
5957 " text-align: right;\n",
5958 " }\n",
5959 "</style>\n",
5960 "<table border=\"1\" class=\"dataframe\">\n",
5961 " <thead>\n",
5962 " <tr style=\"text-align: right;\">\n",
5963 " <th></th>\n",
5964 " <th></th>\n",
5965 " <th>dateRep</th>\n",
5966 " <th>cases</th>\n",
5967 " <th>deaths</th>\n",
5968 " <th>cases_culm</th>\n",
5969 " <th>deaths_culm</th>\n",
5970 " <th>cases_diff</th>\n",
5971 " <th>deaths_diff</th>\n",
5972 " <th>deaths_m4</th>\n",
5973 " <th>deaths_m7</th>\n",
5974 " <th>cases_m7</th>\n",
5975 " <th>deaths_g4</th>\n",
5976 " <th>deaths_g7</th>\n",
5977 " </tr>\n",
5978 " <tr>\n",
5979 " <th>since_threshold</th>\n",
5980 " <th>geoId</th>\n",
5981 " <th></th>\n",
5982 " <th></th>\n",
5983 " <th></th>\n",
5984 " <th></th>\n",
5985 " <th></th>\n",
5986 " <th></th>\n",
5987 " <th></th>\n",
5988 " <th></th>\n",
5989 " <th></th>\n",
5990 " <th></th>\n",
5991 " <th></th>\n",
5992 " <th></th>\n",
5993 " </tr>\n",
5994 " </thead>\n",
5995 " <tbody>\n",
5996 " <tr>\n",
5997 " <td rowspan=\"3\" valign=\"top\">0</td>\n",
5998 " <td>DE</td>\n",
5999 " <td>2020-03-16</td>\n",
6000 " <td>1043</td>\n",
6001 " <td>4</td>\n",
6002 " <td>4838</td>\n",
6003 " <td>12</td>\n",
6004 " <td>310.0</td>\n",
6005 " <td>1.0</td>\n",
6006 " <td>4.00</td>\n",
6007 " <td>4.000000</td>\n",
6008 " <td>1043.000000</td>\n",
6009 " <td>4.000000</td>\n",
6010 " <td>4.000000</td>\n",
6011 " </tr>\n",
6012 " <tr>\n",
6013 " <td>IT</td>\n",
6014 " <td>2020-02-26</td>\n",
6015 " <td>93</td>\n",
6016 " <td>5</td>\n",
6017 " <td>322</td>\n",
6018 " <td>11</td>\n",
6019 " <td>-4.0</td>\n",
6020 " <td>1.0</td>\n",
6021 " <td>5.00</td>\n",
6022 " <td>5.000000</td>\n",
6023 " <td>93.000000</td>\n",
6024 " <td>5.000000</td>\n",
6025 " <td>5.000000</td>\n",
6026 " </tr>\n",
6027 " <tr>\n",
6028 " <td>UK</td>\n",
6029 " <td>2020-03-15</td>\n",
6030 " <td>478</td>\n",
6031 " <td>19</td>\n",
6032 " <td>2244</td>\n",
6033 " <td>29</td>\n",
6034 " <td>-6.0</td>\n",
6035 " <td>18.0</td>\n",
6036 " <td>19.00</td>\n",
6037 " <td>19.000000</td>\n",
6038 " <td>478.000000</td>\n",
6039 " <td>19.000000</td>\n",
6040 " <td>19.000000</td>\n",
6041 " </tr>\n",
6042 " <tr>\n",
6043 " <td rowspan=\"2\" valign=\"top\">1</td>\n",
6044 " <td>DE</td>\n",
6045 " <td>2020-03-17</td>\n",
6046 " <td>1174</td>\n",
6047 " <td>1</td>\n",
6048 " <td>6012</td>\n",
6049 " <td>13</td>\n",
6050 " <td>131.0</td>\n",
6051 " <td>-3.0</td>\n",
6052 " <td>2.50</td>\n",
6053 " <td>2.500000</td>\n",
6054 " <td>1108.500000</td>\n",
6055 " <td>2.000000</td>\n",
6056 " <td>2.000000</td>\n",
6057 " </tr>\n",
6058 " <tr>\n",
6059 " <td>IT</td>\n",
6060 " <td>2020-02-27</td>\n",
6061 " <td>78</td>\n",
6062 " <td>1</td>\n",
6063 " <td>400</td>\n",
6064 " <td>12</td>\n",
6065 " <td>-15.0</td>\n",
6066 " <td>-4.0</td>\n",
6067 " <td>3.00</td>\n",
6068 " <td>3.000000</td>\n",
6069 " <td>85.500000</td>\n",
6070 " <td>2.236068</td>\n",
6071 " <td>2.236068</td>\n",
6072 " </tr>\n",
6073 " <tr>\n",
6074 " <td>...</td>\n",
6075 " <td>...</td>\n",
6076 " <td>...</td>\n",
6077 " <td>...</td>\n",
6078 " <td>...</td>\n",
6079 " <td>...</td>\n",
6080 " <td>...</td>\n",
6081 " <td>...</td>\n",
6082 " <td>...</td>\n",
6083 " <td>...</td>\n",
6084 " <td>...</td>\n",
6085 " <td>...</td>\n",
6086 " <td>...</td>\n",
6087 " <td>...</td>\n",
6088 " </tr>\n",
6089 " <tr>\n",
6090 " <td>171</td>\n",
6091 " <td>IT</td>\n",
6092 " <td>2020-08-15</td>\n",
6093 " <td>574</td>\n",
6094 " <td>3</td>\n",
6095 " <td>252809</td>\n",
6096 " <td>35234</td>\n",
6097 " <td>52.0</td>\n",
6098 " <td>-3.0</td>\n",
6099 " <td>6.25</td>\n",
6100 " <td>6.285714</td>\n",
6101 " <td>436.142857</td>\n",
6102 " <td>5.732657</td>\n",
6103 " <td>5.266158</td>\n",
6104 " </tr>\n",
6105 " <tr>\n",
6106 " <td>172</td>\n",
6107 " <td>IT</td>\n",
6108 " <td>2020-08-16</td>\n",
6109 " <td>629</td>\n",
6110 " <td>158</td>\n",
6111 " <td>253438</td>\n",
6112 " <td>35392</td>\n",
6113 " <td>55.0</td>\n",
6114 " <td>155.0</td>\n",
6115 " <td>44.25</td>\n",
6116 " <td>27.000000</td>\n",
6117 " <td>476.428571</td>\n",
6118 " <td>12.986209</td>\n",
6119 " <td>7.524073</td>\n",
6120 " </tr>\n",
6121 " <tr>\n",
6122 " <td>173</td>\n",
6123 " <td>IT</td>\n",
6124 " <td>2020-08-17</td>\n",
6125 " <td>477</td>\n",
6126 " <td>4</td>\n",
6127 " <td>253915</td>\n",
6128 " <td>35396</td>\n",
6129 " <td>-152.0</td>\n",
6130 " <td>-154.0</td>\n",
6131 " <td>42.75</td>\n",
6132 " <td>27.285714</td>\n",
6133 " <td>478.428571</td>\n",
6134 " <td>10.327552</td>\n",
6135 " <td>8.307250</td>\n",
6136 " </tr>\n",
6137 " <tr>\n",
6138 " <td>174</td>\n",
6139 " <td>IT</td>\n",
6140 " <td>2020-08-18</td>\n",
6141 " <td>320</td>\n",
6142 " <td>4</td>\n",
6143 " <td>254235</td>\n",
6144 " <td>35400</td>\n",
6145 " <td>-157.0</td>\n",
6146 " <td>0.0</td>\n",
6147 " <td>42.25</td>\n",
6148 " <td>27.285714</td>\n",
6149 " <td>487.142857</td>\n",
6150 " <td>9.331997</td>\n",
6151 " <td>8.307250</td>\n",
6152 " </tr>\n",
6153 " <tr>\n",
6154 " <td>175</td>\n",
6155 " <td>IT</td>\n",
6156 " <td>2020-08-19</td>\n",
6157 " <td>401</td>\n",
6158 " <td>5</td>\n",
6159 " <td>254636</td>\n",
6160 " <td>35405</td>\n",
6161 " <td>81.0</td>\n",
6162 " <td>1.0</td>\n",
6163 " <td>42.75</td>\n",
6164 " <td>27.142857</td>\n",
6165 " <td>485.571429</td>\n",
6166 " <td>10.603195</td>\n",
6167 " <td>8.093673</td>\n",
6168 " </tr>\n",
6169 " </tbody>\n",
6170 "</table>\n",
6171 "<p>491 rows × 12 columns</p>\n",
6172 "</div>"
6173 ],
6174 "text/plain": [
6175 " dateRep cases deaths cases_culm deaths_culm \\\n",
6176 "since_threshold geoId \n",
6177 "0 DE 2020-03-16 1043 4 4838 12 \n",
6178 " IT 2020-02-26 93 5 322 11 \n",
6179 " UK 2020-03-15 478 19 2244 29 \n",
6180 "1 DE 2020-03-17 1174 1 6012 13 \n",
6181 " IT 2020-02-27 78 1 400 12 \n",
6182 "... ... ... ... ... ... \n",
6183 "171 IT 2020-08-15 574 3 252809 35234 \n",
6184 "172 IT 2020-08-16 629 158 253438 35392 \n",
6185 "173 IT 2020-08-17 477 4 253915 35396 \n",
6186 "174 IT 2020-08-18 320 4 254235 35400 \n",
6187 "175 IT 2020-08-19 401 5 254636 35405 \n",
6188 "\n",
6189 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
6190 "since_threshold geoId \n",
6191 "0 DE 310.0 1.0 4.00 4.000000 \n",
6192 " IT -4.0 1.0 5.00 5.000000 \n",
6193 " UK -6.0 18.0 19.00 19.000000 \n",
6194 "1 DE 131.0 -3.0 2.50 2.500000 \n",
6195 " IT -15.0 -4.0 3.00 3.000000 \n",
6196 "... ... ... ... ... \n",
6197 "171 IT 52.0 -3.0 6.25 6.285714 \n",
6198 "172 IT 55.0 155.0 44.25 27.000000 \n",
6199 "173 IT -152.0 -154.0 42.75 27.285714 \n",
6200 "174 IT -157.0 0.0 42.25 27.285714 \n",
6201 "175 IT 81.0 1.0 42.75 27.142857 \n",
6202 "\n",
6203 " cases_m7 deaths_g4 deaths_g7 \n",
6204 "since_threshold geoId \n",
6205 "0 DE 1043.000000 4.000000 4.000000 \n",
6206 " IT 93.000000 5.000000 5.000000 \n",
6207 " UK 478.000000 19.000000 19.000000 \n",
6208 "1 DE 1108.500000 2.000000 2.000000 \n",
6209 " IT 85.500000 2.236068 2.236068 \n",
6210 "... ... ... ... \n",
6211 "171 IT 436.142857 5.732657 5.266158 \n",
6212 "172 IT 476.428571 12.986209 7.524073 \n",
6213 "173 IT 478.428571 10.327552 8.307250 \n",
6214 "174 IT 487.142857 9.331997 8.307250 \n",
6215 "175 IT 485.571429 10.603195 8.093673 \n",
6216 "\n",
6217 "[491 rows x 12 columns]"
6218 ]
6219 },
6220 "execution_count": 650,
6221 "metadata": {},
6222 "output_type": "execute_result"
6223 }
6224 ],
6225 "source": [
6226 "data_since_threshold['deaths_g4'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(4, 1).apply(gmean, raw=True))\n",
6227 "data_since_threshold['deaths_g7'] = data_since_threshold.groupby(level=1)['deaths'].transform(lambda x: x.rolling(7, 1).apply(gmean, raw=True))\n",
6228 "data_since_threshold.loc[(slice(None), ['UK', 'DE', 'IT']), :]"
6229 ]
6230 },
6231 {
6232 "cell_type": "code",
6233 "execution_count": 651,
6234 "metadata": {},
6235 "outputs": [],
6236 "source": [
6237 "data_since_threshold['doubling_time'] = data_since_threshold.groupby(level=1).apply(doubling_time).reset_index(level=0, drop=True).sort_index()\n",
6238 "data_since_threshold['doubling_time_7'] = data_since_threshold.groupby(level=1).apply(doubling_time_7).reset_index(level=0, drop=True).sort_index()\n",
6239 "# data_since_threshold.loc[(slice(None), 'UK'), :]"
6240 ]
6241 },
6242 {
6243 "cell_type": "code",
6244 "execution_count": 652,
6245 "metadata": {},
6246 "outputs": [],
6247 "source": [
6248 "doubling_times = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time']]\n",
6249 " .unstack().sort_index().xs('doubling_time', axis=1, drop_level=True))\n",
6250 "doubling_times.replace([np.inf, -np.inf], np.nan, inplace=True)"
6251 ]
6252 },
6253 {
6254 "cell_type": "code",
6255 "execution_count": 653,
6256 "metadata": {},
6257 "outputs": [],
6258 "source": [
6259 "doubling_times_7 = (data_since_threshold.loc[(slice(None), COUNTRIES_OF_INTEREST), ['doubling_time_7']]\n",
6260 " .unstack().sort_index().xs('doubling_time_7', axis=1, drop_level=True))\n",
6261 "doubling_times_7.replace([np.inf, -np.inf], np.nan, inplace=True)"
6262 ]
6263 },
6264 {
6265 "cell_type": "code",
6266 "execution_count": 654,
6267 "metadata": {},
6268 "outputs": [
6269 {
6270 "data": {
6271 "image/png": 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\n",
6272 "text/plain": [
6273 "<Figure size 720x432 with 1 Axes>"
6274 ]
6275 },
6276 "metadata": {
6277 "needs_background": "light"
6278 },
6279 "output_type": "display_data"
6280 }
6281 ],
6282 "source": [
6283 "ax = doubling_times.plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n",
6284 "for c in doubling_times.columns:\n",
6285 " lvi = doubling_times[c].last_valid_index()\n",
6286 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
6287 "# plt.savefig('covid_deaths_per_day.png') "
6288 ]
6289 },
6290 {
6291 "cell_type": "code",
6292 "execution_count": 655,
6293 "metadata": {},
6294 "outputs": [
6295 {
6296 "data": {
6297 "image/png": 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\n",
6298 "text/plain": [
6299 "<Figure size 720x432 with 1 Axes>"
6300 ]
6301 },
6302 "metadata": {
6303 "needs_background": "light"
6304 },
6305 "output_type": "display_data"
6306 }
6307 ],
6308 "source": [
6309 "ax = doubling_times_7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 7 day average\")\n",
6310 "ax.legend(loc=\"upper left\")\n",
6311 "for c in COUNTRIES_CORE:\n",
6312 " lvi = doubling_times_7[c].last_valid_index()\n",
6313 " ax.text(x = lvi + 1, y = doubling_times_7[c][lvi], s = c)\n",
6314 "plt.savefig('covid_doubling_times_7.png') "
6315 ]
6316 },
6317 {
6318 "cell_type": "code",
6319 "execution_count": 656,
6320 "metadata": {},
6321 "outputs": [
6322 {
6323 "data": {
6324 "image/png": 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\n",
6325 "text/plain": [
6326 "<Figure size 720x432 with 1 Axes>"
6327 ]
6328 },
6329 "metadata": {
6330 "needs_background": "light"
6331 },
6332 "output_type": "display_data"
6333 }
6334 ],
6335 "source": [
6336 "ax = doubling_times[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Doubling times, 4 day average\")\n",
6337 "for c in COUNTRIES_CORE:\n",
6338 " lvi = doubling_times[c].last_valid_index()\n",
6339 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
6340 "plt.savefig('covid_doubling_times.png') "
6341 ]
6342 },
6343 {
6344 "cell_type": "code",
6345 "execution_count": 657,
6346 "metadata": {},
6347 "outputs": [
6348 {
6349 "data": {
6350 "image/png": 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\n",
6351 "text/plain": [
6352 "<Figure size 720x432 with 1 Axes>"
6353 ]
6354 },
6355 "metadata": {
6356 "needs_background": "light"
6357 },
6358 "output_type": "display_data"
6359 }
6360 ],
6361 "source": [
6362 "ax = doubling_times[COUNTRIES_FRIENDS].plot(figsize=(10, 6), title=\"Doubling times\")\n",
6363 "for c in COUNTRIES_FRIENDS:\n",
6364 " lvi = doubling_times[c].last_valid_index()\n",
6365 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
6366 "plt.savefig('covid_doubling_times_friends.png')"
6367 ]
6368 },
6369 {
6370 "cell_type": "code",
6371 "execution_count": 658,
6372 "metadata": {},
6373 "outputs": [
6374 {
6375 "data": {
6376 "image/png": 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\n",
6377 "text/plain": [
6378 "<Figure size 720x432 with 1 Axes>"
6379 ]
6380 },
6381 "metadata": {
6382 "needs_background": "light"
6383 },
6384 "output_type": "display_data"
6385 }
6386 ],
6387 "source": [
6388 "ax = doubling_times[C7s].plot(figsize=(10, 6), title=\"Doubling times\")\n",
6389 "for c in C7s:\n",
6390 " lvi = doubling_times[c].last_valid_index()\n",
6391 " ax.text(x = lvi + 1, y = doubling_times[c][lvi], s = c)\n",
6392 "# plt.savefig('covid_doubling_times_friends.png')"
6393 ]
6394 },
6395 {
6396 "cell_type": "code",
6397 "execution_count": 659,
6398 "metadata": {},
6399 "outputs": [],
6400 "source": [
6401 "# deaths_diff_m4 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m4']]\n",
6402 "# .unstack().sort_index().xs('deaths_diff_m4', axis=1, drop_level=True))"
6403 ]
6404 },
6405 {
6406 "cell_type": "code",
6407 "execution_count": 660,
6408 "metadata": {},
6409 "outputs": [],
6410 "source": [
6411 "# deaths_diff_m7 = (data_since_threshold.loc[(slice(None), COUNTRIES_ALL), ['deaths_diff_m7']]\n",
6412 "# .unstack().sort_index().xs('deaths_diff_m7', axis=1, drop_level=True))"
6413 ]
6414 },
6415 {
6416 "cell_type": "code",
6417 "execution_count": 661,
6418 "metadata": {},
6419 "outputs": [],
6420 "source": [
6421 "# deaths_diff_m7"
6422 ]
6423 },
6424 {
6425 "cell_type": "code",
6426 "execution_count": 662,
6427 "metadata": {},
6428 "outputs": [],
6429 "source": [
6430 "# data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[COUNTRIES_ALL]#, [doubling_time]]"
6431 ]
6432 },
6433 {
6434 "cell_type": "code",
6435 "execution_count": 663,
6436 "metadata": {},
6437 "outputs": [
6438 {
6439 "data": {
6440 "text/html": [
6441 "<div>\n",
6442 "<style scoped>\n",
6443 " .dataframe tbody tr th:only-of-type {\n",
6444 " vertical-align: middle;\n",
6445 " }\n",
6446 "\n",
6447 " .dataframe tbody tr th {\n",
6448 " vertical-align: top;\n",
6449 " }\n",
6450 "\n",
6451 " .dataframe thead th {\n",
6452 " text-align: right;\n",
6453 " }\n",
6454 "</style>\n",
6455 "<table border=\"1\" class=\"dataframe\">\n",
6456 " <thead>\n",
6457 " <tr style=\"text-align: right;\">\n",
6458 " <th></th>\n",
6459 " <th>dateRep</th>\n",
6460 " <th>cases</th>\n",
6461 " <th>deaths</th>\n",
6462 " <th>cases_culm</th>\n",
6463 " <th>deaths_culm</th>\n",
6464 " <th>cases_diff</th>\n",
6465 " <th>deaths_diff</th>\n",
6466 " <th>deaths_m4</th>\n",
6467 " <th>deaths_m7</th>\n",
6468 " <th>cases_m7</th>\n",
6469 " <th>deaths_g4</th>\n",
6470 " <th>deaths_g7</th>\n",
6471 " <th>doubling_time</th>\n",
6472 " <th>doubling_time_7</th>\n",
6473 " </tr>\n",
6474 " </thead>\n",
6475 " <tbody>\n",
6476 " <tr>\n",
6477 " <td>AR</td>\n",
6478 " <td>2020-08-19</td>\n",
6479 " <td>4557</td>\n",
6480 " <td>127</td>\n",
6481 " <td>299113</td>\n",
6482 " <td>5877</td>\n",
6483 " <td>-912.0</td>\n",
6484 " <td>34.0</td>\n",
6485 " <td>112.250000</td>\n",
6486 " <td>156.000000</td>\n",
6487 " <td>6465.428571</td>\n",
6488 " <td>110.458405</td>\n",
6489 " <td>144.209930</td>\n",
6490 " <td>37.224774</td>\n",
6491 " <td>28.593061</td>\n",
6492 " </tr>\n",
6493 " <tr>\n",
6494 " <td>BE</td>\n",
6495 " <td>2020-08-19</td>\n",
6496 " <td>0</td>\n",
6497 " <td>3</td>\n",
6498 " <td>78804</td>\n",
6499 " <td>9959</td>\n",
6500 " <td>-124.0</td>\n",
6501 " <td>-3.0</td>\n",
6502 " <td>5.750000</td>\n",
6503 " <td>8.142857</td>\n",
6504 " <td>318.285714</td>\n",
6505 " <td>5.449632</td>\n",
6506 " <td>7.455740</td>\n",
6507 " <td>1267.047349</td>\n",
6508 " <td>926.217464</td>\n",
6509 " </tr>\n",
6510 " <tr>\n",
6511 " <td>BO</td>\n",
6512 " <td>2020-08-19</td>\n",
6513 " <td>1796</td>\n",
6514 " <td>49</td>\n",
6515 " <td>103019</td>\n",
6516 " <td>4172</td>\n",
6517 " <td>917.0</td>\n",
6518 " <td>-26.0</td>\n",
6519 " <td>72.000000</td>\n",
6520 " <td>58.714286</td>\n",
6521 " <td>1384.428571</td>\n",
6522 " <td>66.604597</td>\n",
6523 " <td>0.000000</td>\n",
6524 " <td>43.763233</td>\n",
6525 " <td>42.879681</td>\n",
6526 " </tr>\n",
6527 " <tr>\n",
6528 " <td>BR</td>\n",
6529 " <td>2020-08-19</td>\n",
6530 " <td>47784</td>\n",
6531 " <td>1352</td>\n",
6532 " <td>3407354</td>\n",
6533 " <td>109888</td>\n",
6534 " <td>28411.0</td>\n",
6535 " <td>668.0</td>\n",
6536 " <td>841.250000</td>\n",
6537 " <td>980.285714</td>\n",
6538 " <td>42532.000000</td>\n",
6539 " <td>798.486687</td>\n",
6540 " <td>938.016642</td>\n",
6541 " <td>95.737298</td>\n",
6542 " <td>81.547795</td>\n",
6543 " </tr>\n",
6544 " <tr>\n",
6545 " <td>BS</td>\n",
6546 " <td>2020-08-19</td>\n",
6547 " <td>95</td>\n",
6548 " <td>1</td>\n",
6549 " <td>1424</td>\n",
6550 " <td>20</td>\n",
6551 " <td>81.0</td>\n",
6552 " <td>0.0</td>\n",
6553 " <td>0.750000</td>\n",
6554 " <td>0.714286</td>\n",
6555 " <td>62.142857</td>\n",
6556 " <td>0.000000</td>\n",
6557 " <td>0.000000</td>\n",
6558 " <td>4.149238</td>\n",
6559 " <td>4.149238</td>\n",
6560 " </tr>\n",
6561 " <tr>\n",
6562 " <td>CL</td>\n",
6563 " <td>2020-08-19</td>\n",
6564 " <td>1353</td>\n",
6565 " <td>33</td>\n",
6566 " <td>388855</td>\n",
6567 " <td>10546</td>\n",
6568 " <td>-203.0</td>\n",
6569 " <td>-28.0</td>\n",
6570 " <td>51.500000</td>\n",
6571 " <td>52.571429</td>\n",
6572 " <td>1748.428571</td>\n",
6573 " <td>50.121070</td>\n",
6574 " <td>48.774613</td>\n",
6575 " <td>146.191754</td>\n",
6576 " <td>150.217927</td>\n",
6577 " </tr>\n",
6578 " <tr>\n",
6579 " <td>CO</td>\n",
6580 " <td>2020-08-19</td>\n",
6581 " <td>12462</td>\n",
6582 " <td>247</td>\n",
6583 " <td>489122</td>\n",
6584 " <td>15619</td>\n",
6585 " <td>4134.0</td>\n",
6586 " <td>-28.0</td>\n",
6587 " <td>281.750000</td>\n",
6588 " <td>306.285714</td>\n",
6589 " <td>11238.428571</td>\n",
6590 " <td>280.598061</td>\n",
6591 " <td>303.981235</td>\n",
6592 " <td>38.928370</td>\n",
6593 " <td>35.960375</td>\n",
6594 " </tr>\n",
6595 " <tr>\n",
6596 " <td>CR</td>\n",
6597 " <td>2020-08-19</td>\n",
6598 " <td>559</td>\n",
6599 " <td>10</td>\n",
6600 " <td>29643</td>\n",
6601 " <td>314</td>\n",
6602 " <td>-60.0</td>\n",
6603 " <td>0.0</td>\n",
6604 " <td>8.250000</td>\n",
6605 " <td>8.428571</td>\n",
6606 " <td>733.571429</td>\n",
6607 " <td>7.400828</td>\n",
6608 " <td>7.913802</td>\n",
6609 " <td>29.753858</td>\n",
6610 " <td>27.847494</td>\n",
6611 " </tr>\n",
6612 " <tr>\n",
6613 " <td>CU</td>\n",
6614 " <td>2020-08-19</td>\n",
6615 " <td>44</td>\n",
6616 " <td>0</td>\n",
6617 " <td>3408</td>\n",
6618 " <td>88</td>\n",
6619 " <td>-4.0</td>\n",
6620 " <td>0.0</td>\n",
6621 " <td>0.000000</td>\n",
6622 " <td>0.000000</td>\n",
6623 " <td>45.000000</td>\n",
6624 " <td>0.000000</td>\n",
6625 " <td>0.000000</td>\n",
6626 " <td>26.041848</td>\n",
6627 " <td>15.646131</td>\n",
6628 " </tr>\n",
6629 " <tr>\n",
6630 " <td>DE</td>\n",
6631 " <td>2020-08-19</td>\n",
6632 " <td>2900</td>\n",
6633 " <td>11</td>\n",
6634 " <td>226914</td>\n",
6635 " <td>9243</td>\n",
6636 " <td>2900.0</td>\n",
6637 " <td>11.0</td>\n",
6638 " <td>3.000000</td>\n",
6639 " <td>5.142857</td>\n",
6640 " <td>1199.285714</td>\n",
6641 " <td>0.000000</td>\n",
6642 " <td>0.000000</td>\n",
6643 " <td>955.232651</td>\n",
6644 " <td>1770.437439</td>\n",
6645 " </tr>\n",
6646 " <tr>\n",
6647 " <td>DK</td>\n",
6648 " <td>2020-08-19</td>\n",
6649 " <td>115</td>\n",
6650 " <td>0</td>\n",
6651 " <td>15855</td>\n",
6652 " <td>621</td>\n",
6653 " <td>-8.0</td>\n",
6654 " <td>0.0</td>\n",
6655 " <td>0.000000</td>\n",
6656 " <td>0.000000</td>\n",
6657 " <td>128.000000</td>\n",
6658 " <td>0.000000</td>\n",
6659 " <td>0.000000</td>\n",
6660 " <td>173.165809</td>\n",
6661 " <td>84.145334</td>\n",
6662 " </tr>\n",
6663 " <tr>\n",
6664 " <td>DO</td>\n",
6665 " <td>2020-08-19</td>\n",
6666 " <td>386</td>\n",
6667 " <td>8</td>\n",
6668 " <td>87123</td>\n",
6669 " <td>1489</td>\n",
6670 " <td>-42.0</td>\n",
6671 " <td>-20.0</td>\n",
6672 " <td>20.000000</td>\n",
6673 " <td>20.428571</td>\n",
6674 " <td>861.285714</td>\n",
6675 " <td>17.667875</td>\n",
6676 " <td>18.887491</td>\n",
6677 " <td>58.762434</td>\n",
6678 " <td>54.990273</td>\n",
6679 " </tr>\n",
6680 " <tr>\n",
6681 " <td>EC</td>\n",
6682 " <td>2020-08-19</td>\n",
6683 " <td>1190</td>\n",
6684 " <td>22</td>\n",
6685 " <td>102941</td>\n",
6686 " <td>6105</td>\n",
6687 " <td>981.0</td>\n",
6688 " <td>9.0</td>\n",
6689 " <td>18.750000</td>\n",
6690 " <td>22.000000</td>\n",
6691 " <td>1054.000000</td>\n",
6692 " <td>14.957225</td>\n",
6693 " <td>18.891850</td>\n",
6694 " <td>283.264126</td>\n",
6695 " <td>224.340531</td>\n",
6696 " </tr>\n",
6697 " <tr>\n",
6698 " <td>ES</td>\n",
6699 " <td>2020-08-18</td>\n",
6700 " <td>5114</td>\n",
6701 " <td>24</td>\n",
6702 " <td>364196</td>\n",
6703 " <td>28670</td>\n",
6704 " <td>-11155.0</td>\n",
6705 " <td>-5.0</td>\n",
6706 " <td>13.250000</td>\n",
6707 " <td>12.714286</td>\n",
6708 " <td>5369.142857</td>\n",
6709 " <td>0.000000</td>\n",
6710 " <td>0.000000</td>\n",
6711 " <td>6648.367576</td>\n",
6712 " <td>3746.842165</td>\n",
6713 " </tr>\n",
6714 " <tr>\n",
6715 " <td>FI</td>\n",
6716 " <td>2020-08-19</td>\n",
6717 " <td>24</td>\n",
6718 " <td>0</td>\n",
6719 " <td>7776</td>\n",
6720 " <td>334</td>\n",
6721 " <td>3.0</td>\n",
6722 " <td>-1.0</td>\n",
6723 " <td>0.250000</td>\n",
6724 " <td>0.142857</td>\n",
6725 " <td>21.857143</td>\n",
6726 " <td>0.000000</td>\n",
6727 " <td>0.000000</td>\n",
6728 " <td>153.756713</td>\n",
6729 " <td>94.796834</td>\n",
6730 " </tr>\n",
6731 " <tr>\n",
6732 " <td>FR</td>\n",
6733 " <td>2020-08-19</td>\n",
6734 " <td>2238</td>\n",
6735 " <td>22</td>\n",
6736 " <td>221267</td>\n",
6737 " <td>30451</td>\n",
6738 " <td>1745.0</td>\n",
6739 " <td>3.0</td>\n",
6740 " <td>11.250000</td>\n",
6741 " <td>13.857143</td>\n",
6742 " <td>2442.142857</td>\n",
6743 " <td>5.950787</td>\n",
6744 " <td>9.407959</td>\n",
6745 " <td>3547.276714</td>\n",
6746 " <td>2243.875146</td>\n",
6747 " </tr>\n",
6748 " <tr>\n",
6749 " <td>GT</td>\n",
6750 " <td>2020-08-19</td>\n",
6751 " <td>903</td>\n",
6752 " <td>30</td>\n",
6753 " <td>63847</td>\n",
6754 " <td>2419</td>\n",
6755 " <td>521.0</td>\n",
6756 " <td>20.0</td>\n",
6757 " <td>19.500000</td>\n",
6758 " <td>26.571429</td>\n",
6759 " <td>840.142857</td>\n",
6760 " <td>17.818253</td>\n",
6761 " <td>23.913877</td>\n",
6762 " <td>94.447574</td>\n",
6763 " <td>70.461069</td>\n",
6764 " </tr>\n",
6765 " <tr>\n",
6766 " <td>GY</td>\n",
6767 " <td>2020-08-19</td>\n",
6768 " <td>28</td>\n",
6769 " <td>2</td>\n",
6770 " <td>737</td>\n",
6771 " <td>25</td>\n",
6772 " <td>28.0</td>\n",
6773 " <td>2.0</td>\n",
6774 " <td>0.750000</td>\n",
6775 " <td>0.428571</td>\n",
6776 " <td>24.142857</td>\n",
6777 " <td>0.000000</td>\n",
6778 " <td>0.000000</td>\n",
6779 " <td>7.966167</td>\n",
6780 " <td>7.966167</td>\n",
6781 " </tr>\n",
6782 " <tr>\n",
6783 " <td>HN</td>\n",
6784 " <td>2020-08-19</td>\n",
6785 " <td>675</td>\n",
6786 " <td>10</td>\n",
6787 " <td>51670</td>\n",
6788 " <td>1593</td>\n",
6789 " <td>182.0</td>\n",
6790 " <td>2.0</td>\n",
6791 " <td>11.250000</td>\n",
6792 " <td>11.142857</td>\n",
6793 " <td>466.714286</td>\n",
6794 " <td>10.501066</td>\n",
6795 " <td>10.241685</td>\n",
6796 " <td>105.495847</td>\n",
6797 " <td>108.158881</td>\n",
6798 " </tr>\n",
6799 " <tr>\n",
6800 " <td>HT</td>\n",
6801 " <td>2020-08-19</td>\n",
6802 " <td>24</td>\n",
6803 " <td>0</td>\n",
6804 " <td>7921</td>\n",
6805 " <td>196</td>\n",
6806 " <td>6.0</td>\n",
6807 " <td>0.0</td>\n",
6808 " <td>0.000000</td>\n",
6809 " <td>1.857143</td>\n",
6810 " <td>38.857143</td>\n",
6811 " <td>0.000000</td>\n",
6812 " <td>0.000000</td>\n",
6813 " <td>36.735711</td>\n",
6814 " <td>34.687679</td>\n",
6815 " </tr>\n",
6816 " <tr>\n",
6817 " <td>IE</td>\n",
6818 " <td>2020-08-19</td>\n",
6819 " <td>186</td>\n",
6820 " <td>1</td>\n",
6821 " <td>27499</td>\n",
6822 " <td>1775</td>\n",
6823 " <td>130.0</td>\n",
6824 " <td>1.0</td>\n",
6825 " <td>0.250000</td>\n",
6826 " <td>0.285714</td>\n",
6827 " <td>99.714286</td>\n",
6828 " <td>0.000000</td>\n",
6829 " <td>0.000000</td>\n",
6830 " <td>776.717987</td>\n",
6831 " <td>505.737213</td>\n",
6832 " </tr>\n",
6833 " <tr>\n",
6834 " <td>IT</td>\n",
6835 " <td>2020-08-19</td>\n",
6836 " <td>401</td>\n",
6837 " <td>5</td>\n",
6838 " <td>254636</td>\n",
6839 " <td>35405</td>\n",
6840 " <td>81.0</td>\n",
6841 " <td>1.0</td>\n",
6842 " <td>42.750000</td>\n",
6843 " <td>27.142857</td>\n",
6844 " <td>485.571429</td>\n",
6845 " <td>10.603195</td>\n",
6846 " <td>8.093673</td>\n",
6847 " <td>2314.825805</td>\n",
6848 " <td>3032.452741</td>\n",
6849 " </tr>\n",
6850 " <tr>\n",
6851 " <td>JM</td>\n",
6852 " <td>2020-08-19</td>\n",
6853 " <td>17</td>\n",
6854 " <td>0</td>\n",
6855 " <td>1146</td>\n",
6856 " <td>14</td>\n",
6857 " <td>1.0</td>\n",
6858 " <td>0.0</td>\n",
6859 " <td>0.000000</td>\n",
6860 " <td>0.000000</td>\n",
6861 " <td>14.142857</td>\n",
6862 " <td>0.000000</td>\n",
6863 " <td>0.000000</td>\n",
6864 " <td>4.496556</td>\n",
6865 " <td>4.496556</td>\n",
6866 " </tr>\n",
6867 " <tr>\n",
6868 " <td>MX</td>\n",
6869 " <td>2020-08-19</td>\n",
6870 " <td>5506</td>\n",
6871 " <td>751</td>\n",
6872 " <td>531239</td>\n",
6873 " <td>57774</td>\n",
6874 " <td>1935.0</td>\n",
6875 " <td>485.0</td>\n",
6876 " <td>466.500000</td>\n",
6877 " <td>549.285714</td>\n",
6878 " <td>5531.000000</td>\n",
6879 " <td>405.907680</td>\n",
6880 " <td>499.101022</td>\n",
6881 " <td>99.003788</td>\n",
6882 " <td>80.582108</td>\n",
6883 " </tr>\n",
6884 " <tr>\n",
6885 " <td>NI</td>\n",
6886 " <td>2020-08-19</td>\n",
6887 " <td>196</td>\n",
6888 " <td>5</td>\n",
6889 " <td>4311</td>\n",
6890 " <td>133</td>\n",
6891 " <td>196.0</td>\n",
6892 " <td>5.0</td>\n",
6893 " <td>1.250000</td>\n",
6894 " <td>0.714286</td>\n",
6895 " <td>28.000000</td>\n",
6896 " <td>0.000000</td>\n",
6897 " <td>0.000000</td>\n",
6898 " <td>1.631383</td>\n",
6899 " <td>1.631383</td>\n",
6900 " </tr>\n",
6901 " <tr>\n",
6902 " <td>NO</td>\n",
6903 " <td>2020-08-19</td>\n",
6904 " <td>56</td>\n",
6905 " <td>1</td>\n",
6906 " <td>10060</td>\n",
6907 " <td>262</td>\n",
6908 " <td>-98.0</td>\n",
6909 " <td>1.0</td>\n",
6910 " <td>0.250000</td>\n",
6911 " <td>0.857143</td>\n",
6912 " <td>53.714286</td>\n",
6913 " <td>0.000000</td>\n",
6914 " <td>0.000000</td>\n",
6915 " <td>53.464058</td>\n",
6916 " <td>15.836088</td>\n",
6917 " </tr>\n",
6918 " <tr>\n",
6919 " <td>PA</td>\n",
6920 " <td>2020-08-19</td>\n",
6921 " <td>247</td>\n",
6922 " <td>21</td>\n",
6923 " <td>82790</td>\n",
6924 " <td>1809</td>\n",
6925 " <td>-356.0</td>\n",
6926 " <td>0.0</td>\n",
6927 " <td>18.750000</td>\n",
6928 " <td>18.428571</td>\n",
6929 " <td>903.714286</td>\n",
6930 " <td>18.258277</td>\n",
6931 " <td>17.873703</td>\n",
6932 " <td>69.021875</td>\n",
6933 " <td>70.499528</td>\n",
6934 " </tr>\n",
6935 " <tr>\n",
6936 " <td>PE</td>\n",
6937 " <td>2020-08-19</td>\n",
6938 " <td>7828</td>\n",
6939 " <td>177</td>\n",
6940 " <td>549321</td>\n",
6941 " <td>26658</td>\n",
6942 " <td>2281.0</td>\n",
6943 " <td>-23.0</td>\n",
6944 " <td>200.500000</td>\n",
6945 " <td>736.714286</td>\n",
6946 " <td>8520.142857</td>\n",
6947 " <td>199.907298</td>\n",
6948 " <td>310.318996</td>\n",
6949 " <td>92.778573</td>\n",
6950 " <td>59.890818</td>\n",
6951 " </tr>\n",
6952 " <tr>\n",
6953 " <td>PR</td>\n",
6954 " <td>2020-08-19</td>\n",
6955 " <td>953</td>\n",
6956 " <td>11</td>\n",
6957 " <td>27713</td>\n",
6958 " <td>346</td>\n",
6959 " <td>199.0</td>\n",
6960 " <td>11.0</td>\n",
6961 " <td>8.750000</td>\n",
6962 " <td>8.428571</td>\n",
6963 " <td>615.714286</td>\n",
6964 " <td>0.000000</td>\n",
6965 " <td>0.000000</td>\n",
6966 " <td>26.794956</td>\n",
6967 " <td>47.461217</td>\n",
6968 " </tr>\n",
6969 " <tr>\n",
6970 " <td>PT</td>\n",
6971 " <td>2020-08-19</td>\n",
6972 " <td>214</td>\n",
6973 " <td>5</td>\n",
6974 " <td>54448</td>\n",
6975 " <td>1784</td>\n",
6976 " <td>82.0</td>\n",
6977 " <td>4.0</td>\n",
6978 " <td>3.000000</td>\n",
6979 " <td>3.285714</td>\n",
6980 " <td>214.714286</td>\n",
6981 " <td>2.590020</td>\n",
6982 " <td>2.874102</td>\n",
6983 " <td>477.784710</td>\n",
6984 " <td>430.593793</td>\n",
6985 " </tr>\n",
6986 " <tr>\n",
6987 " <td>PY</td>\n",
6988 " <td>2020-08-19</td>\n",
6989 " <td>471</td>\n",
6990 " <td>16</td>\n",
6991 " <td>10606</td>\n",
6992 " <td>161</td>\n",
6993 " <td>127.0</td>\n",
6994 " <td>9.0</td>\n",
6995 " <td>13.250000</td>\n",
6996 " <td>10.714286</td>\n",
6997 " <td>441.000000</td>\n",
6998 " <td>12.369185</td>\n",
6999 " <td>9.543378</td>\n",
7000 " <td>9.364453</td>\n",
7001 " <td>12.036873</td>\n",
7002 " </tr>\n",
7003 " <tr>\n",
7004 " <td>SE</td>\n",
7005 " <td>2020-08-19</td>\n",
7006 " <td>174</td>\n",
7007 " <td>3</td>\n",
7008 " <td>85219</td>\n",
7009 " <td>5790</td>\n",
7010 " <td>-577.0</td>\n",
7011 " <td>-1.0</td>\n",
7012 " <td>1.750000</td>\n",
7013 " <td>2.857143</td>\n",
7014 " <td>299.000000</td>\n",
7015 " <td>0.000000</td>\n",
7016 " <td>0.000000</td>\n",
7017 " <td>1036.482262</td>\n",
7018 " <td>150.913952</td>\n",
7019 " </tr>\n",
7020 " <tr>\n",
7021 " <td>SI</td>\n",
7022 " <td>2020-08-19</td>\n",
7023 " <td>18</td>\n",
7024 " <td>0</td>\n",
7025 " <td>2456</td>\n",
7026 " <td>124</td>\n",
7027 " <td>-4.0</td>\n",
7028 " <td>0.0</td>\n",
7029 " <td>0.000000</td>\n",
7030 " <td>0.571429</td>\n",
7031 " <td>26.285714</td>\n",
7032 " <td>0.000000</td>\n",
7033 " <td>0.000000</td>\n",
7034 " <td>58.049517</td>\n",
7035 " <td>51.331425</td>\n",
7036 " </tr>\n",
7037 " <tr>\n",
7038 " <td>SR</td>\n",
7039 " <td>2020-08-19</td>\n",
7040 " <td>139</td>\n",
7041 " <td>6</td>\n",
7042 " <td>3216</td>\n",
7043 " <td>54</td>\n",
7044 " <td>78.0</td>\n",
7045 " <td>5.0</td>\n",
7046 " <td>3.250000</td>\n",
7047 " <td>2.142857</td>\n",
7048 " <td>93.857143</td>\n",
7049 " <td>2.340347</td>\n",
7050 " <td>0.000000</td>\n",
7051 " <td>16.337453</td>\n",
7052 " <td>6.712288</td>\n",
7053 " </tr>\n",
7054 " <tr>\n",
7055 " <td>SV</td>\n",
7056 " <td>2020-08-19</td>\n",
7057 " <td>269</td>\n",
7058 " <td>15</td>\n",
7059 " <td>23462</td>\n",
7060 " <td>633</td>\n",
7061 " <td>-12.0</td>\n",
7062 " <td>15.0</td>\n",
7063 " <td>9.500000</td>\n",
7064 " <td>8.000000</td>\n",
7065 " <td>313.285714</td>\n",
7066 " <td>0.000000</td>\n",
7067 " <td>0.000000</td>\n",
7068 " <td>45.848824</td>\n",
7069 " <td>26.323070</td>\n",
7070 " </tr>\n",
7071 " <tr>\n",
7072 " <td>SX</td>\n",
7073 " <td>2020-08-19</td>\n",
7074 " <td>0</td>\n",
7075 " <td>0</td>\n",
7076 " <td>326</td>\n",
7077 " <td>17</td>\n",
7078 " <td>-9.0</td>\n",
7079 " <td>0.0</td>\n",
7080 " <td>0.000000</td>\n",
7081 " <td>0.000000</td>\n",
7082 " <td>15.285714</td>\n",
7083 " <td>0.000000</td>\n",
7084 " <td>0.000000</td>\n",
7085 " <td>4.496556</td>\n",
7086 " <td>4.496556</td>\n",
7087 " </tr>\n",
7088 " <tr>\n",
7089 " <td>TT</td>\n",
7090 " <td>2020-08-19</td>\n",
7091 " <td>77</td>\n",
7092 " <td>1</td>\n",
7093 " <td>629</td>\n",
7094 " <td>12</td>\n",
7095 " <td>77.0</td>\n",
7096 " <td>1.0</td>\n",
7097 " <td>0.666667</td>\n",
7098 " <td>0.666667</td>\n",
7099 " <td>51.666667</td>\n",
7100 " <td>0.000000</td>\n",
7101 " <td>0.000000</td>\n",
7102 " <td>7.966167</td>\n",
7103 " <td>7.966167</td>\n",
7104 " </tr>\n",
7105 " <tr>\n",
7106 " <td>UK</td>\n",
7107 " <td>2020-08-19</td>\n",
7108 " <td>1089</td>\n",
7109 " <td>12</td>\n",
7110 " <td>320286</td>\n",
7111 " <td>41381</td>\n",
7112 " <td>376.0</td>\n",
7113 " <td>9.0</td>\n",
7114 " <td>5.750000</td>\n",
7115 " <td>10.285714</td>\n",
7116 " <td>1071.000000</td>\n",
7117 " <td>4.820571</td>\n",
7118 " <td>8.022291</td>\n",
7119 " <td>5950.497778</td>\n",
7120 " <td>3575.774437</td>\n",
7121 " </tr>\n",
7122 " <tr>\n",
7123 " <td>UY</td>\n",
7124 " <td>2020-08-19</td>\n",
7125 " <td>28</td>\n",
7126 " <td>0</td>\n",
7127 " <td>1485</td>\n",
7128 " <td>40</td>\n",
7129 " <td>11.0</td>\n",
7130 " <td>-2.0</td>\n",
7131 " <td>0.500000</td>\n",
7132 " <td>0.428571</td>\n",
7133 " <td>14.285714</td>\n",
7134 " <td>0.000000</td>\n",
7135 " <td>0.000000</td>\n",
7136 " <td>4.496556</td>\n",
7137 " <td>4.496556</td>\n",
7138 " </tr>\n",
7139 " <tr>\n",
7140 " <td>VE</td>\n",
7141 " <td>2020-08-19</td>\n",
7142 " <td>895</td>\n",
7143 " <td>9</td>\n",
7144 " <td>35697</td>\n",
7145 " <td>297</td>\n",
7146 " <td>-152.0</td>\n",
7147 " <td>2.0</td>\n",
7148 " <td>7.750000</td>\n",
7149 " <td>8.428571</td>\n",
7150 " <td>1108.428571</td>\n",
7151 " <td>7.491653</td>\n",
7152 " <td>8.146594</td>\n",
7153 " <td>27.824346</td>\n",
7154 " <td>25.615047</td>\n",
7155 " </tr>\n",
7156 " </tbody>\n",
7157 "</table>\n",
7158 "</div>"
7159 ],
7160 "text/plain": [
7161 " dateRep cases deaths cases_culm deaths_culm cases_diff \\\n",
7162 "AR 2020-08-19 4557 127 299113 5877 -912.0 \n",
7163 "BE 2020-08-19 0 3 78804 9959 -124.0 \n",
7164 "BO 2020-08-19 1796 49 103019 4172 917.0 \n",
7165 "BR 2020-08-19 47784 1352 3407354 109888 28411.0 \n",
7166 "BS 2020-08-19 95 1 1424 20 81.0 \n",
7167 "CL 2020-08-19 1353 33 388855 10546 -203.0 \n",
7168 "CO 2020-08-19 12462 247 489122 15619 4134.0 \n",
7169 "CR 2020-08-19 559 10 29643 314 -60.0 \n",
7170 "CU 2020-08-19 44 0 3408 88 -4.0 \n",
7171 "DE 2020-08-19 2900 11 226914 9243 2900.0 \n",
7172 "DK 2020-08-19 115 0 15855 621 -8.0 \n",
7173 "DO 2020-08-19 386 8 87123 1489 -42.0 \n",
7174 "EC 2020-08-19 1190 22 102941 6105 981.0 \n",
7175 "ES 2020-08-18 5114 24 364196 28670 -11155.0 \n",
7176 "FI 2020-08-19 24 0 7776 334 3.0 \n",
7177 "FR 2020-08-19 2238 22 221267 30451 1745.0 \n",
7178 "GT 2020-08-19 903 30 63847 2419 521.0 \n",
7179 "GY 2020-08-19 28 2 737 25 28.0 \n",
7180 "HN 2020-08-19 675 10 51670 1593 182.0 \n",
7181 "HT 2020-08-19 24 0 7921 196 6.0 \n",
7182 "IE 2020-08-19 186 1 27499 1775 130.0 \n",
7183 "IT 2020-08-19 401 5 254636 35405 81.0 \n",
7184 "JM 2020-08-19 17 0 1146 14 1.0 \n",
7185 "MX 2020-08-19 5506 751 531239 57774 1935.0 \n",
7186 "NI 2020-08-19 196 5 4311 133 196.0 \n",
7187 "NO 2020-08-19 56 1 10060 262 -98.0 \n",
7188 "PA 2020-08-19 247 21 82790 1809 -356.0 \n",
7189 "PE 2020-08-19 7828 177 549321 26658 2281.0 \n",
7190 "PR 2020-08-19 953 11 27713 346 199.0 \n",
7191 "PT 2020-08-19 214 5 54448 1784 82.0 \n",
7192 "PY 2020-08-19 471 16 10606 161 127.0 \n",
7193 "SE 2020-08-19 174 3 85219 5790 -577.0 \n",
7194 "SI 2020-08-19 18 0 2456 124 -4.0 \n",
7195 "SR 2020-08-19 139 6 3216 54 78.0 \n",
7196 "SV 2020-08-19 269 15 23462 633 -12.0 \n",
7197 "SX 2020-08-19 0 0 326 17 -9.0 \n",
7198 "TT 2020-08-19 77 1 629 12 77.0 \n",
7199 "UK 2020-08-19 1089 12 320286 41381 376.0 \n",
7200 "UY 2020-08-19 28 0 1485 40 11.0 \n",
7201 "VE 2020-08-19 895 9 35697 297 -152.0 \n",
7202 "\n",
7203 " deaths_diff deaths_m4 deaths_m7 cases_m7 deaths_g4 deaths_g7 \\\n",
7204 "AR 34.0 112.250000 156.000000 6465.428571 110.458405 144.209930 \n",
7205 "BE -3.0 5.750000 8.142857 318.285714 5.449632 7.455740 \n",
7206 "BO -26.0 72.000000 58.714286 1384.428571 66.604597 0.000000 \n",
7207 "BR 668.0 841.250000 980.285714 42532.000000 798.486687 938.016642 \n",
7208 "BS 0.0 0.750000 0.714286 62.142857 0.000000 0.000000 \n",
7209 "CL -28.0 51.500000 52.571429 1748.428571 50.121070 48.774613 \n",
7210 "CO -28.0 281.750000 306.285714 11238.428571 280.598061 303.981235 \n",
7211 "CR 0.0 8.250000 8.428571 733.571429 7.400828 7.913802 \n",
7212 "CU 0.0 0.000000 0.000000 45.000000 0.000000 0.000000 \n",
7213 "DE 11.0 3.000000 5.142857 1199.285714 0.000000 0.000000 \n",
7214 "DK 0.0 0.000000 0.000000 128.000000 0.000000 0.000000 \n",
7215 "DO -20.0 20.000000 20.428571 861.285714 17.667875 18.887491 \n",
7216 "EC 9.0 18.750000 22.000000 1054.000000 14.957225 18.891850 \n",
7217 "ES -5.0 13.250000 12.714286 5369.142857 0.000000 0.000000 \n",
7218 "FI -1.0 0.250000 0.142857 21.857143 0.000000 0.000000 \n",
7219 "FR 3.0 11.250000 13.857143 2442.142857 5.950787 9.407959 \n",
7220 "GT 20.0 19.500000 26.571429 840.142857 17.818253 23.913877 \n",
7221 "GY 2.0 0.750000 0.428571 24.142857 0.000000 0.000000 \n",
7222 "HN 2.0 11.250000 11.142857 466.714286 10.501066 10.241685 \n",
7223 "HT 0.0 0.000000 1.857143 38.857143 0.000000 0.000000 \n",
7224 "IE 1.0 0.250000 0.285714 99.714286 0.000000 0.000000 \n",
7225 "IT 1.0 42.750000 27.142857 485.571429 10.603195 8.093673 \n",
7226 "JM 0.0 0.000000 0.000000 14.142857 0.000000 0.000000 \n",
7227 "MX 485.0 466.500000 549.285714 5531.000000 405.907680 499.101022 \n",
7228 "NI 5.0 1.250000 0.714286 28.000000 0.000000 0.000000 \n",
7229 "NO 1.0 0.250000 0.857143 53.714286 0.000000 0.000000 \n",
7230 "PA 0.0 18.750000 18.428571 903.714286 18.258277 17.873703 \n",
7231 "PE -23.0 200.500000 736.714286 8520.142857 199.907298 310.318996 \n",
7232 "PR 11.0 8.750000 8.428571 615.714286 0.000000 0.000000 \n",
7233 "PT 4.0 3.000000 3.285714 214.714286 2.590020 2.874102 \n",
7234 "PY 9.0 13.250000 10.714286 441.000000 12.369185 9.543378 \n",
7235 "SE -1.0 1.750000 2.857143 299.000000 0.000000 0.000000 \n",
7236 "SI 0.0 0.000000 0.571429 26.285714 0.000000 0.000000 \n",
7237 "SR 5.0 3.250000 2.142857 93.857143 2.340347 0.000000 \n",
7238 "SV 15.0 9.500000 8.000000 313.285714 0.000000 0.000000 \n",
7239 "SX 0.0 0.000000 0.000000 15.285714 0.000000 0.000000 \n",
7240 "TT 1.0 0.666667 0.666667 51.666667 0.000000 0.000000 \n",
7241 "UK 9.0 5.750000 10.285714 1071.000000 4.820571 8.022291 \n",
7242 "UY -2.0 0.500000 0.428571 14.285714 0.000000 0.000000 \n",
7243 "VE 2.0 7.750000 8.428571 1108.428571 7.491653 8.146594 \n",
7244 "\n",
7245 " doubling_time doubling_time_7 \n",
7246 "AR 37.224774 28.593061 \n",
7247 "BE 1267.047349 926.217464 \n",
7248 "BO 43.763233 42.879681 \n",
7249 "BR 95.737298 81.547795 \n",
7250 "BS 4.149238 4.149238 \n",
7251 "CL 146.191754 150.217927 \n",
7252 "CO 38.928370 35.960375 \n",
7253 "CR 29.753858 27.847494 \n",
7254 "CU 26.041848 15.646131 \n",
7255 "DE 955.232651 1770.437439 \n",
7256 "DK 173.165809 84.145334 \n",
7257 "DO 58.762434 54.990273 \n",
7258 "EC 283.264126 224.340531 \n",
7259 "ES 6648.367576 3746.842165 \n",
7260 "FI 153.756713 94.796834 \n",
7261 "FR 3547.276714 2243.875146 \n",
7262 "GT 94.447574 70.461069 \n",
7263 "GY 7.966167 7.966167 \n",
7264 "HN 105.495847 108.158881 \n",
7265 "HT 36.735711 34.687679 \n",
7266 "IE 776.717987 505.737213 \n",
7267 "IT 2314.825805 3032.452741 \n",
7268 "JM 4.496556 4.496556 \n",
7269 "MX 99.003788 80.582108 \n",
7270 "NI 1.631383 1.631383 \n",
7271 "NO 53.464058 15.836088 \n",
7272 "PA 69.021875 70.499528 \n",
7273 "PE 92.778573 59.890818 \n",
7274 "PR 26.794956 47.461217 \n",
7275 "PT 477.784710 430.593793 \n",
7276 "PY 9.364453 12.036873 \n",
7277 "SE 1036.482262 150.913952 \n",
7278 "SI 58.049517 51.331425 \n",
7279 "SR 16.337453 6.712288 \n",
7280 "SV 45.848824 26.323070 \n",
7281 "SX 4.496556 4.496556 \n",
7282 "TT 7.966167 7.966167 \n",
7283 "UK 5950.497778 3575.774437 \n",
7284 "UY 4.496556 4.496556 \n",
7285 "VE 27.824346 25.615047 "
7286 ]
7287 },
7288 "execution_count": 663,
7289 "metadata": {},
7290 "output_type": "execute_result"
7291 }
7292 ],
7293 "source": [
7294 "dstl = data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last()\n",
7295 "dstl.loc[dstl.index.intersection(COUNTRIES_ALL)]"
7296 ]
7297 },
7298 {
7299 "cell_type": "code",
7300 "execution_count": 664,
7301 "metadata": {},
7302 "outputs": [
7303 {
7304 "data": {
7305 "text/html": [
7306 "<div>\n",
7307 "<style scoped>\n",
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7309 " vertical-align: middle;\n",
7310 " }\n",
7311 "\n",
7312 " .dataframe tbody tr th {\n",
7313 " vertical-align: top;\n",
7314 " }\n",
7315 "\n",
7316 " .dataframe thead th {\n",
7317 " text-align: right;\n",
7318 " }\n",
7319 "</style>\n",
7320 "<table border=\"1\" class=\"dataframe\">\n",
7321 " <thead>\n",
7322 " <tr style=\"text-align: right;\">\n",
7323 " <th></th>\n",
7324 " <th>dateRep</th>\n",
7325 " <th>cases</th>\n",
7326 " <th>deaths</th>\n",
7327 " <th>cases_culm</th>\n",
7328 " <th>deaths_culm</th>\n",
7329 " <th>cases_diff</th>\n",
7330 " <th>deaths_diff</th>\n",
7331 " <th>deaths_m4</th>\n",
7332 " <th>deaths_m7</th>\n",
7333 " <th>cases_m7</th>\n",
7334 " <th>deaths_g4</th>\n",
7335 " <th>deaths_g7</th>\n",
7336 " <th>doubling_time</th>\n",
7337 " <th>doubling_time_7</th>\n",
7338 " </tr>\n",
7339 " <tr>\n",
7340 " <th>geoId</th>\n",
7341 " <th></th>\n",
7342 " <th></th>\n",
7343 " <th></th>\n",
7344 " <th></th>\n",
7345 " <th></th>\n",
7346 " <th></th>\n",
7347 " <th></th>\n",
7348 " <th></th>\n",
7349 " <th></th>\n",
7350 " <th></th>\n",
7351 " <th></th>\n",
7352 " <th></th>\n",
7353 " <th></th>\n",
7354 " <th></th>\n",
7355 " </tr>\n",
7356 " </thead>\n",
7357 " <tbody>\n",
7358 " <tr>\n",
7359 " <td>UK</td>\n",
7360 " <td>2020-08-19</td>\n",
7361 " <td>1089</td>\n",
7362 " <td>12</td>\n",
7363 " <td>320286</td>\n",
7364 " <td>41381</td>\n",
7365 " <td>376.0</td>\n",
7366 " <td>9.0</td>\n",
7367 " <td>5.75</td>\n",
7368 " <td>10.285714</td>\n",
7369 " <td>1071.000000</td>\n",
7370 " <td>4.820571</td>\n",
7371 " <td>8.022291</td>\n",
7372 " <td>5950.497778</td>\n",
7373 " <td>3575.774437</td>\n",
7374 " </tr>\n",
7375 " <tr>\n",
7376 " <td>DE</td>\n",
7377 " <td>2020-08-19</td>\n",
7378 " <td>2900</td>\n",
7379 " <td>11</td>\n",
7380 " <td>226914</td>\n",
7381 " <td>9243</td>\n",
7382 " <td>2900.0</td>\n",
7383 " <td>11.0</td>\n",
7384 " <td>3.00</td>\n",
7385 " <td>5.142857</td>\n",
7386 " <td>1199.285714</td>\n",
7387 " <td>0.000000</td>\n",
7388 " <td>0.000000</td>\n",
7389 " <td>955.232651</td>\n",
7390 " <td>1770.437439</td>\n",
7391 " </tr>\n",
7392 " <tr>\n",
7393 " <td>IT</td>\n",
7394 " <td>2020-08-19</td>\n",
7395 " <td>401</td>\n",
7396 " <td>5</td>\n",
7397 " <td>254636</td>\n",
7398 " <td>35405</td>\n",
7399 " <td>81.0</td>\n",
7400 " <td>1.0</td>\n",
7401 " <td>42.75</td>\n",
7402 " <td>27.142857</td>\n",
7403 " <td>485.571429</td>\n",
7404 " <td>10.603195</td>\n",
7405 " <td>8.093673</td>\n",
7406 " <td>2314.825805</td>\n",
7407 " <td>3032.452741</td>\n",
7408 " </tr>\n",
7409 " <tr>\n",
7410 " <td>FR</td>\n",
7411 " <td>2020-08-19</td>\n",
7412 " <td>2238</td>\n",
7413 " <td>22</td>\n",
7414 " <td>221267</td>\n",
7415 " <td>30451</td>\n",
7416 " <td>1745.0</td>\n",
7417 " <td>3.0</td>\n",
7418 " <td>11.25</td>\n",
7419 " <td>13.857143</td>\n",
7420 " <td>2442.142857</td>\n",
7421 " <td>5.950787</td>\n",
7422 " <td>9.407959</td>\n",
7423 " <td>3547.276714</td>\n",
7424 " <td>2243.875146</td>\n",
7425 " </tr>\n",
7426 " <tr>\n",
7427 " <td>ES</td>\n",
7428 " <td>2020-08-18</td>\n",
7429 " <td>5114</td>\n",
7430 " <td>24</td>\n",
7431 " <td>364196</td>\n",
7432 " <td>28670</td>\n",
7433 " <td>-11155.0</td>\n",
7434 " <td>-5.0</td>\n",
7435 " <td>13.25</td>\n",
7436 " <td>12.714286</td>\n",
7437 " <td>5369.142857</td>\n",
7438 " <td>0.000000</td>\n",
7439 " <td>0.000000</td>\n",
7440 " <td>6648.367576</td>\n",
7441 " <td>3746.842165</td>\n",
7442 " </tr>\n",
7443 " </tbody>\n",
7444 "</table>\n",
7445 "</div>"
7446 ],
7447 "text/plain": [
7448 " dateRep cases deaths cases_culm deaths_culm cases_diff \\\n",
7449 "geoId \n",
7450 "UK 2020-08-19 1089 12 320286 41381 376.0 \n",
7451 "DE 2020-08-19 2900 11 226914 9243 2900.0 \n",
7452 "IT 2020-08-19 401 5 254636 35405 81.0 \n",
7453 "FR 2020-08-19 2238 22 221267 30451 1745.0 \n",
7454 "ES 2020-08-18 5114 24 364196 28670 -11155.0 \n",
7455 "\n",
7456 " deaths_diff deaths_m4 deaths_m7 cases_m7 deaths_g4 deaths_g7 \\\n",
7457 "geoId \n",
7458 "UK 9.0 5.75 10.285714 1071.000000 4.820571 8.022291 \n",
7459 "DE 11.0 3.00 5.142857 1199.285714 0.000000 0.000000 \n",
7460 "IT 1.0 42.75 27.142857 485.571429 10.603195 8.093673 \n",
7461 "FR 3.0 11.25 13.857143 2442.142857 5.950787 9.407959 \n",
7462 "ES -5.0 13.25 12.714286 5369.142857 0.000000 0.000000 \n",
7463 "\n",
7464 " doubling_time doubling_time_7 \n",
7465 "geoId \n",
7466 "UK 5950.497778 3575.774437 \n",
7467 "DE 955.232651 1770.437439 \n",
7468 "IT 2314.825805 3032.452741 \n",
7469 "FR 3547.276714 2243.875146 \n",
7470 "ES 6648.367576 3746.842165 "
7471 ]
7472 },
7473 "execution_count": 664,
7474 "metadata": {},
7475 "output_type": "execute_result"
7476 }
7477 ],
7478 "source": [
7479 "# data_since_threshold.replace([np.inf, -np.inf], np.nan).groupby(level=1).last().loc[['UK', 'DE', 'IT']]#, [doubling_time]]\n",
7480 "dstl.loc[['UK', 'DE', 'IT', 'FR', 'ES']]"
7481 ]
7482 },
7483 {
7484 "cell_type": "code",
7485 "execution_count": 665,
7486 "metadata": {},
7487 "outputs": [
7488 {
7489 "data": {
7490 "text/html": [
7491 "<div>\n",
7492 "<style scoped>\n",
7493 " .dataframe tbody tr th:only-of-type {\n",
7494 " vertical-align: middle;\n",
7495 " }\n",
7496 "\n",
7497 " .dataframe tbody tr th {\n",
7498 " vertical-align: top;\n",
7499 " }\n",
7500 "\n",
7501 " .dataframe thead th {\n",
7502 " text-align: right;\n",
7503 " }\n",
7504 "</style>\n",
7505 "<table border=\"1\" class=\"dataframe\">\n",
7506 " <thead>\n",
7507 " <tr style=\"text-align: right;\">\n",
7508 " <th></th>\n",
7509 " <th></th>\n",
7510 " <th>dateRep</th>\n",
7511 " <th>cases</th>\n",
7512 " <th>deaths</th>\n",
7513 " <th>cases_culm</th>\n",
7514 " <th>deaths_culm</th>\n",
7515 " <th>cases_diff</th>\n",
7516 " <th>deaths_diff</th>\n",
7517 " <th>deaths_m4</th>\n",
7518 " <th>deaths_m7</th>\n",
7519 " <th>cases_m7</th>\n",
7520 " <th>deaths_g4</th>\n",
7521 " <th>deaths_g7</th>\n",
7522 " <th>doubling_time</th>\n",
7523 " <th>doubling_time_7</th>\n",
7524 " </tr>\n",
7525 " <tr>\n",
7526 " <th>since_threshold</th>\n",
7527 " <th>geoId</th>\n",
7528 " <th></th>\n",
7529 " <th></th>\n",
7530 " <th></th>\n",
7531 " <th></th>\n",
7532 " <th></th>\n",
7533 " <th></th>\n",
7534 " <th></th>\n",
7535 " <th></th>\n",
7536 " <th></th>\n",
7537 " <th></th>\n",
7538 " <th></th>\n",
7539 " <th></th>\n",
7540 " <th></th>\n",
7541 " <th></th>\n",
7542 " </tr>\n",
7543 " </thead>\n",
7544 " <tbody>\n",
7545 " <tr>\n",
7546 " <td>138</td>\n",
7547 " <td>UK</td>\n",
7548 " <td>2020-07-31</td>\n",
7549 " <td>846</td>\n",
7550 " <td>0</td>\n",
7551 " <td>302301</td>\n",
7552 " <td>41169</td>\n",
7553 " <td>83.0</td>\n",
7554 " <td>-34.0</td>\n",
7555 " <td>14.50</td>\n",
7556 " <td>16.142857</td>\n",
7557 " <td>552.714286</td>\n",
7558 " <td>0.000000</td>\n",
7559 " <td>0.000000</td>\n",
7560 " <td>inf</td>\n",
7561 " <td>inf</td>\n",
7562 " </tr>\n",
7563 " <tr>\n",
7564 " <td>139</td>\n",
7565 " <td>UK</td>\n",
7566 " <td>2020-08-01</td>\n",
7567 " <td>880</td>\n",
7568 " <td>20</td>\n",
7569 " <td>303181</td>\n",
7570 " <td>41189</td>\n",
7571 " <td>34.0</td>\n",
7572 " <td>20.0</td>\n",
7573 " <td>18.75</td>\n",
7574 " <td>14.428571</td>\n",
7575 " <td>574.000000</td>\n",
7576 " <td>0.000000</td>\n",
7577 " <td>0.000000</td>\n",
7578 " <td>inf</td>\n",
7579 " <td>inf</td>\n",
7580 " </tr>\n",
7581 " <tr>\n",
7582 " <td>140</td>\n",
7583 " <td>UK</td>\n",
7584 " <td>2020-08-02</td>\n",
7585 " <td>771</td>\n",
7586 " <td>13</td>\n",
7587 " <td>303952</td>\n",
7588 " <td>41202</td>\n",
7589 " <td>-109.0</td>\n",
7590 " <td>-7.0</td>\n",
7591 " <td>16.75</td>\n",
7592 " <td>14.142857</td>\n",
7593 " <td>588.857143</td>\n",
7594 " <td>0.000000</td>\n",
7595 " <td>0.000000</td>\n",
7596 " <td>inf</td>\n",
7597 " <td>inf</td>\n",
7598 " </tr>\n",
7599 " <tr>\n",
7600 " <td>141</td>\n",
7601 " <td>UK</td>\n",
7602 " <td>2020-08-03</td>\n",
7603 " <td>743</td>\n",
7604 " <td>5</td>\n",
7605 " <td>304695</td>\n",
7606 " <td>41207</td>\n",
7607 " <td>-28.0</td>\n",
7608 " <td>-8.0</td>\n",
7609 " <td>9.50</td>\n",
7610 " <td>13.714286</td>\n",
7611 " <td>634.857143</td>\n",
7612 " <td>0.000000</td>\n",
7613 " <td>0.000000</td>\n",
7614 " <td>inf</td>\n",
7615 " <td>inf</td>\n",
7616 " </tr>\n",
7617 " <tr>\n",
7618 " <td>142</td>\n",
7619 " <td>UK</td>\n",
7620 " <td>2020-08-04</td>\n",
7621 " <td>928</td>\n",
7622 " <td>1</td>\n",
7623 " <td>305623</td>\n",
7624 " <td>41208</td>\n",
7625 " <td>185.0</td>\n",
7626 " <td>-4.0</td>\n",
7627 " <td>9.75</td>\n",
7628 " <td>13.428571</td>\n",
7629 " <td>714.428571</td>\n",
7630 " <td>6.004624</td>\n",
7631 " <td>0.000000</td>\n",
7632 " <td>4757.215218</td>\n",
7633 " <td>inf</td>\n",
7634 " </tr>\n",
7635 " <tr>\n",
7636 " <td>143</td>\n",
7637 " <td>UK</td>\n",
7638 " <td>2020-08-05</td>\n",
7639 " <td>670</td>\n",
7640 " <td>18</td>\n",
7641 " <td>306293</td>\n",
7642 " <td>41226</td>\n",
7643 " <td>-258.0</td>\n",
7644 " <td>17.0</td>\n",
7645 " <td>9.25</td>\n",
7646 " <td>13.000000</td>\n",
7647 " <td>800.142857</td>\n",
7648 " <td>5.848527</td>\n",
7649 " <td>0.000000</td>\n",
7650 " <td>4886.309798</td>\n",
7651 " <td>inf</td>\n",
7652 " </tr>\n",
7653 " <tr>\n",
7654 " <td>144</td>\n",
7655 " <td>UK</td>\n",
7656 " <td>2020-08-06</td>\n",
7657 " <td>891</td>\n",
7658 " <td>14</td>\n",
7659 " <td>307184</td>\n",
7660 " <td>41240</td>\n",
7661 " <td>221.0</td>\n",
7662 " <td>-4.0</td>\n",
7663 " <td>9.50</td>\n",
7664 " <td>10.142857</td>\n",
7665 " <td>818.428571</td>\n",
7666 " <td>5.957892</td>\n",
7667 " <td>0.000000</td>\n",
7668 " <td>4798.249763</td>\n",
7669 " <td>inf</td>\n",
7670 " </tr>\n",
7671 " <tr>\n",
7672 " <td>145</td>\n",
7673 " <td>UK</td>\n",
7674 " <td>2020-08-07</td>\n",
7675 " <td>950</td>\n",
7676 " <td>18</td>\n",
7677 " <td>308134</td>\n",
7678 " <td>41258</td>\n",
7679 " <td>59.0</td>\n",
7680 " <td>4.0</td>\n",
7681 " <td>12.75</td>\n",
7682 " <td>12.714286</td>\n",
7683 " <td>833.285714</td>\n",
7684 " <td>8.206694</td>\n",
7685 " <td>9.273227</td>\n",
7686 " <td>3485.046367</td>\n",
7687 " <td>3084.263827</td>\n",
7688 " </tr>\n",
7689 " <tr>\n",
7690 " <td>146</td>\n",
7691 " <td>UK</td>\n",
7692 " <td>2020-08-08</td>\n",
7693 " <td>871</td>\n",
7694 " <td>12</td>\n",
7695 " <td>309005</td>\n",
7696 " <td>41270</td>\n",
7697 " <td>-79.0</td>\n",
7698 " <td>-6.0</td>\n",
7699 " <td>15.50</td>\n",
7700 " <td>11.571429</td>\n",
7701 " <td>832.000000</td>\n",
7702 " <td>15.274379</td>\n",
7703 " <td>8.620615</td>\n",
7704 " <td>1873.167925</td>\n",
7705 " <td>3318.692768</td>\n",
7706 " </tr>\n",
7707 " <tr>\n",
7708 " <td>147</td>\n",
7709 " <td>UK</td>\n",
7710 " <td>2020-08-09</td>\n",
7711 " <td>758</td>\n",
7712 " <td>3</td>\n",
7713 " <td>309763</td>\n",
7714 " <td>41273</td>\n",
7715 " <td>-113.0</td>\n",
7716 " <td>-9.0</td>\n",
7717 " <td>11.75</td>\n",
7718 " <td>10.142857</td>\n",
7719 " <td>830.142857</td>\n",
7720 " <td>9.759459</td>\n",
7721 " <td>6.991392</td>\n",
7722 " <td>2931.683481</td>\n",
7723 " <td>4092.273291</td>\n",
7724 " </tr>\n",
7725 " <tr>\n",
7726 " <td>148</td>\n",
7727 " <td>UK</td>\n",
7728 " <td>2020-08-10</td>\n",
7729 " <td>1062</td>\n",
7730 " <td>5</td>\n",
7731 " <td>310825</td>\n",
7732 " <td>41278</td>\n",
7733 " <td>304.0</td>\n",
7734 " <td>2.0</td>\n",
7735 " <td>9.50</td>\n",
7736 " <td>10.142857</td>\n",
7737 " <td>875.714286</td>\n",
7738 " <td>7.544601</td>\n",
7739 " <td>6.991392</td>\n",
7740 " <td>3792.691701</td>\n",
7741 " <td>4092.769006</td>\n",
7742 " </tr>\n",
7743 " <tr>\n",
7744 " <td>149</td>\n",
7745 " <td>UK</td>\n",
7746 " <td>2020-08-11</td>\n",
7747 " <td>816</td>\n",
7748 " <td>18</td>\n",
7749 " <td>311641</td>\n",
7750 " <td>41296</td>\n",
7751 " <td>-246.0</td>\n",
7752 " <td>13.0</td>\n",
7753 " <td>9.50</td>\n",
7754 " <td>12.571429</td>\n",
7755 " <td>859.714286</td>\n",
7756 " <td>7.544601</td>\n",
7757 " <td>10.565457</td>\n",
7758 " <td>3794.345420</td>\n",
7759 " <td>2709.572058</td>\n",
7760 " </tr>\n",
7761 " <tr>\n",
7762 " <td>150</td>\n",
7763 " <td>UK</td>\n",
7764 " <td>2020-08-12</td>\n",
7765 " <td>1148</td>\n",
7766 " <td>13</td>\n",
7767 " <td>312789</td>\n",
7768 " <td>41309</td>\n",
7769 " <td>332.0</td>\n",
7770 " <td>-5.0</td>\n",
7771 " <td>9.75</td>\n",
7772 " <td>11.857143</td>\n",
7773 " <td>928.000000</td>\n",
7774 " <td>7.697094</td>\n",
7775 " <td>10.085523</td>\n",
7776 " <td>3720.350193</td>\n",
7777 " <td>2839.387976</td>\n",
7778 " </tr>\n",
7779 " <tr>\n",
7780 " <td>151</td>\n",
7781 " <td>UK</td>\n",
7782 " <td>2020-08-13</td>\n",
7783 " <td>1009</td>\n",
7784 " <td>20</td>\n",
7785 " <td>313798</td>\n",
7786 " <td>41329</td>\n",
7787 " <td>-139.0</td>\n",
7788 " <td>7.0</td>\n",
7789 " <td>14.00</td>\n",
7790 " <td>12.714286</td>\n",
7791 " <td>944.857143</td>\n",
7792 " <td>12.368128</td>\n",
7793 " <td>10.612734</td>\n",
7794 " <td>2316.548351</td>\n",
7795 " <td>2699.658600</td>\n",
7796 " </tr>\n",
7797 " <tr>\n",
7798 " <td>152</td>\n",
7799 " <td>UK</td>\n",
7800 " <td>2020-08-14</td>\n",
7801 " <td>1129</td>\n",
7802 " <td>18</td>\n",
7803 " <td>314927</td>\n",
7804 " <td>41347</td>\n",
7805 " <td>120.0</td>\n",
7806 " <td>-2.0</td>\n",
7807 " <td>17.25</td>\n",
7808 " <td>12.714286</td>\n",
7809 " <td>970.428571</td>\n",
7810 " <td>17.036469</td>\n",
7811 " <td>10.612734</td>\n",
7812 " <td>1682.593988</td>\n",
7813 " <td>2700.834230</td>\n",
7814 " </tr>\n",
7815 " <tr>\n",
7816 " <td>153</td>\n",
7817 " <td>UK</td>\n",
7818 " <td>2020-08-15</td>\n",
7819 " <td>1440</td>\n",
7820 " <td>11</td>\n",
7821 " <td>316367</td>\n",
7822 " <td>41358</td>\n",
7823 " <td>311.0</td>\n",
7824 " <td>-7.0</td>\n",
7825 " <td>15.50</td>\n",
7826 " <td>12.571429</td>\n",
7827 " <td>1051.714286</td>\n",
7828 " <td>15.062936</td>\n",
7829 " <td>10.481632</td>\n",
7830 " <td>1903.506790</td>\n",
7831 " <td>2735.338743</td>\n",
7832 " </tr>\n",
7833 " <tr>\n",
7834 " <td>154</td>\n",
7835 " <td>UK</td>\n",
7836 " <td>2020-08-16</td>\n",
7837 " <td>1077</td>\n",
7838 " <td>3</td>\n",
7839 " <td>317444</td>\n",
7840 " <td>41361</td>\n",
7841 " <td>-363.0</td>\n",
7842 " <td>-8.0</td>\n",
7843 " <td>13.00</td>\n",
7844 " <td>12.571429</td>\n",
7845 " <td>1097.285714</td>\n",
7846 " <td>10.440087</td>\n",
7847 " <td>10.481632</td>\n",
7848 " <td>2746.421476</td>\n",
7849 " <td>2735.537132</td>\n",
7850 " </tr>\n",
7851 " <tr>\n",
7852 " <td>155</td>\n",
7853 " <td>UK</td>\n",
7854 " <td>2020-08-17</td>\n",
7855 " <td>1040</td>\n",
7856 " <td>5</td>\n",
7857 " <td>318484</td>\n",
7858 " <td>41366</td>\n",
7859 " <td>-37.0</td>\n",
7860 " <td>2.0</td>\n",
7861 " <td>9.25</td>\n",
7862 " <td>12.571429</td>\n",
7863 " <td>1094.142857</td>\n",
7864 " <td>7.382256</td>\n",
7865 " <td>10.481632</td>\n",
7866 " <td>3884.352422</td>\n",
7867 " <td>2735.867781</td>\n",
7868 " </tr>\n",
7869 " <tr>\n",
7870 " <td>156</td>\n",
7871 " <td>UK</td>\n",
7872 " <td>2020-08-18</td>\n",
7873 " <td>713</td>\n",
7874 " <td>3</td>\n",
7875 " <td>319197</td>\n",
7876 " <td>41369</td>\n",
7877 " <td>-327.0</td>\n",
7878 " <td>-2.0</td>\n",
7879 " <td>5.50</td>\n",
7880 " <td>10.428571</td>\n",
7881 " <td>1079.428571</td>\n",
7882 " <td>4.716842</td>\n",
7883 " <td>8.114550</td>\n",
7884 " <td>6079.585100</td>\n",
7885 " <td>3534.098405</td>\n",
7886 " </tr>\n",
7887 " <tr>\n",
7888 " <td>157</td>\n",
7889 " <td>UK</td>\n",
7890 " <td>2020-08-19</td>\n",
7891 " <td>1089</td>\n",
7892 " <td>12</td>\n",
7893 " <td>320286</td>\n",
7894 " <td>41381</td>\n",
7895 " <td>376.0</td>\n",
7896 " <td>9.0</td>\n",
7897 " <td>5.75</td>\n",
7898 " <td>10.285714</td>\n",
7899 " <td>1071.000000</td>\n",
7900 " <td>4.820571</td>\n",
7901 " <td>8.022291</td>\n",
7902 " <td>5950.497778</td>\n",
7903 " <td>3575.774437</td>\n",
7904 " </tr>\n",
7905 " </tbody>\n",
7906 "</table>\n",
7907 "</div>"
7908 ],
7909 "text/plain": [
7910 " dateRep cases deaths cases_culm deaths_culm \\\n",
7911 "since_threshold geoId \n",
7912 "138 UK 2020-07-31 846 0 302301 41169 \n",
7913 "139 UK 2020-08-01 880 20 303181 41189 \n",
7914 "140 UK 2020-08-02 771 13 303952 41202 \n",
7915 "141 UK 2020-08-03 743 5 304695 41207 \n",
7916 "142 UK 2020-08-04 928 1 305623 41208 \n",
7917 "143 UK 2020-08-05 670 18 306293 41226 \n",
7918 "144 UK 2020-08-06 891 14 307184 41240 \n",
7919 "145 UK 2020-08-07 950 18 308134 41258 \n",
7920 "146 UK 2020-08-08 871 12 309005 41270 \n",
7921 "147 UK 2020-08-09 758 3 309763 41273 \n",
7922 "148 UK 2020-08-10 1062 5 310825 41278 \n",
7923 "149 UK 2020-08-11 816 18 311641 41296 \n",
7924 "150 UK 2020-08-12 1148 13 312789 41309 \n",
7925 "151 UK 2020-08-13 1009 20 313798 41329 \n",
7926 "152 UK 2020-08-14 1129 18 314927 41347 \n",
7927 "153 UK 2020-08-15 1440 11 316367 41358 \n",
7928 "154 UK 2020-08-16 1077 3 317444 41361 \n",
7929 "155 UK 2020-08-17 1040 5 318484 41366 \n",
7930 "156 UK 2020-08-18 713 3 319197 41369 \n",
7931 "157 UK 2020-08-19 1089 12 320286 41381 \n",
7932 "\n",
7933 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
7934 "since_threshold geoId \n",
7935 "138 UK 83.0 -34.0 14.50 16.142857 \n",
7936 "139 UK 34.0 20.0 18.75 14.428571 \n",
7937 "140 UK -109.0 -7.0 16.75 14.142857 \n",
7938 "141 UK -28.0 -8.0 9.50 13.714286 \n",
7939 "142 UK 185.0 -4.0 9.75 13.428571 \n",
7940 "143 UK -258.0 17.0 9.25 13.000000 \n",
7941 "144 UK 221.0 -4.0 9.50 10.142857 \n",
7942 "145 UK 59.0 4.0 12.75 12.714286 \n",
7943 "146 UK -79.0 -6.0 15.50 11.571429 \n",
7944 "147 UK -113.0 -9.0 11.75 10.142857 \n",
7945 "148 UK 304.0 2.0 9.50 10.142857 \n",
7946 "149 UK -246.0 13.0 9.50 12.571429 \n",
7947 "150 UK 332.0 -5.0 9.75 11.857143 \n",
7948 "151 UK -139.0 7.0 14.00 12.714286 \n",
7949 "152 UK 120.0 -2.0 17.25 12.714286 \n",
7950 "153 UK 311.0 -7.0 15.50 12.571429 \n",
7951 "154 UK -363.0 -8.0 13.00 12.571429 \n",
7952 "155 UK -37.0 2.0 9.25 12.571429 \n",
7953 "156 UK -327.0 -2.0 5.50 10.428571 \n",
7954 "157 UK 376.0 9.0 5.75 10.285714 \n",
7955 "\n",
7956 " cases_m7 deaths_g4 deaths_g7 doubling_time \\\n",
7957 "since_threshold geoId \n",
7958 "138 UK 552.714286 0.000000 0.000000 inf \n",
7959 "139 UK 574.000000 0.000000 0.000000 inf \n",
7960 "140 UK 588.857143 0.000000 0.000000 inf \n",
7961 "141 UK 634.857143 0.000000 0.000000 inf \n",
7962 "142 UK 714.428571 6.004624 0.000000 4757.215218 \n",
7963 "143 UK 800.142857 5.848527 0.000000 4886.309798 \n",
7964 "144 UK 818.428571 5.957892 0.000000 4798.249763 \n",
7965 "145 UK 833.285714 8.206694 9.273227 3485.046367 \n",
7966 "146 UK 832.000000 15.274379 8.620615 1873.167925 \n",
7967 "147 UK 830.142857 9.759459 6.991392 2931.683481 \n",
7968 "148 UK 875.714286 7.544601 6.991392 3792.691701 \n",
7969 "149 UK 859.714286 7.544601 10.565457 3794.345420 \n",
7970 "150 UK 928.000000 7.697094 10.085523 3720.350193 \n",
7971 "151 UK 944.857143 12.368128 10.612734 2316.548351 \n",
7972 "152 UK 970.428571 17.036469 10.612734 1682.593988 \n",
7973 "153 UK 1051.714286 15.062936 10.481632 1903.506790 \n",
7974 "154 UK 1097.285714 10.440087 10.481632 2746.421476 \n",
7975 "155 UK 1094.142857 7.382256 10.481632 3884.352422 \n",
7976 "156 UK 1079.428571 4.716842 8.114550 6079.585100 \n",
7977 "157 UK 1071.000000 4.820571 8.022291 5950.497778 \n",
7978 "\n",
7979 " doubling_time_7 \n",
7980 "since_threshold geoId \n",
7981 "138 UK inf \n",
7982 "139 UK inf \n",
7983 "140 UK inf \n",
7984 "141 UK inf \n",
7985 "142 UK inf \n",
7986 "143 UK inf \n",
7987 "144 UK inf \n",
7988 "145 UK 3084.263827 \n",
7989 "146 UK 3318.692768 \n",
7990 "147 UK 4092.273291 \n",
7991 "148 UK 4092.769006 \n",
7992 "149 UK 2709.572058 \n",
7993 "150 UK 2839.387976 \n",
7994 "151 UK 2699.658600 \n",
7995 "152 UK 2700.834230 \n",
7996 "153 UK 2735.338743 \n",
7997 "154 UK 2735.537132 \n",
7998 "155 UK 2735.867781 \n",
7999 "156 UK 3534.098405 \n",
8000 "157 UK 3575.774437 "
8001 ]
8002 },
8003 "execution_count": 665,
8004 "metadata": {},
8005 "output_type": "execute_result"
8006 }
8007 ],
8008 "source": [
8009 "data_since_threshold.loc[(slice(None), ['UK']), :].tail(20)"
8010 ]
8011 },
8012 {
8013 "cell_type": "code",
8014 "execution_count": 666,
8015 "metadata": {},
8016 "outputs": [
8017 {
8018 "data": {
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8020 "<div>\n",
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8037 " <th></th>\n",
8038 " <th></th>\n",
8039 " <th>dateRep</th>\n",
8040 " <th>cases</th>\n",
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8075 " <td>142</td>\n",
8076 " <td>ES</td>\n",
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8124 " <td>0.0</td>\n",
8125 " <td>inf</td>\n",
8126 " <td>inf</td>\n",
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8128 " <tr>\n",
8129 " <td>145</td>\n",
8130 " <td>ES</td>\n",
8131 " <td>2020-08-02</td>\n",
8132 " <td>0</td>\n",
8133 " <td>0</td>\n",
8134 " <td>288522</td>\n",
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8149 " <td>2020-08-03</td>\n",
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8167 " <td>2020-08-04</td>\n",
8168 " <td>5760</td>\n",
8169 " <td>26</td>\n",
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8171 " <td>28498</td>\n",
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8202 " <td>ES</td>\n",
8203 " <td>2020-08-06</td>\n",
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8238 " <td>ES</td>\n",
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8292 " <td>ES</td>\n",
8293 " <td>2020-08-11</td>\n",
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8308 " <tr>\n",
8309 " <td>155</td>\n",
8310 " <td>ES</td>\n",
8311 " <td>2020-08-12</td>\n",
8312 " <td>3172</td>\n",
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8325 " </tr>\n",
8326 " <tr>\n",
8327 " <td>156</td>\n",
8328 " <td>ES</td>\n",
8329 " <td>2020-08-13</td>\n",
8330 " <td>7550</td>\n",
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8332 " <td>337334</td>\n",
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8340 " <td>NaN</td>\n",
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8345 " <td>157</td>\n",
8346 " <td>ES</td>\n",
8347 " <td>2020-08-14</td>\n",
8348 " <td>5479</td>\n",
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8363 " <td>158</td>\n",
8364 " <td>ES</td>\n",
8365 " <td>2020-08-15</td>\n",
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8436 "</div>"
8437 ],
8438 "text/plain": [
8439 " dateRep cases deaths cases_culm deaths_culm \\\n",
8440 "since_threshold geoId \n",
8441 "142 ES 2020-07-30 2789 2 285430 28443 \n",
8442 "143 ES 2020-07-31 3092 2 288522 28445 \n",
8443 "144 ES 2020-08-01 0 0 288522 28445 \n",
8444 "145 ES 2020-08-02 0 0 288522 28445 \n",
8445 "146 ES 2020-08-03 8532 27 297054 28472 \n",
8446 "147 ES 2020-08-04 5760 26 302814 28498 \n",
8447 "148 ES 2020-08-05 2953 1 305767 28499 \n",
8448 "149 ES 2020-08-06 4088 1 309855 28500 \n",
8449 "150 ES 2020-08-07 4507 3 314362 28503 \n",
8450 "151 ES 2020-08-08 0 0 314362 28503 \n",
8451 "152 ES 2020-08-09 0 0 314362 28503 \n",
8452 "153 ES 2020-08-10 8618 73 322980 28576 \n",
8453 "154 ES 2020-08-11 3632 5 326612 28581 \n",
8454 "155 ES 2020-08-12 3172 -2 329784 28579 \n",
8455 "156 ES 2020-08-13 7550 26 337334 28605 \n",
8456 "157 ES 2020-08-14 5479 12 342813 28617 \n",
8457 "158 ES 2020-08-15 0 0 342813 28617 \n",
8458 "159 ES 2020-08-16 0 0 342813 28617 \n",
8459 "160 ES 2020-08-17 16269 29 359082 28646 \n",
8460 "161 ES 2020-08-18 5114 24 364196 28670 \n",
8461 "\n",
8462 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
8463 "since_threshold geoId \n",
8464 "142 ES 758.0 -3.0 2.75 2.000000 \n",
8465 "143 ES 303.0 0.0 2.75 1.857143 \n",
8466 "144 ES -3092.0 -2.0 2.25 1.857143 \n",
8467 "145 ES 0.0 0.0 1.00 1.857143 \n",
8468 "146 ES 8532.0 27.0 7.25 5.428571 \n",
8469 "147 ES -2772.0 -1.0 13.25 8.857143 \n",
8470 "148 ES -2807.0 -25.0 13.50 8.285714 \n",
8471 "149 ES 1135.0 0.0 13.75 8.142857 \n",
8472 "150 ES 419.0 2.0 7.75 8.285714 \n",
8473 "151 ES -4507.0 -3.0 1.25 8.285714 \n",
8474 "152 ES 0.0 0.0 1.00 8.285714 \n",
8475 "153 ES 8618.0 73.0 19.00 14.857143 \n",
8476 "154 ES -4986.0 -68.0 19.50 11.857143 \n",
8477 "155 ES -460.0 -7.0 19.00 11.428571 \n",
8478 "156 ES 4378.0 28.0 25.50 15.000000 \n",
8479 "157 ES -2071.0 -14.0 10.25 16.285714 \n",
8480 "158 ES -5479.0 -12.0 9.00 16.285714 \n",
8481 "159 ES 0.0 0.0 9.50 16.285714 \n",
8482 "160 ES 16269.0 29.0 10.25 10.000000 \n",
8483 "161 ES -11155.0 -5.0 13.25 12.714286 \n",
8484 "\n",
8485 " cases_m7 deaths_g4 deaths_g7 doubling_time \\\n",
8486 "since_threshold geoId \n",
8487 "142 ES 2180.571429 2.514867 0.0 7839.801442 \n",
8488 "143 ES 2300.142857 2.514867 0.0 7840.352682 \n",
8489 "144 ES 2300.142857 0.000000 0.0 inf \n",
8490 "145 ES 2300.142857 0.000000 0.0 inf \n",
8491 "146 ES 2610.285714 0.000000 0.0 inf \n",
8492 "147 ES 3172.000000 0.000000 0.0 inf \n",
8493 "148 ES 3303.714286 0.000000 0.0 inf \n",
8494 "149 ES 3489.285714 5.147357 0.0 3838.179299 \n",
8495 "150 ES 3691.428571 2.971828 0.0 6648.367576 \n",
8496 "151 ES 3691.428571 0.000000 0.0 inf \n",
8497 "152 ES 3691.428571 0.000000 0.0 inf \n",
8498 "153 ES 3703.714286 0.000000 0.0 inf \n",
8499 "154 ES 3399.714286 0.000000 0.0 inf \n",
8500 "155 ES 3431.000000 NaN NaN NaN \n",
8501 "156 ES 3925.571429 NaN NaN NaN \n",
8502 "157 ES 4064.428571 NaN NaN NaN \n",
8503 "158 ES 4064.428571 NaN NaN NaN \n",
8504 "159 ES 4064.428571 0.000000 NaN inf \n",
8505 "160 ES 5157.428571 0.000000 NaN inf \n",
8506 "161 ES 5369.142857 0.000000 NaN inf \n",
8507 "\n",
8508 " doubling_time_7 \n",
8509 "since_threshold geoId \n",
8510 "142 ES inf \n",
8511 "143 ES inf \n",
8512 "144 ES inf \n",
8513 "145 ES inf \n",
8514 "146 ES inf \n",
8515 "147 ES inf \n",
8516 "148 ES inf \n",
8517 "149 ES inf \n",
8518 "150 ES inf \n",
8519 "151 ES inf \n",
8520 "152 ES inf \n",
8521 "153 ES inf \n",
8522 "154 ES inf \n",
8523 "155 ES NaN \n",
8524 "156 ES NaN \n",
8525 "157 ES NaN \n",
8526 "158 ES NaN \n",
8527 "159 ES NaN \n",
8528 "160 ES NaN \n",
8529 "161 ES NaN "
8530 ]
8531 },
8532 "execution_count": 666,
8533 "metadata": {},
8534 "output_type": "execute_result"
8535 }
8536 ],
8537 "source": [
8538 "data_since_threshold.loc[(slice(None), ['ES']), :].tail(20)"
8539 ]
8540 },
8541 {
8542 "cell_type": "markdown",
8543 "metadata": {},
8544 "source": [
8545 "## Death projections"
8546 ]
8547 },
8548 {
8549 "cell_type": "code",
8550 "execution_count": 667,
8551 "metadata": {},
8552 "outputs": [
8553 {
8554 "data": {
8555 "text/html": [
8556 "<div>\n",
8557 "<style scoped>\n",
8558 " .dataframe tbody tr th:only-of-type {\n",
8559 " vertical-align: middle;\n",
8560 " }\n",
8561 "\n",
8562 " .dataframe tbody tr th {\n",
8563 " vertical-align: top;\n",
8564 " }\n",
8565 "\n",
8566 " .dataframe thead th {\n",
8567 " text-align: right;\n",
8568 " }\n",
8569 "</style>\n",
8570 "<table border=\"1\" class=\"dataframe\">\n",
8571 " <thead>\n",
8572 " <tr style=\"text-align: right;\">\n",
8573 " <th></th>\n",
8574 " <th></th>\n",
8575 " <th>dateRep</th>\n",
8576 " <th>cases</th>\n",
8577 " <th>deaths</th>\n",
8578 " <th>cases_culm</th>\n",
8579 " <th>deaths_culm</th>\n",
8580 " <th>cases_diff</th>\n",
8581 " <th>deaths_diff</th>\n",
8582 " <th>deaths_m4</th>\n",
8583 " <th>deaths_m7</th>\n",
8584 " <th>cases_m7</th>\n",
8585 " <th>deaths_g4</th>\n",
8586 " <th>deaths_g7</th>\n",
8587 " <th>doubling_time</th>\n",
8588 " <th>doubling_time_7</th>\n",
8589 " </tr>\n",
8590 " <tr>\n",
8591 " <th>since_threshold</th>\n",
8592 " <th>geoId</th>\n",
8593 " <th></th>\n",
8594 " <th></th>\n",
8595 " <th></th>\n",
8596 " <th></th>\n",
8597 " <th></th>\n",
8598 " <th></th>\n",
8599 " <th></th>\n",
8600 " <th></th>\n",
8601 " <th></th>\n",
8602 " <th></th>\n",
8603 " <th></th>\n",
8604 " <th></th>\n",
8605 " <th></th>\n",
8606 " <th></th>\n",
8607 " </tr>\n",
8608 " </thead>\n",
8609 " <tbody>\n",
8610 " <tr>\n",
8611 " <td>143</td>\n",
8612 " <td>UK</td>\n",
8613 " <td>2020-08-05</td>\n",
8614 " <td>670</td>\n",
8615 " <td>18</td>\n",
8616 " <td>306293</td>\n",
8617 " <td>41226</td>\n",
8618 " <td>-258.0</td>\n",
8619 " <td>17.0</td>\n",
8620 " <td>9.25</td>\n",
8621 " <td>13.000000</td>\n",
8622 " <td>800.142857</td>\n",
8623 " <td>5.848527</td>\n",
8624 " <td>0.000000</td>\n",
8625 " <td>4886.309798</td>\n",
8626 " <td>inf</td>\n",
8627 " </tr>\n",
8628 " <tr>\n",
8629 " <td>144</td>\n",
8630 " <td>UK</td>\n",
8631 " <td>2020-08-06</td>\n",
8632 " <td>891</td>\n",
8633 " <td>14</td>\n",
8634 " <td>307184</td>\n",
8635 " <td>41240</td>\n",
8636 " <td>221.0</td>\n",
8637 " <td>-4.0</td>\n",
8638 " <td>9.50</td>\n",
8639 " <td>10.142857</td>\n",
8640 " <td>818.428571</td>\n",
8641 " <td>5.957892</td>\n",
8642 " <td>0.000000</td>\n",
8643 " <td>4798.249763</td>\n",
8644 " <td>inf</td>\n",
8645 " </tr>\n",
8646 " <tr>\n",
8647 " <td>145</td>\n",
8648 " <td>UK</td>\n",
8649 " <td>2020-08-07</td>\n",
8650 " <td>950</td>\n",
8651 " <td>18</td>\n",
8652 " <td>308134</td>\n",
8653 " <td>41258</td>\n",
8654 " <td>59.0</td>\n",
8655 " <td>4.0</td>\n",
8656 " <td>12.75</td>\n",
8657 " <td>12.714286</td>\n",
8658 " <td>833.285714</td>\n",
8659 " <td>8.206694</td>\n",
8660 " <td>9.273227</td>\n",
8661 " <td>3485.046367</td>\n",
8662 " <td>3084.263827</td>\n",
8663 " </tr>\n",
8664 " <tr>\n",
8665 " <td>146</td>\n",
8666 " <td>UK</td>\n",
8667 " <td>2020-08-08</td>\n",
8668 " <td>871</td>\n",
8669 " <td>12</td>\n",
8670 " <td>309005</td>\n",
8671 " <td>41270</td>\n",
8672 " <td>-79.0</td>\n",
8673 " <td>-6.0</td>\n",
8674 " <td>15.50</td>\n",
8675 " <td>11.571429</td>\n",
8676 " <td>832.000000</td>\n",
8677 " <td>15.274379</td>\n",
8678 " <td>8.620615</td>\n",
8679 " <td>1873.167925</td>\n",
8680 " <td>3318.692768</td>\n",
8681 " </tr>\n",
8682 " <tr>\n",
8683 " <td>147</td>\n",
8684 " <td>UK</td>\n",
8685 " <td>2020-08-09</td>\n",
8686 " <td>758</td>\n",
8687 " <td>3</td>\n",
8688 " <td>309763</td>\n",
8689 " <td>41273</td>\n",
8690 " <td>-113.0</td>\n",
8691 " <td>-9.0</td>\n",
8692 " <td>11.75</td>\n",
8693 " <td>10.142857</td>\n",
8694 " <td>830.142857</td>\n",
8695 " <td>9.759459</td>\n",
8696 " <td>6.991392</td>\n",
8697 " <td>2931.683481</td>\n",
8698 " <td>4092.273291</td>\n",
8699 " </tr>\n",
8700 " <tr>\n",
8701 " <td>148</td>\n",
8702 " <td>UK</td>\n",
8703 " <td>2020-08-10</td>\n",
8704 " <td>1062</td>\n",
8705 " <td>5</td>\n",
8706 " <td>310825</td>\n",
8707 " <td>41278</td>\n",
8708 " <td>304.0</td>\n",
8709 " <td>2.0</td>\n",
8710 " <td>9.50</td>\n",
8711 " <td>10.142857</td>\n",
8712 " <td>875.714286</td>\n",
8713 " <td>7.544601</td>\n",
8714 " <td>6.991392</td>\n",
8715 " <td>3792.691701</td>\n",
8716 " <td>4092.769006</td>\n",
8717 " </tr>\n",
8718 " <tr>\n",
8719 " <td>149</td>\n",
8720 " <td>UK</td>\n",
8721 " <td>2020-08-11</td>\n",
8722 " <td>816</td>\n",
8723 " <td>18</td>\n",
8724 " <td>311641</td>\n",
8725 " <td>41296</td>\n",
8726 " <td>-246.0</td>\n",
8727 " <td>13.0</td>\n",
8728 " <td>9.50</td>\n",
8729 " <td>12.571429</td>\n",
8730 " <td>859.714286</td>\n",
8731 " <td>7.544601</td>\n",
8732 " <td>10.565457</td>\n",
8733 " <td>3794.345420</td>\n",
8734 " <td>2709.572058</td>\n",
8735 " </tr>\n",
8736 " <tr>\n",
8737 " <td>150</td>\n",
8738 " <td>UK</td>\n",
8739 " <td>2020-08-12</td>\n",
8740 " <td>1148</td>\n",
8741 " <td>13</td>\n",
8742 " <td>312789</td>\n",
8743 " <td>41309</td>\n",
8744 " <td>332.0</td>\n",
8745 " <td>-5.0</td>\n",
8746 " <td>9.75</td>\n",
8747 " <td>11.857143</td>\n",
8748 " <td>928.000000</td>\n",
8749 " <td>7.697094</td>\n",
8750 " <td>10.085523</td>\n",
8751 " <td>3720.350193</td>\n",
8752 " <td>2839.387976</td>\n",
8753 " </tr>\n",
8754 " <tr>\n",
8755 " <td>151</td>\n",
8756 " <td>UK</td>\n",
8757 " <td>2020-08-13</td>\n",
8758 " <td>1009</td>\n",
8759 " <td>20</td>\n",
8760 " <td>313798</td>\n",
8761 " <td>41329</td>\n",
8762 " <td>-139.0</td>\n",
8763 " <td>7.0</td>\n",
8764 " <td>14.00</td>\n",
8765 " <td>12.714286</td>\n",
8766 " <td>944.857143</td>\n",
8767 " <td>12.368128</td>\n",
8768 " <td>10.612734</td>\n",
8769 " <td>2316.548351</td>\n",
8770 " <td>2699.658600</td>\n",
8771 " </tr>\n",
8772 " <tr>\n",
8773 " <td>152</td>\n",
8774 " <td>UK</td>\n",
8775 " <td>2020-08-14</td>\n",
8776 " <td>1129</td>\n",
8777 " <td>18</td>\n",
8778 " <td>314927</td>\n",
8779 " <td>41347</td>\n",
8780 " <td>120.0</td>\n",
8781 " <td>-2.0</td>\n",
8782 " <td>17.25</td>\n",
8783 " <td>12.714286</td>\n",
8784 " <td>970.428571</td>\n",
8785 " <td>17.036469</td>\n",
8786 " <td>10.612734</td>\n",
8787 " <td>1682.593988</td>\n",
8788 " <td>2700.834230</td>\n",
8789 " </tr>\n",
8790 " <tr>\n",
8791 " <td>153</td>\n",
8792 " <td>UK</td>\n",
8793 " <td>2020-08-15</td>\n",
8794 " <td>1440</td>\n",
8795 " <td>11</td>\n",
8796 " <td>316367</td>\n",
8797 " <td>41358</td>\n",
8798 " <td>311.0</td>\n",
8799 " <td>-7.0</td>\n",
8800 " <td>15.50</td>\n",
8801 " <td>12.571429</td>\n",
8802 " <td>1051.714286</td>\n",
8803 " <td>15.062936</td>\n",
8804 " <td>10.481632</td>\n",
8805 " <td>1903.506790</td>\n",
8806 " <td>2735.338743</td>\n",
8807 " </tr>\n",
8808 " <tr>\n",
8809 " <td>154</td>\n",
8810 " <td>UK</td>\n",
8811 " <td>2020-08-16</td>\n",
8812 " <td>1077</td>\n",
8813 " <td>3</td>\n",
8814 " <td>317444</td>\n",
8815 " <td>41361</td>\n",
8816 " <td>-363.0</td>\n",
8817 " <td>-8.0</td>\n",
8818 " <td>13.00</td>\n",
8819 " <td>12.571429</td>\n",
8820 " <td>1097.285714</td>\n",
8821 " <td>10.440087</td>\n",
8822 " <td>10.481632</td>\n",
8823 " <td>2746.421476</td>\n",
8824 " <td>2735.537132</td>\n",
8825 " </tr>\n",
8826 " <tr>\n",
8827 " <td>155</td>\n",
8828 " <td>UK</td>\n",
8829 " <td>2020-08-17</td>\n",
8830 " <td>1040</td>\n",
8831 " <td>5</td>\n",
8832 " <td>318484</td>\n",
8833 " <td>41366</td>\n",
8834 " <td>-37.0</td>\n",
8835 " <td>2.0</td>\n",
8836 " <td>9.25</td>\n",
8837 " <td>12.571429</td>\n",
8838 " <td>1094.142857</td>\n",
8839 " <td>7.382256</td>\n",
8840 " <td>10.481632</td>\n",
8841 " <td>3884.352422</td>\n",
8842 " <td>2735.867781</td>\n",
8843 " </tr>\n",
8844 " <tr>\n",
8845 " <td>156</td>\n",
8846 " <td>UK</td>\n",
8847 " <td>2020-08-18</td>\n",
8848 " <td>713</td>\n",
8849 " <td>3</td>\n",
8850 " <td>319197</td>\n",
8851 " <td>41369</td>\n",
8852 " <td>-327.0</td>\n",
8853 " <td>-2.0</td>\n",
8854 " <td>5.50</td>\n",
8855 " <td>10.428571</td>\n",
8856 " <td>1079.428571</td>\n",
8857 " <td>4.716842</td>\n",
8858 " <td>8.114550</td>\n",
8859 " <td>6079.585100</td>\n",
8860 " <td>3534.098405</td>\n",
8861 " </tr>\n",
8862 " <tr>\n",
8863 " <td>157</td>\n",
8864 " <td>UK</td>\n",
8865 " <td>2020-08-19</td>\n",
8866 " <td>1089</td>\n",
8867 " <td>12</td>\n",
8868 " <td>320286</td>\n",
8869 " <td>41381</td>\n",
8870 " <td>376.0</td>\n",
8871 " <td>9.0</td>\n",
8872 " <td>5.75</td>\n",
8873 " <td>10.285714</td>\n",
8874 " <td>1071.000000</td>\n",
8875 " <td>4.820571</td>\n",
8876 " <td>8.022291</td>\n",
8877 " <td>5950.497778</td>\n",
8878 " <td>3575.774437</td>\n",
8879 " </tr>\n",
8880 " </tbody>\n",
8881 "</table>\n",
8882 "</div>"
8883 ],
8884 "text/plain": [
8885 " dateRep cases deaths cases_culm deaths_culm \\\n",
8886 "since_threshold geoId \n",
8887 "143 UK 2020-08-05 670 18 306293 41226 \n",
8888 "144 UK 2020-08-06 891 14 307184 41240 \n",
8889 "145 UK 2020-08-07 950 18 308134 41258 \n",
8890 "146 UK 2020-08-08 871 12 309005 41270 \n",
8891 "147 UK 2020-08-09 758 3 309763 41273 \n",
8892 "148 UK 2020-08-10 1062 5 310825 41278 \n",
8893 "149 UK 2020-08-11 816 18 311641 41296 \n",
8894 "150 UK 2020-08-12 1148 13 312789 41309 \n",
8895 "151 UK 2020-08-13 1009 20 313798 41329 \n",
8896 "152 UK 2020-08-14 1129 18 314927 41347 \n",
8897 "153 UK 2020-08-15 1440 11 316367 41358 \n",
8898 "154 UK 2020-08-16 1077 3 317444 41361 \n",
8899 "155 UK 2020-08-17 1040 5 318484 41366 \n",
8900 "156 UK 2020-08-18 713 3 319197 41369 \n",
8901 "157 UK 2020-08-19 1089 12 320286 41381 \n",
8902 "\n",
8903 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
8904 "since_threshold geoId \n",
8905 "143 UK -258.0 17.0 9.25 13.000000 \n",
8906 "144 UK 221.0 -4.0 9.50 10.142857 \n",
8907 "145 UK 59.0 4.0 12.75 12.714286 \n",
8908 "146 UK -79.0 -6.0 15.50 11.571429 \n",
8909 "147 UK -113.0 -9.0 11.75 10.142857 \n",
8910 "148 UK 304.0 2.0 9.50 10.142857 \n",
8911 "149 UK -246.0 13.0 9.50 12.571429 \n",
8912 "150 UK 332.0 -5.0 9.75 11.857143 \n",
8913 "151 UK -139.0 7.0 14.00 12.714286 \n",
8914 "152 UK 120.0 -2.0 17.25 12.714286 \n",
8915 "153 UK 311.0 -7.0 15.50 12.571429 \n",
8916 "154 UK -363.0 -8.0 13.00 12.571429 \n",
8917 "155 UK -37.0 2.0 9.25 12.571429 \n",
8918 "156 UK -327.0 -2.0 5.50 10.428571 \n",
8919 "157 UK 376.0 9.0 5.75 10.285714 \n",
8920 "\n",
8921 " cases_m7 deaths_g4 deaths_g7 doubling_time \\\n",
8922 "since_threshold geoId \n",
8923 "143 UK 800.142857 5.848527 0.000000 4886.309798 \n",
8924 "144 UK 818.428571 5.957892 0.000000 4798.249763 \n",
8925 "145 UK 833.285714 8.206694 9.273227 3485.046367 \n",
8926 "146 UK 832.000000 15.274379 8.620615 1873.167925 \n",
8927 "147 UK 830.142857 9.759459 6.991392 2931.683481 \n",
8928 "148 UK 875.714286 7.544601 6.991392 3792.691701 \n",
8929 "149 UK 859.714286 7.544601 10.565457 3794.345420 \n",
8930 "150 UK 928.000000 7.697094 10.085523 3720.350193 \n",
8931 "151 UK 944.857143 12.368128 10.612734 2316.548351 \n",
8932 "152 UK 970.428571 17.036469 10.612734 1682.593988 \n",
8933 "153 UK 1051.714286 15.062936 10.481632 1903.506790 \n",
8934 "154 UK 1097.285714 10.440087 10.481632 2746.421476 \n",
8935 "155 UK 1094.142857 7.382256 10.481632 3884.352422 \n",
8936 "156 UK 1079.428571 4.716842 8.114550 6079.585100 \n",
8937 "157 UK 1071.000000 4.820571 8.022291 5950.497778 \n",
8938 "\n",
8939 " doubling_time_7 \n",
8940 "since_threshold geoId \n",
8941 "143 UK inf \n",
8942 "144 UK inf \n",
8943 "145 UK 3084.263827 \n",
8944 "146 UK 3318.692768 \n",
8945 "147 UK 4092.273291 \n",
8946 "148 UK 4092.769006 \n",
8947 "149 UK 2709.572058 \n",
8948 "150 UK 2839.387976 \n",
8949 "151 UK 2699.658600 \n",
8950 "152 UK 2700.834230 \n",
8951 "153 UK 2735.338743 \n",
8952 "154 UK 2735.537132 \n",
8953 "155 UK 2735.867781 \n",
8954 "156 UK 3534.098405 \n",
8955 "157 UK 3575.774437 "
8956 ]
8957 },
8958 "execution_count": 667,
8959 "metadata": {},
8960 "output_type": "execute_result"
8961 }
8962 ],
8963 "source": [
8964 "data_since_threshold.loc[(slice(None), ['UK']), :].tail(15)"
8965 ]
8966 },
8967 {
8968 "cell_type": "code",
8969 "execution_count": 668,
8970 "metadata": {},
8971 "outputs": [
8972 {
8973 "data": {
8974 "text/plain": [
8975 "175"
8976 ]
8977 },
8978 "execution_count": 668,
8979 "metadata": {},
8980 "output_type": "execute_result"
8981 }
8982 ],
8983 "source": [
8984 "it_since_threshold = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['IT']), :]\n",
8985 "s_end = it_since_threshold.index.max()[0]\n",
8986 "s_end"
8987 ]
8988 },
8989 {
8990 "cell_type": "code",
8991 "execution_count": 669,
8992 "metadata": {},
8993 "outputs": [
8994 {
8995 "data": {
8996 "text/plain": [
8997 "158"
8998 ]
8999 },
9000 "execution_count": 669,
9001 "metadata": {},
9002 "output_type": "execute_result"
9003 }
9004 ],
9005 "source": [
9006 "uk_projection = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), :]\n",
9007 "uk_current_end = uk_projection.index.max()[0] + 1\n",
9008 "# s_start = uk_projection.index.max()[0] + 1\n",
9009 "uk_current_end"
9010 ]
9011 },
9012 {
9013 "cell_type": "code",
9014 "execution_count": 670,
9015 "metadata": {},
9016 "outputs": [
9017 {
9018 "data": {
9019 "text/plain": [
9020 "10.285714285714286"
9021 ]
9022 },
9023 "execution_count": 670,
9024 "metadata": {},
9025 "output_type": "execute_result"
9026 }
9027 ],
9028 "source": [
9029 "current_uk_deaths_m7 = uk_projection[uk_projection.deaths_m7 >= 0].iloc[-1].deaths_m7\n",
9030 "current_uk_deaths_m7"
9031 ]
9032 },
9033 {
9034 "cell_type": "code",
9035 "execution_count": 671,
9036 "metadata": {},
9037 "outputs": [
9038 {
9039 "data": {
9040 "text/plain": [
9041 "150"
9042 ]
9043 },
9044 "execution_count": 671,
9045 "metadata": {},
9046 "output_type": "execute_result"
9047 }
9048 ],
9049 "source": [
9050 "it_since_threshold[it_since_threshold.deaths_m7 <= current_uk_deaths_m7].loc[60:].first_valid_index()[0]"
9051 ]
9052 },
9053 {
9054 "cell_type": "code",
9055 "execution_count": 672,
9056 "metadata": {},
9057 "outputs": [
9058 {
9059 "data": {
9060 "text/plain": [
9061 "150"
9062 ]
9063 },
9064 "execution_count": 672,
9065 "metadata": {},
9066 "output_type": "execute_result"
9067 }
9068 ],
9069 "source": [
9070 "s_start = it_since_threshold[it_since_threshold.deaths_m7 <= current_uk_deaths_m7].loc[60:].first_valid_index()[0]\n",
9071 "s_start"
9072 ]
9073 },
9074 {
9075 "cell_type": "code",
9076 "execution_count": 673,
9077 "metadata": {},
9078 "outputs": [
9079 {
9080 "data": {
9081 "text/plain": [
9082 "Timestamp('2020-05-25 00:00:00')"
9083 ]
9084 },
9085 "execution_count": 673,
9086 "metadata": {},
9087 "output_type": "execute_result"
9088 }
9089 ],
9090 "source": [
9091 "s_start_date = data_since_threshold.loc[(89, 'IT'), 'dateRep']# .iloc[0]\n",
9092 "s_start_date"
9093 ]
9094 },
9095 {
9096 "cell_type": "code",
9097 "execution_count": 674,
9098 "metadata": {},
9099 "outputs": [
9100 {
9101 "data": {
9102 "text/plain": [
9103 "25"
9104 ]
9105 },
9106 "execution_count": 674,
9107 "metadata": {},
9108 "output_type": "execute_result"
9109 }
9110 ],
9111 "source": [
9112 "s_end - s_start"
9113 ]
9114 },
9115 {
9116 "cell_type": "code",
9117 "execution_count": 675,
9118 "metadata": {},
9119 "outputs": [
9120 {
9121 "data": {
9122 "text/plain": [
9123 "183"
9124 ]
9125 },
9126 "execution_count": 675,
9127 "metadata": {},
9128 "output_type": "execute_result"
9129 }
9130 ],
9131 "source": [
9132 "uk_end = s_end - s_start + uk_current_end\n",
9133 "uk_end"
9134 ]
9135 },
9136 {
9137 "cell_type": "code",
9138 "execution_count": 676,
9139 "metadata": {},
9140 "outputs": [
9141 {
9142 "data": {
9143 "text/html": [
9144 "<div>\n",
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9158 "<table border=\"1\" class=\"dataframe\">\n",
9159 " <thead>\n",
9160 " <tr style=\"text-align: right;\">\n",
9161 " <th></th>\n",
9162 " <th></th>\n",
9163 " <th>cases</th>\n",
9164 " <th>deaths</th>\n",
9165 " <th>deaths_m7</th>\n",
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9167 " <tr>\n",
9168 " <th>since_threshold</th>\n",
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9175 " <tbody>\n",
9176 " <tr>\n",
9177 " <td>158</td>\n",
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9203 " </tr>\n",
9204 " <tr>\n",
9205 " <td>162</td>\n",
9206 " <td>UK</td>\n",
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9209 " <td>7.142857</td>\n",
9210 " </tr>\n",
9211 " <tr>\n",
9212 " <td>163</td>\n",
9213 " <td>UK</td>\n",
9214 " <td>288</td>\n",
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9216 " <td>6.714286</td>\n",
9217 " </tr>\n",
9218 " <tr>\n",
9219 " <td>164</td>\n",
9220 " <td>UK</td>\n",
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9222 " <td>3</td>\n",
9223 " <td>5.714286</td>\n",
9224 " </tr>\n",
9225 " <tr>\n",
9226 " <td>165</td>\n",
9227 " <td>UK</td>\n",
9228 " <td>379</td>\n",
9229 " <td>9</td>\n",
9230 " <td>6.285714</td>\n",
9231 " </tr>\n",
9232 " <tr>\n",
9233 " <td>166</td>\n",
9234 " <td>UK</td>\n",
9235 " <td>295</td>\n",
9236 " <td>5</td>\n",
9237 " <td>6.285714</td>\n",
9238 " </tr>\n",
9239 " <tr>\n",
9240 " <td>167</td>\n",
9241 " <td>UK</td>\n",
9242 " <td>238</td>\n",
9243 " <td>8</td>\n",
9244 " <td>6.714286</td>\n",
9245 " </tr>\n",
9246 " <tr>\n",
9247 " <td>168</td>\n",
9248 " <td>UK</td>\n",
9249 " <td>159</td>\n",
9250 " <td>12</td>\n",
9251 " <td>7.714286</td>\n",
9252 " </tr>\n",
9253 " <tr>\n",
9254 " <td>169</td>\n",
9255 " <td>UK</td>\n",
9256 " <td>190</td>\n",
9257 " <td>5</td>\n",
9258 " <td>6.857143</td>\n",
9259 " </tr>\n",
9260 " <tr>\n",
9261 " <td>170</td>\n",
9262 " <td>UK</td>\n",
9263 " <td>384</td>\n",
9264 " <td>10</td>\n",
9265 " <td>7.428571</td>\n",
9266 " </tr>\n",
9267 " <tr>\n",
9268 " <td>171</td>\n",
9269 " <td>UK</td>\n",
9270 " <td>401</td>\n",
9271 " <td>6</td>\n",
9272 " <td>7.857143</td>\n",
9273 " </tr>\n",
9274 " <tr>\n",
9275 " <td>172</td>\n",
9276 " <td>UK</td>\n",
9277 " <td>552</td>\n",
9278 " <td>3</td>\n",
9279 " <td>7.000000</td>\n",
9280 " </tr>\n",
9281 " <tr>\n",
9282 " <td>173</td>\n",
9283 " <td>UK</td>\n",
9284 " <td>347</td>\n",
9285 " <td>13</td>\n",
9286 " <td>8.142857</td>\n",
9287 " </tr>\n",
9288 " <tr>\n",
9289 " <td>174</td>\n",
9290 " <td>UK</td>\n",
9291 " <td>463</td>\n",
9292 " <td>2</td>\n",
9293 " <td>7.285714</td>\n",
9294 " </tr>\n",
9295 " <tr>\n",
9296 " <td>175</td>\n",
9297 " <td>UK</td>\n",
9298 " <td>259</td>\n",
9299 " <td>4</td>\n",
9300 " <td>6.142857</td>\n",
9301 " </tr>\n",
9302 " <tr>\n",
9303 " <td>176</td>\n",
9304 " <td>UK</td>\n",
9305 " <td>412</td>\n",
9306 " <td>6</td>\n",
9307 " <td>6.285714</td>\n",
9308 " </tr>\n",
9309 " <tr>\n",
9310 " <td>177</td>\n",
9311 " <td>UK</td>\n",
9312 " <td>476</td>\n",
9313 " <td>10</td>\n",
9314 " <td>6.285714</td>\n",
9315 " </tr>\n",
9316 " <tr>\n",
9317 " <td>178</td>\n",
9318 " <td>UK</td>\n",
9319 " <td>522</td>\n",
9320 " <td>6</td>\n",
9321 " <td>6.285714</td>\n",
9322 " </tr>\n",
9323 " <tr>\n",
9324 " <td>179</td>\n",
9325 " <td>UK</td>\n",
9326 " <td>574</td>\n",
9327 " <td>3</td>\n",
9328 " <td>6.285714</td>\n",
9329 " </tr>\n",
9330 " <tr>\n",
9331 " <td>180</td>\n",
9332 " <td>UK</td>\n",
9333 " <td>629</td>\n",
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9335 " <td>27.000000</td>\n",
9336 " </tr>\n",
9337 " <tr>\n",
9338 " <td>181</td>\n",
9339 " <td>UK</td>\n",
9340 " <td>477</td>\n",
9341 " <td>4</td>\n",
9342 " <td>27.285714</td>\n",
9343 " </tr>\n",
9344 " <tr>\n",
9345 " <td>182</td>\n",
9346 " <td>UK</td>\n",
9347 " <td>320</td>\n",
9348 " <td>4</td>\n",
9349 " <td>27.285714</td>\n",
9350 " </tr>\n",
9351 " <tr>\n",
9352 " <td>183</td>\n",
9353 " <td>UK</td>\n",
9354 " <td>401</td>\n",
9355 " <td>5</td>\n",
9356 " <td>27.142857</td>\n",
9357 " </tr>\n",
9358 " </tbody>\n",
9359 "</table>\n",
9360 "</div>"
9361 ],
9362 "text/plain": [
9363 " cases deaths deaths_m7\n",
9364 "since_threshold geoId \n",
9365 "158 UK 252 5 9.857143\n",
9366 "159 UK 274 5 8.571429\n",
9367 "160 UK 254 5 8.857143\n",
9368 "161 UK 168 5 7.714286\n",
9369 "162 UK 202 11 7.142857\n",
9370 "163 UK 288 6 6.714286\n",
9371 "164 UK 382 3 5.714286\n",
9372 "165 UK 379 9 6.285714\n",
9373 "166 UK 295 5 6.285714\n",
9374 "167 UK 238 8 6.714286\n",
9375 "168 UK 159 12 7.714286\n",
9376 "169 UK 190 5 6.857143\n",
9377 "170 UK 384 10 7.428571\n",
9378 "171 UK 401 6 7.857143\n",
9379 "172 UK 552 3 7.000000\n",
9380 "173 UK 347 13 8.142857\n",
9381 "174 UK 463 2 7.285714\n",
9382 "175 UK 259 4 6.142857\n",
9383 "176 UK 412 6 6.285714\n",
9384 "177 UK 476 10 6.285714\n",
9385 "178 UK 522 6 6.285714\n",
9386 "179 UK 574 3 6.285714\n",
9387 "180 UK 629 158 27.000000\n",
9388 "181 UK 477 4 27.285714\n",
9389 "182 UK 320 4 27.285714\n",
9390 "183 UK 401 5 27.142857"
9391 ]
9392 },
9393 "execution_count": 676,
9394 "metadata": {},
9395 "output_type": "execute_result"
9396 }
9397 ],
9398 "source": [
9399 "proj = it_since_threshold.loc[(slice(s_start, s_end), slice(None)), ['cases', 'deaths', 'deaths_m7']]\n",
9400 "ndiff = uk_current_end - s_start\n",
9401 "proj.index = pd.MultiIndex.from_tuples([(n + ndiff, 'UK') for n, _ in proj.index], names=proj.index.names)\n",
9402 "proj"
9403 ]
9404 },
9405 {
9406 "cell_type": "code",
9407 "execution_count": 677,
9408 "metadata": {},
9409 "outputs": [
9410 {
9411 "data": {
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9432 " <th>cases</th>\n",
9433 " <th>deaths</th>\n",
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9437 " <th>since_threshold</th>\n",
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9445 " <tr>\n",
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9487 " <tr>\n",
9488 " <td>148</td>\n",
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9494 " <tr>\n",
9495 " <td>149</td>\n",
9496 " <td>IT</td>\n",
9497 " <td>306</td>\n",
9498 " <td>10</td>\n",
9499 " <td>10.714286</td>\n",
9500 " </tr>\n",
9501 " <tr>\n",
9502 " <td>150</td>\n",
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9509 " <td>151</td>\n",
9510 " <td>IT</td>\n",
9511 " <td>274</td>\n",
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9513 " <td>8.571429</td>\n",
9514 " </tr>\n",
9515 " <tr>\n",
9516 " <td>152</td>\n",
9517 " <td>IT</td>\n",
9518 " <td>254</td>\n",
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9520 " <td>8.857143</td>\n",
9521 " </tr>\n",
9522 " </tbody>\n",
9523 "</table>\n",
9524 "</div>"
9525 ],
9526 "text/plain": [
9527 " cases deaths deaths_m7\n",
9528 "since_threshold geoId \n",
9529 "142 IT 230 20 13.000000\n",
9530 "143 IT 231 11 12.857143\n",
9531 "144 IT 249 14 13.857143\n",
9532 "145 IT 218 3 13.000000\n",
9533 "146 IT 190 13 13.000000\n",
9534 "147 IT 128 15 12.714286\n",
9535 "148 IT 280 9 12.142857\n",
9536 "149 IT 306 10 10.714286\n",
9537 "150 IT 252 5 9.857143\n",
9538 "151 IT 274 5 8.571429\n",
9539 "152 IT 254 5 8.857143"
9540 ]
9541 },
9542 "execution_count": 677,
9543 "metadata": {},
9544 "output_type": "execute_result"
9545 }
9546 ],
9547 "source": [
9548 "it_since_threshold.loc[(slice(s_start - 8, s_start + 2), slice(None)), ['cases', 'deaths', 'deaths_m7']]"
9549 ]
9550 },
9551 {
9552 "cell_type": "code",
9553 "execution_count": 678,
9554 "metadata": {},
9555 "outputs": [
9556 {
9557 "data": {
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9618 " </tr>\n",
9619 " <tr>\n",
9620 " <td>157</td>\n",
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9624 " <td>10.285714</td>\n",
9625 " </tr>\n",
9626 " </tbody>\n",
9627 "</table>\n",
9628 "</div>"
9629 ],
9630 "text/plain": [
9631 " cases deaths deaths_m7\n",
9632 "since_threshold geoId \n",
9633 "153 UK 1440 11 12.571429\n",
9634 "154 UK 1077 3 12.571429\n",
9635 "155 UK 1040 5 12.571429\n",
9636 "156 UK 713 3 10.428571\n",
9637 "157 UK 1089 12 10.285714"
9638 ]
9639 },
9640 "execution_count": 678,
9641 "metadata": {},
9642 "output_type": "execute_result"
9643 }
9644 ],
9645 "source": [
9646 "uk_projection[['cases', 'deaths', 'deaths_m7']].tail()"
9647 ]
9648 },
9649 {
9650 "cell_type": "code",
9651 "execution_count": 679,
9652 "metadata": {},
9653 "outputs": [],
9654 "source": [
9655 "# proj['deaths_m7'] = proj['deaths_m7'] + 20\n",
9656 "# proj"
9657 ]
9658 },
9659 {
9660 "cell_type": "markdown",
9661 "metadata": {},
9662 "source": [
9663 "Projected deaths, UK following IT trend from now."
9664 ]
9665 },
9666 {
9667 "cell_type": "code",
9668 "execution_count": 680,
9669 "metadata": {},
9670 "outputs": [
9671 {
9672 "data": {
9673 "text/plain": [
9674 "41684"
9675 ]
9676 },
9677 "execution_count": 680,
9678 "metadata": {},
9679 "output_type": "execute_result"
9680 }
9681 ],
9682 "source": [
9683 "uk_projection = uk_projection.append(proj, sort=True)\n",
9684 "uk_projection.deaths.sum()"
9685 ]
9686 },
9687 {
9688 "cell_type": "code",
9689 "execution_count": 681,
9690 "metadata": {},
9691 "outputs": [
9692 {
9693 "data": {
9694 "text/html": [
9695 "<div>\n",
9696 "<style scoped>\n",
9697 " .dataframe tbody tr th:only-of-type {\n",
9698 " vertical-align: middle;\n",
9699 " }\n",
9700 "\n",
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9703 " }\n",
9704 "\n",
9705 " .dataframe thead th {\n",
9706 " text-align: right;\n",
9707 " }\n",
9708 "</style>\n",
9709 "<table border=\"1\" class=\"dataframe\">\n",
9710 " <thead>\n",
9711 " <tr style=\"text-align: right;\">\n",
9712 " <th></th>\n",
9713 " <th>cases</th>\n",
9714 " <th>cases_culm</th>\n",
9715 " <th>cases_diff</th>\n",
9716 " <th>cases_m7</th>\n",
9717 " <th>dateRep</th>\n",
9718 " <th>deaths</th>\n",
9719 " <th>deaths_culm</th>\n",
9720 " <th>deaths_diff</th>\n",
9721 " <th>deaths_g4</th>\n",
9722 " <th>deaths_g7</th>\n",
9723 " <th>deaths_m4</th>\n",
9724 " <th>deaths_m7</th>\n",
9725 " <th>doubling_time</th>\n",
9726 " <th>doubling_time_7</th>\n",
9727 " </tr>\n",
9728 " <tr>\n",
9729 " <th>since_threshold</th>\n",
9730 " <th></th>\n",
9731 " <th></th>\n",
9732 " <th></th>\n",
9733 " <th></th>\n",
9734 " <th></th>\n",
9735 " <th></th>\n",
9736 " <th></th>\n",
9737 " <th></th>\n",
9738 " <th></th>\n",
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9740 " <th></th>\n",
9741 " <th></th>\n",
9742 " <th></th>\n",
9743 " <th></th>\n",
9744 " </tr>\n",
9745 " </thead>\n",
9746 " <tbody>\n",
9747 " <tr>\n",
9748 " <td>0</td>\n",
9749 " <td>478</td>\n",
9750 " <td>2244.0</td>\n",
9751 " <td>-6.0</td>\n",
9752 " <td>478.0</td>\n",
9753 " <td>2020-03-15</td>\n",
9754 " <td>19</td>\n",
9755 " <td>29.0</td>\n",
9756 " <td>18.0</td>\n",
9757 " <td>19.000000</td>\n",
9758 " <td>19.000000</td>\n",
9759 " <td>19.000000</td>\n",
9760 " <td>19.000000</td>\n",
9761 " <td>1.375551</td>\n",
9762 " <td>1.375551</td>\n",
9763 " </tr>\n",
9764 " <tr>\n",
9765 " <td>1</td>\n",
9766 " <td>361</td>\n",
9767 " <td>2605.0</td>\n",
9768 " <td>-117.0</td>\n",
9769 " <td>419.5</td>\n",
9770 " <td>2020-03-16</td>\n",
9771 " <td>14</td>\n",
9772 " <td>43.0</td>\n",
9773 " <td>-5.0</td>\n",
9774 " <td>16.309506</td>\n",
9775 " <td>16.309506</td>\n",
9776 " <td>16.500000</td>\n",
9777 " <td>16.500000</td>\n",
9778 " <td>2.155513</td>\n",
9779 " <td>2.155513</td>\n",
9780 " </tr>\n",
9781 " <tr>\n",
9782 " <td>2</td>\n",
9783 " <td>442</td>\n",
9784 " <td>3047.0</td>\n",
9785 " <td>81.0</td>\n",
9786 " <td>427.0</td>\n",
9787 " <td>2020-03-17</td>\n",
9788 " <td>22</td>\n",
9789 " <td>65.0</td>\n",
9790 " <td>8.0</td>\n",
9791 " <td>18.020553</td>\n",
9792 " <td>18.020553</td>\n",
9793 " <td>18.333333</td>\n",
9794 " <td>18.333333</td>\n",
9795 " <td>2.832630</td>\n",
9796 " <td>2.832630</td>\n",
9797 " </tr>\n",
9798 " <tr>\n",
9799 " <td>3</td>\n",
9800 " <td>611</td>\n",
9801 " <td>3658.0</td>\n",
9802 " <td>169.0</td>\n",
9803 " <td>473.0</td>\n",
9804 " <td>2020-03-18</td>\n",
9805 " <td>17</td>\n",
9806 " <td>82.0</td>\n",
9807 " <td>-5.0</td>\n",
9808 " <td>17.759810</td>\n",
9809 " <td>17.759810</td>\n",
9810 " <td>18.000000</td>\n",
9811 " <td>18.000000</td>\n",
9812 " <td>3.535633</td>\n",
9813 " <td>3.535633</td>\n",
9814 " </tr>\n",
9815 " <tr>\n",
9816 " <td>4</td>\n",
9817 " <td>769</td>\n",
9818 " <td>4427.0</td>\n",
9819 " <td>158.0</td>\n",
9820 " <td>532.2</td>\n",
9821 " <td>2020-03-19</td>\n",
9822 " <td>34</td>\n",
9823 " <td>116.0</td>\n",
9824 " <td>17.0</td>\n",
9825 " <td>20.540908</td>\n",
9826 " <td>20.223040</td>\n",
9827 " <td>21.750000</td>\n",
9828 " <td>21.200000</td>\n",
9829 " <td>4.251548</td>\n",
9830 " <td>4.313209</td>\n",
9831 " </tr>\n",
9832 " <tr>\n",
9833 " <td>...</td>\n",
9834 " <td>...</td>\n",
9835 " <td>...</td>\n",
9836 " <td>...</td>\n",
9837 " <td>...</td>\n",
9838 " <td>...</td>\n",
9839 " <td>...</td>\n",
9840 " <td>...</td>\n",
9841 " <td>...</td>\n",
9842 " <td>...</td>\n",
9843 " <td>...</td>\n",
9844 " <td>...</td>\n",
9845 " <td>...</td>\n",
9846 " <td>...</td>\n",
9847 " <td>...</td>\n",
9848 " </tr>\n",
9849 " <tr>\n",
9850 " <td>179</td>\n",
9851 " <td>574</td>\n",
9852 " <td>NaN</td>\n",
9853 " <td>NaN</td>\n",
9854 " <td>NaN</td>\n",
9855 " <td>NaT</td>\n",
9856 " <td>3</td>\n",
9857 " <td>NaN</td>\n",
9858 " <td>NaN</td>\n",
9859 " <td>NaN</td>\n",
9860 " <td>NaN</td>\n",
9861 " <td>NaN</td>\n",
9862 " <td>6.285714</td>\n",
9863 " <td>NaN</td>\n",
9864 " <td>NaN</td>\n",
9865 " </tr>\n",
9866 " <tr>\n",
9867 " <td>180</td>\n",
9868 " <td>629</td>\n",
9869 " <td>NaN</td>\n",
9870 " <td>NaN</td>\n",
9871 " <td>NaN</td>\n",
9872 " <td>NaT</td>\n",
9873 " <td>158</td>\n",
9874 " <td>NaN</td>\n",
9875 " <td>NaN</td>\n",
9876 " <td>NaN</td>\n",
9877 " <td>NaN</td>\n",
9878 " <td>NaN</td>\n",
9879 " <td>27.000000</td>\n",
9880 " <td>NaN</td>\n",
9881 " <td>NaN</td>\n",
9882 " </tr>\n",
9883 " <tr>\n",
9884 " <td>181</td>\n",
9885 " <td>477</td>\n",
9886 " <td>NaN</td>\n",
9887 " <td>NaN</td>\n",
9888 " <td>NaN</td>\n",
9889 " <td>NaT</td>\n",
9890 " <td>4</td>\n",
9891 " <td>NaN</td>\n",
9892 " <td>NaN</td>\n",
9893 " <td>NaN</td>\n",
9894 " <td>NaN</td>\n",
9895 " <td>NaN</td>\n",
9896 " <td>27.285714</td>\n",
9897 " <td>NaN</td>\n",
9898 " <td>NaN</td>\n",
9899 " </tr>\n",
9900 " <tr>\n",
9901 " <td>182</td>\n",
9902 " <td>320</td>\n",
9903 " <td>NaN</td>\n",
9904 " <td>NaN</td>\n",
9905 " <td>NaN</td>\n",
9906 " <td>NaT</td>\n",
9907 " <td>4</td>\n",
9908 " <td>NaN</td>\n",
9909 " <td>NaN</td>\n",
9910 " <td>NaN</td>\n",
9911 " <td>NaN</td>\n",
9912 " <td>NaN</td>\n",
9913 " <td>27.285714</td>\n",
9914 " <td>NaN</td>\n",
9915 " <td>NaN</td>\n",
9916 " </tr>\n",
9917 " <tr>\n",
9918 " <td>183</td>\n",
9919 " <td>401</td>\n",
9920 " <td>NaN</td>\n",
9921 " <td>NaN</td>\n",
9922 " <td>NaN</td>\n",
9923 " <td>NaT</td>\n",
9924 " <td>5</td>\n",
9925 " <td>NaN</td>\n",
9926 " <td>NaN</td>\n",
9927 " <td>NaN</td>\n",
9928 " <td>NaN</td>\n",
9929 " <td>NaN</td>\n",
9930 " <td>27.142857</td>\n",
9931 " <td>NaN</td>\n",
9932 " <td>NaN</td>\n",
9933 " </tr>\n",
9934 " </tbody>\n",
9935 "</table>\n",
9936 "<p>184 rows × 14 columns</p>\n",
9937 "</div>"
9938 ],
9939 "text/plain": [
9940 " cases cases_culm cases_diff cases_m7 dateRep deaths \\\n",
9941 "since_threshold \n",
9942 "0 478 2244.0 -6.0 478.0 2020-03-15 19 \n",
9943 "1 361 2605.0 -117.0 419.5 2020-03-16 14 \n",
9944 "2 442 3047.0 81.0 427.0 2020-03-17 22 \n",
9945 "3 611 3658.0 169.0 473.0 2020-03-18 17 \n",
9946 "4 769 4427.0 158.0 532.2 2020-03-19 34 \n",
9947 "... ... ... ... ... ... ... \n",
9948 "179 574 NaN NaN NaN NaT 3 \n",
9949 "180 629 NaN NaN NaN NaT 158 \n",
9950 "181 477 NaN NaN NaN NaT 4 \n",
9951 "182 320 NaN NaN NaN NaT 4 \n",
9952 "183 401 NaN NaN NaN NaT 5 \n",
9953 "\n",
9954 " deaths_culm deaths_diff deaths_g4 deaths_g7 deaths_m4 \\\n",
9955 "since_threshold \n",
9956 "0 29.0 18.0 19.000000 19.000000 19.000000 \n",
9957 "1 43.0 -5.0 16.309506 16.309506 16.500000 \n",
9958 "2 65.0 8.0 18.020553 18.020553 18.333333 \n",
9959 "3 82.0 -5.0 17.759810 17.759810 18.000000 \n",
9960 "4 116.0 17.0 20.540908 20.223040 21.750000 \n",
9961 "... ... ... ... ... ... \n",
9962 "179 NaN NaN NaN NaN NaN \n",
9963 "180 NaN NaN NaN NaN NaN \n",
9964 "181 NaN NaN NaN NaN NaN \n",
9965 "182 NaN NaN NaN NaN NaN \n",
9966 "183 NaN NaN NaN NaN NaN \n",
9967 "\n",
9968 " deaths_m7 doubling_time doubling_time_7 \n",
9969 "since_threshold \n",
9970 "0 19.000000 1.375551 1.375551 \n",
9971 "1 16.500000 2.155513 2.155513 \n",
9972 "2 18.333333 2.832630 2.832630 \n",
9973 "3 18.000000 3.535633 3.535633 \n",
9974 "4 21.200000 4.251548 4.313209 \n",
9975 "... ... ... ... \n",
9976 "179 6.285714 NaN NaN \n",
9977 "180 27.000000 NaN NaN \n",
9978 "181 27.285714 NaN NaN \n",
9979 "182 27.285714 NaN NaN \n",
9980 "183 27.142857 NaN NaN \n",
9981 "\n",
9982 "[184 rows x 14 columns]"
9983 ]
9984 },
9985 "execution_count": 681,
9986 "metadata": {},
9987 "output_type": "execute_result"
9988 }
9989 ],
9990 "source": [
9991 "uk_projection = uk_projection.droplevel(1)\n",
9992 "uk_projection"
9993 ]
9994 },
9995 {
9996 "cell_type": "code",
9997 "execution_count": 682,
9998 "metadata": {},
9999 "outputs": [
10000 {
10001 "data": {
10002 "text/plain": [
10003 "18"
10004 ]
10005 },
10006 "execution_count": 682,
10007 "metadata": {},
10008 "output_type": "execute_result"
10009 }
10010 ],
10011 "source": [
10012 "uk_projection.loc[152, 'deaths']"
10013 ]
10014 },
10015 {
10016 "cell_type": "markdown",
10017 "metadata": {},
10018 "source": [
10019 "## Correction for cumulative deaths correction on 14 August"
10020 ]
10021 },
10022 {
10023 "cell_type": "code",
10024 "execution_count": 683,
10025 "metadata": {},
10026 "outputs": [],
10027 "source": [
10028 "# uk_projection.loc[152, 'deaths'] = 50"
10029 ]
10030 },
10031 {
10032 "cell_type": "code",
10033 "execution_count": 684,
10034 "metadata": {},
10035 "outputs": [
10036 {
10037 "data": {
10038 "text/html": [
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10053 "<table border=\"1\" class=\"dataframe\">\n",
10054 " <thead>\n",
10055 " <tr style=\"text-align: right;\">\n",
10056 " <th></th>\n",
10057 " <th>cases</th>\n",
10058 " <th>cases_culm</th>\n",
10059 " <th>cases_diff</th>\n",
10060 " <th>cases_m7</th>\n",
10061 " <th>dateRep</th>\n",
10062 " <th>deaths</th>\n",
10063 " <th>deaths_culm</th>\n",
10064 " <th>deaths_diff</th>\n",
10065 " <th>deaths_g4</th>\n",
10066 " <th>deaths_g7</th>\n",
10067 " <th>deaths_m4</th>\n",
10068 " <th>deaths_m7</th>\n",
10069 " <th>doubling_time</th>\n",
10070 " <th>doubling_time_7</th>\n",
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10073 " <th>since_threshold</th>\n",
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10093 " <td>846</td>\n",
10094 " <td>302301.0</td>\n",
10095 " <td>83.0</td>\n",
10096 " <td>552.714286</td>\n",
10097 " <td>2020-07-31</td>\n",
10098 " <td>0</td>\n",
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10111 " <td>303181.0</td>\n",
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10115 " <td>20</td>\n",
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10143 " <td>141</td>\n",
10144 " <td>743</td>\n",
10145 " <td>304695.0</td>\n",
10146 " <td>-28.0</td>\n",
10147 " <td>634.857143</td>\n",
10148 " <td>2020-08-03</td>\n",
10149 " <td>5</td>\n",
10150 " <td>41207.0</td>\n",
10151 " <td>-8.0</td>\n",
10152 " <td>0.000000</td>\n",
10153 " <td>0.000000</td>\n",
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10160 " <td>142</td>\n",
10161 " <td>928</td>\n",
10162 " <td>305623.0</td>\n",
10163 " <td>185.0</td>\n",
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10179 " <td>306293.0</td>\n",
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10182 " <td>2020-08-05</td>\n",
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10185 " <td>17.0</td>\n",
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10189 " <td>13.000000</td>\n",
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10195 " <td>891</td>\n",
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10197 " <td>221.0</td>\n",
10198 " <td>818.428571</td>\n",
10199 " <td>2020-08-06</td>\n",
10200 " <td>14</td>\n",
10201 " <td>41240.0</td>\n",
10202 " <td>-4.0</td>\n",
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10213 " <td>308134.0</td>\n",
10214 " <td>59.0</td>\n",
10215 " <td>833.285714</td>\n",
10216 " <td>2020-08-07</td>\n",
10217 " <td>18</td>\n",
10218 " <td>41258.0</td>\n",
10219 " <td>4.0</td>\n",
10220 " <td>8.206694</td>\n",
10221 " <td>9.273227</td>\n",
10222 " <td>12.75</td>\n",
10223 " <td>12.714286</td>\n",
10224 " <td>3485.046367</td>\n",
10225 " <td>3084.263827</td>\n",
10226 " </tr>\n",
10227 " <tr>\n",
10228 " <td>146</td>\n",
10229 " <td>871</td>\n",
10230 " <td>309005.0</td>\n",
10231 " <td>-79.0</td>\n",
10232 " <td>832.000000</td>\n",
10233 " <td>2020-08-08</td>\n",
10234 " <td>12</td>\n",
10235 " <td>41270.0</td>\n",
10236 " <td>-6.0</td>\n",
10237 " <td>15.274379</td>\n",
10238 " <td>8.620615</td>\n",
10239 " <td>15.50</td>\n",
10240 " <td>11.571429</td>\n",
10241 " <td>1873.167925</td>\n",
10242 " <td>3318.692768</td>\n",
10243 " </tr>\n",
10244 " <tr>\n",
10245 " <td>147</td>\n",
10246 " <td>758</td>\n",
10247 " <td>309763.0</td>\n",
10248 " <td>-113.0</td>\n",
10249 " <td>830.142857</td>\n",
10250 " <td>2020-08-09</td>\n",
10251 " <td>3</td>\n",
10252 " <td>41273.0</td>\n",
10253 " <td>-9.0</td>\n",
10254 " <td>9.759459</td>\n",
10255 " <td>6.991392</td>\n",
10256 " <td>11.75</td>\n",
10257 " <td>10.142857</td>\n",
10258 " <td>2931.683481</td>\n",
10259 " <td>4092.273291</td>\n",
10260 " </tr>\n",
10261 " <tr>\n",
10262 " <td>148</td>\n",
10263 " <td>1062</td>\n",
10264 " <td>310825.0</td>\n",
10265 " <td>304.0</td>\n",
10266 " <td>875.714286</td>\n",
10267 " <td>2020-08-10</td>\n",
10268 " <td>5</td>\n",
10269 " <td>41278.0</td>\n",
10270 " <td>2.0</td>\n",
10271 " <td>7.544601</td>\n",
10272 " <td>6.991392</td>\n",
10273 " <td>9.50</td>\n",
10274 " <td>10.142857</td>\n",
10275 " <td>3792.691701</td>\n",
10276 " <td>4092.769006</td>\n",
10277 " </tr>\n",
10278 " <tr>\n",
10279 " <td>149</td>\n",
10280 " <td>816</td>\n",
10281 " <td>311641.0</td>\n",
10282 " <td>-246.0</td>\n",
10283 " <td>859.714286</td>\n",
10284 " <td>2020-08-11</td>\n",
10285 " <td>18</td>\n",
10286 " <td>41296.0</td>\n",
10287 " <td>13.0</td>\n",
10288 " <td>7.544601</td>\n",
10289 " <td>10.565457</td>\n",
10290 " <td>9.50</td>\n",
10291 " <td>12.571429</td>\n",
10292 " <td>3794.345420</td>\n",
10293 " <td>2709.572058</td>\n",
10294 " </tr>\n",
10295 " <tr>\n",
10296 " <td>150</td>\n",
10297 " <td>1148</td>\n",
10298 " <td>312789.0</td>\n",
10299 " <td>332.0</td>\n",
10300 " <td>928.000000</td>\n",
10301 " <td>2020-08-12</td>\n",
10302 " <td>13</td>\n",
10303 " <td>41309.0</td>\n",
10304 " <td>-5.0</td>\n",
10305 " <td>7.697094</td>\n",
10306 " <td>10.085523</td>\n",
10307 " <td>9.75</td>\n",
10308 " <td>11.857143</td>\n",
10309 " <td>3720.350193</td>\n",
10310 " <td>2839.387976</td>\n",
10311 " </tr>\n",
10312 " <tr>\n",
10313 " <td>151</td>\n",
10314 " <td>1009</td>\n",
10315 " <td>313798.0</td>\n",
10316 " <td>-139.0</td>\n",
10317 " <td>944.857143</td>\n",
10318 " <td>2020-08-13</td>\n",
10319 " <td>20</td>\n",
10320 " <td>41329.0</td>\n",
10321 " <td>7.0</td>\n",
10322 " <td>12.368128</td>\n",
10323 " <td>10.612734</td>\n",
10324 " <td>14.00</td>\n",
10325 " <td>12.714286</td>\n",
10326 " <td>2316.548351</td>\n",
10327 " <td>2699.658600</td>\n",
10328 " </tr>\n",
10329 " <tr>\n",
10330 " <td>152</td>\n",
10331 " <td>1129</td>\n",
10332 " <td>314927.0</td>\n",
10333 " <td>120.0</td>\n",
10334 " <td>970.428571</td>\n",
10335 " <td>2020-08-14</td>\n",
10336 " <td>18</td>\n",
10337 " <td>41347.0</td>\n",
10338 " <td>-2.0</td>\n",
10339 " <td>17.036469</td>\n",
10340 " <td>10.612734</td>\n",
10341 " <td>17.25</td>\n",
10342 " <td>12.714286</td>\n",
10343 " <td>1682.593988</td>\n",
10344 " <td>2700.834230</td>\n",
10345 " </tr>\n",
10346 " <tr>\n",
10347 " <td>153</td>\n",
10348 " <td>1440</td>\n",
10349 " <td>316367.0</td>\n",
10350 " <td>311.0</td>\n",
10351 " <td>1051.714286</td>\n",
10352 " <td>2020-08-15</td>\n",
10353 " <td>11</td>\n",
10354 " <td>41358.0</td>\n",
10355 " <td>-7.0</td>\n",
10356 " <td>15.062936</td>\n",
10357 " <td>10.481632</td>\n",
10358 " <td>15.50</td>\n",
10359 " <td>12.571429</td>\n",
10360 " <td>1903.506790</td>\n",
10361 " <td>2735.338743</td>\n",
10362 " </tr>\n",
10363 " <tr>\n",
10364 " <td>154</td>\n",
10365 " <td>1077</td>\n",
10366 " <td>317444.0</td>\n",
10367 " <td>-363.0</td>\n",
10368 " <td>1097.285714</td>\n",
10369 " <td>2020-08-16</td>\n",
10370 " <td>3</td>\n",
10371 " <td>41361.0</td>\n",
10372 " <td>-8.0</td>\n",
10373 " <td>10.440087</td>\n",
10374 " <td>10.481632</td>\n",
10375 " <td>13.00</td>\n",
10376 " <td>12.571429</td>\n",
10377 " <td>2746.421476</td>\n",
10378 " <td>2735.537132</td>\n",
10379 " </tr>\n",
10380 " <tr>\n",
10381 " <td>155</td>\n",
10382 " <td>1040</td>\n",
10383 " <td>318484.0</td>\n",
10384 " <td>-37.0</td>\n",
10385 " <td>1094.142857</td>\n",
10386 " <td>2020-08-17</td>\n",
10387 " <td>5</td>\n",
10388 " <td>41366.0</td>\n",
10389 " <td>2.0</td>\n",
10390 " <td>7.382256</td>\n",
10391 " <td>10.481632</td>\n",
10392 " <td>9.25</td>\n",
10393 " <td>12.571429</td>\n",
10394 " <td>3884.352422</td>\n",
10395 " <td>2735.867781</td>\n",
10396 " </tr>\n",
10397 " <tr>\n",
10398 " <td>156</td>\n",
10399 " <td>713</td>\n",
10400 " <td>319197.0</td>\n",
10401 " <td>-327.0</td>\n",
10402 " <td>1079.428571</td>\n",
10403 " <td>2020-08-18</td>\n",
10404 " <td>3</td>\n",
10405 " <td>41369.0</td>\n",
10406 " <td>-2.0</td>\n",
10407 " <td>4.716842</td>\n",
10408 " <td>8.114550</td>\n",
10409 " <td>5.50</td>\n",
10410 " <td>10.428571</td>\n",
10411 " <td>6079.585100</td>\n",
10412 " <td>3534.098405</td>\n",
10413 " </tr>\n",
10414 " <tr>\n",
10415 " <td>157</td>\n",
10416 " <td>1089</td>\n",
10417 " <td>320286.0</td>\n",
10418 " <td>376.0</td>\n",
10419 " <td>1071.000000</td>\n",
10420 " <td>2020-08-19</td>\n",
10421 " <td>12</td>\n",
10422 " <td>41381.0</td>\n",
10423 " <td>9.0</td>\n",
10424 " <td>4.820571</td>\n",
10425 " <td>8.022291</td>\n",
10426 " <td>5.75</td>\n",
10427 " <td>10.285714</td>\n",
10428 " <td>5950.497778</td>\n",
10429 " <td>3575.774437</td>\n",
10430 " </tr>\n",
10431 " <tr>\n",
10432 " <td>158</td>\n",
10433 " <td>252</td>\n",
10434 " <td>NaN</td>\n",
10435 " <td>NaN</td>\n",
10436 " <td>NaN</td>\n",
10437 " <td>NaT</td>\n",
10438 " <td>5</td>\n",
10439 " <td>NaN</td>\n",
10440 " <td>NaN</td>\n",
10441 " <td>NaN</td>\n",
10442 " <td>NaN</td>\n",
10443 " <td>NaN</td>\n",
10444 " <td>8.142857</td>\n",
10445 " <td>NaN</td>\n",
10446 " <td>NaN</td>\n",
10447 " </tr>\n",
10448 " <tr>\n",
10449 " <td>159</td>\n",
10450 " <td>274</td>\n",
10451 " <td>NaN</td>\n",
10452 " <td>NaN</td>\n",
10453 " <td>NaN</td>\n",
10454 " <td>NaT</td>\n",
10455 " <td>5</td>\n",
10456 " <td>NaN</td>\n",
10457 " <td>NaN</td>\n",
10458 " <td>NaN</td>\n",
10459 " <td>NaN</td>\n",
10460 " <td>NaN</td>\n",
10461 " <td>6.285714</td>\n",
10462 " <td>NaN</td>\n",
10463 " <td>NaN</td>\n",
10464 " </tr>\n",
10465 " <tr>\n",
10466 " <td>160</td>\n",
10467 " <td>254</td>\n",
10468 " <td>NaN</td>\n",
10469 " <td>NaN</td>\n",
10470 " <td>NaN</td>\n",
10471 " <td>NaT</td>\n",
10472 " <td>5</td>\n",
10473 " <td>NaN</td>\n",
10474 " <td>NaN</td>\n",
10475 " <td>NaN</td>\n",
10476 " <td>NaN</td>\n",
10477 " <td>NaN</td>\n",
10478 " <td>5.428571</td>\n",
10479 " <td>NaN</td>\n",
10480 " <td>NaN</td>\n",
10481 " </tr>\n",
10482 " <tr>\n",
10483 " <td>161</td>\n",
10484 " <td>168</td>\n",
10485 " <td>NaN</td>\n",
10486 " <td>NaN</td>\n",
10487 " <td>NaN</td>\n",
10488 " <td>NaT</td>\n",
10489 " <td>5</td>\n",
10490 " <td>NaN</td>\n",
10491 " <td>NaN</td>\n",
10492 " <td>NaN</td>\n",
10493 " <td>NaN</td>\n",
10494 " <td>NaN</td>\n",
10495 " <td>5.714286</td>\n",
10496 " <td>NaN</td>\n",
10497 " <td>NaN</td>\n",
10498 " </tr>\n",
10499 " <tr>\n",
10500 " <td>162</td>\n",
10501 " <td>202</td>\n",
10502 " <td>NaN</td>\n",
10503 " <td>NaN</td>\n",
10504 " <td>NaN</td>\n",
10505 " <td>NaT</td>\n",
10506 " <td>11</td>\n",
10507 " <td>NaN</td>\n",
10508 " <td>NaN</td>\n",
10509 " <td>NaN</td>\n",
10510 " <td>NaN</td>\n",
10511 " <td>NaN</td>\n",
10512 " <td>6.571429</td>\n",
10513 " <td>NaN</td>\n",
10514 " <td>NaN</td>\n",
10515 " </tr>\n",
10516 " <tr>\n",
10517 " <td>163</td>\n",
10518 " <td>288</td>\n",
10519 " <td>NaN</td>\n",
10520 " <td>NaN</td>\n",
10521 " <td>NaN</td>\n",
10522 " <td>NaT</td>\n",
10523 " <td>6</td>\n",
10524 " <td>NaN</td>\n",
10525 " <td>NaN</td>\n",
10526 " <td>NaN</td>\n",
10527 " <td>NaN</td>\n",
10528 " <td>NaN</td>\n",
10529 " <td>7.000000</td>\n",
10530 " <td>NaN</td>\n",
10531 " <td>NaN</td>\n",
10532 " </tr>\n",
10533 " </tbody>\n",
10534 "</table>\n",
10535 "</div>"
10536 ],
10537 "text/plain": [
10538 " cases cases_culm cases_diff cases_m7 dateRep \\\n",
10539 "since_threshold \n",
10540 "138 846 302301.0 83.0 552.714286 2020-07-31 \n",
10541 "139 880 303181.0 34.0 574.000000 2020-08-01 \n",
10542 "140 771 303952.0 -109.0 588.857143 2020-08-02 \n",
10543 "141 743 304695.0 -28.0 634.857143 2020-08-03 \n",
10544 "142 928 305623.0 185.0 714.428571 2020-08-04 \n",
10545 "143 670 306293.0 -258.0 800.142857 2020-08-05 \n",
10546 "144 891 307184.0 221.0 818.428571 2020-08-06 \n",
10547 "145 950 308134.0 59.0 833.285714 2020-08-07 \n",
10548 "146 871 309005.0 -79.0 832.000000 2020-08-08 \n",
10549 "147 758 309763.0 -113.0 830.142857 2020-08-09 \n",
10550 "148 1062 310825.0 304.0 875.714286 2020-08-10 \n",
10551 "149 816 311641.0 -246.0 859.714286 2020-08-11 \n",
10552 "150 1148 312789.0 332.0 928.000000 2020-08-12 \n",
10553 "151 1009 313798.0 -139.0 944.857143 2020-08-13 \n",
10554 "152 1129 314927.0 120.0 970.428571 2020-08-14 \n",
10555 "153 1440 316367.0 311.0 1051.714286 2020-08-15 \n",
10556 "154 1077 317444.0 -363.0 1097.285714 2020-08-16 \n",
10557 "155 1040 318484.0 -37.0 1094.142857 2020-08-17 \n",
10558 "156 713 319197.0 -327.0 1079.428571 2020-08-18 \n",
10559 "157 1089 320286.0 376.0 1071.000000 2020-08-19 \n",
10560 "158 252 NaN NaN NaN NaT \n",
10561 "159 274 NaN NaN NaN NaT \n",
10562 "160 254 NaN NaN NaN NaT \n",
10563 "161 168 NaN NaN NaN NaT \n",
10564 "162 202 NaN NaN NaN NaT \n",
10565 "163 288 NaN NaN NaN NaT \n",
10566 "\n",
10567 " deaths deaths_culm deaths_diff deaths_g4 deaths_g7 \\\n",
10568 "since_threshold \n",
10569 "138 0 41169.0 -34.0 0.000000 0.000000 \n",
10570 "139 20 41189.0 20.0 0.000000 0.000000 \n",
10571 "140 13 41202.0 -7.0 0.000000 0.000000 \n",
10572 "141 5 41207.0 -8.0 0.000000 0.000000 \n",
10573 "142 1 41208.0 -4.0 6.004624 0.000000 \n",
10574 "143 18 41226.0 17.0 5.848527 0.000000 \n",
10575 "144 14 41240.0 -4.0 5.957892 0.000000 \n",
10576 "145 18 41258.0 4.0 8.206694 9.273227 \n",
10577 "146 12 41270.0 -6.0 15.274379 8.620615 \n",
10578 "147 3 41273.0 -9.0 9.759459 6.991392 \n",
10579 "148 5 41278.0 2.0 7.544601 6.991392 \n",
10580 "149 18 41296.0 13.0 7.544601 10.565457 \n",
10581 "150 13 41309.0 -5.0 7.697094 10.085523 \n",
10582 "151 20 41329.0 7.0 12.368128 10.612734 \n",
10583 "152 18 41347.0 -2.0 17.036469 10.612734 \n",
10584 "153 11 41358.0 -7.0 15.062936 10.481632 \n",
10585 "154 3 41361.0 -8.0 10.440087 10.481632 \n",
10586 "155 5 41366.0 2.0 7.382256 10.481632 \n",
10587 "156 3 41369.0 -2.0 4.716842 8.114550 \n",
10588 "157 12 41381.0 9.0 4.820571 8.022291 \n",
10589 "158 5 NaN NaN NaN NaN \n",
10590 "159 5 NaN NaN NaN NaN \n",
10591 "160 5 NaN NaN NaN NaN \n",
10592 "161 5 NaN NaN NaN NaN \n",
10593 "162 11 NaN NaN NaN NaN \n",
10594 "163 6 NaN NaN NaN NaN \n",
10595 "\n",
10596 " deaths_m4 deaths_m7 doubling_time doubling_time_7 \n",
10597 "since_threshold \n",
10598 "138 14.50 16.142857 NaN NaN \n",
10599 "139 18.75 14.428571 NaN NaN \n",
10600 "140 16.75 14.142857 NaN NaN \n",
10601 "141 9.50 13.714286 NaN NaN \n",
10602 "142 9.75 13.428571 4757.215218 NaN \n",
10603 "143 9.25 13.000000 4886.309798 NaN \n",
10604 "144 9.50 10.142857 4798.249763 NaN \n",
10605 "145 12.75 12.714286 3485.046367 3084.263827 \n",
10606 "146 15.50 11.571429 1873.167925 3318.692768 \n",
10607 "147 11.75 10.142857 2931.683481 4092.273291 \n",
10608 "148 9.50 10.142857 3792.691701 4092.769006 \n",
10609 "149 9.50 12.571429 3794.345420 2709.572058 \n",
10610 "150 9.75 11.857143 3720.350193 2839.387976 \n",
10611 "151 14.00 12.714286 2316.548351 2699.658600 \n",
10612 "152 17.25 12.714286 1682.593988 2700.834230 \n",
10613 "153 15.50 12.571429 1903.506790 2735.338743 \n",
10614 "154 13.00 12.571429 2746.421476 2735.537132 \n",
10615 "155 9.25 12.571429 3884.352422 2735.867781 \n",
10616 "156 5.50 10.428571 6079.585100 3534.098405 \n",
10617 "157 5.75 10.285714 5950.497778 3575.774437 \n",
10618 "158 NaN 8.142857 NaN NaN \n",
10619 "159 NaN 6.285714 NaN NaN \n",
10620 "160 NaN 5.428571 NaN NaN \n",
10621 "161 NaN 5.714286 NaN NaN \n",
10622 "162 NaN 6.571429 NaN NaN \n",
10623 "163 NaN 7.000000 NaN NaN "
10624 ]
10625 },
10626 "execution_count": 684,
10627 "metadata": {},
10628 "output_type": "execute_result"
10629 }
10630 ],
10631 "source": [
10632 "uk_projection['deaths_m7'] = uk_projection['deaths'].transform(lambda x: x.rolling(7, 1).mean())\n",
10633 "uk_projection.loc[(uk_current_end - 20):(uk_current_end + 5)]"
10634 ]
10635 },
10636 {
10637 "cell_type": "code",
10638 "execution_count": 685,
10639 "metadata": {},
10640 "outputs": [
10641 {
10642 "data": {
10643 "text/html": [
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10659 " <thead>\n",
10660 " <tr style=\"text-align: right;\">\n",
10661 " <th></th>\n",
10662 " <th>cases</th>\n",
10663 " <th>cases_culm</th>\n",
10664 " <th>cases_diff</th>\n",
10665 " <th>cases_m7</th>\n",
10666 " <th>dateRep</th>\n",
10667 " <th>deaths</th>\n",
10668 " <th>deaths_culm</th>\n",
10669 " <th>deaths_diff</th>\n",
10670 " <th>deaths_g4</th>\n",
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10716 " <td>317444.0</td>\n",
10717 " <td>-363.0</td>\n",
10718 " <td>1097.285714</td>\n",
10719 " <td>2020-08-16</td>\n",
10720 " <td>3</td>\n",
10721 " <td>41361.0</td>\n",
10722 " <td>-8.0</td>\n",
10723 " <td>10.440087</td>\n",
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10727 " <td>2746.421476</td>\n",
10728 " <td>2735.537132</td>\n",
10729 " </tr>\n",
10730 " <tr>\n",
10731 " <td>155</td>\n",
10732 " <td>1040</td>\n",
10733 " <td>318484.0</td>\n",
10734 " <td>-37.0</td>\n",
10735 " <td>1094.142857</td>\n",
10736 " <td>2020-08-17</td>\n",
10737 " <td>5</td>\n",
10738 " <td>41366.0</td>\n",
10739 " <td>2.0</td>\n",
10740 " <td>7.382256</td>\n",
10741 " <td>10.481632</td>\n",
10742 " <td>9.25</td>\n",
10743 " <td>12.571429</td>\n",
10744 " <td>3884.352422</td>\n",
10745 " <td>2735.867781</td>\n",
10746 " </tr>\n",
10747 " <tr>\n",
10748 " <td>156</td>\n",
10749 " <td>713</td>\n",
10750 " <td>319197.0</td>\n",
10751 " <td>-327.0</td>\n",
10752 " <td>1079.428571</td>\n",
10753 " <td>2020-08-18</td>\n",
10754 " <td>3</td>\n",
10755 " <td>41369.0</td>\n",
10756 " <td>-2.0</td>\n",
10757 " <td>4.716842</td>\n",
10758 " <td>8.114550</td>\n",
10759 " <td>5.50</td>\n",
10760 " <td>10.428571</td>\n",
10761 " <td>6079.585100</td>\n",
10762 " <td>3534.098405</td>\n",
10763 " </tr>\n",
10764 " <tr>\n",
10765 " <td>157</td>\n",
10766 " <td>1089</td>\n",
10767 " <td>320286.0</td>\n",
10768 " <td>376.0</td>\n",
10769 " <td>1071.000000</td>\n",
10770 " <td>2020-08-19</td>\n",
10771 " <td>12</td>\n",
10772 " <td>41381.0</td>\n",
10773 " <td>9.0</td>\n",
10774 " <td>4.820571</td>\n",
10775 " <td>8.022291</td>\n",
10776 " <td>5.75</td>\n",
10777 " <td>10.285714</td>\n",
10778 " <td>5950.497778</td>\n",
10779 " <td>3575.774437</td>\n",
10780 " </tr>\n",
10781 " <tr>\n",
10782 " <td>158</td>\n",
10783 " <td>252</td>\n",
10784 " <td>NaN</td>\n",
10785 " <td>NaN</td>\n",
10786 " <td>NaN</td>\n",
10787 " <td>NaT</td>\n",
10788 " <td>5</td>\n",
10789 " <td>NaN</td>\n",
10790 " <td>NaN</td>\n",
10791 " <td>NaN</td>\n",
10792 " <td>NaN</td>\n",
10793 " <td>NaN</td>\n",
10794 " <td>8.142857</td>\n",
10795 " <td>NaN</td>\n",
10796 " <td>NaN</td>\n",
10797 " </tr>\n",
10798 " <tr>\n",
10799 " <td>159</td>\n",
10800 " <td>274</td>\n",
10801 " <td>NaN</td>\n",
10802 " <td>NaN</td>\n",
10803 " <td>NaN</td>\n",
10804 " <td>NaT</td>\n",
10805 " <td>5</td>\n",
10806 " <td>NaN</td>\n",
10807 " <td>NaN</td>\n",
10808 " <td>NaN</td>\n",
10809 " <td>NaN</td>\n",
10810 " <td>NaN</td>\n",
10811 " <td>6.285714</td>\n",
10812 " <td>NaN</td>\n",
10813 " <td>NaN</td>\n",
10814 " </tr>\n",
10815 " <tr>\n",
10816 " <td>160</td>\n",
10817 " <td>254</td>\n",
10818 " <td>NaN</td>\n",
10819 " <td>NaN</td>\n",
10820 " <td>NaN</td>\n",
10821 " <td>NaT</td>\n",
10822 " <td>5</td>\n",
10823 " <td>NaN</td>\n",
10824 " <td>NaN</td>\n",
10825 " <td>NaN</td>\n",
10826 " <td>NaN</td>\n",
10827 " <td>NaN</td>\n",
10828 " <td>5.428571</td>\n",
10829 " <td>NaN</td>\n",
10830 " <td>NaN</td>\n",
10831 " </tr>\n",
10832 " <tr>\n",
10833 " <td>161</td>\n",
10834 " <td>168</td>\n",
10835 " <td>NaN</td>\n",
10836 " <td>NaN</td>\n",
10837 " <td>NaN</td>\n",
10838 " <td>NaT</td>\n",
10839 " <td>5</td>\n",
10840 " <td>NaN</td>\n",
10841 " <td>NaN</td>\n",
10842 " <td>NaN</td>\n",
10843 " <td>NaN</td>\n",
10844 " <td>NaN</td>\n",
10845 " <td>5.714286</td>\n",
10846 " <td>NaN</td>\n",
10847 " <td>NaN</td>\n",
10848 " </tr>\n",
10849 " <tr>\n",
10850 " <td>162</td>\n",
10851 " <td>202</td>\n",
10852 " <td>NaN</td>\n",
10853 " <td>NaN</td>\n",
10854 " <td>NaN</td>\n",
10855 " <td>NaT</td>\n",
10856 " <td>11</td>\n",
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10860 " <td>NaN</td>\n",
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10862 " <td>6.571429</td>\n",
10863 " <td>NaN</td>\n",
10864 " <td>NaN</td>\n",
10865 " </tr>\n",
10866 " <tr>\n",
10867 " <td>163</td>\n",
10868 " <td>288</td>\n",
10869 " <td>NaN</td>\n",
10870 " <td>NaN</td>\n",
10871 " <td>NaN</td>\n",
10872 " <td>NaT</td>\n",
10873 " <td>6</td>\n",
10874 " <td>NaN</td>\n",
10875 " <td>NaN</td>\n",
10876 " <td>NaN</td>\n",
10877 " <td>NaN</td>\n",
10878 " <td>NaN</td>\n",
10879 " <td>7.000000</td>\n",
10880 " <td>NaN</td>\n",
10881 " <td>NaN</td>\n",
10882 " </tr>\n",
10883 " <tr>\n",
10884 " <td>164</td>\n",
10885 " <td>382</td>\n",
10886 " <td>NaN</td>\n",
10887 " <td>NaN</td>\n",
10888 " <td>NaN</td>\n",
10889 " <td>NaT</td>\n",
10890 " <td>3</td>\n",
10891 " <td>NaN</td>\n",
10892 " <td>NaN</td>\n",
10893 " <td>NaN</td>\n",
10894 " <td>NaN</td>\n",
10895 " <td>NaN</td>\n",
10896 " <td>5.714286</td>\n",
10897 " <td>NaN</td>\n",
10898 " <td>NaN</td>\n",
10899 " </tr>\n",
10900 " <tr>\n",
10901 " <td>165</td>\n",
10902 " <td>379</td>\n",
10903 " <td>NaN</td>\n",
10904 " <td>NaN</td>\n",
10905 " <td>NaN</td>\n",
10906 " <td>NaT</td>\n",
10907 " <td>9</td>\n",
10908 " <td>NaN</td>\n",
10909 " <td>NaN</td>\n",
10910 " <td>NaN</td>\n",
10911 " <td>NaN</td>\n",
10912 " <td>NaN</td>\n",
10913 " <td>6.285714</td>\n",
10914 " <td>NaN</td>\n",
10915 " <td>NaN</td>\n",
10916 " </tr>\n",
10917 " <tr>\n",
10918 " <td>166</td>\n",
10919 " <td>295</td>\n",
10920 " <td>NaN</td>\n",
10921 " <td>NaN</td>\n",
10922 " <td>NaN</td>\n",
10923 " <td>NaT</td>\n",
10924 " <td>5</td>\n",
10925 " <td>NaN</td>\n",
10926 " <td>NaN</td>\n",
10927 " <td>NaN</td>\n",
10928 " <td>NaN</td>\n",
10929 " <td>NaN</td>\n",
10930 " <td>6.285714</td>\n",
10931 " <td>NaN</td>\n",
10932 " <td>NaN</td>\n",
10933 " </tr>\n",
10934 " <tr>\n",
10935 " <td>167</td>\n",
10936 " <td>238</td>\n",
10937 " <td>NaN</td>\n",
10938 " <td>NaN</td>\n",
10939 " <td>NaN</td>\n",
10940 " <td>NaT</td>\n",
10941 " <td>8</td>\n",
10942 " <td>NaN</td>\n",
10943 " <td>NaN</td>\n",
10944 " <td>NaN</td>\n",
10945 " <td>NaN</td>\n",
10946 " <td>NaN</td>\n",
10947 " <td>6.714286</td>\n",
10948 " <td>NaN</td>\n",
10949 " <td>NaN</td>\n",
10950 " </tr>\n",
10951 " <tr>\n",
10952 " <td>168</td>\n",
10953 " <td>159</td>\n",
10954 " <td>NaN</td>\n",
10955 " <td>NaN</td>\n",
10956 " <td>NaN</td>\n",
10957 " <td>NaT</td>\n",
10958 " <td>12</td>\n",
10959 " <td>NaN</td>\n",
10960 " <td>NaN</td>\n",
10961 " <td>NaN</td>\n",
10962 " <td>NaN</td>\n",
10963 " <td>NaN</td>\n",
10964 " <td>7.714286</td>\n",
10965 " <td>NaN</td>\n",
10966 " <td>NaN</td>\n",
10967 " </tr>\n",
10968 " <tr>\n",
10969 " <td>169</td>\n",
10970 " <td>190</td>\n",
10971 " <td>NaN</td>\n",
10972 " <td>NaN</td>\n",
10973 " <td>NaN</td>\n",
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10975 " <td>5</td>\n",
10976 " <td>NaN</td>\n",
10977 " <td>NaN</td>\n",
10978 " <td>NaN</td>\n",
10979 " <td>NaN</td>\n",
10980 " <td>NaN</td>\n",
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10982 " <td>NaN</td>\n",
10983 " <td>NaN</td>\n",
10984 " </tr>\n",
10985 " <tr>\n",
10986 " <td>170</td>\n",
10987 " <td>384</td>\n",
10988 " <td>NaN</td>\n",
10989 " <td>NaN</td>\n",
10990 " <td>NaN</td>\n",
10991 " <td>NaT</td>\n",
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10993 " <td>NaN</td>\n",
10994 " <td>NaN</td>\n",
10995 " <td>NaN</td>\n",
10996 " <td>NaN</td>\n",
10997 " <td>NaN</td>\n",
10998 " <td>7.428571</td>\n",
10999 " <td>NaN</td>\n",
11000 " <td>NaN</td>\n",
11001 " </tr>\n",
11002 " <tr>\n",
11003 " <td>171</td>\n",
11004 " <td>401</td>\n",
11005 " <td>NaN</td>\n",
11006 " <td>NaN</td>\n",
11007 " <td>NaN</td>\n",
11008 " <td>NaT</td>\n",
11009 " <td>6</td>\n",
11010 " <td>NaN</td>\n",
11011 " <td>NaN</td>\n",
11012 " <td>NaN</td>\n",
11013 " <td>NaN</td>\n",
11014 " <td>NaN</td>\n",
11015 " <td>7.857143</td>\n",
11016 " <td>NaN</td>\n",
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11018 " </tr>\n",
11019 " <tr>\n",
11020 " <td>172</td>\n",
11021 " <td>552</td>\n",
11022 " <td>NaN</td>\n",
11023 " <td>NaN</td>\n",
11024 " <td>NaN</td>\n",
11025 " <td>NaT</td>\n",
11026 " <td>3</td>\n",
11027 " <td>NaN</td>\n",
11028 " <td>NaN</td>\n",
11029 " <td>NaN</td>\n",
11030 " <td>NaN</td>\n",
11031 " <td>NaN</td>\n",
11032 " <td>7.000000</td>\n",
11033 " <td>NaN</td>\n",
11034 " <td>NaN</td>\n",
11035 " </tr>\n",
11036 " <tr>\n",
11037 " <td>173</td>\n",
11038 " <td>347</td>\n",
11039 " <td>NaN</td>\n",
11040 " <td>NaN</td>\n",
11041 " <td>NaN</td>\n",
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11044 " <td>NaN</td>\n",
11045 " <td>NaN</td>\n",
11046 " <td>NaN</td>\n",
11047 " <td>NaN</td>\n",
11048 " <td>NaN</td>\n",
11049 " <td>8.142857</td>\n",
11050 " <td>NaN</td>\n",
11051 " <td>NaN</td>\n",
11052 " </tr>\n",
11053 " <tr>\n",
11054 " <td>174</td>\n",
11055 " <td>463</td>\n",
11056 " <td>NaN</td>\n",
11057 " <td>NaN</td>\n",
11058 " <td>NaN</td>\n",
11059 " <td>NaT</td>\n",
11060 " <td>2</td>\n",
11061 " <td>NaN</td>\n",
11062 " <td>NaN</td>\n",
11063 " <td>NaN</td>\n",
11064 " <td>NaN</td>\n",
11065 " <td>NaN</td>\n",
11066 " <td>7.285714</td>\n",
11067 " <td>NaN</td>\n",
11068 " <td>NaN</td>\n",
11069 " </tr>\n",
11070 " <tr>\n",
11071 " <td>175</td>\n",
11072 " <td>259</td>\n",
11073 " <td>NaN</td>\n",
11074 " <td>NaN</td>\n",
11075 " <td>NaN</td>\n",
11076 " <td>NaT</td>\n",
11077 " <td>4</td>\n",
11078 " <td>NaN</td>\n",
11079 " <td>NaN</td>\n",
11080 " <td>NaN</td>\n",
11081 " <td>NaN</td>\n",
11082 " <td>NaN</td>\n",
11083 " <td>6.142857</td>\n",
11084 " <td>NaN</td>\n",
11085 " <td>NaN</td>\n",
11086 " </tr>\n",
11087 " <tr>\n",
11088 " <td>176</td>\n",
11089 " <td>412</td>\n",
11090 " <td>NaN</td>\n",
11091 " <td>NaN</td>\n",
11092 " <td>NaN</td>\n",
11093 " <td>NaT</td>\n",
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11095 " <td>NaN</td>\n",
11096 " <td>NaN</td>\n",
11097 " <td>NaN</td>\n",
11098 " <td>NaN</td>\n",
11099 " <td>NaN</td>\n",
11100 " <td>6.285714</td>\n",
11101 " <td>NaN</td>\n",
11102 " <td>NaN</td>\n",
11103 " </tr>\n",
11104 " <tr>\n",
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11106 " <td>476</td>\n",
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11112 " <td>NaN</td>\n",
11113 " <td>NaN</td>\n",
11114 " <td>NaN</td>\n",
11115 " <td>NaN</td>\n",
11116 " <td>NaN</td>\n",
11117 " <td>6.285714</td>\n",
11118 " <td>NaN</td>\n",
11119 " <td>NaN</td>\n",
11120 " </tr>\n",
11121 " <tr>\n",
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11123 " <td>522</td>\n",
11124 " <td>NaN</td>\n",
11125 " <td>NaN</td>\n",
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11127 " <td>NaT</td>\n",
11128 " <td>6</td>\n",
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11130 " <td>NaN</td>\n",
11131 " <td>NaN</td>\n",
11132 " <td>NaN</td>\n",
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11135 " <td>NaN</td>\n",
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11137 " </tr>\n",
11138 " <tr>\n",
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11140 " <td>574</td>\n",
11141 " <td>NaN</td>\n",
11142 " <td>NaN</td>\n",
11143 " <td>NaN</td>\n",
11144 " <td>NaT</td>\n",
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11146 " <td>NaN</td>\n",
11147 " <td>NaN</td>\n",
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11149 " <td>NaN</td>\n",
11150 " <td>NaN</td>\n",
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11152 " <td>NaN</td>\n",
11153 " <td>NaN</td>\n",
11154 " </tr>\n",
11155 " <tr>\n",
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11157 " <td>629</td>\n",
11158 " <td>NaN</td>\n",
11159 " <td>NaN</td>\n",
11160 " <td>NaN</td>\n",
11161 " <td>NaT</td>\n",
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11163 " <td>NaN</td>\n",
11164 " <td>NaN</td>\n",
11165 " <td>NaN</td>\n",
11166 " <td>NaN</td>\n",
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11168 " <td>27.000000</td>\n",
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11171 " </tr>\n",
11172 " <tr>\n",
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11180 " <td>NaN</td>\n",
11181 " <td>NaN</td>\n",
11182 " <td>NaN</td>\n",
11183 " <td>NaN</td>\n",
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11186 " <td>NaN</td>\n",
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11188 " </tr>\n",
11189 " <tr>\n",
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11192 " <td>NaN</td>\n",
11193 " <td>NaN</td>\n",
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11199 " <td>NaN</td>\n",
11200 " <td>NaN</td>\n",
11201 " <td>NaN</td>\n",
11202 " <td>27.285714</td>\n",
11203 " <td>NaN</td>\n",
11204 " <td>NaN</td>\n",
11205 " </tr>\n",
11206 " <tr>\n",
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11208 " <td>401</td>\n",
11209 " <td>NaN</td>\n",
11210 " <td>NaN</td>\n",
11211 " <td>NaN</td>\n",
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11215 " <td>NaN</td>\n",
11216 " <td>NaN</td>\n",
11217 " <td>NaN</td>\n",
11218 " <td>NaN</td>\n",
11219 " <td>27.142857</td>\n",
11220 " <td>NaN</td>\n",
11221 " <td>NaN</td>\n",
11222 " </tr>\n",
11223 " </tbody>\n",
11224 "</table>\n",
11225 "</div>"
11226 ],
11227 "text/plain": [
11228 " cases cases_culm cases_diff cases_m7 dateRep \\\n",
11229 "since_threshold \n",
11230 "153 1440 316367.0 311.0 1051.714286 2020-08-15 \n",
11231 "154 1077 317444.0 -363.0 1097.285714 2020-08-16 \n",
11232 "155 1040 318484.0 -37.0 1094.142857 2020-08-17 \n",
11233 "156 713 319197.0 -327.0 1079.428571 2020-08-18 \n",
11234 "157 1089 320286.0 376.0 1071.000000 2020-08-19 \n",
11235 "158 252 NaN NaN NaN NaT \n",
11236 "159 274 NaN NaN NaN NaT \n",
11237 "160 254 NaN NaN NaN NaT \n",
11238 "161 168 NaN NaN NaN NaT \n",
11239 "162 202 NaN NaN NaN NaT \n",
11240 "163 288 NaN NaN NaN NaT \n",
11241 "164 382 NaN NaN NaN NaT \n",
11242 "165 379 NaN NaN NaN NaT \n",
11243 "166 295 NaN NaN NaN NaT \n",
11244 "167 238 NaN NaN NaN NaT \n",
11245 "168 159 NaN NaN NaN NaT \n",
11246 "169 190 NaN NaN NaN NaT \n",
11247 "170 384 NaN NaN NaN NaT \n",
11248 "171 401 NaN NaN NaN NaT \n",
11249 "172 552 NaN NaN NaN NaT \n",
11250 "173 347 NaN NaN NaN NaT \n",
11251 "174 463 NaN NaN NaN NaT \n",
11252 "175 259 NaN NaN NaN NaT \n",
11253 "176 412 NaN NaN NaN NaT \n",
11254 "177 476 NaN NaN NaN NaT \n",
11255 "178 522 NaN NaN NaN NaT \n",
11256 "179 574 NaN NaN NaN NaT \n",
11257 "180 629 NaN NaN NaN NaT \n",
11258 "181 477 NaN NaN NaN NaT \n",
11259 "182 320 NaN NaN NaN NaT \n",
11260 "183 401 NaN NaN NaN NaT \n",
11261 "\n",
11262 " deaths deaths_culm deaths_diff deaths_g4 deaths_g7 \\\n",
11263 "since_threshold \n",
11264 "153 11 41358.0 -7.0 15.062936 10.481632 \n",
11265 "154 3 41361.0 -8.0 10.440087 10.481632 \n",
11266 "155 5 41366.0 2.0 7.382256 10.481632 \n",
11267 "156 3 41369.0 -2.0 4.716842 8.114550 \n",
11268 "157 12 41381.0 9.0 4.820571 8.022291 \n",
11269 "158 5 NaN NaN NaN NaN \n",
11270 "159 5 NaN NaN NaN NaN \n",
11271 "160 5 NaN NaN NaN NaN \n",
11272 "161 5 NaN NaN NaN NaN \n",
11273 "162 11 NaN NaN NaN NaN \n",
11274 "163 6 NaN NaN NaN NaN \n",
11275 "164 3 NaN NaN NaN NaN \n",
11276 "165 9 NaN NaN NaN NaN \n",
11277 "166 5 NaN NaN NaN NaN \n",
11278 "167 8 NaN NaN NaN NaN \n",
11279 "168 12 NaN NaN NaN NaN \n",
11280 "169 5 NaN NaN NaN NaN \n",
11281 "170 10 NaN NaN NaN NaN \n",
11282 "171 6 NaN NaN NaN NaN \n",
11283 "172 3 NaN NaN NaN NaN \n",
11284 "173 13 NaN NaN NaN NaN \n",
11285 "174 2 NaN NaN NaN NaN \n",
11286 "175 4 NaN NaN NaN NaN \n",
11287 "176 6 NaN NaN NaN NaN \n",
11288 "177 10 NaN NaN NaN NaN \n",
11289 "178 6 NaN NaN NaN NaN \n",
11290 "179 3 NaN NaN NaN NaN \n",
11291 "180 158 NaN NaN NaN NaN \n",
11292 "181 4 NaN NaN NaN NaN \n",
11293 "182 4 NaN NaN NaN NaN \n",
11294 "183 5 NaN NaN NaN NaN \n",
11295 "\n",
11296 " deaths_m4 deaths_m7 doubling_time doubling_time_7 \n",
11297 "since_threshold \n",
11298 "153 15.50 12.571429 1903.506790 2735.338743 \n",
11299 "154 13.00 12.571429 2746.421476 2735.537132 \n",
11300 "155 9.25 12.571429 3884.352422 2735.867781 \n",
11301 "156 5.50 10.428571 6079.585100 3534.098405 \n",
11302 "157 5.75 10.285714 5950.497778 3575.774437 \n",
11303 "158 NaN 8.142857 NaN NaN \n",
11304 "159 NaN 6.285714 NaN NaN \n",
11305 "160 NaN 5.428571 NaN NaN \n",
11306 "161 NaN 5.714286 NaN NaN \n",
11307 "162 NaN 6.571429 NaN NaN \n",
11308 "163 NaN 7.000000 NaN NaN \n",
11309 "164 NaN 5.714286 NaN NaN \n",
11310 "165 NaN 6.285714 NaN NaN \n",
11311 "166 NaN 6.285714 NaN NaN \n",
11312 "167 NaN 6.714286 NaN NaN \n",
11313 "168 NaN 7.714286 NaN NaN \n",
11314 "169 NaN 6.857143 NaN NaN \n",
11315 "170 NaN 7.428571 NaN NaN \n",
11316 "171 NaN 7.857143 NaN NaN \n",
11317 "172 NaN 7.000000 NaN NaN \n",
11318 "173 NaN 8.142857 NaN NaN \n",
11319 "174 NaN 7.285714 NaN NaN \n",
11320 "175 NaN 6.142857 NaN NaN \n",
11321 "176 NaN 6.285714 NaN NaN \n",
11322 "177 NaN 6.285714 NaN NaN \n",
11323 "178 NaN 6.285714 NaN NaN \n",
11324 "179 NaN 6.285714 NaN NaN \n",
11325 "180 NaN 27.000000 NaN NaN \n",
11326 "181 NaN 27.285714 NaN NaN \n",
11327 "182 NaN 27.285714 NaN NaN \n",
11328 "183 NaN 27.142857 NaN NaN "
11329 ]
11330 },
11331 "execution_count": 685,
11332 "metadata": {},
11333 "output_type": "execute_result"
11334 }
11335 ],
11336 "source": [
11337 "uk_projection.loc[(uk_current_end - 5):]"
11338 ]
11339 },
11340 {
11341 "cell_type": "code",
11342 "execution_count": 686,
11343 "metadata": {},
11344 "outputs": [
11345 {
11346 "data": {
11347 "text/plain": [
11348 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f55d86d0>"
11349 ]
11350 },
11351 "execution_count": 686,
11352 "metadata": {},
11353 "output_type": "execute_result"
11354 },
11355 {
11356 "data": {
11357 "image/png": 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\n",
11358 "text/plain": [
11359 "<Figure size 432x288 with 1 Axes>"
11360 ]
11361 },
11362 "metadata": {
11363 "needs_background": "light"
11364 },
11365 "output_type": "display_data"
11366 }
11367 ],
11368 "source": [
11369 "uk_projection.deaths_m7.plot()"
11370 ]
11371 },
11372 {
11373 "cell_type": "code",
11374 "execution_count": 687,
11375 "metadata": {},
11376 "outputs": [
11377 {
11378 "data": {
11379 "text/html": [
11380 "<div>\n",
11381 "<style scoped>\n",
11382 " .dataframe tbody tr th:only-of-type {\n",
11383 " vertical-align: middle;\n",
11384 " }\n",
11385 "\n",
11386 " .dataframe tbody tr th {\n",
11387 " vertical-align: top;\n",
11388 " }\n",
11389 "\n",
11390 " .dataframe thead th {\n",
11391 " text-align: right;\n",
11392 " }\n",
11393 "</style>\n",
11394 "<table border=\"1\" class=\"dataframe\">\n",
11395 " <thead>\n",
11396 " <tr style=\"text-align: right;\">\n",
11397 " <th></th>\n",
11398 " <th>cases</th>\n",
11399 " <th>deaths</th>\n",
11400 " <th>deaths_m7</th>\n",
11401 " </tr>\n",
11402 " <tr>\n",
11403 " <th>since_threshold</th>\n",
11404 " <th></th>\n",
11405 " <th></th>\n",
11406 " <th></th>\n",
11407 " </tr>\n",
11408 " </thead>\n",
11409 " <tbody>\n",
11410 " <tr>\n",
11411 " <td>158</td>\n",
11412 " <td>252</td>\n",
11413 " <td>5</td>\n",
11414 " <td>9.857143</td>\n",
11415 " </tr>\n",
11416 " <tr>\n",
11417 " <td>159</td>\n",
11418 " <td>274</td>\n",
11419 " <td>5</td>\n",
11420 " <td>8.571429</td>\n",
11421 " </tr>\n",
11422 " <tr>\n",
11423 " <td>160</td>\n",
11424 " <td>254</td>\n",
11425 " <td>5</td>\n",
11426 " <td>8.857143</td>\n",
11427 " </tr>\n",
11428 " <tr>\n",
11429 " <td>161</td>\n",
11430 " <td>168</td>\n",
11431 " <td>5</td>\n",
11432 " <td>7.714286</td>\n",
11433 " </tr>\n",
11434 " <tr>\n",
11435 " <td>162</td>\n",
11436 " <td>202</td>\n",
11437 " <td>11</td>\n",
11438 " <td>7.142857</td>\n",
11439 " </tr>\n",
11440 " <tr>\n",
11441 " <td>163</td>\n",
11442 " <td>288</td>\n",
11443 " <td>6</td>\n",
11444 " <td>6.714286</td>\n",
11445 " </tr>\n",
11446 " <tr>\n",
11447 " <td>164</td>\n",
11448 " <td>382</td>\n",
11449 " <td>3</td>\n",
11450 " <td>5.714286</td>\n",
11451 " </tr>\n",
11452 " <tr>\n",
11453 " <td>165</td>\n",
11454 " <td>379</td>\n",
11455 " <td>9</td>\n",
11456 " <td>6.285714</td>\n",
11457 " </tr>\n",
11458 " <tr>\n",
11459 " <td>166</td>\n",
11460 " <td>295</td>\n",
11461 " <td>5</td>\n",
11462 " <td>6.285714</td>\n",
11463 " </tr>\n",
11464 " <tr>\n",
11465 " <td>167</td>\n",
11466 " <td>238</td>\n",
11467 " <td>8</td>\n",
11468 " <td>6.714286</td>\n",
11469 " </tr>\n",
11470 " <tr>\n",
11471 " <td>168</td>\n",
11472 " <td>159</td>\n",
11473 " <td>12</td>\n",
11474 " <td>7.714286</td>\n",
11475 " </tr>\n",
11476 " <tr>\n",
11477 " <td>169</td>\n",
11478 " <td>190</td>\n",
11479 " <td>5</td>\n",
11480 " <td>6.857143</td>\n",
11481 " </tr>\n",
11482 " <tr>\n",
11483 " <td>170</td>\n",
11484 " <td>384</td>\n",
11485 " <td>10</td>\n",
11486 " <td>7.428571</td>\n",
11487 " </tr>\n",
11488 " <tr>\n",
11489 " <td>171</td>\n",
11490 " <td>401</td>\n",
11491 " <td>6</td>\n",
11492 " <td>7.857143</td>\n",
11493 " </tr>\n",
11494 " <tr>\n",
11495 " <td>172</td>\n",
11496 " <td>552</td>\n",
11497 " <td>3</td>\n",
11498 " <td>7.000000</td>\n",
11499 " </tr>\n",
11500 " <tr>\n",
11501 " <td>173</td>\n",
11502 " <td>347</td>\n",
11503 " <td>13</td>\n",
11504 " <td>8.142857</td>\n",
11505 " </tr>\n",
11506 " <tr>\n",
11507 " <td>174</td>\n",
11508 " <td>463</td>\n",
11509 " <td>2</td>\n",
11510 " <td>7.285714</td>\n",
11511 " </tr>\n",
11512 " <tr>\n",
11513 " <td>175</td>\n",
11514 " <td>259</td>\n",
11515 " <td>4</td>\n",
11516 " <td>6.142857</td>\n",
11517 " </tr>\n",
11518 " <tr>\n",
11519 " <td>176</td>\n",
11520 " <td>412</td>\n",
11521 " <td>6</td>\n",
11522 " <td>6.285714</td>\n",
11523 " </tr>\n",
11524 " <tr>\n",
11525 " <td>177</td>\n",
11526 " <td>476</td>\n",
11527 " <td>10</td>\n",
11528 " <td>6.285714</td>\n",
11529 " </tr>\n",
11530 " <tr>\n",
11531 " <td>178</td>\n",
11532 " <td>522</td>\n",
11533 " <td>6</td>\n",
11534 " <td>6.285714</td>\n",
11535 " </tr>\n",
11536 " <tr>\n",
11537 " <td>179</td>\n",
11538 " <td>574</td>\n",
11539 " <td>3</td>\n",
11540 " <td>6.285714</td>\n",
11541 " </tr>\n",
11542 " <tr>\n",
11543 " <td>180</td>\n",
11544 " <td>629</td>\n",
11545 " <td>158</td>\n",
11546 " <td>27.000000</td>\n",
11547 " </tr>\n",
11548 " <tr>\n",
11549 " <td>181</td>\n",
11550 " <td>477</td>\n",
11551 " <td>4</td>\n",
11552 " <td>27.285714</td>\n",
11553 " </tr>\n",
11554 " <tr>\n",
11555 " <td>182</td>\n",
11556 " <td>320</td>\n",
11557 " <td>4</td>\n",
11558 " <td>27.285714</td>\n",
11559 " </tr>\n",
11560 " <tr>\n",
11561 " <td>183</td>\n",
11562 " <td>401</td>\n",
11563 " <td>5</td>\n",
11564 " <td>27.142857</td>\n",
11565 " </tr>\n",
11566 " </tbody>\n",
11567 "</table>\n",
11568 "</div>"
11569 ],
11570 "text/plain": [
11571 " cases deaths deaths_m7\n",
11572 "since_threshold \n",
11573 "158 252 5 9.857143\n",
11574 "159 274 5 8.571429\n",
11575 "160 254 5 8.857143\n",
11576 "161 168 5 7.714286\n",
11577 "162 202 11 7.142857\n",
11578 "163 288 6 6.714286\n",
11579 "164 382 3 5.714286\n",
11580 "165 379 9 6.285714\n",
11581 "166 295 5 6.285714\n",
11582 "167 238 8 6.714286\n",
11583 "168 159 12 7.714286\n",
11584 "169 190 5 6.857143\n",
11585 "170 384 10 7.428571\n",
11586 "171 401 6 7.857143\n",
11587 "172 552 3 7.000000\n",
11588 "173 347 13 8.142857\n",
11589 "174 463 2 7.285714\n",
11590 "175 259 4 6.142857\n",
11591 "176 412 6 6.285714\n",
11592 "177 476 10 6.285714\n",
11593 "178 522 6 6.285714\n",
11594 "179 574 3 6.285714\n",
11595 "180 629 158 27.000000\n",
11596 "181 477 4 27.285714\n",
11597 "182 320 4 27.285714\n",
11598 "183 401 5 27.142857"
11599 ]
11600 },
11601 "execution_count": 687,
11602 "metadata": {},
11603 "output_type": "execute_result"
11604 }
11605 ],
11606 "source": [
11607 "proj.droplevel(level=1)"
11608 ]
11609 },
11610 {
11611 "cell_type": "code",
11612 "execution_count": 688,
11613 "metadata": {},
11614 "outputs": [
11615 {
11616 "data": {
11617 "image/png": 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\n",
11618 "text/plain": [
11619 "<Figure size 720x432 with 1 Axes>"
11620 ]
11621 },
11622 "metadata": {
11623 "needs_background": "light"
11624 },
11625 "output_type": "display_data"
11626 }
11627 ],
11628 "source": [
11629 "ax = deaths_m7[COUNTRIES_CORE].plot()\n",
11630 "# uk_projection['deaths_m7'].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\", label=\"Projection\", style='--', ax=ax)\n",
11631 "proj.droplevel(level=1)['deaths_m7'].plot(figsize=(10, 6), title=\"Deaths per day, 7 day moving average\", label=\"Projection\", style='--', ax=ax)\n",
11632 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
11633 "for c in COUNTRIES_CORE:\n",
11634 " lvi = deaths_m7[c].last_valid_index()\n",
11635 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = c)\n",
11636 "plt.savefig('covid_deaths_per_day_7.png') "
11637 ]
11638 },
11639 {
11640 "cell_type": "code",
11641 "execution_count": 689,
11642 "metadata": {},
11643 "outputs": [
11644 {
11645 "data": {
11646 "text/plain": [
11647 "35399"
11648 ]
11649 },
11650 "execution_count": 689,
11651 "metadata": {},
11652 "output_type": "execute_result"
11653 }
11654 ],
11655 "source": [
11656 "it_since_threshold.deaths.sum()"
11657 ]
11658 },
11659 {
11660 "cell_type": "markdown",
11661 "metadata": {},
11662 "source": [
11663 "# Excess deaths calculation"
11664 ]
11665 },
11666 {
11667 "cell_type": "code",
11668 "execution_count": 690,
11669 "metadata": {},
11670 "outputs": [
11671 {
11672 "data": {
11673 "text/plain": [
11674 "({'start_date': '2020-03-20 00:00:00',\n",
11675 " 'end_date': '2020-07-03 00:00:00',\n",
11676 " 'excess_deaths': 64733.6},\n",
11677 " 1)"
11678 ]
11679 },
11680 "execution_count": 690,
11681 "metadata": {},
11682 "output_type": "execute_result"
11683 }
11684 ],
11685 "source": [
11686 "with open('excess_deaths.json') as f:\n",
11687 " excess_deaths_data = json.load(f)\n",
11688 " \n",
11689 "with open('excess_death_accuracy.json') as f:\n",
11690 " excess_death_accuracy = json.load(f)\n",
11691 " \n",
11692 "excess_deaths_data, excess_death_accuracy"
11693 ]
11694 },
11695 {
11696 "cell_type": "code",
11697 "execution_count": 691,
11698 "metadata": {},
11699 "outputs": [],
11700 "source": [
11701 "# excess_deaths_upto = '2020-05-08'\n",
11702 "# excess_deaths = 54500"
11703 ]
11704 },
11705 {
11706 "cell_type": "code",
11707 "execution_count": 692,
11708 "metadata": {},
11709 "outputs": [],
11710 "source": [
11711 "excess_deaths_upto = excess_deaths_data['end_date']\n",
11712 "excess_deaths = excess_deaths_data['excess_deaths']"
11713 ]
11714 },
11715 {
11716 "cell_type": "markdown",
11717 "metadata": {},
11718 "source": [
11719 "Recorded deaths in period where ONS has reported total deaths"
11720 ]
11721 },
11722 {
11723 "cell_type": "code",
11724 "execution_count": 693,
11725 "metadata": {},
11726 "outputs": [
11727 {
11728 "data": {
11729 "text/plain": [
11730 "40532"
11731 ]
11732 },
11733 "execution_count": 693,
11734 "metadata": {},
11735 "output_type": "execute_result"
11736 }
11737 ],
11738 "source": [
11739 "ons_reported_deaths = base_data.loc['UK'][:excess_deaths_upto]['deaths'].sum()\n",
11740 "ons_reported_deaths"
11741 ]
11742 },
11743 {
11744 "cell_type": "code",
11745 "execution_count": 694,
11746 "metadata": {},
11747 "outputs": [
11748 {
11749 "data": {
11750 "text/plain": [
11751 "'2020-07-03 00:00:00'"
11752 ]
11753 },
11754 "execution_count": 694,
11755 "metadata": {},
11756 "output_type": "execute_result"
11757 }
11758 ],
11759 "source": [
11760 "excess_deaths_upto"
11761 ]
11762 },
11763 {
11764 "cell_type": "markdown",
11765 "metadata": {},
11766 "source": [
11767 "## Correction for deaths total correction on 14 August"
11768 ]
11769 },
11770 {
11771 "cell_type": "code",
11772 "execution_count": 695,
11773 "metadata": {},
11774 "outputs": [],
11775 "source": [
11776 "ons_unreported_deaths_data = base_data.loc['UK'][excess_deaths_upto:].iloc[1:]['deaths']\n",
11777 "# ons_unreported_deaths_data['2020-08-14'] = 50"
11778 ]
11779 },
11780 {
11781 "cell_type": "code",
11782 "execution_count": 696,
11783 "metadata": {},
11784 "outputs": [
11785 {
11786 "data": {
11787 "text/plain": [
11788 "849"
11789 ]
11790 },
11791 "execution_count": 696,
11792 "metadata": {},
11793 "output_type": "execute_result"
11794 }
11795 ],
11796 "source": [
11797 "ons_unreported_deaths = ons_unreported_deaths_data.sum()\n",
11798 "ons_unreported_deaths"
11799 ]
11800 },
11801 {
11802 "cell_type": "code",
11803 "execution_count": 697,
11804 "metadata": {},
11805 "outputs": [
11806 {
11807 "data": {
11808 "text/plain": [
11809 "849"
11810 ]
11811 },
11812 "execution_count": 697,
11813 "metadata": {},
11814 "output_type": "execute_result"
11815 }
11816 ],
11817 "source": [
11818 "scaled_ons_unreported_deaths = ons_unreported_deaths * excess_death_accuracy\n",
11819 "scaled_ons_unreported_deaths"
11820 ]
11821 },
11822 {
11823 "cell_type": "code",
11824 "execution_count": 698,
11825 "metadata": {},
11826 "outputs": [
11827 {
11828 "data": {
11829 "text/plain": [
11830 "65582.6"
11831 ]
11832 },
11833 "execution_count": 698,
11834 "metadata": {},
11835 "output_type": "execute_result"
11836 }
11837 ],
11838 "source": [
11839 "uk_deaths_to_date = excess_deaths + scaled_ons_unreported_deaths\n",
11840 "uk_deaths_to_date"
11841 ]
11842 },
11843 {
11844 "cell_type": "code",
11845 "execution_count": 699,
11846 "metadata": {},
11847 "outputs": [],
11848 "source": [
11849 "# data_since_threshold.loc[(slice(None), 'UK'), :][data_since_threshold.dateRep == excess_deaths_data['end_date']]"
11850 ]
11851 },
11852 {
11853 "cell_type": "code",
11854 "execution_count": 700,
11855 "metadata": {},
11856 "outputs": [
11857 {
11858 "data": {
11859 "text/html": [
11860 "<div>\n",
11861 "<style scoped>\n",
11862 " .dataframe tbody tr th:only-of-type {\n",
11863 " vertical-align: middle;\n",
11864 " }\n",
11865 "\n",
11866 " .dataframe tbody tr th {\n",
11867 " vertical-align: top;\n",
11868 " }\n",
11869 "\n",
11870 " .dataframe thead th {\n",
11871 " text-align: right;\n",
11872 " }\n",
11873 "</style>\n",
11874 "<table border=\"1\" class=\"dataframe\">\n",
11875 " <thead>\n",
11876 " <tr style=\"text-align: right;\">\n",
11877 " <th></th>\n",
11878 " <th></th>\n",
11879 " <th>dateRep</th>\n",
11880 " <th>cases</th>\n",
11881 " <th>deaths</th>\n",
11882 " <th>cases_culm</th>\n",
11883 " <th>deaths_culm</th>\n",
11884 " <th>cases_diff</th>\n",
11885 " <th>deaths_diff</th>\n",
11886 " <th>deaths_m4</th>\n",
11887 " <th>deaths_m7</th>\n",
11888 " <th>cases_m7</th>\n",
11889 " <th>deaths_g4</th>\n",
11890 " <th>deaths_g7</th>\n",
11891 " <th>doubling_time</th>\n",
11892 " <th>doubling_time_7</th>\n",
11893 " </tr>\n",
11894 " <tr>\n",
11895 " <th>since_threshold</th>\n",
11896 " <th>geoId</th>\n",
11897 " <th></th>\n",
11898 " <th></th>\n",
11899 " <th></th>\n",
11900 " <th></th>\n",
11901 " <th></th>\n",
11902 " <th></th>\n",
11903 " <th></th>\n",
11904 " <th></th>\n",
11905 " <th></th>\n",
11906 " <th></th>\n",
11907 " <th></th>\n",
11908 " <th></th>\n",
11909 " <th></th>\n",
11910 " <th></th>\n",
11911 " </tr>\n",
11912 " </thead>\n",
11913 " <tbody>\n",
11914 " <tr>\n",
11915 " <td>110</td>\n",
11916 " <td>UK</td>\n",
11917 " <td>2020-07-03</td>\n",
11918 " <td>651</td>\n",
11919 " <td>41</td>\n",
11920 " <td>285539</td>\n",
11921 " <td>40532</td>\n",
11922 " <td>34.0</td>\n",
11923 " <td>-56.0</td>\n",
11924 " <td>53.0</td>\n",
11925 " <td>51.428571</td>\n",
11926 " <td>640.714286</td>\n",
11927 " <td>45.868305</td>\n",
11928 " <td>45.798566</td>\n",
11929 " <td>612.853155</td>\n",
11930 " <td>613.785835</td>\n",
11931 " </tr>\n",
11932 " </tbody>\n",
11933 "</table>\n",
11934 "</div>"
11935 ],
11936 "text/plain": [
11937 " dateRep cases deaths cases_culm deaths_culm \\\n",
11938 "since_threshold geoId \n",
11939 "110 UK 2020-07-03 651 41 285539 40532 \n",
11940 "\n",
11941 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
11942 "since_threshold geoId \n",
11943 "110 UK 34.0 -56.0 53.0 51.428571 \n",
11944 "\n",
11945 " cases_m7 deaths_g4 deaths_g7 doubling_time \\\n",
11946 "since_threshold geoId \n",
11947 "110 UK 640.714286 45.868305 45.798566 612.853155 \n",
11948 "\n",
11949 " doubling_time_7 \n",
11950 "since_threshold geoId \n",
11951 "110 UK 613.785835 "
11952 ]
11953 },
11954 "execution_count": 700,
11955 "metadata": {},
11956 "output_type": "execute_result"
11957 }
11958 ],
11959 "source": [
11960 "data_since_threshold[data_since_threshold.dateRep == excess_deaths_data['end_date']].loc[(slice(None), 'UK'), :]"
11961 ]
11962 },
11963 {
11964 "cell_type": "code",
11965 "execution_count": 701,
11966 "metadata": {},
11967 "outputs": [
11968 {
11969 "data": {
11970 "text/plain": [
11971 "111"
11972 ]
11973 },
11974 "execution_count": 701,
11975 "metadata": {},
11976 "output_type": "execute_result"
11977 }
11978 ],
11979 "source": [
11980 "ons_unreported_start = data_since_threshold[data_since_threshold.dateRep == excess_deaths_data['end_date']].loc[(slice(None), 'UK'), :].first_valid_index()[0] + 1\n",
11981 "ons_unreported_start"
11982 ]
11983 },
11984 {
11985 "cell_type": "code",
11986 "execution_count": 702,
11987 "metadata": {},
11988 "outputs": [
11989 {
11990 "data": {
11991 "text/plain": [
11992 "1162"
11993 ]
11994 },
11995 "execution_count": 702,
11996 "metadata": {},
11997 "output_type": "execute_result"
11998 }
11999 ],
12000 "source": [
12001 "unreported_projected_deaths = uk_projection.loc[ons_unreported_start:].deaths.sum()\n",
12002 "unreported_projected_deaths"
12003 ]
12004 },
12005 {
12006 "cell_type": "code",
12007 "execution_count": 703,
12008 "metadata": {},
12009 "outputs": [
12010 {
12011 "data": {
12012 "text/plain": [
12013 "1162"
12014 ]
12015 },
12016 "execution_count": 703,
12017 "metadata": {},
12018 "output_type": "execute_result"
12019 }
12020 ],
12021 "source": [
12022 "unreported_projected_deaths_scaled = unreported_projected_deaths * excess_death_accuracy\n",
12023 "unreported_projected_deaths_scaled"
12024 ]
12025 },
12026 {
12027 "cell_type": "code",
12028 "execution_count": 704,
12029 "metadata": {},
12030 "outputs": [
12031 {
12032 "data": {
12033 "text/plain": [
12034 "398"
12035 ]
12036 },
12037 "execution_count": 704,
12038 "metadata": {},
12039 "output_type": "execute_result"
12040 }
12041 ],
12042 "source": [
12043 "uk_projection.loc[(s_start):].deaths.sum()"
12044 ]
12045 },
12046 {
12047 "cell_type": "code",
12048 "execution_count": 705,
12049 "metadata": {},
12050 "outputs": [
12051 {
12052 "data": {
12053 "text/plain": [
12054 "65980.6"
12055 ]
12056 },
12057 "execution_count": 705,
12058 "metadata": {},
12059 "output_type": "execute_result"
12060 }
12061 ],
12062 "source": [
12063 "deaths_actual_projected_scaled = uk_deaths_to_date + uk_projection.loc[(s_start):].deaths.sum() * excess_death_accuracy\n",
12064 "deaths_actual_projected_scaled"
12065 ]
12066 },
12067 {
12068 "cell_type": "code",
12069 "execution_count": 706,
12070 "metadata": {},
12071 "outputs": [],
12072 "source": [
12073 "# excess_deaths / reported_deaths"
12074 ]
12075 },
12076 {
12077 "cell_type": "markdown",
12078 "metadata": {},
12079 "source": [
12080 "True deaths to date, if we follow the scaling of excess deaths over reported deaths so far."
12081 ]
12082 },
12083 {
12084 "cell_type": "code",
12085 "execution_count": 707,
12086 "metadata": {},
12087 "outputs": [
12088 {
12089 "data": {
12090 "text/plain": [
12091 "41381"
12092 ]
12093 },
12094 "execution_count": 707,
12095 "metadata": {},
12096 "output_type": "execute_result"
12097 }
12098 ],
12099 "source": [
12100 "uk_covid_deaths = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'deaths_culm'].iloc[-1]\n",
12101 "uk_covid_deaths"
12102 ]
12103 },
12104 {
12105 "cell_type": "code",
12106 "execution_count": 708,
12107 "metadata": {},
12108 "outputs": [],
12109 "source": [
12110 "# uk_covid_deaths_scaled = excess_deaths + unreported_deaths * excess_death_accuracy\n",
12111 "# uk_covid_deaths_scaled"
12112 ]
12113 },
12114 {
12115 "cell_type": "code",
12116 "execution_count": 709,
12117 "metadata": {},
12118 "outputs": [],
12119 "source": [
12120 "# 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')"
12121 ]
12122 },
12123 {
12124 "cell_type": "code",
12125 "execution_count": 710,
12126 "metadata": {},
12127 "outputs": [],
12128 "source": [
12129 "# data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'dateRep'].iloc[-1].strftime(\"%Y-%m-%d\")"
12130 ]
12131 },
12132 {
12133 "cell_type": "code",
12134 "execution_count": 711,
12135 "metadata": {},
12136 "outputs": [],
12137 "source": [
12138 "# uk_covid_deaths * excess_deaths / reported_deaths"
12139 ]
12140 },
12141 {
12142 "cell_type": "code",
12143 "execution_count": 712,
12144 "metadata": {},
12145 "outputs": [],
12146 "source": [
12147 "# uk_projection.deaths.sum() * excess_deaths / reported_deaths"
12148 ]
12149 },
12150 {
12151 "cell_type": "code",
12152 "execution_count": 713,
12153 "metadata": {},
12154 "outputs": [],
12155 "source": [
12156 "# data_since_threshold.loc[(slice(None), 'FR'), :]\n",
12157 "# data_since_threshold[data_since_threshold.dateRep == '2020-05-18'].loc[(slice(None), 'FR'), :]"
12158 ]
12159 },
12160 {
12161 "cell_type": "markdown",
12162 "metadata": {},
12163 "source": [
12164 "## School reopenings"
12165 ]
12166 },
12167 {
12168 "cell_type": "code",
12169 "execution_count": 714,
12170 "metadata": {},
12171 "outputs": [],
12172 "source": [
12173 "school_reopenings = {\n",
12174 " 'ES': {'date': '2020-05-18'},\n",
12175 " 'FR': {'date': '2020-05-18'}, # some areas only\n",
12176 "# 'IT': {'date': '2020-09-01'},\n",
12177 " # 'IE': {'date': '2020-09-01'},\n",
12178 " 'DE': {'date': '2020-05-04'},\n",
12179 " 'UK': {'date': '2020-06-01'}\n",
12180 "}"
12181 ]
12182 },
12183 {
12184 "cell_type": "code",
12185 "execution_count": 715,
12186 "metadata": {},
12187 "outputs": [
12188 {
12189 "data": {
12190 "text/plain": [
12191 "(49, 'DE')"
12192 ]
12193 },
12194 "execution_count": 715,
12195 "metadata": {},
12196 "output_type": "execute_result"
12197 }
12198 ],
12199 "source": [
12200 "data_since_threshold[data_since_threshold.dateRep == '2020-05-04'].loc[(slice(None), ['DE']), :].first_valid_index()"
12201 ]
12202 },
12203 {
12204 "cell_type": "code",
12205 "execution_count": 716,
12206 "metadata": {},
12207 "outputs": [
12208 {
12209 "data": {
12210 "text/plain": [
12211 "134.57142857142858"
12212 ]
12213 },
12214 "execution_count": 716,
12215 "metadata": {},
12216 "output_type": "execute_result"
12217 }
12218 ],
12219 "source": [
12220 "data_since_threshold[data_since_threshold.dateRep == '2020-05-04'].loc[(slice(None), ['DE']), :].iloc[0].deaths_m7"
12221 ]
12222 },
12223 {
12224 "cell_type": "code",
12225 "execution_count": 717,
12226 "metadata": {},
12227 "outputs": [
12228 {
12229 "data": {
12230 "text/plain": [
12231 "{'ES': {'date': '2020-05-18',\n",
12232 " 'since_threshold': 69,\n",
12233 " 'deaths_m7': 137.85714285714286},\n",
12234 " 'FR': {'date': '2020-05-18',\n",
12235 " 'since_threshold': 70,\n",
12236 " 'deaths_m7': 190.14285714285714},\n",
12237 " 'DE': {'date': '2020-05-04',\n",
12238 " 'since_threshold': 49,\n",
12239 " 'deaths_m7': 134.57142857142858},\n",
12240 " 'UK': {'date': '2020-06-01',\n",
12241 " 'since_threshold': 78,\n",
12242 " 'deaths_m7': 212.57142857142858}}"
12243 ]
12244 },
12245 "execution_count": 717,
12246 "metadata": {},
12247 "output_type": "execute_result"
12248 }
12249 ],
12250 "source": [
12251 "for cID in school_reopenings:\n",
12252 " dst_in = data_since_threshold[data_since_threshold.dateRep == (school_reopenings[cID]['date'])].loc[(slice(None), [cID]), :]\n",
12253 " dst_i = dst_in.first_valid_index()\n",
12254 " dst_n = dst_in.iloc[0].deaths_m7\n",
12255 " school_reopenings[cID]['since_threshold'] = dst_i[0]\n",
12256 " school_reopenings[cID]['deaths_m7'] = dst_n\n",
12257 "school_reopenings"
12258 ]
12259 },
12260 {
12261 "cell_type": "code",
12262 "execution_count": 718,
12263 "metadata": {},
12264 "outputs": [
12265 {
12266 "data": {
12267 "image/png": 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\n",
12268 "text/plain": [
12269 "<Figure size 1080x648 with 1 Axes>"
12270 ]
12271 },
12272 "metadata": {
12273 "needs_background": "light"
12274 },
12275 "output_type": "display_data"
12276 }
12277 ],
12278 "source": [
12279 "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Deaths per day, 7 day moving average\")\n",
12280 "# uk_projection.deaths_m7.plot(ax=ax)\n",
12281 "for c in COUNTRIES_CORE:\n",
12282 " lvi = deaths_m7[c].last_valid_index()\n",
12283 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = f\"{c}: {deaths_m7[c][lvi]:.0f}\")\n",
12284 " if c in school_reopenings:\n",
12285 " marker_col = [l for l in ax.lines if l.get_label() == c][0].get_color()\n",
12286 " ax.plot(school_reopenings[c]['since_threshold'], school_reopenings[c]['deaths_m7'], '*', \n",
12287 " markersize=18, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
12288 " ax.text(x = school_reopenings[c]['since_threshold'] + 1, y = school_reopenings[c]['deaths_m7'], \n",
12289 " s = f\"{school_reopenings[c]['date']}: {school_reopenings[c]['deaths_m7']:.0f}\")\n",
12290 "plt.savefig('school_reopenings.png')"
12291 ]
12292 },
12293 {
12294 "cell_type": "code",
12295 "execution_count": 719,
12296 "metadata": {},
12297 "outputs": [],
12298 "source": [
12299 "# ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Deaths per day, 7 day moving average\",\n",
12300 "# xlim=(46, 91), ylim=(0, 400))\n",
12301 "# # uk_projection.deaths_m7.plot(ax=ax)\n",
12302 "# for c in COUNTRIES_CORE:\n",
12303 "# lvi = deaths_m7[c].last_valid_index()\n",
12304 "# ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = f\"{c}: {deaths_m7[c][lvi]:.0f}\", fontsize=14)\n",
12305 "# if c in school_reopenings:\n",
12306 "# marker_col = [l for l in ax.lines if l.get_label() == c][0].get_color()\n",
12307 "# ax.plot(school_reopenings[c]['since_threshold'], school_reopenings[c]['deaths_m7'], '*', \n",
12308 "# markersize=18, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
12309 "# ax.text(x = school_reopenings[c]['since_threshold'] + 1, y = school_reopenings[c]['deaths_m7'], \n",
12310 "# s = f\"{school_reopenings[c]['date']}: {school_reopenings[c]['deaths_m7']:.0f}\",\n",
12311 "# fontsize=14)\n",
12312 "# plt.savefig('school_reopenings_detail.png')"
12313 ]
12314 },
12315 {
12316 "cell_type": "markdown",
12317 "metadata": {},
12318 "source": [
12319 "# Lockdown graphs"
12320 ]
12321 },
12322 {
12323 "cell_type": "code",
12324 "execution_count": 720,
12325 "metadata": {},
12326 "outputs": [],
12327 "source": [
12328 "lockdown_dates = {\n",
12329 " 'ES': { 'part_start': {'date': '2020-03-14'}\n",
12330 " , 'full_start': {'date': '2020-03-15'}\n",
12331 " , 'part_finish': {'date': '2020-05-18'}\n",
12332 " },\n",
12333 " 'FR': { 'part_start': {'date': '2020-03-13'}\n",
12334 " , 'full_start': {'date': '2020-03-17'}\n",
12335 " , 'part_finish': {'date': '2020-05-11'}\n",
12336 " },\n",
12337 " 'IT': { 'part_start': {'date': '2020-03-08'}\n",
12338 " , 'full_start': {'date': '2020-03-10'}\n",
12339 " , 'part_finish': {'date': '2020-05-04'}\n",
12340 " },\n",
12341 " 'DE': { #'part_start': {'date': '2020-03-13'}\n",
12342 " 'full_start': {'date': '2020-03-22'}\n",
12343 " , 'part_finish': {'date': '2020-05-06'}\n",
12344 " },\n",
12345 " 'UK': { 'part_start': {'date': '2020-03-23'}\n",
12346 " , 'full_start': {'date': '2020-03-23'}\n",
12347 " , 'part_finish': {'date': '2020-05-31'}\n",
12348 " },\n",
12349 " 'IE': { #'part_start': {'date': '2020-03-12'}\n",
12350 " 'full_start': {'date': '2020-03-27'}\n",
12351 " , 'part_finish': {'date': '2020-05-18'}\n",
12352 " },\n",
12353 "}"
12354 ]
12355 },
12356 {
12357 "cell_type": "code",
12358 "execution_count": 721,
12359 "metadata": {},
12360 "outputs": [
12361 {
12362 "data": {
12363 "text/plain": [
12364 "{'ES': {'part_start': {'date': '2020-03-14',\n",
12365 " 'since_threshold': 4,\n",
12366 " 'deaths_m7': 23.2,\n",
12367 " 'cases_m7': 1222.8},\n",
12368 " 'full_start': {'date': '2020-03-15',\n",
12369 " 'since_threshold': 5,\n",
12370 " 'deaths_m7': 21.833333333333332,\n",
12371 " 'cases_m7': 1376.3333333333333},\n",
12372 " 'part_finish': {'date': '2020-05-18',\n",
12373 " 'since_threshold': 69,\n",
12374 " 'deaths_m7': 137.85714285714286,\n",
12375 " 'cases_m7': 548.0}},\n",
12376 " 'FR': {'part_start': {'date': '2020-03-13',\n",
12377 " 'since_threshold': 4,\n",
12378 " 'deaths_m7': 10.2,\n",
12379 " 'cases_m7': 432.0},\n",
12380 " 'full_start': {'date': '2020-03-17',\n",
12381 " 'since_threshold': 8,\n",
12382 " 'deaths_m7': 16.857142857142858,\n",
12383 " 'cases_m7': 745.8571428571429},\n",
12384 " 'part_finish': {'date': '2020-05-11',\n",
12385 " 'since_threshold': 63,\n",
12386 " 'deaths_m7': 212.14285714285714,\n",
12387 " 'cases_m7': 1110.857142857143}},\n",
12388 " 'IT': {'part_start': {'date': '2020-03-08',\n",
12389 " 'since_threshold': 11,\n",
12390 " 'deaths_m7': 29.142857142857142,\n",
12391 " 'cases_m7': 679.2857142857143},\n",
12392 " 'full_start': {'date': '2020-03-10',\n",
12393 " 'since_threshold': 13,\n",
12394 " 'deaths_m7': 58.857142857142854,\n",
12395 " 'cases_m7': 1019.4285714285714},\n",
12396 " 'part_finish': {'date': '2020-05-04',\n",
12397 " 'since_threshold': 68,\n",
12398 " 'deaths_m7': 320.0,\n",
12399 " 'cases_m7': 1863.142857142857}},\n",
12400 " 'DE': {'full_start': {'date': '2020-03-22',\n",
12401 " 'since_threshold': 6,\n",
12402 " 'deaths_m7': 8.428571428571429,\n",
12403 " 'cases_m7': 2524.0},\n",
12404 " 'part_finish': {'date': '2020-05-06',\n",
12405 " 'since_threshold': 51,\n",
12406 " 'deaths_m7': 125.85714285714286,\n",
12407 " 'cases_m7': 1036.5714285714287}},\n",
12408 " 'UK': {'part_start': {'date': '2020-03-23',\n",
12409 " 'since_threshold': 8,\n",
12410 " 'deaths_m7': 35.0,\n",
12411 " 'cases_m7': 904.1428571428571},\n",
12412 " 'full_start': {'date': '2020-03-23',\n",
12413 " 'since_threshold': 8,\n",
12414 " 'deaths_m7': 35.0,\n",
12415 " 'cases_m7': 904.1428571428571},\n",
12416 " 'part_finish': {'date': '2020-05-31',\n",
12417 " 'since_threshold': 77,\n",
12418 " 'deaths_m7': 258.14285714285717,\n",
12419 " 'cases_m7': 1615.5714285714287}},\n",
12420 " 'IE': {'full_start': {'date': '2020-03-27',\n",
12421 " 'since_threshold': 0,\n",
12422 " 'deaths_m7': 10.0,\n",
12423 " 'cases_m7': 255.0},\n",
12424 " 'part_finish': {'date': '2020-05-18',\n",
12425 " 'since_threshold': 52,\n",
12426 " 'deaths_m7': 12.142857142857142,\n",
12427 " 'cases_m7': 159.42857142857142}}}"
12428 ]
12429 },
12430 "execution_count": 721,
12431 "metadata": {},
12432 "output_type": "execute_result"
12433 }
12434 ],
12435 "source": [
12436 "for cID in lockdown_dates:\n",
12437 " for phase in lockdown_dates[cID]:\n",
12438 " dst_in = data_since_threshold[data_since_threshold.dateRep == (lockdown_dates[cID][phase]['date'])].loc[(slice(None), [cID]), :]\n",
12439 " dst_i = dst_in.first_valid_index()\n",
12440 " dst_n = dst_in.iloc[0].deaths_m7\n",
12441 " dst_c = dst_in.iloc[0].cases_m7\n",
12442 " lockdown_dates[cID][phase]['since_threshold'] = dst_i[0]\n",
12443 " lockdown_dates[cID][phase]['deaths_m7'] = dst_n\n",
12444 " lockdown_dates[cID][phase]['cases_m7'] = dst_c\n",
12445 "\n",
12446 "lockdown_dates"
12447 ]
12448 },
12449 {
12450 "cell_type": "code",
12451 "execution_count": 722,
12452 "metadata": {},
12453 "outputs": [
12454 {
12455 "data": {
12456 "image/png": 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\n",
12457 "text/plain": [
12458 "<Figure size 1080x648 with 1 Axes>"
12459 ]
12460 },
12461 "metadata": {
12462 "needs_background": "light"
12463 },
12464 "output_type": "display_data"
12465 }
12466 ],
12467 "source": [
12468 "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Deaths per day, 7 day moving averagee, with lockdown dates\")\n",
12469 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
12470 "# uk_projection.deaths_m7.plot(ax=ax)\n",
12471 "for c in COUNTRIES_CORE:\n",
12472 " lvi = deaths_m7[c].last_valid_index()\n",
12473 " if c != 'UK':\n",
12474 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = f\"{c}: {deaths_m7[c][lvi]:.0f}\")\n",
12475 " if c in lockdown_dates:\n",
12476 " for phase in lockdown_dates[c]:\n",
12477 " marker_col = [l for l in ax.lines if l.get_label() == c][0].get_color()\n",
12478 " ax.plot(lockdown_dates[c][phase]['since_threshold'], lockdown_dates[c][phase]['deaths_m7'], '*',\n",
12479 " markersize=18, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
12480 " if 'start' not in phase:\n",
12481 " ax.text(x = lockdown_dates[c][phase]['since_threshold'] + 1, y = lockdown_dates[c][phase]['deaths_m7'], \n",
12482 " s = f\"{lockdown_dates[c][phase]['date']}: {lockdown_dates[c][phase]['deaths_m7']:.0f}\")\n",
12483 "# plt.savefig('school_reopenings.png')"
12484 ]
12485 },
12486 {
12487 "cell_type": "code",
12488 "execution_count": 723,
12489 "metadata": {},
12490 "outputs": [
12491 {
12492 "data": {
12493 "image/png": 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\n",
12494 "text/plain": [
12495 "<Figure size 1080x648 with 1 Axes>"
12496 ]
12497 },
12498 "metadata": {
12499 "needs_background": "light"
12500 },
12501 "output_type": "display_data"
12502 }
12503 ],
12504 "source": [
12505 "ax = cases_m7.iloc[-50:][COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Cases per day, 7 day moving average, with lockdown dates\") #, ylim=(-10, 1500))\n",
12506 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
12507 "# uk_projection.deaths_m7.plot(ax=ax)\n",
12508 "for c in COUNTRIES_CORE:\n",
12509 " lvi = cases_m7[c].last_valid_index()\n",
12510 "# if c != 'UK':\n",
12511 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = f\"{c}: {cases_m7[c][lvi]:.0f}\")\n"
12512 ]
12513 },
12514 {
12515 "cell_type": "code",
12516 "execution_count": 724,
12517 "metadata": {},
12518 "outputs": [
12519 {
12520 "data": {
12521 "image/png": 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\n",
12522 "text/plain": [
12523 "<Figure size 1080x648 with 1 Axes>"
12524 ]
12525 },
12526 "metadata": {
12527 "needs_background": "light"
12528 },
12529 "output_type": "display_data"
12530 }
12531 ],
12532 "source": [
12533 "ax = cases_m7[COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Cases per day, 7 day moving average, with lockdown dates\")\n",
12534 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
12535 "# uk_projection.deaths_m7.plot(ax=ax)\n",
12536 "for c in COUNTRIES_CORE:\n",
12537 " lvi = cases_m7[c].last_valid_index()\n",
12538 "# if c != 'UK':\n",
12539 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = f\"{c}: {cases_m7[c][lvi]:.0f}\")\n",
12540 " if c in lockdown_dates:\n",
12541 " for phase in lockdown_dates[c]:\n",
12542 " marker_col = [l for l in ax.lines if l.get_label() == c][0].get_color()\n",
12543 " if 'start' in phase:\n",
12544 " marker_shape = '^'\n",
12545 " else:\n",
12546 " marker_shape = 'v'\n",
12547 " ax.plot(lockdown_dates[c][phase]['since_threshold'], lockdown_dates[c][phase]['cases_m7'], \n",
12548 " marker_shape,\n",
12549 " markersize=18, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
12550 " if 'start' not in phase:\n",
12551 " ax.text(x = lockdown_dates[c][phase]['since_threshold'] + 1, y = lockdown_dates[c][phase]['cases_m7'], \n",
12552 " s = f\"{lockdown_dates[c][phase]['date']}: {lockdown_dates[c][phase]['cases_m7']:.0f}\")\n",
12553 "plt.savefig('cases_per_day_with_lockdown.png')"
12554 ]
12555 },
12556 {
12557 "cell_type": "code",
12558 "execution_count": 725,
12559 "metadata": {},
12560 "outputs": [
12561 {
12562 "data": {
12563 "image/png": 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\n",
12564 "text/plain": [
12565 "<Figure size 720x432 with 1 Axes>"
12566 ]
12567 },
12568 "metadata": {
12569 "needs_background": "light"
12570 },
12571 "output_type": "display_data"
12572 }
12573 ],
12574 "source": [
12575 "ax = cases_m7[COUNTRIES_CORE].plot(figsize=(10, 6), title=\"Cases per day, 7 day moving average\")\n",
12576 "for c in COUNTRIES_CORE:\n",
12577 " lvi = cases_m7[c].last_valid_index()\n",
12578 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = c)\n",
12579 "plt.savefig('covid_cases_per_day-core.png') "
12580 ]
12581 },
12582 {
12583 "cell_type": "code",
12584 "execution_count": 726,
12585 "metadata": {},
12586 "outputs": [
12587 {
12588 "name": "stdout",
12589 "output_type": "stream",
12590 "text": [
12591 "IT part_start\n",
12592 "IT full_start\n",
12593 "DE full_start\n",
12594 "UK part_start\n",
12595 "UK full_start\n",
12596 "ES part_start\n",
12597 "ES full_start\n",
12598 "IE full_start\n",
12599 "FR part_start\n",
12600 "FR full_start\n"
12601 ]
12602 },
12603 {
12604 "data": {
12605 "image/png": 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\n",
12606 "text/plain": [
12607 "<Figure size 1080x648 with 1 Axes>"
12608 ]
12609 },
12610 "metadata": {
12611 "needs_background": "light"
12612 },
12613 "output_type": "display_data"
12614 }
12615 ],
12616 "source": [
12617 "ax = deaths_m7[COUNTRIES_CORE].plot(figsize=(15, 9), title=\"Deaths per day, 7 day moving average\",\n",
12618 " xlim=(0, 15), \n",
12619 " ylim=(0, 66)\n",
12620 " )\n",
12621 "# uk_projection.deaths_m7.plot(ax=ax)\n",
12622 "for c in COUNTRIES_CORE:\n",
12623 " lvi = deaths_m7[c].last_valid_index()\n",
12624 " if c in lockdown_dates:\n",
12625 " for phase in lockdown_dates[c]:\n",
12626 " if 'start' in phase:\n",
12627 " print(c, phase)\n",
12628 " marker_col = [l for l in ax.lines if l.get_label() == c][0].get_color()\n",
12629 " ax.plot(lockdown_dates[c][phase]['since_threshold'], lockdown_dates[c][phase]['deaths_m7'], '*', \n",
12630 " markersize=18, markerfacecolor=marker_col, markeredgecolor=marker_col)\n",
12631 " ax.text(x = lockdown_dates[c][phase]['since_threshold'] + 0.3, y = lockdown_dates[c][phase]['deaths_m7'], \n",
12632 " s = f\"{lockdown_dates[c][phase]['date']}: {lockdown_dates[c][phase]['deaths_m7']:.0f}\")\n",
12633 "# plt.savefig('school_reopenings.png')"
12634 ]
12635 },
12636 {
12637 "cell_type": "code",
12638 "execution_count": null,
12639 "metadata": {},
12640 "outputs": [],
12641 "source": []
12642 },
12643 {
12644 "cell_type": "code",
12645 "execution_count": null,
12646 "metadata": {},
12647 "outputs": [],
12648 "source": []
12649 },
12650 {
12651 "cell_type": "markdown",
12652 "metadata": {},
12653 "source": [
12654 "# Write results to summary file"
12655 ]
12656 },
12657 {
12658 "cell_type": "code",
12659 "execution_count": 727,
12660 "metadata": {},
12661 "outputs": [],
12662 "source": [
12663 "with open('covid_summary.md', 'w') as f:\n",
12664 " f.write('% Covid death data summary\\n')\n",
12665 " f.write('% Neil Smith\\n')\n",
12666 " f.write(f'% Created on {datetime.datetime.now().strftime(\"%Y-%m-%d\")}\\n')\n",
12667 " f.write('\\n')\n",
12668 " \n",
12669 " last_uk_date = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'dateRep'].iloc[-1]\n",
12670 " f.write(f'> Last UK data from {last_uk_date.strftime(\"%Y-%m-%d\")}\\n')"
12671 ]
12672 },
12673 {
12674 "cell_type": "code",
12675 "execution_count": 728,
12676 "metadata": {},
12677 "outputs": [],
12678 "source": [
12679 "with open('covid_summary.md', 'a') as f:\n",
12680 " f.write('\\n')\n",
12681 " f.write('## Headlines\\n')\n",
12682 " f.write('\\n')\n",
12683 " f.write('| []() | |\\n')\n",
12684 " f.write('|:---|---:|\\n')\n",
12685 " f.write(f'| Deaths reported so far | {uk_covid_deaths} | \\n')\n",
12686 " f.write(f'| Total Covid deaths to date (estimated) | {uk_deaths_to_date:.0f} |\\n')\n",
12687 " 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",
12688 " f.write(f'| Projected total deaths up to {projection_date.strftime(\"%Y-%m-%d\")} | {deaths_actual_projected_scaled:.0f} | \\n')\n",
12689 " f.write('\\n')"
12690 ]
12691 },
12692 {
12693 "cell_type": "code",
12694 "execution_count": 729,
12695 "metadata": {},
12696 "outputs": [],
12697 "source": [
12698 "with open('covid_summary.md', 'a') as f:\n",
12699 " f.write('\\n')\n",
12700 " f.write('## Total deaths\\n')\n",
12701 " f.write(f'Time based on days since {DEATH_COUNT_THRESHOLD} deaths\\n')\n",
12702 " f.write('\\n')\n",
12703 " f.write('![Total deaths](covid_deaths_total_linear.png)\\n')\n",
12704 " f.write('\\n')\n",
12705 " f.write('| Country ID | Country name | Total deaths |\\n')\n",
12706 " f.write('|:-----------|:-------------|-------------:|\\n')\n",
12707 " for c in sorted(COUNTRIES_CORE):\n",
12708 " lvi = deaths[c].last_valid_index()\n",
12709 " f.write(f'| {c} | {countries.loc[c].countriesAndTerritories} | {int(deaths[c][lvi])} |\\n')\n",
12710 " f.write('\\n')"
12711 ]
12712 },
12713 {
12714 "cell_type": "code",
12715 "execution_count": 730,
12716 "metadata": {},
12717 "outputs": [],
12718 "source": [
12719 "with open('covid_summary.md', 'a') as f:\n",
12720 " f.write('\\n')\n",
12721 " f.write('## All-causes deaths, UK\\n')\n",
12722 " f.write('\\n')\n",
12723 " f.write('![All-causes deaths](deaths-radar.png)\\n')\n",
12724 " f.write('\\n')\n",
12725 " f.write('### Excess deaths\\n')\n",
12726 " f.write('\\n')\n",
12727 " f.write(f'From week ending 20 March 2020 until week ending {pd.to_datetime(excess_deaths_upto).strftime(\"%d %B %Y\")}, ')\n",
12728 " f.write(f'there were approximately **{excess_deaths:.0f}** excess deaths, over the average for the previous five years.\\n')\n",
12729 " f.write('\\n')"
12730 ]
12731 },
12732 {
12733 "cell_type": "code",
12734 "execution_count": 731,
12735 "metadata": {},
12736 "outputs": [],
12737 "source": [
12738 "with open('covid_summary.md', 'a') as f:\n",
12739 " f.write(f'In that period, the UK reported {ons_reported_deaths} Covid deaths.\\n')\n",
12740 " f.write(f'In the last three weeks for which excess deaths have been reported, the excess deaths have been {excess_death_accuracy:.3f} higher than the Covid-reported deaths.\\n')\n",
12741 "# 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",
12742 " f.write('\\n')\n",
12743 " f.write(f'The UK has reported {uk_covid_deaths} deaths so far.\\n')\n",
12744 " f.write(f'Using the scaling factor above (for Covid-19 deaths after the ONS figures), I infer that there have been **{uk_deaths_to_date:.0f}** total deaths so far.\\n')\n",
12745 " f.write('\\n')"
12746 ]
12747 },
12748 {
12749 "cell_type": "code",
12750 "execution_count": 732,
12751 "metadata": {},
12752 "outputs": [],
12753 "source": [
12754 "with open('covid_summary.md', 'a') as f:\n",
12755 " f.write('\\n')\n",
12756 " f.write('## Deaths per day\\n')\n",
12757 " f.write(f'Based on a 7-day moving average\\n')\n",
12758 " f.write('\\n')\n",
12759 " f.write('![Deaths per day](covid_deaths_per_day_7.png)\\n')\n",
12760 " f.write('\\n')"
12761 ]
12762 },
12763 {
12764 "cell_type": "code",
12765 "execution_count": 733,
12766 "metadata": {},
12767 "outputs": [
12768 {
12769 "data": {
12770 "text/plain": [
12771 "24"
12772 ]
12773 },
12774 "execution_count": 733,
12775 "metadata": {},
12776 "output_type": "execute_result"
12777 }
12778 ],
12779 "source": [
12780 "s_end - s_start - 1"
12781 ]
12782 },
12783 {
12784 "cell_type": "code",
12785 "execution_count": 734,
12786 "metadata": {},
12787 "outputs": [],
12788 "source": [
12789 "with open('covid_summary.md', 'a') as f:\n",
12790 " f.write('\\n')\n",
12791 " f.write('## Projected deaths\\n')\n",
12792 " f.write(f\"The UK's daily deaths data is very similar to Italy's.\\n\")\n",
12793 " f.write(f'If I use the Italian data for the next {s_end - s_start - 1} days (from {s_start_date.strftime(\"%d %B %Y\")} onwards),')\n",
12794 " f.write(f' the UK will report {uk_projection.deaths.sum()} deaths on day {uk_end} of the epidemic.\\n')\n",
12795 " f.write('\\n')\n",
12796 " f.write('Using the excess deaths scaling from above, that will translate into ')\n",
12797 " f.write(f'**{deaths_actual_projected_scaled:.0f}** Covid deaths total.\\n')\n",
12798 " f.write('\\n')"
12799 ]
12800 },
12801 {
12802 "cell_type": "code",
12803 "execution_count": 735,
12804 "metadata": {},
12805 "outputs": [],
12806 "source": [
12807 "with open('covid_summary.md', 'a') as f:\n",
12808 " f.write('\\n')\n",
12809 " f.write('## Deaths doubling times\\n')\n",
12810 " f.write(f'Based on a 7-day moving average\\n')\n",
12811 " f.write('\\n')\n",
12812 " f.write('![Deaths doubling times](covid_doubling_times_7.png)\\n')\n",
12813 " f.write('\\n')"
12814 ]
12815 },
12816 {
12817 "cell_type": "code",
12818 "execution_count": 736,
12819 "metadata": {},
12820 "outputs": [],
12821 "source": [
12822 "with open('covid_summary.md', 'a') as f:\n",
12823 " f.write('\\n')\n",
12824 " f.write('## Cases per day and lockdown dates\\n')\n",
12825 " f.write(f'Based on a 7-day moving average\\n')\n",
12826 " f.write('\\n')\n",
12827 " f.write('![Cases per day](cases_per_day_with_lockdown.png)\\n')\n",
12828 " f.write('\\n')"
12829 ]
12830 },
12831 {
12832 "cell_type": "code",
12833 "execution_count": 737,
12834 "metadata": {},
12835 "outputs": [],
12836 "source": [
12837 "with open('covid_summary.md', 'a') as f:\n",
12838 " f.write('\\n')\n",
12839 " f.write('| Country ID | Country name | Most recent daily cases | Most recent daily deaths |\\n')\n",
12840 " f.write('|:-----------|:-------------|------------------------:|-------------------------:|\\n')\n",
12841 " for c in sorted(COUNTRIES_CORE):\n",
12842 " lvic = cases_m7[c].last_valid_index()\n",
12843 " lvid = deaths_m7[c].last_valid_index()\n",
12844 " f.write(f'| {c} | {countries.loc[c].countriesAndTerritories} | {cases_m7[c][lvic]:.0f} | {deaths_m7[c][lvid]:.0f} | \\n')\n",
12845 " f.write('\\n')\n",
12846 " f.write('(Figures are 7-day averages)\\n')\n",
12847 " f.write('\\n')"
12848 ]
12849 },
12850 {
12851 "cell_type": "code",
12852 "execution_count": 738,
12853 "metadata": {},
12854 "outputs": [],
12855 "source": [
12856 "with open('covid_summary.md', 'a') as f:\n",
12857 " f.write('# Data sources\\n')\n",
12858 " f.write('\\n')\n",
12859 " 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",
12860 " f.write('\\n') \n",
12861 " f.write(\"\"\"> Population data from:\n",
12862 "\n",
12863 "* [Office of National Statistics](https://www.ons.gov.uk/peoplepopulationandcommunity/birthsdeathsandmarriages/deaths/datasets/weeklyprovisionalfiguresondeathsregisteredinenglandandwales) (Endland and Wales) Weeks start on a Saturday.\n",
12864 "* [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",
12865 "* [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",
12866 " \n",
12867 " f.write('\\n\\n')\n",
12868 " f.write('> [Source code available](https://git.njae.me.uk/?p=covid19.git;a=tree)\\n')\n",
12869 " f.write('\\n') \n"
12870 ]
12871 },
12872 {
12873 "cell_type": "code",
12874 "execution_count": 739,
12875 "metadata": {},
12876 "outputs": [],
12877 "source": [
12878 "!pandoc -s covid_summary.md > covid_summary.html"
12879 ]
12880 },
12881 {
12882 "cell_type": "code",
12883 "execution_count": 740,
12884 "metadata": {},
12885 "outputs": [
12886 {
12887 "name": "stdout",
12888 "output_type": "stream",
12889 "text": [
12890 "covid_summary.html 100% 7405 3.9MB/s 00:00 \n",
12891 "covid_deaths_total_linear.png 100% 42KB 7.9MB/s 00:00 \n",
12892 "deaths-radar.png 100% 199KB 10.4MB/s 00:00 \n",
12893 "covid_deaths_per_day_7.png 100% 50KB 7.6MB/s 00:00 \n",
12894 "covid_doubling_times_7.png 100% 31KB 7.2MB/s 00:00 \n",
12895 "cases_per_day_with_lockdown.png 100% 104KB 9.9MB/s 00:00 \n"
12896 ]
12897 }
12898 ],
12899 "source": [
12900 "!scp covid_summary.html neil@ogedei:/var/www/scripts.njae.me.uk/covid/index.html\n",
12901 "!scp covid_deaths_total_linear.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
12902 "!scp deaths-radar.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
12903 "!scp covid_deaths_per_day_7.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
12904 "!scp covid_doubling_times_7.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
12905 "!scp cases_per_day_with_lockdown.png neil@ogedei:/var/www/scripts.njae.me.uk/covid/"
12906 ]
12907 },
12908 {
12909 "cell_type": "code",
12910 "execution_count": 741,
12911 "metadata": {},
12912 "outputs": [],
12913 "source": [
12914 "with open('uk_covid_deaths.js', 'w') as f:\n",
12915 " f.write(f\"document.write('{uk_covid_deaths}');\")\n",
12916 " \n",
12917 "with open('estimated_total_deaths.js', 'w') as f:\n",
12918 " f.write(f\"document.write('{uk_deaths_to_date:.0f}');\")\n",
12919 "\n",
12920 "with open('projection_date.js', 'w') as f:\n",
12921 " f.write(f\"document.write(\\'{projection_date.strftime('%d %B %Y')}\\');\")\n",
12922 "\n",
12923 "with open('projected_deaths.js', 'w') as f:\n",
12924 " f.write(f\"document.write('{uk_projection.deaths.sum():.0f}');\")\n",
12925 "\n",
12926 "with open('projected_excess_deaths.js', 'w') as f:\n",
12927 " f.write(f\"document.write('{deaths_actual_projected_scaled:.0f}');\")\n",
12928 "\n",
12929 "with open('excess_deaths_upto.js', 'w') as f:\n",
12930 " f.write(f\"document.write('{pd.to_datetime(excess_deaths_upto).strftime('%d %B %Y')}');\")\n",
12931 "\n",
12932 "with open('excess_deaths.js', 'w') as f:\n",
12933 " f.write(f\"document.write('{excess_deaths:.0f}');\")\n",
12934 " \n",
12935 "with open('reported_deaths.js', 'w') as f:\n",
12936 " f.write(f\"document.write('{ons_reported_deaths:.0f}');\")\n",
12937 " \n",
12938 "with open('scaling_factor.js', 'w') as f:\n",
12939 " f.write(f\"document.write('{excess_death_accuracy:.2f}');\") \n",
12940 "\n",
12941 "with open('projection_length.js', 'w') as f:\n",
12942 " f.write(f\"document.write('{s_end - s_start - 1}');\")\n",
12943 " \n",
12944 "with open('s_end.js', 'w') as f:\n",
12945 " f.write(f\"document.write('{s_end}');\")\n",
12946 " \n",
12947 "s_start_date_str = s_start_date.strftime(\"%d %B %Y\")\n",
12948 "with open('s_start_date.js', 'w') as f:\n",
12949 " f.write(f\"document.write('{s_start_date_str}');\")\n",
12950 " \n",
12951 "with open('uk_end.js', 'w') as f:\n",
12952 " f.write(f\"document.write('{uk_end}');\")\n",
12953 " \n",
12954 "with open('last_uk_date.js', 'w') as f:\n",
12955 " f.write(f\"document.write('{pd.to_datetime(last_uk_date).strftime('%d %B %Y')}');\")"
12956 ]
12957 },
12958 {
12959 "cell_type": "code",
12960 "execution_count": 742,
12961 "metadata": {},
12962 "outputs": [
12963 {
12964 "data": {
12965 "text/plain": [
12966 "'03 July 2020'"
12967 ]
12968 },
12969 "execution_count": 742,
12970 "metadata": {},
12971 "output_type": "execute_result"
12972 }
12973 ],
12974 "source": [
12975 "pd.to_datetime(excess_deaths_upto).strftime('%d %B %Y')"
12976 ]
12977 },
12978 {
12979 "cell_type": "code",
12980 "execution_count": 743,
12981 "metadata": {},
12982 "outputs": [
12983 {
12984 "name": "stdout",
12985 "output_type": "stream",
12986 "text": [
12987 "uk_covid_deaths.js 100% 24 25.7KB/s 00:00 \n",
12988 "estimated_total_deaths.js 100% 24 24.7KB/s 00:00 \n",
12989 "projection_date.js 100% 36 41.9KB/s 00:00 \n",
12990 "projected_deaths.js 100% 24 25.1KB/s 00:00 \n",
12991 "projected_excess_deaths.js 100% 24 19.9KB/s 00:00 \n",
12992 "excess_deaths_upto.js 100% 31 28.2KB/s 00:00 \n",
12993 "excess_deaths.js 100% 24 19.9KB/s 00:00 \n",
12994 "reported_deaths.js 100% 24 19.5KB/s 00:00 \n",
12995 "scaling_factor.js 100% 23 30.1KB/s 00:00 \n",
12996 "projection_length.js 100% 21 21.3KB/s 00:00 \n",
12997 "s_end.js 100% 22 23.2KB/s 00:00 \n",
12998 "s_start_date.js 100% 30 23.3KB/s 00:00 \n",
12999 "uk_end.js 100% 22 23.8KB/s 00:00 \n",
13000 "last_uk_date.js 100% 33 42.3KB/s 00:00 \n"
13001 ]
13002 }
13003 ],
13004 "source": [
13005 "!scp uk_covid_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13006 "!scp estimated_total_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13007 "!scp projection_date.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13008 "!scp projected_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13009 "!scp projected_excess_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13010 "!scp excess_deaths_upto.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13011 "!scp excess_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13012 "!scp reported_deaths.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13013 "!scp scaling_factor.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13014 "!scp projection_length.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13015 "!scp s_end.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13016 "!scp s_start_date.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13017 "!scp uk_end.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/\n",
13018 "!scp last_uk_date.js neil@ogedei:/var/www/scripts.njae.me.uk/covid/ "
13019 ]
13020 },
13021 {
13022 "cell_type": "code",
13023 "execution_count": 744,
13024 "metadata": {},
13025 "outputs": [],
13026 "source": [
13027 "data_by_date.loc['UK'].to_csv('data_by_day_uk.csv', header=True, index=True)"
13028 ]
13029 },
13030 {
13031 "cell_type": "code",
13032 "execution_count": 745,
13033 "metadata": {},
13034 "outputs": [
13035 {
13036 "data": {
13037 "text/plain": [
13038 "[<matplotlib.axis.XTick at 0x7f03f7822150>,\n",
13039 " <matplotlib.axis.XTick at 0x7f03f57b7810>,\n",
13040 " <matplotlib.axis.XTick at 0x7f03f5480410>,\n",
13041 " <matplotlib.axis.XTick at 0x7f03f5c85b90>,\n",
13042 " <matplotlib.axis.XTick at 0x7f03f5c85090>,\n",
13043 " <matplotlib.axis.XTick at 0x7f03f517f550>]"
13044 ]
13045 },
13046 "execution_count": 745,
13047 "metadata": {},
13048 "output_type": "execute_result"
13049 },
13050 {
13051 "data": {
13052 "image/png": 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\n",
13053 "text/plain": [
13054 "<Figure size 864x576 with 1 Axes>"
13055 ]
13056 },
13057 "metadata": {
13058 "needs_background": "light"
13059 },
13060 "output_type": "display_data"
13061 }
13062 ],
13063 "source": [
13064 "ukd = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), ['deaths', 'deaths_m7']].droplevel(1)\n",
13065 "ax = ukd.deaths.plot.bar(figsize=(12, 8))\n",
13066 "ukd.deaths_m7.plot.line(ax=ax, color='red')\n",
13067 "# ax = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'deaths_m7'].plot.line(figsize=(12, 8), color='red')\n",
13068 "# ax = data_since_threshold.replace([np.inf, -np.inf], np.nan).loc[(slice(None), ['UK']), 'deaths'].plot.bar(ax=ax)\n",
13069 "ax.set_xticks(range(0, 120, 20))"
13070 ]
13071 },
13072 {
13073 "cell_type": "code",
13074 "execution_count": 746,
13075 "metadata": {},
13076 "outputs": [
13077 {
13078 "data": {
13079 "text/plain": [
13080 "array([ 0, 20, 40, 60, 80, 100, 120])"
13081 ]
13082 },
13083 "execution_count": 746,
13084 "metadata": {},
13085 "output_type": "execute_result"
13086 }
13087 ],
13088 "source": [
13089 "np.arange(0, 130, 20)"
13090 ]
13091 },
13092 {
13093 "cell_type": "code",
13094 "execution_count": 747,
13095 "metadata": {},
13096 "outputs": [
13097 {
13098 "data": {
13099 "text/html": [
13100 "<div>\n",
13101 "<style scoped>\n",
13102 " .dataframe tbody tr th:only-of-type {\n",
13103 " vertical-align: middle;\n",
13104 " }\n",
13105 "\n",
13106 " .dataframe tbody tr th {\n",
13107 " vertical-align: top;\n",
13108 " }\n",
13109 "\n",
13110 " .dataframe thead th {\n",
13111 " text-align: right;\n",
13112 " }\n",
13113 "</style>\n",
13114 "<table border=\"1\" class=\"dataframe\">\n",
13115 " <thead>\n",
13116 " <tr style=\"text-align: right;\">\n",
13117 " <th></th>\n",
13118 " <th>cases</th>\n",
13119 " <th>deaths</th>\n",
13120 " <th>cases_culm</th>\n",
13121 " <th>deaths_culm</th>\n",
13122 " <th>cases_diff</th>\n",
13123 " <th>deaths_diff</th>\n",
13124 " </tr>\n",
13125 " <tr>\n",
13126 " <th>dateRep</th>\n",
13127 " <th></th>\n",
13128 " <th></th>\n",
13129 " <th></th>\n",
13130 " <th></th>\n",
13131 " <th></th>\n",
13132 " <th></th>\n",
13133 " </tr>\n",
13134 " </thead>\n",
13135 " <tbody>\n",
13136 " <tr>\n",
13137 " <td>2019-12-31</td>\n",
13138 " <td>0</td>\n",
13139 " <td>0</td>\n",
13140 " <td>0</td>\n",
13141 " <td>0</td>\n",
13142 " <td>NaN</td>\n",
13143 " <td>NaN</td>\n",
13144 " </tr>\n",
13145 " <tr>\n",
13146 " <td>2020-01-01</td>\n",
13147 " <td>0</td>\n",
13148 " <td>0</td>\n",
13149 " <td>0</td>\n",
13150 " <td>0</td>\n",
13151 " <td>0.0</td>\n",
13152 " <td>0.0</td>\n",
13153 " </tr>\n",
13154 " <tr>\n",
13155 " <td>2020-01-02</td>\n",
13156 " <td>0</td>\n",
13157 " <td>0</td>\n",
13158 " <td>0</td>\n",
13159 " <td>0</td>\n",
13160 " <td>0.0</td>\n",
13161 " <td>0.0</td>\n",
13162 " </tr>\n",
13163 " <tr>\n",
13164 " <td>2020-01-03</td>\n",
13165 " <td>0</td>\n",
13166 " <td>0</td>\n",
13167 " <td>0</td>\n",
13168 " <td>0</td>\n",
13169 " <td>0.0</td>\n",
13170 " <td>0.0</td>\n",
13171 " </tr>\n",
13172 " <tr>\n",
13173 " <td>2020-01-04</td>\n",
13174 " <td>0</td>\n",
13175 " <td>0</td>\n",
13176 " <td>0</td>\n",
13177 " <td>0</td>\n",
13178 " <td>0.0</td>\n",
13179 " <td>0.0</td>\n",
13180 " </tr>\n",
13181 " <tr>\n",
13182 " <td>...</td>\n",
13183 " <td>...</td>\n",
13184 " <td>...</td>\n",
13185 " <td>...</td>\n",
13186 " <td>...</td>\n",
13187 " <td>...</td>\n",
13188 " <td>...</td>\n",
13189 " </tr>\n",
13190 " <tr>\n",
13191 " <td>2020-08-15</td>\n",
13192 " <td>1440</td>\n",
13193 " <td>11</td>\n",
13194 " <td>316367</td>\n",
13195 " <td>41358</td>\n",
13196 " <td>311.0</td>\n",
13197 " <td>-7.0</td>\n",
13198 " </tr>\n",
13199 " <tr>\n",
13200 " <td>2020-08-16</td>\n",
13201 " <td>1077</td>\n",
13202 " <td>3</td>\n",
13203 " <td>317444</td>\n",
13204 " <td>41361</td>\n",
13205 " <td>-363.0</td>\n",
13206 " <td>-8.0</td>\n",
13207 " </tr>\n",
13208 " <tr>\n",
13209 " <td>2020-08-17</td>\n",
13210 " <td>1040</td>\n",
13211 " <td>5</td>\n",
13212 " <td>318484</td>\n",
13213 " <td>41366</td>\n",
13214 " <td>-37.0</td>\n",
13215 " <td>2.0</td>\n",
13216 " </tr>\n",
13217 " <tr>\n",
13218 " <td>2020-08-18</td>\n",
13219 " <td>713</td>\n",
13220 " <td>3</td>\n",
13221 " <td>319197</td>\n",
13222 " <td>41369</td>\n",
13223 " <td>-327.0</td>\n",
13224 " <td>-2.0</td>\n",
13225 " </tr>\n",
13226 " <tr>\n",
13227 " <td>2020-08-19</td>\n",
13228 " <td>1089</td>\n",
13229 " <td>12</td>\n",
13230 " <td>320286</td>\n",
13231 " <td>41381</td>\n",
13232 " <td>376.0</td>\n",
13233 " <td>9.0</td>\n",
13234 " </tr>\n",
13235 " </tbody>\n",
13236 "</table>\n",
13237 "<p>233 rows × 6 columns</p>\n",
13238 "</div>"
13239 ],
13240 "text/plain": [
13241 " cases deaths cases_culm deaths_culm cases_diff deaths_diff\n",
13242 "dateRep \n",
13243 "2019-12-31 0 0 0 0 NaN NaN\n",
13244 "2020-01-01 0 0 0 0 0.0 0.0\n",
13245 "2020-01-02 0 0 0 0 0.0 0.0\n",
13246 "2020-01-03 0 0 0 0 0.0 0.0\n",
13247 "2020-01-04 0 0 0 0 0.0 0.0\n",
13248 "... ... ... ... ... ... ...\n",
13249 "2020-08-15 1440 11 316367 41358 311.0 -7.0\n",
13250 "2020-08-16 1077 3 317444 41361 -363.0 -8.0\n",
13251 "2020-08-17 1040 5 318484 41366 -37.0 2.0\n",
13252 "2020-08-18 713 3 319197 41369 -327.0 -2.0\n",
13253 "2020-08-19 1089 12 320286 41381 376.0 9.0\n",
13254 "\n",
13255 "[233 rows x 6 columns]"
13256 ]
13257 },
13258 "execution_count": 747,
13259 "metadata": {},
13260 "output_type": "execute_result"
13261 }
13262 ],
13263 "source": [
13264 "data_by_date.loc['UK']"
13265 ]
13266 },
13267 {
13268 "cell_type": "code",
13269 "execution_count": 748,
13270 "metadata": {},
13271 "outputs": [
13272 {
13273 "data": {
13274 "text/plain": [
13275 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f53cfe50>"
13276 ]
13277 },
13278 "execution_count": 748,
13279 "metadata": {},
13280 "output_type": "execute_result"
13281 },
13282 {
13283 "data": {
13284 "image/png": 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\n",
13285 "text/plain": [
13286 "<Figure size 432x288 with 1 Axes>"
13287 ]
13288 },
13289 "metadata": {
13290 "needs_background": "light"
13291 },
13292 "output_type": "display_data"
13293 }
13294 ],
13295 "source": [
13296 "data_by_date.loc['UK'].plot(x='deaths_culm', y='deaths', logx=True, logy=True)"
13297 ]
13298 },
13299 {
13300 "cell_type": "code",
13301 "execution_count": 749,
13302 "metadata": {},
13303 "outputs": [
13304 {
13305 "data": {
13306 "text/plain": [
13307 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03f767bd10>"
13308 ]
13309 },
13310 "execution_count": 749,
13311 "metadata": {},
13312 "output_type": "execute_result"
13313 },
13314 {
13315 "data": {
13316 "image/png": 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\n",
13317 "text/plain": [
13318 "<Figure size 432x288 with 1 Axes>"
13319 ]
13320 },
13321 "metadata": {
13322 "needs_background": "light"
13323 },
13324 "output_type": "display_data"
13325 }
13326 ],
13327 "source": [
13328 "data_by_date.loc['UK'].plot(x='cases_culm', y='cases')"
13329 ]
13330 },
13331 {
13332 "cell_type": "code",
13333 "execution_count": 750,
13334 "metadata": {},
13335 "outputs": [
13336 {
13337 "data": {
13338 "text/html": [
13339 "<div>\n",
13340 "<style scoped>\n",
13341 " .dataframe tbody tr th:only-of-type {\n",
13342 " vertical-align: middle;\n",
13343 " }\n",
13344 "\n",
13345 " .dataframe tbody tr th {\n",
13346 " vertical-align: top;\n",
13347 " }\n",
13348 "\n",
13349 " .dataframe thead th {\n",
13350 " text-align: right;\n",
13351 " }\n",
13352 "</style>\n",
13353 "<table border=\"1\" class=\"dataframe\">\n",
13354 " <thead>\n",
13355 " <tr style=\"text-align: right;\">\n",
13356 " <th></th>\n",
13357 " <th>cases</th>\n",
13358 " <th>deaths</th>\n",
13359 " <th>cases_culm</th>\n",
13360 " <th>deaths_culm</th>\n",
13361 " <th>cases_diff</th>\n",
13362 " <th>deaths_diff</th>\n",
13363 " <th>deaths_m7</th>\n",
13364 " <th>cases_m7</th>\n",
13365 " </tr>\n",
13366 " <tr>\n",
13367 " <th>dateRep</th>\n",
13368 " <th></th>\n",
13369 " <th></th>\n",
13370 " <th></th>\n",
13371 " <th></th>\n",
13372 " <th></th>\n",
13373 " <th></th>\n",
13374 " <th></th>\n",
13375 " <th></th>\n",
13376 " </tr>\n",
13377 " </thead>\n",
13378 " <tbody>\n",
13379 " <tr>\n",
13380 " <td>2019-12-31</td>\n",
13381 " <td>0</td>\n",
13382 " <td>0</td>\n",
13383 " <td>0</td>\n",
13384 " <td>0</td>\n",
13385 " <td>NaN</td>\n",
13386 " <td>NaN</td>\n",
13387 " <td>0.000000</td>\n",
13388 " <td>0.000000</td>\n",
13389 " </tr>\n",
13390 " <tr>\n",
13391 " <td>2020-01-01</td>\n",
13392 " <td>0</td>\n",
13393 " <td>0</td>\n",
13394 " <td>0</td>\n",
13395 " <td>0</td>\n",
13396 " <td>0.0</td>\n",
13397 " <td>0.0</td>\n",
13398 " <td>0.000000</td>\n",
13399 " <td>0.000000</td>\n",
13400 " </tr>\n",
13401 " <tr>\n",
13402 " <td>2020-01-02</td>\n",
13403 " <td>0</td>\n",
13404 " <td>0</td>\n",
13405 " <td>0</td>\n",
13406 " <td>0</td>\n",
13407 " <td>0.0</td>\n",
13408 " <td>0.0</td>\n",
13409 " <td>0.000000</td>\n",
13410 " <td>0.000000</td>\n",
13411 " </tr>\n",
13412 " <tr>\n",
13413 " <td>2020-01-03</td>\n",
13414 " <td>0</td>\n",
13415 " <td>0</td>\n",
13416 " <td>0</td>\n",
13417 " <td>0</td>\n",
13418 " <td>0.0</td>\n",
13419 " <td>0.0</td>\n",
13420 " <td>0.000000</td>\n",
13421 " <td>0.000000</td>\n",
13422 " </tr>\n",
13423 " <tr>\n",
13424 " <td>2020-01-04</td>\n",
13425 " <td>0</td>\n",
13426 " <td>0</td>\n",
13427 " <td>0</td>\n",
13428 " <td>0</td>\n",
13429 " <td>0.0</td>\n",
13430 " <td>0.0</td>\n",
13431 " <td>0.000000</td>\n",
13432 " <td>0.000000</td>\n",
13433 " </tr>\n",
13434 " <tr>\n",
13435 " <td>...</td>\n",
13436 " <td>...</td>\n",
13437 " <td>...</td>\n",
13438 " <td>...</td>\n",
13439 " <td>...</td>\n",
13440 " <td>...</td>\n",
13441 " <td>...</td>\n",
13442 " <td>...</td>\n",
13443 " <td>...</td>\n",
13444 " </tr>\n",
13445 " <tr>\n",
13446 " <td>2020-08-15</td>\n",
13447 " <td>1440</td>\n",
13448 " <td>11</td>\n",
13449 " <td>316367</td>\n",
13450 " <td>41358</td>\n",
13451 " <td>311.0</td>\n",
13452 " <td>-7.0</td>\n",
13453 " <td>12.571429</td>\n",
13454 " <td>1051.714286</td>\n",
13455 " </tr>\n",
13456 " <tr>\n",
13457 " <td>2020-08-16</td>\n",
13458 " <td>1077</td>\n",
13459 " <td>3</td>\n",
13460 " <td>317444</td>\n",
13461 " <td>41361</td>\n",
13462 " <td>-363.0</td>\n",
13463 " <td>-8.0</td>\n",
13464 " <td>12.571429</td>\n",
13465 " <td>1097.285714</td>\n",
13466 " </tr>\n",
13467 " <tr>\n",
13468 " <td>2020-08-17</td>\n",
13469 " <td>1040</td>\n",
13470 " <td>5</td>\n",
13471 " <td>318484</td>\n",
13472 " <td>41366</td>\n",
13473 " <td>-37.0</td>\n",
13474 " <td>2.0</td>\n",
13475 " <td>12.571429</td>\n",
13476 " <td>1094.142857</td>\n",
13477 " </tr>\n",
13478 " <tr>\n",
13479 " <td>2020-08-18</td>\n",
13480 " <td>713</td>\n",
13481 " <td>3</td>\n",
13482 " <td>319197</td>\n",
13483 " <td>41369</td>\n",
13484 " <td>-327.0</td>\n",
13485 " <td>-2.0</td>\n",
13486 " <td>10.428571</td>\n",
13487 " <td>1079.428571</td>\n",
13488 " </tr>\n",
13489 " <tr>\n",
13490 " <td>2020-08-19</td>\n",
13491 " <td>1089</td>\n",
13492 " <td>12</td>\n",
13493 " <td>320286</td>\n",
13494 " <td>41381</td>\n",
13495 " <td>376.0</td>\n",
13496 " <td>9.0</td>\n",
13497 " <td>10.285714</td>\n",
13498 " <td>1071.000000</td>\n",
13499 " </tr>\n",
13500 " </tbody>\n",
13501 "</table>\n",
13502 "<p>233 rows × 8 columns</p>\n",
13503 "</div>"
13504 ],
13505 "text/plain": [
13506 " cases deaths cases_culm deaths_culm cases_diff deaths_diff \\\n",
13507 "dateRep \n",
13508 "2019-12-31 0 0 0 0 NaN NaN \n",
13509 "2020-01-01 0 0 0 0 0.0 0.0 \n",
13510 "2020-01-02 0 0 0 0 0.0 0.0 \n",
13511 "2020-01-03 0 0 0 0 0.0 0.0 \n",
13512 "2020-01-04 0 0 0 0 0.0 0.0 \n",
13513 "... ... ... ... ... ... ... \n",
13514 "2020-08-15 1440 11 316367 41358 311.0 -7.0 \n",
13515 "2020-08-16 1077 3 317444 41361 -363.0 -8.0 \n",
13516 "2020-08-17 1040 5 318484 41366 -37.0 2.0 \n",
13517 "2020-08-18 713 3 319197 41369 -327.0 -2.0 \n",
13518 "2020-08-19 1089 12 320286 41381 376.0 9.0 \n",
13519 "\n",
13520 " deaths_m7 cases_m7 \n",
13521 "dateRep \n",
13522 "2019-12-31 0.000000 0.000000 \n",
13523 "2020-01-01 0.000000 0.000000 \n",
13524 "2020-01-02 0.000000 0.000000 \n",
13525 "2020-01-03 0.000000 0.000000 \n",
13526 "2020-01-04 0.000000 0.000000 \n",
13527 "... ... ... \n",
13528 "2020-08-15 12.571429 1051.714286 \n",
13529 "2020-08-16 12.571429 1097.285714 \n",
13530 "2020-08-17 12.571429 1094.142857 \n",
13531 "2020-08-18 10.428571 1079.428571 \n",
13532 "2020-08-19 10.285714 1071.000000 \n",
13533 "\n",
13534 "[233 rows x 8 columns]"
13535 ]
13536 },
13537 "execution_count": 750,
13538 "metadata": {},
13539 "output_type": "execute_result"
13540 }
13541 ],
13542 "source": [
13543 "ukdbd = data_by_date.loc['UK'].copy()\n",
13544 "ukdbd['deaths_m7'] = ukdbd.deaths.transform(lambda x: x.rolling(7, 1).mean())\n",
13545 "ukdbd['cases_m7'] = ukdbd.cases.transform(lambda x: x.rolling(7, 1).mean())\n",
13546 "ukdbd"
13547 ]
13548 },
13549 {
13550 "cell_type": "code",
13551 "execution_count": 751,
13552 "metadata": {},
13553 "outputs": [
13554 {
13555 "data": {
13556 "text/plain": [
13557 "<matplotlib.axes._subplots.AxesSubplot at 0x7f03fc51b690>"
13558 ]
13559 },
13560 "execution_count": 751,
13561 "metadata": {},
13562 "output_type": "execute_result"
13563 },
13564 {
13565 "data": {
13566 "image/png": 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\n",
13567 "text/plain": [
13568 "<Figure size 432x288 with 1 Axes>"
13569 ]
13570 },
13571 "metadata": {
13572 "needs_background": "light"
13573 },
13574 "output_type": "display_data"
13575 }
13576 ],
13577 "source": [
13578 "ukdbd.plot(x='deaths_culm', y='deaths_m7', logx=True, logy=True)"
13579 ]
13580 },
13581 {
13582 "cell_type": "code",
13583 "execution_count": 752,
13584 "metadata": {},
13585 "outputs": [
13586 {
13587 "data": {
13588 "image/png": 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\n",
13589 "text/plain": [
13590 "<Figure size 864x576 with 1 Axes>"
13591 ]
13592 },
13593 "metadata": {
13594 "needs_background": "light"
13595 },
13596 "output_type": "display_data"
13597 }
13598 ],
13599 "source": [
13600 "fig, ax = plt.subplots(figsize=(12, 8))\n",
13601 "xmax = 10\n",
13602 "for c in COUNTRIES_CORE:\n",
13603 " if data_since_threshold.loc[(slice(None), c), 'deaths_culm'].max() > xmax:\n",
13604 " xmax = data_since_threshold.loc[(slice(None), c), 'deaths_culm'].max()\n",
13605 " data_since_threshold.loc[(slice(None), c), :].plot(x='deaths_culm', y='deaths_m7', logx=True, logy=True, xlim=(10, xmax * 1.1), label=c, ax=ax)"
13606 ]
13607 },
13608 {
13609 "cell_type": "code",
13610 "execution_count": 753,
13611 "metadata": {},
13612 "outputs": [
13613 {
13614 "data": {
13615 "text/plain": [
13616 "41381"
13617 ]
13618 },
13619 "execution_count": 753,
13620 "metadata": {},
13621 "output_type": "execute_result"
13622 }
13623 ],
13624 "source": [
13625 "data_since_threshold.loc[(slice(None), 'UK'), 'deaths_culm'].max()"
13626 ]
13627 },
13628 {
13629 "cell_type": "code",
13630 "execution_count": 754,
13631 "metadata": {},
13632 "outputs": [
13633 {
13634 "data": {
13635 "text/plain": [
13636 "array(['Asia', 'Europe', 'Africa', 'America', 'Oceania', 'Other'],\n",
13637 " dtype=object)"
13638 ]
13639 },
13640 "execution_count": 754,
13641 "metadata": {},
13642 "output_type": "execute_result"
13643 }
13644 ],
13645 "source": [
13646 "countries.continentExp.unique()"
13647 ]
13648 },
13649 {
13650 "cell_type": "code",
13651 "execution_count": 755,
13652 "metadata": {},
13653 "outputs": [
13654 {
13655 "data": {
13656 "text/plain": [
13657 "countriesAndTerritories Kuwait\n",
13658 "popData2019 4207077\n",
13659 "continentExp Asia\n",
13660 "Name: KW, dtype: object"
13661 ]
13662 },
13663 "execution_count": 755,
13664 "metadata": {},
13665 "output_type": "execute_result"
13666 }
13667 ],
13668 "source": [
13669 "countries.loc['KW']"
13670 ]
13671 },
13672 {
13673 "cell_type": "code",
13674 "execution_count": 756,
13675 "metadata": {},
13676 "outputs": [
13677 {
13678 "data": {
13679 "text/plain": [
13680 "geoId dateRep \n",
13681 "AD 2020-03-03 1.0\n",
13682 " 2020-03-14 1.0\n",
13683 " 2020-03-16 2.0\n",
13684 " 2020-03-17 1.0\n",
13685 " 2020-03-18 2.0\n",
13686 " ... \n",
13687 "ZW 2020-08-15 NaN\n",
13688 " 2020-08-16 NaN\n",
13689 " 2020-08-17 NaN\n",
13690 " 2020-08-18 NaN\n",
13691 " 2020-08-19 NaN\n",
13692 "Name: deaths, Length: 37238, dtype: float64"
13693 ]
13694 },
13695 "execution_count": 756,
13696 "metadata": {},
13697 "output_type": "execute_result"
13698 }
13699 ],
13700 "source": [
13701 "data_by_date.groupby(level=0)['deaths'].shift(-25)"
13702 ]
13703 },
13704 {
13705 "cell_type": "code",
13706 "execution_count": 757,
13707 "metadata": {},
13708 "outputs": [
13709 {
13710 "data": {
13711 "text/html": [
13712 "<div>\n",
13713 "<style scoped>\n",
13714 " .dataframe tbody tr th:only-of-type {\n",
13715 " vertical-align: middle;\n",
13716 " }\n",
13717 "\n",
13718 " .dataframe tbody tr th {\n",
13719 " vertical-align: top;\n",
13720 " }\n",
13721 "\n",
13722 " .dataframe thead th {\n",
13723 " text-align: right;\n",
13724 " }\n",
13725 "</style>\n",
13726 "<table border=\"1\" class=\"dataframe\">\n",
13727 " <thead>\n",
13728 " <tr style=\"text-align: right;\">\n",
13729 " <th></th>\n",
13730 " <th></th>\n",
13731 " <th>cases</th>\n",
13732 " <th>deaths</th>\n",
13733 " <th>cases_m7</th>\n",
13734 " <th>deaths_m7</th>\n",
13735 " <th>deaths_per_case</th>\n",
13736 " </tr>\n",
13737 " <tr>\n",
13738 " <th>geoId</th>\n",
13739 " <th>dateRep</th>\n",
13740 " <th></th>\n",
13741 " <th></th>\n",
13742 " <th></th>\n",
13743 " <th></th>\n",
13744 " <th></th>\n",
13745 " </tr>\n",
13746 " </thead>\n",
13747 " <tbody>\n",
13748 " <tr>\n",
13749 " <td rowspan=\"5\" valign=\"top\">AD</td>\n",
13750 " <td>2020-03-03</td>\n",
13751 " <td>1</td>\n",
13752 " <td>1.0</td>\n",
13753 " <td>1.000000</td>\n",
13754 " <td>1.000000</td>\n",
13755 " <td>1.000000</td>\n",
13756 " </tr>\n",
13757 " <tr>\n",
13758 " <td>2020-03-14</td>\n",
13759 " <td>1</td>\n",
13760 " <td>1.0</td>\n",
13761 " <td>1.000000</td>\n",
13762 " <td>1.000000</td>\n",
13763 " <td>1.000000</td>\n",
13764 " </tr>\n",
13765 " <tr>\n",
13766 " <td>2020-03-16</td>\n",
13767 " <td>3</td>\n",
13768 " <td>2.0</td>\n",
13769 " <td>1.666667</td>\n",
13770 " <td>1.333333</td>\n",
13771 " <td>0.800000</td>\n",
13772 " </tr>\n",
13773 " <tr>\n",
13774 " <td>2020-03-17</td>\n",
13775 " <td>9</td>\n",
13776 " <td>1.0</td>\n",
13777 " <td>3.500000</td>\n",
13778 " <td>1.250000</td>\n",
13779 " <td>0.357143</td>\n",
13780 " </tr>\n",
13781 " <tr>\n",
13782 " <td>2020-03-18</td>\n",
13783 " <td>0</td>\n",
13784 " <td>2.0</td>\n",
13785 " <td>2.800000</td>\n",
13786 " <td>1.400000</td>\n",
13787 " <td>0.500000</td>\n",
13788 " </tr>\n",
13789 " <tr>\n",
13790 " <td>...</td>\n",
13791 " <td>...</td>\n",
13792 " <td>...</td>\n",
13793 " <td>...</td>\n",
13794 " <td>...</td>\n",
13795 " <td>...</td>\n",
13796 " <td>...</td>\n",
13797 " </tr>\n",
13798 " <tr>\n",
13799 " <td rowspan=\"5\" valign=\"top\">ZW</td>\n",
13800 " <td>2020-08-15</td>\n",
13801 " <td>82</td>\n",
13802 " <td>NaN</td>\n",
13803 " <td>88.714286</td>\n",
13804 " <td>NaN</td>\n",
13805 " <td>NaN</td>\n",
13806 " </tr>\n",
13807 " <tr>\n",
13808 " <td>2020-08-16</td>\n",
13809 " <td>104</td>\n",
13810 " <td>NaN</td>\n",
13811 " <td>85.857143</td>\n",
13812 " <td>NaN</td>\n",
13813 " <td>NaN</td>\n",
13814 " </tr>\n",
13815 " <tr>\n",
13816 " <td>2020-08-17</td>\n",
13817 " <td>85</td>\n",
13818 " <td>NaN</td>\n",
13819 " <td>87.428571</td>\n",
13820 " <td>NaN</td>\n",
13821 " <td>NaN</td>\n",
13822 " </tr>\n",
13823 " <tr>\n",
13824 " <td>2020-08-18</td>\n",
13825 " <td>47</td>\n",
13826 " <td>NaN</td>\n",
13827 " <td>80.000000</td>\n",
13828 " <td>NaN</td>\n",
13829 " <td>NaN</td>\n",
13830 " </tr>\n",
13831 " <tr>\n",
13832 " <td>2020-08-19</td>\n",
13833 " <td>70</td>\n",
13834 " <td>NaN</td>\n",
13835 " <td>80.000000</td>\n",
13836 " <td>NaN</td>\n",
13837 " <td>NaN</td>\n",
13838 " </tr>\n",
13839 " </tbody>\n",
13840 "</table>\n",
13841 "<p>37238 rows × 5 columns</p>\n",
13842 "</div>"
13843 ],
13844 "text/plain": [
13845 " cases deaths cases_m7 deaths_m7 deaths_per_case\n",
13846 "geoId dateRep \n",
13847 "AD 2020-03-03 1 1.0 1.000000 1.000000 1.000000\n",
13848 " 2020-03-14 1 1.0 1.000000 1.000000 1.000000\n",
13849 " 2020-03-16 3 2.0 1.666667 1.333333 0.800000\n",
13850 " 2020-03-17 9 1.0 3.500000 1.250000 0.357143\n",
13851 " 2020-03-18 0 2.0 2.800000 1.400000 0.500000\n",
13852 "... ... ... ... ... ...\n",
13853 "ZW 2020-08-15 82 NaN 88.714286 NaN NaN\n",
13854 " 2020-08-16 104 NaN 85.857143 NaN NaN\n",
13855 " 2020-08-17 85 NaN 87.428571 NaN NaN\n",
13856 " 2020-08-18 47 NaN 80.000000 NaN NaN\n",
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13858 "\n",
13859 "[37238 rows x 5 columns]"
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13861 },
13862 "execution_count": 757,
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13866 ],
13867 "source": [
13868 "offset_data = data_by_date.loc[:, ['cases']]\n",
13869 "offset_data['deaths'] = data_by_date.groupby(level=0)['deaths'].shift(-25)\n",
13870 "offset_data['cases_m7'] = offset_data.groupby(level=0)['cases'].transform(lambda x: x.rolling(7, 1).mean())\n",
13871 "offset_data['deaths_m7'] = offset_data['deaths'].dropna().groupby(level=0).transform(lambda x: x.rolling(7, 1).mean())\n",
13872 "offset_data['deaths_per_case'] = offset_data.deaths_m7 / offset_data.cases_m7\n",
13873 "offset_data"
13874 ]
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14434 " <tr>\n",
14435 " <td>2020-01-03</td>\n",
14436 " <td>NaN</td>\n",
14437 " <td>NaN</td>\n",
14438 " <td>NaN</td>\n",
14439 " <td>NaN</td>\n",
14440 " <td>0.0</td>\n",
14441 " <td>NaN</td>\n",
14442 " <td>NaN</td>\n",
14443 " <td>0.0</td>\n",
14444 " <td>NaN</td>\n",
14445 " <td>NaN</td>\n",
14446 " <td>...</td>\n",
14447 " <td>NaN</td>\n",
14448 " <td>NaN</td>\n",
14449 " <td>NaN</td>\n",
14450 " <td>NaN</td>\n",
14451 " <td>0.0</td>\n",
14452 " <td>NaN</td>\n",
14453 " <td>NaN</td>\n",
14454 " <td>NaN</td>\n",
14455 " <td>NaN</td>\n",
14456 " <td>NaN</td>\n",
14457 " </tr>\n",
14458 " <tr>\n",
14459 " <td>2020-01-04</td>\n",
14460 " <td>NaN</td>\n",
14461 " <td>NaN</td>\n",
14462 " <td>NaN</td>\n",
14463 " <td>NaN</td>\n",
14464 " <td>0.0</td>\n",
14465 " <td>NaN</td>\n",
14466 " <td>NaN</td>\n",
14467 " <td>0.0</td>\n",
14468 " <td>NaN</td>\n",
14469 " <td>NaN</td>\n",
14470 " <td>...</td>\n",
14471 " <td>NaN</td>\n",
14472 " <td>NaN</td>\n",
14473 " <td>NaN</td>\n",
14474 " <td>NaN</td>\n",
14475 " <td>0.0</td>\n",
14476 " <td>NaN</td>\n",
14477 " <td>NaN</td>\n",
14478 " <td>NaN</td>\n",
14479 " <td>NaN</td>\n",
14480 " <td>NaN</td>\n",
14481 " </tr>\n",
14482 " <tr>\n",
14483 " <td>...</td>\n",
14484 " <td>...</td>\n",
14485 " <td>...</td>\n",
14486 " <td>...</td>\n",
14487 " <td>...</td>\n",
14488 " <td>...</td>\n",
14489 " <td>...</td>\n",
14490 " <td>...</td>\n",
14491 " <td>...</td>\n",
14492 " <td>...</td>\n",
14493 " <td>...</td>\n",
14494 " <td>...</td>\n",
14495 " <td>...</td>\n",
14496 " <td>...</td>\n",
14497 " <td>...</td>\n",
14498 " <td>...</td>\n",
14499 " <td>...</td>\n",
14500 " <td>...</td>\n",
14501 " <td>...</td>\n",
14502 " <td>...</td>\n",
14503 " <td>...</td>\n",
14504 " <td>...</td>\n",
14505 " </tr>\n",
14506 " <tr>\n",
14507 " <td>2020-08-15</td>\n",
14508 " <td>NaN</td>\n",
14509 " <td>NaN</td>\n",
14510 " <td>NaN</td>\n",
14511 " <td>NaN</td>\n",
14512 " <td>NaN</td>\n",
14513 " <td>NaN</td>\n",
14514 " <td>NaN</td>\n",
14515 " <td>NaN</td>\n",
14516 " <td>NaN</td>\n",
14517 " <td>NaN</td>\n",
14518 " <td>...</td>\n",
14519 " <td>NaN</td>\n",
14520 " <td>NaN</td>\n",
14521 " <td>NaN</td>\n",
14522 " <td>NaN</td>\n",
14523 " <td>NaN</td>\n",
14524 " <td>NaN</td>\n",
14525 " <td>NaN</td>\n",
14526 " <td>NaN</td>\n",
14527 " <td>NaN</td>\n",
14528 " <td>NaN</td>\n",
14529 " </tr>\n",
14530 " <tr>\n",
14531 " <td>2020-08-16</td>\n",
14532 " <td>NaN</td>\n",
14533 " <td>NaN</td>\n",
14534 " <td>NaN</td>\n",
14535 " <td>NaN</td>\n",
14536 " <td>NaN</td>\n",
14537 " <td>NaN</td>\n",
14538 " <td>NaN</td>\n",
14539 " <td>NaN</td>\n",
14540 " <td>NaN</td>\n",
14541 " <td>NaN</td>\n",
14542 " <td>...</td>\n",
14543 " <td>NaN</td>\n",
14544 " <td>NaN</td>\n",
14545 " <td>NaN</td>\n",
14546 " <td>NaN</td>\n",
14547 " <td>NaN</td>\n",
14548 " <td>NaN</td>\n",
14549 " <td>NaN</td>\n",
14550 " <td>NaN</td>\n",
14551 " <td>NaN</td>\n",
14552 " <td>NaN</td>\n",
14553 " </tr>\n",
14554 " <tr>\n",
14555 " <td>2020-08-17</td>\n",
14556 " <td>NaN</td>\n",
14557 " <td>NaN</td>\n",
14558 " <td>NaN</td>\n",
14559 " <td>NaN</td>\n",
14560 " <td>NaN</td>\n",
14561 " <td>NaN</td>\n",
14562 " <td>NaN</td>\n",
14563 " <td>NaN</td>\n",
14564 " <td>NaN</td>\n",
14565 " <td>NaN</td>\n",
14566 " <td>...</td>\n",
14567 " <td>NaN</td>\n",
14568 " <td>NaN</td>\n",
14569 " <td>NaN</td>\n",
14570 " <td>NaN</td>\n",
14571 " <td>NaN</td>\n",
14572 " <td>NaN</td>\n",
14573 " <td>NaN</td>\n",
14574 " <td>NaN</td>\n",
14575 " <td>NaN</td>\n",
14576 " <td>NaN</td>\n",
14577 " </tr>\n",
14578 " <tr>\n",
14579 " <td>2020-08-18</td>\n",
14580 " <td>NaN</td>\n",
14581 " <td>NaN</td>\n",
14582 " <td>NaN</td>\n",
14583 " <td>NaN</td>\n",
14584 " <td>NaN</td>\n",
14585 " <td>NaN</td>\n",
14586 " <td>NaN</td>\n",
14587 " <td>NaN</td>\n",
14588 " <td>NaN</td>\n",
14589 " <td>NaN</td>\n",
14590 " <td>...</td>\n",
14591 " <td>NaN</td>\n",
14592 " <td>NaN</td>\n",
14593 " <td>NaN</td>\n",
14594 " <td>NaN</td>\n",
14595 " <td>NaN</td>\n",
14596 " <td>NaN</td>\n",
14597 " <td>NaN</td>\n",
14598 " <td>NaN</td>\n",
14599 " <td>NaN</td>\n",
14600 " <td>NaN</td>\n",
14601 " </tr>\n",
14602 " <tr>\n",
14603 " <td>2020-08-19</td>\n",
14604 " <td>NaN</td>\n",
14605 " <td>NaN</td>\n",
14606 " <td>NaN</td>\n",
14607 " <td>NaN</td>\n",
14608 " <td>NaN</td>\n",
14609 " <td>NaN</td>\n",
14610 " <td>NaN</td>\n",
14611 " <td>NaN</td>\n",
14612 " <td>NaN</td>\n",
14613 " <td>NaN</td>\n",
14614 " <td>...</td>\n",
14615 " <td>NaN</td>\n",
14616 " <td>NaN</td>\n",
14617 " <td>NaN</td>\n",
14618 " <td>NaN</td>\n",
14619 " <td>NaN</td>\n",
14620 " <td>NaN</td>\n",
14621 " <td>NaN</td>\n",
14622 " <td>NaN</td>\n",
14623 " <td>NaN</td>\n",
14624 " <td>NaN</td>\n",
14625 " </tr>\n",
14626 " </tbody>\n",
14627 "</table>\n",
14628 "<p>233 rows × 57 columns</p>\n",
14629 "</div>"
14630 ],
14631 "text/plain": [
14632 "geoId AG AR AW BB BE BM BO BR BS BZ ... SV SX TC TT \\\n",
14633 "dateRep ... \n",
14634 "2019-12-31 NaN NaN NaN NaN 0.0 NaN NaN 0.0 NaN NaN ... NaN NaN NaN NaN \n",
14635 "2020-01-01 NaN NaN NaN NaN 0.0 NaN NaN 0.0 NaN NaN ... NaN NaN NaN NaN \n",
14636 "2020-01-02 NaN NaN NaN NaN 0.0 NaN NaN 0.0 NaN NaN ... NaN NaN NaN NaN \n",
14637 "2020-01-03 NaN NaN NaN NaN 0.0 NaN NaN 0.0 NaN NaN ... NaN NaN NaN NaN \n",
14638 "2020-01-04 NaN NaN NaN NaN 0.0 NaN NaN 0.0 NaN NaN ... NaN NaN NaN NaN \n",
14639 "... .. .. .. .. ... .. .. ... .. .. ... .. .. .. .. \n",
14640 "2020-08-15 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN \n",
14641 "2020-08-16 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN \n",
14642 "2020-08-17 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN \n",
14643 "2020-08-18 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN \n",
14644 "2020-08-19 NaN NaN NaN NaN NaN NaN NaN NaN NaN NaN ... NaN NaN NaN NaN \n",
14645 "\n",
14646 "geoId UK UY VC VE VG VI \n",
14647 "dateRep \n",
14648 "2019-12-31 0.0 NaN NaN NaN NaN NaN \n",
14649 "2020-01-01 0.0 NaN NaN NaN NaN NaN \n",
14650 "2020-01-02 0.0 NaN NaN NaN NaN NaN \n",
14651 "2020-01-03 0.0 NaN NaN NaN NaN NaN \n",
14652 "2020-01-04 0.0 NaN NaN NaN NaN NaN \n",
14653 "... ... .. .. .. .. .. \n",
14654 "2020-08-15 NaN NaN NaN NaN NaN NaN \n",
14655 "2020-08-16 NaN NaN NaN NaN NaN NaN \n",
14656 "2020-08-17 NaN NaN NaN NaN NaN NaN \n",
14657 "2020-08-18 NaN NaN NaN NaN NaN NaN \n",
14658 "2020-08-19 NaN NaN NaN NaN NaN NaN \n",
14659 "\n",
14660 "[233 rows x 57 columns]"
14661 ]
14662 },
14663 "execution_count": 759,
14664 "metadata": {},
14665 "output_type": "execute_result"
14666 }
14667 ],
14668 "source": [
14669 "offset_deaths_m7 = (offset_data.loc[COUNTRIES_ALL, ['deaths_m7']]\n",
14670 " .unstack().sort_index().xs('deaths_m7', axis=1, drop_level=True)).T.sort_index()\n",
14671 "offset_deaths_m7"
14672 ]
14673 },
14674 {
14675 "cell_type": "code",
14676 "execution_count": 760,
14677 "metadata": {},
14678 "outputs": [
14679 {
14680 "data": {
14681 "text/plain": [
14682 "dateRep\n",
14683 "2019-12-31 0.0\n",
14684 "2020-01-01 0.0\n",
14685 "2020-01-02 0.0\n",
14686 "2020-01-03 0.0\n",
14687 "2020-01-04 0.0\n",
14688 " ... \n",
14689 "2020-08-15 NaN\n",
14690 "2020-08-16 NaN\n",
14691 "2020-08-17 NaN\n",
14692 "2020-08-18 NaN\n",
14693 "2020-08-19 NaN\n",
14694 "Name: UK, Length: 233, dtype: float64"
14695 ]
14696 },
14697 "execution_count": 760,
14698 "metadata": {},
14699 "output_type": "execute_result"
14700 }
14701 ],
14702 "source": [
14703 "offset_deaths_m7['UK']"
14704 ]
14705 },
14706 {
14707 "cell_type": "code",
14708 "execution_count": 761,
14709 "metadata": {},
14710 "outputs": [
14711 {
14712 "data": {
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14714 "<div>\n",
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14731 " <th></th>\n",
14732 " <th></th>\n",
14733 " <th>dateRep</th>\n",
14734 " <th>cases</th>\n",
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14746 " <th>doubling_time_7</th>\n",
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14749 " <th>since_threshold</th>\n",
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14768 " <tr>\n",
14769 " <td>153</td>\n",
14770 " <td>UK</td>\n",
14771 " <td>2020-08-15</td>\n",
14772 " <td>1440</td>\n",
14773 " <td>11</td>\n",
14774 " <td>316367</td>\n",
14775 " <td>41358</td>\n",
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14779 " <td>12.571429</td>\n",
14780 " <td>1051.714286</td>\n",
14781 " <td>15.062936</td>\n",
14782 " <td>10.481632</td>\n",
14783 " <td>1903.506790</td>\n",
14784 " <td>2735.338743</td>\n",
14785 " </tr>\n",
14786 " <tr>\n",
14787 " <td>154</td>\n",
14788 " <td>UK</td>\n",
14789 " <td>2020-08-16</td>\n",
14790 " <td>1077</td>\n",
14791 " <td>3</td>\n",
14792 " <td>317444</td>\n",
14793 " <td>41361</td>\n",
14794 " <td>-363.0</td>\n",
14795 " <td>-8.0</td>\n",
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14799 " <td>10.440087</td>\n",
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14801 " <td>2746.421476</td>\n",
14802 " <td>2735.537132</td>\n",
14803 " </tr>\n",
14804 " <tr>\n",
14805 " <td>155</td>\n",
14806 " <td>UK</td>\n",
14807 " <td>2020-08-17</td>\n",
14808 " <td>1040</td>\n",
14809 " <td>5</td>\n",
14810 " <td>318484</td>\n",
14811 " <td>41366</td>\n",
14812 " <td>-37.0</td>\n",
14813 " <td>2.0</td>\n",
14814 " <td>9.25</td>\n",
14815 " <td>12.571429</td>\n",
14816 " <td>1094.142857</td>\n",
14817 " <td>7.382256</td>\n",
14818 " <td>10.481632</td>\n",
14819 " <td>3884.352422</td>\n",
14820 " <td>2735.867781</td>\n",
14821 " </tr>\n",
14822 " <tr>\n",
14823 " <td>156</td>\n",
14824 " <td>UK</td>\n",
14825 " <td>2020-08-18</td>\n",
14826 " <td>713</td>\n",
14827 " <td>3</td>\n",
14828 " <td>319197</td>\n",
14829 " <td>41369</td>\n",
14830 " <td>-327.0</td>\n",
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14834 " <td>1079.428571</td>\n",
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14836 " <td>8.114550</td>\n",
14837 " <td>6079.585100</td>\n",
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14840 " <tr>\n",
14841 " <td>157</td>\n",
14842 " <td>UK</td>\n",
14843 " <td>2020-08-19</td>\n",
14844 " <td>1089</td>\n",
14845 " <td>12</td>\n",
14846 " <td>320286</td>\n",
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14852 " <td>1071.000000</td>\n",
14853 " <td>4.820571</td>\n",
14854 " <td>8.022291</td>\n",
14855 " <td>5950.497778</td>\n",
14856 " <td>3575.774437</td>\n",
14857 " </tr>\n",
14858 " </tbody>\n",
14859 "</table>\n",
14860 "</div>"
14861 ],
14862 "text/plain": [
14863 " dateRep cases deaths cases_culm deaths_culm \\\n",
14864 "since_threshold geoId \n",
14865 "153 UK 2020-08-15 1440 11 316367 41358 \n",
14866 "154 UK 2020-08-16 1077 3 317444 41361 \n",
14867 "155 UK 2020-08-17 1040 5 318484 41366 \n",
14868 "156 UK 2020-08-18 713 3 319197 41369 \n",
14869 "157 UK 2020-08-19 1089 12 320286 41381 \n",
14870 "\n",
14871 " cases_diff deaths_diff deaths_m4 deaths_m7 \\\n",
14872 "since_threshold geoId \n",
14873 "153 UK 311.0 -7.0 15.50 12.571429 \n",
14874 "154 UK -363.0 -8.0 13.00 12.571429 \n",
14875 "155 UK -37.0 2.0 9.25 12.571429 \n",
14876 "156 UK -327.0 -2.0 5.50 10.428571 \n",
14877 "157 UK 376.0 9.0 5.75 10.285714 \n",
14878 "\n",
14879 " cases_m7 deaths_g4 deaths_g7 doubling_time \\\n",
14880 "since_threshold geoId \n",
14881 "153 UK 1051.714286 15.062936 10.481632 1903.506790 \n",
14882 "154 UK 1097.285714 10.440087 10.481632 2746.421476 \n",
14883 "155 UK 1094.142857 7.382256 10.481632 3884.352422 \n",
14884 "156 UK 1079.428571 4.716842 8.114550 6079.585100 \n",
14885 "157 UK 1071.000000 4.820571 8.022291 5950.497778 \n",
14886 "\n",
14887 " doubling_time_7 \n",
14888 "since_threshold geoId \n",
14889 "153 UK 2735.338743 \n",
14890 "154 UK 2735.537132 \n",
14891 "155 UK 2735.867781 \n",
14892 "156 UK 3534.098405 \n",
14893 "157 UK 3575.774437 "
14894 ]
14895 },
14896 "execution_count": 761,
14897 "metadata": {},
14898 "output_type": "execute_result"
14899 }
14900 ],
14901 "source": [
14902 "data_since_threshold.loc[(slice(None), 'UK'), :].tail()"
14903 ]
14904 },
14905 {
14906 "cell_type": "code",
14907 "execution_count": 762,
14908 "metadata": {},
14909 "outputs": [
14910 {
14911 "data": {
14912 "text/plain": [
14913 "countriesAndTerritories Portugal\n",
14914 "popData2019 10276617\n",
14915 "continentExp Europe\n",
14916 "Name: PT, dtype: object"
14917 ]
14918 },
14919 "execution_count": 762,
14920 "metadata": {},
14921 "output_type": "execute_result"
14922 }
14923 ],
14924 "source": [
14925 "countries.loc['PT']"
14926 ]
14927 },
14928 {
14929 "cell_type": "code",
14930 "execution_count": 763,
14931 "metadata": {},
14932 "outputs": [
14933 {
14934 "data": {
14935 "image/png": 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\n",
14936 "text/plain": [
14937 "<Figure size 1080x648 with 1 Axes>"
14938 ]
14939 },
14940 "metadata": {
14941 "needs_background": "light"
14942 },
14943 "output_type": "display_data"
14944 }
14945 ],
14946 "source": [
14947 "ax = cases_m7.iloc[-50:][COUNTRIES_FRIENDS].plot(figsize=(15, 9), title=\"Cases per day, 7 day moving average\", ylim=(-10, 1500))\n",
14948 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
14949 "# uk_projection.deaths_m7.plot(ax=ax)\n",
14950 "for c in COUNTRIES_FRIENDS:\n",
14951 " lvi = cases_m7[c].last_valid_index()\n",
14952 " if c != 'ES':\n",
14953 " ax.text(x = lvi + 1, y = cases_m7[c][lvi], s = f\"{c}: {cases_m7[c][lvi]:.0f}\")\n"
14954 ]
14955 },
14956 {
14957 "cell_type": "code",
14958 "execution_count": 764,
14959 "metadata": {},
14960 "outputs": [
14961 {
14962 "data": {
14963 "image/png": 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\n",
14964 "text/plain": [
14965 "<Figure size 1080x648 with 1 Axes>"
14966 ]
14967 },
14968 "metadata": {
14969 "needs_background": "light"
14970 },
14971 "output_type": "display_data"
14972 }
14973 ],
14974 "source": [
14975 "ax = deaths_m7.iloc[-50:][COUNTRIES_FRIENDS].plot(figsize=(15, 9), title=\"Cases per day, 7 day moving average\", ylim=(-10, 100))\n",
14976 "ax.set_xlabel(f\"Days since {DEATH_COUNT_THRESHOLD} deaths\")\n",
14977 "# uk_projection.deaths_m7.plot(ax=ax)\n",
14978 "for c in COUNTRIES_FRIENDS:\n",
14979 " lvi = deaths_m7[c].last_valid_index()\n",
14980 "# if c != 'ES':\n",
14981 " ax.text(x = lvi + 1, y = deaths_m7[c][lvi], s = f\"{c}: {deaths_m7[c][lvi]:.0f}\")\n"
14982 ]
14983 },
14984 {
14985 "cell_type": "code",
14986 "execution_count": null,
14987 "metadata": {},
14988 "outputs": [],
14989 "source": []
14990 }
14991 ],
14992 "metadata": {
14993 "jupytext": {
14994 "formats": "ipynb,md"
14995 },
14996 "kernelspec": {
14997 "display_name": "Python 3",
14998 "language": "python",
14999 "name": "python3"
15000 },
15001 "language_info": {
15002 "codemirror_mode": {
15003 "name": "ipython",
15004 "version": 3
15005 },
15006 "file_extension": ".py",
15007 "mimetype": "text/x-python",
15008 "name": "python",
15009 "nbconvert_exporter": "python",
15010 "pygments_lexer": "ipython3",
15011 "version": "3.7.4"
15012 }
15013 },
15014 "nbformat": 4,
15015 "nbformat_minor": 4
15016 }
Code for analysing Covid-19 data