Germany: LK Vogtlandkreis (Sachsen)¶

  • Homepage of project: https://oscovida.github.io
  • Plots are explained at http://oscovida.github.io/plots.html
  • Execute this Jupyter Notebook using myBinder
In [1]:
import datetime
import time

start = datetime.datetime.now()
print(f"Notebook executed on: {start.strftime('%d/%m/%Y %H:%M:%S%Z')} {time.tzname[time.daylight]}")
Notebook executed on: 07/03/2023 15:27:24 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Vogtlandkreis", weeks=5);
2023-03-07T15:27:40.575364 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 40 40 60 60 80 80 100 100 7-day incidence rate (per 100K people) 34.3 LK Vogtlandkreis, Germany, last 5 weeks, last data point from 2023-03-06 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5 10 15 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.1 0.2 0.3 0.4 daily change normalised per 100K 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Vogtlandkreis cases daily growth factor Germany-LK Vogtlandkreis cases daily growth factor (rolling mean) Germany-LK Vogtlandkreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0.0 0.0 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on deaths) Germany-LK Vogtlandkreis deaths daily growth factor Germany-LK Vogtlandkreis deaths daily growth factor (rolling mean) Germany-LK Vogtlandkreis estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 2500 5000 7500 10000 cases doubling time [days] Germany-LK Vogtlandkreis doubling time cases (rolling mean) 0.00 11.07 22.14 33.21 daily change Germany-LK Vogtlandkreis new cases (rolling 7d mean) Germany-LK Vogtlandkreis new cases 0.000 0.221 0.443 0.664 0.886 daily change Germany-LK Vogtlandkreis new deaths (rolling 7d mean) Germany-LK Vogtlandkreis new deaths 0.000 0.232 0.464 0.697 0.929
In [4]:
overview(country="Germany", subregion="LK Vogtlandkreis");
2023-03-07T15:27:56.694807 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1000 1000 2000 2000 3000 3000 7-day incidence rate (per 100K people) 34.3 LK Vogtlandkreis, Germany, last data point from 2023-03-06 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 200 400 600 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5 10 15 daily change normalised per 100K May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Germany-LK Vogtlandkreis cases daily growth factor Germany-LK Vogtlandkreis cases daily growth factor (rolling mean) Germany-LK Vogtlandkreis estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0.0 0.0 0.5 0.5 1.0 1.0 1.5 1.5 R & growth factor (based on deaths) Germany-LK Vogtlandkreis deaths daily growth factor Germany-LK Vogtlandkreis deaths daily growth factor (rolling mean) Germany-LK Vogtlandkreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 10000 20000 30000 cases doubling time [days] Germany-LK Vogtlandkreis doubling time cases (rolling mean) Germany-LK Vogtlandkreis doubling time deaths (rolling mean) 0 443 886 1328 daily change Germany-LK Vogtlandkreis new cases (rolling 7d mean) Germany-LK Vogtlandkreis new cases 0.00 11.07 22.14 33.21 daily change Germany-LK Vogtlandkreis new deaths (rolling 7d mean) Germany-LK Vogtlandkreis new deaths 0 476 952 1428 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Vogtlandkreis", dates="2020-03-15:");
2023-03-07T15:30:42.957092 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.1 0.1 1 1 10 10 100 100 daily new cases (rolling 7-day mean) normalised by 100K people Daily cases (top) and deaths (below) for Germany: LK Vogtlandkreis LK Vogtlandkreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt 2020-05 2020-09 2021-01 2021-05 2021-09 2022-01 2022-05 2022-09 2023-01 0.001 0.001 0.01 0.01 0.1 0.1 1 1 10 10 daily new deaths (rolling 7-day mean) normalised by 100K people LK Vogtlandkreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Vogtlandkreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Vogtlandkreis")
print(f'Population of country="Germany", subregion="LK Vogtlandkreis": {inhabitants} people')

# compose into one table
table = compose_dataframe_summary(cases, deaths)

# show tables with up to 1000 rows
pd.set_option("display.max_rows", 1000)

# display the table
table
Population of country="Germany", subregion="LK Vogtlandkreis": 221376 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 109948 2 1388 0
2023-03-05 109946 5 1388 0
2023-03-04 109941 2 1388 0
2023-03-03 109939 12 1388 0
2023-03-02 109927 17 1388 0
2023-03-01 109910 12 1388 0
2023-02-28 109898 26 1388 0
2023-02-27 109872 42 1388 0
2023-02-26 109830 2 1388 0
2023-02-25 109828 11 1388 0
2023-02-24 109817 15 1388 0
2023-02-23 109802 34 1388 0
2023-02-22 109768 23 1388 0
2023-02-21 109745 35 1388 0
2023-02-20 109710 31 1388 0
2023-02-19 109679 12 1388 0
2023-02-18 109667 20 1388 0
2023-02-17 109647 11 1388 0
2023-02-16 109636 25 1388 0
2023-02-15 109611 22 1388 0
2023-02-14 109589 31 1388 1
2023-02-13 109558 22 1387 0
2023-02-12 109536 7 1387 0
2023-02-11 109529 9 1387 0
2023-02-10 109520 21 1387 0
2023-02-09 109499 25 1387 0
2023-02-08 109474 23 1387 1
2023-02-07 109451 24 1386 0
2023-02-06 109427 42 1386 0
2023-02-05 109385 6 1386 0
2023-02-04 109379 18 1386 0
2023-02-03 109361 41 1386 0
2023-02-02 109320 32 1386 0
2023-02-01 109288 39 1386 0
2023-01-31 109249 39 1386 1
2023-01-30 109210 44 1385 0
2023-01-29 109166 8 1385 0
2023-01-28 109158 22 1385 0
2023-01-27 109136 19 1385 0
2023-01-26 109117 23 1385 0
2023-01-25 109094 35 1385 0
2023-01-24 109059 31 1385 0
2023-01-23 109028 20 1385 0
2023-01-22 109008 5 1385 0
2023-01-21 109003 12 1385 0
2023-01-20 108991 9 1385 1
2023-01-19 108982 18 1384 0
2023-01-18 108964 24 1384 0
2023-01-17 108940 34 1384 0
2023-01-16 108906 15 1384 0
2023-01-15 108891 9 1384 0
2023-01-14 108882 18 1384 0
2023-01-13 108864 17 1384 0
2023-01-12 108847 23 1384 1
2023-01-11 108824 23 1383 0
2023-01-10 108801 24 1383 0
2023-01-09 108777 38 1383 0
2023-01-08 108739 12 1383 0
2023-01-07 108727 33 1383 0
2023-01-06 108694 22 1383 0
2023-01-05 108672 35 1383 0
2023-01-04 108637 53 1383 1
2023-01-03 108584 75 1382 1
2023-01-02 108509 57 1381 0
2023-01-01 108452 25 1381 0
2022-12-31 108427 30 1381 1
2022-12-30 108397 29 1380 0
2022-12-29 108368 44 1380 0
2022-12-28 108324 55 1380 0
2022-12-27 108269 63 1380 1
2022-12-26 108206 17 1379 1
2022-12-25 108189 19 1378 0
2022-12-24 108170 48 1378 0
2022-12-23 108122 46 1378 0
2022-12-22 108076 55 1378 1
2022-12-21 108021 56 1377 0
2022-12-20 107965 112 1377 0
2022-12-19 107853 65 1377 0
2022-12-18 107788 23 1377 0
2022-12-17 107765 64 1377 0
2022-12-16 107701 62 1377 3
2022-12-15 107639 75 1374 1
2022-12-14 107564 111 1373 2
2022-12-13 107453 108 1371 0
2022-12-12 107345 109 1371 3
2022-12-11 107236 29 1368 0
2022-12-10 107207 40 1368 0
2022-12-09 107167 72 1368 0
2022-12-08 107095 85 1368 1
2022-12-07 107010 84 1367 1
2022-12-06 106926 91 1366 0
2022-12-05 106835 95 1366 0
2022-12-04 106740 21 1366 0
2022-12-03 106719 33 1366 0
2022-12-02 106686 64 1366 1
2022-12-01 106622 70 1365 0
2022-11-30 106552 73 1365 0
2022-11-29 106479 96 1365 2
2022-11-28 106383 81 1363 0
2022-11-27 106302 21 1363 0
2022-11-26 106281 22 1363 0
2022-11-25 106259 48 1363 1
2022-11-24 106211 75 1362 2
2022-11-23 106136 104 1360 0
2022-11-22 106032 34 1360 0
2022-11-21 105998 64 1360 0
2022-11-20 105934 31 1360 0
2022-11-19 105903 20 1360 0
2022-11-18 105883 62 1360 0
2022-11-17 105821 66 1360 1
2022-11-16 105755 55 1359 0
2022-11-15 105700 62 1359 1
2022-11-14 105638 73 1358 1
2022-11-13 105565 31 1357 0
2022-11-12 105534 28 1357 0
2022-11-11 105506 38 1357 0
2022-11-10 105468 60 1357 0
2022-11-09 105408 54 1357 1
2022-11-08 105354 65 1356 0
2022-11-07 105289 75 1356 0
2022-11-06 105214 25 1356 0
2022-11-05 105189 53 1356 0
2022-11-04 105136 77 1356 1
2022-11-03 105059 89 1355 0
2022-11-02 104970 124 1355 0
2022-11-01 104846 121 1355 2
2022-10-31 104725 52 1353 0
2022-10-30 104673 48 1353 0
2022-10-29 104625 76 1353 1
2022-10-28 104549 108 1352 1
2022-10-27 104441 127 1351 3
2022-10-26 104314 121 1348 0
2022-10-25 104193 173 1348 0
2022-10-24 104020 237 1348 3
2022-10-23 103783 57 1345 1
2022-10-22 103726 53 1344 0
2022-10-21 103673 218 1344 3
2022-10-20 103455 205 1341 3
2022-10-19 103250 233 1338 2
2022-10-18 103017 246 1336 2
2022-10-17 102771 366 1334 1
2022-10-16 102405 123 1333 3
2022-10-15 102282 242 1330 1
2022-10-14 102040 211 1329 1
2022-10-13 101829 272 1328 5
2022-10-12 101557 265 1323 0
2022-10-11 101292 438 1323 2
2022-10-10 100854 299 1321 1
2022-10-09 100555 99 1320 0
2022-10-08 100456 257 1320 0
2022-10-07 100199 285 1320 1
2022-10-06 99914 376 1319 0
2022-10-05 99538 387 1319 1
2022-10-04 99151 343 1318 0
2022-10-03 98808 142 1318 0
2022-10-02 98666 80 1318 2
2022-10-01 98586 208 1316 3
2022-09-30 98378 157 1313 2
2022-09-29 98221 258 1311 0
2022-09-28 97963 225 1311 2
2022-09-27 97738 275 1309 1
2022-09-26 97463 224 1308 1
2022-09-25 97239 69 1307 0
2022-09-24 97170 147 1307 2
2022-09-23 97023 120 1305 0
2022-09-22 96903 159 1305 0
2022-09-21 96744 196 1305 0
2022-09-20 96548 195 1305 0
2022-09-19 96353 161 1305 0
2022-09-18 96192 36 1305 0
2022-09-17 96156 49 1305 0
2022-09-16 96107 105 1305 0
2022-09-15 96002 116 1305 1
2022-09-14 95886 131 1304 0
2022-09-13 95755 126 1304 0
2022-09-12 95629 136 1304 0
2022-09-11 95493 47 1304 0
2022-09-10 95446 70 1304 0
2022-09-09 95376 85 1304 1
2022-09-08 95291 62 1303 0
2022-09-07 95229 116 1303 0
2022-09-06 95113 105 1303 0
2022-09-05 95008 137 1303 0
2022-09-04 94871 41 1303 0
2022-09-03 94830 77 1303 0
2022-09-02 94753 61 1303 1
2022-09-01 94692 86 1302 0
2022-08-31 94606 85 1302 1
2022-08-30 94521 123 1301 0
2022-08-29 94398 122 1301 1
2022-08-28 94276 55 1300 1
2022-08-27 94221 32 1299 0
2022-08-26 94189 119 1299 2
2022-08-25 94070 99 1297 1
2022-08-24 93971 112 1296 1
2022-08-23 93859 131 1295 1
2022-08-22 93728 131 1294 0
2022-08-21 93597 19 1294 0
2022-08-20 93578 99 1294 1
2022-08-19 93479 109 1293 0
2022-08-18 93370 139 1293 0
2022-08-17 93231 156 1293 2
2022-08-16 93075 165 1291 1
2022-08-15 92910 177 1290 0
2022-08-14 92733 63 1290 1
2022-08-13 92670 64 1289 0
2022-08-12 92606 128 1289 0
2022-08-11 92478 86 1289 0
2022-08-10 92392 111 1289 0
2022-08-09 92281 147 1289 2
2022-08-08 92134 149 1287 1
2022-08-07 91985 34 1286 0
2022-08-06 91951 63 1286 0
2022-08-05 91888 160 1286 2
2022-08-04 91728 101 1284 0
2022-08-03 91627 167 1284 0
2022-08-02 91460 163 1284 1
2022-08-01 91297 199 1283 0
2022-07-31 91098 32 1283 0
2022-07-30 91066 75 1283 0
2022-07-29 90991 182 1283 1
2022-07-28 90809 144 1282 0
2022-07-27 90665 236 1282 1
2022-07-26 90429 404 1281 0
2022-07-25 90025 95 1281 0
2022-07-24 89930 50 1281 0
2022-07-23 89880 164 1281 0
2022-07-22 89716 268 1281 1
2022-07-21 89448 250 1280 1
2022-07-20 89198 256 1279 3
2022-07-19 88942 410 1276 3
2022-07-18 88532 99 1273 0
2022-07-17 88433 51 1273 0
2022-07-16 88382 211 1273 0
2022-07-15 88171 346 1273 0
2022-07-14 87825 268 1273 0
2022-07-13 87557 288 1273 0
2022-07-12 87269 353 1273 2
2022-07-11 86916 50 1271 0
2022-07-10 86866 56 1271 0
2022-07-09 86810 112 1271 0
2022-07-08 86698 231 1271 0
2022-07-07 86467 183 1271 0
2022-07-06 86284 139 1271 0
2022-07-05 86145 201 1271 0
2022-07-04 85944 155 1271 0
2022-07-03 85789 12 1271 0
2022-07-02 85777 33 1271 0
2022-07-01 85744 154 1271 0
2022-06-30 85590 120 1271 0
2022-06-29 85470 160 1271 0
2022-06-28 85310 240 1271 0
2022-06-27 85070 128 1271 0
2022-06-26 84942 13 1271 0
2022-06-25 84929 64 1271 0
2022-06-24 84865 108 1271 1
2022-06-23 84757 127 1270 0
2022-06-22 84630 121 1270 0
2022-06-21 84509 166 1270 1
2022-06-20 84343 99 1269 0
2022-06-19 84244 14 1269 0
2022-06-18 84230 28 1269 0
2022-06-17 84202 106 1269 1
2022-06-16 84096 96 1268 1
2022-06-15 84000 85 1267 0
2022-06-14 83915 158 1267 0
2022-06-13 83757 79 1267 0
2022-06-12 83678 17 1267 0
2022-06-10 83661 107 1267 0
2022-06-09 83554 94 1267 0
2022-06-08 83460 122 1267 1
2022-06-07 83338 87 1266 0
2022-06-06 83251 10 1266 0
2022-06-05 83241 7 1266 0
2022-06-04 83234 13 1266 0
2022-06-03 83221 48 1266 0
2022-06-02 83173 61 1266 1
2022-06-01 83112 52 1265 0
2022-05-31 83060 65 1265 0
2022-05-30 82995 108 1265 0
2022-05-29 82887 7 1265 0
2022-05-28 82880 21 1265 0
2022-05-27 82859 20 1265 0
2022-05-25 82839 39 1265 0
2022-05-24 82800 75 1265 0
2022-05-23 82725 53 1265 0
2022-05-22 82672 6 1265 0
2022-05-21 82666 17 1265 0
2022-05-20 82649 63 1265 0
2022-05-19 82586 63 1265 0
2022-05-18 82523 58 1265 0
2022-05-17 82465 114 1265 0
2022-05-16 82351 24 1265 0
2022-05-15 82327 13 1265 0
2022-05-14 82314 57 1265 0
2022-05-13 82257 78 1265 1
2022-05-12 82179 78 1264 0
2022-05-11 82101 118 1264 3
2022-05-10 81983 158 1261 0
2022-05-09 81825 73 1261 0
2022-05-08 81752 39 1261 0
2022-05-07 81713 50 1261 0
2022-05-06 81663 174 1261 0
2022-05-05 81489 140 1261 0
2022-05-04 81349 98 1261 0
2022-05-03 81251 238 1261 1
2022-05-02 81013 34 1260 1
2022-05-01 80979 58 1259 0
2022-04-30 80921 94 1259 0
2022-04-29 80827 188 1259 1
2022-04-28 80639 154 1258 1
2022-04-27 80485 151 1257 0
2022-04-26 80334 295 1257 1
2022-04-25 80039 140 1256 2
2022-04-24 79899 18 1254 1
2022-04-23 79881 151 1253 2
2022-04-22 79730 313 1251 1
2022-04-21 79417 271 1250 2
2022-04-20 79146 301 1248 0
2022-04-19 78845 100 1248 0
2022-04-18 78745 75 1248 0
2022-04-17 78670 131 1248 0
2022-04-16 78539 82 1248 0
2022-04-15 78457 181 1248 0
2022-04-14 78276 434 1248 4
2022-04-13 77842 259 1244 2
2022-04-12 77583 437 1242 0
2022-04-11 77146 140 1242 1
2022-04-10 77006 131 1241 0
2022-04-09 76875 280 1241 1
2022-04-08 76595 332 1240 2
2022-04-07 76263 357 1238 0
2022-04-06 75906 353 1238 0
2022-04-05 75553 620 1238 0
2022-04-04 74933 162 1238 1
2022-04-03 74771 180 1237 1
2022-04-02 74591 393 1236 0
2022-04-01 74198 446 1236 1
2022-03-31 73752 674 1235 2
2022-03-30 73078 486 1233 4
2022-03-29 72592 794 1229 3
2022-03-28 71798 322 1226 0
2022-03-27 71476 445 1226 1
2022-03-26 71031 562 1225 3
2022-03-25 70469 740 1222 2
2022-03-24 69729 903 1220 1
2022-03-23 68826 841 1219 1
2022-03-22 67985 1211 1218 2
2022-03-21 66774 1153 1216 2
2022-03-20 65621 355 1214 2
2022-03-19 65266 474 1212 1
2022-03-18 64792 1002 1211 5
2022-03-17 63790 1163 1206 2
2022-03-16 62627 1112 1204 2
2022-03-15 61515 1450 1202 1
2022-03-14 60065 534 1201 3
2022-03-13 59531 586 1198 0
2022-03-12 58945 889 1198 2
2022-03-11 58056 1095 1196 2
2022-03-10 56961 870 1194 0
2022-03-09 56091 646 1194 3
2022-03-08 55445 1148 1191 3
2022-03-07 54297 333 1188 0
2022-03-06 53964 272 1188 1
2022-03-05 53692 487 1187 0
2022-03-04 53205 490 1187 1
2022-03-03 52715 552 1186 0
2022-03-02 52163 558 1186 1
2022-03-01 51605 762 1185 1
2022-02-28 50843 240 1184 1
2022-02-27 50603 185 1183 1
2022-02-26 50418 360 1182 2
2022-02-25 50058 416 1180 1
2022-02-24 49642 460 1179 1
2022-02-23 49182 515 1178 1
2022-02-22 48667 714 1177 1
2022-02-21 47953 197 1176 2
2022-02-20 47756 248 1174 0
2022-02-19 47508 397 1174 3
2022-02-18 47111 444 1171 2
2022-02-17 46667 446 1169 1
2022-02-16 46221 600 1168 1
2022-02-15 45621 486 1167 0
2022-02-14 45135 183 1167 1
2022-02-13 44952 273 1166 2
2022-02-12 44679 385 1164 1
2022-02-11 44294 310 1163 0
2022-02-10 43984 507 1163 2
2022-02-09 43477 470 1161 0
2022-02-08 43007 475 1161 0
2022-02-07 42532 157 1161 0
2022-02-06 42375 134 1161 1
2022-02-05 42241 334 1160 0
2022-02-04 41907 239 1160 0
2022-02-03 41668 312 1160 2
2022-02-02 41356 230 1158 1
2022-02-01 41126 383 1157 0
2022-01-31 40743 92 1157 1
2022-01-30 40651 95 1156 0
2022-01-29 40556 153 1156 0
2022-01-28 40403 142 1156 1
2022-01-27 40261 138 1155 2
2022-01-26 40123 118 1153 0
2022-01-25 40005 160 1153 0
2022-01-24 39845 30 1153 0
2022-01-23 39815 37 1153 0
2022-01-22 39778 83 1153 1
2022-01-21 39695 64 1152 1
2022-01-20 39631 85 1151 0
2022-01-19 39546 75 1151 0
2022-01-18 39471 132 1151 0
2022-01-17 39339 112 1151 2
2022-01-15 39227 7 1149 0
2022-01-14 39220 43 1149 0
2022-01-13 39177 62 1149 0
2022-01-12 39115 52 1149 0
2022-01-11 39063 81 1149 3
2022-01-10 38982 20 1146 0
2022-01-09 38962 27 1146 0
2022-01-08 38935 43 1146 1
2022-01-07 38892 79 1145 0
2022-01-06 38813 100 1145 3
2022-01-05 38713 103 1142 0
2022-01-04 38610 190 1142 1
2022-01-03 38420 227 1141 6
2022-01-02 38193 40 1135 0
2022-01-01 38153 44 1135 0
2021-12-31 38109 101 1135 1
2021-12-30 38008 134 1134 1
2021-12-29 37874 167 1133 5
2021-12-28 37707 203 1128 2
2021-12-27 37504 82 1126 1
2021-12-26 37422 78 1125 1
2021-12-25 37344 63 1124 1
2021-12-24 37281 170 1123 2
2021-12-23 37111 201 1121 6
2021-12-22 36910 248 1115 2
2021-12-21 36662 355 1113 2
2021-12-20 36307 122 1111 4
2021-12-19 36185 97 1107 2
2021-12-18 36088 267 1105 2
2021-12-17 35821 256 1103 1
2021-12-16 35565 446 1102 4
2021-12-15 35119 377 1098 9
2021-12-14 34742 555 1089 7
2021-12-13 34187 275 1082 8
2021-12-12 33912 342 1074 7
2021-12-11 33570 497 1067 7
2021-12-10 33073 699 1060 13
2021-12-09 32374 532 1047 15
2021-12-08 31842 403 1032 6
2021-12-07 31439 393 1026 8
2021-12-06 31046 414 1018 6
2021-12-05 30632 478 1012 9
2021-12-04 30154 394 1003 5
2021-12-03 29760 623 998 8
2021-12-02 29137 439 990 11
2021-12-01 28698 280 979 2
2021-11-30 28418 215 977 3
2021-11-29 28203 213 974 3
2021-11-28 27990 465 971 10
2021-11-27 27525 432 961 9
2021-11-26 27093 310 952 3
2021-11-25 26783 418 949 3
2021-11-24 26365 615 946 9
2021-11-23 25750 442 937 6
2021-11-22 25308 356 931 6
2021-11-21 24952 391 925 4
2021-11-20 24561 439 921 1
2021-11-19 24122 177 920 2
2021-11-18 23945 471 918 9
2021-11-17 23474 266 909 3
2021-11-16 23208 588 906 13
2021-11-15 22620 175 893 2
2021-11-14 22445 75 891 0
2021-11-13 22370 361 891 4
2021-11-12 22009 223 887 4
2021-11-11 21786 335 883 7
2021-11-10 21451 296 876 2
2021-11-09 21155 285 874 1
2021-11-08 20870 26 873 2
2021-11-07 20844 44 871 2
2021-11-06 20800 196 869 2
2021-11-05 20604 109 867 3
2021-11-04 20495 172 864 6
2021-11-03 20323 114 858 1
2021-11-02 20209 158 857 1
2021-11-01 20051 15 856 0
2021-10-31 20036 32 856 0
2021-10-30 20004 72 856 0
2021-10-29 19932 44 856 0
2021-10-28 19888 54 856 0
2021-10-27 19834 59 856 1
2021-10-26 19775 82 855 0
2021-10-25 19693 10 855 1
2021-10-24 19683 16 854 1
2021-10-23 19667 34 853 0
2021-10-22 19633 33 853 0
2021-10-21 19600 28 853 0
2021-10-20 19572 31 853 0
2021-10-19 19541 30 853 0
2021-10-18 19511 5 853 0
2021-10-17 19506 7 853 0
2021-10-16 19499 19 853 1
2021-10-15 19480 10 852 1
2021-10-14 19470 14 851 0
2021-10-13 19456 26 851 0
2021-10-12 19430 14 851 0
2021-10-11 19416 4 851 0
2021-10-10 19412 5 851 0
2021-10-09 19407 18 851 0
2021-10-08 19389 12 851 0
2021-10-07 19377 18 851 0
2021-10-06 19359 20 851 0
2021-10-05 19339 23 851 0
2021-10-04 19316 3 851 1
2021-10-03 19313 2 850 0
2021-10-02 19311 14 850 0
2021-10-01 19297 18 850 0
2021-09-30 19279 13 850 0
2021-09-29 19266 9 850 0
2021-09-28 19257 23 850 0
2021-09-27 19234 8 850 0
2021-09-26 19226 5 850 0
2021-09-25 19221 8 850 0
2021-09-24 19213 20 850 0
2021-09-23 19193 10 850 0
2021-09-22 19183 10 850 0
2021-09-21 19173 17 850 0
2021-09-20 19156 6 850 0
2021-09-19 19150 1 850 0
2021-09-18 19149 24 850 0
2021-09-17 19125 8 850 0
2021-09-16 19117 15 850 0
2021-09-15 19102 11 850 1
2021-09-14 19091 18 849 0
2021-09-13 19073 6 849 0
2021-09-12 19067 2 849 0
2021-09-11 19065 14 849 0
2021-09-10 19051 14 849 1
2021-09-09 19037 19 848 0
2021-09-08 19018 12 848 0
2021-09-07 19006 26 848 1
2021-09-06 18980 5 847 0
2021-09-05 18975 5 847 0
2021-09-04 18970 12 847 0
2021-09-03 18958 10 847 0
2021-09-02 18948 6 847 0
2021-09-01 18942 9 847 0
2021-08-31 18933 11 847 0
2021-08-30 18922 1 847 0
2021-08-29 18921 3 847 0
2021-08-28 18918 7 847 0
2021-08-27 18911 3 847 0
2021-08-26 18908 3 847 0
2021-08-25 18905 6 847 0
2021-08-24 18899 18 847 0
2021-08-23 18881 1 847 0
2021-08-22 18880 2 847 0
2021-08-21 18878 2 847 0
2021-08-20 18876 1 847 0
2021-08-19 18875 2 847 0
2021-08-18 18873 2 847 0
2021-08-17 18871 7 847 0
2021-08-16 18864 5 847 0
2021-08-14 18859 5 847 0
2021-08-13 18854 4 847 0
2021-08-12 18850 3 847 0
2021-08-11 18847 1 847 0
2021-08-10 18846 3 847 0
2021-08-09 18843 2 847 0
2021-08-07 18841 2 847 0
2021-08-06 18839 1 847 0
2021-08-04 18838 1 847 0
2021-08-03 18837 2 847 0
2021-08-02 18835 2 847 0
2021-07-31 18833 1 847 0
2021-07-25 18832 1 847 0
2021-07-20 18831 1 847 0
2021-07-17 18830 1 847 0
2021-07-15 18829 1 847 0
2021-07-14 18828 1 847 0
2021-07-12 18827 1 847 0
2021-07-10 18826 1 847 0
2021-07-07 18825 1 847 0
2021-07-05 18824 1 847 0
2021-07-01 18823 3 847 0
2021-06-24 18820 1 847 0
2021-06-21 18819 1 847 0
2021-06-19 18818 4 847 0
2021-06-17 18814 1 847 1
2021-06-16 18813 1 846 0
2021-06-15 18812 2 846 0
2021-06-14 18810 1 846 1
2021-06-10 18809 1 845 0
2021-06-09 18808 1 845 0
2021-06-08 18807 2 845 0
2021-06-05 18805 2 845 0
2021-06-04 18803 5 845 1
2021-06-02 18798 2 844 0
2021-06-01 18796 6 844 0
2021-05-31 18790 2 844 0
2021-05-30 18788 1 844 0
2021-05-28 18787 6 844 0
2021-05-27 18781 1 844 0
2021-05-26 18780 18 844 2
2021-05-25 18762 9 842 0
2021-05-24 18753 1 842 0
2021-05-23 18752 2 842 0
2021-05-22 18750 8 842 0
2021-05-21 18742 6 842 0
2021-05-20 18736 7 842 0
2021-05-19 18729 22 842 2
2021-05-18 18707 31 840 0
2021-05-17 18676 12 840 1
2021-05-16 18664 8 839 0
2021-05-15 18656 26 839 0
2021-05-14 18630 3 839 0
2021-05-13 18627 28 839 1
2021-05-12 18599 30 838 1
2021-05-11 18569 60 837 1
2021-05-10 18509 13 836 1
2021-05-09 18496 11 835 0
2021-05-08 18485 34 835 0
2021-05-07 18451 54 835 1
2021-05-06 18397 53 834 1
2021-05-05 18344 34 833 1
2021-05-04 18310 99 832 4
2021-05-03 18211 40 828 4
2021-05-01 18171 43 824 3
2021-04-30 18128 66 821 1
2021-04-29 18062 65 820 6
2021-04-28 17997 86 814 5
2021-04-27 17911 139 809 5
2021-04-26 17772 33 804 4
2021-04-25 17739 24 800 0
2021-04-24 17715 67 800 4
2021-04-23 17648 87 796 1
2021-04-22 17561 62 795 3
2021-04-21 17499 106 792 3
2021-04-20 17393 134 789 1
2021-04-19 17259 54 788 3
2021-04-18 17205 10 785 3
2021-04-17 17195 64 782 3
2021-04-16 17131 109 779 4
2021-04-15 17022 125 775 5
2021-04-14 16897 124 770 7
2021-04-13 16773 214 763 2
2021-04-12 16559 39 761 5
2021-04-11 16520 65 756 0
2021-04-10 16455 101 756 2
2021-04-09 16354 119 754 5
2021-04-08 16235 145 749 4
2021-04-07 16090 227 745 5
2021-04-06 15863 70 740 3
2021-04-05 15793 80 737 2
2021-04-04 15713 64 735 2
2021-04-03 15649 23 733 3
2021-04-02 15626 57 730 1
2021-04-01 15569 162 729 7
2021-03-31 15407 171 722 1
2021-03-30 15236 206 721 7
2021-03-29 15030 52 714 4
2021-03-28 14978 62 710 3
2021-03-27 14916 150 707 3
2021-03-26 14766 160 704 10
2021-03-25 14606 160 694 6
2021-03-24 14446 189 688 6
2021-03-23 14257 235 682 6
2021-03-22 14022 73 676 3
2021-03-21 13949 51 673 2
2021-03-20 13898 112 671 4
2021-03-19 13786 178 667 6
2021-03-18 13608 191 661 6
2021-03-17 13417 122 655 4
2021-03-16 13295 226 651 10
2021-03-15 13069 57 641 5
2021-03-14 13012 54 636 0
2021-03-13 12958 58 636 2
2021-03-12 12900 179 634 13
2021-03-11 12721 102 621 3
2021-03-10 12619 171 618 6
2021-03-09 12448 110 612 1
2021-03-08 12338 64 611 7
2021-03-07 12274 29 604 1
2021-03-06 12245 95 603 5
2021-03-05 12150 86 598 3
2021-03-04 12064 89 595 3
2021-03-03 11975 76 592 2
2021-03-02 11899 169 590 4
2021-03-01 11730 31 586 2
2021-02-28 11699 27 584 3
2021-02-27 11672 70 581 3
2021-02-26 11602 79 578 0
2021-02-25 11523 110 578 1
2021-02-24 11413 91 577 4
2021-02-23 11322 141 573 3
2021-02-22 11181 45 570 0
2021-02-21 11136 18 570 1
2021-02-20 11118 118 569 2
2021-02-19 11000 16 567 1
2021-02-18 10984 70 566 1
2021-02-17 10914 82 565 5
2021-02-16 10832 71 560 3
2021-02-15 10761 42 557 2
2021-02-14 10719 23 555 2
2021-02-13 10696 35 553 0
2021-02-12 10661 27 553 1
2021-02-11 10634 52 552 4
2021-02-10 10582 59 548 3
2021-02-09 10523 60 545 1
2021-02-08 10463 17 544 3
2021-02-07 10446 10 541 0
2021-02-06 10436 42 541 1
2021-02-05 10394 66 540 2
2021-02-04 10328 32 538 1
2021-02-03 10296 105 537 2
2021-02-02 10191 83 535 1
2021-02-01 10108 16 534 3
2021-01-31 10092 32 531 0
2021-01-30 10060 39 531 1
2021-01-29 10021 40 530 3
2021-01-28 9981 28 527 1
2021-01-27 9953 68 526 1
2021-01-26 9885 77 525 4
2021-01-25 9808 31 521 2
2021-01-24 9777 17 519 1
2021-01-23 9760 57 518 3
2021-01-22 9703 35 515 3
2021-01-21 9668 77 512 4
2021-01-20 9591 68 508 3
2021-01-19 9523 116 505 3
2021-01-18 9407 24 502 4
2021-01-17 9383 9 498 2
2021-01-16 9374 87 496 6
2021-01-15 9287 81 490 8
2021-01-14 9206 51 482 6
2021-01-13 9155 119 476 4
2021-01-12 9036 169 472 4
2021-01-11 8867 19 468 1
2021-01-10 8848 18 467 3
2021-01-09 8830 114 464 5
2021-01-08 8716 135 459 8
2021-01-07 8581 120 451 7
2021-01-06 8461 101 444 3
2021-01-05 8360 251 441 14
2021-01-04 8109 28 427 3
2021-01-03 8081 61 424 7
2021-01-02 8020 63 417 7
2021-01-01 7957 29 410 1
2020-12-31 7928 123 409 3
2020-12-30 7805 220 406 14
2020-12-29 7585 612 392 31
2020-12-28 6973 489 361 34
2020-12-27 6484 332 327 19
2020-12-26 6152 350 308 23
2020-12-25 5802 233 285 11
2020-12-24 5569 430 274 25
2020-12-23 5139 289 249 15
2020-12-22 4850 287 234 22
2020-12-21 4563 102 212 5
2020-12-20 4461 64 207 2
2020-12-19 4397 60 205 4
2020-12-18 4337 59 201 1
2020-12-17 4278 171 200 5
2020-12-16 4107 121 195 1
2020-12-15 3986 167 194 7
2020-12-14 3819 112 187 7
2020-12-13 3707 85 180 8
2020-12-12 3622 89 172 10
2020-12-11 3533 67 162 1
2020-12-10 3466 79 161 2
2020-12-09 3387 57 159 1
2020-12-08 3330 104 158 5
2020-12-07 3226 104 153 2
2020-12-06 3122 75 151 1
2020-12-05 3047 63 150 1
2020-12-04 2984 48 149 1
2020-12-03 2936 110 148 17
2020-12-02 2826 67 131 4
2020-12-01 2759 82 127 7
2020-11-30 2677 91 120 0
2020-11-29 2586 30 120 1
2020-11-28 2556 22 119 1
2020-11-27 2534 11 118 1
2020-11-26 2523 123 117 3
2020-11-25 2400 87 114 14
2020-11-24 2313 102 100 1
2020-11-23 2211 110 99 1
2020-11-22 2101 57 98 4
2020-11-21 2044 14 94 0
2020-11-20 2030 24 94 1
2020-11-19 2006 59 93 0
2020-11-18 1947 42 93 1
2020-11-17 1905 25 92 0
2020-11-16 1880 30 92 3
2020-11-15 1850 41 89 0
2020-11-14 1809 24 89 2
2020-11-13 1785 22 87 0
2020-11-12 1763 50 87 3
2020-11-11 1713 45 84 2
2020-11-10 1668 66 82 9
2020-11-09 1602 47 73 3
2020-11-08 1555 20 70 0
2020-11-07 1535 1 70 0
2020-11-06 1534 62 70 4
2020-11-05 1472 70 66 3
2020-11-04 1402 56 63 2
2020-11-03 1346 82 61 2
2020-11-02 1264 48 59 3
2020-11-01 1216 11 56 1
2020-10-30 1205 30 55 3
2020-10-29 1175 56 52 4
2020-10-28 1119 31 48 2
2020-10-27 1088 37 46 4
2020-10-26 1051 34 42 1
2020-10-25 1017 19 41 1
2020-10-24 998 22 40 1
2020-10-23 976 28 39 3
2020-10-22 948 21 36 0
2020-10-21 927 8 36 0
2020-10-20 919 27 36 0
2020-10-19 892 38 36 1
2020-10-16 854 21 35 1
2020-10-15 833 19 34 0
2020-10-14 814 25 34 0
2020-10-13 789 11 34 1
2020-10-12 778 11 33 0
2020-10-11 767 24 33 0
2020-10-08 743 8 33 0
2020-10-07 735 6 33 0
2020-10-06 729 2 33 0
2020-10-05 727 8 33 0
2020-09-30 719 9 33 0
2020-09-29 710 5 33 0
2020-09-28 705 3 33 1
2020-09-27 702 11 32 0
2020-09-24 691 13 32 2
2020-09-23 678 5 30 0
2020-09-22 673 4 30 0
2020-09-21 669 2 30 0
2020-09-20 667 11 30 1
2020-09-19 656 15 29 3
2020-09-18 641 23 26 2
2020-09-17 618 26 24 1
2020-09-16 592 12 23 0
2020-09-15 580 9 23 1
2020-09-13 571 9 22 0
2020-09-12 562 5 22 0
2020-09-11 557 5 22 0
2020-09-10 552 2 22 0
2020-09-09 550 5 22 0
2020-09-08 545 1 22 0
2020-09-05 544 1 22 0
2020-09-03 543 8 22 0
2020-09-02 535 1 22 0
2020-09-01 534 2 22 0
2020-08-29 532 1 22 0
2020-08-25 531 2 22 0
2020-08-24 529 2 22 0
2020-08-18 527 4 22 0
2020-08-16 523 1 22 0
2020-08-13 522 3 22 0
2020-08-12 519 1 22 0
2020-08-04 518 1 22 0
2020-08-03 517 1 22 0
2020-08-02 516 1 22 0
2020-08-01 515 1 22 0
2020-07-30 514 1 22 0
2020-07-28 513 1 22 0
2020-07-27 512 1 22 0
2020-07-23 511 1 22 0
2020-07-13 510 1 22 0
2020-06-28 509 1 22 0
2020-06-24 508 1 22 0
2020-06-23 507 1 22 0
2020-06-21 506 1 22 0
2020-06-19 505 2 22 0
2020-06-18 503 2 22 0
2020-06-17 501 9 22 0
2020-06-16 492 3 22 0
2020-06-15 489 1 22 0
2020-06-10 488 1 22 0
2020-06-09 487 1 22 0
2020-06-06 486 1 22 0
2020-06-05 485 2 22 1
2020-06-04 483 2 21 0
2020-06-03 481 4 21 0
2020-05-30 477 3 21 0
2020-05-29 474 2 21 0
2020-05-28 472 1 21 0
2020-05-27 471 11 21 1
2020-05-26 460 4 20 1
2020-05-25 456 3 19 0
2020-05-24 453 1 19 0
2020-05-23 452 3 19 0
2020-05-22 449 4 19 0
2020-05-21 445 4 19 0
2020-05-20 441 12 19 1
2020-05-19 429 4 18 0
2020-05-18 425 1 18 0
2020-05-16 424 2 18 1
2020-05-15 422 3 17 0
2020-05-14 419 5 17 1
2020-05-13 414 9 16 1
2020-05-12 405 3 15 0
2020-05-11 402 1 15 0
2020-05-10 401 3 15 0
2020-05-09 398 9 15 0
2020-05-08 389 6 15 0
2020-05-07 383 6 15 0
2020-05-06 377 7 15 0
2020-05-05 370 5 15 1
2020-05-04 365 4 14 0
2020-05-03 361 3 14 0
2020-05-02 358 11 14 0
2020-05-01 347 10 14 0
2020-04-30 337 14 14 2
2020-04-29 323 6 12 0
2020-04-28 317 5 12 1
2020-04-26 312 5 11 0
2020-04-25 307 2 11 0
2020-04-24 305 5 11 1
2020-04-23 300 2 10 1
2020-04-22 298 10 9 0
2020-04-21 288 3 9 1
2020-04-20 285 5 8 1
2020-04-19 280 1 7 0
2020-04-18 279 2 7 0
2020-04-17 277 2 7 0
2020-04-16 275 5 7 0
2020-04-15 270 2 7 0
2020-04-14 268 10 7 0
2020-04-13 258 2 7 0
2020-04-12 256 39 7 2
2020-04-11 217 3 5 1
2020-04-10 214 10 4 0
2020-04-09 204 9 4 0
2020-04-08 195 7 4 0
2020-04-07 188 10 4 1
2020-04-06 178 11 3 0
2020-04-05 167 7 3 0
2020-04-04 160 10 3 1
2020-04-03 150 16 2 0
2020-04-02 134 6 2 0
2020-04-01 128 9 2 0
2020-03-31 119 5 2 0
2020-03-30 114 7 2 0
2020-03-29 107 1 2 0
2020-03-28 106 13 2 0
2020-03-27 93 6 2 0
2020-03-26 87 5 2 1
2020-03-25 82 20 1 1
2020-03-24 62 18 0 0
2020-03-23 44 12 0 0
2020-03-21 32 8 0 0
2020-03-20 24 9 0 0
2020-03-19 15 7 0 0
2020-03-18 8 5 0 0
2020-03-17 3 1 0 0

Explore the data in your web browser¶

  • If you want to execute this notebook, click here to use myBinder
  • and wait (~1 to 2 minutes)
  • Then press SHIFT+RETURN to advance code cell to code cell
  • See http://jupyter.org for more details on how to use Jupyter Notebook

Acknowledgements:¶

  • Johns Hopkins University provides data for countries
  • Robert Koch Institute provides data for within Germany
  • Atlo Team for gathering and providing data from Hungary (https://atlo.team/koronamonitor/)
  • Open source and scientific computing community for the data tools
  • Github for hosting repository and html files
  • Project Jupyter for the Notebook and binder service
  • The H2020 project Photon and Neutron Open Science Cloud (PaNOSC)

In [7]:
print(f"Download of data from Johns Hopkins university: cases at {fetch_cases_last_execution()} and "
      f"deaths at {fetch_deaths_last_execution()}.")
Download of data from Johns Hopkins university: cases at 07/03/2023 09:31:22 and deaths at 07/03/2023 09:31:21.
In [8]:
# to force a fresh download of data, run "clear_cache()"
In [9]:
print(f"Notebook execution took: {datetime.datetime.now()-start}")
Notebook execution took: 0:04:32.275646