Hungary: Baranya¶

  • 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 16:41:45 CEST
In [2]:
%config InlineBackend.figure_formats = ['svg']
from oscovida import *
In [3]:
overview(country="Hungary", region="Baranya", weeks=5);
2023-03-07T16:41:49.035829 image/svg+xml Matplotlib v3.7.1, https://matplotlib.org/ 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 200 200 250 250 300 300 350 350 7-day incidence rate Baranya, Hungary, last 5 weeks, last data point from 2022-12-21 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0 0 100 100 200 200 300 300 daily change Hungary-Baranya new cases (rolling 7d mean) Hungary-Baranya new cases 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec No data available to plot daily change in deaths 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0.8 0.8 1.0 1.0 1.2 1.2 R & growth factor (based on cases) Hungary-Baranya cases daily growth factor Hungary-Baranya cases daily growth factor (rolling mean) Hungary-Baranya estimated R (using cases) 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec No data available to plot R & growth factor (based on deaths) 21 Nov 28 Nov 05 Dec 12 Dec 19 Dec 0 0 1000 1000 2000 2000 3000 3000 cases doubling time [days]
In [4]:
overview(country="Hungary", region="Baranya");
2023-03-07T16:41:53.669510 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 2000 2000 4000 4000 6000 6000 7-day incidence rate 354.0 Baranya, Hungary, last data point from 2022-12-21 May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 500 500 1000 1000 1500 1500 2000 2000 daily change Hungary-Baranya new cases (rolling 7d mean) Hungary-Baranya new cases May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 No data available to plot daily change in deaths 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) Hungary-Baranya cases daily growth factor Hungary-Baranya cases daily growth factor (rolling mean) Hungary-Baranya estimated R (using cases) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 No data available to plot R & growth factor (based on deaths) May 20 Sep 20 Jan 21 May 21 Sep 21 Jan 22 May 22 Sep 22 Jan 23 0 0 5000 5000 10000 10000 15000 15000 20000 20000 cases doubling time [days]
In [5]:
compare_plot(country="Hungary", region="Baranya");

---------------------------------------------------------------------------
TypeError                                 Traceback (most recent call last)
Cell In[5], line 1
----> 1 compare_plot(country="Hungary", region="Baranya");

File /tank/oscovida/work/oscovida.github.io/oscovida.github.io/.venv/lib/python3.9/site-packages/oscovida/oscovida.py:1976, in compare_plot(country, region, subregion, savefig, normalise, dates, align)
   1974 if normalise:
   1975     _population = population(country=country, region=region, subregion=subregion)
-> 1976     c *= 100000 / _population
   1977     d *= 100000 / _population
   1979 if not subregion and not region:    # i.e. not a region of Germany

TypeError: unsupported operand type(s) for /: 'int' and 'NoneType'
In [6]:
# load the data
cases, deaths = get_region_hungary(county="Baranya")

# get population of the region for future normalisation:
inhabitants = population(country="Hungary", region="Baranya")
print(f'Population of country="Hungary", region="Baranya": {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="Hungary", region="Baranya": None people
Out[6]:
total cases daily new cases
Dátum
2022-12-21 95191 354
2022-12-14 94837 232
2022-12-07 94605 193
2022-11-30 94412 182
2022-11-23 94230 204
2022-11-16 94026 257
2022-11-09 93769 661
2022-10-26 93108 537
2022-10-19 92571 658
2022-10-12 91913 847
2022-10-05 91066 972
2022-09-28 90094 717
2022-09-21 89377 801
2022-09-14 88576 849
2022-09-07 87727 760
2022-08-31 86967 796
2022-08-24 86171 841
2022-08-17 85330 849
2022-08-10 84481 850
2022-08-03 83631 903
2022-07-27 82728 666
2022-07-20 82062 434
2022-07-13 81628 322
2022-07-06 81306 157
2022-06-29 81149 92
2022-06-22 81057 60
2022-06-15 80997 58
2022-06-08 80939 64
2022-06-01 80875 79
2022-05-25 80796 118
2022-05-18 80678 204
2022-05-11 80474 306
2022-05-02 80168 177
2022-04-28 79991 103
2022-04-27 79888 152
2022-04-26 79736 83
2022-04-25 79653 158
2022-04-22 79495 119
2022-04-21 79376 198
2022-04-20 79178 81
2022-04-19 79097 223
2022-04-14 78874 111
2022-04-13 78763 160
2022-04-12 78603 82
2022-04-11 78521 201
2022-04-08 78320 226
2022-04-06 78094 184
2022-04-05 77910 246
2022-04-01 77664 112
2022-03-31 77552 136
2022-03-30 77416 167
2022-03-29 77249 122
2022-03-28 77127 277
2022-03-25 76850 141
2022-03-24 76709 175
2022-03-23 76534 210
2022-03-22 76324 115
2022-03-21 76209 394
2022-03-18 75815 243
2022-03-17 75572 101
2022-03-16 75471 247
2022-03-11 75224 132
2022-03-10 75092 173
2022-03-09 74919 211
2022-03-08 74708 108
2022-03-07 74600 346
2022-03-04 74254 218
2022-03-03 74036 243
2022-03-02 73793 247
2022-03-01 73546 150
2022-02-28 73396 479
2022-02-25 72917 253
2022-02-24 72664 369
2022-02-23 72295 393
2022-02-22 71902 224
2022-02-21 71678 743
2022-02-18 70935 467
2022-02-17 70468 541
2022-02-16 69927 666
2022-02-15 69261 355
2022-02-14 68906 1110
2022-02-11 67796 595
2022-02-10 67201 719
2022-02-09 66482 991
2022-02-08 65491 440
2022-02-07 65051 1684
2022-02-04 63367 923
2022-02-03 62444 954
2022-02-02 61490 1343
2022-02-01 60147 634
2022-01-31 59513 1918
2022-01-28 57595 740
2022-01-27 56855 904
2022-01-26 55951 1015
2022-01-25 54936 480
2022-01-24 54456 1442
2022-01-21 53014 543
2022-01-20 52471 585
2022-01-19 51886 575
2022-01-18 51311 310
2022-01-17 51001 702
2022-01-14 50299 280
2022-01-13 50019 263
2022-01-12 49756 270
2022-01-11 49486 98
2022-01-10 49388 464
2022-01-07 48924 187
2022-01-06 48737 176
2022-01-05 48561 206
2022-01-04 48355 119
2022-01-03 48236 224
2021-12-31 48012 128
2021-12-30 47884 117
2021-12-29 47767 102
2021-12-28 47665 64
2021-12-27 47601 343
2021-12-23 47258 169
2021-12-22 47089 158
2021-12-21 46931 104
2021-12-20 46827 433
2021-12-17 46394 252
2021-12-16 46142 230
2021-12-15 45912 234
2021-12-14 45678 144
2021-12-13 45534 690
2021-12-10 44844 336
2021-12-09 44508 408
2021-12-08 44100 367
2021-12-07 43733 233
2021-12-06 43500 883
2021-12-03 42617 388
2021-12-02 42229 535
2021-12-01 41694 553
2021-11-30 41141 387
2021-11-29 40754 1046
2021-11-26 39708 504
2021-11-25 39204 520
2021-11-24 38684 672
2021-11-23 38012 346
2021-11-22 37666 980
2021-11-19 36686 443
2021-11-18 36243 455
2021-11-17 35788 471
2021-11-16 35317 259
2021-11-15 35058 835
2021-11-12 34223 355
2021-11-11 33868 397
2021-11-10 33471 369
2021-11-09 33102 228
2021-11-08 32874 754
2021-11-05 32120 314
2021-11-04 31806 319
2021-11-03 31487 138
2021-11-02 31349 94
2021-11-01 31255 475
2021-10-29 30780 176
2021-10-28 30604 208
2021-10-27 30396 142
2021-10-26 30254 74
2021-10-25 30180 218
2021-10-22 29962 111
2021-10-21 29851 91
2021-10-20 29760 84
2021-10-19 29676 50
2021-10-18 29626 128
2021-10-15 29498 67
2021-10-14 29431 49
2021-10-13 29382 39
2021-10-12 29343 29
2021-10-11 29314 87
2021-10-08 29227 26
2021-10-07 29201 35
2021-10-06 29166 20
2021-10-05 29146 8
2021-10-04 29138 63
2021-10-01 29075 38
2021-09-30 29037 21
2021-09-29 29016 24
2021-09-28 28992 4
2021-09-27 28988 42
2021-09-24 28946 15
2021-09-23 28931 23
2021-09-22 28908 12
2021-09-21 28896 8
2021-09-20 28888 49
2021-09-17 28839 17
2021-09-16 28822 12
2021-09-15 28810 15
2021-09-14 28795 3
2021-09-13 28792 24
2021-09-10 28768 5
2021-09-09 28763 6
2021-09-08 28757 13
2021-09-07 28744 5
2021-09-06 28739 27
2021-09-03 28712 7
2021-09-02 28705 5
2021-09-01 28700 3
2021-08-31 28697 1
2021-08-30 28696 14
2021-08-27 28682 2
2021-08-26 28680 7
2021-08-25 28673 3
2021-08-24 28670 6
2021-08-23 28664 8
2021-08-19 28656 1
2021-08-18 28655 6
2021-08-17 28649 3
2021-08-16 28646 4
2021-08-13 28642 2
2021-08-12 28640 3
2021-08-11 28637 7
2021-08-10 28630 3
2021-08-09 28627 4
2021-08-06 28623 3
2021-08-05 28620 6
2021-08-04 28614 3
2021-08-03 28611 2
2021-08-02 28609 3
2021-07-30 28606 3
2021-07-29 28603 1
2021-07-28 28602 4
2021-07-27 28598 0
2021-07-26 28598 3
2021-07-23 28595 1
2021-07-22 28594 2
2021-07-21 28592 5
2021-07-20 28587 2
2021-07-19 28585 5
2021-07-16 28580 5
2021-07-15 28575 0
2021-07-14 28575 4
2021-07-13 28571 0
2021-07-12 28571 1
2021-07-09 28570 3
2021-07-08 28567 0
2021-07-07 28567 1
2021-07-06 28566 1
2021-07-05 28565 3
2021-07-02 28562 1
2021-07-01 28561 1
2021-06-30 28560 2
2021-06-29 28558 0
2021-06-28 28558 4
2021-06-25 28554 0
2021-06-24 28554 3
2021-06-23 28551 2
2021-06-22 28549 3
2021-06-21 28546 1
2021-06-18 28545 4
2021-06-17 28541 2
2021-06-16 28539 4
2021-06-15 28535 3
2021-06-14 28532 9
2021-06-11 28523 9
2021-06-10 28514 6
2021-06-09 28508 7
2021-06-08 28501 5
2021-06-07 28496 1
2021-06-06 28495 4
2021-06-05 28491 10
2021-06-04 28481 8
2021-06-03 28473 13
2021-06-02 28460 17
2021-06-01 28443 9
2021-05-31 28434 7
2021-05-30 28427 11
2021-05-29 28416 31
2021-05-28 28385 32
2021-05-27 28353 27
2021-05-26 28326 28
2021-05-25 28298 2
2021-05-24 28296 9
2021-05-23 28287 17
2021-05-22 28270 45
2021-05-21 28225 21
2021-05-20 28204 52
2021-05-19 28152 38
2021-05-18 28114 19
2021-05-17 28095 20
2021-05-16 28075 40
2021-05-15 28035 67
2021-05-14 27968 81
2021-05-13 27887 89
2021-05-12 27798 45
2021-05-11 27753 16
2021-05-10 27737 18
2021-05-09 27719 41
2021-05-08 27678 60
2021-05-07 27618 72
2021-05-06 27546 87
2021-05-05 27459 63
2021-05-04 27396 55
2021-05-03 27341 53
2021-05-02 27288 97
2021-05-01 27191 117
2021-04-30 27074 106
2021-04-29 26968 128
2021-04-28 26840 100
2021-04-27 26740 96
2021-04-26 26644 96
2021-04-25 26548 139
2021-04-24 26409 150
2021-04-23 26259 153
2021-04-22 26106 163
2021-04-21 25943 156
2021-04-20 25787 157
2021-04-19 25630 188
2021-04-18 25442 206
2021-04-17 25236 192
2021-04-16 25044 266
2021-04-15 24778 251
2021-04-14 24527 219
2021-04-13 24308 215
2021-04-12 24093 284
2021-04-11 23809 258
2021-04-10 23551 355
2021-04-09 23196 268
2021-04-08 22928 195
2021-04-07 22733 108
2021-04-06 22625 179
2021-04-05 22446 189
2021-04-04 22257 259
2021-04-03 21998 396
2021-04-02 21602 325
2021-04-01 21277 346
2021-03-31 20931 337
2021-03-30 20594 277
2021-03-29 20317 273
2021-03-28 20044 292
2021-03-27 19752 313
2021-03-26 19439 309
2021-03-25 19130 257
2021-03-24 18873 199
2021-03-23 18674 215
2021-03-22 18459 242
2021-03-21 18217 278
2021-03-20 17939 334
2021-03-19 17605 287
2021-03-18 17318 223
2021-03-17 17095 126
2021-03-16 16969 134
2021-03-15 16835 193
2021-03-14 16642 160
2021-03-13 16482 239
2021-03-12 16243 201
2021-03-11 16042 216
2021-03-10 15826 132
2021-03-09 15694 183
2021-03-08 15511 64
2021-03-07 15447 137
2021-03-06 15310 175
2021-03-05 15135 143
2021-03-04 14992 143
2021-03-03 14849 92
2021-03-02 14757 67
2021-03-01 14690 71
2021-02-28 14619 69
2021-02-27 14550 87
2021-02-26 14463 86
2021-02-25 14377 117
2021-02-24 14260 73
2021-02-23 14187 18
2021-02-22 14169 41
2021-02-21 14128 74
2021-02-20 14054 55
2021-02-19 13999 94
2021-02-18 13905 80
2021-02-17 13825 64
2021-02-16 13761 22
2021-02-15 13739 26
2021-02-14 13713 52
2021-02-13 13661 61
2021-02-12 13600 57
2021-02-11 13543 60
2021-02-10 13483 59
2021-02-09 13424 47
2021-02-08 13377 29
2021-02-07 13348 54
2021-02-06 13294 52
2021-02-05 13242 63
2021-02-04 13179 86
2021-02-03 13093 64
2021-02-02 13029 12
2021-02-01 13017 48
2021-01-31 12969 66
2021-01-30 12903 76
2021-01-29 12827 68
2021-01-28 12759 69
2021-01-27 12690 53
2021-01-26 12637 28
2021-01-25 12609 50
2021-01-24 12559 89
2021-01-23 12470 66
2021-01-22 12404 85
2021-01-21 12319 99
2021-01-20 12220 69
2021-01-19 12151 33
2021-01-18 12118 42
2021-01-17 12076 77
2021-01-16 11999 81
2021-01-15 11918 107
2021-01-14 11811 93
2021-01-13 11718 84
2021-01-12 11634 67
2021-01-11 11567 139
2021-01-10 11428 130
2021-01-09 11298 179
2021-01-08 11119 135
2021-01-07 10984 124
2021-01-06 10860 130
2021-01-05 10730 72
2021-01-04 10658 45
2021-01-03 10613 76
2021-01-02 10537 64
2021-01-01 10473 182
2020-12-31 10291 193
2020-12-30 10098 114
2020-12-29 9984 69
2020-12-28 9915 36
2020-12-27 9879 40
2020-12-26 9839 100
2020-12-25 9739 178
2020-12-24 9561 200
2020-12-23 9361 105
2020-12-22 9256 93
2020-12-21 9163 107
2020-12-20 9056 200
2020-12-19 8856 147
2020-12-18 8709 195
2020-12-17 8514 153
2020-12-16 8361 116
2020-12-15 8245 76
2020-12-14 8169 146
2020-12-13 8023 169
2020-12-12 7854 244
2020-12-11 7610 236
2020-12-10 7374 187
2020-12-09 7187 136
2020-12-08 7051 68
2020-12-07 6983 112
2020-12-06 6871 259
2020-12-05 6612 189
2020-12-04 6423 190
2020-12-03 6233 150
2020-12-02 6083 117
2020-12-01 5966 93
2020-11-30 5873 136
2020-11-29 5737 228
2020-11-28 5509 171
2020-11-27 5338 141
2020-11-26 5197 162
2020-11-25 5035 161
2020-11-24 4874 89
2020-11-23 4785 144
2020-11-22 4641 120
2020-11-21 4521 127
2020-11-20 4394 153
2020-11-19 4241 109
2020-11-18 4132 86
2020-11-17 4046 56
2020-11-16 3990 116
2020-11-15 3874 113
2020-11-14 3761 106
2020-11-13 3655 123
2020-11-12 3532 64
2020-11-11 3468 107
2020-11-10 3361 99
2020-11-09 3262 169
2020-11-08 3093 121
2020-11-07 2972 242
2020-11-06 2730 107
2020-11-05 2623 61
2020-11-04 2562 110
2020-11-03 2452 63
2020-11-02 2389 144
2020-11-01 2245 139
2020-10-31 2106 100
2020-10-30 2006 128
2020-10-29 1878 131
2020-10-28 1747 31
2020-10-27 1716 25
2020-10-26 1691 34
2020-10-25 1657 116
2020-10-24 1541 81
2020-10-23 1460 44
2020-10-22 1416 55
2020-10-21 1361 23
2020-10-20 1338 28
2020-10-19 1310 29
2020-10-18 1281 56
2020-10-17 1225 53
2020-10-16 1172 48
2020-10-15 1124 29
2020-10-14 1095 20
2020-10-13 1075 12
2020-10-12 1063 48
2020-10-11 1015 76
2020-10-10 939 0
2020-10-09 939 39
2020-10-08 900 55
2020-10-07 845 23
2020-10-06 822 24
2020-10-05 798 14
2020-10-04 784 25
2020-10-03 759 47
2020-10-02 712 24
2020-10-01 688 31
2020-09-30 657 41
2020-09-29 616 5
2020-09-28 611 43
2020-09-27 568 65
2020-09-26 503 27
2020-09-25 476 26
2020-09-24 450 26
2020-09-23 424 15
2020-09-22 409 14
2020-09-21 395 25
2020-09-20 370 21
2020-09-19 349 31
2020-09-18 318 19
2020-09-17 299 16
2020-09-16 283 13
2020-09-15 270 10
2020-09-14 260 13
2020-09-13 247 13
2020-09-12 234 15
2020-09-11 219 14
2020-09-10 205 23
2020-09-09 182 1
2020-09-08 181 7
2020-09-07 174 25
2020-09-06 149 28
2020-09-05 121 3
2020-09-04 118 7
2020-09-03 111 15
2020-09-02 96 0
2020-09-01 96 9
2020-08-31 87 4
2020-08-30 83 11
2020-08-29 72 5
2020-08-28 67 4
2020-08-27 63 4
2020-08-26 59 1
2020-08-25 58 0
2020-08-24 58 0
2020-08-23 58 0
2020-08-22 58 0
2020-08-21 58 2
2020-08-20 56 1
2020-08-19 55 1
2020-08-18 54 0
2020-08-17 54 0
2020-08-16 54 0
2020-08-15 54 0
2020-08-14 54 0
2020-08-13 54 0
2020-08-12 54 0
2020-08-11 54 1
2020-08-10 53 1
2020-08-09 52 5
2020-08-08 47 1
2020-08-07 46 0
2020-08-06 46 1
2020-08-05 45 0
2020-08-04 45 0
2020-08-03 45 0
2020-08-02 45 1
2020-08-01 44 2
2020-07-31 42 1
2020-07-30 41 0
2020-07-29 41 0
2020-07-28 41 0
2020-07-27 41 0
2020-07-26 41 0
2020-07-25 41 0
2020-07-24 41 0
2020-07-23 41 0
2020-07-22 41 0
2020-07-21 41 0
2020-07-20 41 0
2020-07-19 41 0
2020-07-18 41 0
2020-07-17 41 1
2020-07-16 40 0
2020-07-15 40 0
2020-07-14 40 0
2020-07-13 40 0
2020-07-12 40 0
2020-07-11 40 0
2020-07-10 40 0
2020-07-09 40 0
2020-07-08 40 0
2020-07-06 40 0
2020-07-05 40 0
2020-07-04 40 0
2020-07-03 40 0
2020-07-02 40 0
2020-07-01 40 0
2020-06-30 40 0
2020-06-29 40 0
2020-06-28 40 0
2020-06-27 40 0
2020-06-26 40 0
2020-06-25 40 0
2020-06-24 40 1
2020-06-23 39 0
2020-06-22 39 0
2020-06-21 39 0
2020-06-20 39 0
2020-06-19 39 0
2020-06-18 39 0
2020-06-17 39 0
2020-06-15 39 0
2020-06-14 39 0
2020-06-13 39 0
2020-06-12 39 2
2020-06-11 37 -1
2020-06-10 38 1
2020-06-09 37 0
2020-06-08 37 0
2020-06-07 37 0
2020-06-06 37 1
2020-06-05 36 0
2020-06-04 36 0
2020-06-03 36 0
2020-06-02 36 0
2020-06-01 36 0
2020-05-31 36 0
2020-05-30 36 0
2020-05-29 36 0
2020-05-28 36 0
2020-05-27 36 0
2020-05-26 36 0
2020-05-25 36 0
2020-05-24 36 0
2020-05-23 36 0
2020-05-22 36 0
2020-05-21 36 0
2020-05-20 36 0
2020-05-19 36 0
2020-05-18 36 0
2020-05-17 36 0
2020-05-16 36 0
2020-05-15 36 0
2020-05-14 36 0
2020-05-13 36 0
2020-05-12 36 0
2020-05-11 36 0
2020-05-10 36 0
2020-05-09 36 0
2020-05-08 36 0
2020-05-07 36 0
2020-05-06 36 0
2020-05-05 36 0
2020-05-04 36 0
2020-05-03 36 1
2020-05-02 35 1
2020-05-01 34 0
2020-04-30 34 0
2020-04-29 34 1
2020-04-28 33 0
2020-04-27 33 0
2020-04-26 33 0
2020-04-25 33 0
2020-04-24 33 0
2020-04-23 33 -2
2020-04-22 35 1
2020-04-21 34 1
2020-04-20 33 0
2020-04-19 33 0
2020-04-18 33 0
2020-04-17 33 1
2020-04-16 32 3
2020-04-15 29 0
2020-04-14 29 0
2020-04-13 29 0
2020-04-12 29 0
2020-04-11 29 1
2020-04-10 28 5
2020-04-09 23 0
2020-04-08 23 0
2020-04-07 23 0
2020-04-06 23 0
2020-04-05 23 2
2020-04-04 21 0
2020-04-03 21 2
2020-04-02 19 0
2020-04-01 19 -1

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: 0:00:09.885172