Germany: LK Kyffhäuserkreis (Thüringen)¶

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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 16:09:20 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Germany", subregion="LK Kyffhäuserkreis", weeks=5);
2023-03-07T16:09:35.408374 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 15 15 20 20 25 25 30 30 7-day incidence rate (per 100K people) 27.4 LK Kyffhäuserkreis, 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 0.5 1.0 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Kyffhäuserkreis cases daily growth factor Germany-LK Kyffhäuserkreis cases daily growth factor (rolling mean) Germany-LK Kyffhäuserkreis estimated R (using cases) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Kyffhäuserkreis deaths daily growth factor Germany-LK Kyffhäuserkreis deaths daily growth factor (rolling mean) Germany-LK Kyffhäuserkreis estimated R (using deaths) 30 Jan 06 Feb 13 Feb 20 Feb 27 Feb 06 Mar 0 5000 10000 15000 cases doubling time [days] Germany-LK Kyffhäuserkreis doubling time cases (rolling mean) 0.00 3.65 7.30 10.94 daily change Germany-LK Kyffhäuserkreis new cases (rolling 7d mean) Germany-LK Kyffhäuserkreis new cases 0.000 0.365 0.730 daily change Germany-LK Kyffhäuserkreis new deaths (rolling 7d mean) Germany-LK Kyffhäuserkreis new deaths 0.000 0.316 0.632 0.947
In [4]:
overview(country="Germany", subregion="LK Kyffhäuserkreis");
2023-03-07T16:09:52.142907 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) 27.4 LK Kyffhäuserkreis, 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 2 4 6 8 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 1.4 1.4 R & growth factor (based on cases) Germany-LK Kyffhäuserkreis cases daily growth factor Germany-LK Kyffhäuserkreis cases daily growth factor (rolling mean) Germany-LK Kyffhäuserkreis estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 1 1 2 2 3 3 4 4 R & growth factor (based on deaths) Germany-LK Kyffhäuserkreis deaths daily growth factor Germany-LK Kyffhäuserkreis deaths daily growth factor (rolling mean) Germany-LK Kyffhäuserkreis estimated R (using deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 5000 10000 15000 cases doubling time [days] Germany-LK Kyffhäuserkreis doubling time cases (rolling mean) Germany-LK Kyffhäuserkreis doubling time deaths (rolling mean) 0.0 145.9 291.9 437.8 daily change Germany-LK Kyffhäuserkreis new cases (rolling 7d mean) Germany-LK Kyffhäuserkreis new cases 0.000 1.459 2.919 4.378 5.837 daily change Germany-LK Kyffhäuserkreis new deaths (rolling 7d mean) Germany-LK Kyffhäuserkreis new deaths 0 58 116 174 deaths doubling time [days]
In [5]:
compare_plot(country="Germany", subregion="LK Kyffhäuserkreis", dates="2020-03-15:");
2023-03-07T16:11:43.548657 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 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 Kyffhäuserkreis LK Kyffhäuserkreis 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 daily new deaths (rolling 7-day mean) normalised by 100K people LK Kyffhäuserkreis Bayern Berlin Bremen Hamburg Hessen Nordrhein-Westfalen Sachsen-Anhalt
In [6]:
# load the data
cases, deaths = germany_get_region(landkreis="LK Kyffhäuserkreis")

# get population of the region for future normalisation:
inhabitants = population(country="Germany", subregion="LK Kyffhäuserkreis")
print(f'Population of country="Germany", subregion="LK Kyffhäuserkreis": {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 Kyffhäuserkreis": 72964 people
Out[6]:
total cases daily new cases total deaths daily new deaths
date
2023-03-06 26913 9 276 0
2023-03-03 26904 1 276 0
2023-03-02 26903 3 276 0
2023-03-01 26900 1 276 0
2023-02-28 26899 6 276 0
2023-02-27 26893 5 276 0
2023-02-24 26888 2 276 0
2023-02-23 26886 2 276 0
2023-02-21 26884 13 276 0
2023-02-17 26871 3 276 0
2023-02-16 26868 2 276 0
2023-02-15 26866 1 276 0
2023-02-14 26865 9 276 1
2023-02-13 26856 5 275 0
2023-02-10 26851 1 275 0
2023-02-09 26850 1 275 0
2023-02-08 26849 3 275 0
2023-02-07 26846 2 275 0
2023-02-06 26844 7 275 0
2023-02-03 26837 5 275 0
2023-02-02 26832 3 275 0
2023-02-01 26829 1 275 0
2023-01-31 26828 2 275 0
2023-01-30 26826 1 275 0
2023-01-27 26825 3 275 0
2023-01-26 26822 1 275 0
2023-01-25 26821 3 275 0
2023-01-24 26818 5 275 0
2023-01-23 26813 7 275 0
2023-01-20 26806 2 275 0
2023-01-19 26804 4 275 0
2023-01-18 26800 11 275 0
2023-01-17 26789 8 275 1
2023-01-16 26781 11 274 0
2023-01-13 26770 3 274 0
2023-01-12 26767 18 274 0
2023-01-11 26749 10 274 1
2023-01-10 26739 12 273 0
2023-01-09 26727 16 273 0
2023-01-06 26711 2 273 0
2023-01-05 26709 2 273 0
2023-01-04 26707 2 273 0
2023-01-03 26705 12 273 0
2023-01-02 26693 25 273 1
2022-12-30 26668 14 272 1
2022-12-29 26654 19 271 0
2022-12-28 26635 24 271 0
2022-12-23 26611 6 271 0
2022-12-22 26605 14 271 0
2022-12-21 26591 12 271 0
2022-12-20 26579 14 271 0
2022-12-19 26565 20 271 0
2022-12-16 26545 9 271 1
2022-12-15 26536 6 270 0
2022-12-14 26530 10 270 0
2022-12-13 26520 18 270 1
2022-12-12 26502 19 269 0
2022-12-09 26483 5 269 0
2022-12-08 26478 19 269 0
2022-12-07 26459 6 269 0
2022-12-06 26453 10 269 0
2022-12-05 26443 19 269 0
2022-12-02 26424 5 269 0
2022-12-01 26419 8 269 0
2022-11-30 26411 9 269 1
2022-11-29 26402 16 268 0
2022-11-28 26386 23 268 1
2022-11-25 26363 5 267 0
2022-11-24 26358 18 267 0
2022-11-23 26340 11 267 0
2022-11-22 26329 12 267 0
2022-11-21 26317 16 267 0
2022-11-18 26301 8 267 0
2022-11-17 26293 16 267 0
2022-11-16 26277 6 267 0
2022-11-15 26271 12 267 1
2022-11-14 26259 26 266 1
2022-11-11 26233 9 265 0
2022-11-10 26224 15 265 0
2022-11-09 26209 19 265 0
2022-11-08 26190 16 265 1
2022-11-07 26174 45 264 1
2022-11-04 26129 8 263 0
2022-11-03 26121 37 263 0
2022-11-02 26084 29 263 0
2022-11-01 26055 52 263 0
2022-10-28 26003 27 263 1
2022-10-27 25976 27 262 1
2022-10-26 25949 27 261 0
2022-10-25 25922 54 261 1
2022-10-24 25868 48 260 0
2022-10-21 25820 28 260 0
2022-10-20 25792 60 260 0
2022-10-19 25732 49 260 1
2022-10-18 25683 53 259 0
2022-10-17 25630 84 259 0
2022-10-14 25546 40 259 0
2022-10-13 25506 40 259 0
2022-10-12 25466 70 259 0
2022-10-11 25396 115 259 0
2022-10-10 25281 35 259 0
2022-10-07 25246 71 259 0
2022-10-06 25175 127 259 2
2022-10-05 25048 43 257 0
2022-10-04 25005 73 257 1
2022-09-30 24932 22 256 0
2022-09-29 24910 36 256 0
2022-09-28 24874 38 256 0
2022-09-27 24836 27 256 0
2022-09-26 24809 77 256 1
2022-09-23 24732 28 255 0
2022-09-22 24704 24 255 0
2022-09-21 24680 52 255 1
2022-09-20 24628 7 254 0
2022-09-19 24621 28 254 0
2022-09-16 24593 11 254 0
2022-09-15 24582 23 254 0
2022-09-14 24559 25 254 0
2022-09-13 24534 27 254 0
2022-09-12 24507 39 254 0
2022-09-09 24468 26 254 0
2022-09-08 24442 27 254 0
2022-09-07 24415 16 254 1
2022-09-06 24399 18 253 0
2022-09-05 24381 50 253 0
2022-09-02 24331 15 253 0
2022-09-01 24316 11 253 0
2022-08-31 24305 18 253 0
2022-08-30 24287 11 253 1
2022-08-29 24276 37 252 2
2022-08-26 24239 6 250 0
2022-08-25 24233 17 250 0
2022-08-24 24216 25 250 0
2022-08-23 24191 27 250 0
2022-08-22 24164 36 250 0
2022-08-19 24128 12 250 0
2022-08-18 24116 38 250 0
2022-08-17 24078 41 250 0
2022-08-16 24037 22 250 0
2022-08-15 24015 55 250 1
2022-08-12 23960 17 249 0
2022-08-11 23943 32 249 0
2022-08-10 23911 34 249 0
2022-08-09 23877 16 249 0
2022-08-08 23861 50 249 0
2022-08-05 23811 21 249 0
2022-08-04 23790 33 249 0
2022-08-03 23757 44 249 0
2022-08-02 23713 47 249 0
2022-08-01 23666 65 249 0
2022-07-29 23601 33 249 0
2022-07-28 23568 60 249 0
2022-07-27 23508 25 249 0
2022-07-26 23483 68 249 0
2022-07-25 23415 89 249 0
2022-07-22 23326 37 249 0
2022-07-21 23289 39 249 0
2022-07-20 23250 51 249 1
2022-07-19 23199 41 248 0
2022-07-18 23158 86 248 0
2022-07-15 23072 32 248 0
2022-07-14 23040 50 248 0
2022-07-13 22990 27 248 1
2022-07-12 22963 25 247 0
2022-07-11 22938 37 247 2
2022-07-08 22901 26 245 0
2022-07-07 22875 74 245 0
2022-07-06 22801 21 245 0
2022-07-05 22780 15 245 0
2022-07-04 22765 37 245 0
2022-07-01 22728 19 245 1
2022-06-30 22709 31 244 0
2022-06-29 22678 38 244 0
2022-06-28 22640 23 244 1
2022-06-27 22617 34 243 0
2022-06-24 22583 25 243 0
2022-06-23 22558 21 243 0
2022-06-22 22537 16 243 0
2022-06-21 22521 23 243 0
2022-06-20 22498 41 243 1
2022-06-17 22457 13 242 0
2022-06-16 22444 13 242 0
2022-06-15 22431 11 242 0
2022-06-14 22420 22 242 1
2022-06-13 22398 39 241 0
2022-06-10 22359 26 241 0
2022-06-09 22333 28 241 0
2022-06-08 22305 8 241 0
2022-06-07 22297 15 241 0
2022-06-03 22282 7 241 0
2022-06-02 22275 12 241 0
2022-06-01 22263 12 241 0
2022-05-31 22251 10 241 0
2022-05-30 22241 22 241 0
2022-05-25 22219 11 241 0
2022-05-24 22208 7 241 0
2022-05-23 22201 27 241 0
2022-05-20 22174 9 241 0
2022-05-19 22165 13 241 0
2022-05-18 22152 20 241 0
2022-05-17 22132 12 241 0
2022-05-16 22120 30 241 0
2022-05-13 22090 8 241 0
2022-05-12 22082 24 241 0
2022-05-11 22058 9 241 0
2022-05-10 22049 32 241 0
2022-05-09 22017 26 241 0
2022-05-07 21991 1 241 0
2022-05-06 21990 17 241 0
2022-05-05 21973 20 241 0
2022-05-04 21953 20 241 0
2022-05-03 21933 46 241 0
2022-05-02 21887 54 241 0
2022-04-29 21833 32 241 0
2022-04-28 21801 33 241 0
2022-04-27 21768 72 241 0
2022-04-26 21696 26 241 0
2022-04-25 21670 88 241 0
2022-04-22 21582 56 241 0
2022-04-21 21526 121 241 0
2022-04-20 21405 23 241 0
2022-04-19 21382 182 241 0
2022-04-14 21200 77 241 0
2022-04-13 21123 100 241 0
2022-04-12 21023 70 241 0
2022-04-11 20953 146 241 0
2022-04-08 20807 84 241 0
2022-04-07 20723 60 241 0
2022-04-06 20663 140 241 0
2022-04-05 20523 155 241 0
2022-04-04 20368 67 241 0
2022-04-03 20301 51 241 0
2022-04-02 20250 175 241 1
2022-04-01 20075 114 240 0
2022-03-31 19961 238 240 0
2022-03-30 19723 217 240 0
2022-03-29 19506 235 240 1
2022-03-28 19271 169 239 0
2022-03-27 19102 152 239 0
2022-03-26 18950 252 239 1
2022-03-25 18698 320 238 0
2022-03-24 18378 348 238 1
2022-03-23 18030 193 237 0
2022-03-22 17837 355 237 0
2022-03-21 17482 312 237 0
2022-03-20 17170 227 237 0
2022-03-19 16943 206 237 0
2022-03-18 16737 224 237 0
2022-03-17 16513 397 237 1
2022-03-16 16116 366 236 1
2022-03-15 15750 510 235 1
2022-03-14 15240 361 234 0
2022-03-13 14879 136 234 0
2022-03-12 14743 94 234 1
2022-03-11 14649 194 233 0
2022-03-10 14455 300 233 1
2022-03-09 14155 303 232 2
2022-03-08 13852 178 230 0
2022-03-07 13674 163 230 0
2022-03-06 13511 74 230 0
2022-03-05 13437 75 230 0
2022-03-04 13362 224 230 1
2022-03-03 13138 164 229 1
2022-03-02 12974 115 228 0
2022-03-01 12859 131 228 0
2022-02-28 12728 97 228 0
2022-02-27 12631 50 228 0
2022-02-26 12581 107 228 0
2022-02-25 12474 112 228 0
2022-02-24 12362 186 228 1
2022-02-23 12176 100 227 0
2022-02-22 12076 102 227 0
2022-02-21 11974 77 227 0
2022-02-20 11897 77 227 0
2022-02-19 11820 143 227 0
2022-02-18 11677 153 227 0
2022-02-17 11524 224 227 0
2022-02-16 11300 91 227 0
2022-02-15 11209 91 227 0
2022-02-14 11118 81 227 0
2022-02-13 11037 54 227 0
2022-02-12 10983 89 227 0
2022-02-11 10894 102 227 0
2022-02-10 10792 129 227 0
2022-02-09 10663 98 227 0
2022-02-08 10565 98 227 1
2022-02-07 10467 65 226 0
2022-02-06 10402 44 226 0
2022-02-05 10358 61 226 0
2022-02-04 10297 65 226 0
2022-02-03 10232 70 226 0
2022-02-02 10162 98 226 0
2022-02-01 10064 54 226 0
2022-01-31 10010 44 226 0
2022-01-30 9966 24 226 0
2022-01-29 9942 37 226 0
2022-01-28 9905 39 226 0
2022-01-27 9866 53 226 0
2022-01-26 9813 70 226 0
2022-01-25 9743 45 226 0
2022-01-24 9698 12 226 0
2022-01-23 9686 30 226 0
2022-01-22 9656 47 226 0
2022-01-21 9609 23 226 0
2022-01-20 9586 35 226 0
2022-01-19 9551 52 226 0
2022-01-18 9499 41 226 0
2022-01-17 9458 10 226 0
2022-01-16 9448 19 226 0
2022-01-15 9429 18 226 0
2022-01-14 9411 20 226 0
2022-01-13 9391 35 226 0
2022-01-12 9356 20 226 0
2022-01-11 9336 22 226 0
2022-01-10 9314 15 226 0
2022-01-09 9299 22 226 0
2022-01-08 9277 16 226 1
2022-01-07 9261 14 225 0
2022-01-06 9247 51 225 2
2022-01-05 9196 53 223 0
2022-01-04 9143 49 223 0
2022-01-03 9094 12 223 0
2022-01-02 9082 5 223 0
2022-01-01 9077 22 223 0
2021-12-31 9055 21 223 1
2021-12-30 9034 54 222 0
2021-12-29 8980 50 222 0
2021-12-28 8930 49 222 0
2021-12-27 8881 16 222 0
2021-12-26 8865 15 222 0
2021-12-25 8850 21 222 0
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2021-12-23 8785 43 222 1
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2021-12-21 8697 63 221 0
2021-12-20 8634 35 221 1
2021-12-19 8599 33 220 2
2021-12-18 8566 60 218 1
2021-12-17 8506 60 217 0
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2021-11-24 6286 110 189 2
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2021-11-21 5993 50 185 2
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2021-11-03 4784 45 162 2
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2021-11-01 4700 16 160 1
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2021-10-30 4667 27 157 0
2021-10-29 4640 43 157 0
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2021-10-27 4524 45 157 1
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2021-10-24 4451 38 156 0
2021-10-23 4413 37 156 1
2021-10-22 4376 88 155 2
2021-10-21 4288 49 153 0
2021-10-20 4239 34 153 2
2021-10-19 4205 34 151 1
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2021-10-17 4154 7 150 0
2021-10-16 4147 28 150 0
2021-10-15 4119 25 150 0
2021-10-14 4094 44 150 1
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2021-10-10 3989 5 148 0
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2021-10-06 3890 22 148 0
2021-10-05 3868 11 148 0
2021-10-04 3857 1 148 0
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2021-10-02 3855 6 148 0
2021-10-01 3849 12 148 1
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2021-09-29 3827 15 147 0
2021-09-28 3812 11 147 0
2021-09-26 3801 3 147 0
2021-09-25 3798 11 147 0
2021-09-24 3787 9 147 0
2021-09-23 3778 7 147 0
2021-09-22 3771 8 147 0
2021-09-21 3763 2 147 0
2021-09-18 3761 11 147 0
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2021-09-16 3747 5 147 0
2021-09-15 3742 2 147 0
2021-09-14 3740 3 147 0
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2021-09-06 3720 1 147 0
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2021-09-02 3716 2 147 0
2021-09-01 3714 1 147 0
2021-08-31 3713 8 147 0
2021-08-28 3705 1 147 0
2021-08-27 3704 1 147 0
2021-08-26 3703 1 147 0
2021-08-24 3702 7 147 0
2021-08-23 3695 1 147 0
2021-08-21 3694 1 147 0
2021-08-17 3693 1 147 0
2021-08-10 3692 2 147 0
2021-08-04 3690 1 147 0
2021-08-03 3689 1 147 0
2021-07-29 3688 1 147 0
2021-07-13 3687 1 147 0
2021-07-01 3686 1 147 0
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2021-06-20 3684 1 147 0
2021-06-19 3683 2 147 0
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2021-06-15 3674 2 147 0
2021-06-11 3672 7 147 0
2021-06-10 3665 5 147 0
2021-06-09 3660 3 147 0
2021-06-08 3657 11 147 0
2021-06-07 3646 1 147 0
2021-06-05 3645 2 147 0
2021-06-04 3643 3 147 0
2021-06-03 3640 3 147 0
2021-06-02 3637 2 147 0
2021-06-01 3635 6 147 0
2021-05-31 3629 1 147 1
2021-05-29 3628 3 146 0
2021-05-28 3625 9 146 0
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2021-05-26 3612 9 146 0
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2021-05-23 3600 2 146 1
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2021-05-21 3596 8 145 1
2021-05-20 3588 7 144 0
2021-05-19 3581 24 144 0
2021-05-18 3557 6 144 0
2021-05-17 3551 2 144 1
2021-05-16 3549 1 143 0
2021-05-15 3548 9 143 0
2021-05-14 3539 12 143 0
2021-05-13 3527 11 143 0
2021-05-12 3516 35 143 1
2021-05-11 3481 23 142 2
2021-05-09 3458 9 140 0
2021-05-08 3449 12 140 0
2021-05-07 3437 27 140 0
2021-05-06 3410 25 140 0
2021-05-05 3385 21 140 2
2021-05-04 3364 37 138 1
2021-05-03 3327 1 137 0
2021-05-02 3326 6 137 0
2021-05-01 3320 17 137 0
2021-04-30 3303 30 137 0
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2021-04-28 3259 38 137 0
2021-04-27 3221 16 137 0
2021-04-26 3205 4 137 0
2021-04-25 3201 3 137 1
2021-04-24 3198 16 136 0
2021-04-23 3182 28 136 2
2021-04-22 3154 19 134 0
2021-04-21 3135 47 134 1
2021-04-20 3088 23 133 0
2021-04-19 3065 4 133 0
2021-04-18 3061 7 133 0
2021-04-17 3054 23 133 0
2021-04-16 3031 27 133 0
2021-04-15 3004 33 133 0
2021-04-14 2971 44 133 0
2021-04-13 2927 19 133 1
2021-04-12 2908 5 132 1
2021-04-11 2903 3 131 0
2021-04-10 2900 18 131 2
2021-04-09 2882 32 129 1
2021-04-08 2850 40 128 1
2021-04-07 2810 29 127 0
2021-04-06 2781 2 127 0
2021-04-04 2779 9 127 1
2021-04-03 2770 4 126 1
2021-04-02 2766 10 125 0
2021-04-01 2756 36 125 1
2021-03-31 2720 45 124 1
2021-03-30 2675 19 123 0
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2021-03-27 2639 25 122 0
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2021-03-24 2578 33 121 2
2021-03-23 2545 27 119 0
2021-03-21 2518 8 119 0
2021-03-20 2510 4 119 0
2021-03-19 2506 16 119 0
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2021-03-17 2469 29 119 0
2021-03-16 2440 10 119 0
2021-03-15 2430 4 119 0
2021-03-14 2426 4 119 0
2021-03-13 2422 19 119 0
2021-03-12 2403 34 119 1
2021-03-11 2369 20 118 1
2021-03-10 2349 34 117 1
2021-03-09 2315 21 116 1
2021-03-08 2294 1 115 0
2021-03-07 2293 2 115 0
2021-03-06 2291 5 115 0
2021-03-05 2286 19 115 0
2021-03-04 2267 17 115 2
2021-03-03 2250 37 113 3
2021-03-02 2213 18 110 3
2021-03-01 2195 3 107 0
2021-02-28 2192 6 107 0
2021-02-27 2186 4 107 0
2021-02-26 2182 46 107 0
2021-02-25 2136 20 107 0
2021-02-24 2116 36 107 1
2021-02-23 2080 34 106 2
2021-02-22 2046 4 104 0
2021-02-21 2042 12 104 2
2021-02-20 2030 6 102 0
2021-02-19 2024 9 102 0
2021-02-18 2015 22 102 4
2021-02-17 1993 55 98 6
2021-02-16 1938 22 92 0
2021-02-15 1916 1 92 0
2021-02-14 1915 10 92 2
2021-02-13 1905 24 90 2
2021-02-12 1881 9 88 0
2021-02-11 1872 5 88 0
2021-02-10 1867 3 88 0
2021-02-09 1864 1 88 1
2021-02-07 1863 7 87 0
2021-02-06 1856 4 87 0
2021-02-05 1852 8 87 0
2021-02-04 1844 17 87 1
2021-02-03 1827 20 86 0
2021-02-02 1807 10 86 0
2021-02-01 1797 2 86 0
2021-01-31 1795 5 86 0
2021-01-30 1790 10 86 1
2021-01-29 1780 12 85 0
2021-01-28 1768 27 85 1
2021-01-27 1741 18 84 0
2021-01-26 1723 19 84 1
2021-01-25 1704 4 83 0
2021-01-24 1700 9 83 0
2021-01-23 1691 15 83 1
2021-01-22 1676 14 82 0
2021-01-21 1662 43 82 5
2021-01-20 1619 35 77 3
2021-01-19 1584 42 74 3
2021-01-18 1542 5 71 1
2021-01-17 1537 11 70 2
2021-01-16 1526 8 68 0
2021-01-15 1518 17 68 0
2021-01-14 1501 27 68 3
2021-01-13 1474 84 65 6
2021-01-12 1390 26 59 5
2021-01-11 1364 8 54 1
2021-01-10 1356 12 53 2
2021-01-09 1344 12 51 0
2021-01-08 1332 32 51 1
2021-01-07 1300 26 50 1
2021-01-06 1274 60 49 4
2021-01-05 1214 33 45 2
2021-01-04 1181 15 43 1
2021-01-03 1166 4 42 1
2021-01-01 1162 11 41 0
2020-12-31 1151 28 41 3
2020-12-30 1123 33 38 0
2020-12-29 1090 22 38 1
2020-12-28 1068 5 37 2
2020-12-27 1063 1 35 0
2020-12-26 1062 5 35 0
2020-12-25 1057 14 35 0
2020-12-24 1043 10 35 1
2020-12-23 1033 30 34 0
2020-12-22 1003 27 34 2
2020-12-21 976 9 32 0
2020-12-20 967 11 32 0
2020-12-19 956 36 32 1
2020-12-18 920 50 31 3
2020-12-17 870 17 28 2
2020-12-16 853 31 26 0
2020-12-15 822 24 26 3
2020-12-14 798 12 23 0
2020-12-13 786 20 23 0
2020-12-12 766 21 23 0
2020-12-11 745 35 23 0
2020-12-10 710 34 23 0
2020-12-09 676 31 23 1
2020-12-08 645 22 22 0
2020-12-07 623 9 22 1
2020-12-06 614 4 21 0
2020-12-05 610 21 21 1
2020-12-04 589 34 20 2
2020-12-03 555 34 18 0
2020-12-02 521 24 18 1
2020-12-01 497 13 17 3
2020-11-30 484 13 14 0
2020-11-29 471 2 14 0
2020-11-28 469 26 14 0
2020-11-27 443 20 14 1
2020-11-26 423 27 13 1
2020-11-25 396 19 12 1
2020-11-24 377 11 11 0
2020-11-23 366 4 11 0
2020-11-22 362 4 11 0
2020-11-21 358 4 11 0
2020-11-20 354 24 11 1
2020-11-19 330 35 10 2
2020-11-18 295 14 8 1
2020-11-17 281 17 7 1
2020-11-16 264 5 6 0
2020-11-15 259 2 6 0
2020-11-14 257 6 6 2
2020-11-13 251 21 4 0
2020-11-12 230 18 4 0
2020-11-11 212 10 4 0
2020-11-10 202 12 4 0
2020-11-09 190 6 4 0
2020-11-08 184 4 4 2
2020-11-07 180 13 2 0
2020-11-06 167 3 2 0
2020-11-05 164 10 2 1
2020-11-04 154 15 1 0
2020-11-03 139 17 1 1
2020-11-01 122 4 0 0
2020-10-31 118 4 0 0
2020-10-30 114 14 0 0
2020-10-29 100 8 0 0
2020-10-28 92 2 0 0
2020-10-27 90 3 0 0
2020-10-26 87 2 0 0
2020-10-25 85 1 0 0
2020-10-23 84 2 0 0
2020-10-22 82 4 0 0
2020-10-20 78 1 0 0
2020-10-19 77 1 0 0
2020-10-16 76 3 0 0
2020-10-14 73 1 0 0
2020-10-13 72 1 0 0
2020-10-11 71 1 0 0
2020-10-10 70 1 0 0
2020-10-09 69 1 0 0
2020-10-04 68 1 0 0
2020-10-03 67 1 0 0
2020-10-01 66 1 0 0
2020-09-25 65 1 0 0
2020-09-17 64 1 0 0
2020-09-11 63 1 0 0
2020-08-25 62 1 0 0
2020-08-24 61 3 0 0
2020-08-20 58 2 0 0
2020-08-12 56 1 0 0
2020-07-23 55 2 0 0
2020-07-18 53 1 0 0
2020-06-22 52 2 0 0
2020-06-16 50 2 0 0
2020-06-13 48 2 0 0
2020-06-11 46 1 0 0
2020-05-16 45 1 0 0
2020-05-13 44 1 0 0
2020-05-11 43 2 0 0
2020-05-01 41 2 0 0
2020-04-29 39 1 0 0
2020-04-28 38 1 0 0
2020-04-22 37 1 0 0
2020-04-20 36 1 0 0
2020-04-09 35 1 0 0
2020-04-08 34 6 0 0
2020-04-07 28 1 0 0
2020-04-03 27 2 0 0
2020-04-02 25 2 0 0
2020-03-31 23 4 0 0
2020-03-27 19 2 0 0
2020-03-25 17 2 0 0
2020-03-24 15 3 0 0
2020-03-20 12 2 0 0
2020-03-19 10 2 0 0
2020-03-18 8 1 0 0
2020-03-16 7 1 0 0
2020-03-13 6 1 0 0
2020-03-12 5 3 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: 0:02:32.270440