-
Notifications
You must be signed in to change notification settings - Fork 0
/
presentation.html
4656 lines (4475 loc) · 262 KB
/
presentation.html
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
798
799
800
801
802
803
804
805
806
807
808
809
810
811
812
813
814
815
816
817
818
819
820
821
822
823
824
825
826
827
828
829
830
831
832
833
834
835
836
837
838
839
840
841
842
843
844
845
846
847
848
849
850
851
852
853
854
855
856
857
858
859
860
861
862
863
864
865
866
867
868
869
870
871
872
873
874
875
876
877
878
879
880
881
882
883
884
885
886
887
888
889
890
891
892
893
894
895
896
897
898
899
900
901
902
903
904
905
906
907
908
909
910
911
912
913
914
915
916
917
918
919
920
921
922
923
924
925
926
927
928
929
930
931
932
933
934
935
936
937
938
939
940
941
942
943
944
945
946
947
948
949
950
951
952
953
954
955
956
957
958
959
960
961
962
963
964
965
966
967
968
969
970
971
972
973
974
975
976
977
978
979
980
981
982
983
984
985
986
987
988
989
990
991
992
993
994
995
996
997
998
999
1000
<!DOCTYPE html>
<html lang="" xml:lang="">
<head>
<title>Analysis of COVID Vaccine Distribution in US</title>
<meta charset="utf-8" />
<meta name="author" content="Team Blue Vinh Hau, Iris Lee, Jason Yan" />
<meta name="date" content="2021-05-04" />
<script src="libs/header-attrs-2.7/header-attrs.js"></script>
<link rel="stylesheet" href="xaringan-themer.css" type="text/css" />
</head>
<body>
<textarea id="source">
class: center, middle, inverse, title-slide
# Analysis of COVID Vaccine Distribution in US
### Team Blue <br> Vinh Hau, Iris Lee, Jason Yan
### 2021-05-04
---
class: center, middle
## Are vaccines being distributed fairly within the U.S.?
---
# The Racial Disparities Behind Who Has Received Vaccines
<iframe src="https://www.kff.org/coronavirus-covid-19/issue-brief/latest-data-on-covid-19-vaccinations-race-ethnicity/" width="80%" height="600px"></iframe>
---
## The Plan
- First find data on population by race by state
- Then use linear regression to model the number of vaccines based off of the population of each racial group
- Finally evaluate the accuracy of our model
---
class: inverse, center, middle
# Section 1: Data
---
# Initial Data Sets
- Vaccination Data received from Centers for Disease Control and Prevention (CDC)
- Data on vaccines allocation came in 3 different data sets for the 3 types of vaccines that are largely recommended and authorized in the U.S. (as of the week of April 5th 2021).
---
# janssen.csv, moderna.csv, and pfizer.csv
```
## Rows: 315
## Columns: 3
## $ Jurisdiction <chr> "Connecticut", "Maine", "Massachusetts", "New H…
## $ Week.of.Allocations <chr> "04/05/2021", "04/05/2021", "04/05/2021", "04/0…
## $ X1st.Dose.Allocations <int> 53900, 20600, 103800, 20600, 16200, 9700, 13160…
```
```
## Rows: 1,008
## Columns: 4
## $ Jurisdiction <chr> "Connecticut", "Maine", "Massachusetts", "New H…
## $ Week.of.Allocations <chr> "04/05/2021", "04/05/2021", "04/05/2021", "04/0…
## $ X1st.Dose.Allocations <int> 37400, 14300, 72100, 14300, 11300, 6700, 91300,…
## $ X2nd.Dose.Allocations <int> 37400, 14300, 72100, 14300, 11300, 6700, 91300,…
```
```
## Rows: 1,071
## Columns: 4
## $ Jurisdiction <chr> "Connecticut", "Maine", "Massachusetts", "New H…
## $ Week.of.Allocations <chr> "04/05/2021", "04/05/2021", "04/05/2021", "04/0…
## $ X1st.Dose.Allocations <int> 50310, 19890, 95940, 19890, 15210, 9360, 120510…
## $ X2nd.Dose.Allocations <int> 50310, 19890, 95940, 19890, 15210, 9360, 120510…
```
---
# Renaming Columns
```r
janssen <- janssen %>%
rename(
first_dose = "X1st.Dose.Allocations",
# second_dose = "2nd Dose Allocations",
week = "Week.of.Allocations",
jurisdiction = "Jurisdiction"
)
moderna <- moderna %>%
rename(
first_dose = "X1st.Dose.Allocations",
second_dose = "X2nd.Dose.Allocations",
week = "Week.of.Allocations",
jurisdiction = "Jurisdiction"
)
pfizer <- pfizer %>%
rename(
first_dose = "X1st.Dose.Allocations",
second_dose = "X2nd.Dose.Allocations",
week = "Week.of.Allocations",
jurisdiction = "Jurisdiction"
)
```
---
# Mutating the data
```r
# First note that the janssen vaccine only has 1 dose. We can fix this with adding a variable `second_dose` with only values of 0.
janssen_second_dose <- janssen %>%
mutate(second_dose = 0)
glimpse(janssen_second_dose)
# Then, we add a column called `vaccine` to differentiate the types of vaccines.
janssen_second_dose <- janssen_second_dose %>%
mutate(vaccine = "janssen")
pfizer <- pfizer %>%
mutate(vaccine = "pfizer")
moderna <- moderna %>%
mutate(vaccine = "moderna")
```
---
# Combining and Writing Data Set
- Then, we combine the datasets into `vaccines` with `rbind`
```r
vaccines <- rbind(janssen_second_dose, moderna, pfizer)
glimpse(vaccines)
```
```
## Rows: 2,394
## Columns: 5
## $ jurisdiction <chr> "Connecticut", "Maine", "Massachusetts", "New Hampshire"…
## $ week <chr> "04/05/2021", "04/05/2021", "04/05/2021", "04/05/2021", …
## $ first_dose <int> 53900, 20600, 103800, 20600, 16200, 9700, 131600, 167600…
## $ second_dose <dbl> 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,…
## $ vaccine <chr> "janssen", "janssen", "janssen", "janssen", "janssen", "…
```
- Finally, we write out the dataset
```r
write_csv(vaccines, "../data/vaccines.csv")
```
---
class: inverse, center, middle
# Merging Datasets
---
class: inverse, center, middle
## *demographic.csv*
---
# demographic.csv
```r
glimpse(demographic)
```
```
## Rows: 53
## Columns: 9
## $ Location <chr> "United States", "Alabama", "A…
## $ White <dbl> 0.601, 0.654, 0.600, 0.542, 0.…
## $ Black <dbl> 0.122, 0.265, 0.022, 0.043, 0.…
## $ Hispanic <dbl> 0.185, 0.044, 0.070, 0.318, 0.…
## $ Asian <chr> "0.056", "0.014", "0.060", "0.…
## $ American.Indian.Alaska.Native <chr> "0.007", "0.004", "0.151", "0.…
## $ Native.Hawaiian.Other.Pacific.Islander <chr> "0.002", "N/A", "0.015", "0.00…
## $ Multiple.Races <dbl> 0.028, 0.019, 0.083, 0.024, 0.…
## $ Total <dbl> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, …
```
---
# More tidying
```r
# select main variables to be joined, convert case, and rename variables to match snake_case
demographic <- demographic %>%
select(Location, White, Black, Asian, Hispanic) %>%
janitor::clean_names() %>%
rename(
white_prop = white,
black_prop = black,
asian_prop = asian,
hispanic_prop = hispanic
)
# change variables name to match
vaccines <- vaccines %>%
rename(location = "jurisdiction")
```
---
# Joining `vaccine` and `demographic`
```r
vaccine_demographic <- left_join(vaccines, demographic, by = "location") %>%
#remove all locations where the demographic data frame does not have, thereby unsuitable for our model
na.omit()
vaccine_demographic$asian_prop <- lapply(vaccine_demographic$asian_prop, function(x) as.numeric(as.character(x)))
vaccine_demographic <- vaccine_demographic %>%
mutate(asian_prop = if_else(is.na(asian_prop), 0, as.numeric(asian_prop)))
vaccine_demographic
```
```
## location week first_dose second_dose vaccine white_prop
## 1 Connecticut 04/05/2021 53900 0 janssen 0.657
## 2 Maine 04/05/2021 20600 0 janssen 0.932
## 3 Massachusetts 04/05/2021 103800 0 janssen 0.705
## 4 New Hampshire 04/05/2021 20600 0 janssen 0.898
## 5 Rhode Island 04/05/2021 16200 0 janssen 0.705
## 6 Vermont 04/05/2021 9700 0 janssen 0.928
## 7 New Jersey 04/05/2021 131600 0 janssen 0.545
## 8 New York 04/05/2021 167600 0 janssen 0.552
## 10 Puerto Rico 04/05/2021 51400 0 janssen 0.013
## 12 Delaware 04/05/2021 14300 0 janssen 0.614
## 13 District of Columbia 04/05/2021 10800 0 janssen 0.367
## 14 Maryland 04/05/2021 88800 0 janssen 0.499
## 15 Pennsylvania 04/05/2021 169200 0 janssen 0.760
## 17 Virginia 04/05/2021 124700 0 janssen 0.613
## 18 West Virginia 04/05/2021 27800 0 janssen 0.925
## 19 Alabama 04/05/2021 71800 0 janssen 0.654
## 20 Florida 04/05/2021 313200 0 janssen 0.530
## 21 Georgia 04/05/2021 148500 0 janssen 0.520
## 22 Kentucky 04/05/2021 65300 0 janssen 0.845
## 23 Mississippi 04/05/2021 43200 0 janssen 0.566
## 24 North Carolina 04/05/2021 149800 0 janssen 0.627
## 25 South Carolina 04/05/2021 73500 0 janssen 0.637
## 26 Tennessee 04/05/2021 98100 0 janssen 0.736
## 28 Illinois 04/05/2021 148600 0 janssen 0.609
## 29 Indiana 04/05/2021 96500 0 janssen 0.786
## 30 Michigan 04/05/2021 147800 0 janssen 0.749
## 31 Minnesota 04/05/2021 80800 0 janssen 0.791
## 32 Ohio 04/05/2021 171900 0 janssen 0.786
## 33 Wisconsin 04/05/2021 85900 0 janssen 0.811
## 34 Arkansas 04/05/2021 43500 0 janssen 0.721
## 35 Louisiana 04/05/2021 67700 0 janssen 0.588
## 36 New Mexico 04/05/2021 30800 0 janssen 0.367
## 37 Oklahoma 04/05/2021 56400 0 janssen 0.650
## 38 Texas 04/05/2021 392100 0 janssen 0.411
## 39 Iowa 04/05/2021 45800 0 janssen 0.853
## 40 Kansas 04/05/2021 41800 0 janssen 0.757
## 41 Missouri 04/05/2021 89600 0 janssen 0.794
## 42 Nebraska 04/05/2021 27600 0 janssen 0.785
## 43 Colorado 04/05/2021 81400 0 janssen 0.678
## 44 Montana 04/05/2021 15600 0 janssen 0.861
## 45 North Dakota 04/05/2021 11300 0 janssen 0.841
## 46 South Dakota 04/05/2021 12500 0 janssen 0.819
## 47 Utah 04/05/2021 40700 0 janssen 0.778
## 48 Wyoming 04/05/2021 8500 0 janssen 0.838
## 49 Arizona 04/05/2021 101700 0 janssen 0.542
## 50 California 04/05/2021 572700 0 janssen 0.364
## 51 Hawaii 04/05/2021 21300 0 janssen 0.204
## 52 Nevada 04/05/2021 42900 0 janssen 0.478
## 59 Alaska 04/05/2021 15800 0 janssen 0.600
## 60 Idaho 04/05/2021 23800 0 janssen 0.816
## 61 Oregon 04/05/2021 61400 0 janssen 0.750
## 62 Washington 04/05/2021 109000 0 janssen 0.675
## 64 Connecticut 03/29/2021 21200 0 janssen 0.657
## 65 Maine 03/29/2021 8100 0 janssen 0.932
## 66 Massachusetts 03/29/2021 40800 0 janssen 0.705
## 67 New Hampshire 03/29/2021 8100 0 janssen 0.898
## 68 Rhode Island 03/29/2021 6400 0 janssen 0.705
## 69 Vermont 03/29/2021 3900 0 janssen 0.928
## 70 New Jersey 03/29/2021 51700 0 janssen 0.545
## 71 New York 03/29/2021 65800 0 janssen 0.552
## 73 Puerto Rico 03/29/2021 20300 0 janssen 0.013
## 75 Delaware 03/29/2021 5600 0 janssen 0.614
## 76 District of Columbia 03/29/2021 4300 0 janssen 0.367
## 77 Maryland 03/29/2021 34900 0 janssen 0.499
## 78 Pennsylvania 03/29/2021 66400 0 janssen 0.760
## 80 Virginia 03/29/2021 49000 0 janssen 0.613
## 81 West Virginia 03/29/2021 11000 0 janssen 0.925
## 82 Alabama 03/29/2021 28300 0 janssen 0.654
## 83 Florida 03/29/2021 122900 0 janssen 0.530
## 84 Georgia 03/29/2021 58400 0 janssen 0.520
## 85 Kentucky 03/29/2021 25700 0 janssen 0.845
## 86 Mississippi 03/29/2021 17100 0 janssen 0.566
## 87 North Carolina 03/29/2021 58800 0 janssen 0.627
## 88 South Carolina 03/29/2021 28900 0 janssen 0.637
## 89 Tennessee 03/29/2021 38600 0 janssen 0.736
## 91 Illinois 03/29/2021 58400 0 janssen 0.609
## 92 Indiana 03/29/2021 38000 0 janssen 0.786
## 93 Michigan 03/29/2021 58100 0 janssen 0.749
## 94 Minnesota 03/29/2021 31800 0 janssen 0.791
## 95 Ohio 03/29/2021 67400 0 janssen 0.786
## 96 Wisconsin 03/29/2021 33800 0 janssen 0.811
## 97 Arkansas 03/29/2021 17200 0 janssen 0.721
## 98 Louisiana 03/29/2021 26600 0 janssen 0.588
## 99 New Mexico 03/29/2021 12100 0 janssen 0.367
## 100 Oklahoma 03/29/2021 22200 0 janssen 0.650
## 101 Texas 03/29/2021 153900 0 janssen 0.411
## 102 Iowa 03/29/2021 18100 0 janssen 0.853
## 103 Kansas 03/29/2021 16500 0 janssen 0.757
## 104 Missouri 03/29/2021 35200 0 janssen 0.794
## 105 Nebraska 03/29/2021 10900 0 janssen 0.785
## 106 Colorado 03/29/2021 32000 0 janssen 0.678
## 107 Montana 03/29/2021 6100 0 janssen 0.861
## 108 North Dakota 03/29/2021 4500 0 janssen 0.841
## 109 South Dakota 03/29/2021 5000 0 janssen 0.819
## 110 Utah 03/29/2021 16100 0 janssen 0.778
## 111 Wyoming 03/29/2021 3400 0 janssen 0.838
## 112 Arizona 03/29/2021 40000 0 janssen 0.542
## 113 California 03/29/2021 224600 0 janssen 0.364
## 114 Hawaii 03/29/2021 8400 0 janssen 0.204
## 115 Nevada 03/29/2021 16900 0 janssen 0.478
## 122 Alaska 03/29/2021 6300 0 janssen 0.600
## 123 Idaho 03/29/2021 9500 0 janssen 0.816
## 124 Oregon 03/29/2021 24200 0 janssen 0.750
## 125 Washington 03/29/2021 42800 0 janssen 0.675
## 127 Connecticut 03/22/2021 4200 0 janssen 0.657
## 128 Maine 03/22/2021 1600 0 janssen 0.932
## 129 Massachusetts 03/22/2021 8000 0 janssen 0.705
## 130 New Hampshire 03/22/2021 1600 0 janssen 0.898
## 131 Rhode Island 03/22/2021 1300 0 janssen 0.705
## 132 Vermont 03/22/2021 800 0 janssen 0.928
## 133 New Jersey 03/22/2021 10200 0 janssen 0.545
## 134 New York 03/22/2021 12900 0 janssen 0.552
## 136 Puerto Rico 03/22/2021 4000 0 janssen 0.013
## 138 Delaware 03/22/2021 1100 0 janssen 0.614
## 139 District of Columbia 03/22/2021 900 0 janssen 0.367
## 140 Maryland 03/22/2021 6900 0 janssen 0.499
## 141 Pennsylvania 03/22/2021 13000 0 janssen 0.760
## 143 Virginia 03/22/2021 9600 0 janssen 0.613
## 144 West Virginia 03/22/2021 2200 0 janssen 0.925
## 145 Alabama 03/22/2021 5600 0 janssen 0.654
## 146 Florida 03/22/2021 24100 0 janssen 0.530
## 147 Georgia 03/22/2021 11500 0 janssen 0.520
## 148 Kentucky 03/22/2021 5100 0 janssen 0.845
## 149 Mississippi 03/22/2021 3400 0 janssen 0.566
## 150 North Carolina 03/22/2021 11500 0 janssen 0.627
## 151 South Carolina 03/22/2021 5700 0 janssen 0.637
## 152 Tennessee 03/22/2021 7600 0 janssen 0.736
## 154 Illinois 03/22/2021 11500 0 janssen 0.609
## 155 Indiana 03/22/2021 7500 0 janssen 0.786
## 156 Michigan 03/22/2021 11400 0 janssen 0.749
## 157 Minnesota 03/22/2021 6300 0 janssen 0.791
## 158 Ohio 03/22/2021 13200 0 janssen 0.786
## 159 Wisconsin 03/22/2021 6700 0 janssen 0.811
## 160 Arkansas 03/22/2021 3400 0 janssen 0.721
## 161 Louisiana 03/22/2021 5200 0 janssen 0.588
## 162 New Mexico 03/22/2021 2400 0 janssen 0.367
## 163 Oklahoma 03/22/2021 4400 0 janssen 0.650
## 164 Texas 03/22/2021 30200 0 janssen 0.411
## 165 Iowa 03/22/2021 3600 0 janssen 0.853
## 166 Kansas 03/22/2021 3300 0 janssen 0.757
## 167 Missouri 03/22/2021 6900 0 janssen 0.794
## 168 Nebraska 03/22/2021 2200 0 janssen 0.785
## 169 Colorado 03/22/2021 6300 0 janssen 0.678
## 170 Montana 03/22/2021 1200 0 janssen 0.861
## 171 North Dakota 03/22/2021 900 0 janssen 0.841
## 172 South Dakota 03/22/2021 1000 0 janssen 0.819
## 173 Utah 03/22/2021 3200 0 janssen 0.778
## 174 Wyoming 03/22/2021 700 0 janssen 0.838
## 175 Arizona 03/22/2021 7900 0 janssen 0.542
## 176 California 03/22/2021 44000 0 janssen 0.364
## 177 Hawaii 03/22/2021 1700 0 janssen 0.204
## 178 Nevada 03/22/2021 3300 0 janssen 0.478
## 185 Alaska 03/22/2021 1300 0 janssen 0.600
## 186 Idaho 03/22/2021 1900 0 janssen 0.816
## 187 Oregon 03/22/2021 4800 0 janssen 0.750
## 188 Washington 03/22/2021 8400 0 janssen 0.675
## 190 Connecticut 03/15/2021 4200 0 janssen 0.657
## 191 Maine 03/15/2021 1600 0 janssen 0.932
## 192 Massachusetts 03/15/2021 8000 0 janssen 0.705
## 193 New Hampshire 03/15/2021 1600 0 janssen 0.898
## 194 Rhode Island 03/15/2021 1300 0 janssen 0.705
## 195 Vermont 03/15/2021 800 0 janssen 0.928
## 196 New Jersey 03/15/2021 10200 0 janssen 0.545
## 197 New York 03/15/2021 12900 0 janssen 0.552
## 199 Puerto Rico 03/15/2021 4000 0 janssen 0.013
## 201 Delaware 03/15/2021 1100 0 janssen 0.614
## 202 District of Columbia 03/15/2021 900 0 janssen 0.367
## 203 Maryland 03/15/2021 6900 0 janssen 0.499
## 204 Pennsylvania 03/15/2021 13000 0 janssen 0.760
## 206 Virginia 03/15/2021 9600 0 janssen 0.613
## 207 West Virginia 03/15/2021 2200 0 janssen 0.925
## 208 Alabama 03/15/2021 5600 0 janssen 0.654
## 209 Florida 03/15/2021 24100 0 janssen 0.530
## 210 Georgia 03/15/2021 11500 0 janssen 0.520
## 211 Kentucky 03/15/2021 5100 0 janssen 0.845
## 212 Mississippi 03/15/2021 3400 0 janssen 0.566
## 213 North Carolina 03/15/2021 11500 0 janssen 0.627
## 214 South Carolina 03/15/2021 5700 0 janssen 0.637
## 215 Tennessee 03/15/2021 7600 0 janssen 0.736
## 217 Illinois 03/15/2021 11500 0 janssen 0.609
## 218 Indiana 03/15/2021 7500 0 janssen 0.786
## 219 Michigan 03/15/2021 11400 0 janssen 0.749
## 220 Minnesota 03/15/2021 6300 0 janssen 0.791
## 221 Ohio 03/15/2021 13200 0 janssen 0.786
## 222 Wisconsin 03/15/2021 6700 0 janssen 0.811
## 223 Arkansas 03/15/2021 3400 0 janssen 0.721
## 224 Louisiana 03/15/2021 5200 0 janssen 0.588
## 225 New Mexico 03/15/2021 2400 0 janssen 0.367
## 226 Oklahoma 03/15/2021 4400 0 janssen 0.650
## 227 Texas 03/15/2021 30200 0 janssen 0.411
## 228 Iowa 03/15/2021 3600 0 janssen 0.853
## 229 Kansas 03/15/2021 3300 0 janssen 0.757
## 230 Missouri 03/15/2021 6900 0 janssen 0.794
## 231 Nebraska 03/15/2021 2200 0 janssen 0.785
## 232 Colorado 03/15/2021 6300 0 janssen 0.678
## 233 Montana 03/15/2021 1200 0 janssen 0.861
## 234 North Dakota 03/15/2021 900 0 janssen 0.841
## 235 South Dakota 03/15/2021 1000 0 janssen 0.819
## 236 Utah 03/15/2021 3200 0 janssen 0.778
## 237 Wyoming 03/15/2021 700 0 janssen 0.838
## 238 Arizona 03/15/2021 7900 0 janssen 0.542
## 239 California 03/15/2021 44000 0 janssen 0.364
## 240 Hawaii 03/15/2021 1700 0 janssen 0.204
## 241 Nevada 03/15/2021 3300 0 janssen 0.478
## 248 Alaska 03/15/2021 1300 0 janssen 0.600
## 249 Idaho 03/15/2021 1900 0 janssen 0.816
## 250 Oregon 03/15/2021 4800 0 janssen 0.750
## 251 Washington 03/15/2021 8400 0 janssen 0.675
## 253 Connecticut 03/01/2021 30200 0 janssen 0.657
## 254 Maine 03/01/2021 11500 0 janssen 0.932
## 255 Massachusetts 03/01/2021 58100 0 janssen 0.705
## 256 New Hampshire 03/01/2021 11600 0 janssen 0.898
## 257 Rhode Island 03/01/2021 9100 0 janssen 0.705
## 258 Vermont 03/01/2021 5400 0 janssen 0.928
## 259 New Jersey 03/01/2021 73600 0 janssen 0.545
## 260 New York 03/01/2021 93700 0 janssen 0.552
## 262 Puerto Rico 03/01/2021 28800 0 janssen 0.013
## 264 Delaware 03/01/2021 8000 0 janssen 0.614
## 265 District of Columbia 03/01/2021 6000 0 janssen 0.367
## 266 Maryland 03/01/2021 49600 0 janssen 0.499
## 267 Pennsylvania 03/01/2021 94600 0 janssen 0.760
## 269 Virginia 03/01/2021 69700 0 janssen 0.613
## 270 West Virginia 03/01/2021 15500 0 janssen 0.925
## 271 Alabama 03/01/2021 40100 0 janssen 0.654
## 272 Florida 03/01/2021 175100 0 janssen 0.530
## 273 Georgia 03/01/2021 83000 0 janssen 0.520
## 274 Kentucky 03/01/2021 36500 0 janssen 0.845
## 275 Mississippi 03/01/2021 24200 0 janssen 0.566
## 276 North Carolina 03/01/2021 83700 0 janssen 0.627
## 277 South Carolina 03/01/2021 41100 0 janssen 0.637
## 278 Tennessee 03/01/2021 54800 0 janssen 0.736
## 280 Illinois 03/01/2021 83100 0 janssen 0.609
## 281 Indiana 03/01/2021 53900 0 janssen 0.786
## 282 Michigan 03/01/2021 82700 0 janssen 0.749
## 283 Minnesota 03/01/2021 45200 0 janssen 0.791
## 284 Ohio 03/01/2021 96100 0 janssen 0.786
## 285 Wisconsin 03/01/2021 48000 0 janssen 0.811
## 286 Arkansas 03/01/2021 24400 0 janssen 0.721
## 287 Louisiana 03/01/2021 37900 0 janssen 0.588
## 288 New Mexico 03/01/2021 17200 0 janssen 0.367
## 289 Oklahoma 03/01/2021 31500 0 janssen 0.650
## 290 Texas 03/01/2021 219200 0 janssen 0.411
## 291 Iowa 03/01/2021 25600 0 janssen 0.853
## 292 Kansas 03/01/2021 23400 0 janssen 0.757
## 293 Missouri 03/01/2021 50100 0 janssen 0.794
## 294 Nebraska 03/01/2021 15500 0 janssen 0.785
## 295 Colorado 03/01/2021 45500 0 janssen 0.678
## 296 Montana 03/01/2021 8700 0 janssen 0.861
## 297 North Dakota 03/01/2021 6300 0 janssen 0.841
## 298 South Dakota 03/01/2021 7000 0 janssen 0.819
## 299 Utah 03/01/2021 22800 0 janssen 0.778
## 300 Wyoming 03/01/2021 4800 0 janssen 0.838
## 301 Arizona 03/01/2021 56800 0 janssen 0.542
## 302 California 03/01/2021 320100 0 janssen 0.364
## 303 Hawaii 03/01/2021 11900 0 janssen 0.204
## 304 Nevada 03/01/2021 24000 0 janssen 0.478
## 311 Alaska 03/01/2021 8900 0 janssen 0.600
## 312 Idaho 03/01/2021 13300 0 janssen 0.816
## 313 Oregon 03/01/2021 34400 0 janssen 0.750
## 314 Washington 03/01/2021 60900 0 janssen 0.675
## 316 Connecticut 04/05/2021 37400 37400 moderna 0.657
## 317 Maine 04/05/2021 14300 14300 moderna 0.932
## 318 Massachusetts 04/05/2021 72100 72100 moderna 0.705
## 319 New Hampshire 04/05/2021 14300 14300 moderna 0.898
## 320 Rhode Island 04/05/2021 11300 11300 moderna 0.705
## 321 Vermont 04/05/2021 6700 6700 moderna 0.928
## 322 New Jersey 04/05/2021 91300 91300 moderna 0.545
## 323 New York 04/05/2021 116300 116300 moderna 0.552
## 325 Puerto Rico 04/05/2021 35700 35700 moderna 0.013
## 327 Delaware 04/05/2021 9900 9900 moderna 0.614
## 328 District of Columbia 04/05/2021 7500 7500 moderna 0.367
## 329 Maryland 04/05/2021 61600 61600 moderna 0.499
## 330 Pennsylvania 04/05/2021 117500 117500 moderna 0.760
## 332 Virginia 04/05/2021 86500 86500 moderna 0.613
## 333 West Virginia 04/05/2021 19300 19300 moderna 0.925
## 334 Alabama 04/05/2021 49800 49800 moderna 0.654
## 335 Florida 04/05/2021 217400 217400 moderna 0.530
## 336 Georgia 04/05/2021 103000 103000 moderna 0.520
## 337 Kentucky 04/05/2021 45300 45300 moderna 0.845
## 338 Mississippi 04/05/2021 30000 30000 moderna 0.566
## 339 North Carolina 04/05/2021 103900 103900 moderna 0.627
## 340 South Carolina 04/05/2021 51000 51000 moderna 0.637
## 341 Tennessee 04/05/2021 68100 68100 moderna 0.736
## 343 Illinois 04/05/2021 103100 103100 moderna 0.609
## 344 Indiana 04/05/2021 66900 66900 moderna 0.786
## 345 Michigan 04/05/2021 102600 102600 moderna 0.749
## 346 Minnesota 04/05/2021 56200 56200 moderna 0.791
## 347 Ohio 04/05/2021 119300 119300 moderna 0.786
## 348 Wisconsin 04/05/2021 59700 59700 moderna 0.811
## 349 Arkansas 04/05/2021 30200 30200 moderna 0.721
## 350 Louisiana 04/05/2021 47000 47000 moderna 0.588
## 351 New Mexico 04/05/2021 21400 21400 moderna 0.367
## 352 Oklahoma 04/05/2021 39200 39200 moderna 0.650
## 353 Texas 04/05/2021 272100 272100 moderna 0.411
## 354 Iowa 04/05/2021 31800 31800 moderna 0.853
## 355 Kansas 04/05/2021 29000 29000 moderna 0.757
## 356 Missouri 04/05/2021 62200 62200 moderna 0.794
## 357 Nebraska 04/05/2021 19200 19200 moderna 0.785
## 358 Colorado 04/05/2021 56500 56500 moderna 0.678
## 359 Montana 04/05/2021 10800 10800 moderna 0.861
## 360 North Dakota 04/05/2021 7800 7800 moderna 0.841
## 361 South Dakota 04/05/2021 8700 8700 moderna 0.819
## 362 Utah 04/05/2021 28300 28300 moderna 0.778
## 363 Wyoming 04/05/2021 5900 5900 moderna 0.838
## 364 Arizona 04/05/2021 70600 70600 moderna 0.542
## 365 California 04/05/2021 397400 397400 moderna 0.364
## 366 Hawaii 04/05/2021 14800 14800 moderna 0.204
## 367 Nevada 04/05/2021 29800 29800 moderna 0.478
## 374 Alaska 04/05/2021 0 0 moderna 0.600
## 375 Idaho 04/05/2021 16600 16600 moderna 0.816
## 376 Oregon 04/05/2021 42700 42700 moderna 0.750
## 377 Washington 04/05/2021 75700 75700 moderna 0.675
## 379 Connecticut 03/29/2021 35800 35800 moderna 0.657
## 380 Maine 03/29/2021 13700 13700 moderna 0.932
## 381 Massachusetts 03/29/2021 69000 69000 moderna 0.705
## 382 New Hampshire 03/29/2021 13700 13700 moderna 0.898
## 383 Rhode Island 03/29/2021 10800 10800 moderna 0.705
## 384 Vermont 03/29/2021 6500 6500 moderna 0.928
## 385 New Jersey 03/29/2021 87400 87400 moderna 0.545
## 386 New York 03/29/2021 111300 111300 moderna 0.552
## 388 Puerto Rico 03/29/2021 34200 34200 moderna 0.013
## 390 Delaware 03/29/2021 9500 9500 moderna 0.614
## 391 District of Columbia 03/29/2021 7200 7200 moderna 0.367
## 392 Maryland 03/29/2021 59000 59000 moderna 0.499
## 393 Pennsylvania 03/29/2021 112400 112400 moderna 0.760
## 395 Virginia 03/29/2021 82800 82800 moderna 0.613
## 396 West Virginia 03/29/2021 18500 18500 moderna 0.925
## 397 Alabama 03/29/2021 47700 47700 moderna 0.654
## 398 Florida 03/29/2021 208000 208000 moderna 0.530
## 399 Georgia 03/29/2021 98600 98600 moderna 0.520
## 400 Kentucky 03/29/2021 43400 43400 moderna 0.845
## 401 Mississippi 03/29/2021 28700 28700 moderna 0.566
## 402 North Carolina 03/29/2021 99500 99500 moderna 0.627
## 403 South Carolina 03/29/2021 48800 48800 moderna 0.637
## 404 Tennessee 03/29/2021 65200 65200 moderna 0.736
## 406 Illinois 03/29/2021 98700 98700 moderna 0.609
## 407 Indiana 03/29/2021 64100 64100 moderna 0.786
## 408 Michigan 03/29/2021 98200 98200 moderna 0.749
## 409 Minnesota 03/29/2021 53800 53800 moderna 0.791
## 410 Ohio 03/29/2021 114100 114100 moderna 0.786
## 411 Wisconsin 03/29/2021 57100 57100 moderna 0.811
## 412 Arkansas 03/29/2021 28900 28900 moderna 0.721
## 413 Louisiana 03/29/2021 45000 45000 moderna 0.588
## 414 New Mexico 03/29/2021 20500 20500 moderna 0.367
## 415 Oklahoma 03/29/2021 37500 37500 moderna 0.650
## 416 Texas 03/29/2021 260400 260400 moderna 0.411
## 417 Iowa 03/29/2021 30400 30400 moderna 0.853
## 418 Kansas 03/29/2021 27800 27800 moderna 0.757
## 419 Missouri 03/29/2021 59500 59500 moderna 0.794
## 420 Nebraska 03/29/2021 18400 18400 moderna 0.785
## 421 Colorado 03/29/2021 54100 54100 moderna 0.678
## 422 Montana 03/29/2021 10400 10400 moderna 0.861
## 423 North Dakota 03/29/2021 7500 7500 moderna 0.841
## 424 South Dakota 03/29/2021 8300 8300 moderna 0.819
## 425 Utah 03/29/2021 27100 27100 moderna 0.778
## 426 Wyoming 03/29/2021 5700 5700 moderna 0.838
## 427 Arizona 03/29/2021 67600 67600 moderna 0.542
## 428 California 03/29/2021 380300 380300 moderna 0.364
## 429 Hawaii 03/29/2021 14200 14200 moderna 0.204
## 430 Nevada 03/29/2021 28500 28500 moderna 0.478
## 437 Alaska 03/29/2021 52500 52500 moderna 0.600
## 438 Idaho 03/29/2021 15800 15800 moderna 0.816
## 439 Oregon 03/29/2021 40800 40800 moderna 0.750
## 440 Washington 03/29/2021 72400 72400 moderna 0.675
## 442 Connecticut 03/22/2021 35800 35800 moderna 0.657
## 443 Maine 03/22/2021 13700 13700 moderna 0.932
## 444 Massachusetts 03/22/2021 69000 69000 moderna 0.705
## 445 New Hampshire 03/22/2021 13700 13700 moderna 0.898
## 446 Rhode Island 03/22/2021 10800 10800 moderna 0.705
## 447 Vermont 03/22/2021 6500 6500 moderna 0.928
## 448 New Jersey 03/22/2021 87400 87400 moderna 0.545
## 449 New York 03/22/2021 111300 111300 moderna 0.552
## 451 Puerto Rico 03/22/2021 34200 34200 moderna 0.013
## 453 Delaware 03/22/2021 9500 9500 moderna 0.614
## 454 District of Columbia 03/22/2021 7200 7200 moderna 0.367
## 455 Maryland 03/22/2021 59000 59000 moderna 0.499
## 456 Pennsylvania 03/22/2021 112400 112400 moderna 0.760
## 458 Virginia 03/22/2021 82800 82800 moderna 0.613
## 459 West Virginia 03/22/2021 18500 18500 moderna 0.925
## 460 Alabama 03/22/2021 47700 47700 moderna 0.654
## 461 Florida 03/22/2021 208000 208000 moderna 0.530
## 462 Georgia 03/22/2021 98600 98600 moderna 0.520
## 463 Kentucky 03/22/2021 43400 43400 moderna 0.845
## 464 Mississippi 03/22/2021 28700 28700 moderna 0.566
## 465 North Carolina 03/22/2021 99500 99500 moderna 0.627
## 466 South Carolina 03/22/2021 48800 48800 moderna 0.637
## 467 Tennessee 03/22/2021 65200 65200 moderna 0.736
## 469 Illinois 03/22/2021 98700 98700 moderna 0.609
## 470 Indiana 03/22/2021 64100 64100 moderna 0.786
## 471 Michigan 03/22/2021 98200 98200 moderna 0.749
## 472 Minnesota 03/22/2021 53800 53800 moderna 0.791
## 473 Ohio 03/22/2021 114100 114100 moderna 0.786
## 474 Wisconsin 03/22/2021 57100 57100 moderna 0.811
## 475 Arkansas 03/22/2021 28900 28900 moderna 0.721
## 476 Louisiana 03/22/2021 45000 45000 moderna 0.588
## 477 New Mexico 03/22/2021 20500 20500 moderna 0.367
## 478 Oklahoma 03/22/2021 37500 37500 moderna 0.650
## 479 Texas 03/22/2021 260400 260400 moderna 0.411
## 480 Iowa 03/22/2021 30400 30400 moderna 0.853
## 481 Kansas 03/22/2021 27800 27800 moderna 0.757
## 482 Missouri 03/22/2021 59500 59500 moderna 0.794
## 483 Nebraska 03/22/2021 18400 18400 moderna 0.785
## 484 Colorado 03/22/2021 54100 54100 moderna 0.678
## 485 Montana 03/22/2021 10400 10400 moderna 0.861
## 486 North Dakota 03/22/2021 7500 7500 moderna 0.841
## 487 South Dakota 03/22/2021 8300 8300 moderna 0.819
## 488 Utah 03/22/2021 27100 27100 moderna 0.778
## 489 Wyoming 03/22/2021 5700 5700 moderna 0.838
## 490 Arizona 03/22/2021 67600 67600 moderna 0.542
## 491 California 03/22/2021 380300 380300 moderna 0.364
## 492 Hawaii 03/22/2021 14200 14200 moderna 0.204
## 493 Nevada 03/22/2021 28500 28500 moderna 0.478
## 500 Alaska 03/22/2021 0 0 moderna 0.600
## 501 Idaho 03/22/2021 15800 15800 moderna 0.816
## 502 Oregon 03/22/2021 40800 40800 moderna 0.750
## 503 Washington 03/22/2021 72400 72400 moderna 0.675
## 505 Connecticut 03/15/2021 35800 35800 moderna 0.657
## 506 Maine 03/15/2021 13700 13700 moderna 0.932
## 507 Massachusetts 03/15/2021 69000 69000 moderna 0.705
## 508 New Hampshire 03/15/2021 13700 13700 moderna 0.898
## 509 Rhode Island 03/15/2021 10800 10800 moderna 0.705
## 510 Vermont 03/15/2021 6500 6500 moderna 0.928
## 511 New Jersey 03/15/2021 87400 87400 moderna 0.545
## 512 New York 03/15/2021 111300 111300 moderna 0.552
## 514 Puerto Rico 03/15/2021 34200 34200 moderna 0.013
## 516 Delaware 03/15/2021 9500 9500 moderna 0.614
## 517 District of Columbia 03/15/2021 7200 7200 moderna 0.367
## 518 Maryland 03/15/2021 59000 59000 moderna 0.499
## 519 Pennsylvania 03/15/2021 112400 112400 moderna 0.760
## 521 Virginia 03/15/2021 82800 82800 moderna 0.613
## 522 West Virginia 03/15/2021 18500 18500 moderna 0.925
## 523 Alabama 03/15/2021 47700 47700 moderna 0.654
## 524 Florida 03/15/2021 208000 208000 moderna 0.530
## 525 Georgia 03/15/2021 98600 98600 moderna 0.520
## 526 Kentucky 03/15/2021 43400 43400 moderna 0.845
## 527 Mississippi 03/15/2021 28700 28700 moderna 0.566
## 528 North Carolina 03/15/2021 99500 99500 moderna 0.627
## 529 South Carolina 03/15/2021 48800 48800 moderna 0.637
## 530 Tennessee 03/15/2021 65200 65200 moderna 0.736
## 532 Illinois 03/15/2021 98700 98700 moderna 0.609
## 533 Indiana 03/15/2021 64100 64100 moderna 0.786
## 534 Michigan 03/15/2021 98200 98200 moderna 0.749
## 535 Minnesota 03/15/2021 53800 53800 moderna 0.791
## 536 Ohio 03/15/2021 114100 114100 moderna 0.786
## 537 Wisconsin 03/15/2021 57100 57100 moderna 0.811
## 538 Arkansas 03/15/2021 28900 28900 moderna 0.721
## 539 Louisiana 03/15/2021 45000 45000 moderna 0.588
## 540 New Mexico 03/15/2021 20500 20500 moderna 0.367
## 541 Oklahoma 03/15/2021 37500 37500 moderna 0.650
## 542 Texas 03/15/2021 260400 260400 moderna 0.411
## 543 Iowa 03/15/2021 30400 30400 moderna 0.853
## 544 Kansas 03/15/2021 27800 27800 moderna 0.757
## 545 Missouri 03/15/2021 59500 59500 moderna 0.794
## 546 Nebraska 03/15/2021 18400 18400 moderna 0.785
## 547 Colorado 03/15/2021 54100 54100 moderna 0.678
## 548 Montana 03/15/2021 10400 10400 moderna 0.861
## 549 North Dakota 03/15/2021 7500 7500 moderna 0.841
## 550 South Dakota 03/15/2021 8300 8300 moderna 0.819
## 551 Utah 03/15/2021 27100 27100 moderna 0.778
## 552 Wyoming 03/15/2021 5700 5700 moderna 0.838
## 553 Arizona 03/15/2021 67600 67600 moderna 0.542
## 554 California 03/15/2021 380300 380300 moderna 0.364
## 555 Hawaii 03/15/2021 14200 14200 moderna 0.204
## 556 Nevada 03/15/2021 28500 28500 moderna 0.478
## 563 Alaska 03/15/2021 0 0 moderna 0.600
## 564 Idaho 03/15/2021 15800 15800 moderna 0.816
## 565 Oregon 03/15/2021 40800 40800 moderna 0.750
## 566 Washington 03/15/2021 72400 72400 moderna 0.675
## 568 Connecticut 03/08/2021 35800 35800 moderna 0.657
## 569 Maine 03/08/2021 13700 13700 moderna 0.932
## 570 Massachusetts 03/08/2021 69000 69000 moderna 0.705
## 571 New Hampshire 03/08/2021 13700 13700 moderna 0.898
## 572 Rhode Island 03/08/2021 10800 10800 moderna 0.705
## 573 Vermont 03/08/2021 6500 6500 moderna 0.928
## 574 New Jersey 03/08/2021 87400 87400 moderna 0.545
## 575 New York 03/08/2021 111300 111300 moderna 0.552
## 577 Puerto Rico 03/08/2021 34200 34200 moderna 0.013
## 579 Delaware 03/08/2021 9500 9500 moderna 0.614
## 580 District of Columbia 03/08/2021 7200 7200 moderna 0.367
## 581 Maryland 03/08/2021 59000 59000 moderna 0.499
## 582 Pennsylvania 03/08/2021 112400 112400 moderna 0.760
## 584 Virginia 03/08/2021 82800 82800 moderna 0.613
## 585 West Virginia 03/08/2021 18500 18500 moderna 0.925
## 586 Alabama 03/08/2021 47700 47700 moderna 0.654
## 587 Florida 03/08/2021 208000 208000 moderna 0.530
## 588 Georgia 03/08/2021 98600 98600 moderna 0.520
## 589 Kentucky 03/08/2021 43400 43400 moderna 0.845
## 590 Mississippi 03/08/2021 28700 28700 moderna 0.566
## 591 North Carolina 03/08/2021 99500 99500 moderna 0.627
## 592 South Carolina 03/08/2021 48800 48800 moderna 0.637
## 593 Tennessee 03/08/2021 65200 65200 moderna 0.736
## 595 Illinois 03/08/2021 98700 98700 moderna 0.609
## 596 Indiana 03/08/2021 64100 64100 moderna 0.786
## 597 Michigan 03/08/2021 98200 98200 moderna 0.749
## 598 Minnesota 03/08/2021 53800 53800 moderna 0.791
## 599 Ohio 03/08/2021 114100 114100 moderna 0.786
## 600 Wisconsin 03/08/2021 57100 57100 moderna 0.811
## 601 Arkansas 03/08/2021 28900 28900 moderna 0.721
## 602 Louisiana 03/08/2021 45000 45000 moderna 0.588
## 603 New Mexico 03/08/2021 20500 20500 moderna 0.367
## 604 Oklahoma 03/08/2021 37500 37500 moderna 0.650
## 605 Texas 03/08/2021 260400 260400 moderna 0.411
## 606 Iowa 03/08/2021 30400 30400 moderna 0.853
## 607 Kansas 03/08/2021 27800 27800 moderna 0.757
## 608 Missouri 03/08/2021 59500 59500 moderna 0.794
## 609 Nebraska 03/08/2021 18400 18400 moderna 0.785
## 610 Colorado 03/08/2021 54100 54100 moderna 0.678
## 611 Montana 03/08/2021 10400 10400 moderna 0.861
## 612 North Dakota 03/08/2021 7500 7500 moderna 0.841
## 613 South Dakota 03/08/2021 8300 8300 moderna 0.819
## 614 Utah 03/08/2021 27100 27100 moderna 0.778
## 615 Wyoming 03/08/2021 5700 5700 moderna 0.838
## 616 Arizona 03/08/2021 67600 67600 moderna 0.542
## 617 California 03/08/2021 380300 380300 moderna 0.364
## 618 Hawaii 03/08/2021 14200 14200 moderna 0.204
## 619 Nevada 03/08/2021 28500 28500 moderna 0.478
## 626 Alaska 03/08/2021 0 0 moderna 0.600
## 627 Idaho 03/08/2021 15800 15800 moderna 0.816
## 628 Oregon 03/08/2021 40800 40800 moderna 0.750
## 629 Washington 03/08/2021 72400 72400 moderna 0.675
## 631 Alabama 03/01/2021 47700 47700 moderna 0.654
## 632 Alaska 03/01/2021 49300 49300 moderna 0.600
## 634 Arizona 03/01/2021 67600 67600 moderna 0.542
## 635 Arkansas 03/01/2021 28900 28900 moderna 0.721
## 636 California 03/01/2021 380300 380300 moderna 0.364
## 638 Colorado 03/01/2021 54100 54100 moderna 0.678
## 639 Connecticut 03/01/2021 35800 35800 moderna 0.657
## 640 Delaware 03/01/2021 9500 9500 moderna 0.614
## 641 District of Columbia 03/01/2021 7200 7200 moderna 0.367
## 643 Florida 03/01/2021 208000 208000 moderna 0.530
## 644 Georgia 03/01/2021 98600 98600 moderna 0.520
## 646 Hawaii 03/01/2021 14200 14200 moderna 0.204
## 647 Idaho 03/01/2021 15800 15800 moderna 0.816
## 648 Illinois 03/01/2021 98700 98700 moderna 0.609
## 649 Indiana 03/01/2021 64100 64100 moderna 0.786
## 650 Iowa 03/01/2021 30400 30400 moderna 0.853
## 651 Kansas 03/01/2021 27800 27800 moderna 0.757
## 652 Kentucky 03/01/2021 43400 43400 moderna 0.845
## 653 Louisiana 03/01/2021 45000 45000 moderna 0.588
## 654 Maine 03/01/2021 13700 13700 moderna 0.932
## 657 Maryland 03/01/2021 59000 59000 moderna 0.499
## 658 Massachusetts 03/01/2021 69000 69000 moderna 0.705
## 659 Michigan 03/01/2021 98200 98200 moderna 0.749
## 661 Minnesota 03/01/2021 53800 53800 moderna 0.791
## 662 Mississippi 03/01/2021 28700 28700 moderna 0.566
## 663 Missouri 03/01/2021 59500 59500 moderna 0.794
## 664 Montana 03/01/2021 10400 10400 moderna 0.861
## 665 Nebraska 03/01/2021 18400 18400 moderna 0.785
## 666 Nevada 03/01/2021 28500 28500 moderna 0.478
## 667 New Hampshire 03/01/2021 13700 13700 moderna 0.898
## 668 New Jersey 03/01/2021 87400 87400 moderna 0.545
## 669 New Mexico 03/01/2021 20500 20500 moderna 0.367
## 670 New York 03/01/2021 111300 111300 moderna 0.552
## 672 North Carolina 03/01/2021 99500 99500 moderna 0.627
## 673 North Dakota 03/01/2021 7500 7500 moderna 0.841
## 674 Ohio 03/01/2021 114100 114100 moderna 0.786
## 675 Oklahoma 03/01/2021 37500 37500 moderna 0.650
## 676 Oregon 03/01/2021 40800 40800 moderna 0.750
## 678 Pennsylvania 03/01/2021 112400 112400 moderna 0.760
## 680 Puerto Rico 03/01/2021 34200 34200 moderna 0.013
## 681 Rhode Island 03/01/2021 10800 10800 moderna 0.705
## 682 South Carolina 03/01/2021 48800 48800 moderna 0.637
## 683 South Dakota 03/01/2021 8300 8300 moderna 0.819
## 684 Tennessee 03/01/2021 65200 65200 moderna 0.736
## 685 Texas 03/01/2021 260400 260400 moderna 0.411
## 687 Utah 03/01/2021 27100 27100 moderna 0.778
## 688 Vermont 03/01/2021 6500 6500 moderna 0.928
## 689 Virginia 03/01/2021 82800 82800 moderna 0.613
## 690 Washington 03/01/2021 72400 72400 moderna 0.675
## 691 West Virginia 03/01/2021 18500 18500 moderna 0.925
## 692 Wisconsin 03/01/2021 57100 57100 moderna 0.811
## 693 Wyoming 03/01/2021 5700 5700 moderna 0.838
## 694 Alabama 02/22/2021 47700 47700 moderna 0.654
## 695 Alaska 02/22/2021 0 0 moderna 0.600
## 697 Arizona 02/22/2021 67600 67600 moderna 0.542
## 698 Arkansas 02/22/2021 28900 28900 moderna 0.721
## 699 California 02/22/2021 380300 380300 moderna 0.364
## 701 Colorado 02/22/2021 54100 54100 moderna 0.678
## 702 Connecticut 02/22/2021 35800 35800 moderna 0.657
## 703 Delaware 02/22/2021 9500 9500 moderna 0.614
## 704 District of Columbia 02/22/2021 7200 7200 moderna 0.367
## 706 Florida 02/22/2021 208000 208000 moderna 0.530
## 707 Georgia 02/22/2021 98600 98600 moderna 0.520
## 709 Hawaii 02/22/2021 14200 14200 moderna 0.204
## 710 Idaho 02/22/2021 15800 15800 moderna 0.816
## 711 Illinois 02/22/2021 98700 98700 moderna 0.609
## 712 Indiana 02/22/2021 64100 64100 moderna 0.786
## 713 Iowa 02/22/2021 30400 30400 moderna 0.853
## 714 Kansas 02/22/2021 27800 27800 moderna 0.757
## 715 Kentucky 02/22/2021 43400 43400 moderna 0.845
## 716 Louisiana 02/22/2021 45000 45000 moderna 0.588
## 717 Maine 02/22/2021 13700 13700 moderna 0.932
## 720 Maryland 02/22/2021 59000 59000 moderna 0.499
## 721 Massachusetts 02/22/2021 69000 69000 moderna 0.705
## 722 Michigan 02/22/2021 98200 98200 moderna 0.749
## 724 Minnesota 02/22/2021 53800 53800 moderna 0.791
## 725 Mississippi 02/22/2021 28700 28700 moderna 0.566
## 726 Missouri 02/22/2021 59500 59500 moderna 0.794
## 727 Montana 02/22/2021 10400 10400 moderna 0.861
## 728 Nebraska 02/22/2021 18400 18400 moderna 0.785
## 729 Nevada 02/22/2021 28500 28500 moderna 0.478
## 730 New Hampshire 02/22/2021 13700 13700 moderna 0.898
## 731 New Jersey 02/22/2021 87400 87400 moderna 0.545
## 732 New Mexico 02/22/2021 20500 20500 moderna 0.367
## 733 New York 02/22/2021 111300 111300 moderna 0.552
## 735 North Carolina 02/22/2021 99500 99500 moderna 0.627
## 736 North Dakota 02/22/2021 7500 7500 moderna 0.841
## 737 Ohio 02/22/2021 114100 114100 moderna 0.786
## 738 Oklahoma 02/22/2021 37500 37500 moderna 0.650
## 739 Oregon 02/22/2021 40800 40800 moderna 0.750
## 741 Pennsylvania 02/22/2021 112400 112400 moderna 0.760
## 743 Puerto Rico 02/22/2021 34200 34200 moderna 0.013
## 744 Rhode Island 02/22/2021 10800 10800 moderna 0.705
## 745 South Carolina 02/22/2021 48800 48800 moderna 0.637
## 746 South Dakota 02/22/2021 8300 8300 moderna 0.819
## 747 Tennessee 02/22/2021 65200 65200 moderna 0.736
## 748 Texas 02/22/2021 260400 260400 moderna 0.411
## 750 Utah 02/22/2021 27100 27100 moderna 0.778
## 751 Vermont 02/22/2021 6500 6500 moderna 0.928
## 752 Virginia 02/22/2021 82800 82800 moderna 0.613
## 753 Washington 02/22/2021 72400 72400 moderna 0.675
## 754 West Virginia 02/22/2021 18500 18500 moderna 0.925
## 755 Wisconsin 02/22/2021 57100 57100 moderna 0.811
## 756 Wyoming 02/22/2021 5700 5700 moderna 0.838
## 757 Alabama 02/15/2021 47700 47700 moderna 0.654
## 758 Alaska 02/15/2021 0 0 moderna 0.600
## 760 Arizona 02/15/2021 67600 67600 moderna 0.542
## 761 Arkansas 02/15/2021 28900 28900 moderna 0.721
## 762 California 02/15/2021 380300 380300 moderna 0.364
## 764 Colorado 02/15/2021 54100 54100 moderna 0.678
## 765 Connecticut 02/15/2021 35800 35800 moderna 0.657
## 766 Delaware 02/15/2021 9500 9500 moderna 0.614
## 767 District of Columbia 02/15/2021 7200 7200 moderna 0.367
## 769 Florida 02/15/2021 208000 208000 moderna 0.530
## 770 Georgia 02/15/2021 98600 98600 moderna 0.520
## 772 Hawaii 02/15/2021 14200 14200 moderna 0.204
## 773 Idaho 02/15/2021 15800 15800 moderna 0.816
## 774 Illinois 02/15/2021 98700 98700 moderna 0.609
## 775 Indiana 02/15/2021 64100 64100 moderna 0.786
## 776 Iowa 02/15/2021 30400 30400 moderna 0.853
## 777 Kansas 02/15/2021 27800 27800 moderna 0.757
## 778 Kentucky 02/15/2021 43400 43400 moderna 0.845
## 779 Louisiana 02/15/2021 45000 45000 moderna 0.588
## 780 Maine 02/15/2021 13700 13700 moderna 0.932
## 783 Maryland 02/15/2021 59000 59000 moderna 0.499
## 784 Massachusetts 02/15/2021 69000 69000 moderna 0.705
## 785 Michigan 02/15/2021 98200 98200 moderna 0.749
## 787 Minnesota 02/15/2021 53800 53800 moderna 0.791
## 788 Mississippi 02/15/2021 28700 28700 moderna 0.566
## 789 Missouri 02/15/2021 59500 59500 moderna 0.794
## 790 Montana 02/15/2021 10400 10400 moderna 0.861
## 791 Nebraska 02/15/2021 18400 18400 moderna 0.785
## 792 Nevada 02/15/2021 28500 28500 moderna 0.478
## 793 New Hampshire 02/15/2021 13700 13700 moderna 0.898
## 794 New Jersey 02/15/2021 87400 87400 moderna 0.545
## 795 New Mexico 02/15/2021 20500 20500 moderna 0.367
## 796 New York 02/15/2021 111300 111300 moderna 0.552
## 798 North Carolina 02/15/2021 99500 99500 moderna 0.627
## 799 North Dakota 02/15/2021 7500 7500 moderna 0.841
## 800 Ohio 02/15/2021 114100 114100 moderna 0.786
## 801 Oklahoma 02/15/2021 37500 37500 moderna 0.650
## 802 Oregon 02/15/2021 40800 40800 moderna 0.750
## 804 Pennsylvania 02/15/2021 112400 112400 moderna 0.760
## 806 Puerto Rico 02/15/2021 34200 34200 moderna 0.013
## 807 Rhode Island 02/15/2021 10800 10800 moderna 0.705
## 808 South Carolina 02/15/2021 48800 48800 moderna 0.637
## 809 South Dakota 02/15/2021 8300 8300 moderna 0.819
## 810 Tennessee 02/15/2021 65200 65200 moderna 0.736
## 811 Texas 02/15/2021 260400 260400 moderna 0.411
## 813 Utah 02/15/2021 27100 27100 moderna 0.778
## 814 Vermont 02/15/2021 6500 6500 moderna 0.928
## 815 Virginia 02/15/2021 82800 82800 moderna 0.613
## 816 Washington 02/15/2021 72400 72400 moderna 0.675
## 817 West Virginia 02/15/2021 18500 18500 moderna 0.925
## 818 Wisconsin 02/15/2021 57100 57100 moderna 0.811
## 819 Wyoming 02/15/2021 5700 5700 moderna 0.838
## 820 Alabama 02/08/2021 44100 44100 moderna 0.654
## 821 Alaska 02/08/2021 0 0 moderna 0.600
## 823 Arizona 02/08/2021 62500 62500 moderna 0.542
## 824 Arkansas 02/08/2021 26800 26800 moderna 0.721
## 825 California 02/08/2021 351900 351900 moderna 0.364
## 827 Colorado 02/08/2021 50000 50000 moderna 0.678
## 828 Connecticut 02/08/2021 33100 33100 moderna 0.657
## 829 Delaware 02/08/2021 8800 8800 moderna 0.614
## 830 District of Columbia 02/08/2021 6600 6600 moderna 0.367
## 832 Florida 02/08/2021 192500 192500 moderna 0.530
## 833 Georgia 02/08/2021 91300 91300 moderna 0.520
## 835 Hawaii 02/08/2021 13100 13100 moderna 0.204
## 836 Idaho 02/08/2021 14700 14700 moderna 0.816
## 837 Illinois 02/08/2021 91300 91300 moderna 0.609
## 838 Indiana 02/08/2021 59300 59300 moderna 0.786
## 839 Iowa 02/08/2021 28200 28200 moderna 0.853
## 840 Kansas 02/08/2021 25700 25700 moderna 0.757
## 841 Kentucky 02/08/2021 40200 40200 moderna 0.845
## 842 Louisiana 02/08/2021 41600 41600 moderna 0.588
## 843 Maine 02/08/2021 12700 12700 moderna 0.932
## 846 Maryland 02/08/2021 54600 54600 moderna 0.499
## 847 Massachusetts 02/08/2021 63800 63800 moderna 0.705
## 848 Michigan 02/08/2021 90900 90900 moderna 0.749
## 850 Minnesota 02/08/2021 49700 49700 moderna 0.791
## 851 Mississippi 02/08/2021 26600 26600 moderna 0.566
## 852 Missouri 02/08/2021 55100 55100 moderna 0.794
## 853 Montana 02/08/2021 9600 9600 moderna 0.861
## 854 Nebraska 02/08/2021 17000 17000 moderna 0.785
## 855 Nevada 02/08/2021 26400 26400 moderna 0.478
## 856 New Hampshire 02/08/2021 12700 12700 moderna 0.898
## 857 New Jersey 02/08/2021 80900 80900 moderna 0.545
## 858 New Mexico 02/08/2021 19000 19000 moderna 0.367
## 859 New York 02/08/2021 103000 103000 moderna 0.552
## 861 North Carolina 02/08/2021 92000 92000 moderna 0.627
## 862 North Dakota 02/08/2021 6900 6900 moderna 0.841
## 863 Ohio 02/08/2021 105600 105600 moderna 0.786
## 864 Oklahoma 02/08/2021 34700 34700 moderna 0.650
## 865 Oregon 02/08/2021 37800 37800 moderna 0.750
## 867 Pennsylvania 02/08/2021 104000 104000 moderna 0.760
## 869 Puerto Rico 02/08/2021 31600 31600 moderna 0.013
## 870 Rhode Island 02/08/2021 10000 10000 moderna 0.705
## 871 South Carolina 02/08/2021 45200 45200 moderna 0.637
## 872 South Dakota 02/08/2021 7700 7700 moderna 0.819
## 873 Tennessee 02/08/2021 60300 60300 moderna 0.736
## 874 Texas 02/08/2021 241000 241000 moderna 0.411
## 876 Utah 02/08/2021 25100 25100 moderna 0.778
## 877 Vermont 02/08/2021 6000 6000 moderna 0.928
## 878 Virginia 02/08/2021 76600 76600 moderna 0.613
## 879 Washington 02/08/2021 67000 67000 moderna 0.675
## 880 West Virginia 02/08/2021 17100 17100 moderna 0.925
## 881 Wisconsin 02/08/2021 52900 52900 moderna 0.811
## 882 Wyoming 02/08/2021 5300 5300 moderna 0.838
## 883 Alabama 02/01/2021 40400 40400 moderna 0.654
## 884 Alaska 02/01/2021 32300 32300 moderna 0.600
## 886 Arizona 02/01/2021 57200 57200 moderna 0.542
## 887 Arkansas 02/01/2021 24500 24500 moderna 0.721
## 888 California 02/01/2021 322000 322000 moderna 0.364
## 890 Colorado 02/01/2021 45800 45800 moderna 0.678
## 891 Connecticut 02/01/2021 30300 30300 moderna 0.657
## 892 Delaware 02/01/2021 8000 8000 moderna 0.614
## 893 District of Columbia 02/01/2021 6100 6100 moderna 0.367
## 895 Florida 02/01/2021 176100 176100 moderna 0.530
## 896 Georgia 02/01/2021 83500 83500 moderna 0.520
## 898 Hawaii 02/01/2021 12000 12000 moderna 0.204
## 899 Idaho 02/01/2021 13400 13400 moderna 0.816
## 900 Illinois 02/01/2021 83600 83600 moderna 0.609
## 901 Indiana 02/01/2021 54300 54300 moderna 0.786
## 902 Iowa 02/01/2021 25800 25800 moderna 0.853
## 903 Kansas 02/01/2021 23500 23500 moderna 0.757