Tuesday, February 08, 2022

[lrugdnwj] machine readable MWRA COVID-19 wastewater data

MWRA publishes the raw data of COVID-19 measurements in Boston-area wastewater in a format difficult to do data analysis, a PDF of an Excel spreadsheet.

below is data from https://www.mwra.com/biobot/MWRAData20220204-data.pdf , representing all data up to 2022-02-03, converted to machine-readable CSV.  initial text extraction was done with pdftotext, followed by a considerable amount of manual labor.  the CSV is also available as a file at http://mit.edu/kenta/www/one/mwra-biobot/lrugdnwj/ .

the rough recipe is pdftotext -layout, then manually define the column widths for each page (perhaps this could be automated), then mash together cells spread over multiple lines.

the omicron surge was so high that all previous surges have become difficult to distinguish from zero on the graphs on the website.  goal is to produce graphs with the lower regions made visible again.  this should be easy.

"Sample Date","Southern (copies/mL)","Northern (copies/mL)","Southern 7 day avg","Northern 7 day avg","Southern Low Confidence Interval","Southern High Confidence Interval","Northern Low Confidence Interval","Northern High Confidence Interval","Southern Variant Results","Northern Variant Results"
"3/1/2020"
"3/2/2020"
"3/3/2020"
"3/4/2020"
"3/5/2020"
"3/6/2020"
"3/7/2020"
"3/8/2020"
"3/9/2020",,29,,,,,9,14
"3/10/2020",38,15,,21,12,17,5,7
"3/11/2020",31,65,34,31,10,15,21,30
"3/12/2020",25,36,31,32,8,12,11,17
"3/13/2020",,,31,32,0,0,0,0
"3/14/2020",16,27,26,31,5,7,9,13
"3/15/2020",39,53,28,34,12,18,17,25
"3/16/2020",33,23,29,32,10,15,7,11
"3/17/2020",106,78,35,43,33,49,24,36
"3/18/2020",65,45,39,40,21,30,14,21
"3/19/2020",19,49,37,42,6,9,16,23
"3/20/2020",,,37,42,0,0,0,0
"3/21/2020",,,44,46,0,0,0,0
"3/22/2020",,,45,45,0,0,0,0
"3/23/2020",146,380,66,90,46,68,120,176
"3/24/2020",,321,56,129,0,0,102,148
"3/25/2020",30,228,43,192,9,14,72,105
"3/26/2020",370,39,117,182,117,171,12,18
"3/27/2020",34,299,86,201,11,16,95,138
"3/28/2020",,,86,201,0,0,0,0
"3/29/2020",,,86,201,0,0,0,0
"3/30/2020",46,219,64,180,15,21,69,101
"3/31/2020",,,64,155,0,0,0,0
"4/1/2020",143,475,95,187,45,66,150,220
"4/2/2020",,,61,315,0,0,0,0
"4/3/2020",233,438,116,357,74,108,138,202
"4/4/2020",,,116,357,0,0,0,0
"4/5/2020",,,116,357,0,0,0,0
"4/6/2020",,,182,456,0,0,0,0
"4/7/2020",310,562,218,489,98,143,178,260
"4/8/2020",,,269,496,0,0,0,0
"4/9/2020",501,784,331,578,158,231,248,362
"4/10/2020",,,394,664,0,0,0,0
"4/11/2020",,,394,664,0,0,0,0
"4/12/2020",,,394,664,0,0,0,0
"4/13/2020",,,394,664,0,0,0,0
"4/14/2020",389,702,441,742,123,180,222,324
"4/15/2020",,,441,742,0,0,0,0
"4/16/2020",138,321,232,474,44,64,101,148
"4/17/2020",164,360,206,433,52,76,114,166
"4/18/2020",,,206,433,0,0,0,0
"4/19/2020",,,206,433,0,0,0,0
"4/20/2020",,,206,433,0,0,0,0
"4/21/2020",,,150,340,0,0,0,0
"4/22/2020",220,541,171,397,70,102,171,250
"4/23/2020",179,283,186,381,57,83,90,131
"4/24/2020",,,199,391,0,0,0,0
"4/25/2020",,,199,391,0,0,0,0
"4/26/2020",,,199,391,0,0,0,0
"4/27/2020",130,,173,391,41,60,0,0
"4/28/2020",97,293,149,355,31,45,93,135
"4/29/2020",,,131,288,0,0,0,0
"4/30/2020",,,112,293,0,0,0,0
"5/1/2020",,,112,293,0,0,0,0
"5/2/2020",,,112,293,0,0,0,0
"5/3/2020",209,93,138,165,66,96,29,43
"5/4/2020",,,142,165,0,0,0,0
"5/5/2020",97,94,142,94,31,45,30,44
"5/6/2020",5,22,47,58,2,2,7,10
"5/7/2020",,,47,58,0,0,0,0
"5/8/2020",,,47,58,0,0,0,0
"5/9/2020",,,47,58,0,0,0,0
"5/10/2020",,,22,46,0,0,0,0
"5/11/2020",164,,43,46,52,76,0,0
"5/12/2020",,,29,22,0,0,0,0
"5/13/2020",,,,,0,0,0,0
"5/14/2020",,,,,0,0,0,0
"5/15/2020",,,,,0,0,0,0
"5/16/2020",,,,,0,0,0,0
"5/17/2020",,,,,0,0,0,0
"5/18/2020",,,,,0,0,0,0
"5/19/2020",,,,,0,0,0,0
"5/20/2020",,,,,0,0,0,0
"5/21/2020",82,42,,,26,38,13,20
"5/22/2020",426,244,,,135,197,77,113
"5/23/2020",77,69,,,24,36,22,32
"5/24/2020",79,52,121,78,25,36,16,24
"5/25/2020",66,42,107,69,21,31,13,19
"5/26/2020",97,38,105,62,31,45,12,17
"5/27/2020",197,81,115,65,62,91,26,37
"5/28/2020",50,35,107,63,16,23,11,16
"5/29/2020",28,49,73,50,9,13,15,22
"5/30/2020",66,,71,47,21,31,0,0
"5/31/2020",79,37,71,45,25,37,12,17
"6/1/2020",82,60,73,48,26,38,19,28
"6/2/2020",194,95,81,55,61,90,30,44
"6/3/2020",35,40,63,49,11,16,13,18
"6/4/2020",47,32,63,49,15,22,10,15
"6/5/2020",44,45,67,48,14,20,14,21
"6/6/2020",19,46,56,48,6,9,15,21
"6/7/2020",24,27,47,45,8,11,8,12
"6/8/2020",26,19,40,39,8,12,6,9
"6/9/2020",52,167,33,42,16,24,53,77
"6/10/2020",75,68,37,45,24,35,21,31
"6/11/2020",40,134,36,56,13,19,42,62
"6/12/2020",45,78,36,60,14,21,25,36
"6/13/2020",77,180,44,73,24,36,57,83
"6/14/2020",36,,47,86,11,17,0,0
"6/15/2020",38,141,50,120,12,17,45,65
"6/16/2020",60,118,51,113,19,28,37,55
"6/17/2020",19,13,42,86,6,9,4,6
"6/18/2020",16,21,37,63,5,7,7,10
"6/19/2020",11,37,30,56,3,5,12,17
"6/20/2020",12,25,23,40,4,5,8,11
"6/21/2020",22,26,21,38,7,10,8,12
"6/22/2020",24,,20,30,8,11,0,0
"6/23/2020",16,22,17,23,5,8,7,10
"6/24/2020",5,10,14,22,2,2,3,4
"6/25/2020",9,16,12,21,3,4,5,7
"6/26/2020",9,11,12,17,3,4,4,5
"6/27/2020",20,15,13,16,6,9,5,7
"6/28/2020",8,19,11,15,2,4,6,9
"6/29/2020",20,15,11,15,6,9,5,7
"6/30/2020",12,22,11,15,4,5,7,10
"7/1/2020",15,27,12,17,5,7,8,12
"7/2/2020",52,29,16,19,16,24,9,14
"7/3/2020",20,43,18,23,6,9,14,20
"7/4/2020",35,15,19,23,11,16,5,7
"7/5/2020",11,13,20,21,4,5,4,6
"7/6/2020",17,34,20,24,5,8,11,16
"7/7/2020",24,37,22,26,8,11,12,17
"7/8/2020",14,30,22,26,4,6,9,14
"7/9/2020",27,21,20,25,9,13,7,10
"7/10/2020",9,36,18,24,3,4,11,16
"7/11/2020",24,21,17,26,8,11,7,10
"7/12/2020",27,46,19,31,9,13,15,21
"7/13/2020",25,32,20,31,8,12,10,15
"7/14/2020",17,32,19,30,6,8,10,15
"7/15/2020",35,30,22,30,11,16,9,14
"7/16/2020",23,25,21,31,7,11,8,11
"7/17/2020",22,43,24,32,7,10,14,20
"7/18/2020",42,26,26,32,13,20,8,12
"7/19/2020",23,14,26,27,7,11,5,7
"7/20/2020",31,20,27,26,10,15,6,9
"7/21/2020",12,17,25,24,4,6,5,8
"7/22/2020",35,28,25,23,11,16,9,13
"7/23/2020",15,23,24,23,5,7,7,11
"7/24/2020",26,57,24,24,8,12,18,26
"7/25/2020",24,41,22,26,8,11,13,19
"7/26/2020",14,33,21,29,5,7,10,15
"7/27/2020",28,31,20,31,9,13,10,14
"7/28/2020",,,22,34,0,0,0,0
"7/29/2020",30,24,22,33,9,14,8,11
"7/30/2020",,,24,35,0,0,0,0
"7/31/2020",29,81,24,38,9,13,25,37
"8/1/2020",,,24,37,0,0,0,0
"8/2/2020",,,29,39,0,0,0,0
"8/3/2020",109,109,46,59,35,51,34,50
"8/4/2020",74,47,51,56,23,34,15,22
"8/5/2020",101,43,70,65,32,47,14,20
"8/6/2020",27,48,57,61,8,12,15,22
"8/7/2020",18,41,52,53,6,8,13,19
"8/8/2020",,,52,53,0,0,0,0
"8/9/2020",,,52,53,0,0,0,0
"8/10/2020",42,62,43,48,13,20,20,29
"8/11/2020",,,38,48,0,0,0,0
"8/12/2020",27,57,27,52,8,12,18,27
"8/13/2020",,,27,53,0,0,0,0
"8/14/2020",18,45,27,55,6,8,14,21
"8/15/2020",,,27,55,0,0,0,0
"8/16/2020",,,27,55,0,0,0,0
"8/17/2020",24,44,23,48,8,11,14,20
"8/18/2020",,,23,48,0,0,0,0
"8/19/2020",50,87,28,56,16,23,27,40
"8/20/2020",,,28,56,0,0,0,0
"8/21/2020",35,60,35,61,11,16,19,28
"8/22/2020",,,35,61,0,0,0,0
"8/23/2020",,,35,61,0,0,0,0
"8/24/2020",21,38,33,58,7,10,12,17
"8/25/2020",,,33,58,0,0,0,0
"8/26/2020",31,48,28,48,10,15,15,22
"8/27/2020",,,28,48,0,0,0,0
"8/28/2020",38,60,29,48,12,17,19,27
"8/29/2020",,,29,48,0,0,0,0
"8/30/2020",,,29,48,0,0,0,0
"8/31/2020",47,61,38,56,15,22,19,28
"9/1/2020",,,38,56,0,0,0,0
"9/2/2020",54,144,46,81,17,25,46,67
"9/3/2020",,,46,81,0,0,0,0
"9/4/2020",52,138,51,107,17,24,44,64
"9/5/2020",,,51,107,0,0,0,0
"9/6/2020",,,51,107,0,0,0,0
"9/7/2020",65,59,57,105,20,30,19,27
"9/8/2020",,,57,105,0,0,0,0
"9/9/2020",71,46,62,72,22,33,15,21
"9/10/2020",38,59,55,69,12,17,19,27
"9/11/2020",52,46,55,52,17,24,15,21
"9/12/2020",19,51,44,52,6,9,16,24
"9/13/2020",25,44,40,51,8,11,14,20
"9/14/2020",27,49,35,49,8,12,15,22
"9/15/2020",70,45,38,48,22,32,14,21
"9/16/2020",68,48,38,49,21,31,15,22
"9/17/2020",36,54,38,48,11,17,17,25
"9/18/2020",45,75,37,51,14,21,24,34
"9/19/2020",53,31,43,48,17,24,10,14
"9/20/2020",85,32,51,46,27,39,10,15
"9/21/2020",61,24,58,41,19,28,7,11
"9/22/2020",41,44,53,41,13,19,14,20
"9/23/2020",46,41,51,40,15,21,13,19
"9/24/2020",46,31,52,37,15,21,10,14
"9/25/2020",60,34,55,33,19,28,11,16
"9/26/2020",,,55,34,0,0,0,0
"9/27/2020",,,50,34,0,0,0,0
"9/28/2020",46,43,47,38,15,21,14,20
"9/29/2020",,,49,37,0,0,0,0
"9/30/2020",58,21,52,31,18,27,7,10
"10/1/2020",,,54,31,0,0,0,0
"10/2/2020",68,34,57,31,22,32,11,16
"10/3/2020",,,57,31,0,0,0,0
"10/4/2020",,,57,31,0,0,0,0
"10/5/2020",63,38,63,30,20,29,12,17
"10/6/2020",,,63,30,0,0,0,0
"10/7/2020",59,70,63,45,19,27,22,33
"10/8/2020",,,63,45,0,0,0,0
"10/9/2020",66,56,63,53,21,31,18,26
"10/10/2020",,,63,53,0,0,0,0
"10/11/2020",,,63,53,0,0,0,0
"10/12/2020",63,52,63,59,20,29,16,24
"10/13/2020",,,63,59,0,0,0,0
"10/14/2020",103,71,76,59,32,47,22,33
"10/15/2020",,,76,59,0,0,0,0
"10/16/2020",105,101,88,72,33,49,32,46
"10/17/2020",,,88,72,0,0,0,0
"10/18/2020",121,263,95,99,38,56,83,121
"10/19/2020",259,116,136,122,82,120,37,54
"10/20/2020",175,130,143,123,55,81,41,60
"10/21/2020",271,95,173,131,86,125,30,44
"10/22/2020",214,131,179,131,68,99,42,61
"10/23/2020",120,103,183,131,38,55,33,48
"10/24/2020",118,132,172,132,37,54,42,61
"10/25/2020",179,126,182,118,57,83,40,58
"10/26/2020",120,120,163,119,38,55,38,55
"10/27/2020",173,129,163,119,55,80,41,60
"10/28/2020",156,190,150,131,49,72,60,88
"10/29/2020",92,97,133,126,29,43,31,45
"10/30/2020",134,201,135,138,42,62,64,93
"10/31/2020",68,148,125,140,21,31,47,68
"11/1/2020",145,139,122,142,46,67,44,64
"11/2/2020",181,186,129,151,57,84,59,86
"11/3/2020",256,317,136,172,81,118,100,146
"11/4/2020",177,183,139,171,56,82,58,85
"11/5/2020",269,354,162,206,85,124,112,163
"11/6/2020",206,207,172,207,65,95,65,96
"11/7/2020",240,221,206,219,76,111,70,102
"11/8/2020",270,322,225,247,85,125,102,149
"11/9/2020",273,226,239,254,86,126,71,105
"11/10/2020",291,339,243,257,92,135,107,157
"11/11/2020",244,396,255,287,77,113,125,183
"11/12/2020",341,318,263,282,108,158,101,147
"11/13/2020",255,301,272,298,81,118,95,139
"11/14/2020",359,313,288,313,114,166,99,145
"11/15/2020",382,286,302,307,121,177,90,132
"11/16/2020",300,311,307,322,95,139,98,143
"11/17/2020",428,412,324,331,135,198,130,190
"11/18/2020",380,353,345,325,120,176,112,163
"11/19/2020",211,384,322,334,67,97,121,177
"11/20/2020",305,371,330,344,96,141,117,171
"11/21/2020",270,385,317,355,85,125,122,178
"11/22/2020",411,435,320,377,130,190,138,201
"11/23/2020",553,267,350,369,175,256,84,123
"11/24/2020",526,518,360,381,166,243,164,239
"11/25/2020",497,459,374,395,157,230,145,212
"11/26/2020",1052,495,471,410,333,486,156,229
"11/27/2020",568,561,515,435,179,262,177,259
"11/28/2020",748,546,595,457,236,346,173,252
"11/29/2020",646,520,635,469,204,299,164,240
"11/30/2020",771,675,666,536,244,356,213,312
"12/1/2020",537,862,668,576,170,248,272,398
"12/2/2020",431,857,655,630,136,199,271,396
"12/3/2020",824,888,632,685,260,381,280,410
"12/4/2020",1578,1384,732,779,499,729,438,640
"12/5/2020",647,956,716,844,204,299,302,441
"12/6/2020",1042,1035,767,931,329,481,327,478
"12/7/2020",1135,1219,811,1013,359,524,385,563
"12/8/2020",827,725,862,988,261,382,229,335
"12/9/2020",784,629,939,945,248,362,199,291
"12/10/2020",954,812,959,933,301,441,257,375
"12/11/2020",882,1146,883,909,279,408,362,529
"12/12/2020",764,1023,904,918,241,353,323,473
"12/13/2020",1013,1356,900,954,320,468,428,626
"12/14/2020",1272,1195,915,951,402,588,378,552
"12/15/2020",790,202,909,792,249,365,64,93
"12/16/2020",922,877,930,831,292,426,277,405
"12/17/2020",1143,1111,955,869,361,528,351,513
"12/18/2020",793,1048,940,858,250,366,331,484
"12/19/2020",674,1176,924,875,213,311,372,543
"12/20/2020",950,897,915,825,300,439,284,415
"12/21/2020",923,775,874,775,292,426,245,358
"12/22/2020",999,995,904,974,316,462,315,460
"12/23/2020",1058,841,922,968,334,489,266,389
"12/24/2020",844,985,883,952,267,390,311,455
"12/25/2020",851,907,892,932,269,393,287,419
"12/26/2020",531,551,862,836,168,245,174,255
"12/27/2020",309,1208,734,873,97,143,382,558
"12/28/2020",813,1448,721,954,257,375,458,669
"12/29/2020",1014,774,722,921,321,469,245,358
"12/30/2020",922,1451,708,995,291,426,458,670
"12/31/2020",831,792,707,965,263,384,250,366
"1/1/2021",733,473,692,879,232,339,149,219
"1/2/2021",820,367,736,829,259,379,116,169
"1/3/2021",1120,395,885,707,354,517,125,183
"1/4/2021",1154,546,931,615,365,533,172,252
"1/5/2021",972,942,925,632,307,449,298,435
"1/6/2021",1323,1061,974,605,418,611,335,490
"1/7/2021",1061,1051,1008,630,335,490,332,485
"1/8/2021",1747,1329,1141,730,552,807,420,614
"1/9/2021",1803,1411,1278,885,570,833,446,652
"1/10/2021",1717,1180,1358,1034,543,793,373,545
"1/11/2021",2069,1013,1476,1130,654,956,320,468
"1/12/2021",902,920,1460,1126,285,417,291,425
"1/13/2021",1122,983,1426,1114,354,518,311,454
"1/14/2021",943,951,1403,1098,298,436,300,439
"1/15/2021",750,1112,1243,1071,237,347,351,514
"1/16/2021",971,672,1138,963,307,449,212,310
"1/17/2021",959,581,1047,870,303,443,184,269
"1/18/2021",1141,603,962,808,360,527,191,279
"1/19/2021",1255,966,1008,814,396,580,305,446
"1/20/2021",619,422,926,721,196,286,134,195
"1/21/2021",494,591,844,674,156,228,187,273
"1/22/2021",670,690,831,629,212,310,218,319
"1/23/2021",1085,866,844,653,343,501,274,400
"1/24/2021",1777,663,922,665,561,821,210,306
"1/25/2021",3772,631,1094,669,1192,1743,199,291
"1/26/2021",708,290,1008,564,224,327,92,134
"1/27/2021",269,350,894,549,85,124,111,162
"1/28/2021",747,421,949,523,236,345,133,195
"1/29/2021",706,329,956,470,223,326,104,152
"1/30/2021",465,490,847,434,147,215,155,226
"1/31/2021",444,397,695,403,140,205,125,183
"2/1/2021",499,363,520,372,158,231,115,168
"2/2/2021",422,274,483,369,133,195,87,127
"2/3/2021",360,283,504,358,114,166,89,131
"2/4/2021",360,249,454,332,114,166,79,115
"2/5/2021",270,366,396,338,85,125,116,169
"2/6/2021",519,434,402,332,164,240,137,200
"2/7/2021",750,295,433,318,237,346,93,136
"2/8/2021",492,412,432,324,155,227,130,190
"2/9/2021",347,315,420,330,110,160,100,146
"2/10/2021",213,225,390,320,67,98,71,104
"2/11/2021",471,382,405,340,149,218,121,177
"2/12/2021",286,358,409,339,90,132,113,165
"2/13/2021",265,285,371,319,84,123,90,131
"2/14/2021",543,283,355,317,172,251,89,131
"2/15/2021",500,155,355,276,158,231,49,72
"2/16/2021",663,190,390,257,210,306,60,88
"2/17/2021",326,232,414,258,103,151,73,107
"2/18/2021",476,412,415,261,150,220,130,190
"2/19/2021",256,579,408,279,81,118,183,268
"2/20/2021",318,182,419,262,101,147,58,84
"2/21/2021",848,308,447,265,268,392,97,142
"2/22/2021",687,386,468,302,217,318,122,178
"2/23/2021",279,163,413,295,88,129,52,75
"2/24/2021",306,260,409,300,97,141,82,120
"2/25/2021",159,193,350,269,50,73,61,89
"2/26/2021",135,124,320,216,43,62,39,57
"2/27/2021",385,243,328,225,122,178,77,112
"2/28/2021",356,211,290,213,113,165,67,97
"3/1/2021",409,251,269,201,129,189,79,116
"3/2/2021",270,218,268,209,85,125,69,101
"3/3/2021",291,279,266,211,92,135,88,129
"3/4/2021",797,332,335,228,252,368,105,153
"3/5/2021",417,287,394,257,132,193,91,133
"3/6/2021",352,190,389,248,111,163,60,88
"3/7/2021",307,191,381,245,97,142,60,88
"3/8/2021",399,284,379,249,126,184,90,131,"B.1.1.7 Det","B.1.1.7 Det"
"3/9/2021",236,217,372,249,75,109,68,100
"3/10/2021",206,208,354,239,65,95,66,96
"3/11/2021",326,185,311,220,103,150,58,85
"3/12/2021",300,364,297,227,95,139,115,168
"3/13/2021",272,366,286,249,86,126,116,169
"3/14/2021",362,235,293,257,114,167,74,109
"3/15/2021",447,310,298,260,141,206,98,143
"3/16/2021",374,216,318,260,118,173,68,100
"3/17/2021",260,266,329,269,82,120,84,123
"3/18/2021",328,415,329,302,104,151,131,192
"3/19/2021",281,259,326,288,89,130,82,119
"3/20/2021",338,382,337,290,107,156,121,176,"B.1.1.7 Det","B.1.1.7 Det"
"3/21/2021",710,227,371,288,224,328,72,105,"B.1.1.7 Det","B.1.1.7 Det"
"3/22/2021",566,286,383,285,179,261,90,132,"B.1.1.7 Det","B.1.1.7 Det"
"3/23/2021",287,286,369,296,91,133,90,132,"B.1.1.7 Det","B.1.1.7 Det"
"3/24/2021",431,245,397,293,136,199,77,113,"B.1.1.7 Det","B.1.1.7 Det"
"3/25/2021",227,266,376,275,72,105,84,123,"B.1.1.7 Det","B.1.1.7 Det"
"3/26/2021",340,209,387,267,108,157,66,97,"B.1.1.7 Det","B.1.1.7 Det"
"3/27/2021",435,313,401,259,138,201,99,145,"B.1.1.7 Det","B.1.1.7 Det"
"3/28/2021",406,218,370,258,128,187,69,101,"B.1.1.7 Det","B.1.1.7 Det"
"3/29/2021",441,276,357,257,139,204,87,127,"B.1.1.7 Det","B.1.1.7 Det"
"3/30/2021",335,212,365,246,106,155,67,98,"B.1.1.7 Det","B.1.1.7 Det"
"3/31/2021",300,107,347,218,95,139,34,49,"B.1.1.7 Det","B.1.1.7 Det"
"4/1/2021",538,233,392,214,170,248,74,107,"B.1.1.7 Det","B.1.1.7 Det"
"4/2/2021",434,246,406,219,137,200,78,114,"B.1.1.7 Det","B.1.1.7 Det"
"4/3/2021",264,177,378,202,83,122,56,82,"B.1.1.7 Det","B.1.1.7 Det"
"4/4/2021",249,388,353,220,79,115,123,179,"B.1.1.7 Det","B.1.1.7 Det"
"4/5/2021",390,273,346,219,123,180,86,126,"B.1.1.7 Det","B.1.1.7 Det"
"4/6/2021",425,233,358,222,134,197,74,108,"B.1.1.7 Det","B.1.1.7 Det"
"4/7/2021",261,222,351,247,83,121,70,103,"B.1.1.7 Det","B.1.1.7 Det"
"4/8/2021",284,247,321,249,90,131,78,114,"B.1.1.7 Det","B.1.1.7 Det"
"4/9/2021",392,300,316,256,124,181,95,139,"B.1.1.7 Det","B.1.1.7 Det"
"4/10/2021",441,349,340,282,139,204,110,161,"B.1.1.7 Det","B.1.1.7 Det"
"4/11/2021",471,287,373,270,149,218,91,132,"B.1.1.7 Det","B.1.1.7 Det"
"4/12/2021",242,338,348,278,76,112,107,156,"B.1.1.7 Det","B.1.1.7 Det"
"4/13/2021",253,170,323,266,80,117,54,78,"B.1.1.7 Det","B.1.1.7 Det"
"4/14/2021",356,240,338,269,113,165,76,111,"B.1.1.7 Det","B.1.1.7 Det"
"4/15/2021",330,237,345,267,104,152,75,109,"B.1.1.7 Det","B.1.1.7 Det"
"4/16/2021",245,178,323,248,77,113,56,82,"B.1.1.7 Det","B.1.1.7 Det"
"4/17/2021",214,271,291,240,68,99,86,125,"B.1.1.7 Det","B.1.1.7 NQ"
"4/18/2021",340,245,278,234,107,157,78,113,"B.1.1.7 NQ","B.1.1.7 Det"
"4/19/2021",177,181,266,214,56,82,57,83,"B.1.1.7 Det","B.1.1.7 Det"
"4/20/2021",198,131,257,207,62,91,41,61,"B.1.1.7 Det","B.1.1.7 Det"
"4/21/2021",203,158,237,194,64,94,50,73,"B.1.1.7 59%","B.1.1.7 50%"
"4/22/2021",355,108,239,174,112,164,34,50,"B.1.1.7 74%","B.1.1.7 53%"
"4/23/2021",192,80,231,155,61,89,25,37,"B.1.1.7 83%","B.1.1.7 ND"
"4/24/2021",287,127,241,139,91,133,40,59,"B.1.1.7 58%","B.1.1.7 58%"
"4/25/2021",238,176,229,133,75,110,56,81,"B.1.1.7 63%","B.1.1.7 60%"
"4/26/2021",209,154,235,130,66,96,49,71,"B.1.1.7 64%","B.1.1.7 49%"
"4/27/2021",139,107,223,126,44,64,34,49,"B.1.1.7 59%","B.1.1.7 58%"
"4/28/2021",157,102,215,118,50,72,32,47,"B.1.1.7 76%","B.1.1.7 66%"
"4/29/2021",231,133,202,122,73,107,42,61,"B.1.1.7 64%","B.1.1.7 58%"
"4/30/2021",154,78,196,121,49,71,25,36,"B.1.1.7 62%","B.1.1.7 80%"
"5/1/2021",109,97,171,117,35,51,31,45,"B.1.1.7 55%","B.1.1.7 67%"
"5/2/2021",214,75,168,103,68,99,24,35,,"B.1.1.7 Det/NQ"
"5/3/2021",100,67,151,92,32,46,21,31,"B.1.1.7 78%","B.1.1.7 Det/NQ"
"5/4/2021",89,91,142,90,28,41,29,42
"5/5/2021",141,84,140,87,45,65,27,39,"B.1.1.7 61%","B.1.1.7 Det/NQ"
"5/6/2021",110,96,126,83,35,51,30,44,"B.1.1.7 Det/NQ","B.1.1.7 Det/NQ"
"5/7/2021",69,69,112,82,22,32,22,32,"B.1.1.7 Det/NQ","B.1.1.7 Det/NQ"
"5/8/2021",45,75,99,79,14,21,24,35,"B.1.1.7 42%","B.1.1.7 Det/NQ"
"5/9/2021",55,87,81,81,17,25,27,40,"B.1.1.7 63%","B.1.1.7 50%"
"5/10/2021",86,66,80,80,27,40,21,30,"B.1.1.7 63%","B.1.1.7 Det/NQ"
"5/11/2021",40,23,71,66,13,18,7,11,"B.1.1.7 36%","B.1.1.7 70%"
"5/12/2021",36,60,58,63,12,17,19,28,"B.1.1.7 57%","B.1.1.7 51%"
"5/13/2021",78,62,56,59,25,36,19,28,"B.1.1.7 34%","B.1.1.7 73%"
"5/14/2021",72,56,56,57,23,33,18,26,"B.1.1.7 74%","B.1.1.7 79%"
"5/15/2021",70,49,60,54,22,32,15,23,"B.1.1.7 37%","B.1.1.7 87%"
"5/16/2021",82,36,63,48,26,38,11,17,"B.1.1.7 67%","B.1.1.7 66%"
"5/17/2021",73,44,62,45,23,34,14,20,"B.1.1.7 70%","B.1.1.7 60%"
"5/18/2021",102,29,71,46,32,47,9,13,"B.1.1.7 82%","B.1.1.7 80%"
"5/19/2021",67,31,77,42,21,31,10,14,"B.1.1.7 81%","B.1.1.7 78%"
"5/20/2021",60,57,74,42,19,28,18,26,"B.1.1.7 56%","B.1.1.7 75%"
"5/21/2021",56,48,72,41,18,26,15,22,"B.1.1.7 64%","B.1.1.7 82%"
"5/22/2021",38,43,66,40,12,18,14,20,"B.1.1.7 73%","B.1.1.7 59%"
"5/23/2021",42,18,60,36,13,19,6,8,"B.1.1.7 46%","B.1.1.7 88%"
"5/24/2021",61,40,58,36,19,28,13,19,"B.1.1.7 43%","B.1.1.7 15%"
"5/25/2021",56,30,53,36,18,26,9,14,"B.1.1.7 31%","B.1.1.7 77%"
"5/26/2021",35,20,49,34,11,16,6,9,"B.1.1.7 66%","B.1.1.7 90%"
"5/27/2021",41,21,46,29,13,19,7,10,"B.1.1.7 41%","B.1.1.7 72%"
"5/28/2021",34,26,43,27,11,16,8,12,"B.1.1.7 42%","B.1.1.7 82%"
"5/29/2021",30,12,42,22,10,14,4,5,"B.1.1.7 66%","B.1.1.7 Det/NQ"
"5/30/2021",28,21,39,23,9,13,6,9,"B.1.1.7 53%","B.1.1.7 Det/NQ"
"5/31/2021",32,15,36,20,10,15,5,7,"B.1.1.7 82%","B.1.1.7 Det/NQ"
"6/1/2021",36,30,34,20,11,17,9,14,"B.1.1.7 18%","B.1.1.7 80%"
"6/2/2021",24,28,32,21,8,11,9,13
"6/3/2021",25,24,30,21,8,11,8,11
"6/4/2021",36,20,30,20,11,17,6,9
"6/5/2021",,38,30,24,,,12,17
"6/6/2021",19,24,28,25,6,9,8,11
"6/7/2021",27,29,27,27,8,12,9,13
"6/8/2021",17,15,24,24,6,8,5,7
"6/9/2021",26,14,24,22,8,12,4,6
"6/10/2021",23,33,24,23,7,10,10,15
"6/11/2021",44,40,25,25,14,20,13,18
"6/12/2021",20,32,24,25,6,9,10,15
"6/13/2021",19,20,24,24,6,9,6,9
"6/14/2021",15,11,22,21,5,7,3,5
"6/15/2021",7,9,19,20,2,3,3,4
"6/16/2021",6,13,16,19,2,3,4,6
"6/17/2021",19,16,15,18,6,9,5,8
"6/18/2021",7,16,12,15,2,3,5,7
"6/19/2021",6,11,10,13,2,3,4,5
"6/20/2021",88,15,13,13,28,41,5,7
"6/21/2021",23,19,13,14,7,10,6,9
"6/22/2021",13,17,15,15,4,6,5,8
"6/23/2021",11,18,16,16,4,5,6,8
"6/24/2021","ND",33,12,17,,,10,15
"6/25/2021",5,31,11,19,2,2,10,14
"6/26/2021",18,14,13,20,6,8,4,6
"6/27/2021",7,13,9,20,2,3,4,6
"6/28/2021",17,52,9,23,6,8,16,24
"6/29/2021",87,56,11,27,28,40,18,26
"6/30/2021",106,23,16,28,33,49,7,11
"7/1/2021",4,19,17,26,1,2,6,9
"7/2/2021",27,40,21,27,9,13,13,18
"7/3/2021",28,45,23,31,9,13,14,21
"7/4/2021",30,61,28,39,9,14,19,28
"7/5/2021",53,28,33,36,17,24,9,13
"7/6/2021",39,27,29,32,12,18,9,13
"7/7/2021","ND",38,17,35,,,12,17
"7/8/2021",52,50,25,40,16,24,16,23
"7/9/2021",42,76,26,44,13,19,24,35
"7/10/2021",51,73,29,47,16,23,23,34
"7/11/2021",96,52,34,46,30,44,17,24
"7/12/2021",62,87,35,54,20,29,27,40
"7/13/2021",59,"ND",37,38,19,27
"7/14/2021",54,102,58,44,17,25,32,47
"7/15/2021",29,59,53,45,9,14,19,27
"7/16/2021",65,80,56,45,20,30,25,37
"7/17/2021",103,57,62,44,32,47,18,26
"7/18/2021",101,118,63,49,32,47,37,54
"7/19/2021",97,163,67,54,31,45,51,75
"7/20/2021",42,126,64,94,13,19,40,58
"7/21/2021",80,167,67,101,25,37,53,77
"7/22/2021",95,136,80,114,30,44,43,63
"7/23/2021",188,202,93,130,59,87,64,93
"7/24/2021",215,148,103,149,68,100,47,69
"7/25/2021",260,249,118,166,82,120,79,115
"7/26/2021",302,263,139,178,95,139,83,121
"7/27/2021",235,181,178,187,74,109,57,84
"7/28/2021",243,279,209,202,77,112,88,129
"7/29/2021",161,200,225,213,51,74,63,93
"7/30/2021",209,184,228,210,66,96,58,85
"7/31/2021",475,135,256,207,150,219,43,62
"8/1/2021",504,223,281,204,159,233,71,103
"8/2/2021",561,213,307,198,177,259,67,98
"8/3/2021",222,171,305,196,70,102,54,79
"8/4/2021",95,144,267,179,30,44,46,67
"8/5/2021",544,161,317,173,172,251,51,74
"8/6/2021",202,186,316,173,64,93,59,86
"8/7/2021",330,665,300,218,104,152,210,307
"8/8/2021",465,659,296,254,147,215,208,304
"8/9/2021",563,691,296,301,178,260,218,319
"8/10/2021",405,329,323,330,128,187,104,152
"8/11/2021",202,240,359,355,64,93,76,111
"8/12/2021",287,681,328,437,91,133,215,314
"8/13/2021",303,376,348,483,96,140,119,174
"8/14/2021",293,363,342,443,93,136,115,168
"8/15/2021",308,306,322,397,97,142,97,141
"8/16/2021",305,325,295,356,96,141,103,150
"8/17/2021",229,335,272,357,72,106,106,155
"8/18/2021",153,229,261,355,48,71,72,106
"8/19/2021",301,227,263,303,95,139,72,105
"8/20/2021",274,320,260,296,87,127,101,148
"8/21/2021",178,695,242,325,56,82,220,321
"8/22/2021",245,315,234,327,77,113,99,145
"8/23/2021",178,249,217,314,56,82,79,115
"8/24/2021",178,290,209,308,56,82,92,134
"8/25/2021",451,385,244,332,143,209,122,178
"8/26/2021",344,383,249,358,109,159,121,177
"8/27/2021",416,444,264,375,131,192,140,205
"8/28/2021",603,408,314,347,191,279,129,189
"8/29/2021",463,304,344,346,146,214,96,140
"8/30/2021",532,320,402,358,168,246,101,148
"8/31/2021",779,347,497,367,246,360,110,160
"9/1/2021",334,164,476,325,106,154,52,76
"9/2/2021",262,205,458,298,83,121,65,95
"9/3/2021",145,326,394,285,46,67,103,151
"9/4/2021",388,266,370,268,123,179,84,123
"9/5/2021",394,239,361,259,124,182,76,110
"9/6/2021",183,281,310,254,58,84,89,130
"9/7/2021",251,221,264,238,79,116,70,102
"9/8/2021",309,170,261,239,98,143,54,78
"9/9/2021",163,170,244,233,52,75,54,79
"9/10/2021",239,65,262,185,75,110,20,30
"9/11/2021",371,189,260,176,117,171,60,87
"9/12/2021",376,217,259,174,119,174,69,100
"9/13/2021",301,133,278,156,95,139,42,62
"9/14/2021",364,675,293,183,115,168,213,312
"9/15/2021",253,330,285,201,80,117,104,152
"9/16/2021",251,494,303,235,79,116,156,228
"9/17/2021",292,493,311,313,92,135,156,228
"9/18/2021",253,571,295,367,80,117,180,264
"9/19/2021",359,395,293,400,113,166,125,183
"9/20/2021",297,312,292,451,94,137,99,144
"9/21/2021",165,254,261,393,52,76,80,118
"9/22/2021",221,195,256,364,70,102,62,90
"9/23/2021",108,218,227,324,34,50,69,101
"9/24/2021",131,187,202,282,41,60,59,87
"9/25/2021",237,450,200,273,75,109,142,208
"9/26/2021",356,218,200,251,112,164,69,101
"9/27/2021",437,307,211,250,138,202,97,142
"9/28/2021",275,270,228,252,87,127,85,125
"9/29/2021",196,272,224,264,62,90,86,126
"9/30/2021",296,477,258,296,94,137,151,220
"10/1/2021",209,335,276,321,66,96,106,155
"10/2/2021",429,366,301,312,136,198,116,169
"10/3/2021",570,381,322,338,180,263,120,176
"10/4/2021",417,324,320,341,132,193,103,150
"10/5/2021",396,377,337,357,125,183,119,174
"10/6/2021",677,184,402,338,214,313,58,85
"10/7/2021",233,260,388,310,74,108,82,120
"10/8/2021",528,415,443,319,167,244,131,192
"10/9/2021",331,306,427,311,105,153,97,141
"10/10/2021",335,381,396,311,106,155,121,176
"10/11/2021",423,345,396,314,134,195,109,159
"10/12/2021",437,216,402,290,138,202,68,100
"10/13/2021",276,190,354,291,87,128,60,88
"10/14/2021",444,207,388,282,140,205,65,95
"10/15/2021",308,243,359,261,97,142,77,112
"10/16/2021",245,185,344,243,78,113,59,86
"10/17/2021",188,131,317,209,59,87,41,61
"10/18/2021",227,161,290,187,72,105,51,74
"10/19/2021",152,189,249,184,48,70,60,87
"10/20/2021",324,300,255,196,102,150,95,138
"10/21/2021",300,344,241,211,95,139,109,159
"10/22/2021",278,351,238,222,88,129,111,162
"10/23/2021",557,436,267,251,176,257,138,201
"10/24/2021",518,495,309,304,164,239,157,229
"10/25/2021",368,298,331,332,116,170,94,138
"10/26/2021",262,240,358,343,83,121,76,111
"10/27/2021",342,316,361,346,108,158,100,146
"10/28/2021",352,451,369,359,111,163,143,208
"10/29/2021",466,554,397,384,147,215,175,256
"10/30/2021",266,214,357,347,84,123,68,99
"10/31/2021",265,109,325,279,84,123,35,50
"11/1/2021",289,352,314,286,91,133,111,163
"11/2/2021",205,423,303,310,65,95,134,195
"11/3/2021",157,533,271,334,50,73,168,246
"11/4/2021",422,538,278,342,134,195,170,248
"11/5/2021",466,496,278,337,147,215,157,229
"11/6/2021",362,340,291,360,115,167,108,157
"11/7/2021",448,295,313,415,142,207,93,136
"11/8/2021",496,317,339,409,157,229,100,146
"11/9/2021",374,285,369,386,118,173,90,132
"11/10/2021",571,546,444,388,181,264,173,252
"11/11/2021",565,291,463,355,179,261,92,134
"11/12/2021",418,529,456,358,132,193,167,244
"11/13/2021",576,717,487,399,182,266,226,331
"11/14/2021",1285,760,566,456,406,594,240,351
"11/15/2021",1114,845,635,525,352,515,267,390
"11/16/2021",488,430,659,557,154,225,136,199
"11/17/2021",601,801,664,588,190,278,253,370
"11/18/2021",501,877,653,689,158,231,277,405
"11/19/2021",685,363,701,653,216,316,115,168
"11/20/2021",597,540,704,627,189,276,171,249
"11/21/2021",438,684,604,618,138,202,216,316
"11/22/2021",497,443,538,563,157,230,140,205
"11/23/2021",349,747,513,609,110,161,236,345
"11/24/2021",707,910,525,620,223,327,287,420
"11/25/2021",843,927,566,625,266,390,293,428
"11/26/2021",818,382,580,630,258,378,121,176
"11/27/2021",699,967,593,685,221,323,306,447
"11/28/2021",1203,901,686,712,380,556,285,416
"11/29/2021",1242,1066,781,807,393,574,337,493
"11/30/2021",1453,1204,958,864,459,671,380,556
"12/1/2021",2333,1509,1136,929,737,1078,477,697
"12/2/2021",2219,1163,1305,960,701,1025,367,537
"12/3/2021",1278,858,1391,1077,404,591,271,396
"12/4/2021",3480,1223,1749,1114,1100,1608,387,565
"12/5/2021",1864,1905,1862,1240,589,861,602,880
"12/6/2021",2926,1093,2104,1244,925,1352,345,505
"12/7/2021",1656,1112,2144,1230,523,765,351,514
"12/8/2021",1152,1126,1938,1180,364,532,356,520
"12/9/2021",1101,1105,1754,1171,348,509,349,511
"12/10/2021",1566,1257,1805,1237,495,724,397,581
"12/11/2021",1177,1363,1546,1256,372,544,431,630,"Omicron 5%","Omicron 4%"
"12/12/2021",1962,1040,1557,1152,620,906,329,481,"Omicron 6%","Omicron 2%"
"12/13/2021",1148,2511,1363,1298,363,530,793,1160,"Omicron 1%","Omicron 11%"
"12/14/2021",1642,765,1361,1230,519,759,242,354,"Omicron 14%","Omicron 11%"
"12/15/2021",1187,1211,1367,1243,375,548,383,559,"Omicron 23%","Omicron 25%"
"12/16/2021",1932,1751,1481,1328,611,893,553,809,"Omicron 34%","Omicron 21%"
"12/17/2021",1865,2466,1518,1462,589,862,779,1139
"12/18/2021",2273,1908,1668,1534,718,1050,603,882
"12/19/2021",2441,2111,1721,1697,771,1128,667,975
"12/20/2021",3435,2373,2013,1683,1085,1587,750,1096
"12/21/2021",2109,2109,2086,1945,666,974,666,974
"12/22/2021",1837,2277,2220,2129,580,849,720,1052
"12/23/2021",5435,4189,2574,2411,1717,2511,1324,1935
"12/24/2021",5696,5383,3019,2696,1800,2631,1701,2487
"12/25/2021",8791,6196,3662,3190,2778,4061,1958,2862
"12/26/2021",9314,4572,4435,3562,2943,4303,1445,2112
"12/27/2021",13209,8980,5375,4308,4174,6103,2838,4149
"12/28/2021",10754,10243,6784,5399,3398,4968,3237,4732
"12/29/2021",6713,6873,8164,6322,2121,3101,2172,3176
"12/30/2021",11946,8435,9136,6987,3775,5519,2666,3897
"12/31/2021",14643,9175,10455,7540,4627,6765,2899,4239
"1/1/2022",11502,6568,10865,7604,3635,5314,2076,3035
"1/2/2022",13282,7773,11430,8202,4197,6136,2456,3591
"1/3/2022",13342,10196,11446,8353,4216,6164,3222,4711
"1/4/2022",6670,8264,10691,8100,2108,3082,2611,3818
"1/5/2022",10588,10833,11410,8644,3346,4892,3423,5005
"1/6/2022",7579,6549,10692,8337,2395,3502,2070,3026
"1/7/2022",5944,4705,9400,7579,1878,2746,1487,2173
"1/8/2022",6624,3640,8688,6966,2093,3060,1150,1682
"1/9/2022",5758,3807,7710,6291,1820,2660,1203,1759
"1/10/2022",5595,2319,6810,5091,1768,2585,733,1071
"1/11/2022",5223,2813,6576,4365,1651,2413,889,1300
"1/12/2022",3582,2216,5633,3479,1132,1655,700,1024
"1/13/2022",4097,2562,5159,3043,1295,1893,809,1183
"1/14/2022",4661,3525,4983,2920,1473,2154,1114,1629
"1/15/2022",2005,1737,4201,2627,634,926,549,802
"1/16/2022",2067,1586,3629,2318,653,955,501,733
"1/17/2022",2873,2411,3299,2331,908,1327,762,1114
"1/18/2022",1854,1489,2846,2129,586,857,471,688
"1/19/2022",2085,1766,2634,2061,659,963,558,816
"1/20/2022",1863,1245,2353,1859,589,861,394,575
"1/21/2022",1693,1220,2036,1597,535,782,385,564
"1/22/2022",2240,1549,2069,1571,708,1035,490,716
"1/23/2022",1819,1420,2031,1547,575,841,449,656
"1/24/2022",2381,1327,1978,1420,752,1100,419,613
"1/25/2022",1416,830,1903,1307,447,654,262,383
"1/26/2022",672,904,1619,1187,212,311,286,418
"1/27/2022",1106,1426,1503,1211,349,511,451,659
"1/28/2022",715,821,1328,1144,226,330,260,379
"1/29/2022",1693,1132,1276,1094,535,782,358,523
"1/30/2022",1234,1066,1207,1050,390,570,337,492
"1/31/2022",1388,1053,1118,1016,439,641,333,486
"2/1/2022",455,453,951,932,144,210,143,209
"2/2/2022",386,334,878,808,122,178,105,154
"2/3/2022",522,392,789,672,165,241,124,181
"2/4/2022"
"2/5/2022"
"2/6/2022"
"2/7/2022"
"2/8/2022"
"2/9/2022"
"2/10/2022"
"2/11/2022"
"2/12/2022"
"2/13/2022"
"2/14/2022"
"2/15/2022"
"2/16/2022"
"2/17/2022"
"2/18/2022"
"2/19/2022"
"2/20/2022"
"2/21/2022"
"2/22/2022"
"2/23/2022"
"2/24/2022"
"2/25/2022"
"2/26/2022"
"2/27/2022"
"2/28/2022"
"3/1/2022"
"3/2/2022"
"3/3/2022"
"3/4/2022"
"3/5/2022"
"3/6/2022"
"3/7/2022"
"3/8/2022"
"3/9/2022"
"3/10/2022"
"3/11/2022"
"3/12/2022"
"3/13/2022"
"3/14/2022"
"3/15/2022"
"3/16/2022"
"3/17/2022"
"3/18/2022"
"3/19/2022"

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