Created on 07 Mar 2020 ;    Modified on 07 May 2021 ;    Translationitalian

Time trend of Coronavirus Covid-19 in Italy

Data updated at 07-05-2021.

The most recent remark is on July 6th, 2020.

This article reports the temporal trend of the data of the Italian Ministry of Health released by the Civil Protection, related to the COVID-19 epidemic that has hit Italy since February 2020.

Graphical analysis

Below is a graph composed of two zones. The upper zone draws the time series of cumulative data relating to the epidemic. Here I show, day by day:

  • the numbers of infected cases (positive);
  • those, unfortunately, deceased;
  • the healed;
  • and, finally, the total numeber of cases: infected+healed+deceased.

The lower area graphically shows, day by day, the trend of the variation of positive cases. The abscissas of the zones are aligned. Thereby it is immediate to compare the trend of the slope of the line of positive cases present in the upper area, with the difference of the cases, reported in the inferior area.

COVID-19, Italy

Hereafter the numbers for the last day detected. The columns indicate [1]:

  • date, the date of the day;
  • overall hospit., the number of positive cases hospitalized;
  • quarantine at home, the number of positive cases in home isolation, with mild or no symptoms;
  • positives, the sum of the positive cases: hospitalized+quarantine;
  • change of positives, the variation of the sum of the positive cases between the current and the previous date; this is not a cumulative data;
  • new positives, the new positive cases at the current date; this is not a cumulative datum;
  • healed, the number of patients healed;
  • deceased, the number of deceased patients;
  • overall cases, the total number of cases: positive+healed+deceased.
national status - last day
date overall hospit. quarantine at home positives change of positives new positives healed change of healed deceased change of deaths overall cases
2021-05-07 18584 378980 397564 -5238 10554 3572713 15580 122470 207 4092747


Instead, the following graph shows the time trend od total cases for the six most hitted regions.

COVID-19, Italia, regions, temporal trend


To have a general idea about the geographical distribution of the virus, the following histogram shows the total cases for every region.

COVID-19, Italy, regions

Hereafter the figures about the twenty regions on the last day.

regions status - last day
date region name overall hospit. quarantine at home positives change of positives new positives healed change of healed deceased change of deaths overall cases
2021-05-07 Abruzzo 334 7577 7911 -251 196 61947 441 2428 6 72286
2021-05-07 Basilicata 157 6026 6183 1 120 18036 117 546 2 24765
2021-05-07 Calabria 464 13368 13832 180 450 47408 262 1064 8 62304
2021-05-07 Campania 1527 84966 86493 -838 1382 308632 2177 6591 43 401716
2021-05-07 Emilia-Romagna 1611 38025 39636 121 871 321870 729 12992 16 374498
2021-05-07 Friuli Venezia Giulia 203 6404 6607 -125 86 95588 205 3732 6 105927
2021-05-07 Lazio 2216 36344 38560 -231 1063 283769 1277 7852 17 330181
2021-05-07 Liguria 469 3812 4281 -264 133 92144 388 4236 9 100661
2021-05-07 Lombardia 3459 43647 47106 -946 1759 735292 2680 33106 25 815504
2021-05-07 Marche 421 5245 5666 -89 314 90607 400 2960 3 99233
2021-05-07 Molise 33 484 517 2 30 12388 27 480 1 13385
2021-05-07 P.A. Bolzano 40 1134 1174 -26 62 69304 88 1167 0 71645
2021-05-07 P.A. Trento 79 874 953 -14 90 42142 104 1346 0 44441
2021-05-07 Piemonte 1926 11936 13862 -195 867 325428 1048 11384 14 350674
2021-05-07 Puglia 1685 42952 44637 -838 870 190368 1688 6057 20 241062
2021-05-07 Sardegna 351 15414 15765 -231 164 38264 391 1409 4 55438
2021-05-07 Sicilia 1163 22167 23330 -548 603 185625 1140 5527 11 214482
2021-05-07 Toscana 1366 16781 18147 -521 715 207361 1225 6352 11 231860
2021-05-07 Umbria 159 2486 2645 -39 99 51054 137 1366 1 55065
2021-05-07 Valle d'Aosta 36 594 630 20 51 10078 31 461 0 11169
2021-05-07 Veneto 885 18744 19629 -406 629 385408 1025 11414 10 416451


Finally, below I report the temporal trend of new daily cases regarding the overall country.

COVID-19, Italia, regioni, andamento temporale nuovi casi giornalieri

This chart is the one checked by ISS experts to understand the trend infection. And based on this they tell us that we have passed the peak of the contagions. What does this statement mean? The daily number of new ones contagion is the speed of spread of the infection. For infections it is observed that the diffusion speed has a trend that recalls that presented from this graph, taken from this wikipedia article:

pandemic

Having exceeded the peak means having overtaken the maximum of the graph, and proceed towards ever lower diffusion rates.

In the previous graph we see the theoretical effect of containment, which allows to postpone the peak and to lower it: the aim is not to decrease the number of affected people [2], but to dilute the time expansion to prevent healthcare facilities from going into crisis.

Unfortunately, the actual course of an infection is quite different from that of a theoretical curve, and it is influenced by many factors. First among all the possibility of contrasting the diffusion. And that's what we're looking at in our real trend of new daily cases. It is quite difficult to see a similarity with the curve above. Above all, the trend of cases after the peak does not seem to decrease as indicated by the theoretical model. Rather, there is the sensation of assisting at a very slow decrease with a linear trend.

Some remarks

The most recent observations precede the temporally older ones.

[July 6th, 2020]. After a long pause, I add a note at a delicate moment.

From June the 3rd, in Italy we are experiencing the almost complete reopening of the activities. Also, up to two days ago, we observed a slow but steady one decrease in positive cases.

But in the last two days the trend of positive cases has reversed. We deals with modest figures. The national figure yesterday was +21, and today it is +67. But it is a fact that the curve the positives started growing again. It is not good news.

I believe that the current "isolates the outbreak" policy requires a lot of effort, and an extensive asymptomatic screening campaign. Campaign that in Italy we have never been implemented. If this is also associated with the lack of controls by the police about spacing and hygiene rules (mask and clean hands), the result cannot be positive.

An observation regarding the region Lazio. Today it arrived to count 870 positive cases, of which 212 hospitalized. While the number of hospitalized is comparable with Lombardy, the number of positives is approaching a thousand. And this is aligning Lazio with regions such as Piedmont (1208 positive) and Emilia-Romagna (1064 positive). If I were Zingaretti (the current Governor of the region, secretary of the Democratic Party) I would worry and look for ways to pay more attention to the problems of the region he should govern.

[July 6th, 2020 - end]

[April 12, 2020]. Government continues to tell us that things are constantly improving. The fact is that they tend to present best data from time to time. Once upon a time it is the low number of death. The day after a lesser gain of positives. And the next day, the decrease of the hospitalized. This way of doing has the purpose of avoiding the spread of discouragement. But in this way people lower their guard and they do not respect the containment rules.

We can see the result in our charts. Meanwhile we reached the peak of new daily infections (over 6500) on March 21, twenty days later we still have almost 4700 new cases of infection every day. The descent rate is very slow.

Let's face China. In that case one month after the start of the lockdown, the curve of the total cases had definitely changed its shape, decreasing the slope to clearly start the expected flattening. Flattening indicating zero new infections.

In Italy, one month after the introduction of the lockdown, which took place on March 9, the curve of total cases still points decidedly upwards. Obvious sign that the measures in place are unable to block the spread of the virus in a few weeks.

This observation also applies to the United Europe as a whole. With the difference that Italy began the lockdown much earlier than the other EU countries. Indeed, one month after the outbreak of the infection in Europe, some of these countries do not have yet imposed the lockdown. So in theory now we should be much better. Theory that I do not see come true in practice.

I think the keystone is to isolate asymptomatic positives. In Italy we are not implementing a strong positive quarantine policy. While in China these were removed from their families. Here this does not happen. Consequently, a new positive in Italy almost certainly equates to contagion of an entire family.

[April 12, 2020 - end]

[March 30, 2020]: maybe finally we can hope. Looking at the chart below, we note that the variation of the positives (the bottom rectangle) is decreasing for 9 days, except for a sudden single increase on March 25th. Statistically, we can hope that the lockdown is finally producing effects to contain the outbreak.

[March 30, 2020 - end]

[March 18th 2020] About the national trend, I feel the need to remark the following fact. Various sources of information are using the general total of daily data of the Ministry of Health to account for the change in the epidemic.

This number indicates the total number of people affected by the virus, adding three different groups: sick, healed and deceased. This quantity give us an idea of ​​the overall impact of phenomenon. It can only increase. And when all this ends, it will take on a fixed value: constant, equal to the maximum value reached. The slope of this curve (i.e. its daily variation, used by many news media) tells us if the speed with which the virus impacts the country as a whole decreases. But it is not the right indicator to measure the virulence of the infection.

The data relating to each of the aforementioned groups are precious. The analysis of each of these classes tells us something about how we are dealing with the epidemic. For example, observe how it varies the number of people healed per day, after a few weeks, can tell us how the therapies adopted are effective.

But the total of these three quantities is much more articulated, and if the analysis is not pointig in the right direction, it gives us misleading indications. Remember the concept of adding apples with pears, who taught us in elementary school? It is just that.

To understand the progress of the infection, it is necessary to analyze the size of the group formed by infected people, and only these. The healed and the deceased are no longer infected. Both of these cases are defeats for the virus, which is not more able to propagate using them as vectors.

The size of the group of infected people is the red line in the upper box of the national trend. To observe the variation of the slope of this curve is particularly important: it tells us the speed of spreading the virus.

Even just the total number of infected people (note: not the total of people affected: infected + healed + deceased) is complex to analyze. Consider the fact that every day the other two classes (heale and deceased) contribute to this measure: they subtract to the number of infected. While the number of new positives adds up. The slope of the total of infected people is the result of these three quantities, antagonistic to each other.

I find misleading the term new_currently_positive that Civil Protection uses in its data tables. In my data analysis I call this column change of positives because it is the difference between the total of the positives of the day and the total of the positives from the previous day.

The number of people joining the positive group for the first time, also known as the new currently positive, can be calculated by adding to the changes of positives the number of people who left the group: the people healed during the course of the day and the deceased during the day. If you do this operation, in this period there is a notable increase in new positives compliance with the provisions of the Civil Protection.

[March 18th 2020 - end]

Measures of the Italian Government

  • 22/03 ban on moving between municipalities; closure of not essential production activities;
  • 21/03 closing of public parks and prohibition of outdoor activities;
  • 16/03 economic measures to support working families and businesses;
  • 14/03 agreement between trade unions and trade associations for workplace safety protocol;
  • 11/03 supplement to the economic report for a further appeal indebtedness; closure of retail businesses except food, basic necessities, pharmacies;
  • 09/03 extension to the national territory of the provision of 08/03; prohibition of sporting events and gatherings;
  • 08/03 for the Lombardy Region and 14 other Provinces, limitation on travel of natural persons entering and leaving the territory and their own housing;
  • 04/03 - closure of educational activities throughout the national territory
  • 25/02 prohibition of sporting events
  • 23/02 Quarantine for the Municipalities of Codogno (Lombardy Region) and neighboring and for the municipality of Vò (Veneto Region);

Used data

The details of data used to generate the graph about the national trend are shown below (copy of this font of Italian Civil Protection):

national trend
date overall hospit. quarantine at home positives change of positives new positives healed change of healed deceased change of deaths overall cases
2020-02-24 127 94 221 0 221 1   7   229
2020-02-25 150 162 311 90 93 1 0 10 3 322
2020-02-26 164 221 385 74 78 3 2 12 2 400
2020-02-27 304 284 588 203 250 45 42 17 5 650
2020-02-28 409 412 821 233 238 46 1 21 4 888
2020-02-29 506 543 1049 228 240 50 4 29 8 1128
2020-03-01 779 798 1577 528 566 83 33 34 5 1694
2020-03-02 908 927 1835 258 342 149 66 52 18 2036
2020-03-03 1263 1000 2263 428 466 160 11 79 27 2502
2020-03-04 1641 1065 2706 443 587 276 116 107 28 3089
2020-03-05 2141 1155 3296 590 769 414 138 148 41 3858
2020-03-06 2856 1060 3916 620 778 523 109 197 49 4636
2020-03-07 3218 1843 5061 1145 1247 589 66 233 36 5883
2020-03-08 4207 2180 6387 1326 1492 622 33 366 133 7375
2020-03-09 5049 2936 7985 1598 1797 724 102 463 97 9172
2020-03-10 5915 2599 8514 529 977 1004 280 631 168 10149
2020-03-11 6866 3724 10590 2076 2313 1045 41 827 196 12462
2020-03-12 7803 5036 12839 2249 2651 1258 213 1016 189 15113
2020-03-13 8754 6201 14955 2116 2547 1439 181 1266 250 17660
2020-03-14 9890 7860 17750 2795 3497 1966 527 1441 175 21157
2020-03-15 11335 9268 20603 2853 3590 2335 369 1809 368 24747
2020-03-16 12876 10197 23073 2470 3233 2749 414 2158 349 27980
2020-03-17 14954 11108 26062 2989 3526 2941 192 2503 345 31506
2020-03-18 16620 12090 28710 2648 4207 4025 1084 2978 475 35713
2020-03-19 18255 14935 33190 4480 5322 4440 415 3405 427 41035
2020-03-20 18675 19185 37860 4670 5986 5129 689 4032 627 47021
2020-03-21 20565 22116 42681 4821 6557 6072 943 4825 793 53578
2020-03-22 22855 23783 46638 3957 5560 7024 952 5476 651 59138
2020-03-23 23896 26522 50418 3780 4789 7432 408 6077 601 63927
2020-03-24 25333 28697 54030 3612 5249 8326 894 6820 743 69176
2020-03-25 26601 30920 57521 3491 5210 9362 1036 7503 683 74386
2020-03-26 28365 33648 62013 4492 6153 10361 999 8165 662 80539
2020-03-27 29761 36653 66414 4401 5959 10950 589 9134 969 86498
2020-03-28 30532 39533 70065 3651 5974 12384 1434 10023 889 92472
2020-03-29 31292 42588 73880 3815 5217 13030 646 10779 756 97689
2020-03-30 31776 43752 75528 1648 4050 14620 1590 11591 812 101739
2020-03-31 32215 45420 77635 2107 4053 15729 1109 12428 837 105792
2020-04-01 32438 48134 80572 2937 4782 16847 1118 13155 727 110574
2020-04-02 32593 50456 83049 2477 4668 18278 1431 13915 760 115242
2020-04-03 32809 52579 85388 2339 4585 19758 1480 14681 766 119827
2020-04-04 33004 55270 88274 2886 4805 20996 1238 15362 681 124632
2020-04-05 32926 58320 91246 2972 4316 21815 819 15887 525 128948
2020-04-06 32874 60313 93187 1941 3599 22837 1022 16523 636 132547
2020-04-07 32510 61557 94067 880 3039 24392 1555 17127 604 135586
2020-04-08 32178 63084 95262 1195 3836 26491 2099 17669 542 139422
2020-04-09 32004 64873 96877 1615 4204 28470 1979 18279 610 143626
2020-04-10 31739 66534 98273 1396 3951 30455 1985 18849 570 147577
2020-04-11 31525 68744 100269 1996 4694 32534 2079 19468 619 152271
2020-04-12 31190 71063 102253 1984 4092 34211 1677 19899 431 156363
2020-04-13 31283 72333 103616 1363 3153 35435 1224 20465 566 159516
2020-04-14 31197 73094 104291 675 2972 37130 1695 21067 602 162488
2020-04-15 30722 74696 105418 1127 2667 38092 962 21645 578 165155
2020-04-16 29829 76778 106607 1189 3786 40164 2072 22170 525 168941
2020-04-17 28598 78364 106962 355 3493 42727 2563 22745 575 172434
2020-04-18 27740 80031 107771 809 3491 44927 2200 23227 482 175925
2020-04-19 27668 80589 108257 486 3047 47055 2128 23660 433 178972
2020-04-20 27479 80758 108237 -20 2256 48877 1822 24114 454 181228
2020-04-21 26605 81104 107709 -528 2729 51600 2723 24648 534 183957
2020-04-22 26189 81510 107699 -10 3370 54543 2943 25085 437 187327
2020-04-23 25138 81710 106848 -851 2646 57576 3033 25549 464 189973
2020-04-24 24241 82286 106527 -321 3021 60498 2922 25969 420 192994
2020-04-25 23635 82212 105847 -680 2357 63120 2622 26384 415 195351
2020-04-26 23381 82722 106103 256 2324 64928 1808 26644 260 197675
2020-04-27 22309 83504 105813 -290 1739 66624 1696 26977 333 199414
2020-04-28 21586 83619 105205 -608 2091 68941 2317 27359 382 201505
2020-04-29 21005 83652 104657 -548 2086 71252 2311 27682 323 203591
2020-04-30 19843 81708 101551 -3106 1872 75945 4693 27967 285 205463
2020-05-01 19147 81796 100943 -608 1965 78249 2304 28236 269 207428
2020-05-02 18896 81808 100704 -239 1900 79914 1665 28710 474 209328
2020-05-03 18743 81436 100179 -525 1389 81654 1740 28884 174 210717
2020-05-04 18302 81678 99980 -199 1221 82879 1225 29079 195 211938
2020-05-05 17697 80770 98467 -1513 1075 85231 2352 29315 236 213013
2020-05-06 17102 74426 91528 -6939 1444 93245 8014 29684 369 214457
2020-05-07 16485 73139 89624 -1904 1401 96276 3031 29958 274 215858
2020-05-08 15804 72157 87961 -1663 1327 99023 2747 30201 243 217185
2020-05-09 14868 69974 84842 -3119 1083 103031 4008 30395 194 218268
2020-05-10 14645 68679 83324 -1518 802 105186 2155 30560 165 219070
2020-05-11 14538 67950 82488 -836 744 106587 1401 30739 179 219814
2020-05-12 13817 67449 81266 -1222 1402 109039 2452 30911 172 221216
2020-05-13 13065 65392 78457 -2809 888 112541 3502 31106 195 222104
2020-05-14 12308 64132 76440 -2017 992 115288 2747 31368 262 223096
2020-05-15 11600 60470 72070 -4370 789 120205 4917 31610 242 223885
2020-05-16 11175 59012 70187 -1883 875 122810 2605 31763 153 224760
2020-05-17 11073 57278 68351 -1836 675 125176 2366 31908 145 225435
2020-05-18 10956 55597 66553 -1798 451 127326 2150 32007 99 225886
2020-05-19 10707 54422 65129 -1424 813 129401 2075 32169 162 226699
2020-05-20 10300 52452 62752 -2377 665 132282 2881 32330 161 227364
2020-05-21 9909 51051 60960 -1792 642 134560 2278 32486 156 228006
2020-05-22 9552 49770 59322 -1638 652 136720 2160 32616 130 228658
2020-05-23 9267 48485 57752 -1570 669 138840 2120 32735 119 229327
2020-05-24 9166 47428 56594 -1158 531 140479 1639 32785 50 229858
2020-05-25 8726 46574 55300 -1294 300 141981 1502 32877 92 230158
2020-05-26 8438 44504 52942 -2358 397 144658 2677 32955 78 230555
2020-05-27 8234 42732 50966 -1976 584 147101 2443 33072 117 231139
2020-05-28 7868 40118 47986 -2980 593 150604 3503 33142 70 231732
2020-05-29 7569 38606 46175 -1811 516 152844 2240 33229 87 232248
2020-05-30 7130 36561 43691 -2484 416 155633 2789 33340 111 232664
2020-05-31 6822 35275 42097 -1594 355 157507 1874 33415 75 233019
2020-06-01 6523 34844 41367 -730 178 158355 848 33475 60 233197
2020-06-02 6324 33569 39893 -1474 318 160092 1737 33530 55 233515
2020-06-03 6095 33202 39297 -596 321 160938 846 33601 71 233836
2020-06-04 5841 32588 38429 -868 177 161895 957 33689 88 234013
2020-06-05 5617 31359 36976 -1453 518 163781 1886 33774 85 234531
2020-06-06 5295 30582 35877 -1099 270 165078 1297 33846 72 234801
2020-06-07 5151 30111 35262 -615 197 165837 759 33899 53 234998
2020-06-08 5012 29718 34730 -532 280 166584 747 33964 65 235278
2020-06-09 4844 28028 32872 -1858 283 168646 2062 34043 79 235561
2020-06-10 4569 27141 31710 -1162 202 169939 1293 34114 71 235763
2020-06-11 4367 26270 30637 -1073 379 171338 1399 34167 53 236142
2020-06-12 4120 24877 28997 -1640 163 173085 1747 34223 56 236305
2020-06-13 3967 23518 27485 -1512 346 174865 1780 34301 78 236651
2020-06-14 3803 22471 26274 -1211 338 176370 1505 34345 44 236989
2020-06-15 3696 22213 25909 -365 303 177010 640 34371 26 237290
2020-06-16 3478 21091 24569 -1340 210 178526 1516 34405 34 237500
2020-06-17 3276 20649 23925 -644 329 179455 929 34448 43 237828
2020-06-18 3035 20066 23101 -824 333 180544 1089 34514 66 238159
2020-06-19 2793 18750 21543 -1558 251 181907 1363 34561 47 238011
2020-06-20 2626 18586 21212 -331 262 182453 546 34610 49 238275
2020-06-21 2462 18510 20972 -240 224 182893 440 34634 24 238499
2020-06-22 2165 18472 20637 -335 218 183426 533 34657 23 238720
2020-06-23 1968 17605 19573 -1064 122 184585 1159 34675 18 238833
2020-06-24 1717 16938 18655 -918 190 186111 1526 34644 -31 239410
2020-06-25 1618 16685 18303 -352 296 186725 614 34678 34 239706
2020-06-26 1461 16177 17638 -665 259 187615 890 34708 30 239961
2020-06-27 1357 15479 16836 -802 175 188584 969 34716 8 240136
2020-06-28 1258 15423 16681 -155 174 188891 307 34738 22 240310
2020-06-29 1216 15280 16496 -185 126 189196 305 34744 6 240436
2020-06-30 1183 14380 15563 -933 142 190248 1052 34767 23 240578
2020-07-01 1112 14143 15255 -308 187 190717 469 34788 21 240760
2020-07-02 1045 14015 15060 -195 201 191083 366 34818 30 240961
2020-07-03 1035 13849 14884 -176 223 191467 384 34833 15 241184
2020-07-04 1011 13610 14621 -263 235 191944 477 34854 21 241419
2020-07-05 1019 13623 14642 21 192 192108 164 34861 7 241611
2020-07-06 1018 13691 14709 67 208 192241 133 34869 8 241819
2020-07-07 1010 13232 14242 -467 138 192815 574 34899 30 241956
2020-07-08 970 12625 13595 -647 193 193640 825 34914 15 242149
2020-07-09 940 12519 13459 -136 229 193978 338 34926 12 242363
2020-07-10 909 12519 13428 -31 276 194273 295 34938 12 242639
2020-07-11 893 12410 13303 -125 188 194579 306 34945 7 242827
2020-07-12 844 12335 13179 -124 234 194928 349 34954 9 243061
2020-07-13 833 12324 13157 -22 169 195106 178 34967 13 243230
2020-07-14 837 12082 12919 -238 114 195441 335 34984 17 243344
2020-07-15 854 11639 12493 -426 163 196016 575 34997 13 243506
2020-07-16 803 11670 12473 -20 230 196246 230 35017 20 243736
2020-07-17 821 11635 12456 -17 233 196483 237 35028 11 243967
2020-07-18 807 11561 12368 -88 249 196806 323 35042 14 244216
2020-07-19 792 11648 12440 72 219 196949 143 35045 3 244434
2020-07-20 792 11612 12404 -36 190 197162 213 35058 13 244624
2020-07-21 781 11467 12248 -156 129 197431 269 35073 15 244752
2020-07-22 772 11550 12322 74 282 197628 197 35082 9 245032
2020-07-23 762 11642 12404 82 306 197842 214 35092 10 245338
2020-07-24 759 11542 12301 -103 252 198192 350 35097 5 245590
2020-07-25 772 11670 12442 141 275 198320 128 35102 5 245864
2020-07-26 779 11786 12565 123 255 198446 126 35107 5 246118
2020-07-27 785 11796 12581 16 170 198593 147 35112 5 246286
2020-07-28 789 11820 12609 28 212 198756 163 35123 11 246488
2020-07-29 769 11847 12616 7 289 199031 275 35129 6 246776
2020-07-30 795 11435 12230 -386 386 199796 765 35132 3 247158
2020-07-31 757 11665 12422 192 379 199974 178 35141 9 247537
2020-08-01 748 11709 12457 35 295 200229 255 35146 5 247832
2020-08-02 750 11706 12456 -1 239 200460 231 35154 8 248070
2020-08-03 775 11699 12474 18 159 200589 129 35166 12 248229
2020-08-04 802 11680 12482 8 190 200766 177 35171 5 248419
2020-08-05 805 11841 12646 164 384 200976 210 35181 10 248803
2020-08-06 804 11890 12694 48 402 201323 347 35187 6 249204
2020-08-07 821 12103 12924 230 552 201642 319 35190 3 249756
2020-08-08 814 12139 12953 29 347 201947 305 35203 13 250103
2020-08-09 808 12455 13263 310 463 202098 151 35205 2 250566
2020-08-10 825 12543 13368 105 259 202248 150 35209 4 250825
2020-08-11 850 12711 13561 193 412 202461 213 35215 6 251237
2020-08-12 832 12959 13791 230 481 202697 236 35225 10 251713
2020-08-13 841 13240 14081 290 523 202923 226 35231 6 252235
2020-08-14 827 13422 14249 168 574 203326 403 35234 3 252809
2020-08-15 819 13587 14406 157 629 203640 314 35392 158 253438
2020-08-16 843 13890 14733 327 479 203786 146 35396 4 253915
2020-08-17 868 13999 14867 134 320 203968 182 35400 4 254235
2020-08-18 901 14188 15089 222 403 204142 174 35405 5 254636
2020-08-19 932 14428 15360 271 642 204506 364 35412 7 255278
2020-08-20 951 15063 16014 654 845 204686 180 35418 6 256118
2020-08-21 988 15690 16678 664 947 204960 274 35427 9 257065
2020-08-22 988 16515 17503 825 1071 205203 243 35430 3 258136
2020-08-23 1040 17398 18438 935 1210 205470 267 35437 7 259345
2020-08-24 1110 18085 19195 757 953 205662 192 35441 4 260298
2020-08-25 1124 18590 19714 519 878 206015 353 35445 4 261174
2020-08-26 1124 19629 20753 1039 1367 206329 314 35458 13 262540
2020-08-27 1198 20734 21932 1179 1411 206554 225 35463 5 263949
2020-08-28 1252 21783 23035 1103 1462 206902 348 35472 9 265409
2020-08-29 1247 22909 24156 1121 1444 207224 322 35473 1 266853
2020-08-30 1337 23868 25205 1049 1365 207536 312 35477 4 268218
2020-08-31 1382 24696 26078 873 996 207653 117 35483 6 269214
2020-09-01 1487 25267 26754 676 978 207944 291 35491 8 270189
2020-09-02 1546 26271 27817 1063 1326 208201 257 35497 6 271515
2020-09-03 1625 27290 28915 1098 1397 208490 289 35507 10 272912
2020-09-04 1728 28371 30099 1184 1733 209027 537 35518 11 274644
2020-09-05 1741 29453 31194 1095 1694 209610 583 35533 15 276337
2020-09-06 1816 30262 32078 884 1297 210015 405 35541 8 277634
2020-09-07 1861 31132 32993 915 1108 210238 223 35553 12 278784
2020-09-08 1903 31886 33789 796 1370 210801 563 35563 10 280153
2020-09-09 1928 32806 34734 945 1434 211272 471 35577 14 281583
2020-09-10 2000 33708 35708 974 1597 211885 613 35587 10 283180
2020-09-11 2024 34743 36767 1059 1616 212432 547 35597 10 284796
2020-09-12 2133 35370 37503 736 1501 213191 759 35603 6 286297
2020-09-13 2229 36280 38509 1006 1458 213634 443 35610 7 287753
2020-09-14 2319 36868 39187 678 1008 213950 316 35624 14 288761
2020-09-15 2423 37289 39712 525 1229 214645 695 35633 9 289990
2020-09-16 2492 38040 40532 820 1452 215265 620 35645 12 291442
2020-09-17 2560 38853 41413 881 1585 215954 689 35658 13 293025
2020-09-18 2595 39862 42457 1044 1907 216807 853 35668 10 294932
2020-09-19 2595 40566 43161 704 1638 217716 909 35692 24 296569
2020-09-20 2587 41511 44098 937 1587 218351 635 35707 15 298156
2020-09-21 2707 42372 45079 981 1350 218703 352 35724 17 299506
2020-09-22 2843 42646 45489 410 1392 219670 967 35738 14 300897
2020-09-23 2902 43212 46114 625 1640 220665 995 35758 20 302537
2020-09-24 2977 43803 46780 666 1786 221762 1097 35781 23 304323
2020-09-25 2981 44737 47718 938 1912 222716 954 35801 20 306235
2020-09-26 2993 45600 48593 875 1869 223693 977 35818 17 308104
2020-09-27 3100 46518 49618 1025 1766 224417 724 35835 17 309870
2020-09-28 3241 47082 50323 705 1494 225190 773 35851 16 311364
2020-09-29 3319 47311 50630 307 1648 226506 1316 35875 24 313011
2020-09-30 3327 47936 51263 633 1851 227704 1198 35894 19 314861
2020-10-01 3388 49259 52647 1384 2548 228844 1140 35918 24 317409
2020-10-02 3436 50561 53997 1350 2499 229970 1126 35941 23 319908
2020-10-03 3502 52064 55566 1569 2844 231217 1247 35968 27 322751
2020-10-04 3590 53839 57429 1863 2578 231914 697 35986 18 325329
2020-10-05 3810 55093 58903 1474 2257 232681 767 36002 16 327586
2020-10-06 3944 56190 60134 1231 2677 234099 1418 36030 28 330263
2020-10-07 4119 58457 62576 2442 3678 235303 1204 36061 31 333940
2020-10-08 4283 61669 65952 3376 4458 236363 1060 36083 22 338398
2020-10-09 4473 65637 70110 4158 5372 237549 1186 36111 28 343770
2020-10-10 4726 70103 74829 4719 5724 238525 976 36140 29 349494
2020-10-11 4939 74136 79075 4246 5456 239709 1184 36166 26 354950
2020-10-12 5273 77491 82764 3689 4619 240600 891 36205 39 359569
2020-10-13 5590 81603 87193 4429 5901 242028 1428 36246 41 365467
2020-10-14 6009 86436 92445 5252 7332 244065 2037 36289 43 372799
2020-10-15 6382 92884 99266 6821 8804 245964 1899 36372 83 381602
2020-10-16 6816 100496 107312 8046 10010 247872 1908 36427 55 391611
2020-10-17 7322 109613 116935 9623 10925 249127 1255 36474 47 402536
2020-10-18 7881 118356 126237 9302 11705 251461 2334 36543 69 414241
2020-10-19 8473 125530 134003 7766 9338 252959 1498 36616 73 423578
2020-10-20 9324 133415 142739 8736 10874 255005 2046 36705 89 434449
2020-10-21 9983 145459 155442 12703 15199 257374 2369 36832 127 449648
2020-10-22 10686 158616 169302 13860 16079 259456 2082 36968 136 465726
2020-10-23 11598 174404 186002 16700 19143 261808 2352 37059 91 484869
2020-10-24 12415 190767 203182 17180 19644 264117 2309 37210 151 504509
2020-10-25 13214 209027 222241 19059 21273 266203 2086 37338 128 525782
2020-10-26 14281 222403 236684 14443 17012 268626 2423 37479 141 542789
2020-10-27 15366 239724 255090 18406 21994 271988 3362 37700 221 564778
2020-10-28 16517 259940 276457 21367 24991 275404 3416 37905 205 589766
2020-10-29 17615 281576 299191 22734 26831 279282 3878 38122 217 616595
2020-10-30 18740 307046 325786 26595 31084 283567 4285 38321 199 647674
2020-10-31 19809 331577 351386 25600 31758 289426 5859 38618 297 679430
2020-11-01 20841 357288 378129 26743 29907 292380 2954 38826 208 709335
2020-11-02 21862 374650 396512 18383 22253 296017 3637 39059 233 731588
2020-11-03 23339 394803 418142 21630 28244 302275 6258 39412 353 759829
2020-11-04 24408 418827 443235 25093 30550 307378 5103 39747 335 790377
2020-11-05 25647 446701 472348 29113 34505 312339 4961 40192 445 824879
2020-11-06 26520 472598 499118 26770 37809 322925 10586 40638 446 862681
2020-11-07 27743 504793 532536 33418 39811 328891 5966 41063 425 902490
2020-11-08 29189 529447 558636 26100 32616 335074 6183 41394 331 935104
2020-11-09 30485 542849 573334 14698 25271 345289 10215 41750 356 960373
2020-11-10 31604 558506 590110 16776 35098 363023 17734 42330 580 995463
2020-11-11 32525 580833 613358 23248 32961 372113 9090 42953 623 1028424
2020-11-12 33043 602011 635054 21696 37978 387758 15645 43589 636 1066401
2020-11-13 34144 629782 663926 28872 40902 399238 11480 44139 550 1107303
2020-11-14 34704 653731 688435 24509 37255 411434 12196 44683 544 1144552
2020-11-15 35469 677021 712490 24055 33979 420810 9376 45229 546 1178529
2020-11-16 36028 681756 717784 5294 27354 442364 21554 45733 504 1205881
2020-11-17 36686 697124 733810 16026 32191 457798 15434 46464 731 1238072
2020-11-18 37174 705994 743168 9358 34282 481967 24169 47217 753 1272352
2020-11-19 37322 724349 761671 18503 36176 498987 17020 47870 653 1308528
2020-11-20 37705 739471 777176 15505 37242 520022 21035 48569 699 1345767
2020-11-21 37821 753925 791746 14570 34767 539524 19502 49261 692 1380531
2020-11-22 38080 767867 805947 14201 28337 553098 13574 49823 562 1408868
2020-11-23 38507 758342 796849 -9098 22930 584493 31395 50453 630 1431795
2020-11-24 38393 759993 798386 1537 23232 605330 20837 51306 853 1455022
2020-11-25 38161 753536 791697 -6689 25853 637149 31819 52028 722 1480874
2020-11-26 37884 757961 795845 4148 29003 661180 24031 52850 822 1509875
2020-11-27 37466 750427 787893 -7952 28352 696647 35467 53677 827 1538217
2020-11-28 37061 752247 789308 1415 26323 720861 24214 54363 686 1564532
2020-11-29 36632 759139 795771 6463 20648 734503 13642 54904 541 1585178
2020-11-30 36931 751540 788471 -7300 16377 757507 23004 55576 672 1601554
2020-12-01 36474 743471 779945 -8526 19350 784595 27088 56361 785 1620901
2020-12-02 36070 725160 761230 -18715 20709 823335 38740 57045 684 1641610
2020-12-03 35369 724613 759982 -1248 23225 846809 23474 58038 993 1664829
2020-12-04 34767 722935 757702 -2280 24099 872385 25576 58852 814 1688939
2020-12-05 33675 720494 754169 -3533 21052 896308 23923 59514 662 1709991
2020-12-06 33845 721461 755306 1137 18887 913494 17186 60078 564 1728878
2020-12-07 33906 714913 748819 -6487 13720 933132 19638 60606 528 1742557
2020-12-08 33426 704099 737525 -11294 14842 958629 25497 61240 634 1757394
2020-12-09 32973 677542 710515 -27010 12756 997895 39266 61739 499 1770149
2020-12-10 32379 664148 696527 -13988 16999 1027994 30099 62626 887 1787147
2020-12-11 31827 658496 690323 -6204 18727 1052163 24169 63387 761 1805873
2020-12-12 31265 653583 684848 -5475 19903 1076891 24728 64036 649 1825775
2020-12-13 30893 655138 686031 1183 17938 1093161 16270 64520 484 1843712
2020-12-14 30860 644249 675109 -10922 12030 1115617 22456 65011 491 1855737
2020-12-15 30345 632968 663313 -11796 14844 1141406 25789 65857 846 1870576
2020-12-16 29823 615883 645706 -17607 17572 1175901 34495 66537 680 1888144
2020-12-17 29282 606061 635343 -10363 18236 1203814 27913 67220 683 1906377
2020-12-18 28588 599210 627798 -7545 17992 1226086 22272 67894 674 1921778
2020-12-19 28148 592018 620166 -7632 16308 1249470 23384 68447 553 1938083
2020-12-20 27901 594859 622760 2594 15104 1261626 12156 68799 352 1953185
2020-12-21 27876 585706 613582 -9178 10872 1281258 19632 69214 415 1964054
2020-12-22 27635 578320 605955 -7627 13318 1301573 20315 69842 628 1977370
2020-12-23 27170 571646 598816 -7139 14522 1322067 20494 70395 553 1991278
2020-12-24 26659 566973 593632 -5184 18040 1344785 22718 70900 505 2009317
2020-12-25 25986 553900 579886 -13746 19037 1377109 32324 71359 459 2028354
2020-12-26 25892 555051 580943 1057 10431 1386213 9104 71627 268 2038783
2020-12-27 26151 555609 581760 817 8913 1394011 7798 71925 298 2047696
2020-12-28 26497 548724 575221 -6539 8585 1408686 14675 72370 445 2056277
2020-12-29 26211 542517 568728 -6493 11224 1425730 17044 73029 659 2067487
2020-12-30 26094 538301 564395 -4333 16202 1445690 19960 73604 575 2083689
2020-12-31 25706 544190 569896 5501 23477 1463111 17421 74159 555 2107166
2021-01-01 25375 549392 574767 4871 22211 1479988 16877 74621 462 2129376
2021-01-02 25517 551545 577062 2295 11831 1489154 9166 74985 364 2141201
2021-01-03 25658 550556 576214 -848 14245 1503900 14746 75332 347 2155446
2021-01-04 25896 544562 570458 -5756 10800 1520106 16206 75680 348 2166244
2021-01-05 25964 543197 569161 -1297 15378 1536129 16023 76329 649 2181619
2021-01-06 25745 542967 568712 -449 20331 1556356 20227 76877 548 2201945
2021-01-07 25878 545177 571055 2343 18020 1572015 15659 77291 414 2220361
2021-01-08 25900 544489 570389 -666 17533 1589590 17575 77911 620 2237890
2021-01-09 25853 546989 572842 2453 19978 1606630 17040 78394 483 2257866
2021-01-10 26042 553890 579932 7090 18627 1617804 11174 78755 361 2276491
2021-01-11 26245 549734 575979 -3953 12532 1633839 16035 79203 448 2289021
2021-01-12 26348 543692 570040 -5939 14242 1653404 19565 79819 616 2303263
2021-01-13 26104 538670 564774 -5266 15774 1673936 20532 80326 507 2319036
2021-01-14 25667 535713 561380 -3394 17246 1694051 20115 80848 522 2336279
2021-01-15 25363 532705 558068 -3312 16146 1713030 18979 81325 477 2352423
2021-01-16 25304 532413 557717 -351 16310 1729216 16186 81800 475 2368733
2021-01-17 25260 528114 553374 -4343 12545 1745726 16510 82177 377 2381277
2021-01-18 25428 521631 547059 -6315 8825 1760489 14763 82554 377 2390102
2021-01-19 25186 510338 535524 -11535 10497 1781917 21428 83157 603 2400598
2021-01-20 24930 498623 523553 -11971 13571 1806932 25015 83681 524 2414166
2021-01-21 24463 492105 516568 -6985 14078 1827451 20519 84202 521 2428221
2021-01-22 24081 477972 502053 -14515 13633 1855127 27676 84674 472 2441854
2021-01-23 23789 475045 498834 -3219 13331 1871189 16062 85162 488 2455185
2021-01-24 23709 475569 499278 444 11629 1882074 10885 85461 299 2466813
2021-01-25 23845 467785 491630 -7648 8562 1897861 15787 85881 420 2475372
2021-01-26 23727 458690 482417 -9213 10593 1917117 19256 86422 541 2485956
2021-01-27 23513 454456 477969 -4448 15204 1936289 19172 86889 467 2501147
2021-01-28 23066 451551 474617 -3352 14372 1953509 17220 87381 492 2515507
2021-01-29 22667 445157 467824 -6793 13574 1973388 19879 87858 477 2529070
2021-01-30 22316 441036 463352 -4472 12715 1990152 16764 88279 421 2541783
2021-01-31 22311 431657 453968 -9384 11252 2010548 20396 88516 237 2553032
2021-02-01 22512 425077 447589 -6379 7925 2024523 13975 88845 329 2560957
2021-02-02 22531 415234 437765 -9824 9660 2043500 18977 89343 498 2570608
2021-02-03 22216 412506 434722 -3043 13189 2059248 15748 89819 476 2583790
2021-02-04 21894 408383 430277 -4445 13659 2076928 17680 90241 422 2597446
2021-02-05 21717 407401 429118 -1159 14218 2091923 14995 90618 377 2611659
2021-02-06 21518 405516 427034 -2084 13442 2107061 15138 91003 385 2625098
2021-02-07 21373 405651 427024 -10 11641 2118441 11380 91273 270 2636738
2021-02-08 21670 397934 419604 -7420 7970 2133523 15082 91580 307 2644707
2021-02-09 21655 392312 413967 -5637 10630 2149350 15827 92002 422 2655319
2021-02-10 21408 388703 410111 -3856 12956 2165817 16467 92338 336 2668266
2021-02-11 21068 383951 405019 -5092 15146 2185655 19838 92729 391 2683403
2021-02-12 20831 381343 402174 -2845 13908 2202077 16422 93045 316 2697296
2021-02-13 20562 380851 401413 -761 13532 2216050 13973 93356 311 2710819
2021-02-14 20534 382249 402783 1370 11068 2225519 9469 93577 221 2721879
2021-02-15 20604 377494 398098 -4685 7351 2237290 11771 93835 258 2729223
2021-02-16 20537 373149 393686 -4412 10386 2251734 14444 94171 336 2739591
2021-02-17 20317 368547 388864 -4822 12074 2268253 16519 94540 369 2751657
2021-02-18 20008 364493 384501 -4363 13762 2286029 17776 94882 342 2765412
2021-02-19 19890 362558 382448 -2053 15479 2303199 17170 95235 353 2780882
2021-02-20 19788 364835 384623 2175 14931 2315687 12488 95486 251 2795796
2021-02-21 19898 368997 388895 4272 13452 2324633 8946 95718 232 2809246
2021-02-22 20273 367630 387903 -992 9630 2334968 10335 95992 274 2818863
2021-02-23 20441 367507 387948 45 13314 2347866 12898 96348 356 2832162
2021-02-24 20374 369059 389433 1485 16424 2362465 14599 96666 318 2848564
2021-02-25 20425 375718 396143 6710 19886 2375318 12853 96974 308 2868435
2021-02-26 20486 384178 404664 8521 20499 2387032 11714 97227 253 2888923
2021-02-27 20588 391378 411966 7302 18916 2398352 11320 97507 280 2907825
2021-02-28 20869 401498 422367 10401 17455 2405199 6847 97699 192 2925265
2021-03-01 21401 402932 424333 1966 13114 2416093 10894 97945 246 2938371
2021-03-02 21897 409099 430996 6663 17083 2426150 10057 98288 343 2955434
2021-03-03 22174 415247 437421 6425 20884 2440218 14068 98635 347 2976274
2021-03-04 22632 423807 446439 9018 22865 2453706 13488 98974 339 2999119
2021-03-05 22899 433571 456470 10031 24036 2467388 13682 99271 297 3023129
2021-03-06 23272 442540 465812 9342 23641 2481372 13984 99578 307 3046762
2021-03-07 23749 449113 472862 7050 20765 2494839 13467 99785 207 3067486
2021-03-08 24531 448002 472533 -329 13902 2508732 13893 100103 318 3081368
2021-03-09 25149 453734 478883 6350 19749 2521731 12999 100479 376 3101093
2021-03-10 25709 461365 487074 8191 22409 2535483 13752 100811 332 3123368
2021-03-11 26106 471244 497350 10276 25673 2550483 15000 101184 373 3149017
2021-03-12 26570 482747 509317 11967 26824 2564926 14443 101564 380 3175807
2021-03-13 27135 492926 520061 10744 26062 2579896 14970 101881 317 3201838
2021-03-14 27600 503666 531266 11205 21315 2589731 9835 102145 264 3223142
2021-03-15 28495 501862 530357 -909 15267 2605538 15807 102499 354 3238394
2021-03-16 29354 506761 536115 5758 20396 2619654 14116 103001 502 3258770
2021-03-17 29834 509174 539008 2893 23059 2639370 19716 103432 431 3281810
2021-03-18 30027 517483 547510 8502 24935 2655346 15976 103855 423 3306711
2021-03-19 30222 526317 556539 9029 25735 2671638 16292 104241 386 3332418
2021-03-20 30448 535005 565453 8914 23832 2686236 14598 104642 401 3356331
2021-03-21 30932 540740 571672 6219 20159 2699762 13526 104942 300 3376376
2021-03-22 31559 531508 563067 -8605 13846 2732482 32720 105328 386 3400877
2021-03-23 31974 528680 560654 -2413 18765 2753083 20601 105879 551 3419616
2021-03-24 32026 529282 561308 654 21267 2773215 20132 106339 460 3440862
2021-03-25 32044 530914 562958 1650 23798 2794888 21673 106799 460 3464645
2021-03-26 32100 534611 566711 3753 23987 2814652 19764 107256 457 3488619
2021-03-27 32256 539559 571815 5104 23776 2832939 18287 107636 380 3512390
2021-03-28 32380 540792 573172 1357 19611 2850889 17950 107933 297 3531994
2021-03-29 32884 533046 565930 -7242 12916 2870614 19725 108350 417 3544894
2021-03-30 32947 529818 562765 -3165 16013 2889301 18687 108879 529 3560945
2021-03-31 32890 528163 561053 -1712 22516 2913045 23744 109346 467 3583444
2021-04-01 32630 530849 563479 2426 23649 2933757 20712 109847 501 3607083
2021-04-02 32408 532887 565295 1816 21932 2953377 19620 110328 481 3629000
2021-04-03 32203 532652 564855 -440 21261 2974688 21311 110704 376 3650247
2021-04-04 32135 536900 569035 4180 18025 2988199 13511 111030 326 3668264
2021-04-05 32522 537574 570096 1061 10680 2997522 9323 111326 296 3678944
2021-04-06 33080 522625 555705 -14391 7767 3019255 21733 111747 421 3686707
2021-04-07 32999 514838 547837 -7868 13708 3040182 20927 112374 627 3700393
2021-04-08 32514 511816 544330 -3507 17221 3060411 20229 112861 487 3717602
2021-04-09 31749 504612 536361 -7969 18938 3086586 26175 113579 718 3736526
2021-04-10 31242 501843 533085 -3276 17567 3107069 20483 113923 344 3754077
2021-04-11 30836 502169 533005 -80 15746 3122555 15486 114254 331 3769814
2021-04-12 30922 493495 524417 -8588 9789 3140565 18010 114612 358 3779594
2021-04-13 30478 488742 519220 -5197 13447 3158725 18160 115088 476 3793033
2021-04-14 29859 484801 514660 -4560 16168 3178976 20251 115557 469 3809193
2021-04-15 29004 481019 510023 -4637 16974 3200196 21220 115937 380 3826156
2021-04-16 28109 478629 506738 -3285 15943 3218975 18779 116366 429 3842079
2021-04-17 27440 477868 505308 -1430 15370 3235459 16484 116676 310 3857443
2021-04-18 26959 477652 504611 -697 12694 3248593 13134 116927 251 3870131
2021-04-19 26986 466503 493489 -11122 8864 3268262 19669 117243 316 3878994
2021-04-20 26406 456309 482715 -10774 12074 3290715 22453 117633 390 3891063
2021-04-21 25860 449775 475635 -7080 13844 3311267 20552 117997 364 3904899
2021-04-22 25115 447081 472196 -3439 16050 3330392 19125 118357 360 3920945
2021-04-23 24419 441124 465543 -6653 14761 3351461 21069 118699 342 3935703
2021-04-24 23865 437583 461448 -4095 13817 3369048 17587 119021 322 3949517
2021-04-25 23524 437688 461212 -236 13158 3382224 13176 119238 217 3962674
2021-04-26 23484 429328 452812 -8400 8444 3398763 16539 119539 301 3971114
2021-04-27 23060 425089 448149 -4663 10404 3413451 14688 119912 373 3981512
2021-04-28 22571 420200 442771 -5378 13385 3431867 18416 120256 344 3994894
2021-04-29 21991 416718 438709 -4062 14320 3449955 18088 120544 288 4009208
2021-04-30 21523 414747 436270 -2439 13446 3465576 15621 120807 263 4022653
2021-05-01 20903 409639 430542 -5728 12965 3484042 18466 121033 226 4035617
2021-05-02 20869 410037 430906 364 9148 3492679 8637 121177 144 4044762
2021-05-03 20885 402673 423558 -7348 5948 3505717 13038 121433 256 4050708
2021-05-04 20599 393290 413889 -9669 9116 3524194 18477 121738 305 4059821
2021-05-05 19888 387241 407129 -6760 10585 3541266 17072 122005 267 4070400
2021-05-06 19175 383627 402802 -4327 11807 3557133 15867 122263 258 4082198
2021-05-07 18584 378980 397564 -5238 10554 3572713 15580 122470 207 4092747

Notes about data regard the national trend:

  • 29/03 - partial data from Emilia Romagna (swabs not updated)
  • 26/03 - partial data from Piemonte -50 deaths (late comunication)
  • 18/03 - data from Campania not updated
  • 18/03 - data from Parma not updated
  • 17/03 - data from Rimini not updated
  • 16/03 - no data from P.A. Trento and Puglia
  • 11/03 - no data from Abruzzo
  • March 10 2020 - partial data from Lombardia
  • March 11 2020 - not received data from Abruzzo

Instead for the trend of positive cases in the regions in the last four days we used the following data (extracted from this data source of Italian Civil Protection)

regional trend, last seven days every region
date region name overall hospit. quarantine at home positives change of positives new positives healed change of healed deceased change of deaths overall cases
2021-05-01 Abruzzo 380 8199 8579 196 226 60457   2408   71444
2021-05-02 Abruzzo 386 8347 8733 154 159 60458 1 2412 4 71603
2021-05-03 Abruzzo 394 8218 8612 -121 37 60613 155 2415 3 71640
2021-05-04 Abruzzo 375 7991 8366 -246 85 60938 325 2420 5 71724
2021-05-05 Abruzzo 365 7796 8161 -205 192 61333 395 2422 2 71916
2021-05-06 Abruzzo 349 7813 8162 1 174 61506 173 2422 0 72090
2021-05-07 Abruzzo 334 7577 7911 -251 196 61947 441 2428 6 72286
2021-05-01 Basilicata 167 6125 6292 62 199 17329   534   24155
2021-05-02 Basilicata 168 6116 6284 -8 77 17412 83 536 2 24232
2021-05-03 Basilicata 170 6061 6231 -53 26 17487 75 540 4 24258
2021-05-04 Basilicata 172 6051 6223 -8 72 17565 78 542 2 24330
2021-05-05 Basilicata 168 6107 6275 52 175 17687 122 543 1 24505
2021-05-06 Basilicata 164 6018 6182 -93 140 17919 232 544 1 24645
2021-05-07 Basilicata 157 6026 6183 1 120 18036 117 546 2 24765
2021-05-01 Calabria 489 14568 15057 -157 337 44339   1015   60411
2021-05-02 Calabria 482 14743 15225 168 286 44453 114 1019 4 60697
2021-05-03 Calabria 479 13906 14385 -840 228 45505 1052 1035 16 60925
2021-05-04 Calabria 479 13668 14147 -238 302 46040 535 1040 5 61227
2021-05-05 Calabria 471 13404 13875 -272 284 46590 550 1046 6 61511
2021-05-06 Calabria 464 13188 13652 -223 343 47146 556 1056 10 61854
2021-05-07 Calabria 464 13368 13832 180 450 47408 262 1064 8 62304
2021-05-01 Campania 1578 90019 91597 209 1950 295740   6405   393742
2021-05-02 Campania 1610 89627 91237 -360 1352 297441 1701 6416 11 395094
2021-05-03 Campania 1622 88793 90415 -822 959 299192 1751 6446 30 396053
2021-05-04 Campania 1608 87412 89020 -1395 1331 301880 2688 6484 38 397384
2021-05-05 Campania 1581 86455 88036 -984 1447 304273 2393 6522 38 398831
2021-05-06 Campania 1556 85775 87331 -705 1503 306455 2182 6548 26 400334
2021-05-07 Campania 1527 84966 86493 -838 1382 308632 2177 6591 43 401716
2021-05-01 Emilia-Romagna 1856 39474 41330 -3026 941 315967   12893   370190
2021-05-02 Emilia-Romagna 1888 39875 41763 433 950 316468 501 12906 13 371137
2021-05-03 Emilia-Romagna 1906 40095 42001 238 641 316859 391 12916 10 371776
2021-05-04 Emilia-Romagna 1833 37295 39128 -2873 488 320194 3335 12940 24 372262
2021-05-05 Emilia-Romagna 1759 37323 39082 -46 561 320778 584 12957 17 372817
2021-05-06 Emilia-Romagna 1670 37845 39515 433 824 321141 363 12976 19 373632
2021-05-07 Emilia-Romagna 1611 38025 39636 121 871 321870 729 12992 16 374498
2021-05-01 Friuli Venezia Giulia 246 7118 7364 -214 223 94304   3711   105379
2021-05-02 Friuli Venezia Giulia 251 7022 7273 -91 24 94416 112 3714 3 105403
2021-05-03 Friuli Venezia Giulia 243 7044 7287 14 51 94450 34 3717 3 105454
2021-05-04 Friuli Venezia Giulia 243 6811 7054 -233 133 94813 363 3720 3 105587
2021-05-05 Friuli Venezia Giulia 226 6640 6866 -188 174 95172 359 3723 3 105761
2021-05-06 Friuli Venezia Giulia 214 6518 6732 -134 80 95383 211 3726 3 105841
2021-05-07 Friuli Venezia Giulia 203 6404 6607 -125 86 95588 205 3732 6 105927
2021-05-01 Lazio 2421 40874 43295 -1401 1069 273842   7686   324823
2021-05-02 Lazio 2429 40784 43213 -82 986 274897 1055 7699 13 325809
2021-05-03 Lazio 2458 40299 42757 -456 661 275992 1095 7721 22 326470
2021-05-04 Lazio 2456 38823 41279 -1478 803 278237 2245 7757 36 327273
2021-05-05 Lazio 2320 37878 40198 -1081 838 280117 1880 7796 39 328111
2021-05-06 Lazio 2272 36519 38791 -1407 1007 282492 2375 7835 39 329118
2021-05-07 Lazio 2216 36344 38560 -231 1063 283769 1277 7852 17 330181
2021-05-01 Liguria 522 5011 5533 62 219 89913   4189   99635
2021-05-02 Liguria 536 5061 5597 64 202 90046 133 4194 5 99837
2021-05-03 Liguria 540 4827 5367 -230 135 90405 359 4200 6 99972
2021-05-04 Liguria 549 4488 5037 -330 161 90886 481 4210 10 100133
2021-05-05 Liguria 525 4177 4702 -335 194 91406 520 4219 9 100327
2021-05-06 Liguria 496 4049 4545 -157 201 91756 350 4227 8 100528
2021-05-07 Liguria 469 3812 4281 -264 133 92144 388 4236 9 100661
2021-05-01 Lombardia 3939 47684 51623 -862 2139 722214   32922   806759
2021-05-02 Lombardia 3832 48454 52286 663 1287 722815 601 32945 23 808046
2021-05-03 Lombardia 3750 44527 48277 -4009 637 727433 4618 32973 28 808683
2021-05-04 Lombardia 3788 44395 48183 -94 1354 728840 1407 33014 41 810037
2021-05-05 Lombardia 3707 43581 47288 -895 1557 731260 2420 33046 32 811594
2021-05-06 Lombardia 3585 44467 48052 764 2151 732612 1352 33081 35 813745
2021-05-07 Lombardia 3459 43647 47106 -946 1759 735292 2680 33106 25 815504
2021-05-01 Marche 464 5714 6178 -24 259 88843   2943   97964
2021-05-02 Marche 482 5619 6101 -77 132 89051 208 2944 1 98096
2021-05-03 Marche 482 5594 6076 -25 59 89134 83 2945 1 98155
2021-05-04 Marche 475 5535 6010 -66 204 89398 264 2951 6 98359
2021-05-05 Marche 459 5414 5873 -137 278 89811 413 2953 2 98637
2021-05-06 Marche 438 5317 5755 -118 282 90207 396 2957 4 98919
2021-05-07 Marche 421 5245 5666 -89 314 90607 400 2960 3 99233
2021-05-01 Molise 40 592 632 3 31 12149   478   13259
2021-05-02 Molise 41 563 604 -28 28 12205 56 478 0 13287
2021-05-03 Molise 40 553 593 -11 22 12238 33 478 0 13309
2021-05-04 Molise 38 529 567 -26 5 12269 31 478 0 13314
2021-05-05 Molise 38 511 549 -18 30 12316 47 479 1 13344
2021-05-06 Molise 35 480 515 -34 11 12361 45 479 0 13355
2021-05-07 Molise 33 484 517 2 30 12388 27 480 1 13385
2021-05-01 P.A. Bolzano 65 1095 1160 121 135 68955   1162   71277
2021-05-02 P.A. Bolzano 70 1108 1178 18 72 69009 54 1162 0 71349
2021-05-03 P.A. Bolzano 70 1107 1177 -1 5 69015 6 1162 0 71354
2021-05-04 P.A. Bolzano 60 1109 1169 -8 73 69094 79 1164 2 71427
2021-05-05 P.A. Bolzano 53 1138 1191 22 94 69163 69 1167 3 71521
2021-05-06 P.A. Bolzano 49 1151 1200 9 62 69216 53 1167 0 71583
2021-05-07 P.A. Bolzano 40 1134 1174 -26 62 69304 88 1167 0 71645
2021-05-01 P.A. Trento 81 1051 1132 56 78 41600   1345   44077
2021-05-02 P.A. Trento 83 967 1050 -82 38 41720 120 1345 0 44115
2021-05-03 P.A. Trento 85 966 1051 1 17 41735 15 1346 1 44132
2021-05-04 P.A. Trento 85 927 1012 -39 87 41861 126 1346 0 44219
2021-05-05 P.A. Trento 84 852 936 -76 63 42000 139 1346 0 44282
2021-05-06 P.A. Trento 83 884 967 31 69 42038 38 1346 0 44351
2021-05-07 P.A. Trento 79 874 953 -14 90 42142 104 1346 0 44441
2021-05-01 Piemonte 2284 13187 15471 -228 882 319531   11273   346275
2021-05-02 Piemonte 2237 13236 15473 2 702 320221 690 11283 10 346977
2021-05-03 Piemonte 2236 12935 15171 -302 343 320847 626 11302 19 347320
2021-05-04 Piemonte 2169 12590 14759 -412 637 321868 1021 11330 28 347957
2021-05-05 Piemonte 2071 12295 14366 -393 947 323186 1318 11352 22 348904
2021-05-06 Piemonte 1982 12075 14057 -309 903 324380 1194 11370 18 349807
2021-05-07 Piemonte 1926 11936 13862 -195 867 325428 1048 11384 14 350674
2021-05-01 Puglia 1824 45943 47767 175 1130 182310   5894   235971
2021-05-02 Puglia 1813 45824 47637 -130 810 183232 922 5912 18 236781
2021-05-03 Puglia 1812 45211 47023 -614 335 184129 897 5964 52 237116
2021-05-04 Puglia 1782 44838 46620 -403 1028 185526 1397 5998 34 238144
2021-05-05 Puglia 1742 44744 46486 -134 1171 186819 1293 6010 12 239315
2021-05-06 Puglia 1714 43761 45475 -1011 877 188680 1861 6037 27 240192
2021-05-07 Puglia 1685 42952 44637 -838 870 190368 1688 6057 20 241062
2021-05-01 Sardegna 420 16556 16976 -117 184 36328   1387   54691
2021-05-02 Sardegna 411 16481 16892 -84 124 36534 206 1389 2 54815
2021-05-03 Sardegna 409 16356 16765 -127 61 36718 184 1393 4 54876
2021-05-04 Sardegna 401 16042 16443 -322 104 37139 421 1398 5 54980
2021-05-05 Sardegna 384 15863 16247 -196 166 37496 357 1403 5 55146
2021-05-06 Sardegna 360 15636 15996 -251 128 37873 377 1405 2 55274
2021-05-07 Sardegna 351 15414 15765 -231 164 38264 391 1409 4 55438
2021-05-01 Sicilia 1303 23470 24773 -123 1000 179294   5420   209487
2021-05-02 Sicilia 1311 23470 24781 8 772 180055 761 5423 3 210259
2021-05-03 Sicilia 1338 23617 24955 174 734 180595 540 5443 20 210993
2021-05-04 Sicilia 1312 23511 24823 -132 902 181604 1009 5468 25 211895
2021-05-05 Sicilia 1273 23256 24529 -294 782 182656 1052 5492 24 212677
2021-05-06 Sicilia 1212 22666 23878 -651 1202 184485 1829 5516 24 213879
2021-05-07 Sicilia 1163 22167 23330 -548 603 185625 1140 5527 11 214482
2021-05-01 Toscana 1527 18872 20399 -270 895 201136   6202   227737
2021-05-02 Toscana 1546 18744 20290 -109 730 201958 822 6219 17 228467
2021-05-03 Toscana 1555 18435 19990 -300 570 202799 841 6248 29 229037
2021-05-04 Toscana 1503 18033 19536 -454 503 203731 932 6273 25 229540
2021-05-05 Toscana 1447 17489 18936 -600 744 205040 1309 6308 35 230284
2021-05-06 Toscana 1415 17253 18668 -268 861 206136 1096 6341 33 231145
2021-05-07 Toscana 1366 16781 18147 -521 715 207361 1225 6352 11 231860
2021-05-01 Umbria 193 2688 2881 -52 96 50300   1357   54538
2021-05-02 Umbria 201 2650 2851 -30 65 50395 95 1357 0 54603
2021-05-03 Umbria 201 2586 2787 -64 35 50490 95 1361 4 54638
2021-05-04 Umbria 193 2621 2814 27 98 50561 71 1361 0 54736
2021-05-05 Umbria 170 2557 2727 -87 131 50776 215 1364 3 54867
2021-05-06 Umbria 162 2522 2684 -43 99 50917 141 1365 1 54966
2021-05-07 Umbria 159 2486 2645 -39 99 51054 137 1366 1 55065
2021-05-01 Valle d'Aosta 43 684 727 -22 58 9804   459   10990
2021-05-02 Valle d'Aosta 46 652 698 -29 23 9856 52 459 0 11013
2021-05-03 Valle d'Aosta 48 667 715 17 28 9867 11 459 0 11041
2021-05-04 Valle d'Aosta 51 634 685 -30 25 9922 55 459 0 11066
2021-05-05 Valle d'Aosta 46 584 630 -55 12 9988 66 460 1 11078
2021-05-06 Valle d'Aosta 39 571 610 -20 40 10047 59 461 1 11118
2021-05-07 Valle d'Aosta 36 594 630 20 51 10078 31 461 0 11169
2021-05-01 Veneto 1061 20715 21776 -116 914 379687   11350   412813
2021-05-02 Veneto 1046 20694 21740 -36 329 380037 350 11365 15 413142
2021-05-03 Veneto 1047 20876 21923 183 364 380214 177 11369 4 413506
2021-05-04 Veneto 1027 19987 21014 -909 721 381828 1614 11385 16 414227
2021-05-05 Veneto 999 19177 20176 -838 745 383399 1571 11397 12 414972
2021-05-06 Veneto 916 19119 20035 -141 850 384383 984 11404 7 415822
2021-05-07 Veneto 885 18744 19629 -406 629 385408 1025 11414 10 416451

References

All data here used are from Ministero della Salute, by Protezione Civile: a Department of Italian Government

Until 6th of March 2020, the Protezione Civile published data daily via two pdf file. One reported the national situation as a whole, and the other indicated the cases for each individual province.

Since the 7th of March, the data have been published through a web page, which graphically reports the situation.

Moreover, since the same date, Civil Protection spreads data about outbreak by Github, in Italian, at the links:


[1]These indications also apply to the succeding tables.
[2]The number of infected people is represented by the area between the curve of the graph and his abscissa.