Disabled By NUMDAYS

Exploratory Data Analysis

For those that were DISABLEd post vaccination, how many days before they became DISABLEd?

Field analysis:

In the two fields (VAX_DATE and ONSET_DATE) used to calculate NUMDAYS, there is a lot of anomalies in the data.

First see the links in:

Statistics: Reactions By NUMDAYS

This query is the same, the only difference being the rows are filtered by DISABLEd.

Row counts With and Without the WHERE clause (DISABLE)


select 
   Count (DISABLE) CNT_DISABLE	
,  Count (NUMDAYS)  CNT_NUMDAYS
,  Count (*) Count
from dbo.[VAERSDATA]
where NUMDAYS is NOT NULL  

Row Counts Without the WHERE clause

CNT_DISABLECNT_NUMDAYSCount
17,644593,718759,483

Row Counts With the WHERE clause

CNT_DISABLECNT_NUMDAYSCount
12,725585,971585,971

Percent populated in query

NUMDAYS
= 100 * 593,718/ 759,483
= 78.1% populated

DISABLE
= 100 * 12,725 / 17,644
– 72.1% populated

Query:


Select convert ( int, v.NUMDAYS ) as NUMDAYS
, count(*) Count
from dbo.[VAERSDATA] v
left outer join dbo.[V_AD_NUM_YRS_GT_AGE_YRS] ny
on v.vaers_id = ny.vaers_id
left outer join dbo.[V_AD_VAX_ONSET_DT_EXACT_YEAR_MULTIPLE] ym
on v.vaers_id = ym.vaers_id
where v.numdays is not null
and NY.VAERS_ID is null
and ym.VAERS_ID is null
and v.DISABLE is NOT null
group by convert ( int, v.NUMDAYS )
order by 1
go

Results:

NUMDAYS Til DisabledCountPercent WeightPercent Running Total
03,75129.47729.477
11,55812.24441.721
27095.57247.293
34233.32450.617
43032.38152.998
52672.09855.096
62041.60356.699
73412.68059.379
82191.72161.100
91671.31262.413
102061.61964.031
111301.02265.053
121351.06166.114
131431.12467.238
141941.52568.762
151240.97469.737
161190.93570.672
17840.66071.332
18870.68472.016
19780.61372.629
20880.69273.320
21780.61373.933
22630.49574.428
23520.40974.837
24730.57475.411
25570.44875.859
26510.40176.259
27430.33876.597
28630.49577.092
29440.34677.438
30760.59778.035
311431.12479.159
32410.32279.481
33330.25979.741
34370.29180.031
35310.24480.275
36310.24480.519
37220.17380.692
38260.20480.896
39310.24481.139
40240.18981.328
41240.18981.517
42320.25181.768
43250.19681.965
44280.22082.185
45280.22082.405
46180.14182.546
47200.15782.703
48140.11082.813
49240.18983.002
50220.17383.175
51140.11083.285
52140.11083.395
53230.18183.576
54180.14183.717
55230.18183.898
56180.14184.039
57120.09484.134
58200.15784.291
59210.16584.456
60200.15784.613
61520.40985.022
62270.21285.234
6390.07185.305
64120.09485.399
65150.11885.517
66120.09485.611
67100.07985.690
68150.11885.807
69180.14185.949
70110.08686.035
7180.06386.098
72110.08686.185
73140.11086.295
74130.10286.397
75150.11886.515
76110.08686.601
77130.10286.703
7880.06386.766
7990.07186.837
80130.10286.939
81140.11087.049
82100.07987.128
8390.07187.198
84140.11087.308
85100.07987.387
8640.03187.418
87130.10287.521
88110.08687.607
8950.03987.646
90140.11087.756
91100.07987.835
92190.14987.984
93110.08688.071
94100.07988.149
9570.05588.204
9630.02488.228
9740.03188.259
98100.07988.338
9940.03188.369
10070.05588.424
10160.04788.472
102100.07988.550
10380.06388.613
10470.05588.668
10560.04788.715
106100.07988.794
10780.06388.857
10850.03988.896
10980.06388.959
11010.00888.967
11170.05589.022
112120.09489.116
11350.03989.155
11450.03989.194
11580.06389.257
11670.05589.312
11730.02489.336
11810.00889.344
11930.02489.367
12090.07189.438
121100.07989.517
122120.09489.611
123150.11889.729
12430.02489.752
12540.03189.784
12670.05589.839
12720.01689.855
12850.03989.894
12960.04789.941
13020.01689.957
131120.09490.051
13250.03990.090
13380.06390.153
13450.03990.193
13550.03990.232
13630.02490.255
13760.04790.303
13870.05590.358
13930.02490.381
14010.00890.389
14120.01690.405
14230.02490.428
14350.03990.468
14420.01690.483
14550.03990.523
14620.01690.538
14720.01690.554
14850.03990.593
14910.00890.601
15020.01690.617
151100.07990.695
15240.03190.727
153160.12690.853
15460.04790.900
15530.02490.923
15630.02490.947
15710.00890.955
15850.03990.994
15930.02491.018
16070.05591.073
16110.00891.081
16260.04791.128
16350.03991.167
16440.03191.198
16520.01691.214
16630.02491.238
16710.00891.246
16850.03991.285
16960.04791.332
17040.03191.363
17120.01691.379
17220.01691.395
17360.04791.442
17440.03191.473
17550.03991.513
17630.02491.536
17740.03191.568
17850.03991.607
17940.03191.639
18030.02491.662
18180.06391.725
18250.03991.764
18370.05591.819
18470.05591.874
18550.03991.914
18630.02491.937
18740.03191.969
18820.01691.984
18960.04792.031
19060.04792.079
19140.03192.110
19210.00892.118
19310.00892.126
19450.03992.165
19630.02492.189
19710.00892.196
19810.00892.204
20020.01692.220
20150.03992.259
20230.02492.283
20360.04792.330
20420.01692.346
20520.01692.361
20630.02492.385
20720.01692.401
20870.05592.456
20930.02492.479
21040.03192.511
21110.00892.519
21290.07192.589
21330.02492.613
21430.02492.637
21520.01692.652
21620.01692.668
21720.01692.684
21820.01692.699
21920.01692.715
22040.03192.747
22150.03992.786
22220.01692.802
22330.02492.825
22430.02492.849
22530.02492.872
22620.01692.888
22720.01692.904
22850.03992.943
22930.02492.967
23020.01692.982
23110.00892.990
23220.01693.006
23440.03193.037
23520.01693.053
23640.03193.084
23710.00893.092
23830.02493.116
24040.03193.147
24130.02493.171
24250.03993.210
24360.04793.257
24440.03193.289
24560.04793.336
24620.01693.352
24720.01693.367
24830.02493.391
24920.01693.407
25010.00893.415
25120.01693.430
25210.00893.438
25410.00893.446
25530.02493.470
25720.01693.485
25860.04793.532
25920.01693.548
26020.01693.564
26120.01693.580
26210.00893.587
26310.00893.595
26420.01693.611
26620.01693.627
26750.03993.666
26820.01693.682
26910.00893.690
27040.03193.721
27140.03193.752
27230.02493.776
27320.01693.792
27430.02493.815
27520.01693.831
27620.01693.847
27720.01693.862
27810.00893.870
27920.01693.886
28010.00893.894
28120.01693.910
28220.01693.925
28310.00893.933
28410.00893.941
28640.03193.972
28710.00893.980
28820.01693.996
29010.00894.004
29120.01694.020
29210.00894.028
29320.01694.043
29410.00894.051
29510.00894.059
29630.02494.083
29710.00894.090
29810.00894.098
30010.00894.106
30250.03994.145
30340.03194.177
30420.01694.193
30520.01694.208
30650.03994.248
30730.02494.271
30820.01694.287
31020.01694.303
31140.03194.334
31210.00894.342
31320.01694.358
31510.00894.365
31720.01694.381
31810.00894.389
31920.01694.405
32020.01694.420
32310.00894.428
32520.01694.444
32710.00894.452
32810.00894.460
32930.02494.483
33140.03194.515
33310.00894.523
33520.01694.538
33710.00894.546
34110.00894.554
34420.01694.570
34510.00894.578
34630.02494.601
34910.00894.609
35030.02494.633
35110.00894.640
35210.00894.648
35310.00894.656
35740.03194.688
35920.01694.703
36020.01694.719
36130.02494.743
36240.03194.774
36340.03194.806
36410.00894.813
36640.03194.845
36720.01694.861
36830.02494.884
36920.01694.900
37050.03994.939
37220.01694.955
37330.02494.978
37420.01694.994
37520.01695.010
37620.01695.026
37820.01695.041
37930.02495.065
38020.01695.081
38120.01695.096
38310.00895.104
38410.00895.112
38520.01695.128
38610.00895.136
38810.00895.143
38920.01695.159
39020.01695.175
39110.00895.183
39220.01695.198
39340.03195.230
39520.01695.246
39640.03195.277
39720.01695.293
39910.00895.301
40020.01695.316
40110.00895.324
40410.00895.332
40510.00895.340
40720.01695.356
40830.02495.379
40930.02495.403
41030.02495.426
41150.03995.466
41210.00895.473
41310.00895.481
41410.00895.489
41510.00895.497
41620.01695.513
41710.00895.521
41810.00895.528
42030.02495.552
42110.00895.560
42210.00895.568
42630.02495.591
42820.01695.607
42910.00895.615
43020.01695.631
43220.01695.646
43310.00895.654
43410.00895.662
44020.01695.678
44110.00895.686
44220.01695.701
44310.00895.709
44730.02495.733
44910.00895.741
45020.01695.756
45110.00895.764
45220.01695.780
45310.00895.788
45420.01695.804
45510.00895.811
45720.01695.827
46230.02495.851
46310.00895.859
46420.01695.874
46910.00895.882
47120.01695.898
47520.01695.914
47610.00895.921
47710.00895.929
47910.00895.937
48110.00895.945
48210.00895.953
48320.01695.969
48410.00895.976
48640.03196.008
48710.00896.016
48910.00896.024
49020.01696.039
49230.02496.063
49510.00896.071
49920.01696.086
50350.03996.126
50420.01696.141
50610.00896.149
51110.00896.157
51210.00896.165
51510.00896.173
51720.01696.189
52310.00896.196
52710.00896.204
53010.00896.212
53110.00896.220
53210.00896.228
53410.00896.236
53510.00896.244
53710.00896.251
53810.00896.259
53910.00896.267
54210.00896.275
54310.00896.283
54640.03196.314
54710.00896.322
54820.01696.338
54910.00896.346
55010.00896.354
55110.00896.361
55510.00896.369
55720.01696.385
56010.00896.393
56130.02496.417
56410.00896.424
56510.00896.432
56610.00896.440
56830.02496.464
57310.00896.472
57510.00896.479
57710.00896.487
57820.01696.503
57910.00896.511
58010.00896.519
58110.00896.527
58220.01696.542
58310.00896.550
58410.00896.558
58520.01696.574
58820.01696.589
58930.02496.613
59110.00896.621
59410.00896.629
59510.00896.637
59810.00896.644
60010.00896.652
61310.00896.660
61410.00896.668
61720.01696.684
61920.01696.699
62920.01696.715
63110.00896.723
63310.00896.731
63420.01696.747
63510.00896.754
63610.00896.762
63710.00896.770
63910.00896.778
64030.02496.802
64130.02496.825
64610.00896.833
64710.00896.841
65210.00896.849
66310.00896.857
66410.00896.864
66510.00896.872
66810.00896.880
67810.00896.888
67920.01696.904
68310.00896.912
68420.01696.927
68910.00896.935
69110.00896.943
69710.00896.951
69810.00896.959
70210.00896.967
70610.00896.974
70820.01696.990
71120.01697.006
71320.01697.022
71410.00897.029
72710.00897.037
72820.01697.053
73120.01697.069
73310.00897.077
74010.00897.084
74120.01697.100
74220.01697.116
74430.02497.139
74510.00897.147
74710.00897.155
75010.00897.163
75510.00897.171
75910.00897.179
76130.02497.202
76230.02497.226
76810.00897.234
77010.00897.242
77220.01697.257
77910.00897.265
78110.00897.273
78310.00897.281
78520.01697.297
78810.00897.305
79110.00897.312
80210.00897.320
80310.00897.328
80420.01697.344
81010.00897.352
81210.00897.360
81310.00897.367
81810.00897.375
82520.01697.391
82630.02497.415
82910.00897.422
83210.00897.430
83610.00897.438
84010.00897.446
84120.01697.462
84210.00897.470
84510.00897.477
85110.00897.485
85410.00897.493
85510.00897.501
85610.00897.509
85810.00897.517
86010.00897.525
86510.00897.532
86610.00897.540
87610.00897.548
88410.00897.556
88720.01697.572
89410.00897.580
89910.00897.587
90110.00897.595
90710.00897.603
90810.00897.611
91110.00897.619
91310.00897.627
91410.00897.635
91710.00897.642
92520.01697.658
93110.00897.666
93210.00897.674
93610.00897.682
94310.00897.690
94710.00897.697
94910.00897.705
95110.00897.713
95310.00897.721
96010.00897.729
96220.01697.745
96410.00897.752
96710.00897.760
96810.00897.768
97310.00897.776
97510.00897.784
98710.00897.792
99020.01697.807
1,00620.01697.823
1,00810.00897.831
1,01010.00897.839
1,01210.00897.847
1,01510.00897.855
1,01610.00897.862
1,03010.00897.870
1,03810.00897.878
1,04110.00897.886
1,04310.00897.894
1,04410.00897.902
1,05610.00897.910
1,05810.00897.917
1,07110.00897.925
1,07310.00897.933
1,07610.00897.941
1,08410.00897.949
1,08610.00897.957
1,09010.00897.965
1,09310.00897.972
1,09410.00897.980
1,09510.00897.988
1,09720.01698.004
1,09910.00898.012
1,10310.00898.020
1,10510.00898.028
1,11110.00898.035
1,12210.00898.043
1,12620.01698.059
1,12710.00898.067
1,13410.00898.075
1,14310.00898.083
1,15210.00898.090
1,16410.00898.098
1,18220.01698.114
1,18510.00898.122
1,19110.00898.130
1,19510.00898.138
1,19610.00898.145
1,20010.00898.153
1,20210.00898.161
1,20310.00898.169
1,21310.00898.177
1,22410.00898.185
1,22920.01698.200
1,23310.00898.208
1,25710.00898.216
1,27210.00898.224
1,29510.00898.232
1,30410.00898.240
1,30710.00898.248
1,31520.01698.263
1,31610.00898.271
1,32710.00898.279
1,33510.00898.287
1,34610.00898.295
1,34910.00898.303
1,35510.00898.310
1,36310.00898.318
1,36410.00898.326
1,36510.00898.334
1,36910.00898.342
1,38610.00898.350
1,39320.01698.365
1,40220.01698.381
1,42110.00898.389
1,42410.00898.397
1,43410.00898.405
1,44010.00898.413
1,44810.00898.420
1,45910.00898.428
1,46220.01698.444
1,46410.00898.452
1,46510.00898.460
1,47310.00898.468
1,48210.00898.475
1,48310.00898.483
1,49110.00898.491
1,50410.00898.499
1,51310.00898.507
1,51910.00898.515
1,52210.00898.523
1,53410.00898.530
1,53710.00898.538
1,53910.00898.546
1,54310.00898.554
1,55010.00898.562
1,56010.00898.570
1,56410.00898.578
1,56610.00898.585
1,57910.00898.593
1,58010.00898.601
1,58620.01698.617
1,59610.00898.625
1,59910.00898.633
1,60810.00898.640
1,61410.00898.648
1,61610.00898.656
1,62210.00898.664
1,64010.00898.672
1,64310.00898.680
1,65110.00898.688
1,65210.00898.695
1,67210.00898.703
1,68810.00898.711
1,69210.00898.719
1,69310.00898.727
1,70510.00898.735
1,71710.00898.743
1,74010.00898.750
1,74210.00898.758
1,74710.00898.766
1,75310.00898.774
1,75420.01698.790
1,76310.00898.798
1,76420.01698.813
1,78710.00898.821
1,79210.00898.829
1,79710.00898.837
1,80510.00898.845
1,81510.00898.853
1,81810.00898.861
1,82310.00898.868
1,83010.00898.876
1,83610.00898.884
1,84110.00898.892
1,86010.00898.900
1,86210.00898.908
1,88810.00898.916
1,89810.00898.923
1,90710.00898.931
1,91710.00898.939
1,93010.00898.947
1,93110.00898.955
1,96610.00898.963
1,97010.00898.971
1,97110.00898.978
1,97710.00898.986
1,98310.00898.994
1,99920.01699.010
2,00210.00899.018
2,01610.00899.026
2,02210.00899.033
2,03510.00899.041
2,05210.00899.049
2,06910.00899.057
2,07610.00899.065
2,07810.00899.073
2,07910.00899.081
2,08010.00899.088
2,08610.00899.096
2,10810.00899.104
2,11610.00899.112
2,12310.00899.120
2,15410.00899.128
2,15910.00899.136
2,16910.00899.143
2,17910.00899.151
2,19210.00899.159
2,19510.00899.167
2,20010.00899.175
2,21010.00899.183
2,21510.00899.191
2,22110.00899.198
2,23310.00899.206
2,24310.00899.214
2,24520.01699.230
2,27020.01699.246
2,28210.00899.253
2,32810.00899.261
2,35210.00899.269
2,36310.00899.277
2,39120.01699.293
2,39410.00899.301
2,40410.00899.308
2,44410.00899.316
2,45410.00899.324
2,46810.00899.332
2,47910.00899.340
2,48210.00899.348
2,48610.00899.356
2,49210.00899.363
2,50210.00899.371
2,51310.00899.379
2,51510.00899.387
2,53610.00899.395
2,54410.00899.403
2,56410.00899.411
2,59310.00899.418
2,62410.00899.426
2,70410.00899.434
2,71310.00899.442
2,71810.00899.450
2,74910.00899.458
2,76610.00899.466
2,77710.00899.473
2,79910.00899.481
2,82910.00899.489
2,83410.00899.497
2,85810.00899.505
2,86310.00899.513
2,86710.00899.521
2,89110.00899.528
2,92510.00899.536
2,94010.00899.544
2,96710.00899.552
2,97910.00899.560
3,02110.00899.568
3,02710.00899.576
3,03210.00899.583
3,07510.00899.591
3,12610.00899.599
3,13210.00899.607
3,16110.00899.615
3,16810.00899.623
3,19010.00899.631
3,20510.00899.639
3,23210.00899.646
3,25110.00899.654
3,30310.00899.662
3,33010.00899.670
3,41110.00899.678
3,44110.00899.686
3,45110.00899.694
3,46910.00899.701
3,47610.00899.709
3,48210.00899.717
3,57010.00899.725
3,60010.00899.733
3,61020.01699.749
3,66010.00899.756
3,66210.00899.764
3,66910.00899.772
3,68310.00899.780
3,71410.00899.788
3,77910.00899.796
3,79910.00899.804
3,82710.00899.811
3,94910.00899.819
3,97010.00899.827
4,04710.00899.835
4,18610.00899.843
4,32510.00899.851
4,38810.00899.859
4,44510.00899.866
4,46210.00899.874
4,53610.00899.882
4,55910.00899.890
4,56510.00899.898
4,66310.00899.906
4,86410.00899.914
4,93810.00899.921
4,96110.00899.929
5,24310.00899.937
5,41220.01699.953
5,46810.00899.961
5,56610.00899.969
6,97210.00899.976
7,53910.00899.984
9,50010.00899.992
14,28410.008100.000
    
Total Disabled With NUMDAYS12,725100 
Rows844 

844 rows

Analysis:

Of all those that were DISABLEd post vaccination;

29.4% were DISABLEd on day 0, the very same day
12.2% were DISABLEd on day 1, the next day
5.5% were DISABLEd on day 2
3.3% were DISABLEd on day 3

Between day 0 and day 1, 41.7% were DISABLEd

Between day 0 and day 3, 50.6% were DISABLEd

The remaining 50% are distributed over the remaining 841 rows. See the anomalies with NUMDAYS in the other post.

Another very long tail

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